id	sid	tid	token	lemma	pos
alkej-816	1	1	4d6963726f736f667420576f7264202d20e6d3e420e6cf20c7cde3cf20e6cf20c7d3c7e3c920312d20203133	4d6963726f736f667420576f7264202d20e6d3e420e6cf20c7cde3cf20e6cf20c7d3c7e3c920312d20203133	PROPN
alkej-816	1	2	>	>	X
alkej-816	2	1	this	this	PRON
alkej-816	2	2	is	be	AUX
alkej-816	2	3	an	an	DET
alkej-816	2	4	open	open	ADJ
alkej-816	2	5	access	access	NOUN
alkej-816	2	6	article	article	NOUN
alkej-816	2	7	under	under	ADP
alkej-816	2	8	the	the	DET
alkej-816	2	9	cc	cc	NOUN
alkej-816	2	10	by	by	ADP
alkej-816	2	11	license	license	NOUN
alkej-816	2	12	:	:	PUNCT
alkej-816	2	13	al	al	PROPN
alkej-816	2	14	-	-	PUNCT
alkej-816	2	15	khwarizmi	khwarizmi	PROPN
alkej-816	2	16	engineering	engineering	PROPN
alkej-816	2	17	journal	journal	PROPN
alkej-816	2	18	al	al	PROPN
alkej-816	2	19	-	-	PUNCT
alkej-816	2	20	khwarizmi	khwarizmi	PROPN
alkej-816	2	21	engineering	engineering	NOUN
alkej-816	2	22	journal	journal	PROPN
alkej-816	2	23	,	,	PUNCT
alkej-816	2	24	vol	vol	NOUN
alkej-816	2	25	.	.	PROPN
alkej-816	2	26	19	19	NUM
alkej-816	2	27	,	,	PUNCT
alkej-816	2	28	no	no	INTJ
alkej-816	2	29	.	.	NOUN
alkej-816	2	30	1	1	NUM
alkej-816	2	31	,	,	PUNCT
alkej-816	2	32	march	march	PROPN
alkej-816	2	33	,	,	PUNCT
alkej-816	2	34	(	(	PUNCT
alkej-816	2	35	2023	2023	NUM
alkej-816	2	36	)	)	PUNCT
alkej-816	3	1	p.	p.	NOUN
alkej-816	3	2	p.	p.	NOUN
alkej-816	3	3	113	113	NUM
alkej-816	4	1	a	a	DET
alkej-816	4	2	methodology	methodology	NOUN
alkej-816	4	3	for	for	ADP
alkej-816	4	4	evaluating	evaluate	VERB
alkej-816	4	5	and	and	CCONJ
alkej-816	4	6	scheduling	schedule	VERB
alkej-816	4	7	preventive	preventive	ADJ
alkej-816	4	8	maintenance	maintenance	NOUN
alkej-816	4	9	for	for	ADP
alkej-816	4	10	a	a	DET
alkej-816	4	11	thermo	thermo	NOUN
alkej-816	4	12	-	-	PUNCT
alkej-816	4	13	electric	electric	ADJ
alkej-816	4	14	unit	unit	NOUN
alkej-816	4	15	using	use	VERB
alkej-816	4	16	artificial	artificial	ADJ
alkej-816	4	17	intelligence	intelligence	NOUN
alkej-816	4	18	wasan	wasan	PROPN
alkej-816	4	19	mahmood	mahmood	PROPN
alkej-816	4	20	ahmed	ahmed	PROPN
alkej-816	4	21	*	*	PROPN
alkej-816	4	22	ahmed	ahmed	PROPN
alkej-816	4	23	abdulrasool	abdulrasool	PROPN
alkej-816	4	24	ahmed	ahme	VERB
alkej-816	4	25	*	*	PROPN
alkej-816	4	26	*	*	PROPN
alkej-816	4	27	osamah	osamah	ADJ
alkej-816	4	28	fadhil	fadhil	PROPN
alkej-816	4	29	abdulateef	abdulateef	VERB
alkej-816	4	30	*	*	PUNCT
alkej-816	5	1	*	*	PUNCT
alkej-816	5	2	*	*	PUNCT
alkej-816	5	3	*	*	PUNCT
alkej-816	5	4	,	,	PUNCT
alkej-816	5	5	*	*	PUNCT
alkej-816	5	6	*	*	PUNCT
alkej-816	5	7	*	*	PUNCT
alkej-816	5	8	department	department	NOUN
alkej-816	5	9	of	of	ADP
alkej-816	5	10	automated	automate	VERB
alkej-816	5	11	manufacturing	manufacturing	NOUN
alkej-816	5	12	engineering	engineering	NOUN
alkej-816	5	13	/	/	SYM
alkej-816	5	14	al	al	PROPN
alkej-816	5	15	-	-	PUNCT
alkej-816	5	16	khwarizmi	khwarizmi	PROPN
alkej-816	5	17	college	college	NOUN
alkej-816	5	18	of	of	ADP
alkej-816	5	19	engineering	engineering	NOUN
alkej-816	5	20	/	/	SYM
alkej-816	5	21	university	university	PROPN
alkej-816	5	22	of	of	ADP
alkej-816	5	23	baghdad	baghdad	PROPN
alkej-816	5	24	,	,	PUNCT
alkej-816	5	25	/baghdad	/baghdad	ADJ
alkej-816	5	26	/	/	SYM
alkej-816	5	27	iraq	iraq	PROPN
alkej-816	5	28	*	*	PUNCT
alkej-816	5	29	*	*	PUNCT
alkej-816	5	30	department	department	NOUN
alkej-816	5	31	of	of	ADP
alkej-816	5	32	mechanical	mechanical	ADJ
alkej-816	5	33	engineering/	engineering/	NUM
alkej-816	5	34	college	college	NOUN
alkej-816	5	35	of	of	ADP
alkej-816	5	36	engineering/	engineering/	NUM
alkej-816	5	37	university	university	NOUN
alkej-816	5	38	of	of	ADP
alkej-816	5	39	baghdad/	baghdad/	NUM
alkej-816	5	40	baghdad/	baghdad/	NUM
alkej-816	5	41	iraq	iraq	PROPN
alkej-816	5	42	*	*	PUNCT
alkej-816	5	43	email	email	NOUN
alkej-816	5	44	:	:	PUNCT
alkej-816	5	45	wasanmahmood79@gmail.com	wasanmahmood79@gmail.com	X
alkej-816	5	46	*	*	NOUN
alkej-816	5	47	email	email	NOUN
alkej-816	5	48	:	:	PUNCT
alkej-816	5	49	dr.ahmed.a.ahmed@coeng.uobaghdad.edu.iq	dr.ahmed.a.ahmed@coeng.uobaghdad.edu.iq	NOUN
alkej-816	5	50	*	*	NOUN
alkej-816	5	51	email	email	NOUN
alkej-816	5	52	:	:	PUNCT
alkej-816	5	53	drosamah@kecbu.uobaghdad.edu.iq	drosamah@kecbu.uobaghdad.edu.iq	ADJ
alkej-816	5	54	)	)	PUNCT
alkej-816	5	55	2022	2022	NUM
alkej-816	5	56	october	october	PROPN
alkej-816	5	57	122022	122022	NUM
alkej-816	5	58	;	;	PUNCT
alkej-816	5	59	accepted	accept	VERB
alkej-816	5	60	augest	augest	NOUN
alkej-816	5	61	7	7	NUM
alkej-816	5	62	received	receive	VERB
alkej-816	5	63	(	(	PUNCT
alkej-816	5	64	https://doi.org/10.22153/kej.2023.10.001	https://doi.org/10.22153/kej.2023.10.001	DET
alkej-816	5	65	abstract	abstract	ADJ
alkej-816	5	66	flow	flow	NOUN
alkej-816	5	67	-	-	PUNCT
alkej-816	5	68	production	production	NOUN
alkej-816	5	69	systems	system	NOUN
alkej-816	5	70	whose	whose	DET
alkej-816	5	71	pieces	piece	NOUN
alkej-816	5	72	are	be	AUX
alkej-816	5	73	connected	connect	VERB
alkej-816	5	74	in	in	ADP
alkej-816	5	75	a	a	DET
alkej-816	5	76	row	row	NOUN
alkej-816	5	77	may	may	AUX
alkej-816	5	78	not	not	PART
alkej-816	5	79	have	have	VERB
alkej-816	5	80	maintenance	maintenance	NOUN
alkej-816	5	81	scheduling	scheduling	NOUN
alkej-816	5	82	procedures	procedure	NOUN
alkej-816	5	83	fixed	fix	VERB
alkej-816	5	84	because	because	SCONJ
alkej-816	5	85	problems	problem	NOUN
alkej-816	5	86	occur	occur	VERB
alkej-816	5	87	at	at	ADP
alkej-816	5	88	different	different	ADJ
alkej-816	5	89	times	time	NOUN
alkej-816	5	90	(	(	PUNCT
alkej-816	5	91	electricity	electricity	NOUN
alkej-816	5	92	plants	plant	NOUN
alkej-816	5	93	,	,	PUNCT
alkej-816	5	94	cement	cement	NOUN
alkej-816	5	95	plants	plant	NOUN
alkej-816	5	96	,	,	PUNCT
alkej-816	5	97	water	water	NOUN
alkej-816	5	98	desalination	desalination	NOUN
alkej-816	5	99	plants	plant	NOUN
alkej-816	5	100	)	)	PUNCT
alkej-816	5	101	.	.	PUNCT
alkej-816	6	1	contemporary	contemporary	ADJ
alkej-816	6	2	software	software	PROPN
alkej-816	6	3	and	and	CCONJ
alkej-816	6	4	artificial	artificial	ADJ
alkej-816	6	5	intelligence	intelligence	NOUN
alkej-816	6	6	(	(	PUNCT
alkej-816	6	7	ai	ai	NOUN
alkej-816	6	8	)	)	PUNCT
alkej-816	6	9	technologies	technology	NOUN
alkej-816	6	10	are	be	AUX
alkej-816	6	11	used	use	VERB
alkej-816	6	12	to	to	PART
alkej-816	6	13	fulfill	fulfill	VERB
alkej-816	6	14	the	the	DET
alkej-816	6	15	research	research	NOUN
alkej-816	6	16	objectives	objective	NOUN
alkej-816	6	17	by	by	ADP
alkej-816	6	18	developing	develop	VERB
alkej-816	6	19	a	a	DET
alkej-816	6	20	predictive	predictive	ADJ
alkej-816	6	21	maintenance	maintenance	NOUN
alkej-816	6	22	program	program	NOUN
alkej-816	6	23	.	.	PUNCT
alkej-816	7	1	the	the	DET
alkej-816	7	2	data	datum	NOUN
alkej-816	7	3	of	of	ADP
alkej-816	7	4	the	the	DET
alkej-816	7	5	fifth	fifth	ADJ
alkej-816	7	6	thermal	thermal	ADJ
alkej-816	7	7	unit	unit	NOUN
alkej-816	7	8	of	of	ADP
alkej-816	7	9	the	the	DET
alkej-816	7	10	power	power	NOUN
alkej-816	7	11	station	station	NOUN
alkej-816	7	12	for	for	ADP
alkej-816	7	13	the	the	DET
alkej-816	7	14	electricity	electricity	NOUN
alkej-816	7	15	of	of	ADP
alkej-816	7	16	al	al	PROPN
alkej-816	7	17	dora	dora	PROPN
alkej-816	7	18	/	/	SYM
alkej-816	7	19	baghdad	baghdad	PROPN
alkej-816	7	20	are	be	AUX
alkej-816	7	21	used	use	VERB
alkej-816	7	22	in	in	ADP
alkej-816	7	23	this	this	DET
alkej-816	7	24	study	study	NOUN
alkej-816	7	25	.	.	PUNCT
alkej-816	8	1	three	three	NUM
alkej-816	8	2	stages	stage	NOUN
alkej-816	8	3	of	of	ADP
alkej-816	8	4	research	research	NOUN
alkej-816	8	5	were	be	AUX
alkej-816	8	6	conducted	conduct	VERB
alkej-816	8	7	.	.	PUNCT
alkej-816	9	1	first	first	ADV
alkej-816	9	2	,	,	PUNCT
alkej-816	9	3	missing	miss	VERB
alkej-816	9	4	data	datum	NOUN
alkej-816	9	5	without	without	ADP
alkej-816	9	6	temporal	temporal	ADJ
alkej-816	9	7	sequences	sequence	NOUN
alkej-816	9	8	were	be	AUX
alkej-816	9	9	processed	process	VERB
alkej-816	9	10	.	.	PUNCT
alkej-816	10	1	the	the	DET
alkej-816	10	2	data	datum	NOUN
alkej-816	10	3	were	be	AUX
alkej-816	10	4	filled	fill	VERB
alkej-816	10	5	using	use	VERB
alkej-816	10	6	time	time	NOUN
alkej-816	10	7	series	series	PROPN
alkej-816	10	8	hour	hour	NOUN
alkej-816	10	9	after	after	ADP
alkej-816	10	10	hour	hour	NOUN
alkej-816	10	11	and	and	CCONJ
alkej-816	10	12	the	the	DET
alkej-816	10	13	times	time	NOUN
alkej-816	10	14	were	be	AUX
alkej-816	10	15	filled	fill	VERB
alkej-816	10	16	as	as	ADP
alkej-816	10	17	system	system	NOUN
alkej-816	10	18	working	work	VERB
alkej-816	10	19	hours	hour	NOUN
alkej-816	10	20	,	,	PUNCT
alkej-816	10	21	making	make	VERB
alkej-816	10	22	the	the	DET
alkej-816	10	23	volume	volume	NOUN
alkej-816	10	24	of	of	ADP
alkej-816	10	25	the	the	DET
alkej-816	10	26	data	datum	NOUN
alkej-816	10	27	relatively	relatively	ADV
alkej-816	10	28	high	high	ADJ
alkej-816	10	29	for	for	ADP
alkej-816	10	30	2015	2015	NUM
alkej-816	10	31	-	-	SYM
alkej-816	10	32	2016	2016	NUM
alkej-816	10	33	-	-	PUNCT
alkej-816	10	34	2017	2017	NUM
alkej-816	10	35	.	.	PUNCT
alkej-816	11	1	2018	2018	NUM
alkej-816	11	2	was	be	AUX
alkej-816	11	3	utilized	utilize	VERB
alkej-816	11	4	as	as	ADP
alkej-816	11	5	a	a	DET
alkej-816	11	6	test	test	NOUN
alkej-816	11	7	year	year	NOUN
alkej-816	11	8	to	to	PART
alkej-816	11	9	assess	assess	VERB
alkej-816	11	10	the	the	DET
alkej-816	11	11	modeling	modeling	NOUN
alkej-816	11	12	work	work	NOUN
alkej-816	11	13	and	and	CCONJ
alkej-816	11	14	validate	validate	VERB
alkej-816	11	15	the	the	DET
alkej-816	11	16	experimental	experimental	ADJ
alkej-816	11	17	results	result	NOUN
alkej-816	11	18	.	.	PUNCT
alkej-816	12	1	in	in	ADP
alkej-816	12	2	the	the	DET
alkej-816	12	3	second	second	ADJ
alkej-816	12	4	step	step	NOUN
alkej-816	12	5	,	,	PUNCT
alkej-816	12	6	the	the	DET
alkej-816	12	7	artificial	artificial	ADJ
alkej-816	12	8	neural	neural	ADJ
alkej-816	12	9	networks	network	NOUN
alkej-816	12	10	approach	approach	NOUN
alkej-816	12	11	employs	employ	VERB
alkej-816	12	12	the	the	DET
alkej-816	12	13	python	python	NOUN
alkej-816	12	14	program	program	NOUN
alkej-816	12	15	as	as	ADP
alkej-816	12	16	an	an	DET
alkej-816	12	17	ai	ai	NOUN
alkej-816	12	18	,	,	PUNCT
alkej-816	12	19	and	and	CCONJ
alkej-816	12	20	the	the	DET
alkej-816	12	21	affinity	affinity	NOUN
alkej-816	12	22	ratio	ratio	NOUN
alkej-816	12	23	of	of	ADP
alkej-816	12	24	real	real	ADJ
alkej-816	12	25	data	datum	NOUN
alkej-816	12	26	using	use	VERB
alkej-816	12	27	the	the	DET
alkej-816	12	28	performance	performance	NOUN
alkej-816	12	29	measurement	measurement	NOUN
alkej-816	12	30	of	of	ADP
alkej-816	12	31	the	the	DET
alkej-816	12	32	mean	mean	ADJ
alkej-816	12	33	absolute	absolute	ADJ
alkej-816	12	34	error	error	NOUN
alkej-816	12	35	(	(	PUNCT
alkej-816	12	36	mae	mae	PROPN
alkej-816	12	37	)	)	PUNCT
alkej-816	12	38	was	be	AUX
alkej-816	12	39	0.005	0.005	NUM
alkej-816	12	40	.	.	PUNCT
alkej-816	13	1	to	to	PART
alkej-816	13	2	improve	improve	VERB
alkej-816	13	3	and	and	CCONJ
alkej-816	13	4	reduce	reduce	VERB
alkej-816	13	5	the	the	DET
alkej-816	13	6	value	value	NOUN
alkej-816	13	7	of	of	ADP
alkej-816	13	8	absolute	absolute	ADJ
alkej-816	13	9	error	error	NOUN
alkej-816	13	10	,	,	PUNCT
alkej-816	13	11	the	the	DET
alkej-816	13	12	genetic	genetic	ADJ
alkej-816	13	13	algorithm	algorithm	NOUN
alkej-816	13	14	uses	use	VERB
alkej-816	13	15	the	the	DET
alkej-816	13	16	python	python	NOUN
alkej-816	13	17	program	program	NOUN
alkej-816	13	18	and	and	CCONJ
alkej-816	13	19	the	the	DET
alkej-816	13	20	convergence	convergence	NOUN
alkej-816	13	21	ratio	ratio	NOUN
alkej-816	13	22	became	become	VERB
alkej-816	13	23	0.001	0.001	NUM
alkej-816	13	24	.	.	PUNCT
alkej-816	14	1	it	it	PRON
alkej-816	14	2	inferred	infer	VERB
alkej-816	14	3	that	that	SCONJ
alkej-816	14	4	the	the	DET
alkej-816	14	5	algorithm	algorithm	NOUN
alkej-816	14	6	is	be	AUX
alkej-816	14	7	efficient	efficient	ADJ
alkej-816	14	8	in	in	ADP
alkej-816	14	9	improving	improve	VERB
alkej-816	14	10	results	result	NOUN
alkej-816	14	11	.	.	PUNCT
alkej-816	15	1	thus	thus	ADV
alkej-816	15	2	,	,	PUNCT
alkej-816	15	3	the	the	DET
alkej-816	15	4	genetic	genetic	ADJ
alkej-816	15	5	algorithm	algorithm	NOUN
alkej-816	15	6	provided	provide	VERB
alkej-816	15	7	better	well	ADJ
alkej-816	15	8	results	result	NOUN
alkej-816	15	9	with	with	ADP
alkej-816	15	10	fewer	few	ADJ
alkej-816	15	11	errors	error	NOUN
alkej-816	15	12	than	than	ADP
alkej-816	15	13	the	the	DET
alkej-816	15	14	neural	neural	ADJ
alkej-816	15	15	network	network	NOUN
alkej-816	15	16	alone	alone	ADV
alkej-816	15	17	.	.	PUNCT
alkej-816	16	1	this	this	PRON
alkej-816	16	2	concludes	conclude	VERB
alkej-816	16	3	that	that	SCONJ
alkej-816	16	4	the	the	DET
alkej-816	16	5	shown	show	VERB
alkej-816	16	6	network	network	NOUN
alkej-816	16	7	has	have	VERB
alkej-816	16	8	superior	superior	ADJ
alkej-816	16	9	performance	performance	NOUN
alkej-816	16	10	over	over	ADP
alkej-816	16	11	others	other	NOUN
alkej-816	16	12	and	and	CCONJ
alkej-816	16	13	the	the	DET
alkej-816	16	14	possibility	possibility	NOUN
alkej-816	16	15	of	of	ADP
alkej-816	16	16	its	its	PRON
alkej-816	16	17	long	long	ADJ
alkej-816	16	18	-	-	PUNCT
alkej-816	16	19	term	term	NOUN
alkej-816	16	20	predictions	prediction	NOUN
alkej-816	16	21	for	for	ADP
alkej-816	16	22	2030	2030	NUM
alkej-816	16	23	.	.	PUNCT
alkej-816	17	1	a	a	DET
alkej-816	17	2	sing	sing	NOUN
alkej-816	17	3	time	time	NOUN
alkej-816	17	4	series	series	PROPN
alkej-816	17	5	helped	helped	AUX
alkej-816	17	6	detect	detect	VERB
alkej-816	17	7	future	future	ADJ
alkej-816	17	8	cases	case	NOUN
alkej-816	17	9	by	by	ADP
alkej-816	17	10	reading	read	VERB
alkej-816	17	11	and	and	CCONJ
alkej-816	17	12	inferring	infer	VERB
alkej-816	17	13	system	system	NOUN
alkej-816	17	14	data	datum	NOUN
alkej-816	17	15	.	.	PUNCT
alkej-816	18	1	the	the	DET
alkej-816	18	2	development	development	NOUN
alkej-816	18	3	of	of	ADP
alkej-816	18	4	appropriate	appropriate	ADJ
alkej-816	18	5	work	work	NOUN
alkej-816	18	6	plans	plan	NOUN
alkej-816	18	7	will	will	AUX
alkej-816	18	8	lower	lower	VERB
alkej-816	18	9	internal	internal	ADJ
alkej-816	18	10	and	and	CCONJ
alkej-816	18	11	external	external	ADJ
alkej-816	18	12	expenses	expense	NOUN
alkej-816	18	13	of	of	ADP
alkej-816	18	14	the	the	DET
alkej-816	18	15	systems	system	NOUN
alkej-816	18	16	and	and	CCONJ
alkej-816	18	17	help	help	VERB
alkej-816	18	18	integrate	integrate	VERB
alkej-816	18	19	other	other	ADJ
alkej-816	18	20	capabilities	capability	NOUN
alkej-816	18	21	by	by	ADP
alkej-816	18	22	giving	give	VERB
alkej-816	18	23	correct	correct	ADJ
alkej-816	18	24	data	datum	NOUN
alkej-816	18	25	sources	source	NOUN
alkej-816	18	26	of	of	ADP
alkej-816	18	27	raw	raw	ADJ
alkej-816	18	28	materials	material	NOUN
alkej-816	18	29	,	,	PUNCT
alkej-816	18	30	costs	cost	NOUN
alkej-816	18	31	,	,	PUNCT
alkej-816	18	32	etc	etc	X
alkej-816	18	33	.	.	X
alkej-816	18	34	to	to	PART
alkej-816	18	35	facilitate	facilitate	VERB
alkej-816	18	36	prediction	prediction	NOUN
alkej-816	18	37	for	for	ADP
alkej-816	18	38	maintenance	maintenance	NOUN
alkej-816	18	39	workers	worker	NOUN
alkej-816	18	40	,	,	PUNCT
alkej-816	18	41	an	an	DET
alkej-816	18	42	interface	interface	NOUN
alkej-816	18	43	has	have	AUX
alkej-816	18	44	been	be	AUX
alkej-816	18	45	created	create	VERB
alkej-816	18	46	that	that	PRON
alkej-816	18	47	facilitates	facilitate	VERB
alkej-816	18	48	users	user	NOUN
alkej-816	18	49	to	to	PART
alkej-816	18	50	apply	apply	VERB
alkej-816	18	51	them	they	PRON
alkej-816	18	52	using	use	VERB
alkej-816	18	53	the	the	DET
alkej-816	18	54	python	python	NOUN
alkej-816	18	55	program	program	NOUN
alkej-816	18	56	represented	represent	VERB
alkej-816	18	57	by	by	ADP
alkej-816	18	58	entering	enter	VERB
alkej-816	18	59	the	the	DET
alkej-816	18	60	times	time	NOUN
alkej-816	18	61	,	,	PUNCT
alkej-816	18	62	an	an	DET
alkej-816	18	63	hour	hour	NOUN
alkej-816	18	64	,	,	PUNCT
alkej-816	18	65	a	a	DET
alkej-816	18	66	day	day	NOUN
alkej-816	18	67	,	,	PUNCT
alkej-816	18	68	a	a	DET
alkej-816	18	69	month	month	NOUN
alkej-816	18	70	,	,	PUNCT
alkej-816	18	71	a	a	DET
alkej-816	18	72	year	year	NOUN
alkej-816	18	73	,	,	PUNCT
alkej-816	18	74	to	to	PART
alkej-816	18	75	predict	predict	VERB
alkej-816	18	76	the	the	DET
alkej-816	18	77	type	type	NOUN
alkej-816	18	78	and	and	CCONJ
alkej-816	18	79	place	place	NOUN
alkej-816	18	80	of	of	ADP
alkej-816	18	81	failure	failure	NOUN
alkej-816	18	82	.	.	PUNCT
alkej-816	19	1	keywords	keyword	NOUN
alkej-816	19	2	:	:	PUNCT
alkej-816	19	3	maintenance	maintenance	NOUN
alkej-816	19	4	,	,	PUNCT
alkej-816	19	5	artificial	artificial	ADJ
alkej-816	19	6	intelligence	intelligence	NOUN
alkej-816	19	7	(	(	PUNCT
alkej-816	19	8	ai	ai	NOUN
alkej-816	19	9	)	)	PUNCT
alkej-816	19	10	,	,	PUNCT
alkej-816	19	11	python	python	NOUN
alkej-816	19	12	language	language	NOUN
alkej-816	19	13	.	.	PUNCT
alkej-816	20	1	1	1	X
alkej-816	20	2	.	.	X
alkej-816	20	3	introduction	introduction	NOUN
alkej-816	20	4	maintenance	maintenance	NOUN
alkej-816	20	5	ensures	ensure	VERB
alkej-816	20	6	that	that	SCONJ
alkej-816	20	7	equipment	equipment	NOUN
alkej-816	20	8	and	and	CCONJ
alkej-816	20	9	organisms	organism	NOUN
alkej-816	20	10	run	run	VERB
alkej-816	20	11	correctly	correctly	ADV
alkej-816	20	12	.	.	PUNCT
alkej-816	21	1	it	it	PRON
alkej-816	21	2	matches	match	VERB
alkej-816	21	3	technical	technical	ADJ
alkej-816	21	4	interventions	intervention	NOUN
alkej-816	21	5	to	to	ADP
alkej-816	21	6	the	the	DET
alkej-816	21	7	right	right	ADJ
alkej-816	21	8	opportunities	opportunity	NOUN
alkej-816	21	9	,	,	PUNCT
alkej-816	21	10	scope	scope	NOUN
alkej-816	21	11	,	,	PUNCT
alkej-816	21	12	and	and	CCONJ
alkej-816	21	13	technical	technical	ADJ
alkej-816	21	14	and	and	CCONJ
alkej-816	21	15	legal	legal	ADJ
alkej-816	21	16	criteria	criterion	NOUN
alkej-816	21	17	.	.	PUNCT
alkej-816	22	1	the	the	DET
alkej-816	22	2	maintenance	maintenance	NOUN
alkej-816	22	3	strategy	strategy	NOUN
alkej-816	22	4	’s	’s	PART
alkej-816	22	5	goal	goal	NOUN
alkej-816	22	6	is	be	AUX
alkej-816	22	7	to	to	PART
alkej-816	22	8	reduce	reduce	VERB
alkej-816	22	9	losses	loss	NOUN
alkej-816	22	10	by	by	ADP
alkej-816	22	11	reduction	reduction	NOUN
alkej-816	22	12	of	of	ADP
alkej-816	22	13	efficiency	efficiency	NOUN
alkej-816	22	14	and	and	CCONJ
alkej-816	22	15	implement	implement	VERB
alkej-816	22	16	perfect	perfect	ADJ
alkej-816	22	17	operating	operating	NOUN
alkej-816	22	18	conditions	condition	NOUN
alkej-816	22	19	at	at	ADP
alkej-816	22	20	the	the	DET
alkej-816	22	21	earliest	early	ADJ
alkej-816	22	22	possible	possible	ADJ
alkej-816	22	23	delay	delay	NOUN
alkej-816	22	24	.	.	PUNCT
alkej-816	23	1	the	the	DET
alkej-816	23	2	strategy	strategy	NOUN
alkej-816	23	3	must	must	AUX
alkej-816	23	4	consider	consider	VERB
alkej-816	23	5	the	the	DET
alkej-816	23	6	overall	overall	ADJ
alkej-816	23	7	optimized	optimize	VERB
alkej-816	23	8	cost	cost	NOUN
alkej-816	23	9	[	[	X
alkej-816	23	10	1	1	NUM
alkej-816	23	11	]	]	PUNCT
alkej-816	23	12	.	.	PUNCT
alkej-816	24	1	maintenance	maintenance	NOUN
alkej-816	24	2	is	be	AUX
alkej-816	24	3	categorized	categorize	VERB
alkej-816	24	4	by	by	ADP
alkej-816	24	5	the	the	DET
alkej-816	24	6	nature	nature	NOUN
alkej-816	24	7	,	,	PUNCT
alkej-816	24	8	purpose	purpose	NOUN
alkej-816	24	9	,	,	PUNCT
alkej-816	24	10	and	and	CCONJ
alkej-816	24	11	the	the	DET
alkej-816	24	12	wasan	wasan	PROPN
alkej-816	24	13	mahmood	mahmood	PROPN
alkej-816	24	14	ahmed	ahmed	PROPN
alkej-816	24	15	al	al	PROPN
alkej-816	24	16	-	-	PUNCT
alkej-816	24	17	khwarizmi	khwarizmi	PROPN
alkej-816	24	18	engineering	engineering	NOUN
alkej-816	24	19	journal	journal	PROPN
alkej-816	24	20	,	,	PUNCT
alkej-816	24	21	vol	vol	NOUN
alkej-816	24	22	.	.	PROPN
alkej-816	25	1	19	19	NUM
alkej-816	25	2	,	,	PUNCT
alkej-816	25	3	no	no	INTJ
alkej-816	25	4	.	.	NOUN
alkej-816	25	5	1	1	NUM
alkej-816	25	6	,	,	PUNCT
alkej-816	25	7	p.p	p.p	PROPN
alkej-816	25	8	.	.	NOUN
alkej-816	25	9	113	113	NUM
alkej-816	25	10	(	(	PUNCT
alkej-816	25	11	2023	2023	NUM
alkej-816	25	12	)	)	PUNCT
alkej-816	25	13	2	2	NUM
alkej-816	25	14	frequency	frequency	NOUN
alkej-816	25	15	of	of	ADP
alkej-816	25	16	the	the	DET
alkej-816	25	17	job	job	NOUN
alkej-816	25	18	as	as	ADP
alkej-816	25	19	preventative	preventative	ADJ
alkej-816	25	20	,	,	PUNCT
alkej-816	25	21	predictive	predictive	ADJ
alkej-816	25	22	,	,	PUNCT
alkej-816	25	23	failure	failure	NOUN
alkej-816	25	24	-	-	PUNCT
alkej-816	25	25	finding	finding	NOUN
alkej-816	25	26	,	,	PUNCT
alkej-816	25	27	and	and	CCONJ
alkej-816	25	28	corrective	corrective	ADJ
alkej-816	25	29	[	[	X
alkej-816	25	30	2	2	NUM
alkej-816	25	31	]	]	PUNCT
alkej-816	25	32	.	.	PUNCT
alkej-816	26	1	maintenance	maintenance	NOUN
alkej-816	26	2	that	that	PRON
alkej-816	26	3	is	be	AUX
alkej-816	26	4	scheduled	schedule	VERB
alkej-816	26	5	in	in	ADP
alkej-816	26	6	advance	advance	NOUN
alkej-816	26	7	to	to	PART
alkej-816	26	8	avoid	avoid	VERB
alkej-816	26	9	unexpected	unexpected	ADJ
alkej-816	26	10	breakdowns	breakdown	NOUN
alkej-816	26	11	or	or	CCONJ
alkej-816	26	12	failures	failure	NOUN
alkej-816	26	13	of	of	ADP
alkej-816	26	14	a	a	DET
alkej-816	26	15	functional	functional	ADJ
alkej-816	26	16	system	system	NOUN
alkej-816	26	17	is	be	AUX
alkej-816	26	18	known	know	VERB
alkej-816	26	19	as	as	ADP
alkej-816	26	20	preventative	preventative	ADJ
alkej-816	26	21	maintenance	maintenance	NOUN
alkej-816	26	22	.	.	PUNCT
alkej-816	27	1	equipment	equipment	NOUN
alkej-816	27	2	failure	failure	NOUN
alkej-816	27	3	can	can	AUX
alkej-816	27	4	be	be	AUX
alkej-816	27	5	avoided	avoid	VERB
alkej-816	27	6	,	,	PUNCT
alkej-816	27	7	its	its	PRON
alkej-816	27	8	functionality	functionality	NOUN
alkej-816	27	9	can	can	AUX
alkej-816	27	10	be	be	AUX
alkej-816	27	11	preserved	preserve	VERB
alkej-816	27	12	,	,	PUNCT
alkej-816	27	13	and	and	CCONJ
alkej-816	27	14	its	its	PRON
alkej-816	27	15	lifespan	lifespan	NOUN
alkej-816	27	16	can	can	AUX
alkej-816	27	17	be	be	AUX
alkej-816	27	18	increased	increase	VERB
alkej-816	27	19	by	by	ADP
alkej-816	27	20	preventative	preventative	ADJ
alkej-816	27	21	maintenance	maintenance	NOUN
alkej-816	27	22	.	.	PUNCT
alkej-816	28	1	in	in	ADP
alkej-816	28	2	most	most	ADJ
alkej-816	28	3	cases	case	NOUN
alkej-816	28	4	,	,	PUNCT
alkej-816	28	5	the	the	DET
alkej-816	28	6	expected	expect	VERB
alkej-816	28	7	lifetime	lifetime	NOUN
alkej-816	28	8	of	of	ADP
alkej-816	28	9	the	the	DET
alkej-816	28	10	equipment	equipment	NOUN
alkej-816	28	11	will	will	AUX
alkej-816	28	12	determine	determine	VERB
alkej-816	28	13	how	how	SCONJ
alkej-816	28	14	frequently	frequently	ADV
alkej-816	28	15	it	it	PRON
alkej-816	28	16	needs	need	VERB
alkej-816	28	17	to	to	PART
alkej-816	28	18	be	be	AUX
alkej-816	28	19	maintained	maintain	VERB
alkej-816	28	20	[	[	PUNCT
alkej-816	28	21	3	3	NUM
alkej-816	28	22	]	]	PUNCT
alkej-816	28	23	.	.	PUNCT
alkej-816	29	1	preventive	preventive	ADJ
alkej-816	29	2	maintenance	maintenance	NOUN
alkej-816	29	3	is	be	AUX
alkej-816	29	4	a	a	DET
alkej-816	29	5	program	program	NOUN
alkej-816	29	6	of	of	ADP
alkej-816	29	7	planned	plan	VERB
alkej-816	29	8	maintenance	maintenance	NOUN
alkej-816	29	9	procedures	procedure	NOUN
alkej-816	29	10	to	to	PART
alkej-816	29	11	prevent	prevent	VERB
alkej-816	29	12	equipment	equipment	NOUN
alkej-816	29	13	failures	failure	NOUN
alkej-816	29	14	.	.	PUNCT
alkej-816	30	1	after	after	ADP
alkej-816	30	2	a	a	DET
alkej-816	30	3	certain	certain	ADJ
alkej-816	30	4	number	number	NOUN
alkej-816	30	5	of	of	ADP
alkej-816	30	6	hours	hour	NOUN
alkej-816	30	7	,	,	PUNCT
alkej-816	30	8	jet	jet	NOUN
alkej-816	30	9	engines	engine	NOUN
alkej-816	30	10	are	be	AUX
alkej-816	30	11	lubricated	lubricate	VERB
alkej-816	30	12	and	and	CCONJ
alkej-816	30	13	their	their	PRON
alkej-816	30	14	lightning	lightning	NOUN
alkej-816	30	15	arresters	arrester	NOUN
alkej-816	30	16	replaced	replace	VERB
alkej-816	30	17	.	.	PUNCT
alkej-816	31	1	this	this	PRON
alkej-816	31	2	increases	increase	VERB
alkej-816	31	3	equipment	equipment	NOUN
alkej-816	31	4	reliability	reliability	NOUN
alkej-816	31	5	by	by	ADP
alkej-816	31	6	replacing	replace	VERB
alkej-816	31	7	worn	worn	ADJ
alkej-816	31	8	parts	part	NOUN
alkej-816	31	9	before	before	SCONJ
alkej-816	31	10	they	they	PRON
alkej-816	31	11	fail	fail	VERB
alkej-816	31	12	[	[	X
alkej-816	31	13	4,5	4,5	NUM
alkej-816	31	14	]	]	PUNCT
alkej-816	31	15	.	.	PUNCT
alkej-816	32	1	predictive	predictive	ADJ
alkej-816	32	2	maintenance	maintenance	NOUN
alkej-816	32	3	(	(	PUNCT
alkej-816	32	4	pdm	pdm	PROPN
alkej-816	32	5	)	)	PUNCT
alkej-816	32	6	or	or	CCONJ
alkej-816	32	7	conditionbased	conditionbase	VERB
alkej-816	32	8	maintenance	maintenance	NOUN
alkej-816	32	9	(	(	PUNCT
alkej-816	32	10	cbm	cbm	PROPN
alkej-816	32	11	)	)	PUNCT
alkej-816	32	12	can	can	AUX
alkej-816	32	13	be	be	AUX
alkej-816	32	14	performed	perform	VERB
alkej-816	32	15	after	after	ADP
alkej-816	32	16	collecting	collect	VERB
alkej-816	32	17	and	and	CCONJ
alkej-816	32	18	analyzing	analyze	VERB
alkej-816	32	19	sufficient	sufficient	ADJ
alkej-816	32	20	physical	physical	ADJ
alkej-816	32	21	data	datum	NOUN
alkej-816	32	22	,	,	PUNCT
alkej-816	32	23	such	such	ADJ
alkej-816	32	24	as	as	ADP
alkej-816	32	25	temperature	temperature	NOUN
alkej-816	32	26	,	,	PUNCT
alkej-816	32	27	vibration	vibration	NOUN
alkej-816	32	28	,	,	PUNCT
alkej-816	32	29	or	or	CCONJ
alkej-816	32	30	oil	oil	NOUN
alkej-816	32	31	particle	particle	NOUN
alkej-816	32	32	matter	matter	NOUN
alkej-816	32	33	.	.	PUNCT
alkej-816	33	1	to	to	PART
alkej-816	33	2	establish	establish	VERB
alkej-816	33	3	a	a	DET
alkej-816	33	4	maintenance	maintenance	NOUN
alkej-816	33	5	plan	plan	NOUN
alkej-816	33	6	,	,	PUNCT
alkej-816	33	7	data	datum	NOUN
alkej-816	33	8	evaluation	evaluation	NOUN
alkej-816	33	9	is	be	AUX
alkej-816	33	10	performed	perform	VERB
alkej-816	33	11	[	[	PUNCT
alkej-816	33	12	4	4	NUM
alkej-816	33	13	]	]	PUNCT
alkej-816	33	14	.	.	PUNCT
alkej-816	34	1	infrared	infrared	PROPN
alkej-816	34	2	,	,	PUNCT
alkej-816	34	3	acoustic	acoustic	ADJ
alkej-816	34	4	(	(	PUNCT
alkej-816	34	5	partial	partial	ADJ
alkej-816	34	6	discharge	discharge	NOUN
alkej-816	34	7	and	and	CCONJ
alkej-816	34	8	airborne	airborne	ADJ
alkej-816	34	9	ultrasonic	ultrasonic	NOUN
alkej-816	34	10	)	)	PUNCT
alkej-816	34	11	,	,	PUNCT
alkej-816	34	12	corona	corona	NOUN
alkej-816	34	13	detection	detection	NOUN
alkej-816	34	14	,	,	PUNCT
alkej-816	34	15	vibration	vibration	NOUN
alkej-816	34	16	analysis	analysis	NOUN
alkej-816	34	17	,	,	PUNCT
alkej-816	34	18	sound	sound	ADJ
alkej-816	34	19	level	level	NOUN
alkej-816	34	20	measurements	measurement	NOUN
alkej-816	34	21	,	,	PUNCT
alkej-816	34	22	oil	oil	NOUN
alkej-816	34	23	analysis	analysis	NOUN
alkej-816	34	24	,	,	PUNCT
alkej-816	34	25	and	and	CCONJ
alkej-816	34	26	others	other	NOUN
alkej-816	34	27	are	be	AUX
alkej-816	34	28	among	among	ADP
alkej-816	34	29	the	the	DET
alkej-816	34	30	detection	detection	NOUN
alkej-816	34	31	methods	method	NOUN
alkej-816	34	32	[	[	X
alkej-816	34	33	5	5	NUM
alkej-816	34	34	]	]	PUNCT
alkej-816	34	35	.	.	PUNCT
alkej-816	35	1	failure	failure	NOUN
alkej-816	35	2	-	-	PUNCT
alkej-816	35	3	finding	find	VERB
alkej-816	35	4	maintenance	maintenance	NOUN
alkej-816	35	5	comprises	comprise	NOUN
alkej-816	35	6	of	of	ADP
alkej-816	35	7	the	the	DET
alkej-816	35	8	evaluation	evaluation	NOUN
alkej-816	35	9	of	of	ADP
alkej-816	35	10	a	a	DET
alkej-816	35	11	(	(	PUNCT
alkej-816	35	12	quiescent	quiescent	ADJ
alkej-816	35	13	)	)	PUNCT
alkej-816	35	14	system	system	NOUN
alkej-816	35	15	portion	portion	NOUN
alkej-816	35	16	.	.	PUNCT
alkej-816	36	1	this	this	PRON
alkej-816	36	2	is	be	AUX
alkej-816	36	3	a	a	DET
alkej-816	36	4	fairly	fairly	ADV
alkej-816	36	5	frequent	frequent	ADJ
alkej-816	36	6	occurrence	occurrence	NOUN
alkej-816	36	7	for	for	ADP
alkej-816	36	8	defensive	defensive	ADJ
alkej-816	36	9	subsystems	subsystem	NOUN
alkej-816	36	10	.	.	PUNCT
alkej-816	37	1	when	when	SCONJ
alkej-816	37	2	numerous	numerous	ADJ
alkej-816	37	3	safety	safety	NOUN
alkej-816	37	4	system	system	NOUN
alkej-816	37	5	components	component	NOUN
alkej-816	37	6	fail	fail	VERB
alkej-816	37	7	simultaneously	simultaneously	ADV
alkej-816	37	8	,	,	PUNCT
alkej-816	37	9	the	the	DET
alkej-816	37	10	consequences	consequence	NOUN
alkej-816	37	11	might	might	AUX
alkej-816	37	12	be	be	AUX
alkej-816	37	13	devastating	devastating	ADJ
alkej-816	37	14	.	.	PUNCT
alkej-816	38	1	inspections	inspection	NOUN
alkej-816	38	2	uncover	uncover	VERB
alkej-816	38	3	issues	issue	NOUN
alkej-816	38	4	previously	previously	ADV
alkej-816	38	5	unknown	unknown	ADJ
alkej-816	38	6	(	(	PUNCT
alkej-816	38	7	also	also	ADV
alkej-816	38	8	called	call	VERB
alkej-816	38	9	dormant	dormant	ADJ
alkej-816	38	10	failures	failure	NOUN
alkej-816	38	11	)	)	PUNCT
alkej-816	38	12	.	.	PUNCT
alkej-816	39	1	while	while	SCONJ
alkej-816	39	2	the	the	DET
alkej-816	39	3	element	element	NOUN
alkej-816	39	4	is	be	AUX
alkej-816	39	5	being	be	AUX
alkej-816	39	6	inspected	inspect	VERB
alkej-816	39	7	,	,	PUNCT
alkej-816	39	8	no	no	DET
alkej-816	39	9	maintenance	maintenance	NOUN
alkej-816	39	10	is	be	AUX
alkej-816	39	11	performed	perform	VERB
alkej-816	39	12	unless	unless	SCONJ
alkej-816	39	13	the	the	DET
alkej-816	39	14	component	component	NOUN
alkej-816	39	15	fails	fail	VERB
alkej-816	39	16	the	the	DET
alkej-816	39	17	examination	examination	NOUN
alkej-816	39	18	,	,	PUNCT
alkej-816	39	19	in	in	ADP
alkej-816	39	20	which	which	DET
alkej-816	39	21	case	case	NOUN
alkej-816	39	22	corrective	corrective	ADJ
alkej-816	39	23	maintenance	maintenance	NOUN
alkej-816	39	24	is	be	AUX
alkej-816	39	25	conducted	conduct	VERB
alkej-816	39	26	[	[	X
alkej-816	39	27	5	5	NUM
alkej-816	39	28	]	]	PUNCT
alkej-816	39	29	.	.	PUNCT
alkej-816	40	1	corrective	corrective	ADJ
alkej-816	40	2	maintenance	maintenance	NOUN
alkej-816	40	3	addresses	address	NOUN
alkej-816	40	4	malfunctioning	malfunction	VERB
alkej-816	40	5	equipment	equipment	NOUN
alkej-816	40	6	or	or	CCONJ
alkej-816	40	7	systems	system	NOUN
alkej-816	40	8	.	.	PUNCT
alkej-816	41	1	this	this	DET
alkej-816	41	2	maintenance	maintenance	NOUN
alkej-816	41	3	involves	involve	VERB
alkej-816	41	4	either	either	CCONJ
alkej-816	41	5	the	the	DET
alkej-816	41	6	replacement	replacement	NOUN
alkej-816	41	7	or	or	CCONJ
alkej-816	41	8	repair	repair	NOUN
alkej-816	41	9	of	of	ADP
alkej-816	41	10	the	the	DET
alkej-816	41	11	faulty	faulty	ADJ
alkej-816	41	12	component	component	NOUN
alkej-816	41	13	.	.	PUNCT
alkej-816	42	1	because	because	SCONJ
alkej-816	42	2	the	the	DET
alkej-816	42	3	failure	failure	NOUN
alkej-816	42	4	duration	duration	NOUN
alkej-816	42	5	of	of	ADP
alkej-816	42	6	a	a	DET
alkej-816	42	7	component	component	NOUN
alkej-816	42	8	is	be	AUX
alkej-816	42	9	unclear	unclear	ADJ
alkej-816	42	10	,	,	PUNCT
alkej-816	42	11	corrective	corrective	ADJ
alkej-816	42	12	maintenance	maintenance	NOUN
alkej-816	42	13	is	be	AUX
alkej-816	42	14	performed	perform	VERB
alkej-816	42	15	at	at	ADP
alkej-816	42	16	irregular	irregular	ADJ
alkej-816	42	17	intervals	interval	NOUN
alkej-816	42	18	.	.	PUNCT
alkej-816	43	1	after	after	ADP
alkej-816	43	2	repairs	repair	NOUN
alkej-816	43	3	or	or	CCONJ
alkej-816	43	4	maintenance	maintenance	NOUN
alkej-816	43	5	,	,	PUNCT
alkej-816	43	6	equipment	equipment	NOUN
alkej-816	43	7	becomes	become	VERB
alkej-816	43	8	operational	operational	ADJ
alkej-816	43	9	.	.	PUNCT
alkej-816	44	1	2	2	X
alkej-816	44	2	.	.	X
alkej-816	44	3	literature	literature	NOUN
alkej-816	44	4	review	review	NOUN
alkej-816	44	5	maintenance	maintenance	NOUN
alkej-816	44	6	in	in	ADP
alkej-816	44	7	production	production	NOUN
alkej-816	44	8	facilities	facility	NOUN
alkej-816	44	9	is	be	AUX
alkej-816	44	10	a	a	DET
alkej-816	44	11	very	very	ADV
alkej-816	44	12	recent	recent	ADJ
alkej-816	44	13	topic	topic	NOUN
alkej-816	44	14	as	as	SCONJ
alkej-816	44	15	the	the	DET
alkej-816	44	16	global	global	ADJ
alkej-816	44	17	interest	interest	NOUN
alkej-816	44	18	in	in	ADP
alkej-816	44	19	equipment	equipment	NOUN
alkej-816	44	20	maintenance	maintenance	NOUN
alkej-816	44	21	leads	lead	VERB
alkej-816	44	22	to	to	ADP
alkej-816	44	23	lower	low	ADJ
alkej-816	44	24	operating	operating	NOUN
alkej-816	44	25	costs	cost	NOUN
alkej-816	44	26	in	in	ADP
alkej-816	44	27	both	both	DET
alkej-816	44	28	maintenance	maintenance	NOUN
alkej-816	44	29	and	and	CCONJ
alkej-816	44	30	production	production	NOUN
alkej-816	44	31	.	.	PUNCT
alkej-816	45	1	it	it	PRON
alkej-816	45	2	also	also	ADV
alkej-816	45	3	leads	lead	VERB
alkej-816	45	4	to	to	ADP
alkej-816	45	5	an	an	DET
alkej-816	45	6	overall	overall	ADJ
alkej-816	45	7	reduction	reduction	NOUN
alkej-816	45	8	in	in	ADP
alkej-816	45	9	production	production	NOUN
alkej-816	45	10	equipment	equipment	NOUN
alkej-816	45	11	failures	failure	NOUN
alkej-816	45	12	and	and	CCONJ
alkej-816	45	13	an	an	DET
alkej-816	45	14	increase	increase	NOUN
alkej-816	45	15	in	in	ADP
alkej-816	45	16	production	production	NOUN
alkej-816	45	17	potential	potential	NOUN
alkej-816	45	18	and	and	CCONJ
alkej-816	45	19	efficiency	efficiency	NOUN
alkej-816	45	20	.	.	PUNCT
alkej-816	46	1	preventive	preventive	ADJ
alkej-816	46	2	maintenance	maintenance	NOUN
alkej-816	46	3	(	(	PUNCT
alkej-816	46	4	pm	pm	NOUN
alkej-816	46	5	)	)	PUNCT
alkej-816	46	6	in	in	ADP
alkej-816	46	7	the	the	DET
alkej-816	46	8	production	production	NOUN
alkej-816	46	9	industry	industry	NOUN
alkej-816	46	10	is	be	AUX
alkej-816	46	11	one	one	NUM
alkej-816	46	12	of	of	ADP
alkej-816	46	13	the	the	DET
alkej-816	46	14	most	most	ADV
alkej-816	46	15	critical	critical	ADJ
alkej-816	46	16	measures	measure	NOUN
alkej-816	46	17	to	to	PART
alkej-816	46	18	eliminate	eliminate	VERB
alkej-816	46	19	accidental	accidental	ADJ
alkej-816	46	20	machinery	machinery	NOUN
alkej-816	46	21	malfunctions	malfunction	NOUN
alkej-816	46	22	by	by	ADP
alkej-816	46	23	replacing	replace	VERB
alkej-816	46	24	/	/	SYM
alkej-816	46	25	repairing	repair	VERB
alkej-816	46	26	damaged	damage	VERB
alkej-816	46	27	machinery	machinery	NOUN
alkej-816	46	28	or	or	CCONJ
alkej-816	46	29	parts	part	NOUN
alkej-816	46	30	.	.	PUNCT
alkej-816	47	1	the	the	DET
alkej-816	47	2	decision	decision	NOUN
alkej-816	47	3	to	to	PART
alkej-816	47	4	perform	perform	VERB
alkej-816	47	5	preventive	preventive	ADJ
alkej-816	47	6	maintenance	maintenance	NOUN
alkej-816	47	7	is	be	AUX
alkej-816	47	8	not	not	PART
alkej-816	47	9	accessible	accessible	ADJ
alkej-816	47	10	due	due	ADP
alkej-816	47	11	to	to	ADP
alkej-816	47	12	the	the	DET
alkej-816	47	13	complex	complex	ADJ
alkej-816	47	14	and	and	CCONJ
alkej-816	47	15	random	random	ADJ
alkej-816	47	16	nature	nature	NOUN
alkej-816	47	17	of	of	ADP
alkej-816	47	18	the	the	DET
alkej-816	47	19	industry	industry	NOUN
alkej-816	47	20	in	in	ADP
alkej-816	47	21	which	which	PRON
alkej-816	47	22	pm	pm	NOUN
alkej-816	47	23	is	be	AUX
alkej-816	47	24	performed	perform	VERB
alkej-816	47	25	.	.	PUNCT
alkej-816	48	1	this	this	DET
alkej-816	48	2	study	study	NOUN
alkej-816	48	3	emphasizes	emphasize	VERB
alkej-816	48	4	previous	previous	ADJ
alkej-816	48	5	researches	research	NOUN
alkej-816	48	6	that	that	PRON
alkej-816	48	7	deal	deal	VERB
alkej-816	48	8	with	with	ADP
alkej-816	48	9	different	different	ADJ
alkej-816	48	10	maintenance	maintenance	NOUN
alkej-816	48	11	techniques	technique	NOUN
alkej-816	48	12	.	.	PUNCT
alkej-816	49	1	it	it	PRON
alkej-816	49	2	has	have	AUX
alkej-816	49	3	been	be	AUX
alkej-816	49	4	divided	divide	VERB
alkej-816	49	5	into	into	ADP
alkej-816	49	6	two	two	NUM
alkej-816	49	7	parts	part	NOUN
alkej-816	49	8	:	:	PUNCT
alkej-816	49	9	previous	previous	ADJ
alkej-816	49	10	research	research	NOUN
alkej-816	49	11	about	about	ADP
alkej-816	49	12	its	its	PRON
alkej-816	49	13	traditional	traditional	ADJ
alkej-816	49	14	maintenance	maintenance	NOUN
alkej-816	49	15	techniques	technique	NOUN
alkej-816	49	16	and	and	CCONJ
alkej-816	49	17	research	research	NOUN
alkej-816	49	18	on	on	ADP
alkej-816	49	19	modern	modern	ADJ
alkej-816	49	20	maintenance	maintenance	NOUN
alkej-816	49	21	techniques	technique	NOUN
alkej-816	49	22	.	.	PUNCT
alkej-816	50	1	many	many	ADJ
alkej-816	50	2	studies	study	NOUN
alkej-816	50	3	specialize	specialize	VERB
alkej-816	50	4	in	in	ADP
alkej-816	50	5	the	the	DET
alkej-816	50	6	situation	situation	NOUN
alkej-816	50	7	.	.	PUNCT
alkej-816	51	1	the	the	DET
alkej-816	51	2	following	follow	VERB
alkej-816	51	3	are	be	AUX
alkej-816	51	4	the	the	DET
alkej-816	51	5	most	most	ADV
alkej-816	51	6	important	important	ADJ
alkej-816	51	7	studies	study	NOUN
alkej-816	51	8	on	on	ADP
alkej-816	51	9	the	the	DET
alkej-816	51	10	proposed	propose	VERB
alkej-816	51	11	system	system	NOUN
alkej-816	51	12	.	.	PUNCT
alkej-816	52	1	omur	omur	PROPN
alkej-816	52	2	&	&	CCONJ
alkej-816	52	3	orhan	orhan	PROPN
alkej-816	52	4	(	(	PUNCT
alkej-816	52	5	2009	2009	NUM
alkej-816	52	6	)	)	PUNCT
alkej-816	53	1	[	[	X
alkej-816	53	2	6	6	NUM
alkej-816	53	3	]	]	PUNCT
alkej-816	53	4	dealt	deal	VERB
alkej-816	53	5	with	with	ADP
alkej-816	53	6	designated	designate	VERB
alkej-816	53	7	preventive	preventive	ADJ
alkej-816	53	8	maintenance	maintenance	NOUN
alkej-816	53	9	to	to	PART
alkej-816	53	10	reduce	reduce	VERB
alkej-816	53	11	repair	repair	NOUN
alkej-816	53	12	costs	cost	NOUN
alkej-816	53	13	and	and	CCONJ
alkej-816	53	14	improve	improve	VERB
alkej-816	53	15	device	device	NOUN
alkej-816	53	16	deterioration	deterioration	NOUN
alkej-816	53	17	availability	availability	NOUN
alkej-816	53	18	.	.	PUNCT
alkej-816	54	1	periodic	periodic	ADJ
alkej-816	54	2	system	system	NOUN
alkej-816	54	3	checks	check	NOUN
alkej-816	54	4	revealed	reveal	VERB
alkej-816	54	5	that	that	SCONJ
alkej-816	54	6	deterioration	deterioration	NOUN
alkej-816	54	7	cases	case	NOUN
alkej-816	54	8	occur	occur	VERB
alkej-816	54	9	in	in	ADP
alkej-816	54	10	the	the	DET
alkej-816	54	11	system	system	NOUN
alkej-816	54	12	.	.	PUNCT
alkej-816	55	1	naser	naser	PROPN
alkej-816	55	2	m.	m.	PROPN
alkej-816	55	3	(	(	PUNCT
alkej-816	55	4	2010	2010	NUM
alkej-816	55	5	)	)	PUNCT
alkej-816	56	1	[	[	X
alkej-816	56	2	7	7	X
alkej-816	56	3	]	]	ADJ
alkej-816	56	4	deals	deal	NOUN
alkej-816	56	5	with	with	ADP
alkej-816	56	6	the	the	DET
alkej-816	56	7	use	use	NOUN
alkej-816	56	8	of	of	ADP
alkej-816	56	9	two	two	NUM
alkej-816	56	10	different	different	ADJ
alkej-816	56	11	methods	method	NOUN
alkej-816	56	12	,	,	PUNCT
alkej-816	56	13	preventive	preventive	ADJ
alkej-816	56	14	maintenance	maintenance	NOUN
alkej-816	56	15	and	and	CCONJ
alkej-816	56	16	the	the	DET
alkej-816	56	17	scheduling	scheduling	NOUN
alkej-816	56	18	method	method	NOUN
alkej-816	56	19	.	.	PUNCT
alkej-816	57	1	the	the	DET
alkej-816	57	2	selected	select	VERB
alkej-816	57	3	methods	method	NOUN
alkej-816	57	4	calculated	calculate	VERB
alkej-816	57	5	the	the	DET
alkej-816	57	6	optimal	optimal	ADJ
alkej-816	57	7	time	time	NOUN
alkej-816	57	8	for	for	ADP
alkej-816	57	9	supported	support	VERB
alkej-816	57	10	equipment	equipment	NOUN
alkej-816	57	11	reliability	reliability	NOUN
alkej-816	57	12	of	of	ADP
alkej-816	57	13	optimum	optimum	ADJ
alkej-816	57	14	time	time	NOUN
alkej-816	57	15	.	.	PUNCT
alkej-816	58	1	the	the	DET
alkej-816	58	2	result	result	NOUN
alkej-816	58	3	of	of	ADP
alkej-816	58	4	the	the	DET
alkej-816	58	5	maintenance	maintenance	NOUN
alkej-816	58	6	time	time	NOUN
alkej-816	58	7	for	for	ADP
alkej-816	58	8	both	both	DET
alkej-816	58	9	cases	case	NOUN
alkej-816	58	10	is	be	AUX
alkej-816	58	11	identical	identical	ADJ
alkej-816	58	12	but	but	CCONJ
alkej-816	58	13	preferred	prefer	VERB
alkej-816	58	14	the	the	DET
alkej-816	58	15	scheduling	scheduling	NOUN
alkej-816	58	16	method	method	NOUN
alkej-816	58	17	over	over	ADP
alkej-816	58	18	reliability	reliability	NOUN
alkej-816	58	19	despite	despite	SCONJ
alkej-816	58	20	the	the	DET
alkej-816	58	21	same	same	ADJ
alkej-816	58	22	effects	effect	NOUN
alkej-816	58	23	.	.	PUNCT
alkej-816	59	1	moghaddam	moghaddam	PROPN
alkej-816	59	2	k.	k.	PROPN
alkej-816	59	3	(	(	PUNCT
alkej-816	59	4	2010	2010	NUM
alkej-816	59	5	)	)	PUNCT
alkej-816	60	1	[	[	X
alkej-816	60	2	8	8	NUM
alkej-816	60	3	]	]	PUNCT
alkej-816	60	4	defined	define	VERB
alkej-816	60	5	two	two	NUM
alkej-816	60	6	different	different	ADJ
alkej-816	60	7	maintenance	maintenance	NOUN
alkej-816	60	8	methods	method	NOUN
alkej-816	60	9	,	,	PUNCT
alkej-816	60	10	the	the	DET
alkej-816	60	11	preventive	preventive	ADJ
alkej-816	60	12	maintenance	maintenance	NOUN
alkej-816	60	13	and	and	CCONJ
alkej-816	60	14	replacement	replacement	NOUN
alkej-816	60	15	schedule	schedule	NOUN
alkej-816	60	16	.	.	PUNCT
alkej-816	61	1	this	this	DET
alkej-816	61	2	thesis	thesis	NOUN
alkej-816	61	3	resulted	result	VERB
alkej-816	61	4	in	in	ADP
alkej-816	61	5	two	two	NUM
alkej-816	61	6	methods	method	NOUN
alkej-816	61	7	for	for	ADP
alkej-816	61	8	improving	improve	VERB
alkej-816	61	9	system	system	NOUN
alkej-816	61	10	reliability	reliability	NOUN
alkej-816	61	11	and	and	CCONJ
alkej-816	61	12	availability	availability	NOUN
alkej-816	61	13	to	to	PART
alkej-816	61	14	reduce	reduce	VERB
alkej-816	61	15	maintenance	maintenance	NOUN
alkej-816	61	16	costs	cost	NOUN
alkej-816	61	17	and	and	CCONJ
alkej-816	61	18	also	also	ADV
alkej-816	61	19	developed	develop	VERB
alkej-816	61	20	optimization	optimization	NOUN
alkej-816	61	21	models	model	NOUN
alkej-816	61	22	for	for	ADP
alkej-816	61	23	pm	pm	NOUN
alkej-816	61	24	schedules	schedule	NOUN
alkej-816	61	25	.	.	PUNCT
alkej-816	62	1	the	the	DET
alkej-816	62	2	genetic	genetic	ADJ
alkej-816	62	3	algorithm	algorithm	NOUN
alkej-816	62	4	was	be	AUX
alkej-816	62	5	used	use	VERB
alkej-816	62	6	to	to	PART
alkej-816	62	7	solve	solve	VERB
alkej-816	62	8	non	non	ADJ
alkej-816	62	9	-	-	ADJ
alkej-816	62	10	linear	linear	ADJ
alkej-816	62	11	mixed	mixed	ADJ
alkej-816	62	12	models	model	NOUN
alkej-816	62	13	.	.	PUNCT
alkej-816	63	1	abdulsamat	abdulsamat	PROPN
alkej-816	63	2	h	h	NOUN
alkej-816	63	3	et	et	PROPN
alkej-816	63	4	al	al	PROPN
alkej-816	63	5	.	.	PROPN
alkej-816	64	1	(	(	PUNCT
alkej-816	64	2	2013	2013	NUM
alkej-816	64	3	)	)	PUNCT
alkej-816	65	1	[	[	X
alkej-816	65	2	9	9	NUM
alkej-816	65	3	]	]	PUNCT
alkej-816	65	4	referred	refer	VERB
alkej-816	65	5	to	to	ADP
alkej-816	65	6	reducing	reduce	VERB
alkej-816	65	7	tools	tool	NOUN
alkej-816	65	8	'	'	PART
alkej-816	65	9	scheduled	schedule	VERB
alkej-816	65	10	downtime	downtime	NOUN
alkej-816	65	11	by	by	ADP
alkej-816	65	12	analyzing	analyze	VERB
alkej-816	65	13	and	and	CCONJ
alkej-816	65	14	enhancing	enhance	VERB
alkej-816	65	15	the	the	DET
alkej-816	65	16	checklist	checklist	ADJ
alkej-816	65	17	preventive	preventive	ADJ
alkej-816	65	18	downtime	downtime	NOUN
alkej-816	65	19	by	by	ADP
alkej-816	65	20	analyzing	analyze	VERB
alkej-816	65	21	and	and	CCONJ
alkej-816	65	22	enhancing	enhance	VERB
alkej-816	65	23	the	the	DET
alkej-816	65	24	checklist	checklist	NOUN
alkej-816	65	25	’s	’s	PART
alkej-816	65	26	preventive	preventive	ADJ
alkej-816	65	27	maintenance	maintenance	NOUN
alkej-816	65	28	.	.	PUNCT
alkej-816	66	1	it	it	PRON
alkej-816	66	2	implemented	implement	VERB
alkej-816	66	3	the	the	DET
alkej-816	66	4	benefit	benefit	NOUN
alkej-816	66	5	of	of	ADP
alkej-816	66	6	having	have	VERB
alkej-816	66	7	a	a	DET
alkej-816	66	8	checklist	checklist	NOUN
alkej-816	66	9	for	for	ADP
alkej-816	66	10	elements	element	NOUN
alkej-816	66	11	,	,	PUNCT
alkej-816	66	12	smoothed	smooth	VERB
alkej-816	66	13	the	the	DET
alkej-816	66	14	technicians	technician	NOUN
alkej-816	66	15	'	'	PART
alkej-816	66	16	work	work	NOUN
alkej-816	66	17	,	,	PUNCT
alkej-816	66	18	and	and	CCONJ
alkej-816	66	19	reduced	reduce	VERB
alkej-816	66	20	the	the	DET
alkej-816	66	21	time	time	NOUN
alkej-816	66	22	of	of	ADP
alkej-816	66	23	stopping	stop	VERB
alkej-816	66	24	the	the	DET
alkej-816	66	25	factory	factory	NOUN
alkej-816	66	26	.	.	PUNCT
alkej-816	67	1	badi	badi	PROPN
alkej-816	67	2	i.	i.	PROPN
alkej-816	67	3	&	&	CCONJ
alkej-816	67	4	shetwan	shetwan	PROPN
alkej-816	67	5	a.	a.	NOUN
alkej-816	67	6	(	(	PUNCT
alkej-816	67	7	2016	2016	NUM
alkej-816	67	8	)	)	PUNCT
alkej-816	68	1	[	[	X
alkej-816	68	2	10	10	NUM
alkej-816	68	3	]	]	PUNCT
alkej-816	68	4	pointed	point	VERB
alkej-816	68	5	out	out	ADP
alkej-816	68	6	the	the	DET
alkej-816	68	7	significance	significance	NOUN
alkej-816	68	8	of	of	ADP
alkej-816	68	9	indicators	indicator	NOUN
alkej-816	68	10	for	for	ADP
alkej-816	68	11	measuring	measure	VERB
alkej-816	68	12	maintenance	maintenance	NOUN
alkej-816	68	13	performance	performance	NOUN
alkej-816	68	14	by	by	ADP
alkej-816	68	15	calculating	calculate	VERB
alkej-816	68	16	twelve	twelve	NUM
alkej-816	68	17	indicators	indicator	NOUN
alkej-816	68	18	of	of	ADP
alkej-816	68	19	maintainability	maintainability	NOUN
alkej-816	68	20	to	to	PART
alkej-816	68	21	measure	measure	VERB
alkej-816	68	22	the	the	DET
alkej-816	68	23	efficiency	efficiency	NOUN
alkej-816	68	24	of	of	ADP
alkej-816	68	25	maintenance	maintenance	NOUN
alkej-816	68	26	performance	performance	NOUN
alkej-816	68	27	.	.	PUNCT
alkej-816	69	1	the	the	DET
alkej-816	69	2	final	final	ADJ
alkej-816	69	3	paper	paper	NOUN
alkej-816	69	4	results	result	NOUN
alkej-816	69	5	showed	show	VERB
alkej-816	69	6	a	a	DET
alkej-816	69	7	low	low	ADJ
alkej-816	69	8	rate	rate	NOUN
alkej-816	69	9	of	of	ADP
alkej-816	69	10	accessibility	accessibility	NOUN
alkej-816	69	11	to	to	ADP
alkej-816	69	12	manufacturing	manufacture	VERB
alkej-816	69	13	actual	actual	ADJ
alkej-816	69	14	lines	line	NOUN
alkej-816	69	15	and	and	CCONJ
alkej-816	69	16	lower	low	ADJ
alkej-816	69	17	preventive	preventive	ADJ
alkej-816	69	18	maintenance	maintenance	NOUN
alkej-816	69	19	rates	rate	NOUN
alkej-816	69	20	than	than	ADP
alkej-816	69	21	corrective	corrective	ADJ
alkej-816	69	22	maintenance	maintenance	NOUN
alkej-816	69	23	.	.	PUNCT
alkej-816	70	1	wasan	wasan	PROPN
alkej-816	70	2	mahmood	mahmood	PROPN
alkej-816	70	3	ahmed	ahmed	PROPN
alkej-816	70	4	al	al	PROPN
alkej-816	70	5	-	-	PUNCT
alkej-816	70	6	khwarizmi	khwarizmi	PROPN
alkej-816	70	7	engineering	engineering	NOUN
alkej-816	70	8	journal	journal	PROPN
alkej-816	70	9	,	,	PUNCT
alkej-816	70	10	vol	vol	NOUN
alkej-816	70	11	.	.	PROPN
alkej-816	70	12	19	19	NUM
alkej-816	70	13	,	,	PUNCT
alkej-816	70	14	no	no	INTJ
alkej-816	70	15	.	.	NOUN
alkej-816	70	16	1	1	NUM
alkej-816	70	17	,	,	PUNCT
alkej-816	70	18	p.p	p.p	PROPN
alkej-816	70	19	.	.	NOUN
alkej-816	70	20	113	113	NUM
alkej-816	70	21	(	(	PUNCT
alkej-816	70	22	2023	2023	NUM
alkej-816	70	23	)	)	PUNCT
alkej-816	70	24	3	3	NUM
alkej-816	70	25	adulghafour	adulghafour	NOUN
alkej-816	70	26	&	&	CCONJ
alkej-816	70	27	abdulwahad	abdulwahad	PROPN
alkej-816	70	28	i.	i.	PROPN
alkej-816	70	29	(	(	PUNCT
alkej-816	70	30	2018	2018	NUM
alkej-816	70	31	)	)	PUNCT
alkej-816	71	1	[	[	X
alkej-816	71	2	11	11	NUM
alkej-816	71	3	]	]	PUNCT
alkej-816	71	4	created	create	VERB
alkej-816	71	5	a	a	DET
alkej-816	71	6	maintenance	maintenance	NOUN
alkej-816	71	7	plan	plan	NOUN
alkej-816	71	8	by	by	ADP
alkej-816	71	9	applying	apply	VERB
alkej-816	71	10	statistical	statistical	ADJ
alkej-816	71	11	data	datum	NOUN
alkej-816	71	12	to	to	PART
alkej-816	71	13	generate	generate	VERB
alkej-816	71	14	a	a	DET
alkej-816	71	15	probability	probability	NOUN
alkej-816	71	16	-	-	PUNCT
alkej-816	71	17	offailure	offailure	NOUN
alkej-816	71	18	distribution	distribution	NOUN
alkej-816	71	19	model	model	NOUN
alkej-816	71	20	using	use	VERB
alkej-816	71	21	the	the	DET
alkej-816	71	22	built	build	VERB
alkej-816	71	23	-	-	PUNCT
alkej-816	71	24	in	in	ADP
alkej-816	71	25	approach	approach	NOUN
alkej-816	71	26	to	to	ADP
alkej-816	71	27	the	the	DET
alkej-816	71	28	effect	effect	NOUN
alkej-816	71	29	failure	failure	NOUN
alkej-816	71	30	pattern	pattern	NOUN
alkej-816	71	31	critical	critical	ADJ
alkej-816	71	32	analysis	analysis	NOUN
alkej-816	71	33	and	and	CCONJ
alkej-816	71	34	fault	fault	VERB
alkej-816	71	35	tree	tree	NOUN
alkej-816	71	36	analysis	analysis	NOUN
alkej-816	71	37	.	.	PUNCT
alkej-816	72	1	the	the	DET
alkej-816	72	2	researchers	researcher	NOUN
alkej-816	72	3	concluded	conclude	VERB
alkej-816	72	4	that	that	SCONJ
alkej-816	72	5	applying	apply	VERB
alkej-816	72	6	the	the	DET
alkej-816	72	7	proposed	propose	VERB
alkej-816	72	8	r.c.m	r.c.m	NOUN
alkej-816	72	9	.	.	PUNCT
alkej-816	72	10	methodology	methodology	NOUN
alkej-816	72	11	based	base	VERB
alkej-816	72	12	on	on	ADP
alkej-816	72	13	preventive	preventive	ADJ
alkej-816	72	14	maintenance	maintenance	NOUN
alkej-816	72	15	planning	planning	NOUN
alkej-816	72	16	will	will	AUX
alkej-816	72	17	reduce	reduce	VERB
alkej-816	72	18	the	the	DET
alkej-816	72	19	total	total	ADJ
alkej-816	72	20	value	value	NOUN
alkej-816	72	21	of	of	ADP
alkej-816	72	22	the	the	DET
alkej-816	72	23	maintenance	maintenance	NOUN
alkej-816	72	24	cost	cost	NOUN
alkej-816	72	25	of	of	ADP
alkej-816	72	26	labor	labor	NOUN
alkej-816	72	27	signified	signify	VERB
alkej-816	72	28	by	by	ADP
alkej-816	72	29	a	a	DET
alkej-816	72	30	reduction	reduction	NOUN
alkej-816	72	31	in	in	ADP
alkej-816	72	32	the	the	DET
alkej-816	72	33	time	time	NOUN
alkej-816	72	34	required	require	VERB
alkej-816	72	35	for	for	ADP
alkej-816	72	36	repair	repair	NOUN
alkej-816	72	37	.	.	PUNCT
alkej-816	73	1	dawood	dawood	PROPN
alkej-816	73	2	l	l	PROPN
alkej-816	73	3	et	et	PROPN
alkej-816	73	4	al	al	PROPN
alkej-816	73	5	.	.	PROPN
alkej-816	74	1	(	(	PUNCT
alkej-816	74	2	2018	2018	NUM
alkej-816	74	3	)	)	PUNCT
alkej-816	75	1	[	[	X
alkej-816	75	2	12	12	NUM
alkej-816	75	3	]	]	PUNCT
alkej-816	75	4	deals	deal	NOUN
alkej-816	75	5	with	with	ADP
alkej-816	75	6	two	two	NUM
alkej-816	75	7	inductors	inductor	NOUN
alkej-816	75	8	'	'	PART
alkej-816	75	9	values	value	NOUN
alkej-816	75	10	,	,	PUNCT
alkej-816	75	11	the	the	DET
alkej-816	75	12	through	through	ADP
alkej-816	75	13	point	point	NOUN
alkej-816	75	14	and	and	CCONJ
alkej-816	75	15	performance	performance	NOUN
alkej-816	75	16	indicator	indicator	NOUN
alkej-816	75	17	values	value	NOUN
alkej-816	75	18	.	.	PUNCT
alkej-816	76	1	this	this	DET
alkej-816	76	2	paper	paper	NOUN
alkej-816	76	3	uses	use	VERB
alkej-816	76	4	preventive	preventive	ADJ
alkej-816	76	5	maintenance	maintenance	NOUN
alkej-816	76	6	with	with	ADP
alkej-816	76	7	m.m.s	m.m.s	NOUN
alkej-816	76	8	.	.	PUNCT
alkej-816	77	1	in	in	ADP
alkej-816	77	2	carrying	carry	VERB
alkej-816	77	3	out	out	ADP
alkej-816	77	4	maintenance	maintenance	NOUN
alkej-816	77	5	actions	action	NOUN
alkej-816	77	6	for	for	ADP
alkej-816	77	7	all	all	DET
alkej-816	77	8	factories	factory	NOUN
alkej-816	77	9	.	.	PUNCT
alkej-816	78	1	the	the	DET
alkej-816	78	2	preventive	preventive	ADJ
alkej-816	78	3	maintenance	maintenance	NOUN
alkej-816	78	4	with	with	ADP
alkej-816	78	5	m.m.s	m.m.s	NOUN
alkej-816	78	6	.	.	PUNCT
alkej-816	78	7	is	be	AUX
alkej-816	78	8	recycled	recycle	VERB
alkej-816	78	9	to	to	PART
alkej-816	78	10	choose	choose	VERB
alkej-816	78	11	what	what	PRON
alkej-816	78	12	greatly	greatly	ADV
alkej-816	78	13	affects	affect	VERB
alkej-816	78	14	the	the	DET
alkej-816	78	15	improving	improve	VERB
alkej-816	78	16	quality	quality	NOUN
alkej-816	78	17	and	and	CCONJ
alkej-816	78	18	reliability	reliability	NOUN
alkej-816	78	19	in	in	ADP
alkej-816	78	20	the	the	DET
alkej-816	78	21	manufacturing	manufacturing	NOUN
alkej-816	78	22	works	work	NOUN
alkej-816	78	23	,	,	PUNCT
alkej-816	78	24	reducing	reduce	VERB
alkej-816	78	25	the	the	DET
alkej-816	78	26	product	product	NOUN
alkej-816	78	27	cost	cost	NOUN
alkej-816	78	28	by	by	ADP
alkej-816	78	29	increasing	increase	VERB
alkej-816	78	30	the	the	DET
alkej-816	78	31	factory	factory	NOUN
alkej-816	78	32	production	production	NOUN
alkej-816	78	33	.	.	PUNCT
alkej-816	79	1	ran	run	VERB
alkej-816	79	2	u	u	PROPN
alkej-816	79	3	et	et	PROPN
alkej-816	79	4	al	al	PROPN
alkej-816	79	5	.	.	PROPN
alkej-816	80	1	(	(	PUNCT
alkej-816	80	2	2019	2019	NUM
alkej-816	80	3	)	)	PUNCT
alkej-816	81	1	[	[	X
alkej-816	81	2	13	13	NUM
alkej-816	81	3	]	]	PUNCT
alkej-816	81	4	refers	refer	VERB
alkej-816	81	5	to	to	ADP
alkej-816	81	6	the	the	DET
alkej-816	81	7	literature	literature	NOUN
alkej-816	81	8	on	on	ADP
alkej-816	81	9	predictive	predictive	ADJ
alkej-816	81	10	maintenance	maintenance	NOUN
alkej-816	81	11	with	with	ADP
alkej-816	81	12	a	a	DET
alkej-816	81	13	focus	focus	NOUN
alkej-816	81	14	on	on	ADP
alkej-816	81	15	the	the	DET
alkej-816	81	16	purposes	purpose	NOUN
alkej-816	81	17	and	and	CCONJ
alkej-816	81	18	approaches	approach	NOUN
alkej-816	81	19	in	in	ADP
alkej-816	81	20	the	the	DET
alkej-816	81	21	industry	industry	NOUN
alkej-816	81	22	,	,	PUNCT
alkej-816	81	23	as	as	SCONJ
alkej-816	81	24	this	this	DET
alkej-816	81	25	study	study	NOUN
alkej-816	81	26	showed	show	VERB
alkej-816	81	27	that	that	SCONJ
alkej-816	81	28	any	any	DET
alkej-816	81	29	unplanned	unplanned	ADJ
alkej-816	81	30	shutdown	shutdown	NOUN
alkej-816	81	31	of	of	ADP
alkej-816	81	32	machines	machine	NOUN
alkej-816	81	33	or	or	CCONJ
alkej-816	81	34	systems	system	NOUN
alkej-816	81	35	would	would	AUX
alkej-816	81	36	lead	lead	VERB
alkej-816	81	37	to	to	ADP
alkej-816	81	38	the	the	DET
alkej-816	81	39	deterioration	deterioration	NOUN
alkej-816	81	40	of	of	ADP
alkej-816	81	41	the	the	DET
alkej-816	81	42	company	company	NOUN
alkej-816	81	43	's	's	PART
alkej-816	81	44	basic	basic	ADJ
alkej-816	81	45	business	business	NOUN
alkej-816	81	46	and	and	CCONJ
alkej-816	81	47	thus	thus	ADV
alkej-816	81	48	cause	cause	VERB
alkej-816	81	49	great	great	ADJ
alkej-816	81	50	losses	loss	NOUN
alkej-816	81	51	.	.	PUNCT
alkej-816	82	1	the	the	DET
alkej-816	82	2	study	study	NOUN
alkej-816	82	3	showed	show	VERB
alkej-816	82	4	that	that	SCONJ
alkej-816	82	5	traditional	traditional	ADJ
alkej-816	82	6	maintenance	maintenance	NOUN
alkej-816	82	7	methods	method	NOUN
alkej-816	82	8	suffer	suffer	VERB
alkej-816	82	9	from	from	ADP
alkej-816	82	10	many	many	ADJ
alkej-816	82	11	defects	defect	NOUN
alkej-816	82	12	,	,	PUNCT
alkej-816	82	13	such	such	ADJ
alkej-816	82	14	as	as	ADP
alkej-816	82	15	high	high	ADJ
alkej-816	82	16	repair	repair	NOUN
alkej-816	82	17	costs	cost	NOUN
alkej-816	82	18	,	,	PUNCT
alkej-816	82	19	affecting	affect	VERB
alkej-816	82	20	the	the	DET
alkej-816	82	21	reputation	reputation	NOUN
alkej-816	82	22	of	of	ADP
alkej-816	82	23	companies	company	NOUN
alkej-816	82	24	.	.	PUNCT
alkej-816	83	1	therefore	therefore	ADV
alkej-816	83	2	,	,	PUNCT
alkej-816	83	3	researchers	researcher	NOUN
alkej-816	83	4	worked	work	VERB
alkej-816	83	5	on	on	ADP
alkej-816	83	6	introducing	introduce	VERB
alkej-816	83	7	an	an	DET
alkej-816	83	8	artificial	artificial	ADJ
alkej-816	83	9	intelligence	intelligence	NOUN
alkej-816	83	10	method	method	NOUN
alkej-816	83	11	for	for	ADP
alkej-816	83	12	maintenance	maintenance	NOUN
alkej-816	83	13	,	,	PUNCT
alkej-816	83	14	as	as	SCONJ
alkej-816	83	15	they	they	PRON
alkej-816	83	16	formed	form	VERB
alkej-816	83	17	a	a	DET
alkej-816	83	18	model	model	NOUN
alkej-816	83	19	of	of	ADP
alkej-816	83	20	maintenance	maintenance	NOUN
alkej-816	83	21	models	model	NOUN
alkej-816	83	22	capable	capable	ADJ
alkej-816	83	23	of	of	ADP
alkej-816	83	24	predicting	predict	VERB
alkej-816	83	25	faults	fault	NOUN
alkej-816	83	26	before	before	SCONJ
alkej-816	83	27	they	they	PRON
alkej-816	83	28	occur	occur	VERB
alkej-816	83	29	,	,	PUNCT
alkej-816	83	30	which	which	PRON
alkej-816	83	31	reduces	reduce	VERB
alkej-816	83	32	the	the	DET
alkej-816	83	33	loss	loss	NOUN
alkej-816	83	34	of	of	ADP
alkej-816	83	35	time	time	NOUN
alkej-816	83	36	and	and	CCONJ
alkej-816	83	37	money	money	NOUN
alkej-816	83	38	,	,	PUNCT
alkej-816	83	39	thus	thus	ADV
alkej-816	83	40	achieving	achieve	VERB
alkej-816	83	41	goals	goal	NOUN
alkej-816	83	42	for	for	ADP
alkej-816	83	43	maintenance	maintenance	NOUN
alkej-816	83	44	.	.	PUNCT
alkej-816	84	1	mohmmed	mohmme	VERB
alkej-816	84	2	a	a	DET
alkej-816	84	3	et	et	NOUN
alkej-816	84	4	al	al	PROPN
alkej-816	84	5	.	.	PROPN
alkej-816	85	1	(	(	PUNCT
alkej-816	85	2	2020	2020	NUM
alkej-816	85	3	)	)	PUNCT
alkej-816	86	1	[	[	X
alkej-816	86	2	14	14	NUM
alkej-816	86	3	]	]	PUNCT
alkej-816	86	4	used	use	VERB
alkej-816	86	5	a	a	DET
alkej-816	86	6	dump	dump	NOUN
alkej-816	86	7	truck	truck	NOUN
alkej-816	86	8	system	system	NOUN
alkej-816	86	9	to	to	PART
alkej-816	86	10	discover	discover	VERB
alkej-816	86	11	the	the	DET
alkej-816	86	12	components	component	NOUN
alkej-816	86	13	with	with	ADP
alkej-816	86	14	the	the	DET
alkej-816	86	15	lowest	low	ADJ
alkej-816	86	16	reliability	reliability	NOUN
alkej-816	86	17	and	and	CCONJ
alkej-816	86	18	estimate	estimate	VERB
alkej-816	86	19	the	the	DET
alkej-816	86	20	system	system	NOUN
alkej-816	86	21	failure	failure	NOUN
alkej-816	86	22	time	time	NOUN
alkej-816	86	23	.	.	PUNCT
alkej-816	87	1	this	this	DET
alkej-816	87	2	study	study	NOUN
alkej-816	87	3	developed	develop	VERB
alkej-816	87	4	a	a	DET
alkej-816	87	5	preventive	preventive	ADJ
alkej-816	87	6	maintenance	maintenance	NOUN
alkej-816	87	7	strategy	strategy	NOUN
alkej-816	87	8	to	to	PART
alkej-816	87	9	improve	improve	VERB
alkej-816	87	10	reliability	reliability	NOUN
alkej-816	87	11	and	and	CCONJ
alkej-816	87	12	decrease	decrease	VERB
alkej-816	87	13	mountainous	mountainous	ADJ
alkej-816	87	14	costs	cost	NOUN
alkej-816	87	15	.	.	PUNCT
alkej-816	88	1	the	the	DET
alkej-816	88	2	current	current	ADJ
alkej-816	88	3	level	level	NOUN
alkej-816	88	4	of	of	ADP
alkej-816	88	5	reliability	reliability	NOUN
alkej-816	88	6	is	be	AUX
alkej-816	88	7	not	not	PART
alkej-816	88	8	convincing	convincing	ADJ
alkej-816	88	9	.	.	PUNCT
alkej-816	89	1	it	it	PRON
alkej-816	89	2	can	can	AUX
alkej-816	89	3	be	be	AUX
alkej-816	89	4	conducted	conduct	VERB
alkej-816	89	5	and	and	CCONJ
alkej-816	89	6	improved	improve	VERB
alkej-816	89	7	by	by	ADP
alkej-816	89	8	focusing	focus	VERB
alkej-816	89	9	on	on	ADP
alkej-816	89	10	some	some	DET
alkej-816	89	11	components	component	NOUN
alkej-816	89	12	.	.	PUNCT
alkej-816	90	1	the	the	DET
alkej-816	90	2	study	study	NOUN
alkej-816	90	3	also	also	ADV
alkej-816	90	4	suggested	suggest	VERB
alkej-816	90	5	that	that	SCONJ
alkej-816	90	6	technicians	technician	NOUN
alkej-816	90	7	report	report	VERB
alkej-816	90	8	any	any	DET
alkej-816	90	9	errors	error	NOUN
alkej-816	90	10	or	or	CCONJ
alkej-816	90	11	outages	outage	NOUN
alkej-816	90	12	to	to	PART
alkej-816	90	13	avoid	avoid	VERB
alkej-816	90	14	any	any	DET
alkej-816	90	15	damage	damage	NOUN
alkej-816	90	16	.	.	PUNCT
alkej-816	91	1	high	high	ADJ
alkej-816	91	2	safety	safety	NOUN
alkej-816	91	3	and	and	CCONJ
alkej-816	91	4	good	good	ADJ
alkej-816	91	5	operation	operation	NOUN
alkej-816	91	6	solved	solve	VERB
alkej-816	91	7	the	the	DET
alkej-816	91	8	problem	problem	NOUN
alkej-816	91	9	and	and	CCONJ
alkej-816	91	10	gave	give	VERB
alkej-816	91	11	perfect	perfect	ADJ
alkej-816	91	12	solutions	solution	NOUN
alkej-816	91	13	that	that	PRON
alkej-816	91	14	affected	affect	VERB
alkej-816	91	15	factory	factory	NOUN
alkej-816	91	16	systems	system	NOUN
alkej-816	91	17	'	'	PART
alkej-816	91	18	failure	failure	NOUN
alkej-816	91	19	rate	rate	NOUN
alkej-816	91	20	and	and	CCONJ
alkej-816	91	21	existence	existence	NOUN
alkej-816	91	22	.	.	PUNCT
alkej-816	92	1	moghaddam	moghaddam	PROPN
alkej-816	92	2	s.	s.	PROPN
alkej-816	92	3	(	(	PUNCT
alkej-816	92	4	2010	2010	NUM
alkej-816	92	5	)	)	PUNCT
alkej-816	93	1	[	[	X
alkej-816	93	2	15	15	NUM
alkej-816	93	3	]	]	PUNCT
alkej-816	93	4	studied	study	VERB
alkej-816	93	5	to	to	PART
alkej-816	93	6	improve	improve	VERB
alkej-816	93	7	the	the	DET
alkej-816	93	8	parameter	parameter	NOUN
alkej-816	93	9	models	model	NOUN
alkej-816	93	10	that	that	PRON
alkej-816	93	11	reduce	reduce	VERB
alkej-816	93	12	the	the	DET
alkej-816	93	13	new	new	ADJ
alkej-816	93	14	non	non	ADJ
alkej-816	93	15	-	-	ADJ
alkej-816	93	16	linear	linear	ADJ
alkej-816	93	17	function	function	NOUN
alkej-816	93	18	's	's	PART
alkej-816	93	19	life	life	NOUN
alkej-816	93	20	.	.	PUNCT
alkej-816	94	1	by	by	ADP
alkej-816	94	2	studying	study	VERB
alkej-816	94	3	the	the	DET
alkej-816	94	4	active	active	ADJ
alkej-816	94	5	life	life	NOUN
alkej-816	94	6	of	of	ADP
alkej-816	94	7	factory	factory	NOUN
alkej-816	94	8	systems	system	NOUN
alkej-816	94	9	,	,	PUNCT
alkej-816	94	10	the	the	DET
alkej-816	94	11	paper	paper	NOUN
alkej-816	94	12	developed	develop	VERB
alkej-816	94	13	a	a	DET
alkej-816	94	14	practical	practical	ADJ
alkej-816	94	15	method	method	NOUN
alkej-816	94	16	to	to	PART
alkej-816	94	17	determine	determine	VERB
alkej-816	94	18	the	the	DET
alkej-816	94	19	effect	effect	NOUN
alkej-816	94	20	of	of	ADP
alkej-816	94	21	preventive	preventive	ADJ
alkej-816	94	22	maintenance	maintenance	NOUN
alkej-816	94	23	on	on	ADP
alkej-816	94	24	the	the	DET
alkej-816	94	25	failure	failure	NOUN
alkej-816	94	26	rate	rate	NOUN
alkej-816	94	27	.	.	PUNCT
alkej-816	95	1	the	the	DET
alkej-816	95	2	improved	improve	VERB
alkej-816	95	3	models	model	NOUN
alkej-816	95	4	include	include	VERB
alkej-816	95	5	a	a	DET
alkej-816	95	6	basic	basic	ADJ
alkej-816	95	7	trade	trade	NOUN
alkej-816	95	8	-	-	PUNCT
alkej-816	95	9	off	off	NOUN
alkej-816	95	10	between	between	ADP
alkej-816	95	11	maintenance	maintenance	NOUN
alkej-816	95	12	replacement	replacement	NOUN
alkej-816	95	13	costs	cost	NOUN
alkej-816	95	14	and	and	CCONJ
alkej-816	95	15	failure	failure	NOUN
alkej-816	95	16	rate	rate	NOUN
alkej-816	95	17	savings	saving	NOUN
alkej-816	95	18	.	.	PUNCT
alkej-816	96	1	maintenance	maintenance	NOUN
alkej-816	96	2	schedules	schedule	NOUN
alkej-816	96	3	have	have	AUX
alkej-816	96	4	been	be	AUX
alkej-816	96	5	implemented	implement	VERB
alkej-816	96	6	to	to	PART
alkej-816	96	7	balance	balance	VERB
alkej-816	96	8	individual	individual	ADJ
alkej-816	96	9	operation	operation	NOUN
alkej-816	96	10	costs	cost	NOUN
alkej-816	96	11	and	and	CCONJ
alkej-816	96	12	non	non	ADJ
alkej-816	96	13	-	-	ADJ
alkej-816	96	14	linear	linear	ADJ
alkej-816	96	15	optimization	optimization	NOUN
alkej-816	96	16	models	model	NOUN
alkej-816	96	17	.	.	PUNCT
alkej-816	97	1	genetic	genetic	ADJ
alkej-816	97	2	algorithms	algorithm	NOUN
alkej-816	97	3	have	have	AUX
alkej-816	97	4	been	be	AUX
alkej-816	97	5	used	use	VERB
alkej-816	97	6	to	to	PART
alkej-816	97	7	build	build	VERB
alkej-816	97	8	optimization	optimization	NOUN
alkej-816	97	9	models	model	NOUN
alkej-816	97	10	,	,	PUNCT
alkej-816	97	11	saving	save	VERB
alkej-816	97	12	designers	designer	NOUN
alkej-816	97	13	and	and	CCONJ
alkej-816	97	14	analysts	analyst	NOUN
alkej-816	97	15	time	time	NOUN
alkej-816	97	16	and	and	CCONJ
alkej-816	97	17	effort	effort	NOUN
alkej-816	97	18	in	in	ADP
alkej-816	97	19	reaching	reach	VERB
alkej-816	97	20	a	a	DET
alkej-816	97	21	final	final	ADJ
alkej-816	97	22	solution	solution	NOUN
alkej-816	97	23	.	.	PUNCT
alkej-816	98	1	mansour	mansour	PROPN
alkej-816	98	2	&	&	CCONJ
alkej-816	98	3	makhoul	makhoul	PROPN
alkej-816	98	4	(	(	PUNCT
alkej-816	98	5	2012	2012	NUM
alkej-816	98	6	)	)	PUNCT
alkej-816	99	1	[	[	X
alkej-816	99	2	16	16	NUM
alkej-816	99	3	]	]	PUNCT
alkej-816	99	4	dealt	deal	VERB
alkej-816	99	5	with	with	ADP
alkej-816	99	6	reaching	reach	VERB
alkej-816	99	7	a	a	DET
alkej-816	99	8	high	high	ADJ
alkej-816	99	9	-	-	PUNCT
alkej-816	99	10	reliability	reliability	NOUN
alkej-816	99	11	electrical	electrical	ADJ
alkej-816	99	12	system	system	NOUN
alkej-816	99	13	that	that	PRON
alkej-816	99	14	protects	protect	VERB
alkej-816	99	15	the	the	DET
alkej-816	99	16	electrical	electrical	ADJ
alkej-816	99	17	power	power	NOUN
alkej-816	99	18	's	's	PART
alkej-816	99	19	permanence	permanence	NOUN
alkej-816	99	20	.	.	PUNCT
alkej-816	100	1	the	the	DET
alkej-816	100	2	different	different	ADJ
alkej-816	100	3	method	method	NOUN
alkej-816	100	4	was	be	AUX
alkej-816	100	5	presented	present	VERB
alkej-816	100	6	for	for	ADP
alkej-816	100	7	service	service	NOUN
alkej-816	100	8	continuity	continuity	NOUN
alkej-816	100	9	in	in	ADP
alkej-816	100	10	electricity	electricity	NOUN
alkej-816	100	11	distribution	distribution	NOUN
alkej-816	100	12	networks	network	NOUN
alkej-816	100	13	through	through	ADP
alkej-816	100	14	the	the	DET
alkej-816	100	15	use	use	NOUN
alkej-816	100	16	of	of	ADP
alkej-816	100	17	genetic	genetic	ADJ
alkej-816	100	18	algorithms	algorithm	NOUN
alkej-816	100	19	raised	raise	VERB
alkej-816	100	20	reliable	reliable	ADJ
alkej-816	100	21	and	and	CCONJ
alkej-816	100	22	improved	improved	ADJ
alkej-816	100	23	performance	performance	NOUN
alkej-816	100	24	have	have	AUX
alkej-816	100	25	been	be	AUX
alkej-816	100	26	the	the	DET
alkej-816	100	27	data	datum	NOUN
alkej-816	100	28	used	use	VERB
alkej-816	100	29	in	in	ADP
alkej-816	100	30	the	the	DET
alkej-816	100	31	algorithm	algorithm	NOUN
alkej-816	100	32	calculation	calculation	NOUN
alkej-816	100	33	.	.	PUNCT
alkej-816	101	1	the	the	DET
alkej-816	101	2	proposed	propose	VERB
alkej-816	101	3	models	model	NOUN
alkej-816	101	4	reduce	reduce	VERB
alkej-816	101	5	the	the	DET
alkej-816	101	6	cost	cost	NOUN
alkej-816	101	7	,	,	PUNCT
alkej-816	101	8	and	and	CCONJ
alkej-816	101	9	decrease	decrease	VERB
alkej-816	101	10	the	the	DET
alkej-816	101	11	time	time	NOUN
alkej-816	101	12	of	of	ADP
alkej-816	101	13	electrical	electrical	ADJ
alkej-816	101	14	failure	failure	NOUN
alkej-816	101	15	and	and	CCONJ
alkej-816	101	16	maintenance	maintenance	NOUN
alkej-816	101	17	.	.	PUNCT
alkej-816	102	1	rami	rami	PROPN
alkej-816	102	2	al	al	PROPN
alkej-816	102	3	-	-	PROPN
alkej-816	102	4	hadithi	hadithi	PROPN
alkej-816	102	5	et	et	PROPN
alkej-816	102	6	al	al	PROPN
alkej-816	102	7	.	.	PROPN
alkej-816	103	1	(	(	PUNCT
alkej-816	103	2	2012	2012	NUM
alkej-816	103	3	)	)	PUNCT
alkej-816	104	1	[	[	X
alkej-816	104	2	17	17	NUM
alkej-816	104	3	]	]	PUNCT
alkej-816	104	4	suggested	suggest	VERB
alkej-816	104	5	the	the	DET
alkej-816	104	6	implementation	implementation	NOUN
alkej-816	104	7	of	of	ADP
alkej-816	104	8	a	a	DET
alkej-816	104	9	preventive	preventive	ADJ
alkej-816	104	10	maintenance	maintenance	NOUN
alkej-816	104	11	scheduling	scheduling	NOUN
alkej-816	104	12	system	system	NOUN
alkej-816	104	13	based	base	VERB
alkej-816	104	14	on	on	ADP
alkej-816	104	15	an	an	DET
alkej-816	104	16	intelligent	intelligent	ADJ
alkej-816	104	17	fuzzy	fuzzy	ADJ
alkej-816	104	18	logical	logical	ADJ
alkej-816	104	19	algorithm	algorithm	NOUN
alkej-816	104	20	.	.	PUNCT
alkej-816	105	1	the	the	DET
alkej-816	105	2	proposed	propose	VERB
alkej-816	105	3	models	model	NOUN
alkej-816	105	4	proved	prove	VERB
alkej-816	105	5	that	that	SCONJ
alkej-816	105	6	time	time	NOUN
alkej-816	105	7	scheduling	scheduling	NOUN
alkej-816	105	8	has	have	VERB
alkej-816	105	9	many	many	ADJ
alkej-816	105	10	disadvantages	disadvantage	NOUN
alkej-816	105	11	that	that	PRON
alkej-816	105	12	are	be	AUX
alkej-816	105	13	difficult	difficult	ADJ
alkej-816	105	14	to	to	PART
alkej-816	105	15	include	include	VERB
alkej-816	105	16	in	in	ADP
alkej-816	105	17	the	the	DET
alkej-816	105	18	information	information	NOUN
alkej-816	105	19	system	system	NOUN
alkej-816	105	20	.	.	PUNCT
alkej-816	106	1	therefore	therefore	ADV
alkej-816	106	2	,	,	PUNCT
alkej-816	106	3	the	the	DET
alkej-816	106	4	practical	practical	ADJ
alkej-816	106	5	application	application	NOUN
alkej-816	106	6	of	of	ADP
alkej-816	106	7	theoretical	theoretical	ADJ
alkej-816	106	8	research	research	NOUN
alkej-816	106	9	was	be	AUX
alkej-816	106	10	developed	develop	VERB
alkej-816	106	11	with	with	ADP
alkej-816	106	12	optimal	optimal	ADJ
alkej-816	106	13	variable	variable	ADJ
alkej-816	106	14	scheduling	scheduling	NOUN
alkej-816	106	15	time	time	NOUN
alkej-816	106	16	and	and	CCONJ
alkej-816	106	17	mounting	mount	VERB
alkej-816	106	18	planning	planning	NOUN
alkej-816	106	19	systems	system	NOUN
alkej-816	106	20	to	to	PART
alkej-816	106	21	deliver	deliver	VERB
alkej-816	106	22	maintenance	maintenance	NOUN
alkej-816	106	23	to	to	ADP
alkej-816	106	24	customers	customer	NOUN
alkej-816	106	25	.	.	PUNCT
alkej-816	107	1	the	the	DET
alkej-816	107	2	proposed	propose	VERB
alkej-816	107	3	fuzzy	fuzzy	ADJ
alkej-816	107	4	replacement	replacement	NOUN
alkej-816	107	5	system	system	NOUN
alkej-816	107	6	is	be	AUX
alkej-816	107	7	an	an	DET
alkej-816	107	8	advanced	advanced	ADJ
alkej-816	107	9	and	and	CCONJ
alkej-816	107	10	practical	practical	ADJ
alkej-816	107	11	solving	solving	NOUN
alkej-816	107	12	problem	problem	NOUN
alkej-816	107	13	of	of	ADP
alkej-816	107	14	providing	provide	VERB
alkej-816	107	15	reliable	reliable	ADJ
alkej-816	107	16	schedules	schedule	NOUN
alkej-816	107	17	through	through	ADP
alkej-816	107	18	the	the	DET
alkej-816	107	19	enterprise	enterprise	NOUN
alkej-816	107	20	material	material	NOUN
alkej-816	107	21	planning	planning	NOUN
alkej-816	107	22	unit	unit	NOUN
alkej-816	107	23	and	and	CCONJ
alkej-816	107	24	confirmed	confirm	VERB
alkej-816	107	25	the	the	DET
alkej-816	107	26	success	success	NOUN
alkej-816	107	27	of	of	ADP
alkej-816	107	28	applying	apply	VERB
alkej-816	107	29	fuzzy	fuzzy	ADJ
alkej-816	107	30	logic	logic	NOUN
alkej-816	107	31	to	to	PART
alkej-816	107	32	solve	solve	VERB
alkej-816	107	33	the	the	DET
alkej-816	107	34	scheduling	scheduling	NOUN
alkej-816	107	35	problem	problem	NOUN
alkej-816	107	36	.	.	PUNCT
alkej-816	108	1	krenek	krenek	VERB
alkej-816	108	2	j	j	PROPN
alkej-816	108	3	et	et	PROPN
alkej-816	108	4	al	al	PROPN
alkej-816	108	5	.	.	PROPN
alkej-816	109	1	(	(	PUNCT
alkej-816	109	2	2016	2016	NUM
alkej-816	109	3	)	)	PUNCT
alkej-816	110	1	[	[	X
alkej-816	110	2	18	18	NUM
alkej-816	110	3	]	]	PUNCT
alkej-816	110	4	dealt	deal	VERB
alkej-816	110	5	with	with	ADP
alkej-816	110	6	different	different	ADJ
alkej-816	110	7	techniques	technique	NOUN
alkej-816	110	8	for	for	ADP
alkej-816	110	9	maintenance	maintenance	NOUN
alkej-816	110	10	with	with	ADP
alkej-816	110	11	artificial	artificial	ADJ
alkej-816	110	12	neural	neural	ADJ
alkej-816	110	13	networks	network	NOUN
alkej-816	110	14	in	in	ADP
alkej-816	110	15	the	the	DET
alkej-816	110	16	automotive	automotive	ADJ
alkej-816	110	17	industry	industry	NOUN
alkej-816	110	18	chain	chain	NOUN
alkej-816	110	19	.	.	PUNCT
alkej-816	111	1	the	the	DET
alkej-816	111	2	studies	study	NOUN
alkej-816	111	3	proved	prove	VERB
alkej-816	111	4	that	that	SCONJ
alkej-816	111	5	neural	neural	ADJ
alkej-816	111	6	networks	network	NOUN
alkej-816	111	7	have	have	VERB
alkej-816	111	8	strong	strong	ADJ
alkej-816	111	9	potential	potential	NOUN
alkej-816	111	10	in	in	ADP
alkej-816	111	11	maintenance	maintenance	NOUN
alkej-816	111	12	tasks	task	NOUN
alkej-816	111	13	.	.	PUNCT
alkej-816	112	1	it	it	PRON
alkej-816	112	2	proposed	propose	VERB
alkej-816	112	3	methods	method	NOUN
alkej-816	112	4	that	that	PRON
alkej-816	112	5	effect	effect	VERB
alkej-816	112	6	evaluating	evaluate	VERB
alkej-816	112	7	the	the	DET
alkej-816	112	8	risks	risk	NOUN
alkej-816	112	9	of	of	ADP
alkej-816	112	10	faults	fault	NOUN
alkej-816	112	11	and	and	CCONJ
alkej-816	112	12	early	early	ADJ
alkej-816	112	13	analysis	analysis	NOUN
alkej-816	112	14	to	to	PART
alkej-816	112	15	discover	discover	VERB
alkej-816	112	16	errors	error	NOUN
alkej-816	112	17	.	.	PUNCT
alkej-816	113	1	this	this	DET
alkej-816	113	2	feature	feature	NOUN
alkej-816	113	3	delivers	deliver	VERB
alkej-816	113	4	the	the	DET
alkej-816	113	5	option	option	NOUN
alkej-816	113	6	of	of	ADP
alkej-816	113	7	prevention	prevention	NOUN
alkej-816	113	8	.	.	PUNCT
alkej-816	114	1	the	the	DET
alkej-816	114	2	new	new	ADJ
alkej-816	114	3	method	method	NOUN
alkej-816	114	4	gives	give	VERB
alkej-816	114	5	high	high	ADJ
alkej-816	114	6	operative	operative	NOUN
alkej-816	114	7	in	in	ADP
alkej-816	114	8	equipment	equipment	NOUN
alkej-816	114	9	failure	failure	NOUN
alkej-816	114	10	and	and	CCONJ
alkej-816	114	11	increases	increase	VERB
alkej-816	114	12	performance	performance	NOUN
alkej-816	114	13	results	result	NOUN
alkej-816	114	14	.	.	PUNCT
alkej-816	115	1	javanmard	javanmard	PROPN
alkej-816	115	2	h.	h.	PROPN
alkej-816	115	3	&	&	CCONJ
alkej-816	115	4	koraeizadeh	koraeizadeh	PROPN
alkej-816	115	5	a.	a.	PROPN
alkej-816	115	6	(	(	PUNCT
alkej-816	115	7	2016	2016	NUM
alkej-816	115	8	)	)	PUNCT
alkej-816	116	1	[	[	X
alkej-816	116	2	19	19	NUM
alkej-816	116	3	]	]	PUNCT
alkej-816	116	4	dealt	deal	VERB
alkej-816	116	5	with	with	ADP
alkej-816	116	6	expecting	expect	VERB
alkej-816	116	7	the	the	DET
alkej-816	116	8	activities	activity	NOUN
alkej-816	116	9	necessary	necessary	ADJ
alkej-816	116	10	for	for	ADP
alkej-816	116	11	preventive	preventive	ADJ
alkej-816	116	12	maintenance	maintenance	NOUN
alkej-816	116	13	by	by	ADP
alkej-816	116	14	studying	study	VERB
alkej-816	116	15	the	the	DET
alkej-816	116	16	equipment	equipment	NOUN
alkej-816	116	17	's	's	PART
alkej-816	116	18	optimal	optimal	ADJ
alkej-816	116	19	costs	cost	NOUN
alkej-816	116	20	and	and	CCONJ
alkej-816	116	21	reliability	reliability	NOUN
alkej-816	116	22	.	.	PUNCT
alkej-816	117	1	the	the	DET
alkej-816	117	2	paper	paper	NOUN
alkej-816	117	3	methodology	methodology	NOUN
alkej-816	117	4	was	be	AUX
alkej-816	117	5	applied	apply	VERB
alkej-816	117	6	by	by	ADP
alkej-816	117	7	extracting	extract	VERB
alkej-816	117	8	some	some	DET
alkej-816	117	9	data	datum	NOUN
alkej-816	117	10	from	from	ADP
alkej-816	117	11	the	the	DET
alkej-816	117	12	equipment	equipment	NOUN
alkej-816	117	13	and	and	CCONJ
alkej-816	117	14	maintenance	maintenance	NOUN
alkej-816	117	15	departments	department	NOUN
alkej-816	117	16	.	.	PUNCT
alkej-816	118	1	the	the	DET
alkej-816	118	2	lingering	linger	VERB
alkej-816	118	3	data	datum	NOUN
alkej-816	118	4	was	be	AUX
alkej-816	118	5	acquired	acquire	VERB
alkej-816	118	6	through	through	ADP
alkej-816	118	7	the	the	DET
alkej-816	118	8	application	application	NOUN
alkej-816	118	9	of	of	ADP
alkej-816	118	10	a	a	DET
alkej-816	118	11	genetic	genetic	ADJ
alkej-816	118	12	algorithm	algorithm	NOUN
alkej-816	118	13	that	that	PRON
alkej-816	118	14	predicted	predict	VERB
alkej-816	118	15	downtime	downtime	NOUN
alkej-816	118	16	,	,	PUNCT
alkej-816	118	17	costs	cost	NOUN
alkej-816	118	18	,	,	PUNCT
alkej-816	118	19	and	and	CCONJ
alkej-816	118	20	reliability	reliability	NOUN
alkej-816	118	21	in	in	ADP
alkej-816	118	22	a	a	DET
alkej-816	118	23	predetermined	predetermine	VERB
alkej-816	118	24	period	period	NOUN
alkej-816	118	25	.	.	PUNCT
alkej-816	119	1	the	the	DET
alkej-816	119	2	proposed	propose	VERB
alkej-816	119	3	methods	method	NOUN
alkej-816	119	4	applied	apply	VERB
alkej-816	119	5	the	the	DET
alkej-816	119	6	extracted	extract	VERB
alkej-816	119	7	feature	feature	NOUN
alkej-816	119	8	to	to	ADP
alkej-816	119	9	all	all	DET
alkej-816	119	10	manufactured	manufacture	VERB
alkej-816	119	11	and	and	CCONJ
alkej-816	119	12	non	non	ADJ
alkej-816	119	13	-	-	ADJ
alkej-816	119	14	manufactured	manufactured	ADJ
alkej-816	119	15	equipment	equipment	NOUN
alkej-816	119	16	.	.	PUNCT
alkej-816	120	1	gregor	gregor	PROPN
alkej-816	120	2	m	m	PROPN
alkej-816	120	3	et	et	PROPN
alkej-816	120	4	wasan	wasan	PROPN
alkej-816	120	5	mahmood	mahmood	PROPN
alkej-816	120	6	ahmed	ahmed	PROPN
alkej-816	120	7	al	al	PROPN
alkej-816	120	8	-	-	PUNCT
alkej-816	120	9	khwarizmi	khwarizmi	PROPN
alkej-816	120	10	engineering	engineering	NOUN
alkej-816	120	11	journal	journal	PROPN
alkej-816	120	12	,	,	PUNCT
alkej-816	120	13	vol	vol	NOUN
alkej-816	120	14	.	.	PROPN
alkej-816	120	15	19	19	NUM
alkej-816	120	16	,	,	PUNCT
alkej-816	120	17	no	no	INTJ
alkej-816	120	18	.	.	NOUN
alkej-816	120	19	1	1	NUM
alkej-816	120	20	,	,	PUNCT
alkej-816	120	21	p.p	p.p	PROPN
alkej-816	120	22	.	.	NOUN
alkej-816	120	23	113	113	NUM
alkej-816	120	24	(	(	PUNCT
alkej-816	120	25	2023	2023	NUM
alkej-816	120	26	)	)	PUNCT
alkej-816	120	27	4	4	NUM
alkej-816	120	28	al	al	PROPN
alkej-816	120	29	.	.	PUNCT
alkej-816	121	1	(	(	PUNCT
alkej-816	121	2	2016	2016	NUM
alkej-816	121	3	)	)	PUNCT
alkej-816	122	1	[	[	X
alkej-816	122	2	20	20	NUM
alkej-816	122	3	]	]	PUNCT
alkej-816	122	4	dealt	deal	VERB
alkej-816	122	5	with	with	ADP
alkej-816	122	6	explaining	explain	VERB
alkej-816	122	7	a	a	DET
alkej-816	122	8	new	new	ADJ
alkej-816	122	9	generation	generation	NOUN
alkej-816	122	10	of	of	ADP
alkej-816	122	11	industrial	industrial	ADJ
alkej-816	122	12	automation	automation	NOUN
alkej-816	122	13	,	,	PUNCT
alkej-816	122	14	intelligent	intelligent	ADJ
alkej-816	122	15	production	production	NOUN
alkej-816	122	16	,	,	PUNCT
alkej-816	122	17	and	and	CCONJ
alkej-816	122	18	development	development	NOUN
alkej-816	122	19	towards	towards	ADP
alkej-816	122	20	the	the	DET
alkej-816	122	21	industry	industry	NOUN
alkej-816	122	22	.	.	PUNCT
alkej-816	123	1	this	this	DET
alkej-816	123	2	system	system	NOUN
alkej-816	123	3	statement	statement	NOUN
alkej-816	123	4	in	in	ADP
alkej-816	123	5	organizations	organization	NOUN
alkej-816	123	6	takes	take	VERB
alkej-816	123	7	the	the	DET
alkej-816	123	8	role	role	NOUN
alkej-816	123	9	of	of	ADP
alkej-816	123	10	increasing	increase	VERB
alkej-816	123	11	the	the	DET
alkej-816	123	12	performance	performance	NOUN
alkej-816	123	13	system	system	NOUN
alkej-816	123	14	about	about	ADP
alkej-816	123	15	the	the	DET
alkej-816	123	16	costs	cost	NOUN
alkej-816	123	17	experienced	experience	VERB
alkej-816	123	18	.	.	PUNCT
alkej-816	124	1	this	this	DET
alkej-816	124	2	paper	paper	NOUN
alkej-816	124	3	discusses	discuss	VERB
alkej-816	124	4	integrating	integrate	VERB
alkej-816	124	5	a	a	DET
alkej-816	124	6	reconfigurable	reconfigurable	ADJ
alkej-816	124	7	maintenance	maintenance	NOUN
alkej-816	124	8	system	system	NOUN
alkej-816	124	9	into	into	ADP
alkej-816	124	10	the	the	DET
alkej-816	124	11	system	system	NOUN
alkej-816	124	12	's	's	PART
alkej-816	124	13	production	production	NOUN
alkej-816	124	14	.	.	PUNCT
alkej-816	125	1	it	it	PRON
alkej-816	125	2	deals	deal	VERB
alkej-816	125	3	with	with	ADP
alkej-816	125	4	adversative	adversative	ADJ
alkej-816	125	5	production	production	NOUN
alkej-816	125	6	conditions	condition	NOUN
alkej-816	125	7	and	and	CCONJ
alkej-816	125	8	confirms	confirm	VERB
alkej-816	125	9	reliability	reliability	NOUN
alkej-816	125	10	for	for	ADP
alkej-816	125	11	production	production	NOUN
alkej-816	125	12	configurations	configuration	NOUN
alkej-816	125	13	.	.	PUNCT
alkej-816	126	1	alhamad	alhamad	PROPN
alkej-816	126	2	k	k	PROPN
alkej-816	126	3	et	et	PROPN
alkej-816	126	4	al	al	PROPN
alkej-816	126	5	.	.	PROPN
alkej-816	127	1	(	(	PUNCT
alkej-816	127	2	2016	2016	NUM
alkej-816	127	3	)	)	PUNCT
alkej-816	128	1	[	[	X
alkej-816	128	2	21	21	NUM
alkej-816	128	3	]	]	PUNCT
alkej-816	128	4	dealt	deal	VERB
alkej-816	128	5	with	with	ADP
alkej-816	128	6	reliability	reliability	NOUN
alkej-816	128	7	,	,	PUNCT
alkej-816	128	8	a	a	DET
alkej-816	128	9	key	key	ADJ
alkej-816	128	10	decision	decision	NOUN
alkej-816	128	11	tool	tool	NOUN
alkej-816	128	12	that	that	PRON
alkej-816	128	13	improves	improve	VERB
alkej-816	128	14	maintenance	maintenance	NOUN
alkej-816	128	15	scheduling	scheduling	NOUN
alkej-816	128	16	for	for	ADP
alkej-816	128	17	cogeneration	cogeneration	NOUN
alkej-816	128	18	plants	plant	NOUN
alkej-816	128	19	.	.	PUNCT
alkej-816	129	1	the	the	DET
alkej-816	129	2	paper	paper	NOUN
alkej-816	129	3	's	's	PART
alkej-816	129	4	4	4	NUM
alkej-816	129	5	points	point	NOUN
alkej-816	129	6	are	be	AUX
alkej-816	129	7	better	well	ADJ
alkej-816	129	8	than	than	ADP
alkej-816	129	9	2	2	NUM
alkej-816	129	10	points	point	NOUN
alkej-816	129	11	for	for	ADP
alkej-816	129	12	each	each	DET
alkej-816	129	13	electricity	electricity	NOUN
alkej-816	129	14	and	and	CCONJ
alkej-816	129	15	water	water	NOUN
alkej-816	129	16	concentration	concentration	NOUN
alkej-816	129	17	.	.	PUNCT
alkej-816	130	1	the	the	DET
alkej-816	130	2	numerical	numerical	ADJ
alkej-816	130	3	analysis	analysis	NOUN
alkej-816	130	4	used	use	VERB
alkej-816	130	5	for	for	ADP
alkej-816	130	6	genetic	genetic	ADJ
alkej-816	130	7	algorithms	algorithm	NOUN
alkej-816	130	8	may	may	AUX
alkej-816	130	9	improve	improve	VERB
alkej-816	130	10	the	the	DET
alkej-816	130	11	diagnostic	diagnostic	ADJ
alkej-816	130	12	mathematic	mathematic	ADJ
alkej-816	130	13	solutions	solution	NOUN
alkej-816	130	14	.	.	PUNCT
alkej-816	131	1	the	the	DET
alkej-816	131	2	works	work	NOUN
alkej-816	131	3	'	'	PART
alkej-816	131	4	goal	goal	NOUN
alkej-816	131	5	can	can	AUX
alkej-816	131	6	be	be	AUX
alkej-816	131	7	expanded	expand	VERB
alkej-816	131	8	to	to	PART
alkej-816	131	9	include	include	VERB
alkej-816	131	10	the	the	DET
alkej-816	131	11	maintenance	maintenance	NOUN
alkej-816	131	12	and	and	CCONJ
alkej-816	131	13	production	production	NOUN
alkej-816	131	14	costs	cost	NOUN
alkej-816	131	15	of	of	ADP
alkej-816	131	16	optimal	optimal	ADJ
alkej-816	131	17	units	unit	NOUN
alkej-816	131	18	.	.	PUNCT
alkej-816	132	1	the	the	DET
alkej-816	132	2	paper	paper	NOUN
alkej-816	132	3	method	method	NOUN
alkej-816	132	4	was	be	AUX
alkej-816	132	5	used	use	VERB
alkej-816	132	6	to	to	PART
alkej-816	132	7	create	create	VERB
alkej-816	132	8	all	all	DET
alkej-816	132	9	possible	possible	ADJ
alkej-816	132	10	schedules	schedule	NOUN
alkej-816	132	11	with	with	ADP
alkej-816	132	12	the	the	DET
alkej-816	132	13	optimal	optimal	ADJ
alkej-816	132	14	cost	cost	NOUN
alkej-816	132	15	solution	solution	NOUN
alkej-816	132	16	.	.	PUNCT
alkej-816	133	1	montiel	montiel	PROPN
alkej-816	133	2	a	a	PROPN
alkej-816	133	3	et	et	PROPN
alkej-816	133	4	al	al	PROPN
alkej-816	133	5	.	.	PROPN
alkej-816	134	1	(	(	PUNCT
alkej-816	134	2	2017	2017	NUM
alkej-816	134	3	)	)	PUNCT
alkej-816	135	1	[	[	X
alkej-816	135	2	22	22	NUM
alkej-816	135	3	]	]	PUNCT
alkej-816	135	4	progressed	progress	VERB
alkej-816	135	5	the	the	DET
alkej-816	135	6	preventive	preventive	ADJ
alkej-816	135	7	maintenance	maintenance	NOUN
alkej-816	135	8	procedures	procedure	NOUN
alkej-816	135	9	used	use	VERB
alkej-816	135	10	by	by	ADP
alkej-816	135	11	the	the	DET
alkej-816	135	12	medium	medium	ADJ
alkej-816	135	13	-	-	PUNCT
alkej-816	135	14	voltage	voltage	NOUN
alkej-816	135	15	electricity	electricity	NOUN
alkej-816	135	16	distribution	distribution	NOUN
alkej-816	135	17	companies	company	NOUN
alkej-816	135	18	,	,	PUNCT
alkej-816	135	19	especially	especially	ADV
alkej-816	135	20	on	on	ADP
alkej-816	135	21	time	time	NOUN
alkej-816	135	22	and	and	CCONJ
alkej-816	135	23	cost	cost	NOUN
alkej-816	135	24	.	.	PUNCT
alkej-816	136	1	the	the	DET
alkej-816	136	2	improvement	improvement	NOUN
alkej-816	136	3	is	be	AUX
alkej-816	136	4	based	base	VERB
alkej-816	136	5	on	on	ADP
alkej-816	136	6	the	the	DET
alkej-816	136	7	real	real	ADJ
alkej-816	136	8	data	datum	NOUN
alkej-816	136	9	of	of	ADP
alkej-816	136	10	the	the	DET
alkej-816	136	11	station	station	NOUN
alkej-816	136	12	implemented	implement	VERB
alkej-816	136	13	for	for	ADP
alkej-816	136	14	the	the	DET
alkej-816	136	15	genetic	genetic	ADJ
alkej-816	136	16	algorithm	algorithm	NOUN
alkej-816	136	17	to	to	PART
alkej-816	136	18	have	have	VERB
alkej-816	136	19	the	the	DET
alkej-816	136	20	optimal	optimal	ADJ
alkej-816	136	21	solution	solution	NOUN
alkej-816	136	22	.	.	PUNCT
alkej-816	137	1	the	the	DET
alkej-816	137	2	proposed	propose	VERB
alkej-816	137	3	methods	method	NOUN
alkej-816	137	4	were	be	AUX
alkej-816	137	5	theoretically	theoretically	ADV
alkej-816	137	6	done	do	VERB
alkej-816	137	7	by	by	ADP
alkej-816	137	8	a	a	DET
alkej-816	137	9	simulation	simulation	NOUN
alkej-816	137	10	for	for	ADP
alkej-816	137	11	a	a	DET
alkej-816	137	12	whole	whole	ADJ
alkej-816	137	13	year	year	NOUN
alkej-816	137	14	of	of	ADP
alkej-816	137	15	station	station	NOUN
alkej-816	137	16	results	result	NOUN
alkej-816	137	17	.	.	PUNCT
alkej-816	138	1	the	the	DET
alkej-816	138	2	model	model	NOUN
alkej-816	138	3	can	can	AUX
alkej-816	138	4	use	use	VERB
alkej-816	138	5	this	this	DET
alkej-816	138	6	approach	approach	NOUN
alkej-816	138	7	to	to	PART
alkej-816	138	8	significantly	significantly	ADV
alkej-816	138	9	improve	improve	VERB
alkej-816	138	10	the	the	DET
alkej-816	138	11	process	process	NOUN
alkej-816	138	12	of	of	ADP
alkej-816	138	13	performing	perform	VERB
alkej-816	138	14	preventive	preventive	ADJ
alkej-816	138	15	maintenance	maintenance	NOUN
alkej-816	138	16	.	.	PUNCT
alkej-816	139	1	vannucci	vannucci	PROPN
alkej-816	139	2	m.	m.	PROPN
alkej-816	139	3	et	et	PROPN
alkej-816	139	4	al	al	PROPN
alkej-816	139	5	.	.	PROPN
alkej-816	140	1	(	(	PUNCT
alkej-816	140	2	2018	2018	NUM
alkej-816	140	3	)	)	PUNCT
alkej-816	141	1	[	[	X
alkej-816	141	2	23	23	NUM
alkej-816	141	3	]	]	PUNCT
alkej-816	141	4	proposed	propose	VERB
alkej-816	141	5	a	a	DET
alkej-816	141	6	new	new	ADJ
alkej-816	141	7	type	type	NOUN
alkej-816	141	8	of	of	ADP
alkej-816	141	9	genetic	genetic	ADJ
alkej-816	141	10	algorithm	algorithm	NOUN
alkej-816	141	11	for	for	ADP
alkej-816	141	12	industrial	industrial	ADJ
alkej-816	141	13	optimization	optimization	NOUN
alkej-816	141	14	.	.	PUNCT
alkej-816	142	1	this	this	DET
alkej-816	142	2	method	method	NOUN
alkej-816	142	3	used	use	VERB
alkej-816	142	4	a	a	DET
alkej-816	142	5	genetic	genetic	ADJ
alkej-816	142	6	algorithm	algorithm	NOUN
alkej-816	142	7	with	with	ADP
alkej-816	142	8	a	a	DET
alkej-816	142	9	fuzzy	fuzzy	ADJ
alkej-816	142	10	inference	inference	NOUN
alkej-816	142	11	system	system	NOUN
alkej-816	142	12	approach	approach	NOUN
alkej-816	142	13	that	that	PRON
alkej-816	142	14	controls	control	VERB
alkej-816	142	15	the	the	DET
alkej-816	142	16	search	search	NOUN
alkej-816	142	17	strategies	strategy	NOUN
alkej-816	142	18	of	of	ADP
alkej-816	142	19	the	the	DET
alkej-816	142	20	algorithm	algorithm	NOUN
alkej-816	142	21	.	.	PUNCT
alkej-816	143	1	this	this	DET
alkej-816	143	2	method	method	NOUN
alkej-816	143	3	is	be	AUX
alkej-816	143	4	called	call	VERB
alkej-816	143	5	the	the	DET
alkej-816	143	6	far	far	ADJ
alkej-816	143	7	method	method	NOUN
alkej-816	143	8	.	.	PUNCT
alkej-816	144	1	this	this	DET
alkej-816	144	2	method	method	NOUN
alkej-816	144	3	prevents	prevent	VERB
alkej-816	144	4	the	the	DET
alkej-816	144	5	optimization	optimization	NOUN
alkej-816	144	6	from	from	ADP
alkej-816	144	7	attaining	attain	VERB
alkej-816	144	8	the	the	DET
alkej-816	144	9	minimum	minimum	ADJ
alkej-816	144	10	level	level	NOUN
alkej-816	144	11	instead	instead	ADV
alkej-816	144	12	of	of	ADP
alkej-816	144	13	the	the	DET
alkej-816	144	14	overall	overall	ADJ
alkej-816	144	15	level	level	NOUN
alkej-816	144	16	;	;	PUNCT
alkej-816	144	17	therefore	therefore	ADV
alkej-816	144	18	,	,	PUNCT
alkej-816	144	19	relies	rely	VERB
alkej-816	144	20	on	on	ADP
alkej-816	144	21	controlling	control	VERB
alkej-816	144	22	genetic	genetic	ADJ
alkej-816	144	23	algorithm	algorithm	NOUN
alkej-816	144	24	recombination	recombination	NOUN
alkej-816	144	25	rates	rate	NOUN
alkej-816	144	26	by	by	ADP
alkej-816	144	27	taking	take	VERB
alkej-816	144	28	out	out	ADP
alkej-816	144	29	features	feature	NOUN
alkej-816	144	30	that	that	PRON
alkej-816	144	31	define	define	VERB
alkej-816	144	32	the	the	DET
alkej-816	144	33	stage	stage	NOUN
alkej-816	144	34	of	of	ADP
alkej-816	144	35	development	development	NOUN
alkej-816	144	36	.	.	PUNCT
alkej-816	145	1	the	the	DET
alkej-816	145	2	proposed	propose	VERB
alkej-816	145	3	methods	method	NOUN
alkej-816	145	4	enhanced	enhance	VERB
alkej-816	145	5	the	the	DET
alkej-816	145	6	performance	performance	NOUN
alkej-816	145	7	of	of	ADP
alkej-816	145	8	industrial	industrial	ADJ
alkej-816	145	9	maintenance	maintenance	NOUN
alkej-816	145	10	.	.	PUNCT
alkej-816	146	1	it	it	PRON
alkej-816	146	2	has	have	VERB
alkej-816	146	3	the	the	DET
alkej-816	146	4	ability	ability	NOUN
alkej-816	146	5	to	to	PART
alkej-816	146	6	troubleshoot	troubleshoot	VERB
alkej-816	146	7	faults	fault	NOUN
alkej-816	146	8	with	with	ADP
alkej-816	146	9	high	high	ADJ
alkej-816	146	10	efficiency	efficiency	NOUN
alkej-816	146	11	,	,	PUNCT
alkej-816	146	12	avoid	avoid	VERB
alkej-816	146	13	lower	low	ADJ
alkej-816	146	14	limits	limit	NOUN
alkej-816	146	15	,	,	PUNCT
alkej-816	146	16	and	and	CCONJ
alkej-816	146	17	reduce	reduce	VERB
alkej-816	146	18	the	the	DET
alkej-816	146	19	time	time	NOUN
alkej-816	146	20	required	require	VERB
alkej-816	146	21	for	for	ADP
alkej-816	146	22	improvement	improvement	NOUN
alkej-816	146	23	.	.	PUNCT
alkej-816	147	1	bampoula	bampoula	VERB
alkej-816	147	2	x.	x.	PROPN
alkej-816	147	3	et	et	PROPN
alkej-816	147	4	al	al	PROPN
alkej-816	147	5	.	.	PROPN
alkej-816	148	1	(	(	PUNCT
alkej-816	148	2	2021	2021	NUM
alkej-816	148	3	)	)	PUNCT
alkej-816	149	1	[	[	X
alkej-816	149	2	24	24	NUM
alkej-816	149	3	]	]	PUNCT
alkej-816	149	4	dealt	deal	VERB
alkej-816	149	5	with	with	ADP
alkej-816	149	6	an	an	DET
alkej-816	149	7	approach	approach	NOUN
alkej-816	149	8	to	to	ADP
alkej-816	149	9	qualifying	qualify	VERB
alkej-816	149	10	the	the	DET
alkej-816	149	11	change	change	NOUN
alkej-816	149	12	from	from	ADP
alkej-816	149	13	preventive	preventive	ADJ
alkej-816	149	14	maintenance	maintenance	NOUN
alkej-816	149	15	with	with	ADP
alkej-816	149	16	a	a	DET
alkej-816	149	17	deep	deep	ADJ
alkej-816	149	18	learning	learning	NOUN
alkej-816	149	19	algorithm	algorithm	NOUN
alkej-816	149	20	for	for	ADP
alkej-816	149	21	planning	plan	VERB
alkej-816	149	22	maintenance	maintenance	NOUN
alkej-816	149	23	events	event	NOUN
alkej-816	149	24	to	to	ADP
alkej-816	149	25	the	the	DET
alkej-816	149	26	equipment	equipment	NOUN
alkej-816	149	27	's	's	PART
alkej-816	149	28	actual	actual	ADJ
alkej-816	149	29	operating	operating	NOUN
alkej-816	149	30	condition	condition	NOUN
alkej-816	149	31	.	.	PUNCT
alkej-816	150	1	in	in	ADP
alkej-816	150	2	this	this	DET
alkej-816	150	3	paper	paper	NOUN
alkej-816	150	4	study	study	NOUN
alkej-816	150	5	,	,	PUNCT
alkej-816	150	6	real	real	ADJ
alkej-816	150	7	data	datum	NOUN
alkej-816	150	8	was	be	AUX
alkej-816	150	9	calculated	calculate	VERB
alkej-816	150	10	to	to	PART
alkej-816	150	11	form	form	VERB
alkej-816	150	12	training	training	NOUN
alkej-816	150	13	and	and	CCONJ
alkej-816	150	14	testing	testing	NOUN
alkej-816	150	15	of	of	ADP
alkej-816	150	16	the	the	DET
alkej-816	150	17	prototype	prototype	NOUN
alkej-816	150	18	model	model	NOUN
alkej-816	150	19	executed	execute	VERB
alkej-816	150	20	in	in	ADP
alkej-816	150	21	the	the	DET
alkej-816	150	22	python	python	NOUN
alkej-816	150	23	language	language	NOUN
alkej-816	150	24	.	.	PUNCT
alkej-816	151	1	the	the	DET
alkej-816	151	2	proposed	propose	VERB
alkej-816	151	3	method	method	NOUN
alkej-816	151	4	reduced	reduce	VERB
alkej-816	151	5	the	the	DET
alkej-816	151	6	cost	cost	NOUN
alkej-816	151	7	of	of	ADP
alkej-816	151	8	maintenance	maintenance	NOUN
alkej-816	151	9	and	and	CCONJ
alkej-816	151	10	redundant	redundant	ADJ
alkej-816	151	11	downtime	downtime	NOUN
alkej-816	151	12	.	.	PUNCT
alkej-816	152	1	3	3	X
alkej-816	152	2	.	.	NUM
alkej-816	152	3	proposed	propose	VERB
alkej-816	152	4	system	system	NOUN
alkej-816	152	5	the	the	DET
alkej-816	152	6	proposed	propose	VERB
alkej-816	152	7	system	system	NOUN
alkej-816	152	8	has	have	VERB
alkej-816	152	9	different	different	ADJ
alkej-816	152	10	stages	stage	NOUN
alkej-816	152	11	and	and	CCONJ
alkej-816	152	12	steps	step	NOUN
alkej-816	152	13	;	;	PUNCT
alkej-816	152	14	the	the	DET
alkej-816	152	15	first	first	ADJ
alkej-816	152	16	stage	stage	NOUN
alkej-816	152	17	includes	include	VERB
alkej-816	152	18	describing	describe	VERB
alkej-816	152	19	the	the	DET
alkej-816	152	20	system	system	NOUN
alkej-816	152	21	under	under	ADP
alkej-816	152	22	study	study	NOUN
alkej-816	152	23	and	and	CCONJ
alkej-816	152	24	its	its	PRON
alkej-816	152	25	subsystems	subsystem	NOUN
alkej-816	152	26	,	,	PUNCT
alkej-816	152	27	the	the	DET
alkej-816	152	28	dataset	dataset	NOUN
alkej-816	152	29	collection	collection	NOUN
alkej-816	152	30	,	,	PUNCT
alkej-816	152	31	categorization	categorization	NOUN
alkej-816	152	32	,	,	PUNCT
alkej-816	152	33	and	and	CCONJ
alkej-816	152	34	creation	creation	NOUN
alkej-816	152	35	of	of	ADP
alkej-816	152	36	the	the	DET
alkej-816	152	37	enhancement	enhancement	NOUN
alkej-816	152	38	data	datum	NOUN
alkej-816	152	39	that	that	PRON
alkej-816	152	40	suits	suit	VERB
alkej-816	152	41	the	the	DET
alkej-816	152	42	required	required	ADJ
alkej-816	152	43	research	research	NOUN
alkej-816	152	44	.	.	PUNCT
alkej-816	153	1	the	the	DET
alkej-816	153	2	second	second	ADJ
alkej-816	153	3	stage	stage	NOUN
alkej-816	153	4	contains	contain	VERB
alkej-816	153	5	the	the	DET
alkej-816	153	6	application	application	NOUN
alkej-816	153	7	of	of	ADP
alkej-816	153	8	the	the	DET
alkej-816	153	9	proposed	propose	VERB
alkej-816	153	10	model	model	NOUN
alkej-816	153	11	by	by	ADP
alkej-816	153	12	designing	design	VERB
alkej-816	153	13	the	the	DET
alkej-816	153	14	ann	ann	PROPN
alkej-816	153	15	and	and	CCONJ
alkej-816	153	16	then	then	ADV
alkej-816	153	17	integrating	integrate	VERB
alkej-816	153	18	the	the	DET
alkej-816	153	19	genetic	genetic	ADJ
alkej-816	153	20	algorithm	algorithm	NOUN
alkej-816	153	21	with	with	ADP
alkej-816	153	22	the	the	DET
alkej-816	153	23	ann	ann	PROPN
alkej-816	153	24	.	.	PUNCT
alkej-816	154	1	the	the	DET
alkej-816	154	2	third	third	ADJ
alkej-816	154	3	and	and	CCONJ
alkej-816	154	4	final	final	ADJ
alkej-816	154	5	stage	stage	NOUN
alkej-816	154	6	is	be	AUX
alkej-816	154	7	predicting	predict	VERB
alkej-816	154	8	the	the	DET
alkej-816	154	9	results	result	NOUN
alkej-816	154	10	.	.	PUNCT
alkej-816	155	1	figure	figure	VERB
alkej-816	155	2	1	1	NUM
alkej-816	155	3	shows	show	VERB
alkej-816	155	4	the	the	DET
alkej-816	155	5	three	three	NUM
alkej-816	155	6	stages	stage	NOUN
alkej-816	155	7	and	and	CCONJ
alkej-816	155	8	steps	step	NOUN
alkej-816	155	9	necessary	necessary	ADJ
alkej-816	155	10	to	to	PART
alkej-816	155	11	implement	implement	VERB
alkej-816	155	12	the	the	DET
alkej-816	155	13	proposed	propose	VERB
alkej-816	155	14	methodology	methodology	NOUN
alkej-816	155	15	.	.	PUNCT
alkej-816	156	1	wasan	wasan	PROPN
alkej-816	156	2	mahmood	mahmood	PROPN
alkej-816	156	3	ahmed	ahmed	PROPN
alkej-816	156	4	al	al	PROPN
alkej-816	156	5	-	-	PUNCT
alkej-816	156	6	khwarizmi	khwarizmi	PROPN
alkej-816	156	7	engineering	engineering	NOUN
alkej-816	156	8	journal	journal	PROPN
alkej-816	156	9	,	,	PUNCT
alkej-816	156	10	vol	vol	NOUN
alkej-816	156	11	.	.	PROPN
alkej-816	156	12	19	19	NUM
alkej-816	156	13	,	,	PUNCT
alkej-816	156	14	no	no	INTJ
alkej-816	156	15	.	.	NOUN
alkej-816	156	16	1	1	NUM
alkej-816	156	17	,	,	PUNCT
alkej-816	156	18	p.p	p.p	PROPN
alkej-816	156	19	.	.	NOUN
alkej-816	156	20	113	113	NUM
alkej-816	156	21	(	(	PUNCT
alkej-816	156	22	2023	2023	NUM
alkej-816	156	23	)	)	PUNCT
alkej-816	156	24	5	5	NUM
alkej-816	156	25	fig	fig	NOUN
alkej-816	156	26	.	.	PUNCT
alkej-816	157	1	1	1	X
alkej-816	157	2	.	.	X
alkej-816	157	3	stages	stage	NOUN
alkej-816	157	4	and	and	CCONJ
alkej-816	157	5	steps	step	NOUN
alkej-816	157	6	proposed	propose	VERB
alkej-816	157	7	methodology	methodology	NOUN
alkej-816	157	8	.	.	PUNCT
alkej-816	158	1	3.1	3.1	NUM
alkej-816	158	2	first	first	ADJ
alkej-816	158	3	stage	stage	NOUN
alkej-816	158	4	system	system	NOUN
alkej-816	158	5	description	description	NOUN
alkej-816	158	6	:	:	PUNCT
alkej-816	158	7	al	al	PROPN
alkej-816	158	8	-	-	PUNCT
alkej-816	158	9	doura	doura	NOUN
alkej-816	158	10	power	power	NOUN
alkej-816	158	11	station	station	NOUN
alkej-816	158	12	is	be	AUX
alkej-816	158	13	a	a	DET
alkej-816	158	14	steam	steam	NOUN
alkej-816	158	15	-	-	PUNCT
alkej-816	158	16	powered	power	VERB
alkej-816	158	17	electric	electric	ADJ
alkej-816	158	18	power	power	NOUN
alkej-816	158	19	station	station	NOUN
alkej-816	158	20	located	locate	VERB
alkej-816	158	21	in	in	ADP
alkej-816	158	22	baghdad	baghdad	PROPN
alkej-816	158	23	near	near	ADP
alkej-816	158	24	the	the	DET
alkej-816	158	25	tigris	tigris	NOUN
alkej-816	158	26	river	river	NOUN
alkej-816	158	27	.	.	PUNCT
alkej-816	159	1	it	it	PRON
alkej-816	159	2	consists	consist	VERB
alkej-816	159	3	of	of	ADP
alkej-816	159	4	six	six	NUM
alkej-816	159	5	units	unit	NOUN
alkej-816	159	6	,	,	PUNCT
alkej-816	159	7	the	the	DET
alkej-816	159	8	first	first	ADJ
alkej-816	159	9	and	and	CCONJ
alkej-816	159	10	second	second	ADJ
alkej-816	159	11	units	unit	NOUN
alkej-816	159	12	are	be	AUX
alkej-816	159	13	out	out	ADP
alkej-816	159	14	of	of	ADP
alkej-816	159	15	service	service	NOUN
alkej-816	159	16	because	because	SCONJ
alkej-816	159	17	of	of	ADP
alkej-816	159	18	the	the	DET
alkej-816	159	19	war	war	NOUN
alkej-816	159	20	conditions	condition	NOUN
alkej-816	159	21	,	,	PUNCT
alkej-816	159	22	and	and	CCONJ
alkej-816	159	23	the	the	DET
alkej-816	159	24	branches	branch	NOUN
alkej-816	159	25	3,4,5	3,4,5	NUM
alkej-816	159	26	,	,	PUNCT
alkej-816	159	27	and	and	CCONJ
alkej-816	159	28	6	6	NUM
alkej-816	159	29	are	be	AUX
alkej-816	159	30	currently	currently	ADV
alkej-816	159	31	working	work	VERB
alkej-816	159	32	and	and	CCONJ
alkej-816	159	33	generate	generate	VERB
alkej-816	159	34	electricity	electricity	NOUN
alkej-816	159	35	for	for	ADP
alkej-816	159	36	the	the	DET
alkej-816	159	37	capital	capital	NOUN
alkej-816	159	38	baghdad	baghdad	PROPN
alkej-816	159	39	with	with	ADP
alkej-816	159	40	a	a	DET
alkej-816	159	41	production	production	NOUN
alkej-816	159	42	capacity	capacity	NOUN
alkej-816	159	43	estimated	estimate	VERB
alkej-816	159	44	at	at	ADP
alkej-816	159	45	(	(	PUNCT
alkej-816	159	46	400	400	NUM
alkej-816	159	47	mw	mw	NOUN
alkej-816	159	48	)	)	PUNCT
alkej-816	159	49	per	per	ADP
alkej-816	159	50	unit	unit	NOUN
alkej-816	159	51	with	with	ADP
alkej-816	159	52	all	all	DET
alkej-816	159	53	units	unit	NOUN
alkej-816	159	54	connected	connect	VERB
alkej-816	159	55	.	.	PUNCT
alkej-816	160	1	system	system	NOUN
alkej-816	160	2	description	description	NOUN
alkej-816	160	3	data	datum	NOUN
alkej-816	160	4	gathering	gathering	NOUN
alkej-816	160	5	form	form	NOUN
alkej-816	160	6	unit	unit	NOUN
alkej-816	160	7	5	5	NUM
alkej-816	160	8	preprocessing	preprocesse	VERB
alkej-816	160	9	data	datum	NOUN
alkej-816	160	10	subsystem	subsystem	NOUN
alkej-816	160	11	classification	classification	NOUN
alkej-816	160	12	failure	failure	NOUN
alkej-816	160	13	date	date	NOUN
alkej-816	160	14	indexing	indexing	NOUN
alkej-816	160	15	"	"	PUNCT
alkej-816	160	16	time	time	NOUN
alkej-816	160	17	series	series	PROPN
alkej-816	160	18	"	"	PUNCT
alkej-816	160	19	turbin	turbin	PROPN
alkej-816	160	20	genrator	genrator	PROPN
alkej-816	160	21	condenser	condenser	PROPN
alkej-816	160	22	generato	generato	PROPN
alkej-816	160	23	r	r	PROPN
alkej-816	160	24	electrical	electrical	ADJ
alkej-816	160	25	control	control	NOUN
alkej-816	160	26	mechanical	mechanical	ADJ
alkej-816	160	27	fill	fill	NOUN
alkej-816	160	28	missing	missing	ADJ
alkej-816	160	29	time	time	NOUN
alkej-816	160	30	series	series	NOUN
alkej-816	160	31	create	create	VERB
alkej-816	160	32	new	new	ADJ
alkej-816	160	33	data	datum	NOUN
alkej-816	160	34	with	with	ADP
alkej-816	160	35	filling	fill	VERB
alkej-816	160	36	missing	miss	VERB
alkej-816	160	37	samples	sample	NOUN
alkej-816	160	38	label	label	NOUN
alkej-816	160	39	encoding	encode	VERB
alkej-816	160	40	reframe	reframe	NOUN
alkej-816	160	41	data	datum	NOUN
alkej-816	160	42	phase	phase	NOUN
alkej-816	160	43	1	1	NUM
alkej-816	160	44	phase	phase	NOUN
alkej-816	160	45	2	2	NUM
alkej-816	160	46	neural	neural	ADJ
alkej-816	160	47	network	network	NOUN
alkej-816	160	48	regression	regression	NOUN
alkej-816	160	49	using	use	VERB
alkej-816	160	50	ga	ga	PROPN
alkej-816	160	51	design	design	NOUN
alkej-816	160	52	the	the	DET
alkej-816	160	53	ann	ann	PROPN
alkej-816	160	54	apply	apply	VERB
alkej-816	160	55	ga	ga	PROPN
alkej-816	160	56	use	use	NOUN
alkej-816	160	57	ga	ga	PROPN
alkej-816	160	58	weights	weight	NOUN
alkej-816	160	59	for	for	ADP
alkej-816	160	60	model	model	NOUN
alkej-816	160	61	prediction	prediction	NOUN
alkej-816	160	62	phase	phase	NOUN
alkej-816	160	63	3	3	NUM
alkej-816	160	64	wasan	wasan	PROPN
alkej-816	160	65	mahmood	mahmood	PROPN
alkej-816	160	66	ahmed	ahmed	PROPN
alkej-816	160	67	al	al	PROPN
alkej-816	160	68	-	-	PUNCT
alkej-816	160	69	khwarizmi	khwarizmi	PROPN
alkej-816	160	70	engineering	engineering	NOUN
alkej-816	160	71	journal	journal	PROPN
alkej-816	160	72	,	,	PUNCT
alkej-816	160	73	vol	vol	NOUN
alkej-816	160	74	.	.	PROPN
alkej-816	160	75	19	19	NUM
alkej-816	160	76	,	,	PUNCT
alkej-816	160	77	no	no	INTJ
alkej-816	160	78	.	.	NOUN
alkej-816	160	79	1	1	NUM
alkej-816	160	80	,	,	PUNCT
alkej-816	160	81	p.p	p.p	PROPN
alkej-816	160	82	.	.	NOUN
alkej-816	160	83	113	113	NUM
alkej-816	160	84	(	(	PUNCT
alkej-816	160	85	2023	2023	NUM
alkej-816	160	86	)	)	PUNCT
alkej-816	160	87	6	6	NUM
alkej-816	160	88	figure	figure	NOUN
alkej-816	160	89	2	2	NUM
alkej-816	160	90	shows	show	VERB
alkej-816	160	91	the	the	DET
alkej-816	160	92	subsystems	subsystem	NOUN
alkej-816	160	93	(	(	PUNCT
alkej-816	160	94	the	the	DET
alkej-816	160	95	main	main	ADJ
alkej-816	160	96	parts	part	NOUN
alkej-816	160	97	)	)	PUNCT
alkej-816	160	98	of	of	ADP
alkej-816	160	99	the	the	DET
alkej-816	160	100	generating	generate	VERB
alkej-816	160	101	units	unit	NOUN
alkej-816	160	102	of	of	ADP
alkej-816	160	103	the	the	DET
alkej-816	160	104	station	station	NOUN
alkej-816	160	105	.	.	PUNCT
alkej-816	161	1	each	each	DET
alkej-816	161	2	unit	unit	NOUN
alkej-816	161	3	consists	consist	VERB
alkej-816	161	4	of	of	ADP
alkej-816	161	5	four	four	NUM
alkej-816	161	6	main	main	ADJ
alkej-816	161	7	parts	part	NOUN
alkej-816	161	8	linked	link	VERB
alkej-816	161	9	together	together	ADV
alkej-816	161	10	respectively	respectively	ADV
alkej-816	161	11	.	.	PUNCT
alkej-816	162	1	the	the	DET
alkej-816	162	2	failure	failure	NOUN
alkej-816	162	3	in	in	ADP
alkej-816	162	4	any	any	DET
alkej-816	162	5	part	part	NOUN
alkej-816	162	6	leads	lead	VERB
alkej-816	162	7	to	to	ADP
alkej-816	162	8	the	the	DET
alkej-816	162	9	stopping	stopping	NOUN
alkej-816	162	10	of	of	ADP
alkej-816	162	11	the	the	DET
alkej-816	162	12	parts	part	NOUN
alkej-816	162	13	(	(	PUNCT
alkej-816	162	14	boiler	boiler	NOUN
alkej-816	162	15	,	,	PUNCT
alkej-816	162	16	turbine	turbine	NOUN
alkej-816	162	17	,	,	PUNCT
alkej-816	162	18	generator	generator	NOUN
alkej-816	162	19	,	,	PUNCT
alkej-816	162	20	and	and	CCONJ
alkej-816	162	21	condenser	condenser	PROPN
alkej-816	162	22	)	)	PUNCT
alkej-816	162	23	.	.	PUNCT
alkej-816	163	1	unit	unit	NOUN
alkej-816	163	2	5	5	NUM
alkej-816	163	3	was	be	AUX
alkej-816	163	4	chosen	choose	VERB
alkej-816	163	5	as	as	ADP
alkej-816	163	6	a	a	DET
alkej-816	163	7	case	case	NOUN
alkej-816	163	8	study	study	NOUN
alkej-816	163	9	of	of	ADP
alkej-816	163	10	race	race	NOUN
alkej-816	163	11	methodology	methodology	NOUN
alkej-816	163	12	;	;	PUNCT
alkej-816	163	13	the	the	DET
alkej-816	163	14	data	datum	NOUN
alkej-816	163	15	were	be	AUX
alkej-816	163	16	collected	collect	VERB
alkej-816	163	17	over	over	ADP
alkej-816	163	18	a	a	DET
alkej-816	163	19	span	span	NOUN
alkej-816	163	20	of	of	ADP
alkej-816	163	21	four	four	NUM
alkej-816	163	22	years	year	NOUN
alkej-816	163	23	(	(	PUNCT
alkej-816	163	24	2015	2015	NUM
alkej-816	163	25	-	-	SYM
alkej-816	163	26	2018	2018	NUM
alkej-816	163	27	)	)	PUNCT
alkej-816	163	28	.	.	PUNCT
alkej-816	164	1	fig	fig	NOUN
alkej-816	164	2	.	.	PUNCT
alkej-816	165	1	2	2	X
alkej-816	165	2	.	.	X
alkej-816	165	3	parts	part	NOUN
alkej-816	165	4	of	of	ADP
alkej-816	165	5	unit	unit	NOUN
alkej-816	165	6	.	.	PUNCT
alkej-816	166	1	while	while	SCONJ
alkej-816	166	2	filling	fill	VERB
alkej-816	166	3	the	the	DET
alkej-816	166	4	missing	miss	VERB
alkej-816	166	5	dataset	dataset	NOUN
alkej-816	166	6	,	,	PUNCT
alkej-816	166	7	the	the	DET
alkej-816	166	8	dataset	dataset	NOUN
alkej-816	166	9	collected	collect	VERB
alkej-816	166	10	from	from	ADP
alkej-816	166	11	previous	previous	ADJ
alkej-816	166	12	studies	study	NOUN
alkej-816	166	13	suffers	suffer	VERB
alkej-816	166	14	from	from	ADP
alkej-816	166	15	random	random	ADJ
alkej-816	166	16	time	time	NOUN
alkej-816	166	17	jumps	jump	VERB
alkej-816	166	18	and	and	CCONJ
alkej-816	166	19	missing	miss	VERB
alkej-816	166	20	values	value	NOUN
alkej-816	166	21	.	.	PUNCT
alkej-816	167	1	there	there	PRON
alkej-816	167	2	is	be	VERB
alkej-816	167	3	also	also	ADV
alkej-816	167	4	a	a	DET
alkej-816	167	5	significant	significant	ADJ
alkej-816	167	6	variation	variation	NOUN
alkej-816	167	7	in	in	ADP
alkej-816	167	8	the	the	DET
alkej-816	167	9	standard	standard	ADJ
alkej-816	167	10	periods	period	NOUN
alkej-816	167	11	.	.	PUNCT
alkej-816	168	1	this	this	DET
alkej-816	168	2	fluctuation	fluctuation	NOUN
alkej-816	168	3	leads	lead	VERB
alkej-816	168	4	to	to	ADP
alkej-816	168	5	an	an	DET
alkej-816	168	6	effect	effect	NOUN
alkej-816	168	7	on	on	ADP
alkej-816	168	8	practical	practical	ADJ
alkej-816	168	9	training	training	NOUN
alkej-816	168	10	,	,	PUNCT
alkej-816	168	11	which	which	PRON
alkej-816	168	12	means	mean	VERB
alkej-816	168	13	the	the	DET
alkej-816	168	14	results	result	NOUN
alkej-816	168	15	will	will	AUX
alkej-816	168	16	be	be	AUX
alkej-816	168	17	completely	completely	ADV
alkej-816	168	18	inaccurate	inaccurate	ADJ
alkej-816	168	19	.	.	PUNCT
alkej-816	169	1	to	to	PART
alkej-816	169	2	solve	solve	VERB
alkej-816	169	3	this	this	DET
alkej-816	169	4	issue	issue	NOUN
alkej-816	169	5	,	,	PUNCT
alkej-816	169	6	process	process	VERB
alkej-816	169	7	the	the	DET
alkej-816	169	8	dataset	dataset	NOUN
alkej-816	169	9	and	and	CCONJ
alkej-816	169	10	convert	convert	VERB
alkej-816	169	11	it	it	PRON
alkej-816	169	12	to	to	ADP
alkej-816	169	13	a	a	DET
alkej-816	169	14	time	time	NOUN
alkej-816	169	15	series	series	PROPN
alkej-816	169	16	data	data	PROPN
alkej-816	169	17	set	set	VERB
alkej-816	169	18	.	.	PUNCT
alkej-816	170	1	then	then	ADV
alkej-816	170	2	,	,	PUNCT
alkej-816	170	3	the	the	DET
alkej-816	170	4	new	new	ADJ
alkej-816	170	5	dataset	dataset	NOUN
alkej-816	170	6	treats	treat	NOUN
alkej-816	170	7	periodically	periodically	ADV
alkej-816	170	8	within	within	ADP
alkej-816	170	9	the	the	DET
alkej-816	170	10	standard	standard	ADJ
alkej-816	170	11	period	period	NOUN
alkej-816	170	12	difference	difference	NOUN
alkej-816	170	13	,	,	PUNCT
alkej-816	170	14	coding	code	VERB
alkej-816	170	15	failure	failure	NOUN
alkej-816	170	16	,	,	PUNCT
alkej-816	170	17	and	and	CCONJ
alkej-816	170	18	reasons	reason	NOUN
alkej-816	170	19	.	.	PUNCT
alkej-816	171	1	unit	unit	NOUN
alkej-816	171	2	5	5	NUM
alkej-816	171	3	has	have	VERB
alkej-816	171	4	four	four	NUM
alkej-816	171	5	parts	part	NOUN
alkej-816	171	6	(	(	PUNCT
alkej-816	171	7	boiler	boiler	NOUN
alkej-816	171	8	,	,	PUNCT
alkej-816	171	9	turbine	turbine	NOUN
alkej-816	171	10	,	,	PUNCT
alkej-816	171	11	generator	generator	NOUN
alkej-816	171	12	,	,	PUNCT
alkej-816	171	13	and	and	CCONJ
alkej-816	171	14	condenser	condenser	NOUN
alkej-816	171	15	)	)	PUNCT
alkej-816	171	16	,	,	PUNCT
alkej-816	171	17	as	as	SCONJ
alkej-816	171	18	shown	show	VERB
alkej-816	171	19	in	in	ADP
alkej-816	171	20	figure	figure	NOUN
alkej-816	171	21	2	2	NUM
alkej-816	171	22	,	,	PUNCT
alkej-816	171	23	this	this	DET
alkej-816	171	24	kind	kind	NOUN
alkej-816	171	25	of	of	ADP
alkej-816	171	26	failure	failure	NOUN
alkej-816	171	27	is	be	AUX
alkej-816	171	28	a	a	DET
alkej-816	171	29	system	system	NOUN
alkej-816	171	30	in	in	ADP
alkej-816	171	31	one	one	NUM
alkej-816	171	32	column	column	NOUN
alkej-816	171	33	labeled	label	VERB
alkej-816	171	34	btgc	btgc	ADJ
alkej-816	171	35	.	.	PUNCT
alkej-816	172	1	write	write	VERB
alkej-816	172	2	a	a	DET
alkej-816	172	3	python	python	NOUN
alkej-816	172	4	program	program	NOUN
alkej-816	172	5	to	to	PART
alkej-816	172	6	code	code	VERB
alkej-816	172	7	the	the	DET
alkej-816	172	8	type	type	NOUN
alkej-816	172	9	of	of	ADP
alkej-816	172	10	failure	failure	NOUN
alkej-816	172	11	depending	depend	VERB
alkej-816	172	12	on	on	ADP
alkej-816	172	13	the	the	DET
alkej-816	172	14	first	first	ADJ
alkej-816	172	15	letter	letter	NOUN
alkej-816	172	16	of	of	ADP
alkej-816	172	17	failure	failure	NOUN
alkej-816	172	18	type	type	NOUN
alkej-816	172	19	as	as	ADP
alkej-816	172	20	an	an	DET
alkej-816	172	21	abbreviation	abbreviation	NOUN
alkej-816	172	22	for	for	ADP
alkej-816	172	23	the	the	DET
alkej-816	172	24	initials	initial	NOUN
alkej-816	172	25	of	of	ADP
alkej-816	172	26	the	the	DET
alkej-816	172	27	components	component	NOUN
alkej-816	172	28	,	,	PUNCT
alkej-816	172	29	for	for	ADP
alkej-816	172	30	example	example	NOUN
alkej-816	172	31	,	,	PUNCT
alkej-816	172	32	‘	'	PUNCT
alkej-816	172	33	b	b	X
alkej-816	172	34	’	'	PUNCT
alkej-816	172	35	for	for	ADP
alkej-816	172	36	boiler	boiler	NOUN
alkej-816	172	37	,	,	PUNCT
alkej-816	172	38	‘	'	PUNCT
alkej-816	172	39	t	t	NOUN
alkej-816	172	40	’	'	PUNCT
alkej-816	172	41	for	for	ADP
alkej-816	172	42	turbine	turbine	NOUN
alkej-816	172	43	,	,	PUNCT
alkej-816	172	44	‘	'	PUNCT
alkej-816	172	45	g	g	NOUN
alkej-816	172	46	’	'	PUNCT
alkej-816	172	47	for	for	ADP
alkej-816	172	48	generator	generator	NOUN
alkej-816	172	49	,	,	PUNCT
alkej-816	172	50	and	and	CCONJ
alkej-816	172	51	‘	'	PUNCT
alkej-816	172	52	c	c	X
alkej-816	172	53	’	'	PUNCT
alkej-816	172	54	for	for	ADP
alkej-816	172	55	condenser	condenser	NOUN
alkej-816	172	56	.	.	PUNCT
alkej-816	173	1	table	table	NOUN
alkej-816	173	2	1	1	NUM
alkej-816	173	3	includes	include	VERB
alkej-816	173	4	the	the	DET
alkej-816	173	5	encoding	encoding	NOUN
alkej-816	173	6	failure	failure	NOUN
alkej-816	173	7	and	and	CCONJ
alkej-816	173	8	failure	failure	NOUN
alkej-816	173	9	reason	reason	NOUN
alkej-816	173	10	specifically	specifically	ADV
alkej-816	173	11	.	.	PUNCT
alkej-816	174	1	table	table	NOUN
alkej-816	174	2	1	1	NUM
alkej-816	174	3	,	,	PUNCT
alkej-816	174	4	coding	code	VERB
alkej-816	174	5	failure	failure	NOUN
alkej-816	174	6	and	and	CCONJ
alkej-816	174	7	reason	reason	NOUN
alkej-816	174	8	code	code	NOUN
alkej-816	174	9	value	value	NOUN
alkej-816	174	10	btgc	btgc	VERB
alkej-816	174	11	failure	failure	NOUN
alkej-816	174	12	type	type	NOUN
alkej-816	174	13	0	0	NUM
alkej-816	174	14	low	low	ADJ
alkej-816	174	15	vacuum	vacuum	NOUN
alkej-816	174	16	mechanical	mechanical	ADJ
alkej-816	174	17	1	1	NUM
alkej-816	174	18	check	check	NOUN
alkej-816	174	19	vibration	vibration	NOUN
alkej-816	174	20	mechanical	mechanical	ADJ
alkej-816	174	21	2	2	NUM
alkej-816	174	22	electrical	electrical	ADJ
alkej-816	174	23	and	and	CCONJ
alkej-816	174	24	hydraulic	hydraulic	ADJ
alkej-816	174	25	suddenly	suddenly	ADV
alkej-816	174	26	open	open	ADJ
alkej-816	174	27	control	control	NOUN
alkej-816	174	28	3	3	NUM
alkej-816	174	29	shutdown	shutdown	NOUN
alkej-816	174	30	mechanical	mechanical	ADJ
alkej-816	174	31	4	4	NUM
alkej-816	174	32	signal	signal	NOUN
alkej-816	174	33	under	under	ADP
alkej-816	174	34	voltage	voltage	NOUN
alkej-816	174	35	electrical	electrical	ADJ
alkej-816	174	36	6	6	NUM
alkej-816	174	37	high	high	ADJ
alkej-816	174	38	temp	temp	NOUN
alkej-816	174	39	in	in	ADP
alkej-816	174	40	room	room	NOUN
alkej-816	174	41	exciter	exciter	NOUN
alkej-816	174	42	electrical	electrical	ADJ
alkej-816	174	43	7	7	NUM
alkej-816	174	44	control	control	NOUN
alkej-816	174	45	room	room	NOUN
alkej-816	174	46	mechanical	mechanical	ADJ
alkej-816	174	47	8	8	NUM
alkej-816	174	48	reply	reply	NOUN
alkej-816	174	49	valve	valve	NOUN
alkej-816	174	50	5	5	NUM
alkej-816	174	51	nm28	nm28	PROPN
alkej-816	174	52	safety	safety	NOUN
alkej-816	174	53	mechanical	mechanical	ADJ
alkej-816	174	54	9	9	NUM
alkej-816	174	55	the	the	DET
alkej-816	174	56	trip	trip	NOUN
alkej-816	174	57	by	by	ADP
alkej-816	174	58	signal	signal	NOUN
alkej-816	174	59	drum	drum	NOUN
alkej-816	174	60	level	level	NOUN
alkej-816	174	61	high	high	ADJ
alkej-816	174	62	mechanical	mechanical	ADJ
alkej-816	174	63	10	10	NUM
alkej-816	174	64	over	over	ADP
alkej-816	174	65	current	current	ADJ
alkej-816	174	66	electrical	electrical	ADJ
alkej-816	174	67	11	11	NUM
alkej-816	174	68	push	push	NOUN
alkej-816	174	69	button	button	NOUN
alkej-816	174	70	fire	fire	NOUN
alkej-816	174	71	protection	protection	NOUN
alkej-816	174	72	mechanical	mechanical	ADJ
alkej-816	174	73	12	12	NUM
alkej-816	174	74	the	the	DET
alkej-816	174	75	trip	trip	NOUN
alkej-816	174	76	by	by	ADP
alkej-816	174	77	signal	signal	NOUN
alkej-816	174	78	i.p.s	i.p.s	PROPN
alkej-816	174	79	logic	logic	NOUN
alkej-816	174	80	control	control	NOUN
alkej-816	174	81	13	13	NUM
alkej-816	174	82	a	a	DET
alkej-816	174	83	trip	trip	NOUN
alkej-816	174	84	by	by	ADP
alkej-816	174	85	signal	signal	ADJ
alkej-816	174	86	loss	loss	NOUN
alkej-816	174	87	of	of	ADP
alkej-816	174	88	both	both	DET
alkej-816	174	89	(	(	PUNCT
alkej-816	174	90	f.d.f	f.d.f	ADJ
alkej-816	174	91	g.r.f	g.r.f	NOUN
alkej-816	174	92	)	)	PUNCT
alkej-816	174	93	mechanical	mechanical	ADJ
alkej-816	174	94	14	14	NUM
alkej-816	174	95	high	high	ADJ
alkej-816	174	96	pressure	pressure	NOUN
alkej-816	174	97	mechanical	mechanical	ADJ
alkej-816	174	98	15	15	NUM
alkej-816	174	99	vacuum	vacuum	NOUN
alkej-816	174	100	low	low	ADJ
alkej-816	174	101	mechanical	mechanical	ADJ
alkej-816	174	102	16	16	NUM
alkej-816	174	103	steam	steam	NOUN
alkej-816	174	104	leakage	leakage	NOUN
alkej-816	174	105	at	at	ADP
alkej-816	174	106	the	the	DET
alkej-816	174	107	control	control	NOUN
alkej-816	174	108	valve	valve	VERB
alkej-816	174	109	mechanical	mechanical	ADJ
alkej-816	174	110	17	17	NUM
alkej-816	174	111	high	high	ADJ
alkej-816	174	112	vibration	vibration	NOUN
alkej-816	174	113	in	in	ADP
alkej-816	174	114	all	all	PRON
alkej-816	174	115	bearing	bear	VERB
alkej-816	174	116	mechanical	mechanical	ADJ
alkej-816	174	117	3.2	3.2	NUM
alkej-816	174	118	second	second	ADJ
alkej-816	174	119	stage	stage	NOUN
alkej-816	174	120	an	an	DET
alkej-816	174	121	artificial	artificial	ADJ
alkej-816	174	122	neural	neural	ADJ
alkej-816	174	123	network	network	NOUN
alkej-816	174	124	(	(	PUNCT
alkej-816	174	125	ann	ann	PROPN
alkej-816	174	126	)	)	PUNCT
alkej-816	174	127	was	be	AUX
alkej-816	174	128	utilized	utilize	VERB
alkej-816	174	129	,	,	PUNCT
alkej-816	174	130	the	the	DET
alkej-816	174	131	data	datum	NOUN
alkej-816	174	132	that	that	PRON
alkej-816	174	133	was	be	AUX
alkej-816	174	134	enhanced	enhance	VERB
alkej-816	174	135	is	be	AUX
alkej-816	174	136	going	go	VERB
alkej-816	174	137	to	to	PART
alkej-816	174	138	be	be	AUX
alkej-816	174	139	an	an	DET
alkej-816	174	140	input	input	NOUN
alkej-816	174	141	of	of	ADP
alkej-816	174	142	the	the	DET
alkej-816	174	143	ann	ann	PROPN
alkej-816	174	144	network	network	NOUN
alkej-816	174	145	,	,	PUNCT
alkej-816	174	146	and	and	CCONJ
alkej-816	174	147	then	then	ADV
alkej-816	174	148	the	the	DET
alkej-816	174	149	output	output	NOUN
alkej-816	174	150	is	be	AUX
alkej-816	174	151	the	the	DET
alkej-816	174	152	prediction	prediction	NOUN
alkej-816	174	153	of	of	ADP
alkej-816	174	154	failure	failure	NOUN
alkej-816	174	155	type	type	NOUN
alkej-816	174	156	and	and	CCONJ
alkej-816	174	157	time	time	NOUN
alkej-816	174	158	delay	delay	NOUN
alkej-816	174	159	.	.	PUNCT
alkej-816	175	1	most	most	ADV
alkej-816	175	2	importantly	importantly	ADV
alkej-816	175	3	,	,	PUNCT
alkej-816	175	4	the	the	DET
alkej-816	175	5	model	model	NOUN
alkej-816	175	6	can	can	AUX
alkej-816	175	7	predict	predict	VERB
alkej-816	175	8	until	until	ADP
alkej-816	175	9	the	the	DET
alkej-816	175	10	year	year	NOUN
alkej-816	175	11	2030	2030	NUM
alkej-816	175	12	.	.	PUNCT
alkej-816	176	1	the	the	DET
alkej-816	176	2	design	design	NOUN
alkej-816	176	3	of	of	ADP
alkej-816	176	4	a	a	DET
alkej-816	176	5	fully	fully	ADV
alkej-816	176	6	connected	connect	VERB
alkej-816	176	7	ann	ann	PROPN
alkej-816	176	8	was	be	AUX
alkej-816	176	9	created	create	VERB
alkej-816	176	10	with	with	ADP
alkej-816	176	11	15	15	NUM
alkej-816	176	12	neurons	neuron	NOUN
alkej-816	176	13	of	of	ADP
alkej-816	176	14	2	2	NUM
alkej-816	176	15	hidden	hidden	ADJ
alkej-816	176	16	layers	layer	NOUN
alkej-816	176	17	and	and	CCONJ
alkej-816	176	18	two	two	NUM
alkej-816	176	19	outputs	output	NOUN
alkej-816	176	20	;	;	PUNCT
alkej-816	176	21	figure	figure	NOUN
alkej-816	176	22	3	3	NUM
alkej-816	176	23	shows	show	VERB
alkej-816	176	24	wasan	wasan	PROPN
alkej-816	176	25	mahmood	mahmood	PROPN
alkej-816	176	26	ahmed	ahmed	PROPN
alkej-816	176	27	al	al	PROPN
alkej-816	176	28	-	-	PUNCT
alkej-816	176	29	khwarizmi	khwarizmi	PROPN
alkej-816	176	30	engineering	engineering	NOUN
alkej-816	176	31	journal	journal	PROPN
alkej-816	176	32	,	,	PUNCT
alkej-816	176	33	vol	vol	NOUN
alkej-816	176	34	.	.	PROPN
alkej-816	176	35	19	19	NUM
alkej-816	176	36	,	,	PUNCT
alkej-816	176	37	no	no	INTJ
alkej-816	176	38	.	.	NOUN
alkej-816	176	39	1	1	NUM
alkej-816	176	40	,	,	PUNCT
alkej-816	176	41	p.p	p.p	PROPN
alkej-816	176	42	.	.	NOUN
alkej-816	176	43	113	113	NUM
alkej-816	176	44	(	(	PUNCT
alkej-816	176	45	2023	2023	NUM
alkej-816	176	46	)	)	PUNCT
alkej-816	176	47	7	7	NUM
alkej-816	176	48	the	the	DET
alkej-816	176	49	structure	structure	NOUN
alkej-816	176	50	of	of	ADP
alkej-816	176	51	the	the	DET
alkej-816	176	52	ann	ann	PROPN
alkej-816	176	53	.	.	PUNCT
alkej-816	177	1	where	where	SCONJ
alkej-816	177	2	‘	'	PUNCT
alkej-816	177	3	w	w	X
alkej-816	177	4	’	'	PUNCT
alkej-816	177	5	is	be	AUX
alkej-816	177	6	the	the	DET
alkej-816	177	7	weight	weight	NOUN
alkej-816	177	8	to	to	PART
alkej-816	177	9	be	be	AUX
alkej-816	177	10	trained	train	VERB
alkej-816	177	11	and	and	CCONJ
alkej-816	177	12	‘	'	PUNCT
alkej-816	177	13	b	b	X
alkej-816	177	14	’	'	PUNCT
alkej-816	177	15	is	be	AUX
alkej-816	177	16	the	the	DET
alkej-816	177	17	bias	bias	NOUN
alkej-816	177	18	used	use	VERB
alkej-816	177	19	to	to	PART
alkej-816	177	20	adjust	adjust	VERB
alkej-816	177	21	the	the	DET
alkej-816	177	22	output	output	NOUN
alkej-816	177	23	along	along	ADP
alkej-816	177	24	the	the	DET
alkej-816	177	25	weighted	weighted	ADJ
alkej-816	177	26	sum	sum	NOUN
alkej-816	177	27	.	.	PUNCT
alkej-816	178	1	the	the	DET
alkej-816	178	2	activation	activation	NOUN
alkej-816	178	3	function	function	NOUN
alkej-816	178	4	is	be	AUX
alkej-816	178	5	the	the	DET
alkej-816	178	6	sigmoid	sigmoid	NOUN
alkej-816	178	7	function	function	NOUN
alkej-816	178	8	used	use	VERB
alkej-816	178	9	to	to	PART
alkej-816	178	10	scale	scale	VERB
alkej-816	178	11	the	the	DET
alkej-816	178	12	work	work	NOUN
alkej-816	178	13	.	.	PUNCT
alkej-816	179	1	fig	fig	NOUN
alkej-816	179	2	.	.	PUNCT
alkej-816	180	1	3	3	X
alkej-816	180	2	.	.	X
alkej-816	180	3	ann	ann	PROPN
alkej-816	180	4	network	network	PROPN
alkej-816	180	5	structural	structural	NOUN
alkej-816	180	6	.	.	PUNCT
alkej-816	181	1	training	training	NOUN
alkej-816	181	2	and	and	CCONJ
alkej-816	181	3	testing	testing	NOUN
alkej-816	181	4	are	be	AUX
alkej-816	181	5	neural	neural	ADJ
alkej-816	181	6	network	network	NOUN
alkej-816	181	7	processing	processing	NOUN
alkej-816	181	8	phases	phase	NOUN
alkej-816	181	9	.	.	PUNCT
alkej-816	182	1	80	80	NUM
alkej-816	182	2	%	%	NOUN
alkej-816	182	3	of	of	ADP
alkej-816	182	4	the	the	DET
alkej-816	182	5	data	datum	NOUN
alkej-816	182	6	is	be	AUX
alkej-816	182	7	used	use	VERB
alkej-816	182	8	for	for	ADP
alkej-816	182	9	training	training	NOUN
alkej-816	182	10	and	and	CCONJ
alkej-816	182	11	20	20	NUM
alkej-816	182	12	%	%	NOUN
alkej-816	182	13	is	be	AUX
alkej-816	182	14	used	use	VERB
alkej-816	182	15	for	for	ADP
alkej-816	182	16	testing	testing	NOUN
alkej-816	182	17	.	.	PUNCT
alkej-816	183	1	training	training	NOUN
alkej-816	183	2	involves	involve	VERB
alkej-816	183	3	adjusting	adjust	VERB
alkej-816	183	4	weights	weight	NOUN
alkej-816	183	5	and	and	CCONJ
alkej-816	183	6	biases	bias	NOUN
alkej-816	183	7	to	to	PART
alkej-816	183	8	produce	produce	VERB
alkej-816	183	9	accurate	accurate	ADJ
alkej-816	183	10	results	result	NOUN
alkej-816	183	11	.	.	PUNCT
alkej-816	184	1	supervised	supervised	ADJ
alkej-816	184	2	training	training	NOUN
alkej-816	184	3	is	be	AUX
alkej-816	184	4	most	most	ADV
alkej-816	184	5	general	general	ADJ
alkej-816	184	6	type	type	NOUN
alkej-816	184	7	.	.	PUNCT
alkej-816	185	1	backpropagation	backpropagation	NOUN
alkej-816	185	2	trains	train	NOUN
alkej-816	185	3	and	and	CCONJ
alkej-816	185	4	modifies	modify	VERB
alkej-816	185	5	the	the	DET
alkej-816	185	6	network	network	NOUN
alkej-816	185	7	to	to	PART
alkej-816	185	8	reduce	reduce	VERB
alkej-816	185	9	output	output	NOUN
alkej-816	185	10	errors	error	NOUN
alkej-816	185	11	.	.	PUNCT
alkej-816	186	1	adjusting	adjust	VERB
alkej-816	186	2	initial	initial	ADJ
alkej-816	186	3	random	random	ADJ
alkej-816	186	4	weights	weight	NOUN
alkej-816	186	5	and	and	CCONJ
alkej-816	186	6	biases	bias	NOUN
alkej-816	186	7	begins	begin	VERB
alkej-816	186	8	network	network	NOUN
alkej-816	186	9	training	training	NOUN
alkej-816	186	10	.	.	PUNCT
alkej-816	187	1	forward	forward	ADJ
alkej-816	187	2	-	-	PUNCT
alkej-816	187	3	propagation	propagation	NOUN
alkej-816	187	4	of	of	ADP
alkej-816	187	5	intermediate	intermediate	ADJ
alkej-816	187	6	results	result	NOUN
alkej-816	187	7	produces	produce	VERB
alkej-816	187	8	the	the	DET
alkej-816	187	9	output	output	NOUN
alkej-816	187	10	vector	vector	NOUN
alkej-816	187	11	.	.	PUNCT
alkej-816	188	1	the	the	DET
alkej-816	188	2	difference	difference	NOUN
alkej-816	188	3	between	between	ADP
alkej-816	188	4	the	the	DET
alkej-816	188	5	target	target	NOUN
alkej-816	188	6	and	and	CCONJ
alkej-816	188	7	network	network	NOUN
alkej-816	188	8	outputs	output	NOUN
alkej-816	188	9	equals	equal	VERB
alkej-816	188	10	error	error	NOUN
alkej-816	188	11	.	.	PUNCT
alkej-816	189	1	the	the	DET
alkej-816	189	2	backpropagating	backpropagate	VERB
alkej-816	189	3	network	network	NOUN
alkej-816	189	4	error	error	NOUN
alkej-816	189	5	modifies	modify	VERB
alkej-816	189	6	the	the	DET
alkej-816	189	7	weights	weight	NOUN
alkej-816	189	8	and	and	CCONJ
alkej-816	189	9	biases	bias	NOUN
alkej-816	189	10	to	to	PART
alkej-816	189	11	reduce	reduce	VERB
alkej-816	189	12	cycle	cycle	NOUN
alkej-816	189	13	prediction	prediction	NOUN
alkej-816	189	14	error	error	NOUN
alkej-816	189	15	.	.	PUNCT
alkej-816	190	1	during	during	ADP
alkej-816	190	2	testing	testing	NOUN
alkej-816	190	3	,	,	PUNCT
alkej-816	190	4	the	the	DET
alkej-816	190	5	network	network	NOUN
alkej-816	190	6	's	's	PART
alkej-816	190	7	structure	structure	NOUN
alkej-816	190	8	does	do	AUX
alkej-816	190	9	n't	not	PART
alkej-816	190	10	change	change	VERB
alkej-816	190	11	.	.	PUNCT
alkej-816	191	1	using	use	VERB
alkej-816	191	2	an	an	DET
alkej-816	191	3	ann	ann	PROPN
alkej-816	191	4	,	,	PUNCT
alkej-816	191	5	the	the	DET
alkej-816	191	6	ga	ga	PROPN
alkej-816	191	7	(	(	PUNCT
alkej-816	191	8	genetic	genetic	ADJ
alkej-816	191	9	algorithms	algorithm	NOUN
alkej-816	191	10	)	)	PUNCT
alkej-816	191	11	generates	generate	VERB
alkej-816	191	12	several	several	ADJ
alkej-816	191	13	potential	potential	ADJ
alkej-816	191	14	solutions	solution	NOUN
alkej-816	191	15	to	to	ADP
alkej-816	191	16	the	the	DET
alkej-816	191	17	issue	issue	NOUN
alkej-816	191	18	and	and	CCONJ
alkej-816	191	19	then	then	ADV
alkej-816	191	20	refines	refine	VERB
alkej-816	191	21	them	they	PRON
alkej-816	191	22	throughout	throughout	ADP
alkej-816	191	23	several	several	ADJ
alkej-816	191	24	generations	generation	NOUN
alkej-816	191	25	.	.	PUNCT
alkej-816	192	1	every	every	DET
alkej-816	192	2	answer	answer	NOUN
alkej-816	192	3	contains	contain	VERB
alkej-816	192	4	all	all	PRON
alkej-816	192	5	of	of	ADP
alkej-816	192	6	the	the	DET
alkej-816	192	7	parameters	parameter	NOUN
alkej-816	192	8	that	that	PRON
alkej-816	192	9	could	could	AUX
alkej-816	192	10	contribute	contribute	VERB
alkej-816	192	11	to	to	ADP
alkej-816	192	12	improving	improve	VERB
alkej-816	192	13	the	the	DET
alkej-816	192	14	findings	finding	NOUN
alkej-816	192	15	.	.	PUNCT
alkej-816	193	1	when	when	SCONJ
alkej-816	193	2	applied	apply	VERB
alkej-816	193	3	to	to	ADP
alkej-816	193	4	an	an	DET
alkej-816	193	5	ann	ann	PROPN
alkej-816	193	6	,	,	PUNCT
alkej-816	193	7	weights	weight	NOUN
alkej-816	193	8	in	in	ADP
alkej-816	193	9	each	each	DET
alkej-816	193	10	layer	layer	NOUN
alkej-816	193	11	contribute	contribute	VERB
alkej-816	193	12	to	to	ADP
alkej-816	193	13	the	the	DET
alkej-816	193	14	excellent	excellent	ADJ
alkej-816	193	15	accuracy	accuracy	NOUN
alkej-816	193	16	that	that	PRON
alkej-816	193	17	can	can	AUX
alkej-816	193	18	be	be	AUX
alkej-816	193	19	achieved	achieve	VERB
alkej-816	193	20	.	.	PUNCT
alkej-816	194	1	because	because	SCONJ
alkej-816	194	2	of	of	ADP
alkej-816	194	3	this	this	PRON
alkej-816	194	4	,	,	PUNCT
alkej-816	194	5	a	a	DET
alkej-816	194	6	single	single	ADJ
alkej-816	194	7	solution	solution	NOUN
alkej-816	194	8	in	in	ADP
alkej-816	194	9	the	the	DET
alkej-816	194	10	ga	ga	PROPN
alkej-816	194	11	will	will	AUX
alkej-816	194	12	include	include	VERB
alkej-816	194	13	all	all	PRON
alkej-816	194	14	of	of	ADP
alkej-816	194	15	the	the	DET
alkej-816	194	16	weights	weight	NOUN
alkej-816	194	17	.	.	PUNCT
alkej-816	195	1	fig	fig	NOUN
alkej-816	195	2	.	.	PUNCT
alkej-816	196	1	4	4	X
alkej-816	196	2	.	.	X
alkej-816	196	3	genetic	genetic	ADJ
alkej-816	196	4	algorithm	algorithm	NOUN
alkej-816	196	5	to	to	PART
alkej-816	196	6	adjust	adjust	VERB
alkej-816	196	7	the	the	DET
alkej-816	196	8	weight	weight	NOUN
alkej-816	196	9	.	.	PUNCT
alkej-816	197	1	3.3	3.3	NUM
alkej-816	197	2	third	third	ADJ
alkej-816	197	3	stage	stage	NOUN
alkej-816	197	4	the	the	DET
alkej-816	197	5	predictions	prediction	NOUN
alkej-816	197	6	validation	validation	NOUN
alkej-816	197	7	of	of	ADP
alkej-816	197	8	the	the	DET
alkej-816	197	9	ann	ann	PROPN
alkej-816	197	10	algorithm	algorithm	NOUN
alkej-816	197	11	was	be	AUX
alkej-816	197	12	in	in	ADP
alkej-816	197	13	2018	2018	NUM
alkej-816	197	14	.	.	PUNCT
alkej-816	198	1	the	the	DET
alkej-816	198	2	ann	ann	PROPN
alkej-816	198	3	algorithm	algorithm	PROPN
alkej-816	198	4	was	be	AUX
alkej-816	198	5	validated	validate	VERB
alkej-816	198	6	by	by	ADP
alkej-816	198	7	comparing	compare	VERB
alkej-816	198	8	the	the	DET
alkej-816	198	9	predicted	predict	VERB
alkej-816	198	10	results	result	NOUN
alkej-816	198	11	of	of	ADP
alkej-816	198	12	the	the	DET
alkej-816	198	13	failure	failure	NOUN
alkej-816	198	14	type	type	NOUN
alkej-816	198	15	and	and	CCONJ
alkej-816	198	16	its	its	PRON
alkej-816	198	17	reasons	reason	NOUN
alkej-816	198	18	of	of	ADP
alkej-816	198	19	occurrence	occurrence	NOUN
alkej-816	198	20	with	with	ADP
alkej-816	198	21	the	the	DET
alkej-816	198	22	actual	actual	ADJ
alkej-816	198	23	data	datum	NOUN
alkej-816	198	24	(	(	PUNCT
alkej-816	198	25	2018	2018	NUM
alkej-816	198	26	)	)	PUNCT
alkej-816	198	27	.	.	PUNCT
alkej-816	199	1	figure	figure	NOUN
alkej-816	199	2	5	5	NUM
alkej-816	199	3	shows	show	VERB
alkej-816	199	4	a	a	DET
alkej-816	199	5	comparison	comparison	NOUN
alkej-816	199	6	of	of	ADP
alkej-816	199	7	the	the	DET
alkej-816	199	8	actual	actual	ADJ
alkej-816	199	9	data	datum	NOUN
alkej-816	199	10	with	with	ADP
alkej-816	199	11	the	the	DET
alkej-816	199	12	predicted	predict	VERB
alkej-816	199	13	wasan	wasan	PROPN
alkej-816	199	14	mahmood	mahmood	PROPN
alkej-816	199	15	ahmed	ahmed	PROPN
alkej-816	199	16	al	al	PROPN
alkej-816	199	17	-	-	PUNCT
alkej-816	199	18	khwarizmi	khwarizmi	PROPN
alkej-816	199	19	engineering	engineering	NOUN
alkej-816	199	20	journal	journal	PROPN
alkej-816	199	21	,	,	PUNCT
alkej-816	199	22	vol	vol	NOUN
alkej-816	199	23	.	.	PROPN
alkej-816	199	24	19	19	NUM
alkej-816	199	25	,	,	PUNCT
alkej-816	199	26	no	no	INTJ
alkej-816	199	27	.	.	NOUN
alkej-816	199	28	1	1	NUM
alkej-816	199	29	,	,	PUNCT
alkej-816	199	30	p.p	p.p	PROPN
alkej-816	199	31	.	.	NOUN
alkej-816	199	32	113	113	NUM
alkej-816	199	33	(	(	PUNCT
alkej-816	199	34	2023	2023	NUM
alkej-816	199	35	)	)	PUNCT
alkej-816	199	36	8	8	NUM
alkej-816	199	37	data	datum	NOUN
alkej-816	199	38	by	by	ADP
alkej-816	199	39	using	use	VERB
alkej-816	199	40	an	an	DET
alkej-816	199	41	ann	ann	PROPN
alkej-816	199	42	,	,	PUNCT
alkej-816	199	43	which	which	PRON
alkej-816	199	44	indicates	indicate	VERB
alkej-816	199	45	the	the	DET
alkej-816	199	46	actual	actual	ADJ
alkej-816	199	47	values	value	NOUN
alkej-816	199	48	of	of	ADP
alkej-816	199	49	no	no	DET
alkej-816	199	50	failure	failure	NOUN
alkej-816	199	51	are	be	AUX
alkej-816	199	52	equal	equal	ADJ
alkej-816	199	53	to	to	ADP
alkej-816	199	54	7605	7605	NUM
alkej-816	199	55	hours	hour	NOUN
alkej-816	199	56	and	and	CCONJ
alkej-816	199	57	the	the	DET
alkej-816	199	58	predicted	predict	VERB
alkej-816	199	59	value	value	NOUN
alkej-816	199	60	was	be	AUX
alkej-816	199	61	7700	7700	NUM
alkej-816	199	62	hours	hour	NOUN
alkej-816	199	63	.	.	PUNCT
alkej-816	200	1	the	the	DET
alkej-816	200	2	mechanical	mechanical	ADJ
alkej-816	200	3	failure	failure	NOUN
alkej-816	200	4	can	can	AUX
alkej-816	200	5	also	also	ADV
alkej-816	200	6	be	be	AUX
alkej-816	200	7	seen	see	VERB
alkej-816	200	8	to	to	PART
alkej-816	200	9	be	be	AUX
alkej-816	200	10	equal	equal	ADJ
alkej-816	200	11	to	to	ADP
alkej-816	200	12	1033	1033	NUM
alkej-816	200	13	in	in	ADP
alkej-816	200	14	reality	reality	NOUN
alkej-816	200	15	and	and	CCONJ
alkej-816	200	16	1008	1008	NUM
alkej-816	200	17	from	from	ADP
alkej-816	200	18	the	the	DET
alkej-816	200	19	prediction	prediction	NOUN
alkej-816	200	20	,	,	PUNCT
alkej-816	200	21	then	then	ADV
alkej-816	200	22	the	the	DET
alkej-816	200	23	number	number	NOUN
alkej-816	200	24	of	of	ADP
alkej-816	200	25	electrical	electrical	ADJ
alkej-816	200	26	failure	failure	NOUN
alkej-816	200	27	hours	hour	NOUN
alkej-816	200	28	in	in	ADP
alkej-816	200	29	reality	reality	NOUN
alkej-816	200	30	and	and	CCONJ
alkej-816	200	31	prediction	prediction	NOUN
alkej-816	200	32	is	be	AUX
alkej-816	200	33	122	122	NUM
alkej-816	200	34	and	and	CCONJ
alkej-816	200	35	50	50	NUM
alkej-816	200	36	,	,	PUNCT
alkej-816	200	37	respectively	respectively	ADV
alkej-816	200	38	.	.	PUNCT
alkej-816	201	1	fig	fig	NOUN
alkej-816	201	2	.	.	PUNCT
alkej-816	202	1	5.comparing	5.comparing	NUM
alkej-816	202	2	results	result	NOUN
alkej-816	202	3	using	use	VERB
alkej-816	202	4	ann	ann	PROPN
alkej-816	202	5	based	base	VERB
alkej-816	202	6	on	on	ADP
alkej-816	202	7	failure	failure	NOUN
alkej-816	202	8	type	type	NOUN
alkej-816	202	9	in	in	ADP
alkej-816	202	10	2018	2018	NUM
alkej-816	202	11	.	.	PUNCT
alkej-816	203	1	validation	validation	NOUN
alkej-816	203	2	of	of	ADP
alkej-816	203	3	predictions	prediction	NOUN
alkej-816	203	4	using	use	VERB
alkej-816	203	5	an	an	DET
alkej-816	203	6	ann	ann	PROPN
alkej-816	203	7	and	and	CCONJ
alkej-816	203	8	ga	ga	PROPN
alkej-816	203	9	in	in	ADP
alkej-816	203	10	the	the	DET
alkej-816	203	11	year	year	NOUN
alkej-816	203	12	2018	2018	NUM
alkej-816	203	13	was	be	AUX
alkej-816	203	14	achieved	achieve	VERB
alkej-816	203	15	after	after	ADP
alkej-816	203	16	optimizing	optimize	VERB
alkej-816	203	17	the	the	DET
alkej-816	203	18	weights	weight	NOUN
alkej-816	203	19	of	of	ADP
alkej-816	203	20	the	the	DET
alkej-816	203	21	ann	ann	PROPN
alkej-816	203	22	by	by	ADP
alkej-816	203	23	using	use	VERB
alkej-816	203	24	the	the	DET
alkej-816	203	25	genetic	genetic	ADJ
alkej-816	203	26	algorithm	algorithm	NOUN
alkej-816	203	27	.	.	PUNCT
alkej-816	204	1	figure	figure	NOUN
alkej-816	204	2	6	6	NUM
alkej-816	204	3	shows	show	VERB
alkej-816	204	4	a	a	DET
alkej-816	204	5	comparison	comparison	NOUN
alkej-816	204	6	of	of	ADP
alkej-816	204	7	the	the	DET
alkej-816	204	8	real	real	ADJ
alkej-816	204	9	data	datum	NOUN
alkej-816	204	10	with	with	ADP
alkej-816	204	11	the	the	DET
alkej-816	204	12	predicted	predict	VERB
alkej-816	204	13	data	datum	NOUN
alkej-816	204	14	by	by	ADP
alkej-816	204	15	using	use	VERB
alkej-816	204	16	an	an	DET
alkej-816	204	17	ann	ann	NOUN
alkej-816	204	18	with	with	ADP
alkej-816	204	19	a	a	DET
alkej-816	204	20	ga	ga	PROPN
alkej-816	204	21	,	,	PUNCT
alkej-816	204	22	which	which	PRON
alkej-816	204	23	indicates	indicate	VERB
alkej-816	204	24	the	the	DET
alkej-816	204	25	real	real	ADJ
alkej-816	204	26	values	value	NOUN
alkej-816	204	27	of	of	ADP
alkej-816	204	28	no	no	DET
alkej-816	204	29	failure	failure	NOUN
alkej-816	204	30	are	be	AUX
alkej-816	204	31	equal	equal	ADJ
alkej-816	204	32	to	to	ADP
alkej-816	204	33	7605	7605	NUM
alkej-816	204	34	hours	hour	NOUN
alkej-816	204	35	and	and	CCONJ
alkej-816	204	36	the	the	DET
alkej-816	204	37	prediction	prediction	NOUN
alkej-816	204	38	’s	’s	PART
alkej-816	204	39	values	value	NOUN
alkej-816	204	40	were	be	AUX
alkej-816	204	41	7650	7650	NUM
alkej-816	204	42	hours	hour	NOUN
alkej-816	204	43	.	.	PUNCT
alkej-816	205	1	the	the	DET
alkej-816	205	2	mechanical	mechanical	ADJ
alkej-816	205	3	failure	failure	NOUN
alkej-816	205	4	can	can	AUX
alkej-816	205	5	also	also	ADV
alkej-816	205	6	be	be	AUX
alkej-816	205	7	seen	see	VERB
alkej-816	205	8	to	to	PART
alkej-816	205	9	be	be	AUX
alkej-816	205	10	equal	equal	ADJ
alkej-816	205	11	to	to	ADP
alkej-816	205	12	1033	1033	NUM
alkej-816	205	13	in	in	ADP
alkej-816	205	14	reality	reality	NOUN
alkej-816	205	15	and	and	CCONJ
alkej-816	205	16	1018	1018	NUM
alkej-816	205	17	in	in	ADP
alkej-816	205	18	the	the	DET
alkej-816	205	19	prediction	prediction	NOUN
alkej-816	205	20	,	,	PUNCT
alkej-816	205	21	then	then	ADV
alkej-816	205	22	the	the	DET
alkej-816	205	23	number	number	NOUN
alkej-816	205	24	of	of	ADP
alkej-816	205	25	electrical	electrical	ADJ
alkej-816	205	26	failure	failure	NOUN
alkej-816	205	27	hours	hour	NOUN
alkej-816	205	28	in	in	ADP
alkej-816	205	29	reality	reality	NOUN
alkej-816	205	30	and	and	CCONJ
alkej-816	205	31	in	in	ADP
alkej-816	205	32	the	the	DET
alkej-816	205	33	prediction	prediction	NOUN
alkej-816	205	34	was	be	AUX
alkej-816	205	35	122	122	NUM
alkej-816	205	36	and	and	CCONJ
alkej-816	205	37	90	90	NUM
alkej-816	205	38	,	,	PUNCT
alkej-816	205	39	respectively	respectively	ADV
alkej-816	205	40	.	.	PUNCT
alkej-816	206	1	fig	fig	NOUN
alkej-816	206	2	.	.	PUNCT
alkej-816	207	1	6	6	NUM
alkej-816	207	2	.	.	X
alkej-816	207	3	comparing	compare	VERB
alkej-816	207	4	results	result	NOUN
alkej-816	207	5	using	use	VERB
alkej-816	207	6	ann	ann	PROPN
alkej-816	207	7	with	with	ADP
alkej-816	207	8	ga	ga	PROPN
alkej-816	207	9	based	base	VERB
alkej-816	207	10	on	on	ADP
alkej-816	207	11	failure	failure	NOUN
alkej-816	207	12	type	type	NOUN
alkej-816	207	13	in	in	ADP
alkej-816	207	14	2018	2018	NUM
alkej-816	207	15	.	.	PUNCT
alkej-816	208	1	the	the	DET
alkej-816	208	2	comparison	comparison	NOUN
alkej-816	208	3	between	between	ADP
alkej-816	208	4	the	the	DET
alkej-816	208	5	percentages	percentage	NOUN
alkej-816	208	6	of	of	ADP
alkej-816	208	7	hours	hour	NOUN
alkej-816	208	8	for	for	ADP
alkej-816	208	9	each	each	DET
alkej-816	208	10	type	type	NOUN
alkej-816	208	11	of	of	ADP
alkej-816	208	12	failure	failure	NOUN
alkej-816	208	13	is	be	AUX
alkej-816	208	14	shown	show	VERB
alkej-816	208	15	in	in	ADP
alkej-816	208	16	figure	figure	NOUN
alkej-816	208	17	7	7	NUM
alkej-816	208	18	.	.	PUNCT
alkej-816	209	1	the	the	DET
alkej-816	209	2	predicted	predict	VERB
alkej-816	209	3	rate	rate	NOUN
alkej-816	209	4	of	of	ADP
alkej-816	209	5	the	the	DET
alkej-816	209	6	number	number	NOUN
alkej-816	209	7	of	of	ADP
alkej-816	209	8	hours	hour	NOUN
alkej-816	209	9	in	in	ADP
alkej-816	209	10	no	no	DET
alkej-816	209	11	failure	failure	NOUN
alkej-816	209	12	using	use	VERB
alkej-816	209	13	ann	ann	PROPN
alkej-816	209	14	with	with	ADP
alkej-816	209	15	ga	ga	PROPN
alkej-816	209	16	is	be	AUX
alkej-816	209	17	more	more	ADV
alkej-816	209	18	up	up	ADP
alkej-816	209	19	to	to	ADP
alkej-816	209	20	date	date	NOUN
alkej-816	209	21	than	than	ADP
alkej-816	209	22	the	the	DET
alkej-816	209	23	predictions	prediction	NOUN
alkej-816	209	24	using	use	VERB
alkej-816	209	25	the	the	DET
alkej-816	209	26	ann	ann	PROPN
alkej-816	209	27	alone	alone	ADV
alkej-816	209	28	.	.	PUNCT
alkej-816	210	1	0	0	NUM
alkej-816	211	1	1000	1000	NUM
alkej-816	211	2	2000	2000	NUM
alkej-816	211	3	3000	3000	NUM
alkej-816	211	4	4000	4000	NUM
alkej-816	211	5	5000	5000	NUM
alkej-816	211	6	6000	6000	NUM
alkej-816	211	7	7000	7000	NUM
alkej-816	211	8	8000	8000	NUM
alkej-816	211	9	no	no	DET
alkej-816	211	10	failure	failure	NOUN
alkej-816	211	11	electrical	electrical	ADJ
alkej-816	211	12	mechanical	mechanical	ADJ
alkej-816	211	13	7605	7605	NUM
alkej-816	211	14	122	122	NUM
alkej-816	211	15	1033	1033	NUM
alkej-816	211	16	7700	7700	NUM
alkej-816	211	17	50	50	NUM
alkej-816	211	18	1008	1008	NUM
alkej-816	211	19	n	n	CCONJ
alkej-816	211	20	u	u	NOUN
alkej-816	211	21	m	m	NOUN
alkej-816	211	22	b	b	PROPN
alkej-816	211	23	e	e	NOUN
alkej-816	211	24	r	r	NOUN
alkej-816	211	25	o	o	X
alkej-816	211	26	f	f	NOUN
alkej-816	212	1	h	h	NOUN
alkej-816	212	2	o	o	X
alkej-816	212	3	u	u	NOUN
alkej-816	212	4	r	r	NOUN
alkej-816	212	5	s	s	VERB
alkej-816	212	6	actual	actual	ADJ
alkej-816	212	7	predict	predict	VERB
alkej-816	212	8	0	0	NUM
alkej-816	212	9	1000	1000	NUM
alkej-816	212	10	2000	2000	NUM
alkej-816	212	11	3000	3000	NUM
alkej-816	212	12	4000	4000	NUM
alkej-816	212	13	5000	5000	NUM
alkej-816	212	14	6000	6000	NUM
alkej-816	212	15	7000	7000	NUM
alkej-816	212	16	8000	8000	NUM
alkej-816	212	17	no	no	DET
alkej-816	212	18	failure	failure	NOUN
alkej-816	212	19	electrical	electrical	ADJ
alkej-816	212	20	mechanical	mechanical	ADJ
alkej-816	212	21	7605	7605	NUM
alkej-816	212	22	122	122	NUM
alkej-816	212	23	1033	1033	NUM
alkej-816	212	24	7650	7650	NUM
alkej-816	212	25	90	90	NUM
alkej-816	212	26	1018	1018	NUM
alkej-816	213	1	n	n	CCONJ
alkej-816	213	2	u	u	NOUN
alkej-816	213	3	m	m	NOUN
alkej-816	213	4	b	b	PROPN
alkej-816	213	5	e	e	NOUN
alkej-816	213	6	r	r	NOUN
alkej-816	213	7	o	o	X
alkej-816	214	1	f	f	NOUN
alkej-816	214	2	h	h	NOUN
alkej-816	214	3	o	o	X
alkej-816	214	4	u	u	NOUN
alkej-816	214	5	r	r	NOUN
alkej-816	214	6	s	s	VERB
alkej-816	214	7	actual	actual	ADJ
alkej-816	214	8	predict	predict	VERB
alkej-816	214	9	wasan	wasan	PROPN
alkej-816	214	10	mahmood	mahmood	PROPN
alkej-816	214	11	ahmed	ahmed	PROPN
alkej-816	214	12	al	al	PROPN
alkej-816	214	13	-	-	PUNCT
alkej-816	214	14	khwarizmi	khwarizmi	PROPN
alkej-816	214	15	engineering	engineering	NOUN
alkej-816	214	16	journal	journal	PROPN
alkej-816	214	17	,	,	PUNCT
alkej-816	214	18	vol	vol	NOUN
alkej-816	214	19	.	.	PROPN
alkej-816	214	20	19	19	NUM
alkej-816	214	21	,	,	PUNCT
alkej-816	214	22	no	no	INTJ
alkej-816	214	23	.	.	NOUN
alkej-816	214	24	1	1	NUM
alkej-816	214	25	,	,	PUNCT
alkej-816	214	26	p.p	p.p	PROPN
alkej-816	214	27	.	.	NOUN
alkej-816	214	28	113	113	NUM
alkej-816	214	29	(	(	PUNCT
alkej-816	214	30	2023	2023	NUM
alkej-816	214	31	)	)	PUNCT
alkej-816	214	32	9	9	NUM
alkej-816	214	33	fig	fig	NOUN
alkej-816	214	34	.	.	PUNCT
alkej-816	215	1	7	7	X
alkej-816	215	2	.	.	X
alkej-816	215	3	comparing	compare	VERB
alkej-816	215	4	results	result	NOUN
alkej-816	215	5	between	between	ADP
alkej-816	215	6	actual	actual	ADJ
alkej-816	215	7	and	and	CCONJ
alkej-816	215	8	after	after	ADP
alkej-816	215	9	genetic	genetic	ADJ
alkej-816	215	10	and	and	CCONJ
alkej-816	215	11	before	before	ADP
alkej-816	215	12	genetic	genetic	ADJ
alkej-816	215	13	.	.	PUNCT
alkej-816	216	1	4	4	X
alkej-816	216	2	.	.	NOUN
alkej-816	216	3	results	result	NOUN
alkej-816	216	4	and	and	CCONJ
alkej-816	216	5	discussion	discussion	NOUN
alkej-816	216	6	to	to	PART
alkej-816	216	7	show	show	VERB
alkej-816	216	8	the	the	DET
alkej-816	216	9	results	result	NOUN
alkej-816	216	10	clearly	clearly	ADV
alkej-816	216	11	,	,	PUNCT
alkej-816	216	12	a	a	DET
alkej-816	216	13	comparison	comparison	NOUN
alkej-816	216	14	between	between	ADP
alkej-816	216	15	the	the	DET
alkej-816	216	16	two	two	NUM
alkej-816	216	17	proposed	propose	VERB
alkej-816	216	18	approaches	approach	NOUN
alkej-816	216	19	was	be	AUX
alkej-816	216	20	carried	carry	VERB
alkej-816	216	21	out	out	ADP
alkej-816	216	22	in	in	ADP
alkej-816	216	23	the	the	DET
alkej-816	216	24	predictive	predictive	ADJ
alkej-816	216	25	years	year	NOUN
alkej-816	216	26	2019	2019	NUM
alkej-816	216	27	and	and	CCONJ
alkej-816	216	28	2020	2020	NUM
alkej-816	216	29	.	.	PUNCT
alkej-816	217	1	to	to	PART
alkej-816	217	2	verify	verify	VERB
alkej-816	217	3	and	and	CCONJ
alkej-816	217	4	compare	compare	VERB
alkej-816	217	5	the	the	DET
alkej-816	217	6	two	two	NUM
alkej-816	217	7	approaches	approach	NOUN
alkej-816	217	8	,	,	PUNCT
alkej-816	217	9	compare	compare	VERB
alkej-816	217	10	the	the	DET
alkej-816	217	11	prediction	prediction	NOUN
alkej-816	217	12	of	of	ADP
alkej-816	217	13	failures	failure	NOUN
alkej-816	217	14	for	for	ADP
alkej-816	217	15	2019	2019	NUM
alkej-816	217	16	using	use	VERB
alkej-816	217	17	ann	ann	PROPN
alkej-816	217	18	alone	alone	ADJ
alkej-816	217	19	and	and	CCONJ
alkej-816	217	20	an	an	DET
alkej-816	217	21	ann	ann	NOUN
alkej-816	217	22	with	with	ADP
alkej-816	217	23	a	a	DET
alkej-816	217	24	ga	ga	PROPN
alkej-816	217	25	,	,	PUNCT
alkej-816	217	26	as	as	SCONJ
alkej-816	217	27	shown	show	VERB
alkej-816	217	28	in	in	ADP
alkej-816	217	29	figure	figure	NOUN
alkej-816	217	30	8	8	NUM
alkej-816	217	31	.	.	PUNCT
alkej-816	218	1	it	it	PRON
alkej-816	218	2	's	be	AUX
alkej-816	218	3	clear	clear	ADJ
alkej-816	218	4	from	from	ADP
alkej-816	218	5	this	this	DET
alkej-816	218	6	figure	figure	NOUN
alkej-816	218	7	that	that	SCONJ
alkej-816	218	8	the	the	DET
alkej-816	218	9	predictions	prediction	NOUN
alkej-816	218	10	using	use	VERB
alkej-816	218	11	an	an	DET
alkej-816	218	12	ann	ann	NOUN
alkej-816	218	13	with	with	ADP
alkej-816	218	14	a	a	DET
alkej-816	218	15	ga	ga	NOUN
alkej-816	218	16	are	be	AUX
alkej-816	218	17	better	well	ADJ
alkej-816	218	18	than	than	ADP
alkej-816	218	19	using	use	VERB
alkej-816	218	20	an	an	DET
alkej-816	218	21	ann	ann	NOUN
alkej-816	218	22	alone	alone	ADV
alkej-816	218	23	.	.	PUNCT
alkej-816	219	1	note	note	VERB
alkej-816	219	2	that	that	SCONJ
alkej-816	219	3	the	the	DET
alkej-816	219	4	percentage	percentage	NOUN
alkej-816	219	5	of	of	ADP
alkej-816	219	6	continuity	continuity	NOUN
alkej-816	219	7	of	of	ADP
alkej-816	219	8	the	the	DET
alkej-816	219	9	system	system	NOUN
alkej-816	219	10	work	work	NOUN
alkej-816	219	11	using	use	VERB
alkej-816	219	12	an	an	DET
alkej-816	219	13	ann	ann	PROPN
alkej-816	219	14	alone	alone	ADV
alkej-816	219	15	is	be	AUX
alkej-816	219	16	23	23	NUM
alkej-816	219	17	%	%	NOUN
alkej-816	219	18	.	.	PUNCT
alkej-816	220	1	in	in	ADP
alkej-816	220	2	comparison	comparison	NOUN
alkej-816	220	3	,	,	PUNCT
alkej-816	220	4	it	it	PRON
alkej-816	220	5	increased	increase	VERB
alkej-816	220	6	to	to	ADP
alkej-816	220	7	28.6	28.6	NUM
alkej-816	220	8	%	%	NOUN
alkej-816	220	9	using	use	VERB
alkej-816	220	10	an	an	DET
alkej-816	220	11	ann	ann	NOUN
alkej-816	220	12	with	with	ADP
alkej-816	220	13	a	a	DET
alkej-816	220	14	ga	ga	PROPN
alkej-816	220	15	,	,	PUNCT
alkej-816	220	16	while	while	SCONJ
alkej-816	220	17	for	for	ADP
alkej-816	220	18	mechanical	mechanical	ADJ
alkej-816	220	19	failures	failure	NOUN
alkej-816	220	20	;	;	PUNCT
alkej-816	220	21	the	the	DET
alkej-816	220	22	percentage	percentage	NOUN
alkej-816	220	23	of	of	ADP
alkej-816	220	24	predictions	prediction	NOUN
alkej-816	220	25	using	use	VERB
alkej-816	220	26	ann	ann	PROPN
alkej-816	220	27	alone	alone	ADV
alkej-816	220	28	is	be	AUX
alkej-816	220	29	59.4	59.4	NUM
alkej-816	220	30	%	%	NOUN
alkej-816	220	31	.	.	PUNCT
alkej-816	221	1	it	it	PRON
alkej-816	221	2	decreased	decrease	VERB
alkej-816	221	3	when	when	SCONJ
alkej-816	221	4	using	use	VERB
alkej-816	221	5	ann	ann	PROPN
alkej-816	221	6	with	with	ADP
alkej-816	221	7	ga	ga	PROPN
alkej-816	221	8	to	to	ADP
alkej-816	221	9	56.4	56.4	NUM
alkej-816	221	10	%	%	NOUN
alkej-816	221	11	.	.	PUNCT
alkej-816	222	1	the	the	DET
alkej-816	222	2	rate	rate	NOUN
alkej-816	222	3	of	of	ADP
alkej-816	222	4	electrical	electrical	ADJ
alkej-816	222	5	failures	failure	NOUN
alkej-816	222	6	in	in	ADP
alkej-816	222	7	an	an	DET
alkej-816	222	8	ann	ann	PROPN
alkej-816	222	9	alone	alone	ADV
alkej-816	222	10	is	be	AUX
alkej-816	222	11	17.6	17.6	NUM
alkej-816	222	12	%	%	NOUN
alkej-816	222	13	,	,	PUNCT
alkej-816	222	14	while	while	SCONJ
alkej-816	222	15	it	it	PRON
alkej-816	222	16	decreased	decrease	VERB
alkej-816	222	17	by	by	ADP
alkej-816	222	18	using	use	VERB
alkej-816	222	19	ann	ann	PROPN
alkej-816	222	20	with	with	ADP
alkej-816	222	21	ga	ga	PROPN
alkej-816	222	22	to	to	ADP
alkej-816	222	23	15	15	NUM
alkej-816	222	24	%	%	NOUN
alkej-816	222	25	.	.	PUNCT
alkej-816	223	1	fig	fig	NOUN
alkej-816	223	2	.	.	PUNCT
alkej-816	224	1	8	8	X
alkej-816	224	2	.	.	PUNCT
alkej-816	225	1	the	the	DET
alkej-816	225	2	general	general	ADJ
alkej-816	225	3	percentage	percentage	NOUN
alkej-816	225	4	of	of	ADP
alkej-816	225	5	failure	failure	NOUN
alkej-816	225	6	types	type	NOUN
alkej-816	225	7	using	use	VERB
alkej-816	225	8	ann	ann	PROPN
alkej-816	225	9	and	and	CCONJ
alkej-816	225	10	ann	ann	PROPN
alkej-816	225	11	with	with	ADP
alkej-816	225	12	ga	ga	PROPN
alkej-816	225	13	in	in	ADP
alkej-816	225	14	2019	2019	NUM
alkej-816	225	15	.	.	PUNCT
alkej-816	226	1	0.00	0.00	NUM
alkej-816	226	2	%	%	NOUN
alkej-816	226	3	10.00	10.00	NUM
alkej-816	226	4	%	%	NOUN
alkej-816	226	5	20.00	20.00	NUM
alkej-816	226	6	%	%	NOUN
alkej-816	226	7	30.00	30.00	NUM
alkej-816	226	8	%	%	NOUN
alkej-816	226	9	40.00	40.00	NUM
alkej-816	226	10	%	%	NOUN
alkej-816	226	11	50.00	50.00	NUM
alkej-816	226	12	%	%	NOUN
alkej-816	226	13	60.00	60.00	NUM
alkej-816	226	14	%	%	NOUN
alkej-816	226	15	70.00	70.00	NUM
alkej-816	226	16	%	%	NOUN
alkej-816	226	17	80.00	80.00	NUM
alkej-816	226	18	%	%	NOUN
alkej-816	226	19	90.00	90.00	NUM
alkej-816	226	20	%	%	NOUN
alkej-816	226	21	nofailure	nofailure	NOUN
alkej-816	226	22	electrical	electrical	ADJ
alkej-816	226	23	mechanical	mechanical	ADJ
alkej-816	226	24	86.80	86.80	NUM
alkej-816	226	25	%	%	NOUN
alkej-816	226	26	1.40	1.40	NUM
alkej-816	226	27	%	%	NOUN
alkej-816	226	28	11.80	11.80	NUM
alkej-816	226	29	%	%	NOUN
alkej-816	226	30	87.35	87.35	NUM
alkej-816	226	31	%	%	NOUN
alkej-816	226	32	1.03	1.03	NUM
alkej-816	226	33	%	%	NOUN
alkej-816	226	34	11.62	11.62	NUM
alkej-816	226	35	%	%	NOUN
alkej-816	226	36	87.92	87.92	NUM
alkej-816	226	37	%	%	NOUN
alkej-816	226	38	0.57	0.57	NUM
alkej-816	226	39	%	%	NOUN
alkej-816	226	40	11.51	11.51	NUM
alkej-816	226	41	%	%	NOUN
alkej-816	226	42	p	p	NOUN
alkej-816	226	43	e	e	NOUN
alkej-816	226	44	r	r	NOUN
alkej-816	226	45	c	c	NOUN
alkej-816	226	46	e	e	X
alkej-816	226	47	n	n	PROPN
alkej-816	226	48	t	t	VERB
alkej-816	226	49	a	a	DET
alkej-816	226	50	g	g	NOUN
alkej-816	226	51	e	e	NOUN
alkej-816	226	52	o	o	NOUN
alkej-816	226	53	f	f	NOUN
alkej-816	226	54	h	h	NOUN
alkej-816	226	55	o	o	X
alkej-816	226	56	u	u	NOUN
alkej-816	226	57	r	r	NOUN
alkej-816	226	58	s	s	VERB
alkej-816	226	59	actual	actual	ADJ
alkej-816	226	60	ann	ann	PROPN
alkej-816	226	61	with	with	ADP
alkej-816	226	62	ga	ga	PROPN
alkej-816	226	63	ann	ann	PROPN
alkej-816	226	64	0.0	0.0	NUM
alkej-816	226	65	%	%	NOUN
alkej-816	226	66	10.0	10.0	NUM
alkej-816	226	67	%	%	NOUN
alkej-816	226	68	20.0	20.0	NUM
alkej-816	226	69	%	%	NOUN
alkej-816	226	70	30.0	30.0	NUM
alkej-816	226	71	%	%	NOUN
alkej-816	226	72	40.0	40.0	NUM
alkej-816	226	73	%	%	NOUN
alkej-816	226	74	50.0	50.0	NUM
alkej-816	226	75	%	%	NOUN
alkej-816	226	76	60.0	60.0	NUM
alkej-816	226	77	%	%	NOUN
alkej-816	226	78	nofailure	nofailure	NOUN
alkej-816	226	79	electrical	electrical	ADJ
alkej-816	226	80	mechanical	mechanical	ADJ
alkej-816	226	81	23.0	23.0	NUM
alkej-816	226	82	%	%	NOUN
alkej-816	226	83	17.6	17.6	NUM
alkej-816	226	84	%	%	NOUN
alkej-816	226	85	59.4	59.4	NUM
alkej-816	226	86	%	%	NOUN
alkej-816	226	87	28.60	28.60	NUM
alkej-816	226	88	%	%	NOUN
alkej-816	226	89	15	15	NUM
alkej-816	226	90	%	%	NOUN
alkej-816	226	91	56.40	56.40	NUM
alkej-816	226	92	%	%	NOUN
alkej-816	226	93	p	p	NOUN
alkej-816	226	94	e	e	NOUN
alkej-816	226	95	r	r	NOUN
alkej-816	226	96	c	c	NOUN
alkej-816	226	97	e	e	X
alkej-816	226	98	n	n	PROPN
alkej-816	226	99	t	t	VERB
alkej-816	226	100	a	a	DET
alkej-816	226	101	g	g	NOUN
alkej-816	226	102	e	e	NOUN
alkej-816	226	103	o	o	NOUN
alkej-816	226	104	f	f	NOUN
alkej-816	226	105	h	h	NOUN
alkej-816	226	106	o	o	X
alkej-816	226	107	u	u	NOUN
alkej-816	226	108	r	r	NOUN
alkej-816	226	109	s	s	X
alkej-816	226	110	ann2019	ann2019	NOUN
alkej-816	226	111	annwith	annwith	PROPN
alkej-816	226	112	ga	ga	PROPN
alkej-816	226	113	2019	2019	NUM
alkej-816	226	114	wasan	wasan	PROPN
alkej-816	226	115	mahmood	mahmood	PROPN
alkej-816	226	116	ahmed	ahmed	PROPN
alkej-816	226	117	al	al	PROPN
alkej-816	226	118	-	-	PUNCT
alkej-816	226	119	khwarizmi	khwarizmi	PROPN
alkej-816	226	120	engineering	engineering	NOUN
alkej-816	226	121	journal	journal	PROPN
alkej-816	226	122	,	,	PUNCT
alkej-816	226	123	vol	vol	NOUN
alkej-816	226	124	.	.	PROPN
alkej-816	226	125	19	19	NUM
alkej-816	226	126	,	,	PUNCT
alkej-816	226	127	no	no	INTJ
alkej-816	226	128	.	.	NOUN
alkej-816	226	129	1	1	NUM
alkej-816	226	130	,	,	PUNCT
alkej-816	226	131	p.p	p.p	PROPN
alkej-816	226	132	.	.	NOUN
alkej-816	226	133	113	113	NUM
alkej-816	226	134	(	(	PUNCT
alkej-816	226	135	2023	2023	NUM
alkej-816	226	136	)	)	PUNCT
alkej-816	226	137	10	10	NUM
alkej-816	226	138	to	to	PART
alkej-816	226	139	verify	verify	VERB
alkej-816	226	140	and	and	CCONJ
alkej-816	226	141	compare	compare	VERB
alkej-816	226	142	the	the	DET
alkej-816	226	143	two	two	NUM
alkej-816	226	144	approaches	approach	NOUN
alkej-816	226	145	,	,	PUNCT
alkej-816	226	146	compare	compare	VERB
alkej-816	226	147	the	the	DET
alkej-816	226	148	predictive	predictive	ADJ
alkej-816	226	149	failures	failure	NOUN
alkej-816	226	150	for	for	ADP
alkej-816	226	151	2020	2020	NUM
alkej-816	226	152	using	use	VERB
alkej-816	226	153	ann	ann	PROPN
alkej-816	226	154	alone	alone	ADV
alkej-816	226	155	and	and	CCONJ
alkej-816	226	156	an	an	DET
alkej-816	226	157	ann	ann	NOUN
alkej-816	226	158	with	with	ADP
alkej-816	226	159	a	a	DET
alkej-816	226	160	ga	ga	PROPN
alkej-816	226	161	,	,	PUNCT
alkej-816	226	162	as	as	SCONJ
alkej-816	226	163	shown	show	VERB
alkej-816	226	164	in	in	ADP
alkej-816	226	165	figure	figure	NOUN
alkej-816	226	166	9	9	NUM
alkej-816	226	167	.	.	PUNCT
alkej-816	227	1	it	it	PRON
alkej-816	227	2	's	be	AUX
alkej-816	227	3	clear	clear	ADJ
alkej-816	227	4	from	from	ADP
alkej-816	227	5	this	this	DET
alkej-816	227	6	figure	figure	NOUN
alkej-816	227	7	that	that	SCONJ
alkej-816	227	8	the	the	DET
alkej-816	227	9	predictions	prediction	NOUN
alkej-816	227	10	using	use	VERB
alkej-816	227	11	an	an	DET
alkej-816	227	12	ann	ann	NOUN
alkej-816	227	13	with	with	ADP
alkej-816	227	14	a	a	DET
alkej-816	227	15	ga	ga	NOUN
alkej-816	227	16	are	be	AUX
alkej-816	227	17	better	well	ADJ
alkej-816	227	18	than	than	ADP
alkej-816	227	19	using	use	VERB
alkej-816	227	20	ann	ann	PROPN
alkej-816	227	21	alone	alone	ADV
alkej-816	227	22	,	,	PUNCT
alkej-816	227	23	note	note	VERB
alkej-816	227	24	that	that	SCONJ
alkej-816	227	25	the	the	DET
alkej-816	227	26	percentage	percentage	NOUN
alkej-816	227	27	of	of	ADP
alkej-816	227	28	continuity	continuity	NOUN
alkej-816	227	29	of	of	ADP
alkej-816	227	30	the	the	DET
alkej-816	227	31	system	system	NOUN
alkej-816	227	32	work	work	NOUN
alkej-816	227	33	using	use	VERB
alkej-816	227	34	an	an	DET
alkej-816	227	35	ann	ann	NOUN
alkej-816	227	36	with	with	ADP
alkej-816	227	37	a	a	DET
alkej-816	227	38	ga	ga	PROPN
alkej-816	227	39	is	be	AUX
alkej-816	227	40	30	30	NUM
alkej-816	227	41	%	%	NOUN
alkej-816	227	42	,	,	PUNCT
alkej-816	227	43	while	while	SCONJ
alkej-816	227	44	it	it	PRON
alkej-816	227	45	decreased	decrease	VERB
alkej-816	227	46	to	to	ADP
alkej-816	227	47	27	27	NUM
alkej-816	227	48	%	%	NOUN
alkej-816	227	49	when	when	SCONJ
alkej-816	227	50	using	use	VERB
alkej-816	227	51	an	an	DET
alkej-816	227	52	ann	ann	NOUN
alkej-816	227	53	alone	alone	ADV
alkej-816	227	54	.	.	PUNCT
alkej-816	228	1	for	for	ADP
alkej-816	228	2	mechanical	mechanical	ADJ
alkej-816	228	3	failure	failure	NOUN
alkej-816	228	4	,	,	PUNCT
alkej-816	228	5	the	the	DET
alkej-816	228	6	percentage	percentage	NOUN
alkej-816	228	7	of	of	ADP
alkej-816	228	8	predictions	prediction	NOUN
alkej-816	228	9	when	when	SCONJ
alkej-816	228	10	using	use	VERB
alkej-816	228	11	an	an	DET
alkej-816	228	12	ann	ann	NOUN
alkej-816	228	13	with	with	ADP
alkej-816	228	14	a	a	DET
alkej-816	228	15	ga	ga	PROPN
alkej-816	228	16	is	be	AUX
alkej-816	228	17	41	41	NUM
alkej-816	228	18	%	%	NOUN
alkej-816	228	19	,	,	PUNCT
alkej-816	228	20	while	while	SCONJ
alkej-816	228	21	it	it	PRON
alkej-816	228	22	increased	increase	VERB
alkej-816	228	23	when	when	SCONJ
alkej-816	228	24	using	use	VERB
alkej-816	228	25	an	an	DET
alkej-816	228	26	ann	ann	NOUN
alkej-816	228	27	alone	alone	ADV
alkej-816	228	28	to	to	ADP
alkej-816	228	29	43	43	NUM
alkej-816	228	30	%	%	NOUN
alkej-816	228	31	.	.	PUNCT
alkej-816	229	1	the	the	DET
alkej-816	229	2	rate	rate	NOUN
alkej-816	229	3	of	of	ADP
alkej-816	229	4	electrical	electrical	ADJ
alkej-816	229	5	failure	failure	NOUN
alkej-816	229	6	in	in	ADP
alkej-816	229	7	an	an	DET
alkej-816	229	8	ann	ann	NOUN
alkej-816	229	9	with	with	ADP
alkej-816	229	10	a	a	DET
alkej-816	229	11	ga	ga	PROPN
alkej-816	229	12	is	be	AUX
alkej-816	229	13	27.5	27.5	NUM
alkej-816	229	14	%	%	NOUN
alkej-816	229	15	,	,	PUNCT
alkej-816	229	16	while	while	SCONJ
alkej-816	229	17	it	it	PRON
alkej-816	229	18	increased	increase	VERB
alkej-816	229	19	when	when	SCONJ
alkej-816	229	20	using	use	VERB
alkej-816	229	21	ann	ann	PROPN
alkej-816	229	22	alone	alone	ADV
alkej-816	229	23	to30	to30	PROPN
alkej-816	229	24	%	%	NOUN
alkej-816	229	25	.	.	PUNCT
alkej-816	230	1	it	it	PRON
alkej-816	230	2	was	be	AUX
alkej-816	230	3	concluded	conclude	VERB
alkej-816	230	4	by	by	ADP
alkej-816	230	5	comparing	compare	VERB
alkej-816	230	6	the	the	DET
alkej-816	230	7	predictions	prediction	NOUN
alkej-816	230	8	for	for	ADP
alkej-816	230	9	2020	2020	NUM
alkej-816	230	10	that	that	SCONJ
alkej-816	230	11	the	the	DET
alkej-816	230	12	use	use	NOUN
alkej-816	230	13	of	of	ADP
alkej-816	230	14	an	an	DET
alkej-816	230	15	ann	ann	NOUN
alkej-816	230	16	with	with	ADP
alkej-816	230	17	a	a	DET
alkej-816	230	18	ga	ga	PROPN
alkej-816	230	19	is	be	AUX
alkej-816	230	20	the	the	DET
alkej-816	230	21	best	good	ADJ
alkej-816	230	22	option	option	NOUN
alkej-816	230	23	for	for	ADP
alkej-816	230	24	improving	improve	VERB
alkej-816	230	25	the	the	DET
alkej-816	230	26	accuracy	accuracy	NOUN
alkej-816	230	27	of	of	ADP
alkej-816	230	28	predictions	prediction	NOUN
alkej-816	230	29	,	,	PUNCT
alkej-816	230	30	as	as	ADV
alkej-816	230	31	well	well	ADV
alkej-816	230	32	as	as	ADP
alkej-816	230	33	for	for	ADP
alkej-816	230	34	the	the	DET
alkej-816	230	35	years	year	NOUN
alkej-816	230	36	2018	2018	NUM
alkej-816	230	37	and	and	CCONJ
alkej-816	230	38	2019	2019	NUM
alkej-816	230	39	,	,	PUNCT
alkej-816	230	40	which	which	PRON
alkej-816	230	41	indicates	indicate	VERB
alkej-816	230	42	that	that	SCONJ
alkej-816	230	43	the	the	DET
alkej-816	230	44	use	use	NOUN
alkej-816	230	45	of	of	ADP
alkej-816	230	46	an	an	DET
alkej-816	230	47	ann	ann	NOUN
alkej-816	230	48	with	with	ADP
alkej-816	230	49	a	a	DET
alkej-816	230	50	ga	ga	NOUN
alkej-816	230	51	represents	represent	VERB
alkej-816	230	52	the	the	DET
alkej-816	230	53	best	good	ADJ
alkej-816	230	54	model	model	NOUN
alkej-816	230	55	for	for	ADP
alkej-816	230	56	obtaining	obtain	VERB
alkej-816	230	57	more	more	ADV
alkej-816	230	58	accurate	accurate	ADJ
alkej-816	230	59	predictions	prediction	NOUN
alkej-816	230	60	.	.	PUNCT
alkej-816	231	1	fig	fig	NOUN
alkej-816	231	2	.	.	PUNCT
alkej-816	232	1	9	9	X
alkej-816	232	2	.	.	X
alkej-816	232	3	percentage	percentage	NOUN
alkej-816	232	4	of	of	ADP
alkej-816	232	5	failure	failure	NOUN
alkej-816	232	6	type	type	NOUN
alkej-816	232	7	in	in	ADP
alkej-816	232	8	general	general	ADJ
alkej-816	232	9	by	by	ADP
alkej-816	232	10	using	use	VERB
alkej-816	232	11	ann	ann	PROPN
alkej-816	232	12	and	and	CCONJ
alkej-816	232	13	ann	ann	PROPN
alkej-816	232	14	with	with	ADP
alkej-816	232	15	ga	ga	PROPN
alkej-816	232	16	in	in	ADP
alkej-816	232	17	2020	2020	NUM
alkej-816	232	18	.	.	PUNCT
alkej-816	233	1	a	a	DET
alkej-816	233	2	failure	failure	NOUN
alkej-816	233	3	prediction	prediction	NOUN
alkej-816	233	4	program	program	NOUN
alkej-816	233	5	that	that	PRON
alkej-816	233	6	can	can	AUX
alkej-816	233	7	predict	predict	VERB
alkej-816	233	8	from	from	ADP
alkej-816	233	9	2018	2018	NUM
alkej-816	233	10	until	until	SCONJ
alkej-816	233	11	2030	2030	NUM
alkej-816	233	12	was	be	AUX
alkej-816	233	13	designed	design	VERB
alkej-816	233	14	;	;	PUNCT
alkej-816	233	15	the	the	DET
alkej-816	233	16	user	user	NOUN
alkej-816	233	17	can	can	AUX
alkej-816	233	18	enter	enter	VERB
alkej-816	233	19	the	the	DET
alkej-816	233	20	application	application	NOUN
alkej-816	233	21	system	system	NOUN
alkej-816	233	22	after	after	ADP
alkej-816	233	23	completing	complete	VERB
alkej-816	233	24	the	the	DET
alkej-816	233	25	registration	registration	NOUN
alkej-816	233	26	and	and	CCONJ
alkej-816	233	27	enter	enter	VERB
alkej-816	233	28	the	the	DET
alkej-816	233	29	data	datum	NOUN
alkej-816	233	30	including	include	VERB
alkej-816	233	31	year	year	NOUN
alkej-816	233	32	,	,	PUNCT
alkej-816	233	33	month	month	NOUN
alkej-816	233	34	,	,	PUNCT
alkej-816	233	35	day	day	NOUN
alkej-816	233	36	,	,	PUNCT
alkej-816	233	37	and	and	CCONJ
alkej-816	233	38	hours	hour	NOUN
alkej-816	233	39	to	to	PART
alkej-816	233	40	predict	predict	VERB
alkej-816	233	41	the	the	DET
alkej-816	233	42	failure	failure	NOUN
alkej-816	233	43	time	time	NOUN
alkej-816	233	44	and	and	CCONJ
alkej-816	233	45	type	type	NOUN
alkej-816	233	46	.	.	PUNCT
alkej-816	234	1	solutions	solution	NOUN
alkej-816	234	2	for	for	ADP
alkej-816	234	3	long	long	ADJ
alkej-816	234	4	-	-	PUNCT
alkej-816	234	5	range	range	NOUN
alkej-816	234	6	time	time	NOUN
alkej-816	234	7	prediction	prediction	NOUN
alkej-816	234	8	can	can	AUX
alkej-816	234	9	estimate	estimate	VERB
alkej-816	234	10	the	the	DET
alkej-816	234	11	failure	failure	NOUN
alkej-816	234	12	time	time	NOUN
alkej-816	234	13	and	and	CCONJ
alkej-816	234	14	type	type	NOUN
alkej-816	234	15	util	util	PROPN
alkej-816	234	16	2030	2030	NUM
alkej-816	234	17	as	as	SCONJ
alkej-816	234	18	explained	explain	VERB
alkej-816	234	19	in	in	ADP
alkej-816	234	20	figure	figure	NOUN
alkej-816	234	21	10	10	NUM
alkej-816	234	22	.	.	PUNCT
alkej-816	235	1	0.0	0.0	NUM
alkej-816	235	2	%	%	NOUN
alkej-816	235	3	5.0	5.0	NUM
alkej-816	235	4	%	%	NOUN
alkej-816	235	5	10.0	10.0	NUM
alkej-816	235	6	%	%	NOUN
alkej-816	235	7	15.0	15.0	NUM
alkej-816	235	8	%	%	NOUN
alkej-816	235	9	20.0	20.0	NUM
alkej-816	235	10	%	%	NOUN
alkej-816	235	11	25.0	25.0	NUM
alkej-816	235	12	%	%	NOUN
alkej-816	235	13	30.0	30.0	NUM
alkej-816	235	14	%	%	NOUN
alkej-816	235	15	35.0	35.0	NUM
alkej-816	235	16	%	%	NOUN
alkej-816	235	17	40.0	40.0	NUM
alkej-816	235	18	%	%	NOUN
alkej-816	235	19	45.0	45.0	NUM
alkej-816	235	20	%	%	NOUN
alkej-816	235	21	nofailure	nofailure	NOUN
alkej-816	235	22	electrical	electrical	ADJ
alkej-816	235	23	mechanical	mechanical	ADJ
alkej-816	235	24	27.0	27.0	NUM
alkej-816	235	25	%	%	NOUN
alkej-816	235	26	30.0	30.0	NUM
alkej-816	235	27	%	%	NOUN
alkej-816	235	28	43.0	43.0	NUM
alkej-816	235	29	%	%	NOUN
alkej-816	235	30	30	30	NUM
alkej-816	235	31	%	%	NOUN
alkej-816	235	32	27.10	27.10	NUM
alkej-816	235	33	%	%	NOUN
alkej-816	235	34	41.00	41.00	NUM
alkej-816	235	35	%	%	NOUN
alkej-816	235	36	p	p	NOUN
alkej-816	235	37	e	e	NOUN
alkej-816	235	38	r	r	NOUN
alkej-816	235	39	c	c	NOUN
alkej-816	235	40	e	e	X
alkej-816	235	41	n	n	PROPN
alkej-816	235	42	t	t	VERB
alkej-816	235	43	a	a	DET
alkej-816	235	44	g	g	NOUN
alkej-816	235	45	e	e	NOUN
alkej-816	235	46	o	o	NOUN
alkej-816	235	47	f	f	NOUN
alkej-816	235	48	h	h	NOUN
alkej-816	235	49	o	o	X
alkej-816	235	50	u	u	NOUN
alkej-816	235	51	r	r	NOUN
alkej-816	235	52	s	s	VERB
alkej-816	235	53	ann2020	ann2020	NOUN
alkej-816	235	54	annwith	annwith	PROPN
alkej-816	235	55	ga	ga	PROPN
alkej-816	235	56	2020	2020	NUM
alkej-816	235	57	wasan	wasan	PROPN
alkej-816	235	58	mahmood	mahmood	PROPN
alkej-816	235	59	ahmed	ahmed	PROPN
alkej-816	235	60	al	al	PROPN
alkej-816	235	61	-	-	PUNCT
alkej-816	235	62	khwarizmi	khwarizmi	PROPN
alkej-816	235	63	engineering	engineering	NOUN
alkej-816	235	64	journal	journal	PROPN
alkej-816	235	65	,	,	PUNCT
alkej-816	235	66	vol	vol	NOUN
alkej-816	235	67	.	.	PROPN
alkej-816	235	68	19	19	NUM
alkej-816	235	69	,	,	PUNCT
alkej-816	235	70	no	no	INTJ
alkej-816	235	71	.	.	NOUN
alkej-816	235	72	1	1	NUM
alkej-816	235	73	,	,	PUNCT
alkej-816	235	74	p.p	p.p	PROPN
alkej-816	235	75	.	.	NOUN
alkej-816	235	76	113	113	NUM
alkej-816	235	77	(	(	PUNCT
alkej-816	235	78	2023	2023	NUM
alkej-816	235	79	)	)	PUNCT
alkej-816	235	80	11	11	NUM
alkej-816	235	81	fig	fig	NOUN
alkej-816	235	82	.	.	PUNCT
alkej-816	236	1	10	10	NUM
alkej-816	236	2	.	.	PUNCT
alkej-816	236	3	predicate	predicate	NOUN
alkej-816	236	4	of	of	ADP
alkej-816	236	5	2030	2030	NUM
alkej-816	236	6	.	.	PUNCT
alkej-816	237	1	5	5	NUM
alkej-816	237	2	.	.	X
alkej-816	237	3	conclusions	conclusion	NOUN
alkej-816	237	4	anns	anns	PROPN
alkej-816	237	5	can	can	AUX
alkej-816	237	6	be	be	AUX
alkej-816	237	7	used	use	VERB
alkej-816	237	8	extensively	extensively	ADV
alkej-816	237	9	in	in	ADP
alkej-816	237	10	prediction	prediction	NOUN
alkej-816	237	11	and	and	CCONJ
alkej-816	237	12	modeling	modeling	NOUN
alkej-816	237	13	,	,	PUNCT
alkej-816	237	14	especially	especially	ADV
alkej-816	237	15	in	in	ADP
alkej-816	237	16	solving	solve	VERB
alkej-816	237	17	problems	problem	NOUN
alkej-816	237	18	with	with	ADP
alkej-816	237	19	a	a	DET
alkej-816	237	20	non	non	ADJ
alkej-816	237	21	-	-	ADJ
alkej-816	237	22	linear	linear	ADJ
alkej-816	237	23	pattern	pattern	NOUN
alkej-816	237	24	that	that	PRON
alkej-816	237	25	change	change	VERB
alkej-816	237	26	with	with	ADP
alkej-816	237	27	time	time	NOUN
alkej-816	237	28	,	,	PUNCT
alkej-816	237	29	which	which	PRON
alkej-816	237	30	causes	cause	VERB
alkej-816	237	31	difficulty	difficulty	NOUN
alkej-816	237	32	in	in	ADP
alkej-816	237	33	modeling	model	VERB
alkej-816	237	34	the	the	DET
alkej-816	237	35	relationship	relationship	NOUN
alkej-816	237	36	between	between	ADP
alkej-816	237	37	input	input	NOUN
alkej-816	237	38	and	and	CCONJ
alkej-816	237	39	output	output	NOUN
alkej-816	237	40	.	.	PUNCT
alkej-816	238	1	a	a	DET
alkej-816	238	2	ga	ga	PROPN
alkej-816	238	3	was	be	AUX
alkej-816	238	4	used	use	VERB
alkej-816	238	5	to	to	PART
alkej-816	238	6	determine	determine	VERB
alkej-816	238	7	and	and	CCONJ
alkej-816	238	8	select	select	VERB
alkej-816	238	9	the	the	DET
alkej-816	238	10	initial	initial	ADJ
alkej-816	238	11	weights	weight	NOUN
alkej-816	238	12	and	and	CCONJ
alkej-816	238	13	basis	basis	NOUN
alkej-816	238	14	for	for	SCONJ
alkej-816	238	15	the	the	DET
alkej-816	238	16	backpropagation	backpropagation	NOUN
alkej-816	238	17	neural	neural	ADJ
alkej-816	238	18	network	network	NOUN
alkej-816	238	19	to	to	PART
alkej-816	238	20	avoid	avoid	VERB
alkej-816	238	21	convergence	convergence	NOUN
alkej-816	238	22	in	in	ADP
alkej-816	238	23	the	the	DET
alkej-816	238	24	optimal	optimal	ADJ
alkej-816	238	25	solutions	solution	NOUN
alkej-816	238	26	.	.	PUNCT
alkej-816	239	1	the	the	DET
alkej-816	239	2	results	result	NOUN
alkej-816	239	3	showed	show	VERB
alkej-816	239	4	that	that	SCONJ
alkej-816	239	5	the	the	DET
alkej-816	239	6	developed	develop	VERB
alkej-816	239	7	network	network	NOUN
alkej-816	239	8	performed	perform	VERB
alkej-816	239	9	much	much	ADV
alkej-816	239	10	better	well	ADJ
alkej-816	239	11	than	than	ADP
alkej-816	239	12	others	other	NOUN
alkej-816	239	13	.	.	PUNCT
alkej-816	240	1	time	time	NOUN
alkej-816	240	2	series	series	PROPN
alkej-816	240	3	help	help	AUX
alkej-816	240	4	find	find	VERB
alkej-816	240	5	future	future	ADJ
alkej-816	240	6	states	state	NOUN
alkej-816	240	7	through	through	ADP
alkej-816	240	8	reading	reading	NOUN
alkej-816	240	9	and	and	CCONJ
alkej-816	240	10	inference	inference	NOUN
alkej-816	240	11	from	from	ADP
alkej-816	240	12	the	the	DET
alkej-816	240	13	current	current	ADJ
alkej-816	240	14	results	result	NOUN
alkej-816	240	15	available	available	ADJ
alkej-816	240	16	to	to	PART
alkej-816	240	17	monitor	monitor	VERB
alkej-816	240	18	the	the	DET
alkej-816	240	19	system	system	NOUN
alkej-816	240	20	's	's	PART
alkej-816	240	21	condition	condition	NOUN
alkej-816	240	22	at	at	ADP
alkej-816	240	23	a	a	DET
alkej-816	240	24	future	future	ADJ
alkej-816	240	25	time	time	NOUN
alkej-816	240	26	.	.	PUNCT
alkej-816	241	1	the	the	DET
alkej-816	241	2	possibility	possibility	NOUN
alkej-816	241	3	and	and	CCONJ
alkej-816	241	4	accuracy	accuracy	NOUN
alkej-816	241	5	of	of	ADP
alkej-816	241	6	the	the	DET
alkej-816	241	7	prediction	prediction	NOUN
alkej-816	241	8	depends	depend	VERB
alkej-816	241	9	on	on	ADP
alkej-816	241	10	the	the	DET
alkej-816	241	11	amount	amount	NOUN
alkej-816	241	12	of	of	ADP
alkej-816	241	13	information	information	NOUN
alkej-816	241	14	available	available	ADJ
alkej-816	241	15	about	about	ADP
alkej-816	241	16	the	the	DET
alkej-816	241	17	system	system	NOUN
alkej-816	241	18	's	's	PART
alkej-816	241	19	working	work	VERB
alkej-816	241	20	mechanism	mechanism	NOUN
alkej-816	241	21	.	.	PUNCT
alkej-816	242	1	the	the	DET
alkej-816	242	2	methodology	methodology	NOUN
alkej-816	242	3	proposed	propose	VERB
alkej-816	242	4	in	in	ADP
alkej-816	242	5	this	this	DET
alkej-816	242	6	thesis	thesis	NOUN
alkej-816	242	7	can	can	AUX
alkej-816	242	8	be	be	AUX
alkej-816	242	9	applied	apply	VERB
alkej-816	242	10	to	to	ADP
alkej-816	242	11	all	all	DET
alkej-816	242	12	systems	system	NOUN
alkej-816	242	13	operating	operate	VERB
alkej-816	242	14	in	in	ADP
alkej-816	242	15	maintenance	maintenance	NOUN
alkej-816	242	16	systems	system	NOUN
alkej-816	242	17	,	,	PUNCT
alkej-816	242	18	and	and	CCONJ
alkej-816	242	19	it	it	PRON
alkej-816	242	20	gives	give	VERB
alkej-816	242	21	an	an	DET
alkej-816	242	22	excellent	excellent	ADJ
alkej-816	242	23	indication	indication	NOUN
alkej-816	242	24	to	to	ADP
alkej-816	242	25	the	the	DET
alkej-816	242	26	different	different	ADJ
alkej-816	242	27	departments	department	NOUN
alkej-816	242	28	on	on	ADP
alkej-816	242	29	developing	develop	VERB
alkej-816	242	30	appropriate	appropriate	ADJ
alkej-816	242	31	action	action	NOUN
alkej-816	242	32	plans	plan	NOUN
alkej-816	242	33	and	and	CCONJ
alkej-816	242	34	what	what	PRON
alkej-816	242	35	is	be	AUX
alkej-816	242	36	expected	expect	VERB
alkej-816	242	37	.	.	PUNCT
alkej-816	243	1	thus	thus	ADV
alkej-816	243	2	,	,	PUNCT
alkej-816	243	3	it	it	PRON
alkej-816	243	4	will	will	AUX
alkej-816	243	5	reduce	reduce	VERB
alkej-816	243	6	the	the	DET
alkej-816	243	7	internal	internal	ADJ
alkej-816	243	8	and	and	CCONJ
alkej-816	243	9	external	external	ADJ
alkej-816	243	10	costs	cost	NOUN
alkej-816	243	11	of	of	ADP
alkej-816	243	12	such	such	ADJ
alkej-816	243	13	systems	system	NOUN
alkej-816	243	14	.	.	PUNCT
alkej-816	244	1	the	the	DET
alkej-816	244	2	ability	ability	NOUN
alkej-816	244	3	of	of	ADP
alkej-816	244	4	the	the	DET
alkej-816	244	5	applied	apply	VERB
alkej-816	244	6	program	program	NOUN
alkej-816	244	7	(	(	PUNCT
alkej-816	244	8	python	python	NOUN
alkej-816	244	9	)	)	PUNCT
alkej-816	244	10	can	can	AUX
alkej-816	244	11	be	be	AUX
alkej-816	244	12	used	use	VERB
alkej-816	244	13	to	to	PART
alkej-816	244	14	integrate	integrate	VERB
alkej-816	244	15	other	other	ADJ
alkej-816	244	16	capabilities	capability	NOUN
alkej-816	244	17	through	through	ADP
alkej-816	244	18	the	the	DET
alkej-816	244	19	availability	availability	NOUN
alkej-816	244	20	of	of	ADP
alkej-816	244	21	accurate	accurate	ADJ
alkej-816	244	22	data	datum	NOUN
alkej-816	244	23	as	as	ADP
alkej-816	244	24	sources	source	NOUN
alkej-816	244	25	for	for	ADP
alkej-816	244	26	raw	raw	ADJ
alkej-816	244	27	materials	material	NOUN
alkej-816	244	28	,	,	PUNCT
alkej-816	244	29	costs	cost	NOUN
alkej-816	244	30	,	,	PUNCT
alkej-816	244	31	and	and	CCONJ
alkej-816	244	32	others	other	NOUN
alkej-816	244	33	.	.	PUNCT
alkej-816	245	1	the	the	DET
alkej-816	245	2	future	future	ADJ
alkej-816	245	3	works	work	VERB
alkej-816	245	4	for	for	ADP
alkej-816	245	5	this	this	DET
alkej-816	245	6	research	research	NOUN
alkej-816	245	7	are	be	AUX
alkej-816	245	8	:	:	PUNCT
alkej-816	245	9	building	build	VERB
alkej-816	245	10	a	a	DET
alkej-816	245	11	new	new	ADJ
alkej-816	245	12	fuzzy	fuzzy	ADJ
alkej-816	245	13	neural	neural	ADJ
alkej-816	245	14	network	network	NOUN
alkej-816	245	15	model	model	NOUN
alkej-816	245	16	in	in	ADP
alkej-816	245	17	determining	determine	VERB
alkej-816	245	18	costs	cost	NOUN
alkej-816	245	19	and	and	CCONJ
alkej-816	245	20	demand	demand	VERB
alkej-816	245	21	time	time	NOUN
alkej-816	245	22	for	for	ADP
alkej-816	245	23	the	the	DET
alkej-816	245	24	type	type	NOUN
alkej-816	245	25	and	and	CCONJ
alkej-816	245	26	size	size	NOUN
alkej-816	245	27	of	of	ADP
alkej-816	245	28	replacement	replacement	NOUN
alkej-816	245	29	parts	part	NOUN
alkej-816	245	30	and	and	CCONJ
alkej-816	245	31	using	use	VERB
alkej-816	245	32	another	another	DET
alkej-816	245	33	neural	neural	ADJ
alkej-816	245	34	network	network	NOUN
alkej-816	245	35	of	of	ADP
alkej-816	245	36	different	different	ADJ
alkej-816	245	37	structures	structure	NOUN
alkej-816	245	38	such	such	ADJ
alkej-816	245	39	as	as	ADP
alkej-816	245	40	jordan	jordan	PROPN
alkej-816	245	41	and	and	CCONJ
alkej-816	245	42	another	another	DET
alkej-816	245	43	web	web	NOUN
alkej-816	245	44	to	to	PART
alkej-816	245	45	deal	deal	VERB
alkej-816	245	46	with	with	ADP
alkej-816	245	47	the	the	DET
alkej-816	245	48	data	data	NOUN
alkej-816	245	49	series	series	NOUN
alkej-816	245	50	used	use	VERB
alkej-816	245	51	and	and	CCONJ
alkej-816	245	52	compare	compare	VERB
alkej-816	245	53	the	the	DET
alkej-816	245	54	results	result	NOUN
alkej-816	245	55	,	,	PUNCT
alkej-816	245	56	forecasting	forecast	VERB
alkej-816	245	57	faults	fault	NOUN
alkej-816	245	58	for	for	ADP
alkej-816	245	59	intermittent	intermittent	ADJ
alkej-816	245	60	production	production	NOUN
alkej-816	245	61	systems	system	NOUN
alkej-816	245	62	using	use	VERB
alkej-816	245	63	artificial	artificial	ADJ
alkej-816	245	64	intelligence	intelligence	NOUN
alkej-816	245	65	methods	method	NOUN
alkej-816	245	66	,	,	PUNCT
alkej-816	245	67	and	and	CCONJ
alkej-816	245	68	finally	finally	ADV
alkej-816	245	69	,	,	PUNCT
alkej-816	245	70	building	build	VERB
alkej-816	245	71	an	an	DET
alkej-816	245	72	integrative	integrative	ADJ
alkej-816	245	73	program	program	NOUN
alkej-816	245	74	by	by	ADP
alkej-816	245	75	predicting	predict	VERB
alkej-816	245	76	subsystem	subsystem	NOUN
alkej-816	245	77	failures	failure	NOUN
alkej-816	245	78	and	and	CCONJ
alkej-816	245	79	comparing	compare	VERB
alkej-816	245	80	it	it	PRON
alkej-816	245	81	with	with	ADP
alkej-816	245	82	the	the	DET
alkej-816	245	83	main	main	ADJ
alkej-816	245	84	system	system	NOUN
alkej-816	245	85	program	program	NOUN
alkej-816	245	86	.	.	PUNCT
alkej-816	246	1	6	6	X
alkej-816	246	2	.	.	NUM
alkej-816	246	3	references	reference	NOUN
alkej-816	246	4	[	[	X
alkej-816	246	5	1	1	NUM
alkej-816	246	6	]	]	X
alkej-816	246	7	n.	n.	PROPN
alkej-816	246	8	m.	m.	PROPN
alkej-816	246	9	durakbasa	durakbasa	PROPN
alkej-816	246	10	,	,	PUNCT
alkej-816	246	11	g.	g.	PROPN
alkej-816	246	12	bas	bas	PROPN
alkej-816	246	13	,	,	PUNCT
alkej-816	246	14	l.	l.	PROPN
alkej-816	246	15	kräuter	kräuter	PROPN
alkej-816	246	16	,	,	PUNCT
alkej-816	246	17	and	and	CCONJ
alkej-816	246	18	g.	g.	PROPN
alkej-816	246	19	poszvek	poszvek	PROPN
alkej-816	246	20	,	,	PUNCT
alkej-816	246	21	“	"	PUNCT
alkej-816	246	22	the	the	DET
alkej-816	246	23	assessment	assessment	NOUN
alkej-816	246	24	of	of	ADP
alkej-816	246	25	industrial	industrial	ADJ
alkej-816	246	26	manufacturing	manufacturing	NOUN
alkej-816	246	27	systems	system	NOUN
alkej-816	246	28	towards	towards	ADP
alkej-816	246	29	advanced	advanced	ADJ
alkej-816	246	30	operations	operation	NOUN
alkej-816	246	31	by	by	ADP
alkej-816	246	32	means	mean	NOUN
alkej-816	246	33	of	of	ADP
alkej-816	246	34	the	the	DET
alkej-816	246	35	integrated	integrate	VERB
alkej-816	246	36	modeling	modeling	NOUN
alkej-816	246	37	approach	approach	NOUN
alkej-816	246	38	,	,	PUNCT
alkej-816	246	39	”	"	PUNCT
alkej-816	246	40	vis	vis	X
alkej-816	246	41	.	.	PROPN
alkej-816	246	42	2020	2020	NUM
alkej-816	246	43	innov	innov	NOUN
alkej-816	246	44	.	.	PUNCT
alkej-816	247	1	dev	dev	AUX
alkej-816	247	2	.	.	PUNCT
alkej-816	247	3	sustain	sustain	VERB
alkej-816	247	4	.	.	PUNCT
alkej-816	248	1	econ	econ	PROPN
alkej-816	248	2	.	.	PUNCT
alkej-816	249	1	growth	growth	PROPN
alkej-816	249	2	proc	proc	PROPN
alkej-816	249	3	.	.	PUNCT
alkej-816	250	1	21st	21st	ADJ
alkej-816	250	2	int	int	NOUN
alkej-816	250	3	.	.	PUNCT
alkej-816	251	1	bus	bus	NOUN
alkej-816	251	2	.	.	PUNCT
alkej-816	252	1	inf	inf	PROPN
alkej-816	252	2	.	.	PROPN
alkej-816	252	3	manag	manag	PROPN
alkej-816	252	4	.	.	PUNCT
alkej-816	253	1	assoc	assoc	PROPN
alkej-816	253	2	.	.	PUNCT
alkej-816	253	3	conf	conf	PROPN
alkej-816	253	4	.	.	PUNCT
alkej-816	254	1	ibima	ibima	PROPN
alkej-816	254	2	2013	2013	NUM
alkej-816	254	3	,	,	PUNCT
alkej-816	254	4	vol	vol	NOUN
alkej-816	254	5	.	.	PROPN
alkej-816	254	6	2	2	NUM
alkej-816	254	7	,	,	PUNCT
alkej-816	254	8	no	no	INTJ
alkej-816	254	9	.	.	PUNCT
alkej-816	255	1	january	january	PROPN
alkej-816	255	2	,	,	PUNCT
alkej-816	255	3	pp	pp	X
alkej-816	255	4	.	.	PUNCT
alkej-816	256	1	1418–1426	1418–1426	NUM
alkej-816	256	2	,	,	PUNCT
alkej-816	256	3	2013	2013	NUM
alkej-816	256	4	.	.	PUNCT
alkej-816	257	1	[	[	X
alkej-816	257	2	2	2	X
alkej-816	257	3	]	]	PUNCT
alkej-816	257	4	j.	j.	PROPN
alkej-816	257	5	rosén	rosén	PROPN
alkej-816	257	6	,	,	PUNCT
alkej-816	257	7	“	"	PUNCT
alkej-816	257	8	development	development	NOUN
alkej-816	257	9	of	of	ADP
alkej-816	257	10	industrial	industrial	ADJ
alkej-816	257	11	information	information	NOUN
alkej-816	257	12	systems	system	NOUN
alkej-816	257	13	based	base	VERB
alkej-816	257	14	on	on	ADP
alkej-816	257	15	standards	standard	NOUN
alkej-816	257	16	,	,	PUNCT
alkej-816	257	17	”	"	PUNCT
alkej-816	257	18	2010	2010	NUM
alkej-816	257	19	.	.	PUNCT
alkej-816	258	1	[	[	X
alkej-816	258	2	3	3	X
alkej-816	258	3	]	]	X
alkej-816	258	4	h.	h.	PROPN
alkej-816	258	5	pacaiova	pacaiova	PROPN
alkej-816	258	6	and	and	CCONJ
alkej-816	258	7	j.	j.	PROPN
alkej-816	258	8	glatz	glatz	PROPN
alkej-816	258	9	,	,	PUNCT
alkej-816	258	10	“	"	PUNCT
alkej-816	258	11	maintenance	maintenance	NOUN
alkej-816	258	12	management	management	NOUN
alkej-816	258	13	system	system	NOUN
alkej-816	258	14	,	,	PUNCT
alkej-816	258	15	”	"	PUNCT
alkej-816	258	16	mm	mm	PROPN
alkej-816	258	17	sci	sci	PROPN
alkej-816	258	18	.	.	PUNCT
alkej-816	259	1	j.	j.	PROPN
alkej-816	259	2	,	,	PUNCT
alkej-816	259	3	vol	vol	NOUN
alkej-816	259	4	.	.	PROPN
alkej-816	259	5	2015	2015	NUM
alkej-816	259	6	,	,	PUNCT
alkej-816	259	7	no	no	INTJ
alkej-816	259	8	.	.	PUNCT
alkej-816	260	1	october	october	PROPN
alkej-816	260	2	,	,	PUNCT
alkej-816	260	3	pp	pp	X
alkej-816	260	4	.	.	PUNCT
alkej-816	261	1	665–669	665–669	NUM
alkej-816	261	2	,	,	PUNCT
alkej-816	261	3	2015	2015	NUM
alkej-816	261	4	,	,	PUNCT
alkej-816	261	5	doi	doi	NOUN
alkej-816	261	6	:	:	PUNCT
alkej-816	261	7	10.17973	10.17973	NUM
alkej-816	261	8	/	/	SYM
alkej-816	261	9	mmsj.2015_10_201532	mmsj.2015_10_201532	NOUN
alkej-816	261	10	.	.	PUNCT
alkej-816	262	1	[	[	X
alkej-816	262	2	4	4	NUM
alkej-816	262	3	]	]	X
alkej-816	262	4	f.	f.	PROPN
alkej-816	262	5	trojan	trojan	PROPN
alkej-816	262	6	and	and	CCONJ
alkej-816	262	7	r.	r.	PROPN
alkej-816	262	8	f.	f.	PROPN
alkej-816	262	9	m.	m.	PROPN
alkej-816	262	10	marçal	marçal	PROPN
alkej-816	262	11	,	,	PUNCT
alkej-816	262	12	“	"	PUNCT
alkej-816	262	13	proposal	proposal	NOUN
alkej-816	262	14	of	of	ADP
alkej-816	262	15	maintenance	maintenance	NOUN
alkej-816	262	16	-	-	PUNCT
alkej-816	262	17	types	type	NOUN
alkej-816	262	18	classification	classification	NOUN
alkej-816	262	19	to	to	PART
alkej-816	262	20	clarify	clarify	VERB
alkej-816	262	21	maintenance	maintenance	NOUN
alkej-816	262	22	concepts	concept	NOUN
alkej-816	262	23	in	in	ADP
alkej-816	262	24	production	production	NOUN
alkej-816	262	25	and	and	CCONJ
alkej-816	262	26	operations	operation	NOUN
alkej-816	262	27	management	management	NOUN
alkej-816	262	28	,	,	PUNCT
alkej-816	262	29	”	"	PUNCT
alkej-816	262	30	j.	j.	PROPN
alkej-816	262	31	bus	bus	PROPN
alkej-816	262	32	.	.	PUNCT
alkej-816	263	1	econ	econ	PROPN
alkej-816	263	2	.	.	PUNCT
alkej-816	263	3	,	,	PUNCT
alkej-816	263	4	vol	vol	NOUN
alkej-816	263	5	.	.	PROPN
alkej-816	263	6	8	8	NUM
alkej-816	263	7	,	,	PUNCT
alkej-816	263	8	no	no	INTJ
alkej-816	263	9	.	.	NOUN
alkej-816	263	10	7	7	NUM
alkej-816	263	11	,	,	PUNCT
alkej-816	263	12	pp	pp	ADJ
alkej-816	263	13	.	.	PUNCT
alkej-816	264	1	560–572	560–572	NUM
alkej-816	264	2	,	,	PUNCT
alkej-816	264	3	2017	2017	NUM
alkej-816	264	4	,	,	PUNCT
alkej-816	264	5	doi	doi	NOUN
alkej-816	264	6	:	:	PUNCT
alkej-816	264	7	10.15341	10.15341	NUM
alkej-816	264	8	/	/	SYM
alkej-816	264	9	jbe(2155	jbe(2155	VERB
alkej-816	264	10	-	-	PUNCT
alkej-816	264	11	7950)/07.08.2017/005	7950)/07.08.2017/005	NUM
alkej-816	264	12	.	.	PUNCT
alkej-816	265	1	[	[	X
alkej-816	265	2	5	5	X
alkej-816	265	3	]	]	PUNCT
alkej-816	265	4	k.	k.	PROPN
alkej-816	265	5	b.	b.	PROPN
alkej-816	265	6	misra	misra	PROPN
alkej-816	265	7	,	,	PUNCT
alkej-816	265	8	“	"	PUNCT
alkej-816	265	9	handbook	handbook	NOUN
alkej-816	265	10	of	of	ADP
alkej-816	265	11	performability	performability	NOUN
alkej-816	265	12	engineering	engineering	NOUN
alkej-816	265	13	,	,	PUNCT
alkej-816	265	14	”	"	PUNCT
alkej-816	265	15	handb	handb	NOUN
alkej-816	265	16	.	.	PUNCT
alkej-816	266	1	performability	performability	PROPN
alkej-816	266	2	eng	eng	PROPN
alkej-816	266	3	.	.	PROPN
alkej-816	266	4	,	,	PUNCT
alkej-816	266	5	wasan	wasan	PROPN
alkej-816	266	6	mahmood	mahmood	PROPN
alkej-816	266	7	ahmed	ahmed	PROPN
alkej-816	266	8	al	al	PROPN
alkej-816	266	9	-	-	PUNCT
alkej-816	266	10	khwarizmi	khwarizmi	PROPN
alkej-816	266	11	engineering	engineering	NOUN
alkej-816	266	12	journal	journal	PROPN
alkej-816	266	13	,	,	PUNCT
alkej-816	266	14	vol	vol	NOUN
alkej-816	266	15	.	.	PROPN
alkej-816	266	16	19	19	NUM
alkej-816	266	17	,	,	PUNCT
alkej-816	266	18	no	no	INTJ
alkej-816	266	19	.	.	NOUN
alkej-816	266	20	1	1	NUM
alkej-816	266	21	,	,	PUNCT
alkej-816	266	22	p.p	p.p	PROPN
alkej-816	266	23	.	.	NOUN
alkej-816	266	24	113	113	NUM
alkej-816	266	25	(	(	PUNCT
alkej-816	266	26	2023	2023	NUM
alkej-816	266	27	)	)	PUNCT
alkej-816	266	28	12	12	NUM
alkej-816	266	29	no	no	NOUN
alkej-816	266	30	.	.	PUNCT
alkej-816	267	1	august	august	PROPN
alkej-816	267	2	2008	2008	NUM
alkej-816	267	3	,	,	PUNCT
alkej-816	267	4	2008	2008	NUM
alkej-816	267	5	,	,	PUNCT
alkej-816	267	6	doi	doi	NOUN
alkej-816	267	7	:	:	PUNCT
alkej-816	267	8	10.1007/978	10.1007/978	NUM
alkej-816	267	9	-	-	SYM
alkej-816	267	10	184800	184800	NUM
alkej-816	267	11	-	-	SYM
alkej-816	267	12	131	131	NUM
alkej-816	267	13	-	-	SYM
alkej-816	267	14	2	2	NUM
alkej-816	267	15	.	.	PUNCT
alkej-816	268	1	[	[	X
alkej-816	268	2	6	6	NUM
alkej-816	268	3	]	]	PUNCT
alkej-816	268	4	b.	b.	PROPN
alkej-816	268	5	dergisi	dergisi	PROPN
alkej-816	268	6	,	,	PUNCT
alkej-816	268	7	“	"	PUNCT
alkej-816	268	8	atatürk	atatürk	NOUN
alkej-816	268	9	üniversitesi	üniversitesi	PROPN
alkej-816	268	10	i̇	i̇	PROPN
alkej-816	268	11	ktisadi	ktisadi	NOUN
alkej-816	268	12	ve	ve	PROPN
alkej-816	268	13	i̇	i̇	PROPN
alkej-816	268	14	dari	dari	ADJ
alkej-816	268	15	bilimler	bilimler	PROPN
alkej-816	268	16	dergisi	dergisi	VERB
alkej-816	268	17	,	,	PUNCT
alkej-816	268	18	cilt	cilt	VERB
alkej-816	268	19	:	:	PUNCT
alkej-816	268	20	23	23	NUM
alkej-816	268	21	,	,	PUNCT
alkej-816	268	22	say	say	VERB
alkej-816	268	23	ı	ı	NOUN
alkej-816	268	24	 	 	SPACE
alkej-816	268	25	:	:	PUNCT
alkej-816	268	26	4	4	NUM
alkej-816	268	27	,	,	PUNCT
alkej-816	268	28	2009	2009	NUM
alkej-816	268	29	125	125	NUM
alkej-816	268	30	,	,	PUNCT
alkej-816	268	31	”	"	PUNCT
alkej-816	268	32	pp	pp	ADV
alkej-816	268	33	.	.	PUNCT
alkej-816	269	1	125–134	125–134	NUM
alkej-816	269	2	,	,	PUNCT
alkej-816	269	3	2009	2009	NUM
alkej-816	269	4	.	.	PUNCT
alkej-816	270	1	[	[	X
alkej-816	270	2	7	7	NUM
alkej-816	270	3	]	]	X
alkej-816	270	4	m.	m.	NOUN
alkej-816	270	5	naser	naser	PROPN
alkej-816	270	6	,	,	PUNCT
alkej-816	270	7	determine	determine	VERB
alkej-816	270	8	the	the	DET
alkej-816	270	9	optimum	optimum	ADJ
alkej-816	270	10	time	time	NOUN
alkej-816	270	11	for	for	ADP
alkej-816	270	12	preventive	preventive	ADJ
alkej-816	270	13	maintenance	maintenance	NOUN
alkej-816	270	14	time	time	NOUN
alkej-816	270	15	in	in	ADP
alkej-816	270	16	al	al	PROPN
alkej-816	270	17	-	-	PUNCT
alkej-816	270	18	hilal	hilal	PROPN
alkej-816	270	19	industrial	industrial	PROPN
alkej-816	270	20	company	company	PROPN
alkej-816	270	21	ltd	ltd	PROPN
alkej-816	270	22	september	september	PROPN
alkej-816	270	23	2010	2010	NUM
alkej-816	270	24	.	.	PUNCT
alkej-816	271	1	journal	journal	PROPN
alkej-816	271	2	of	of	ADP
alkej-816	271	3	economics	economic	NOUN
alkej-816	271	4	and	and	CCONJ
alkej-816	271	5	administrative	administrative	ADJ
alkej-816	271	6	science	science	NOUN
alkej-816	271	7	16(59):210	16(59):210	NUM
alkej-816	271	8	doi:10.33095	doi:10.33095	PROPN
alkej-816	271	9	/	/	SYM
alkej-816	271	10	jeas.v16i59.1512	jeas.v16i59.1512	PROPN
alkej-816	272	1	[	[	X
alkej-816	272	2	8	8	NUM
alkej-816	272	3	]	]	PUNCT
alkej-816	272	4	k.	k.	PROPN
alkej-816	272	5	s.	s.	PROPN
alkej-816	272	6	moghaddam	moghaddam	PROPN
alkej-816	272	7	,	,	PUNCT
alkej-816	272	8	“	"	PUNCT
alkej-816	272	9	preventive	preventive	ADJ
alkej-816	272	10	maintenance	maintenance	NOUN
alkej-816	272	11	and	and	CCONJ
alkej-816	272	12	replacement	replacement	NOUN
alkej-816	272	13	scheduling	scheduling	NOUN
alkej-816	272	14	 	 	SPACE
alkej-816	272	15	:	:	PUNCT
alkej-816	272	16	models	model	NOUN
alkej-816	272	17	and	and	CCONJ
alkej-816	272	18	algorithms	algorithm	NOUN
alkej-816	272	19	,	,	PUNCT
alkej-816	272	20	”	"	PUNCT
alkej-816	272	21	comput	comput	NOUN
alkej-816	272	22	.	.	PUNCT
alkej-816	273	1	ind	ind	PROPN
alkej-816	273	2	.	.	PUNCT
alkej-816	274	1	eng	eng	PROPN
alkej-816	274	2	.	.	PROPN
alkej-816	274	3	,	,	PUNCT
alkej-816	274	4	no	no	INTJ
alkej-816	274	5	.	.	PUNCT
alkej-816	275	1	november	november	PROPN
alkej-816	275	2	,	,	PUNCT
alkej-816	275	3	pp	pp	ADP
alkej-816	275	4	.	.	PUNCT
alkej-816	276	1	1–85	1–85	NOUN
alkej-816	276	2	,	,	PUNCT
alkej-816	276	3	2008	2008	NUM
alkej-816	276	4	.	.	PUNCT
alkej-816	277	1	[	[	X
alkej-816	277	2	9	9	NUM
alkej-816	277	3	]	]	X
alkej-816	277	4	h.	h.	PROPN
alkej-816	277	5	ab	ab	PROPN
alkej-816	277	6	-	-	PUNCT
alkej-816	277	7	samat	samat	NOUN
alkej-816	277	8	,	,	PUNCT
alkej-816	277	9	e.	e.	PROPN
alkej-816	277	10	i.	i.	PROPN
alkej-816	277	11	basri	basri	PROPN
alkej-816	277	12	,	,	PUNCT
alkej-816	277	13	n.	n.	PROPN
alkej-816	277	14	a.	a.	PROPN
alkej-816	277	15	harun	harun	PROPN
alkej-816	277	16	,	,	PUNCT
alkej-816	277	17	s.	s.	PROPN
alkej-816	277	18	c.	c.	PROPN
alkej-816	277	19	wee	wee	PROPN
alkej-816	277	20	,	,	PUNCT
alkej-816	277	21	and	and	CCONJ
alkej-816	277	22	s.	s.	PROPN
alkej-816	277	23	kamaruddin	kamaruddin	PROPN
alkej-816	277	24	,	,	PUNCT
alkej-816	277	25	“	"	PUNCT
alkej-816	277	26	preventive	preventive	ADJ
alkej-816	277	27	maintenance	maintenance	NOUN
alkej-816	277	28	checklist	checklist	NOUN
alkej-816	277	29	towards	towards	ADP
alkej-816	277	30	effective	effective	ADJ
alkej-816	277	31	maintenance	maintenance	NOUN
alkej-816	277	32	system	system	NOUN
alkej-816	277	33	:	:	PUNCT
alkej-816	277	34	a	a	DET
alkej-816	277	35	case	case	NOUN
alkej-816	277	36	study	study	NOUN
alkej-816	277	37	in	in	ADP
alkej-816	277	38	semiconductor	semiconductor	NOUN
alkej-816	277	39	industry	industry	NOUN
alkej-816	277	40	,	,	PUNCT
alkej-816	277	41	”	"	PUNCT
alkej-816	277	42	adv	adv	PROPN
alkej-816	277	43	.	.	PUNCT
alkej-816	277	44	mater	mater	PROPN
alkej-816	277	45	.	.	PUNCT
alkej-816	278	1	res	re	NOUN
alkej-816	278	2	.	.	PROPN
alkej-816	278	3	,	,	PUNCT
alkej-816	278	4	vol	vol	NOUN
alkej-816	278	5	.	.	PROPN
alkej-816	279	1	748	748	NUM
alkej-816	279	2	,	,	PUNCT
alkej-816	279	3	no	no	INTJ
alkej-816	279	4	.	.	PUNCT
alkej-816	280	1	august	august	PROPN
alkej-816	280	2	,	,	PUNCT
alkej-816	280	3	pp	pp	ADP
alkej-816	280	4	.	.	PUNCT
alkej-816	281	1	1208–1211	1208–1211	NUM
alkej-816	281	2	,	,	PUNCT
alkej-816	281	3	2013	2013	NUM
alkej-816	281	4	,	,	PUNCT
alkej-816	281	5	doi	doi	NOUN
alkej-816	281	6	:	:	PUNCT
alkej-816	281	7	10.4028	10.4028	NUM
alkej-816	281	8	/	/	SYM
alkej-816	281	9	www.scientific.net	www.scientific.net	PROPN
alkej-816	281	10	/	/	SYM
alkej-816	281	11	amr.748.1208	amr.748.1208	NOUN
alkej-816	281	12	.	.	PUNCT
alkej-816	282	1	[	[	X
alkej-816	282	2	10	10	NUM
alkej-816	282	3	]	]	X
alkej-816	282	4	i.	i.	NOUN
alkej-816	282	5	badi	badi	PROPN
alkej-816	282	6	and	and	CCONJ
alkej-816	282	7	a.shetwan	a.shetwan	PROPN
alkej-816	282	8	,	,	PUNCT
alkej-816	282	9	measuring	measure	VERB
alkej-816	282	10	performance	performance	NOUN
alkej-816	282	11	indicator	indicator	NOUN
alkej-816	282	12	for	for	ADP
alkej-816	282	13	maintenance	maintenance	NOUN
alkej-816	282	14	work	work	NOUN
alkej-816	282	15	:	:	PUNCT
alkej-816	282	16	a	a	DET
alkej-816	282	17	case	case	NOUN
alkej-816	282	18	study	study	NOUN
alkej-816	282	19	in	in	ADP
alkej-816	282	20	the	the	DET
alkej-816	282	21	longitudinal	longitudinal	ADJ
alkej-816	282	22	rolling	rolling	NOUN
alkej-816	282	23	mill	mill	NOUN
alkej-816	282	24	at	at	ADP
alkej-816	282	25	the	the	DET
alkej-816	282	26	libyan	libyan	ADJ
alkej-816	282	27	steel	steel	NOUN
alkej-816	282	28	company	company	NOUN
alkej-816	282	29	,	,	PUNCT
alkej-816	282	30	,	,	PUNCT
alkej-816	282	31	pp.147	pp.147	PROPN
alkej-816	282	32	-	-	PUNCT
alkej-816	282	33	165,2016.the	165,2016.the	PRON
alkej-816	282	34	scientific	scientific	ADJ
alkej-816	282	35	court	court	NOUN
alkej-816	282	36	journal	journal	NOUN
alkej-816	282	37	,	,	PUNCT
alkej-816	282	38	the	the	DET
alkej-816	282	39	tenth	tenth	ADJ
alkej-816	282	40	year	year	NOUN
alkej-816	282	41	,	,	PUNCT
alkej-816	282	42	issue	issue	NOUN
alkej-816	282	43	16	16	NUM
alkej-816	282	44	september	september	PROPN
alkej-816	282	45	2016	2016	NUM
alkej-816	283	1	[	[	X
alkej-816	283	2	11	11	NUM
alkej-816	283	3	]	]	PUNCT
alkej-816	283	4	a.	a.	PROPN
alkej-816	283	5	b.	b.	PROPN
alkej-816	283	6	adulghafour	adulghafour	PROPN
alkej-816	283	7	,	,	PUNCT
alkej-816	283	8	“	"	PUNCT
alkej-816	283	9	developing	develop	VERB
alkej-816	283	10	of	of	ADP
alkej-816	283	11	reliability	reliability	NOUN
alkej-816	283	12	-	-	PUNCT
alkej-816	283	13	centered	center	VERB
alkej-816	283	14	maintenance	maintenance	NOUN
alkej-816	283	15	methodology	methodology	NOUN
alkej-816	283	16	in	in	ADP
alkej-816	283	17	second	second	ADJ
alkej-816	283	18	power	power	NOUN
alkej-816	283	19	plant	plant	NOUN
alkej-816	283	20	of	of	ADP
alkej-816	283	21	south	south	PROPN
alkej-816	283	22	baghdad	baghdad	PROPN
alkej-816	283	23	,	,	PUNCT
alkej-816	283	24	”	"	PUNCT
alkej-816	283	25	eng	eng	PROPN
alkej-816	283	26	.	.	PROPN
alkej-816	283	27	technol	technol	PROPN
alkej-816	283	28	.	.	PUNCT
alkej-816	284	1	j.	j.	PROPN
alkej-816	284	2	,	,	PUNCT
alkej-816	284	3	vol	vol	NOUN
alkej-816	284	4	.	.	PROPN
alkej-816	284	5	36	36	NUM
alkej-816	284	6	,	,	PUNCT
alkej-816	284	7	no	no	INTJ
alkej-816	284	8	.	.	NOUN
alkej-816	284	9	8a	8a	NUM
alkej-816	284	10	,	,	PUNCT
alkej-816	284	11	2018	2018	NUM
alkej-816	284	12	,	,	PUNCT
alkej-816	284	13	doi	doi	NOUN
alkej-816	284	14	:	:	PUNCT
alkej-816	284	15	10.30684	10.30684	NUM
alkej-816	284	16	/	/	SYM
alkej-816	284	17	etj.36.8a.3	etj.36.8a.3	NOUN
alkej-816	284	18	.	.	PUNCT
alkej-816	285	1	[	[	X
alkej-816	285	2	12	12	NUM
alkej-816	285	3	]	]	X
alkej-816	285	4	l.	l.	PROPN
alkej-816	285	5	m.	m.	PROPN
alkej-816	285	6	dawood	dawood	PROPN
alkej-816	285	7	,	,	PUNCT
alkej-816	285	8	“	"	PUNCT
alkej-816	285	9	study	study	NOUN
alkej-816	285	10	of	of	ADP
alkej-816	285	11	using	use	VERB
alkej-816	285	12	weighting	weight	VERB
alkej-816	285	13	property	property	NOUN
alkej-816	285	14	index	index	NOUN
alkej-816	285	15	for	for	ADP
alkej-816	285	16	selecting	select	VERB
alkej-816	285	17	the	the	DET
alkej-816	285	18	best	good	ADJ
alkej-816	285	19	maintenance	maintenance	NOUN
alkej-816	285	20	management	management	NOUN
alkej-816	285	21	system	system	NOUN
alkej-816	285	22	(	(	PUNCT
alkej-816	285	23	m.m.s	m.m.s	NOUN
alkej-816	285	24	.	.	PUNCT
alkej-816	285	25	)	)	PUNCT
alkej-816	286	1	at	at	ADP
alkej-816	286	2	power	power	NOUN
alkej-816	286	3	plants	plant	NOUN
alkej-816	286	4	,	,	PUNCT
alkej-816	286	5	”	"	PUNCT
alkej-816	286	6	djes	djes	PROPN
alkej-816	286	7	,	,	PUNCT
alkej-816	286	8	vol	vol	NOUN
alkej-816	286	9	.	.	PROPN
alkej-816	286	10	11	11	NUM
alkej-816	286	11	,	,	PUNCT
alkej-816	286	12	no	no	INTJ
alkej-816	286	13	.	.	NOUN
alkej-816	286	14	4	4	NUM
alkej-816	286	15	,	,	PUNCT
alkej-816	286	16	pp	pp	ADJ
alkej-816	286	17	.	.	PUNCT
alkej-816	286	18	20–27	20–27	NUM
alkej-816	286	19	,	,	PUNCT
alkej-816	286	20	2018	2018	NUM
alkej-816	286	21	,	,	PUNCT
alkej-816	286	22	doi	doi	NOUN
alkej-816	286	23	:	:	PUNCT
alkej-816	286	24	10.24237	10.24237	NUM
alkej-816	286	25	/	/	SYM
alkej-816	286	26	djes.2018.11404	djes.2018.11404	NOUN
alkej-816	286	27	.	.	PUNCT
alkej-816	287	1	[	[	X
alkej-816	287	2	13	13	NUM
alkej-816	287	3	]	]	X
alkej-816	287	4	y.	y.	PROPN
alkej-816	287	5	ran	run	VERB
alkej-816	287	6	,	,	PUNCT
alkej-816	287	7	x.	x.	NOUN
alkej-816	287	8	zhou	zhou	PROPN
alkej-816	287	9	,	,	PUNCT
alkej-816	287	10	p.	p.	PROPN
alkej-816	287	11	lin	lin	PROPN
alkej-816	287	12	,	,	PUNCT
alkej-816	287	13	y.	y.	PROPN
alkej-816	287	14	wen	wen	PROPN
alkej-816	287	15	,	,	PUNCT
alkej-816	287	16	and	and	CCONJ
alkej-816	287	17	r.	r.	PROPN
alkej-816	287	18	deng	deng	PROPN
alkej-816	287	19	,	,	PUNCT
alkej-816	287	20	“	"	PUNCT
alkej-816	287	21	a	a	DET
alkej-816	287	22	survey	survey	NOUN
alkej-816	287	23	of	of	ADP
alkej-816	287	24	predictive	predictive	ADJ
alkej-816	287	25	maintenance	maintenance	NOUN
alkej-816	287	26	:	:	PUNCT
alkej-816	287	27	systems	system	NOUN
alkej-816	287	28	,	,	PUNCT
alkej-816	287	29	purposes	purpose	NOUN
alkej-816	287	30	and	and	CCONJ
alkej-816	287	31	approaches	approach	NOUN
alkej-816	287	32	,	,	PUNCT
alkej-816	287	33	”	"	PUNCT
alkej-816	287	34	vol	vol	NOUN
alkej-816	287	35	.	.	PUNCT
alkej-816	288	1	xx	xx	NUM
alkej-816	288	2	,	,	PUNCT
alkej-816	288	3	no	no	INTJ
alkej-816	288	4	.	.	NOUN
alkej-816	289	1	xx	xx	NUM
alkej-816	289	2	,	,	PUNCT
alkej-816	289	3	pp	pp	PROPN
alkej-816	289	4	.	.	PUNCT
alkej-816	290	1	1–36	1–36	NUM
alkej-816	290	2	,	,	PUNCT
alkej-816	290	3	2019	2019	NUM
alkej-816	290	4	,	,	PUNCT
alkej-816	291	1	[	[	X
alkej-816	291	2	online	online	X
alkej-816	291	3	]	]	X
alkej-816	291	4	.	.	PUNCT
alkej-816	292	1	available	available	ADJ
alkej-816	292	2	:	:	PUNCT
alkej-816	293	1	http://arxiv.org/abs/1912.07383	http://arxiv.org/abs/1912.07383	PROPN
alkej-816	293	2	.	.	PUNCT
alkej-816	294	1	[	[	X
alkej-816	294	2	14	14	NUM
alkej-816	294	3	]	]	PUNCT
alkej-816	294	4	a.	a.	NOUN
alkej-816	294	5	mohammed	mohammed	PROPN
alkej-816	294	6	,	,	PUNCT
alkej-816	294	7	a.	a.	NOUN
alkej-816	294	8	ghaithan	ghaithan	PROPN
alkej-816	294	9	,	,	PUNCT
alkej-816	294	10	m.	m.	NOUN
alkej-816	294	11	al	al	PROPN
alkej-816	294	12	-	-	PUNCT
alkej-816	294	13	saleh	saleh	PROPN
alkej-816	294	14	,	,	PUNCT
alkej-816	294	15	and	and	CCONJ
alkej-816	294	16	k.	k.	PROPN
alkej-816	294	17	al	al	PROPN
alkej-816	294	18	-	-	PROPN
alkej-816	294	19	ofi	ofi	PROPN
alkej-816	294	20	,	,	PUNCT
alkej-816	294	21	“	"	PUNCT
alkej-816	294	22	reliability	reliability	NOUN
alkej-816	294	23	-	-	PUNCT
alkej-816	294	24	based	base	VERB
alkej-816	294	25	preventive	preventive	ADJ
alkej-816	294	26	maintenance	maintenance	NOUN
alkej-816	294	27	strategy	strategy	NOUN
alkej-816	294	28	of	of	ADP
alkej-816	294	29	truck	truck	NOUN
alkej-816	294	30	unloading	unloading	NOUN
alkej-816	294	31	systems	system	NOUN
alkej-816	294	32	,	,	PUNCT
alkej-816	294	33	”	"	PUNCT
alkej-816	294	34	appl	appl	NOUN
alkej-816	294	35	.	.	PUNCT
alkej-816	295	1	sci	sci	PROPN
alkej-816	295	2	.	.	PROPN
alkej-816	295	3	,	,	PUNCT
alkej-816	295	4	vol	vol	NOUN
alkej-816	295	5	.	.	PROPN
alkej-816	295	6	10	10	NUM
alkej-816	295	7	,	,	PUNCT
alkej-816	295	8	no	no	INTJ
alkej-816	295	9	.	.	NOUN
alkej-816	295	10	19	19	NUM
alkej-816	295	11	,	,	PUNCT
alkej-816	295	12	pp	pp	ADJ
alkej-816	295	13	.	.	PUNCT
alkej-816	296	1	1–17	1–17	NOUN
alkej-816	296	2	,	,	PUNCT
alkej-816	296	3	2020	2020	NUM
alkej-816	296	4	,	,	PUNCT
alkej-816	296	5	doi	doi	NOUN
alkej-816	296	6	:	:	PUNCT
alkej-816	296	7	10.3390	10.3390	NUM
alkej-816	296	8	/	/	SYM
alkej-816	296	9	app10196957	app10196957	NOUN
alkej-816	296	10	.	.	PUNCT
alkej-816	297	1	[	[	X
alkej-816	297	2	15	15	NUM
alkej-816	297	3	]	]	X
alkej-816	297	4	a.	a.	NOUN
alkej-816	297	5	mansour	mansour	PROPN
alkej-816	297	6	and	and	CCONJ
alkej-816	297	7	n.	n.	PROPN
alkej-816	297	8	makhoul	makhoul	NOUN
alkej-816	297	9	,	,	PUNCT
alkej-816	297	10	restore	restore	VERB
alkej-816	297	11	service	service	NOUN
alkej-816	297	12	in	in	ADP
alkej-816	297	13	electrical	electrical	ADJ
alkej-816	297	14	power	power	NOUN
alkej-816	297	15	distribution	distribution	NOUN
alkej-816	297	16	systems	system	NOUN
alkej-816	297	17	to	to	PART
alkej-816	297	18	increase	increase	VERB
alkej-816	297	19	their	their	PRON
alkej-816	297	20	reliability	reliability	NOUN
alkej-816	297	21	using	use	VERB
alkej-816	297	22	genetic	genetic	ADJ
alkej-816	297	23	algorithm	algorithm	NOUN
alkej-816	297	24	,	,	PUNCT
alkej-816	297	25	damascus	damascus	PROPN
alkej-816	297	26	university	university	PROPN
alkej-816	297	27	journal	journal	NOUN
alkej-816	297	28	of	of	ADP
alkej-816	297	29	engineering	engineering	NOUN
alkej-816	297	30	sciences	science	NOUN
alkej-816	297	31	.	.	PUNCT
alkej-816	297	32	,	,	PUNCT
alkej-816	297	33	vol	vol	NOUN
alkej-816	297	34	.	.	PUNCT
alkej-816	298	1	28,no.2	28,no.2	NUM
alkej-816	298	2	,	,	PUNCT
alkej-816	298	3	december	december	PROPN
alkej-816	298	4	,	,	PUNCT
alkej-816	298	5	pp.19,93	pp.19,93	NOUN
alkej-816	298	6	-	-	SYM
alkej-816	298	7	111	111	NUM
alkej-816	298	8	,	,	PUNCT
alkej-816	298	9	2012	2012	NUM
alkej-816	298	10	.	.	PUNCT
alkej-816	299	1	[	[	X
alkej-816	299	2	16	16	NUM
alkej-816	299	3	]	]	PUNCT
alkej-816	299	4	r.	r.	PROPN
alkej-816	299	5	h.	h.	PROPN
alkej-816	299	6	fouad	fouad	PROPN
alkej-816	299	7	and	and	CCONJ
alkej-816	299	8	m.	m.	PROPN
alkej-816	299	9	samhouri	samhouri	PROPN
alkej-816	299	10	,	,	PUNCT
alkej-816	299	11	“	"	PUNCT
alkej-816	299	12	a	a	DET
alkej-816	299	13	fuzzy	fuzzy	ADJ
alkej-816	299	14	logic	logic	NOUN
alkej-816	299	15	approach	approach	NOUN
alkej-816	299	16	for	for	ADP
alkej-816	299	17	scheduling	schedule	VERB
alkej-816	299	18	preventive	preventive	ADJ
alkej-816	299	19	maintenance	maintenance	NOUN
alkej-816	299	20	in	in	ADP
alkej-816	299	21	erp	erp	PROPN
alkej-816	299	22	system	system	NOUN
alkej-816	299	23	,	,	PUNCT
alkej-816	299	24	”	"	PUNCT
alkej-816	299	25	int	int	NOUN
alkej-816	299	26	.	.	PUNCT
alkej-816	299	27	conf	conf	PROPN
alkej-816	299	28	.	.	PUNCT
alkej-816	300	1	manag	manag	PROPN
alkej-816	300	2	.	.	PUNCT
alkej-816	301	1	serv	serv	PROPN
alkej-816	301	2	.	.	PUNCT
alkej-816	302	1	sci	sci	PROPN
alkej-816	302	2	.	.	PROPN
alkej-816	302	3	mass	mass	PROPN
alkej-816	302	4	2011	2011	NUM
alkej-816	302	5	,	,	PUNCT
alkej-816	302	6	no	no	INTJ
alkej-816	302	7	.	.	PUNCT
alkej-816	302	8	december	december	PROPN
alkej-816	302	9	,	,	PUNCT
alkej-816	302	10	2011	2011	NUM
alkej-816	302	11	,	,	PUNCT
alkej-816	302	12	doi	doi	NOUN
alkej-816	302	13	:	:	PUNCT
alkej-816	302	14	10.1109	10.1109	NUM
alkej-816	302	15	/	/	SYM
alkej-816	302	16	icmss.2011.5999330	icmss.2011.5999330	PROPN
alkej-816	302	17	.	.	PUNCT
alkej-816	303	1	[	[	X
alkej-816	303	2	17	17	NUM
alkej-816	303	3	]	]	X
alkej-816	303	4	d.	d.	PROPN
alkej-816	303	5	król	król	PROPN
alkej-816	303	6	,	,	PUNCT
alkej-816	303	7	l.	l.	PROPN
alkej-816	303	8	madeyski	madeyski	PROPN
alkej-816	303	9	,	,	PUNCT
alkej-816	303	10	and	and	CCONJ
alkej-816	303	11	n.	n.	PROPN
alkej-816	303	12	t.	t.	PROPN
alkej-816	303	13	nguyen	nguyen	NOUN
alkej-816	303	14	,	,	PUNCT
alkej-816	303	15	“	"	PUNCT
alkej-816	303	16	preface	preface	NOUN
alkej-816	303	17	,	,	PUNCT
alkej-816	303	18	”	"	PUNCT
alkej-816	303	19	stud	stud	NOUN
alkej-816	303	20	.	.	PUNCT
alkej-816	304	1	comput	comput	NOUN
alkej-816	304	2	.	.	PUNCT
alkej-816	305	1	intell	intell	PROPN
alkej-816	305	2	.	.	PUNCT
alkej-816	306	1	,	,	PUNCT
alkej-816	306	2	vol	vol	NOUN
alkej-816	306	3	.	.	PROPN
alkej-816	307	1	642	642	NUM
alkej-816	307	2	,	,	PUNCT
alkej-816	307	3	no	no	INTJ
alkej-816	307	4	.	.	PUNCT
alkej-816	308	1	february	february	PROPN
alkej-816	308	2	,	,	PUNCT
alkej-816	308	3	pp	pp	PROPN
alkej-816	308	4	.	.	PUNCT
alkej-816	309	1	v	v	X
alkej-816	309	2	–	–	PUNCT
alkej-816	309	3	vii	vii	PROPN
alkej-816	309	4	,	,	PUNCT
alkej-816	309	5	2016	2016	NUM
alkej-816	309	6	,	,	PUNCT
alkej-816	309	7	doi	doi	NOUN
alkej-816	309	8	:	:	PUNCT
alkej-816	309	9	10.1007/978	10.1007/978	NUM
alkej-816	309	10	-	-	SYM
alkej-816	309	11	3	3	NUM
alkej-816	309	12	-	-	NUM
alkej-816	309	13	319	319	NUM
alkej-816	309	14	-	-	PUNCT
alkej-816	309	15	31277	31277	NUM
alkej-816	309	16	-	-	PUNCT
alkej-816	309	17	4	4	NUM
alkej-816	309	18	.	.	PUNCT
alkej-816	310	1	[	[	X
alkej-816	310	2	18	18	NUM
alkej-816	310	3	]	]	X
alkej-816	310	4	h.	h.	PROPN
alkej-816	310	5	javanmard	javanmard	PROPN
alkej-816	310	6	and	and	CCONJ
alkej-816	310	7	a.	a.	PROPN
alkej-816	310	8	al	al	PROPN
alkej-816	310	9	w.	w.	PROPN
alkej-816	310	10	koraeizadeh	koraeizadeh	PROPN
alkej-816	310	11	,	,	PUNCT
alkej-816	310	12	“	"	PUNCT
alkej-816	310	13	optimizing	optimize	VERB
alkej-816	310	14	the	the	DET
alkej-816	310	15	preventive	preventive	ADJ
alkej-816	310	16	maintenance	maintenance	NOUN
alkej-816	310	17	scheduling	scheduling	NOUN
alkej-816	310	18	by	by	ADP
alkej-816	310	19	genetic	genetic	ADJ
alkej-816	310	20	algorithm	algorithm	NOUN
alkej-816	310	21	based	base	VERB
alkej-816	310	22	on	on	ADP
alkej-816	310	23	cost	cost	NOUN
alkej-816	310	24	and	and	CCONJ
alkej-816	310	25	rreliability	rreliability	NOUN
alkej-816	310	26	in	in	ADP
alkej-816	310	27	national	national	ADJ
alkej-816	310	28	iranian	iranian	PROPN
alkej-816	310	29	drilling	drilling	PROPN
alkej-816	310	30	company	company	NOUN
alkej-816	310	31	,	,	PUNCT
alkej-816	310	32	”	"	PUNCT
alkej-816	310	33	j.	j.	PROPN
alkej-816	310	34	ind	ind	PROPN
alkej-816	310	35	.	.	PUNCT
alkej-816	311	1	eng	eng	PROPN
alkej-816	311	2	.	.	PUNCT
alkej-816	312	1	int	int	PROPN
alkej-816	312	2	.	.	PUNCT
alkej-816	313	1	,	,	PUNCT
alkej-816	313	2	vol	vol	NOUN
alkej-816	313	3	.	.	PROPN
alkej-816	314	1	12	12	NUM
alkej-816	314	2	,	,	PUNCT
alkej-816	314	3	no	no	INTJ
alkej-816	314	4	.	.	NOUN
alkej-816	314	5	4	4	NUM
alkej-816	314	6	,	,	PUNCT
alkej-816	314	7	pp	pp	ADJ
alkej-816	314	8	.	.	PUNCT
alkej-816	315	1	509–516	509–516	NUM
alkej-816	315	2	,	,	PUNCT
alkej-816	315	3	2016	2016	NUM
alkej-816	315	4	,	,	PUNCT
alkej-816	315	5	doi	doi	NOUN
alkej-816	315	6	:	:	PUNCT
alkej-816	315	7	10.1007	10.1007	NUM
alkej-816	315	8	/	/	SYM
alkej-816	315	9	s40092	s40092	PROPN
alkej-816	315	10	-	-	PUNCT
alkej-816	315	11	016	016	NUM
alkej-816	315	12	-	-	PUNCT
alkej-816	315	13	0155	0155	NUM
alkej-816	315	14	-	-	SYM
alkej-816	315	15	9	9	NUM
alkej-816	315	16	.	.	PUNCT
alkej-816	316	1	[	[	X
alkej-816	316	2	19	19	NUM
alkej-816	316	3	]	]	PUNCT
alkej-816	316	4	m.	m.	NOUN
alkej-816	316	5	gregor	gregor	PROPN
alkej-816	316	6	,	,	PUNCT
alkej-816	316	7	m.	m.	NOUN
alkej-816	316	8	haluška	haluška	PROPN
alkej-816	316	9	,	,	PUNCT
alkej-816	316	10	m.	m.	NOUN
alkej-816	316	11	fusko	fusko	ADV
alkej-816	316	12	,	,	PUNCT
alkej-816	316	13	and	and	CCONJ
alkej-816	316	14	p.	p.	NOUN
alkej-816	316	15	grznár	grznár	NOUN
alkej-816	316	16	,	,	PUNCT
alkej-816	316	17	“	"	PUNCT
alkej-816	316	18	model	model	NOUN
alkej-816	316	19	of	of	ADP
alkej-816	316	20	intelligent	intelligent	ADJ
alkej-816	316	21	maintenance	maintenance	NOUN
alkej-816	316	22	systems	system	NOUN
alkej-816	316	23	,	,	PUNCT
alkej-816	316	24	”	"	PUNCT
alkej-816	316	25	ann	ann	PROPN
alkej-816	316	26	.	.	PUNCT
alkej-816	316	27	daaam	daaam	PROPN
alkej-816	316	28	proc	proc	PROPN
alkej-816	316	29	.	.	PUNCT
alkej-816	317	1	int	int	NOUN
alkej-816	317	2	.	.	PUNCT
alkej-816	318	1	daaam	daaam	PROPN
alkej-816	318	2	symp	symp	PROPN
alkej-816	318	3	.	.	PUNCT
alkej-816	319	1	,	,	PUNCT
alkej-816	319	2	vol	vol	NOUN
alkej-816	319	3	.	.	NOUN
alkej-816	320	1	2015	2015	NUM
alkej-816	320	2	-	-	PUNCT
alkej-816	320	3	janua	janua	NOUN
alkej-816	320	4	,	,	PUNCT
alkej-816	320	5	no	no	INTJ
alkej-816	320	6	.	.	PUNCT
alkej-816	321	1	january	january	PROPN
alkej-816	321	2	,	,	PUNCT
alkej-816	321	3	pp	pp	X
alkej-816	321	4	.	.	PUNCT
alkej-816	322	1	1097–1101	1097–1101	NUM
alkej-816	322	2	,	,	PUNCT
alkej-816	322	3	2015	2015	NUM
alkej-816	322	4	,	,	PUNCT
alkej-816	322	5	doi	doi	NOUN
alkej-816	322	6	:	:	PUNCT
alkej-816	322	7	10.2507/26th.daaam.proceedings.154	10.2507/26th.daaam.proceedings.154	PROPN
alkej-816	322	8	.	.	PUNCT
alkej-816	323	1	[	[	X
alkej-816	323	2	20	20	NUM
alkej-816	323	3	]	]	PUNCT
alkej-816	323	4	k.	k.	PROPN
alkej-816	323	5	alhamad	alhamad	PROPN
alkej-816	323	6	,	,	PUNCT
alkej-816	323	7	m.	m.	NOUN
alkej-816	323	8	alardhi	alardhi	PROPN
alkej-816	323	9	,	,	PUNCT
alkej-816	323	10	and	and	CCONJ
alkej-816	323	11	a.	a.	NOUN
alkej-816	323	12	almazrouee	almazrouee	NOUN
alkej-816	323	13	,	,	PUNCT
alkej-816	323	14	“	"	PUNCT
alkej-816	323	15	preventive	preventive	ADJ
alkej-816	323	16	maintenancesscheduling	maintenancesscheduling	NOUN
alkej-816	323	17	for	for	ADP
alkej-816	323	18	multicogeneration	multicogeneration	NOUN
alkej-816	323	19	plants	plant	NOUN
alkej-816	323	20	with	with	ADP
alkej-816	323	21	production	production	NOUN
alkej-816	323	22	constraints	constraint	NOUN
alkej-816	323	23	using	use	VERB
alkej-816	323	24	genetic	genetic	ADJ
alkej-816	323	25	algorithms	algorithm	NOUN
alkej-816	323	26	,	,	PUNCT
alkej-816	323	27	”	"	PUNCT
alkej-816	323	28	adv	adv	PROPN
alkej-816	323	29	.	.	PUNCT
alkej-816	324	1	oper	oper	PROPN
alkej-816	324	2	.	.	PUNCT
alkej-816	324	3	res	res	PROPN
alkej-816	324	4	.	.	PROPN
alkej-816	324	5	,	,	PUNCT
alkej-816	324	6	vol	vol	NOUN
alkej-816	324	7	.	.	NOUN
alkej-816	324	8	2015	2015	NUM
alkej-816	324	9	,	,	PUNCT
alkej-816	324	10	2015	2015	NUM
alkej-816	324	11	,	,	PUNCT
alkej-816	324	12	doi	doi	NOUN
alkej-816	324	13	:	:	PUNCT
alkej-816	324	14	10.1155/2015/282178	10.1155/2015/282178	NUM
alkej-816	324	15	.	.	PUNCT
alkej-816	325	1	[	[	X
alkej-816	325	2	21	21	NUM
alkej-816	325	3	]	]	PUNCT
alkej-816	325	4	a.	a.	PROPN
alkej-816	325	5	holman	holman	PROPN
alkej-816	325	6	montiel	montiel	PROPN
alkej-816	325	7	,	,	PUNCT
alkej-816	325	8	s.	s.	PROPN
alkej-816	325	9	fernando	fernando	PROPN
alkej-816	325	10	martínez	martínez	PROPN
alkej-816	325	11	,	,	PUNCT
alkej-816	325	12	and	and	CCONJ
alkej-816	325	13	f.	f.	PROPN
alkej-816	325	14	h.	h.	PROPN
alkej-816	325	15	martínez	martínez	PROPN
alkej-816	325	16	s	s	PART
alkej-816	325	17	,	,	PUNCT
alkej-816	325	18	“	"	PUNCT
alkej-816	325	19	genetic	genetic	ADJ
alkej-816	325	20	algorithm	algorithm	NOUN
alkej-816	325	21	used	use	VERB
alkej-816	325	22	for	for	ADP
alkej-816	325	23	improving	improve	VERB
alkej-816	325	24	the	the	DET
alkej-816	325	25	preventive	preventive	ADJ
alkej-816	325	26	maintenance	maintenance	NOUN
alkej-816	325	27	processes	process	NOUN
alkej-816	325	28	for	for	ADP
alkej-816	325	29	electricity	electricity	NOUN
alkej-816	325	30	distribution	distribution	NOUN
alkej-816	325	31	companies	company	NOUN
alkej-816	325	32	,	,	PUNCT
alkej-816	325	33	”	"	PUNCT
alkej-816	325	34	int	int	NOUN
alkej-816	325	35	.	.	PUNCT
alkej-816	326	1	j.	j.	PROPN
alkej-816	326	2	appl	appl	PROPN
alkej-816	326	3	.	.	PUNCT
alkej-816	327	1	eng	eng	PROPN
alkej-816	327	2	.	.	PUNCT
alkej-816	328	1	res	res	PROPN
alkej-816	328	2	.	.	PROPN
alkej-816	328	3	,	,	PUNCT
alkej-816	328	4	vol	vol	NOUN
alkej-816	328	5	.	.	PROPN
alkej-816	328	6	12	12	NUM
alkej-816	328	7	,	,	PUNCT
alkej-816	328	8	no	no	INTJ
alkej-816	328	9	.	.	NOUN
alkej-816	328	10	19	19	NUM
alkej-816	328	11	,	,	PUNCT
alkej-816	328	12	pp	pp	ADJ
alkej-816	328	13	.	.	PUNCT
alkej-816	328	14	8120–8124	8120–8124	NUM
alkej-816	328	15	,	,	PUNCT
alkej-816	328	16	2017	2017	NUM
alkej-816	328	17	.	.	PUNCT
alkej-816	329	1	[	[	X
alkej-816	329	2	22	22	NUM
alkej-816	329	3	]	]	PUNCT
alkej-816	329	4	m.	m.	NOUN
alkej-816	329	5	vannucci	vannucci	PROPN
alkej-816	329	6	,	,	PUNCT
alkej-816	329	7	v.	v.	ADP
alkej-816	329	8	colla	colla	PROPN
alkej-816	329	9	,	,	PUNCT
alkej-816	329	10	s.	s.	PROPN
alkej-816	329	11	dettori	dettori	PROPN
alkej-816	329	12	,	,	PUNCT
alkej-816	329	13	and	and	CCONJ
alkej-816	329	14	v.	v.	ADP
alkej-816	329	15	iannino	iannino	NOUN
alkej-816	329	16	,	,	PUNCT
alkej-816	329	17	“	"	PUNCT
alkej-816	329	18	fuzzy	fuzzy	ADJ
alkej-816	329	19	adaptive	adaptive	ADJ
alkej-816	329	20	genetic	genetic	ADJ
alkej-816	329	21	algorithm	algorithm	NOUN
alkej-816	329	22	for	for	ADP
alkej-816	329	23	improving	improve	VERB
alkej-816	329	24	the	the	DET
alkej-816	329	25	solution	solution	NOUN
alkej-816	329	26	of	of	ADP
alkej-816	329	27	industrial	industrial	ADJ
alkej-816	329	28	optimization	optimization	NOUN
alkej-816	329	29	problems	problem	NOUN
alkej-816	329	30	,	,	PUNCT
alkej-816	329	31	”	"	PUNCT
alkej-816	329	32	j.	j.	PROPN
alkej-816	329	33	intell	intell	PROPN
alkej-816	329	34	.	.	PUNCT
alkej-816	330	1	syst	syst	PROPN
alkej-816	330	2	.	.	PUNCT
alkej-816	330	3	,	,	PUNCT
alkej-816	330	4	vol	vol	NOUN
alkej-816	330	5	.	.	PROPN
alkej-816	330	6	29	29	NUM
alkej-816	330	7	,	,	PUNCT
alkej-816	330	8	no	no	INTJ
alkej-816	330	9	.	.	NOUN
alkej-816	330	10	1	1	NUM
alkej-816	330	11	,	,	PUNCT
alkej-816	330	12	pp	pp	ADJ
alkej-816	330	13	.	.	PUNCT
alkej-816	331	1	409–422	409–422	NUM
alkej-816	331	2	,	,	PUNCT
alkej-816	331	3	2020	2020	NUM
alkej-816	331	4	,	,	PUNCT
alkej-816	331	5	doi	doi	NOUN
alkej-816	331	6	:	:	PUNCT
alkej-816	331	7	10.1515	10.1515	NUM
alkej-816	331	8	/	/	SYM
alkej-816	331	9	jisys-2016	jisys-2016	NOUN
alkej-816	331	10	-	-	NOUN
alkej-816	331	11	0343	0343	NUM
alkej-816	331	12	.	.	PUNCT
alkej-816	332	1	[	[	X
alkej-816	332	2	23	23	NUM
alkej-816	332	3	]	]	PUNCT
alkej-816	332	4	x.	x.	NOUN
alkej-816	332	5	bampoula	bampoula	PROPN
alkej-816	332	6	,	,	PUNCT
alkej-816	332	7	g.	g.	PROPN
alkej-816	332	8	siaterlis	siaterlis	PROPN
alkej-816	332	9	,	,	PUNCT
alkej-816	332	10	n.	n.	PROPN
alkej-816	332	11	nikolakis	nikolakis	PROPN
alkej-816	332	12	,	,	PUNCT
alkej-816	332	13	and	and	CCONJ
alkej-816	332	14	k.	k.	PROPN
alkej-816	332	15	alexopoulos	alexopoulos	PROPN
alkej-816	332	16	,	,	PUNCT
alkej-816	332	17	“	"	PUNCT
alkej-816	332	18	a	a	DET
alkej-816	332	19	deep	deep	ADJ
alkej-816	332	20	learning	learning	NOUN
alkej-816	332	21	model	model	NOUN
alkej-816	332	22	for	for	ADP
alkej-816	332	23	predictive	predictive	ADJ
alkej-816	332	24	maintenance	maintenance	NOUN
alkej-816	332	25	in	in	ADP
alkej-816	332	26	cyber	cyber	ADJ
alkej-816	332	27	-	-	PUNCT
alkej-816	332	28	physical	physical	ADJ
alkej-816	332	29	production	production	NOUN
alkej-816	332	30	systems	system	NOUN
alkej-816	332	31	using	use	VERB
alkej-816	332	32	lstm	lstm	ADJ
alkej-816	332	33	autoencoders	autoencoder	NOUN
alkej-816	332	34	,	,	PUNCT
alkej-816	332	35	”	"	PUNCT
alkej-816	332	36	sensors	sensor	NOUN
alkej-816	332	37	(	(	PUNCT
alkej-816	332	38	switzerland	switzerland	PROPN
alkej-816	332	39	)	)	PUNCT
alkej-816	332	40	,	,	PUNCT
alkej-816	332	41	vol	vol	NOUN
alkej-816	332	42	.	.	PROPN
alkej-816	332	43	21	21	NUM
alkej-816	332	44	,	,	PUNCT
alkej-816	332	45	no	no	INTJ
alkej-816	332	46	.	.	NOUN
alkej-816	332	47	3	3	NUM
alkej-816	332	48	,	,	PUNCT
alkej-816	332	49	pp	pp	PROPN
alkej-816	332	50	.	.	PUNCT
alkej-816	333	1	1–14	1–14	PROPN
alkej-816	333	2	,	,	PUNCT
alkej-816	333	3	2021	2021	NUM
alkej-816	333	4	,	,	PUNCT
alkej-816	333	5	doi	doi	NOUN
alkej-816	333	6	:	:	PUNCT
alkej-816	333	7	10.3390	10.3390	NUM
alkej-816	333	8	/	/	SYM
alkej-816	333	9	s21030972	s21030972	PROPN
alkej-816	333	10	.	.	PUNCT
alkej-816	334	1	[	[	X
alkej-816	334	2	24	24	NUM
alkej-816	334	3	]	]	PUNCT
alkej-816	334	4	t.	t.	PROPN
alkej-816	334	5	miller	miller	PROPN
alkej-816	334	6	,	,	PUNCT
alkej-816	334	7	“	"	PUNCT
alkej-816	334	8	explanation	explanation	NOUN
alkej-816	334	9	in	in	ADP
alkej-816	334	10	artificial	artificial	ADJ
alkej-816	334	11	intelligence	intelligence	NOUN
alkej-816	334	12	:	:	PUNCT
alkej-816	334	13	insights	insight	NOUN
alkej-816	334	14	from	from	ADP
alkej-816	334	15	the	the	DET
alkej-816	334	16	social	social	ADJ
alkej-816	334	17	sciences	science	NOUN
alkej-816	334	18	,	,	PUNCT
alkej-816	334	19	”	"	PUNCT
alkej-816	334	20	artif	artif	NOUN
alkej-816	334	21	.	.	PUNCT
alkej-816	335	1	intell	intell	PROPN
alkej-816	335	2	.	.	PUNCT
alkej-816	335	3	,	,	PUNCT
alkej-816	336	1	vol	vol	NOUN
alkej-816	336	2	.	.	PUNCT
alkej-816	337	1	267	267	NUM
alkej-816	337	2	,	,	PUNCT
alkej-816	337	3	pp	pp	ADJ
alkej-816	337	4	.	.	PUNCT
alkej-816	338	1	1–38	1–38	PROPN
alkej-816	338	2	,	,	PUNCT
alkej-816	338	3	2019	2019	NUM
alkej-816	338	4	,	,	PUNCT
alkej-816	338	5	doi	doi	NOUN
alkej-816	338	6	:	:	PUNCT
alkej-816	338	7	10.1016	10.1016	NUM
alkej-816	338	8	/	/	SYM
alkej-816	338	9	j.artint.2018.07.007	j.artint.2018.07.007	NOUN
alkej-816	338	10	.	.	PUNCT
alkej-816	339	1	wasan	wasan	PROPN
alkej-816	339	2	mahmood	mahmood	PROPN
alkej-816	339	3	ahmed	ahmed	PROPN
alkej-816	339	4	al	al	PROPN
alkej-816	339	5	-	-	PUNCT
alkej-816	339	6	khwarizmi	khwarizmi	PROPN
alkej-816	339	7	engineering	engineering	NOUN
alkej-816	339	8	journal	journal	PROPN
alkej-816	339	9	,	,	PUNCT
alkej-816	339	10	vol	vol	NOUN
alkej-816	339	11	.	.	PROPN
alkej-816	339	12	19	19	NUM
alkej-816	339	13	,	,	PUNCT
alkej-816	339	14	no	no	INTJ
alkej-816	339	15	.	.	NOUN
alkej-816	339	16	1	1	NUM
alkej-816	339	17	,	,	PUNCT
alkej-816	339	18	p.p	p.p	PROPN
alkej-816	339	19	.	.	NOUN
alkej-816	339	20	113	113	NUM
alkej-816	339	21	(	(	PUNCT
alkej-816	339	22	2023	2023	NUM
alkej-816	339	23	)	)	PUNCT
alkej-816	339	24	13	13	NUM
alkej-816	339	25	منهجية	منهجية	NOUN
alkej-816	339	26	لتقييم	لتقييم	VERB
alkej-816	339	27	وجدولة	وجدولة	NOUN
alkej-816	339	28	الصيانة	الصيانة	PROPN
alkej-816	339	29	الوقائية	الوقائية	PROPN
alkej-816	339	30	لوحدة	لوحدة	PROPN
alkej-816	339	31	حرارية	حرارية	PROPN
alkej-816	339	32	كهربائية	كهربائية	ADJ
alkej-816	339	33	باستخدام	باستخدام	NOUN
alkej-816	339	34	الذكاء	الذكاء	VERB
alkej-816	339	35	االصطناعي	االصطناعي	NOUN
alkej-816	339	36	اللطيف	اللطيف	NOUN
alkej-816	339	37	*	*	PUNCT
alkej-816	339	38	*	*	PUNCT
alkej-816	339	39	*	*	PUNCT
alkej-816	339	40	الرسول	الرسول	NOUN
alkej-816	339	41	احمد	احمد	NOUN
alkej-816	340	1	*	*	PUNCT
alkej-816	340	2	*	*	PUNCT
alkej-816	340	3	اسامه	اسامه	ADJ
alkej-816	340	4	فاضل	فاضل	NOUN
alkej-816	340	5	عبد	عبد	PROPN
alkej-816	340	6	احمد	احمد	PROPN
alkej-816	340	7	عبد	عبد	PROPN
alkej-816	340	8	وسن	وسن	ADP
alkej-816	340	9	محمود	محمود	PROPN
alkej-816	340	10	احمد	احمد	NOUN
alkej-816	340	11	*	*	PUNCT
alkej-816	340	12	قسم	قسم	PROPN
alkej-816	340	13	هندسة	هندسة	NOUN
alkej-816	340	14	لتصنيع	لتصنيع	VERB
alkej-816	341	1	المؤتمت/	المؤتمت/	NUM
alkej-816	341	2	كلية	كلية	NOUN
alkej-816	341	3	الهندسة	الهندسة	NOUN
alkej-816	341	4	الخوارزمي/	الخوارزمي/	NUM
alkej-816	341	5	جامعة	جامعة	NOUN
alkej-816	341	6	بغداد	بغداد	PROPN
alkej-816	341	7	*	*	PROPN
alkej-816	341	8	*	*	PUNCT
alkej-816	341	9	*	*	PUNCT
alkej-816	341	10	*	*	NOUN
alkej-816	341	11	،	،	X
alkej-816	341	12	*	*	X
alkej-816	341	13	قسم	قسم	NOUN
alkej-816	341	14	الهندسة	الهندسة	VERB
alkej-816	341	15	الميكانيكية/	الميكانيكية/	NUM
alkej-816	341	16	كلية	كلية	NOUN
alkej-816	341	17	الهندسة/	الهندسة/	NUM
alkej-816	341	18	جامعة	جامعة	NOUN
alkej-816	341	19	بغداد	بغداد	PROPN
alkej-816	341	20	*	*	PROPN
alkej-816	341	21	*	*	PUNCT
alkej-816	341	22	wasanmahmood79@gmail.com*البريد	wasanmahmood79@gmail.com*البريد	NOUN
alkej-816	341	23	االلكتروني	االلكتروني	NOUN
alkej-816	341	24	:	:	PUNCT
alkej-816	341	25	dr.ahmed.a.ahmed@coeng.uobaghdad.edu.iq**البريد	dr.ahmed.a.ahmed@coeng.uobaghdad.edu.iq**البريد	ADJ
alkej-816	341	26	االلكتروني	االلكتروني	NOUN
alkej-816	341	27	:	:	PUNCT
alkej-816	341	28	drosamah@kecbu.uobaghdad.edu.iq**البريد	drosamah@kecbu.uobaghdad.edu.iq**البريد	PROPN
alkej-816	341	29	االلكتروني	االلكتروني	NOUN
alkej-816	341	30	:	:	PUNCT
alkej-816	341	31	الخالصة	الخالصة	PROPN
alkej-816	341	32	(	(	PUNCT
alkej-816	341	33	محطات	محطات	NOUN
alkej-816	341	34	أوقات	أوقات	PROPN
alkej-816	341	35	مختلفة	مختلفة	PROPN
alkej-816	342	1	في	في	X
alkej-816	342	2	تحدث	تحدث	PROPN
alkej-816	342	3	المشاكل	المشاكل	PROPN
alkej-816	342	4	ألن	ألن	PROPN
alkej-816	342	5	التوالي	التوالي	PROPN
alkej-816	342	6	على	على	NOUN
alkej-816	342	7	قطعها	قطعها	NOUN
alkej-816	342	8	توصيل	توصيل	NOUN
alkej-816	342	9	يتم	يتم	PROPN
alkej-816	342	10	التي	التي	PROPN
alkej-816	342	11	واإلنتاج	واإلنتاج	PROPN
alkej-816	342	12	التدفق	التدفق	PROPN
alkej-816	342	13	الصيانة	الصيانة	ADJ
alkej-816	342	14	ألنظمة	ألنظمة	NOUN
alkej-816	342	15	جدولة	جدولة	NOUN
alkej-816	342	16	إجراء	إجراء	NOUN
alkej-816	342	17	يتم	يتم	PROPN
alkej-816	342	18	ال	ال	ADP
alkej-816	342	19	قد	قد	INTJ
alkej-816	342	20	والذكاء	والذكاء	PROPN
alkej-816	342	21	األسمنت	األسمنت	PROPN
alkej-816	342	22	،	،	PROPN
alkej-816	342	23	مصانع	مصانع	PROPN
alkej-816	342	24	الكهرباء	الكهرباء	PROPN
alkej-816	342	25	،	،	PROPN
alkej-816	342	26	المعاصرة	المعاصرة	PROPN
alkej-816	342	27	والبرمجيات	والبرمجيات	PROPN
alkej-816	342	28	التنبؤية	التنبؤية	PROPN
alkej-816	342	29	الصيانة	الصيانة	PROPN
alkej-816	342	30	برنامج	برنامج	NOUN
alkej-816	342	31	تطوير	تطوير	PROPN
alkej-816	342	32	من	من	PROPN
alkej-816	342	33	خالل	خالل	PROPN
alkej-816	342	34	البحث	البحث	PROPN
alkej-816	342	35	أهداف	أهداف	PROPN
alkej-816	342	36	لتحقيق	لتحقيق	PROPN
alkej-816	342	37	المياه	المياه	PROPN
alkej-816	342	38	)	)	PUNCT
alkej-816	342	39	.	.	PUNCT
alkej-816	343	1	تحلية	تحلية	PROPN
alkej-816	343	2	محطات	محطات	PROPN
alkej-816	343	3	المفقودة	المفقودة	PROPN
alkej-816	343	4	التي	التي	PROPN
alkej-816	343	5	تمت	تمت	PROPN
alkej-816	343	6	معالجة	معالجة	PROPN
alkej-816	343	7	البيانات	البيانات	PROPN
alkej-816	343	8	أوالً،أجريت	أوالً،أجريت	PROPN
alkej-816	343	9	ثالث	ثالث	VERB
alkej-816	343	10	مراحل	مراحل	PRON
alkej-816	343	11	في	في	ADP
alkej-816	343	12	البحث	البحث	NOUN
alkej-816	343	13	.	.	PUNCT
alkej-816	344	1	الحرارية	الحرارية	PROPN
alkej-816	344	2	،	،	PROPN
alkej-816	344	3	لمحطة	لمحطة	PROPN
alkej-816	344	4	الدورة	الدورة	PROPN
alkej-816	344	5	االصطناعي	االصطناعي	PROPN
alkej-816	344	6	وتم	وتم	PROPN
alkej-816	344	7	العمل	العمل	VERB
alkej-816	344	8	ع	ع	PROPN
alkej-816	344	9	بيانات	بيانات	PROPN
alkej-816	344	10	الوحدة	الوحدة	PROPN
alkej-816	344	11	الخامسة	الخامسة	PROPN
alkej-816	344	12	البيانات	البيانات	PROPN
alkej-816	344	13	باستخدام	باستخدام	PROPN
alkej-816	344	14	السالسل	السالسل	PROPN
alkej-816	344	15	الزمنية	الزمنية	PROPN
alkej-816	344	16	ساعة	ساعة	PROPN
alkej-816	344	17	بعد	بعد	PROPN
alkej-816	344	18	ساعة	ساعة	PROPN
alkej-816	344	19	وأوقات	وأوقات	PROPN
alkej-816	344	20	الملء	الملء	PROPN
alkej-816	344	21	كساعات	كساعات	PROPN
alkej-816	344	22	عمل	عمل	NOUN
alkej-816	344	23	البيانات	البيانات	PROPN
alkej-816	344	24	مما	مما	PROPN
alkej-816	344	25	يجعل	يجعل	PROPN
alkej-816	344	26	حج	حج	PROPN
alkej-816	344	27	النظام،كانت	النظام،كانت	PROPN
alkej-816	344	28	بدون	بدون	PROPN
alkej-816	344	29	تسلسل	تسلسل	NOUN
alkej-816	344	30	زمني	زمني	NOUN
alkej-816	344	31	.	.	PUNCT
alkej-816	345	1	تم	تم	PROPN
alkej-816	345	2	ملء	ملء	PROPN
alkej-816	345	3	م	م	PROPN
alkej-816	345	4	للفترة	للفترة	PROPN
alkej-816	345	5	نسبًيا	نسبًيا	PROPN
alkej-816	345	6	استخدام	استخدام	PROPN
alkej-816	345	7	٢٠١٧٢٠١٦٢٠١٥مرتفعًا	٢٠١٧٢٠١٦٢٠١٥مرتفعًا	PROPN
alkej-816	345	8	وتم	وتم	PROPN
alkej-816	345	9	الخطوة	الخطوة	PROPN
alkej-816	345	10	٢٠١٨	٢٠١٨	PROPN
alkej-816	345	11	،	،	NOUN
alkej-816	345	12	في	في	ADP
alkej-816	345	13	التجريبية	التجريبية	NOUN
alkej-816	345	14	.	.	PUNCT
alkej-816	346	1	النتائج	النتائج	NOUN
alkej-816	346	2	من	من	PRON
alkej-816	346	3	صحة	صحة	PROPN
alkej-816	346	4	والتحقق	والتحقق	NOUN
alkej-816	346	5	النمذجة	النمذجة	PROPN
alkej-816	346	6	لتقييم	لتقييم	VERB
alkej-816	346	7	عمل	عمل	CCONJ
alkej-816	346	8	اختبار	اختبار	NOUN
alkej-816	346	9	كسنة	كسنة	NOUN
alkej-816	346	10	خدام	خدام	PROPN
alkej-816	346	11	قياس	قياس	PROPN
alkej-816	346	12	األداء	األداء	PROPN
alkej-816	346	13	(	(	PUNCT
alkej-816	346	14	متوسط	متوسط	NOUN
alkej-816	346	15	ونسبة	ونسبة	NOUN
alkej-816	346	16	التقارب	التقارب	VERB
alkej-816	346	17	إلى	إلى	PROPN
alkej-816	346	18	البيانات	البيانات	PROPN
alkej-816	346	19	الحقيقية	الحقيقية	PROPN
alkej-816	346	20	باست	باست	PROPN
alkej-816	346	21	اصطناعي،استخدم	اصطناعي،استخدم	AUX
alkej-816	346	22	نهج	نهج	VERB
alkej-816	346	23	الشبكات	الشبكات	PROPN
alkej-816	346	24	العصبية	العصبية	PROPN
alkej-816	346	25	االصطناعية	االصطناعية	PROPN
alkej-816	346	26	برنامج	برنامج	PROPN
alkej-816	346	27	بيثون	بيثون	PROPN
alkej-816	346	28	كذكاء	كذكاء	PROPN
alkej-816	346	29	الثانية	الثانية	PROPN
alkej-816	346	30	،	،	PROPN
alkej-816	346	31	لتحسين	لتحسين	PROPN
alkej-816	346	32	أوزان	أوزان	PROPN
alkej-816	346	33	الشبكة	الشبكة	PROPN
alkej-816	346	34	المطلق	المطلق	PROPN
alkej-816	346	35	،	،	PROPN
alkej-816	346	36	وتقليل	وتقليل	PROPN
alkej-816	346	37	نسبة	نسبة	PROPN
alkej-816	346	38	الخطأ	الخطأ	PROPN
alkej-816	346	39	ولتحسين	ولتحسين	PROPN
alkej-816	346	40	.mae	.mae	PUNCT
alkej-816	346	41	(	(	PUNCT
alkej-816	346	42	0.005	0.005	NUM
alkej-816	346	43	)	)	PUNCT
alkej-816	346	44	الخطأ	الخطأ	PROPN
alkej-816	346	45	المطلق	المطلق	NOUN
alkej-816	346	46	)	)	PUNCT
alkej-816	346	47	وأصبحت	وأصبحت	ADP
alkej-816	347	1	العصبية،تم	العصبية،تم	PROPN
alkej-816	347	2	استخدام	استخدام	PROPN
alkej-816	347	3	الخوارزمية	الخوارزمية	ADJ
alkej-816	347	4	التطورية	التطورية	NOUN
alkej-816	347	5	التقارب	التقارب	VERB
alkej-816	347	6	تقدم	تقدم	PROPN
alkej-816	347	7	الخوارزميات	الخوارزميات	PROPN
alkej-816	347	8	الجينية	الجينية	VERB
alkej-816	347	9	نتائج	نتائج	PROPN
alkej-816	347	10	أفضل	أفضل	PROPN
alkej-816	347	11	مع	مع	PROPN
alkej-816	347	12	أخطاء	أخطاء	PROPN
alkej-816	347	13	أقل	أقل	PROPN
alkej-816	347	14	من	من	PROPN
alkej-816	347	15	النتائج	النتائج	PROPN
alkej-816	347	16	وبذلكيستدل	وبذلكيستدل	PROPN
alkej-816	347	17	من	من	PROPN
alkej-816	347	18	ذلك	ذلك	PROPN
alkej-816	347	19	كفاءة	كفاءة	NOUN
alkej-816	347	20	الخوارزمية	الخوارزمية	PROPN
alkej-816	347	21	في	في	ADP
alkej-816	347	22	تحسين	تحسين	NOUN
alkej-816	347	23	.mae	.mae	PUNCT
alkej-816	348	1	(	(	PUNCT
alkej-816	348	2	0.001	0.001	NUM
alkej-816	348	3	)	)	PUNCT
alkej-816	348	4	نسبة	نسبة	NOUN
alkej-816	348	5	،	،	NOUN
alkej-816	348	6	وأن	وأن	PROPN
alkej-816	348	7	استخدام	استخدام	PROPN
alkej-816	348	8	٢٠٣٠طويل	٢٠٣٠طويل	PROPN
alkej-816	348	9	األمد	األمد	PROPN
alkej-816	348	10	لسنة	لسنة	VERB
alkej-816	348	11	التنبؤ	التنبؤ	NOUN
alkej-816	348	12	ع	ع	ADP
alkej-816	348	13	وإمكانيتها	وإمكانيتها	NOUN
alkej-816	348	14	الشبكات	الشبكات	PROPN
alkej-816	348	15	العصبية	العصبية	PROPN
alkej-816	348	16	وحدها	وحدها	PROPN
alkej-816	348	17	.	.	PUNCT
alkej-816	349	1	يخلص	يخلص	ADJ
alkej-816	349	2	هذا	هذا	NOUN
alkej-816	349	3	إلى	إلى	NOUN
alkej-816	350	1	أن	أن	ADP
alkej-816	350	2	الشبكة	الشبكة	PROPN
alkej-816	350	3	المبنية	المبنية	PROPN
alkej-816	350	4	تتمتع	تتمتع	PROPN
alkej-816	350	5	بأداء	بأداء	PROPN
alkej-816	350	6	متفوق	متفوق	PROPN
alkej-816	350	7	عن	عن	PROPN
alkej-816	350	8	اآلخرين	اآلخرين	NOUN
alkej-816	350	9	ة	ة	DET
alkej-816	350	10	ساعد	ساعد	NOUN
alkej-816	351	1	في	في	SCONJ
alkej-816	351	2	اكتشاف	اكتشاف	PROPN
alkej-816	351	3	الحاالت	الحاالت	PROPN
alkej-816	351	4	المستقبلية	المستقبلية	PROPN
alkej-816	351	5	من	من	PROPN
alkej-816	351	6	خالل	خالل	PROPN
alkej-816	351	7	قراءة	قراءة	PROPN
alkej-816	351	8	بيانات	بيانات	PROPN
alkej-816	351	9	النظام	النظام	PROPN
alkej-816	351	10	واستنتاجها	واستنتاجها	PROPN
alkej-816	351	11	.	.	PUNCT
alkej-816	352	1	وسيؤدي	وسيؤدي	PROPN
alkej-816	352	2	وضع	وضع	PROPN
alkej-816	352	3	خطط	خطط	PROPN
alkej-816	352	4	عمل	عمل	CCONJ
alkej-816	352	5	مناسبة	مناسبة	NOUN
alkej-816	352	6	إلى	إلى	NOUN
alkej-816	352	7	خفض	خفض	PROPN
alkej-816	352	8	النفقات	النفقات	NOUN
alkej-816	352	9	السالسل	السالسل	ADJ
alkej-816	352	10	الزمني	الزمني	PROPN
alkej-816	352	11	وغي	وغي	INTJ
alkej-816	352	12	والتكاليف	والتكاليف	PROPN
alkej-816	352	13	الخام	الخام	PROPN
alkej-816	352	14	للمواد	للمواد	PROPN
alkej-816	352	15	كمصادر	كمصادر	PROPN
alkej-816	352	16	الصحيحة	الصحيحة	PROPN
alkej-816	352	17	البيانات	البيانات	PROPN
alkej-816	352	18	إعطاء	إعطاء	PROPN
alkej-816	352	19	خالل	خالل	PROPN
alkej-816	352	20	من	من	PROPN
alkej-816	352	21	األخرى	األخرى	PROPN
alkej-816	352	22	القدرات	القدرات	PROPN
alkej-816	352	23	تكامل	تكامل	PROPN
alkej-816	353	1	في	في	ADP
alkej-816	353	2	والمساعدة	والمساعدة	NOUN
alkej-816	354	1	لألنظمة	لألنظمة	PROPN
alkej-816	354	2	والخارجية	والخارجية	PROPN
alkej-816	354	3	.رهاالداخلية	.رهاالداخلية	PUNCT
alkej-816	354	4	–	–	PUNCT
alkej-816	354	5	شهر	شهر	NOUN
alkej-816	354	6	–	–	PUNCT
alkej-816	354	7	يوم	يوم	NOUN
alkej-816	354	8	للعاملين	للعاملين	VERB
alkej-816	354	9	ع	ع	PROPN
alkej-816	354	10	الصيانة	الصيانة	PROPN
alkej-816	354	11	تم	تم	PROPN
alkej-816	354	12	انشاء	انشاء	PROPN
alkej-816	354	13	واجهات	واجهات	AUX
alkej-816	354	14	تسهل	تسهل	VERB
alkej-816	354	15	ع	ع	X
alkej-816	354	16	المستخدمين	المستخدمين	ADJ
alkej-816	354	17	تطبيقها	تطبيقها	NOUN
alkej-816	354	18	باستخدام	باستخدام	PROPN
alkej-816	354	19	برنامج	برنامج	NOUN
alkej-816	354	20	بايثون	بايثون	PROPN
alkej-816	354	21	ممثلة	ممثلة	PROPN
alkej-816	354	22	بإدخال	بإدخال	VERB
alkej-816	355	1	االزمان	االزمان	PROPN
alkej-816	355	2	ساعة	ساعة	NOUN
alkej-816	355	3	التنبؤولتسهيل	التنبؤولتسهيل	NOUN
alkej-816	355	4	بنوع	بنوع	VERB
alkej-816	355	5	ومكان	ومكان	PROPN
alkej-816	355	6	الفشل	الفشل	PROPN
alkej-816	355	7	.	.	PUNCT
alkej-816	356	1	للتنبؤسنة	للتنبؤسنة	PROPN