id	sid	tid	token	lemma	pos
fcis-2966	1	1	frontiers	frontier	NOUN
fcis-2966	1	2	in	in	ADP
fcis-2966	1	3	computing	computing	NOUN
fcis-2966	1	4	and	and	CCONJ
fcis-2966	1	5	intelligent	intelligent	ADJ
fcis-2966	1	6	systems	system	NOUN
fcis-2966	1	7	issn	issn	VERB
fcis-2966	1	8	:	:	PUNCT
fcis-2966	1	9	2832	2832	NUM
fcis-2966	1	10	-	-	SYM
fcis-2966	1	11	6024	6024	NUM
fcis-2966	1	12	|	|	NOUN
fcis-2966	1	13	vol	vol	NOUN
fcis-2966	1	14	.	.	PROPN
fcis-2966	2	1	2	2	NUM
fcis-2966	2	2	,	,	PUNCT
fcis-2966	2	3	no	no	INTJ
fcis-2966	2	4	.	.	NOUN
fcis-2966	2	5	1	1	NUM
fcis-2966	2	6	,	,	PUNCT
fcis-2966	2	7	2022	2022	NUM
fcis-2966	2	8	47	47	NUM
fcis-2966	2	9	application	application	NOUN
fcis-2966	2	10	of	of	ADP
fcis-2966	2	11	machine	machine	NOUN
fcis-2966	2	12	learning	learning	NOUN
fcis-2966	2	13	and	and	CCONJ
fcis-2966	2	14	data	datum	NOUN
fcis-2966	2	15	mining	mining	NOUN
fcis-2966	2	16	in	in	ADP
fcis-2966	2	17	manufacturing	manufacturing	NOUN
fcis-2966	2	18	industry	industry	NOUN
fcis-2966	2	19	zheng	zheng	PROPN
fcis-2966	2	20	song	song	PROPN
fcis-2966	2	21	,	,	PUNCT
fcis-2966	2	22	shu	shu	PROPN
fcis-2966	2	23	luo	luo	PROPN
fcis-2966	2	24	school	school	PROPN
fcis-2966	2	25	of	of	ADP
fcis-2966	2	26	mechanical	mechanical	ADJ
fcis-2966	2	27	and	and	CCONJ
fcis-2966	2	28	electrical	electrical	ADJ
fcis-2966	2	29	engineering	engineering	NOUN
fcis-2966	2	30	,	,	PUNCT
fcis-2966	2	31	southwest	southwest	ADJ
fcis-2966	2	32	petroleum	petroleum	PROPN
fcis-2966	2	33	university	university	PROPN
fcis-2966	2	34	,	,	PUNCT
fcis-2966	2	35	chengdu	chengdu	PROPN
fcis-2966	2	36	610000	610000	NUM
fcis-2966	2	37	,	,	PUNCT
fcis-2966	2	38	china	china	PROPN
fcis-2966	2	39	abstract	abstract	NOUN
fcis-2966	2	40	:	:	PUNCT
fcis-2966	2	41	with	with	ADP
fcis-2966	2	42	the	the	DET
fcis-2966	2	43	rise	rise	NOUN
fcis-2966	2	44	of	of	ADP
fcis-2966	2	45	machine	machine	NOUN
fcis-2966	2	46	learning	learn	VERB
fcis-2966	2	47	in	in	ADP
fcis-2966	2	48	various	various	ADJ
fcis-2966	2	49	industries	industry	NOUN
fcis-2966	2	50	,	,	PUNCT
fcis-2966	2	51	the	the	DET
fcis-2966	2	52	traditional	traditional	ADJ
fcis-2966	2	53	manufacturing	manufacturing	NOUN
fcis-2966	2	54	industry	industry	NOUN
fcis-2966	2	55	is	be	AUX
fcis-2966	2	56	facing	face	VERB
fcis-2966	2	57	a	a	DET
fcis-2966	2	58	new	new	ADJ
fcis-2966	2	59	disruption	disruption	NOUN
fcis-2966	2	60	,	,	PUNCT
fcis-2966	2	61	which	which	PRON
fcis-2966	2	62	requires	require	VERB
fcis-2966	2	63	the	the	DET
fcis-2966	2	64	use	use	NOUN
fcis-2966	2	65	of	of	ADP
fcis-2966	2	66	different	different	ADJ
fcis-2966	2	67	technologies	technology	NOUN
fcis-2966	2	68	and	and	CCONJ
fcis-2966	2	69	tools	tool	NOUN
fcis-2966	2	70	to	to	PART
fcis-2966	2	71	achieve	achieve	VERB
fcis-2966	2	72	its	its	PRON
fcis-2966	2	73	production	production	NOUN
fcis-2966	2	74	targets	target	NOUN
fcis-2966	2	75	;	;	PUNCT
fcis-2966	2	76	in	in	ADP
fcis-2966	2	77	this	this	DET
fcis-2966	2	78	regard	regard	NOUN
fcis-2966	2	79	,	,	PUNCT
fcis-2966	2	80	machine	machine	NOUN
fcis-2966	2	81	learning	learning	NOUN
fcis-2966	2	82	(	(	PUNCT
fcis-2966	2	83	ml	ml	NOUN
fcis-2966	2	84	)	)	PUNCT
fcis-2966	2	85	and	and	CCONJ
fcis-2966	2	86	data	datum	NOUN
fcis-2966	2	87	mining	mining	NOUN
fcis-2966	2	88	(	(	PUNCT
fcis-2966	2	89	dm	dm	NOUN
fcis-2966	2	90	)	)	PUNCT
fcis-2966	2	91	play	play	VERB
fcis-2966	2	92	a	a	DET
fcis-2966	2	93	key	key	ADJ
fcis-2966	2	94	role	role	NOUN
fcis-2966	2	95	.	.	PUNCT
fcis-2966	3	1	this	this	DET
fcis-2966	3	2	paper	paper	NOUN
fcis-2966	3	3	provides	provide	VERB
fcis-2966	3	4	a	a	DET
fcis-2966	3	5	statistical	statistical	ADJ
fcis-2966	3	6	understanding	understanding	NOUN
fcis-2966	3	7	of	of	ADP
fcis-2966	3	8	the	the	DET
fcis-2966	3	9	main	main	ADJ
fcis-2966	3	10	methods	method	NOUN
fcis-2966	3	11	and	and	CCONJ
fcis-2966	3	12	algorithms	algorithm	NOUN
fcis-2966	3	13	used	use	VERB
fcis-2966	3	14	to	to	PART
fcis-2966	3	15	improve	improve	VERB
fcis-2966	3	16	manufacturing	manufacturing	NOUN
fcis-2966	3	17	processes	process	NOUN
fcis-2966	3	18	over	over	ADP
fcis-2966	3	19	the	the	DET
fcis-2966	3	20	past	past	ADJ
fcis-2966	3	21	20	20	NUM
fcis-2966	3	22	years	year	NOUN
fcis-2966	3	23	by	by	ADP
fcis-2966	3	24	dividing	divide	VERB
fcis-2966	3	25	them	they	PRON
fcis-2966	3	26	into	into	ADP
fcis-2966	3	27	four	four	NUM
fcis-2966	3	28	main	main	ADJ
fcis-2966	3	29	themes	theme	NOUN
fcis-2966	3	30	:	:	PUNCT
fcis-2966	3	31	scheduling	scheduling	NOUN
fcis-2966	3	32	,	,	PUNCT
fcis-2966	3	33	monitoring	monitoring	NOUN
fcis-2966	3	34	,	,	PUNCT
fcis-2966	3	35	quality	quality	NOUN
fcis-2966	3	36	and	and	CCONJ
fcis-2966	3	37	failure	failure	NOUN
fcis-2966	3	38	,	,	PUNCT
fcis-2966	3	39	presents	present	VERB
fcis-2966	3	40	previous	previous	ADJ
fcis-2966	3	41	ml	ml	ADP
fcis-2966	3	42	research	research	NOUN
fcis-2966	3	43	and	and	CCONJ
fcis-2966	3	44	the	the	DET
fcis-2966	3	45	latest	late	ADJ
fcis-2966	3	46	advances	advance	NOUN
fcis-2966	3	47	in	in	ADP
fcis-2966	3	48	manufacturing	manufacturing	NOUN
fcis-2966	3	49	,	,	PUNCT
fcis-2966	3	50	followed	follow	VERB
fcis-2966	3	51	by	by	ADP
fcis-2966	3	52	a	a	DET
fcis-2966	3	53	comprehensive	comprehensive	ADJ
fcis-2966	3	54	discussion	discussion	NOUN
fcis-2966	3	55	of	of	ADP
fcis-2966	3	56	existing	exist	VERB
fcis-2966	3	57	problem	problem	NOUN
fcis-2966	3	58	solutions	solution	NOUN
fcis-2966	3	59	in	in	ADP
fcis-2966	3	60	manufacturing	manufacturing	NOUN
fcis-2966	3	61	from	from	ADP
fcis-2966	3	62	multiple	multiple	ADJ
fcis-2966	3	63	aspects	aspect	NOUN
fcis-2966	3	64	,	,	PUNCT
fcis-2966	3	65	it	it	PRON
fcis-2966	3	66	includes	include	VERB
fcis-2966	3	67	tasks	task	NOUN
fcis-2966	3	68	(	(	PUNCT
fcis-2966	3	69	i.e.	i.e.	X
fcis-2966	3	70	,	,	PUNCT
fcis-2966	3	71	clustering	clustering	ADJ
fcis-2966	3	72	,	,	PUNCT
fcis-2966	3	73	classification	classification	NOUN
fcis-2966	3	74	,	,	PUNCT
fcis-2966	3	75	regression	regression	NOUN
fcis-2966	3	76	)	)	PUNCT
fcis-2966	3	77	,	,	PUNCT
fcis-2966	3	78	algorithms	algorithm	NOUN
fcis-2966	3	79	(	(	PUNCT
fcis-2966	3	80	i.e.	i.e.	X
fcis-2966	3	81	,	,	PUNCT
fcis-2966	3	82	support	support	NOUN
fcis-2966	3	83	vector	vector	NOUN
fcis-2966	3	84	machines	machine	NOUN
fcis-2966	3	85	,	,	PUNCT
fcis-2966	3	86	neural	neural	ADJ
fcis-2966	3	87	networks	network	NOUN
fcis-2966	3	88	)	)	PUNCT
fcis-2966	3	89	,	,	PUNCT
fcis-2966	3	90	learning	learn	VERB
fcis-2966	3	91	types	type	NOUN
fcis-2966	3	92	(	(	PUNCT
fcis-2966	3	93	i.e.	i.e.	X
fcis-2966	3	94	,	,	PUNCT
fcis-2966	3	95	ensemble	ensemble	ADJ
fcis-2966	3	96	learning	learning	NOUN
fcis-2966	3	97	,	,	PUNCT
fcis-2966	3	98	deep	deep	ADJ
fcis-2966	3	99	learning	learning	NOUN
fcis-2966	3	100	)	)	PUNCT
fcis-2966	3	101	,	,	PUNCT
fcis-2966	3	102	and	and	CCONJ
fcis-2966	3	103	performance	performance	NOUN
fcis-2966	3	104	indicators	indicator	NOUN
fcis-2966	3	105	(	(	PUNCT
fcis-2966	3	106	i.e.	i.e.	X
fcis-2966	3	107	,	,	PUNCT
fcis-2966	3	108	accuracy	accuracy	NOUN
fcis-2966	3	109	,	,	PUNCT
fcis-2966	3	110	mean	mean	ADJ
fcis-2966	3	111	absolute	absolute	ADJ
fcis-2966	3	112	error	error	NOUN
fcis-2966	3	113	)	)	PUNCT
fcis-2966	3	114	.	.	PUNCT
fcis-2966	4	1	in	in	ADP
fcis-2966	4	2	addition	addition	NOUN
fcis-2966	4	3	,	,	PUNCT
fcis-2966	4	4	the	the	DET
fcis-2966	4	5	main	main	ADJ
fcis-2966	4	6	steps	step	NOUN
fcis-2966	4	7	of	of	ADP
fcis-2966	4	8	database	database	NOUN
fcis-2966	4	9	knowledge	knowledge	NOUN
fcis-2966	4	10	discovery	discovery	PROPN
fcis-2966	4	11	(	(	PUNCT
fcis-2966	4	12	kdd	kdd	PROPN
fcis-2966	4	13	)	)	PUNCT
fcis-2966	4	14	process	process	NOUN
fcis-2966	4	15	that	that	PRON
fcis-2966	4	16	should	should	AUX
fcis-2966	4	17	be	be	AUX
fcis-2966	4	18	followed	follow	VERB
fcis-2966	4	19	in	in	ADP
fcis-2966	4	20	manufacturing	manufacturing	NOUN
fcis-2966	4	21	applications	application	NOUN
fcis-2966	4	22	are	be	AUX
fcis-2966	4	23	described	describe	VERB
fcis-2966	4	24	in	in	ADP
fcis-2966	4	25	detail	detail	NOUN
fcis-2966	4	26	,	,	PUNCT
fcis-2966	4	27	and	and	CCONJ
fcis-2966	4	28	the	the	DET
fcis-2966	4	29	methods	method	NOUN
fcis-2966	4	30	to	to	PART
fcis-2966	4	31	overcome	overcome	VERB
fcis-2966	4	32	some	some	DET
fcis-2966	4	33	problems	problem	NOUN
fcis-2966	4	34	and	and	CCONJ
fcis-2966	4	35	the	the	DET
fcis-2966	4	36	advantages	advantage	NOUN
fcis-2966	4	37	of	of	ADP
fcis-2966	4	38	machine	machine	NOUN
fcis-2966	4	39	learning	learning	NOUN
fcis-2966	4	40	applied	apply	VERB
fcis-2966	4	41	to	to	ADP
fcis-2966	4	42	manufacturing	manufacturing	NOUN
fcis-2966	4	43	industry	industry	NOUN
fcis-2966	4	44	are	be	AUX
fcis-2966	4	45	briefly	briefly	ADV
fcis-2966	4	46	described	describe	VERB
fcis-2966	4	47	.	.	PUNCT
fcis-2966	5	1	finally	finally	ADV
fcis-2966	5	2	,	,	PUNCT
fcis-2966	5	3	the	the	DET
fcis-2966	5	4	paper	paper	NOUN
fcis-2966	5	5	summarizes	summarize	NOUN
fcis-2966	5	6	and	and	CCONJ
fcis-2966	5	7	further	far	ADV
fcis-2966	5	8	looks	look	VERB
fcis-2966	5	9	forward	forward	ADV
fcis-2966	5	10	to	to	ADP
fcis-2966	5	11	the	the	DET
fcis-2966	5	12	future	future	ADJ
fcis-2966	5	13	development	development	NOUN
fcis-2966	5	14	direction	direction	NOUN
fcis-2966	5	15	.	.	PUNCT
fcis-2966	6	1	keywords	keyword	NOUN
fcis-2966	6	2	:	:	PUNCT
fcis-2966	6	3	machine	machine	NOUN
fcis-2966	6	4	learning	learning	NOUN
fcis-2966	6	5	;	;	PUNCT
fcis-2966	6	6	data	datum	NOUN
fcis-2966	6	7	mining	mining	NOUN
fcis-2966	6	8	;	;	PUNCT
fcis-2966	6	9	manufacturing	manufacturing	NOUN
fcis-2966	6	10	technology	technology	NOUN
fcis-2966	6	11	;	;	PUNCT
fcis-2966	6	12	classification	classification	NOUN
fcis-2966	6	13	and	and	CCONJ
fcis-2966	6	14	clustering	clustering	NOUN
fcis-2966	6	15	.	.	PUNCT
fcis-2966	7	1	1	1	X
fcis-2966	7	2	.	.	X
fcis-2966	7	3	introduction	introduction	NOUN
fcis-2966	7	4	machine	machine	NOUN
fcis-2966	7	5	learning	learning	NOUN
fcis-2966	7	6	(	(	PUNCT
fcis-2966	7	7	ml	ml	NOUN
fcis-2966	7	8	)	)	PUNCT
fcis-2966	7	9	is	be	AUX
fcis-2966	7	10	an	an	DET
fcis-2966	7	11	important	important	ADJ
fcis-2966	7	12	research	research	NOUN
fcis-2966	7	13	field	field	NOUN
fcis-2966	7	14	of	of	ADP
fcis-2966	7	15	artificial	artificial	ADJ
fcis-2966	7	16	intelligence	intelligence	NOUN
fcis-2966	7	17	,	,	PUNCT
fcis-2966	7	18	which	which	PRON
fcis-2966	7	19	can	can	AUX
fcis-2966	7	20	help	help	VERB
fcis-2966	7	21	computers	computer	NOUN
fcis-2966	7	22	to	to	PART
fcis-2966	7	23	model	model	VERB
fcis-2966	7	24	and	and	CCONJ
fcis-2966	7	25	accurately	accurately	ADV
fcis-2966	7	26	predict	predict	VERB
fcis-2966	7	27	future	future	ADJ
fcis-2966	7	28	events	event	NOUN
fcis-2966	7	29	based	base	VERB
fcis-2966	7	30	on	on	ADP
fcis-2966	7	31	experience	experience	NOUN
fcis-2966	7	32	.	.	PUNCT
fcis-2966	8	1	the	the	DET
fcis-2966	8	2	main	main	ADJ
fcis-2966	8	3	ml	ml	NOUN
fcis-2966	8	4	methods	method	NOUN
fcis-2966	8	5	fall	fall	VERB
fcis-2966	8	6	into	into	ADP
fcis-2966	8	7	two	two	NUM
fcis-2966	8	8	broad	broad	ADJ
fcis-2966	8	9	categories	category	NOUN
fcis-2966	8	10	:	:	PUNCT
fcis-2966	8	11	supervised	supervise	VERB
fcis-2966	8	12	learning	learning	NOUN
fcis-2966	8	13	and	and	CCONJ
fcis-2966	8	14	unsupervised	unsupervised	ADJ
fcis-2966	8	15	learning	learning	NOUN
fcis-2966	8	16	.	.	PUNCT
fcis-2966	9	1	a	a	DET
fcis-2966	9	2	typical	typical	ADJ
fcis-2966	9	3	problem	problem	NOUN
fcis-2966	9	4	in	in	ADP
fcis-2966	9	5	supervised	supervised	ADJ
fcis-2966	9	6	learning	learning	NOUN
fcis-2966	9	7	is	be	AUX
fcis-2966	9	8	classification	classification	NOUN
fcis-2966	9	9	,	,	PUNCT
fcis-2966	9	10	while	while	SCONJ
fcis-2966	9	11	unsupervised	unsupervised	ADJ
fcis-2966	9	12	learning	learning	NOUN
fcis-2966	9	13	is	be	AUX
fcis-2966	9	14	quite	quite	ADV
fcis-2966	9	15	common	common	ADJ
fcis-2966	9	16	in	in	ADP
fcis-2966	9	17	clustering	clustering	NOUN
fcis-2966	9	18	.	.	PUNCT
fcis-2966	10	1	common	common	ADJ
fcis-2966	10	2	classification	classification	NOUN
fcis-2966	10	3	techniques	technique	NOUN
fcis-2966	10	4	include	include	VERB
fcis-2966	10	5	neural	neural	ADJ
fcis-2966	10	6	network	network	NOUN
fcis-2966	10	7	,	,	PUNCT
fcis-2966	10	8	support	support	NOUN
fcis-2966	10	9	vector	vector	NOUN
fcis-2966	10	10	machine	machine	NOUN
fcis-2966	10	11	and	and	CCONJ
fcis-2966	10	12	decision	decision	NOUN
fcis-2966	10	13	tree	tree	NOUN
fcis-2966	10	14	,	,	PUNCT
fcis-2966	10	15	and	and	CCONJ
fcis-2966	10	16	the	the	DET
fcis-2966	10	17	most	most	ADV
fcis-2966	10	18	widely	widely	ADV
fcis-2966	10	19	used	use	VERB
fcis-2966	10	20	clustering	clustering	NOUN
fcis-2966	10	21	technique	technique	NOUN
fcis-2966	10	22	is	be	AUX
fcis-2966	10	23	k	k	NOUN
fcis-2966	10	24	-	-	PUNCT
fcis-2966	10	25	means	means	NOUN
fcis-2966	10	26	.	.	PUNCT
fcis-2966	11	1	ml	ml	AUX
fcis-2966	11	2	technology	technology	NOUN
fcis-2966	11	3	has	have	AUX
fcis-2966	11	4	been	be	AUX
fcis-2966	11	5	widely	widely	ADV
fcis-2966	11	6	and	and	CCONJ
fcis-2966	11	7	successfully	successfully	ADV
fcis-2966	11	8	applied	apply	VERB
fcis-2966	11	9	in	in	ADP
fcis-2966	11	10	many	many	ADJ
fcis-2966	11	11	different	different	ADJ
fcis-2966	11	12	fields	field	NOUN
fcis-2966	11	13	,	,	PUNCT
fcis-2966	11	14	such	such	ADJ
fcis-2966	11	15	as	as	ADP
fcis-2966	11	16	health	health	NOUN
fcis-2966	11	17	,	,	PUNCT
fcis-2966	11	18	education	education	NOUN
fcis-2966	11	19	,	,	PUNCT
fcis-2966	11	20	wireless	wireless	ADJ
fcis-2966	11	21	sensor	sensor	NOUN
fcis-2966	11	22	networks	network	NOUN
fcis-2966	11	23	and	and	CCONJ
fcis-2966	11	24	finance	finance	NOUN
fcis-2966	11	25	.	.	PUNCT
fcis-2966	12	1	this	this	DET
fcis-2966	12	2	paper	paper	NOUN
fcis-2966	12	3	outlines	outline	VERB
fcis-2966	12	4	the	the	DET
fcis-2966	12	5	application	application	NOUN
fcis-2966	12	6	of	of	ADP
fcis-2966	12	7	ml	ml	NOUN
fcis-2966	12	8	technology	technology	NOUN
fcis-2966	12	9	in	in	ADP
fcis-2966	12	10	manufacturing	manufacturing	NOUN
fcis-2966	12	11	,	,	PUNCT
fcis-2966	12	12	where	where	SCONJ
fcis-2966	12	13	modern	modern	ADJ
fcis-2966	12	14	manufacturing	manufacturing	NOUN
fcis-2966	12	15	plants	plant	NOUN
fcis-2966	12	16	use	use	VERB
fcis-2966	12	17	powerful	powerful	ADJ
fcis-2966	12	18	data	datum	NOUN
fcis-2966	12	19	acquisition	acquisition	NOUN
fcis-2966	12	20	systems	system	NOUN
fcis-2966	12	21	to	to	PART
fcis-2966	12	22	electronically	electronically	ADV
fcis-2966	12	23	collect	collect	VERB
fcis-2966	12	24	and	and	CCONJ
fcis-2966	12	25	transmit	transmit	VERB
fcis-2966	12	26	data	datum	NOUN
fcis-2966	12	27	for	for	ADP
fcis-2966	12	28	almost	almost	ADV
fcis-2966	12	29	all	all	PRON
fcis-2966	12	30	processes	process	NOUN
fcis-2966	12	31	in	in	ADP
fcis-2966	12	32	an	an	DET
fcis-2966	12	33	organization	organization	NOUN
fcis-2966	12	34	.	.	PUNCT
fcis-2966	13	1	many	many	ADJ
fcis-2966	13	2	manufacturing	manufacturing	NOUN
fcis-2966	13	3	variables	variable	NOUN
fcis-2966	13	4	are	be	AUX
fcis-2966	13	5	continuously	continuously	ADV
fcis-2966	13	6	measured	measure	VERB
fcis-2966	13	7	at	at	ADP
fcis-2966	13	8	various	various	ADJ
fcis-2966	13	9	stages	stage	NOUN
fcis-2966	13	10	and	and	CCONJ
fcis-2966	13	11	their	their	PRON
fcis-2966	13	12	values	value	NOUN
fcis-2966	13	13	are	be	AUX
fcis-2966	13	14	stored	store	VERB
fcis-2966	13	15	in	in	ADP
fcis-2966	13	16	an	an	DET
fcis-2966	13	17	organization	organization	NOUN
fcis-2966	13	18	's	's	PART
fcis-2966	13	19	database	database	NOUN
fcis-2966	13	20	.	.	PUNCT
fcis-2966	14	1	this	this	DET
fcis-2966	14	2	data	datum	NOUN
fcis-2966	14	3	may	may	AUX
fcis-2966	14	4	be	be	AUX
fcis-2966	14	5	related	relate	VERB
fcis-2966	14	6	to	to	ADP
fcis-2966	14	7	the	the	DET
fcis-2966	14	8	characteristics	characteristic	NOUN
fcis-2966	14	9	of	of	ADP
fcis-2966	14	10	the	the	DET
fcis-2966	14	11	product	product	NOUN
fcis-2966	14	12	,	,	PUNCT
fcis-2966	14	13	the	the	DET
fcis-2966	14	14	machine	machine	NOUN
fcis-2966	14	15	,	,	PUNCT
fcis-2966	14	16	the	the	DET
fcis-2966	14	17	production	production	NOUN
fcis-2966	14	18	line	line	NOUN
fcis-2966	14	19	(	(	PUNCT
fcis-2966	14	20	i.e.	i.e.	X
fcis-2966	14	21	,	,	PUNCT
fcis-2966	14	22	which	which	DET
fcis-2966	14	23	machine	machine	NOUN
fcis-2966	14	24	uses	use	VERB
fcis-2966	14	25	which	which	PRON
fcis-2966	14	26	setting	set	VERB
fcis-2966	14	27	parameters	parameter	NOUN
fcis-2966	14	28	)	)	PUNCT
fcis-2966	14	29	,	,	PUNCT
fcis-2966	14	30	the	the	DET
fcis-2966	14	31	human	human	ADJ
fcis-2966	14	32	resources	resource	NOUN
fcis-2966	14	33	operating	operate	VERB
fcis-2966	14	34	the	the	DET
fcis-2966	14	35	production	production	NOUN
fcis-2966	14	36	line	line	NOUN
fcis-2966	14	37	(	(	PUNCT
fcis-2966	14	38	i.e.	i.e.	X
fcis-2966	14	39	,	,	PUNCT
fcis-2966	14	40	the	the	DET
fcis-2966	14	41	level	level	NOUN
fcis-2966	14	42	of	of	ADP
fcis-2966	14	43	experience	experience	NOUN
fcis-2966	14	44	of	of	ADP
fcis-2966	14	45	the	the	DET
fcis-2966	14	46	workers	worker	NOUN
fcis-2966	14	47	,	,	PUNCT
fcis-2966	14	48	the	the	DET
fcis-2966	14	49	type	type	NOUN
fcis-2966	14	50	of	of	ADP
fcis-2966	14	51	shift	shift	NOUN
fcis-2966	14	52	)	)	PUNCT
fcis-2966	14	53	,	,	PUNCT
fcis-2966	14	54	the	the	DET
fcis-2966	14	55	raw	raw	ADJ
fcis-2966	14	56	materials	material	NOUN
fcis-2966	14	57	used	use	VERB
fcis-2966	14	58	in	in	ADP
fcis-2966	14	59	the	the	DET
fcis-2966	14	60	process	process	NOUN
fcis-2966	14	61	,	,	PUNCT
fcis-2966	14	62	the	the	DET
fcis-2966	14	63	environment	environment	NOUN
fcis-2966	14	64	(	(	PUNCT
fcis-2966	14	65	humidity	humidity	NOUN
fcis-2966	14	66	,	,	PUNCT
fcis-2966	14	67	temperature	temperature	NOUN
fcis-2966	14	68	,	,	PUNCT
fcis-2966	14	69	etc	etc	X
fcis-2966	14	70	.	.	X
fcis-2966	14	71	)	)	PUNCT
fcis-2966	14	72	,	,	PUNCT
fcis-2966	14	73	sensors	sensor	NOUN
fcis-2966	14	74	connected	connect	VERB
fcis-2966	14	75	to	to	ADP
fcis-2966	14	76	the	the	DET
fcis-2966	14	77	machine	machine	NOUN
fcis-2966	14	78	(	(	PUNCT
fcis-2966	14	79	vibration	vibration	NOUN
fcis-2966	14	80	,	,	PUNCT
fcis-2966	14	81	force	force	NOUN
fcis-2966	14	82	,	,	PUNCT
fcis-2966	14	83	pressure	pressure	NOUN
fcis-2966	14	84	,	,	PUNCT
fcis-2966	14	85	tension	tension	NOUN
fcis-2966	14	86	,	,	PUNCT
fcis-2966	14	87	etc	etc	X
fcis-2966	14	88	.	.	X
fcis-2966	14	89	)	)	PUNCT
fcis-2966	14	90	,	,	PUNCT
fcis-2966	14	91	machine	machine	NOUN
fcis-2966	14	92	failure	failure	NOUN
fcis-2966	14	93	,	,	PUNCT
fcis-2966	14	94	maintenance	maintenance	NOUN
fcis-2966	14	95	,	,	PUNCT
fcis-2966	14	96	product	product	NOUN
fcis-2966	14	97	quality	quality	NOUN
fcis-2966	14	98	and	and	CCONJ
fcis-2966	14	99	other	other	ADJ
fcis-2966	14	100	important	important	ADJ
fcis-2966	14	101	manufacturing	manufacturing	NOUN
fcis-2966	14	102	factors	factor	NOUN
fcis-2966	14	103	.	.	PUNCT
fcis-2966	15	1	thanks	thank	NOUN
fcis-2966	15	2	to	to	ADP
fcis-2966	15	3	technology	technology	NOUN
fcis-2966	15	4	,	,	PUNCT
fcis-2966	15	5	the	the	DET
fcis-2966	15	6	manufacturing	manufacturing	NOUN
fcis-2966	15	7	industry	industry	NOUN
fcis-2966	15	8	generates	generate	VERB
fcis-2966	15	9	a	a	DET
fcis-2966	15	10	lot	lot	NOUN
fcis-2966	15	11	of	of	ADP
fcis-2966	15	12	raw	raw	ADJ
fcis-2966	15	13	data	datum	NOUN
fcis-2966	15	14	every	every	DET
fcis-2966	15	15	day	day	NOUN
fcis-2966	15	16	.	.	PUNCT
fcis-2966	16	1	this	this	DET
fcis-2966	16	2	large	large	ADJ
fcis-2966	16	3	and	and	CCONJ
fcis-2966	16	4	increasing	increase	VERB
fcis-2966	16	5	availability	availability	NOUN
fcis-2966	16	6	of	of	ADP
fcis-2966	16	7	data	datum	NOUN
fcis-2966	16	8	has	have	AUX
fcis-2966	16	9	attracted	attract	VERB
fcis-2966	16	10	the	the	DET
fcis-2966	16	11	attention	attention	NOUN
fcis-2966	16	12	of	of	ADP
fcis-2966	16	13	machine	machine	NOUN
fcis-2966	16	14	learning	learning	NOUN
fcis-2966	16	15	concepts	concept	NOUN
fcis-2966	16	16	.	.	PUNCT
fcis-2966	17	1	nearly	nearly	ADV
fcis-2966	17	2	20	20	NUM
fcis-2966	17	3	years	year	NOUN
fcis-2966	17	4	ago	ago	ADV
fcis-2966	17	5	,	,	PUNCT
fcis-2966	17	6	machine	machine	NOUN
fcis-2966	17	7	learning	learning	NOUN
fcis-2966	17	8	and	and	CCONJ
fcis-2966	17	9	data	datum	NOUN
fcis-2966	17	10	mining	mining	NOUN
fcis-2966	17	11	applications	application	NOUN
fcis-2966	17	12	emerged	emerge	VERB
fcis-2966	17	13	in	in	ADP
fcis-2966	17	14	this	this	DET
fcis-2966	17	15	field	field	NOUN
fcis-2966	17	16	to	to	PART
fcis-2966	17	17	solve	solve	VERB
fcis-2966	17	18	manufacturing	manufacturing	NOUN
fcis-2966	17	19	problems	problem	NOUN
fcis-2966	17	20	,	,	PUNCT
fcis-2966	17	21	intelligent	intelligent	ADJ
fcis-2966	17	22	systems	system	NOUN
fcis-2966	17	23	that	that	PRON
fcis-2966	17	24	support	support	VERB
fcis-2966	17	25	efficient	efficient	ADJ
fcis-2966	17	26	decision	decision	NOUN
fcis-2966	17	27	making	making	NOUN
fcis-2966	17	28	,	,	PUNCT
fcis-2966	17	29	planning	plan	VERB
fcis-2966	17	30	synchronous	synchronous	ADJ
fcis-2966	17	31	production	production	NOUN
fcis-2966	17	32	lines	line	NOUN
fcis-2966	17	33	,	,	PUNCT
fcis-2966	17	34	and	and	CCONJ
fcis-2966	17	35	machine	machine	NOUN
fcis-2966	17	36	maintenance	maintenance	NOUN
fcis-2966	17	37	arrangements	arrangement	NOUN
fcis-2966	17	38	can	can	AUX
fcis-2966	17	39	be	be	AUX
fcis-2966	17	40	seen	see	VERB
fcis-2966	17	41	as	as	ADP
fcis-2966	17	42	examples	example	NOUN
fcis-2966	17	43	of	of	ADP
fcis-2966	17	44	using	use	VERB
fcis-2966	17	45	ml	ml	NOUN
fcis-2966	17	46	methods	method	NOUN
fcis-2966	17	47	to	to	PART
fcis-2966	17	48	perform	perform	VERB
fcis-2966	17	49	manufacturing	manufacturing	NOUN
fcis-2966	17	50	tasks	task	NOUN
fcis-2966	17	51	.	.	PUNCT
fcis-2966	18	1	other	other	ADJ
fcis-2966	18	2	examples	example	NOUN
fcis-2966	18	3	include	include	VERB
fcis-2966	18	4	failure	failure	NOUN
fcis-2966	18	5	prediction	prediction	NOUN
fcis-2966	18	6	and	and	CCONJ
fcis-2966	18	7	its	its	PRON
fcis-2966	18	8	energy	energy	NOUN
fcis-2966	18	9	consumption	consumption	NOUN
fcis-2966	18	10	estimation	estimation	NOUN
fcis-2966	18	11	,	,	PUNCT
fcis-2966	18	12	product	product	NOUN
fcis-2966	18	13	quality	quality	NOUN
fcis-2966	18	14	assessment	assessment	NOUN
fcis-2966	18	15	and	and	CCONJ
fcis-2966	18	16	manufacturing	manufacturing	NOUN
fcis-2966	18	17	defect	defect	NOUN
fcis-2966	18	18	detection	detection	NOUN
fcis-2966	18	19	.	.	PUNCT
fcis-2966	19	1	the	the	DET
fcis-2966	19	2	field	field	NOUN
fcis-2966	19	3	of	of	ADP
fcis-2966	19	4	machine	machine	NOUN
fcis-2966	19	5	learning	learning	NOUN
fcis-2966	19	6	,	,	PUNCT
fcis-2966	19	7	which	which	PRON
fcis-2966	19	8	includes	include	VERB
fcis-2966	19	9	deep	deep	ADJ
fcis-2966	19	10	learning	learning	NOUN
fcis-2966	19	11	,	,	PUNCT
fcis-2966	19	12	ensemble	ensemble	ADJ
fcis-2966	19	13	learning	learning	NOUN
fcis-2966	19	14	and	and	CCONJ
fcis-2966	19	15	connected	connected	ADJ
fcis-2966	19	16	learning	learning	NOUN
fcis-2966	19	17	,	,	PUNCT
fcis-2966	19	18	is	be	AUX
fcis-2966	19	19	considered	consider	VERB
fcis-2966	19	20	one	one	NUM
fcis-2966	19	21	of	of	ADP
fcis-2966	19	22	the	the	DET
fcis-2966	19	23	most	most	ADV
fcis-2966	19	24	promising	promising	ADJ
fcis-2966	19	25	improvements	improvement	NOUN
fcis-2966	19	26	in	in	ADP
fcis-2966	19	27	manufacturing	manufacturing	NOUN
fcis-2966	19	28	.	.	PUNCT
fcis-2966	20	1	in	in	ADP
fcis-2966	20	2	addition	addition	NOUN
fcis-2966	20	3	,	,	PUNCT
fcis-2966	20	4	its	its	PRON
fcis-2966	20	5	applications	application	NOUN
fcis-2966	20	6	in	in	ADP
fcis-2966	20	7	manufacturing	manufacturing	NOUN
fcis-2966	20	8	include	include	VERB
fcis-2966	20	9	many	many	ADJ
fcis-2966	20	10	varieties	variety	NOUN
fcis-2966	20	11	,	,	PUNCT
fcis-2966	20	12	from	from	ADP
fcis-2966	20	13	automotive	automotive	ADJ
fcis-2966	20	14	manufacturing	manufacturing	NOUN
fcis-2966	20	15	to	to	ADP
fcis-2966	20	16	apparel	apparel	NOUN
fcis-2966	20	17	,	,	PUNCT
fcis-2966	20	18	from	from	ADP
fcis-2966	20	19	semiconductors	semiconductor	NOUN
fcis-2966	20	20	to	to	ADP
fcis-2966	20	21	many	many	ADJ
fcis-2966	20	22	other	other	ADJ
fcis-2966	20	23	scientific	scientific	ADJ
fcis-2966	20	24	and	and	CCONJ
fcis-2966	20	25	engineering	engineering	NOUN
fcis-2966	20	26	fields	field	NOUN
fcis-2966	20	27	.	.	PUNCT
fcis-2966	21	1	much	much	ADJ
fcis-2966	21	2	of	of	ADP
fcis-2966	21	3	the	the	DET
fcis-2966	21	4	research	research	NOUN
fcis-2966	21	5	in	in	ADP
fcis-2966	21	6	machine	machine	NOUN
fcis-2966	21	7	learning	learning	NOUN
fcis-2966	21	8	has	have	AUX
fcis-2966	21	9	focused	focus	VERB
fcis-2966	21	10	on	on	ADP
fcis-2966	21	11	classification	classification	NOUN
fcis-2966	21	12	,	,	PUNCT
fcis-2966	21	13	which	which	PRON
fcis-2966	21	14	is	be	AUX
fcis-2966	21	15	the	the	DET
fcis-2966	21	16	task	task	NOUN
fcis-2966	21	17	of	of	ADP
fcis-2966	21	18	assigning	assign	VERB
fcis-2966	21	19	an	an	DET
fcis-2966	21	20	object	object	NOUN
fcis-2966	21	21	to	to	ADP
fcis-2966	21	22	one	one	NUM
fcis-2966	21	23	of	of	ADP
fcis-2966	21	24	the	the	DET
fcis-2966	21	25	predefined	predefine	VERB
fcis-2966	21	26	categories	category	NOUN
fcis-2966	21	27	.	.	PUNCT
fcis-2966	22	1	on	on	ADP
fcis-2966	22	2	the	the	DET
fcis-2966	22	3	other	other	ADJ
fcis-2966	22	4	hand	hand	NOUN
fcis-2966	22	5	,	,	PUNCT
fcis-2966	22	6	some	some	DET
fcis-2966	22	7	manufacturing	manufacturing	NOUN
fcis-2966	22	8	problems	problem	NOUN
fcis-2966	22	9	belong	belong	VERB
fcis-2966	22	10	to	to	ADP
fcis-2966	22	11	the	the	DET
fcis-2966	22	12	category	category	NOUN
fcis-2966	22	13	of	of	ADP
fcis-2966	22	14	clustering	clustering	NOUN
fcis-2966	22	15	.	.	PUNCT
fcis-2966	23	1	the	the	DET
fcis-2966	23	2	task	task	NOUN
fcis-2966	23	3	of	of	ADP
fcis-2966	23	4	clustering	clustering	NOUN
fcis-2966	23	5	is	be	AUX
fcis-2966	23	6	to	to	PART
fcis-2966	23	7	divide	divide	VERB
fcis-2966	23	8	objects	object	NOUN
fcis-2966	23	9	into	into	ADP
fcis-2966	23	10	several	several	ADJ
fcis-2966	23	11	groups	group	NOUN
fcis-2966	23	12	according	accord	VERB
fcis-2966	23	13	to	to	ADP
fcis-2966	23	14	their	their	PRON
fcis-2966	23	15	similarity	similarity	NOUN
fcis-2966	23	16	,	,	PUNCT
fcis-2966	23	17	which	which	PRON
fcis-2966	23	18	is	be	AUX
fcis-2966	23	19	called	call	VERB
fcis-2966	23	20	clustering	cluster	VERB
fcis-2966	23	21	.	.	PUNCT
fcis-2966	24	1	recently	recently	ADV
fcis-2966	24	2	we	we	PRON
fcis-2966	24	3	can	can	AUX
fcis-2966	24	4	see	see	VERB
fcis-2966	24	5	about	about	ADP
fcis-2966	24	6	ml	ml	ADV
fcis-2966	25	1	and	and	CCONJ
fcis-2966	25	2	dm	dm	X
fcis-2966	25	3	in	in	ADP
fcis-2966	25	4	manufacturing	manufacturing	NOUN
fcis-2966	25	5	has	have	AUX
fcis-2966	25	6	made	make	VERB
fcis-2966	25	7	new	new	ADJ
fcis-2966	25	8	progress	progress	NOUN
fcis-2966	25	9	in	in	ADP
fcis-2966	25	10	the	the	DET
fcis-2966	25	11	research	research	NOUN
fcis-2966	25	12	,	,	PUNCT
fcis-2966	25	13	but	but	CCONJ
fcis-2966	25	14	these	these	DET
fcis-2966	25	15	new	new	ADJ
fcis-2966	25	16	progress	progress	NOUN
fcis-2966	25	17	on	on	ADP
fcis-2966	25	18	the	the	DET
fcis-2966	25	19	things	thing	NOUN
fcis-2966	25	20	is	be	AUX
fcis-2966	25	21	limited	limited	ADJ
fcis-2966	25	22	,	,	PUNCT
fcis-2966	25	23	only	only	ADV
fcis-2966	25	24	focus	focus	VERB
fcis-2966	25	25	on	on	ADP
fcis-2966	25	26	one	one	NUM
fcis-2966	25	27	aspect	aspect	NOUN
fcis-2966	25	28	,	,	PUNCT
fcis-2966	25	29	this	this	DET
fcis-2966	25	30	article	article	NOUN
fcis-2966	25	31	the	the	DET
fcis-2966	25	32	application	application	NOUN
fcis-2966	25	33	of	of	ADP
fcis-2966	25	34	machine	machine	NOUN
fcis-2966	25	35	learning	learning	NOUN
fcis-2966	25	36	and	and	CCONJ
fcis-2966	25	37	data	datum	NOUN
fcis-2966	25	38	mining	mining	NOUN
fcis-2966	25	39	in	in	ADP
fcis-2966	25	40	manufacturing	manufacturing	NOUN
fcis-2966	25	41	has	have	AUX
fcis-2966	25	42	carried	carry	VERB
fcis-2966	25	43	on	on	ADP
fcis-2966	25	44	the	the	DET
fcis-2966	25	45	overview	overview	NOUN
fcis-2966	25	46	of	of	ADP
fcis-2966	25	47	the	the	DET
fcis-2966	25	48	system	system	NOUN
fcis-2966	25	49	,	,	PUNCT
fcis-2966	25	50	and	and	CCONJ
fcis-2966	25	51	introduces	introduce	VERB
fcis-2966	25	52	the	the	DET
fcis-2966	25	53	research	research	NOUN
fcis-2966	25	54	status	status	NOUN
fcis-2966	25	55	both	both	CCONJ
fcis-2966	25	56	at	at	ADP
fcis-2966	25	57	home	home	NOUN
fcis-2966	25	58	and	and	CCONJ
fcis-2966	25	59	abroad	abroad	ADV
fcis-2966	25	60	,	,	PUNCT
fcis-2966	25	61	and	and	CCONJ
fcis-2966	25	62	specify	specify	VERB
fcis-2966	25	63	the	the	DET
fcis-2966	25	64	manufacturing	manufacture	VERB
fcis-2966	25	65	unique	unique	ADJ
fcis-2966	25	66	advantages	advantage	NOUN
fcis-2966	25	67	and	and	CCONJ
fcis-2966	25	68	challenges	challenge	NOUN
fcis-2966	25	69	,	,	PUNCT
fcis-2966	25	70	it	it	PRON
fcis-2966	25	71	opens	open	VERB
fcis-2966	25	72	up	up	ADP
fcis-2966	25	73	a	a	DET
fcis-2966	25	74	new	new	ADJ
fcis-2966	25	75	prospect	prospect	NOUN
fcis-2966	25	76	for	for	ADP
fcis-2966	25	77	future	future	ADJ
fcis-2966	25	78	application	application	NOUN
fcis-2966	25	79	.	.	PUNCT
fcis-2966	26	1	2	2	X
fcis-2966	26	2	.	.	X
fcis-2966	26	3	overview	overview	VERB
fcis-2966	26	4	2.1	2.1	NUM
fcis-2966	26	5	.	.	PUNCT
fcis-2966	27	1	overview	overview	NOUN
fcis-2966	27	2	of	of	ADP
fcis-2966	27	3	ml	ml	NOUN
fcis-2966	27	4	and	and	CCONJ
fcis-2966	27	5	dm	dm	PROPN
fcis-2966	27	6	technologies	technology	NOUN
fcis-2966	27	7	in	in	ADP
fcis-2966	27	8	manufacturing	manufacturing	NOUN
fcis-2966	27	9	.	.	PUNCT
fcis-2966	28	1	in	in	ADP
fcis-2966	28	2	manufacturing	manufacturing	NOUN
fcis-2966	28	3	,	,	PUNCT
fcis-2966	28	4	machine	machine	NOUN
fcis-2966	28	5	learning	learning	NOUN
fcis-2966	28	6	is	be	AUX
fcis-2966	28	7	often	often	ADV
fcis-2966	28	8	more	more	ADV
fcis-2966	28	9	effective	effective	ADJ
fcis-2966	28	10	than	than	ADP
fcis-2966	28	11	traditional	traditional	ADJ
fcis-2966	28	12	mathematical	mathematical	ADJ
fcis-2966	28	13	and	and	CCONJ
fcis-2966	28	14	statistical	statistical	ADJ
fcis-2966	28	15	models	model	NOUN
fcis-2966	28	16	because	because	SCONJ
fcis-2966	28	17	they	they	PRON
fcis-2966	28	18	are	be	AUX
fcis-2966	28	19	still	still	ADV
fcis-2966	28	20	unable	unable	ADJ
fcis-2966	28	21	to	to	PART
fcis-2966	28	22	understand	understand	VERB
fcis-2966	28	23	complex	complex	ADJ
fcis-2966	28	24	relationships	relationship	NOUN
fcis-2966	28	25	between	between	ADP
fcis-2966	28	26	features	feature	NOUN
fcis-2966	28	27	of	of	ADP
fcis-2966	28	28	data	datum	NOUN
fcis-2966	28	29	samples	sample	NOUN
fcis-2966	28	30	or	or	CCONJ
fcis-2966	28	31	predict	predict	VERB
fcis-2966	28	32	unknown	unknown	ADJ
fcis-2966	28	33	eigenvalues	eigenvalue	NOUN
fcis-2966	28	34	of	of	ADP
fcis-2966	28	35	new	new	ADJ
fcis-2966	28	36	samples	sample	NOUN
fcis-2966	28	37	.	.	PUNCT
fcis-2966	29	1	because	because	SCONJ
fcis-2966	29	2	of	of	ADP
fcis-2966	29	3	this	this	DET
fcis-2966	29	4	situation	situation	NOUN
fcis-2966	29	5	,	,	PUNCT
fcis-2966	29	6	ml	ml	ADP
fcis-2966	29	7	technology	technology	NOUN
fcis-2966	29	8	,	,	PUNCT
fcis-2966	29	9	which	which	PRON
fcis-2966	29	10	is	be	AUX
fcis-2966	29	11	used	use	VERB
fcis-2966	29	12	in	in	ADP
fcis-2966	29	13	a	a	DET
fcis-2966	29	14	wide	wide	ADJ
fcis-2966	29	15	range	range	NOUN
fcis-2966	29	16	of	of	ADP
fcis-2966	29	17	scientific	scientific	ADJ
fcis-2966	29	18	disciplines	discipline	NOUN
fcis-2966	29	19	,	,	PUNCT
fcis-2966	29	20	has	have	AUX
fcis-2966	29	21	also	also	ADV
fcis-2966	29	22	been	be	AUX
fcis-2966	29	23	used	use	VERB
fcis-2966	29	24	in	in	ADP
fcis-2966	29	25	manufacturing	manufacturing	NOUN
fcis-2966	29	26	in	in	ADP
fcis-2966	29	27	recent	recent	ADJ
fcis-2966	29	28	years	year	NOUN
fcis-2966	29	29	.	.	PUNCT
fcis-2966	30	1	the	the	DET
fcis-2966	30	2	use	use	NOUN
fcis-2966	30	3	of	of	ADP
fcis-2966	30	4	ml	ml	NOUN
fcis-2966	30	5	and	and	CCONJ
fcis-2966	30	6	dm	dm	PROPN
fcis-2966	30	7	technologies	technology	NOUN
fcis-2966	30	8	is	be	AUX
fcis-2966	30	9	widely	widely	ADV
fcis-2966	30	10	recognized	recognize	VERB
fcis-2966	30	11	in	in	ADP
fcis-2966	30	12	the	the	DET
fcis-2966	30	13	manufacturing	manufacturing	NOUN
fcis-2966	30	14	industry	industry	NOUN
fcis-2966	30	15	because	because	SCONJ
fcis-2966	30	16	48	48	NUM
fcis-2966	30	17	intelligently	intelligently	ADV
fcis-2966	30	18	analyzing	analyze	VERB
fcis-2966	30	19	data	datum	NOUN
fcis-2966	30	20	is	be	AUX
fcis-2966	30	21	a	a	DET
fcis-2966	30	22	valuable	valuable	ADJ
fcis-2966	30	23	resource	resource	NOUN
fcis-2966	30	24	as	as	SCONJ
fcis-2966	30	25	it	it	PRON
fcis-2966	30	26	gains	gain	VERB
fcis-2966	30	27	new	new	ADJ
fcis-2966	30	28	insights	insight	NOUN
fcis-2966	30	29	that	that	PRON
fcis-2966	30	30	can	can	AUX
fcis-2966	30	31	provide	provide	VERB
fcis-2966	30	32	a	a	DET
fcis-2966	30	33	significant	significant	ADJ
fcis-2966	30	34	competitive	competitive	ADJ
fcis-2966	30	35	advantage	advantage	NOUN
fcis-2966	30	36	.	.	PUNCT
fcis-2966	31	1	while	while	SCONJ
fcis-2966	31	2	it	it	PRON
fcis-2966	31	3	is	be	AUX
fcis-2966	31	4	quite	quite	ADV
fcis-2966	31	5	possible	possible	ADJ
fcis-2966	31	6	to	to	PART
fcis-2966	31	7	find	find	VERB
fcis-2966	31	8	a	a	DET
fcis-2966	31	9	master	master	NOUN
fcis-2966	31	10	's	's	PART
fcis-2966	31	11	degree	degree	NOUN
fcis-2966	31	12	in	in	ADP
fcis-2966	31	13	one	one	NUM
fcis-2966	31	14	discipline	discipline	NOUN
fcis-2966	31	15	(	(	PUNCT
fcis-2966	31	16	manufacturing	manufacturing	NOUN
fcis-2966	31	17	or	or	CCONJ
fcis-2966	31	18	machine	machine	NOUN
fcis-2966	31	19	learning	learning	NOUN
fcis-2966	31	20	)	)	PUNCT
fcis-2966	31	21	,	,	PUNCT
fcis-2966	31	22	few	few	ADJ
fcis-2966	31	23	researchers	researcher	NOUN
fcis-2966	31	24	are	be	AUX
fcis-2966	31	25	well	well	ADV
fcis-2966	31	26	integrated	integrate	VERB
fcis-2966	31	27	in	in	ADP
fcis-2966	31	28	both	both	DET
fcis-2966	31	29	fields	field	NOUN
fcis-2966	31	30	.	.	PUNCT
fcis-2966	32	1	therefore	therefore	ADV
fcis-2966	32	2	,	,	PUNCT
fcis-2966	32	3	ml	ml	X
fcis-2966	32	4	in	in	ADP
fcis-2966	32	5	manufacturing	manufacturing	NOUN
fcis-2966	32	6	is	be	AUX
fcis-2966	32	7	mainly	mainly	ADV
fcis-2966	32	8	solved	solve	VERB
fcis-2966	32	9	by	by	ADP
fcis-2966	32	10	data	datum	NOUN
fcis-2966	32	11	scientists	scientist	NOUN
fcis-2966	32	12	and	and	CCONJ
fcis-2966	32	13	manufacturers	manufacturer	NOUN
fcis-2966	32	14	together	together	ADV
fcis-2966	32	15	.	.	PUNCT
fcis-2966	33	1	ml	ml	PROPN
fcis-2966	33	2	technology	technology	NOUN
fcis-2966	33	3	is	be	AUX
fcis-2966	33	4	applied	apply	VERB
fcis-2966	33	5	to	to	ADP
fcis-2966	33	6	the	the	DET
fcis-2966	33	7	manufacturing	manufacturing	NOUN
fcis-2966	33	8	data	datum	NOUN
fcis-2966	33	9	collected	collect	VERB
fcis-2966	33	10	by	by	ADP
fcis-2966	33	11	the	the	DET
fcis-2966	33	12	data	data	NOUN
fcis-2966	33	13	technology	technology	NOUN
fcis-2966	33	14	system	system	NOUN
fcis-2966	33	15	.	.	PUNCT
fcis-2966	34	1	important	important	ADJ
fcis-2966	34	2	features	feature	NOUN
fcis-2966	34	3	and	and	CCONJ
fcis-2966	34	4	structures	structure	NOUN
fcis-2966	34	5	were	be	AUX
fcis-2966	34	6	determined	determine	VERB
fcis-2966	34	7	by	by	ADP
fcis-2966	34	8	data	datum	NOUN
fcis-2966	34	9	analysis	analysis	NOUN
fcis-2966	34	10	;	;	PUNCT
fcis-2966	34	11	discover	discover	VERB
fcis-2966	34	12	the	the	DET
fcis-2966	34	13	hidden	hide	VERB
fcis-2966	34	14	knowledge	knowledge	NOUN
fcis-2966	34	15	,	,	PUNCT
fcis-2966	34	16	rules	rule	NOUN
fcis-2966	34	17	and	and	CCONJ
fcis-2966	34	18	patterns	pattern	NOUN
fcis-2966	34	19	of	of	ADP
fcis-2966	34	20	data	datum	NOUN
fcis-2966	34	21	through	through	ADP
fcis-2966	34	22	data	datum	NOUN
fcis-2966	34	23	mining	mining	NOUN
fcis-2966	34	24	;	;	PUNCT
fcis-2966	34	25	machine	machine	NOUN
fcis-2966	34	26	learning	learning	NOUN
fcis-2966	34	27	is	be	AUX
fcis-2966	34	28	used	use	VERB
fcis-2966	34	29	to	to	PART
fcis-2966	34	30	build	build	VERB
fcis-2966	34	31	effective	effective	ADJ
fcis-2966	34	32	models	model	NOUN
fcis-2966	34	33	to	to	PART
fcis-2966	34	34	train	train	VERB
fcis-2966	34	35	the	the	DET
fcis-2966	34	36	behavior	behavior	NOUN
fcis-2966	34	37	of	of	ADP
fcis-2966	34	38	manufacturing	manufacturing	NOUN
fcis-2966	34	39	systems	system	NOUN
fcis-2966	34	40	.	.	PUNCT
fcis-2966	35	1	data	datum	NOUN
fcis-2966	35	2	analysis	analysis	NOUN
fcis-2966	35	3	plays	play	VERB
fcis-2966	35	4	an	an	DET
fcis-2966	35	5	important	important	ADJ
fcis-2966	35	6	role	role	NOUN
fcis-2966	35	7	in	in	ADP
fcis-2966	35	8	decision	decision	NOUN
fcis-2966	35	9	making	making	NOUN
fcis-2966	35	10	(	(	PUNCT
fcis-2966	35	11	decision	decision	NOUN
fcis-2966	35	12	support	support	NOUN
fcis-2966	35	13	)	)	PUNCT
fcis-2966	35	14	in	in	ADP
fcis-2966	35	15	manufacturing	manufacturing	NOUN
fcis-2966	35	16	.	.	PUNCT
fcis-2966	36	1	the	the	DET
fcis-2966	36	2	most	most	ADV
fcis-2966	36	3	common	common	ADJ
fcis-2966	36	4	manufacturing	manufacturing	NOUN
fcis-2966	36	5	tasks	task	NOUN
fcis-2966	36	6	used	use	VERB
fcis-2966	36	7	by	by	ADP
fcis-2966	36	8	ml	ml	NOUN
fcis-2966	36	9	and	and	CCONJ
fcis-2966	36	10	dm	dm	PROPN
fcis-2966	36	11	technologies	technology	NOUN
fcis-2966	36	12	can	can	AUX
fcis-2966	36	13	be	be	AUX
fcis-2966	36	14	listed	list	VERB
fcis-2966	36	15	as	as	ADP
fcis-2966	36	16	scheduling	scheduling	NOUN
fcis-2966	36	17	,	,	PUNCT
fcis-2966	36	18	monitoring	monitoring	NOUN
fcis-2966	36	19	,	,	PUNCT
fcis-2966	36	20	quality	quality	NOUN
fcis-2966	36	21	assessment	assessment	NOUN
fcis-2966	36	22	,	,	PUNCT
fcis-2966	36	23	and	and	CCONJ
fcis-2966	36	24	fault	fault	VERB
fcis-2966	36	25	detection	detection	NOUN
fcis-2966	36	26	.	.	PUNCT
fcis-2966	37	1	in	in	ADP
fcis-2966	37	2	addition	addition	NOUN
fcis-2966	37	3	,	,	PUNCT
fcis-2966	37	4	other	other	ADJ
fcis-2966	37	5	manufacturing	manufacturing	NOUN
fcis-2966	37	6	tasks	task	NOUN
fcis-2966	37	7	that	that	PRON
fcis-2966	37	8	benefit	benefit	VERB
fcis-2966	37	9	from	from	ADP
fcis-2966	37	10	ml	ml	ADP
fcis-2966	37	11	capabilities	capability	NOUN
fcis-2966	37	12	include	include	VERB
fcis-2966	37	13	layout	layout	NOUN
fcis-2966	37	14	planning	planning	NOUN
fcis-2966	37	15	,	,	PUNCT
fcis-2966	37	16	sales	sale	NOUN
fcis-2966	37	17	forecasting	forecasting	NOUN
fcis-2966	37	18	,	,	PUNCT
fcis-2966	37	19	and	and	CCONJ
fcis-2966	37	20	process	process	NOUN
fcis-2966	37	21	mining	mining	NOUN
fcis-2966	37	22	.	.	PUNCT
fcis-2966	38	1	in	in	ADP
fcis-2966	38	2	addition	addition	NOUN
fcis-2966	38	3	,	,	PUNCT
fcis-2966	38	4	ml	ml	ADP
fcis-2966	38	5	technology	technology	NOUN
fcis-2966	38	6	is	be	AUX
fcis-2966	38	7	used	use	VERB
fcis-2966	38	8	for	for	ADP
fcis-2966	38	9	many	many	ADJ
fcis-2966	38	10	other	other	ADJ
fcis-2966	38	11	manufacturing	manufacturing	NOUN
fcis-2966	38	12	tasks	task	NOUN
fcis-2966	38	13	,	,	PUNCT
fcis-2966	38	14	such	such	ADJ
fcis-2966	38	15	as	as	ADP
fcis-2966	38	16	product	product	NOUN
fcis-2966	38	17	design	design	NOUN
fcis-2966	38	18	,	,	PUNCT
fcis-2966	38	19	time	time	NOUN
fcis-2966	38	20	/	/	SYM
fcis-2966	38	21	cost	cost	NOUN
fcis-2966	38	22	forecasting	forecasting	NOUN
fcis-2966	38	23	,	,	PUNCT
fcis-2966	38	24	volume	volume	NOUN
fcis-2966	38	25	forecasting	forecasting	NOUN
fcis-2966	38	26	,	,	PUNCT
fcis-2966	38	27	anomaly	anomaly	NOUN
fcis-2966	38	28	detection	detection	NOUN
fcis-2966	38	29	,	,	PUNCT
fcis-2966	38	30	and	and	CCONJ
fcis-2966	38	31	prediction	prediction	NOUN
fcis-2966	38	32	of	of	ADP
fcis-2966	38	33	machine	machine	NOUN
fcis-2966	38	34	energy	energy	NOUN
fcis-2966	38	35	consumption	consumption	NOUN
fcis-2966	38	36	.	.	PUNCT
fcis-2966	39	1	figure	figure	NOUN
fcis-2966	39	2	1	1	NUM
fcis-2966	39	3	below	below	ADV
fcis-2966	39	4	shows	show	VERB
fcis-2966	39	5	the	the	DET
fcis-2966	39	6	number	number	NOUN
fcis-2966	39	7	of	of	ADP
fcis-2966	39	8	publications	publication	NOUN
fcis-2966	39	9	using	use	VERB
fcis-2966	39	10	ml	ml	X
fcis-2966	40	1	and	and	CCONJ
fcis-2966	40	2	dm	dm	PROPN
fcis-2966	40	3	technologies	technology	NOUN
fcis-2966	40	4	between	between	ADP
fcis-2966	40	5	2000	2000	NUM
fcis-2966	40	6	and	and	CCONJ
fcis-2966	40	7	2019	2019	NUM
fcis-2966	40	8	.	.	PUNCT
fcis-2966	41	1	as	as	SCONJ
fcis-2966	41	2	can	can	AUX
fcis-2966	41	3	be	be	AUX
fcis-2966	41	4	seen	see	VERB
fcis-2966	41	5	from	from	ADP
fcis-2966	41	6	the	the	DET
fcis-2966	41	7	figure	figure	NOUN
fcis-2966	41	8	,	,	PUNCT
fcis-2966	41	9	the	the	DET
fcis-2966	41	10	number	number	NOUN
fcis-2966	41	11	of	of	ADP
fcis-2966	41	12	studies	study	NOUN
fcis-2966	41	13	is	be	AUX
fcis-2966	41	14	increasing	increase	VERB
fcis-2966	41	15	,	,	PUNCT
fcis-2966	41	16	indicating	indicate	VERB
fcis-2966	41	17	the	the	DET
fcis-2966	41	18	popularity	popularity	NOUN
fcis-2966	41	19	of	of	ADP
fcis-2966	41	20	this	this	DET
fcis-2966	41	21	topic	topic	NOUN
fcis-2966	41	22	.	.	PUNCT
fcis-2966	42	1	the	the	DET
fcis-2966	42	2	presence	presence	NOUN
fcis-2966	42	3	of	of	ADP
fcis-2966	42	4	large	large	ADJ
fcis-2966	42	5	volumes	volume	NOUN
fcis-2966	42	6	of	of	ADP
fcis-2966	42	7	manufacturing	manufacturing	NOUN
fcis-2966	42	8	data	datum	NOUN
fcis-2966	42	9	is	be	AUX
fcis-2966	42	10	likely	likely	ADJ
fcis-2966	42	11	to	to	PART
fcis-2966	42	12	make	make	VERB
fcis-2966	42	13	ml	ml	NOUN
fcis-2966	42	14	and	and	CCONJ
fcis-2966	42	15	dm	dm	PRON
fcis-2966	42	16	even	even	ADV
fcis-2966	42	17	more	more	ADV
fcis-2966	42	18	important	important	ADJ
fcis-2966	42	19	in	in	ADP
fcis-2966	42	20	the	the	DET
fcis-2966	42	21	coming	come	VERB
fcis-2966	42	22	years	year	NOUN
fcis-2966	42	23	.	.	PUNCT
fcis-2966	43	1	search	search	NOUN
fcis-2966	43	2	for	for	ADP
fcis-2966	43	3	the	the	DET
fcis-2966	43	4	following	follow	VERB
fcis-2966	43	5	keywords	keyword	NOUN
fcis-2966	43	6	in	in	ADP
fcis-2966	43	7	the	the	DET
fcis-2966	43	8	two	two	NUM
fcis-2966	43	9	sources	source	NOUN
fcis-2966	43	10	we	we	PRON
fcis-2966	43	11	looked	look	VERB
fcis-2966	43	12	for	for	ADP
fcis-2966	43	13	(	(	PUNCT
fcis-2966	43	14	google	google	PROPN
fcis-2966	43	15	scholar	scholar	NOUN
fcis-2966	43	16	and	and	CCONJ
fcis-2966	43	17	web	web	NOUN
fcis-2966	43	18	of	of	ADP
fcis-2966	43	19	science	science	NOUN
fcis-2966	43	20	)	)	PUNCT
fcis-2966	43	21	to	to	PART
fcis-2966	43	22	get	get	VERB
fcis-2966	43	23	the	the	DET
fcis-2966	43	24	statistical	statistical	ADJ
fcis-2966	43	25	results	result	NOUN
fcis-2966	43	26	given	give	VERB
fcis-2966	43	27	in	in	ADP
fcis-2966	43	28	figure	figure	NOUN
fcis-2966	43	29	1:(manufacturing	1:(manufacturing	NUM
fcis-2966	43	30	)	)	PUNCT
fcis-2966	43	31	and	and	CCONJ
fcis-2966	43	32	(	(	PUNCT
fcis-2966	43	33	machine	machine	NOUN
fcis-2966	43	34	learning	learning	NOUN
fcis-2966	43	35	or	or	CCONJ
fcis-2966	43	36	data	datum	NOUN
fcis-2966	43	37	mining	mining	NOUN
fcis-2966	43	38	or	or	CCONJ
fcis-2966	43	39	supervised	supervised	ADJ
fcis-2966	43	40	learning	learning	NOUN
fcis-2966	43	41	or	or	CCONJ
fcis-2966	43	42	unsupervised	unsupervised	ADJ
fcis-2966	43	43	learning	learn	VERB
fcis-2966	43	44	classification	classification	NOUN
fcis-2966	43	45	or	or	CCONJ
fcis-2966	43	46	clustering	clustering	NOUN
fcis-2966	43	47	(	(	PUNCT
fcis-2966	43	48	regression	regression	NOUN
fcis-2966	43	49	and	and	CCONJ
fcis-2966	43	50	prediction	prediction	NOUN
fcis-2966	43	51	)	)	PUNCT
fcis-2966	43	52	or	or	CCONJ
fcis-2966	43	53	integrated	integrate	VERB
fcis-2966	43	54	learning	learning	NOUN
fcis-2966	43	55	or	or	CCONJ
fcis-2966	43	56	depth	depth	NOUN
fcis-2966	43	57	or	or	CCONJ
fcis-2966	43	58	decision	decision	NOUN
fcis-2966	43	59	tree	tree	NOUN
fcis-2966	43	60	or	or	CCONJ
fcis-2966	43	61	neural	neural	ADJ
fcis-2966	43	62	network	network	NOUN
fcis-2966	43	63	or	or	CCONJ
fcis-2966	43	64	support	support	VERB
fcis-2966	43	65	vector	vector	NOUN
fcis-2966	43	66	machine	machine	NOUN
fcis-2966	43	67	(	(	PUNCT
fcis-2966	43	68	svm	svm	PROPN
fcis-2966	43	69	)	)	PUNCT
fcis-2966	43	70	or	or	CCONJ
fcis-2966	43	71	random	random	ADJ
fcis-2966	43	72	forests	forest	NOUN
fcis-2966	43	73	or	or	CCONJ
fcis-2966	43	74	k	k	PROPN
fcis-2966	43	75	nearest	near	ADJ
fcis-2966	43	76	neighbor	neighbor	NOUN
fcis-2966	43	77	or	or	CCONJ
fcis-2966	43	78	naive	naive	ADJ
fcis-2966	43	79	bayesian	bayesian	NOUN
fcis-2966	43	80	or	or	CCONJ
fcis-2966	43	81	convolution	convolution	NOUN
fcis-2966	43	82	neural	neural	ADJ
fcis-2966	43	83	network	network	NOUN
fcis-2966	43	84	association	association	PROPN
fcis-2966	43	85	rule	rule	NOUN
fcis-2966	43	86	mining	mining	NOUN
fcis-2966	43	87	sequential	sequential	ADJ
fcis-2966	43	88	patterns	pattern	NOUN
fcis-2966	43	89	mining	mining	NOUN
fcis-2966	43	90	or	or	CCONJ
fcis-2966	43	91	text	text	NOUN
fcis-2966	43	92	mining	mining	NOUN
fcis-2966	43	93	and	and	CCONJ
fcis-2966	43	94	web	web	NOUN
fcis-2966	43	95	mining	mining	NOUN
fcis-2966	43	96	)	)	PUNCT
fcis-2966	43	97	fig.1	fig.1	ADJ
fcis-2966	43	98	number	number	NOUN
fcis-2966	43	99	of	of	ADP
fcis-2966	43	100	publications	publication	NOUN
fcis-2966	43	101	per	per	ADP
fcis-2966	43	102	year	year	NOUN
fcis-2966	43	103	from	from	ADP
fcis-2966	43	104	(	(	PUNCT
fcis-2966	43	105	left	left	ADJ
fcis-2966	43	106	)	)	PUNCT
fcis-2966	43	107	google	google	NOUN
fcis-2966	43	108	scholar	scholar	NOUN
fcis-2966	43	109	and	and	CCONJ
fcis-2966	43	110	(	(	PUNCT
fcis-2966	43	111	right	right	ADJ
fcis-2966	43	112	)	)	PUNCT
fcis-2966	43	113	web	web	NOUN
fcis-2966	43	114	of	of	ADP
fcis-2966	43	115	science	science	NOUN
fcis-2966	43	116	related	relate	VERB
fcis-2966	43	117	to	to	ADP
fcis-2966	43	118	ml	ml	NOUN
fcis-2966	43	119	and	and	CCONJ
fcis-2966	43	120	dm	dm	X
fcis-2966	43	121	in	in	ADP
fcis-2966	43	122	manufacturing	manufacture	VERB
fcis-2966	43	123	2.2	2.2	NUM
fcis-2966	43	124	.	.	PUNCT
fcis-2966	44	1	problems	problem	NOUN
fcis-2966	44	2	that	that	PRON
fcis-2966	44	3	ml	ml	VERB
fcis-2966	44	4	and	and	CCONJ
fcis-2966	44	5	dm	dm	PROPN
fcis-2966	44	6	technologies	technology	NOUN
fcis-2966	44	7	can	can	AUX
fcis-2966	44	8	solve	solve	VERB
fcis-2966	44	9	.	.	PUNCT
fcis-2966	45	1	studies	study	NOUN
fcis-2966	45	2	on	on	ADP
fcis-2966	45	3	ml	ml	ADV
fcis-2966	46	1	and	and	CCONJ
fcis-2966	46	2	dm	dm	PROPN
fcis-2966	46	3	can	can	AUX
fcis-2966	46	4	be	be	AUX
fcis-2966	46	5	divided	divide	VERB
fcis-2966	46	6	into	into	ADP
fcis-2966	46	7	four	four	NUM
fcis-2966	46	8	main	main	ADJ
fcis-2966	46	9	themes	theme	NOUN
fcis-2966	46	10	:	:	PUNCT
fcis-2966	46	11	(	(	PUNCT
fcis-2966	46	12	1	1	X
fcis-2966	46	13	)	)	PUNCT
fcis-2966	46	14	scheduling	scheduling	NOUN
fcis-2966	46	15	:	:	PUNCT
fcis-2966	46	16	including	include	VERB
fcis-2966	46	17	order	order	NOUN
fcis-2966	46	18	processing	processing	NOUN
fcis-2966	46	19	,	,	PUNCT
fcis-2966	46	20	shop	shop	NOUN
fcis-2966	46	21	scheduling	scheduling	NOUN
fcis-2966	46	22	,	,	PUNCT
fcis-2966	46	23	sequencing	sequencing	NOUN
fcis-2966	46	24	,	,	PUNCT
fcis-2966	46	25	resource	resource	NOUN
fcis-2966	46	26	allocation	allocation	NOUN
fcis-2966	46	27	,	,	PUNCT
fcis-2966	46	28	job	job	NOUN
fcis-2966	46	29	scheduling	scheduling	NOUN
fcis-2966	46	30	and	and	CCONJ
fcis-2966	46	31	manufacturing	manufacturing	NOUN
fcis-2966	46	32	planning	planning	NOUN
fcis-2966	46	33	.	.	PUNCT
fcis-2966	47	1	(	(	PUNCT
fcis-2966	47	2	2	2	X
fcis-2966	47	3	)	)	PUNCT
fcis-2966	47	4	monitoring	monitoring	NOUN
fcis-2966	47	5	:	:	PUNCT
fcis-2966	47	6	including	include	VERB
fcis-2966	47	7	decision	decision	NOUN
fcis-2966	47	8	support	support	NOUN
fcis-2966	47	9	system	system	NOUN
fcis-2966	47	10	and	and	CCONJ
fcis-2966	47	11	process	process	NOUN
fcis-2966	47	12	monitoring	monitoring	NOUN
fcis-2966	47	13	system	system	NOUN
fcis-2966	47	14	,	,	PUNCT
fcis-2966	47	15	to	to	PART
fcis-2966	47	16	avoid	avoid	VERB
fcis-2966	47	17	key	key	ADJ
fcis-2966	47	18	performance	performance	NOUN
fcis-2966	47	19	index	index	NOUN
fcis-2966	47	20	value	value	NOUN
fcis-2966	47	21	deviation	deviation	NOUN
fcis-2966	47	22	,	,	PUNCT
fcis-2966	47	23	and	and	CCONJ
fcis-2966	47	24	improve	improve	VERB
fcis-2966	47	25	the	the	DET
fcis-2966	47	26	visibility	visibility	NOUN
fcis-2966	47	27	of	of	ADP
fcis-2966	47	28	the	the	DET
fcis-2966	47	29	manufacturing	manufacturing	NOUN
fcis-2966	47	30	system	system	NOUN
fcis-2966	47	31	.	.	PUNCT
fcis-2966	48	1	(	(	PUNCT
fcis-2966	48	2	3	3	X
fcis-2966	48	3	)	)	PUNCT
fcis-2966	48	4	quality	quality	NOUN
fcis-2966	48	5	:	:	PUNCT
fcis-2966	48	6	including	include	VERB
fcis-2966	48	7	product	product	NOUN
fcis-2966	48	8	quality	quality	NOUN
fcis-2966	48	9	prediction	prediction	NOUN
fcis-2966	48	10	,	,	PUNCT
fcis-2966	48	11	quality	quality	NOUN
fcis-2966	48	12	improvement	improvement	NOUN
fcis-2966	48	13	in	in	ADP
fcis-2966	48	14	large	large	ADJ
fcis-2966	48	15	and	and	CCONJ
fcis-2966	48	16	complex	complex	ADJ
fcis-2966	48	17	processes	process	NOUN
fcis-2966	48	18	,	,	PUNCT
fcis-2966	48	19	quality	quality	NOUN
fcis-2966	48	20	monitoring	monitoring	NOUN
fcis-2966	48	21	and	and	CCONJ
fcis-2966	48	22	control	control	NOUN
fcis-2966	48	23	in	in	ADP
fcis-2966	48	24	manufacturing	manufacturing	NOUN
fcis-2966	48	25	process	process	NOUN
fcis-2966	48	26	and	and	CCONJ
fcis-2966	48	27	diagnostic	diagnostic	ADJ
fcis-2966	48	28	defect	defect	NOUN
fcis-2966	48	29	detection	detection	NOUN
fcis-2966	48	30	.	.	PUNCT
fcis-2966	49	1	(	(	PUNCT
fcis-2966	49	2	4	4	X
fcis-2966	49	3	)	)	PUNCT
fcis-2966	49	4	fault	fault	NOUN
fcis-2966	49	5	:	:	PUNCT
fcis-2966	49	6	including	include	VERB
fcis-2966	49	7	abnormal	abnormal	ADJ
fcis-2966	49	8	situation	situation	NOUN
fcis-2966	49	9	detection	detection	NOUN
fcis-2966	49	10	,	,	PUNCT
fcis-2966	49	11	machine	machine	NOUN
fcis-2966	49	12	maintenance	maintenance	NOUN
fcis-2966	49	13	,	,	PUNCT
fcis-2966	49	14	fault	fault	NOUN
fcis-2966	49	15	prediction	prediction	NOUN
fcis-2966	49	16	,	,	PUNCT
fcis-2966	49	17	equipment	equipment	NOUN
fcis-2966	49	18	monitoring	monitoring	NOUN
fcis-2966	49	19	,	,	PUNCT
fcis-2966	49	20	equipment	equipment	NOUN
fcis-2966	49	21	downtime	downtime	NOUN
fcis-2966	49	22	,	,	PUNCT
fcis-2966	49	23	and	and	CCONJ
fcis-2966	49	24	equipment	equipment	NOUN
fcis-2966	49	25	fault	fault	NOUN
fcis-2966	49	26	information	information	NOUN
fcis-2966	49	27	system	system	NOUN
fcis-2966	49	28	analysis	analysis	NOUN
fcis-2966	49	29	.	.	PUNCT
fcis-2966	50	1	figure	figure	NOUN
fcis-2966	50	2	2	2	NUM
fcis-2966	50	3	shows	show	VERB
fcis-2966	50	4	the	the	DET
fcis-2966	50	5	proportional	proportional	ADJ
fcis-2966	50	6	distribution	distribution	NOUN
fcis-2966	50	7	of	of	ADP
fcis-2966	50	8	ml	ml	NOUN
fcis-2966	50	9	and	and	CCONJ
fcis-2966	50	10	dm	dm	X
fcis-2966	50	11	based	base	VERB
fcis-2966	50	12	manufacturing	manufacturing	NOUN
fcis-2966	50	13	studies	study	NOUN
fcis-2966	50	14	by	by	ADP
fcis-2966	50	15	their	their	PRON
fcis-2966	50	16	specific	specific	ADJ
fcis-2966	50	17	objectives	objective	NOUN
fcis-2966	50	18	.	.	PUNCT
fcis-2966	51	1	these	these	DET
fcis-2966	51	2	categories	category	NOUN
fcis-2966	51	3	include	include	VERB
fcis-2966	51	4	planning	plan	VERB
fcis-2966	51	5	,	,	PUNCT
fcis-2966	51	6	monitoring	monitoring	NOUN
fcis-2966	51	7	,	,	PUNCT
fcis-2966	51	8	quality	quality	NOUN
fcis-2966	51	9	,	,	PUNCT
fcis-2966	51	10	and	and	CCONJ
fcis-2966	51	11	fault	fault	NOUN
fcis-2966	51	12	(	(	PUNCT
fcis-2966	51	13	failure	failure	NOUN
fcis-2966	51	14	)	)	PUNCT
fcis-2966	51	15	detection	detection	NOUN
fcis-2966	51	16	.	.	PUNCT
fcis-2966	52	1	manufacturing	manufacturing	NOUN
fcis-2966	52	2	project	project	NOUN
fcis-2966	52	3	goals	goal	NOUN
fcis-2966	52	4	may	may	AUX
fcis-2966	52	5	vary	vary	VERB
fcis-2966	52	6	from	from	ADP
fcis-2966	52	7	company	company	NOUN
fcis-2966	52	8	to	to	ADP
fcis-2966	52	9	company	company	VERB
fcis-2966	52	10	and	and	CCONJ
fcis-2966	52	11	are	be	AUX
fcis-2966	52	12	not	not	PART
fcis-2966	52	13	limited	limit	VERB
fcis-2966	52	14	to	to	ADP
fcis-2966	52	15	these	these	DET
fcis-2966	52	16	categories	category	NOUN
fcis-2966	52	17	.	.	PUNCT
fcis-2966	53	1	however	however	ADV
fcis-2966	53	2	,	,	PUNCT
fcis-2966	53	3	most	most	ADJ
fcis-2966	53	4	manufacturing	manufacture	VERB
fcis-2966	53	5	research	research	NOUN
fcis-2966	53	6	using	use	VERB
fcis-2966	53	7	machine	machine	NOUN
fcis-2966	53	8	learning	learning	NOUN
fcis-2966	53	9	aims	aim	VERB
fcis-2966	53	10	to	to	PART
fcis-2966	53	11	solve	solve	VERB
fcis-2966	53	12	these	these	DET
fcis-2966	53	13	types	type	NOUN
fcis-2966	53	14	of	of	ADP
fcis-2966	53	15	problems	problem	NOUN
fcis-2966	53	16	.	.	PUNCT
fcis-2966	54	1	as	as	SCONJ
fcis-2966	54	2	figure	figure	NOUN
fcis-2966	54	3	2	2	NUM
fcis-2966	54	4	shows	show	NOUN
fcis-2966	54	5	,	,	PUNCT
fcis-2966	54	6	the	the	DET
fcis-2966	54	7	number	number	NOUN
fcis-2966	54	8	of	of	ADP
fcis-2966	54	9	machine	machine	NOUN
fcis-2966	54	10	learning	learn	VERB
fcis-2966	54	11	studies	study	NOUN
fcis-2966	54	12	for	for	ADP
fcis-2966	54	13	all	all	DET
fcis-2966	54	14	manufacturing	manufacturing	NOUN
fcis-2966	54	15	tasks	task	NOUN
fcis-2966	54	16	is	be	AUX
fcis-2966	54	17	increasing	increase	VERB
fcis-2966	54	18	.	.	PUNCT
fcis-2966	55	1	in	in	ADP
fcis-2966	55	2	the	the	DET
fcis-2966	55	3	past	past	ADJ
fcis-2966	55	4	three	three	NUM
fcis-2966	55	5	years	year	NOUN
fcis-2966	55	6	in	in	ADP
fcis-2966	55	7	particular	particular	ADJ
fcis-2966	55	8	,	,	PUNCT
fcis-2966	55	9	this	this	DET
fcis-2966	55	10	reinforcement	reinforcement	NOUN
fcis-2966	55	11	has	have	AUX
fcis-2966	55	12	accelerated	accelerate	VERB
fcis-2966	55	13	.	.	PUNCT
fcis-2966	56	1	the	the	DET
fcis-2966	56	2	reasons	reason	NOUN
fcis-2966	56	3	behind	behind	ADP
fcis-2966	56	4	this	this	DET
fcis-2966	56	5	trend	trend	NOUN
fcis-2966	56	6	may	may	AUX
fcis-2966	56	7	be	be	AUX
fcis-2966	56	8	publicity	publicity	NOUN
fcis-2966	56	9	and	and	CCONJ
fcis-2966	56	10	encouragement	encouragement	NOUN
fcis-2966	56	11	from	from	ADP
fcis-2966	56	12	the	the	DET
fcis-2966	56	13	government	government	NOUN
fcis-2966	56	14	and	and	CCONJ
fcis-2966	56	15	multinational	multinational	ADJ
fcis-2966	56	16	production	production	NOUN
fcis-2966	56	17	companies	company	NOUN
fcis-2966	56	18	,	,	PUNCT
fcis-2966	56	19	as	as	ADV
fcis-2966	56	20	well	well	ADV
fcis-2966	56	21	as	as	ADP
fcis-2966	56	22	the	the	DET
fcis-2966	56	23	popularity	popularity	NOUN
fcis-2966	56	24	of	of	ADP
fcis-2966	56	25	industry	industry	NOUN
fcis-2966	56	26	4.0	4.0	NUM
fcis-2966	56	27	.	.	PUNCT
fcis-2966	57	1	figure	figure	NOUN
fcis-2966	57	2	2	2	NUM
fcis-2966	57	3	also	also	ADV
fcis-2966	57	4	reveals	reveal	VERB
fcis-2966	57	5	the	the	DET
fcis-2966	57	6	fact	fact	NOUN
fcis-2966	57	7	that	that	SCONJ
fcis-2966	57	8	far	far	ADV
fcis-2966	57	9	more	more	ADJ
fcis-2966	57	10	studies	study	NOUN
fcis-2966	57	11	are	be	AUX
fcis-2966	57	12	expected	expect	VERB
fcis-2966	57	13	to	to	PART
fcis-2966	57	14	improve	improve	VERB
fcis-2966	57	15	manufacturing	manufacture	VERB
fcis-2966	57	16	quality	quality	NOUN
fcis-2966	57	17	than	than	ADP
fcis-2966	57	18	other	other	ADJ
fcis-2966	57	19	studies	study	NOUN
fcis-2966	57	20	.	.	PUNCT
fcis-2966	58	1	add	add	VERB
fcis-2966	58	2	the	the	DET
fcis-2966	58	3	following	follow	VERB
fcis-2966	58	4	precise	precise	ADJ
fcis-2966	58	5	terms	term	NOUN
fcis-2966	58	6	to	to	ADP
fcis-2966	58	7	the	the	DET
fcis-2966	58	8	above	above	ADJ
fcis-2966	58	9	keywords	keyword	NOUN
fcis-2966	58	10	,	,	PUNCT
fcis-2966	58	11	respectively	respectively	ADV
fcis-2966	58	12	,	,	PUNCT
fcis-2966	58	13	and	and	CCONJ
fcis-2966	58	14	then	then	ADV
fcis-2966	58	15	perform	perform	VERB
fcis-2966	58	16	search	search	NOUN
fcis-2966	58	17	queries	query	NOUN
fcis-2966	58	18	in	in	ADP
fcis-2966	58	19	scopus	scopus	NOUN
fcis-2966	58	20	and	and	CCONJ
fcis-2966	58	21	web	web	NOUN
fcis-2966	58	22	of	of	ADP
fcis-2966	58	23	science	science	NOUN
fcis-2966	58	24	to	to	PART
fcis-2966	58	25	get	get	VERB
fcis-2966	58	26	the	the	DET
fcis-2966	58	27	results	result	NOUN
fcis-2966	58	28	given	give	VERB
fcis-2966	58	29	in	in	ADP
fcis-2966	58	30	figure	figure	NOUN
fcis-2966	58	31	2	2	NUM
fcis-2966	58	32	:	:	PUNCT
fcis-2966	58	33	(	(	PUNCT
fcis-2966	58	34	quality	quality	NOUN
fcis-2966	58	35	control	control	NOUN
fcis-2966	58	36	or	or	CCONJ
fcis-2966	58	37	quality	quality	NOUN
fcis-2966	58	38	prediction	prediction	NOUN
fcis-2966	58	39	or	or	CCONJ
fcis-2966	58	40	quality	quality	NOUN
fcis-2966	58	41	assurance	assurance	NOUN
fcis-2966	58	42	or	or	CCONJ
fcis-2966	58	43	quality	quality	NOUN
fcis-2966	58	44	management	management	NOUN
fcis-2966	58	45	or	or	CCONJ
fcis-2966	58	46	defect	defect	VERB
fcis-2966	58	47	detection	detection	NOUN
fcis-2966	58	48	or	or	CCONJ
fcis-2966	58	49	defect	defect	NOUN
fcis-2966	58	50	prediction	prediction	NOUN
fcis-2966	58	51	)	)	PUNCT
fcis-2966	58	52	and	and	CCONJ
fcis-2966	58	53	(	(	PUNCT
fcis-2966	58	54	fault	fault	VERB
fcis-2966	58	55	diagnosis	diagnosis	NOUN
fcis-2966	58	56	or	or	CCONJ
fcis-2966	58	57	fault	fault	VERB
fcis-2966	58	58	detection	detection	NOUN
fcis-2966	58	59	or	or	CCONJ
fcis-2966	58	60	fault	fault	VERB
fcis-2966	58	61	prediction	prediction	NOUN
fcis-2966	58	62	or	or	CCONJ
fcis-2966	58	63	fault	fault	VERB
fcis-2966	58	64	classification	classification	NOUN
fcis-2966	58	65	or	or	CCONJ
fcis-2966	58	66	(	(	PUNCT
fcis-2966	58	67	fault	fault	VERB
fcis-2966	58	68	analysis	analysis	NOUN
fcis-2966	58	69	)	)	PUNCT
fcis-2966	58	70	and	and	CCONJ
fcis-2966	58	71	(	(	PUNCT
fcis-2966	58	72	process	process	NOUN
fcis-2966	58	73	monitoring	monitoring	NOUN
fcis-2966	58	74	or	or	CCONJ
fcis-2966	58	75	condition	condition	NOUN
fcis-2966	58	76	monitoring	monitoring	NOUN
fcis-2966	58	77	or	or	CCONJ
fcis-2966	58	78	monitoring	monitoring	NOUN
fcis-2966	58	79	system	system	NOUN
fcis-2966	58	80	)	)	PUNCT
fcis-2966	58	81	and	and	CCONJ
fcis-2966	58	82	(	(	PUNCT
fcis-2966	58	83	scheduling	scheduling	NOUN
fcis-2966	58	84	)	)	PUNCT
fcis-2966	58	85	.	.	PUNCT
fcis-2966	59	1	(	(	PUNCT
fcis-2966	59	2	1	1	X
fcis-2966	59	3	)	)	PUNCT
fcis-2966	59	4	scopus	scopus	NOUN
fcis-2966	59	5	(	(	PUNCT
fcis-2966	59	6	2	2	NUM
fcis-2966	59	7	)	)	PUNCT
fcis-2966	59	8	web	web	NOUN
fcis-2966	59	9	of	of	ADP
fcis-2966	59	10	science	science	NOUN
fcis-2966	59	11	fig	fig	NOUN
fcis-2966	59	12	2	2	NUM
fcis-2966	59	13	.	.	PUNCT
fcis-2966	59	14	number	number	NOUN
fcis-2966	59	15	of	of	ADP
fcis-2966	59	16	publications	publication	NOUN
fcis-2966	59	17	obtained	obtain	VERB
fcis-2966	59	18	from	from	ADP
fcis-2966	59	19	(	(	PUNCT
fcis-2966	59	20	a	a	PRON
fcis-2966	59	21	)	)	PUNCT
fcis-2966	59	22	scopus	scopus	NOUN
fcis-2966	59	23	and	and	CCONJ
fcis-2966	59	24	(	(	PUNCT
fcis-2966	59	25	b	b	NOUN
fcis-2966	59	26	)	)	PUNCT
fcis-2966	59	27	web	web	NOUN
fcis-2966	59	28	of	of	ADP
fcis-2966	59	29	science	science	NOUN
fcis-2966	59	30	,	,	PUNCT
fcis-2966	59	31	based	base	VERB
fcis-2966	59	32	on	on	ADP
fcis-2966	59	33	targets	target	NOUN
fcis-2966	59	34	for	for	ADP
fcis-2966	59	35	the	the	DET
fcis-2966	59	36	period	period	NOUN
fcis-2966	59	37	2000	2000	NUM
fcis-2966	59	38	to	to	ADP
fcis-2966	59	39	2019	2019	NUM
fcis-2966	59	40	.	.	PUNCT
fcis-2966	60	1	weichert	weichert	PROPN
fcis-2966	60	2	et	et	PROPN
fcis-2966	60	3	al	al	PROPN
fcis-2966	60	4	.	.	PROPN
fcis-2966	60	5	classified	classify	VERB
fcis-2966	60	6	the	the	DET
fcis-2966	60	7	manufacturing	manufacturing	NOUN
fcis-2966	60	8	data	datum	NOUN
fcis-2966	60	9	used	use	VERB
fcis-2966	60	10	in	in	ADP
fcis-2966	60	11	ml	ml	NOUN
fcis-2966	60	12	as	as	ADP
fcis-2966	60	13	follows	follow	VERB
fcis-2966	60	14	:	:	PUNCT
fcis-2966	60	15	qualitative	qualitative	ADJ
fcis-2966	60	16	and	and	CCONJ
fcis-2966	60	17	quantitative	quantitative	ADJ
fcis-2966	60	18	data	datum	NOUN
fcis-2966	60	19	,	,	PUNCT
fcis-2966	60	20	time	time	NOUN
fcis-2966	60	21	series	series	NOUN
fcis-2966	60	22	and	and	CCONJ
fcis-2966	60	23	workpiece	workpiece	NOUN
fcis-2966	60	24	related	relate	VERB
fcis-2966	60	25	data	datum	NOUN
fcis-2966	60	26	,	,	PUNCT
fcis-2966	60	27	controlled	control	VERB
fcis-2966	60	28	and	and	CCONJ
fcis-2966	60	29	uncontrollable	uncontrollable	ADJ
fcis-2966	60	30	data	datum	NOUN
fcis-2966	60	31	,	,	PUNCT
fcis-2966	60	32	current	current	ADJ
fcis-2966	60	33	and	and	CCONJ
fcis-2966	60	34	historical	historical	ADJ
fcis-2966	60	35	data	datum	NOUN
fcis-2966	60	36	,	,	PUNCT
fcis-2966	60	37	measured	measure	VERB
fcis-2966	60	38	and	and	CCONJ
fcis-2966	60	39	simulated	simulated	ADJ
fcis-2966	60	40	data	datum	NOUN
fcis-2966	60	41	,	,	PUNCT
fcis-2966	60	42	observable	observable	ADJ
fcis-2966	60	43	measurements	measurement	NOUN
fcis-2966	60	44	and	and	CCONJ
fcis-2966	60	45	process	process	VERB
fcis-2966	60	46	state	state	NOUN
fcis-2966	60	47	variables	variable	NOUN
fcis-2966	60	48	.	.	PUNCT
fcis-2966	61	1	wang	wang	PROPN
fcis-2966	61	2	49	49	NUM
fcis-2966	61	3	also	also	ADV
fcis-2966	61	4	classified	classify	VERB
fcis-2966	61	5	commonly	commonly	ADV
fcis-2966	61	6	used	use	VERB
fcis-2966	61	7	manufacturing	manufacturing	NOUN
fcis-2966	61	8	variables	variable	NOUN
fcis-2966	61	9	in	in	ADP
fcis-2966	61	10	ml	ml	ADP
fcis-2966	61	11	,	,	PUNCT
fcis-2966	61	12	including	include	VERB
fcis-2966	61	13	resource	resource	NOUN
fcis-2966	61	14	variables	variable	NOUN
fcis-2966	61	15	,	,	PUNCT
fcis-2966	61	16	processing	processing	NOUN
fcis-2966	61	17	variables	variable	NOUN
fcis-2966	61	18	and	and	CCONJ
fcis-2966	61	19	working	working	NOUN
fcis-2966	61	20	conditions	condition	NOUN
fcis-2966	61	21	variables	variable	NOUN
fcis-2966	61	22	.	.	PUNCT
fcis-2966	62	1	2.3	2.3	NUM
fcis-2966	62	2	.	.	PUNCT
fcis-2966	63	1	multiple	multiple	ADJ
fcis-2966	63	2	machine	machine	NOUN
fcis-2966	63	3	learning	learning	NOUN
fcis-2966	63	4	approaches	approach	NOUN
fcis-2966	63	5	handle	handle	VERB
fcis-2966	63	6	manufacturing	manufacturing	NOUN
fcis-2966	63	7	tasks	task	NOUN
fcis-2966	63	8	.	.	PUNCT
fcis-2966	64	1	figure	figure	NOUN
fcis-2966	64	2	3	3	NUM
fcis-2966	64	3	shows	show	VERB
fcis-2966	64	4	the	the	DET
fcis-2966	64	5	general	general	ADJ
fcis-2966	64	6	categories	category	NOUN
fcis-2966	64	7	of	of	ADP
fcis-2966	64	8	manufacturing	manufacturing	NOUN
fcis-2966	64	9	responsibilities	responsibility	NOUN
fcis-2966	64	10	associated	associate	VERB
fcis-2966	64	11	with	with	ADP
fcis-2966	64	12	machine	machine	NOUN
fcis-2966	64	13	learning	learning	NOUN
fcis-2966	64	14	approaches	approach	NOUN
fcis-2966	64	15	.	.	PUNCT
fcis-2966	65	1	reference	reference	NOUN
fcis-2966	65	2	numbers	number	NOUN
fcis-2966	65	3	are	be	AUX
fcis-2966	65	4	also	also	ADV
fcis-2966	65	5	attached	attach	VERB
fcis-2966	65	6	to	to	ADP
fcis-2966	65	7	publications	publication	NOUN
fcis-2966	65	8	cited	cite	VERB
fcis-2966	65	9	for	for	ADP
fcis-2966	65	10	conducting	conduct	VERB
fcis-2966	65	11	research	research	NOUN
fcis-2966	65	12	to	to	PART
fcis-2966	65	13	achieve	achieve	VERB
fcis-2966	65	14	these	these	DET
fcis-2966	65	15	objectives	objective	NOUN
fcis-2966	65	16	.	.	PUNCT
fcis-2966	66	1	although	although	SCONJ
fcis-2966	66	2	each	each	DET
fcis-2966	66	3	manufacturing	manufacturing	NOUN
fcis-2966	66	4	task	task	NOUN
fcis-2966	66	5	is	be	AUX
fcis-2966	66	6	relatively	relatively	ADV
fcis-2966	66	7	specific	specific	ADJ
fcis-2966	66	8	to	to	ADP
fcis-2966	66	9	its	its	PRON
fcis-2966	66	10	working	working	NOUN
fcis-2966	66	11	conditions	condition	NOUN
fcis-2966	66	12	,	,	PUNCT
fcis-2966	66	13	they	they	PRON
fcis-2966	66	14	can	can	AUX
fcis-2966	66	15	be	be	AUX
fcis-2966	66	16	unified	unify	VERB
fcis-2966	66	17	under	under	ADP
fcis-2966	66	18	these	these	DET
fcis-2966	66	19	main	main	ADJ
fcis-2966	66	20	groups	group	NOUN
fcis-2966	66	21	.	.	PUNCT
fcis-2966	67	1	headings	heading	NOUN
fcis-2966	67	2	for	for	ADP
fcis-2966	67	3	these	these	DET
fcis-2966	67	4	manufacturing	manufacturing	NOUN
fcis-2966	67	5	tasks	task	NOUN
fcis-2966	67	6	include	include	VERB
fcis-2966	67	7	:	:	PUNCT
fcis-2966	67	8	product	product	NOUN
fcis-2966	67	9	design	design	NOUN
fcis-2966	67	10	,	,	PUNCT
fcis-2966	67	11	decision	decision	NOUN
fcis-2966	67	12	support	support	NOUN
fcis-2966	67	13	,	,	PUNCT
fcis-2966	67	14	production	production	NOUN
fcis-2966	67	15	,	,	PUNCT
fcis-2966	67	16	process	process	NOUN
fcis-2966	67	17	,	,	PUNCT
fcis-2966	67	18	monitoring	monitoring	NOUN
fcis-2966	67	19	,	,	PUNCT
fcis-2966	67	20	quality	quality	NOUN
fcis-2966	67	21	,	,	PUNCT
fcis-2966	67	22	defects	defect	NOUN
fcis-2966	67	23	,	,	PUNCT
fcis-2966	67	24	faults	fault	NOUN
fcis-2966	67	25	/	/	SYM
fcis-2966	67	26	failures	failure	NOUN
fcis-2966	67	27	,	,	PUNCT
fcis-2966	67	28	scheduling	scheduling	NOUN
fcis-2966	67	29	,	,	PUNCT
fcis-2966	67	30	layout	layout	NOUN
fcis-2966	67	31	planning	planning	NOUN
fcis-2966	67	32	,	,	PUNCT
fcis-2966	67	33	sales	sale	NOUN
fcis-2966	67	34	,	,	PUNCT
fcis-2966	67	35	and	and	CCONJ
fcis-2966	67	36	energy	energy	NOUN
fcis-2966	67	37	.	.	PUNCT
fcis-2966	68	1	fig.3	fig.3	PROPN
fcis-2966	68	2	the	the	DET
fcis-2966	68	3	ml	ml	NOUN
fcis-2966	68	4	and	and	CCONJ
fcis-2966	68	5	dm	dm	PROPN
fcis-2966	68	6	studies	study	NOUN
fcis-2966	68	7	were	be	AUX
fcis-2966	68	8	grouped	group	VERB
fcis-2966	68	9	by	by	ADP
fcis-2966	68	10	production	production	NOUN
fcis-2966	68	11	task	task	NOUN
fcis-2966	68	12	2.4	2.4	NUM
fcis-2966	68	13	.	.	PUNCT
fcis-2966	69	1	data	datum	NOUN
fcis-2966	69	2	processing	processing	NOUN
fcis-2966	69	3	technologies	technology	NOUN
fcis-2966	69	4	(	(	PUNCT
fcis-2966	69	5	tools	tool	NOUN
fcis-2966	69	6	,	,	PUNCT
fcis-2966	69	7	engines	engine	NOUN
fcis-2966	69	8	,	,	PUNCT
fcis-2966	69	9	libraries	library	NOUN
fcis-2966	69	10	and	and	CCONJ
fcis-2966	69	11	frameworks	framework	NOUN
fcis-2966	69	12	)	)	PUNCT
fcis-2966	69	13	used	use	VERB
fcis-2966	69	14	in	in	ADP
fcis-2966	69	15	the	the	DET
fcis-2966	69	16	manufacturing	manufacturing	NOUN
fcis-2966	69	17	industry	industry	NOUN
fcis-2966	69	18	in	in	ADP
fcis-2966	69	19	recent	recent	ADJ
fcis-2966	69	20	years	year	NOUN
fcis-2966	69	21	there	there	PRON
fcis-2966	69	22	are	be	VERB
fcis-2966	69	23	a	a	DET
fcis-2966	69	24	number	number	NOUN
fcis-2966	69	25	of	of	ADP
fcis-2966	69	26	data	datum	NOUN
fcis-2966	69	27	processing	processing	NOUN
fcis-2966	69	28	tools	tool	NOUN
fcis-2966	69	29	that	that	PRON
fcis-2966	69	30	provide	provide	VERB
fcis-2966	69	31	modeling	modeling	NOUN
fcis-2966	69	32	and	and	CCONJ
fcis-2966	69	33	prediction	prediction	NOUN
fcis-2966	69	34	capabilities	capability	NOUN
fcis-2966	69	35	based	base	VERB
fcis-2966	69	36	on	on	ADP
fcis-2966	69	37	ml	ml	ADP
fcis-2966	69	38	technology	technology	NOUN
fcis-2966	69	39	.	.	PUNCT
fcis-2966	70	1	the	the	DET
fcis-2966	70	2	literature	literature	NOUN
fcis-2966	70	3	describes	describe	VERB
fcis-2966	70	4	several	several	ADJ
fcis-2966	70	5	studies	study	NOUN
fcis-2966	70	6	that	that	PRON
fcis-2966	70	7	examine	examine	VERB
fcis-2966	70	8	the	the	DET
fcis-2966	70	9	use	use	NOUN
fcis-2966	70	10	of	of	ADP
fcis-2966	70	11	data	datum	NOUN
fcis-2966	70	12	processing	processing	NOUN
fcis-2966	70	13	tools	tool	NOUN
fcis-2966	70	14	in	in	ADP
fcis-2966	70	15	manufacturing	manufacturing	NOUN
fcis-2966	70	16	.	.	PUNCT
fcis-2966	71	1	the	the	DET
fcis-2966	71	2	most	most	ADV
fcis-2966	71	3	widely	widely	ADV
fcis-2966	71	4	used	use	VERB
fcis-2966	71	5	free	free	ADJ
fcis-2966	71	6	and/or	and/or	CCONJ
fcis-2966	71	7	open	open	ADJ
fcis-2966	71	8	source	source	NOUN
fcis-2966	71	9	data	data	NOUN
fcis-2966	71	10	processing	processing	NOUN
fcis-2966	71	11	tools	tool	NOUN
fcis-2966	71	12	in	in	ADP
fcis-2966	71	13	manufacturing	manufacture	VERB
fcis-2966	71	14	research	research	NOUN
fcis-2966	71	15	(	(	PUNCT
fcis-2966	71	16	at	at	ADP
fcis-2966	71	17	least	least	ADJ
fcis-2966	71	18	for	for	ADP
fcis-2966	71	19	academic	academic	ADJ
fcis-2966	71	20	purposes	purpose	NOUN
fcis-2966	71	21	)	)	PUNCT
fcis-2966	71	22	are	be	AUX
fcis-2966	71	23	weka	weka	PROPN
fcis-2966	71	24	,	,	PUNCT
fcis-2966	71	25	r	r	NOUN
fcis-2966	71	26	,	,	PUNCT
fcis-2966	71	27	rapidminer	rapidminer	NOUN
fcis-2966	71	28	,	,	PUNCT
fcis-2966	71	29	knime	knime	ADJ
fcis-2966	71	30	,	,	PUNCT
fcis-2966	71	31	orange	orange	ADJ
fcis-2966	71	32	,	,	PUNCT
fcis-2966	71	33	elki	elki	ADJ
fcis-2966	71	34	,	,	PUNCT
fcis-2966	71	35	tanagra	tanagra	NOUN
fcis-2966	71	36	,	,	PUNCT
fcis-2966	71	37	mallet	mallet	NOUN
fcis-2966	71	38	,	,	PUNCT
fcis-2966	71	39	and	and	CCONJ
fcis-2966	71	40	keel	keel	NOUN
fcis-2966	71	41	.	.	PUNCT
fcis-2966	72	1	these	these	DET
fcis-2966	72	2	tools	tool	NOUN
fcis-2966	72	3	allow	allow	VERB
fcis-2966	72	4	for	for	ADP
fcis-2966	72	5	easy	easy	ADJ
fcis-2966	72	6	application	application	NOUN
fcis-2966	72	7	in	in	ADP
fcis-2966	72	8	many	many	ADJ
fcis-2966	72	9	situations	situation	NOUN
fcis-2966	72	10	,	,	PUNCT
fcis-2966	72	11	as	as	ADV
fcis-2966	72	12	well	well	ADV
fcis-2966	72	13	as	as	ADP
fcis-2966	72	14	comfortable	comfortable	ADJ
fcis-2966	72	15	adjustment	adjustment	NOUN
fcis-2966	72	16	of	of	ADP
fcis-2966	72	17	parameters	parameter	NOUN
fcis-2966	72	18	to	to	PART
fcis-2966	72	19	improve	improve	VERB
fcis-2966	72	20	model	model	NOUN
fcis-2966	72	21	accuracy	accuracy	NOUN
fcis-2966	72	22	.	.	PUNCT
fcis-2966	73	1	python	python	NOUN
fcis-2966	73	2	libraries	library	NOUN
fcis-2966	73	3	like	like	ADP
fcis-2966	73	4	keras	keras	PROPN
fcis-2966	73	5	,	,	PUNCT
fcis-2966	73	6	theanos	theano	NOUN
fcis-2966	73	7	,	,	PUNCT
fcis-2966	73	8	tensorflow	tensorflow	NOUN
fcis-2966	73	9	,	,	PUNCT
fcis-2966	73	10	caffe	caffe	NOUN
fcis-2966	73	11	,	,	PUNCT
fcis-2966	73	12	and	and	CCONJ
fcis-2966	73	13	scikit	scikit	NOUN
fcis-2966	73	14	learn	learn	VERB
fcis-2966	73	15	make	make	VERB
fcis-2966	73	16	programming	programming	NOUN
fcis-2966	73	17	ml	ml	NOUN
fcis-2966	73	18	relatively	relatively	ADV
fcis-2966	73	19	easy	easy	ADJ
fcis-2966	73	20	.	.	PUNCT
fcis-2966	74	1	some	some	PRON
fcis-2966	74	2	of	of	ADP
fcis-2966	74	3	the	the	DET
fcis-2966	74	4	most	most	ADV
fcis-2966	74	5	common	common	ADJ
fcis-2966	74	6	open	open	ADJ
fcis-2966	74	7	source	source	NOUN
fcis-2966	74	8	data	data	NOUN
fcis-2966	74	9	processing	processing	NOUN
fcis-2966	74	10	engines	engine	NOUN
fcis-2966	74	11	are	be	AUX
fcis-2966	74	12	hadoop	hadoop	NOUN
fcis-2966	74	13	,	,	PUNCT
fcis-2966	74	14	spark	spark	NOUN
fcis-2966	74	15	,	,	PUNCT
fcis-2966	74	16	samza	samza	ADJ
fcis-2966	74	17	,	,	PUNCT
fcis-2966	74	18	flink	flink	NOUN
fcis-2966	74	19	,	,	PUNCT
fcis-2966	74	20	and	and	CCONJ
fcis-2966	74	21	storm	storm	NOUN
fcis-2966	74	22	.	.	PUNCT
fcis-2966	75	1	machine	machine	NOUN
fcis-2966	75	2	learning	learn	VERB
fcis-2966	75	3	techniques	technique	NOUN
fcis-2966	75	4	are	be	AUX
fcis-2966	75	5	typically	typically	ADV
fcis-2966	75	6	applied	apply	VERB
fcis-2966	75	7	to	to	ADP
fcis-2966	75	8	large	large	ADJ
fcis-2966	75	9	scale	scale	NOUN
fcis-2966	75	10	manufacturing	manufacturing	NOUN
fcis-2966	75	11	data	datum	NOUN
fcis-2966	75	12	,	,	PUNCT
fcis-2966	75	13	so	so	SCONJ
fcis-2966	75	14	they	they	PRON
fcis-2966	75	15	should	should	AUX
fcis-2966	75	16	be	be	AUX
fcis-2966	75	17	able	able	ADJ
fcis-2966	75	18	to	to	PART
fcis-2966	75	19	handle	handle	VERB
fcis-2966	75	20	high	high	ADJ
fcis-2966	75	21	dimensional	dimensional	ADJ
fcis-2966	75	22	data	datum	NOUN
fcis-2966	75	23	(	(	PUNCT
fcis-2966	75	24	data	datum	NOUN
fcis-2966	75	25	sets	set	NOUN
fcis-2966	75	26	with	with	ADP
fcis-2966	75	27	more	more	ADJ
fcis-2966	75	28	than	than	ADP
fcis-2966	75	29	20	20	NUM
fcis-2966	75	30	attributes	attribute	NOUN
fcis-2966	75	31	)	)	PUNCT
fcis-2966	75	32	.	.	PUNCT
fcis-2966	76	1	some	some	DET
fcis-2966	76	2	examples	example	NOUN
fcis-2966	76	3	of	of	ADP
fcis-2966	76	4	large	large	ADJ
fcis-2966	76	5	distributed	distribute	VERB
fcis-2966	76	6	machine	machine	NOUN
fcis-2966	76	7	learning	learn	VERB
fcis-2966	76	8	frameworks	framework	NOUN
fcis-2966	76	9	currently	currently	ADV
fcis-2966	76	10	available	available	ADJ
fcis-2966	76	11	are	be	AUX
fcis-2966	76	12	mllib	mllib	PROPN
fcis-2966	76	13	,	,	PUNCT
fcis-2966	76	14	mahout	mahout	PROPN
fcis-2966	76	15	,	,	PUNCT
fcis-2966	76	16	samoa	samoa	PROPN
fcis-2966	76	17	,	,	PUNCT
fcis-2966	76	18	h2o	h2o	PROPN
fcis-2966	76	19	,	,	PUNCT
fcis-2966	76	20	and	and	CCONJ
fcis-2966	76	21	mlbase	mlbase	NOUN
fcis-2966	76	22	.	.	PUNCT
fcis-2966	77	1	2.5	2.5	NUM
fcis-2966	77	2	.	.	PUNCT
fcis-2966	78	1	widely	widely	ADV
fcis-2966	78	2	used	use	VERB
fcis-2966	78	3	production	production	NOUN
fcis-2966	78	4	data	data	NOUN
fcis-2966	78	5	sets	set	NOUN
fcis-2966	78	6	in	in	ADP
fcis-2966	78	7	scientific	scientific	ADJ
fcis-2966	78	8	research	research	NOUN
fcis-2966	78	9	,	,	PUNCT
fcis-2966	78	10	baseline	baseline	ADJ
fcis-2966	78	11	data	data	NOUN
fcis-2966	78	12	sets	set	NOUN
fcis-2966	78	13	are	be	AUX
fcis-2966	78	14	used	use	VERB
fcis-2966	78	15	to	to	PART
fcis-2966	78	16	demonstrate	demonstrate	VERB
fcis-2966	78	17	the	the	DET
fcis-2966	78	18	power	power	NOUN
fcis-2966	78	19	of	of	ADP
fcis-2966	78	20	proposed	propose	VERB
fcis-2966	78	21	methods	method	NOUN
fcis-2966	78	22	and	and	CCONJ
fcis-2966	78	23	to	to	PART
fcis-2966	78	24	compare	compare	VERB
fcis-2966	78	25	the	the	DET
fcis-2966	78	26	performance	performance	NOUN
fcis-2966	78	27	of	of	ADP
fcis-2966	78	28	algorithms	algorithm	NOUN
fcis-2966	78	29	.	.	PUNCT
fcis-2966	79	1	one	one	NUM
fcis-2966	79	2	of	of	ADP
fcis-2966	79	3	the	the	DET
fcis-2966	79	4	most	most	ADV
fcis-2966	79	5	widely	widely	ADV
fcis-2966	79	6	used	use	VERB
fcis-2966	79	7	reference	reference	NOUN
fcis-2966	79	8	data	datum	NOUN
fcis-2966	79	9	sets	set	NOUN
fcis-2966	79	10	related	relate	VERB
fcis-2966	79	11	to	to	ADP
fcis-2966	79	12	manufacturing	manufacturing	NOUN
fcis-2966	79	13	is	be	AUX
fcis-2966	79	14	secom	secom	PROPN
fcis-2966	79	15	,	,	PUNCT
fcis-2966	79	16	which	which	PRON
fcis-2966	79	17	is	be	AUX
fcis-2966	79	18	obtained	obtain	VERB
fcis-2966	79	19	from	from	ADP
fcis-2966	79	20	semiconductor	semiconductor	NOUN
fcis-2966	79	21	manufacturing	manufacturing	NOUN
fcis-2966	79	22	processes	process	NOUN
fcis-2966	79	23	.	.	PUNCT
fcis-2966	80	1	therefore	therefore	ADV
fcis-2966	80	2	,	,	PUNCT
fcis-2966	80	3	the	the	DET
fcis-2966	80	4	data	datum	NOUN
fcis-2966	80	5	set	set	VERB
fcis-2966	80	6	consists	consist	NOUN
fcis-2966	80	7	of	of	ADP
fcis-2966	80	8	manufacturing	manufacturing	NOUN
fcis-2966	80	9	process	process	NOUN
fcis-2966	80	10	variables	variable	NOUN
fcis-2966	80	11	.	.	PUNCT
fcis-2966	81	1	another	another	DET
fcis-2966	81	2	well	well	ADV
fcis-2966	81	3	-	-	PUNCT
fcis-2966	81	4	known	know	VERB
fcis-2966	81	5	manufacturing	manufacturing	NOUN
fcis-2966	81	6	data	datum	NOUN
fcis-2966	81	7	set	set	VERB
fcis-2966	81	8	,	,	PUNCT
fcis-2966	81	9	called	call	VERB
fcis-2966	81	10	"	"	PUNCT
fcis-2966	81	11	plate	plate	NOUN
fcis-2966	81	12	faults	fault	NOUN
fcis-2966	81	13	,	,	PUNCT
fcis-2966	81	14	"	"	PUNCT
fcis-2966	81	15	is	be	AUX
fcis-2966	81	16	used	use	VERB
fcis-2966	81	17	in	in	ADP
fcis-2966	81	18	various	various	ADJ
fcis-2966	81	19	studies	study	NOUN
fcis-2966	81	20	to	to	PART
fcis-2966	81	21	train	train	VERB
fcis-2966	81	22	machine	machine	NOUN
fcis-2966	81	23	learning	learn	VERB
fcis-2966	81	24	algorithms	algorithm	NOUN
fcis-2966	81	25	for	for	ADP
fcis-2966	81	26	automatic	automatic	ADJ
fcis-2966	81	27	pattern	pattern	NOUN
fcis-2966	81	28	recognition	recognition	NOUN
fcis-2966	81	29	.	.	PUNCT
fcis-2966	82	1	it	it	PRON
fcis-2966	82	2	contains	contain	VERB
fcis-2966	82	3	information	information	NOUN
fcis-2966	82	4	about	about	ADP
fcis-2966	82	5	steel	steel	NOUN
fcis-2966	82	6	plate	plate	NOUN
fcis-2966	82	7	products	product	NOUN
fcis-2966	82	8	and	and	CCONJ
fcis-2966	82	9	therefore	therefore	ADV
fcis-2966	82	10	mainly	mainly	ADV
fcis-2966	82	11	includes	include	VERB
fcis-2966	82	12	product	product	NOUN
fcis-2966	82	13	variables	variable	NOUN
fcis-2966	82	14	.	.	PUNCT
fcis-2966	83	1	some	some	DET
fcis-2966	83	2	studies	study	NOUN
fcis-2966	83	3	have	have	AUX
fcis-2966	83	4	also	also	ADV
fcis-2966	83	5	processed	process	VERB
fcis-2966	83	6	a	a	DET
fcis-2966	83	7	very	very	ADV
fcis-2966	83	8	significant	significant	ADJ
fcis-2966	83	9	benchmark	benchmark	NOUN
fcis-2966	83	10	manufacturing	manufacturing	NOUN
fcis-2966	83	11	data	datum	NOUN
fcis-2966	83	12	set	set	VERB
fcis-2966	83	13	called	call	VERB
fcis-2966	83	14	"	"	PUNCT
fcis-2966	83	15	bosch	bosch	ADJ
fcis-2966	83	16	production	production	NOUN
fcis-2966	83	17	line	line	NOUN
fcis-2966	83	18	performance	performance	NOUN
fcis-2966	83	19	"	"	PUNCT
fcis-2966	83	20	to	to	PART
fcis-2966	83	21	test	test	VERB
fcis-2966	83	22	the	the	DET
fcis-2966	83	23	classification	classification	NOUN
fcis-2966	83	24	performance	performance	NOUN
fcis-2966	83	25	of	of	ADP
fcis-2966	83	26	proposed	propose	VERB
fcis-2966	83	27	algorithms	algorithm	NOUN
fcis-2966	83	28	.	.	PUNCT
fcis-2966	84	1	the	the	DET
fcis-2966	84	2	production	production	NOUN
fcis-2966	84	3	line	line	NOUN
fcis-2966	84	4	variable	variable	NOUN
fcis-2966	84	5	is	be	AUX
fcis-2966	84	6	the	the	DET
fcis-2966	84	7	basic	basic	ADJ
fcis-2966	84	8	feature	feature	NOUN
fcis-2966	84	9	of	of	ADP
fcis-2966	84	10	this	this	DET
fcis-2966	84	11	data	datum	NOUN
fcis-2966	84	12	set	set	VERB
fcis-2966	84	13	.	.	PUNCT
fcis-2966	85	1	3	3	X
fcis-2966	85	2	.	.	X
fcis-2966	85	3	knowledge	knowledge	NOUN
fcis-2966	85	4	discovery	discovery	NOUN
fcis-2966	85	5	process	process	NOUN
fcis-2966	85	6	in	in	ADP
fcis-2966	85	7	manufacturing	manufacture	VERB
fcis-2966	85	8	industry	industry	NOUN
fcis-2966	85	9	figure	figure	NOUN
fcis-2966	85	10	4	4	NUM
fcis-2966	85	11	shows	show	VERB
fcis-2966	85	12	the	the	DET
fcis-2966	85	13	overall	overall	ADJ
fcis-2966	85	14	knowledge	knowledge	NOUN
fcis-2966	85	15	discovery	discovery	NOUN
fcis-2966	85	16	process	process	NOUN
fcis-2966	85	17	in	in	ADP
fcis-2966	85	18	a	a	DET
fcis-2966	85	19	database	database	NOUN
fcis-2966	85	20	applied	apply	VERB
fcis-2966	85	21	to	to	ADP
fcis-2966	85	22	the	the	DET
fcis-2966	85	23	manufacturing	manufacturing	NOUN
fcis-2966	85	24	industry	industry	NOUN
fcis-2966	85	25	.	.	PUNCT
fcis-2966	86	1	this	this	DET
fcis-2966	86	2	process	process	NOUN
fcis-2966	86	3	usually	usually	ADV
fcis-2966	86	4	consists	consist	VERB
fcis-2966	86	5	of	of	ADP
fcis-2966	86	6	five	five	NUM
fcis-2966	86	7	main	main	ADJ
fcis-2966	86	8	steps	step	NOUN
fcis-2966	86	9	:	:	PUNCT
fcis-2966	86	10	understanding	understand	VERB
fcis-2966	86	11	the	the	DET
fcis-2966	86	12	manufacturing	manufacturing	NOUN
fcis-2966	86	13	domain	domain	NOUN
fcis-2966	86	14	,	,	PUNCT
fcis-2966	86	15	data	datum	NOUN
fcis-2966	86	16	preparation	preparation	NOUN
fcis-2966	86	17	,	,	PUNCT
fcis-2966	86	18	machine	machine	NOUN
fcis-2966	86	19	learning	learning	NOUN
fcis-2966	86	20	,	,	PUNCT
fcis-2966	86	21	data	datum	NOUN
fcis-2966	86	22	mining	mining	NOUN
fcis-2966	86	23	,	,	PUNCT
fcis-2966	86	24	evaluation	evaluation	NOUN
fcis-2966	86	25	,	,	PUNCT
fcis-2966	86	26	and	and	CCONJ
fcis-2966	86	27	presentation	presentation	NOUN
fcis-2966	86	28	.	.	PUNCT
fcis-2966	87	1	fig	fig	NOUN
fcis-2966	87	2	.	.	PUNCT
fcis-2966	88	1	4	4	NUM
fcis-2966	88	2	monolithic	monolithic	ADJ
fcis-2966	88	3	kdd	kdd	PROPN
fcis-2966	88	4	processes	process	NOUN
fcis-2966	88	5	are	be	AUX
fcis-2966	88	6	used	use	VERB
fcis-2966	88	7	in	in	ADP
fcis-2966	88	8	manufacturing	manufacturing	NOUN
fcis-2966	88	9	as	as	SCONJ
fcis-2966	88	10	can	can	AUX
fcis-2966	88	11	be	be	AUX
fcis-2966	88	12	analyzed	analyze	VERB
fcis-2966	88	13	from	from	ADP
fcis-2966	88	14	the	the	DET
fcis-2966	88	15	figure	figure	NOUN
fcis-2966	88	16	above	above	ADV
fcis-2966	88	17	,	,	PUNCT
fcis-2966	88	18	the	the	DET
fcis-2966	88	19	first	first	ADJ
fcis-2966	88	20	stage	stage	NOUN
fcis-2966	88	21	can	can	AUX
fcis-2966	88	22	be	be	AUX
fcis-2966	88	23	called	call	VERB
fcis-2966	88	24	the	the	DET
fcis-2966	88	25	design	design	NOUN
fcis-2966	88	26	stage	stage	NOUN
fcis-2966	88	27	.	.	PUNCT
fcis-2966	89	1	in	in	ADP
fcis-2966	89	2	this	this	DET
fcis-2966	89	3	phase	phase	NOUN
fcis-2966	89	4	,	,	PUNCT
fcis-2966	89	5	the	the	DET
fcis-2966	89	6	goals	goal	NOUN
fcis-2966	89	7	of	of	ADP
fcis-2966	89	8	the	the	DET
fcis-2966	89	9	application	application	NOUN
fcis-2966	89	10	,	,	PUNCT
fcis-2966	89	11	the	the	DET
fcis-2966	89	12	resources	resource	NOUN
fcis-2966	89	13	available	available	ADJ
fcis-2966	89	14	,	,	PUNCT
fcis-2966	89	15	the	the	DET
fcis-2966	89	16	constraints	constraint	NOUN
fcis-2966	89	17	in	in	ADP
fcis-2966	89	18	the	the	DET
fcis-2966	89	19	mining	mining	NOUN
fcis-2966	89	20	process	process	NOUN
fcis-2966	89	21	,	,	PUNCT
fcis-2966	89	22	the	the	DET
fcis-2966	89	23	success	success	NOUN
fcis-2966	89	24	criteria	criterion	NOUN
fcis-2966	89	25	for	for	ADP
fcis-2966	89	26	the	the	DET
fcis-2966	89	27	problem	problem	NOUN
fcis-2966	89	28	,	,	PUNCT
fcis-2966	89	29	and	and	CCONJ
fcis-2966	89	30	the	the	DET
fcis-2966	89	31	costs	cost	NOUN
fcis-2966	89	32	and	and	CCONJ
fcis-2966	89	33	benefits	benefit	NOUN
fcis-2966	89	34	of	of	ADP
fcis-2966	89	35	the	the	DET
fcis-2966	89	36	application	application	NOUN
fcis-2966	89	37	are	be	AUX
fcis-2966	89	38	determined	determine	VERB
fcis-2966	89	39	.	.	PUNCT
fcis-2966	90	1	the	the	DET
fcis-2966	90	2	second	second	ADJ
fcis-2966	90	3	phase	phase	NOUN
fcis-2966	90	4	is	be	AUX
fcis-2966	90	5	called	call	VERB
fcis-2966	90	6	data	datum	NOUN
fcis-2966	90	7	preparation	preparation	NOUN
fcis-2966	90	8	and	and	CCONJ
fcis-2966	90	9	includes	include	VERB
fcis-2966	90	10	data	datum	NOUN
fcis-2966	90	11	collection	collection	NOUN
fcis-2966	90	12	,	,	PUNCT
fcis-2966	90	13	integration	integration	NOUN
fcis-2966	90	14	,	,	PUNCT
fcis-2966	90	15	cleansing	cleansing	NOUN
fcis-2966	90	16	,	,	PUNCT
fcis-2966	90	17	reduction	reduction	NOUN
fcis-2966	90	18	,	,	PUNCT
fcis-2966	90	19	and	and	CCONJ
fcis-2966	90	20	transformation	transformation	NOUN
fcis-2966	90	21	.	.	PUNCT
fcis-2966	91	1	data	datum	NOUN
fcis-2966	91	2	collection	collection	NOUN
fcis-2966	91	3	steps	step	NOUN
fcis-2966	91	4	include	include	VERB
fcis-2966	91	5	collecting	collect	VERB
fcis-2966	91	6	data	datum	NOUN
fcis-2966	91	7	on	on	ADP
fcis-2966	91	8	many	many	ADJ
fcis-2966	91	9	different	different	ADJ
fcis-2966	91	10	manufacturing	manufacturing	NOUN
fcis-2966	91	11	variables	variable	NOUN
fcis-2966	91	12	such	such	ADJ
fcis-2966	91	13	as	as	ADP
fcis-2966	91	14	raw	raw	ADJ
fcis-2966	91	15	materials	material	NOUN
fcis-2966	91	16	,	,	PUNCT
fcis-2966	91	17	final	final	ADJ
fcis-2966	91	18	products	product	NOUN
fcis-2966	91	19	or	or	CCONJ
fcis-2966	91	20	machine	machine	NOUN
fcis-2966	91	21	adjustments	adjustment	NOUN
fcis-2966	91	22	(	(	PUNCT
fcis-2966	91	23	temperature	temperature	NOUN
fcis-2966	91	24	,	,	PUNCT
fcis-2966	91	25	pressure	pressure	NOUN
fcis-2966	91	26	,	,	PUNCT
fcis-2966	91	27	production	production	NOUN
fcis-2966	91	28	settings	setting	NOUN
fcis-2966	91	29	,	,	PUNCT
fcis-2966	91	30	time	time	NOUN
fcis-2966	91	31	scales	scale	NOUN
fcis-2966	91	32	,	,	PUNCT
fcis-2966	91	33	etc	etc	X
fcis-2966	91	34	.	.	X
fcis-2966	91	35	)	)	PUNCT
fcis-2966	91	36	with	with	ADP
fcis-2966	91	37	the	the	DET
fcis-2966	91	38	help	help	NOUN
fcis-2966	91	39	of	of	ADP
fcis-2966	91	40	sensors	sensor	NOUN
fcis-2966	91	41	or	or	CCONJ
fcis-2966	91	42	external	external	ADJ
fcis-2966	91	43	automatic	automatic	ADJ
fcis-2966	91	44	recorders	recorder	NOUN
fcis-2966	91	45	.	.	PUNCT
fcis-2966	92	1	data	datum	NOUN
fcis-2966	92	2	integration	integration	NOUN
fcis-2966	92	3	focuses	focus	VERB
fcis-2966	92	4	on	on	ADP
fcis-2966	92	5	combining	combine	VERB
fcis-2966	92	6	multiple	multiple	ADJ
fcis-2966	92	7	data	datum	NOUN
fcis-2966	92	8	sources	source	NOUN
fcis-2966	92	9	.	.	PUNCT
fcis-2966	93	1	data	datum	NOUN
fcis-2966	93	2	cleaning	cleaning	NOUN
fcis-2966	93	3	involves	involve	VERB
fcis-2966	93	4	filling	fill	VERB
fcis-2966	93	5	in	in	ADP
fcis-2966	93	6	missing	miss	VERB
fcis-2966	93	7	values	value	NOUN
fcis-2966	93	8	,	,	PUNCT
fcis-2966	93	9	processing	process	VERB
fcis-2966	93	10	noisy	noisy	ADJ
fcis-2966	93	11	data	datum	NOUN
fcis-2966	93	12	,	,	PUNCT
fcis-2966	93	13	resolving	resolve	VERB
fcis-2966	93	14	inconsistencies	inconsistency	NOUN
fcis-2966	93	15	in	in	ADP
fcis-2966	93	16	data	datum	NOUN
fcis-2966	93	17	,	,	PUNCT
fcis-2966	93	18	considering	consider	VERB
fcis-2966	93	19	unbalanced	unbalanced	ADJ
fcis-2966	93	20	data	datum	NOUN
fcis-2966	93	21	,	,	PUNCT
fcis-2966	93	22	and	and	CCONJ
fcis-2966	93	23	detecting	detect	VERB
fcis-2966	93	24	and	and	CCONJ
fcis-2966	93	25	deleting	delete	VERB
fcis-2966	93	26	outliers	outlier	NOUN
fcis-2966	93	27	in	in	ADP
fcis-2966	93	28	data	datum	NOUN
fcis-2966	93	29	to	to	PART
fcis-2966	93	30	improve	improve	VERB
fcis-2966	93	31	data	datum	NOUN
fcis-2966	93	32	quality	quality	NOUN
fcis-2966	93	33	.	.	PUNCT
fcis-2966	94	1	data	datum	NOUN
fcis-2966	94	2	reduction	reduction	NOUN
fcis-2966	94	3	is	be	AUX
fcis-2966	94	4	performed	perform	VERB
fcis-2966	94	5	in	in	ADP
fcis-2966	94	6	order	order	NOUN
fcis-2966	94	7	to	to	PART
fcis-2966	94	8	obtain	obtain	VERB
fcis-2966	94	9	the	the	DET
fcis-2966	94	10	target	target	NOUN
fcis-2966	94	11	data	datum	NOUN
fcis-2966	94	12	set	set	VERB
fcis-2966	94	13	from	from	ADP
fcis-2966	94	14	the	the	DET
fcis-2966	94	15	original	original	ADJ
fcis-2966	94	16	data	datum	NOUN
fcis-2966	94	17	without	without	ADP
fcis-2966	94	18	significant	significant	ADJ
fcis-2966	94	19	loss	loss	NOUN
fcis-2966	94	20	of	of	ADP
fcis-2966	94	21	information	information	NOUN
fcis-2966	94	22	,	,	PUNCT
fcis-2966	94	23	such	such	ADJ
fcis-2966	94	24	as	as	ADP
fcis-2966	94	25	feature	feature	NOUN
fcis-2966	94	26	selection	selection	NOUN
fcis-2966	94	27	.	.	PUNCT
fcis-2966	95	1	the	the	DET
fcis-2966	95	2	purpose	purpose	NOUN
fcis-2966	95	3	of	of	ADP
fcis-2966	95	4	data	datum	NOUN
fcis-2966	95	5	transformation	transformation	NOUN
fcis-2966	95	6	processing	processing	NOUN
fcis-2966	95	7	is	be	AUX
fcis-2966	95	8	to	to	PART
fcis-2966	95	9	convert	convert	VERB
fcis-2966	95	10	data	datum	NOUN
fcis-2966	95	11	into	into	ADP
fcis-2966	95	12	forms	form	NOUN
fcis-2966	95	13	suitable	suitable	ADJ
fcis-2966	95	14	for	for	ADP
fcis-2966	95	15	mining	mining	NOUN
fcis-2966	95	16	,	,	PUNCT
fcis-2966	95	17	such	such	ADJ
fcis-2966	95	18	as	as	ADP
fcis-2966	95	19	normalization	normalization	NOUN
fcis-2966	95	20	and	and	CCONJ
fcis-2966	95	21	discretization	discretization	NOUN
fcis-2966	95	22	,	,	PUNCT
fcis-2966	95	23	when	when	SCONJ
fcis-2966	95	24	necessary	necessary	ADJ
fcis-2966	95	25	.	.	PUNCT
fcis-2966	96	1	after	after	ADP
fcis-2966	96	2	the	the	DET
fcis-2966	96	3	data	data	NOUN
fcis-2966	96	4	preparation	preparation	NOUN
fcis-2966	96	5	phase	phase	NOUN
fcis-2966	96	6	,	,	PUNCT
fcis-2966	96	7	the	the	DET
fcis-2966	96	8	data	data	NOUN
fcis-2966	96	9	sets	set	NOUN
fcis-2966	96	10	are	be	AUX
fcis-2966	96	11	stored	store	VERB
fcis-2966	96	12	in	in	ADP
fcis-2966	96	13	the	the	DET
fcis-2966	96	14	data	datum	NOUN
fcis-2966	96	15	warehouse	warehouse	NOUN
fcis-2966	96	16	.	.	PUNCT
fcis-2966	97	1	the	the	DET
fcis-2966	97	2	third	third	ADJ
fcis-2966	97	3	step	step	NOUN
fcis-2966	97	4	involves	involve	VERB
fcis-2966	97	5	applying	apply	VERB
fcis-2966	97	6	appropriate	appropriate	ADJ
fcis-2966	97	7	machine	machine	NOUN
fcis-2966	97	8	learning	learn	VERB
fcis-2966	97	9	algorithms	algorithm	NOUN
fcis-2966	97	10	to	to	ADP
fcis-2966	97	11	the	the	DET
fcis-2966	97	12	data	datum	NOUN
fcis-2966	97	13	in	in	ADP
fcis-2966	97	14	the	the	DET
fcis-2966	97	15	warehouse	warehouse	NOUN
fcis-2966	97	16	to	to	PART
fcis-2966	97	17	extract	extract	VERB
fcis-2966	97	18	patterns	pattern	NOUN
fcis-2966	97	19	/	/	SYM
fcis-2966	97	20	rules	rule	NOUN
fcis-2966	97	21	or	or	CCONJ
fcis-2966	97	22	develop	develop	VERB
fcis-2966	97	23	models	model	NOUN
fcis-2966	97	24	.	.	PUNCT
fcis-2966	98	1	supervised	supervised	ADJ
fcis-2966	98	2	learning	learn	VERB
fcis-2966	98	3	algorithms	algorithm	NOUN
fcis-2966	98	4	can	can	AUX
fcis-2966	98	5	be	be	AUX
fcis-2966	98	6	used	use	VERB
fcis-2966	98	7	for	for	ADP
fcis-2966	98	8	classification	classification	NOUN
fcis-2966	98	9	and	and	CCONJ
fcis-2966	98	10	regression	regression	NOUN
fcis-2966	98	11	problems	problem	NOUN
fcis-2966	98	12	,	,	PUNCT
fcis-2966	98	13	while	while	SCONJ
fcis-2966	98	14	unsupervised	unsupervised	ADJ
fcis-2966	98	15	learning	learning	NOUN
fcis-2966	98	16	algorithms	algorithm	NOUN
fcis-2966	98	17	can	can	AUX
fcis-2966	98	18	be	be	AUX
fcis-2966	98	19	used	use	VERB
fcis-2966	98	20	for	for	ADP
fcis-2966	98	21	clustering	clustering	NOUN
fcis-2966	98	22	,	,	PUNCT
fcis-2966	98	23	association	association	NOUN
fcis-2966	98	24	rule	rule	NOUN
fcis-2966	98	25	mining	mining	NOUN
fcis-2966	98	26	,	,	PUNCT
fcis-2966	98	27	sequential	sequential	ADJ
fcis-2966	98	28	pattern	pattern	NOUN
fcis-2966	98	29	mining	mining	NOUN
fcis-2966	98	30	and	and	CCONJ
fcis-2966	98	31	outlier	outlier	NOUN
fcis-2966	98	32	detection	detection	NOUN
fcis-2966	98	33	.	.	PUNCT
fcis-2966	99	1	in	in	ADP
fcis-2966	99	2	the	the	DET
fcis-2966	99	3	fourth	fourth	ADJ
fcis-2966	99	4	50	50	NUM
fcis-2966	99	5	step	step	NOUN
fcis-2966	99	6	,	,	PUNCT
fcis-2966	99	7	the	the	DET
fcis-2966	99	8	constructed	construct	VERB
fcis-2966	99	9	model	model	NOUN
fcis-2966	99	10	is	be	AUX
fcis-2966	99	11	evaluated	evaluate	VERB
fcis-2966	99	12	by	by	ADP
fcis-2966	99	13	using	use	VERB
fcis-2966	99	14	appropriate	appropriate	ADJ
fcis-2966	99	15	performance	performance	NOUN
fcis-2966	99	16	indicators	indicator	NOUN
fcis-2966	99	17	.	.	PUNCT
fcis-2966	100	1	for	for	ADP
fcis-2966	100	2	example	example	NOUN
fcis-2966	100	3	,	,	PUNCT
fcis-2966	100	4	the	the	DET
fcis-2966	100	5	most	most	ADV
fcis-2966	100	6	commonly	commonly	ADV
fcis-2966	100	7	used	use	VERB
fcis-2966	100	8	performance	performance	NOUN
fcis-2966	100	9	indicators	indicator	NOUN
fcis-2966	100	10	for	for	ADP
fcis-2966	100	11	regression	regression	NOUN
fcis-2966	100	12	problems	problem	NOUN
fcis-2966	100	13	are	be	AUX
fcis-2966	100	14	root	root	NOUN
fcis-2966	100	15	mean	mean	ADJ
fcis-2966	100	16	square	square	ADJ
fcis-2966	100	17	error	error	NOUN
fcis-2966	100	18	(	(	PUNCT
fcis-2966	100	19	rmse	rmse	NOUN
fcis-2966	100	20	)	)	PUNCT
fcis-2966	100	21	,	,	PUNCT
fcis-2966	100	22	mean	mean	VERB
fcis-2966	100	23	absolute	absolute	ADJ
fcis-2966	100	24	error	error	NOUN
fcis-2966	100	25	(	(	PUNCT
fcis-2966	100	26	mae	mae	PROPN
fcis-2966	100	27	)	)	PUNCT
fcis-2966	100	28	and	and	CCONJ
fcis-2966	100	29	determination	determination	NOUN
fcis-2966	100	30	coefficient	coefficient	NOUN
fcis-2966	100	31	(	(	PUNCT
fcis-2966	100	32	r2	r2	PROPN
fcis-2966	100	33	)	)	PUNCT
fcis-2966	100	34	.	.	PUNCT
fcis-2966	101	1	the	the	DET
fcis-2966	101	2	final	final	ADJ
fcis-2966	101	3	stage	stage	NOUN
fcis-2966	101	4	involves	involve	VERB
fcis-2966	101	5	interpretation	interpretation	NOUN
fcis-2966	101	6	and	and	CCONJ
fcis-2966	101	7	visualization	visualization	NOUN
fcis-2966	101	8	of	of	ADP
fcis-2966	101	9	patterns	pattern	NOUN
fcis-2966	101	10	,	,	PUNCT
fcis-2966	101	11	which	which	PRON
fcis-2966	101	12	can	can	AUX
fcis-2966	101	13	be	be	AUX
fcis-2966	101	14	represented	represent	VERB
fcis-2966	101	15	as	as	ADP
fcis-2966	101	16	key	key	ADJ
fcis-2966	101	17	performance	performance	NOUN
fcis-2966	101	18	indicators	indicator	NOUN
fcis-2966	101	19	(	(	PUNCT
fcis-2966	101	20	kpis	kpis	PROPN
fcis-2966	101	21	)	)	PUNCT
fcis-2966	101	22	on	on	ADP
fcis-2966	101	23	the	the	DET
fcis-2966	101	24	dashboard	dashboard	NOUN
fcis-2966	101	25	,	,	PUNCT
fcis-2966	101	26	or	or	CCONJ
fcis-2966	101	27	alerts	alert	NOUN
fcis-2966	101	28	in	in	ADP
fcis-2966	101	29	the	the	DET
fcis-2966	101	30	case	case	NOUN
fcis-2966	101	31	of	of	ADP
fcis-2966	101	32	abnormal	abnormal	ADJ
fcis-2966	101	33	detection	detection	NOUN
fcis-2966	101	34	,	,	PUNCT
fcis-2966	101	35	or	or	CCONJ
fcis-2966	101	36	predictions	prediction	NOUN
fcis-2966	101	37	obtained	obtain	VERB
fcis-2966	101	38	through	through	ADP
fcis-2966	101	39	regression	regression	NOUN
fcis-2966	101	40	models	model	NOUN
fcis-2966	101	41	that	that	PRON
fcis-2966	101	42	can	can	AUX
fcis-2966	101	43	be	be	AUX
fcis-2966	101	44	displayed	display	VERB
fcis-2966	101	45	on	on	ADP
fcis-2966	101	46	-	-	PUNCT
fcis-2966	101	47	screen	screen	NOUN
fcis-2966	101	48	.	.	PUNCT
fcis-2966	102	1	often	often	ADV
fcis-2966	102	2	,	,	PUNCT
fcis-2966	102	3	some	some	DET
fcis-2966	102	4	kdd	kdd	PROPN
fcis-2966	102	5	steps	step	NOUN
fcis-2966	102	6	require	require	VERB
fcis-2966	102	7	multiple	multiple	ADJ
fcis-2966	102	8	iterations	iteration	NOUN
fcis-2966	102	9	until	until	SCONJ
fcis-2966	102	10	a	a	DET
fcis-2966	102	11	satisfactory	satisfactory	ADJ
fcis-2966	102	12	result	result	NOUN
fcis-2966	102	13	is	be	AUX
fcis-2966	102	14	achieved	achieve	VERB
fcis-2966	102	15	.	.	PUNCT
fcis-2966	103	1	finally	finally	ADV
fcis-2966	103	2	,	,	PUNCT
fcis-2966	103	3	the	the	DET
fcis-2966	103	4	constructed	construct	VERB
fcis-2966	103	5	model	model	NOUN
fcis-2966	103	6	is	be	AUX
fcis-2966	103	7	incorporated	incorporate	VERB
fcis-2966	103	8	into	into	ADP
fcis-2966	103	9	the	the	DET
fcis-2966	103	10	manufacturing	manufacturing	NOUN
fcis-2966	103	11	field	field	NOUN
fcis-2966	103	12	.	.	PUNCT
fcis-2966	104	1	the	the	DET
fcis-2966	104	2	model	model	NOUN
fcis-2966	104	3	should	should	AUX
fcis-2966	104	4	be	be	AUX
fcis-2966	104	5	further	far	ADV
fcis-2966	104	6	modified	modify	VERB
fcis-2966	104	7	as	as	SCONJ
fcis-2966	104	8	new	new	ADJ
fcis-2966	104	9	data	datum	NOUN
fcis-2966	104	10	becomes	become	VERB
fcis-2966	104	11	available	available	ADJ
fcis-2966	104	12	.	.	PUNCT
fcis-2966	105	1	for	for	ADP
fcis-2966	105	2	example	example	NOUN
fcis-2966	105	3	,	,	PUNCT
fcis-2966	105	4	due	due	ADP
fcis-2966	105	5	to	to	ADP
fcis-2966	105	6	the	the	DET
fcis-2966	105	7	dynamic	dynamic	ADJ
fcis-2966	105	8	nature	nature	NOUN
fcis-2966	105	9	of	of	ADP
fcis-2966	105	10	manufacturing	manufacturing	NOUN
fcis-2966	105	11	systems	system	NOUN
fcis-2966	105	12	,	,	PUNCT
fcis-2966	105	13	regression	regression	NOUN
fcis-2966	105	14	models	model	NOUN
fcis-2966	105	15	should	should	AUX
fcis-2966	105	16	be	be	AUX
fcis-2966	105	17	updated	update	VERB
fcis-2966	105	18	regularly	regularly	ADV
fcis-2966	105	19	to	to	PART
fcis-2966	105	20	maintain	maintain	VERB
fcis-2966	105	21	their	their	PRON
fcis-2966	105	22	generalization	generalization	NOUN
fcis-2966	105	23	ability	ability	NOUN
fcis-2966	105	24	.	.	PUNCT
fcis-2966	106	1	knowledge	knowledge	NOUN
fcis-2966	106	2	discovered	discover	VERB
fcis-2966	106	3	during	during	ADP
fcis-2966	106	4	the	the	DET
fcis-2966	106	5	kdd	kdd	PROPN
fcis-2966	106	6	process	process	NOUN
fcis-2966	106	7	can	can	AUX
fcis-2966	106	8	support	support	VERB
fcis-2966	106	9	operator	operator	NOUN
fcis-2966	106	10	/	/	SYM
fcis-2966	106	11	manager	manager	NOUN
fcis-2966	106	12	decisions	decision	NOUN
fcis-2966	106	13	or	or	CCONJ
fcis-2966	106	14	be	be	AUX
fcis-2966	106	15	directly	directly	ADV
fcis-2966	106	16	used	use	VERB
fcis-2966	106	17	to	to	PART
fcis-2966	106	18	automate	automate	VERB
fcis-2966	106	19	improvements	improvement	NOUN
fcis-2966	106	20	in	in	ADP
fcis-2966	106	21	manufacturing	manufacturing	NOUN
fcis-2966	106	22	systems	system	NOUN
fcis-2966	106	23	.	.	PUNCT
fcis-2966	107	1	4	4	X
fcis-2966	107	2	.	.	X
fcis-2966	107	3	applications	application	NOUN
fcis-2966	107	4	of	of	ADP
fcis-2966	107	5	machine	machine	NOUN
fcis-2966	107	6	learning	learn	VERB
fcis-2966	107	7	in	in	ADP
fcis-2966	107	8	manufacturing	manufacture	VERB
fcis-2966	107	9	machine	machine	NOUN
fcis-2966	107	10	learning	learning	NOUN
fcis-2966	107	11	tasks	task	NOUN
fcis-2966	107	12	can	can	AUX
fcis-2966	107	13	be	be	AUX
fcis-2966	107	14	divided	divide	VERB
fcis-2966	107	15	into	into	ADP
fcis-2966	107	16	supervised	supervised	ADJ
fcis-2966	107	17	,	,	PUNCT
fcis-2966	107	18	unsupervised	unsupervised	ADJ
fcis-2966	107	19	and	and	CCONJ
fcis-2966	107	20	reinforcement	reinforcement	NOUN
fcis-2966	107	21	learning	learning	NOUN
fcis-2966	107	22	.	.	PUNCT
fcis-2966	108	1	although	although	SCONJ
fcis-2966	108	2	supervised	supervised	ADJ
fcis-2966	108	3	and	and	CCONJ
fcis-2966	108	4	unsupervised	unsupervised	ADJ
fcis-2966	108	5	learning	learning	NOUN
fcis-2966	108	6	techniques	technique	NOUN
fcis-2966	108	7	are	be	AUX
fcis-2966	108	8	already	already	ADV
fcis-2966	108	9	widely	widely	ADV
fcis-2966	108	10	used	use	VERB
fcis-2966	108	11	in	in	ADP
fcis-2966	108	12	manufacturing	manufacturing	NOUN
fcis-2966	108	13	,	,	PUNCT
fcis-2966	108	14	accounting	account	VERB
fcis-2966	108	15	for	for	ADP
fcis-2966	108	16	about	about	ADV
fcis-2966	108	17	90	90	NUM
fcis-2966	108	18	-	-	SYM
fcis-2966	108	19	95	95	NUM
fcis-2966	108	20	%	%	NOUN
fcis-2966	108	21	of	of	ADP
fcis-2966	108	22	all	all	DET
fcis-2966	108	23	applications	application	NOUN
fcis-2966	108	24	,	,	PUNCT
fcis-2966	108	25	reinforcement	reinforcement	NOUN
fcis-2966	108	26	learning	learning	NOUN
fcis-2966	108	27	has	have	AUX
fcis-2966	108	28	not	not	PART
fcis-2966	108	29	been	be	AUX
fcis-2966	108	30	studied	study	VERB
fcis-2966	108	31	as	as	ADV
fcis-2966	108	32	extensively	extensively	ADV
fcis-2966	108	33	as	as	ADP
fcis-2966	108	34	other	other	ADJ
fcis-2966	108	35	techniques	technique	NOUN
fcis-2966	108	36	.	.	PUNCT
fcis-2966	109	1	for	for	ADP
fcis-2966	109	2	this	this	DET
fcis-2966	109	3	reason	reason	NOUN
fcis-2966	109	4	,	,	PUNCT
fcis-2966	109	5	this	this	DET
fcis-2966	109	6	section	section	NOUN
fcis-2966	109	7	presents	present	VERB
fcis-2966	109	8	a	a	DET
fcis-2966	109	9	number	number	NOUN
fcis-2966	109	10	of	of	ADP
fcis-2966	109	11	important	important	ADJ
fcis-2966	109	12	research	research	NOUN
fcis-2966	109	13	roadmaps	roadmap	NOUN
fcis-2966	109	14	involving	involve	VERB
fcis-2966	109	15	supervised	supervised	ADJ
fcis-2966	109	16	and	and	CCONJ
fcis-2966	109	17	unsupervised	unsupervised	ADJ
fcis-2966	109	18	learning	learning	NOUN
fcis-2966	109	19	in	in	ADP
fcis-2966	109	20	manufacturing	manufacturing	NOUN
fcis-2966	109	21	.	.	PUNCT
fcis-2966	110	1	4.1	4.1	NUM
fcis-2966	110	2	.	.	PUNCT
fcis-2966	110	3	supervised	supervised	ADJ
fcis-2966	110	4	learning	learn	VERB
fcis-2966	110	5	in	in	ADP
fcis-2966	110	6	manufacturing	manufacture	VERB
fcis-2966	110	7	supervised	supervised	ADJ
fcis-2966	110	8	learning	learning	NOUN
fcis-2966	110	9	aims	aim	VERB
fcis-2966	110	10	to	to	PART
fcis-2966	110	11	learn	learn	VERB
fcis-2966	110	12	the	the	DET
fcis-2966	110	13	mapping	mapping	NOUN
fcis-2966	110	14	between	between	ADP
fcis-2966	110	15	sample	sample	NOUN
fcis-2966	110	16	input	input	NOUN
fcis-2966	110	17	and	and	CCONJ
fcis-2966	110	18	output	output	NOUN
fcis-2966	110	19	pairs	pair	NOUN
fcis-2966	110	20	.	.	PUNCT
fcis-2966	111	1	simply	simply	ADV
fcis-2966	111	2	put	put	VERB
fcis-2966	111	3	,	,	PUNCT
fcis-2966	111	4	a	a	DET
fcis-2966	111	5	supervised	supervised	ADJ
fcis-2966	111	6	learning	learning	NOUN
fcis-2966	111	7	algorithm	algorithm	NOUN
fcis-2966	111	8	may	may	AUX
fcis-2966	111	9	have	have	VERB
fcis-2966	111	10	many	many	ADJ
fcis-2966	111	11	input	input	NOUN
fcis-2966	111	12	variables	variable	NOUN
fcis-2966	111	13	and	and	CCONJ
fcis-2966	111	14	one	one	NUM
fcis-2966	111	15	output	output	NOUN
fcis-2966	111	16	variable	variable	NOUN
fcis-2966	111	17	.	.	PUNCT
fcis-2966	112	1	logically	logically	ADV
fcis-2966	112	2	,	,	PUNCT
fcis-2966	112	3	the	the	DET
fcis-2966	112	4	number	number	NOUN
fcis-2966	112	5	of	of	ADP
fcis-2966	112	6	examples	example	NOUN
fcis-2966	112	7	available	available	ADJ
fcis-2966	112	8	to	to	PART
fcis-2966	112	9	learn	learn	VERB
fcis-2966	112	10	proportionately	proportionately	ADV
fcis-2966	112	11	affects	affect	VERB
fcis-2966	112	12	the	the	DET
fcis-2966	112	13	predictive	predictive	ADJ
fcis-2966	112	14	ability	ability	NOUN
fcis-2966	112	15	of	of	ADP
fcis-2966	112	16	supervised	supervised	ADJ
fcis-2966	112	17	learners	learner	NOUN
fcis-2966	112	18	.	.	PUNCT
fcis-2966	113	1	supervised	supervised	ADJ
fcis-2966	113	2	learning	learning	NOUN
fcis-2966	113	3	is	be	AUX
fcis-2966	113	4	typically	typically	ADV
fcis-2966	113	5	used	use	VERB
fcis-2966	113	6	for	for	ADP
fcis-2966	113	7	two	two	NUM
fcis-2966	113	8	separate	separate	ADJ
fcis-2966	113	9	tasks	task	NOUN
fcis-2966	113	10	:	:	PUNCT
fcis-2966	113	11	categorization	categorization	NOUN
fcis-2966	113	12	and	and	CCONJ
fcis-2966	113	13	regression	regression	NOUN
fcis-2966	113	14	.	.	PUNCT
fcis-2966	114	1	the	the	DET
fcis-2966	114	2	main	main	ADJ
fcis-2966	114	3	difference	difference	NOUN
fcis-2966	114	4	is	be	AUX
fcis-2966	114	5	that	that	SCONJ
fcis-2966	114	6	classification	classification	NOUN
fcis-2966	114	7	is	be	AUX
fcis-2966	114	8	the	the	DET
fcis-2966	114	9	process	process	NOUN
fcis-2966	114	10	of	of	ADP
fcis-2966	114	11	predicting	predict	VERB
fcis-2966	114	12	discrete	discrete	ADJ
fcis-2966	114	13	or	or	CCONJ
fcis-2966	114	14	nominal	nominal	ADJ
fcis-2966	114	15	(	(	PUNCT
fcis-2966	114	16	classification	classification	NOUN
fcis-2966	114	17	)	)	PUNCT
fcis-2966	114	18	values	value	NOUN
fcis-2966	114	19	,	,	PUNCT
fcis-2966	114	20	such	such	ADJ
fcis-2966	114	21	as	as	ADP
fcis-2966	114	22	low	low	ADJ
fcis-2966	114	23	,	,	PUNCT
fcis-2966	114	24	medium	medium	ADJ
fcis-2966	114	25	,	,	PUNCT
fcis-2966	114	26	and	and	CCONJ
fcis-2966	114	27	high	high	ADJ
fcis-2966	114	28	;	;	PUNCT
fcis-2966	114	29	regression	regression	NOUN
fcis-2966	114	30	is	be	AUX
fcis-2966	114	31	used	use	VERB
fcis-2966	114	32	to	to	PART
fcis-2966	114	33	predict	predict	VERB
fcis-2966	114	34	sequential	sequential	ADJ
fcis-2966	114	35	(	(	PUNCT
fcis-2966	114	36	numerical	numerical	ADJ
fcis-2966	114	37	quantity	quantity	NOUN
fcis-2966	114	38	)	)	PUNCT
fcis-2966	114	39	or	or	CCONJ
fcis-2966	114	40	order	order	NOUN
fcis-2966	114	41	values	value	NOUN
fcis-2966	114	42	,	,	PUNCT
fcis-2966	114	43	such	such	ADJ
fcis-2966	114	44	as	as	ADP
fcis-2966	114	45	the	the	DET
fcis-2966	114	46	price	price	NOUN
fcis-2966	114	47	of	of	ADP
fcis-2966	114	48	a	a	DET
fcis-2966	114	49	car	car	NOUN
fcis-2966	114	50	.	.	PUNCT
fcis-2966	115	1	there	there	PRON
fcis-2966	115	2	are	be	VERB
fcis-2966	115	3	many	many	ADJ
fcis-2966	115	4	machine	machine	NOUN
fcis-2966	115	5	learning	learn	VERB
fcis-2966	115	6	algorithms	algorithm	NOUN
fcis-2966	115	7	that	that	PRON
fcis-2966	115	8	can	can	AUX
fcis-2966	115	9	be	be	AUX
fcis-2966	115	10	used	use	VERB
fcis-2966	115	11	to	to	PART
fcis-2966	115	12	achieve	achieve	VERB
fcis-2966	115	13	these	these	DET
fcis-2966	115	14	goals	goal	NOUN
fcis-2966	115	15	,	,	PUNCT
fcis-2966	115	16	each	each	PRON
fcis-2966	115	17	with	with	ADP
fcis-2966	115	18	its	its	PRON
fcis-2966	115	19	own	own	ADJ
fcis-2966	115	20	advantages	advantage	NOUN
fcis-2966	115	21	and	and	CCONJ
fcis-2966	115	22	disadvantages	disadvantage	NOUN
fcis-2966	115	23	,	,	PUNCT
fcis-2966	115	24	such	such	ADJ
fcis-2966	115	25	as	as	ADP
fcis-2966	115	26	decision	decision	NOUN
fcis-2966	115	27	trees	tree	NOUN
fcis-2966	115	28	(	(	PUNCT
fcis-2966	115	29	dt	dt	PROPN
fcis-2966	115	30	)	)	PUNCT
fcis-2966	115	31	,	,	PUNCT
fcis-2966	115	32	neural	neural	ADJ
fcis-2966	115	33	networks	network	NOUN
fcis-2966	115	34	(	(	PUNCT
fcis-2966	115	35	nn	nn	NOUN
fcis-2966	115	36	)	)	PUNCT
fcis-2966	115	37	,	,	PUNCT
fcis-2966	115	38	support	support	VERB
fcis-2966	115	39	vector	vector	NOUN
fcis-2966	115	40	machines	machine	NOUN
fcis-2966	115	41	(	(	PUNCT
fcis-2966	115	42	svm	svm	PROPN
fcis-2966	115	43	)	)	PUNCT
fcis-2966	115	44	,	,	PUNCT
fcis-2966	115	45	k	k	X
fcis-2966	115	46	-	-	PUNCT
fcis-2966	115	47	nearest	near	ADJ
fcis-2966	115	48	neighbor	neighbor	NOUN
fcis-2966	115	49	(	(	PUNCT
fcis-2966	115	50	knn	knn	PROPN
fcis-2966	115	51	)	)	PUNCT
fcis-2966	115	52	,	,	PUNCT
fcis-2966	115	53	and	and	CCONJ
fcis-2966	115	54	naive	naive	ADJ
fcis-2966	115	55	bayes	bayes	NOUN
fcis-2966	115	56	(	(	PUNCT
fcis-2966	115	57	nb	nb	NOUN
fcis-2966	115	58	)	)	PUNCT
fcis-2966	115	59	.	.	PUNCT
fcis-2966	116	1	because	because	SCONJ
fcis-2966	116	2	manufacturing	manufacturing	NOUN
fcis-2966	116	3	data	data	NOUN
fcis-2966	116	4	is	be	AUX
fcis-2966	116	5	often	often	ADV
fcis-2966	116	6	characterized	characterize	VERB
fcis-2966	116	7	by	by	ADP
fcis-2966	116	8	multiple	multiple	ADJ
fcis-2966	116	9	sources	source	NOUN
fcis-2966	116	10	(	(	PUNCT
fcis-2966	116	11	i.e.	i.e.	X
fcis-2966	116	12	,	,	PUNCT
fcis-2966	116	13	machine	machine	NOUN
fcis-2966	116	14	,	,	PUNCT
fcis-2966	116	15	product	product	NOUN
fcis-2966	116	16	,	,	PUNCT
fcis-2966	116	17	operator	operator	NOUN
fcis-2966	116	18	)	)	PUNCT
fcis-2966	116	19	,	,	PUNCT
fcis-2966	116	20	heterogeneity	heterogeneity	NOUN
fcis-2966	116	21	,	,	PUNCT
fcis-2966	116	22	and	and	CCONJ
fcis-2966	116	23	noise	noise	NOUN
fcis-2966	116	24	,	,	PUNCT
fcis-2966	116	25	some	some	DET
fcis-2966	116	26	data	datum	NOUN
fcis-2966	116	27	preprocessing	preprocesse	VERB
fcis-2966	116	28	steps	step	NOUN
fcis-2966	116	29	such	such	ADJ
fcis-2966	116	30	as	as	ADP
fcis-2966	116	31	standardization	standardization	NOUN
fcis-2966	116	32	,	,	PUNCT
fcis-2966	116	33	attribute	attribute	NOUN
fcis-2966	116	34	construction	construction	NOUN
fcis-2966	116	35	,	,	PUNCT
fcis-2966	116	36	feature	feature	NOUN
fcis-2966	116	37	selection	selection	NOUN
fcis-2966	116	38	,	,	PUNCT
fcis-2966	116	39	and	and	CCONJ
fcis-2966	116	40	elimination	elimination	NOUN
fcis-2966	116	41	of	of	ADP
fcis-2966	116	42	missing	miss	VERB
fcis-2966	116	43	values	value	NOUN
fcis-2966	116	44	have	have	AUX
fcis-2966	116	45	been	be	AUX
fcis-2966	116	46	considered	consider	VERB
fcis-2966	116	47	in	in	ADP
fcis-2966	116	48	many	many	ADJ
fcis-2966	116	49	studies	study	NOUN
fcis-2966	116	50	.	.	PUNCT
fcis-2966	117	1	the	the	DET
fcis-2966	117	2	quality	quality	NOUN
fcis-2966	117	3	of	of	ADP
fcis-2966	117	4	data	datum	NOUN
fcis-2966	117	5	mining	mining	NOUN
fcis-2966	117	6	results	result	NOUN
fcis-2966	117	7	depends	depend	VERB
fcis-2966	117	8	on	on	ADP
fcis-2966	117	9	the	the	DET
fcis-2966	117	10	quality	quality	NOUN
fcis-2966	117	11	of	of	ADP
fcis-2966	117	12	the	the	DET
fcis-2966	117	13	data	datum	NOUN
fcis-2966	117	14	.	.	PUNCT
fcis-2966	118	1	all	all	PRON
fcis-2966	118	2	preprocessing	preprocesse	VERB
fcis-2966	118	3	operations	operation	NOUN
fcis-2966	118	4	need	need	VERB
fcis-2966	118	5	to	to	PART
fcis-2966	118	6	address	address	VERB
fcis-2966	118	7	various	various	ADJ
fcis-2966	118	8	issues	issue	NOUN
fcis-2966	118	9	related	relate	VERB
fcis-2966	118	10	to	to	ADP
fcis-2966	118	11	manufacturing	manufacturing	NOUN
fcis-2966	118	12	variables	variable	NOUN
fcis-2966	118	13	such	such	ADJ
fcis-2966	118	14	as	as	ADP
fcis-2966	118	15	product	product	NOUN
fcis-2966	118	16	,	,	PUNCT
fcis-2966	118	17	process	process	NOUN
fcis-2966	118	18	,	,	PUNCT
fcis-2966	118	19	and	and	CCONJ
fcis-2966	118	20	machine	machine	NOUN
fcis-2966	118	21	variables	variable	NOUN
fcis-2966	118	22	.	.	PUNCT
fcis-2966	119	1	at	at	ADP
fcis-2966	119	2	present	present	NOUN
fcis-2966	119	3	,	,	PUNCT
fcis-2966	119	4	because	because	SCONJ
fcis-2966	119	5	the	the	DET
fcis-2966	119	6	distribution	distribution	NOUN
fcis-2966	119	7	of	of	ADP
fcis-2966	119	8	manufacturing	manufacturing	NOUN
fcis-2966	119	9	data	datum	NOUN
fcis-2966	119	10	is	be	AUX
fcis-2966	119	11	often	often	ADV
fcis-2966	119	12	uneven	uneven	ADJ
fcis-2966	119	13	,	,	PUNCT
fcis-2966	119	14	the	the	DET
fcis-2966	119	15	issue	issue	NOUN
fcis-2966	119	16	of	of	ADP
fcis-2966	119	17	class	class	NOUN
fcis-2966	119	18	imbalance	imbalance	NOUN
fcis-2966	119	19	has	have	AUX
fcis-2966	119	20	received	receive	VERB
fcis-2966	119	21	wide	wide	ADJ
fcis-2966	119	22	attention	attention	NOUN
fcis-2966	119	23	in	in	ADP
fcis-2966	119	24	the	the	DET
fcis-2966	119	25	manufacturing	manufacturing	NOUN
fcis-2966	119	26	industry	industry	NOUN
fcis-2966	119	27	.	.	PUNCT
fcis-2966	120	1	because	because	SCONJ
fcis-2966	120	2	of	of	ADP
fcis-2966	120	3	the	the	DET
fcis-2966	120	4	possible	possible	ADJ
fcis-2966	120	5	performance	performance	NOUN
fcis-2966	120	6	loss	loss	NOUN
fcis-2966	120	7	of	of	ADP
fcis-2966	120	8	ml	ml	NOUN
fcis-2966	120	9	,	,	PUNCT
fcis-2966	120	10	the	the	DET
fcis-2966	120	11	smote	smote	ADJ
fcis-2966	120	12	technique	technique	NOUN
fcis-2966	120	13	has	have	AUX
fcis-2966	120	14	been	be	AUX
fcis-2966	120	15	used	use	VERB
fcis-2966	120	16	in	in	ADP
fcis-2966	120	17	a	a	DET
fcis-2966	120	18	number	number	NOUN
fcis-2966	120	19	of	of	ADP
fcis-2966	120	20	studies	study	NOUN
fcis-2966	120	21	to	to	PART
fcis-2966	120	22	overcome	overcome	VERB
fcis-2966	120	23	this	this	DET
fcis-2966	120	24	problem	problem	NOUN
fcis-2966	120	25	.	.	PUNCT
fcis-2966	121	1	many	many	ADJ
fcis-2966	121	2	manufacturing	manufacturing	NOUN
fcis-2966	121	3	organizations	organization	NOUN
fcis-2966	121	4	store	store	NOUN
fcis-2966	121	5	processing	processing	NOUN
fcis-2966	121	6	data	datum	NOUN
fcis-2966	121	7	in	in	ADP
fcis-2966	121	8	time	time	NOUN
fcis-2966	121	9	series	series	NOUN
fcis-2966	121	10	and	and	CCONJ
fcis-2966	121	11	intend	intend	VERB
fcis-2966	121	12	to	to	PART
fcis-2966	121	13	improve	improve	VERB
fcis-2966	121	14	quality	quality	NOUN
fcis-2966	121	15	control	control	NOUN
fcis-2966	121	16	by	by	ADP
fcis-2966	121	17	building	build	VERB
fcis-2966	121	18	predictive	predictive	ADJ
fcis-2966	121	19	models	model	NOUN
fcis-2966	121	20	on	on	ADP
fcis-2966	121	21	large	large	ADJ
fcis-2966	121	22	amounts	amount	NOUN
fcis-2966	121	23	of	of	ADP
fcis-2966	121	24	time	time	NOUN
fcis-2966	121	25	data	datum	NOUN
fcis-2966	121	26	.	.	PUNCT
fcis-2966	122	1	supervised	supervised	ADJ
fcis-2966	122	2	machine	machine	NOUN
fcis-2966	122	3	learning	learning	NOUN
fcis-2966	122	4	methods	method	NOUN
fcis-2966	122	5	have	have	AUX
fcis-2966	122	6	been	be	AUX
fcis-2966	122	7	widely	widely	ADV
fcis-2966	122	8	used	use	VERB
fcis-2966	122	9	to	to	PART
fcis-2966	122	10	predict	predict	VERB
fcis-2966	122	11	and	and	CCONJ
fcis-2966	122	12	eliminate	eliminate	VERB
fcis-2966	122	13	defects	defect	NOUN
fcis-2966	122	14	and	and	CCONJ
fcis-2966	122	15	faults	fault	NOUN
fcis-2966	122	16	in	in	ADP
fcis-2966	122	17	early	early	ADJ
fcis-2966	122	18	production	production	NOUN
fcis-2966	122	19	steps	step	NOUN
fcis-2966	122	20	in	in	ADP
fcis-2966	122	21	the	the	DET
fcis-2966	122	22	steel	steel	NOUN
fcis-2966	122	23	industry	industry	NOUN
fcis-2966	122	24	.	.	PUNCT
fcis-2966	123	1	they	they	PRON
fcis-2966	123	2	are	be	AUX
fcis-2966	123	3	also	also	ADV
fcis-2966	123	4	used	use	VERB
fcis-2966	123	5	to	to	PART
fcis-2966	123	6	create	create	VERB
fcis-2966	123	7	effective	effective	ADJ
fcis-2966	123	8	models	model	NOUN
fcis-2966	123	9	of	of	ADP
fcis-2966	123	10	additive	additive	ADJ
fcis-2966	123	11	manufacturing	manufacturing	NOUN
fcis-2966	123	12	.	.	PUNCT
fcis-2966	124	1	especially	especially	ADV
fcis-2966	124	2	in	in	ADP
fcis-2966	124	3	this	this	DET
fcis-2966	124	4	area	area	NOUN
fcis-2966	124	5	,	,	PUNCT
fcis-2966	124	6	neural	neural	ADJ
fcis-2966	124	7	networks	network	NOUN
fcis-2966	124	8	are	be	AUX
fcis-2966	124	9	useful	useful	ADJ
fcis-2966	124	10	for	for	ADP
fcis-2966	124	11	building	building	NOUN
fcis-2966	124	12	models	model	NOUN
fcis-2966	124	13	with	with	ADP
fcis-2966	124	14	high	high	ADJ
fcis-2966	124	15	predictive	predictive	ADJ
fcis-2966	124	16	accuracy	accuracy	NOUN
fcis-2966	124	17	.	.	PUNCT
fcis-2966	125	1	control	control	NOUN
fcis-2966	125	2	procedures	procedure	NOUN
fcis-2966	125	3	in	in	ADP
fcis-2966	125	4	the	the	DET
fcis-2966	125	5	production	production	NOUN
fcis-2966	125	6	process	process	NOUN
fcis-2966	125	7	have	have	AUX
fcis-2966	125	8	been	be	AUX
fcis-2966	125	9	improved	improve	VERB
fcis-2966	125	10	by	by	ADP
fcis-2966	125	11	supervised	supervised	ADJ
fcis-2966	125	12	learning	learning	NOUN
fcis-2966	125	13	techniques	technique	NOUN
fcis-2966	125	14	,	,	PUNCT
fcis-2966	125	15	such	such	ADJ
fcis-2966	125	16	as	as	ADP
fcis-2966	125	17	random	random	ADJ
fcis-2966	125	18	forest	forest	NOUN
fcis-2966	125	19	methods	method	NOUN
fcis-2966	125	20	.	.	PUNCT
fcis-2966	126	1	because	because	SCONJ
fcis-2966	126	2	intelligent	intelligent	ADJ
fcis-2966	126	3	manufacturing	manufacturing	NOUN
fcis-2966	126	4	is	be	AUX
fcis-2966	126	5	capable	capable	ADJ
fcis-2966	126	6	of	of	ADP
fcis-2966	126	7	producing	produce	VERB
fcis-2966	126	8	high	high	ADJ
fcis-2966	126	9	quality	quality	NOUN
fcis-2966	126	10	products	product	NOUN
fcis-2966	126	11	,	,	PUNCT
fcis-2966	126	12	many	many	ADJ
fcis-2966	126	13	studies	study	NOUN
fcis-2966	126	14	have	have	AUX
fcis-2966	126	15	been	be	AUX
fcis-2966	126	16	conducted	conduct	VERB
fcis-2966	126	17	to	to	PART
fcis-2966	126	18	create	create	VERB
fcis-2966	126	19	quality	quality	NOUN
fcis-2966	126	20	prediction	prediction	NOUN
fcis-2966	126	21	models	model	NOUN
fcis-2966	126	22	using	use	VERB
fcis-2966	126	23	machine	machine	NOUN
fcis-2966	126	24	learning	learning	NOUN
fcis-2966	126	25	methods	method	NOUN
fcis-2966	126	26	.	.	PUNCT
fcis-2966	127	1	some	some	DET
fcis-2966	127	2	manufacturing	manufacture	VERB
fcis-2966	127	3	materials	material	NOUN
fcis-2966	127	4	or	or	CCONJ
fcis-2966	127	5	process	process	NOUN
fcis-2966	127	6	equipment	equipment	NOUN
fcis-2966	127	7	are	be	AUX
fcis-2966	127	8	prone	prone	ADJ
fcis-2966	127	9	to	to	ADP
fcis-2966	127	10	deterioration	deterioration	NOUN
fcis-2966	127	11	over	over	ADP
fcis-2966	127	12	time	time	NOUN
fcis-2966	127	13	.	.	PUNCT
fcis-2966	128	1	they	they	PRON
fcis-2966	128	2	make	make	VERB
fcis-2966	128	3	the	the	DET
fcis-2966	128	4	manufacturing	manufacturing	NOUN
fcis-2966	128	5	process	process	NOUN
fcis-2966	128	6	more	more	ADV
fcis-2966	128	7	dangerous	dangerous	ADJ
fcis-2966	128	8	.	.	PUNCT
fcis-2966	129	1	in	in	ADP
fcis-2966	129	2	this	this	DET
fcis-2966	129	3	regard	regard	NOUN
fcis-2966	129	4	,	,	PUNCT
fcis-2966	129	5	supervisory	supervisory	ADJ
fcis-2966	129	6	methods	method	NOUN
fcis-2966	129	7	have	have	AUX
fcis-2966	129	8	been	be	AUX
fcis-2966	129	9	used	use	VERB
fcis-2966	129	10	to	to	PART
fcis-2966	129	11	detect	detect	VERB
fcis-2966	129	12	internal	internal	ADJ
fcis-2966	129	13	faults	fault	NOUN
fcis-2966	129	14	of	of	ADP
fcis-2966	129	15	materials	material	NOUN
fcis-2966	129	16	in	in	ADP
fcis-2966	129	17	advance	advance	NOUN
fcis-2966	129	18	.	.	PUNCT
fcis-2966	130	1	4.2	4.2	NUM
fcis-2966	130	2	.	.	PUNCT
fcis-2966	131	1	unsupervised	unsupervised	ADJ
fcis-2966	131	2	learning	learning	NOUN
fcis-2966	131	3	in	in	ADP
fcis-2966	131	4	manufacturing	manufacture	VERB
fcis-2966	131	5	unsupervised	unsupervised	ADJ
fcis-2966	131	6	learning	learning	NOUN
fcis-2966	131	7	is	be	AUX
fcis-2966	131	8	an	an	DET
fcis-2966	131	9	example	example	NOUN
fcis-2966	131	10	of	of	ADP
fcis-2966	131	11	machine	machine	NOUN
fcis-2966	131	12	learning	learning	NOUN
fcis-2966	131	13	used	use	VERB
fcis-2966	131	14	to	to	PART
fcis-2966	131	15	identify	identify	VERB
fcis-2966	131	16	regularities	regularity	NOUN
fcis-2966	131	17	and	and	CCONJ
fcis-2966	131	18	correlations	correlation	NOUN
fcis-2966	131	19	in	in	ADP
fcis-2966	131	20	unlabeled	unlabeled	ADJ
fcis-2966	131	21	data	datum	NOUN
fcis-2966	131	22	.	.	PUNCT
fcis-2966	132	1	clustering	clustering	NOUN
fcis-2966	132	2	,	,	PUNCT
fcis-2966	132	3	association	association	NOUN
fcis-2966	132	4	rule	rule	NOUN
fcis-2966	132	5	mining	mining	NOUN
fcis-2966	132	6	,	,	PUNCT
fcis-2966	132	7	anomaly	anomaly	NOUN
fcis-2966	132	8	(	(	PUNCT
fcis-2966	132	9	outlier	outlier	NOUN
fcis-2966	132	10	)	)	PUNCT
fcis-2966	132	11	detection	detection	NOUN
fcis-2966	132	12	,	,	PUNCT
fcis-2966	132	13	density	density	NOUN
fcis-2966	132	14	estimation	estimation	NOUN
fcis-2966	132	15	and	and	CCONJ
fcis-2966	132	16	presentation	presentation	NOUN
fcis-2966	132	17	learning	learning	NOUN
fcis-2966	132	18	can	can	AUX
fcis-2966	132	19	be	be	AUX
fcis-2966	132	20	listed	list	VERB
fcis-2966	132	21	as	as	ADP
fcis-2966	132	22	the	the	DET
fcis-2966	132	23	most	most	ADV
fcis-2966	132	24	popular	popular	ADJ
fcis-2966	132	25	unsupervised	unsupervised	ADJ
fcis-2966	132	26	learning	learning	NOUN
fcis-2966	132	27	methods	method	NOUN
fcis-2966	132	28	.	.	PUNCT
fcis-2966	133	1	in	in	ADP
fcis-2966	133	2	all	all	PRON
fcis-2966	133	3	of	of	ADP
fcis-2966	133	4	these	these	DET
fcis-2966	133	5	tasks	task	NOUN
fcis-2966	133	6	,	,	PUNCT
fcis-2966	133	7	the	the	DET
fcis-2966	133	8	primary	primary	ADJ
fcis-2966	133	9	goal	goal	NOUN
fcis-2966	133	10	is	be	AUX
fcis-2966	133	11	to	to	PART
fcis-2966	133	12	generalize	generalize	VERB
fcis-2966	133	13	the	the	DET
fcis-2966	133	14	internal	internal	ADJ
fcis-2966	133	15	data	data	NOUN
fcis-2966	133	16	structure	structure	NOUN
fcis-2966	133	17	in	in	ADP
fcis-2966	133	18	a	a	DET
fcis-2966	133	19	way	way	NOUN
fcis-2966	133	20	that	that	PRON
fcis-2966	133	21	produces	produce	VERB
fcis-2966	133	22	a	a	DET
fcis-2966	133	23	useful	useful	ADJ
fcis-2966	133	24	representation	representation	NOUN
fcis-2966	133	25	without	without	ADP
fcis-2966	133	26	the	the	DET
fcis-2966	133	27	aid	aid	NOUN
fcis-2966	133	28	of	of	ADP
fcis-2966	133	29	explicit	explicit	ADJ
fcis-2966	133	30	class	class	NOUN
fcis-2966	133	31	tags	tag	NOUN
fcis-2966	133	32	.	.	PUNCT
fcis-2966	134	1	unsupervised	unsupervised	ADJ
fcis-2966	134	2	learning	learning	NOUN
fcis-2966	134	3	research	research	NOUN
fcis-2966	134	4	is	be	AUX
fcis-2966	134	5	relatively	relatively	ADV
fcis-2966	134	6	rare	rare	ADJ
fcis-2966	134	7	,	,	PUNCT
fcis-2966	134	8	as	as	SCONJ
fcis-2966	134	9	it	it	PRON
fcis-2966	134	10	is	be	AUX
fcis-2966	134	11	likely	likely	ADJ
fcis-2966	134	12	to	to	PART
fcis-2966	134	13	encounter	encounter	VERB
fcis-2966	134	14	data	datum	NOUN
fcis-2966	134	15	with	with	ADP
fcis-2966	134	16	category	category	NOUN
fcis-2966	134	17	labels	label	NOUN
fcis-2966	134	18	in	in	ADP
fcis-2966	134	19	manufacturing	manufacturing	NOUN
fcis-2966	134	20	.	.	PUNCT
fcis-2966	135	1	the	the	DET
fcis-2966	135	2	cluster	cluster	NOUN
fcis-2966	135	3	divides	divide	VERB
fcis-2966	135	4	instances	instance	NOUN
fcis-2966	135	5	into	into	ADP
fcis-2966	135	6	groups	group	NOUN
fcis-2966	135	7	based	base	VERB
fcis-2966	135	8	on	on	ADP
fcis-2966	135	9	their	their	PRON
fcis-2966	135	10	similarity	similarity	NOUN
fcis-2966	135	11	.	.	PUNCT
fcis-2966	136	1	clustering	clustering	NOUN
fcis-2966	136	2	is	be	AUX
fcis-2966	136	3	created	create	VERB
fcis-2966	136	4	based	base	VERB
fcis-2966	136	5	on	on	ADP
fcis-2966	136	6	similarity	similarity	NOUN
fcis-2966	136	7	or	or	CCONJ
fcis-2966	136	8	distance	distance	NOUN
fcis-2966	136	9	measures	measure	NOUN
fcis-2966	136	10	that	that	PRON
fcis-2966	136	11	determine	determine	VERB
fcis-2966	136	12	how	how	SCONJ
fcis-2966	136	13	similar	similar	ADJ
fcis-2966	136	14	or	or	CCONJ
fcis-2966	136	15	different	different	ADJ
fcis-2966	136	16	the	the	DET
fcis-2966	136	17	data	datum	NOUN
fcis-2966	136	18	are	be	AUX
fcis-2966	136	19	from	from	ADP
fcis-2966	136	20	each	each	DET
fcis-2966	136	21	other	other	ADJ
fcis-2966	136	22	.	.	PUNCT
fcis-2966	137	1	the	the	DET
fcis-2966	137	2	main	main	ADJ
fcis-2966	137	3	clustering	clustering	ADJ
fcis-2966	137	4	methods	method	NOUN
fcis-2966	137	5	fall	fall	VERB
fcis-2966	137	6	into	into	ADP
fcis-2966	137	7	five	five	NUM
fcis-2966	137	8	categories	category	NOUN
fcis-2966	137	9	.	.	PUNCT
fcis-2966	138	1	the	the	DET
fcis-2966	138	2	partitioning	partitioning	ADJ
fcis-2966	138	3	clustering	clustering	ADJ
fcis-2966	138	4	method	method	NOUN
fcis-2966	138	5	attempts	attempt	NOUN
fcis-2966	138	6	to	to	PART
fcis-2966	138	7	decompose	decompose	VERB
fcis-2966	138	8	the	the	DET
fcis-2966	138	9	data	datum	NOUN
fcis-2966	138	10	into	into	ADP
fcis-2966	138	11	k	k	PROPN
fcis-2966	138	12	clusters	cluster	NOUN
fcis-2966	138	13	so	so	SCONJ
fcis-2966	138	14	that	that	SCONJ
fcis-2966	138	15	the	the	DET
fcis-2966	138	16	items	item	NOUN
fcis-2966	138	17	in	in	ADP
fcis-2966	138	18	each	each	DET
fcis-2966	138	19	cluster	cluster	NOUN
fcis-2966	138	20	are	be	AUX
fcis-2966	138	21	closely	closely	ADV
fcis-2966	138	22	related	relate	VERB
fcis-2966	138	23	to	to	ADP
fcis-2966	138	24	each	each	DET
fcis-2966	138	25	other	other	ADJ
fcis-2966	138	26	.	.	PUNCT
fcis-2966	139	1	hierarchical	hierarchical	ADJ
fcis-2966	139	2	clustering	clustering	NOUN
fcis-2966	139	3	method	method	NOUN
fcis-2966	139	4	builds	build	VERB
fcis-2966	139	5	a	a	DET
fcis-2966	139	6	cluster	cluster	NOUN
fcis-2966	139	7	tree	tree	NOUN
fcis-2966	139	8	by	by	ADP
fcis-2966	139	9	repeatedly	repeatedly	ADV
fcis-2966	139	10	merging	merge	VERB
fcis-2966	139	11	smaller	small	ADJ
fcis-2966	139	12	clusters	cluster	NOUN
fcis-2966	139	13	into	into	ADP
fcis-2966	139	14	larger	large	ADJ
fcis-2966	139	15	ones	one	NOUN
fcis-2966	139	16	(	(	PUNCT
fcis-2966	139	17	clustering	clustering	NOUN
fcis-2966	139	18	)	)	PUNCT
fcis-2966	139	19	or	or	CCONJ
fcis-2966	139	20	splitting	split	VERB
fcis-2966	139	21	larger	large	ADJ
fcis-2966	139	22	ones	one	NOUN
fcis-2966	139	23	into	into	ADP
fcis-2966	139	24	smaller	small	ADJ
fcis-2966	139	25	ones	one	NOUN
fcis-2966	139	26	(	(	PUNCT
fcis-2966	139	27	splitting	splitting	NOUN
fcis-2966	139	28	)	)	PUNCT
fcis-2966	139	29	.	.	PUNCT
fcis-2966	140	1	density	density	NOUN
fcis-2966	140	2	-	-	PUNCT
fcis-2966	140	3	based	base	VERB
fcis-2966	140	4	clustering	clustering	ADJ
fcis-2966	140	5	methods	method	NOUN
fcis-2966	140	6	attempt	attempt	VERB
fcis-2966	140	7	to	to	PART
fcis-2966	140	8	find	find	VERB
fcis-2966	140	9	high	high	ADJ
fcis-2966	140	10	-	-	PUNCT
fcis-2966	140	11	density	density	NOUN
fcis-2966	140	12	clusters	cluster	NOUN
fcis-2966	140	13	separated	separate	VERB
fcis-2966	140	14	by	by	ADP
fcis-2966	140	15	sparse	sparse	ADJ
fcis-2966	140	16	regions	region	NOUN
fcis-2966	140	17	that	that	PRON
fcis-2966	140	18	may	may	AUX
fcis-2966	140	19	differ	differ	VERB
fcis-2966	140	20	in	in	ADP
fcis-2966	140	21	size	size	NOUN
fcis-2966	140	22	and	and	CCONJ
fcis-2966	140	23	shape	shape	NOUN
fcis-2966	140	24	(	(	PUNCT
fcis-2966	140	25	i.e.	i.e.	X
fcis-2966	140	26	not	not	PART
fcis-2966	140	27	convex	convex	ADJ
fcis-2966	140	28	,	,	PUNCT
fcis-2966	140	29	spherical	spherical	ADJ
fcis-2966	140	30	,	,	PUNCT
fcis-2966	140	31	or	or	CCONJ
fcis-2966	140	32	elongated	elongate	VERB
fcis-2966	140	33	)	)	PUNCT
fcis-2966	140	34	.	.	PUNCT
fcis-2966	141	1	there	there	PRON
fcis-2966	141	2	are	be	VERB
fcis-2966	141	3	also	also	ADV
fcis-2966	141	4	grid	grid	NOUN
fcis-2966	141	5	-	-	PUNCT
fcis-2966	141	6	based	base	VERB
fcis-2966	141	7	and	and	CCONJ
fcis-2966	141	8	model	model	NOUN
fcis-2966	141	9	-	-	PUNCT
fcis-2966	141	10	based	base	VERB
fcis-2966	141	11	approaches	approach	NOUN
fcis-2966	141	12	.	.	PUNCT
fcis-2966	142	1	in	in	ADP
fcis-2966	142	2	the	the	DET
fcis-2966	142	3	manufacturing	manufacturing	NOUN
fcis-2966	142	4	industry	industry	NOUN
fcis-2966	142	5	,	,	PUNCT
fcis-2966	142	6	cluster	cluster	NOUN
fcis-2966	142	7	analysis	analysis	NOUN
fcis-2966	142	8	is	be	AUX
fcis-2966	142	9	used	use	VERB
fcis-2966	142	10	for	for	ADP
fcis-2966	142	11	pattern	pattern	NOUN
fcis-2966	142	12	recognition	recognition	NOUN
fcis-2966	142	13	,	,	PUNCT
fcis-2966	142	14	output	output	NOUN
fcis-2966	142	15	improvement	improvement	NOUN
fcis-2966	142	16	,	,	PUNCT
fcis-2966	142	17	quantitative	quantitative	ADJ
fcis-2966	142	18	assessment	assessment	NOUN
fcis-2966	142	19	and	and	CCONJ
fcis-2966	142	20	equipment	equipment	NOUN
fcis-2966	142	21	status	status	NOUN
fcis-2966	142	22	diagnosis	diagnosis	NOUN
fcis-2966	142	23	.	.	PUNCT
fcis-2966	143	1	in	in	ADP
fcis-2966	143	2	addition	addition	NOUN
fcis-2966	143	3	,	,	PUNCT
fcis-2966	143	4	clustering	clustering	NOUN
fcis-2966	143	5	is	be	AUX
fcis-2966	143	6	used	use	VERB
fcis-2966	143	7	to	to	PART
fcis-2966	143	8	detect	detect	VERB
fcis-2966	143	9	product	product	NOUN
fcis-2966	143	10	errors	error	NOUN
fcis-2966	143	11	,	,	PUNCT
fcis-2966	143	12	aid	aid	VERB
fcis-2966	143	13	the	the	DET
fcis-2966	143	14	decisionmaking	decisionmake	VERB
fcis-2966	143	15	process	process	NOUN
fcis-2966	143	16	,	,	PUNCT
fcis-2966	143	17	and	and	CCONJ
fcis-2966	143	18	layout	layout	NOUN
fcis-2966	143	19	planning	planning	NOUN
fcis-2966	143	20	problems	problem	NOUN
fcis-2966	143	21	.	.	PUNCT
fcis-2966	144	1	in	in	ADP
fcis-2966	144	2	addition	addition	NOUN
fcis-2966	144	3	,	,	PUNCT
fcis-2966	144	4	human	human	ADJ
fcis-2966	144	5	-	-	PUNCT
fcis-2966	144	6	computer	computer	NOUN
fcis-2966	144	7	interaction	interaction	NOUN
fcis-2966	144	8	plays	play	VERB
fcis-2966	144	9	an	an	DET
fcis-2966	144	10	important	important	ADJ
fcis-2966	144	11	role	role	NOUN
fcis-2966	144	12	in	in	ADP
fcis-2966	144	13	manufacturing	manufacturing	NOUN
fcis-2966	144	14	.	.	PUNCT
fcis-2966	145	1	the	the	DET
fcis-2966	145	2	necessary	necessary	ADJ
fcis-2966	145	3	operations	operation	NOUN
fcis-2966	145	4	in	in	ADP
fcis-2966	145	5	this	this	DET
fcis-2966	145	6	field	field	NOUN
fcis-2966	145	7	have	have	AUX
fcis-2966	145	8	been	be	AUX
fcis-2966	145	9	determined	determine	VERB
fcis-2966	145	10	by	by	ADP
fcis-2966	145	11	the	the	DET
fcis-2966	145	12	unsupervised	unsupervised	ADJ
fcis-2966	145	13	learning	learning	NOUN
fcis-2966	145	14	model	model	NOUN
fcis-2966	145	15	,	,	PUNCT
fcis-2966	145	16	and	and	CCONJ
fcis-2966	145	17	the	the	DET
fcis-2966	145	18	event	event	NOUN
fcis-2966	145	19	-	-	PUNCT
fcis-2966	145	20	driven	drive	VERB
fcis-2966	145	21	response	response	NOUN
fcis-2966	145	22	of	of	ADP
fcis-2966	145	23	the	the	DET
fcis-2966	145	24	robot	robot	NOUN
fcis-2966	145	25	has	have	AUX
fcis-2966	145	26	been	be	AUX
fcis-2966	145	27	formed	form	VERB
fcis-2966	145	28	.	.	PUNCT
fcis-2966	146	1	5	5	X
fcis-2966	146	2	.	.	NOUN
fcis-2966	146	3	advantages	advantage	NOUN
fcis-2966	146	4	and	and	CCONJ
fcis-2966	146	5	challenges	challenge	NOUN
fcis-2966	146	6	of	of	ADP
fcis-2966	146	7	ml	ml	NOUN
fcis-2966	146	8	and	and	CCONJ
fcis-2966	146	9	dm	dm	X
fcis-2966	146	10	in	in	ADP
fcis-2966	146	11	manufacturing	manufacture	VERB
fcis-2966	146	12	data	datum	NOUN
fcis-2966	146	13	mining	mining	NOUN
fcis-2966	146	14	has	have	AUX
fcis-2966	146	15	been	be	AUX
fcis-2966	146	16	widely	widely	ADV
fcis-2966	146	17	used	use	VERB
fcis-2966	146	18	as	as	ADP
fcis-2966	146	19	a	a	DET
fcis-2966	146	20	basic	basic	ADJ
fcis-2966	146	21	tool	tool	NOUN
fcis-2966	146	22	to	to	PART
fcis-2966	146	23	discover	discover	VERB
fcis-2966	146	24	knowledge	knowledge	NOUN
fcis-2966	146	25	from	from	ADP
fcis-2966	146	26	manufacturing	manufacture	VERB
fcis-2966	146	27	databases	database	NOUN
fcis-2966	146	28	.	.	PUNCT
fcis-2966	147	1	the	the	DET
fcis-2966	147	2	necessary	necessary	ADJ
fcis-2966	147	3	data	datum	NOUN
fcis-2966	147	4	to	to	PART
fcis-2966	147	5	be	be	AUX
fcis-2966	147	6	analyzed	analyze	VERB
fcis-2966	147	7	can	can	AUX
fcis-2966	147	8	be	be	AUX
fcis-2966	147	9	collected	collect	VERB
fcis-2966	147	10	throughout	throughout	ADP
fcis-2966	147	11	the	the	DET
fcis-2966	147	12	conventional	conventional	ADJ
fcis-2966	147	13	manufacturing	manufacturing	NOUN
fcis-2966	147	14	process	process	NOUN
fcis-2966	147	15	.	.	PUNCT
fcis-2966	148	1	in	in	ADP
fcis-2966	148	2	manufacturing	manufacturing	NOUN
fcis-2966	148	3	,	,	PUNCT
fcis-2966	148	4	data	datum	NOUN
fcis-2966	148	5	mining	mining	NOUN
fcis-2966	148	6	provides	provide	VERB
fcis-2966	148	7	many	many	ADJ
fcis-2966	148	8	competitive	competitive	ADJ
fcis-2966	148	9	advantages	advantage	NOUN
fcis-2966	148	10	,	,	PUNCT
fcis-2966	148	11	such	such	ADJ
fcis-2966	148	12	as	as	ADP
fcis-2966	148	13	higher	high	ADJ
fcis-2966	148	14	product	product	NOUN
fcis-2966	148	15	quality	quality	NOUN
fcis-2966	148	16	,	,	PUNCT
fcis-2966	148	17	lower	low	ADJ
fcis-2966	148	18	costs	cost	NOUN
fcis-2966	148	19	,	,	PUNCT
fcis-2966	148	20	and	and	CCONJ
fcis-2966	148	21	improved	improved	ADJ
fcis-2966	148	22	production	production	NOUN
fcis-2966	148	23	51	51	NUM
fcis-2966	148	24	processes	process	NOUN
fcis-2966	148	25	.	.	PUNCT
fcis-2966	149	1	it	it	PRON
fcis-2966	149	2	may	may	AUX
fcis-2966	149	3	help	help	VERB
fcis-2966	149	4	automate	automate	VERB
fcis-2966	149	5	the	the	DET
fcis-2966	149	6	knowledge	knowledge	NOUN
fcis-2966	149	7	discovery	discovery	NOUN
fcis-2966	149	8	process	process	NOUN
fcis-2966	149	9	,	,	PUNCT
fcis-2966	149	10	a	a	DET
fcis-2966	149	11	utility	utility	NOUN
fcis-2966	149	12	that	that	PRON
fcis-2966	149	13	is	be	AUX
fcis-2966	149	14	considered	consider	VERB
fcis-2966	149	15	important	important	ADJ
fcis-2966	149	16	for	for	ADP
fcis-2966	149	17	the	the	DET
fcis-2966	149	18	development	development	NOUN
fcis-2966	149	19	of	of	ADP
fcis-2966	149	20	knowledge	knowledge	NOUN
fcis-2966	149	21	-	-	PUNCT
fcis-2966	149	22	based	base	VERB
fcis-2966	149	23	systems	system	NOUN
fcis-2966	149	24	.	.	PUNCT
fcis-2966	150	1	there	there	PRON
fcis-2966	150	2	are	be	VERB
fcis-2966	150	3	many	many	ADJ
fcis-2966	150	4	areas	area	NOUN
fcis-2966	150	5	of	of	ADP
fcis-2966	150	6	manufacturing	manufacturing	NOUN
fcis-2966	150	7	where	where	SCONJ
fcis-2966	150	8	machine	machine	NOUN
fcis-2966	150	9	learning	learning	NOUN
fcis-2966	150	10	could	could	AUX
fcis-2966	150	11	have	have	VERB
fcis-2966	150	12	a	a	DET
fcis-2966	150	13	positive	positive	ADJ
fcis-2966	150	14	impact	impact	NOUN
fcis-2966	150	15	.	.	PUNCT
fcis-2966	151	1	first	first	ADJ
fcis-2966	151	2	,	,	PUNCT
fcis-2966	151	3	efficient	efficient	ADJ
fcis-2966	151	4	demand	demand	NOUN
fcis-2966	151	5	forecasting	forecasting	NOUN
fcis-2966	151	6	is	be	AUX
fcis-2966	151	7	highly	highly	ADV
fcis-2966	151	8	supported	support	VERB
fcis-2966	151	9	by	by	ADP
fcis-2966	151	10	machine	machine	NOUN
fcis-2966	151	11	learning	learning	NOUN
fcis-2966	151	12	.	.	PUNCT
fcis-2966	152	1	the	the	DET
fcis-2966	152	2	tendency	tendency	NOUN
fcis-2966	152	3	is	be	AUX
fcis-2966	152	4	to	to	PART
fcis-2966	152	5	analyze	analyze	VERB
fcis-2966	152	6	past	past	ADJ
fcis-2966	152	7	events	event	NOUN
fcis-2966	152	8	to	to	PART
fcis-2966	152	9	estimate	estimate	VERB
fcis-2966	152	10	how	how	SCONJ
fcis-2966	152	11	much	much	ADJ
fcis-2966	152	12	product	product	NOUN
fcis-2966	152	13	should	should	AUX
fcis-2966	152	14	be	be	AUX
fcis-2966	152	15	produced	produce	VERB
fcis-2966	152	16	to	to	PART
fcis-2966	152	17	meet	meet	VERB
fcis-2966	152	18	future	future	ADJ
fcis-2966	152	19	demand	demand	NOUN
fcis-2966	152	20	.	.	PUNCT
fcis-2966	153	1	second	second	ADJ
fcis-2966	153	2	,	,	PUNCT
fcis-2966	153	3	the	the	DET
fcis-2966	153	4	launch	launch	NOUN
fcis-2966	153	5	of	of	ADP
fcis-2966	153	6	a	a	DET
fcis-2966	153	7	new	new	ADJ
fcis-2966	153	8	product	product	NOUN
fcis-2966	153	9	is	be	AUX
fcis-2966	153	10	a	a	DET
fcis-2966	153	11	process	process	NOUN
fcis-2966	153	12	involving	involve	VERB
fcis-2966	153	13	machine	machine	NOUN
fcis-2966	153	14	learning	learning	NOUN
fcis-2966	153	15	.	.	PUNCT
fcis-2966	154	1	when	when	SCONJ
fcis-2966	154	2	launching	launch	VERB
fcis-2966	154	3	a	a	DET
fcis-2966	154	4	new	new	ADJ
fcis-2966	154	5	product	product	NOUN
fcis-2966	154	6	,	,	PUNCT
fcis-2966	154	7	use	use	VERB
fcis-2966	154	8	machine	machine	NOUN
fcis-2966	154	9	learning	learn	VERB
fcis-2966	154	10	to	to	PART
fcis-2966	154	11	track	track	VERB
fcis-2966	154	12	launch	launch	NOUN
fcis-2966	154	13	success	success	NOUN
fcis-2966	154	14	,	,	PUNCT
fcis-2966	154	15	including	include	VERB
fcis-2966	154	16	sales	sale	NOUN
fcis-2966	154	17	and	and	CCONJ
fcis-2966	154	18	customer	customer	NOUN
fcis-2966	154	19	data	datum	NOUN
fcis-2966	154	20	.	.	PUNCT
fcis-2966	155	1	another	another	DET
fcis-2966	155	2	effect	effect	NOUN
fcis-2966	155	3	is	be	AUX
fcis-2966	155	4	price	price	NOUN
fcis-2966	155	5	optimization	optimization	NOUN
fcis-2966	155	6	.	.	PUNCT
fcis-2966	156	1	manufacturing	manufacture	VERB
fcis-2966	156	2	companies	company	NOUN
fcis-2966	156	3	are	be	AUX
fcis-2966	156	4	able	able	ADJ
fcis-2966	156	5	to	to	PART
fcis-2966	156	6	consider	consider	VERB
fcis-2966	156	7	location	location	NOUN
fcis-2966	156	8	,	,	PUNCT
fcis-2966	156	9	seasonality	seasonality	NOUN
fcis-2966	156	10	,	,	PUNCT
fcis-2966	156	11	weather	weather	NOUN
fcis-2966	156	12	and	and	CCONJ
fcis-2966	156	13	demand	demand	NOUN
fcis-2966	156	14	in	in	ADP
fcis-2966	156	15	order	order	NOUN
fcis-2966	156	16	to	to	PART
fcis-2966	156	17	rearrange	rearrange	VERB
fcis-2966	156	18	prices	price	NOUN
fcis-2966	156	19	and	and	CCONJ
fcis-2966	156	20	display	display	NOUN
fcis-2966	156	21	products	product	NOUN
fcis-2966	156	22	at	at	ADP
fcis-2966	156	23	the	the	DET
fcis-2966	156	24	best	good	ADJ
fcis-2966	156	25	price	price	NOUN
fcis-2966	156	26	.	.	PUNCT
fcis-2966	157	1	it	it	PRON
fcis-2966	157	2	has	have	AUX
fcis-2966	157	3	been	be	AUX
fcis-2966	157	4	observed	observe	VERB
fcis-2966	157	5	that	that	SCONJ
fcis-2966	157	6	ml	ml	AUX
fcis-2966	157	7	enables	enable	VERB
fcis-2966	157	8	manufacturers	manufacturer	NOUN
fcis-2966	157	9	to	to	PART
fcis-2966	157	10	reduce	reduce	VERB
fcis-2966	157	11	total	total	ADJ
fcis-2966	157	12	cycle	cycle	NOUN
fcis-2966	157	13	time	time	NOUN
fcis-2966	157	14	and	and	CCONJ
fcis-2966	157	15	improve	improve	VERB
fcis-2966	157	16	resource	resource	NOUN
fcis-2966	157	17	utilization	utilization	NOUN
fcis-2966	157	18	in	in	ADP
fcis-2966	157	19	some	some	DET
fcis-2966	157	20	npdifficult	npdifficult	NOUN
fcis-2966	157	21	manufacturing	manufacturing	NOUN
fcis-2966	157	22	problems	problem	NOUN
fcis-2966	157	23	.	.	PUNCT
fcis-2966	158	1	in	in	ADP
fcis-2966	158	2	addition	addition	NOUN
fcis-2966	158	3	,	,	PUNCT
fcis-2966	158	4	ml	ml	AUX
fcis-2966	158	5	provides	provide	VERB
fcis-2966	158	6	a	a	DET
fcis-2966	158	7	powerful	powerful	ADJ
fcis-2966	158	8	approach	approach	NOUN
fcis-2966	158	9	to	to	ADP
fcis-2966	158	10	continuous	continuous	ADJ
fcis-2966	158	11	quality	quality	NOUN
fcis-2966	158	12	improvement	improvement	NOUN
fcis-2966	158	13	for	for	ADP
fcis-2966	158	14	complex	complex	ADJ
fcis-2966	158	15	and	and	CCONJ
fcis-2966	158	16	large	large	ADJ
fcis-2966	158	17	processes	process	NOUN
fcis-2966	158	18	.	.	PUNCT
fcis-2966	159	1	other	other	ADJ
fcis-2966	159	2	advantages	advantage	NOUN
fcis-2966	159	3	of	of	ADP
fcis-2966	159	4	dm	dm	NOUN
fcis-2966	159	5	and	and	CCONJ
fcis-2966	159	6	ml	ml	NOUN
fcis-2966	159	7	in	in	ADP
fcis-2966	159	8	manufacturing	manufacturing	NOUN
fcis-2966	159	9	are	be	AUX
fcis-2966	159	10	given	give	VERB
fcis-2966	159	11	below	below	ADV
fcis-2966	159	12	;	;	PUNCT
fcis-2966	159	13	it	it	PRON
fcis-2966	159	14	must	must	AUX
fcis-2966	159	15	be	be	AUX
fcis-2966	159	16	said	say	VERB
fcis-2966	159	17	,	,	PUNCT
fcis-2966	159	18	however	however	ADV
fcis-2966	159	19	,	,	PUNCT
fcis-2966	159	20	that	that	SCONJ
fcis-2966	159	21	the	the	DET
fcis-2966	159	22	degree	degree	NOUN
fcis-2966	159	23	of	of	ADP
fcis-2966	159	24	importance	importance	NOUN
fcis-2966	159	25	of	of	ADP
fcis-2966	159	26	advantage	advantage	NOUN
fcis-2966	159	27	may	may	AUX
fcis-2966	159	28	vary	vary	VERB
fcis-2966	159	29	depending	depend	VERB
fcis-2966	159	30	on	on	ADP
fcis-2966	159	31	the	the	DET
fcis-2966	159	32	algorithm	algorithm	NOUN
fcis-2966	159	33	chosen	choose	VERB
fcis-2966	159	34	.	.	PUNCT
fcis-2966	160	1	other	other	ADJ
fcis-2966	160	2	advantages	advantage	NOUN
fcis-2966	160	3	are	be	AUX
fcis-2966	160	4	:	:	PUNCT
fcis-2966	160	5	predictive	predictive	ADJ
fcis-2966	160	6	maintenance	maintenance	NOUN
fcis-2966	160	7	;	;	PUNCT
fcis-2966	160	8	resource	resource	NOUN
fcis-2966	160	9	management	management	NOUN
fcis-2966	160	10	;	;	PUNCT
fcis-2966	160	11	product	product	NOUN
fcis-2966	160	12	design	design	NOUN
fcis-2966	160	13	;	;	PUNCT
fcis-2966	160	14	quality	quality	NOUN
fcis-2966	160	15	control	control	NOUN
fcis-2966	160	16	;	;	PUNCT
fcis-2966	160	17	decision	decision	NOUN
fcis-2966	160	18	support	support	NOUN
fcis-2966	160	19	;	;	PUNCT
fcis-2966	160	20	optimization	optimization	NOUN
fcis-2966	160	21	;	;	PUNCT
fcis-2966	160	22	descriptive	descriptive	ADJ
fcis-2966	160	23	analysis	analysis	NOUN
fcis-2966	160	24	;	;	PUNCT
fcis-2966	160	25	predictive	predictive	ADJ
fcis-2966	160	26	analysis	analysis	NOUN
fcis-2966	160	27	;	;	PUNCT
fcis-2966	160	28	parameter	parameter	NOUN
fcis-2966	160	29	analysis	analysis	NOUN
fcis-2966	160	30	;	;	PUNCT
fcis-2966	160	31	market	market	NOUN
fcis-2966	160	32	demand	demand	NOUN
fcis-2966	160	33	analysis	analysis	NOUN
fcis-2966	160	34	;	;	PUNCT
fcis-2966	160	35	multi	multi	ADJ
fcis-2966	160	36	-	-	ADJ
fcis-2966	160	37	stage	stage	ADJ
fcis-2966	160	38	application	application	NOUN
fcis-2966	160	39	;	;	PUNCT
fcis-2966	160	40	document	document	NOUN
fcis-2966	160	41	classification	classification	NOUN
fcis-2966	160	42	and	and	CCONJ
fcis-2966	160	43	clustering	clustering	NOUN
fcis-2966	160	44	.	.	PUNCT
fcis-2966	161	1	based	base	VERB
fcis-2966	161	2	on	on	ADP
fcis-2966	161	3	the	the	DET
fcis-2966	161	4	above	above	ADJ
fcis-2966	161	5	advantages	advantage	NOUN
fcis-2966	161	6	,	,	PUNCT
fcis-2966	161	7	machine	machine	NOUN
fcis-2966	161	8	learning	learning	NOUN
fcis-2966	161	9	is	be	AUX
fcis-2966	161	10	a	a	DET
fcis-2966	161	11	useful	useful	ADJ
fcis-2966	161	12	tool	tool	NOUN
fcis-2966	161	13	,	,	PUNCT
fcis-2966	161	14	and	and	CCONJ
fcis-2966	161	15	when	when	SCONJ
fcis-2966	161	16	you	you	PRON
fcis-2966	161	17	realize	realize	VERB
fcis-2966	161	18	this	this	PRON
fcis-2966	161	19	,	,	PUNCT
fcis-2966	161	20	some	some	DET
fcis-2966	161	21	challenges	challenge	NOUN
fcis-2966	161	22	can	can	AUX
fcis-2966	161	23	be	be	AUX
fcis-2966	161	24	overcome	overcome	VERB
fcis-2966	161	25	.	.	PUNCT
fcis-2966	162	1	all	all	DET
fcis-2966	162	2	the	the	DET
fcis-2966	162	3	tasks	task	NOUN
fcis-2966	162	4	that	that	PRON
fcis-2966	162	5	make	make	VERB
fcis-2966	162	6	up	up	ADP
fcis-2966	162	7	the	the	DET
fcis-2966	162	8	basic	basic	ADJ
fcis-2966	162	9	steps	step	NOUN
fcis-2966	162	10	of	of	ADP
fcis-2966	162	11	the	the	DET
fcis-2966	162	12	knowledge	knowledge	NOUN
fcis-2966	162	13	discovery	discovery	NOUN
fcis-2966	162	14	process	process	NOUN
fcis-2966	162	15	may	may	AUX
fcis-2966	162	16	not	not	PART
fcis-2966	162	17	always	always	ADV
fcis-2966	162	18	be	be	AUX
fcis-2966	162	19	easy	easy	ADJ
fcis-2966	162	20	to	to	PART
fcis-2966	162	21	apply	apply	VERB
fcis-2966	162	22	.	.	PUNCT
fcis-2966	163	1	most	most	ADJ
fcis-2966	163	2	researchers	researcher	NOUN
fcis-2966	163	3	agree	agree	VERB
fcis-2966	163	4	that	that	SCONJ
fcis-2966	163	5	the	the	DET
fcis-2966	163	6	main	main	ADJ
fcis-2966	163	7	challenges	challenge	NOUN
fcis-2966	163	8	ml	ml	ADP
fcis-2966	163	9	faces	face	NOUN
fcis-2966	163	10	in	in	ADP
fcis-2966	163	11	manufacturing	manufacturing	NOUN
fcis-2966	163	12	are	be	AUX
fcis-2966	163	13	as	as	SCONJ
fcis-2966	163	14	follows	follow	VERB
fcis-2966	163	15	.	.	PUNCT
fcis-2966	164	1	learning	learn	VERB
fcis-2966	164	2	from	from	ADP
fcis-2966	164	3	and	and	CCONJ
fcis-2966	164	4	automatically	automatically	ADV
fcis-2966	164	5	adapting	adapt	VERB
fcis-2966	164	6	to	to	ADP
fcis-2966	164	7	changing	change	VERB
fcis-2966	164	8	environments	environment	NOUN
fcis-2966	164	9	is	be	AUX
fcis-2966	164	10	a	a	DET
fcis-2966	164	11	major	major	ADJ
fcis-2966	164	12	advantage	advantage	NOUN
fcis-2966	164	13	of	of	ADP
fcis-2966	164	14	machine	machine	NOUN
fcis-2966	164	15	learning	learning	NOUN
fcis-2966	164	16	.	.	PUNCT
fcis-2966	165	1	due	due	ADP
fcis-2966	165	2	to	to	ADP
fcis-2966	165	3	the	the	DET
fcis-2966	165	4	dynamic	dynamic	ADJ
fcis-2966	165	5	and	and	CCONJ
fcis-2966	165	6	rapid	rapid	ADJ
fcis-2966	165	7	changes	change	NOUN
fcis-2966	165	8	in	in	ADP
fcis-2966	165	9	the	the	DET
fcis-2966	165	10	manufacturing	manufacturing	NOUN
fcis-2966	165	11	environment	environment	NOUN
fcis-2966	165	12	,	,	PUNCT
fcis-2966	165	13	ml	ml	ADP
fcis-2966	165	14	systems	system	NOUN
fcis-2966	165	15	should	should	AUX
fcis-2966	165	16	have	have	VERB
fcis-2966	165	17	the	the	DET
fcis-2966	165	18	ability	ability	NOUN
fcis-2966	165	19	to	to	PART
fcis-2966	165	20	learn	learn	VERB
fcis-2966	165	21	and	and	CCONJ
fcis-2966	165	22	adapt	adapt	VERB
fcis-2966	165	23	to	to	ADP
fcis-2966	165	24	changes	change	NOUN
fcis-2966	165	25	,	,	PUNCT
fcis-2966	165	26	and	and	CCONJ
fcis-2966	165	27	system	system	NOUN
fcis-2966	165	28	designers	designer	NOUN
fcis-2966	165	29	need	need	VERB
fcis-2966	165	30	to	to	PART
fcis-2966	165	31	provide	provide	VERB
fcis-2966	165	32	solutions	solution	NOUN
fcis-2966	165	33	for	for	ADP
fcis-2966	165	34	all	all	DET
fcis-2966	165	35	possible	possible	ADJ
fcis-2966	165	36	situations	situation	NOUN
fcis-2966	165	37	.	.	PUNCT
fcis-2966	166	1	another	another	DET
fcis-2966	166	2	major	major	ADJ
fcis-2966	166	3	challenge	challenge	NOUN
fcis-2966	166	4	is	be	AUX
fcis-2966	166	5	getting	get	VERB
fcis-2966	166	6	accurate	accurate	ADJ
fcis-2966	166	7	and	and	CCONJ
fcis-2966	166	8	relevant	relevant	ADJ
fcis-2966	166	9	manufacturing	manufacturing	NOUN
fcis-2966	166	10	data	datum	NOUN
fcis-2966	166	11	,	,	PUNCT
fcis-2966	166	12	as	as	SCONJ
fcis-2966	166	13	it	it	PRON
fcis-2966	166	14	has	have	VERB
fcis-2966	166	15	a	a	DET
fcis-2966	166	16	big	big	ADJ
fcis-2966	166	17	impact	impact	NOUN
fcis-2966	166	18	on	on	ADP
fcis-2966	166	19	the	the	DET
fcis-2966	166	20	performance	performance	NOUN
fcis-2966	166	21	of	of	ADP
fcis-2966	166	22	ml	ml	NOUN
fcis-2966	166	23	algorithms	algorithm	NOUN
fcis-2966	166	24	.	.	PUNCT
fcis-2966	167	1	a	a	DET
fcis-2966	167	2	common	common	ADJ
fcis-2966	167	3	challenge	challenge	NOUN
fcis-2966	167	4	for	for	ADP
fcis-2966	167	5	ml	ml	NOUN
fcis-2966	167	6	applications	application	NOUN
fcis-2966	167	7	in	in	ADP
fcis-2966	167	8	manufacturing	manufacturing	NOUN
fcis-2966	167	9	is	be	AUX
fcis-2966	167	10	the	the	DET
fcis-2966	167	11	preprocessing	preprocessing	NOUN
fcis-2966	167	12	of	of	ADP
fcis-2966	167	13	data	datum	NOUN
fcis-2966	167	14	,	,	PUNCT
fcis-2966	167	15	as	as	SCONJ
fcis-2966	167	16	it	it	PRON
fcis-2966	167	17	has	have	VERB
fcis-2966	167	18	a	a	DET
fcis-2966	167	19	critical	critical	ADJ
fcis-2966	167	20	impact	impact	NOUN
fcis-2966	167	21	on	on	ADP
fcis-2966	167	22	the	the	DET
fcis-2966	167	23	results	result	NOUN
fcis-2966	167	24	.	.	PUNCT
fcis-2966	168	1	another	another	DET
fcis-2966	168	2	key	key	ADJ
fcis-2966	168	3	challenge	challenge	NOUN
fcis-2966	168	4	is	be	AUX
fcis-2966	168	5	what	what	PRON
fcis-2966	168	6	ml	ml	NOUN
fcis-2966	168	7	methods	method	NOUN
fcis-2966	168	8	and	and	CCONJ
fcis-2966	168	9	algorithms	algorithm	NOUN
fcis-2966	168	10	to	to	PART
fcis-2966	168	11	choose	choose	VERB
fcis-2966	168	12	.	.	PUNCT
fcis-2966	169	1	the	the	DET
fcis-2966	169	2	final	final	ADJ
fcis-2966	169	3	major	major	ADJ
fcis-2966	169	4	challenge	challenge	NOUN
fcis-2966	169	5	is	be	AUX
fcis-2966	169	6	the	the	DET
fcis-2966	169	7	interpretation	interpretation	NOUN
fcis-2966	169	8	of	of	ADP
fcis-2966	169	9	the	the	DET
fcis-2966	169	10	results	result	NOUN
fcis-2966	169	11	.	.	PUNCT
fcis-2966	170	1	information	information	NOUN
fcis-2966	170	2	about	about	ADP
fcis-2966	170	3	these	these	PRON
fcis-2966	170	4	and	and	CCONJ
fcis-2966	170	5	many	many	ADJ
fcis-2966	170	6	other	other	ADJ
fcis-2966	170	7	challenges	challenge	NOUN
fcis-2966	170	8	can	can	AUX
fcis-2966	170	9	be	be	AUX
fcis-2966	170	10	listed	list	VERB
fcis-2966	170	11	below	below	ADP
fcis-2966	170	12	1	1	NUM
fcis-2966	170	13	)	)	PUNCT
fcis-2966	170	14	.	.	PUNCT
fcis-2966	171	1	manufacturing	manufacture	VERB
fcis-2966	171	2	data	datum	NOUN
fcis-2966	171	3	preparation	preparation	NOUN
fcis-2966	171	4	issues	issue	NOUN
fcis-2966	171	5	:	:	PUNCT
fcis-2966	171	6	the	the	DET
fcis-2966	171	7	success	success	NOUN
fcis-2966	171	8	of	of	ADP
fcis-2966	171	9	each	each	DET
fcis-2966	171	10	ml	ml	NOUN
fcis-2966	171	11	technique	technique	NOUN
fcis-2966	171	12	depends	depend	VERB
fcis-2966	171	13	on	on	ADP
fcis-2966	171	14	the	the	DET
fcis-2966	171	15	data	data	NOUN
fcis-2966	171	16	structure	structure	NOUN
fcis-2966	171	17	that	that	PRON
fcis-2966	171	18	executes	execute	VERB
fcis-2966	171	19	it	it	PRON
fcis-2966	171	20	.	.	PUNCT
fcis-2966	172	1	however	however	ADV
fcis-2966	172	2	,	,	PUNCT
fcis-2966	172	3	getting	get	VERB
fcis-2966	172	4	well	well	ADV
fcis-2966	172	5	-	-	PUNCT
fcis-2966	172	6	organized	organize	VERB
fcis-2966	172	7	data	datum	NOUN
fcis-2966	172	8	in	in	ADP
fcis-2966	172	9	manufacturing	manufacturing	NOUN
fcis-2966	172	10	is	be	AUX
fcis-2966	172	11	not	not	PART
fcis-2966	172	12	an	an	DET
fcis-2966	172	13	easy	easy	ADJ
fcis-2966	172	14	and	and	CCONJ
fcis-2966	172	15	quick	quick	ADJ
fcis-2966	172	16	process	process	NOUN
fcis-2966	172	17	.	.	PUNCT
fcis-2966	173	1	this	this	PRON
fcis-2966	173	2	is	be	AUX
fcis-2966	173	3	because	because	SCONJ
fcis-2966	173	4	manufacturing	manufacturing	NOUN
fcis-2966	173	5	data	datum	NOUN
fcis-2966	173	6	is	be	AUX
fcis-2966	173	7	often	often	ADV
fcis-2966	173	8	characterized	characterize	VERB
fcis-2966	173	9	by	by	ADP
fcis-2966	173	10	multiple	multiple	ADJ
fcis-2966	173	11	sources	source	NOUN
fcis-2966	173	12	(	(	PUNCT
fcis-2966	173	13	i.e.	i.e.	X
fcis-2966	173	14	,	,	PUNCT
fcis-2966	173	15	product	product	NOUN
fcis-2966	173	16	,	,	PUNCT
fcis-2966	173	17	machine	machine	NOUN
fcis-2966	173	18	,	,	PUNCT
fcis-2966	173	19	process	process	NOUN
fcis-2966	173	20	,	,	PUNCT
fcis-2966	173	21	operator	operator	NOUN
fcis-2966	173	22	,	,	PUNCT
fcis-2966	173	23	raw	raw	ADJ
fcis-2966	173	24	material	material	NOUN
fcis-2966	173	25	,	,	PUNCT
fcis-2966	173	26	environment	environment	NOUN
fcis-2966	173	27	,	,	PUNCT
fcis-2966	173	28	and	and	CCONJ
fcis-2966	173	29	service	service	NOUN
fcis-2966	173	30	data	datum	NOUN
fcis-2966	173	31	)	)	PUNCT
fcis-2966	173	32	,	,	PUNCT
fcis-2966	173	33	heterogeneity	heterogeneity	NOUN
fcis-2966	173	34	(	(	PUNCT
fcis-2966	173	35	i.e.	i.e.	X
fcis-2966	173	36	,	,	PUNCT
fcis-2966	173	37	structured	structured	ADJ
fcis-2966	173	38	or	or	CCONJ
fcis-2966	173	39	unstructured	unstructured	ADJ
fcis-2966	173	40	,	,	PUNCT
fcis-2966	173	41	syntactic	syntactic	ADJ
fcis-2966	173	42	or	or	CCONJ
fcis-2966	173	43	semantic	semantic	ADJ
fcis-2966	173	44	data	datum	NOUN
fcis-2966	173	45	)	)	PUNCT
fcis-2966	173	46	,	,	PUNCT
fcis-2966	173	47	and	and	CCONJ
fcis-2966	173	48	noise	noise	NOUN
fcis-2966	173	49	(	(	PUNCT
fcis-2966	173	50	i.e.	i.e.	X
fcis-2966	173	51	,	,	PUNCT
fcis-2966	173	52	incomplete	incomplete	ADJ
fcis-2966	173	53	,	,	PUNCT
fcis-2966	173	54	incorrect	incorrect	ADJ
fcis-2966	173	55	,	,	PUNCT
fcis-2966	173	56	improper	improper	ADJ
fcis-2966	173	57	,	,	PUNCT
fcis-2966	173	58	repetitive	repetitive	ADJ
fcis-2966	173	59	,	,	PUNCT
fcis-2966	173	60	and	and	CCONJ
fcis-2966	173	61	inconsistent	inconsistent	ADJ
fcis-2966	173	62	data	datum	NOUN
fcis-2966	173	63	)	)	PUNCT
fcis-2966	173	64	.	.	PUNCT
fcis-2966	174	1	prior	prior	ADV
fcis-2966	174	2	to	to	ADP
fcis-2966	174	3	the	the	DET
fcis-2966	174	4	application	application	NOUN
fcis-2966	174	5	of	of	ADP
fcis-2966	174	6	ml	ml	NOUN
fcis-2966	174	7	technology	technology	NOUN
fcis-2966	174	8	,	,	PUNCT
fcis-2966	174	9	specific	specific	ADJ
fcis-2966	174	10	data	datum	NOUN
fcis-2966	174	11	preprocessing	preprocessing	NOUN
fcis-2966	174	12	steps	step	NOUN
fcis-2966	174	13	(	(	PUNCT
fcis-2966	174	14	data	datum	NOUN
fcis-2966	174	15	integration	integration	NOUN
fcis-2966	174	16	,	,	PUNCT
fcis-2966	174	17	cleaning	cleaning	NOUN
fcis-2966	174	18	,	,	PUNCT
fcis-2966	174	19	reduction	reduction	NOUN
fcis-2966	174	20	,	,	PUNCT
fcis-2966	174	21	conversion	conversion	NOUN
fcis-2966	174	22	)	)	PUNCT
fcis-2966	174	23	are	be	AUX
fcis-2966	174	24	required	require	VERB
fcis-2966	174	25	.	.	PUNCT
fcis-2966	175	1	data	datum	NOUN
fcis-2966	175	2	preprocessing	preprocessing	NOUN
fcis-2966	175	3	has	have	VERB
fcis-2966	175	4	a	a	DET
fcis-2966	175	5	crucial	crucial	ADJ
fcis-2966	175	6	impact	impact	NOUN
fcis-2966	175	7	on	on	ADP
fcis-2966	175	8	the	the	DET
fcis-2966	175	9	results	result	NOUN
fcis-2966	175	10	.	.	PUNCT
fcis-2966	176	1	however	however	ADV
fcis-2966	176	2	,	,	PUNCT
fcis-2966	176	3	there	there	PRON
fcis-2966	176	4	are	be	VERB
fcis-2966	176	5	currently	currently	ADV
fcis-2966	176	6	no	no	DET
fcis-2966	176	7	standardized	standardized	ADJ
fcis-2966	176	8	rules	rule	NOUN
fcis-2966	176	9	for	for	ADP
fcis-2966	176	10	which	which	PRON
fcis-2966	176	11	data	datum	NOUN
fcis-2966	176	12	preprocessing	preprocesse	VERB
fcis-2966	176	13	techniques	technique	NOUN
fcis-2966	176	14	should	should	AUX
fcis-2966	176	15	be	be	AUX
fcis-2966	176	16	applied	apply	VERB
fcis-2966	176	17	to	to	ADP
fcis-2966	176	18	specific	specific	ADJ
fcis-2966	176	19	types	type	NOUN
fcis-2966	176	20	of	of	ADP
fcis-2966	176	21	manufacturing	manufacturing	NOUN
fcis-2966	176	22	problems	problem	NOUN
fcis-2966	176	23	.	.	PUNCT
fcis-2966	177	1	identify	identify	VERB
fcis-2966	177	2	appropriate	appropriate	ADJ
fcis-2966	177	3	techniques	technique	NOUN
fcis-2966	177	4	through	through	ADP
fcis-2966	177	5	insight	insight	NOUN
fcis-2966	177	6	and	and	CCONJ
fcis-2966	177	7	knowledge	knowledge	NOUN
fcis-2966	177	8	,	,	PUNCT
fcis-2966	177	9	or	or	CCONJ
fcis-2966	177	10	by	by	ADP
fcis-2966	177	11	trying	try	VERB
fcis-2966	177	12	and	and	CCONJ
fcis-2966	177	13	comparing	compare	VERB
fcis-2966	177	14	alternatives	alternative	NOUN
fcis-2966	177	15	.	.	PUNCT
fcis-2966	178	1	2	2	NUM
fcis-2966	178	2	)	)	PUNCT
fcis-2966	178	3	.	.	PUNCT
fcis-2966	179	1	time	time	NOUN
fcis-2966	179	2	consuming	consume	VERB
fcis-2966	179	3	issue	issue	NOUN
fcis-2966	179	4	:	:	PUNCT
fcis-2966	179	5	when	when	SCONJ
fcis-2966	179	6	the	the	DET
fcis-2966	179	7	time	time	NOUN
fcis-2966	179	8	spent	spend	VERB
fcis-2966	179	9	by	by	ADP
fcis-2966	179	10	all	all	DET
fcis-2966	179	11	machine	machine	NOUN
fcis-2966	179	12	learning	learning	NOUN
fcis-2966	179	13	processes	process	NOUN
fcis-2966	179	14	is	be	AUX
fcis-2966	179	15	divided	divide	VERB
fcis-2966	179	16	into	into	ADP
fcis-2966	179	17	subsegments	subsegment	NOUN
fcis-2966	179	18	that	that	PRON
fcis-2966	179	19	include	include	VERB
fcis-2966	179	20	preprocessing	preprocesse	VERB
fcis-2966	179	21	,	,	PUNCT
fcis-2966	179	22	feature	feature	NOUN
fcis-2966	179	23	extraction	extraction	NOUN
fcis-2966	179	24	,	,	PUNCT
fcis-2966	179	25	and	and	CCONJ
fcis-2966	179	26	classification	classification	NOUN
fcis-2966	179	27	,	,	PUNCT
fcis-2966	179	28	it	it	PRON
fcis-2966	179	29	is	be	AUX
fcis-2966	179	30	noted	note	VERB
fcis-2966	179	31	that	that	SCONJ
fcis-2966	179	32	data	data	NOUN
fcis-2966	179	33	preparation	preparation	NOUN
fcis-2966	179	34	takes	take	VERB
fcis-2966	179	35	the	the	DET
fcis-2966	179	36	most	most	ADJ
fcis-2966	179	37	time	time	NOUN
fcis-2966	179	38	before	before	SCONJ
fcis-2966	179	39	any	any	DET
fcis-2966	179	40	data	data	NOUN
fcis-2966	179	41	mining	mining	NOUN
fcis-2966	179	42	algorithm	algorithm	NOUN
fcis-2966	179	43	is	be	AUX
fcis-2966	179	44	implemented	implement	VERB
fcis-2966	179	45	.	.	PUNCT
fcis-2966	180	1	this	this	PRON
fcis-2966	180	2	is	be	AUX
fcis-2966	180	3	because	because	SCONJ
fcis-2966	180	4	the	the	DET
fcis-2966	180	5	manufacturing	manufacturing	NOUN
fcis-2966	180	6	data	datum	NOUN
fcis-2966	180	7	set	set	VERB
fcis-2966	180	8	consists	consist	VERB
fcis-2966	180	9	mainly	mainly	ADV
fcis-2966	180	10	of	of	ADP
fcis-2966	180	11	a	a	DET
fcis-2966	180	12	large	large	ADJ
fcis-2966	180	13	number	number	NOUN
fcis-2966	180	14	of	of	ADP
fcis-2966	180	15	events	event	NOUN
fcis-2966	180	16	and	and	CCONJ
fcis-2966	180	17	non	non	ADJ
fcis-2966	180	18	-	-	ADJ
fcis-2966	180	19	standardized	standardized	ADJ
fcis-2966	180	20	measurements	measurement	NOUN
fcis-2966	180	21	.	.	PUNCT
fcis-2966	181	1	sometimes	sometimes	ADV
fcis-2966	181	2	,	,	PUNCT
fcis-2966	181	3	data	datum	NOUN
fcis-2966	181	4	preprocessing	preprocesse	VERB
fcis-2966	181	5	itself	itself	PRON
fcis-2966	181	6	takes	take	VERB
fcis-2966	181	7	a	a	DET
fcis-2966	181	8	lot	lot	NOUN
fcis-2966	181	9	of	of	ADP
fcis-2966	181	10	time	time	NOUN
fcis-2966	181	11	,	,	PUNCT
fcis-2966	181	12	accounting	account	VERB
fcis-2966	181	13	for	for	ADP
fcis-2966	181	14	about	about	ADV
fcis-2966	181	15	50	50	NUM
fcis-2966	181	16	or	or	CCONJ
fcis-2966	181	17	60	60	NUM
fcis-2966	181	18	percent	percent	NOUN
fcis-2966	181	19	of	of	ADP
fcis-2966	181	20	the	the	DET
fcis-2966	181	21	total	total	ADJ
fcis-2966	181	22	work	work	NOUN
fcis-2966	181	23	on	on	ADP
fcis-2966	181	24	a	a	DET
fcis-2966	181	25	machine	machine	NOUN
fcis-2966	181	26	learning	learning	NOUN
fcis-2966	181	27	project	project	NOUN
fcis-2966	181	28	.	.	PUNCT
fcis-2966	182	1	in	in	ADP
fcis-2966	182	2	addition	addition	NOUN
fcis-2966	182	3	to	to	ADP
fcis-2966	182	4	the	the	DET
fcis-2966	182	5	above	above	ADJ
fcis-2966	182	6	,	,	PUNCT
fcis-2966	182	7	other	other	ADJ
fcis-2966	182	8	difficulties	difficulty	NOUN
fcis-2966	182	9	are	be	AUX
fcis-2966	182	10	mainly	mainly	ADV
fcis-2966	182	11	reflected	reflect	VERB
fcis-2966	182	12	in	in	ADP
fcis-2966	182	13	:	:	PUNCT
fcis-2966	182	14	data	datum	NOUN
fcis-2966	182	15	missing	missing	ADJ
fcis-2966	182	16	problem	problem	NOUN
fcis-2966	182	17	,	,	PUNCT
fcis-2966	182	18	data	datum	NOUN
fcis-2966	182	19	selection	selection	NOUN
fcis-2966	182	20	problem	problem	NOUN
fcis-2966	182	21	,	,	PUNCT
fcis-2966	182	22	manufacturing	manufacturing	NOUN
fcis-2966	182	23	data	datum	NOUN
fcis-2966	182	24	imbalance	imbalance	NOUN
fcis-2966	182	25	problem	problem	NOUN
fcis-2966	182	26	,	,	PUNCT
fcis-2966	182	27	interdisciplinary	interdisciplinary	ADJ
fcis-2966	182	28	collaboration	collaboration	NOUN
fcis-2966	182	29	challenge	challenge	NOUN
fcis-2966	182	30	,	,	PUNCT
fcis-2966	182	31	manufacturing	manufacturing	NOUN
fcis-2966	182	32	data	data	NOUN
fcis-2966	182	33	protection	protection	NOUN
fcis-2966	182	34	and	and	CCONJ
fcis-2966	182	35	security	security	NOUN
fcis-2966	182	36	problem	problem	NOUN
fcis-2966	182	37	,	,	PUNCT
fcis-2966	182	38	high	high	ADJ
fcis-2966	182	39	dimension	dimension	NOUN
fcis-2966	182	40	problem	problem	NOUN
fcis-2966	182	41	,	,	PUNCT
fcis-2966	182	42	etc	etc	X
fcis-2966	182	43	.	.	X
fcis-2966	182	44	6	6	X
fcis-2966	182	45	.	.	X
fcis-2966	182	46	summary	summary	NOUN
fcis-2966	182	47	and	and	CCONJ
fcis-2966	182	48	outlook	outlook	NOUN
fcis-2966	182	49	machine	machine	NOUN
fcis-2966	182	50	learning	learning	NOUN
fcis-2966	182	51	applications	application	NOUN
fcis-2966	182	52	are	be	AUX
fcis-2966	182	53	likely	likely	ADJ
fcis-2966	182	54	to	to	PART
fcis-2966	182	55	continue	continue	VERB
fcis-2966	182	56	to	to	PART
fcis-2966	182	57	grow	grow	VERB
fcis-2966	182	58	at	at	ADP
fcis-2966	182	59	a	a	DET
fcis-2966	182	60	higher	high	ADJ
fcis-2966	182	61	rate	rate	NOUN
fcis-2966	182	62	,	,	PUNCT
fcis-2966	182	63	especially	especially	ADV
fcis-2966	182	64	in	in	ADP
fcis-2966	182	65	manufacturing	manufacturing	NOUN
fcis-2966	182	66	,	,	PUNCT
fcis-2966	182	67	because	because	SCONJ
fcis-2966	182	68	computing	compute	VERB
fcis-2966	182	69	power	power	NOUN
fcis-2966	182	70	is	be	AUX
fcis-2966	182	71	growing	grow	VERB
fcis-2966	182	72	day	day	NOUN
fcis-2966	182	73	by	by	ADP
fcis-2966	182	74	day	day	NOUN
fcis-2966	182	75	and	and	CCONJ
fcis-2966	182	76	the	the	DET
fcis-2966	182	77	scale	scale	NOUN
fcis-2966	182	78	of	of	ADP
fcis-2966	182	79	data	datum	NOUN
fcis-2966	182	80	available	available	ADJ
fcis-2966	182	81	is	be	AUX
fcis-2966	182	82	much	much	ADV
fcis-2966	182	83	larger	large	ADJ
fcis-2966	182	84	than	than	SCONJ
fcis-2966	182	85	it	it	PRON
fcis-2966	182	86	was	be	AUX
fcis-2966	182	87	a	a	DET
fcis-2966	182	88	few	few	ADJ
fcis-2966	182	89	years	year	NOUN
fcis-2966	182	90	ago	ago	ADV
fcis-2966	182	91	.	.	PUNCT
fcis-2966	183	1	big	big	ADJ
fcis-2966	183	2	data	datum	NOUN
fcis-2966	183	3	technology	technology	NOUN
fcis-2966	183	4	can	can	AUX
fcis-2966	183	5	handle	handle	VERB
fcis-2966	183	6	high	high	ADJ
fcis-2966	183	7	dimensional	dimensional	ADJ
fcis-2966	183	8	data	datum	NOUN
fcis-2966	183	9	.	.	PUNCT
fcis-2966	184	1	particularly	particularly	ADV
fcis-2966	184	2	given	give	VERB
fcis-2966	184	3	the	the	DET
fcis-2966	184	4	increasing	increase	VERB
fcis-2966	184	5	availability	availability	NOUN
fcis-2966	184	6	of	of	ADP
fcis-2966	184	7	manufacturing	manufacturing	NOUN
fcis-2966	184	8	data	datum	NOUN
fcis-2966	184	9	,	,	PUNCT
fcis-2966	184	10	they	they	PRON
fcis-2966	184	11	are	be	AUX
fcis-2966	184	12	likely	likely	ADJ
fcis-2966	184	13	to	to	PART
fcis-2966	184	14	become	become	VERB
fcis-2966	184	15	more	more	ADV
fcis-2966	184	16	important	important	ADJ
fcis-2966	184	17	in	in	ADP
fcis-2966	184	18	the	the	DET
fcis-2966	184	19	future	future	NOUN
fcis-2966	184	20	.	.	PUNCT
fcis-2966	185	1	the	the	DET
fcis-2966	185	2	application	application	NOUN
fcis-2966	185	3	of	of	ADP
fcis-2966	185	4	association	association	NOUN
fcis-2966	185	5	rule	rule	NOUN
fcis-2966	185	6	data	datum	NOUN
fcis-2966	185	7	mining	mining	NOUN
fcis-2966	185	8	in	in	ADP
fcis-2966	185	9	manufacturing	manufacturing	NOUN
fcis-2966	185	10	industry	industry	NOUN
fcis-2966	185	11	is	be	AUX
fcis-2966	185	12	more	more	ADV
fcis-2966	185	13	frequent	frequent	ADJ
fcis-2966	185	14	than	than	ADP
fcis-2966	185	15	sequential	sequential	ADJ
fcis-2966	185	16	pattern	pattern	NOUN
fcis-2966	185	17	mining	mining	NOUN
fcis-2966	185	18	(	(	PUNCT
fcis-2966	185	19	spm	spm	PROPN
fcis-2966	185	20	)	)	PUNCT
fcis-2966	185	21	.	.	PUNCT
fcis-2966	186	1	extended	extend	VERB
fcis-2966	186	2	surveys	survey	NOUN
fcis-2966	186	3	of	of	ADP
fcis-2966	186	4	the	the	DET
fcis-2966	186	5	spm	spm	PROPN
fcis-2966	186	6	,	,	PUNCT
fcis-2966	186	7	which	which	PRON
fcis-2966	186	8	consider	consider	VERB
fcis-2966	186	9	temporal	temporal	ADJ
fcis-2966	186	10	information	information	NOUN
fcis-2966	186	11	about	about	ADP
fcis-2966	186	12	model	model	NOUN
fcis-2966	186	13	development	development	NOUN
fcis-2966	186	14	,	,	PUNCT
fcis-2966	186	15	allow	allow	VERB
fcis-2966	186	16	manufacturers	manufacturer	NOUN
fcis-2966	186	17	to	to	PART
fcis-2966	186	18	respond	respond	VERB
fcis-2966	186	19	quickly	quickly	ADV
fcis-2966	186	20	to	to	ADP
fcis-2966	186	21	time	time	NOUN
fcis-2966	186	22	-	-	PUNCT
fcis-2966	186	23	dependent	dependent	ADJ
fcis-2966	186	24	(	(	PUNCT
fcis-2966	186	25	temporary	temporary	ADJ
fcis-2966	186	26	)	)	PUNCT
fcis-2966	186	27	situations	situation	NOUN
fcis-2966	186	28	.	.	PUNCT
fcis-2966	187	1	frequent	frequent	ADJ
fcis-2966	187	2	sequential	sequential	ADJ
fcis-2966	187	3	patterns	pattern	NOUN
fcis-2966	187	4	provide	provide	VERB
fcis-2966	187	5	potentially	potentially	ADV
fcis-2966	187	6	important	important	ADJ
fcis-2966	187	7	knowledge	knowledge	NOUN
fcis-2966	187	8	for	for	ADP
fcis-2966	187	9	predicting	predict	VERB
fcis-2966	187	10	future	future	ADJ
fcis-2966	187	11	activity	activity	NOUN
fcis-2966	187	12	.	.	PUNCT
fcis-2966	188	1	text	text	NOUN
fcis-2966	188	2	mining	mining	NOUN
fcis-2966	188	3	has	have	AUX
fcis-2966	188	4	been	be	AUX
fcis-2966	188	5	widely	widely	ADV
fcis-2966	188	6	used	use	VERB
fcis-2966	188	7	in	in	ADP
fcis-2966	188	8	many	many	ADJ
fcis-2966	188	9	fields	field	NOUN
fcis-2966	188	10	in	in	ADP
fcis-2966	188	11	recent	recent	ADJ
fcis-2966	188	12	years	year	NOUN
fcis-2966	188	13	.	.	PUNCT
fcis-2966	189	1	however	however	ADV
fcis-2966	189	2	,	,	PUNCT
fcis-2966	189	3	the	the	DET
fcis-2966	189	4	use	use	NOUN
fcis-2966	189	5	of	of	ADP
fcis-2966	189	6	it	it	PRON
fcis-2966	189	7	in	in	ADP
fcis-2966	189	8	manufacturing	manufacturing	NOUN
fcis-2966	189	9	is	be	AUX
fcis-2966	189	10	limited	limited	ADJ
fcis-2966	189	11	.	.	PUNCT
fcis-2966	190	1	future	future	ADJ
fcis-2966	190	2	work	work	NOUN
fcis-2966	190	3	could	could	AUX
fcis-2966	190	4	focus	focus	VERB
fcis-2966	190	5	on	on	ADP
fcis-2966	190	6	text	text	NOUN
fcis-2966	190	7	mining	mining	NOUN
fcis-2966	190	8	related	relate	VERB
fcis-2966	190	9	to	to	ADP
fcis-2966	190	10	manufacturing	manufacturing	NOUN
fcis-2966	190	11	.	.	PUNCT
fcis-2966	191	1	because	because	SCONJ
fcis-2966	191	2	the	the	DET
fcis-2966	191	3	amount	amount	NOUN
fcis-2966	191	4	of	of	ADP
fcis-2966	191	5	text	text	NOUN
fcis-2966	191	6	data	datum	NOUN
fcis-2966	191	7	from	from	ADP
fcis-2966	191	8	manufacturing	manufacture	VERB
fcis-2966	191	9	suppliers	supplier	NOUN
fcis-2966	191	10	keeps	keep	VERB
fcis-2966	191	11	increasing	increase	VERB
fcis-2966	191	12	,	,	PUNCT
fcis-2966	191	13	more	more	ADJ
fcis-2966	191	14	than	than	ADP
fcis-2966	191	15	80	80	NUM
fcis-2966	191	16	%	%	NOUN
fcis-2966	191	17	of	of	ADP
fcis-2966	191	18	enterprise	enterprise	NOUN
fcis-2966	191	19	information	information	NOUN
fcis-2966	191	20	is	be	AUX
fcis-2966	191	21	stored	store	VERB
fcis-2966	191	22	as	as	ADP
fcis-2966	191	23	text	text	NOUN
fcis-2966	191	24	.	.	PUNCT
fcis-2966	192	1	various	various	ADJ
fcis-2966	192	2	text	text	NOUN
fcis-2966	192	3	mining	mining	NOUN
fcis-2966	192	4	methods	method	NOUN
fcis-2966	192	5	,	,	PUNCT
fcis-2966	192	6	such	such	ADJ
fcis-2966	192	7	as	as	ADP
fcis-2966	192	8	association	association	NOUN
fcis-2966	192	9	rule	rule	NOUN
fcis-2966	192	10	generation	generation	NOUN
fcis-2966	192	11	,	,	PUNCT
fcis-2966	192	12	classification	classification	NOUN
fcis-2966	192	13	,	,	PUNCT
fcis-2966	192	14	or	or	CCONJ
fcis-2966	192	15	clustering	clustering	NOUN
fcis-2966	192	16	,	,	PUNCT
fcis-2966	192	17	can	can	AUX
fcis-2966	192	18	be	be	AUX
fcis-2966	192	19	implemented	implement	VERB
fcis-2966	192	20	to	to	PART
fcis-2966	192	21	process	process	VERB
fcis-2966	192	22	this	this	DET
fcis-2966	192	23	data	datum	NOUN
fcis-2966	192	24	on	on	ADP
fcis-2966	192	25	a	a	DET
fcis-2966	192	26	large	large	ADJ
fcis-2966	192	27	scale	scale	NOUN
fcis-2966	192	28	and	and	CCONJ
fcis-2966	192	29	extract	extract	VERB
fcis-2966	192	30	valuable	valuable	ADJ
fcis-2966	192	31	manufacturing	manufacturing	NOUN
fcis-2966	192	32	knowledge	knowledge	NOUN
fcis-2966	192	33	.	.	PUNCT
fcis-2966	193	1	manufacturing	manufacture	VERB
fcis-2966	193	2	documents	document	NOUN
fcis-2966	193	3	can	can	AUX
fcis-2966	193	4	be	be	AUX
fcis-2966	193	5	classified	classify	VERB
fcis-2966	193	6	or	or	CCONJ
fcis-2966	193	7	clustered	cluster	VERB
fcis-2966	193	8	according	accord	VERB
fcis-2966	193	9	to	to	ADP
fcis-2966	193	10	their	their	PRON
fcis-2966	193	11	types	type	NOUN
fcis-2966	193	12	,	,	PUNCT
fcis-2966	193	13	main	main	ADJ
fcis-2966	193	14	contents	content	NOUN
fcis-2966	193	15	and	and	CCONJ
fcis-2966	193	16	similarities	similarity	NOUN
fcis-2966	193	17	.	.	PUNCT
fcis-2966	194	1	text	text	NOUN
fcis-2966	194	2	mining	mining	NOUN
fcis-2966	194	3	methods	method	NOUN
fcis-2966	194	4	can	can	AUX
fcis-2966	194	5	be	be	AUX
fcis-2966	194	6	very	very	ADV
fcis-2966	194	7	helpful	helpful	ADJ
fcis-2966	194	8	in	in	ADP
fcis-2966	194	9	managing	manage	VERB
fcis-2966	194	10	these	these	DET
fcis-2966	194	11	digital	digital	ADJ
fcis-2966	194	12	document	document	NOUN
fcis-2966	194	13	sources	source	NOUN
fcis-2966	194	14	.	.	PUNCT
fcis-2966	195	1	for	for	ADP
fcis-2966	195	2	example	example	NOUN
fcis-2966	195	3	,	,	PUNCT
fcis-2966	195	4	sentiment	sentiment	NOUN
fcis-2966	195	5	analysis	analysis	NOUN
fcis-2966	195	6	can	can	AUX
fcis-2966	195	7	be	be	AUX
fcis-2966	195	8	used	use	VERB
fcis-2966	195	9	as	as	ADP
fcis-2966	195	10	a	a	DET
fcis-2966	195	11	way	way	NOUN
fcis-2966	195	12	to	to	PART
fcis-2966	195	13	survey	survey	VERB
fcis-2966	195	14	sentiment	sentiment	NOUN
fcis-2966	195	15	in	in	ADP
fcis-2966	195	16	manufacturing	manufacturing	NOUN
fcis-2966	195	17	-	-	PUNCT
fcis-2966	195	18	related	relate	VERB
fcis-2966	195	19	content	content	NOUN
fcis-2966	195	20	or	or	CCONJ
fcis-2966	195	21	as	as	ADP
fcis-2966	195	22	a	a	DET
fcis-2966	195	23	tool	tool	NOUN
fcis-2966	195	24	to	to	PART
fcis-2966	195	25	help	help	VERB
fcis-2966	195	26	analyze	analyze	VERB
fcis-2966	195	27	consumer	consumer	NOUN
fcis-2966	195	28	trends	trend	NOUN
fcis-2966	195	29	.	.	PUNCT
fcis-2966	196	1	text	text	NOUN
fcis-2966	196	2	mining	mining	NOUN
fcis-2966	196	3	implementations	implementation	NOUN
fcis-2966	196	4	such	such	ADJ
fcis-2966	196	5	as	as	ADP
fcis-2966	196	6	question	question	NOUN
fcis-2966	196	7	and	and	CCONJ
fcis-2966	196	8	answer	answer	NOUN
fcis-2966	196	9	,	,	PUNCT
fcis-2966	196	10	expert	expert	NOUN
fcis-2966	196	11	discovery	discovery	NOUN
fcis-2966	196	12	,	,	PUNCT
fcis-2966	196	13	sentiment	sentiment	NOUN
fcis-2966	196	14	detection	detection	NOUN
fcis-2966	196	15	,	,	PUNCT
fcis-2966	196	16	recommendation	recommendation	NOUN
fcis-2966	196	17	,	,	PUNCT
fcis-2966	196	18	part	part	ADJ
fcis-2966	196	19	-	-	PUNCT
fcis-2966	196	20	ofspeech	ofspeech	ADJ
fcis-2966	196	21	tagging	tagging	NOUN
fcis-2966	196	22	,	,	PUNCT
fcis-2966	196	23	and	and	CCONJ
fcis-2966	196	24	parsing	parsing	NOUN
fcis-2966	196	25	can	can	AUX
fcis-2966	196	26	be	be	AUX
fcis-2966	196	27	added	add	VERB
fcis-2966	196	28	to	to	PART
fcis-2966	196	29	improve	improve	VERB
fcis-2966	196	30	manufacturing	manufacturing	NOUN
fcis-2966	196	31	.	.	PUNCT
fcis-2966	197	1	manufacturing	manufacturing	NOUN
fcis-2966	197	2	companies	company	NOUN
fcis-2966	197	3	share	share	VERB
fcis-2966	197	4	information	information	NOUN
fcis-2966	197	5	about	about	ADP
fcis-2966	197	6	their	their	PRON
fcis-2966	197	7	business	business	NOUN
fcis-2966	197	8	(	(	PUNCT
fcis-2966	197	9	i.e.	i.e.	X
fcis-2966	197	10	,	,	PUNCT
fcis-2966	197	11	plans	plan	NOUN
fcis-2966	197	12	,	,	PUNCT
fcis-2966	197	13	processes	process	NOUN
fcis-2966	197	14	,	,	PUNCT
fcis-2966	197	15	materials	material	NOUN
fcis-2966	197	16	,	,	PUNCT
fcis-2966	197	17	and	and	CCONJ
fcis-2966	197	18	technologies	technology	NOUN
fcis-2966	197	19	)	)	PUNCT
fcis-2966	197	20	on	on	ADP
fcis-2966	197	21	the	the	DET
fcis-2966	197	22	network	network	NOUN
fcis-2966	197	23	,	,	PUNCT
fcis-2966	197	24	which	which	PRON
fcis-2966	197	25	helps	help	VERB
fcis-2966	197	26	manufacturers	manufacturer	NOUN
fcis-2966	197	27	make	make	VERB
fcis-2966	197	28	decisions	decision	NOUN
fcis-2966	197	29	based	base	VERB
fcis-2966	197	30	on	on	ADP
fcis-2966	197	31	this	this	DET
fcis-2966	197	32	information	information	NOUN
fcis-2966	197	33	.	.	PUNCT
fcis-2966	198	1	the	the	DET
fcis-2966	198	2	increasing	increase	VERB
fcis-2966	198	3	use	use	NOUN
fcis-2966	198	4	of	of	ADP
fcis-2966	198	5	the	the	DET
fcis-2966	198	6	internet	internet	NOUN
fcis-2966	198	7	has	have	AUX
fcis-2966	198	8	had	have	VERB
fcis-2966	198	9	a	a	DET
fcis-2966	198	10	huge	huge	ADJ
fcis-2966	198	11	impact	impact	NOUN
fcis-2966	198	12	on	on	ADP
fcis-2966	198	13	the	the	DET
fcis-2966	198	14	creation	creation	NOUN
fcis-2966	198	15	of	of	ADP
fcis-2966	198	16	complex	complex	ADJ
fcis-2966	198	17	digital	digital	ADJ
fcis-2966	198	18	manufacturing	manufacturing	NOUN
fcis-2966	198	19	information	information	NOUN
fcis-2966	198	20	.	.	PUNCT
fcis-2966	199	1	web	web	NOUN
fcis-2966	199	2	mining	mining	NOUN
fcis-2966	199	3	provides	provide	VERB
fcis-2966	199	4	an	an	DET
fcis-2966	199	5	automatic	automatic	ADJ
fcis-2966	199	6	mechanism	mechanism	NOUN
fcis-2966	199	7	to	to	PART
fcis-2966	199	8	collect	collect	VERB
fcis-2966	199	9	data	datum	NOUN
fcis-2966	199	10	related	relate	VERB
fcis-2966	199	11	to	to	ADP
fcis-2966	199	12	manufacturing	manufacture	VERB
fcis-2966	199	13	industry	industry	NOUN
fcis-2966	199	14	,	,	PUNCT
fcis-2966	199	15	and	and	CCONJ
fcis-2966	199	16	extract	extract	VERB
fcis-2966	199	17	valuable	valuable	ADJ
fcis-2966	199	18	and	and	CCONJ
fcis-2966	199	19	understandable	understandable	ADJ
fcis-2966	199	20	business	business	NOUN
fcis-2966	199	21	information	information	NOUN
fcis-2966	199	22	from	from	ADP
fcis-2966	199	23	these	these	DET
fcis-2966	199	24	massive	massive	ADJ
fcis-2966	199	25	web	web	NOUN
fcis-2966	199	26	business	business	NOUN
fcis-2966	199	27	data	datum	NOUN
fcis-2966	199	28	to	to	PART
fcis-2966	199	29	further	far	ADV
fcis-2966	199	30	provide	provide	VERB
fcis-2966	199	31	decision	decision	NOUN
fcis-2966	199	32	support	support	NOUN
fcis-2966	199	33	.	.	PUNCT
fcis-2966	200	1	however	however	ADV
fcis-2966	200	2	,	,	PUNCT
fcis-2966	200	3	different	different	ADJ
fcis-2966	200	4	terminology	terminology	NOUN
fcis-2966	200	5	used	use	VERB
fcis-2966	200	6	by	by	ADP
fcis-2966	200	7	different	different	ADJ
fcis-2966	200	8	manufacturing	manufacturing	NOUN
fcis-2966	200	9	companies	company	NOUN
fcis-2966	200	10	can	can	AUX
fcis-2966	200	11	cause	cause	VERB
fcis-2966	200	12	confusion	confusion	NOUN
fcis-2966	200	13	and	and	CCONJ
fcis-2966	200	14	difficulties	difficulty	NOUN
fcis-2966	200	15	in	in	ADP
fcis-2966	200	16	practical	practical	ADJ
fcis-2966	200	17	and	and	CCONJ
fcis-2966	200	18	dynamic	dynamic	ADJ
fcis-2966	200	19	processes	process	NOUN
fcis-2966	200	20	.	.	PUNCT
fcis-2966	201	1	therefore	therefore	ADV
fcis-2966	201	2	,	,	PUNCT
fcis-2966	201	3	in	in	ADP
fcis-2966	201	4	the	the	DET
fcis-2966	201	5	future	future	NOUN
fcis-2966	201	6	of	of	ADP
fcis-2966	201	7	manufacturing	manufacturing	NOUN
fcis-2966	201	8	,	,	PUNCT
fcis-2966	201	9	the	the	DET
fcis-2966	201	10	theme	theme	NOUN
fcis-2966	201	11	of	of	ADP
fcis-2966	201	12	web	web	NOUN
fcis-2966	201	13	mining	mining	NOUN
fcis-2966	201	14	will	will	AUX
fcis-2966	201	15	also	also	ADV
fcis-2966	201	16	have	have	VERB
fcis-2966	201	17	more	more	ADJ
fcis-2966	201	18	contributions	contribution	NOUN
fcis-2966	201	19	.	.	PUNCT
fcis-2966	202	1	recently	recently	ADV
fcis-2966	202	2	,	,	PUNCT
fcis-2966	202	3	some	some	DET
fcis-2966	202	4	ontology	ontology	NOUN
fcis-2966	202	5	-	-	PUNCT
fcis-2966	202	6	based	base	VERB
fcis-2966	202	7	information	information	NOUN
fcis-2966	202	8	52	52	NUM
fcis-2966	202	9	semantic	semantic	ADJ
fcis-2966	202	10	representation	representation	NOUN
fcis-2966	202	11	methods	method	NOUN
fcis-2966	202	12	have	have	AUX
fcis-2966	202	13	been	be	AUX
fcis-2966	202	14	used	use	VERB
fcis-2966	202	15	to	to	PART
fcis-2966	202	16	organize	organize	VERB
fcis-2966	202	17	manufacturing	manufacturing	NOUN
fcis-2966	202	18	data	datum	NOUN
fcis-2966	202	19	.	.	PUNCT
fcis-2966	203	1	however	however	ADV
fcis-2966	203	2	,	,	PUNCT
fcis-2966	203	3	more	more	ADJ
fcis-2966	203	4	contributions	contribution	NOUN
fcis-2966	203	5	are	be	AUX
fcis-2966	203	6	expected	expect	VERB
fcis-2966	203	7	in	in	ADP
fcis-2966	203	8	the	the	DET
fcis-2966	203	9	next	next	ADJ
fcis-2966	203	10	few	few	ADJ
fcis-2966	203	11	years	year	NOUN
fcis-2966	203	12	to	to	PART
fcis-2966	203	13	develop	develop	VERB
fcis-2966	203	14	ontology	ontology	NOUN
fcis-2966	203	15	-	-	PUNCT
fcis-2966	203	16	based	base	VERB
fcis-2966	203	17	manufacturing	manufacturing	NOUN
fcis-2966	203	18	systems	system	NOUN
fcis-2966	203	19	using	use	VERB
fcis-2966	203	20	ml	ml	ADP
fcis-2966	203	21	technology	technology	NOUN
fcis-2966	203	22	.	.	PUNCT
fcis-2966	204	1	the	the	DET
fcis-2966	204	2	ontologybased	ontologybased	ADJ
fcis-2966	204	3	system	system	NOUN
fcis-2966	204	4	provides	provide	VERB
fcis-2966	204	5	extraction	extraction	NOUN
fcis-2966	204	6	of	of	ADP
fcis-2966	204	7	semantic	semantic	ADJ
fcis-2966	204	8	relations	relation	NOUN
fcis-2966	204	9	to	to	PART
fcis-2966	204	10	improve	improve	VERB
fcis-2966	204	11	accuracy	accuracy	NOUN
fcis-2966	204	12	and	and	CCONJ
fcis-2966	204	13	form	form	VERB
fcis-2966	204	14	a	a	DET
fcis-2966	204	15	better	well	ADJ
fcis-2966	204	16	decision	decision	NOUN
fcis-2966	204	17	support	support	NOUN
fcis-2966	204	18	system	system	NOUN
fcis-2966	204	19	.	.	PUNCT
fcis-2966	205	1	new	new	ADJ
fcis-2966	205	2	ml	ml	NOUN
fcis-2966	205	3	algorithms	algorithm	NOUN
fcis-2966	205	4	or	or	CCONJ
fcis-2966	205	5	heuristics	heuristic	NOUN
fcis-2966	205	6	can	can	AUX
fcis-2966	205	7	be	be	AUX
fcis-2966	205	8	developed	develop	VERB
fcis-2966	205	9	to	to	PART
fcis-2966	205	10	match	match	VERB
fcis-2966	205	11	manufacturing	manufacturing	NOUN
fcis-2966	205	12	concepts	concept	NOUN
fcis-2966	205	13	to	to	ADP
fcis-2966	205	14	ontologies	ontology	NOUN
fcis-2966	205	15	.	.	PUNCT
fcis-2966	206	1	several	several	ADJ
fcis-2966	206	2	ontologies	ontology	NOUN
fcis-2966	206	3	can	can	AUX
fcis-2966	206	4	be	be	AUX
fcis-2966	206	5	developed	develop	VERB
fcis-2966	206	6	for	for	ADP
fcis-2966	206	7	the	the	DET
fcis-2966	206	8	manufacturing	manufacturing	NOUN
fcis-2966	206	9	domain	domain	NOUN
fcis-2966	206	10	.	.	PUNCT
fcis-2966	207	1	although	although	SCONJ
fcis-2966	207	2	supervised	supervised	ADJ
fcis-2966	207	3	and	and	CCONJ
fcis-2966	207	4	unsupervised	unsupervised	ADJ
fcis-2966	207	5	learning	learning	NOUN
fcis-2966	207	6	is	be	AUX
fcis-2966	207	7	widely	widely	ADV
fcis-2966	207	8	used	use	VERB
fcis-2966	207	9	in	in	ADP
fcis-2966	207	10	manufacturing	manufacturing	NOUN
fcis-2966	207	11	,	,	PUNCT
fcis-2966	207	12	accounting	account	VERB
fcis-2966	207	13	for	for	ADP
fcis-2966	207	14	about	about	ADV
fcis-2966	207	15	90	90	NUM
fcis-2966	207	16	-	-	SYM
fcis-2966	207	17	95	95	NUM
fcis-2966	207	18	%	%	NOUN
fcis-2966	207	19	of	of	ADP
fcis-2966	207	20	all	all	DET
fcis-2966	207	21	applications	application	NOUN
fcis-2966	207	22	,	,	PUNCT
fcis-2966	207	23	reinforcement	reinforcement	NOUN
fcis-2966	207	24	learning	learning	NOUN
fcis-2966	207	25	(	(	PUNCT
fcis-2966	207	26	rl	rl	NOUN
fcis-2966	207	27	)	)	PUNCT
fcis-2966	207	28	is	be	AUX
fcis-2966	207	29	not	not	PART
fcis-2966	207	30	as	as	ADV
fcis-2966	207	31	widely	widely	ADV
fcis-2966	207	32	studied	study	VERB
fcis-2966	207	33	as	as	ADP
fcis-2966	207	34	in	in	ADP
fcis-2966	207	35	other	other	ADJ
fcis-2966	207	36	fields	field	NOUN
fcis-2966	207	37	.	.	PUNCT
fcis-2966	208	1	however	however	ADV
fcis-2966	208	2	,	,	PUNCT
fcis-2966	208	3	rl	rl	PRON
fcis-2966	208	4	provides	provide	VERB
fcis-2966	208	5	goal	goal	NOUN
fcis-2966	208	6	-	-	PUNCT
fcis-2966	208	7	directed	direct	VERB
fcis-2966	208	8	learning	learning	NOUN
fcis-2966	208	9	without	without	ADP
fcis-2966	208	10	external	external	ADJ
fcis-2966	208	11	supervision	supervision	NOUN
fcis-2966	208	12	,	,	PUNCT
fcis-2966	208	13	adapts	adapt	VERB
fcis-2966	208	14	to	to	ADP
fcis-2966	208	15	dynamic	dynamic	ADJ
fcis-2966	208	16	environments	environment	NOUN
fcis-2966	208	17	,	,	PUNCT
fcis-2966	208	18	and	and	CCONJ
fcis-2966	208	19	provides	provide	VERB
fcis-2966	208	20	a	a	DET
fcis-2966	208	21	framework	framework	NOUN
fcis-2966	208	22	for	for	ADP
fcis-2966	208	23	understanding	understanding	NOUN
fcis-2966	208	24	and	and	CCONJ
fcis-2966	208	25	modeling	model	VERB
fcis-2966	208	26	systems	system	NOUN
fcis-2966	208	27	in	in	ADP
fcis-2966	208	28	the	the	DET
fcis-2966	208	29	face	face	NOUN
fcis-2966	208	30	of	of	ADP
fcis-2966	208	31	rewards	reward	NOUN
fcis-2966	208	32	and	and	CCONJ
fcis-2966	208	33	punishments	punishment	NOUN
fcis-2966	208	34	.	.	PUNCT
fcis-2966	209	1	rl	rl	PROPN
fcis-2966	209	2	can	can	AUX
fcis-2966	209	3	help	help	VERB
fcis-2966	209	4	solve	solve	VERB
fcis-2966	209	5	complex	complex	ADJ
fcis-2966	209	6	combinatorial	combinatorial	ADJ
fcis-2966	209	7	decision	decision	NOUN
fcis-2966	209	8	-	-	PUNCT
fcis-2966	209	9	making	make	VERB
fcis-2966	209	10	problems	problem	NOUN
fcis-2966	209	11	in	in	ADP
fcis-2966	209	12	manufacturing	manufacturing	NOUN
fcis-2966	209	13	industry	industry	NOUN
fcis-2966	209	14	,	,	PUNCT
fcis-2966	209	15	especially	especially	ADV
fcis-2966	209	16	various	various	ADJ
fcis-2966	209	17	planning	planning	NOUN
fcis-2966	209	18	and	and	CCONJ
fcis-2966	209	19	control	control	NOUN
fcis-2966	209	20	problems	problem	NOUN
fcis-2966	209	21	.	.	PUNCT
fcis-2966	210	1	rl	rl	PROPN
fcis-2966	210	2	is	be	AUX
fcis-2966	210	3	likely	likely	ADJ
fcis-2966	210	4	to	to	PART
fcis-2966	210	5	become	become	VERB
fcis-2966	210	6	more	more	ADV
fcis-2966	210	7	popular	popular	ADJ
fcis-2966	210	8	in	in	ADP
fcis-2966	210	9	manufacturing	manufacturing	NOUN
fcis-2966	210	10	in	in	ADP
fcis-2966	210	11	the	the	DET
fcis-2966	210	12	near	near	ADJ
fcis-2966	210	13	future	future	NOUN
fcis-2966	210	14	.	.	PUNCT
fcis-2966	211	1	at	at	ADP
fcis-2966	211	2	present	present	ADJ
fcis-2966	211	3	,	,	PUNCT
fcis-2966	211	4	the	the	DET
fcis-2966	211	5	clustering	cluster	VERB
fcis-2966	211	6	research	research	NOUN
fcis-2966	211	7	of	of	ADP
fcis-2966	211	8	manufacturing	manufacturing	NOUN
fcis-2966	211	9	industry	industry	NOUN
fcis-2966	211	10	usually	usually	ADV
fcis-2966	211	11	uses	use	VERB
fcis-2966	211	12	kmeans	kmean	NOUN
fcis-2966	211	13	algorithm	algorithm	PROPN
fcis-2966	211	14	.	.	PUNCT
fcis-2966	212	1	however	however	ADV
fcis-2966	212	2	,	,	PUNCT
fcis-2966	212	3	the	the	DET
fcis-2966	212	4	k	k	ADJ
fcis-2966	212	5	-	-	ADJ
fcis-2966	212	6	means++	means++	ADJ
fcis-2966	212	7	algorithm	algorithm	NOUN
fcis-2966	212	8	can	can	AUX
fcis-2966	212	9	be	be	AUX
fcis-2966	212	10	addressed	address	VERB
fcis-2966	212	11	in	in	ADP
fcis-2966	212	12	future	future	ADJ
fcis-2966	212	13	research	research	NOUN
fcis-2966	212	14	to	to	PART
fcis-2966	212	15	improve	improve	VERB
fcis-2966	212	16	the	the	DET
fcis-2966	212	17	speed	speed	NOUN
fcis-2966	212	18	and	and	CCONJ
fcis-2966	212	19	accuracy	accuracy	NOUN
fcis-2966	212	20	of	of	ADP
fcis-2966	212	21	k	k	NOUN
fcis-2966	212	22	-	-	PUNCT
fcis-2966	212	23	means	mean	NOUN
fcis-2966	212	24	.	.	PUNCT
fcis-2966	213	1	so	so	ADV
fcis-2966	213	2	far	far	ADV
fcis-2966	213	3	,	,	PUNCT
fcis-2966	213	4	there	there	PRON
fcis-2966	213	5	has	have	AUX
fcis-2966	213	6	been	be	AUX
fcis-2966	213	7	little	little	ADJ
fcis-2966	213	8	research	research	NOUN
fcis-2966	213	9	(	(	PUNCT
fcis-2966	213	10	using	use	VERB
fcis-2966	213	11	k	k	NOUN
fcis-2966	213	12	-	-	NOUN
fcis-2966	213	13	means++	means++	NOUN
fcis-2966	213	14	in	in	ADP
fcis-2966	213	15	manufacturing	manufacturing	NOUN
fcis-2966	213	16	)	)	PUNCT
fcis-2966	213	17	.	.	PUNCT
fcis-2966	214	1	dbscan	dbscan	PROPN
fcis-2966	214	2	may	may	AUX
fcis-2966	214	3	soon	soon	ADV
fcis-2966	214	4	play	play	VERB
fcis-2966	214	5	a	a	DET
fcis-2966	214	6	more	more	ADV
fcis-2966	214	7	important	important	ADJ
fcis-2966	214	8	role	role	NOUN
fcis-2966	214	9	because	because	SCONJ
fcis-2966	214	10	of	of	ADP
fcis-2966	214	11	its	its	PRON
fcis-2966	214	12	ability	ability	NOUN
fcis-2966	214	13	to	to	PART
fcis-2966	214	14	form	form	VERB
fcis-2966	214	15	arbitrarily	arbitrarily	ADV
fcis-2966	214	16	shaped	shape	VERB
fcis-2966	214	17	clusters	cluster	NOUN
fcis-2966	214	18	and	and	CCONJ
fcis-2966	214	19	handle	handle	VERB
fcis-2966	214	20	noise	noise	NOUN
fcis-2966	214	21	in	in	ADP
fcis-2966	214	22	the	the	DET
fcis-2966	214	23	data	datum	NOUN
fcis-2966	214	24	.	.	PUNCT
fcis-2966	215	1	there	there	PRON
fcis-2966	215	2	are	be	VERB
fcis-2966	215	3	two	two	NUM
fcis-2966	215	4	common	common	ADJ
fcis-2966	215	5	methods	method	NOUN
fcis-2966	215	6	of	of	ADP
fcis-2966	215	7	data	datum	NOUN
fcis-2966	215	8	processing	processing	NOUN
fcis-2966	215	9	:	:	PUNCT
fcis-2966	215	10	batch	batch	NOUN
fcis-2966	215	11	processing	processing	NOUN
fcis-2966	215	12	and	and	CCONJ
fcis-2966	215	13	stream	stream	NOUN
fcis-2966	215	14	processing	processing	NOUN
fcis-2966	215	15	(	(	PUNCT
fcis-2966	215	16	real	real	ADJ
fcis-2966	215	17	-	-	PUNCT
fcis-2966	215	18	time	time	NOUN
fcis-2966	215	19	data	datum	NOUN
fcis-2966	215	20	processing	processing	NOUN
fcis-2966	215	21	)	)	PUNCT
fcis-2966	215	22	.	.	PUNCT
fcis-2966	216	1	batch	batch	NOUN
fcis-2966	216	2	data	datum	NOUN
fcis-2966	216	3	processing	processing	NOUN
fcis-2966	216	4	is	be	AUX
fcis-2966	216	5	carried	carry	VERB
fcis-2966	216	6	out	out	ADP
fcis-2966	216	7	statically	statically	ADV
fcis-2966	216	8	.	.	PUNCT
fcis-2966	217	1	a	a	DET
fcis-2966	217	2	group	group	NOUN
fcis-2966	217	3	of	of	ADP
fcis-2966	217	4	transactions	transaction	NOUN
fcis-2966	217	5	are	be	AUX
fcis-2966	217	6	collected	collect	VERB
fcis-2966	217	7	within	within	ADP
fcis-2966	217	8	a	a	DET
fcis-2966	217	9	period	period	NOUN
fcis-2966	217	10	of	of	ADP
fcis-2966	217	11	time	time	NOUN
fcis-2966	217	12	and	and	CCONJ
fcis-2966	217	13	processed	process	VERB
fcis-2966	217	14	to	to	PART
fcis-2966	217	15	build	build	VERB
fcis-2966	217	16	the	the	DET
fcis-2966	217	17	model	model	NOUN
fcis-2966	217	18	.	.	PUNCT
fcis-2966	218	1	meanwhile	meanwhile	ADV
fcis-2966	218	2	,	,	PUNCT
fcis-2966	218	3	the	the	DET
fcis-2966	218	4	built	build	VERB
fcis-2966	218	5	model	model	NOUN
fcis-2966	218	6	is	be	AUX
fcis-2966	218	7	dynamically	dynamically	ADV
fcis-2966	218	8	updated	update	VERB
fcis-2966	218	9	based	base	VERB
fcis-2966	218	10	on	on	ADP
fcis-2966	218	11	the	the	DET
fcis-2966	218	12	newly	newly	ADV
fcis-2966	218	13	accumulated	accumulate	VERB
fcis-2966	218	14	data	datum	NOUN
fcis-2966	218	15	.	.	PUNCT
fcis-2966	219	1	streaming	streaming	NOUN
fcis-2966	219	2	(	(	PUNCT
fcis-2966	219	3	real	real	ADJ
fcis-2966	219	4	-	-	PUNCT
fcis-2966	219	5	time	time	NOUN
fcis-2966	219	6	)	)	PUNCT
fcis-2966	219	7	data	datum	NOUN
fcis-2966	219	8	processing	processing	NOUN
fcis-2966	219	9	provides	provide	VERB
fcis-2966	219	10	processing	processing	NOUN
fcis-2966	219	11	as	as	SCONJ
fcis-2966	219	12	the	the	DET
fcis-2966	219	13	data	datum	NOUN
fcis-2966	219	14	comes	come	VERB
fcis-2966	219	15	in	in	ADP
fcis-2966	219	16	.	.	PUNCT
fcis-2966	220	1	most	most	ADJ
fcis-2966	220	2	data	datum	NOUN
fcis-2966	220	3	mining	mining	NOUN
fcis-2966	220	4	research	research	NOUN
fcis-2966	220	5	in	in	ADP
fcis-2966	220	6	the	the	DET
fcis-2966	220	7	manufacturing	manufacturing	NOUN
fcis-2966	220	8	field	field	NOUN
fcis-2966	220	9	is	be	AUX
fcis-2966	220	10	conducted	conduct	VERB
fcis-2966	220	11	on	on	ADP
fcis-2966	220	12	batch	batch	NOUN
fcis-2966	220	13	data	datum	NOUN
fcis-2966	220	14	.	.	PUNCT
fcis-2966	221	1	however	however	ADV
fcis-2966	221	2	,	,	PUNCT
fcis-2966	221	3	recent	recent	ADJ
fcis-2966	221	4	advances	advance	NOUN
fcis-2966	221	5	in	in	ADP
fcis-2966	221	6	technology	technology	NOUN
fcis-2966	221	7	require	require	VERB
fcis-2966	221	8	streaming	streaming	NOUN
fcis-2966	221	9	data	datum	NOUN
fcis-2966	221	10	processing	processing	NOUN
fcis-2966	221	11	to	to	PART
fcis-2966	221	12	gain	gain	VERB
fcis-2966	221	13	a	a	DET
fcis-2966	221	14	competitive	competitive	ADJ
fcis-2966	221	15	advantage	advantage	NOUN
fcis-2966	221	16	in	in	ADP
fcis-2966	221	17	real	real	ADJ
fcis-2966	221	18	-	-	PUNCT
fcis-2966	221	19	time	time	NOUN
fcis-2966	221	20	decision	decision	NOUN
fcis-2966	221	21	making	making	NOUN
fcis-2966	221	22	.	.	PUNCT
fcis-2966	222	1	in	in	ADP
fcis-2966	222	2	real	real	ADJ
fcis-2966	222	3	-	-	PUNCT
fcis-2966	222	4	time	time	NOUN
fcis-2966	222	5	or	or	CCONJ
fcis-2966	222	6	near	near	ADP
fcis-2966	222	7	-	-	PUNCT
fcis-2966	222	8	real	real	ADJ
fcis-2966	222	9	-	-	PUNCT
fcis-2966	222	10	time	time	NOUN
fcis-2966	222	11	data	datum	NOUN
fcis-2966	222	12	processing	processing	NOUN
fcis-2966	222	13	,	,	PUNCT
fcis-2966	222	14	fast	fast	ADJ
fcis-2966	222	15	response	response	NOUN
fcis-2966	222	16	times	time	NOUN
fcis-2966	222	17	are	be	AUX
fcis-2966	222	18	critical	critical	ADJ
fcis-2966	222	19	,	,	PUNCT
fcis-2966	222	20	so	so	ADV
fcis-2966	222	21	processing	processing	NOUN
fcis-2966	222	22	times	time	NOUN
fcis-2966	222	23	in	in	ADP
fcis-2966	222	24	seconds	second	NOUN
fcis-2966	222	25	are	be	AUX
fcis-2966	222	26	acceptable	acceptable	ADJ
fcis-2966	222	27	.	.	PUNCT
fcis-2966	223	1	real	real	ADJ
fcis-2966	223	2	-	-	PUNCT
fcis-2966	223	3	time	time	NOUN
fcis-2966	223	4	data	datum	NOUN
fcis-2966	223	5	mining	mining	NOUN
fcis-2966	223	6	and	and	CCONJ
fcis-2966	223	7	learning	learn	VERB
fcis-2966	223	8	in	in	ADP
fcis-2966	223	9	the	the	DET
fcis-2966	223	10	manufacturing	manufacturing	NOUN
fcis-2966	223	11	field	field	NOUN
fcis-2966	223	12	will	will	AUX
fcis-2966	223	13	be	be	AUX
fcis-2966	223	14	an	an	DET
fcis-2966	223	15	important	important	ADJ
fcis-2966	223	16	and	and	CCONJ
fcis-2966	223	17	difficult	difficult	ADJ
fcis-2966	223	18	topic	topic	NOUN
fcis-2966	223	19	for	for	ADP
fcis-2966	223	20	further	further	ADJ
fcis-2966	223	21	research	research	NOUN
fcis-2966	223	22	.	.	PUNCT
fcis-2966	224	1	the	the	DET
fcis-2966	224	2	use	use	NOUN
fcis-2966	224	3	of	of	ADP
fcis-2966	224	4	robots	robot	NOUN
fcis-2966	224	5	is	be	AUX
fcis-2966	224	6	already	already	ADV
fcis-2966	224	7	beginning	begin	VERB
fcis-2966	224	8	to	to	PART
fcis-2966	224	9	find	find	VERB
fcis-2966	224	10	its	its	PRON
fcis-2966	224	11	way	way	NOUN
fcis-2966	224	12	into	into	ADP
fcis-2966	224	13	manufacturing	manufacturing	NOUN
fcis-2966	224	14	.	.	PUNCT
fcis-2966	225	1	industrial	industrial	ADJ
fcis-2966	225	2	robots	robot	NOUN
fcis-2966	225	3	have	have	AUX
fcis-2966	225	4	become	become	VERB
fcis-2966	225	5	a	a	DET
fcis-2966	225	6	new	new	ADJ
fcis-2966	225	7	trend	trend	NOUN
fcis-2966	225	8	in	in	ADP
fcis-2966	225	9	manufacturing	manufacturing	NOUN
fcis-2966	225	10	enterprises	enterprise	NOUN
fcis-2966	225	11	.	.	PUNCT
fcis-2966	226	1	they	they	PRON
fcis-2966	226	2	are	be	AUX
fcis-2966	226	3	attracting	attract	VERB
fcis-2966	226	4	more	more	ADJ
fcis-2966	226	5	and	and	CCONJ
fcis-2966	226	6	more	more	ADJ
fcis-2966	226	7	attention	attention	NOUN
fcis-2966	226	8	every	every	DET
fcis-2966	226	9	day	day	NOUN
fcis-2966	226	10	.	.	PUNCT
fcis-2966	227	1	it	it	PRON
fcis-2966	227	2	is	be	AUX
fcis-2966	227	3	estimated	estimate	VERB
fcis-2966	227	4	that	that	SCONJ
fcis-2966	227	5	ml	ml	VERB
fcis-2966	227	6	technology	technology	NOUN
fcis-2966	227	7	,	,	PUNCT
fcis-2966	227	8	the	the	DET
fcis-2966	227	9	emergence	emergence	NOUN
fcis-2966	227	10	of	of	ADP
fcis-2966	227	11	smart	smart	ADJ
fcis-2966	227	12	factories	factory	NOUN
fcis-2966	227	13	,	,	PUNCT
fcis-2966	227	14	and	and	CCONJ
fcis-2966	227	15	the	the	DET
fcis-2966	227	16	use	use	NOUN
fcis-2966	227	17	of	of	ADP
fcis-2966	227	18	industrial	industrial	ADJ
fcis-2966	227	19	robots	robot	NOUN
fcis-2966	227	20	will	will	AUX
fcis-2966	227	21	play	play	VERB
fcis-2966	227	22	a	a	DET
fcis-2966	227	23	more	more	ADV
fcis-2966	227	24	important	important	ADJ
fcis-2966	227	25	role	role	NOUN
fcis-2966	227	26	,	,	PUNCT
fcis-2966	227	27	and	and	CCONJ
fcis-2966	227	28	applications	application	NOUN
fcis-2966	227	29	based	base	VERB
fcis-2966	227	30	on	on	ADP
fcis-2966	227	31	them	they	PRON
fcis-2966	227	32	will	will	AUX
fcis-2966	227	33	increase	increase	VERB
fcis-2966	227	34	significantly	significantly	ADV
fcis-2966	227	35	in	in	ADP
fcis-2966	227	36	the	the	DET
fcis-2966	227	37	manufacturing	manufacturing	NOUN
fcis-2966	227	38	industry	industry	NOUN
fcis-2966	227	39	in	in	ADP
fcis-2966	227	40	the	the	DET
fcis-2966	227	41	near	near	ADJ
fcis-2966	227	42	future	future	NOUN
fcis-2966	227	43	.	.	PUNCT
fcis-2966	228	1	references	reference	NOUN
fcis-2966	228	2	[	[	X
fcis-2966	228	3	1	1	X
fcis-2966	228	4	]	]	PUNCT
fcis-2966	228	5	yang	yang	PROPN
fcis-2966	228	6	xiaojing	xiaojing	PROPN
fcis-2966	228	7	,	,	PUNCT
fcis-2966	228	8	zhang	zhang	PROPN
fcis-2966	228	9	fudong	fudong	PROPN
fcis-2966	228	10	,	,	PUNCT
fcis-2966	228	11	hu	hu	PROPN
fcis-2966	228	12	changbin	changbin	PROPN
fcis-2966	228	13	.	.	PUNCT
fcis-2966	229	1	review	review	NOUN
fcis-2966	229	2	of	of	ADP
fcis-2966	229	3	machine	machine	NOUN
fcis-2966	229	4	learning	learn	VERB
fcis-2966	229	5	research	research	NOUN
fcis-2966	230	1	[	[	X
fcis-2966	230	2	j	j	X
fcis-2966	230	3	]	]	X
fcis-2966	230	4	.	.	PUNCT
fcis-2966	231	1	market	market	NOUN
fcis-2966	231	2	of	of	ADP
fcis-2966	231	3	science	science	NOUN
fcis-2966	231	4	and	and	CCONJ
fcis-2966	231	5	technology	technology	NOUN
fcis-2966	231	6	economy	economy	NOUN
fcis-2966	231	7	,	,	PUNCT
fcis-2966	231	8	p.	p.	NOUN
fcis-2966	231	9	40	40	NUM
fcis-2966	231	10	-	-	SYM
fcis-2966	231	11	42	42	NUM
fcis-2966	231	12	.	.	PUNCT
fcis-2966	232	1	[	[	X
fcis-2966	232	2	2	2	NUM
fcis-2966	232	3	]	]	X
fcis-2966	232	4	bai	bai	PROPN
fcis-2966	232	5	yuying	yuying	NOUN
fcis-2966	232	6	,	,	PUNCT
fcis-2966	232	7	li	li	PROPN
fcis-2966	232	8	chunchun	chunchun	PROPN
fcis-2966	232	9	,	,	PUNCT
fcis-2966	232	10	sun	sun	PROPN
fcis-2966	232	11	zhiqiang	zhiqiang	PROPN
fcis-2966	232	12	,	,	PUNCT
fcis-2966	232	13	chen	chen	PROPN
fcis-2966	232	14	hao	hao	PROPN
fcis-2966	232	15	.	.	PUNCT
fcis-2966	233	1	deep	deep	ADJ
fcis-2966	233	2	neural	neural	ADJ
fcis-2966	233	3	networks	network	NOUN
fcis-2966	233	4	for	for	ADP
fcis-2966	233	5	manufacturing	manufacture	VERB
fcis-2966	233	6	quality	quality	NOUN
fcis-2966	233	7	prediction	prediction	NOUN
fcis-2966	233	8	.	.	PUNCT
fcis-2966	234	1	proceedings	proceeding	NOUN
fcis-2966	234	2	of	of	ADP
fcis-2966	234	3	the	the	DET
fcis-2966	234	4	8th	8th	ADJ
fcis-2966	234	5	ieee	ieee	PROPN
fcis-2966	234	6	health	health	PROPN
fcis-2966	234	7	management	management	NOUN
fcis-2966	234	8	conference	conference	NOUN
fcis-2966	234	9	on	on	ADP
fcis-2966	234	10	predictive	predictive	ADJ
fcis-2966	234	11	systems	system	NOUN
fcis-2966	234	12	,	,	PUNCT
fcis-2966	234	13	2017,07	2017,07	NUM
fcis-2966	234	14	,	,	PUNCT
fcis-2966	234	15	09	09	NUM
fcis-2966	234	16	/	/	SYM
fcis-2966	234	17	p.	p.	NOUN
fcis-2966	234	18	115	115	NUM
fcis-2966	234	19	-	-	SYM
fcis-2966	234	20	186	186	NUM
fcis-2966	234	21	.	.	PUNCT
fcis-2966	235	1	[	[	X
fcis-2966	235	2	3	3	X
fcis-2966	235	3	]	]	X
fcis-2966	235	4	han	han	PROPN
fcis-2966	235	5	jie	jie	PROPN
fcis-2966	235	6	,	,	PUNCT
fcis-2966	235	7	chi	chi	PROPN
fcis-2966	235	8	shuai	shuai	PROPN
fcis-2966	235	9	.	.	PUNCT
fcis-2966	236	1	applying	apply	VERB
fcis-2966	236	2	machine	machine	NOUN
fcis-2966	236	3	learning	learning	NOUN
fcis-2966	236	4	methods	method	NOUN
fcis-2966	236	5	to	to	ADP
fcis-2966	236	6	predictive	predictive	ADJ
fcis-2966	236	7	manufacturing	manufacturing	NOUN
fcis-2966	236	8	.	.	PUNCT
fcis-2966	237	1	proceedings	proceeding	NOUN
fcis-2966	237	2	of	of	ADP
fcis-2966	237	3	the	the	DET
fcis-2966	237	4	8th	8th	ADJ
fcis-2966	237	5	international	international	ADJ
fcis-2966	237	6	conference	conference	NOUN
fcis-2966	237	7	on	on	ADP
fcis-2966	237	8	future	future	ADJ
fcis-2966	237	9	networks	network	NOUN
fcis-2966	237	10	(	(	PUNCT
fcis-2966	237	11	icufm	icufm	ADJ
fcis-2966	237	12	)	)	PUNCT
fcis-2966	237	13	,	,	PUNCT
fcis-2966	237	14	2016,07,05	2016,07,05	X
fcis-2966	237	15	.	.	PUNCT
fcis-2966	238	1	p.	p.	NOUN
fcis-2966	238	2	176189	176189	NUM
fcis-2966	238	3	.	.	PUNCT
fcis-2966	239	1	[	[	X
fcis-2966	239	2	4	4	X
fcis-2966	239	3	]	]	X
fcis-2966	239	4	huang	huang	PROPN
fcis-2966	239	5	yong	yong	PROPN
fcis-2966	239	6	,	,	PUNCT
fcis-2966	239	7	pan	pan	PROPN
fcis-2966	239	8	can	can	PROPN
fcis-2966	239	9	,	,	PUNCT
fcis-2966	239	10	lin	lin	PROPN
fcis-2966	239	11	nan	nan	PROPN
fcis-2966	239	12	.	.	PROPN
fcis-2966	239	13	machine	machine	NOUN
fcis-2966	239	14	learning	learning	NOUN
fcis-2966	239	15	method	method	NOUN
fcis-2966	239	16	for	for	ADP
fcis-2966	239	17	3	3	NUM
fcis-2966	239	18	-	-	PUNCT
fcis-2966	239	19	dic	dic	ADJ
fcis-2966	239	20	defect	defect	NOUN
fcis-2966	239	21	detection	detection	NOUN
fcis-2966	239	22	and	and	CCONJ
fcis-2966	239	23	classification	classification	NOUN
fcis-2966	239	24	based	base	VERB
fcis-2966	239	25	on	on	ADP
fcis-2966	239	26	tsv	tsv	PROPN
fcis-2966	240	1	[	[	X
fcis-2966	240	2	j	j	X
fcis-2966	240	3	]	]	X
fcis-2966	240	4	.	.	PUNCT
fcis-2966	241	1	2018,10	2018,10	X
fcis-2966	241	2	.	.	PUNCT
fcis-2966	242	1	p.	p.	NOUN
fcis-2966	242	2	125	125	NUM
fcis-2966	242	3	-	-	SYM
fcis-2966	242	4	136	136	NUM
fcis-2966	242	5	.	.	PUNCT
fcis-2966	243	1	[	[	X
fcis-2966	243	2	5	5	NUM
fcis-2966	243	3	]	]	PUNCT
fcis-2966	243	4	ahmadinia	ahmadinia	NOUN
fcis-2966	243	5	,	,	PUNCT
fcis-2966	243	6	m.	m.	NOUN
fcis-2966	243	7	,alinejadrokny	,alinejadrokny	PROPN
fcis-2966	243	8	,	,	PUNCT
fcis-2966	243	9	h.	h.	PROPN
fcis-2966	243	10	,&ahangarikiasari	,&ahangarikiasari	PROPN
fcis-2966	243	11	,	,	PUNCT
fcis-2966	243	12	h.(2014	h.(2014	PROPN
fcis-2966	243	13	)	)	PUNCT
fcis-2966	243	14	.	.	PUNCT
fcis-2966	244	1	data	datum	NOUN
fcis-2966	244	2	aggregation	aggregation	NOUN
fcis-2966	244	3	in	in	ADP
fcis-2966	244	4	wireless	wireless	ADJ
fcis-2966	244	5	sensor	sensor	NOUN
fcis-2966	244	6	networks	network	NOUN
fcis-2966	244	7	based	base	VERB
fcis-2966	244	8	on	on	ADP
fcis-2966	244	9	environmental	environmental	ADJ
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fcis-2966	244	11	:	:	PUNCT
fcis-2966	244	12	a	a	DET
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fcis-2966	244	14	automata	automata	NOUN
fcis-2966	244	15	approach	approach	NOUN
fcis-2966	244	16	.	.	PUNCT
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fcis-2966	244	18	)	)	PUNCT
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fcis-2966	244	22	-	-	SYM
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fcis-2966	244	24	.	.	PUNCT
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fcis-2966	245	3	]	]	X
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fcis-2966	245	5	,	,	PUNCT
fcis-2966	245	6	a.	a.	PROPN
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fcis-2966	245	10	,	,	PUNCT
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fcis-2966	245	12	(	(	PUNCT
fcis-2966	245	13	2007	2007	NUM
fcis-2966	245	14	)	)	PUNCT
fcis-2966	245	15	.	.	PUNCT
fcis-2966	246	1	a	a	DET
fcis-2966	246	2	k	k	ADJ
fcis-2966	246	3	-	-	ADJ
fcis-2966	246	4	mean	mean	ADJ
fcis-2966	246	5	clustering	clustering	ADJ
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fcis-2966	246	7	for	for	ADP
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fcis-2966	246	13	.	.	PUNCT
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fcis-2966	247	4	)	)	PUNCT
fcis-2966	247	5	,	,	PUNCT
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fcis-2966	247	8	-	-	SYM
fcis-2966	247	9	527	527	NUM
fcis-2966	247	10	.	.	PUNCT
fcis-2966	248	1	[	[	X
fcis-2966	248	2	7	7	X
fcis-2966	248	3	]	]	X
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fcis-2966	248	5	yongshi	yongshi	PROPN
fcis-2966	248	6	,	,	PUNCT
fcis-2966	248	7	zhang	zhang	PROPN
fcis-2966	248	8	tianwei	tianwei	PROPN
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fcis-2966	249	8	text	text	NOUN
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fcis-2966	249	10	[	[	X
fcis-2966	249	11	j	j	X
fcis-2966	249	12	]	]	X
fcis-2966	249	13	icic	icic	PROPN
fcis-2966	249	14	express	express	PROPN
fcis-2966	249	15	,	,	PUNCT
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fcis-2966	249	17	71	71	NUM
fcis-2966	249	18	-	-	SYM
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fcis-2966	250	1	[	[	X
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fcis-2966	250	3	]	]	X
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fcis-2966	250	5	-	-	PUNCT
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fcis-2966	250	7	,	,	PUNCT
fcis-2966	250	8	f.	f.	PROPN
fcis-2966	250	9	,	,	PUNCT
fcis-2966	250	10	delgado	delgado	NOUN
fcis-2966	250	11	-	-	PUNCT
fcis-2966	250	12	prieto	prieto	NOUN
fcis-2966	250	13	,	,	PUNCT
fcis-2966	250	14	m.	m.	NOUN
fcis-2966	250	15	,	,	PUNCT
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fcis-2966	250	17	-	-	PUNCT
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fcis-2966	250	21	,	,	PUNCT
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fcis-2966	250	25	,	,	PUNCT
fcis-2966	250	26	j.	j.	PROPN
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fcis-2966	250	28	-	-	PUNCT
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fcis-2966	250	30	,	,	PUNCT
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fcis-2966	250	32	-	-	PUNCT
fcis-2966	250	33	learningbased	learningbase	VERB
fcis-2966	250	34	methodology	methodology	NOUN
fcis-2966	250	35	for	for	ADP
fcis-2966	250	36	fault	fault	NOUN
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fcis-2966	250	38	in	in	ADP
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fcis-2966	250	41	.	.	PUNCT
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fcis-2966	251	2	,	,	PUNCT
fcis-2966	251	3	20(14	20(14	NUM
fcis-2966	251	4	)	)	PUNCT
fcis-2966	251	5	,	,	PUNCT
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fcis-2966	251	7	.	.	PUNCT
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fcis-2966	252	3	]	]	X
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fcis-2966	252	5	,	,	PUNCT
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fcis-2966	252	7	,	,	PUNCT
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fcis-2966	252	9	,	,	PUNCT
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fcis-2966	252	11	,	,	PUNCT
fcis-2966	252	12	&	&	CCONJ
fcis-2966	252	13	strassburger	strassburger	PROPN
fcis-2966	252	14	,	,	PUNCT
fcis-2966	252	15	s.	s.	PROPN
fcis-2966	252	16	(	(	PUNCT
fcis-2966	252	17	2017	2017	NUM
fcis-2966	252	18	)	)	PUNCT
fcis-2966	252	19	.	.	PUNCT
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fcis-2966	253	2	of	of	ADP
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fcis-2966	253	4	strategies	strategy	NOUN
fcis-2966	253	5	through	through	ADP
fcis-2966	253	6	machine	machine	NOUN
fcis-2966	253	7	learning	learning	NOUN
fcis-2966	253	8	in	in	ADP
fcis-2966	253	9	manufacturing	manufacturing	NOUN
fcis-2966	253	10	simulations	simulation	NOUN
fcis-2966	253	11	.	.	PUNCT
fcis-2966	254	1	journal	journal	PROPN
fcis-2966	254	2	of	of	ADP
fcis-2966	254	3	simulation	simulation	PROPN
fcis-2966	254	4	,	,	PUNCT
fcis-2966	254	5	11(1	11(1	NUM
fcis-2966	254	6	)	)	PUNCT
fcis-2966	254	7	,	,	PUNCT
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fcis-2966	254	9	.	.	PUNCT
fcis-2966	255	1	[	[	X
fcis-2966	255	2	10	10	NUM
fcis-2966	255	3	]	]	X
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fcis-2966	255	5	,	,	PUNCT
fcis-2966	255	6	y.	y.	PROPN
fcis-2966	255	7	,	,	PUNCT
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fcis-2966	255	9	,	,	PUNCT
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fcis-2966	255	11	,	,	PUNCT
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fcis-2966	255	13	,	,	PUNCT
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fcis-2966	255	17	,	,	PUNCT
fcis-2966	255	18	y.	y.	PROPN
fcis-2966	255	19	,	,	PUNCT
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fcis-2966	255	21	,	,	PUNCT
fcis-2966	255	22	y.	y.	PROPN
fcis-2966	255	23	,	,	PUNCT
fcis-2966	255	24	&	&	CCONJ
fcis-2966	255	25	yang	yang	PROPN
fcis-2966	255	26	,	,	PUNCT
fcis-2966	255	27	c.	c.	PROPN
fcis-2966	255	28	(	(	PUNCT
fcis-2966	255	29	2018	2018	NUM
fcis-2966	255	30	)	)	PUNCT
fcis-2966	255	31	.	.	PUNCT
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fcis-2966	256	2	a	a	DET
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fcis-2966	256	4	support	support	NOUN
fcis-2966	256	5	system	system	NOUN
fcis-2966	256	6	(	(	PUNCT
fcis-2966	256	7	dss	dss	NOUN
fcis-2966	256	8	)	)	PUNCT
fcis-2966	256	9	for	for	ADP
fcis-2966	256	10	a	a	DET
fcis-2966	256	11	dental	dental	ADJ
fcis-2966	256	12	manufacturing	manufacturing	NOUN
fcis-2966	256	13	production	production	NOUN
fcis-2966	256	14	line	line	NOUN
fcis-2966	256	15	based	base	VERB
fcis-2966	256	16	on	on	ADP
fcis-2966	256	17	data	datum	NOUN
fcis-2966	256	18	mining	mining	NOUN
fcis-2966	256	19	.	.	PUNCT
fcis-2966	257	1	in	in	ADP
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fcis-2966	257	4	4th	4th	ADJ
fcis-2966	257	5	ieee	ieee	NOUN
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fcis-2966	257	7	conference	conference	NOUN
fcis-2966	257	8	on	on	ADP
fcis-2966	257	9	applied	apply	VERB
fcis-2966	257	10	system	system	NOUN
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fcis-2966	257	12	2018	2018	NUM
fcis-2966	257	13	(	(	PUNCT
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fcis-2966	257	15	2018	2018	NUM
fcis-2966	257	16	)	)	PUNCT
fcis-2966	257	17	,	,	PUNCT
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fcis-2966	257	20	japan	japan	PROPN
fcis-2966	257	21	,	,	PUNCT
fcis-2966	257	22	1317	1317	NUM
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fcis-2966	257	24	2018	2018	NUM
fcis-2966	257	25	,	,	PUNCT
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fcis-2966	257	27	638	638	NUM
fcis-2966	257	28	-	-	SYM
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fcis-2966	257	30	.	.	PUNCT
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fcis-2966	258	2	11	11	NUM
fcis-2966	258	3	]	]	X
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fcis-2966	258	5	-	-	PUNCT
fcis-2966	258	6	cortes	cortes	PROPN
fcis-2966	258	7	,	,	PUNCT
fcis-2966	258	8	e.	e.	PROPN
fcis-2966	258	9	,	,	PUNCT
fcis-2966	258	10	alfaro	alfaro	PROPN
fcis-2966	258	11	-	-	PUNCT
fcis-2966	258	12	navarro	navarro	PROPN
fcis-2966	258	13	,	,	PUNCT
fcis-2966	258	14	j.	j.	PROPN
fcis-2966	258	15	,	,	PUNCT
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fcis-2966	258	17	,	,	PUNCT
fcis-2966	258	18	m.	m.	NOUN
fcis-2966	258	19	,	,	PUNCT
fcis-2966	258	20	&	&	CCONJ
fcis-2966	258	21	garcia	garcia	PROPN
fcis-2966	258	22	,	,	PUNCT
fcis-2966	258	23	n.	n.	NOUN
fcis-2966	258	24	(	(	PUNCT
fcis-2966	258	25	2020	2020	NUM
fcis-2966	258	26	)	)	PUNCT
fcis-2966	258	27	.	.	PUNCT
fcis-2966	259	1	using	use	VERB
fcis-2966	259	2	random	random	ADJ
fcis-2966	259	3	fores	fore	NOUN
fcis-2966	259	4	to	to	PART
fcis-2966	259	5	interpret	interpret	VERB
fcis-2966	259	6	out	out	ADV
fcis-2966	259	7	-	-	PUNCT
fcis-2966	259	8	of	of	ADP
fcis-2966	259	9	-	-	PUNCT
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fcis-2966	259	11	signals	signal	NOUN
fcis-2966	259	12	.	.	PUNCT
fcis-2966	260	1	acta	acta	PROPN
fcis-2966	260	2	polytechnica	polytechnica	PROPN
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fcis-2966	260	4	,	,	PUNCT
fcis-2966	260	5	17(6	17(6	NUM
fcis-2966	260	6	)	)	PUNCT
fcis-2966	260	7	,	,	PUNCT
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fcis-2966	260	9	-	-	PUNCT
fcis-2966	260	10	130	130	NUM
fcis-2966	260	11	.	.	PUNCT
fcis-2966	261	1	[	[	X
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fcis-2966	261	3	]	]	X
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fcis-2966	261	9	,	,	PUNCT
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fcis-2966	261	11	,	,	PUNCT
fcis-2966	261	12	&	&	CCONJ
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fcis-2966	261	18	)	)	PUNCT
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fcis-2966	263	5	,	,	PUNCT
fcis-2966	263	6	27	27	NUM
fcis-2966	263	7	,	,	PUNCT
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fcis-2966	263	9	8	8	NUM
fcis-2966	263	10	-	-	SYM
fcis-2966	263	11	17	17	NUM
fcis-2966	263	12	.	.	PUNCT
fcis-2966	264	1	[	[	X
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fcis-2966	264	3	]	]	SYM
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fcis-2966	264	5	,	,	PUNCT
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fcis-2966	264	7	,	,	PUNCT
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fcis-2966	264	9	,	,	PUNCT
fcis-2966	264	10	j.	j.	PROPN
fcis-2966	264	11	,	,	PUNCT
fcis-2966	264	12	&	&	CCONJ
fcis-2966	264	13	tiwari	tiwari	PROPN
fcis-2966	264	14	,	,	PUNCT
fcis-2966	264	15	m.	m.	NOUN
fcis-2966	264	16	(	(	PUNCT
fcis-2966	264	17	2009	2009	NUM
fcis-2966	264	18	)	)	PUNCT
fcis-2966	264	19	.	.	PUNCT
fcis-2966	265	1	data	datum	NOUN
fcis-2966	265	2	mining	mining	NOUN
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fcis-2966	265	4	manufacturing	manufacturing	NOUN
fcis-2966	265	5	:	:	PUNCT
fcis-2966	265	6	a	a	DET
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fcis-2966	265	14	.	.	PUNCT
fcis-2966	266	1	journal	journal	NOUN
fcis-2966	266	2	of	of	ADP
fcis-2966	266	3	intelligent	intelligent	ADJ
fcis-2966	266	4	manufacturing	manufacturing	NOUN
fcis-2966	266	5	,	,	PUNCT
fcis-2966	266	6	20	20	NUM
fcis-2966	266	7	,	,	PUNCT
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fcis-2966	266	9	.	.	PUNCT
fcis-2966	267	1	[	[	X
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fcis-2966	267	3	]	]	SYM
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fcis-2966	267	5	,	,	PUNCT
fcis-2966	267	6	h.	h.	PROPN
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fcis-2966	267	9	,	,	PUNCT
fcis-2966	267	10	y.	y.	PROPN
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fcis-2966	267	17	,	,	PUNCT
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fcis-2966	267	19	,	,	PUNCT
fcis-2966	267	20	ma	ma	PROPN
fcis-2966	267	21	,	,	PUNCT
fcis-2966	267	22	m.	m.	NOUN
fcis-2966	267	23	,	,	PUNCT
fcis-2966	267	24	&	&	CCONJ
fcis-2966	267	25	zhong	zhong	PROPN
fcis-2966	267	26	,	,	PUNCT
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fcis-2966	267	28	(	(	PUNCT
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fcis-2966	267	30	)	)	PUNCT
fcis-2966	267	31	.	.	PUNCT
fcis-2966	268	1	a	a	DET
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fcis-2966	268	3	speed	speed	NOUN
fcis-2966	268	4	d	d	NOUN
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fcis-2966	268	8	fault	fault	NOUN
fcis-2966	268	9	diagnosis	diagnosis	NOUN
fcis-2966	268	10	algorithm	algorithm	NOUN
fcis-2966	268	11	for	for	ADP
fcis-2966	268	12	rotor	rotor	NOUN
fcis-2966	268	13	systems	system	NOUN
fcis-2966	268	14	.	.	PUNCT
fcis-2966	269	1	applied	apply	VERB
fcis-2966	269	2	intelligence	intelligence	NOUN
fcis-2966	269	3	,	,	PUNCT
fcis-2966	269	4	50	50	NUM
fcis-2966	269	5	,	,	PUNCT
fcis-2966	269	6	p.29	p.29	NOUN
fcis-2966	269	7	-	-	SYM
fcis-2966	269	8	41	41	NUM
fcis-2966	269	9	.	.	PUNCT
fcis-2966	270	1	[	[	X
fcis-2966	270	2	15	15	NUM
fcis-2966	270	3	]	]	X
fcis-2966	270	4	ferreira	ferreira	PROPN
fcis-2966	270	5	,	,	PUNCT
fcis-2966	270	6	r.	r.	PROPN
fcis-2966	270	7	,	,	PUNCT
fcis-2966	270	8	sabbaghi	sabbaghi	PROPN
fcis-2966	270	9	,	,	PUNCT
fcis-2966	270	10	a.	a.	PROPN
fcis-2966	270	11	,	,	PUNCT
fcis-2966	270	12	&	&	CCONJ
fcis-2966	270	13	huang	huang	PROPN
fcis-2966	270	14	,	,	PUNCT
fcis-2966	270	15	q.	q.	PROPN
fcis-2966	270	16	(	(	PUNCT
fcis-2966	270	17	2020	2020	NUM
fcis-2966	270	18	)	)	PUNCT
fcis-2966	270	19	.	.	PUNCT
fcis-2966	271	1	automatic	automatic	ADJ
fcis-2966	271	2	geometric	geometric	ADJ
fcis-2966	271	3	shape	shape	NOUN
fcis-2966	271	4	deviation	deviation	NOUN
fcis-2966	271	5	modelling	modelling	NOUN
fcis-2966	271	6	for	for	ADP
fcis-2966	271	7	additive	additive	ADJ
fcis-2966	271	8	manufacturing	manufacturing	NOUN
fcis-2966	271	9	systems	system	NOUN
fcis-2966	271	10	via	via	ADP
fcis-2966	271	11	bayesian	bayesian	NOUN
fcis-2966	271	12	neural	neural	ADJ
fcis-2966	271	13	networks	network	NOUN
fcis-2966	271	14	.	.	PUNCT
fcis-2966	272	1	ieee	ieee	NOUN
fcis-2966	272	2	transactions	transaction	NOUN
fcis-2966	272	3	on	on	ADP
fcis-2966	272	4	automation	automation	NOUN
fcis-2966	272	5	science	science	NOUN
fcis-2966	272	6	and	and	CCONJ
fcis-2966	272	7	engineering,72	engineering,72	NOUN
fcis-2966	272	8	,	,	PUNCT
fcis-2966	272	9	p.584	p.584	NOUN
fcis-2966	272	10	-	-	NOUN
fcis-2966	272	11	598	598	NUM
fcis-2966	272	12	.	.	PUNCT
fcis-2966	273	1	[	[	X
fcis-2966	273	2	16	16	NUM
fcis-2966	273	3	]	]	X
fcis-2966	273	4	arif	arif	PROPN
fcis-2966	273	5	,	,	PUNCT
fcis-2966	273	6	f.	f.	PROPN
fcis-2966	273	7	,	,	PUNCT
fcis-2966	273	8	suryana	suryana	PROPN
fcis-2966	273	9	,	,	PUNCT
fcis-2966	273	10	n.	n.	NOUN
fcis-2966	273	11	,	,	PUNCT
fcis-2966	273	12	&	&	CCONJ
fcis-2966	273	13	hussin	hussin	PROPN
fcis-2966	273	14	,	,	PUNCT
fcis-2966	273	15	b.	b.	PROPN
fcis-2966	273	16	(	(	PUNCT
fcis-2966	273	17	2013	2013	NUM
fcis-2966	273	18	)	)	PUNCT
fcis-2966	273	19	.	.	PUNCT
fcis-2966	274	1	a	a	DET
fcis-2966	274	2	data	data	NOUN
fcis-2966	274	3	mining	mining	NOUN
fcis-2966	274	4	approach	approach	NOUN
fcis-2966	274	5	for	for	ADP
fcis-2966	274	6	developing	develop	VERB
fcis-2966	274	7	quality	quality	NOUN
fcis-2966	274	8	prediction	prediction	NOUN
fcis-2966	274	9	model	model	NOUN
fcis-2966	274	10	in	in	ADP
fcis-2966	274	11	multi	multi	ADJ
fcis-2966	274	12	stage	stage	NOUN
fcis-2966	274	13	manufacturing	manufacturing	NOUN
fcis-2966	274	14	.	.	PUNCT
fcis-2966	275	1	international	international	ADJ
fcis-2966	275	2	journal	journal	PROPN
fcis-2966	275	3	of	of	ADP
fcis-2966	275	4	computer	computer	NOUN
fcis-2966	275	5	applications	application	NOUN
fcis-2966	275	6	,	,	PUNCT
fcis-2966	275	7	69(22	69(22	NOUN
fcis-2966	275	8	)	)	PUNCT
fcis-2966	275	9	,	,	PUNCT
fcis-2966	275	10	p.5	p.5	NOUN
fcis-2966	275	11	-	-	PUNCT
fcis-2966	275	12	40	40	NUM
fcis-2966	275	13	.	.	PUNCT
fcis-2966	276	1	[	[	X
fcis-2966	276	2	17	17	NUM
fcis-2966	276	3	]	]	PUNCT
fcis-2966	276	4	bustillo	bustillo	PROPN
fcis-2966	276	5	,	,	PUNCT
fcis-2966	276	6	a.	a.	NOUN
fcis-2966	276	7	,	,	PUNCT
fcis-2966	276	8	urbikain	urbikain	ADJ
fcis-2966	276	9	,	,	PUNCT
fcis-2966	276	10	g.	g.	PROPN
fcis-2966	276	11	,	,	PUNCT
fcis-2966	276	12	perez	perez	PROPN
fcis-2966	276	13	,	,	PUNCT
fcis-2966	276	14	j.	j.	PROPN
fcis-2966	276	15	,	,	PUNCT
fcis-2966	276	16	pereira	pereira	PROPN
fcis-2966	276	17	,	,	PUNCT
fcis-2966	276	18	o.	o.	PROPN
fcis-2966	276	19	,	,	PUNCT
fcis-2966	276	20	&	&	CCONJ
fcis-2966	276	21	de	de	X
fcis-2966	276	22	lacalle	lacalle	PROPN
fcis-2966	276	23	,	,	PUNCT
fcis-2966	276	24	l.(2018	l.(2018	PROPN
fcis-2966	276	25	)	)	PUNCT
fcis-2966	276	26	.	.	PUNCT
fcis-2966	277	1	smart	smart	ADJ
fcis-2966	277	2	optimiza	optimiza	PROPN
fcis-2966	277	3	-	-	PUNCT
fcis-2966	277	4	tion	tion	NOUN
fcis-2966	277	5	of	of	ADP
fcis-2966	277	6	a	a	DET
fcis-2966	277	7	frictiondrilling	frictiondrille	VERB
fcis-2966	277	8	process	process	NOUN
fcis-2966	277	9	based	base	VERB
fcis-2966	277	10	on	on	ADP
fcis-2966	277	11	boosting	boost	VERB
fcis-2966	277	12	ensembles	ensemble	NOUN
fcis-2966	277	13	.	.	PUNCT
fcis-2966	278	1	journal	journal	NOUN
fcis-2966	278	2	of	of	ADP
fcis-2966	278	3	manufacturingsystems,48(partc	manufacturingsystems,48(partc	ADJ
fcis-2966	278	4	)	)	PUNCT
fcis-2966	278	5	,	,	PUNCT
fcis-2966	278	6	p.108	p.108	PROPN
fcis-2966	278	7	-	-	SYM
fcis-2966	278	8	121	121	NUM
fcis-2966	278	9	.	.	PUNCT
fcis-2966	279	1	[	[	X
fcis-2966	279	2	18	18	NUM
fcis-2966	279	3	]	]	X
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fcis-2966	279	5	-	-	PUNCT
fcis-2966	279	6	ramirez	ramirez	PROPN
fcis-2966	279	7	,	,	PUNCT
fcis-2966	279	8	j.	j.	PROPN
fcis-2966	279	9	,	,	PUNCT
fcis-2966	279	10	restrepo	restrepo	PROPN
fcis-2966	279	11	-	-	PUNCT
fcis-2966	279	12	giron	giron	PROPN
fcis-2966	279	13	,	,	PUNCT
fcis-2966	279	14	a.	a.	PROPN
fcis-2966	279	15	,	,	PUNCT
fcis-2966	279	16	&	&	CCONJ
fcis-2966	279	17	nope	nope	PROPN
fcis-2966	279	18	-	-	PUNCT
fcis-2966	279	19	rodriguez	rodriguez	PROPN
fcis-2966	279	20	,	,	PUNCT
fcis-2966	279	21	s.	s.	PROPN
fcis-2966	279	22	(	(	PUNCT
fcis-2966	279	23	2019	2019	NUM
fcis-2966	279	24	)	)	PUNCT
fcis-2966	279	25	.	.	PUNCT
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fcis-2966	280	2	of	of	ADP
fcis-2966	280	3	internal	internal	ADJ
fcis-2966	280	4	defects	defect	NOUN
fcis-2966	280	5	in	in	ADP
fcis-2966	280	6	carbon	carbon	NOUN
fcis-2966	280	7	fiber	fiber	NOUN
fcis-2966	280	8	reinforced	reinforce	VERB
fcis-2966	280	9	plastic	plastic	NOUN
fcis-2966	280	10	slabs	slab	NOUN
fcis-2966	280	11	using	use	VERB
fcis-2966	280	12	background	background	NOUN
fcis-2966	280	13	thermal	thermal	ADJ
fcis-2966	280	14	compensation	compensation	NOUN
fcis-2966	280	15	by	by	ADP
fcis-2966	280	16	filtering	filter	VERB
fcis-2966	280	17	and	and	CCONJ
fcis-2966	280	18	support	support	VERB
fcis-2966	280	19	vector	vector	NOUN
fcis-2966	280	20	machines	machine	NOUN
fcis-2966	280	21	.	.	PUNCT
fcis-2966	281	1	journal	journal	PROPN
fcis-2966	281	2	of	of	ADP
fcis-2966	281	3	nondestructive	nondestructive	ADJ
fcis-2966	281	4	evaluation	evaluation	NOUN
fcis-2966	281	5	,	,	PUNCT
fcis-2966	281	6	38(1	38(1	NUM
fcis-2966	281	7	)	)	PUNCT
fcis-2966	281	8	,	,	PUNCT
fcis-2966	281	9	article	article	NOUN
fcis-2966	281	10	number	number	NOUN
fcis-2966	281	11	33	33	NUM
fcis-2966	281	12	.	.	PUNCT
fcis-2966	282	1	[	[	X
fcis-2966	282	2	19	19	NUM
fcis-2966	282	3	]	]	PUNCT
fcis-2966	282	4	zidek	zidek	PROPN
fcis-2966	282	5	,	,	PUNCT
fcis-2966	282	6	k.	k.	PROPN
fcis-2966	282	7	,	,	PUNCT
fcis-2966	282	8	maxim	maxim	NOUN
fcis-2966	282	9	,	,	PUNCT
fcis-2966	282	10	v.	v.	ADV
fcis-2966	282	11	,	,	PUNCT
fcis-2966	282	12	pitel	pitel	INTJ
fcis-2966	282	13	,	,	PUNCT
fcis-2966	282	14	j.	j.	PROPN
fcis-2966	282	15	,	,	PUNCT
fcis-2966	282	16	&	&	CCONJ
fcis-2966	282	17	hosovsky	hosovsky	PROPN
fcis-2966	282	18	,	,	PUNCT
fcis-2966	282	19	a.	a.	NOUN
fcis-2966	282	20	(	(	PUNCT
fcis-2966	282	21	2016	2016	NUM
fcis-2966	282	22	)	)	PUNCT
fcis-2966	282	23	.	.	PUNCT
fcis-2966	283	1	embedded	embed	VERB
fcis-2966	283	2	vision	vision	NOUN
fcis-2966	283	3	equipment	equipment	NOUN
fcis-2966	283	4	of	of	ADP
fcis-2966	283	5	industrial	industrial	ADJ
fcis-2966	283	6	robot	robot	NOUN
fcis-2966	283	7	for	for	ADP
fcis-2966	283	8	inline	inline	NOUN
fcis-2966	283	9	detection	detection	NOUN
fcis-2966	283	10	of	of	ADP
fcis-2966	283	11	product	product	NOUN
fcis-2966	283	12	errors	error	NOUN
fcis-2966	283	13	by	by	ADP
fcis-2966	283	14	clustering	cluster	VERB
fcis-2966	283	15	–	–	PUNCT
fcis-2966	283	16	classification	classification	NOUN
fcis-2966	283	17	algorithms	algorithm	NOUN
fcis-2966	283	18	.	.	PUNCT
fcis-2966	284	1	international	international	ADJ
fcis-2966	284	2	journal	journal	NOUN
fcis-2966	284	3	of	of	ADP
fcis-2966	284	4	advanced	advanced	ADJ
fcis-2966	284	5	robotic	robotic	ADJ
fcis-2966	284	6	systems	system	NOUN
fcis-2966	284	7	,	,	PUNCT
fcis-2966	284	8	13(5	13(5	NUM
fcis-2966	284	9	)	)	PUNCT
fcis-2966	284	10	,	,	PUNCT
fcis-2966	284	11	p.1	p.1	NOUN
fcis-2966	284	12	-	-	SYM
fcis-2966	284	13	10	10	NUM
fcis-2966	284	14	.	.	PUNCT
fcis-2966	285	1	[	[	X
fcis-2966	285	2	20	20	NUM
fcis-2966	285	3	]	]	SYM
fcis-2966	285	4	amruthnath	amruthnath	NOUN
fcis-2966	285	5	,	,	PUNCT
fcis-2966	285	6	n.	n.	NOUN
fcis-2966	285	7	,	,	PUNCT
fcis-2966	285	8	&	&	CCONJ
fcis-2966	285	9	gupta	gupta	PROPN
fcis-2966	285	10	,	,	PUNCT
fcis-2966	285	11	t.	t.	PROPN
fcis-2966	285	12	(	(	PUNCT
fcis-2966	285	13	2018	2018	NUM
fcis-2966	285	14	)	)	PUNCT
fcis-2966	285	15	.	.	PUNCT
fcis-2966	286	1	a	a	DET
fcis-2966	286	2	research	research	NOUN
fcis-2966	286	3	study	study	NOUN
fcis-2966	286	4	on	on	ADP
fcis-2966	286	5	unsupervised	unsupervised	ADJ
fcis-2966	286	6	machine	machine	NOUN
fcis-2966	286	7	learning	learn	VERB
fcis-2966	286	8	algorithms	algorithm	NOUN
fcis-2966	286	9	for	for	ADP
fcis-2966	286	10	early	early	ADJ
fcis-2966	286	11	fault	fault	NOUN
fcis-2966	286	12	53	53	NUM
fcis-2966	286	13	detection	detection	NOUN
fcis-2966	286	14	in	in	ADP
fcis-2966	286	15	predictive	predictive	ADJ
fcis-2966	286	16	maintenance	maintenance	NOUN
fcis-2966	286	17	.	.	PUNCT
fcis-2966	287	1	in	in	ADP
fcis-2966	287	2	proceedings	proceeding	NOUN
fcis-2966	287	3	of	of	ADP
fcis-2966	287	4	the	the	DET
fcis-2966	287	5	5th	5th	ADJ
fcis-2966	287	6	international	international	ADJ
fcis-2966	287	7	conference	conference	NOUN
fcis-2966	287	8	on	on	ADP
fcis-2966	287	9	industrial	industrial	ADJ
fcis-2966	287	10	engineering	engineering	NOUN
fcis-2966	287	11	and	and	CCONJ
fcis-2966	287	12	applications	application	NOUN
fcis-2966	287	13	(	(	PUNCT
fcis-2966	287	14	iciea	iciea	NOUN
fcis-2966	287	15	)	)	PUNCT
fcis-2966	287	16	,	,	PUNCT
fcis-2966	287	17	singapore	singapore	PROPN
fcis-2966	287	18	,	,	PUNCT
fcis-2966	287	19	26	26	NUM
fcis-2966	287	20	-	-	SYM
fcis-2966	287	21	28	28	NUM
fcis-2966	287	22	april	april	PROPN
fcis-2966	287	23	2018	2018	NUM
fcis-2966	287	24	,	,	PUNCT
fcis-2966	287	25	(	(	PUNCT
fcis-2966	287	26	pp	pp	ADP
fcis-2966	287	27	.	.	PUNCT
fcis-2966	287	28	355361	355361	NUM
fcis-2966	287	29	)	)	PUNCT
fcis-2966	287	30	.	.	PUNCT
fcis-2966	288	1	[	[	X
fcis-2966	288	2	21	21	NUM
fcis-2966	288	3	]	]	PUNCT
fcis-2966	288	4	buddhakulsomsiri	buddhakulsomsiri	NOUN
fcis-2966	288	5	,	,	PUNCT
fcis-2966	288	6	j.	j.	PROPN
fcis-2966	288	7	,	,	PUNCT
fcis-2966	288	8	&	&	CCONJ
fcis-2966	288	9	zakarian	zakarian	PROPN
fcis-2966	288	10	,	,	PUNCT
fcis-2966	288	11	a.	a.	NOUN
fcis-2966	288	12	(	(	PUNCT
fcis-2966	288	13	2009	2009	NUM
fcis-2966	288	14	)	)	PUNCT
fcis-2966	288	15	.	.	PUNCT
fcis-2966	289	1	sequential	sequential	ADJ
fcis-2966	289	2	pattern	pattern	NOUN
fcis-2966	289	3	mining	mining	NOUN
fcis-2966	289	4	algorithm	algorithm	NOUN
fcis-2966	289	5	for	for	ADP
fcis-2966	289	6	automotive	automotive	ADJ
fcis-2966	289	7	warranty	warranty	NOUN
fcis-2966	289	8	data	datum	NOUN
fcis-2966	289	9	.	.	PUNCT
fcis-2966	290	1	computers	computer	NOUN
fcis-2966	290	2	&	&	CCONJ
fcis-2966	290	3	industrial	industrial	ADJ
fcis-2966	290	4	engineering	engineering	NOUN
fcis-2966	290	5	,	,	PUNCT
fcis-2966	290	6	57(1	57(1	NUM
fcis-2966	290	7	)	)	PUNCT
fcis-2966	290	8	,	,	PUNCT
fcis-2966	290	9	p.137	p.137	NOUN
fcis-2966	290	10	-	-	PUNCT
fcis-2966	290	11	147	147	NUM
fcis-2966	290	12	.	.	PUNCT
fcis-2966	291	1	[	[	X
fcis-2966	291	2	22	22	NUM
fcis-2966	291	3	]	]	X
fcis-2966	291	4	wang	wang	PROPN
fcis-2966	291	5	,	,	PUNCT
fcis-2966	291	6	j.	j.	PROPN
fcis-2966	291	7	,	,	PUNCT
fcis-2966	291	8	wang	wang	PROPN
fcis-2966	291	9	,	,	PUNCT
fcis-2966	291	10	k.	k.	PROPN
fcis-2966	291	11	,	,	PUNCT
fcis-2966	291	12	wang	wang	PROPN
fcis-2966	291	13	,	,	PUNCT
fcis-2966	291	14	y.	y.	PROPN
fcis-2966	291	15	,	,	PUNCT
fcis-2966	291	16	huang	huang	PROPN
fcis-2966	291	17	,	,	PUNCT
fcis-2966	291	18	z.	z.	PROPN
fcis-2966	291	19	,	,	PUNCT
fcis-2966	291	20	&	&	CCONJ
fcis-2966	291	21	xue	xue	PROPN
fcis-2966	291	22	,	,	PUNCT
fcis-2966	291	23	r.	r.	PROPN
fcis-2966	291	24	(	(	PUNCT
fcis-2966	291	25	2018	2018	NUM
fcis-2966	291	26	)	)	PUNCT
fcis-2966	291	27	.	.	PUNCT
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fcis-2966	292	2	boltzmann	boltzmann	PROPN
fcis-2966	292	3	machine	machine	NOUN
fcis-2966	292	4	based	base	VERB
fcis-2966	292	5	condition	condition	NOUN
fcis-2966	292	6	prediction	prediction	NOUN
fcis-2966	292	7	for	for	ADP
fcis-2966	292	8	smart	smart	ADJ
fcis-2966	292	9	manufacturing	manufacturing	NOUN
fcis-2966	292	10	.	.	PUNCT
fcis-2966	293	1	journal	journal	PROPN
fcis-2966	293	2	of	of	ADP
fcis-2966	293	3	ambient	ambient	ADJ
fcis-2966	293	4	intelligence	intelligence	NOUN
fcis-2966	293	5	and	and	CCONJ
fcis-2966	293	6	humanized	humanize	VERB
fcis-2966	293	7	computing	computing	NOUN
fcis-2966	293	8	,	,	PUNCT
fcis-2966	293	9	21	21	NUM
fcis-2966	293	10	april	april	PROPN
fcis-2966	293	11	2018	2018	NUM
fcis-2966	293	12	,	,	PUNCT
fcis-2966	293	13	p.1	p.1	NOUN
fcis-2966	293	14	-	-	SYM
fcis-2966	293	15	11	11	NUM
fcis-2966	293	16	.	.	PUNCT
fcis-2966	294	1	[	[	X
fcis-2966	294	2	23	23	NUM
fcis-2966	294	3	]	]	X
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fcis-2966	294	5	,	,	PUNCT
fcis-2966	294	6	e.	e.	PROPN
fcis-2966	294	7	,	,	PUNCT
fcis-2966	294	8	bruno	bruno	PROPN
fcis-2966	294	9	,	,	PUNCT
fcis-2966	294	10	g.	g.	PROPN
fcis-2966	294	11	,	,	PUNCT
fcis-2966	294	12	d’antonio	d’antonio	PROPN
fcis-2966	294	13	,	,	PUNCT
fcis-2966	294	14	g.	g.	PROPN
fcis-2966	294	15	,	,	PUNCT
fcis-2966	294	16	&	&	CCONJ
fcis-2966	294	17	lombardi	lombardi	PROPN
fcis-2966	294	18	,	,	PUNCT
fcis-2966	294	19	f.	f.	PROPN
fcis-2966	294	20	(	(	PUNCT
fcis-2966	294	21	2019	2019	NUM
fcis-2966	294	22	)	)	PUNCT
fcis-2966	294	23	.	.	PUNCT
fcis-2966	295	1	machine	machine	NOUN
fcis-2966	295	2	learning	learn	VERB
fcis-2966	295	3	framework	framework	NOUN
fcis-2966	295	4	for	for	ADP
fcis-2966	295	5	predictive	predictive	ADJ
fcis-2966	295	6	maintenance	maintenance	NOUN
fcis-2966	295	7	in	in	ADP
fcis-2966	295	8	milling	milling	NOUN
fcis-2966	295	9	.	.	PUNCT
fcis-2966	296	1	ifac	ifac	NOUN
fcis-2966	296	2	-	-	PUNCT
fcis-2966	296	3	papersonline	papersonline	NOUN
fcis-2966	296	4	,	,	PUNCT
fcis-2966	296	5	52(13	52(13	NUM
fcis-2966	296	6	)	)	PUNCT
fcis-2966	296	7	,	,	PUNCT
fcis-2966	296	8	p.177	p.177	NOUN
fcis-2966	296	9	-	-	X
fcis-2966	296	10	182	182	NUM
fcis-2966	296	11	.	.	PUNCT
fcis-2966	297	1	[	[	X
fcis-2966	297	2	24	24	NUM
fcis-2966	297	3	]	]	X
fcis-2966	297	4	bai	bai	PROPN
fcis-2966	297	5	,	,	PUNCT
fcis-2966	297	6	y.	y.	PROPN
fcis-2966	297	7	,	,	PUNCT
fcis-2966	297	8	sun	sun	PROPN
fcis-2966	297	9	,	,	PUNCT
fcis-2966	297	10	z.	z.	PROPN
fcis-2966	297	11	,	,	PUNCT
fcis-2966	297	12	deng	deng	PROPN
fcis-2966	297	13	,	,	PUNCT
fcis-2966	297	14	j.	j.	PROPN
fcis-2966	297	15	,	,	PUNCT
fcis-2966	297	16	li	li	PROPN
fcis-2966	297	17	,	,	PUNCT
fcis-2966	297	18	l.	l.	PROPN
fcis-2966	297	19	,	,	PUNCT
fcis-2966	297	20	long	long	ADV
fcis-2966	297	21	,	,	PUNCT
fcis-2966	297	22	j.	j.	PROPN
fcis-2966	297	23	,	,	PUNCT
fcis-2966	297	24	&	&	CCONJ
fcis-2966	297	25	li	li	PROPN
fcis-2966	297	26	,	,	PUNCT
fcis-2966	297	27	c.	c.	PROPN
fcis-2966	297	28	(	(	PUNCT
fcis-2966	297	29	2018	2018	NUM
fcis-2966	297	30	)	)	PUNCT
fcis-2966	297	31	.	.	PUNCT
fcis-2966	298	1	manufacturing	manufacture	VERB
fcis-2966	298	2	quality	quality	NOUN
fcis-2966	298	3	prediction	prediction	NOUN
fcis-2966	298	4	using	use	VERB
fcis-2966	298	5	intelligent	intelligent	ADJ
fcis-2966	298	6	learning	learning	NOUN
fcis-2966	298	7	approaches	approach	NOUN
fcis-2966	298	8	:	:	PUNCT
fcis-2966	298	9	a	a	DET
fcis-2966	298	10	comparative	comparative	ADJ
fcis-2966	298	11	study	study	NOUN
fcis-2966	298	12	.	.	PUNCT
fcis-2966	299	1	sustainability	sustainability	NOUN
fcis-2966	299	2	,	,	PUNCT
fcis-2966	299	3	10	10	NUM
fcis-2966	299	4	,	,	PUNCT
fcis-2966	299	5	article	article	NOUN
fcis-2966	299	6	no	no	DET
fcis-2966	299	7	85	85	NUM
fcis-2966	299	8	,	,	PUNCT
fcis-2966	299	9	p.	p.	NOUN
fcis-2966	299	10	1	1	NUM
fcis-2966	299	11	-	-	SYM
fcis-2966	299	12	15	15	NUM
fcis-2966	299	13	.	.	PUNCT
fcis-2966	300	1	[	[	X
fcis-2966	300	2	25	25	NUM
fcis-2966	300	3	]	]	SYM
fcis-2966	300	4	cupek	cupek	PROPN
fcis-2966	300	5	,	,	PUNCT
fcis-2966	300	6	r.	r.	PROPN
fcis-2966	300	7	,	,	PUNCT
fcis-2966	300	8	ziebinski	ziebinski	PROPN
fcis-2966	300	9	,	,	PUNCT
fcis-2966	300	10	a.	a.	PROPN
fcis-2966	300	11	,	,	PUNCT
fcis-2966	300	12	zonenberg	zonenberg	PROPN
fcis-2966	300	13	,	,	PUNCT
fcis-2966	300	14	d.	d.	PROPN
fcis-2966	300	15	,	,	PUNCT
fcis-2966	300	16	&	&	CCONJ
fcis-2966	300	17	drewniak	drewniak	PROPN
fcis-2966	300	18	,	,	PUNCT
fcis-2966	300	19	m.	m.	NOUN
fcis-2966	300	20	(	(	PUNCT
fcis-2966	300	21	2018	2018	NUM
fcis-2966	300	22	)	)	PUNCT
fcis-2966	300	23	.	.	PUNCT
fcis-2966	301	1	determination	determination	NOUN
fcis-2966	301	2	of	of	ADP
fcis-2966	301	3	the	the	DET
fcis-2966	301	4	machine	machine	NOUN
fcis-2966	301	5	energy	energy	NOUN
fcis-2966	301	6	consumption	consumption	NOUN
fcis-2966	301	7	profiles	profile	NOUN
fcis-2966	301	8	in	in	ADP
fcis-2966	301	9	the	the	DET
fcis-2966	301	10	mass	mass	NOUN
fcis-2966	301	11	-	-	PUNCT
fcis-2966	301	12	customised	customise	VERB
fcis-2966	301	13	manufacturing	manufacturing	NOUN
fcis-2966	301	14	.	.	PUNCT
fcis-2966	302	1	international	international	ADJ
fcis-2966	302	2	journal	journal	PROPN
fcis-2966	302	3	of	of	ADP
fcis-2966	302	4	computer	computer	NOUN
fcis-2966	302	5	integrated	integrate	VERB
fcis-2966	302	6	manufacturing,31(6	manufacturing,31(6	PROPN
fcis-2966	302	7	)	)	PUNCT
fcis-2966	302	8	,	,	PUNCT
fcis-2966	302	9	p.537561	p.537561	NOUN
fcis-2966	302	10	.	.	PUNCT
fcis-2966	303	1	[	[	X
fcis-2966	303	2	26	26	NUM
fcis-2966	303	3	]	]	X
fcis-2966	303	4	han	han	PROPN
fcis-2966	303	5	,	,	PUNCT
fcis-2966	303	6	j.	j.	PROPN
fcis-2966	303	7	,	,	PUNCT
fcis-2966	303	8	&	&	CCONJ
fcis-2966	303	9	chi	chi	PROPN
fcis-2966	303	10	,	,	PUNCT
fcis-2966	303	11	s.	s.	PROPN
fcis-2966	303	12	(	(	PUNCT
fcis-2966	303	13	2016	2016	NUM
fcis-2966	303	14	)	)	PUNCT
fcis-2966	303	15	.	.	PUNCT
fcis-2966	304	1	consideration	consideration	NOUN
fcis-2966	304	2	of	of	ADP
fcis-2966	304	3	manufacturing	manufacture	VERB
fcis-2966	304	4	data	datum	NOUN
fcis-2966	304	5	to	to	PART
fcis-2966	304	6	apply	apply	VERB
fcis-2966	304	7	machine	machine	NOUN
fcis-2966	304	8	learning	learning	NOUN
fcis-2966	304	9	methods	method	NOUN
fcis-2966	304	10	for	for	ADP
fcis-2966	304	11	predictive	predictive	ADJ
fcis-2966	304	12	manufacturing	manufacturing	NOUN
fcis-2966	304	13	.	.	PUNCT
fcis-2966	305	1	in	in	ADP
fcis-2966	305	2	proceedings	proceeding	NOUN
fcis-2966	305	3	of	of	ADP
fcis-2966	305	4	the	the	DET
fcis-2966	305	5	eighth	eighth	ADJ
fcis-2966	305	6	international	international	ADJ
fcis-2966	305	7	conference	conference	NOUN
fcis-2966	305	8	on	on	ADP
fcis-2966	305	9	ubiquitous	ubiquitous	ADJ
fcis-2966	305	10	and	and	CCONJ
fcis-2966	305	11	future	future	ADJ
fcis-2966	305	12	networks	network	NOUN
fcis-2966	305	13	(	(	PUNCT
fcis-2966	305	14	icufn	icufn	PROPN
fcis-2966	305	15	)	)	PUNCT
fcis-2966	305	16	,	,	PUNCT
fcis-2966	305	17	july	july	PROPN
fcis-2966	305	18	5	5	NUM
fcis-2966	305	19	-	-	SYM
fcis-2966	305	20	8	8	NUM
fcis-2966	305	21	,	,	PUNCT
fcis-2966	305	22	2016	2016	NUM
fcis-2966	305	23	,	,	PUNCT
fcis-2966	305	24	vienna	vienna	PROPN
fcis-2966	305	25	,	,	PUNCT
fcis-2966	305	26	austria	austria	PROPN
fcis-2966	305	27	,	,	PUNCT
fcis-2966	305	28	(	(	PUNCT
fcis-2966	305	29	pp	pp	ADV
fcis-2966	305	30	.	.	PUNCT
fcis-2966	306	1	109	109	NUM
fcis-2966	306	2	-	-	NUM
fcis-2966	306	3	113	113	NUM
fcis-2966	306	4	)	)	PUNCT
fcis-2966	306	5	.	.	PUNCT
fcis-2966	307	1	[	[	X
fcis-2966	307	2	27	27	NUM
fcis-2966	307	3	]	]	X
fcis-2966	307	4	herrera	herrera	NOUN
fcis-2966	307	5	,	,	PUNCT
fcis-2966	307	6	a.	a.	PROPN
fcis-2966	307	7	,	,	PUNCT
fcis-2966	307	8	stoyanov	stoyanov	PROPN
fcis-2966	307	9	,	,	PUNCT
fcis-2966	307	10	s.	s.	PROPN
fcis-2966	307	11	,	,	PUNCT
fcis-2966	307	12	bailey	bailey	PROPN
fcis-2966	307	13	,	,	PUNCT
fcis-2966	307	14	c.	c.	PROPN
fcis-2966	307	15	,	,	PUNCT
fcis-2966	307	16	walshaw	walshaw	PROPN
fcis-2966	307	17	,	,	PUNCT
fcis-2966	307	18	c.	c.	PROPN
fcis-2966	307	19	,	,	PUNCT
fcis-2966	307	20	&	&	CCONJ
fcis-2966	307	21	yin	yin	PROPN
fcis-2966	307	22	,	,	PUNCT
fcis-2966	307	23	c.	c.	PROPN
fcis-2966	307	24	(	(	PUNCT
fcis-2966	307	25	2019	2019	NUM
fcis-2966	307	26	)	)	PUNCT
fcis-2966	307	27	.	.	PUNCT
fcis-2966	308	1	data	datum	NOUN
fcis-2966	308	2	analytics	analytic	NOUN
fcis-2966	308	3	to	to	PART
fcis-2966	308	4	reduce	reduce	VERB
fcis-2966	308	5	stop	stop	VERB
fcis-2966	308	6	-	-	PUNCT
fcis-2966	308	7	onfail	onfail	NOUN
fcis-2966	308	8	test	test	NOUN
fcis-2966	308	9	in	in	ADP
fcis-2966	308	10	electronic	electronic	ADJ
fcis-2966	308	11	manufacturing	manufacturing	NOUN
fcis-2966	308	12	.	.	PUNCT
fcis-2966	309	1	open	open	ADJ
fcis-2966	309	2	computer	computer	NOUN
fcis-2966	309	3	science	science	NOUN
fcis-2966	309	4	,	,	PUNCT
fcis-2966	309	5	9	9	NUM
fcis-2966	309	6	,	,	PUNCT
fcis-2966	309	7	p.200	p.200	NOUN
fcis-2966	309	8	-	-	PUNCT
fcis-2966	309	9	211	211	NUM
fcis-2966	309	10	.	.	PUNCT
fcis-2966	310	1	[	[	X
fcis-2966	310	2	28	28	NUM
fcis-2966	310	3	]	]	X
fcis-2966	310	4	huang	huang	PROPN
fcis-2966	310	5	,	,	PUNCT
fcis-2966	310	6	j.	j.	PROPN
fcis-2966	310	7	,	,	PUNCT
fcis-2966	310	8	segura	segura	PROPN
fcis-2966	310	9	,	,	PUNCT
fcis-2966	310	10	l.	l.	PROPN
fcis-2966	310	11	,	,	PUNCT
fcis-2966	310	12	wang	wang	PROPN
fcis-2966	310	13	,	,	PUNCT
fcis-2966	310	14	t.	t.	PROPN
fcis-2966	310	15	,	,	PUNCT
fcis-2966	310	16	zhao	zhao	PROPN
fcis-2966	310	17	,	,	PUNCT
fcis-2966	310	18	g.	g.	PROPN
fcis-2966	310	19	,	,	PUNCT
fcis-2966	310	20	sun	sun	PROPN
fcis-2966	310	21	,	,	PUNCT
fcis-2966	310	22	h.	h.	PROPN
fcis-2966	310	23	,	,	PUNCT
fcis-2966	310	24	&	&	CCONJ
fcis-2966	310	25	zhou	zhou	PROPN
fcis-2966	310	26	,	,	PUNCT
fcis-2966	310	27	c.	c.	PROPN
fcis-2966	310	28	(	(	PUNCT
fcis-2966	310	29	2020	2020	NUM
fcis-2966	310	30	)	)	PUNCT
fcis-2966	310	31	.	.	PUNCT
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fcis-2966	311	2	learning	learning	NOUN
fcis-2966	311	3	for	for	ADP
fcis-2966	311	4	droplet	droplet	ADJ
fcis-2966	311	5	evolution	evolution	NOUN
fcis-2966	311	6	prediction	prediction	NOUN
fcis-2966	311	7	and	and	CCONJ
fcis-2966	311	8	process	process	NOUN
fcis-2966	311	9	dynamics	dynamic	NOUN
fcis-2966	311	10	understanding	understanding	NOUN
fcis-2966	311	11	in	in	ADP
fcis-2966	311	12	inkjet	inkjet	NOUN
fcis-2966	311	13	printing	printing	NOUN
fcis-2966	311	14	.	.	PUNCT
fcis-2966	311	15	additive	additive	ADJ
fcis-2966	311	16	manufacturing	manufacturing	NOUN
fcis-2966	311	17	,	,	PUNCT
fcis-2966	311	18	35	35	NUM
fcis-2966	311	19	,	,	PUNCT
fcis-2966	311	20	101197	101197	NUM
fcis-2966	311	21	.	.	PUNCT
fcis-2966	312	1	[	[	X
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fcis-2966	312	3	]	]	X
fcis-2966	312	4	jung	jung	PROPN
fcis-2966	312	5	,	,	PUNCT
fcis-2966	312	6	y	y	PROPN
fcis-2966	312	7	-	-	PUNCT
fcis-2966	312	8	s.	s.	PROPN
fcis-2966	312	9	,	,	PUNCT
fcis-2966	312	10	&	&	CCONJ
fcis-2966	312	11	chang	chang	PROPN
fcis-2966	312	12	,	,	PUNCT
fcis-2966	312	13	t	t	PROPN
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fcis-2966	312	16	(	(	PUNCT
fcis-2966	312	17	2018	2018	NUM
fcis-2966	312	18	)	)	PUNCT
fcis-2966	312	19	.	.	PUNCT
fcis-2966	313	1	text	text	NOUN
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fcis-2966	313	7	about	about	ADP
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fcis-2966	313	10	.	.	PUNCT
fcis-2966	314	1	icic	icic	PROPN
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fcis-2966	314	3	letters	letter	NOUN
fcis-2966	314	4	,	,	PUNCT
fcis-2966	314	5	part	part	NOUN
fcis-2966	314	6	b	b	NOUN
fcis-2966	314	7	:	:	PUNCT
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fcis-2966	314	9	,	,	PUNCT
fcis-2966	314	10	9(6	9(6	NUM
fcis-2966	314	11	)	)	PUNCT
fcis-2966	314	12	,	,	PUNCT
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fcis-2966	314	14	-	-	PUNCT
fcis-2966	314	15	565	565	NUM
fcis-2966	314	16	.	.	PUNCT
fcis-2966	315	1	[	[	X
fcis-2966	315	2	30	30	NUM
fcis-2966	315	3	]	]	X
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fcis-2966	315	5	,	,	PUNCT
fcis-2966	315	6	d.	d.	PROPN
fcis-2966	315	7	,	,	PUNCT
fcis-2966	315	8	cioara	cioara	NOUN
fcis-2966	315	9	,	,	PUNCT
fcis-2966	315	10	t.	t.	PROPN
fcis-2966	315	11	,	,	PUNCT
fcis-2966	315	12	anghel	anghel	PROPN
fcis-2966	315	13	,	,	PUNCT
fcis-2966	315	14	i.	i.	PROPN
fcis-2966	315	15	,	,	PUNCT
fcis-2966	315	16	&	&	CCONJ
fcis-2966	315	17	salomie	salomie	PROPN
fcis-2966	315	18	,	,	PUNCT
fcis-2966	315	19	i.	i.	PROPN
fcis-2966	315	20	(	(	PUNCT
fcis-2966	315	21	2017	2017	NUM
fcis-2966	315	22	)	)	PUNCT
fcis-2966	315	23	.	.	PUNCT
fcis-2966	316	1	machine	machine	NOUN
fcis-2966	316	2	learning	learn	VERB
fcis-2966	316	3	for	for	ADP
fcis-2966	316	4	sensor	sensor	NOUN
fcis-2966	316	5	-	-	PUNCT
fcis-2966	316	6	based	base	VERB
fcis-2966	316	7	manufacturing	manufacturing	NOUN
fcis-2966	316	8	processes	process	NOUN
fcis-2966	316	9	.	.	PUNCT
fcis-2966	317	1	in	in	ADP
fcis-2966	317	2	proceedings	proceeding	NOUN
fcis-2966	317	3	of	of	ADP
fcis-2966	317	4	the	the	DET
fcis-2966	317	5	13th	13th	ADJ
fcis-2966	317	6	ieee	ieee	NOUN
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fcis-2966	317	8	conference	conference	NOUN
fcis-2966	317	9	on	on	ADP
fcis-2966	317	10	intelligent	intelligent	ADJ
fcis-2966	317	11	computer	computer	NOUN
fcis-2966	317	12	communication	communication	NOUN
fcis-2966	317	13	and	and	CCONJ
fcis-2966	317	14	processing	processing	NOUN
fcis-2966	317	15	(	(	PUNCT
fcis-2966	317	16	iccp	iccp	ADV
fcis-2966	317	17	)	)	PUNCT
fcis-2966	317	18	,	,	PUNCT
fcis-2966	317	19	cluj	cluj	NOUN
fcis-2966	317	20	-	-	PUNCT
fcis-2966	317	21	napoca	napoca	PROPN
fcis-2966	317	22	,	,	PUNCT
fcis-2966	317	23	romania	romania	PROPN
fcis-2966	317	24	,	,	PUNCT
fcis-2966	317	25	7	7	NUM
fcis-2966	317	26	-	-	SYM
fcis-2966	317	27	9	9	NUM
fcis-2966	317	28	sept	sept	NOUN
fcis-2966	317	29	.	.	PROPN
fcis-2966	317	30	2017	2017	NUM
fcis-2966	317	31	,	,	PUNCT
fcis-2966	317	32	(	(	PUNCT
fcis-2966	317	33	pp	pp	ADV
fcis-2966	317	34	.	.	PUNCT
fcis-2966	317	35	147	147	NUM
fcis-2966	317	36	-	-	SYM
fcis-2966	317	37	154	154	NUM
fcis-2966	317	38	)	)	PUNCT
fcis-2966	317	39	.	.	PUNCT
fcis-2966	318	1	[	[	X
fcis-2966	318	2	31	31	NUM
fcis-2966	318	3	]	]	X
fcis-2966	318	4	jong	jong	PROPN
fcis-2966	318	5	de	de	PROPN
fcis-2966	318	6	,	,	PUNCT
fcis-2966	318	7	w.	w.	PROPN
fcis-2966	318	8	a.	a.	PROPN
fcis-2966	318	9	,	,	PUNCT
fcis-2966	318	10	rubrico	rubrico	PROPN
fcis-2966	318	11	,	,	PUNCT
fcis-2966	318	12	j.	j.	PROPN
fcis-2966	318	13	,	,	PUNCT
fcis-2966	318	14	adachi	adachi	PROPN
fcis-2966	318	15	,	,	PUNCT
fcis-2966	318	16	m.	m.	NOUN
fcis-2966	318	17	,	,	PUNCT
fcis-2966	318	18	nakamura	nakamura	NOUN
fcis-2966	318	19	,	,	PUNCT
fcis-2966	318	20	t.	t.	PROPN
fcis-2966	318	21	,	,	PUNCT
fcis-2966	318	22	&	&	CCONJ
fcis-2966	318	23	ota	ota	PROPN
fcis-2966	318	24	,	,	PUNCT
fcis-2966	318	25	j.	j.	PROPN
fcis-2966	318	26	(	(	PUNCT
fcis-2966	318	27	2017	2017	NUM
fcis-2966	318	28	)	)	PUNCT
fcis-2966	318	29	.	.	PUNCT
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fcis-2966	319	2	data	datum	NOUN
fcis-2966	319	3	in	in	ADP
fcis-2966	319	4	automation	automation	NOUN
fcis-2966	319	5	:	:	PUNCT
fcis-2966	319	6	towards	towards	ADP
fcis-2966	319	7	generalized	generalize	VERB
fcis-2966	319	8	makespan	makespan	NOUN
fcis-2966	319	9	estimation	estimation	NOUN
fcis-2966	319	10	in	in	ADP
fcis-2966	319	11	shop	shop	NOUN
fcis-2966	319	12	scheduling	scheduling	NOUN
fcis-2966	319	13	problems	problem	NOUN
fcis-2966	319	14	.	.	PUNCT
fcis-2966	320	1	in	in	ADP
fcis-2966	320	2	proceedings	proceeding	NOUN
fcis-2966	320	3	of	of	ADP
fcis-2966	320	4	the	the	DET
fcis-2966	320	5	13th	13th	ADJ
fcis-2966	320	6	ieee	ieee	NOUN
fcis-2966	320	7	conference	conference	NOUN
fcis-2966	320	8	on	on	ADP
fcis-2966	320	9	automation	automation	NOUN
fcis-2966	320	10	science	science	NOUN
fcis-2966	320	11	and	and	CCONJ
fcis-2966	320	12	engineering	engineering	NOUN
fcis-2966	320	13	(	(	PUNCT
fcis-2966	320	14	case	case	NOUN
fcis-2966	320	15	)	)	PUNCT
fcis-2966	320	16	,	,	PUNCT
fcis-2966	320	17	xi'an	xi'an	PROPN
fcis-2966	320	18	,	,	PUNCT
fcis-2966	320	19	china	china	PROPN
fcis-2966	320	20	,	,	PUNCT
fcis-2966	320	21	august	august	PROPN
fcis-2966	320	22	20	20	NUM
fcis-2966	320	23	-	-	SYM
fcis-2966	320	24	23	23	NUM
fcis-2966	320	25	,	,	PUNCT
fcis-2966	320	26	2017	2017	NUM
fcis-2966	320	27	,	,	PUNCT
fcis-2966	320	28	(	(	PUNCT
fcis-2966	320	29	pp	pp	ADV
fcis-2966	320	30	.	.	PUNCT
fcis-2966	320	31	1516	1516	NUM
fcis-2966	320	32	-	-	SYM
fcis-2966	320	33	1521	1521	NUM
fcis-2966	320	34	)	)	PUNCT
fcis-2966	320	35	.	.	PUNCT
fcis-2966	321	1	[	[	X
fcis-2966	321	2	32	32	NUM
fcis-2966	321	3	]	]	SYM
fcis-2966	321	4	kao	kao	PROPN
fcis-2966	321	5	,	,	PUNCT
fcis-2966	321	6	h.	h.	PROPN
fcis-2966	321	7	,	,	PUNCT
fcis-2966	321	8	hsieh	hsieh	PROPN
fcis-2966	321	9	,	,	PUNCT
fcis-2966	321	10	y.	y.	PROPN
fcis-2966	321	11	,	,	PUNCT
fcis-2966	321	12	chen	chen	PROPN
fcis-2966	321	13	,	,	PUNCT
fcis-2966	321	14	c.	c.	PROPN
fcis-2966	321	15	,	,	PUNCT
fcis-2966	321	16	&	&	CCONJ
fcis-2966	321	17	lee	lee	PROPN
fcis-2966	321	18	,	,	PUNCT
fcis-2966	321	19	j.	j.	PROPN
fcis-2966	321	20	(	(	PUNCT
fcis-2966	321	21	2017	2017	NUM
fcis-2966	321	22	)	)	PUNCT
fcis-2966	321	23	.	.	PUNCT
fcis-2966	322	1	quality	quality	NOUN
fcis-2966	322	2	prediction	prediction	NOUN
fcis-2966	322	3	modeling	modeling	NOUN
fcis-2966	322	4	for	for	ADP
fcis-2966	322	5	multistage	multistage	NOUN
fcis-2966	322	6	manufacturing	manufacturing	NOUN
fcis-2966	322	7	based	base	VERB
fcis-2966	322	8	on	on	ADP
fcis-2966	322	9	classification	classification	NOUN
fcis-2966	322	10	and	and	CCONJ
fcis-2966	322	11	association	association	NOUN
fcis-2966	322	12	rule	rule	NOUN
fcis-2966	322	13	mining	mining	NOUN
fcis-2966	322	14	.	.	PUNCT
fcis-2966	323	1	in	in	ADP
fcis-2966	323	2	proceedings	proceeding	NOUN
fcis-2966	323	3	of	of	ADP
fcis-2966	323	4	the	the	DET
fcis-2966	323	5	2nd	2nd	ADJ
fcis-2966	323	6	international	international	ADJ
fcis-2966	323	7	conference	conference	NOUN
fcis-2966	323	8	on	on	ADP
fcis-2966	323	9	precision	precision	NOUN
fcis-2966	323	10	machinery	machinery	NOUN
fcis-2966	323	11	and	and	CCONJ
fcis-2966	323	12	manufacturing	manufacturing	NOUN
fcis-2966	323	13	technology	technology	NOUN
fcis-2966	323	14	,	,	PUNCT
fcis-2966	323	15	icpmmt	icpmmt	VERB
fcis-2966	323	16	2017	2017	NUM
fcis-2966	323	17	,	,	PUNCT
fcis-2966	323	18	pingtung	pingtung	PROPN
fcis-2966	323	19	,	,	PUNCT
fcis-2966	323	20	taiwan	taiwan	PROPN
fcis-2966	323	21	,	,	PUNCT
fcis-2966	323	22	19	19	NUM
fcis-2966	323	23	-	-	SYM
fcis-2966	323	24	21	21	NUM
fcis-2966	323	25	may	may	PROPN
fcis-2966	323	26	2017	2017	NUM
fcis-2966	323	27	,	,	PUNCT
fcis-2966	323	28	matec	matec	ADJ
fcis-2966	323	29	web	web	NOUN
fcis-2966	323	30	of	of	ADP
fcis-2966	323	31	conferences	conference	NOUN
fcis-2966	323	32	,	,	PUNCT
fcis-2966	323	33	123	123	NUM
fcis-2966	323	34	,	,	PUNCT
fcis-2966	323	35	21	21	NUM
fcis-2966	323	36	september	september	PROPN
fcis-2966	323	37	2017	2017	NUM
fcis-2966	323	38	.	.	PUNCT
fcis-2966	324	1	[	[	X
fcis-2966	324	2	33	33	NUM
fcis-2966	324	3	]	]	X
fcis-2966	324	4	kim	kim	PROPN
fcis-2966	324	5	,	,	PUNCT
fcis-2966	324	6	a.	a.	PROPN
fcis-2966	324	7	,	,	PUNCT
fcis-2966	324	8	oh	oh	INTJ
fcis-2966	324	9	,	,	PUNCT
fcis-2966	324	10	k.	k.	PROPN
fcis-2966	324	11	,	,	PUNCT
fcis-2966	324	12	jung	jung	PROPN
fcis-2966	324	13	,	,	PUNCT
fcis-2966	324	14	j.	j.	PROPN
fcis-2966	324	15	,	,	PUNCT
fcis-2966	324	16	&	&	CCONJ
fcis-2966	324	17	kim	kim	PROPN
fcis-2966	324	18	,	,	PUNCT
fcis-2966	324	19	b.	b.	PROPN
fcis-2966	324	20	(	(	PUNCT
fcis-2966	324	21	2018	2018	NUM
fcis-2966	324	22	)	)	PUNCT
fcis-2966	324	23	.	.	PUNCT
fcis-2966	325	1	imbalanced	imbalanced	ADJ
fcis-2966	325	2	classification	classification	NOUN
fcis-2966	325	3	of	of	ADP
fcis-2966	325	4	manufacturing	manufacture	VERB
fcis-2966	325	5	quality	quality	NOUN
fcis-2966	325	6	conditions	condition	NOUN
fcis-2966	325	7	using	use	VERB
fcis-2966	325	8	costsensitive	costsensitive	ADJ
fcis-2966	325	9	decision	decision	NOUN
fcis-2966	325	10	tree	tree	NOUN
fcis-2966	325	11	ensembles	ensemble	NOUN
fcis-2966	325	12	.	.	PUNCT
fcis-2966	326	1	international	international	ADJ
fcis-2966	326	2	journal	journal	PROPN
fcis-2966	326	3	of	of	ADP
fcis-2966	326	4	computer	computer	NOUN
fcis-2966	326	5	integrated	integrate	VERB
fcis-2966	326	6	manufacturing	manufacturing	NOUN
fcis-2966	326	7	.	.	PUNCT
fcis-2966	327	1	31(8	31(8	NUM
fcis-2966	327	2	)	)	PUNCT
fcis-2966	327	3	,	,	PUNCT
fcis-2966	327	4	p.701	p.701	NOUN
fcis-2966	327	5	-	-	SYM
fcis-2966	327	6	171	171	NUM
fcis-2966	327	7	.	.	PUNCT
fcis-2966	328	1	[	[	X
fcis-2966	328	2	34	34	NUM
fcis-2966	328	3	]	]	X
fcis-2966	328	4	lee	lee	PROPN
fcis-2966	328	5	,	,	PUNCT
fcis-2966	328	6	h.	h.	PROPN
fcis-2966	328	7	,	,	PUNCT
fcis-2966	328	8	kim	kim	PROPN
fcis-2966	328	9	,	,	PUNCT
fcis-2966	328	10	y.	y.	PROPN
fcis-2966	328	11	,	,	PUNCT
fcis-2966	328	12	&	&	CCONJ
fcis-2966	328	13	kim	kim	PROPN
fcis-2966	328	14	,	,	PUNCT
fcis-2966	328	15	c.	c.	PROPN
fcis-2966	328	16	(	(	PUNCT
fcis-2966	328	17	2017	2017	NUM
fcis-2966	328	18	)	)	PUNCT
fcis-2966	328	19	.	.	PUNCT
fcis-2966	329	1	a	a	DET
fcis-2966	329	2	deep	deep	ADJ
fcis-2966	329	3	learning	learning	NOUN
fcis-2966	329	4	model	model	NOUN
fcis-2966	329	5	for	for	ADP
fcis-2966	329	6	robust	robust	ADJ
fcis-2966	329	7	wafer	wafer	NOUN
fcis-2966	329	8	fault	fault	NOUN
fcis-2966	329	9	monitoring	monitoring	NOUN
fcis-2966	329	10	with	with	ADP
fcis-2966	329	11	sensor	sensor	NOUN
fcis-2966	329	12	measurement	measurement	NOUN
fcis-2966	329	13	noise	noise	NOUN
fcis-2966	329	14	.	.	PUNCT
fcis-2966	330	1	ieee	ieee	NOUN
fcis-2966	330	2	transactions	transaction	NOUN
fcis-2966	330	3	on	on	ADP
fcis-2966	330	4	semiconductor	semiconductor	NOUN
fcis-2966	330	5	manufacturing	manufacturing	NOUN
fcis-2966	330	6	,	,	PUNCT
fcis-2966	330	7	30(1	30(1	NUM
fcis-2966	330	8	)	)	PUNCT
fcis-2966	330	9	,	,	PUNCT
fcis-2966	330	10	february	february	PROPN
fcis-2966	330	11	2017	2017	NUM
fcis-2966	330	12	,	,	PUNCT
fcis-2966	330	13	article	article	NOUN
fcis-2966	330	14	number	number	NOUN
fcis-2966	330	15	7744687	7744687	NUM
fcis-2966	330	16	,	,	PUNCT
fcis-2966	330	17	p.23	p.23	NOUN
fcis-2966	330	18	-	-	X
fcis-2966	330	19	31	31	NUM
fcis-2966	330	20	.	.	PUNCT
fcis-2966	331	1	[	[	X
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fcis-2966	331	3	]	]	X
fcis-2966	331	4	lei	lei	PROPN
fcis-2966	331	5	,	,	PUNCT
fcis-2966	331	6	q.	q.	PROPN
fcis-2966	331	7	,	,	PUNCT
fcis-2966	331	8	shao	shao	PROPN
fcis-2966	331	9	bo	bo	PROPN
fcis-2966	331	10	,	,	PUNCT
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fcis-2966	331	12	,	,	PUNCT
fcis-2966	331	13	&	&	CCONJ
fcis-2966	331	14	jing	jing	PROPN
fcis-2966	331	15	kun	kun	PROPN
fcis-2966	331	16	,	,	PUNCT
fcis-2966	331	17	c.	c.	PROPN
fcis-2966	331	18	(	(	PUNCT
fcis-2966	331	19	2017	2017	NUM
fcis-2966	331	20	)	)	PUNCT
fcis-2966	331	21	.	.	PUNCT
fcis-2966	332	1	online	online	ADJ
fcis-2966	332	2	monitoring	monitoring	NOUN
fcis-2966	332	3	of	of	ADP
fcis-2966	332	4	manufacturing	manufacturing	NOUN
fcis-2966	332	5	process	process	NOUN
fcis-2966	332	6	based	base	VERB
fcis-2966	332	7	on	on	ADP
fcis-2966	332	8	autocep	autocep	NOUN
fcis-2966	332	9	.	.	PUNCT
fcis-2966	333	1	international	international	ADJ
fcis-2966	333	2	journal	journal	NOUN
fcis-2966	333	3	of	of	ADP
fcis-2966	333	4	online	online	ADJ
fcis-2966	333	5	engineering	engineering	NOUN
fcis-2966	333	6	,	,	PUNCT
fcis-2966	333	7	13(6	13(6	PROPN
fcis-2966	333	8	)	)	PUNCT
fcis-2966	333	9	,	,	PUNCT
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fcis-2966	333	11	-	-	ADJ
fcis-2966	333	12	34	34	NUM
fcis-2966	333	13	.	.	PUNCT
fcis-2966	334	1	[	[	X
fcis-2966	334	2	36	36	NUM
fcis-2966	334	3	]	]	X
fcis-2966	334	4	zhao	zhao	PROPN
fcis-2966	334	5	,	,	PUNCT
fcis-2966	334	6	r.	r.	PROPN
fcis-2966	334	7	,	,	PUNCT
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fcis-2966	334	9	,	,	PUNCT
fcis-2966	334	10	r.	r.	PROPN
fcis-2966	334	11	,	,	PUNCT
fcis-2966	334	12	chen	chen	PROPN
fcis-2966	334	13	,	,	PUNCT
fcis-2966	334	14	z.	z.	PROPN
fcis-2966	334	15	,	,	PUNCT
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fcis-2966	334	17	,	,	PUNCT
fcis-2966	334	18	k.	k.	PROPN
fcis-2966	334	19	,	,	PUNCT
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fcis-2966	334	21	,	,	PUNCT
fcis-2966	334	22	p.	p.	PROPN
fcis-2966	334	23	,	,	PUNCT
fcis-2966	334	24	&	&	CCONJ
fcis-2966	334	25	gao	gao	PROPN
fcis-2966	334	26	,	,	PUNCT
fcis-2966	334	27	r.	r.	PROPN
fcis-2966	334	28	(	(	PUNCT
fcis-2966	334	29	2019	2019	NUM
fcis-2966	334	30	)	)	PUNCT
fcis-2966	334	31	.	.	PUNCT
fcis-2966	335	1	deep	deep	ADJ
fcis-2966	335	2	learning	learning	NOUN
fcis-2966	335	3	and	and	CCONJ
fcis-2966	335	4	its	its	PRON
fcis-2966	335	5	applications	application	NOUN
fcis-2966	335	6	to	to	PART
fcis-2966	335	7	machine	machine	VERB
fcis-2966	335	8	health	health	NOUN
fcis-2966	335	9	monitoring	monitoring	NOUN
fcis-2966	335	10	.	.	PUNCT
fcis-2966	336	1	mechanical	mechanical	ADJ
fcis-2966	336	2	systems	system	NOUN
fcis-2966	336	3	and	and	CCONJ
fcis-2966	336	4	signal	signal	VERB
fcis-2966	336	5	processing,115	processing,115	PROPN
fcis-2966	336	6	,	,	PUNCT
fcis-2966	336	7	p.213	p.213	NOUN
fcis-2966	336	8	-	-	SYM
fcis-2966	336	9	237	237	NUM
fcis-2966	336	10	.	.	PUNCT
fcis-2966	337	1	[	[	X
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fcis-2966	337	4	zhang	zhang	PROPN
fcis-2966	337	5	,	,	PUNCT
fcis-2966	337	6	x.	x.	PROPN
fcis-2966	337	7	,	,	PUNCT
fcis-2966	337	8	kano	kano	PROPN
fcis-2966	337	9	,	,	PUNCT
fcis-2966	337	10	m.	m.	NOUN
fcis-2966	337	11	,	,	PUNCT
fcis-2966	337	12	tani	tani	NOUN
fcis-2966	337	13	,	,	PUNCT
fcis-2966	337	14	m.	m.	NOUN
fcis-2966	337	15	,	,	PUNCT
fcis-2966	337	16	mori	mori	PROPN
fcis-2966	337	17	,	,	PUNCT
fcis-2966	337	18	j.	j.	PROPN
fcis-2966	337	19	,	,	PUNCT
fcis-2966	337	20	ise	ise	PROPN
fcis-2966	337	21	,	,	PUNCT
fcis-2966	337	22	j.	j.	PROPN
fcis-2966	337	23	,	,	PUNCT
fcis-2966	337	24	&	&	CCONJ
fcis-2966	337	25	harada	harada	PROPN
fcis-2966	337	26	,	,	PUNCT
fcis-2966	337	27	k.	k.	PROPN
fcis-2966	337	28	(	(	PUNCT
fcis-2966	337	29	2020	2020	NUM
fcis-2966	337	30	)	)	PUNCT
fcis-2966	337	31	.	.	PUNCT
fcis-2966	338	1	prediction	prediction	NOUN
fcis-2966	338	2	and	and	CCONJ
fcis-2966	338	3	causal	causal	ADJ
fcis-2966	338	4	analysis	analysis	NOUN
fcis-2966	338	5	of	of	ADP
fcis-2966	338	6	defects	defect	NOUN
fcis-2966	338	7	in	in	ADP
fcis-2966	338	8	steel	steel	NOUN
fcis-2966	338	9	products	product	NOUN
fcis-2966	338	10	:	:	PUNCT
fcis-2966	338	11	handling	handle	VERB
fcis-2966	338	12	nonnegative	nonnegative	ADJ
fcis-2966	338	13	and	and	CCONJ
fcis-2966	338	14	highly	highly	ADV
fcis-2966	338	15	overdispersed	overdisperse	VERB
fcis-2966	338	16	count	count	NOUN
fcis-2966	338	17	data	datum	NOUN
fcis-2966	338	18	.	.	PUNCT
fcis-2966	339	1	control	control	NOUN
fcis-2966	339	2	engineering	engineering	NOUN
fcis-2966	339	3	practice	practice	NOUN
fcis-2966	339	4	,	,	PUNCT
fcis-2966	339	5	95	95	NUM
fcis-2966	339	6	.	.	PUNCT
fcis-2966	340	1	[	[	X
fcis-2966	340	2	38	38	NUM
fcis-2966	340	3	]	]	X
fcis-2966	340	4	wen	wen	PROPN
fcis-2966	340	5	,	,	PUNCT
fcis-2966	340	6	l.	l.	PROPN
fcis-2966	340	7	,	,	PUNCT
fcis-2966	340	8	gao	gao	PROPN
fcis-2966	340	9	,	,	PUNCT
fcis-2966	340	10	l.	l.	PROPN
fcis-2966	340	11	,	,	PUNCT
fcis-2966	340	12	&	&	CCONJ
fcis-2966	340	13	li	li	PROPN
fcis-2966	340	14	,	,	PUNCT
fcis-2966	340	15	x.	x.	NOUN
fcis-2966	340	16	(	(	PUNCT
fcis-2966	340	17	2019	2019	NUM
fcis-2966	340	18	)	)	PUNCT
fcis-2966	340	19	.	.	PUNCT
fcis-2966	341	1	a	a	DET
fcis-2966	341	2	new	new	ADJ
fcis-2966	341	3	deep	deep	ADJ
fcis-2966	341	4	transfer	transfer	NOUN
fcis-2966	341	5	learning	learning	NOUN
fcis-2966	341	6	based	base	VERB
fcis-2966	341	7	on	on	ADP
fcis-2966	341	8	sparse	sparse	ADJ
fcis-2966	341	9	auto	auto	NOUN
fcis-2966	341	10	-	-	PUNCT
fcis-2966	341	11	encoder	encoder	NOUN
fcis-2966	341	12	for	for	ADP
fcis-2966	341	13	fault	fault	NOUN
fcis-2966	341	14	diagnosis	diagnosis	NOUN
fcis-2966	341	15	.	.	PUNCT
fcis-2966	342	1	ieee	ieee	NOUN
fcis-2966	342	2	transactions	transaction	NOUN
fcis-2966	342	3	on	on	ADP
fcis-2966	342	4	systems	system	NOUN
fcis-2966	342	5	,	,	PUNCT
fcis-2966	342	6	man	man	NOUN
fcis-2966	342	7	,	,	PUNCT
fcis-2966	342	8	and	and	CCONJ
fcis-2966	342	9	cybernetics	cybernetic	NOUN
fcis-2966	342	10	:	:	PUNCT
fcis-2966	342	11	systems,49(1	systems,49(1	PROPN
fcis-2966	342	12	)	)	PUNCT
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fcis-2966	342	15	-	-	SYM
fcis-2966	342	16	144	144	NUM
fcis-2966	342	17	.	.	PUNCT
fcis-2966	343	1	[	[	X
fcis-2966	343	2	39	39	NUM
fcis-2966	343	3	]	]	PUNCT
fcis-2966	343	4	wuest	wu	ADJ
fcis-2966	343	5	,	,	PUNCT
fcis-2966	343	6	t.	t.	PROPN
fcis-2966	343	7	,	,	PUNCT
fcis-2966	343	8	irgens	irgens	PROPN
fcis-2966	343	9	,	,	PUNCT
fcis-2966	343	10	c.	c.	PROPN
fcis-2966	343	11	,	,	PUNCT
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fcis-2966	343	18	)	)	PUNCT
fcis-2966	343	19	.	.	PUNCT
fcis-2966	344	1	an	an	DET
fcis-2966	344	2	approach	approach	NOUN
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fcis-2966	344	13	product	product	NOUN
fcis-2966	344	14	state	state	NOUN
fcis-2966	344	15	data	datum	NOUN
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fcis-2966	345	7	)	)	PUNCT
fcis-2966	345	8	,	,	PUNCT
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fcis-2966	345	10	.	.	PUNCT
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fcis-2966	346	3	]	]	X
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fcis-2966	346	11	,	,	PUNCT
fcis-2966	346	12	yu	yu	PROPN
fcis-2966	346	13	,	,	PUNCT
fcis-2966	346	14	r.	r.	PROPN
fcis-2966	346	15	,	,	PUNCT
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fcis-2966	346	23	y.	y.	PROPN
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fcis-2966	346	25	2019	2019	NUM
fcis-2966	346	26	)	)	PUNCT
fcis-2966	346	27	.	.	PUNCT
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fcis-2966	347	4	welders	welder	NOUN
fcis-2966	347	5	’	'	PUNCT
fcis-2966	347	6	operations	operation	NOUN
fcis-2966	347	7	in	in	ADP
fcis-2966	347	8	virtualş	virtualş	NOUN
fcis-2966	347	9	reality	reality	NOUN
fcis-2966	347	10	human	human	ADJ
fcis-2966	347	11	-	-	PUNCT
fcis-2966	347	12	robot	robot	NOUN
fcis-2966	347	13	interaction	interaction	NOUN
fcis-2966	347	14	.	.	PUNCT
fcis-2966	348	1	ieee	ieee	NOUN
fcis-2966	348	2	robotics	robotic	NOUN
fcis-2966	348	3	and	and	CCONJ
fcis-2966	348	4	automation	automation	NOUN
fcis-2966	348	5	letters	letter	NOUN
fcis-2966	348	6	,	,	PUNCT
fcis-2966	348	7	4(3	4(3	NUM
fcis-2966	348	8	)	)	PUNCT
fcis-2966	348	9	.	.	PUNCT
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fcis-2966	349	2	41	41	NUM
fcis-2966	349	3	]	]	X
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fcis-2966	349	14	,	,	PUNCT
fcis-2966	349	15	r.	r.	PROPN
fcis-2966	349	16	,	,	PUNCT
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fcis-2966	349	20	.	.	PROPN
fcis-2966	349	21	,	,	PUNCT
fcis-2966	349	22	kong	kong	PROPN
fcis-2966	349	23	,	,	PUNCT
fcis-2966	349	24	z.	z.	PROPN
fcis-2966	349	25	,	,	PUNCT
fcis-2966	349	26	&	&	CCONJ
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fcis-2966	349	28	,	,	PUNCT
fcis-2966	349	29	p.	p.	NOUN
fcis-2966	349	30	(	(	PUNCT
fcis-2966	349	31	2017	2017	NUM
fcis-2966	349	32	)	)	PUNCT
fcis-2966	349	33	.	.	PUNCT
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fcis-2966	350	2	the	the	DET
fcis-2966	350	3	dimensional	dimensional	ADJ
fcis-2966	350	4	variation	variation	NOUN
fcis-2966	350	5	in	in	ADP
fcis-2966	350	6	additive	additive	ADJ
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fcis-2966	350	8	parts	part	NOUN
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fcis-2966	350	11	-	-	PUNCT
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fcis-2966	350	14	point	point	NOUN
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fcis-2966	350	16	data	datum	NOUN
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fcis-2966	351	7	,	,	PUNCT
fcis-2966	351	8	transactions	transaction	NOUN
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fcis-2966	351	12	,	,	PUNCT
fcis-2966	351	13	139(9	139(9	NUM
fcis-2966	351	14	)	)	PUNCT
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fcis-2966	351	16	article	article	NOUN
fcis-2966	351	17	number	number	NOUN
fcis-2966	351	18	091005	091005	NUM
fcis-2966	351	19	.	.	PUNCT
fcis-2966	352	1	[	[	X
fcis-2966	352	2	42	42	NUM
fcis-2966	352	3	]	]	X
fcis-2966	352	4	tian	tian	PROPN
fcis-2966	352	5	,	,	PUNCT
fcis-2966	352	6	y.	y.	PROPN
fcis-2966	352	7	,	,	PUNCT
fcis-2966	352	8	fu	fu	PROPN
fcis-2966	352	9	,	,	PUNCT
fcis-2966	352	10	m.	m.	NOUN
fcis-2966	352	11	,	,	PUNCT
fcis-2966	352	12	&	&	CCONJ
fcis-2966	352	13	wu	wu	PROPN
fcis-2966	352	14	,	,	PUNCT
fcis-2966	352	15	f.	f.	PROPN
fcis-2966	352	16	(	(	PUNCT
fcis-2966	352	17	2015	2015	NUM
fcis-2966	352	18	)	)	PUNCT
fcis-2966	352	19	.	.	PUNCT
fcis-2966	353	1	steel	steel	NOUN
fcis-2966	353	2	plates	plate	NOUN
fcis-2966	353	3	fault	fault	VERB
fcis-2966	353	4	diagnosis	diagnosis	NOUN
fcis-2966	353	5	on	on	ADP
fcis-2966	353	6	the	the	DET
fcis-2966	353	7	basis	basis	NOUN
fcis-2966	353	8	of	of	ADP
fcis-2966	353	9	support	support	NOUN
fcis-2966	353	10	vector	vector	NOUN
fcis-2966	353	11	machines	machine	NOUN
fcis-2966	353	12	.	.	PUNCT
fcis-2966	354	1	neurocomputing,151(1	neurocomputing,151(1	NUM
fcis-2966	354	2	)	)	PUNCT
fcis-2966	354	3	,	,	PUNCT
fcis-2966	354	4	p.296	p.296	NOUN
fcis-2966	354	5	-	-	PUNCT
fcis-2966	354	6	303	303	NUM
fcis-2966	354	7	.	.	PUNCT
fcis-2966	355	1	[	[	X
fcis-2966	355	2	43	43	NUM
fcis-2966	355	3	]	]	X
fcis-2966	355	4	rostami	rostami	NOUN
fcis-2966	355	5	,	,	PUNCT
fcis-2966	355	6	h.	h.	PROPN
fcis-2966	355	7	,	,	PUNCT
fcis-2966	355	8	dantan	dantan	PROPN
fcis-2966	355	9	,	,	PUNCT
fcis-2966	355	10	j.	j.	PROPN
fcis-2966	355	11	,	,	PUNCT
fcis-2966	355	12	&	&	CCONJ
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fcis-2966	355	14	,	,	PUNCT
fcis-2966	355	15	l.	l.	PROPN
fcis-2966	355	16	(	(	PUNCT
fcis-2966	355	17	2015	2015	NUM
fcis-2966	355	18	)	)	PUNCT
fcis-2966	355	19	.	.	PUNCT
fcis-2966	356	1	review	review	NOUN
fcis-2966	356	2	of	of	ADP
fcis-2966	356	3	data	datum	NOUN
fcis-2966	356	4	mining	mining	NOUN
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fcis-2966	356	8	assessment	assessment	NOUN
fcis-2966	356	9	in	in	ADP
fcis-2966	356	10	manufacturing	manufacture	VERB
fcis-2966	356	11	industry	industry	NOUN
fcis-2966	356	12	:	:	PUNCT
fcis-2966	356	13	support	support	NOUN
fcis-2966	356	14	vector	vector	NOUN
fcis-2966	356	15	machines	machine	NOUN
fcis-2966	356	16	.	.	PUNCT
fcis-2966	357	1	international	international	ADJ
fcis-2966	357	2	journal	journal	PROPN
fcis-2966	357	3	of	of	ADP
fcis-2966	357	4	metrology	metrology	NOUN
fcis-2966	357	5	and	and	CCONJ
fcis-2966	357	6	quality	quality	NOUN
fcis-2966	357	7	engineering	engineering	NOUN
fcis-2966	357	8	,	,	PUNCT
fcis-2966	357	9	6	6	NUM
fcis-2966	357	10	,	,	PUNCT
fcis-2966	357	11	p.1	p.1	NOUN
fcis-2966	357	12	-	-	SYM
fcis-2966	357	13	18	18	NUM
fcis-2966	357	14	.	.	PUNCT