id	sid	tid	token	lemma	pos
bracis-33549	1	1	a	a	DET
bracis-33549	1	2	data	data	NOUN
bracis-33549	1	3	distribution	distribution	NOUN
bracis-33549	1	4	-	-	PUNCT
bracis-33549	1	5	based	base	VERB
bracis-33549	1	6	ensemble	ensemble	ADJ
bracis-33549	1	7	generation	generation	NOUN
bracis-33549	1	8	applied	apply	VERB
bracis-33549	1	9	to	to	ADP
bracis-33549	1	10	 	 	SPACE
bracis-33549	1	11	wind	wind	NOUN
bracis-33549	1	12	speed	speed	NOUN
bracis-33549	1	13	forecasting	forecasting	NOUN
bracis-33549	1	14	|	|	CCONJ
bracis-33549	1	15	springer	springer	NOUN
bracis-33549	1	16	nature	nature	PROPN
bracis-33549	1	17	link	link	PROPN
bracis-33549	1	18	(	(	PUNCT
bracis-33549	1	19	formerly	formerly	ADV
bracis-33549	1	20	springerlink	springerlink	NOUN
bracis-33549	1	21	)	)	PUNCT
bracis-33549	1	22	skip	skip	VERB
bracis-33549	1	23	to	to	ADP
bracis-33549	1	24	main	main	ADJ
bracis-33549	1	25	content	content	NOUN
bracis-33549	1	26	advertisement	advertisement	NOUN
bracis-33549	1	27	log	log	NOUN
bracis-33549	1	28	in	in	ADP
bracis-33549	1	29	menu	menu	NOUN
bracis-33549	1	30	find	find	VERB
bracis-33549	1	31	a	a	DET
bracis-33549	1	32	journal	journal	NOUN
bracis-33549	1	33	publish	publish	VERB
bracis-33549	1	34	with	with	ADP
bracis-33549	1	35	us	we	PRON
bracis-33549	1	36	track	track	VERB
bracis-33549	1	37	your	your	PRON
bracis-33549	1	38	research	research	NOUN
bracis-33549	1	39	search	search	NOUN
bracis-33549	1	40	cart	cart	NOUN
bracis-33549	1	41	home	home	NOUN
bracis-33549	1	42	intelligent	intelligent	ADJ
bracis-33549	1	43	systems	system	NOUN
bracis-33549	1	44	conference	conference	NOUN
bracis-33549	1	45	paper	paper	NOUN
bracis-33549	1	46	a	a	DET
bracis-33549	1	47	data	data	NOUN
bracis-33549	1	48	distribution	distribution	NOUN
bracis-33549	1	49	-	-	PUNCT
bracis-33549	1	50	based	base	VERB
bracis-33549	1	51	ensemble	ensemble	ADJ
bracis-33549	1	52	generation	generation	NOUN
bracis-33549	1	53	applied	apply	VERB
bracis-33549	1	54	to	to	ADP
bracis-33549	1	55	 	 	SPACE
bracis-33549	1	56	wind	wind	NOUN
bracis-33549	1	57	speed	speed	NOUN
bracis-33549	1	58	forecasting	forecasting	NOUN
bracis-33549	1	59	conference	conference	NOUN
bracis-33549	1	60	paper	paper	NOUN
bracis-33549	1	61	first	first	ADV
bracis-33549	1	62	online	online	ADV
bracis-33549	1	63	:	:	PUNCT
bracis-33549	1	64	30	30	NUM
bracis-33549	1	65	january	january	NOUN
bracis-33549	1	66	2025	2025	NUM
bracis-33549	1	67	pp	pp	ADP
bracis-33549	1	68	17–32	17–32	NUM
bracis-33549	1	69	cite	cite	VERB
bracis-33549	1	70	this	this	DET
bracis-33549	1	71	conference	conference	NOUN
bracis-33549	1	72	paper	paper	NOUN
bracis-33549	1	73	access	access	NOUN
bracis-33549	1	74	provided	provide	VERB
bracis-33549	1	75	by	by	ADP
bracis-33549	1	76	university	university	PROPN
bracis-33549	1	77	of	of	ADP
bracis-33549	1	78	notre	notre	PROPN
bracis-33549	1	79	dame	dame	PROPN
bracis-33549	1	80	hesburgh	hesburgh	PROPN
bracis-33549	1	81	library	library	PROPN
bracis-33549	1	82	download	download	PROPN
bracis-33549	1	83	book	book	NOUN
bracis-33549	1	84	pdf	pdf	PROPN
bracis-33549	1	85	download	download	NOUN
bracis-33549	1	86	book	book	NOUN
bracis-33549	1	87	epub	epub	PROPN
bracis-33549	1	88	intelligent	intelligent	ADJ
bracis-33549	1	89	systems	system	NOUN
bracis-33549	1	90	(	(	PUNCT
bracis-33549	1	91	bracis	bracis	NOUN
bracis-33549	1	92	2024	2024	NUM
bracis-33549	1	93	)	)	PUNCT
bracis-33549	1	94	a	a	DET
bracis-33549	1	95	data	datum	NOUN
bracis-33549	1	96	distribution	distribution	NOUN
bracis-33549	1	97	-	-	PUNCT
bracis-33549	1	98	based	base	VERB
bracis-33549	1	99	ensemble	ensemble	ADJ
bracis-33549	1	100	generation	generation	NOUN
bracis-33549	1	101	applied	apply	VERB
bracis-33549	1	102	to	to	ADP
bracis-33549	1	103	 	 	SPACE
bracis-33549	1	104	wind	wind	NOUN
bracis-33549	1	105	speed	speed	NOUN
bracis-33549	1	106	forecasting	forecasting	NOUN
bracis-33549	1	107	download	download	NOUN
bracis-33549	1	108	book	book	NOUN
bracis-33549	1	109	pdf	pdf	PROPN
bracis-33549	1	110	download	download	NOUN
bracis-33549	1	111	book	book	PROPN
bracis-33549	1	112	epub	epub	PROPN
bracis-33549	1	113	diogo	diogo	PROPN
bracis-33549	1	114	m.	m.	PROPN
bracis-33549	1	115	almeida9	almeida9	PROPN
bracis-33549	1	116	,	,	PUNCT
bracis-33549	2	1	paulo	paulo	PROPN
bracis-33549	2	2	s.	s.	PROPN
bracis-33549	2	3	g.	g.	PROPN
bracis-33549	2	4	de	de	PROPN
bracis-33549	2	5	mattos	mattos	PROPN
bracis-33549	2	6	neto9	neto9	PROPN
bracis-33549	2	7	&	&	CCONJ
bracis-33549	2	8	daniel	daniel	PROPN
bracis-33549	2	9	c.	c.	PROPN
bracis-33549	2	10	cunha9	cunha9	PROPN
bracis-33549	2	11	  	  	SPACE
bracis-33549	2	12	part	part	NOUN
bracis-33549	2	13	of	of	ADP
bracis-33549	2	14	the	the	DET
bracis-33549	2	15	book	book	NOUN
bracis-33549	2	16	series	series	NOUN
bracis-33549	2	17	:	:	PUNCT
bracis-33549	2	18	lecture	lecture	NOUN
bracis-33549	2	19	notes	note	NOUN
bracis-33549	2	20	in	in	ADP
bracis-33549	2	21	computer	computer	NOUN
bracis-33549	2	22	science	science	NOUN
bracis-33549	2	23	(	(	PUNCT
bracis-33549	2	24	(	(	PUNCT
bracis-33549	2	25	lnai	lnai	ADJ
bracis-33549	2	26	,	,	PUNCT
bracis-33549	2	27	volume	volume	NOUN
bracis-33549	2	28	15412	15412	NUM
bracis-33549	2	29	)	)	PUNCT
bracis-33549	2	30	)	)	PUNCT
bracis-33549	2	31	included	include	VERB
bracis-33549	2	32	in	in	ADP
bracis-33549	2	33	the	the	DET
bracis-33549	2	34	following	follow	VERB
bracis-33549	2	35	conference	conference	NOUN
bracis-33549	2	36	series	series	NOUN
bracis-33549	2	37	:	:	PUNCT
bracis-33549	2	38	brazilian	brazilian	ADJ
bracis-33549	2	39	conference	conference	NOUN
bracis-33549	2	40	on	on	ADP
bracis-33549	2	41	intelligent	intelligent	ADJ
bracis-33549	2	42	systems	system	NOUN
bracis-33549	2	43	474	474	NUM
bracis-33549	2	44	accesses	access	VERB
bracis-33549	2	45	abstract	abstract	ADJ
bracis-33549	2	46	variability	variability	NOUN
bracis-33549	2	47	in	in	ADP
bracis-33549	2	48	wind	wind	NOUN
bracis-33549	2	49	intensity	intensity	NOUN
bracis-33549	2	50	and	and	CCONJ
bracis-33549	2	51	direction	direction	NOUN
bracis-33549	2	52	causes	cause	VERB
bracis-33549	2	53	unstable	unstable	ADJ
bracis-33549	2	54	electricity	electricity	NOUN
bracis-33549	2	55	supply	supply	NOUN
bracis-33549	2	56	to	to	ADP
bracis-33549	2	57	the	the	DET
bracis-33549	2	58	power	power	NOUN
bracis-33549	2	59	system	system	NOUN
bracis-33549	2	60	,	,	PUNCT
bracis-33549	2	61	making	make	VERB
bracis-33549	2	62	integrating	integrate	VERB
bracis-33549	2	63	this	this	DET
bracis-33549	2	64	energy	energy	NOUN
bracis-33549	2	65	into	into	ADP
bracis-33549	2	66	the	the	DET
bracis-33549	2	67	electrical	electrical	ADJ
bracis-33549	2	68	system	system	NOUN
bracis-33549	2	69	a	a	DET
bracis-33549	2	70	significant	significant	ADJ
bracis-33549	2	71	challenge	challenge	NOUN
bracis-33549	2	72	for	for	ADP
bracis-33549	2	73	operations	operation	NOUN
bracis-33549	2	74	and	and	CCONJ
bracis-33549	2	75	planning	planning	NOUN
bracis-33549	2	76	practices	practice	NOUN
bracis-33549	2	77	.	.	PUNCT
bracis-33549	3	1	ensembles	ensemble	NOUN
bracis-33549	3	2	can	can	AUX
bracis-33549	3	3	be	be	AUX
bracis-33549	3	4	used	use	VERB
bracis-33549	3	5	as	as	ADP
bracis-33549	3	6	an	an	DET
bracis-33549	3	7	alternative	alternative	NOUN
bracis-33549	3	8	to	to	PART
bracis-33549	3	9	address	address	VERB
bracis-33549	3	10	the	the	DET
bracis-33549	3	11	complex	complex	ADJ
bracis-33549	3	12	patterns	pattern	NOUN
bracis-33549	3	13	over	over	ADP
bracis-33549	3	14	time	time	NOUN
bracis-33549	3	15	in	in	ADP
bracis-33549	3	16	wind	wind	NOUN
bracis-33549	3	17	speed	speed	NOUN
bracis-33549	3	18	time	time	NOUN
bracis-33549	3	19	series	series	NOUN
bracis-33549	3	20	.	.	PUNCT
bracis-33549	4	1	the	the	DET
bracis-33549	4	2	appropriate	appropriate	ADJ
bracis-33549	4	3	size	size	NOUN
bracis-33549	4	4	of	of	ADP
bracis-33549	4	5	the	the	DET
bracis-33549	4	6	training	training	NOUN
bracis-33549	4	7	partition	partition	NOUN
bracis-33549	4	8	for	for	ADP
bracis-33549	4	9	ensemble	ensemble	ADJ
bracis-33549	4	10	models	model	NOUN
bracis-33549	4	11	depends	depend	VERB
bracis-33549	4	12	on	on	ADP
bracis-33549	4	13	dataset	dataset	ADJ
bracis-33549	4	14	characteristics	characteristic	NOUN
bracis-33549	4	15	.	.	PUNCT
bracis-33549	5	1	and	and	CCONJ
bracis-33549	5	2	,	,	PUNCT
bracis-33549	5	3	to	to	PART
bracis-33549	5	4	enhance	enhance	VERB
bracis-33549	5	5	model	model	NOUN
bracis-33549	5	6	training	training	NOUN
bracis-33549	5	7	efficiency	efficiency	NOUN
bracis-33549	5	8	,	,	PUNCT
bracis-33549	5	9	it	it	PRON
bracis-33549	5	10	is	be	AUX
bracis-33549	5	11	important	important	ADJ
bracis-33549	5	12	to	to	PART
bracis-33549	5	13	minimize	minimize	VERB
bracis-33549	5	14	repetitive	repetitive	ADJ
bracis-33549	5	15	data	datum	NOUN
bracis-33549	5	16	.	.	PUNCT
bracis-33549	6	1	by	by	ADP
bracis-33549	6	2	maintaining	maintain	VERB
bracis-33549	6	3	a	a	DET
bracis-33549	6	4	concise	concise	ADJ
bracis-33549	6	5	training	training	NOUN
bracis-33549	6	6	set	set	NOUN
bracis-33549	6	7	,	,	PUNCT
bracis-33549	6	8	it	it	PRON
bracis-33549	6	9	becomes	become	VERB
bracis-33549	6	10	easier	easy	ADJ
bracis-33549	6	11	to	to	PART
bracis-33549	6	12	meet	meet	VERB
bracis-33549	6	13	the	the	DET
bracis-33549	6	14	requirements	requirement	NOUN
bracis-33549	6	15	of	of	ADP
bracis-33549	6	16	software	software	NOUN
bracis-33549	6	17	and	and	CCONJ
bracis-33549	6	18	hardware	hardware	NOUN
bracis-33549	6	19	constraints	constraint	NOUN
bracis-33549	6	20	.	.	PUNCT
bracis-33549	7	1	mainly	mainly	ADV
bracis-33549	7	2	because	because	SCONJ
bracis-33549	7	3	,	,	PUNCT
bracis-33549	7	4	there	there	PRON
bracis-33549	7	5	is	be	VERB
bracis-33549	7	6	a	a	DET
bracis-33549	7	7	growing	grow	VERB
bracis-33549	7	8	interest	interest	NOUN
bracis-33549	7	9	in	in	ADP
bracis-33549	7	10	deploying	deploy	VERB
bracis-33549	7	11	machine	machine	NOUN
bracis-33549	7	12	learning	learning	NOUN
bracis-33549	7	13	models	model	NOUN
bracis-33549	7	14	on	on	ADP
bracis-33549	7	15	edge	edge	NOUN
bracis-33549	7	16	devices	device	NOUN
bracis-33549	7	17	.	.	PUNCT
bracis-33549	8	1	for	for	ADP
bracis-33549	8	2	these	these	DET
bracis-33549	8	3	reasons	reason	NOUN
bracis-33549	8	4	,	,	PUNCT
bracis-33549	8	5	a	a	DET
bracis-33549	8	6	new	new	ADJ
bracis-33549	8	7	method	method	NOUN
bracis-33549	8	8	called	call	VERB
bracis-33549	8	9	local	local	ADJ
bracis-33549	8	10	distribution	distribution	NOUN
bracis-33549	8	11	(	(	PUNCT
bracis-33549	8	12	locdist	locdist	NOUN
bracis-33549	8	13	)	)	PUNCT
bracis-33549	8	14	has	have	AUX
bracis-33549	8	15	been	be	AUX
bracis-33549	8	16	introduced	introduce	VERB
bracis-33549	8	17	in	in	ADP
bracis-33549	8	18	this	this	DET
bracis-33549	8	19	paper	paper	NOUN
bracis-33549	8	20	to	to	PART
bracis-33549	8	21	predict	predict	VERB
bracis-33549	8	22	wind	wind	NOUN
bracis-33549	8	23	speed	speed	NOUN
bracis-33549	8	24	,	,	PUNCT
bracis-33549	8	25	utilizing	utilize	VERB
bracis-33549	8	26	local	local	ADJ
bracis-33549	8	27	pattern	pattern	NOUN
bracis-33549	8	28	recognition	recognition	NOUN
bracis-33549	8	29	based	base	VERB
bracis-33549	8	30	on	on	ADP
bracis-33549	8	31	data	datum	NOUN
bracis-33549	8	32	distribution	distribution	NOUN
bracis-33549	8	33	.	.	PUNCT
bracis-33549	9	1	in	in	ADP
bracis-33549	9	2	testing	test	VERB
bracis-33549	9	3	with	with	ADP
bracis-33549	9	4	three	three	NUM
bracis-33549	9	5	wind	wind	NOUN
bracis-33549	9	6	speed	speed	NOUN
bracis-33549	9	7	time	time	NOUN
bracis-33549	9	8	series	series	NOUN
bracis-33549	9	9	,	,	PUNCT
bracis-33549	9	10	locdist	locdist	NOUN
bracis-33549	9	11	created	create	VERB
bracis-33549	9	12	a	a	DET
bracis-33549	9	13	compact	compact	ADJ
bracis-33549	9	14	training	training	NOUN
bracis-33549	9	15	subset	subset	VERB
bracis-33549	9	16	with	with	ADP
bracis-33549	9	17	less	less	ADJ
bracis-33549	9	18	than	than	ADP
bracis-33549	9	19	20	20	NUM
bracis-33549	9	20	%	%	NOUN
bracis-33549	9	21	of	of	ADP
bracis-33549	9	22	the	the	DET
bracis-33549	9	23	training	training	NOUN
bracis-33549	9	24	data	datum	NOUN
bracis-33549	9	25	.	.	PUNCT
bracis-33549	10	1	the	the	DET
bracis-33549	10	2	diebold	diebold	PROPN
bracis-33549	10	3	-	-	PUNCT
bracis-33549	10	4	mariano	mariano	PROPN
bracis-33549	10	5	hypothesis	hypothesis	NOUN
bracis-33549	10	6	test	test	NOUN
bracis-33549	10	7	was	be	AUX
bracis-33549	10	8	employed	employ	VERB
bracis-33549	10	9	to	to	PART
bracis-33549	10	10	assess	assess	VERB
bracis-33549	10	11	the	the	DET
bracis-33549	10	12	significance	significance	NOUN
bracis-33549	10	13	of	of	ADP
bracis-33549	10	14	the	the	DET
bracis-33549	10	15	forecast	forecast	NOUN
bracis-33549	10	16	errors	error	NOUN
bracis-33549	10	17	of	of	ADP
bracis-33549	10	18	the	the	DET
bracis-33549	10	19	proposal	proposal	NOUN
bracis-33549	10	20	compared	compare	VERB
bracis-33549	10	21	to	to	ADP
bracis-33549	10	22	individual	individual	ADJ
bracis-33549	10	23	and	and	CCONJ
bracis-33549	10	24	bagging	bagging	NOUN
bracis-33549	10	25	methods	method	NOUN
bracis-33549	10	26	that	that	PRON
bracis-33549	10	27	use	use	VERB
bracis-33549	10	28	the	the	DET
bracis-33549	10	29	entire	entire	ADJ
bracis-33549	10	30	training	training	NOUN
bracis-33549	10	31	set	set	NOUN
bracis-33549	10	32	.	.	PUNCT
bracis-33549	11	1	the	the	DET
bracis-33549	11	2	locdist	locdist	NOUN
bracis-33549	11	3	method	method	NOUN
bracis-33549	11	4	with	with	ADP
bracis-33549	11	5	long	long	ADJ
bracis-33549	11	6	short	short	ADJ
bracis-33549	11	7	-	-	PUNCT
bracis-33549	11	8	term	term	NOUN
bracis-33549	11	9	memory	memory	NOUN
bracis-33549	11	10	(	(	PUNCT
bracis-33549	11	11	lstm	lstm	NOUN
bracis-33549	11	12	)	)	PUNCT
bracis-33549	11	13	and	and	CCONJ
bracis-33549	11	14	gated	gate	VERB
bracis-33549	11	15	recurrent	recurrent	ADJ
bracis-33549	11	16	unit	unit	NOUN
bracis-33549	11	17	(	(	PUNCT
bracis-33549	11	18	gru	gru	PROPN
bracis-33549	11	19	)	)	PUNCT
bracis-33549	11	20	won	win	VERB
bracis-33549	11	21	in	in	ADP
bracis-33549	11	22	100	100	NUM
bracis-33549	11	23	%	%	NOUN
bracis-33549	11	24	of	of	ADP
bracis-33549	11	25	the	the	DET
bracis-33549	11	26	cases	case	NOUN
bracis-33549	11	27	.	.	PUNCT
bracis-33549	12	1	additionally	additionally	ADV
bracis-33549	12	2	,	,	PUNCT
bracis-33549	12	3	the	the	DET
bracis-33549	12	4	locdist	locdist	NOUN
bracis-33549	12	5	with	with	ADP
bracis-33549	12	6	extreme	extreme	ADJ
bracis-33549	12	7	learning	learning	NOUN
bracis-33549	12	8	machines	machine	NOUN
bracis-33549	12	9	(	(	PUNCT
bracis-33549	12	10	elm	elm	NOUN
bracis-33549	12	11	)	)	PUNCT
bracis-33549	12	12	and	and	CCONJ
bracis-33549	12	13	autoregressive	autoregressive	ADJ
bracis-33549	12	14	integrated	integrated	ADJ
bracis-33549	12	15	moving	move	VERB
bracis-33549	12	16	average	average	ADJ
bracis-33549	12	17	(	(	PUNCT
bracis-33549	12	18	arima	arima	PROPN
bracis-33549	12	19	)	)	PUNCT
bracis-33549	12	20	won	win	VERB
bracis-33549	12	21	or	or	CCONJ
bracis-33549	12	22	tied	tie	VERB
bracis-33549	12	23	in	in	ADP
bracis-33549	12	24	83	83	NUM
bracis-33549	12	25	%	%	NOUN
bracis-33549	12	26	and	and	CCONJ
bracis-33549	12	27	66	66	NUM
bracis-33549	12	28	%	%	NOUN
bracis-33549	12	29	of	of	ADP
bracis-33549	12	30	the	the	DET
bracis-33549	12	31	cases	case	NOUN
bracis-33549	12	32	,	,	PUNCT
bracis-33549	12	33	respectively	respectively	ADV
bracis-33549	12	34	.	.	PUNCT
bracis-33549	13	1	access	access	NOUN
bracis-33549	13	2	provided	provide	VERB
bracis-33549	13	3	by	by	ADP
bracis-33549	13	4	university	university	PROPN
bracis-33549	13	5	of	of	ADP
bracis-33549	13	6	notre	notre	PROPN
bracis-33549	13	7	dame	dame	PROPN
bracis-33549	13	8	hesburgh	hesburgh	PROPN
bracis-33549	13	9	library	library	PROPN
bracis-33549	13	10	.	.	PUNCT
bracis-33549	14	1	download	download	PROPN
bracis-33549	14	2	conference	conference	NOUN
bracis-33549	14	3	paper	paper	NOUN
bracis-33549	14	4	pdf	pdf	NOUN
bracis-33549	14	5	similar	similar	ADJ
bracis-33549	14	6	content	content	NOUN
bracis-33549	14	7	being	be	AUX
bracis-33549	14	8	viewed	view	VERB
bracis-33549	14	9	by	by	ADP
bracis-33549	14	10	others	other	NOUN
bracis-33549	14	11	short	short	ADJ
bracis-33549	14	12	-	-	PUNCT
bracis-33549	14	13	term	term	NOUN
bracis-33549	14	14	forecasting	forecasting	NOUN
bracis-33549	14	15	of	of	ADP
bracis-33549	14	16	wind	wind	NOUN
bracis-33549	14	17	speed	speed	NOUN
bracis-33549	14	18	using	use	VERB
bracis-33549	14	19	time	time	NOUN
bracis-33549	14	20	division	division	NOUN
bracis-33549	14	21	ensemble	ensemble	ADJ
bracis-33549	14	22	of	of	ADP
bracis-33549	14	23	hierarchical	hierarchical	ADJ
bracis-33549	14	24	deep	deep	ADJ
bracis-33549	14	25	neural	neural	ADJ
bracis-33549	14	26	networks	network	NOUN
bracis-33549	14	27	article	article	NOUN
bracis-33549	14	28	04	04	NUM
bracis-33549	14	29	march	march	NOUN
bracis-33549	14	30	2020	2020	NUM
bracis-33549	14	31	efficient	efficient	ADJ
bracis-33549	14	32	training	training	NOUN
bracis-33549	14	33	over	over	ADP
bracis-33549	14	34	long	long	ADJ
bracis-33549	14	35	short	short	ADJ
bracis-33549	14	36	-	-	PUNCT
bracis-33549	14	37	term	term	NOUN
bracis-33549	14	38	memory	memory	NOUN
bracis-33549	14	39	networks	network	NOUN
bracis-33549	14	40	for	for	ADP
bracis-33549	14	41	wind	wind	NOUN
bracis-33549	14	42	speed	speed	NOUN
bracis-33549	14	43	forecasting	forecasting	NOUN
bracis-33549	14	44	chapter	chapter	NOUN
bracis-33549	14	45	©	©	PROPN
bracis-33549	14	46	2017	2017	NUM
bracis-33549	14	47	short	short	ADJ
bracis-33549	14	48	-	-	PUNCT
bracis-33549	14	49	term	term	NOUN
bracis-33549	14	50	wind	wind	NOUN
bracis-33549	14	51	power	power	NOUN
bracis-33549	14	52	prediction	prediction	NOUN
bracis-33549	14	53	based	base	VERB
bracis-33549	14	54	on	on	ADP
bracis-33549	14	55	data	datum	NOUN
bracis-33549	14	56	reconstruction	reconstruction	NOUN
bracis-33549	14	57	and	and	CCONJ
bracis-33549	14	58	improved	improve	VERB
bracis-33549	14	59	extreme	extreme	ADJ
bracis-33549	14	60	learning	learning	NOUN
bracis-33549	14	61	machine	machine	NOUN
bracis-33549	14	62	article	article	NOUN
bracis-33549	14	63	12	12	NUM
bracis-33549	14	64	february	february	PROPN
bracis-33549	14	65	2022	2022	NUM
bracis-33549	14	66	1	1	NUM
bracis-33549	14	67	introduction	introduction	NOUN
bracis-33549	14	68	the	the	DET
bracis-33549	14	69	use	use	NOUN
bracis-33549	14	70	of	of	ADP
bracis-33549	14	71	wind	wind	NOUN
bracis-33549	14	72	energy	energy	NOUN
bracis-33549	14	73	is	be	AUX
bracis-33549	14	74	increasing	increase	VERB
bracis-33549	14	75	worldwide	worldwide	ADV
bracis-33549	14	76	each	each	DET
bracis-33549	14	77	year	year	NOUN
bracis-33549	14	78	.	.	PUNCT
bracis-33549	15	1	over	over	ADP
bracis-33549	15	2	the	the	DET
bracis-33549	15	3	past	past	ADJ
bracis-33549	15	4	20	20	NUM
bracis-33549	15	5	years	year	NOUN
bracis-33549	15	6	,	,	PUNCT
bracis-33549	15	7	wind	wind	NOUN
bracis-33549	15	8	energy	energy	NOUN
bracis-33549	15	9	has	have	AUX
bracis-33549	15	10	become	become	VERB
bracis-33549	15	11	the	the	DET
bracis-33549	15	12	primary	primary	ADJ
bracis-33549	15	13	clean	clean	ADJ
bracis-33549	15	14	and	and	CCONJ
bracis-33549	15	15	cost	cost	NOUN
bracis-33549	15	16	-	-	PUNCT
bracis-33549	15	17	competitive	competitive	ADJ
bracis-33549	15	18	energy	energy	NOUN
bracis-33549	15	19	globally	globally	ADV
bracis-33549	15	20	 	 	SPACE
bracis-33549	16	1	[	[	X
bracis-33549	16	2	1	1	NUM
bracis-33549	16	3	]	]	PUNCT
bracis-33549	16	4	.	.	PUNCT
bracis-33549	17	1	in	in	ADP
bracis-33549	17	2	2023	2023	NUM
bracis-33549	17	3	,	,	PUNCT
bracis-33549	17	4	wind	wind	NOUN
bracis-33549	17	5	energy	energy	NOUN
bracis-33549	17	6	reached	reach	VERB
bracis-33549	17	7	the	the	DET
bracis-33549	17	8	historic	historic	ADJ
bracis-33549	17	9	milestone	milestone	NOUN
bracis-33549	17	10	of	of	ADP
bracis-33549	17	11	1	1	NUM
bracis-33549	17	12	tw	tw	NOUN
bracis-33549	17	13	of	of	ADP
bracis-33549	17	14	installed	instal	VERB
bracis-33549	17	15	capacity	capacity	NOUN
bracis-33549	17	16	,	,	PUNCT
bracis-33549	17	17	and	and	CCONJ
bracis-33549	17	18	the	the	DET
bracis-33549	17	19	coming	come	VERB
bracis-33549	17	20	years	year	NOUN
bracis-33549	17	21	will	will	AUX
bracis-33549	17	22	mark	mark	VERB
bracis-33549	17	23	a	a	DET
bracis-33549	17	24	crucial	crucial	ADJ
bracis-33549	17	25	transition	transition	NOUN
bracis-33549	17	26	period	period	NOUN
bracis-33549	17	27	for	for	ADP
bracis-33549	17	28	the	the	DET
bracis-33549	17	29	global	global	ADJ
bracis-33549	17	30	wind	wind	NOUN
bracis-33549	17	31	industry	industry	NOUN
bracis-33549	17	32	.	.	PUNCT
bracis-33549	18	1	it	it	PRON
bracis-33549	18	2	took	take	VERB
bracis-33549	18	3	40	40	NUM
bracis-33549	18	4	years	year	NOUN
bracis-33549	18	5	to	to	PART
bracis-33549	18	6	reach	reach	VERB
bracis-33549	18	7	this	this	DET
bracis-33549	18	8	milestone	milestone	NOUN
bracis-33549	18	9	,	,	PUNCT
bracis-33549	18	10	but	but	CCONJ
bracis-33549	18	11	the	the	DET
bracis-33549	18	12	next	next	ADJ
bracis-33549	18	13	1	1	NUM
bracis-33549	18	14	tw	tw	NOUN
bracis-33549	18	15	will	will	AUX
bracis-33549	18	16	take	take	VERB
bracis-33549	18	17	less	less	ADJ
bracis-33549	18	18	than	than	ADP
bracis-33549	18	19	a	a	DET
bracis-33549	18	20	decade	decade	NOUN
bracis-33549	18	21	 	 	SPACE
bracis-33549	19	1	[	[	X
bracis-33549	19	2	2	2	NUM
bracis-33549	19	3	]	]	PUNCT
bracis-33549	19	4	.	.	PUNCT
bracis-33549	20	1	the	the	DET
bracis-33549	20	2	brazilian	brazilian	PROPN
bracis-33549	20	3	northeast	northeast	ADV
bracis-33549	20	4	is	be	AUX
bracis-33549	20	5	a	a	DET
bracis-33549	20	6	region	region	NOUN
bracis-33549	20	7	with	with	ADP
bracis-33549	20	8	some	some	PRON
bracis-33549	20	9	of	of	ADP
bracis-33549	20	10	the	the	DET
bracis-33549	20	11	best	good	ADJ
bracis-33549	20	12	winds	wind	NOUN
bracis-33549	20	13	in	in	ADP
bracis-33549	20	14	the	the	DET
bracis-33549	20	15	world	world	NOUN
bracis-33549	20	16	for	for	ADP
bracis-33549	20	17	wind	wind	NOUN
bracis-33549	20	18	energy	energy	NOUN
bracis-33549	20	19	production	production	NOUN
bracis-33549	20	20	,	,	PUNCT
bracis-33549	20	21	as	as	SCONJ
bracis-33549	20	22	they	they	PRON
bracis-33549	20	23	are	be	AUX
bracis-33549	20	24	more	more	ADV
bracis-33549	20	25	constant	constant	ADJ
bracis-33549	20	26	,	,	PUNCT
bracis-33549	20	27	have	have	VERB
bracis-33549	20	28	stable	stable	ADJ
bracis-33549	20	29	speeds	speed	NOUN
bracis-33549	20	30	,	,	PUNCT
bracis-33549	20	31	and	and	CCONJ
bracis-33549	20	32	do	do	AUX
bracis-33549	20	33	not	not	PART
bracis-33549	20	34	frequently	frequently	ADV
bracis-33549	20	35	change	change	VERB
bracis-33549	20	36	direction	direction	NOUN
bracis-33549	20	37	.	.	PUNCT
bracis-33549	21	1	therefore	therefore	ADV
bracis-33549	21	2	,	,	PUNCT
bracis-33549	21	3	90	90	NUM
bracis-33549	21	4	%	%	NOUN
bracis-33549	21	5	of	of	ADP
bracis-33549	21	6	brazilian	brazilian	ADJ
bracis-33549	21	7	wind	wind	NOUN
bracis-33549	21	8	farms	farm	NOUN
bracis-33549	21	9	are	be	AUX
bracis-33549	21	10	located	locate	VERB
bracis-33549	21	11	in	in	ADP
bracis-33549	21	12	the	the	DET
bracis-33549	21	13	northeast	northeast	ADJ
bracis-33549	21	14	region	region	NOUN
bracis-33549	21	15	 	 	SPACE
bracis-33549	22	1	[	[	X
bracis-33549	22	2	3	3	NUM
bracis-33549	22	3	]	]	PUNCT
bracis-33549	22	4	.	.	PUNCT
bracis-33549	23	1	although	although	SCONJ
bracis-33549	23	2	wind	wind	NOUN
bracis-33549	23	3	energy	energy	NOUN
bracis-33549	23	4	is	be	AUX
bracis-33549	23	5	considered	consider	VERB
bracis-33549	23	6	an	an	DET
bracis-33549	23	7	attractive	attractive	ADJ
bracis-33549	23	8	option	option	NOUN
bracis-33549	23	9	due	due	ADP
bracis-33549	23	10	to	to	ADP
bracis-33549	23	11	its	its	PRON
bracis-33549	23	12	abundance	abundance	NOUN
bracis-33549	23	13	and	and	CCONJ
bracis-33549	23	14	ecological	ecological	ADJ
bracis-33549	23	15	benefits	benefit	NOUN
bracis-33549	23	16	,	,	PUNCT
bracis-33549	23	17	several	several	ADJ
bracis-33549	23	18	challenges	challenge	NOUN
bracis-33549	23	19	are	be	AUX
bracis-33549	23	20	still	still	ADV
bracis-33549	23	21	faced	face	VERB
bracis-33549	23	22	in	in	ADP
bracis-33549	23	23	its	its	PRON
bracis-33549	23	24	exploitation	exploitation	NOUN
bracis-33549	23	25	,	,	PUNCT
bracis-33549	23	26	such	such	ADJ
bracis-33549	23	27	as	as	ADP
bracis-33549	23	28	the	the	DET
bracis-33549	23	29	variability	variability	NOUN
bracis-33549	23	30	in	in	ADP
bracis-33549	23	31	wind	wind	NOUN
bracis-33549	23	32	intensity	intensity	NOUN
bracis-33549	23	33	and	and	CCONJ
bracis-33549	23	34	direction	direction	NOUN
bracis-33549	23	35	,	,	PUNCT
bracis-33549	23	36	causing	cause	VERB
bracis-33549	23	37	unstable	unstable	ADJ
bracis-33549	23	38	electricity	electricity	NOUN
bracis-33549	23	39	supply	supply	NOUN
bracis-33549	23	40	to	to	ADP
bracis-33549	23	41	the	the	DET
bracis-33549	23	42	power	power	NOUN
bracis-33549	23	43	system	system	NOUN
bracis-33549	23	44	 	 	SPACE
bracis-33549	24	1	[	[	X
bracis-33549	24	2	4	4	NUM
bracis-33549	24	3	]	]	PUNCT
bracis-33549	24	4	.	.	PUNCT
bracis-33549	25	1	integrating	integrate	VERB
bracis-33549	25	2	this	this	DET
bracis-33549	25	3	energy	energy	NOUN
bracis-33549	25	4	into	into	ADP
bracis-33549	25	5	the	the	DET
bracis-33549	25	6	electrical	electrical	ADJ
bracis-33549	25	7	system	system	NOUN
bracis-33549	25	8	represents	represent	VERB
bracis-33549	25	9	a	a	DET
bracis-33549	25	10	significant	significant	ADJ
bracis-33549	25	11	challenge	challenge	NOUN
bracis-33549	25	12	for	for	ADP
bracis-33549	25	13	operations	operation	NOUN
bracis-33549	25	14	and	and	CCONJ
bracis-33549	25	15	planning	planning	NOUN
bracis-33549	25	16	practices	practice	NOUN
bracis-33549	25	17	 	 	SPACE
bracis-33549	26	1	[	[	X
bracis-33549	26	2	5	5	NUM
bracis-33549	26	3	]	]	PUNCT
bracis-33549	26	4	.	.	PUNCT
bracis-33549	27	1	hence	hence	ADV
bracis-33549	27	2	,	,	PUNCT
bracis-33549	27	3	wind	wind	NOUN
bracis-33549	27	4	energy	energy	NOUN
bracis-33549	27	5	systems	system	NOUN
bracis-33549	27	6	’	'	PUNCT
bracis-33549	27	7	planning	planning	NOUN
bracis-33549	27	8	,	,	PUNCT
bracis-33549	27	9	scheduling	scheduling	NOUN
bracis-33549	27	10	,	,	PUNCT
bracis-33549	27	11	maintenance	maintenance	NOUN
bracis-33549	27	12	,	,	PUNCT
bracis-33549	27	13	and	and	CCONJ
bracis-33549	27	14	control	control	NOUN
bracis-33549	27	15	depend	depend	VERB
bracis-33549	27	16	on	on	ADP
bracis-33549	27	17	wind	wind	NOUN
bracis-33549	27	18	speed	speed	NOUN
bracis-33549	27	19	forecasting	forecasting	NOUN
bracis-33549	27	20	,	,	PUNCT
bracis-33549	27	21	making	make	VERB
bracis-33549	27	22	it	it	PRON
bracis-33549	27	23	essential	essential	ADJ
bracis-33549	27	24	to	to	PART
bracis-33549	27	25	obtain	obtain	VERB
bracis-33549	27	26	wind	wind	NOUN
bracis-33549	27	27	speeds	speed	NOUN
bracis-33549	27	28	in	in	ADP
bracis-33549	27	29	advance	advance	NOUN
bracis-33549	27	30	 	 	SPACE
bracis-33549	28	1	[	[	X
bracis-33549	28	2	4	4	NUM
bracis-33549	28	3	]	]	PUNCT
bracis-33549	28	4	.	.	PUNCT
bracis-33549	29	1	for	for	ADP
bracis-33549	29	2	these	these	DET
bracis-33549	29	3	reasons	reason	NOUN
bracis-33549	29	4	,	,	PUNCT
bracis-33549	29	5	the	the	DET
bracis-33549	29	6	analysis	analysis	NOUN
bracis-33549	29	7	and	and	CCONJ
bracis-33549	29	8	evaluation	evaluation	NOUN
bracis-33549	29	9	of	of	ADP
bracis-33549	29	10	this	this	DET
bracis-33549	29	11	type	type	NOUN
bracis-33549	29	12	of	of	ADP
bracis-33549	29	13	energy	energy	NOUN
bracis-33549	29	14	have	have	AUX
bracis-33549	29	15	attracted	attract	VERB
bracis-33549	29	16	the	the	DET
bracis-33549	29	17	attention	attention	NOUN
bracis-33549	29	18	of	of	ADP
bracis-33549	29	19	researchers	researcher	NOUN
bracis-33549	29	20	worldwide	worldwide	ADV
bracis-33549	29	21	 	 	SPACE
bracis-33549	30	1	[	[	X
bracis-33549	30	2	6	6	NUM
bracis-33549	30	3	]	]	PUNCT
bracis-33549	30	4	.	.	PUNCT
bracis-33549	31	1	various	various	ADJ
bracis-33549	31	2	machine	machine	NOUN
bracis-33549	31	3	learning	learning	NOUN
bracis-33549	31	4	methods	method	NOUN
bracis-33549	31	5	have	have	AUX
bracis-33549	31	6	already	already	ADV
bracis-33549	31	7	been	be	AUX
bracis-33549	31	8	applied	apply	VERB
bracis-33549	31	9	to	to	AUX
bracis-33549	31	10	wind	wind	NOUN
bracis-33549	31	11	speed	speed	NOUN
bracis-33549	31	12	forecasting	forecasting	NOUN
bracis-33549	31	13	,	,	PUNCT
bracis-33549	31	14	such	such	ADJ
bracis-33549	31	15	as	as	ADP
bracis-33549	31	16	support	support	NOUN
bracis-33549	31	17	vector	vector	NOUN
bracis-33549	31	18	regression	regression	NOUN
bracis-33549	31	19	(	(	PUNCT
bracis-33549	31	20	svr	svr	PROPN
bracis-33549	31	21	)	)	PUNCT
bracis-33549	31	22	 	 	SPACE
bracis-33549	32	1	[	[	X
bracis-33549	32	2	7,8,9	7,8,9	NOUN
bracis-33549	32	3	]	]	X
bracis-33549	32	4	,	,	PUNCT
bracis-33549	32	5	extreme	extreme	ADJ
bracis-33549	32	6	learning	learning	NOUN
bracis-33549	32	7	machines	machine	NOUN
bracis-33549	32	8	(	(	PUNCT
bracis-33549	32	9	elm	elm	PROPN
bracis-33549	32	10	)	)	PUNCT
bracis-33549	32	11	 	 	SPACE
bracis-33549	33	1	[	[	X
bracis-33549	33	2	10	10	NUM
bracis-33549	33	3	]	]	PUNCT
bracis-33549	33	4	,	,	PUNCT
bracis-33549	33	5	long	long	ADJ
bracis-33549	33	6	short	short	ADJ
bracis-33549	33	7	-	-	PUNCT
bracis-33549	33	8	term	term	NOUN
bracis-33549	33	9	memory	memory	NOUN
bracis-33549	33	10	(	(	PUNCT
bracis-33549	33	11	lstm	lstm	NOUN
bracis-33549	33	12	)	)	PUNCT
bracis-33549	33	13	 	 	SPACE
bracis-33549	34	1	[	[	X
bracis-33549	34	2	11	11	NUM
bracis-33549	34	3	,	,	PUNCT
bracis-33549	34	4	12	12	NUM
bracis-33549	34	5	]	]	PUNCT
bracis-33549	34	6	,	,	PUNCT
bracis-33549	34	7	and	and	CCONJ
bracis-33549	34	8	gated	gate	VERB
bracis-33549	34	9	recurrent	recurrent	ADJ
bracis-33549	34	10	unit	unit	NOUN
bracis-33549	34	11	(	(	PUNCT
bracis-33549	34	12	gru	gru	PROPN
bracis-33549	34	13	)	)	PUNCT
bracis-33549	34	14	 	 	SPACE
bracis-33549	35	1	[	[	X
bracis-33549	35	2	12	12	NUM
bracis-33549	35	3	]	]	PUNCT
bracis-33549	35	4	.	.	PUNCT
bracis-33549	36	1	each	each	DET
bracis-33549	36	2	model	model	NOUN
bracis-33549	36	3	can	can	AUX
bracis-33549	36	4	recognize	recognize	VERB
bracis-33549	36	5	nonlinear	nonlinear	ADJ
bracis-33549	36	6	patterns	pattern	NOUN
bracis-33549	36	7	in	in	ADP
bracis-33549	36	8	a	a	DET
bracis-33549	36	9	series	series	NOUN
bracis-33549	36	10	and	and	CCONJ
bracis-33549	36	11	has	have	VERB
bracis-33549	36	12	its	its	PRON
bracis-33549	36	13	particularities	particularity	NOUN
bracis-33549	36	14	.	.	PUNCT
bracis-33549	37	1	however	however	ADV
bracis-33549	37	2	,	,	PUNCT
bracis-33549	37	3	wind	wind	NOUN
bracis-33549	37	4	speed	speed	NOUN
bracis-33549	37	5	time	time	NOUN
bracis-33549	37	6	series	series	PROPN
bracis-33549	37	7	display	display	NOUN
bracis-33549	37	8	complex	complex	ADJ
bracis-33549	37	9	patterns	pattern	NOUN
bracis-33549	37	10	 	 	SPACE
bracis-33549	38	1	[	[	X
bracis-33549	38	2	6	6	NUM
bracis-33549	38	3	]	]	PUNCT
bracis-33549	38	4	.	.	PUNCT
bracis-33549	39	1	factors	factor	NOUN
bracis-33549	39	2	such	such	ADJ
bracis-33549	39	3	as	as	ADP
bracis-33549	39	4	regions	region	NOUN
bracis-33549	39	5	’	'	PUNCT
bracis-33549	39	6	surface	surface	NOUN
bracis-33549	39	7	roughness	roughness	NOUN
bracis-33549	39	8	,	,	PUNCT
bracis-33549	39	9	vegetation	vegetation	NOUN
bracis-33549	39	10	variability	variability	NOUN
bracis-33549	39	11	,	,	PUNCT
bracis-33549	39	12	and	and	CCONJ
bracis-33549	39	13	land	land	NOUN
bracis-33549	39	14	use	use	NOUN
bracis-33549	39	15	influence	influence	NOUN
bracis-33549	39	16	wind	wind	NOUN
bracis-33549	39	17	behavior	behavior	NOUN
bracis-33549	39	18	 	 	SPACE
bracis-33549	40	1	[	[	X
bracis-33549	40	2	13	13	NUM
bracis-33549	40	3	]	]	PUNCT
bracis-33549	40	4	.	.	PUNCT
bracis-33549	41	1	furthermore	furthermore	ADV
bracis-33549	41	2	,	,	PUNCT
bracis-33549	41	3	research	research	NOUN
bracis-33549	41	4	shows	show	VERB
bracis-33549	41	5	that	that	SCONJ
bracis-33549	41	6	wind	wind	NOUN
bracis-33549	41	7	speed	speed	NOUN
bracis-33549	41	8	data	datum	NOUN
bracis-33549	41	9	can	can	AUX
bracis-33549	41	10	exhibit	exhibit	VERB
bracis-33549	41	11	a	a	DET
bracis-33549	41	12	wide	wide	ADJ
bracis-33549	41	13	range	range	NOUN
bracis-33549	41	14	of	of	ADP
bracis-33549	41	15	distributions	distribution	NOUN
bracis-33549	41	16	 	 	SPACE
bracis-33549	42	1	[	[	X
bracis-33549	42	2	14	14	NUM
bracis-33549	42	3	]	]	PUNCT
bracis-33549	42	4	,	,	PUNCT
bracis-33549	42	5	and	and	CCONJ
bracis-33549	42	6	these	these	DET
bracis-33549	42	7	time	time	NOUN
bracis-33549	42	8	series	series	PROPN
bracis-33549	42	9	may	may	AUX
bracis-33549	42	10	also	also	ADV
bracis-33549	42	11	reveal	reveal	VERB
bracis-33549	42	12	hidden	hidden	ADJ
bracis-33549	42	13	patterns	pattern	NOUN
bracis-33549	42	14	with	with	ADP
bracis-33549	42	15	chaotic	chaotic	ADJ
bracis-33549	42	16	characteristics	characteristic	NOUN
bracis-33549	42	17	 	 	SPACE
bracis-33549	43	1	[	[	X
bracis-33549	43	2	5	5	NUM
bracis-33549	43	3	]	]	PUNCT
bracis-33549	43	4	.	.	PUNCT
bracis-33549	44	1	as	as	ADP
bracis-33549	44	2	a	a	DET
bracis-33549	44	3	result	result	NOUN
bracis-33549	44	4	,	,	PUNCT
bracis-33549	44	5	accurately	accurately	ADV
bracis-33549	44	6	forecasting	forecast	VERB
bracis-33549	44	7	wind	wind	NOUN
bracis-33549	44	8	speed	speed	NOUN
bracis-33549	44	9	poses	pose	VERB
bracis-33549	44	10	a	a	DET
bracis-33549	44	11	significant	significant	ADJ
bracis-33549	44	12	challenge	challenge	NOUN
bracis-33549	44	13	 	 	SPACE
bracis-33549	45	1	[	[	X
bracis-33549	45	2	6	6	NUM
bracis-33549	45	3	]	]	PUNCT
bracis-33549	45	4	.	.	PUNCT
bracis-33549	46	1	an	an	DET
bracis-33549	46	2	alternative	alternative	NOUN
bracis-33549	46	3	to	to	ADP
bracis-33549	46	4	modeling	model	VERB
bracis-33549	46	5	complex	complex	ADJ
bracis-33549	46	6	patterns	pattern	NOUN
bracis-33549	46	7	over	over	ADP
bracis-33549	46	8	time	time	NOUN
bracis-33549	46	9	in	in	ADP
bracis-33549	46	10	wind	wind	NOUN
bracis-33549	46	11	speed	speed	NOUN
bracis-33549	46	12	time	time	NOUN
bracis-33549	46	13	series	series	NOUN
bracis-33549	46	14	is	be	AUX
bracis-33549	46	15	using	use	VERB
bracis-33549	46	16	ensembles	ensemble	NOUN
bracis-33549	46	17	 	 	SPACE
bracis-33549	47	1	[	[	X
bracis-33549	47	2	6	6	NUM
bracis-33549	47	3	]	]	PUNCT
bracis-33549	47	4	.	.	PUNCT
bracis-33549	48	1	for	for	ADP
bracis-33549	48	2	example	example	NOUN
bracis-33549	48	3	,	,	PUNCT
bracis-33549	48	4	applying	apply	VERB
bracis-33549	48	5	traditional	traditional	ADJ
bracis-33549	48	6	procedures	procedure	NOUN
bracis-33549	48	7	to	to	ADP
bracis-33549	48	8	a	a	DET
bracis-33549	48	9	time	time	NOUN
bracis-33549	48	10	series	series	NOUN
bracis-33549	48	11	with	with	ADP
bracis-33549	48	12	a	a	DET
bracis-33549	48	13	mixed	mixed	ADJ
bracis-33549	48	14	distribution	distribution	NOUN
bracis-33549	48	15	can	can	AUX
bracis-33549	48	16	lead	lead	VERB
bracis-33549	48	17	to	to	ADP
bracis-33549	48	18	misleading	mislead	VERB
bracis-33549	48	19	results	result	NOUN
bracis-33549	48	20	 	 	SPACE
bracis-33549	48	21	[	[	X
bracis-33549	48	22	15	15	NUM
bracis-33549	48	23	]	]	PUNCT
bracis-33549	48	24	.	.	PUNCT
bracis-33549	49	1	therefore	therefore	ADV
bracis-33549	49	2	,	,	PUNCT
bracis-33549	49	3	we	we	PRON
bracis-33549	49	4	understand	understand	VERB
bracis-33549	49	5	that	that	SCONJ
bracis-33549	49	6	ensembles	ensemble	NOUN
bracis-33549	49	7	offer	offer	VERB
bracis-33549	49	8	superior	superior	ADJ
bracis-33549	49	9	prediction	prediction	NOUN
bracis-33549	49	10	accuracy	accuracy	NOUN
bracis-33549	49	11	and	and	CCONJ
bracis-33549	49	12	reduced	reduced	ADJ
bracis-33549	49	13	uncertainty	uncertainty	NOUN
bracis-33549	49	14	compared	compare	VERB
bracis-33549	49	15	to	to	ADP
bracis-33549	49	16	individual	individual	ADJ
bracis-33549	49	17	models	model	NOUN
bracis-33549	49	18	,	,	PUNCT
bracis-33549	49	19	as	as	SCONJ
bracis-33549	49	20	they	they	PRON
bracis-33549	49	21	combine	combine	VERB
bracis-33549	49	22	the	the	DET
bracis-33549	49	23	different	different	ADJ
bracis-33549	49	24	characteristics	characteristic	NOUN
bracis-33549	49	25	of	of	ADP
bracis-33549	49	26	individual	individual	ADJ
bracis-33549	49	27	prediction	prediction	NOUN
bracis-33549	49	28	models	model	NOUN
bracis-33549	49	29	 	 	SPACE
bracis-33549	50	1	[	[	X
bracis-33549	50	2	16,17,18,19,20	16,17,18,19,20	NUM
bracis-33549	50	3	]	]	X
bracis-33549	50	4	,	,	PUNCT
bracis-33549	50	5	especially	especially	ADV
bracis-33549	50	6	in	in	ADP
bracis-33549	50	7	the	the	DET
bracis-33549	50	8	field	field	NOUN
bracis-33549	50	9	of	of	ADP
bracis-33549	50	10	wind	wind	NOUN
bracis-33549	50	11	speed	speed	NOUN
bracis-33549	50	12	forecasting	forecasting	NOUN
bracis-33549	50	13	 	 	SPACE
bracis-33549	51	1	[	[	X
bracis-33549	51	2	6	6	NUM
bracis-33549	51	3	,	,	PUNCT
bracis-33549	51	4	13	13	NUM
bracis-33549	51	5	,	,	PUNCT
bracis-33549	51	6	21,22,23	21,22,23	NUM
bracis-33549	51	7	]	]	PUNCT
bracis-33549	51	8	.	.	PUNCT
bracis-33549	52	1	ensemble	ensemble	ADJ
bracis-33549	52	2	is	be	AUX
bracis-33549	52	3	a	a	DET
bracis-33549	52	4	technique	technique	NOUN
bracis-33549	52	5	used	use	VERB
bracis-33549	52	6	to	to	PART
bracis-33549	52	7	combine	combine	VERB
bracis-33549	52	8	prediction	prediction	NOUN
bracis-33549	52	9	models	model	NOUN
bracis-33549	52	10	 	 	SPACE
bracis-33549	53	1	[	[	X
bracis-33549	53	2	6	6	NUM
bracis-33549	53	3	]	]	PUNCT
bracis-33549	53	4	.	.	PUNCT
bracis-33549	54	1	it	it	PRON
bracis-33549	54	2	involves	involve	VERB
bracis-33549	54	3	at	at	ADV
bracis-33549	54	4	least	least	ADV
bracis-33549	54	5	two	two	NUM
bracis-33549	54	6	steps	step	NOUN
bracis-33549	54	7	:	:	PUNCT
bracis-33549	54	8	generation	generation	NOUN
bracis-33549	54	9	and	and	CCONJ
bracis-33549	54	10	integration	integration	NOUN
bracis-33549	54	11	.	.	PUNCT
bracis-33549	55	1	as	as	SCONJ
bracis-33549	55	2	stated	state	VERB
bracis-33549	55	3	in	in	ADP
bracis-33549	55	4	 	 	SPACE
bracis-33549	55	5	[	[	PUNCT
bracis-33549	55	6	6	6	NUM
bracis-33549	55	7	]	]	PUNCT
bracis-33549	55	8	,	,	PUNCT
bracis-33549	55	9	individual	individual	ADJ
bracis-33549	55	10	models	model	NOUN
bracis-33549	55	11	(	(	PUNCT
bracis-33549	55	12	also	also	ADV
bracis-33549	55	13	known	know	VERB
bracis-33549	55	14	as	as	ADP
bracis-33549	55	15	base	base	NOUN
bracis-33549	55	16	models	model	NOUN
bracis-33549	55	17	)	)	PUNCT
bracis-33549	55	18	use	use	VERB
bracis-33549	55	19	time	time	NOUN
bracis-33549	55	20	series	series	NOUN
bracis-33549	55	21	as	as	ADP
bracis-33549	55	22	input	input	NOUN
bracis-33549	55	23	to	to	PART
bracis-33549	55	24	produce	produce	VERB
bracis-33549	55	25	predictions	prediction	NOUN
bracis-33549	55	26	in	in	ADP
bracis-33549	55	27	generation	generation	NOUN
bracis-33549	55	28	.	.	PUNCT
bracis-33549	56	1	in	in	ADP
bracis-33549	56	2	integration	integration	NOUN
bracis-33549	56	3	,	,	PUNCT
bracis-33549	56	4	the	the	DET
bracis-33549	56	5	predicted	predict	VERB
bracis-33549	56	6	outputs	output	NOUN
bracis-33549	56	7	of	of	ADP
bracis-33549	56	8	the	the	DET
bracis-33549	56	9	base	base	NOUN
bracis-33549	56	10	models	model	NOUN
bracis-33549	56	11	are	be	AUX
bracis-33549	56	12	combined	combine	VERB
bracis-33549	56	13	to	to	PART
bracis-33549	56	14	obtain	obtain	VERB
bracis-33549	56	15	the	the	DET
bracis-33549	56	16	final	final	ADJ
bracis-33549	56	17	prediction	prediction	NOUN
bracis-33549	56	18	.	.	PUNCT
bracis-33549	57	1	diversity	diversity	NOUN
bracis-33549	57	2	among	among	ADP
bracis-33549	57	3	predictions	prediction	NOUN
bracis-33549	57	4	is	be	AUX
bracis-33549	57	5	crucial	crucial	ADJ
bracis-33549	57	6	to	to	ADP
bracis-33549	57	7	recognizing	recognize	VERB
bracis-33549	57	8	different	different	ADJ
bracis-33549	57	9	patterns	pattern	NOUN
bracis-33549	57	10	in	in	ADP
bracis-33549	57	11	the	the	DET
bracis-33549	57	12	time	time	NOUN
bracis-33549	57	13	series	series	NOUN
bracis-33549	57	14	,	,	PUNCT
bracis-33549	57	15	and	and	CCONJ
bracis-33549	57	16	it	it	PRON
bracis-33549	57	17	is	be	AUX
bracis-33549	57	18	one	one	NUM
bracis-33549	57	19	of	of	ADP
bracis-33549	57	20	the	the	DET
bracis-33549	57	21	primary	primary	ADJ
bracis-33549	57	22	objectives	objective	NOUN
bracis-33549	57	23	of	of	ADP
bracis-33549	57	24	using	use	VERB
bracis-33549	57	25	an	an	DET
bracis-33549	57	26	ensemble	ensemble	ADJ
bracis-33549	57	27	 	 	SPACE
bracis-33549	58	1	[	[	X
bracis-33549	58	2	20	20	NUM
bracis-33549	58	3	]	]	PUNCT
bracis-33549	58	4	.	.	PUNCT
bracis-33549	59	1	the	the	DET
bracis-33549	59	2	authors	author	NOUN
bracis-33549	59	3	in	in	ADP
bracis-33549	59	4	 	 	SPACE
bracis-33549	59	5	[	[	X
bracis-33549	59	6	17	17	NUM
bracis-33549	59	7	]	]	PUNCT
bracis-33549	59	8	have	have	AUX
bracis-33549	59	9	reported	report	VERB
bracis-33549	59	10	that	that	SCONJ
bracis-33549	59	11	the	the	DET
bracis-33549	59	12	appropriate	appropriate	ADJ
bracis-33549	59	13	size	size	NOUN
bracis-33549	59	14	of	of	ADP
bracis-33549	59	15	the	the	DET
bracis-33549	59	16	training	training	NOUN
bracis-33549	59	17	partition	partition	NOUN
bracis-33549	59	18	for	for	ADP
bracis-33549	59	19	ensemble	ensemble	ADJ
bracis-33549	59	20	models	model	NOUN
bracis-33549	59	21	varies	vary	VERB
bracis-33549	59	22	depending	depend	VERB
bracis-33549	59	23	on	on	ADP
bracis-33549	59	24	dataset	dataset	ADJ
bracis-33549	59	25	characteristics	characteristic	NOUN
bracis-33549	59	26	 	 	SPACE
bracis-33549	60	1	[	[	X
bracis-33549	60	2	17	17	NUM
bracis-33549	60	3	]	]	PUNCT
bracis-33549	60	4	.	.	PUNCT
bracis-33549	61	1	it	it	PRON
bracis-33549	61	2	is	be	AUX
bracis-33549	61	3	highlighted	highlight	VERB
bracis-33549	61	4	in	in	ADP
bracis-33549	61	5	 	 	SPACE
bracis-33549	61	6	[	[	X
bracis-33549	61	7	24	24	NUM
bracis-33549	61	8	]	]	PUNCT
bracis-33549	61	9	that	that	PRON
bracis-33549	61	10	to	to	PART
bracis-33549	61	11	enhance	enhance	VERB
bracis-33549	61	12	model	model	NOUN
bracis-33549	61	13	training	training	NOUN
bracis-33549	61	14	efficiency	efficiency	NOUN
bracis-33549	61	15	,	,	PUNCT
bracis-33549	61	16	it	it	PRON
bracis-33549	61	17	is	be	AUX
bracis-33549	61	18	important	important	ADJ
bracis-33549	61	19	to	to	PART
bracis-33549	61	20	minimize	minimize	VERB
bracis-33549	61	21	repetitive	repetitive	ADJ
bracis-33549	61	22	data	datum	NOUN
bracis-33549	61	23	.	.	PUNCT
bracis-33549	62	1	by	by	ADP
bracis-33549	62	2	maintaining	maintain	VERB
bracis-33549	62	3	a	a	DET
bracis-33549	62	4	concise	concise	ADJ
bracis-33549	62	5	training	training	NOUN
bracis-33549	62	6	set	set	NOUN
bracis-33549	62	7	,	,	PUNCT
bracis-33549	62	8	it	it	PRON
bracis-33549	62	9	becomes	become	VERB
bracis-33549	62	10	easier	easy	ADJ
bracis-33549	62	11	to	to	PART
bracis-33549	62	12	meet	meet	VERB
bracis-33549	62	13	the	the	DET
bracis-33549	62	14	requirements	requirement	NOUN
bracis-33549	62	15	of	of	ADP
bracis-33549	62	16	software	software	NOUN
bracis-33549	62	17	and	and	CCONJ
bracis-33549	62	18	hardware	hardware	NOUN
bracis-33549	62	19	constraints	constraint	NOUN
bracis-33549	62	20	.	.	PUNCT
bracis-33549	63	1	additionally	additionally	ADV
bracis-33549	63	2	,	,	PUNCT
bracis-33549	63	3	efficient	efficient	ADJ
bracis-33549	63	4	artificial	artificial	ADJ
bracis-33549	63	5	intelligence	intelligence	NOUN
bracis-33549	63	6	(	(	PUNCT
bracis-33549	63	7	ai	ai	NOUN
bracis-33549	63	8	)	)	PUNCT
bracis-33549	63	9	everywhere	everywhere	ADV
bracis-33549	63	10	is	be	AUX
bracis-33549	63	11	a	a	DET
bracis-33549	63	12	goal	goal	NOUN
bracis-33549	63	13	pursued	pursue	VERB
bracis-33549	63	14	by	by	ADP
bracis-33549	63	15	humans	human	NOUN
bracis-33549	63	16	.	.	PUNCT
bracis-33549	64	1	as	as	ADP
bracis-33549	64	2	a	a	DET
bracis-33549	64	3	result	result	NOUN
bracis-33549	64	4	,	,	PUNCT
bracis-33549	64	5	there	there	PRON
bracis-33549	64	6	is	be	VERB
bracis-33549	64	7	a	a	DET
bracis-33549	64	8	growing	grow	VERB
bracis-33549	64	9	interest	interest	NOUN
bracis-33549	64	10	in	in	ADP
bracis-33549	64	11	deploying	deploy	VERB
bracis-33549	64	12	machine	machine	NOUN
bracis-33549	64	13	learning	learning	NOUN
bracis-33549	64	14	models	model	NOUN
bracis-33549	64	15	on	on	ADP
bracis-33549	64	16	edge	edge	NOUN
bracis-33549	64	17	devices	device	NOUN
bracis-33549	64	18	(	(	PUNCT
bracis-33549	64	19	computation	computation	NOUN
bracis-33549	64	20	and	and	CCONJ
bracis-33549	64	21	data	datum	NOUN
bracis-33549	64	22	storage	storage	NOUN
bracis-33549	64	23	closer	close	ADV
bracis-33549	64	24	to	to	ADP
bracis-33549	64	25	the	the	DET
bracis-33549	64	26	sources	source	NOUN
bracis-33549	64	27	of	of	ADP
bracis-33549	64	28	data	datum	NOUN
bracis-33549	64	29	)	)	PUNCT
bracis-33549	64	30	that	that	PRON
bracis-33549	64	31	have	have	VERB
bracis-33549	64	32	stringent	stringent	ADJ
bracis-33549	64	33	constraints	constraint	NOUN
bracis-33549	64	34	on	on	ADP
bracis-33549	64	35	resources	resource	NOUN
bracis-33549	64	36	and	and	CCONJ
bracis-33549	64	37	energy	energy	NOUN
bracis-33549	64	38	 	 	SPACE
bracis-33549	65	1	[	[	X
bracis-33549	65	2	25	25	NUM
bracis-33549	65	3	]	]	PUNCT
bracis-33549	65	4	.	.	PUNCT
bracis-33549	66	1	for	for	ADP
bracis-33549	66	2	these	these	DET
bracis-33549	66	3	reasons	reason	NOUN
bracis-33549	66	4	,	,	PUNCT
bracis-33549	66	5	studies	study	NOUN
bracis-33549	66	6	on	on	ADP
bracis-33549	66	7	the	the	DET
bracis-33549	66	8	ensemble	ensemble	ADJ
bracis-33549	66	9	generation	generation	NOUN
bracis-33549	66	10	stage	stage	NOUN
bracis-33549	66	11	that	that	PRON
bracis-33549	66	12	appropriately	appropriately	ADV
bracis-33549	66	13	define	define	VERB
bracis-33549	66	14	partitions	partition	NOUN
bracis-33549	66	15	for	for	ADP
bracis-33549	66	16	the	the	DET
bracis-33549	66	17	base	base	NOUN
bracis-33549	66	18	models	model	NOUN
bracis-33549	66	19	are	be	AUX
bracis-33549	66	20	desirable	desirable	ADJ
bracis-33549	66	21	in	in	ADP
bracis-33549	66	22	wind	wind	NOUN
bracis-33549	66	23	speed	speed	NOUN
bracis-33549	66	24	prediction	prediction	NOUN
bracis-33549	66	25	.	.	PUNCT
bracis-33549	67	1	especially	especially	ADV
bracis-33549	67	2	because	because	SCONJ
bracis-33549	67	3	in	in	ADP
bracis-33549	67	4	 	 	SPACE
bracis-33549	67	5	[	[	PUNCT
bracis-33549	67	6	26	26	NUM
bracis-33549	67	7	]	]	PUNCT
bracis-33549	67	8	,	,	PUNCT
bracis-33549	67	9	it	it	PRON
bracis-33549	67	10	has	have	AUX
bracis-33549	67	11	been	be	AUX
bracis-33549	67	12	shown	show	VERB
bracis-33549	67	13	that	that	SCONJ
bracis-33549	67	14	it	it	PRON
bracis-33549	67	15	is	be	AUX
bracis-33549	67	16	achievable	achievable	ADJ
bracis-33549	67	17	to	to	PART
bracis-33549	67	18	obtain	obtain	VERB
bracis-33549	67	19	a	a	DET
bracis-33549	67	20	subset	subset	NOUN
bracis-33549	67	21	of	of	ADP
bracis-33549	67	22	wind	wind	NOUN
bracis-33549	67	23	speed	speed	NOUN
bracis-33549	67	24	data	datum	NOUN
bracis-33549	67	25	partitions	partition	NOUN
bracis-33549	67	26	that	that	PRON
bracis-33549	67	27	adequately	adequately	ADV
bracis-33549	67	28	represent	represent	VERB
bracis-33549	67	29	the	the	DET
bracis-33549	67	30	data	data	NOUN
bracis-33549	67	31	dynamics	dynamic	NOUN
bracis-33549	67	32	throughout	throughout	ADP
bracis-33549	67	33	the	the	DET
bracis-33549	67	34	entire	entire	ADJ
bracis-33549	67	35	analysis	analysis	NOUN
bracis-33549	67	36	period	period	NOUN
bracis-33549	67	37	.	.	PUNCT
bracis-33549	68	1	this	this	DET
bracis-33549	68	2	fact	fact	NOUN
bracis-33549	68	3	suggests	suggest	VERB
bracis-33549	68	4	that	that	SCONJ
bracis-33549	68	5	wind	wind	NOUN
bracis-33549	68	6	speed	speed	NOUN
bracis-33549	68	7	time	time	NOUN
bracis-33549	68	8	series	series	NOUN
bracis-33549	68	9	exhibit	exhibit	VERB
bracis-33549	68	10	redundancy	redundancy	NOUN
bracis-33549	68	11	in	in	ADP
bracis-33549	68	12	their	their	PRON
bracis-33549	68	13	patterns	pattern	NOUN
bracis-33549	68	14	,	,	PUNCT
bracis-33549	68	15	rendering	render	VERB
bracis-33549	68	16	it	it	PRON
bracis-33549	68	17	unnecessary	unnecessary	ADJ
bracis-33549	68	18	to	to	PART
bracis-33549	68	19	utilize	utilize	VERB
bracis-33549	68	20	the	the	DET
bracis-33549	68	21	entire	entire	ADJ
bracis-33549	68	22	training	training	NOUN
bracis-33549	68	23	set	set	VERB
bracis-33549	68	24	for	for	ADP
bracis-33549	68	25	model	model	NOUN
bracis-33549	68	26	training	training	NOUN
bracis-33549	68	27	.	.	PUNCT
bracis-33549	69	1	so	so	ADV
bracis-33549	69	2	,	,	PUNCT
bracis-33549	69	3	the	the	DET
bracis-33549	69	4	proposal	proposal	NOUN
bracis-33549	69	5	of	of	ADP
bracis-33549	69	6	this	this	DET
bracis-33549	69	7	paper	paper	NOUN
bracis-33549	69	8	introduces	introduce	VERB
bracis-33549	69	9	a	a	DET
bracis-33549	69	10	new	new	ADJ
bracis-33549	69	11	generation	generation	NOUN
bracis-33549	69	12	method	method	NOUN
bracis-33549	69	13	for	for	ADP
bracis-33549	69	14	homogeneous	homogeneous	ADJ
bracis-33549	69	15	ensembles	ensemble	NOUN
bracis-33549	69	16	,	,	PUNCT
bracis-33549	69	17	composed	compose	VERB
bracis-33549	69	18	of	of	ADP
bracis-33549	69	19	a	a	DET
bracis-33549	69	20	single	single	ADJ
bracis-33549	69	21	type	type	NOUN
bracis-33549	69	22	of	of	ADP
bracis-33549	69	23	base	base	NOUN
bracis-33549	69	24	model	model	NOUN
bracis-33549	69	25	,	,	PUNCT
bracis-33549	69	26	to	to	PART
bracis-33549	69	27	predict	predict	VERB
bracis-33549	69	28	wind	wind	NOUN
bracis-33549	69	29	speed	speed	NOUN
bracis-33549	69	30	,	,	PUNCT
bracis-33549	69	31	called	call	VERB
bracis-33549	69	32	local	local	ADJ
bracis-33549	69	33	distribution	distribution	NOUN
bracis-33549	69	34	(	(	PUNCT
bracis-33549	69	35	locdist	locdist	NOUN
bracis-33549	69	36	)	)	PUNCT
bracis-33549	69	37	,	,	PUNCT
bracis-33549	69	38	which	which	PRON
bracis-33549	69	39	utilizes	utilize	VERB
bracis-33549	69	40	local	local	ADJ
bracis-33549	69	41	pattern	pattern	NOUN
bracis-33549	69	42	recognition	recognition	NOUN
bracis-33549	69	43	based	base	VERB
bracis-33549	69	44	on	on	ADP
bracis-33549	69	45	data	datum	NOUN
bracis-33549	69	46	distribution	distribution	NOUN
bracis-33549	69	47	.	.	PUNCT
bracis-33549	70	1	this	this	DET
bracis-33549	70	2	method	method	NOUN
bracis-33549	70	3	generates	generate	VERB
bracis-33549	70	4	partitions	partition	NOUN
bracis-33549	70	5	based	base	VERB
bracis-33549	70	6	on	on	ADP
bracis-33549	70	7	local	local	ADJ
bracis-33549	70	8	data	datum	NOUN
bracis-33549	70	9	distribution	distribution	NOUN
bracis-33549	70	10	using	use	VERB
bracis-33549	70	11	a	a	DET
bracis-33549	70	12	divide	divide	NOUN
bracis-33549	70	13	-	-	PUNCT
bracis-33549	70	14	and	and	CCONJ
bracis-33549	70	15	-	-	PUNCT
bracis-33549	70	16	conquer	conquer	NOUN
bracis-33549	70	17	strategy	strategy	NOUN
bracis-33549	70	18	.	.	PUNCT
bracis-33549	71	1	instead	instead	ADV
bracis-33549	71	2	of	of	ADP
bracis-33549	71	3	using	use	VERB
bracis-33549	71	4	a	a	DET
bracis-33549	71	5	single	single	ADJ
bracis-33549	71	6	prediction	prediction	NOUN
bracis-33549	71	7	model	model	NOUN
bracis-33549	71	8	to	to	PART
bracis-33549	71	9	identify	identify	VERB
bracis-33549	71	10	patterns	pattern	NOUN
bracis-33549	71	11	in	in	ADP
bracis-33549	71	12	different	different	ADJ
bracis-33549	71	13	distributions	distribution	NOUN
bracis-33549	71	14	in	in	ADP
bracis-33549	71	15	the	the	DET
bracis-33549	71	16	time	time	NOUN
bracis-33549	71	17	series	series	NOUN
bracis-33549	71	18	,	,	PUNCT
bracis-33549	71	19	base	base	NOUN
bracis-33549	71	20	models	model	NOUN
bracis-33549	71	21	of	of	ADP
bracis-33549	71	22	an	an	DET
bracis-33549	71	23	ensemble	ensemble	ADJ
bracis-33549	71	24	are	be	AUX
bracis-33549	71	25	applied	apply	VERB
bracis-33549	71	26	to	to	ADP
bracis-33549	71	27	separate	separate	ADJ
bracis-33549	71	28	partitions	partition	NOUN
bracis-33549	71	29	selected	select	VERB
bracis-33549	71	30	from	from	ADP
bracis-33549	71	31	the	the	DET
bracis-33549	71	32	time	time	NOUN
bracis-33549	71	33	series	series	NOUN
bracis-33549	71	34	to	to	PART
bracis-33549	71	35	identify	identify	VERB
bracis-33549	71	36	distribution	distribution	NOUN
bracis-33549	71	37	patterns	pattern	NOUN
bracis-33549	71	38	.	.	PUNCT
bracis-33549	72	1	the	the	DET
bracis-33549	72	2	predictions	prediction	NOUN
bracis-33549	72	3	of	of	ADP
bracis-33549	72	4	the	the	DET
bracis-33549	72	5	base	base	NOUN
bracis-33549	72	6	models	model	NOUN
bracis-33549	72	7	are	be	AUX
bracis-33549	72	8	then	then	ADV
bracis-33549	72	9	combined	combine	VERB
bracis-33549	72	10	to	to	PART
bracis-33549	72	11	aggregate	aggregate	VERB
bracis-33549	72	12	the	the	DET
bracis-33549	72	13	mapping	mapping	NOUN
bracis-33549	72	14	of	of	ADP
bracis-33549	72	15	different	different	ADJ
bracis-33549	72	16	distribution	distribution	NOUN
bracis-33549	72	17	patterns	pattern	NOUN
bracis-33549	72	18	of	of	ADP
bracis-33549	72	19	the	the	DET
bracis-33549	72	20	time	time	NOUN
bracis-33549	72	21	series	series	NOUN
bracis-33549	72	22	into	into	ADP
bracis-33549	72	23	an	an	DET
bracis-33549	72	24	ensemble	ensemble	ADJ
bracis-33549	72	25	.	.	PUNCT
bracis-33549	73	1	our	our	PRON
bracis-33549	73	2	hypothesis	hypothesis	NOUN
bracis-33549	73	3	suggests	suggest	VERB
bracis-33549	73	4	that	that	SCONJ
bracis-33549	73	5	if	if	SCONJ
bracis-33549	73	6	expert	expert	NOUN
bracis-33549	73	7	models	model	NOUN
bracis-33549	73	8	are	be	AUX
bracis-33549	73	9	generated	generate	VERB
bracis-33549	73	10	in	in	ADP
bracis-33549	73	11	partitions	partition	NOUN
bracis-33549	73	12	containing	contain	VERB
bracis-33549	73	13	data	datum	NOUN
bracis-33549	73	14	with	with	ADP
bracis-33549	73	15	different	different	ADJ
bracis-33549	73	16	distributions	distribution	NOUN
bracis-33549	73	17	among	among	ADP
bracis-33549	73	18	the	the	DET
bracis-33549	73	19	partitions	partition	NOUN
bracis-33549	73	20	,	,	PUNCT
bracis-33549	73	21	it	it	PRON
bracis-33549	73	22	will	will	AUX
bracis-33549	73	23	result	result	VERB
bracis-33549	73	24	in	in	ADP
bracis-33549	73	25	models	model	NOUN
bracis-33549	73	26	with	with	ADP
bracis-33549	73	27	diversity	diversity	NOUN
bracis-33549	73	28	in	in	ADP
bracis-33549	73	29	their	their	PRON
bracis-33549	73	30	predictions	prediction	NOUN
bracis-33549	73	31	.	.	PUNCT
bracis-33549	74	1	moreover	moreover	ADV
bracis-33549	74	2	,	,	PUNCT
bracis-33549	74	3	combining	combine	VERB
bracis-33549	74	4	these	these	DET
bracis-33549	74	5	models	model	NOUN
bracis-33549	74	6	will	will	AUX
bracis-33549	74	7	create	create	VERB
bracis-33549	74	8	an	an	DET
bracis-33549	74	9	ensemble	ensemble	NOUN
bracis-33549	74	10	of	of	ADP
bracis-33549	74	11	specialists	specialist	NOUN
bracis-33549	74	12	,	,	PUNCT
bracis-33549	74	13	each	each	DET
bracis-33549	74	14	well	well	ADV
bracis-33549	74	15	-	-	PUNCT
bracis-33549	74	16	versed	verse	VERB
bracis-33549	74	17	in	in	ADP
bracis-33549	74	18	different	different	ADJ
bracis-33549	74	19	distributions	distribution	NOUN
bracis-33549	74	20	of	of	ADP
bracis-33549	74	21	the	the	DET
bracis-33549	74	22	time	time	NOUN
bracis-33549	74	23	series	series	PROPN
bracis-33549	74	24	data	data	PROPN
bracis-33549	74	25	,	,	PUNCT
bracis-33549	74	26	containing	contain	VERB
bracis-33549	74	27	concise	concise	ADJ
bracis-33549	74	28	information	information	NOUN
bracis-33549	74	29	about	about	ADP
bracis-33549	74	30	the	the	DET
bracis-33549	74	31	data	data	NOUN
bracis-33549	74	32	patterns	pattern	NOUN
bracis-33549	74	33	.	.	PUNCT
bracis-33549	75	1	thus	thus	ADV
bracis-33549	75	2	,	,	PUNCT
bracis-33549	75	3	the	the	DET
bracis-33549	75	4	primary	primary	ADJ
bracis-33549	75	5	contribution	contribution	NOUN
bracis-33549	75	6	of	of	ADP
bracis-33549	75	7	this	this	DET
bracis-33549	75	8	proposal	proposal	NOUN
bracis-33549	75	9	is	be	AUX
bracis-33549	75	10	to	to	PART
bracis-33549	75	11	create	create	VERB
bracis-33549	75	12	a	a	DET
bracis-33549	75	13	compact	compact	ADJ
bracis-33549	75	14	training	training	NOUN
bracis-33549	75	15	subset	subset	NOUN
bracis-33549	75	16	that	that	SCONJ
bracis-33549	75	17	minimally	minimally	ADV
bracis-33549	75	18	represents	represent	VERB
bracis-33549	75	19	the	the	DET
bracis-33549	75	20	data	datum	NOUN
bracis-33549	75	21	distribution	distribution	NOUN
bracis-33549	75	22	of	of	ADP
bracis-33549	75	23	the	the	DET
bracis-33549	75	24	time	time	NOUN
bracis-33549	75	25	series	series	NOUN
bracis-33549	75	26	.	.	PUNCT
bracis-33549	76	1	the	the	DET
bracis-33549	76	2	training	training	NOUN
bracis-33549	76	3	phase	phase	NOUN
bracis-33549	76	4	can	can	AUX
bracis-33549	76	5	be	be	AUX
bracis-33549	76	6	executed	execute	VERB
bracis-33549	76	7	more	more	ADV
bracis-33549	76	8	efficiently	efficiently	ADV
bracis-33549	76	9	by	by	ADP
bracis-33549	76	10	reducing	reduce	VERB
bracis-33549	76	11	the	the	DET
bracis-33549	76	12	amount	amount	NOUN
bracis-33549	76	13	of	of	ADP
bracis-33549	76	14	training	training	NOUN
bracis-33549	76	15	data	datum	NOUN
bracis-33549	76	16	.	.	PUNCT
bracis-33549	77	1	the	the	DET
bracis-33549	77	2	outline	outline	NOUN
bracis-33549	77	3	of	of	ADP
bracis-33549	77	4	the	the	DET
bracis-33549	77	5	paper	paper	NOUN
bracis-33549	77	6	is	be	AUX
bracis-33549	77	7	organized	organize	VERB
bracis-33549	77	8	as	as	SCONJ
bracis-33549	77	9	follows	follow	VERB
bracis-33549	77	10	.	.	PUNCT
bracis-33549	78	1	section	section	NOUN
bracis-33549	78	2	 	 	SPACE
bracis-33549	78	3	2	2	NUM
bracis-33549	78	4	describes	describe	VERB
bracis-33549	78	5	the	the	DET
bracis-33549	78	6	related	relate	VERB
bracis-33549	78	7	works	work	NOUN
bracis-33549	78	8	.	.	PUNCT
bracis-33549	79	1	section	section	NOUN
bracis-33549	79	2	 	 	SPACE
bracis-33549	79	3	3	3	NUM
bracis-33549	79	4	introduces	introduce	VERB
bracis-33549	79	5	the	the	DET
bracis-33549	79	6	proposal	proposal	NOUN
bracis-33549	79	7	in	in	ADP
bracis-33549	79	8	detail	detail	NOUN
bracis-33549	79	9	.	.	PUNCT
bracis-33549	80	1	section	section	NOUN
bracis-33549	80	2	 	 	SPACE
bracis-33549	80	3	4	4	NUM
bracis-33549	80	4	is	be	AUX
bracis-33549	80	5	the	the	DET
bracis-33549	80	6	description	description	NOUN
bracis-33549	80	7	of	of	ADP
bracis-33549	80	8	the	the	DET
bracis-33549	80	9	processes	process	NOUN
bracis-33549	80	10	through	through	ADP
bracis-33549	80	11	which	which	PRON
bracis-33549	80	12	results	result	NOUN
bracis-33549	80	13	are	be	AUX
bracis-33549	80	14	generated	generate	VERB
bracis-33549	80	15	.	.	PUNCT
bracis-33549	81	1	in	in	ADP
bracis-33549	81	2	sect	sect	NOUN
bracis-33549	81	3	.	.	PUNCT
bracis-33549	81	4	 	 	SPACE
bracis-33549	81	5	5	5	NUM
bracis-33549	81	6	,	,	PUNCT
bracis-33549	81	7	results	result	NOUN
bracis-33549	81	8	are	be	AUX
bracis-33549	81	9	presented	present	VERB
bracis-33549	81	10	by	by	ADP
bracis-33549	81	11	performing	perform	VERB
bracis-33549	81	12	a	a	DET
bracis-33549	81	13	comparison	comparison	NOUN
bracis-33549	81	14	among	among	ADP
bracis-33549	81	15	individual	individual	ADJ
bracis-33549	81	16	models	model	NOUN
bracis-33549	81	17	,	,	PUNCT
bracis-33549	81	18	ensembles	ensemble	NOUN
bracis-33549	81	19	and	and	CCONJ
bracis-33549	81	20	the	the	DET
bracis-33549	81	21	proposal	proposal	NOUN
bracis-33549	81	22	.	.	PUNCT
bracis-33549	82	1	finally	finally	ADV
bracis-33549	82	2	,	,	PUNCT
bracis-33549	82	3	in	in	ADP
bracis-33549	82	4	sect	sect	NOUN
bracis-33549	82	5	.	.	PUNCT
bracis-33549	82	6	 	 	SPACE
bracis-33549	82	7	6	6	NUM
bracis-33549	82	8	,	,	PUNCT
bracis-33549	82	9	conclusions	conclusion	NOUN
bracis-33549	82	10	are	be	AUX
bracis-33549	82	11	drawn	draw	VERB
bracis-33549	82	12	.	.	PUNCT
bracis-33549	83	1	2	2	NUM
bracis-33549	83	2	related	relate	VERB
bracis-33549	83	3	works	work	VERB
bracis-33549	83	4	the	the	DET
bracis-33549	83	5	use	use	NOUN
bracis-33549	83	6	of	of	ADP
bracis-33549	83	7	individual	individual	ADJ
bracis-33549	83	8	models	model	NOUN
bracis-33549	83	9	for	for	ADP
bracis-33549	83	10	wind	wind	NOUN
bracis-33549	83	11	speed	speed	NOUN
bracis-33549	83	12	time	time	NOUN
bracis-33549	83	13	series	series	PROPN
bracis-33549	83	14	forecasting	forecasting	NOUN
bracis-33549	83	15	has	have	AUX
bracis-33549	83	16	been	be	AUX
bracis-33549	83	17	widespread	widespread	ADJ
bracis-33549	83	18	 	 	SPACE
bracis-33549	84	1	[	[	X
bracis-33549	84	2	8	8	NUM
bracis-33549	84	3	,	,	PUNCT
bracis-33549	84	4	10	10	NUM
bracis-33549	84	5	,	,	PUNCT
bracis-33549	84	6	12	12	NUM
bracis-33549	84	7	,	,	PUNCT
bracis-33549	84	8	27	27	NUM
bracis-33549	84	9	]	]	PUNCT
bracis-33549	84	10	.	.	PUNCT
bracis-33549	85	1	in	in	ADP
bracis-33549	85	2	[	[	X
bracis-33549	85	3	27	27	NUM
bracis-33549	85	4	]	]	PUNCT
bracis-33549	85	5	,	,	PUNCT
bracis-33549	85	6	it	it	PRON
bracis-33549	85	7	was	be	AUX
bracis-33549	85	8	found	find	VERB
bracis-33549	85	9	that	that	SCONJ
bracis-33549	85	10	autoregressive	autoregressive	ADJ
bracis-33549	85	11	moving	move	VERB
bracis-33549	85	12	average	average	ADJ
bracis-33549	85	13	(	(	PUNCT
bracis-33549	85	14	arma	arma	NOUN
bracis-33549	85	15	)	)	PUNCT
bracis-33549	85	16	models	model	NOUN
bracis-33549	85	17	are	be	AUX
bracis-33549	85	18	more	more	ADV
bracis-33549	85	19	effective	effective	ADJ
bracis-33549	85	20	than	than	ADP
bracis-33549	85	21	the	the	DET
bracis-33549	85	22	persistence	persistence	NOUN
bracis-33549	85	23	model	model	NOUN
bracis-33549	85	24	in	in	ADP
bracis-33549	85	25	predicting	predict	VERB
bracis-33549	85	26	future	future	ADJ
bracis-33549	85	27	observations	observation	NOUN
bracis-33549	85	28	.	.	PUNCT
bracis-33549	86	1	the	the	DET
bracis-33549	86	2	persistence	persistence	NOUN
bracis-33549	86	3	model	model	NOUN
bracis-33549	86	4	simply	simply	ADV
bracis-33549	86	5	repeats	repeat	VERB
bracis-33549	86	6	the	the	DET
bracis-33549	86	7	most	most	ADV
bracis-33549	86	8	recent	recent	ADJ
bracis-33549	86	9	past	past	ADJ
bracis-33549	86	10	observation	observation	NOUN
bracis-33549	86	11	.	.	PUNCT
bracis-33549	87	1	furthermore	furthermore	ADV
bracis-33549	87	2	,	,	PUNCT
bracis-33549	87	3	in	in	ADP
bracis-33549	87	4	[	[	X
bracis-33549	87	5	8	8	NUM
bracis-33549	87	6	]	]	PUNCT
bracis-33549	87	7	,	,	PUNCT
bracis-33549	87	8	it	it	PRON
bracis-33549	87	9	was	be	AUX
bracis-33549	87	10	shown	show	VERB
bracis-33549	87	11	that	that	SCONJ
bracis-33549	87	12	support	support	NOUN
bracis-33549	87	13	vector	vector	NOUN
bracis-33549	87	14	regression	regression	NOUN
bracis-33549	87	15	(	(	PUNCT
bracis-33549	87	16	svr	svr	PROPN
bracis-33549	87	17	)	)	PUNCT
bracis-33549	87	18	outperforms	outperform	VERB
bracis-33549	87	19	multilayer	multilayer	ADJ
bracis-33549	87	20	perceptron	perceptron	PROPN
bracis-33549	87	21	(	(	PUNCT
bracis-33549	87	22	mlp	mlp	PROPN
bracis-33549	87	23	)	)	PUNCT
bracis-33549	87	24	.	.	PUNCT
bracis-33549	88	1	in	in	ADP
bracis-33549	88	2	 	 	SPACE
bracis-33549	88	3	[	[	X
bracis-33549	88	4	10	10	NUM
bracis-33549	88	5	]	]	PUNCT
bracis-33549	88	6	,	,	PUNCT
bracis-33549	88	7	the	the	DET
bracis-33549	88	8	extreme	extreme	ADJ
bracis-33549	88	9	learning	learning	NOUN
bracis-33549	88	10	machines	machine	NOUN
bracis-33549	88	11	(	(	PUNCT
bracis-33549	88	12	elm	elm	NOUN
bracis-33549	88	13	)	)	PUNCT
bracis-33549	88	14	demonstrated	demonstrate	VERB
bracis-33549	88	15	competitive	competitive	ADJ
bracis-33549	88	16	prediction	prediction	NOUN
bracis-33549	88	17	errors	error	NOUN
bracis-33549	88	18	compared	compare	VERB
bracis-33549	88	19	to	to	ADP
bracis-33549	88	20	mlp	mlp	PROPN
bracis-33549	88	21	and	and	CCONJ
bracis-33549	88	22	svr	svr	PROPN
bracis-33549	88	23	while	while	SCONJ
bracis-33549	88	24	requiring	require	VERB
bracis-33549	88	25	lower	low	ADJ
bracis-33549	88	26	computational	computational	ADJ
bracis-33549	88	27	costs	cost	NOUN
bracis-33549	88	28	.	.	PUNCT
bracis-33549	89	1	reference	reference	NOUN
bracis-33549	89	2	 	 	SPACE
bracis-33549	90	1	[	[	X
bracis-33549	90	2	12	12	NUM
bracis-33549	90	3	]	]	PUNCT
bracis-33549	90	4	introduced	introduce	VERB
bracis-33549	90	5	a	a	DET
bracis-33549	90	6	new	new	ADJ
bracis-33549	90	7	seasonal	seasonal	ADJ
bracis-33549	90	8	autoregressive	autoregressive	ADJ
bracis-33549	90	9	integrated	integrated	ADJ
bracis-33549	90	10	moving	move	VERB
bracis-33549	90	11	average	average	ADJ
bracis-33549	90	12	(	(	PUNCT
bracis-33549	90	13	arima	arima	PROPN
bracis-33549	90	14	)	)	PUNCT
bracis-33549	90	15	model	model	NOUN
bracis-33549	90	16	for	for	ADP
bracis-33549	90	17	predicting	predict	VERB
bracis-33549	90	18	wind	wind	NOUN
bracis-33549	90	19	speed	speed	NOUN
bracis-33549	90	20	time	time	NOUN
bracis-33549	90	21	series	series	NOUN
bracis-33549	90	22	and	and	CCONJ
bracis-33549	90	23	compared	compare	VERB
bracis-33549	90	24	it	it	PRON
bracis-33549	90	25	with	with	ADP
bracis-33549	90	26	long	long	ADJ
bracis-33549	90	27	short	short	ADJ
bracis-33549	90	28	-	-	PUNCT
bracis-33549	90	29	term	term	NOUN
bracis-33549	90	30	memory	memory	NOUN
bracis-33549	90	31	(	(	PUNCT
bracis-33549	90	32	lstm	lstm	NOUN
bracis-33549	90	33	)	)	PUNCT
bracis-33549	90	34	and	and	CCONJ
bracis-33549	90	35	gated	gate	VERB
bracis-33549	90	36	recurrent	recurrent	ADJ
bracis-33549	90	37	unit	unit	NOUN
bracis-33549	90	38	(	(	PUNCT
bracis-33549	90	39	gru	gru	PROPN
bracis-33549	90	40	)	)	PUNCT
bracis-33549	90	41	.	.	PUNCT
bracis-33549	91	1	despite	despite	SCONJ
bracis-33549	91	2	the	the	DET
bracis-33549	91	3	more	more	ADV
bracis-33549	91	4	advanced	advanced	ADJ
bracis-33549	91	5	machine	machine	NOUN
bracis-33549	91	6	learning	learn	VERB
bracis-33549	91	7	algorithms	algorithm	NOUN
bracis-33549	91	8	of	of	ADP
bracis-33549	91	9	lstm	lstm	PROPN
bracis-33549	91	10	and	and	CCONJ
bracis-33549	91	11	gru	gru	PROPN
bracis-33549	91	12	,	,	PUNCT
bracis-33549	91	13	the	the	DET
bracis-33549	91	14	seasonal	seasonal	ADJ
bracis-33549	91	15	arima	arima	PROPN
bracis-33549	91	16	model	model	NOUN
bracis-33549	91	17	exhibited	exhibit	VERB
bracis-33549	91	18	superior	superior	ADJ
bracis-33549	91	19	predictive	predictive	ADJ
bracis-33549	91	20	performance	performance	NOUN
bracis-33549	91	21	and	and	CCONJ
bracis-33549	91	22	faster	fast	ADJ
bracis-33549	91	23	training	training	NOUN
bracis-33549	91	24	.	.	PUNCT
bracis-33549	92	1	these	these	DET
bracis-33549	92	2	individual	individual	ADJ
bracis-33549	92	3	models	model	NOUN
bracis-33549	92	4	employ	employ	VERB
bracis-33549	92	5	a	a	DET
bracis-33549	92	6	global	global	ADJ
bracis-33549	92	7	mapping	mapping	NOUN
bracis-33549	92	8	of	of	ADP
bracis-33549	92	9	a	a	DET
bracis-33549	92	10	time	time	NOUN
bracis-33549	92	11	series	series	NOUN
bracis-33549	92	12	,	,	PUNCT
bracis-33549	92	13	using	use	VERB
bracis-33549	92	14	the	the	DET
bracis-33549	92	15	entire	entire	ADJ
bracis-33549	92	16	training	training	NOUN
bracis-33549	92	17	set	set	VERB
bracis-33549	92	18	for	for	ADP
bracis-33549	92	19	model	model	NOUN
bracis-33549	92	20	training	training	NOUN
bracis-33549	92	21	.	.	PUNCT
bracis-33549	93	1	however	however	ADV
bracis-33549	93	2	,	,	PUNCT
bracis-33549	93	3	this	this	DET
bracis-33549	93	4	approach	approach	NOUN
bracis-33549	93	5	is	be	AUX
bracis-33549	93	6	not	not	PART
bracis-33549	93	7	the	the	DET
bracis-33549	93	8	optimal	optimal	ADJ
bracis-33549	93	9	choice	choice	NOUN
bracis-33549	93	10	due	due	ADP
bracis-33549	93	11	to	to	ADP
bracis-33549	93	12	the	the	DET
bracis-33549	93	13	weaknesses	weakness	NOUN
bracis-33549	93	14	,	,	PUNCT
bracis-33549	93	15	disadvantages	disadvantage	NOUN
bracis-33549	93	16	,	,	PUNCT
bracis-33549	93	17	and	and	CCONJ
bracis-33549	93	18	limitations	limitation	NOUN
bracis-33549	93	19	of	of	ADP
bracis-33549	93	20	modeling	model	VERB
bracis-33549	93	21	complex	complex	ADJ
bracis-33549	93	22	energy	energy	NOUN
bracis-33549	93	23	systems	system	NOUN
bracis-33549	93	24	 	 	SPACE
bracis-33549	94	1	[	[	X
bracis-33549	94	2	6	6	NUM
bracis-33549	94	3	]	]	PUNCT
bracis-33549	94	4	.	.	PUNCT
bracis-33549	95	1	some	some	DET
bracis-33549	95	2	methods	method	NOUN
bracis-33549	95	3	for	for	ADP
bracis-33549	95	4	the	the	DET
bracis-33549	95	5	generation	generation	NOUN
bracis-33549	95	6	stage	stage	NOUN
bracis-33549	95	7	in	in	ADP
bracis-33549	95	8	ensembles	ensemble	NOUN
bracis-33549	95	9	have	have	AUX
bracis-33549	95	10	been	be	AUX
bracis-33549	95	11	proposed	propose	VERB
bracis-33549	95	12	to	to	PART
bracis-33549	95	13	identify	identify	VERB
bracis-33549	95	14	complex	complex	ADJ
bracis-33549	95	15	patterns	pattern	NOUN
bracis-33549	95	16	in	in	ADP
bracis-33549	95	17	time	time	NOUN
bracis-33549	95	18	series	series	PROPN
bracis-33549	95	19	data	data	PROPN
bracis-33549	95	20	.	.	PUNCT
bracis-33549	96	1	in	in	ADP
bracis-33549	96	2	 	 	SPACE
bracis-33549	96	3	[	[	X
bracis-33549	96	4	21,22,23	21,22,23	NUM
bracis-33549	96	5	]	]	PUNCT
bracis-33549	96	6	,	,	PUNCT
bracis-33549	96	7	wind	wind	NOUN
bracis-33549	96	8	speed	speed	NOUN
bracis-33549	96	9	time	time	NOUN
bracis-33549	96	10	series	series	NOUN
bracis-33549	96	11	are	be	AUX
bracis-33549	96	12	decomposed	decompose	VERB
bracis-33549	96	13	into	into	ADP
bracis-33549	96	14	a	a	DET
bracis-33549	96	15	finite	finite	NOUN
bracis-33549	96	16	and	and	CCONJ
bracis-33549	96	17	small	small	ADJ
bracis-33549	96	18	number	number	NOUN
bracis-33549	96	19	of	of	ADP
bracis-33549	96	20	intrinsic	intrinsic	ADJ
bracis-33549	96	21	mode	mode	NOUN
bracis-33549	96	22	functions	function	NOUN
bracis-33549	96	23	(	(	PUNCT
bracis-33549	96	24	imfs	imfs	NOUN
bracis-33549	96	25	)	)	PUNCT
bracis-33549	96	26	using	use	VERB
bracis-33549	96	27	empirical	empirical	ADJ
bracis-33549	96	28	mode	mode	NOUN
bracis-33549	96	29	decomposition	decomposition	NOUN
bracis-33549	96	30	(	(	PUNCT
bracis-33549	96	31	emd	emd	PROPN
bracis-33549	96	32	)	)	PUNCT
bracis-33549	96	33	.	.	PUNCT
bracis-33549	97	1	these	these	DET
bracis-33549	97	2	imfs	imfs	NOUN
bracis-33549	97	3	contain	contain	VERB
bracis-33549	97	4	information	information	NOUN
bracis-33549	97	5	about	about	ADP
bracis-33549	97	6	local	local	ADJ
bracis-33549	97	7	trends	trend	NOUN
bracis-33549	97	8	and	and	CCONJ
bracis-33549	97	9	fluctuations	fluctuation	NOUN
bracis-33549	97	10	at	at	ADP
bracis-33549	97	11	different	different	ADJ
bracis-33549	97	12	scales	scale	NOUN
bracis-33549	97	13	of	of	ADP
bracis-33549	97	14	the	the	DET
bracis-33549	97	15	original	original	ADJ
bracis-33549	97	16	signal	signal	NOUN
bracis-33549	97	17	,	,	PUNCT
bracis-33549	97	18	which	which	PRON
bracis-33549	97	19	is	be	AUX
bracis-33549	97	20	valuable	valuable	ADJ
bracis-33549	97	21	for	for	ADP
bracis-33549	97	22	understanding	understand	VERB
bracis-33549	97	23	the	the	DET
bracis-33549	97	24	actual	actual	ADJ
bracis-33549	97	25	physical	physical	ADJ
bracis-33549	97	26	significance	significance	NOUN
bracis-33549	97	27	of	of	ADP
bracis-33549	97	28	the	the	DET
bracis-33549	97	29	signal	signal	NOUN
bracis-33549	97	30	 	 	SPACE
bracis-33549	98	1	[	[	X
bracis-33549	98	2	23	23	NUM
bracis-33549	98	3	]	]	PUNCT
bracis-33549	98	4	.	.	PUNCT
bracis-33549	99	1	a	a	DET
bracis-33549	99	2	homogeneous	homogeneous	ADJ
bracis-33549	99	3	ensemble	ensemble	ADJ
bracis-33549	99	4	utilizing	utilize	VERB
bracis-33549	99	5	a	a	DET
bracis-33549	99	6	resampling	resample	VERB
bracis-33549	99	7	technique	technique	NOUN
bracis-33549	99	8	is	be	AUX
bracis-33549	99	9	developed	develop	VERB
bracis-33549	99	10	in	in	ADP
bracis-33549	99	11	a	a	DET
bracis-33549	99	12	different	different	ADJ
bracis-33549	99	13	application	application	NOUN
bracis-33549	99	14	in	in	ADP
bracis-33549	99	15	 	 	SPACE
bracis-33549	99	16	[	[	X
bracis-33549	99	17	19	19	NUM
bracis-33549	99	18	]	]	PUNCT
bracis-33549	99	19	and	and	CCONJ
bracis-33549	99	20	used	use	VERB
bracis-33549	99	21	on	on	ADP
bracis-33549	99	22	the	the	DET
bracis-33549	99	23	m3	m3	PROPN
bracis-33549	99	24	-	-	PUNCT
bracis-33549	99	25	competition	competition	NOUN
bracis-33549	99	26	dataset	dataset	NOUN
bracis-33549	99	27	.	.	PUNCT
bracis-33549	100	1	the	the	DET
bracis-33549	100	2	time	time	NOUN
bracis-33549	100	3	series	series	PROPN
bracis-33549	100	4	is	be	AUX
bracis-33549	100	5	bootstrapped	bootstrappe	VERB
bracis-33549	100	6	using	use	VERB
bracis-33549	100	7	the	the	DET
bracis-33549	100	8	moving	move	VERB
bracis-33549	100	9	block	block	NOUN
bracis-33549	100	10	bootstrap	bootstrap	NOUN
bracis-33549	100	11	(	(	PUNCT
bracis-33549	100	12	mbb	mbb	PROPN
bracis-33549	100	13	)	)	PUNCT
bracis-33549	100	14	.	.	PUNCT
bracis-33549	101	1	this	this	DET
bracis-33549	101	2	process	process	NOUN
bracis-33549	101	3	creates	create	VERB
bracis-33549	101	4	new	new	ADJ
bracis-33549	101	5	time	time	NOUN
bracis-33549	101	6	series	series	NOUN
bracis-33549	101	7	from	from	ADP
bracis-33549	101	8	the	the	DET
bracis-33549	101	9	original	original	NOUN
bracis-33549	101	10	,	,	PUNCT
bracis-33549	101	11	intending	intend	VERB
bracis-33549	101	12	that	that	SCONJ
bracis-33549	101	13	the	the	DET
bracis-33549	101	14	predictors	predictor	NOUN
bracis-33549	101	15	of	of	ADP
bracis-33549	101	16	these	these	DET
bracis-33549	101	17	time	time	NOUN
bracis-33549	101	18	series	series	NOUN
bracis-33549	101	19	will	will	AUX
bracis-33549	101	20	make	make	VERB
bracis-33549	101	21	the	the	DET
bracis-33549	101	22	final	final	ADJ
bracis-33549	101	23	forecast	forecast	NOUN
bracis-33549	101	24	resilient	resilient	ADJ
bracis-33549	101	25	to	to	ADP
bracis-33549	101	26	the	the	DET
bracis-33549	101	27	uncertainty	uncertainty	NOUN
bracis-33549	101	28	observed	observe	VERB
bracis-33549	101	29	in	in	ADP
bracis-33549	101	30	the	the	DET
bracis-33549	101	31	data	datum	NOUN
bracis-33549	101	32	 	 	SPACE
bracis-33549	102	1	[	[	X
bracis-33549	102	2	18	18	NUM
bracis-33549	102	3	]	]	PUNCT
bracis-33549	102	4	.	.	PUNCT
bracis-33549	103	1	this	this	DET
bracis-33549	103	2	method	method	NOUN
bracis-33549	103	3	has	have	VERB
bracis-33549	103	4	a	a	DET
bracis-33549	103	5	significant	significant	ADJ
bracis-33549	103	6	computational	computational	ADJ
bracis-33549	103	7	cost	cost	NOUN
bracis-33549	103	8	,	,	PUNCT
bracis-33549	103	9	involving	involve	VERB
bracis-33549	103	10	training	train	VERB
bracis-33549	103	11	100	100	NUM
bracis-33549	103	12	base	base	NOUN
bracis-33549	103	13	models	model	NOUN
bracis-33549	103	14	on	on	ADP
bracis-33549	103	15	the	the	DET
bracis-33549	103	16	entire	entire	ADJ
bracis-33549	103	17	training	training	NOUN
bracis-33549	103	18	set	set	NOUN
bracis-33549	103	19	.	.	PUNCT
bracis-33549	104	1	however	however	ADV
bracis-33549	104	2	,	,	PUNCT
bracis-33549	104	3	some	some	DET
bracis-33549	104	4	generation	generation	NOUN
bracis-33549	104	5	methods	method	NOUN
bracis-33549	104	6	have	have	AUX
bracis-33549	104	7	been	be	AUX
bracis-33549	104	8	proposed	propose	VERB
bracis-33549	104	9	focusing	focus	VERB
bracis-33549	104	10	on	on	ADP
bracis-33549	104	11	identifying	identify	VERB
bracis-33549	104	12	different	different	ADJ
bracis-33549	104	13	local	local	ADJ
bracis-33549	104	14	patterns	pattern	NOUN
bracis-33549	104	15	in	in	ADP
bracis-33549	104	16	a	a	DET
bracis-33549	104	17	time	time	NOUN
bracis-33549	104	18	series	series	NOUN
bracis-33549	104	19	,	,	PUNCT
bracis-33549	104	20	thus	thus	ADV
bracis-33549	104	21	providing	provide	VERB
bracis-33549	104	22	specialized	specialized	ADJ
bracis-33549	104	23	local	local	ADJ
bracis-33549	104	24	predictors	predictor	NOUN
bracis-33549	104	25	 	 	SPACE
bracis-33549	105	1	[	[	X
bracis-33549	105	2	17	17	NUM
bracis-33549	105	3	]	]	PUNCT
bracis-33549	105	4	.	.	PUNCT
bracis-33549	106	1	therefore	therefore	ADV
bracis-33549	106	2	,	,	PUNCT
bracis-33549	106	3	in	in	ADP
bracis-33549	106	4	 	 	SPACE
bracis-33549	106	5	[	[	X
bracis-33549	106	6	17	17	NUM
bracis-33549	106	7	]	]	PUNCT
bracis-33549	106	8	,	,	PUNCT
bracis-33549	106	9	the	the	DET
bracis-33549	106	10	authors	author	NOUN
bracis-33549	106	11	propose	propose	VERB
bracis-33549	106	12	a	a	DET
bracis-33549	106	13	homogeneous	homogeneous	ADJ
bracis-33549	106	14	ensemble	ensemble	NOUN
bracis-33549	106	15	for	for	ADP
bracis-33549	106	16	various	various	ADJ
bracis-33549	106	17	time	time	NOUN
bracis-33549	106	18	series	series	PROPN
bracis-33549	106	19	applications	application	NOUN
bracis-33549	106	20	.	.	PUNCT
bracis-33549	107	1	they	they	PRON
bracis-33549	107	2	create	create	VERB
bracis-33549	107	3	training	training	NOUN
bracis-33549	107	4	partitions	partition	NOUN
bracis-33549	107	5	of	of	ADP
bracis-33549	107	6	equal	equal	ADJ
bracis-33549	107	7	size	size	NOUN
bracis-33549	107	8	,	,	PUNCT
bracis-33549	107	9	allowing	allow	VERB
bracis-33549	107	10	for	for	ADP
bracis-33549	107	11	an	an	DET
bracis-33549	107	12	overlap	overlap	NOUN
bracis-33549	107	13	between	between	ADP
bracis-33549	107	14	two	two	NUM
bracis-33549	107	15	adjacent	adjacent	ADJ
bracis-33549	107	16	partitions	partition	NOUN
bracis-33549	107	17	,	,	PUNCT
bracis-33549	107	18	which	which	PRON
bracis-33549	107	19	enables	enable	VERB
bracis-33549	107	20	the	the	DET
bracis-33549	107	21	model	model	NOUN
bracis-33549	107	22	to	to	PART
bracis-33549	107	23	adapt	adapt	VERB
bracis-33549	107	24	to	to	ADP
bracis-33549	107	25	progressive	progressive	ADJ
bracis-33549	107	26	pattern	pattern	NOUN
bracis-33549	107	27	changes	change	NOUN
bracis-33549	107	28	.	.	PUNCT
bracis-33549	108	1	the	the	DET
bracis-33549	108	2	authors	author	NOUN
bracis-33549	108	3	also	also	ADV
bracis-33549	108	4	investigate	investigate	VERB
bracis-33549	108	5	four	four	NUM
bracis-33549	108	6	different	different	ADJ
bracis-33549	108	7	partition	partition	NOUN
bracis-33549	108	8	sizes	size	NOUN
bracis-33549	108	9	.	.	PUNCT
bracis-33549	109	1	in	in	ADP
bracis-33549	109	2	 	 	SPACE
bracis-33549	109	3	[	[	X
bracis-33549	109	4	28	28	NUM
bracis-33549	109	5	]	]	X
bracis-33549	109	6	,	,	PUNCT
bracis-33549	109	7	a	a	DET
bracis-33549	109	8	generation	generation	NOUN
bracis-33549	109	9	strategy	strategy	NOUN
bracis-33549	109	10	is	be	AUX
bracis-33549	109	11	used	use	VERB
bracis-33549	109	12	to	to	PART
bracis-33549	109	13	obtain	obtain	VERB
bracis-33549	109	14	partitions	partition	NOUN
bracis-33549	109	15	of	of	ADP
bracis-33549	109	16	the	the	DET
bracis-33549	109	17	training	training	NOUN
bracis-33549	109	18	set	set	VERB
bracis-33549	109	19	with	with	ADP
bracis-33549	109	20	the	the	DET
bracis-33549	109	21	most	most	ADV
bracis-33549	109	22	informative	informative	ADJ
bracis-33549	109	23	data	datum	NOUN
bracis-33549	109	24	through	through	ADP
bracis-33549	109	25	clustering	clustering	NOUN
bracis-33549	109	26	.	.	PUNCT
bracis-33549	110	1	this	this	DET
bracis-33549	110	2	approach	approach	NOUN
bracis-33549	110	3	can	can	AUX
bracis-33549	110	4	accelerate	accelerate	VERB
bracis-33549	110	5	the	the	DET
bracis-33549	110	6	learning	learning	NOUN
bracis-33549	110	7	phase	phase	NOUN
bracis-33549	110	8	without	without	ADP
bracis-33549	110	9	compromising	compromise	VERB
bracis-33549	110	10	accuracy	accuracy	NOUN
bracis-33549	110	11	or	or	CCONJ
bracis-33549	110	12	improving	improve	VERB
bracis-33549	110	13	it	it	PRON
bracis-33549	110	14	.	.	PUNCT
bracis-33549	111	1	it	it	PRON
bracis-33549	111	2	is	be	AUX
bracis-33549	111	3	particularly	particularly	ADV
bracis-33549	111	4	beneficial	beneficial	ADJ
bracis-33549	111	5	when	when	SCONJ
bracis-33549	111	6	the	the	DET
bracis-33549	111	7	training	training	NOUN
bracis-33549	111	8	dataset	dataset	NOUN
bracis-33549	111	9	is	be	AUX
bracis-33549	111	10	large	large	ADJ
bracis-33549	111	11	,	,	PUNCT
bracis-33549	111	12	as	as	SCONJ
bracis-33549	111	13	it	it	PRON
bracis-33549	111	14	can	can	AUX
bracis-33549	111	15	significantly	significantly	ADV
bracis-33549	111	16	reduce	reduce	VERB
bracis-33549	111	17	computation	computation	NOUN
bracis-33549	111	18	time	time	NOUN
bracis-33549	111	19	by	by	ADP
bracis-33549	111	20	avoiding	avoid	VERB
bracis-33549	111	21	the	the	DET
bracis-33549	111	22	processing	processing	NOUN
bracis-33549	111	23	of	of	ADP
bracis-33549	111	24	redundant	redundant	ADJ
bracis-33549	111	25	data	datum	NOUN
bracis-33549	111	26	 	 	SPACE
bracis-33549	112	1	[	[	X
bracis-33549	112	2	28	28	NUM
bracis-33549	112	3	]	]	PUNCT
bracis-33549	112	4	.	.	PUNCT
bracis-33549	113	1	however	however	ADV
bracis-33549	113	2	,	,	PUNCT
bracis-33549	113	3	in	in	ADP
bracis-33549	113	4	the	the	DET
bracis-33549	113	5	proposed	propose	VERB
bracis-33549	113	6	method	method	NOUN
bracis-33549	113	7	of	of	ADP
bracis-33549	113	8	 	 	SPACE
bracis-33549	113	9	[	[	X
bracis-33549	113	10	28	28	NUM
bracis-33549	113	11	]	]	PUNCT
bracis-33549	113	12	,	,	PUNCT
bracis-33549	113	13	it	it	PRON
bracis-33549	113	14	is	be	AUX
bracis-33549	113	15	initially	initially	ADV
bracis-33549	113	16	necessary	necessary	ADJ
bracis-33549	113	17	to	to	PART
bracis-33549	113	18	train	train	VERB
bracis-33549	113	19	200	200	NUM
bracis-33549	113	20	prediction	prediction	NOUN
bracis-33549	113	21	models	model	NOUN
bracis-33549	113	22	on	on	ADP
bracis-33549	113	23	training	training	NOUN
bracis-33549	113	24	partitions	partition	NOUN
bracis-33549	113	25	before	before	ADP
bracis-33549	113	26	applying	apply	VERB
bracis-33549	113	27	clustering	clustering	NOUN
bracis-33549	113	28	.	.	PUNCT
bracis-33549	114	1	the	the	DET
bracis-33549	114	2	authors	author	NOUN
bracis-33549	114	3	argue	argue	VERB
bracis-33549	114	4	that	that	SCONJ
bracis-33549	114	5	the	the	DET
bracis-33549	114	6	execution	execution	NOUN
bracis-33549	114	7	time	time	NOUN
bracis-33549	114	8	of	of	ADP
bracis-33549	114	9	their	their	PRON
bracis-33549	114	10	method	method	NOUN
bracis-33549	114	11	decreases	decrease	NOUN
bracis-33549	114	12	because	because	SCONJ
bracis-33549	114	13	these	these	DET
bracis-33549	114	14	200	200	NUM
bracis-33549	114	15	models	model	NOUN
bracis-33549	114	16	can	can	AUX
bracis-33549	114	17	be	be	AUX
bracis-33549	114	18	run	run	VERB
bracis-33549	114	19	in	in	ADP
bracis-33549	114	20	parallel	parallel	NOUN
bracis-33549	114	21	.	.	PUNCT
bracis-33549	115	1	in	in	ADP
bracis-33549	115	2	most	most	ADJ
bracis-33549	115	3	of	of	ADP
bracis-33549	115	4	the	the	DET
bracis-33549	115	5	previously	previously	ADV
bracis-33549	115	6	cited	cite	VERB
bracis-33549	115	7	works	work	NOUN
bracis-33549	115	8	,	,	PUNCT
bracis-33549	115	9	excluding	exclude	VERB
bracis-33549	115	10	 	 	SPACE
bracis-33549	115	11	[	[	X
bracis-33549	115	12	28	28	NUM
bracis-33549	115	13	]	]	PUNCT
bracis-33549	115	14	,	,	PUNCT
bracis-33549	115	15	no	no	DET
bracis-33549	115	16	analysis	analysis	NOUN
bracis-33549	115	17	is	be	AUX
bracis-33549	115	18	conducted	conduct	VERB
bracis-33549	115	19	on	on	ADP
bracis-33549	115	20	the	the	DET
bracis-33549	115	21	partition	partition	NOUN
bracis-33549	115	22	data	datum	NOUN
bracis-33549	115	23	to	to	PART
bracis-33549	115	24	identify	identify	VERB
bracis-33549	115	25	different	different	ADJ
bracis-33549	115	26	data	datum	NOUN
bracis-33549	115	27	patterns	pattern	NOUN
bracis-33549	115	28	or	or	CCONJ
bracis-33549	115	29	to	to	PART
bracis-33549	115	30	remove	remove	VERB
bracis-33549	115	31	redundancy	redundancy	NOUN
bracis-33549	115	32	.	.	PUNCT
bracis-33549	116	1	there	there	PRON
bracis-33549	116	2	is	be	VERB
bracis-33549	116	3	no	no	DET
bracis-33549	116	4	evidence	evidence	NOUN
bracis-33549	116	5	that	that	SCONJ
bracis-33549	116	6	the	the	DET
bracis-33549	116	7	constructed	construct	VERB
bracis-33549	116	8	partitions	partition	NOUN
bracis-33549	116	9	have	have	AUX
bracis-33549	116	10	different	different	ADJ
bracis-33549	116	11	data	data	NOUN
bracis-33549	116	12	patterns	pattern	NOUN
bracis-33549	116	13	to	to	PART
bracis-33549	116	14	meet	meet	VERB
bracis-33549	116	15	the	the	DET
bracis-33549	116	16	requirement	requirement	NOUN
bracis-33549	116	17	of	of	ADP
bracis-33549	116	18	generating	generate	VERB
bracis-33549	116	19	diverse	diverse	ADJ
bracis-33549	116	20	models	model	NOUN
bracis-33549	116	21	,	,	PUNCT
bracis-33549	116	22	nor	nor	CCONJ
bracis-33549	116	23	any	any	DET
bracis-33549	116	24	analysis	analysis	NOUN
bracis-33549	116	25	on	on	ADP
bracis-33549	116	26	the	the	DET
bracis-33549	116	27	most	most	ADV
bracis-33549	116	28	appropriate	appropriate	ADJ
bracis-33549	116	29	size	size	NOUN
bracis-33549	116	30	or	or	CCONJ
bracis-33549	116	31	region	region	NOUN
bracis-33549	116	32	for	for	ADP
bracis-33549	116	33	the	the	DET
bracis-33549	116	34	training	training	NOUN
bracis-33549	116	35	partitions	partition	NOUN
bracis-33549	116	36	.	.	PUNCT
bracis-33549	117	1	in	in	ADP
bracis-33549	117	2	 	 	SPACE
bracis-33549	117	3	[	[	X
bracis-33549	117	4	25	25	NUM
bracis-33549	117	5	]	]	PUNCT
bracis-33549	117	6	,	,	PUNCT
bracis-33549	117	7	it	it	PRON
bracis-33549	117	8	is	be	AUX
bracis-33549	117	9	reported	report	VERB
bracis-33549	117	10	that	that	SCONJ
bracis-33549	117	11	developing	develop	VERB
bracis-33549	117	12	an	an	DET
bracis-33549	117	13	automatic	automatic	ADJ
bracis-33549	117	14	solution	solution	NOUN
bracis-33549	117	15	for	for	ADP
bracis-33549	117	16	model	model	NOUN
bracis-33549	117	17	compression	compression	NOUN
bracis-33549	117	18	is	be	AUX
bracis-33549	117	19	challenging	challenging	ADJ
bracis-33549	117	20	.	.	PUNCT
bracis-33549	118	1	the	the	DET
bracis-33549	118	2	aim	aim	NOUN
bracis-33549	118	3	is	be	AUX
bracis-33549	118	4	to	to	PART
bracis-33549	118	5	achieve	achieve	VERB
bracis-33549	118	6	a	a	DET
bracis-33549	118	7	higher	high	ADJ
bracis-33549	118	8	compression	compression	NOUN
bracis-33549	118	9	ratio	ratio	NOUN
bracis-33549	118	10	while	while	SCONJ
bracis-33549	118	11	minimizing	minimize	VERB
bracis-33549	118	12	accuracy	accuracy	NOUN
bracis-33549	118	13	loss	loss	NOUN
bracis-33549	118	14	,	,	PUNCT
bracis-33549	118	15	posing	pose	VERB
bracis-33549	118	16	a	a	DET
bracis-33549	118	17	challenging	challenge	VERB
bracis-33549	118	18	trade	trade	NOUN
bracis-33549	118	19	-	-	PUNCT
bracis-33549	118	20	off	off	NOUN
bracis-33549	118	21	.	.	PUNCT
bracis-33549	119	1	therefore	therefore	ADV
bracis-33549	119	2	,	,	PUNCT
bracis-33549	119	3	further	further	ADJ
bracis-33549	119	4	research	research	NOUN
bracis-33549	119	5	is	be	AUX
bracis-33549	119	6	desirable	desirable	ADJ
bracis-33549	119	7	to	to	PART
bracis-33549	119	8	investigate	investigate	VERB
bracis-33549	119	9	the	the	DET
bracis-33549	119	10	ensemble	ensemble	ADJ
bracis-33549	119	11	generation	generation	NOUN
bracis-33549	119	12	step	step	NOUN
bracis-33549	119	13	by	by	ADP
bracis-33549	119	14	analyzing	analyze	VERB
bracis-33549	119	15	the	the	DET
bracis-33549	119	16	data	data	NOUN
bracis-33549	119	17	patterns	pattern	NOUN
bracis-33549	119	18	in	in	ADP
bracis-33549	119	19	the	the	DET
bracis-33549	119	20	partitions	partition	NOUN
bracis-33549	119	21	.	.	PUNCT
bracis-33549	120	1	mainly	mainly	ADV
bracis-33549	120	2	because	because	SCONJ
bracis-33549	120	3	in	in	ADP
bracis-33549	120	4	[	[	X
bracis-33549	120	5	26	26	NUM
bracis-33549	120	6	]	]	PUNCT
bracis-33549	120	7	,	,	PUNCT
bracis-33549	120	8	it	it	PRON
bracis-33549	120	9	was	be	AUX
bracis-33549	120	10	demonstrated	demonstrate	VERB
bracis-33549	120	11	that	that	SCONJ
bracis-33549	120	12	it	it	PRON
bracis-33549	120	13	is	be	AUX
bracis-33549	120	14	possible	possible	ADJ
bracis-33549	120	15	to	to	PART
bracis-33549	120	16	obtain	obtain	VERB
bracis-33549	120	17	a	a	DET
bracis-33549	120	18	subset	subset	NOUN
bracis-33549	120	19	of	of	ADP
bracis-33549	120	20	wind	wind	NOUN
bracis-33549	120	21	speed	speed	NOUN
bracis-33549	120	22	data	datum	NOUN
bracis-33549	120	23	partitions	partition	NOUN
bracis-33549	120	24	that	that	PRON
bracis-33549	120	25	reasonably	reasonably	ADV
bracis-33549	120	26	reflect	reflect	VERB
bracis-33549	120	27	the	the	DET
bracis-33549	120	28	data	data	NOUN
bracis-33549	120	29	dynamics	dynamic	NOUN
bracis-33549	120	30	over	over	ADP
bracis-33549	120	31	the	the	DET
bracis-33549	120	32	entire	entire	ADJ
bracis-33549	120	33	analysis	analysis	NOUN
bracis-33549	120	34	period	period	NOUN
bracis-33549	120	35	.	.	PUNCT
bracis-33549	121	1	this	this	DET
bracis-33549	121	2	fact	fact	NOUN
bracis-33549	121	3	indicates	indicate	VERB
bracis-33549	121	4	that	that	SCONJ
bracis-33549	121	5	wind	wind	NOUN
bracis-33549	121	6	speed	speed	NOUN
bracis-33549	121	7	time	time	NOUN
bracis-33549	121	8	series	series	NOUN
bracis-33549	121	9	may	may	AUX
bracis-33549	121	10	exhibit	exhibit	VERB
bracis-33549	121	11	redundancy	redundancy	NOUN
bracis-33549	121	12	in	in	ADP
bracis-33549	121	13	their	their	PRON
bracis-33549	121	14	patterns	pattern	NOUN
bracis-33549	121	15	,	,	PUNCT
bracis-33549	121	16	making	make	VERB
bracis-33549	121	17	it	it	PRON
bracis-33549	121	18	unnecessary	unnecessary	ADJ
bracis-33549	121	19	to	to	PART
bracis-33549	121	20	use	use	VERB
bracis-33549	121	21	the	the	DET
bracis-33549	121	22	entire	entire	ADJ
bracis-33549	121	23	training	training	NOUN
bracis-33549	121	24	set	set	VERB
bracis-33549	121	25	for	for	ADP
bracis-33549	121	26	training	train	VERB
bracis-33549	121	27	a	a	DET
bracis-33549	121	28	model	model	NOUN
bracis-33549	121	29	.	.	PUNCT
bracis-33549	122	1	3	3	NUM
bracis-33549	122	2	proposed	propose	VERB
bracis-33549	122	3	new	new	ADJ
bracis-33549	122	4	ensemble	ensemble	ADJ
bracis-33549	122	5	fig	fig	NOUN
bracis-33549	122	6	.	.	PUNCT
bracis-33549	123	1	1	1	X
bracis-33549	123	2	.	.	X
bracis-33549	123	3	training	training	NOUN
bracis-33549	123	4	and	and	CCONJ
bracis-33549	123	5	testing	test	VERB
bracis-33549	123	6	phases	phase	NOUN
bracis-33549	123	7	of	of	ADP
bracis-33549	123	8	the	the	DET
bracis-33549	123	9	proposed	propose	VERB
bracis-33549	123	10	local	local	ADJ
bracis-33549	123	11	pattern	pattern	NOUN
bracis-33549	123	12	recognition	recognition	NOUN
bracis-33549	123	13	based	base	VERB
bracis-33549	123	14	on	on	ADP
bracis-33549	123	15	data	datum	NOUN
bracis-33549	123	16	distribution	distribution	NOUN
bracis-33549	123	17	.	.	PUNCT
bracis-33549	124	1	full	full	ADJ
bracis-33549	124	2	size	size	NOUN
bracis-33549	124	3	image	image	NOUN
bracis-33549	124	4	the	the	DET
bracis-33549	124	5	proposal	proposal	NOUN
bracis-33549	124	6	is	be	AUX
bracis-33549	124	7	a	a	DET
bracis-33549	124	8	homogeneous	homogeneous	ADJ
bracis-33549	124	9	ensemble	ensemble	ADJ
bracis-33549	124	10	comprising	comprising	NOUN
bracis-33549	124	11	two	two	NUM
bracis-33549	124	12	stages	stage	NOUN
bracis-33549	124	13	:	:	PUNCT
bracis-33549	124	14	generation	generation	NOUN
bracis-33549	124	15	and	and	CCONJ
bracis-33549	124	16	integration	integration	NOUN
bracis-33549	124	17	.	.	PUNCT
bracis-33549	125	1	we	we	PRON
bracis-33549	125	2	define	define	VERB
bracis-33549	125	3	partitions	partition	NOUN
bracis-33549	125	4	with	with	ADP
bracis-33549	125	5	different	different	ADJ
bracis-33549	125	6	data	datum	NOUN
bracis-33549	125	7	distributions	distribution	NOUN
bracis-33549	125	8	and	and	CCONJ
bracis-33549	125	9	eliminate	eliminate	VERB
bracis-33549	125	10	other	other	ADJ
bracis-33549	125	11	ones	one	NOUN
bracis-33549	125	12	with	with	ADP
bracis-33549	125	13	redundant	redundant	ADJ
bracis-33549	125	14	data	data	NOUN
bracis-33549	125	15	distributions	distribution	NOUN
bracis-33549	125	16	within	within	ADP
bracis-33549	125	17	the	the	DET
bracis-33549	125	18	training	training	NOUN
bracis-33549	125	19	set	set	VERB
bracis-33549	125	20	during	during	ADP
bracis-33549	125	21	the	the	DET
bracis-33549	125	22	generation	generation	NOUN
bracis-33549	125	23	stage	stage	NOUN
bracis-33549	125	24	.	.	PUNCT
bracis-33549	126	1	therefore	therefore	ADV
bracis-33549	126	2	,	,	PUNCT
bracis-33549	126	3	a	a	DET
bracis-33549	126	4	concise	concise	ADJ
bracis-33549	126	5	training	training	NOUN
bracis-33549	126	6	set	set	NOUN
bracis-33549	126	7	that	that	PRON
bracis-33549	126	8	reflects	reflect	VERB
bracis-33549	126	9	the	the	DET
bracis-33549	126	10	data	data	NOUN
bracis-33549	126	11	distribution	distribution	NOUN
bracis-33549	126	12	patterns	pattern	NOUN
bracis-33549	126	13	is	be	AUX
bracis-33549	126	14	obtained	obtain	VERB
bracis-33549	126	15	.	.	PUNCT
bracis-33549	127	1	this	this	DET
bracis-33549	127	2	process	process	NOUN
bracis-33549	127	3	enables	enable	VERB
bracis-33549	127	4	the	the	DET
bracis-33549	127	5	creation	creation	NOUN
bracis-33549	127	6	of	of	ADP
bracis-33549	127	7	a	a	DET
bracis-33549	127	8	pool	pool	NOUN
bracis-33549	127	9	of	of	ADP
bracis-33549	127	10	trained	train	VERB
bracis-33549	127	11	models	model	NOUN
bracis-33549	127	12	\(p=\{m_1,m_2,\ldots	\(p=\{m_1,m_2,\ldot	NOUN
bracis-33549	127	13	,	,	PUNCT
bracis-33549	127	14	m_n\}\	m_n\}\	NOUN
bracis-33549	127	15	)	)	PUNCT
bracis-33549	127	16	,	,	PUNCT
bracis-33549	127	17	that	that	ADV
bracis-33549	127	18	is	is	ADV
bracis-33549	127	19	,	,	PUNCT
bracis-33549	127	20	a	a	DET
bracis-33549	127	21	group	group	NOUN
bracis-33549	127	22	of	of	ADP
bracis-33549	127	23	n	n	CCONJ
bracis-33549	127	24	local	local	ADJ
bracis-33549	127	25	expert	expert	NOUN
bracis-33549	127	26	predictors	predictor	NOUN
bracis-33549	127	27	,	,	PUNCT
bracis-33549	127	28	which	which	PRON
bracis-33549	127	29	have	have	AUX
bracis-33549	127	30	been	be	AUX
bracis-33549	127	31	trained	train	VERB
bracis-33549	127	32	on	on	ADP
bracis-33549	127	33	partitions	partition	NOUN
bracis-33549	127	34	generated	generate	VERB
bracis-33549	127	35	with	with	ADP
bracis-33549	127	36	different	different	ADJ
bracis-33549	127	37	data	datum	NOUN
bracis-33549	127	38	distributions	distribution	NOUN
bracis-33549	127	39	validated	validate	VERB
bracis-33549	127	40	by	by	ADP
bracis-33549	127	41	the	the	DET
bracis-33549	127	42	kolmogorov	kolmogorov	PROPN
bracis-33549	127	43	-	-	PUNCT
bracis-33549	127	44	smirnov	smirnov	ADJ
bracis-33549	127	45	(	(	PUNCT
bracis-33549	127	46	ks	ks	NOUN
bracis-33549	127	47	)	)	PUNCT
bracis-33549	127	48	hypothesis	hypothesis	NOUN
bracis-33549	127	49	test	test	NOUN
bracis-33549	127	50	.	.	PUNCT
bracis-33549	128	1	the	the	DET
bracis-33549	128	2	null	null	ADJ
bracis-33549	128	3	hypothesis	hypothesis	NOUN
bracis-33549	128	4	of	of	ADP
bracis-33549	128	5	ks	ks	PROPN
bracis-33549	128	6	test	test	NOUN
bracis-33549	128	7	states	state	VERB
bracis-33549	128	8	that	that	SCONJ
bracis-33549	128	9	the	the	DET
bracis-33549	128	10	two	two	NUM
bracis-33549	128	11	samples	sample	NOUN
bracis-33549	128	12	share	share	VERB
bracis-33549	128	13	the	the	DET
bracis-33549	128	14	same	same	ADJ
bracis-33549	128	15	distribution	distribution	NOUN
bracis-33549	128	16	 	 	SPACE
bracis-33549	129	1	[	[	X
bracis-33549	129	2	29	29	NUM
bracis-33549	129	3	]	]	PUNCT
bracis-33549	129	4	.	.	PUNCT
bracis-33549	130	1	subsequently	subsequently	ADV
bracis-33549	130	2	,	,	PUNCT
bracis-33549	130	3	the	the	DET
bracis-33549	130	4	predictors	predictor	NOUN
bracis-33549	130	5	are	be	AUX
bracis-33549	130	6	combined	combine	VERB
bracis-33549	130	7	in	in	ADP
bracis-33549	130	8	the	the	DET
bracis-33549	130	9	integration	integration	NOUN
bracis-33549	130	10	stage	stage	NOUN
bracis-33549	130	11	to	to	PART
bracis-33549	130	12	achieve	achieve	VERB
bracis-33549	130	13	the	the	DET
bracis-33549	130	14	final	final	ADJ
bracis-33549	130	15	forecasting	forecasting	NOUN
bracis-33549	130	16	of	of	ADP
bracis-33549	130	17	the	the	DET
bracis-33549	130	18	ensemble	ensemble	ADJ
bracis-33549	130	19	.	.	PUNCT
bracis-33549	131	1	figure	figure	NOUN
bracis-33549	131	2	 	 	SPACE
bracis-33549	131	3	1(a	1(a	NUM
bracis-33549	131	4	)	)	PUNCT
bracis-33549	131	5	shows	show	VERB
bracis-33549	131	6	the	the	DET
bracis-33549	131	7	training	training	NOUN
bracis-33549	131	8	phase	phase	NOUN
bracis-33549	131	9	of	of	ADP
bracis-33549	131	10	the	the	DET
bracis-33549	131	11	locdist	locdist	NOUN
bracis-33549	131	12	method	method	NOUN
bracis-33549	131	13	.	.	PUNCT
bracis-33549	132	1	the	the	DET
bracis-33549	132	2	inputs	input	NOUN
bracis-33549	132	3	consist	consist	VERB
bracis-33549	132	4	of	of	ADP
bracis-33549	132	5	the	the	DET
bracis-33549	132	6	training	training	NOUN
bracis-33549	132	7	and	and	CCONJ
bracis-33549	132	8	validation	validation	NOUN
bracis-33549	132	9	sets	set	NOUN
bracis-33549	132	10	of	of	ADP
bracis-33549	132	11	the	the	DET
bracis-33549	132	12	time	time	NOUN
bracis-33549	132	13	series	series	NOUN
bracis-33549	132	14	,	,	PUNCT
bracis-33549	132	15	the	the	DET
bracis-33549	132	16	significance	significance	NOUN
bracis-33549	132	17	levels	level	NOUN
bracis-33549	132	18	of	of	ADP
bracis-33549	132	19	the	the	DET
bracis-33549	132	20	ks	ks	PROPN
bracis-33549	132	21	hypothesis	hypothesis	NOUN
bracis-33549	132	22	test	test	NOUN
bracis-33549	132	23	,	,	PUNCT
bracis-33549	132	24	\(\alpha	\(\alpha	VERB
bracis-33549	132	25	_	_	NOUN
bracis-33549	132	26	1\	1\	NUM
bracis-33549	132	27	)	)	PUNCT
bracis-33549	132	28	and	and	CCONJ
bracis-33549	132	29	\(\alpha	\(\alpha	VERB
bracis-33549	132	30	_	_	NOUN
bracis-33549	132	31	2\	2\	X
bracis-33549	132	32	)	)	PUNCT
bracis-33549	132	33	,	,	PUNCT
bracis-33549	132	34	the	the	DET
bracis-33549	132	35	minimum	minimum	ADJ
bracis-33549	132	36	partition	partition	NOUN
bracis-33549	132	37	size	size	NOUN
bracis-33549	132	38	t	t	PROPN
bracis-33549	132	39	,	,	PUNCT
bracis-33549	132	40	the	the	DET
bracis-33549	132	41	sliding	slide	VERB
bracis-33549	132	42	window	window	NOUN
bracis-33549	132	43	size	size	NOUN
bracis-33549	132	44	w	w	PROPN
bracis-33549	132	45	,	,	PUNCT
bracis-33549	132	46	the	the	DET
bracis-33549	132	47	base	base	NOUN
bracis-33549	132	48	model	model	NOUN
bracis-33549	132	49	m	m	VERB
bracis-33549	132	50	with	with	ADP
bracis-33549	132	51	a	a	DET
bracis-33549	132	52	technique	technique	NOUN
bracis-33549	132	53	for	for	ADP
bracis-33549	132	54	hyperparameter	hyperparameter	NOUN
bracis-33549	132	55	selection	selection	NOUN
bracis-33549	132	56	g	g	PROPN
bracis-33549	132	57	,	,	PUNCT
bracis-33549	132	58	the	the	DET
bracis-33549	132	59	evaluation	evaluation	NOUN
bracis-33549	132	60	measure	measure	NOUN
bracis-33549	132	61	e	e	NOUN
bracis-33549	132	62	for	for	ADP
bracis-33549	132	63	the	the	DET
bracis-33549	132	64	evaluation	evaluation	NOUN
bracis-33549	132	65	of	of	ADP
bracis-33549	132	66	m	m	PROPN
bracis-33549	132	67	and	and	CCONJ
bracis-33549	132	68	,	,	PUNCT
bracis-33549	132	69	lastly	lastly	ADV
bracis-33549	132	70	,	,	PUNCT
bracis-33549	132	71	a	a	DET
bracis-33549	132	72	combination	combination	NOUN
bracis-33549	132	73	method	method	NOUN
bracis-33549	132	74	c	c	NOUN
bracis-33549	132	75	for	for	ADP
bracis-33549	132	76	integration	integration	NOUN
bracis-33549	132	77	.	.	PUNCT
bracis-33549	133	1	the	the	DET
bracis-33549	133	2	output	output	NOUN
bracis-33549	133	3	is	be	AUX
bracis-33549	133	4	the	the	DET
bracis-33549	133	5	pool	pool	NOUN
bracis-33549	133	6	of	of	ADP
bracis-33549	133	7	trained	train	VERB
bracis-33549	133	8	models	model	NOUN
bracis-33549	133	9	\(p=\{m_1,m_2,\ldots	\(p=\{m_1,m_2,\ldot	NOUN
bracis-33549	133	10	,	,	PUNCT
bracis-33549	133	11	m_n\}\	m_n\}\	NOUN
bracis-33549	133	12	)	)	PUNCT
bracis-33549	133	13	of	of	ADP
bracis-33549	133	14	n	n	CCONJ
bracis-33549	133	15	local	local	ADJ
bracis-33549	133	16	expert	expert	NOUN
bracis-33549	133	17	models	model	NOUN
bracis-33549	133	18	and	and	CCONJ
bracis-33549	133	19	combination	combination	NOUN
bracis-33549	133	20	method	method	NOUN
bracis-33549	133	21	c.	c.	PROPN
bracis-33549	133	22	first	first	ADV
bracis-33549	133	23	,	,	PUNCT
bracis-33549	133	24	the	the	DET
bracis-33549	133	25	ensemble	ensemble	ADJ
bracis-33549	133	26	generation	generation	NOUN
bracis-33549	133	27	step	step	NOUN
bracis-33549	133	28	is	be	AUX
bracis-33549	133	29	employed	employ	VERB
bracis-33549	133	30	through	through	ADP
bracis-33549	133	31	partitioning	partitioning	NOUN
bracis-33549	133	32	,	,	PUNCT
bracis-33549	133	33	which	which	PRON
bracis-33549	133	34	is	be	AUX
bracis-33549	133	35	constructed	construct	VERB
bracis-33549	133	36	as	as	SCONJ
bracis-33549	133	37	follows	follow	VERB
bracis-33549	133	38	:	:	PUNCT
bracis-33549	133	39	(	(	PUNCT
bracis-33549	133	40	i	i	NOUN
bracis-33549	133	41	)	)	PUNCT
bracis-33549	133	42	windows	windows	PROPN
bracis-33549	133	43	\(w_t\	\(w_t\	PROPN
bracis-33549	133	44	)	)	PUNCT
bracis-33549	133	45	are	be	AUX
bracis-33549	133	46	created	create	VERB
bracis-33549	133	47	in	in	ADP
bracis-33549	133	48	the	the	DET
bracis-33549	133	49	training	training	NOUN
bracis-33549	133	50	set	set	VERB
bracis-33549	133	51	with	with	ADP
bracis-33549	133	52	a	a	DET
bracis-33549	133	53	fixed	fix	VERB
bracis-33549	133	54	size	size	NOUN
bracis-33549	133	55	w.	w.	NOUN
bracis-33549	133	56	the	the	DET
bracis-33549	133	57	difference	difference	NOUN
bracis-33549	133	58	between	between	ADP
bracis-33549	133	59	two	two	NUM
bracis-33549	133	60	adjacent	adjacent	ADJ
bracis-33549	133	61	windows	window	NOUN
bracis-33549	133	62	\((w_t	\((w_t	PROPN
bracis-33549	133	63	w_{t-1})\	w_{t-1})\	NOUN
bracis-33549	133	64	)	)	PUNCT
bracis-33549	133	65	is	be	AUX
bracis-33549	133	66	only	only	ADV
bracis-33549	133	67	one	one	NUM
bracis-33549	133	68	observation	observation	NOUN
bracis-33549	133	69	.	.	PUNCT
bracis-33549	134	1	the	the	DET
bracis-33549	134	2	first	first	ADJ
bracis-33549	134	3	window	window	NOUN
bracis-33549	134	4	\(w_1\	\(w_1\	PROPN
bracis-33549	134	5	)	)	PUNCT
bracis-33549	134	6	is	be	AUX
bracis-33549	134	7	defined	define	VERB
bracis-33549	134	8	as	as	ADP
bracis-33549	134	9	the	the	DET
bracis-33549	134	10	initial	initial	ADJ
bracis-33549	134	11	reference	reference	NOUN
bracis-33549	134	12	window	window	NOUN
bracis-33549	134	13	\(ref_1\	\(ref_1\	NOUN
bracis-33549	134	14	)	)	PUNCT
bracis-33549	134	15	;	;	PUNCT
bracis-33549	134	16	(	(	PUNCT
bracis-33549	134	17	ii	ii	NOUN
bracis-33549	134	18	)	)	PUNCT
bracis-33549	134	19	subsequently	subsequently	ADV
bracis-33549	134	20	,	,	PUNCT
bracis-33549	134	21	a	a	DET
bracis-33549	134	22	significance	significance	NOUN
bracis-33549	134	23	level	level	NOUN
bracis-33549	134	24	\(\alpha	\(\alpha	VERB
bracis-33549	134	25	_	_	NOUN
bracis-33549	134	26	1\	1\	NUM
bracis-33549	134	27	)	)	PUNCT
bracis-33549	134	28	is	be	AUX
bracis-33549	134	29	defined	define	VERB
bracis-33549	134	30	for	for	ADP
bracis-33549	134	31	applying	apply	VERB
bracis-33549	134	32	the	the	DET
bracis-33549	134	33	ks	ks	NOUN
bracis-33549	134	34	hypothesis	hypothesis	NOUN
bracis-33549	134	35	test	test	NOUN
bracis-33549	134	36	between	between	ADP
bracis-33549	134	37	the	the	DET
bracis-33549	134	38	reference	reference	NOUN
bracis-33549	134	39	window	window	NOUN
bracis-33549	134	40	and	and	CCONJ
bracis-33549	134	41	each	each	DET
bracis-33549	134	42	subsequent	subsequent	ADJ
bracis-33549	134	43	window	window	NOUN
bracis-33549	134	44	sequentially	sequentially	ADV
bracis-33549	134	45	;	;	PUNCT
bracis-33549	134	46	(	(	PUNCT
bracis-33549	134	47	iii	iii	X
bracis-33549	134	48	)	)	PUNCT
bracis-33549	134	49	the	the	DET
bracis-33549	134	50	method	method	NOUN
bracis-33549	134	51	constructs	construct	VERB
bracis-33549	134	52	the	the	DET
bracis-33549	134	53	partition	partition	NOUN
bracis-33549	134	54	by	by	ADP
bracis-33549	134	55	joining	join	VERB
bracis-33549	134	56	adjacent	adjacent	ADJ
bracis-33549	134	57	windows	window	NOUN
bracis-33549	134	58	that	that	PRON
bracis-33549	134	59	have	have	VERB
bracis-33549	134	60	a	a	DET
bracis-33549	134	61	p	p	ADJ
bracis-33549	134	62	-	-	PUNCT
bracis-33549	134	63	value	value	NOUN
bracis-33549	134	64	\(>\alpha	\(>\alpha	PUNCT
bracis-33549	134	65	_	_	NOUN
bracis-33549	134	66	1\	1\	NUM
bracis-33549	134	67	)	)	PUNCT
bracis-33549	134	68	,	,	PUNCT
bracis-33549	134	69	otherwise	otherwise	ADV
bracis-33549	134	70	a	a	DET
bracis-33549	134	71	new	new	ADJ
bracis-33549	134	72	partition	partition	NOUN
bracis-33549	134	73	is	be	AUX
bracis-33549	134	74	initiated	initiate	VERB
bracis-33549	134	75	with	with	ADP
bracis-33549	134	76	a	a	DET
bracis-33549	134	77	new	new	ADJ
bracis-33549	134	78	reference	reference	NOUN
bracis-33549	134	79	window	window	NOUN
bracis-33549	134	80	.	.	PUNCT
bracis-33549	135	1	in	in	ADP
bracis-33549	135	2	the	the	DET
bracis-33549	135	3	end	end	NOUN
bracis-33549	135	4	,	,	PUNCT
bracis-33549	135	5	we	we	PRON
bracis-33549	135	6	will	will	AUX
bracis-33549	135	7	have	have	VERB
bracis-33549	135	8	the	the	DET
bracis-33549	135	9	defined	define	VERB
bracis-33549	135	10	partitions	partition	NOUN
bracis-33549	135	11	and	and	CCONJ
bracis-33549	135	12	their	their	PRON
bracis-33549	135	13	respective	respective	ADJ
bracis-33549	135	14	reference	reference	NOUN
bracis-33549	135	15	windows	window	NOUN
bracis-33549	135	16	;	;	PUNCT
bracis-33549	135	17	(	(	PUNCT
bracis-33549	135	18	iv	iv	X
bracis-33549	135	19	)	)	PUNCT
bracis-33549	135	20	next	next	ADV
bracis-33549	135	21	,	,	PUNCT
bracis-33549	135	22	partitions	partition	NOUN
bracis-33549	135	23	with	with	ADP
bracis-33549	135	24	a	a	DET
bracis-33549	135	25	size	size	NOUN
bracis-33549	135	26	smaller	small	ADJ
bracis-33549	135	27	than	than	SCONJ
bracis-33549	135	28	t	t	PROPN
bracis-33549	135	29	are	be	AUX
bracis-33549	135	30	eliminated	eliminate	VERB
bracis-33549	135	31	;	;	PUNCT
bracis-33549	135	32	(	(	PUNCT
bracis-33549	135	33	v	v	NOUN
bracis-33549	135	34	)	)	PUNCT
bracis-33549	135	35	return	return	NOUN
bracis-33549	135	36	to	to	ADP
bracis-33549	135	37	step	step	NOUN
bracis-33549	135	38	(	(	PUNCT
bracis-33549	135	39	iii	iii	NOUN
bracis-33549	135	40	)	)	PUNCT
bracis-33549	135	41	applying	apply	VERB
bracis-33549	135	42	a	a	DET
bracis-33549	135	43	grid	grid	NOUN
bracis-33549	135	44	search	search	NOUN
bracis-33549	135	45	with	with	ADP
bracis-33549	135	46	different	different	ADJ
bracis-33549	135	47	significance	significance	NOUN
bracis-33549	135	48	levels	level	NOUN
bracis-33549	135	49	for	for	ADP
bracis-33549	135	50	\(\alpha	\(\alpha	NOUN
bracis-33549	135	51	_	_	NOUN
bracis-33549	135	52	1\	1\	NUM
bracis-33549	135	53	)	)	PUNCT
bracis-33549	135	54	,	,	PUNCT
bracis-33549	135	55	aiming	aim	VERB
bracis-33549	135	56	to	to	PART
bracis-33549	135	57	maximize	maximize	VERB
bracis-33549	135	58	the	the	DET
bracis-33549	135	59	expression	expression	NOUN
bracis-33549	135	60	$	$	SYM
bracis-33549	135	61	$	$	SYM
bracis-33549	135	62	\begin{aligned	\begin{aligne	VERB
bracis-33549	135	63	}	}	PUNCT
bracis-33549	135	64	\text	\text	ADP
bracis-33549	135	65	{	{	PUNCT
bracis-33549	135	66	maximize	maximize	NOUN
bracis-33549	135	67	}	}	PUNCT
bracis-33549	135	68	\frac{\sum	\frac{\sum	VERB
bracis-33549	135	69	_	_	PROPN
bracis-33549	135	70	{	{	PUNCT
bracis-33549	135	71	i	i	X
bracis-33549	135	72	<	<	X
bracis-33549	135	73	j}^{u	j}^{u	PROPN
bracis-33549	135	74	}	}	PUNCT
bracis-33549	135	75	ks(ref_i	ks(ref_i	NOUN
bracis-33549	135	76	,	,	PUNCT
bracis-33549	135	77	ref_j)}{b_{u,2	ref_j)}{b_{u,2	PROPN
bracis-33549	135	78	}	}	PUNCT
bracis-33549	135	79	}	}	PUNCT
bracis-33549	135	80	\end{aligned}$$	\end{aligned}$$	X
bracis-33549	135	81	(	(	PUNCT
bracis-33549	135	82	1	1	NUM
bracis-33549	135	83	)	)	PUNCT
bracis-33549	135	84	$	$	SYM
bracis-33549	135	85	$	$	SYM
bracis-33549	135	86	\begin{aligned	\begin{aligne	VERB
bracis-33549	135	87	}	}	PUNCT
bracis-33549	135	88	\text	\text	ADP
bracis-33549	135	89	{	{	PUNCT
bracis-33549	135	90	subject	subject	ADJ
bracis-33549	135	91	to	to	ADP
bracis-33549	135	92	:	:	PUNCT
bracis-33549	135	93	}	}	PUNCT
bracis-33549	135	94	ks(ref_i	ks(ref_i	ADJ
bracis-33549	135	95	,	,	PUNCT
bracis-33549	135	96	ref_j	ref_j	NOUN
bracis-33549	135	97	)	)	PUNCT
bracis-33549	136	1	=	=	SYM
bracis-33549	136	2	\left\	\left\	PROPN
bracis-33549	136	3	{	{	PUNCT
bracis-33549	136	4	\begin{matrix	\begin{matrix	ADJ
bracis-33549	136	5	}	}	PUNCT
bracis-33549	136	6	1	1	NUM
bracis-33549	136	7	,	,	PUNCT
bracis-33549	136	8	&	&	CCONJ
bracis-33549	136	9	\text	\text	PROPN
bracis-33549	136	10	{	{	PUNCT
bracis-33549	136	11	if	if	SCONJ
bracis-33549	136	12	}	}	PUNCT
bracis-33549	136	13	\text	\text	NOUN
bracis-33549	136	14	{	{	PUNCT
bracis-33549	136	15	{	{	PUNCT
bracis-33549	136	16	p}-value	p}-value	ADJ
bracis-33549	136	17	}	}	PUNCT
bracis-33549	136	18	\le	\le	NOUN
bracis-33549	136	19	0.05;\\	0.05;\\	NOUN
bracis-33549	136	20	0	0	NUM
bracis-33549	136	21	,	,	PUNCT
bracis-33549	136	22	&	&	CCONJ
bracis-33549	136	23	\text	\text	PROPN
bracis-33549	136	24	{	{	PUNCT
bracis-33549	136	25	otherwise	otherwise	ADV
bracis-33549	136	26	.	.	PUNCT
bracis-33549	136	27	}	}	PUNCT
bracis-33549	136	28	\end{matrix	\end{matrix	NOUN
bracis-33549	136	29	}	}	PUNCT
bracis-33549	136	30	\right	\right	PROPN
bracis-33549	136	31	.	.	PROPN
bracis-33549	136	32	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-33549	136	33	(	(	PUNCT
bracis-33549	136	34	2	2	NUM
bracis-33549	136	35	)	)	PUNCT
bracis-33549	136	36	where	where	SCONJ
bracis-33549	136	37	b	b	NOUN
bracis-33549	136	38	is	be	AUX
bracis-33549	136	39	a	a	DET
bracis-33549	136	40	combination	combination	NOUN
bracis-33549	136	41	in	in	ADP
bracis-33549	136	42	the	the	DET
bracis-33549	136	43	field	field	NOUN
bracis-33549	136	44	of	of	ADP
bracis-33549	136	45	combinatorial	combinatorial	ADJ
bracis-33549	136	46	analysis	analysis	NOUN
bracis-33549	136	47	and	and	CCONJ
bracis-33549	136	48	u	u	NOUN
bracis-33549	136	49	is	be	AUX
bracis-33549	136	50	the	the	DET
bracis-33549	136	51	number	number	NOUN
bracis-33549	136	52	of	of	ADP
bracis-33549	136	53	reference	reference	NOUN
bracis-33549	136	54	windows	window	NOUN
bracis-33549	136	55	at	at	ADP
bracis-33549	136	56	the	the	DET
bracis-33549	136	57	end	end	NOUN
bracis-33549	136	58	of	of	ADP
bracis-33549	136	59	step	step	NOUN
bracis-33549	136	60	(	(	PUNCT
bracis-33549	136	61	iv	iv	NOUN
bracis-33549	136	62	)	)	PUNCT
bracis-33549	136	63	.	.	PUNCT
bracis-33549	137	1	therefore	therefore	ADV
bracis-33549	137	2	,	,	PUNCT
bracis-33549	137	3	\(b_{u,2}\	\(b_{u,2}\	PROPN
bracis-33549	137	4	)	)	PUNCT
bracis-33549	137	5	represents	represent	VERB
bracis-33549	137	6	the	the	DET
bracis-33549	137	7	total	total	ADJ
bracis-33549	137	8	number	number	NOUN
bracis-33549	137	9	of	of	ADP
bracis-33549	137	10	possible	possible	ADJ
bracis-33549	137	11	two	two	NUM
bracis-33549	137	12	-	-	PUNCT
bracis-33549	137	13	by	by	ADP
bracis-33549	137	14	-	-	PUNCT
bracis-33549	137	15	two	two	NUM
bracis-33549	137	16	combinations	combination	NOUN
bracis-33549	137	17	between	between	ADP
bracis-33549	137	18	the	the	DET
bracis-33549	137	19	reference	reference	NOUN
bracis-33549	137	20	windows	window	NOUN
bracis-33549	137	21	of	of	ADP
bracis-33549	137	22	each	each	DET
bracis-33549	137	23	partition	partition	NOUN
bracis-33549	137	24	.	.	PUNCT
bracis-33549	138	1	ks	k	NOUN
bracis-33549	138	2	refers	refer	VERB
bracis-33549	138	3	to	to	ADP
bracis-33549	138	4	the	the	DET
bracis-33549	138	5	kolmogorov	kolmogorov	ADJ
bracis-33549	138	6	-	-	PUNCT
bracis-33549	138	7	smirnov	smirnov	ADJ
bracis-33549	138	8	(	(	PUNCT
bracis-33549	138	9	ks	ks	NOUN
bracis-33549	138	10	)	)	PUNCT
bracis-33549	138	11	hypothesis	hypothesis	NOUN
bracis-33549	138	12	test	test	NOUN
bracis-33549	138	13	.	.	PUNCT
bracis-33549	139	1	thus	thus	ADV
bracis-33549	139	2	,	,	PUNCT
bracis-33549	139	3	\(ks(ref_i	\(ks(ref_i	ADJ
bracis-33549	139	4	,	,	PUNCT
bracis-33549	139	5	ref_j)\	ref_j)\	NOUN
bracis-33549	139	6	)	)	PUNCT
bracis-33549	139	7	is	be	AUX
bracis-33549	139	8	equal	equal	ADJ
bracis-33549	139	9	to	to	ADP
bracis-33549	139	10	1	1	NUM
bracis-33549	139	11	if	if	SCONJ
bracis-33549	139	12	the	the	DET
bracis-33549	139	13	reference	reference	NOUN
bracis-33549	139	14	windows	window	VERB
bracis-33549	139	15	i	i	PRON
bracis-33549	139	16	and	and	CCONJ
bracis-33549	139	17	j	j	PROPN
bracis-33549	139	18	of	of	ADP
bracis-33549	139	19	partitions	partition	NOUN
bracis-33549	139	20	have	have	VERB
bracis-33549	139	21	different	different	ADJ
bracis-33549	139	22	distributions	distribution	NOUN
bracis-33549	139	23	(	(	PUNCT
bracis-33549	139	24	p	p	NOUN
bracis-33549	139	25	-	-	PUNCT
bracis-33549	139	26	value	value	NOUN
bracis-33549	139	27	\(\le	\(\le	PROPN
bracis-33549	139	28	0.05\	0.05\	PROPN
bracis-33549	139	29	)	)	PUNCT
bracis-33549	139	30	)	)	PUNCT
bracis-33549	139	31	,	,	PUNCT
bracis-33549	139	32	and	and	CCONJ
bracis-33549	139	33	equal	equal	ADJ
bracis-33549	139	34	to	to	ADP
bracis-33549	139	35	0	0	NUM
bracis-33549	139	36	,	,	PUNCT
bracis-33549	139	37	otherwise	otherwise	ADV
bracis-33549	139	38	.	.	PUNCT
bracis-33549	140	1	maximizing	maximize	VERB
bracis-33549	140	2	the	the	DET
bracis-33549	140	3	expression	expression	NOUN
bracis-33549	140	4	 	 	SPACE
bracis-33549	140	5	(	(	PUNCT
bracis-33549	140	6	1	1	X
bracis-33549	140	7	)	)	PUNCT
bracis-33549	140	8	is	be	AUX
bracis-33549	140	9	a	a	DET
bracis-33549	140	10	key	key	ADJ
bracis-33549	140	11	approach	approach	NOUN
bracis-33549	140	12	for	for	ADP
bracis-33549	140	13	identifying	identify	VERB
bracis-33549	140	14	the	the	DET
bracis-33549	140	15	most	most	ADV
bracis-33549	140	16	significant	significant	ADJ
bracis-33549	140	17	number	number	NOUN
bracis-33549	140	18	of	of	ADP
bracis-33549	140	19	partitions	partition	NOUN
bracis-33549	140	20	with	with	ADP
bracis-33549	140	21	different	different	ADJ
bracis-33549	140	22	distributions	distribution	NOUN
bracis-33549	140	23	in	in	ADP
bracis-33549	140	24	the	the	DET
bracis-33549	140	25	training	training	NOUN
bracis-33549	140	26	set	set	NOUN
bracis-33549	140	27	;	;	PUNCT
bracis-33549	140	28	(	(	PUNCT
bracis-33549	140	29	v	v	NOUN
bracis-33549	140	30	)	)	PUNCT
bracis-33549	140	31	after	after	ADP
bracis-33549	140	32	determining	determine	VERB
bracis-33549	140	33	the	the	DET
bracis-33549	140	34	best	good	ADJ
bracis-33549	140	35	significance	significance	NOUN
bracis-33549	140	36	level	level	NOUN
bracis-33549	140	37	for	for	ADP
bracis-33549	140	38	\(\alpha	\(\alpha	NOUN
bracis-33549	140	39	_	_	NOUN
bracis-33549	140	40	1\	1\	NUM
bracis-33549	140	41	)	)	PUNCT
bracis-33549	140	42	in	in	ADP
bracis-33549	140	43	the	the	DET
bracis-33549	140	44	grid	grid	NOUN
bracis-33549	140	45	search	search	NOUN
bracis-33549	140	46	to	to	PART
bracis-33549	140	47	maximize	maximize	VERB
bracis-33549	140	48	the	the	DET
bracis-33549	140	49	expression	expression	NOUN
bracis-33549	140	50	 	 	SPACE
bracis-33549	140	51	(	(	PUNCT
bracis-33549	140	52	1	1	NUM
bracis-33549	140	53	)	)	PUNCT
bracis-33549	140	54	,	,	PUNCT
bracis-33549	140	55	the	the	DET
bracis-33549	140	56	ks	ks	NOUN
bracis-33549	140	57	test	test	NOUN
bracis-33549	140	58	is	be	AUX
bracis-33549	140	59	applied	apply	VERB
bracis-33549	140	60	once	once	ADV
bracis-33549	140	61	again	again	ADV
bracis-33549	140	62	to	to	PART
bracis-33549	140	63	eliminate	eliminate	VERB
bracis-33549	140	64	partitions	partition	NOUN
bracis-33549	140	65	with	with	ADP
bracis-33549	140	66	redundant	redundant	ADJ
bracis-33549	140	67	distributions	distribution	NOUN
bracis-33549	140	68	at	at	ADP
bracis-33549	140	69	a	a	DET
bracis-33549	140	70	significance	significance	NOUN
bracis-33549	140	71	level	level	NOUN
bracis-33549	140	72	of	of	ADP
bracis-33549	140	73	\(\alpha	\(\alpha	NOUN
bracis-33549	140	74	_	_	NOUN
bracis-33549	140	75	2=0.05\	2=0.05\	NUM
bracis-33549	140	76	)	)	PUNCT
bracis-33549	140	77	.	.	PUNCT
bracis-33549	141	1	at	at	ADP
bracis-33549	141	2	the	the	DET
bracis-33549	141	3	end	end	NOUN
bracis-33549	141	4	of	of	ADP
bracis-33549	141	5	step	step	NOUN
bracis-33549	141	6	(	(	PUNCT
bracis-33549	141	7	v	v	NOUN
bracis-33549	141	8	)	)	PUNCT
bracis-33549	141	9	,	,	PUNCT
bracis-33549	141	10	the	the	DET
bracis-33549	141	11	disjoint	disjoint	NOUN
bracis-33549	141	12	partitions	partition	NOUN
bracis-33549	141	13	d	d	NOUN
bracis-33549	141	14	with	with	SCONJ
bracis-33549	141	15	solid	solid	ADJ
bracis-33549	141	16	evidence	evidence	NOUN
bracis-33549	141	17	of	of	ADP
bracis-33549	141	18	different	different	ADJ
bracis-33549	141	19	data	datum	NOUN
bracis-33549	141	20	distributions	distribution	NOUN
bracis-33549	141	21	are	be	AUX
bracis-33549	141	22	obtained	obtain	VERB
bracis-33549	141	23	,	,	PUNCT
bracis-33549	141	24	and	and	CCONJ
bracis-33549	141	25	the	the	DET
bracis-33549	141	26	partitioning	partition	VERB
bracis-33549	141	27	procedure	procedure	NOUN
bracis-33549	141	28	is	be	AUX
bracis-33549	141	29	concluded	conclude	VERB
bracis-33549	141	30	.	.	PUNCT
bracis-33549	142	1	succeeding	succeed	VERB
bracis-33549	142	2	generating	generate	VERB
bracis-33549	142	3	disjoint	disjoint	NOUN
bracis-33549	142	4	partitions	partition	NOUN
bracis-33549	142	5	d	d	NOUN
bracis-33549	142	6	with	with	ADP
bracis-33549	142	7	different	different	ADJ
bracis-33549	142	8	distributions	distribution	NOUN
bracis-33549	142	9	,	,	PUNCT
bracis-33549	142	10	time	time	NOUN
bracis-33549	142	11	series	series	PROPN
bracis-33549	142	12	prediction	prediction	NOUN
bracis-33549	142	13	models	model	NOUN
bracis-33549	142	14	m	m	VERB
bracis-33549	142	15	are	be	AUX
bracis-33549	142	16	trained	train	VERB
bracis-33549	142	17	on	on	ADP
bracis-33549	142	18	these	these	DET
bracis-33549	142	19	disjoint	disjoint	NOUN
bracis-33549	142	20	partitions	partition	NOUN
bracis-33549	142	21	d	d	NOUN
bracis-33549	142	22	using	use	VERB
bracis-33549	142	23	technique	technique	NOUN
bracis-33549	142	24	g	g	NOUN
bracis-33549	142	25	and	and	CCONJ
bracis-33549	142	26	evaluation	evaluation	NOUN
bracis-33549	142	27	metric	metric	ADJ
bracis-33549	142	28	e	e	NOUN
bracis-33549	142	29	for	for	ADP
bracis-33549	142	30	hyperparameter	hyperparameter	NOUN
bracis-33549	142	31	selection	selection	NOUN
bracis-33549	142	32	.	.	PUNCT
bracis-33549	143	1	linear	linear	ADJ
bracis-33549	143	2	models	model	NOUN
bracis-33549	143	3	are	be	AUX
bracis-33549	143	4	chosen	choose	VERB
bracis-33549	143	5	based	base	VERB
bracis-33549	143	6	on	on	ADP
bracis-33549	143	7	the	the	DET
bracis-33549	143	8	lowest	low	ADJ
bracis-33549	143	9	error	error	NOUN
bracis-33549	143	10	e	e	NOUN
bracis-33549	143	11	in	in	ADP
bracis-33549	143	12	the	the	DET
bracis-33549	143	13	training	training	NOUN
bracis-33549	143	14	partition	partition	NOUN
bracis-33549	143	15	,	,	PUNCT
bracis-33549	143	16	while	while	SCONJ
bracis-33549	143	17	nonlinear	nonlinear	ADJ
bracis-33549	143	18	models	model	NOUN
bracis-33549	143	19	are	be	AUX
bracis-33549	143	20	selected	select	VERB
bracis-33549	143	21	based	base	VERB
bracis-33549	143	22	on	on	ADP
bracis-33549	143	23	the	the	DET
bracis-33549	143	24	lowest	low	ADJ
bracis-33549	143	25	error	error	NOUN
bracis-33549	143	26	e	e	NOUN
bracis-33549	143	27	in	in	ADP
bracis-33549	143	28	the	the	DET
bracis-33549	143	29	validation	validation	NOUN
bracis-33549	143	30	partition	partition	NOUN
bracis-33549	143	31	to	to	PART
bracis-33549	143	32	avoid	avoid	VERB
bracis-33549	143	33	overfitting	overfitte	VERB
bracis-33549	143	34	.	.	PUNCT
bracis-33549	144	1	this	this	DET
bracis-33549	144	2	process	process	NOUN
bracis-33549	144	3	creates	create	VERB
bracis-33549	144	4	a	a	DET
bracis-33549	144	5	pool	pool	NOUN
bracis-33549	144	6	\(p=\{m_1,m_2,\ldots	\(p=\{m_1,m_2,\ldot	NOUN
bracis-33549	144	7	,	,	PUNCT
bracis-33549	144	8	m_n\}\	m_n\}\	NOUN
bracis-33549	144	9	)	)	PUNCT
bracis-33549	144	10	consisting	consist	VERB
bracis-33549	144	11	of	of	ADP
bracis-33549	144	12	n	n	CCONJ
bracis-33549	144	13	local	local	ADJ
bracis-33549	144	14	expert	expert	NOUN
bracis-33549	144	15	predictors	predictor	NOUN
bracis-33549	144	16	specialized	specialize	VERB
bracis-33549	144	17	in	in	ADP
bracis-33549	144	18	different	different	ADJ
bracis-33549	144	19	distribution	distribution	NOUN
bracis-33549	144	20	patterns	pattern	NOUN
bracis-33549	144	21	of	of	ADP
bracis-33549	144	22	the	the	DET
bracis-33549	144	23	time	time	NOUN
bracis-33549	144	24	series	series	NOUN
bracis-33549	144	25	.	.	PUNCT
bracis-33549	145	1	this	this	DET
bracis-33549	145	2	pool	pool	NOUN
bracis-33549	145	3	p	p	NOUN
bracis-33549	145	4	is	be	AUX
bracis-33549	145	5	combined	combine	VERB
bracis-33549	145	6	using	use	VERB
bracis-33549	145	7	a	a	DET
bracis-33549	145	8	combination	combination	NOUN
bracis-33549	145	9	method	method	NOUN
bracis-33549	145	10	c	c	NOUN
bracis-33549	145	11	,	,	PUNCT
bracis-33549	145	12	which	which	PRON
bracis-33549	145	13	can	can	AUX
bracis-33549	145	14	be	be	AUX
bracis-33549	145	15	a	a	DET
bracis-33549	145	16	statistical	statistical	ADJ
bracis-33549	145	17	measure	measure	NOUN
bracis-33549	145	18	,	,	PUNCT
bracis-33549	145	19	such	such	ADJ
bracis-33549	145	20	as	as	ADP
bracis-33549	145	21	the	the	DET
bracis-33549	145	22	average	average	NOUN
bracis-33549	145	23	,	,	PUNCT
bracis-33549	145	24	or	or	CCONJ
bracis-33549	145	25	a	a	DET
bracis-33549	145	26	nonlinear	nonlinear	ADJ
bracis-33549	145	27	model	model	NOUN
bracis-33549	145	28	m	m	AUX
bracis-33549	145	29	trained	train	VERB
bracis-33549	145	30	with	with	ADP
bracis-33549	145	31	technique	technique	NOUN
bracis-33549	145	32	g	g	NOUN
bracis-33549	145	33	and	and	CCONJ
bracis-33549	145	34	evaluation	evaluation	NOUN
bracis-33549	145	35	metric	metric	ADJ
bracis-33549	145	36	e	e	NOUN
bracis-33549	145	37	for	for	ADP
bracis-33549	145	38	hyperparameter	hyperparameter	NOUN
bracis-33549	145	39	selection	selection	NOUN
bracis-33549	145	40	.	.	PUNCT
bracis-33549	146	1	the	the	DET
bracis-33549	146	2	best	good	ADJ
bracis-33549	146	3	combination	combination	NOUN
bracis-33549	146	4	method	method	NOUN
bracis-33549	146	5	c	c	PROPN
bracis-33549	146	6	is	be	AUX
bracis-33549	146	7	selected	select	VERB
bracis-33549	146	8	based	base	VERB
bracis-33549	146	9	on	on	ADP
bracis-33549	146	10	the	the	DET
bracis-33549	146	11	lowest	low	ADJ
bracis-33549	146	12	error	error	NOUN
bracis-33549	146	13	e	e	NOUN
bracis-33549	146	14	in	in	ADP
bracis-33549	146	15	the	the	DET
bracis-33549	146	16	validation	validation	NOUN
bracis-33549	146	17	set	set	NOUN
bracis-33549	146	18	.	.	PUNCT
bracis-33549	147	1	finally	finally	ADV
bracis-33549	147	2	,	,	PUNCT
bracis-33549	147	3	fig	fig	NOUN
bracis-33549	147	4	.	.	PUNCT
bracis-33549	147	5	 	 	SPACE
bracis-33549	147	6	1(b	1(b	X
bracis-33549	147	7	)	)	PUNCT
bracis-33549	147	8	shows	show	VERB
bracis-33549	147	9	the	the	DET
bracis-33549	147	10	testing	testing	NOUN
bracis-33549	147	11	phase	phase	NOUN
bracis-33549	147	12	of	of	ADP
bracis-33549	147	13	the	the	DET
bracis-33549	147	14	locdist	locdist	NOUN
bracis-33549	147	15	method	method	NOUN
bracis-33549	147	16	.	.	PUNCT
bracis-33549	148	1	the	the	DET
bracis-33549	148	2	input	input	NOUN
bracis-33549	148	3	involves	involve	VERB
bracis-33549	148	4	the	the	DET
bracis-33549	148	5	testing	testing	NOUN
bracis-33549	148	6	set	set	NOUN
bracis-33549	148	7	of	of	ADP
bracis-33549	148	8	the	the	DET
bracis-33549	148	9	time	time	NOUN
bracis-33549	148	10	series	series	NOUN
bracis-33549	148	11	,	,	PUNCT
bracis-33549	148	12	the	the	DET
bracis-33549	148	13	pool	pool	NOUN
bracis-33549	148	14	p	p	NOUN
bracis-33549	148	15	of	of	ADP
bracis-33549	148	16	n	n	CCONJ
bracis-33549	148	17	local	local	ADJ
bracis-33549	148	18	expert	expert	NOUN
bracis-33549	148	19	predictors	predictor	NOUN
bracis-33549	148	20	,	,	PUNCT
bracis-33549	148	21	and	and	CCONJ
bracis-33549	148	22	the	the	DET
bracis-33549	148	23	combination	combination	NOUN
bracis-33549	148	24	method	method	NOUN
bracis-33549	148	25	c	c	NOUN
bracis-33549	148	26	for	for	ADP
bracis-33549	148	27	integration	integration	NOUN
bracis-33549	148	28	.	.	PUNCT
bracis-33549	149	1	the	the	DET
bracis-33549	149	2	output	output	NOUN
bracis-33549	149	3	is	be	AUX
bracis-33549	149	4	the	the	DET
bracis-33549	149	5	wind	wind	NOUN
bracis-33549	149	6	speed	speed	NOUN
bracis-33549	149	7	forecasting	forecasting	NOUN
bracis-33549	149	8	.	.	PUNCT
bracis-33549	150	1	this	this	DET
bracis-33549	150	2	phase	phase	NOUN
bracis-33549	150	3	consists	consist	VERB
bracis-33549	150	4	of	of	ADP
bracis-33549	150	5	testing	test	VERB
bracis-33549	150	6	the	the	DET
bracis-33549	150	7	predictive	predictive	ADJ
bracis-33549	150	8	capacity	capacity	NOUN
bracis-33549	150	9	of	of	ADP
bracis-33549	150	10	the	the	DET
bracis-33549	150	11	proposal	proposal	NOUN
bracis-33549	150	12	with	with	ADP
bracis-33549	150	13	the	the	DET
bracis-33549	150	14	models	model	NOUN
bracis-33549	150	15	p	p	NOUN
bracis-33549	150	16	and	and	CCONJ
bracis-33549	150	17	the	the	DET
bracis-33549	150	18	combination	combination	NOUN
bracis-33549	150	19	method	method	NOUN
bracis-33549	150	20	c	c	PROPN
bracis-33549	150	21	on	on	ADP
bracis-33549	150	22	an	an	DET
bracis-33549	150	23	out	out	ADJ
bracis-33549	150	24	-	-	PUNCT
bracis-33549	150	25	of	of	ADP
bracis-33549	150	26	-	-	PUNCT
bracis-33549	150	27	sample	sample	NOUN
bracis-33549	150	28	set	set	NOUN
bracis-33549	150	29	.	.	PUNCT
bracis-33549	151	1	4	4	NUM
bracis-33549	151	2	experimental	experimental	ADJ
bracis-33549	151	3	protocol	protocol	NOUN
bracis-33549	151	4	the	the	DET
bracis-33549	151	5	databases	database	NOUN
bracis-33549	151	6	considered	consider	VERB
bracis-33549	151	7	in	in	ADP
bracis-33549	151	8	this	this	DET
bracis-33549	151	9	work	work	NOUN
bracis-33549	151	10	are	be	AUX
bracis-33549	151	11	from	from	ADP
bracis-33549	151	12	the	the	DET
bracis-33549	151	13	brazilian	brazilian	PROPN
bracis-33549	151	14	institute	institute	PROPN
bracis-33549	151	15	of	of	ADP
bracis-33549	151	16	space	space	NOUN
bracis-33549	151	17	research	research	NOUN
bracis-33549	151	18	(	(	PUNCT
bracis-33549	151	19	inpe	inpe	VERB
bracis-33549	151	20	,	,	PUNCT
bracis-33549	151	21	in	in	ADP
bracis-33549	151	22	portuguese	portuguese	PROPN
bracis-33549	151	23	)	)	PUNCT
bracis-33549	151	24	,	,	PUNCT
bracis-33549	151	25	obtained	obtain	VERB
bracis-33549	151	26	through	through	ADP
bracis-33549	151	27	sensors	sensor	NOUN
bracis-33549	151	28	at	at	ADP
bracis-33549	151	29	a	a	DET
bracis-33549	151	30	height	height	NOUN
bracis-33549	151	31	of	of	ADP
bracis-33549	151	32	50	50	NUM
bracis-33549	151	33	 	 	SPACE
bracis-33549	151	34	m	m	VERB
bracis-33549	151	35	 	 	SPACE
bracis-33549	152	1	[	[	X
bracis-33549	152	2	30	30	NUM
bracis-33549	152	3	]	]	PUNCT
bracis-33549	152	4	.	.	PUNCT
bracis-33549	153	1	the	the	DET
bracis-33549	153	2	northeastern	northeastern	ADJ
bracis-33549	153	3	region	region	NOUN
bracis-33549	153	4	of	of	ADP
bracis-33549	153	5	brazil	brazil	PROPN
bracis-33549	153	6	has	have	VERB
bracis-33549	153	7	some	some	PRON
bracis-33549	153	8	of	of	ADP
bracis-33549	153	9	the	the	DET
bracis-33549	153	10	world	world	NOUN
bracis-33549	153	11	’s	’s	PART
bracis-33549	153	12	best	good	ADJ
bracis-33549	153	13	winds	wind	NOUN
bracis-33549	153	14	for	for	ADP
bracis-33549	153	15	wind	wind	NOUN
bracis-33549	153	16	energy	energy	NOUN
bracis-33549	153	17	production	production	NOUN
bracis-33549	153	18	,	,	PUNCT
bracis-33549	153	19	which	which	PRON
bracis-33549	153	20	is	be	AUX
bracis-33549	153	21	why	why	SCONJ
bracis-33549	153	22	90	90	NUM
bracis-33549	153	23	%	%	NOUN
bracis-33549	153	24	of	of	ADP
bracis-33549	153	25	brazilian	brazilian	ADJ
bracis-33549	153	26	wind	wind	NOUN
bracis-33549	153	27	parks	park	NOUN
bracis-33549	153	28	are	be	AUX
bracis-33549	153	29	located	locate	VERB
bracis-33549	153	30	in	in	ADP
bracis-33549	153	31	this	this	DET
bracis-33549	153	32	region	region	NOUN
bracis-33549	154	1	[	[	X
bracis-33549	154	2	3	3	NUM
bracis-33549	154	3	]	]	PUNCT
bracis-33549	154	4	.	.	PUNCT
bracis-33549	155	1	database	database	NOUN
bracis-33549	155	2	1	1	NUM
bracis-33549	155	3	refers	refer	VERB
bracis-33549	155	4	to	to	ADP
bracis-33549	155	5	petrolina	petrolina	NOUN
bracis-33549	155	6	-	-	PUNCT
bracis-33549	155	7	pe	pe	NOUN
bracis-33549	155	8	,	,	PUNCT
bracis-33549	155	9	while	while	SCONJ
bracis-33549	155	10	databases	database	NOUN
bracis-33549	155	11	2	2	NUM
bracis-33549	155	12	and	and	CCONJ
bracis-33549	155	13	3	3	NUM
bracis-33549	155	14	were	be	AUX
bracis-33549	155	15	obtained	obtain	VERB
bracis-33549	155	16	in	in	ADP
bracis-33549	155	17	triunfo	triunfo	PROPN
bracis-33549	155	18	-	-	PUNCT
bracis-33549	155	19	pe	pe	PROPN
bracis-33549	155	20	.	.	PUNCT
bracis-33549	156	1	the	the	DET
bracis-33549	156	2	first	first	ADJ
bracis-33549	156	3	database	database	NOUN
bracis-33549	156	4	covers	cover	VERB
bracis-33549	156	5	the	the	DET
bracis-33549	156	6	period	period	NOUN
bracis-33549	156	7	from	from	ADP
bracis-33549	156	8	july	july	PROPN
bracis-33549	156	9	to	to	ADP
bracis-33549	156	10	september	september	PROPN
bracis-33549	156	11	2010	2010	NUM
bracis-33549	156	12	.	.	PUNCT
bracis-33549	157	1	databases	database	NOUN
bracis-33549	157	2	2	2	NUM
bracis-33549	157	3	and	and	CCONJ
bracis-33549	157	4	3	3	NUM
bracis-33549	157	5	cover	cover	VERB
bracis-33549	157	6	the	the	DET
bracis-33549	157	7	periods	period	NOUN
bracis-33549	157	8	from	from	ADP
bracis-33549	157	9	october	october	PROPN
bracis-33549	157	10	to	to	ADP
bracis-33549	157	11	december	december	PROPN
bracis-33549	157	12	2006	2006	NUM
bracis-33549	157	13	and	and	CCONJ
bracis-33549	157	14	march	march	PROPN
bracis-33549	157	15	to	to	ADP
bracis-33549	157	16	may	may	PROPN
bracis-33549	157	17	2006	2006	NUM
bracis-33549	157	18	,	,	PUNCT
bracis-33549	157	19	respectively	respectively	ADV
bracis-33549	157	20	.	.	PUNCT
bracis-33549	158	1	there	there	PRON
bracis-33549	158	2	are	be	VERB
bracis-33549	158	3	13,248	13,248	NUM
bracis-33549	158	4	instances	instance	NOUN
bracis-33549	158	5	at	at	ADP
bracis-33549	158	6	ten	ten	NUM
bracis-33549	158	7	-	-	PUNCT
bracis-33549	158	8	minute	minute	NOUN
bracis-33549	158	9	intervals	interval	NOUN
bracis-33549	158	10	between	between	ADP
bracis-33549	158	11	consecutive	consecutive	ADJ
bracis-33549	158	12	instances	instance	NOUN
bracis-33549	158	13	for	for	ADP
bracis-33549	158	14	each	each	DET
bracis-33549	158	15	database	database	NOUN
bracis-33549	158	16	,	,	PUNCT
bracis-33549	158	17	and	and	CCONJ
bracis-33549	158	18	no	no	DET
bracis-33549	158	19	missing	miss	VERB
bracis-33549	158	20	values	value	NOUN
bracis-33549	158	21	.	.	PUNCT
bracis-33549	159	1	every	every	DET
bracis-33549	159	2	six	six	NUM
bracis-33549	159	3	instances	instance	NOUN
bracis-33549	159	4	were	be	AUX
bracis-33549	159	5	averaged	average	VERB
bracis-33549	159	6	,	,	PUNCT
bracis-33549	159	7	resulting	result	VERB
bracis-33549	159	8	in	in	ADP
bracis-33549	159	9	2,208	2,208	NUM
bracis-33549	159	10	instances	instance	NOUN
bracis-33549	159	11	for	for	ADP
bracis-33549	159	12	each	each	DET
bracis-33549	159	13	time	time	NOUN
bracis-33549	159	14	series	series	NOUN
bracis-33549	159	15	with	with	ADP
bracis-33549	159	16	one	one	NUM
bracis-33549	159	17	-	-	PUNCT
bracis-33549	159	18	hour	hour	NOUN
bracis-33549	159	19	time	time	NOUN
bracis-33549	159	20	intervals	interval	NOUN
bracis-33549	159	21	to	to	PART
bracis-33549	159	22	reduce	reduce	VERB
bracis-33549	159	23	the	the	DET
bracis-33549	159	24	size	size	NOUN
bracis-33549	159	25	of	of	ADP
bracis-33549	159	26	the	the	DET
bracis-33549	159	27	database	database	NOUN
bracis-33549	159	28	.	.	PUNCT
bracis-33549	160	1	subsequently	subsequently	ADV
bracis-33549	160	2	,	,	PUNCT
bracis-33549	160	3	each	each	DET
bracis-33549	160	4	time	time	NOUN
bracis-33549	160	5	series	series	PROPN
bracis-33549	160	6	was	be	AUX
bracis-33549	160	7	fully	fully	ADV
bracis-33549	160	8	normalized	normalize	VERB
bracis-33549	160	9	to	to	ADP
bracis-33549	160	10	the	the	DET
bracis-33549	160	11	interval	interval	NOUN
bracis-33549	160	12	[	[	X
bracis-33549	160	13	0	0	NUM
bracis-33549	160	14	,	,	PUNCT
bracis-33549	160	15	 	 	SPACE
bracis-33549	160	16	1	1	NUM
bracis-33549	160	17	]	]	PUNCT
bracis-33549	160	18	.	.	PUNCT
bracis-33549	161	1	thus	thus	ADV
bracis-33549	161	2	,	,	PUNCT
bracis-33549	161	3	the	the	DET
bracis-33549	161	4	input	input	NOUN
bracis-33549	161	5	data	datum	NOUN
bracis-33549	161	6	for	for	ADP
bracis-33549	161	7	the	the	DET
bracis-33549	161	8	neural	neural	ADJ
bracis-33549	161	9	networks	network	NOUN
bracis-33549	161	10	are	be	AUX
bracis-33549	161	11	appropriately	appropriately	ADV
bracis-33549	161	12	mapped	map	VERB
bracis-33549	161	13	according	accord	VERB
bracis-33549	161	14	to	to	ADP
bracis-33549	161	15	the	the	DET
bracis-33549	161	16	codomain	codomain	NOUN
bracis-33549	161	17	of	of	ADP
bracis-33549	161	18	the	the	DET
bracis-33549	161	19	sigmoid	sigmoid	NOUN
bracis-33549	161	20	activation	activation	NOUN
bracis-33549	161	21	function	function	NOUN
bracis-33549	161	22	.	.	PUNCT
bracis-33549	162	1	then	then	ADV
bracis-33549	162	2	,	,	PUNCT
bracis-33549	162	3	each	each	DET
bracis-33549	162	4	time	time	NOUN
bracis-33549	162	5	series	series	PROPN
bracis-33549	162	6	was	be	AUX
bracis-33549	162	7	divided	divide	VERB
bracis-33549	162	8	into	into	ADP
bracis-33549	162	9	three	three	NUM
bracis-33549	162	10	subsets	subset	NOUN
bracis-33549	162	11	:	:	PUNCT
bracis-33549	162	12	the	the	DET
bracis-33549	162	13	first	first	ADJ
bracis-33549	162	14	50	50	NUM
bracis-33549	162	15	%	%	NOUN
bracis-33549	162	16	of	of	ADP
bracis-33549	162	17	the	the	DET
bracis-33549	162	18	data	datum	NOUN
bracis-33549	162	19	for	for	ADP
bracis-33549	162	20	training	training	NOUN
bracis-33549	162	21	,	,	PUNCT
bracis-33549	162	22	then	then	ADV
bracis-33549	162	23	25	25	NUM
bracis-33549	162	24	%	%	NOUN
bracis-33549	162	25	for	for	ADP
bracis-33549	162	26	validation	validation	NOUN
bracis-33549	162	27	,	,	PUNCT
bracis-33549	162	28	and	and	CCONJ
bracis-33549	162	29	the	the	DET
bracis-33549	162	30	last	last	ADJ
bracis-33549	162	31	25	25	NUM
bracis-33549	162	32	%	%	NOUN
bracis-33549	162	33	for	for	ADP
bracis-33549	162	34	testing	testing	NOUN
bracis-33549	162	35	.	.	PUNCT
bracis-33549	163	1	table	table	NOUN
bracis-33549	163	2	 	 	SPACE
bracis-33549	163	3	1	1	NUM
bracis-33549	163	4	presents	present	VERB
bracis-33549	163	5	the	the	DET
bracis-33549	163	6	statistical	statistical	ADJ
bracis-33549	163	7	summary	summary	NOUN
bracis-33549	163	8	of	of	ADP
bracis-33549	163	9	the	the	DET
bracis-33549	163	10	three	three	NUM
bracis-33549	163	11	pre	pre	ADJ
bracis-33549	163	12	-	-	ADJ
bracis-33549	163	13	processed	processed	ADJ
bracis-33549	163	14	and	and	CCONJ
bracis-33549	163	15	non	non	ADJ
bracis-33549	163	16	-	-	ADJ
bracis-33549	163	17	normalized	normalize	VERB
bracis-33549	163	18	databases	database	NOUN
bracis-33549	163	19	.	.	PUNCT
bracis-33549	164	1	table	table	NOUN
bracis-33549	164	2	1	1	NUM
bracis-33549	164	3	.	.	PUNCT
bracis-33549	165	1	statistical	statistical	ADJ
bracis-33549	165	2	summary	summary	NOUN
bracis-33549	165	3	of	of	ADP
bracis-33549	165	4	wind	wind	NOUN
bracis-33549	165	5	speed	speed	NOUN
bracis-33549	165	6	in	in	ADP
bracis-33549	165	7	the	the	DET
bracis-33549	165	8	three	three	NUM
bracis-33549	165	9	time	time	NOUN
bracis-33549	165	10	series	series	NOUN
bracis-33549	165	11	databases.full	databases.full	NOUN
bracis-33549	165	12	size	size	NOUN
bracis-33549	165	13	table	table	NOUN
bracis-33549	165	14	the	the	DET
bracis-33549	165	15	locdist	locdist	NOUN
bracis-33549	165	16	method	method	NOUN
bracis-33549	165	17	is	be	AUX
bracis-33549	165	18	a	a	DET
bracis-33549	165	19	homogeneous	homogeneous	ADJ
bracis-33549	165	20	ensemble	ensemble	ADJ
bracis-33549	165	21	and	and	CCONJ
bracis-33549	165	22	was	be	AUX
bracis-33549	165	23	separately	separately	ADV
bracis-33549	165	24	analyzed	analyze	VERB
bracis-33549	165	25	with	with	ADP
bracis-33549	165	26	the	the	DET
bracis-33549	165	27	following	follow	VERB
bracis-33549	165	28	base	base	NOUN
bracis-33549	165	29	models	model	NOUN
bracis-33549	165	30	:	:	PUNCT
bracis-33549	165	31	arima	arima	PROPN
bracis-33549	165	32	,	,	PUNCT
bracis-33549	165	33	elm	elm	PROPN
bracis-33549	165	34	,	,	PUNCT
bracis-33549	165	35	svr	svr	PROPN
bracis-33549	165	36	,	,	PUNCT
bracis-33549	165	37	lstm	lstm	NOUN
bracis-33549	165	38	,	,	PUNCT
bracis-33549	165	39	and	and	CCONJ
bracis-33549	165	40	gru	gru	PROPN
bracis-33549	165	41	.	.	PUNCT
bracis-33549	166	1	the	the	DET
bracis-33549	166	2	value	value	NOUN
bracis-33549	166	3	24	24	NUM
bracis-33549	166	4	was	be	AUX
bracis-33549	166	5	chosen	choose	VERB
bracis-33549	166	6	for	for	ADP
bracis-33549	166	7	the	the	DET
bracis-33549	166	8	sliding	slide	VERB
bracis-33549	166	9	window	window	NOUN
bracis-33549	166	10	size	size	NOUN
bracis-33549	166	11	w	w	ADP
bracis-33549	166	12	due	due	ADP
bracis-33549	166	13	to	to	ADP
bracis-33549	166	14	the	the	DET
bracis-33549	166	15	seasonality	seasonality	NOUN
bracis-33549	166	16	of	of	ADP
bracis-33549	166	17	the	the	DET
bracis-33549	166	18	time	time	NOUN
bracis-33549	166	19	series	series	NOUN
bracis-33549	166	20	,	,	PUNCT
bracis-33549	166	21	which	which	PRON
bracis-33549	166	22	is	be	AUX
bracis-33549	166	23	24	24	NUM
bracis-33549	166	24	observations	observation	NOUN
bracis-33549	166	25	(	(	PUNCT
bracis-33549	166	26	24	24	NUM
bracis-33549	166	27	 	 	SPACE
bracis-33549	166	28	h	h	NOUN
bracis-33549	166	29	)	)	PUNCT
bracis-33549	166	30	.	.	PUNCT
bracis-33549	167	1	the	the	DET
bracis-33549	167	2	grid	grid	NOUN
bracis-33549	167	3	search	search	NOUN
bracis-33549	167	4	for	for	ADP
bracis-33549	167	5	the	the	DET
bracis-33549	167	6	values	value	NOUN
bracis-33549	167	7	of	of	ADP
bracis-33549	167	8	\(\alpha	\(\alpha	NOUN
bracis-33549	167	9	_	_	NOUN
bracis-33549	167	10	1\	1\	NUM
bracis-33549	167	11	)	)	PUNCT
bracis-33549	167	12	was	be	AUX
bracis-33549	167	13	conducted	conduct	VERB
bracis-33549	167	14	in	in	ADP
bracis-33549	167	15	the	the	DET
bracis-33549	167	16	range	range	NOUN
bracis-33549	167	17	[	[	X
bracis-33549	167	18	0.05	0.05	NUM
bracis-33549	167	19	,	,	PUNCT
bracis-33549	167	20	0.1	0.1	NUM
bracis-33549	167	21	,	,	PUNCT
bracis-33549	167	22	0.15	0.15	NUM
bracis-33549	167	23	,	,	PUNCT
bracis-33549	167	24	...	...	PUNCT
bracis-33549	167	25	,	,	PUNCT
bracis-33549	167	26	0.3	0.3	NUM
bracis-33549	167	27	]	]	PUNCT
bracis-33549	167	28	.	.	PUNCT
bracis-33549	168	1	values	value	NOUN
bracis-33549	168	2	of	of	ADP
bracis-33549	168	3	\(\alpha	\(\alpha	NOUN
bracis-33549	168	4	_	_	NOUN
bracis-33549	168	5	1>0.3\	1>0.3\	NUM
bracis-33549	168	6	)	)	PUNCT
bracis-33549	168	7	tend	tend	VERB
bracis-33549	168	8	to	to	PART
bracis-33549	168	9	construct	construct	VERB
bracis-33549	168	10	minimal	minimal	ADJ
bracis-33549	168	11	partitions	partition	NOUN
bracis-33549	168	12	,	,	PUNCT
bracis-33549	168	13	so	so	SCONJ
bracis-33549	168	14	the	the	DET
bracis-33549	168	15	search	search	NOUN
bracis-33549	168	16	ends	end	VERB
bracis-33549	168	17	at	at	ADP
bracis-33549	168	18	\(\alpha	\(\alpha	NOUN
bracis-33549	168	19	_	_	NOUN
bracis-33549	168	20	1=0.3\	1=0.3\	NUM
bracis-33549	168	21	)	)	PUNCT
bracis-33549	168	22	.	.	PUNCT
bracis-33549	169	1	furthermore	furthermore	ADV
bracis-33549	169	2	,	,	PUNCT
bracis-33549	169	3	the	the	DET
bracis-33549	169	4	behavior	behavior	NOUN
bracis-33549	169	5	of	of	ADP
bracis-33549	169	6	locdist	locdist	NOUN
bracis-33549	169	7	was	be	AUX
bracis-33549	169	8	evaluated	evaluate	VERB
bracis-33549	169	9	for	for	ADP
bracis-33549	169	10	different	different	ADJ
bracis-33549	169	11	values	value	NOUN
bracis-33549	169	12	of	of	ADP
bracis-33549	169	13	the	the	DET
bracis-33549	169	14	variable	variable	ADJ
bracis-33549	169	15	t	t	PROPN
bracis-33549	169	16	,	,	PUNCT
bracis-33549	169	17	which	which	PRON
bracis-33549	169	18	is	be	AUX
bracis-33549	169	19	the	the	DET
bracis-33549	169	20	minimum	minimum	NOUN
bracis-33549	169	21	allowed	allow	VERB
bracis-33549	169	22	size	size	NOUN
bracis-33549	169	23	for	for	ADP
bracis-33549	169	24	the	the	DET
bracis-33549	169	25	generated	generate	VERB
bracis-33549	169	26	partitions	partition	NOUN
bracis-33549	169	27	.	.	PUNCT
bracis-33549	170	1	in	in	ADP
bracis-33549	170	2	 	 	SPACE
bracis-33549	170	3	[	[	X
bracis-33549	170	4	31	31	NUM
bracis-33549	170	5	]	]	PUNCT
bracis-33549	170	6	,	,	PUNCT
bracis-33549	170	7	mentions	mention	VERB
bracis-33549	170	8	that	that	SCONJ
bracis-33549	170	9	66	66	NUM
bracis-33549	170	10	observations	observation	NOUN
bracis-33549	170	11	are	be	AUX
bracis-33549	170	12	considered	consider	VERB
bracis-33549	170	13	a	a	DET
bracis-33549	170	14	minimal	minimal	ADJ
bracis-33549	170	15	amount	amount	NOUN
bracis-33549	170	16	for	for	ADP
bracis-33549	170	17	adjusting	adjust	VERB
bracis-33549	170	18	the	the	DET
bracis-33549	170	19	parameters	parameter	NOUN
bracis-33549	170	20	of	of	ADP
bracis-33549	170	21	a	a	DET
bracis-33549	170	22	machine	machine	NOUN
bracis-33549	170	23	learning	learn	VERB
bracis-33549	170	24	model	model	NOUN
bracis-33549	170	25	.	.	PUNCT
bracis-33549	171	1	this	this	DET
bracis-33549	171	2	manner	manner	NOUN
bracis-33549	171	3	,	,	PUNCT
bracis-33549	171	4	the	the	DET
bracis-33549	171	5	variable	variable	ADJ
bracis-33549	171	6	t	t	PROPN
bracis-33549	171	7	was	be	AUX
bracis-33549	171	8	evaluated	evaluate	VERB
bracis-33549	171	9	with	with	ADP
bracis-33549	171	10	values	value	NOUN
bracis-33549	171	11	45	45	NUM
bracis-33549	171	12	,	,	PUNCT
bracis-33549	171	13	60	60	NUM
bracis-33549	171	14	,	,	PUNCT
bracis-33549	171	15	and	and	CCONJ
bracis-33549	171	16	75	75	NUM
bracis-33549	171	17	.	.	PUNCT
bracis-33549	172	1	for	for	ADP
bracis-33549	172	2	values	value	NOUN
bracis-33549	172	3	above	above	ADP
bracis-33549	172	4	60	60	NUM
bracis-33549	172	5	,	,	PUNCT
bracis-33549	172	6	such	such	ADJ
bracis-33549	172	7	as	as	ADP
bracis-33549	172	8	75	75	NUM
bracis-33549	172	9	,	,	PUNCT
bracis-33549	172	10	the	the	DET
bracis-33549	172	11	generation	generation	NOUN
bracis-33549	172	12	method	method	NOUN
bracis-33549	172	13	could	could	AUX
bracis-33549	172	14	not	not	PART
bracis-33549	172	15	find	find	VERB
bracis-33549	172	16	partitions	partition	NOUN
bracis-33549	172	17	with	with	ADP
bracis-33549	172	18	this	this	DET
bracis-33549	172	19	minimum	minimum	ADJ
bracis-33549	172	20	size	size	NOUN
bracis-33549	172	21	for	for	ADP
bracis-33549	172	22	all	all	DET
bracis-33549	172	23	time	time	NOUN
bracis-33549	172	24	series	series	NOUN
bracis-33549	172	25	considered	consider	VERB
bracis-33549	172	26	in	in	ADP
bracis-33549	172	27	this	this	DET
bracis-33549	172	28	work	work	NOUN
bracis-33549	172	29	.	.	PUNCT
bracis-33549	173	1	thus	thus	ADV
bracis-33549	173	2	,	,	PUNCT
bracis-33549	173	3	the	the	DET
bracis-33549	173	4	evaluation	evaluation	NOUN
bracis-33549	173	5	was	be	AUX
bracis-33549	173	6	limited	limit	VERB
bracis-33549	173	7	to	to	ADP
bracis-33549	173	8	the	the	DET
bracis-33549	173	9	values	value	NOUN
bracis-33549	173	10	\(t=45\	\(t=45\	NOUN
bracis-33549	173	11	)	)	PUNCT
bracis-33549	173	12	and	and	CCONJ
bracis-33549	173	13	\(t=60\	\(t=60\	NOUN
bracis-33549	173	14	)	)	PUNCT
bracis-33549	173	15	.	.	PUNCT
bracis-33549	174	1	the	the	DET
bracis-33549	174	2	elimination	elimination	NOUN
bracis-33549	174	3	of	of	ADP
bracis-33549	174	4	partitions	partition	NOUN
bracis-33549	174	5	with	with	ADP
bracis-33549	174	6	redundant	redundant	ADJ
bracis-33549	174	7	data	data	NOUN
bracis-33549	174	8	distributions	distribution	NOUN
bracis-33549	174	9	was	be	AUX
bracis-33549	174	10	done	do	VERB
bracis-33549	174	11	so	so	SCONJ
bracis-33549	174	12	that	that	SCONJ
bracis-33549	174	13	the	the	DET
bracis-33549	174	14	less	less	ADV
bracis-33549	174	15	recent	recent	ADJ
bracis-33549	174	16	distributions	distribution	NOUN
bracis-33549	174	17	were	be	AUX
bracis-33549	174	18	discarded	discard	VERB
bracis-33549	174	19	.	.	PUNCT
bracis-33549	175	1	it	it	PRON
bracis-33549	175	2	was	be	AUX
bracis-33549	175	3	found	find	VERB
bracis-33549	175	4	that	that	SCONJ
bracis-33549	175	5	maintaining	maintain	VERB
bracis-33549	175	6	the	the	DET
bracis-33549	175	7	more	more	ADV
bracis-33549	175	8	recent	recent	ADJ
bracis-33549	175	9	distributions	distribution	NOUN
bracis-33549	175	10	resulted	result	VERB
bracis-33549	175	11	in	in	ADP
bracis-33549	175	12	better	well	ADJ
bracis-33549	175	13	locdist	locdist	VERB
bracis-33549	175	14	predictive	predictive	ADJ
bracis-33549	175	15	performance	performance	NOUN
bracis-33549	175	16	compared	compare	VERB
bracis-33549	175	17	to	to	ADP
bracis-33549	175	18	the	the	DET
bracis-33549	175	19	approach	approach	NOUN
bracis-33549	175	20	that	that	PRON
bracis-33549	175	21	discards	discard	VERB
bracis-33549	175	22	the	the	DET
bracis-33549	175	23	more	more	ADV
bracis-33549	175	24	recent	recent	ADJ
bracis-33549	175	25	redundant	redundant	ADJ
bracis-33549	175	26	partitions	partition	NOUN
bracis-33549	175	27	.	.	PUNCT
bracis-33549	176	1	the	the	DET
bracis-33549	176	2	arima	arima	PROPN
bracis-33549	176	3	base	base	PROPN
bracis-33549	176	4	model	model	NOUN
bracis-33549	176	5	used	use	VERB
bracis-33549	176	6	the	the	DET
bracis-33549	176	7	training	training	NOUN
bracis-33549	176	8	partition	partition	NOUN
bracis-33549	176	9	for	for	ADP
bracis-33549	176	10	training	training	NOUN
bracis-33549	176	11	and	and	CCONJ
bracis-33549	176	12	parameter	parameter	NOUN
bracis-33549	176	13	adjustment	adjustment	NOUN
bracis-33549	176	14	.	.	PUNCT
bracis-33549	177	1	the	the	DET
bracis-33549	177	2	elm	elm	PROPN
bracis-33549	177	3	,	,	PUNCT
bracis-33549	177	4	svr	svr	PROPN
bracis-33549	177	5	,	,	PUNCT
bracis-33549	177	6	lstm	lstm	NOUN
bracis-33549	177	7	and	and	CCONJ
bracis-33549	177	8	gru	gru	NOUN
bracis-33549	177	9	models	model	NOUN
bracis-33549	177	10	used	use	VERB
bracis-33549	177	11	the	the	DET
bracis-33549	177	12	training	training	NOUN
bracis-33549	177	13	partition	partition	NOUN
bracis-33549	177	14	for	for	ADP
bracis-33549	177	15	training	training	NOUN
bracis-33549	177	16	and	and	CCONJ
bracis-33549	177	17	the	the	DET
bracis-33549	177	18	validation	validation	NOUN
bracis-33549	177	19	set	set	VERB
bracis-33549	177	20	for	for	ADP
bracis-33549	177	21	parameter	parameter	NOUN
bracis-33549	177	22	adjustment	adjustment	NOUN
bracis-33549	177	23	to	to	PART
bracis-33549	177	24	avoid	avoid	VERB
bracis-33549	177	25	overfitting	overfitte	VERB
bracis-33549	177	26	.	.	PUNCT
bracis-33549	178	1	at	at	ADP
bracis-33549	178	2	last	last	ADJ
bracis-33549	178	3	,	,	PUNCT
bracis-33549	178	4	in	in	ADP
bracis-33549	178	5	the	the	DET
bracis-33549	178	6	integration	integration	NOUN
bracis-33549	178	7	stage	stage	NOUN
bracis-33549	178	8	,	,	PUNCT
bracis-33549	178	9	the	the	DET
bracis-33549	178	10	locdist	locdist	NOUN
bracis-33549	178	11	used	use	VERB
bracis-33549	178	12	the	the	DET
bracis-33549	178	13	simple	simple	ADJ
bracis-33549	178	14	average	average	NOUN
bracis-33549	178	15	or	or	CCONJ
bracis-33549	178	16	the	the	DET
bracis-33549	178	17	elm	elm	PROPN
bracis-33549	178	18	nonlinear	nonlinear	PROPN
bracis-33549	178	19	model	model	NOUN
bracis-33549	178	20	as	as	ADP
bracis-33549	178	21	a	a	DET
bracis-33549	178	22	combination	combination	NOUN
bracis-33549	178	23	method	method	NOUN
bracis-33549	178	24	.	.	PUNCT
bracis-33549	179	1	the	the	DET
bracis-33549	179	2	simple	simple	ADJ
bracis-33549	179	3	average	average	NOUN
bracis-33549	179	4	is	be	AUX
bracis-33549	179	5	a	a	DET
bracis-33549	179	6	statistical	statistical	ADJ
bracis-33549	179	7	measure	measure	NOUN
bracis-33549	179	8	known	know	VERB
bracis-33549	179	9	in	in	ADP
bracis-33549	179	10	the	the	DET
bracis-33549	179	11	ensemble	ensemble	ADJ
bracis-33549	179	12	literature	literature	NOUN
bracis-33549	179	13	for	for	ADP
bracis-33549	179	14	its	its	PRON
bracis-33549	179	15	robustness	robustness	NOUN
bracis-33549	179	16	 	 	SPACE
bracis-33549	179	17	[	[	X
bracis-33549	179	18	20	20	NUM
bracis-33549	179	19	]	]	PUNCT
bracis-33549	179	20	.	.	PUNCT
bracis-33549	180	1	the	the	DET
bracis-33549	180	2	combination	combination	NOUN
bracis-33549	180	3	with	with	ADP
bracis-33549	180	4	a	a	DET
bracis-33549	180	5	nonlinear	nonlinear	ADJ
bracis-33549	180	6	model	model	NOUN
bracis-33549	180	7	elm	elm	NOUN
bracis-33549	180	8	is	be	AUX
bracis-33549	180	9	a	a	DET
bracis-33549	180	10	more	more	ADV
bracis-33549	180	11	sophisticated	sophisticated	ADJ
bracis-33549	180	12	approach	approach	NOUN
bracis-33549	180	13	that	that	PRON
bracis-33549	180	14	can	can	AUX
bracis-33549	180	15	surpass	surpass	VERB
bracis-33549	180	16	the	the	DET
bracis-33549	180	17	simple	simple	ADJ
bracis-33549	180	18	average	average	ADJ
bracis-33549	180	19	combination	combination	NOUN
bracis-33549	180	20	in	in	ADP
bracis-33549	180	21	the	the	DET
bracis-33549	180	22	presence	presence	NOUN
bracis-33549	180	23	of	of	ADP
bracis-33549	180	24	predictors	predictor	NOUN
bracis-33549	180	25	with	with	ADP
bracis-33549	180	26	significant	significant	ADJ
bracis-33549	180	27	differences	difference	NOUN
bracis-33549	180	28	in	in	ADP
bracis-33549	180	29	accuracy	accuracy	NOUN
bracis-33549	180	30	 	 	SPACE
bracis-33549	181	1	[	[	X
bracis-33549	181	2	32	32	NUM
bracis-33549	181	3	]	]	PUNCT
bracis-33549	181	4	.	.	PUNCT
bracis-33549	182	1	the	the	DET
bracis-33549	182	2	validation	validation	NOUN
bracis-33549	182	3	set	set	NOUN
bracis-33549	182	4	was	be	AUX
bracis-33549	182	5	used	use	VERB
bracis-33549	182	6	to	to	PART
bracis-33549	182	7	select	select	VERB
bracis-33549	182	8	the	the	DET
bracis-33549	182	9	best	good	ADJ
bracis-33549	182	10	combination	combination	NOUN
bracis-33549	182	11	approach	approach	NOUN
bracis-33549	182	12	according	accord	VERB
bracis-33549	182	13	to	to	ADP
bracis-33549	182	14	the	the	DET
bracis-33549	182	15	lowest	low	ADJ
bracis-33549	182	16	rmse	rmse	NOUN
bracis-33549	182	17	.	.	PUNCT
bracis-33549	183	1	firstly	firstly	ADV
bracis-33549	183	2	,	,	PUNCT
bracis-33549	183	3	we	we	PRON
bracis-33549	183	4	compared	compare	VERB
bracis-33549	183	5	locdist	locdist	VERB
bracis-33549	183	6	with	with	ADP
bracis-33549	183	7	the	the	DET
bracis-33549	183	8	respective	respective	ADJ
bracis-33549	183	9	individual	individual	ADJ
bracis-33549	183	10	models	model	NOUN
bracis-33549	183	11	:	:	PUNCT
bracis-33549	183	12	arima	arima	PROPN
bracis-33549	183	13	,	,	PUNCT
bracis-33549	183	14	svr	svr	PROPN
bracis-33549	183	15	,	,	PUNCT
bracis-33549	183	16	elm	elm	PROPN
bracis-33549	183	17	,	,	PUNCT
bracis-33549	183	18	lstm	lstm	NOUN
bracis-33549	183	19	,	,	PUNCT
bracis-33549	183	20	or	or	CCONJ
bracis-33549	183	21	gru	gru	NOUN
bracis-33549	183	22	.	.	PUNCT
bracis-33549	184	1	each	each	DET
bracis-33549	184	2	model	model	NOUN
bracis-33549	184	3	was	be	AUX
bracis-33549	184	4	globally	globally	ADV
bracis-33549	184	5	trained	train	VERB
bracis-33549	184	6	on	on	ADP
bracis-33549	184	7	the	the	DET
bracis-33549	184	8	complete	complete	ADJ
bracis-33549	184	9	training	training	NOUN
bracis-33549	184	10	set	set	NOUN
bracis-33549	184	11	.	.	PUNCT
bracis-33549	185	1	subsequently	subsequently	ADV
bracis-33549	185	2	,	,	PUNCT
bracis-33549	185	3	the	the	DET
bracis-33549	185	4	locdist	locdist	NOUN
bracis-33549	185	5	was	be	AUX
bracis-33549	185	6	compared	compare	VERB
bracis-33549	185	7	to	to	ADP
bracis-33549	185	8	the	the	DET
bracis-33549	185	9	respective	respective	ADJ
bracis-33549	185	10	homogeneous	homogeneous	ADJ
bracis-33549	185	11	ensemble	ensemble	NOUN
bracis-33549	185	12	using	use	VERB
bracis-33549	185	13	a	a	DET
bracis-33549	185	14	resampling	resample	VERB
bracis-33549	185	15	technique	technique	NOUN
bracis-33549	185	16	through	through	ADP
bracis-33549	185	17	bagging	bag	VERB
bracis-33549	185	18	 	 	SPACE
bracis-33549	186	1	[	[	X
bracis-33549	186	2	19	19	NUM
bracis-33549	186	3	]	]	PUNCT
bracis-33549	186	4	.	.	PUNCT
bracis-33549	187	1	the	the	DET
bracis-33549	187	2	resampling	resample	VERB
bracis-33549	187	3	technique	technique	NOUN
bracis-33549	187	4	was	be	AUX
bracis-33549	187	5	applied	apply	VERB
bracis-33549	187	6	to	to	ADP
bracis-33549	187	7	arima	arima	PROPN
bracis-33549	187	8	,	,	PUNCT
bracis-33549	187	9	elm	elm	PROPN
bracis-33549	187	10	,	,	PUNCT
bracis-33549	187	11	and	and	CCONJ
bracis-33549	187	12	svr	svr	PROPN
bracis-33549	187	13	base	base	NOUN
bracis-33549	187	14	models	model	NOUN
bracis-33549	187	15	.	.	PUNCT
bracis-33549	188	1	thus	thus	ADV
bracis-33549	188	2	,	,	PUNCT
bracis-33549	188	3	three	three	NUM
bracis-33549	188	4	homogeneous	homogeneous	ADJ
bracis-33549	188	5	ensembles	ensemble	NOUN
bracis-33549	188	6	were	be	AUX
bracis-33549	188	7	obtained	obtain	VERB
bracis-33549	188	8	,	,	PUNCT
bracis-33549	188	9	and	and	CCONJ
bracis-33549	188	10	the	the	DET
bracis-33549	188	11	base	base	NOUN
bracis-33549	188	12	models	model	NOUN
bracis-33549	188	13	were	be	AUX
bracis-33549	188	14	globally	globally	ADV
bracis-33549	188	15	trained	train	VERB
bracis-33549	188	16	one	one	NUM
bracis-33549	188	17	hundred	hundred	NUM
bracis-33549	188	18	times	time	NOUN
bracis-33549	188	19	on	on	ADP
bracis-33549	188	20	resampled	resample	VERB
bracis-33549	188	21	series	series	NOUN
bracis-33549	188	22	[	[	X
bracis-33549	188	23	19	19	NUM
bracis-33549	188	24	]	]	PUNCT
bracis-33549	188	25	.	.	PUNCT
bracis-33549	189	1	this	this	DET
bracis-33549	189	2	approach	approach	NOUN
bracis-33549	189	3	has	have	VERB
bracis-33549	189	4	a	a	DET
bracis-33549	189	5	high	high	ADJ
bracis-33549	189	6	computational	computational	ADJ
bracis-33549	189	7	cost	cost	NOUN
bracis-33549	189	8	,	,	PUNCT
bracis-33549	189	9	and	and	CCONJ
bracis-33549	189	10	because	because	SCONJ
bracis-33549	189	11	of	of	ADP
bracis-33549	189	12	that	that	PRON
bracis-33549	189	13	,	,	PUNCT
bracis-33549	189	14	lstm	lstm	NOUN
bracis-33549	189	15	and	and	CCONJ
bracis-33549	189	16	gru	gru	PROPN
bracis-33549	189	17	were	be	AUX
bracis-33549	189	18	not	not	PART
bracis-33549	189	19	used	use	VERB
bracis-33549	189	20	in	in	ADP
bracis-33549	189	21	this	this	DET
bracis-33549	189	22	resampling	resample	VERB
bracis-33549	189	23	technique	technique	NOUN
bracis-33549	189	24	.	.	PUNCT
bracis-33549	190	1	in	in	ADP
bracis-33549	190	2	the	the	DET
bracis-33549	190	3	integration	integration	NOUN
bracis-33549	190	4	stage	stage	NOUN
bracis-33549	190	5	,	,	PUNCT
bracis-33549	190	6	the	the	DET
bracis-33549	190	7	combination	combination	NOUN
bracis-33549	190	8	method	method	NOUN
bracis-33549	190	9	of	of	ADP
bracis-33549	190	10	the	the	DET
bracis-33549	190	11	ensemble	ensemble	ADJ
bracis-33549	190	12	with	with	ADP
bracis-33549	190	13	bagging	bagging	NOUN
bracis-33549	190	14	was	be	AUX
bracis-33549	190	15	the	the	DET
bracis-33549	190	16	simple	simple	ADJ
bracis-33549	190	17	average	average	NOUN
bracis-33549	190	18	.	.	PUNCT
bracis-33549	191	1	the	the	DET
bracis-33549	191	2	same	same	ADJ
bracis-33549	191	3	parameter	parameter	NOUN
bracis-33549	191	4	selection	selection	NOUN
bracis-33549	191	5	technique	technique	NOUN
bracis-33549	191	6	was	be	AUX
bracis-33549	191	7	applied	apply	VERB
bracis-33549	191	8	to	to	ADP
bracis-33549	191	9	the	the	DET
bracis-33549	191	10	individual	individual	ADJ
bracis-33549	191	11	and	and	CCONJ
bracis-33549	191	12	base	base	NOUN
bracis-33549	191	13	models	model	NOUN
bracis-33549	191	14	of	of	ADP
bracis-33549	191	15	the	the	DET
bracis-33549	191	16	ensembles	ensemble	NOUN
bracis-33549	191	17	.	.	PUNCT
bracis-33549	192	1	for	for	ADP
bracis-33549	192	2	the	the	DET
bracis-33549	192	3	arima	arima	PROPN
bracis-33549	192	4	model	model	NOUN
bracis-33549	192	5	,	,	PUNCT
bracis-33549	192	6	the	the	DET
bracis-33549	192	7	integer	integer	NOUN
bracis-33549	192	8	parameter	parameter	NOUN
bracis-33549	192	9	d	d	PROPN
bracis-33549	192	10	was	be	AUX
bracis-33549	192	11	chosen	choose	VERB
bracis-33549	192	12	according	accord	VERB
bracis-33549	192	13	to	to	ADP
bracis-33549	192	14	the	the	DET
bracis-33549	192	15	augmented	augment	VERB
bracis-33549	192	16	dickey	dickey	PROPN
bracis-33549	192	17	-	-	PUNCT
bracis-33549	192	18	fuller	full	ADJ
bracis-33549	192	19	test	test	NOUN
bracis-33549	192	20	to	to	PART
bracis-33549	192	21	identify	identify	VERB
bracis-33549	192	22	stationarity	stationarity	NOUN
bracis-33549	192	23	.	.	PUNCT
bracis-33549	193	1	meanwhile	meanwhile	ADV
bracis-33549	193	2	,	,	PUNCT
bracis-33549	193	3	p	p	NOUN
bracis-33549	193	4	and	and	CCONJ
bracis-33549	193	5	q	q	NOUN
bracis-33549	193	6	were	be	AUX
bracis-33549	193	7	obtained	obtain	VERB
bracis-33549	193	8	in	in	ADP
bracis-33549	193	9	the	the	DET
bracis-33549	193	10	range	range	NOUN
bracis-33549	193	11	[	[	X
bracis-33549	193	12	0	0	NUM
bracis-33549	193	13	,	,	PUNCT
bracis-33549	193	14	 	 	SPACE
bracis-33549	193	15	1	1	NUM
bracis-33549	193	16	,	,	PUNCT
bracis-33549	193	17	 	 	SPACE
bracis-33549	193	18	...	...	PUNCT
bracis-33549	193	19	,	,	PUNCT
bracis-33549	193	20	 	 	SPACE
bracis-33549	193	21	24	24	NUM
bracis-33549	193	22	]	]	PUNCT
bracis-33549	193	23	,	,	PUNCT
bracis-33549	193	24	as	as	SCONJ
bracis-33549	193	25	there	there	PRON
bracis-33549	193	26	is	be	VERB
bracis-33549	193	27	a	a	DET
bracis-33549	193	28	seasonality	seasonality	NOUN
bracis-33549	193	29	of	of	ADP
bracis-33549	193	30	24	24	NUM
bracis-33549	193	31	lags	lag	NOUN
bracis-33549	193	32	in	in	ADP
bracis-33549	193	33	the	the	DET
bracis-33549	193	34	hourly	hourly	ADJ
bracis-33549	193	35	time	time	NOUN
bracis-33549	193	36	series	series	NOUN
bracis-33549	193	37	.	.	PUNCT
bracis-33549	194	1	the	the	DET
bracis-33549	194	2	conditional	conditional	ADJ
bracis-33549	194	3	sum	sum	NOUN
bracis-33549	194	4	of	of	ADP
bracis-33549	194	5	squares	square	NOUN
bracis-33549	194	6	method	method	NOUN
bracis-33549	194	7	was	be	AUX
bracis-33549	194	8	applied	apply	VERB
bracis-33549	194	9	for	for	ADP
bracis-33549	194	10	model	model	NOUN
bracis-33549	194	11	fitting	fitting	ADJ
bracis-33549	194	12	,	,	PUNCT
bracis-33549	194	13	and	and	CCONJ
bracis-33549	194	14	the	the	DET
bracis-33549	194	15	model	model	NOUN
bracis-33549	194	16	with	with	ADP
bracis-33549	194	17	the	the	DET
bracis-33549	194	18	lowest	low	ADJ
bracis-33549	194	19	corrected	correct	VERB
bracis-33549	194	20	akaike	akaike	ADJ
bracis-33549	194	21	information	information	NOUN
bracis-33549	194	22	criterion	criterion	NOUN
bracis-33549	194	23	was	be	AUX
bracis-33549	194	24	selected	select	VERB
bracis-33549	194	25	.	.	PUNCT
bracis-33549	195	1	the	the	DET
bracis-33549	195	2	grid	grid	NOUN
bracis-33549	195	3	search	search	NOUN
bracis-33549	195	4	technique	technique	NOUN
bracis-33549	195	5	was	be	AUX
bracis-33549	195	6	applied	apply	VERB
bracis-33549	195	7	to	to	ADP
bracis-33549	195	8	the	the	DET
bracis-33549	195	9	remaining	remain	VERB
bracis-33549	195	10	models	model	NOUN
bracis-33549	195	11	.	.	PUNCT
bracis-33549	196	1	the	the	DET
bracis-33549	196	2	svr	svr	PROPN
bracis-33549	196	3	type	type	NOUN
bracis-33549	196	4	was	be	AUX
bracis-33549	196	5	\(\epsilon	\(\epsilon	NOUN
bracis-33549	196	6	\)-regression	\)-regression	NOUN
bracis-33549	196	7	with	with	ADP
bracis-33549	196	8	kernel	kernel	PROPN
bracis-33549	196	9	radial	radial	ADJ
bracis-33549	196	10	basis	basis	NOUN
bracis-33549	196	11	function	function	NOUN
bracis-33549	196	12	(	(	PUNCT
bracis-33549	196	13	rbf	rbf	PROPN
bracis-33549	196	14	)	)	PUNCT
bracis-33549	196	15	.	.	PUNCT
bracis-33549	197	1	the	the	DET
bracis-33549	197	2	input	input	NOUN
bracis-33549	197	3	used	use	VERB
bracis-33549	197	4	the	the	DET
bracis-33549	197	5	sliding	slide	VERB
bracis-33549	197	6	window	window	NOUN
bracis-33549	197	7	method	method	NOUN
bracis-33549	197	8	whose	whose	DET
bracis-33549	197	9	width	width	ADJ
bracis-33549	197	10	values	value	NOUN
bracis-33549	197	11	were	be	AUX
bracis-33549	197	12	taken	take	VERB
bracis-33549	197	13	from	from	ADP
bracis-33549	197	14	[	[	X
bracis-33549	197	15	1	1	NUM
bracis-33549	197	16	,	,	PUNCT
bracis-33549	197	17	6	6	NUM
bracis-33549	197	18	,	,	PUNCT
bracis-33549	197	19	12	12	NUM
bracis-33549	197	20	,	,	PUNCT
bracis-33549	197	21	18	18	NUM
bracis-33549	197	22	,	,	PUNCT
bracis-33549	197	23	24	24	NUM
bracis-33549	197	24	]	]	PUNCT
bracis-33549	197	25	.	.	PUNCT
bracis-33549	198	1	the	the	DET
bracis-33549	198	2	regularization	regularization	NOUN
bracis-33549	198	3	parameter	parameter	NOUN
bracis-33549	198	4	was	be	AUX
bracis-33549	198	5	adjusted	adjust	VERB
bracis-33549	198	6	in	in	ADP
bracis-33549	198	7	the	the	DET
bracis-33549	198	8	range	range	NOUN
bracis-33549	198	9	\([2	\([2	NOUN
bracis-33549	198	10	^	^	SYM
bracis-33549	198	11	0,2	0,2	NUM
bracis-33549	198	12	^	^	SYM
bracis-33549	198	13	1,	1,	NUM
bracis-33549	198	14	...	...	PUNCT
bracis-33549	198	15	,2^{10}]\	,2^{10}]\	PUNCT
bracis-33549	198	16	)	)	PUNCT
bracis-33549	198	17	,	,	PUNCT
bracis-33549	198	18	while	while	SCONJ
bracis-33549	198	19	the	the	DET
bracis-33549	198	20	tolerance	tolerance	NOUN
bracis-33549	198	21	region	region	NOUN
bracis-33549	198	22	\(\epsilon	\(\epsilon	NOUN
bracis-33549	198	23	\	\	PROPN
bracis-33549	198	24	)	)	PUNCT
bracis-33549	198	25	and	and	CCONJ
bracis-33549	198	26	the	the	DET
bracis-33549	198	27	parameter	parameter	NOUN
bracis-33549	198	28	\(\lambda	\(\lambda	NOUN
bracis-33549	198	29	\	\	NOUN
bracis-33549	198	30	)	)	PUNCT
bracis-33549	198	31	from	from	ADP
bracis-33549	198	32	kernel	kernel	PROPN
bracis-33549	198	33	rbf	rbf	PROPN
bracis-33549	198	34	were	be	AUX
bracis-33549	198	35	obtained	obtain	VERB
bracis-33549	198	36	from	from	ADP
bracis-33549	198	37	the	the	DET
bracis-33549	198	38	values	value	NOUN
bracis-33549	198	39	\([2^{-10},2^{-9},	\([2^{-10},2^{-9},	NOUN
bracis-33549	198	40	...	...	PUNCT
bracis-33549	198	41	,2^{0}]\	,2^{0}]\	PROPN
bracis-33549	198	42	)	)	PUNCT
bracis-33549	198	43	.	.	PUNCT
bracis-33549	199	1	for	for	ADP
bracis-33549	199	2	elm	elm	PROPN
bracis-33549	199	3	,	,	PUNCT
bracis-33549	199	4	the	the	DET
bracis-33549	199	5	parameters	parameter	NOUN
bracis-33549	199	6	were	be	AUX
bracis-33549	199	7	selected	select	VERB
bracis-33549	199	8	in	in	ADP
bracis-33549	199	9	the	the	DET
bracis-33549	199	10	range	range	NOUN
bracis-33549	199	11	[	[	X
bracis-33549	199	12	1	1	NUM
bracis-33549	199	13	,	,	PUNCT
bracis-33549	199	14	 	 	SPACE
bracis-33549	199	15	2	2	NUM
bracis-33549	199	16	,	,	PUNCT
bracis-33549	199	17	 	 	SPACE
bracis-33549	199	18	...	...	PUNCT
bracis-33549	199	19	,	,	PUNCT
bracis-33549	199	20	 	 	SPACE
bracis-33549	199	21	24	24	NUM
bracis-33549	199	22	]	]	PUNCT
bracis-33549	199	23	for	for	ADP
bracis-33549	199	24	the	the	DET
bracis-33549	199	25	input	input	NOUN
bracis-33549	199	26	and	and	CCONJ
bracis-33549	199	27	hidden	hide	VERB
bracis-33549	199	28	layer	layer	NOUN
bracis-33549	199	29	nodes	node	NOUN
bracis-33549	199	30	.	.	PUNCT
bracis-33549	200	1	the	the	DET
bracis-33549	200	2	activation	activation	NOUN
bracis-33549	200	3	functions	function	NOUN
bracis-33549	200	4	for	for	ADP
bracis-33549	200	5	hidden	hidden	ADJ
bracis-33549	200	6	and	and	CCONJ
bracis-33549	200	7	output	output	NOUN
bracis-33549	200	8	layers	layer	NOUN
bracis-33549	200	9	were	be	AUX
bracis-33549	200	10	the	the	DET
bracis-33549	200	11	sigmoid	sigmoid	NOUN
bracis-33549	200	12	and	and	CCONJ
bracis-33549	200	13	the	the	DET
bracis-33549	200	14	identity	identity	NOUN
bracis-33549	200	15	,	,	PUNCT
bracis-33549	200	16	respectively	respectively	ADV
bracis-33549	200	17	.	.	PUNCT
bracis-33549	201	1	however	however	ADV
bracis-33549	201	2	,	,	PUNCT
bracis-33549	201	3	during	during	ADP
bracis-33549	201	4	the	the	DET
bracis-33549	201	5	integration	integration	NOUN
bracis-33549	201	6	stage	stage	NOUN
bracis-33549	201	7	with	with	ADP
bracis-33549	201	8	the	the	DET
bracis-33549	201	9	elm	elm	NOUN
bracis-33549	201	10	model	model	NOUN
bracis-33549	201	11	in	in	ADP
bracis-33549	201	12	the	the	DET
bracis-33549	201	13	locdist	locdist	NOUN
bracis-33549	201	14	,	,	PUNCT
bracis-33549	201	15	the	the	DET
bracis-33549	201	16	number	number	NOUN
bracis-33549	201	17	of	of	ADP
bracis-33549	201	18	neurons	neuron	NOUN
bracis-33549	201	19	in	in	ADP
bracis-33549	201	20	the	the	DET
bracis-33549	201	21	hidden	hide	VERB
bracis-33549	201	22	layer	layer	NOUN
bracis-33549	201	23	was	be	AUX
bracis-33549	201	24	selected	select	VERB
bracis-33549	201	25	from	from	ADP
bracis-33549	201	26	the	the	DET
bracis-33549	201	27	range	range	NOUN
bracis-33549	201	28	[	[	X
bracis-33549	201	29	1	1	NUM
bracis-33549	201	30	,	,	PUNCT
bracis-33549	201	31	2	2	NUM
bracis-33549	201	32	,	,	PUNCT
bracis-33549	201	33	...	...	PUNCT
bracis-33549	201	34	,	,	PUNCT
bracis-33549	201	35	42	42	NUM
bracis-33549	201	36	]	]	PUNCT
bracis-33549	201	37	to	to	PART
bracis-33549	201	38	enhance	enhance	VERB
bracis-33549	201	39	the	the	DET
bracis-33549	201	40	combination	combination	NOUN
bracis-33549	201	41	.	.	PUNCT
bracis-33549	202	1	concerning	concern	VERB
bracis-33549	202	2	lstm	lstm	PROPN
bracis-33549	202	3	and	and	CCONJ
bracis-33549	202	4	gru	gru	PROPN
bracis-33549	202	5	,	,	PUNCT
bracis-33549	202	6	a	a	DET
bracis-33549	202	7	stateful	stateful	ADJ
bracis-33549	202	8	network	network	NOUN
bracis-33549	202	9	with	with	ADP
bracis-33549	202	10	parameter	parameter	NOUN
bracis-33549	202	11	values	value	NOUN
bracis-33549	202	12	taken	take	VERB
bracis-33549	202	13	from	from	ADP
bracis-33549	202	14	the	the	DET
bracis-33549	202	15	set	set	NOUN
bracis-33549	202	16	[	[	X
bracis-33549	202	17	1	1	NUM
bracis-33549	202	18	,	,	PUNCT
bracis-33549	202	19	 	 	SPACE
bracis-33549	202	20	6	6	NUM
bracis-33549	202	21	,	,	PUNCT
bracis-33549	202	22	 	 	SPACE
bracis-33549	202	23	12	12	NUM
bracis-33549	202	24	,	,	PUNCT
bracis-33549	202	25	 	 	SPACE
bracis-33549	202	26	18	18	NUM
bracis-33549	202	27	,	,	PUNCT
bracis-33549	202	28	 	 	SPACE
bracis-33549	202	29	24	24	NUM
bracis-33549	202	30	]	]	PUNCT
bracis-33549	202	31	was	be	AUX
bracis-33549	202	32	assumed	assume	VERB
bracis-33549	202	33	for	for	ADP
bracis-33549	202	34	the	the	DET
bracis-33549	202	35	input	input	NOUN
bracis-33549	202	36	nodes	node	NOUN
bracis-33549	202	37	.	.	PUNCT
bracis-33549	203	1	the	the	DET
bracis-33549	203	2	network	network	NOUN
bracis-33549	203	3	parameters	parameter	NOUN
bracis-33549	203	4	were	be	AUX
bracis-33549	203	5	obtained	obtain	VERB
bracis-33549	203	6	from	from	ADP
bracis-33549	203	7	the	the	DET
bracis-33549	203	8	set	set	NOUN
bracis-33549	203	9	[	[	X
bracis-33549	203	10	6	6	NUM
bracis-33549	203	11	,	,	PUNCT
bracis-33549	203	12	 	 	SPACE
bracis-33549	203	13	12	12	NUM
bracis-33549	203	14	,	,	PUNCT
bracis-33549	203	15	 	 	SPACE
bracis-33549	203	16	18	18	NUM
bracis-33549	203	17	,	,	PUNCT
bracis-33549	203	18	 	 	SPACE
bracis-33549	203	19	24	24	NUM
bracis-33549	203	20	]	]	PUNCT
bracis-33549	203	21	for	for	ADP
bracis-33549	203	22	the	the	DET
bracis-33549	203	23	hidden	hide	VERB
bracis-33549	203	24	layer	layer	NOUN
bracis-33549	203	25	nodes	node	NOUN
bracis-33549	203	26	.	.	PUNCT
bracis-33549	204	1	still	still	ADV
bracis-33549	204	2	,	,	PUNCT
bracis-33549	204	3	for	for	ADP
bracis-33549	204	4	the	the	DET
bracis-33549	204	5	hidden	hide	VERB
bracis-33549	204	6	layer	layer	NOUN
bracis-33549	204	7	,	,	PUNCT
bracis-33549	204	8	the	the	DET
bracis-33549	204	9	activation	activation	NOUN
bracis-33549	204	10	function	function	NOUN
bracis-33549	204	11	was	be	AUX
bracis-33549	204	12	the	the	DET
bracis-33549	204	13	sigmoid	sigmoid	NOUN
bracis-33549	204	14	.	.	PUNCT
bracis-33549	205	1	the	the	DET
bracis-33549	205	2	lstm	lstm	PROPN
bracis-33549	205	3	and	and	CCONJ
bracis-33549	205	4	gru	gru	PROPN
bracis-33549	205	5	were	be	AUX
bracis-33549	205	6	trained	train	VERB
bracis-33549	205	7	through	through	ADP
bracis-33549	205	8	100	100	NUM
bracis-33549	205	9	epochs	epoch	NOUN
bracis-33549	205	10	and	and	CCONJ
bracis-33549	205	11	batch	batch	NOUN
bracis-33549	205	12	size	size	NOUN
bracis-33549	205	13	equal	equal	ADJ
bracis-33549	205	14	to	to	ADP
bracis-33549	205	15	one	one	NUM
bracis-33549	205	16	.	.	PUNCT
bracis-33549	206	1	finally	finally	ADV
bracis-33549	206	2	,	,	PUNCT
bracis-33549	206	3	the	the	DET
bracis-33549	206	4	optimization	optimization	NOUN
bracis-33549	206	5	solver	solver	NOUN
bracis-33549	206	6	adopted	adopt	VERB
bracis-33549	206	7	was	be	AUX
bracis-33549	207	1	adam	adam	PROPN
bracis-33549	207	2	.	.	PUNCT
bracis-33549	207	3	table	table	NOUN
bracis-33549	207	4	2	2	NUM
bracis-33549	207	5	.	.	PUNCT
bracis-33549	207	6	individual	individual	ADJ
bracis-33549	207	7	models	model	NOUN
bracis-33549	207	8	and	and	CCONJ
bracis-33549	207	9	ensemble	ensemble	ADJ
bracis-33549	207	10	forecasting	forecasting	NOUN
bracis-33549	207	11	approaches	approach	NOUN
bracis-33549	207	12	used	use	VERB
bracis-33549	207	13	in	in	ADP
bracis-33549	207	14	this	this	DET
bracis-33549	207	15	work	work	NOUN
bracis-33549	207	16	with	with	ADP
bracis-33549	207	17	corresponding	corresponding	ADJ
bracis-33549	207	18	methods	method	NOUN
bracis-33549	207	19	and	and	CCONJ
bracis-33549	207	20	respective	respective	ADJ
bracis-33549	207	21	acronyms.full	acronyms.full	NUM
bracis-33549	207	22	size	size	NOUN
bracis-33549	207	23	table	table	NOUN
bracis-33549	207	24	table	table	NOUN
bracis-33549	207	25	 	 	SPACE
bracis-33549	207	26	2	2	NUM
bracis-33549	207	27	shows	show	VERB
bracis-33549	207	28	all	all	DET
bracis-33549	207	29	individual	individual	ADJ
bracis-33549	207	30	models	model	NOUN
bracis-33549	207	31	and	and	CCONJ
bracis-33549	207	32	ensembles	ensemble	NOUN
bracis-33549	207	33	implemented	implement	VERB
bracis-33549	207	34	and	and	CCONJ
bracis-33549	207	35	their	their	PRON
bracis-33549	207	36	respective	respective	ADJ
bracis-33549	207	37	acronyms	acronym	NOUN
bracis-33549	207	38	.	.	PUNCT
bracis-33549	208	1	all	all	DET
bracis-33549	208	2	simulations	simulation	NOUN
bracis-33549	208	3	were	be	AUX
bracis-33549	208	4	performed	perform	VERB
bracis-33549	208	5	for	for	ADP
bracis-33549	208	6	one	one	NUM
bracis-33549	208	7	-	-	PUNCT
bracis-33549	208	8	step	step	NOUN
bracis-33549	208	9	-	-	PUNCT
bracis-33549	208	10	ahead	ahead	NOUN
bracis-33549	208	11	forecasting	forecasting	NOUN
bracis-33549	208	12	using	use	VERB
bracis-33549	208	13	the	the	DET
bracis-33549	208	14	r	r	NOUN
bracis-33549	208	15	language	language	NOUN
bracis-33549	208	16	with	with	ADP
bracis-33549	208	17	the	the	DET
bracis-33549	208	18	forecast	forecast	NOUN
bracis-33549	208	19	 	 	SPACE
bracis-33549	209	1	[	[	X
bracis-33549	209	2	33	33	NUM
bracis-33549	209	3	]	]	PUNCT
bracis-33549	209	4	library	library	NOUN
bracis-33549	209	5	for	for	ADP
bracis-33549	209	6	arima	arima	PROPN
bracis-33549	209	7	,	,	PUNCT
bracis-33549	209	8	e1071	e1071	PROPN
bracis-33549	209	9	 	 	SPACE
bracis-33549	210	1	[	[	X
bracis-33549	210	2	34	34	NUM
bracis-33549	210	3	]	]	PUNCT
bracis-33549	210	4	for	for	ADP
bracis-33549	210	5	svr	svr	PROPN
bracis-33549	210	6	,	,	PUNCT
bracis-33549	210	7	elmnnrcpp	elmnnrcpp	X
bracis-33549	210	8	 	 	SPACE
bracis-33549	211	1	[	[	X
bracis-33549	211	2	35	35	NUM
bracis-33549	211	3	]	]	PUNCT
bracis-33549	211	4	for	for	ADP
bracis-33549	211	5	elm	elm	PROPN
bracis-33549	211	6	,	,	PUNCT
bracis-33549	211	7	and	and	CCONJ
bracis-33549	211	8	keras	keras	PROPN
bracis-33549	211	9	 	 	SPACE
bracis-33549	212	1	[	[	X
bracis-33549	212	2	36	36	NUM
bracis-33549	212	3	]	]	PUNCT
bracis-33549	212	4	for	for	ADP
bracis-33549	212	5	lstm	lstm	NOUN
bracis-33549	212	6	and	and	CCONJ
bracis-33549	212	7	gru	gru	PROPN
bracis-33549	212	8	.	.	PUNCT
bracis-33549	213	1	the	the	DET
bracis-33549	213	2	grid	grid	NOUN
bracis-33549	213	3	search	search	NOUN
bracis-33549	213	4	technique	technique	NOUN
bracis-33549	213	5	selected	select	VERB
bracis-33549	213	6	the	the	DET
bracis-33549	213	7	nonlinear	nonlinear	ADJ
bracis-33549	213	8	models	model	NOUN
bracis-33549	213	9	parameters	parameter	NOUN
bracis-33549	213	10	based	base	VERB
bracis-33549	213	11	on	on	ADP
bracis-33549	213	12	the	the	DET
bracis-33549	213	13	smallest	small	ADJ
bracis-33549	213	14	rmse	rmse	NOUN
bracis-33549	213	15	in	in	ADP
bracis-33549	213	16	the	the	DET
bracis-33549	213	17	validation	validation	NOUN
bracis-33549	213	18	set	set	NOUN
bracis-33549	213	19	.	.	PUNCT
bracis-33549	214	1	the	the	DET
bracis-33549	214	2	rmse	rmse	NOUN
bracis-33549	214	3	is	be	AUX
bracis-33549	214	4	defined	define	VERB
bracis-33549	214	5	by	by	ADP
bracis-33549	214	6	equation	equation	NOUN
bracis-33549	214	7	 	 	SPACE
bracis-33549	214	8	(	(	PUNCT
bracis-33549	214	9	3	3	NUM
bracis-33549	214	10	)	)	PUNCT
bracis-33549	214	11	,	,	PUNCT
bracis-33549	214	12	such	such	ADJ
bracis-33549	214	13	 	 	SPACE
bracis-33549	214	14	that	that	SCONJ
bracis-33549	214	15	$	$	SYM
bracis-33549	214	16	$	$	SYM
bracis-33549	214	17	\begin{aligned	\begin{aligne	VERB
bracis-33549	214	18	}	}	PUNCT
bracis-33549	214	19	rmse	rmse	NOUN
bracis-33549	215	1	=	=	SYM
bracis-33549	215	2	\root	\root	PROPN
bracis-33549	215	3	\of	\of	PROPN
bracis-33549	215	4	{	{	PUNCT
bracis-33549	215	5	\left	\left	PROPN
bracis-33549	215	6	(	(	PUNCT
bracis-33549	215	7	\frac{\sum	\frac{\sum	VERB
bracis-33549	215	8	_	_	PRON
bracis-33549	215	9	{	{	PUNCT
bracis-33549	215	10	t=1}^{l	t=1}^{l	NOUN
bracis-33549	215	11	}	}	PUNCT
bracis-33549	215	12	(	(	PUNCT
bracis-33549	215	13	y_t-\widehat{y}_t)^2}{l}\right	y_t-\widehat{y}_t)^2}{l}\right	NOUN
bracis-33549	215	14	)	)	PUNCT
bracis-33549	215	15	}	}	PUNCT
bracis-33549	215	16	,	,	PUNCT
bracis-33549	215	17	\end{aligned}$$	\end{aligned}$$	X
bracis-33549	215	18	(	(	PUNCT
bracis-33549	215	19	3	3	NUM
bracis-33549	215	20	)	)	PUNCT
bracis-33549	215	21	where	where	SCONJ
bracis-33549	215	22	l	l	NOUN
bracis-33549	215	23	is	be	AUX
bracis-33549	215	24	the	the	DET
bracis-33549	215	25	size	size	NOUN
bracis-33549	215	26	of	of	ADP
bracis-33549	215	27	the	the	DET
bracis-33549	215	28	series	series	NOUN
bracis-33549	215	29	,	,	PUNCT
bracis-33549	215	30	\(y_t\	\(y_t\	PROPN
bracis-33549	215	31	)	)	PUNCT
bracis-33549	215	32	is	be	AUX
bracis-33549	215	33	the	the	DET
bracis-33549	215	34	actual	actual	ADJ
bracis-33549	215	35	value	value	NOUN
bracis-33549	215	36	of	of	ADP
bracis-33549	215	37	the	the	DET
bracis-33549	215	38	time	time	NOUN
bracis-33549	215	39	series	series	NOUN
bracis-33549	215	40	in	in	ADP
bracis-33549	215	41	period	period	NOUN
bracis-33549	215	42	t	t	PROPN
bracis-33549	215	43	,	,	PUNCT
bracis-33549	215	44	and	and	CCONJ
bracis-33549	215	45	\(\widehat{y}_t\	\(\widehat{y}_t\	NOUN
bracis-33549	215	46	)	)	PUNCT
bracis-33549	215	47	is	be	AUX
bracis-33549	215	48	the	the	DET
bracis-33549	215	49	predicted	predict	VERB
bracis-33549	215	50	value	value	NOUN
bracis-33549	215	51	of	of	ADP
bracis-33549	215	52	the	the	DET
bracis-33549	215	53	time	time	NOUN
bracis-33549	215	54	series	series	NOUN
bracis-33549	215	55	in	in	ADP
bracis-33549	215	56	period	period	NOUN
bracis-33549	215	57	t.	t.	PROPN
bracis-33549	215	58	the	the	DET
bracis-33549	215	59	rmse	rmse	NOUN
bracis-33549	215	60	was	be	AUX
bracis-33549	215	61	also	also	ADV
bracis-33549	215	62	employed	employ	VERB
bracis-33549	215	63	to	to	PART
bracis-33549	215	64	assess	assess	VERB
bracis-33549	215	65	predictive	predictive	ADJ
bracis-33549	215	66	performance	performance	NOUN
bracis-33549	215	67	on	on	ADP
bracis-33549	215	68	the	the	DET
bracis-33549	215	69	test	test	NOUN
bracis-33549	215	70	set	set	NOUN
bracis-33549	215	71	,	,	PUNCT
bracis-33549	215	72	along	along	ADP
bracis-33549	215	73	with	with	ADP
bracis-33549	215	74	three	three	NUM
bracis-33549	215	75	other	other	ADJ
bracis-33549	215	76	metrics	metric	NOUN
bracis-33549	215	77	:	:	PUNCT
bracis-33549	215	78	mean	mean	VERB
bracis-33549	215	79	absolute	absolute	ADJ
bracis-33549	215	80	error	error	NOUN
bracis-33549	215	81	(	(	PUNCT
bracis-33549	215	82	mae	mae	PROPN
bracis-33549	215	83	)	)	PUNCT
bracis-33549	215	84	,	,	PUNCT
bracis-33549	215	85	mean	mean	VERB
bracis-33549	215	86	absolute	absolute	ADJ
bracis-33549	215	87	percentage	percentage	NOUN
bracis-33549	215	88	error	error	NOUN
bracis-33549	215	89	(	(	PUNCT
bracis-33549	215	90	mape	mape	NOUN
bracis-33549	215	91	)	)	PUNCT
bracis-33549	215	92	,	,	PUNCT
bracis-33549	215	93	and	and	CCONJ
bracis-33549	215	94	predicted	predict	VERB
bracis-33549	215	95	change	change	NOUN
bracis-33549	215	96	in	in	ADP
bracis-33549	215	97	direction	direction	NOUN
bracis-33549	215	98	(	(	PUNCT
bracis-33549	215	99	pocid	pocid	ADJ
bracis-33549	215	100	)	)	PUNCT
bracis-33549	215	101	.	.	PUNCT
bracis-33549	216	1	for	for	ADP
bracis-33549	216	2	mae	mae	PROPN
bracis-33549	216	3	and	and	CCONJ
bracis-33549	216	4	mape	mape	NOUN
bracis-33549	216	5	metrics	metric	NOUN
bracis-33549	216	6	,	,	PUNCT
bracis-33549	216	7	the	the	PRON
bracis-33549	216	8	lower	low	ADJ
bracis-33549	216	9	their	their	PRON
bracis-33549	216	10	values	value	NOUN
bracis-33549	216	11	,	,	PUNCT
bracis-33549	216	12	the	the	PRON
bracis-33549	216	13	better	well	ADJ
bracis-33549	216	14	the	the	DET
bracis-33549	216	15	model	model	NOUN
bracis-33549	216	16	’s	’s	PART
bracis-33549	216	17	accuracy	accuracy	NOUN
bracis-33549	216	18	.	.	PUNCT
bracis-33549	217	1	in	in	ADP
bracis-33549	217	2	the	the	DET
bracis-33549	217	3	case	case	NOUN
bracis-33549	217	4	of	of	ADP
bracis-33549	217	5	pocid	pocid	NOUN
bracis-33549	217	6	,	,	PUNCT
bracis-33549	217	7	the	the	PRON
bracis-33549	217	8	higher	high	ADJ
bracis-33549	217	9	the	the	DET
bracis-33549	217	10	value	value	NOUN
bracis-33549	217	11	,	,	PUNCT
bracis-33549	217	12	the	the	PRON
bracis-33549	217	13	better	well	ADJ
bracis-33549	217	14	the	the	DET
bracis-33549	217	15	model	model	NOUN
bracis-33549	217	16	’s	’s	PART
bracis-33549	217	17	performance	performance	NOUN
bracis-33549	217	18	.	.	PUNCT
bracis-33549	218	1	the	the	DET
bracis-33549	218	2	mae	mae	PROPN
bracis-33549	218	3	is	be	AUX
bracis-33549	218	4	defined	define	VERB
bracis-33549	218	5	 	 	SPACE
bracis-33549	218	6	by	by	ADP
bracis-33549	218	7	$	$	SYM
bracis-33549	218	8	$	$	SYM
bracis-33549	218	9	\begin{aligned	\begin{aligne	VERB
bracis-33549	218	10	}	}	PUNCT
bracis-33549	218	11	mae	mae	PROPN
bracis-33549	218	12	=	=	NOUN
bracis-33549	218	13	\frac{\sum	\frac{\sum	NOUN
bracis-33549	218	14	_	_	PUNCT
bracis-33549	218	15	{	{	PUNCT
bracis-33549	218	16	t=1}^{l	t=1}^{l	NOUN
bracis-33549	218	17	}	}	PUNCT
bracis-33549	218	18	|y_t-\widehat{y}_t|}{l	|y_t-\widehat{y}_t|}{l	PROPN
bracis-33549	218	19	}	}	PUNCT
bracis-33549	218	20	,	,	PUNCT
bracis-33549	218	21	\end{aligned}$$	\end{aligned}$$	X
bracis-33549	218	22	(	(	PUNCT
bracis-33549	218	23	4	4	NUM
bracis-33549	218	24	)	)	PUNCT
bracis-33549	218	25	where	where	SCONJ
bracis-33549	218	26	\(|\cdot	\(|\cdot	ADV
bracis-33549	218	27	|\	|\	ADJ
bracis-33549	218	28	)	)	PUNCT
bracis-33549	218	29	is	be	AUX
bracis-33549	218	30	the	the	DET
bracis-33549	218	31	absolute	absolute	ADJ
bracis-33549	218	32	value	value	NOUN
bracis-33549	218	33	operator	operator	NOUN
bracis-33549	218	34	.	.	PUNCT
bracis-33549	219	1	the	the	DET
bracis-33549	219	2	mape	mape	NOUN
bracis-33549	219	3	metric	metric	NOUN
bracis-33549	219	4	is	be	AUX
bracis-33549	219	5	given	give	VERB
bracis-33549	219	6	 	 	SPACE
bracis-33549	219	7	by	by	ADP
bracis-33549	219	8	$	$	SYM
bracis-33549	219	9	$	$	SYM
bracis-33549	219	10	\begin{aligned	\begin{aligne	VERB
bracis-33549	219	11	}	}	PUNCT
bracis-33549	219	12	mape	mape	NOUN
bracis-33549	219	13	=	=	SYM
bracis-33549	219	14	\frac{100}{l	\frac{100}{l	PROPN
bracis-33549	219	15	}	}	PUNCT
bracis-33549	219	16	\sum	\sum	NOUN
bracis-33549	219	17	_	_	PUNCT
bracis-33549	219	18	{	{	PUNCT
bracis-33549	219	19	t=1}^{l}\frac{|y_t-\widehat{y}_t|}{y_t	t=1}^{l}\frac{|y_t-\widehat{y}_t|}{y_t	ADJ
bracis-33549	219	20	}	}	PUNCT
bracis-33549	219	21	,	,	PUNCT
bracis-33549	219	22	\end{aligned}$$	\end{aligned}$$	X
bracis-33549	219	23	(	(	PUNCT
bracis-33549	219	24	5	5	NUM
bracis-33549	219	25	)	)	PUNCT
bracis-33549	219	26	while	while	SCONJ
bracis-33549	219	27	the	the	DET
bracis-33549	219	28	pocid	pocid	NOUN
bracis-33549	219	29	is	be	AUX
bracis-33549	219	30	designated	designate	VERB
bracis-33549	219	31	by	by	ADP
bracis-33549	219	32	$	$	SYM
bracis-33549	219	33	$	$	SYM
bracis-33549	219	34	\begin{aligned	\begin{aligne	VERB
bracis-33549	219	35	}	}	PUNCT
bracis-33549	219	36	pocid	pocid	ADJ
bracis-33549	219	37	=	=	SYM
bracis-33549	219	38	100	100	NUM
bracis-33549	219	39	\frac{\sum	\frac{\sum	VERB
bracis-33549	219	40	_	_	PUNCT
bracis-33549	219	41	{	{	PUNCT
bracis-33549	219	42	t=1}^{l	t=1}^{l	NOUN
bracis-33549	219	43	}	}	PUNCT
bracis-33549	219	44	trend_t	trend_t	NOUN
bracis-33549	219	45	}	}	PUNCT
bracis-33549	219	46	{	{	PUNCT
bracis-33549	219	47	l	l	NOUN
bracis-33549	219	48	}	}	PUNCT
bracis-33549	219	49	,	,	PUNCT
bracis-33549	219	50	\end{aligned}$$	\end{aligned}$$	X
bracis-33549	219	51	(	(	PUNCT
bracis-33549	219	52	6	6	NUM
bracis-33549	219	53	)	)	PUNCT
bracis-33549	219	54	where	where	SCONJ
bracis-33549	219	55	$	$	SYM
bracis-33549	219	56	$	$	SYM
bracis-33549	219	57	\begin{aligned	\begin{aligne	VERB
bracis-33549	219	58	}	}	PUNCT
bracis-33549	219	59	\begin{matrix	\begin{matrix	ADJ
bracis-33549	219	60	}	}	PUNCT
bracis-33549	219	61	trend_t=	trend_t=	VERB
bracis-33549	219	62	\left\	\left\	PROPN
bracis-33549	219	63	{	{	PUNCT
bracis-33549	219	64	\begin{matrix	\begin{matrix	ADJ
bracis-33549	219	65	}	}	PUNCT
bracis-33549	219	66	1	1	NUM
bracis-33549	219	67	,	,	PUNCT
bracis-33549	219	68	&	&	CCONJ
bracis-33549	219	69	\text	\text	PROPN
bracis-33549	219	70	{	{	PUNCT
bracis-33549	219	71	if	if	SCONJ
bracis-33549	219	72	}	}	PUNCT
bracis-33549	219	73	(	(	PUNCT
bracis-33549	219	74	y_t	y_t	PROPN
bracis-33549	219	75	{	{	PUNCT
bracis-33549	219	76	y}_{t-1})(\widehat{y}_t	y}_{t-1})(\widehat{y}_t	PRON
bracis-33549	219	77	{	{	PUNCT
bracis-33549	219	78	\widehat{y}}_{t-1	\widehat{y}}_{t-1	PROPN
bracis-33549	219	79	}	}	PUNCT
bracis-33549	219	80	)	)	PUNCT
bracis-33549	219	81	>	>	PUNCT
bracis-33549	219	82	0;\\	0;\\	NUM
bracis-33549	219	83	0	0	NUM
bracis-33549	219	84	,	,	PUNCT
bracis-33549	219	85	&	&	CCONJ
bracis-33549	219	86	\text	\text	PROPN
bracis-33549	219	87	{	{	PUNCT
bracis-33549	219	88	otherwise	otherwise	ADV
bracis-33549	219	89	.	.	PUNCT
bracis-33549	219	90	}	}	PUNCT
bracis-33549	219	91	\end{matrix	\end{matrix	NOUN
bracis-33549	219	92	}	}	PUNCT
bracis-33549	219	93	\right	\right	PROPN
bracis-33549	219	94	.	.	PROPN
bracis-33549	219	95	\end{matrix	\end{matrix	PROPN
bracis-33549	219	96	}	}	PUNCT
bracis-33549	219	97	\end{aligned}$$	\end{aligned}$$	X
bracis-33549	219	98	(	(	PUNCT
bracis-33549	219	99	7	7	NUM
bracis-33549	219	100	)	)	PUNCT
bracis-33549	219	101	finally	finally	ADV
bracis-33549	219	102	,	,	PUNCT
bracis-33549	219	103	the	the	DET
bracis-33549	219	104	diebold	diebold	NOUN
bracis-33549	219	105	-	-	PUNCT
bracis-33549	219	106	mariano	mariano	PROPN
bracis-33549	219	107	(	(	PUNCT
bracis-33549	219	108	dm	dm	NOUN
bracis-33549	219	109	)	)	PUNCT
bracis-33549	219	110	hypothesis	hypothesis	NOUN
bracis-33549	219	111	test	test	NOUN
bracis-33549	219	112	 	 	SPACE
bracis-33549	220	1	[	[	X
bracis-33549	220	2	37	37	NUM
bracis-33549	220	3	]	]	PUNCT
bracis-33549	220	4	was	be	AUX
bracis-33549	220	5	applied	apply	VERB
bracis-33549	220	6	between	between	ADP
bracis-33549	220	7	locdist	locdist	NOUN
bracis-33549	220	8	and	and	CCONJ
bracis-33549	220	9	the	the	DET
bracis-33549	220	10	global	global	ADJ
bracis-33549	220	11	mapping	mapping	NOUN
bracis-33549	220	12	methods	method	NOUN
bracis-33549	220	13	of	of	ADP
bracis-33549	220	14	the	the	DET
bracis-33549	220	15	respective	respective	ADJ
bracis-33549	220	16	base	base	NOUN
bracis-33549	220	17	model	model	NOUN
bracis-33549	220	18	.	.	PUNCT
bracis-33549	221	1	so	so	ADV
bracis-33549	221	2	,	,	PUNCT
bracis-33549	221	3	the	the	DET
bracis-33549	221	4	rmse	rmse	ADJ
bracis-33549	221	5	loss	loss	NOUN
bracis-33549	221	6	function	function	NOUN
bracis-33549	221	7	is	be	AUX
bracis-33549	221	8	considered	consider	VERB
bracis-33549	221	9	for	for	ADP
bracis-33549	221	10	the	the	DET
bracis-33549	221	11	errors	error	NOUN
bracis-33549	221	12	of	of	ADP
bracis-33549	221	13	both	both	DET
bracis-33549	221	14	competing	compete	VERB
bracis-33549	221	15	predictors	predictor	NOUN
bracis-33549	221	16	.	.	PUNCT
bracis-33549	222	1	the	the	DET
bracis-33549	222	2	null	null	ADJ
bracis-33549	222	3	hypothesis	hypothesis	NOUN
bracis-33549	222	4	\(h_0\	\(h_0\	PROPN
bracis-33549	222	5	)	)	PUNCT
bracis-33549	222	6	assumes	assume	VERB
bracis-33549	222	7	equality	equality	NOUN
bracis-33549	222	8	in	in	ADP
bracis-33549	222	9	forecasting	forecasting	NOUN
bracis-33549	222	10	accuracy	accuracy	NOUN
bracis-33549	222	11	for	for	ADP
bracis-33549	222	12	both	both	DET
bracis-33549	222	13	predictors	predictor	NOUN
bracis-33549	222	14	.	.	PUNCT
bracis-33549	223	1	for	for	ADP
bracis-33549	223	2	\(h_0\	\(h_0\	PROPN
bracis-33549	223	3	)	)	PUNCT
bracis-33549	223	4	to	to	PART
bracis-33549	223	5	be	be	AUX
bracis-33549	223	6	rejected	reject	VERB
bracis-33549	223	7	,	,	PUNCT
bracis-33549	223	8	the	the	DET
bracis-33549	223	9	p	p	NOUN
bracis-33549	223	10	-	-	PUNCT
bracis-33549	223	11	value	value	NOUN
bracis-33549	223	12	must	must	AUX
bracis-33549	223	13	be	be	AUX
bracis-33549	223	14	less	less	ADJ
bracis-33549	223	15	than	than	ADP
bracis-33549	223	16	the	the	DET
bracis-33549	223	17	statistical	statistical	ADJ
bracis-33549	223	18	significance	significance	NOUN
bracis-33549	223	19	level	level	NOUN
bracis-33549	223	20	\(\alpha	\(\alpha	X
bracis-33549	223	21	=	=	NOUN
bracis-33549	223	22	0.05\	0.05\	NUM
bracis-33549	223	23	)	)	PUNCT
bracis-33549	223	24	.	.	PUNCT
bracis-33549	224	1	some	some	DET
bracis-33549	224	2	signals	signal	NOUN
bracis-33549	224	3	were	be	AUX
bracis-33549	224	4	used	use	VERB
bracis-33549	224	5	to	to	PART
bracis-33549	224	6	interpret	interpret	VERB
bracis-33549	224	7	the	the	DET
bracis-33549	224	8	results	result	NOUN
bracis-33549	224	9	in	in	ADP
bracis-33549	224	10	tables	table	NOUN
bracis-33549	224	11	 	 	SPACE
bracis-33549	224	12	3	3	NUM
bracis-33549	224	13	,	,	PUNCT
bracis-33549	224	14	 	 	SPACE
bracis-33549	224	15	4	4	NUM
bracis-33549	224	16	and	and	CCONJ
bracis-33549	224	17	 	 	SPACE
bracis-33549	224	18	5	5	NUM
bracis-33549	224	19	of	of	ADP
bracis-33549	224	20	sect	sect	NOUN
bracis-33549	224	21	.	.	PUNCT
bracis-33549	224	22	 	 	SPACE
bracis-33549	225	1	5	5	NUM
bracis-33549	225	2	.	.	PUNCT
bracis-33549	226	1	the	the	DET
bracis-33549	226	2	sign	sign	NOUN
bracis-33549	226	3	“	"	PUNCT
bracis-33549	226	4	\(+\	\(+\	NOUN
bracis-33549	226	5	)	)	PUNCT
bracis-33549	226	6	”	"	PUNCT
bracis-33549	226	7	indicates	indicate	VERB
bracis-33549	226	8	that	that	SCONJ
bracis-33549	226	9	\(h_0\	\(h_0\	PROPN
bracis-33549	226	10	)	)	PUNCT
bracis-33549	226	11	was	be	AUX
bracis-33549	226	12	rejected	reject	VERB
bracis-33549	226	13	and	and	CCONJ
bracis-33549	226	14	the	the	DET
bracis-33549	226	15	proposed	propose	VERB
bracis-33549	226	16	method	method	NOUN
bracis-33549	226	17	outperforms	outperform	VERB
bracis-33549	226	18	the	the	DET
bracis-33549	226	19	method	method	NOUN
bracis-33549	226	20	used	use	VERB
bracis-33549	226	21	for	for	ADP
bracis-33549	226	22	comparison	comparison	NOUN
bracis-33549	226	23	.	.	PUNCT
bracis-33549	227	1	for	for	ADP
bracis-33549	227	2	instance	instance	NOUN
bracis-33549	227	3	,	,	PUNCT
bracis-33549	227	4	if	if	SCONJ
bracis-33549	227	5	\(locdist_{arima}\	\(locdist_{arima}\	PROPN
bracis-33549	227	6	)	)	PUNCT
bracis-33549	227	7	outperformed	outperform	VERB
bracis-33549	227	8	arima	arima	NOUN
bracis-33549	227	9	with	with	ADP
bracis-33549	227	10	statistical	statistical	ADJ
bracis-33549	227	11	significance	significance	NOUN
bracis-33549	227	12	,	,	PUNCT
bracis-33549	227	13	the	the	DET
bracis-33549	227	14	sign	sign	NOUN
bracis-33549	227	15	“	"	PUNCT
bracis-33549	227	16	\(+\	\(+\	NOUN
bracis-33549	227	17	)	)	PUNCT
bracis-33549	227	18	”	"	PUNCT
bracis-33549	227	19	will	will	AUX
bracis-33549	227	20	appear	appear	VERB
bracis-33549	227	21	in	in	ADP
bracis-33549	227	22	the	the	DET
bracis-33549	227	23	row	row	NOUN
bracis-33549	227	24	of	of	ADP
bracis-33549	227	25	arima	arima	NOUN
bracis-33549	227	26	.	.	PUNCT
bracis-33549	228	1	the	the	DET
bracis-33549	228	2	sign	sign	NOUN
bracis-33549	228	3	“	"	PUNCT
bracis-33549	228	4	−	−	PROPN
bracis-33549	228	5	”	"	PUNCT
bracis-33549	228	6	indicates	indicate	VERB
bracis-33549	228	7	that	that	SCONJ
bracis-33549	228	8	the	the	DET
bracis-33549	228	9	proposed	propose	VERB
bracis-33549	228	10	method	method	NOUN
bracis-33549	228	11	underperforms	underperform	VERB
bracis-33549	228	12	the	the	DET
bracis-33549	228	13	method	method	NOUN
bracis-33549	228	14	used	use	VERB
bracis-33549	228	15	for	for	ADP
bracis-33549	228	16	comparison	comparison	NOUN
bracis-33549	228	17	.	.	PUNCT
bracis-33549	229	1	the	the	DET
bracis-33549	229	2	sign	sign	NOUN
bracis-33549	229	3	“	"	PUNCT
bracis-33549	229	4	\(=\	\(=\	PRON
bracis-33549	229	5	)	)	PUNCT
bracis-33549	229	6	”	"	PUNCT
bracis-33549	229	7	indicates	indicate	VERB
bracis-33549	229	8	that	that	SCONJ
bracis-33549	229	9	the	the	DET
bracis-33549	229	10	null	null	ADJ
bracis-33549	229	11	hypothesis	hypothesis	NOUN
bracis-33549	229	12	was	be	AUX
bracis-33549	229	13	not	not	PART
bracis-33549	229	14	rejected	reject	VERB
bracis-33549	229	15	,	,	PUNCT
bracis-33549	229	16	i.e.	i.e.	X
bracis-33549	229	17	,	,	PUNCT
bracis-33549	229	18	equality	equality	NOUN
bracis-33549	229	19	in	in	ADP
bracis-33549	229	20	forecasting	forecasting	NOUN
bracis-33549	229	21	accuracy	accuracy	NOUN
bracis-33549	229	22	for	for	ADP
bracis-33549	229	23	both	both	DET
bracis-33549	229	24	predictors	predictor	NOUN
bracis-33549	229	25	.	.	PUNCT
bracis-33549	230	1	table	table	NOUN
bracis-33549	230	2	3	3	NUM
bracis-33549	230	3	.	.	PUNCT
bracis-33549	230	4	evaluation	evaluation	NOUN
bracis-33549	230	5	measurements	measurement	NOUN
bracis-33549	230	6	and	and	CCONJ
bracis-33549	230	7	dm	dm	PROPN
bracis-33549	230	8	hypothesis	hypothesis	NOUN
bracis-33549	230	9	test	test	NOUN
bracis-33549	230	10	for	for	ADP
bracis-33549	230	11	the	the	DET
bracis-33549	230	12	testing	testing	NOUN
bracis-33549	230	13	set	set	NOUN
bracis-33549	230	14	obtained	obtain	VERB
bracis-33549	230	15	from	from	ADP
bracis-33549	230	16	the	the	DET
bracis-33549	230	17	wind	wind	NOUN
bracis-33549	230	18	speed	speed	NOUN
bracis-33549	230	19	time	time	NOUN
bracis-33549	230	20	-	-	PUNCT
bracis-33549	230	21	series	series	NOUN
bracis-33549	230	22	database	database	NOUN
bracis-33549	230	23	1.full	1.full	NUM
bracis-33549	230	24	size	size	NOUN
bracis-33549	230	25	table	table	NOUN
bracis-33549	230	26	5	5	NUM
bracis-33549	230	27	results	result	VERB
bracis-33549	230	28	the	the	DET
bracis-33549	230	29	best	good	ADJ
bracis-33549	230	30	results	result	NOUN
bracis-33549	230	31	were	be	AUX
bracis-33549	230	32	obtained	obtain	VERB
bracis-33549	230	33	for	for	ADP
bracis-33549	230	34	all	all	DET
bracis-33549	230	35	three	three	NUM
bracis-33549	230	36	databases	database	NOUN
bracis-33549	230	37	with	with	ADP
bracis-33549	230	38	the	the	DET
bracis-33549	230	39	value	value	NOUN
bracis-33549	230	40	\(t=60\	\(t=60\	NOUN
bracis-33549	230	41	)	)	PUNCT
bracis-33549	230	42	,	,	PUNCT
bracis-33549	230	43	which	which	PRON
bracis-33549	230	44	is	be	AUX
bracis-33549	230	45	the	the	DET
bracis-33549	230	46	minimum	minimum	NOUN
bracis-33549	230	47	allowed	allow	VERB
bracis-33549	230	48	size	size	NOUN
bracis-33549	230	49	for	for	ADP
bracis-33549	230	50	the	the	DET
bracis-33549	230	51	generated	generate	VERB
bracis-33549	230	52	partitions	partition	NOUN
bracis-33549	230	53	.	.	PUNCT
bracis-33549	231	1	in	in	ADP
bracis-33549	231	2	database	database	NOUN
bracis-33549	231	3	1	1	NUM
bracis-33549	231	4	,	,	PUNCT
bracis-33549	231	5	locdist	locdist	NOUN
bracis-33549	231	6	generated	generate	VERB
bracis-33549	231	7	three	three	NUM
bracis-33549	231	8	partitions	partition	NOUN
bracis-33549	231	9	with	with	ADP
bracis-33549	231	10	the	the	DET
bracis-33549	231	11	following	follow	VERB
bracis-33549	231	12	observations	observation	NOUN
bracis-33549	231	13	:	:	PUNCT
bracis-33549	231	14	69	69	NUM
bracis-33549	231	15	,	,	PUNCT
bracis-33549	231	16	62	62	NUM
bracis-33549	231	17	,	,	PUNCT
bracis-33549	231	18	and	and	CCONJ
bracis-33549	231	19	96	96	NUM
bracis-33549	231	20	.	.	PUNCT
bracis-33549	232	1	this	this	PRON
bracis-33549	232	2	corresponds	correspond	VERB
bracis-33549	232	3	to	to	ADP
bracis-33549	232	4	20.6	20.6	NUM
bracis-33549	232	5	%	%	NOUN
bracis-33549	232	6	of	of	ADP
bracis-33549	232	7	the	the	DET
bracis-33549	232	8	entire	entire	ADJ
bracis-33549	232	9	training	training	NOUN
bracis-33549	232	10	set	set	NOUN
bracis-33549	232	11	,	,	PUNCT
bracis-33549	232	12	which	which	PRON
bracis-33549	232	13	consists	consist	VERB
bracis-33549	232	14	of	of	ADP
bracis-33549	232	15	1104	1104	NUM
bracis-33549	232	16	observations	observation	NOUN
bracis-33549	232	17	.	.	PUNCT
bracis-33549	233	1	table	table	NOUN
bracis-33549	233	2	 	 	SPACE
bracis-33549	233	3	3	3	NUM
bracis-33549	233	4	shows	show	VERB
bracis-33549	233	5	the	the	DET
bracis-33549	233	6	evaluation	evaluation	NOUN
bracis-33549	233	7	measurements	measurement	NOUN
bracis-33549	233	8	and	and	CCONJ
bracis-33549	233	9	dm	dm	PROPN
bracis-33549	233	10	hypothesis	hypothesis	NOUN
bracis-33549	233	11	test	test	NOUN
bracis-33549	233	12	for	for	ADP
bracis-33549	233	13	the	the	DET
bracis-33549	233	14	testing	testing	NOUN
bracis-33549	233	15	set	set	NOUN
bracis-33549	233	16	obtained	obtain	VERB
bracis-33549	233	17	from	from	ADP
bracis-33549	233	18	the	the	DET
bracis-33549	233	19	wind	wind	NOUN
bracis-33549	233	20	speed	speed	NOUN
bracis-33549	233	21	database	database	NOUN
bracis-33549	233	22	1	1	NUM
bracis-33549	233	23	.	.	PUNCT
bracis-33549	234	1	the	the	DET
bracis-33549	234	2	first	first	ADJ
bracis-33549	234	3	column	column	NOUN
bracis-33549	234	4	indicates	indicate	VERB
bracis-33549	234	5	the	the	DET
bracis-33549	234	6	five	five	NUM
bracis-33549	234	7	model	model	NOUN
bracis-33549	234	8	types	type	NOUN
bracis-33549	234	9	,	,	PUNCT
bracis-33549	234	10	arima	arima	PROPN
bracis-33549	234	11	,	,	PUNCT
bracis-33549	234	12	elm	elm	PROPN
bracis-33549	234	13	,	,	PUNCT
bracis-33549	234	14	svr	svr	PROPN
bracis-33549	234	15	,	,	PUNCT
bracis-33549	234	16	lstm	lstm	NOUN
bracis-33549	234	17	,	,	PUNCT
bracis-33549	234	18	and	and	CCONJ
bracis-33549	234	19	gru	gru	PROPN
bracis-33549	234	20	,	,	PUNCT
bracis-33549	234	21	which	which	PRON
bracis-33549	234	22	were	be	AUX
bracis-33549	234	23	used	use	VERB
bracis-33549	234	24	in	in	ADP
bracis-33549	234	25	the	the	DET
bracis-33549	234	26	methods	method	NOUN
bracis-33549	234	27	of	of	ADP
bracis-33549	234	28	this	this	DET
bracis-33549	234	29	research	research	NOUN
bracis-33549	234	30	.	.	PUNCT
bracis-33549	235	1	the	the	DET
bracis-33549	235	2	second	second	ADJ
bracis-33549	235	3	column	column	NOUN
bracis-33549	235	4	lists	list	VERB
bracis-33549	235	5	the	the	DET
bracis-33549	235	6	constructed	construct	VERB
bracis-33549	235	7	methods	method	NOUN
bracis-33549	235	8	,	,	PUNCT
bracis-33549	235	9	such	such	ADJ
bracis-33549	235	10	as	as	ADP
bracis-33549	235	11	individual	individual	ADJ
bracis-33549	235	12	,	,	PUNCT
bracis-33549	235	13	ensemble	ensemble	ADJ
bracis-33549	235	14	with	with	ADP
bracis-33549	235	15	bagging	bagging	NOUN
bracis-33549	235	16	,	,	PUNCT
bracis-33549	235	17	and	and	CCONJ
bracis-33549	235	18	the	the	DET
bracis-33549	235	19	proposed	propose	VERB
bracis-33549	235	20	locdist	locdist	NOUN
bracis-33549	235	21	,	,	PUNCT
bracis-33549	235	22	according	accord	VERB
bracis-33549	235	23	to	to	ADP
bracis-33549	235	24	the	the	DET
bracis-33549	235	25	respective	respective	ADJ
bracis-33549	235	26	model	model	NOUN
bracis-33549	235	27	type	type	NOUN
bracis-33549	235	28	.	.	PUNCT
bracis-33549	236	1	then	then	ADV
bracis-33549	236	2	,	,	PUNCT
bracis-33549	236	3	the	the	DET
bracis-33549	236	4	four	four	NUM
bracis-33549	236	5	evaluation	evaluation	NOUN
bracis-33549	236	6	metrics	metric	NOUN
bracis-33549	236	7	,	,	PUNCT
bracis-33549	236	8	rmse	rmse	NOUN
bracis-33549	236	9	,	,	PUNCT
bracis-33549	236	10	mae	mae	PROPN
bracis-33549	236	11	,	,	PUNCT
bracis-33549	236	12	mape	mape	NOUN
bracis-33549	236	13	,	,	PUNCT
bracis-33549	236	14	and	and	CCONJ
bracis-33549	236	15	pocid	pocid	ADV
bracis-33549	236	16	,	,	PUNCT
bracis-33549	236	17	are	be	AUX
bracis-33549	236	18	presented	present	VERB
bracis-33549	236	19	for	for	ADP
bracis-33549	236	20	each	each	DET
bracis-33549	236	21	forecasting	forecasting	NOUN
bracis-33549	236	22	method	method	NOUN
bracis-33549	236	23	.	.	PUNCT
bracis-33549	237	1	finally	finally	ADV
bracis-33549	237	2	,	,	PUNCT
bracis-33549	237	3	the	the	DET
bracis-33549	237	4	dm	dm	PROPN
bracis-33549	237	5	hypothesis	hypothesis	NOUN
bracis-33549	237	6	test	test	NOUN
bracis-33549	237	7	result	result	NOUN
bracis-33549	237	8	and	and	CCONJ
bracis-33549	237	9	the	the	DET
bracis-33549	237	10	respective	respective	ADJ
bracis-33549	237	11	p	p	NOUN
bracis-33549	237	12	-	-	PUNCT
bracis-33549	237	13	value	value	NOUN
bracis-33549	237	14	are	be	AUX
bracis-33549	237	15	shown	show	VERB
bracis-33549	237	16	.	.	PUNCT
bracis-33549	238	1	the	the	DET
bracis-33549	238	2	best	good	ADJ
bracis-33549	238	3	measure	measure	NOUN
bracis-33549	238	4	among	among	ADP
bracis-33549	238	5	the	the	DET
bracis-33549	238	6	forecasting	forecasting	NOUN
bracis-33549	238	7	methods	method	NOUN
bracis-33549	238	8	for	for	ADP
bracis-33549	238	9	each	each	DET
bracis-33549	238	10	model	model	NOUN
bracis-33549	238	11	type	type	NOUN
bracis-33549	238	12	is	be	AUX
bracis-33549	238	13	highlighted	highlight	VERB
bracis-33549	238	14	in	in	ADP
bracis-33549	238	15	bold	bold	ADJ
bracis-33549	238	16	.	.	PUNCT
bracis-33549	239	1	in	in	ADP
bracis-33549	239	2	the	the	DET
bracis-33549	239	3	case	case	NOUN
bracis-33549	239	4	of	of	ADP
bracis-33549	239	5	arima	arima	PROPN
bracis-33549	239	6	,	,	PUNCT
bracis-33549	239	7	the	the	DET
bracis-33549	239	8	\(locdist_{arima}\	\(locdist_{arima}\	PROPN
bracis-33549	239	9	)	)	PUNCT
bracis-33549	239	10	achieved	achieve	VERB
bracis-33549	239	11	the	the	DET
bracis-33549	239	12	best	good	ADJ
bracis-33549	239	13	results	result	NOUN
bracis-33549	239	14	in	in	ADP
bracis-33549	239	15	rmse	rmse	NOUN
bracis-33549	239	16	and	and	CCONJ
bracis-33549	239	17	pocid	pocid	VERB
bracis-33549	239	18	,	,	PUNCT
bracis-33549	239	19	though	though	SCONJ
bracis-33549	239	20	with	with	ADP
bracis-33549	239	21	no	no	DET
bracis-33549	239	22	statistical	statistical	ADJ
bracis-33549	239	23	significance	significance	NOUN
bracis-33549	239	24	compared	compare	VERB
bracis-33549	239	25	to	to	ADP
bracis-33549	239	26	individual	individual	ADJ
bracis-33549	239	27	arima	arima	PROPN
bracis-33549	239	28	and	and	CCONJ
bracis-33549	239	29	\(bagg_{arima}\	\(bagg_{arima}\	NOUN
bracis-33549	239	30	)	)	PUNCT
bracis-33549	239	31	.	.	PUNCT
bracis-33549	240	1	about	about	ADP
bracis-33549	240	2	elm	elm	PROPN
bracis-33549	240	3	,	,	PUNCT
bracis-33549	240	4	\(locdist_{elm}\	\(locdist_{elm}\	PROPN
bracis-33549	240	5	)	)	PUNCT
bracis-33549	240	6	did	do	AUX
bracis-33549	240	7	not	not	PART
bracis-33549	240	8	stand	stand	VERB
bracis-33549	240	9	out	out	ADP
bracis-33549	240	10	in	in	ADP
bracis-33549	240	11	any	any	DET
bracis-33549	240	12	metric	metric	NOUN
bracis-33549	240	13	,	,	PUNCT
bracis-33549	240	14	but	but	CCONJ
bracis-33549	240	15	the	the	DET
bracis-33549	240	16	dm	dm	PROPN
bracis-33549	240	17	hypothesis	hypothesis	NOUN
bracis-33549	240	18	test	test	NOUN
bracis-33549	240	19	demonstrated	demonstrate	VERB
bracis-33549	240	20	no	no	DET
bracis-33549	240	21	statistical	statistical	ADJ
bracis-33549	240	22	significance	significance	NOUN
bracis-33549	240	23	in	in	ADP
bracis-33549	240	24	the	the	DET
bracis-33549	240	25	errors	error	NOUN
bracis-33549	240	26	compared	compare	VERB
bracis-33549	240	27	to	to	ADP
bracis-33549	240	28	individual	individual	ADJ
bracis-33549	240	29	elm	elm	NOUN
bracis-33549	240	30	and	and	CCONJ
bracis-33549	240	31	\(bagg_{elm}\	\(bagg_{elm}\	NOUN
bracis-33549	240	32	)	)	PUNCT
bracis-33549	240	33	.	.	PUNCT
bracis-33549	241	1	in	in	ADP
bracis-33549	241	2	the	the	DET
bracis-33549	241	3	case	case	NOUN
bracis-33549	241	4	of	of	ADP
bracis-33549	241	5	svr	svr	PROPN
bracis-33549	241	6	,	,	PUNCT
bracis-33549	241	7	\(locdist_{svr}\	\(locdist_{svr}\	NUM
bracis-33549	241	8	)	)	PUNCT
bracis-33549	241	9	loses	lose	VERB
bracis-33549	241	10	to	to	ADP
bracis-33549	241	11	individual	individual	ADJ
bracis-33549	241	12	svm	svm	NOUN
bracis-33549	241	13	and	and	CCONJ
bracis-33549	241	14	\(bagg_{svr}\	\(bagg_{svr}\	NOUN
bracis-33549	241	15	)	)	PUNCT
bracis-33549	241	16	with	with	ADP
bracis-33549	241	17	statistical	statistical	ADJ
bracis-33549	241	18	significance	significance	NOUN
bracis-33549	241	19	.	.	PUNCT
bracis-33549	242	1	concerning	concern	VERB
bracis-33549	242	2	lstm	lstm	NOUN
bracis-33549	242	3	,	,	PUNCT
bracis-33549	242	4	the	the	DET
bracis-33549	242	5	\(locdist_{lstm}\	\(locdist_{lstm}\	NOUN
bracis-33549	242	6	)	)	PUNCT
bracis-33549	242	7	outperformed	outperform	VERB
bracis-33549	242	8	individual	individual	ADJ
bracis-33549	242	9	lstm	lstm	NOUN
bracis-33549	242	10	in	in	ADP
bracis-33549	242	11	all	all	DET
bracis-33549	242	12	metrics	metric	NOUN
bracis-33549	242	13	with	with	ADP
bracis-33549	242	14	statistical	statistical	ADJ
bracis-33549	242	15	significance	significance	NOUN
bracis-33549	242	16	.	.	PUNCT
bracis-33549	243	1	the	the	DET
bracis-33549	243	2	last	last	ADJ
bracis-33549	243	3	type	type	NOUN
bracis-33549	243	4	of	of	ADP
bracis-33549	243	5	model	model	NOUN
bracis-33549	243	6	is	be	AUX
bracis-33549	243	7	gru	gru	NOUN
bracis-33549	243	8	,	,	PUNCT
bracis-33549	243	9	and	and	CCONJ
bracis-33549	243	10	the	the	DET
bracis-33549	243	11	\(locdist_{gru}\	\(locdist_{gru}\	NOUN
bracis-33549	243	12	)	)	PUNCT
bracis-33549	243	13	achieved	achieve	VERB
bracis-33549	243	14	the	the	DET
bracis-33549	243	15	best	good	ADJ
bracis-33549	243	16	results	result	NOUN
bracis-33549	243	17	in	in	ADP
bracis-33549	243	18	rmse	rmse	NOUN
bracis-33549	243	19	,	,	PUNCT
bracis-33549	243	20	mae	mae	PROPN
bracis-33549	243	21	,	,	PUNCT
bracis-33549	243	22	and	and	CCONJ
bracis-33549	243	23	mape	mape	NOUN
bracis-33549	243	24	with	with	ADP
bracis-33549	243	25	statistical	statistical	ADJ
bracis-33549	243	26	significance	significance	NOUN
bracis-33549	243	27	compared	compare	VERB
bracis-33549	243	28	to	to	ADP
bracis-33549	243	29	individual	individual	PROPN
bracis-33549	243	30	gru	gru	PROPN
bracis-33549	243	31	.	.	PUNCT
bracis-33549	244	1	the	the	DET
bracis-33549	244	2	integration	integration	NOUN
bracis-33549	244	3	step	step	NOUN
bracis-33549	244	4	selected	select	VERB
bracis-33549	244	5	the	the	DET
bracis-33549	244	6	combination	combination	NOUN
bracis-33549	244	7	via	via	ADP
bracis-33549	244	8	elm	elm	PROPN
bracis-33549	244	9	for	for	ADP
bracis-33549	244	10	the	the	DET
bracis-33549	244	11	arima	arima	NOUN
bracis-33549	244	12	,	,	PUNCT
bracis-33549	244	13	lstm	lstm	NOUN
bracis-33549	244	14	,	,	PUNCT
bracis-33549	244	15	and	and	CCONJ
bracis-33549	244	16	gru	gru	NOUN
bracis-33549	244	17	approaches	approach	NOUN
bracis-33549	244	18	,	,	PUNCT
bracis-33549	244	19	and	and	CCONJ
bracis-33549	244	20	the	the	DET
bracis-33549	244	21	combination	combination	NOUN
bracis-33549	244	22	by	by	ADP
bracis-33549	244	23	averaging	average	VERB
bracis-33549	244	24	for	for	ADP
bracis-33549	244	25	the	the	DET
bracis-33549	244	26	elm	elm	PROPN
bracis-33549	244	27	and	and	CCONJ
bracis-33549	244	28	svm	svm	ADJ
bracis-33549	244	29	.	.	PROPN
bracis-33549	244	30	table	table	NOUN
bracis-33549	244	31	4	4	NUM
bracis-33549	244	32	.	.	PUNCT
bracis-33549	244	33	evaluation	evaluation	NOUN
bracis-33549	244	34	measurements	measurement	NOUN
bracis-33549	244	35	and	and	CCONJ
bracis-33549	244	36	dm	dm	PROPN
bracis-33549	244	37	hypothesis	hypothesis	NOUN
bracis-33549	244	38	test	test	NOUN
bracis-33549	244	39	for	for	ADP
bracis-33549	244	40	the	the	DET
bracis-33549	244	41	testing	testing	NOUN
bracis-33549	244	42	set	set	NOUN
bracis-33549	244	43	obtained	obtain	VERB
bracis-33549	244	44	from	from	ADP
bracis-33549	244	45	the	the	DET
bracis-33549	244	46	wind	wind	NOUN
bracis-33549	244	47	speed	speed	NOUN
bracis-33549	244	48	time	time	NOUN
bracis-33549	244	49	-	-	PUNCT
bracis-33549	244	50	series	series	NOUN
bracis-33549	244	51	database	database	NOUN
bracis-33549	244	52	2.full	2.full	NUM
bracis-33549	244	53	size	size	NOUN
bracis-33549	244	54	table	table	NOUN
bracis-33549	244	55	regarding	regard	VERB
bracis-33549	244	56	database	database	NOUN
bracis-33549	244	57	2	2	NUM
bracis-33549	244	58	,	,	PUNCT
bracis-33549	244	59	locdist	locdist	NOUN
bracis-33549	244	60	generated	generate	VERB
bracis-33549	244	61	two	two	NUM
bracis-33549	244	62	partitions	partition	NOUN
bracis-33549	244	63	with	with	ADP
bracis-33549	244	64	the	the	DET
bracis-33549	244	65	following	follow	VERB
bracis-33549	244	66	observations	observation	NOUN
bracis-33549	244	67	:	:	PUNCT
bracis-33549	244	68	122	122	NUM
bracis-33549	244	69	and	and	CCONJ
bracis-33549	244	70	89	89	NUM
bracis-33549	244	71	.	.	PUNCT
bracis-33549	245	1	this	this	PRON
bracis-33549	245	2	corresponds	correspond	VERB
bracis-33549	245	3	to	to	ADP
bracis-33549	245	4	19.1	19.1	NUM
bracis-33549	245	5	%	%	NOUN
bracis-33549	245	6	of	of	ADP
bracis-33549	245	7	the	the	DET
bracis-33549	245	8	entire	entire	ADJ
bracis-33549	245	9	training	training	NOUN
bracis-33549	245	10	set	set	NOUN
bracis-33549	245	11	.	.	PUNCT
bracis-33549	246	1	table	table	NOUN
bracis-33549	246	2	 	 	SPACE
bracis-33549	246	3	4	4	NUM
bracis-33549	246	4	illustrates	illustrate	VERB
bracis-33549	246	5	the	the	DET
bracis-33549	246	6	evaluation	evaluation	NOUN
bracis-33549	246	7	measures	measure	NOUN
bracis-33549	246	8	and	and	CCONJ
bracis-33549	246	9	the	the	DET
bracis-33549	246	10	dm	dm	PROPN
bracis-33549	246	11	hypothesis	hypothesis	NOUN
bracis-33549	246	12	test	test	NOUN
bracis-33549	246	13	for	for	ADP
bracis-33549	246	14	the	the	DET
bracis-33549	246	15	wind	wind	NOUN
bracis-33549	246	16	speed	speed	NOUN
bracis-33549	246	17	database	database	NOUN
bracis-33549	246	18	2	2	NUM
bracis-33549	246	19	testing	testing	NOUN
bracis-33549	246	20	set	set	NOUN
bracis-33549	246	21	.	.	PUNCT
bracis-33549	247	1	about	about	ADP
bracis-33549	247	2	arima	arima	PROPN
bracis-33549	247	3	,	,	PUNCT
bracis-33549	247	4	\(locdist_{arima}\	\(locdist_{arima}\	PROPN
bracis-33549	247	5	)	)	PUNCT
bracis-33549	247	6	achieved	achieve	VERB
bracis-33549	247	7	the	the	DET
bracis-33549	247	8	best	good	ADJ
bracis-33549	247	9	results	result	NOUN
bracis-33549	247	10	in	in	ADP
bracis-33549	247	11	rmse	rmse	NOUN
bracis-33549	247	12	and	and	CCONJ
bracis-33549	247	13	mae	mae	PROPN
bracis-33549	247	14	,	,	PUNCT
bracis-33549	247	15	with	with	ADP
bracis-33549	247	16	statistical	statistical	ADJ
bracis-33549	247	17	significance	significance	NOUN
bracis-33549	247	18	compared	compare	VERB
bracis-33549	247	19	to	to	ADP
bracis-33549	247	20	individual	individual	ADJ
bracis-33549	247	21	arima	arima	NOUN
bracis-33549	247	22	.	.	PUNCT
bracis-33549	248	1	in	in	ADP
bracis-33549	248	2	the	the	DET
bracis-33549	248	3	case	case	NOUN
bracis-33549	248	4	of	of	ADP
bracis-33549	248	5	elm	elm	PROPN
bracis-33549	248	6	,	,	PUNCT
bracis-33549	248	7	\(locdist_{elm}\	\(locdist_{elm}\	PROPN
bracis-33549	248	8	)	)	PUNCT
bracis-33549	248	9	achieved	achieve	VERB
bracis-33549	248	10	the	the	DET
bracis-33549	248	11	best	good	ADJ
bracis-33549	248	12	results	result	NOUN
bracis-33549	248	13	in	in	ADP
bracis-33549	248	14	all	all	DET
bracis-33549	248	15	metrics	metric	NOUN
bracis-33549	248	16	but	but	CCONJ
bracis-33549	248	17	with	with	ADP
bracis-33549	248	18	no	no	DET
bracis-33549	248	19	statistical	statistical	ADJ
bracis-33549	248	20	significance	significance	NOUN
bracis-33549	248	21	compared	compare	VERB
bracis-33549	248	22	to	to	ADP
bracis-33549	248	23	the	the	DET
bracis-33549	248	24	individual	individual	ADJ
bracis-33549	248	25	elm	elm	PROPN
bracis-33549	248	26	and	and	CCONJ
bracis-33549	248	27	\(bagg_{elm}\	\(bagg_{elm}\	NOUN
bracis-33549	248	28	)	)	PUNCT
bracis-33549	248	29	.	.	PUNCT
bracis-33549	249	1	about	about	ADP
bracis-33549	249	2	svr	svr	PROPN
bracis-33549	249	3	,	,	PUNCT
bracis-33549	249	4	\(locdist_{svr}\	\(locdist_{svr}\	NOUN
bracis-33549	249	5	)	)	PUNCT
bracis-33549	249	6	loses	lose	VERB
bracis-33549	249	7	to	to	ADP
bracis-33549	249	8	individual	individual	ADJ
bracis-33549	249	9	svm	svm	NOUN
bracis-33549	249	10	and	and	CCONJ
bracis-33549	249	11	\(bagg_{svr}\	\(bagg_{svr}\	NOUN
bracis-33549	249	12	)	)	PUNCT
bracis-33549	249	13	with	with	ADP
bracis-33549	249	14	statistical	statistical	ADJ
bracis-33549	249	15	significance	significance	NOUN
bracis-33549	249	16	.	.	PUNCT
bracis-33549	250	1	concerning	concern	VERB
bracis-33549	250	2	lstm	lstm	NOUN
bracis-33549	250	3	,	,	PUNCT
bracis-33549	250	4	the	the	DET
bracis-33549	250	5	\(locdist_{lstm}\	\(locdist_{lstm}\	NOUN
bracis-33549	250	6	)	)	PUNCT
bracis-33549	250	7	achieved	achieve	VERB
bracis-33549	250	8	the	the	DET
bracis-33549	250	9	best	good	ADJ
bracis-33549	250	10	results	result	NOUN
bracis-33549	250	11	in	in	ADP
bracis-33549	250	12	rmse	rmse	NOUN
bracis-33549	250	13	,	,	PUNCT
bracis-33549	250	14	mae	mae	PROPN
bracis-33549	250	15	,	,	PUNCT
bracis-33549	250	16	and	and	CCONJ
bracis-33549	250	17	mape	mape	NOUN
bracis-33549	250	18	with	with	ADP
bracis-33549	250	19	statistical	statistical	ADJ
bracis-33549	250	20	significance	significance	NOUN
bracis-33549	250	21	compared	compare	VERB
bracis-33549	250	22	to	to	ADP
bracis-33549	250	23	individual	individual	ADJ
bracis-33549	250	24	lstm	lstm	NOUN
bracis-33549	250	25	.	.	PUNCT
bracis-33549	251	1	finally	finally	ADV
bracis-33549	251	2	,	,	PUNCT
bracis-33549	251	3	the	the	DET
bracis-33549	251	4	\(locdist_{gru}\	\(locdist_{gru}\	NOUN
bracis-33549	251	5	)	)	PUNCT
bracis-33549	251	6	method	method	NOUN
bracis-33549	251	7	outperforms	outperform	VERB
bracis-33549	251	8	the	the	DET
bracis-33549	251	9	individual	individual	ADJ
bracis-33549	251	10	gru	gru	PROPN
bracis-33549	251	11	in	in	ADP
bracis-33549	251	12	all	all	DET
bracis-33549	251	13	metrics	metric	NOUN
bracis-33549	251	14	and	and	CCONJ
bracis-33549	251	15	with	with	ADP
bracis-33549	251	16	statistical	statistical	ADJ
bracis-33549	251	17	significance	significance	NOUN
bracis-33549	251	18	.	.	PUNCT
bracis-33549	252	1	the	the	DET
bracis-33549	252	2	integration	integration	NOUN
bracis-33549	252	3	step	step	NOUN
bracis-33549	252	4	selected	select	VERB
bracis-33549	252	5	the	the	DET
bracis-33549	252	6	combination	combination	NOUN
bracis-33549	252	7	via	via	ADP
bracis-33549	252	8	elm	elm	NOUN
bracis-33549	252	9	for	for	ADP
bracis-33549	252	10	all	all	DET
bracis-33549	252	11	models	model	NOUN
bracis-33549	252	12	except	except	SCONJ
bracis-33549	252	13	for	for	ADP
bracis-33549	252	14	the	the	DET
bracis-33549	252	15	svm	svm	NOUN
bracis-33549	252	16	,	,	PUNCT
bracis-33549	252	17	which	which	PRON
bracis-33549	252	18	used	use	VERB
bracis-33549	252	19	the	the	DET
bracis-33549	252	20	average	average	ADJ
bracis-33549	252	21	.	.	PUNCT
bracis-33549	252	22	table	table	NOUN
bracis-33549	252	23	5	5	NUM
bracis-33549	252	24	.	.	PUNCT
bracis-33549	252	25	evaluation	evaluation	NOUN
bracis-33549	252	26	measurements	measurement	NOUN
bracis-33549	252	27	for	for	ADP
bracis-33549	252	28	the	the	DET
bracis-33549	252	29	test	test	NOUN
bracis-33549	252	30	set	set	NOUN
bracis-33549	252	31	obtained	obtain	VERB
bracis-33549	252	32	from	from	ADP
bracis-33549	252	33	the	the	DET
bracis-33549	252	34	wind	wind	NOUN
bracis-33549	252	35	speed	speed	NOUN
bracis-33549	252	36	time	time	NOUN
bracis-33549	252	37	-	-	PUNCT
bracis-33549	252	38	series	series	NOUN
bracis-33549	252	39	database	database	NOUN
bracis-33549	252	40	3.full	3.full	NUM
bracis-33549	252	41	size	size	NOUN
bracis-33549	252	42	table	table	NOUN
bracis-33549	252	43	in	in	ADP
bracis-33549	252	44	database	database	NOUN
bracis-33549	252	45	3	3	NUM
bracis-33549	252	46	,	,	PUNCT
bracis-33549	252	47	locdist	locdist	NOUN
bracis-33549	252	48	generated	generate	VERB
bracis-33549	252	49	three	three	NUM
bracis-33549	252	50	partitions	partition	NOUN
bracis-33549	252	51	with	with	ADP
bracis-33549	252	52	the	the	DET
bracis-33549	252	53	following	follow	VERB
bracis-33549	252	54	observations	observation	NOUN
bracis-33549	252	55	:	:	PUNCT
bracis-33549	252	56	66	66	NUM
bracis-33549	252	57	,	,	PUNCT
bracis-33549	252	58	65	65	NUM
bracis-33549	252	59	,	,	PUNCT
bracis-33549	252	60	and	and	CCONJ
bracis-33549	252	61	71	71	NUM
bracis-33549	252	62	.	.	PUNCT
bracis-33549	253	1	this	this	PRON
bracis-33549	253	2	corresponds	correspond	VERB
bracis-33549	253	3	to	to	ADP
bracis-33549	253	4	18.3	18.3	NUM
bracis-33549	253	5	%	%	NOUN
bracis-33549	253	6	of	of	ADP
bracis-33549	253	7	the	the	DET
bracis-33549	253	8	entire	entire	ADJ
bracis-33549	253	9	training	training	NOUN
bracis-33549	253	10	set	set	NOUN
bracis-33549	253	11	.	.	PUNCT
bracis-33549	254	1	table	table	NOUN
bracis-33549	254	2	 	 	SPACE
bracis-33549	254	3	5	5	NUM
bracis-33549	254	4	exhibits	exhibit	VERB
bracis-33549	254	5	the	the	DET
bracis-33549	254	6	results	result	NOUN
bracis-33549	254	7	for	for	ADP
bracis-33549	254	8	the	the	DET
bracis-33549	254	9	testing	testing	NOUN
bracis-33549	254	10	set	set	NOUN
bracis-33549	254	11	acquired	acquire	VERB
bracis-33549	254	12	from	from	ADP
bracis-33549	254	13	the	the	DET
bracis-33549	254	14	wind	wind	NOUN
bracis-33549	254	15	speed	speed	NOUN
bracis-33549	254	16	time	time	NOUN
bracis-33549	254	17	series	series	PROPN
bracis-33549	254	18	database	database	NOUN
bracis-33549	254	19	3	3	NUM
bracis-33549	254	20	.	.	PUNCT
bracis-33549	254	21	\(locdist_{arima}\	\(locdist_{arima}\	NOUN
bracis-33549	254	22	)	)	PUNCT
bracis-33549	254	23	reached	reach	VERB
bracis-33549	254	24	the	the	DET
bracis-33549	254	25	best	good	ADJ
bracis-33549	254	26	result	result	NOUN
bracis-33549	254	27	in	in	ADP
bracis-33549	254	28	pocid	pocid	NOUN
bracis-33549	254	29	,	,	PUNCT
bracis-33549	254	30	though	though	SCONJ
bracis-33549	254	31	it	it	PRON
bracis-33549	254	32	had	have	AUX
bracis-33549	254	33	lost	lose	VERB
bracis-33549	254	34	to	to	ADP
bracis-33549	254	35	individual	individual	ADJ
bracis-33549	254	36	arima	arima	PROPN
bracis-33549	254	37	and	and	CCONJ
bracis-33549	254	38	\(bagg_{arima}\	\(bagg_{arima}\	PROPN
bracis-33549	254	39	)	)	PUNCT
bracis-33549	254	40	with	with	ADP
bracis-33549	254	41	statistical	statistical	ADJ
bracis-33549	254	42	significance	significance	NOUN
bracis-33549	254	43	.	.	PUNCT
bracis-33549	255	1	regarding	regard	VERB
bracis-33549	255	2	elm	elm	PROPN
bracis-33549	255	3	,	,	PUNCT
bracis-33549	255	4	the	the	DET
bracis-33549	255	5	\(locdist_{elm}\	\(locdist_{elm}\	NOUN
bracis-33549	255	6	)	)	PUNCT
bracis-33549	255	7	did	do	AUX
bracis-33549	255	8	not	not	PART
bracis-33549	255	9	exhibit	exhibit	VERB
bracis-33549	255	10	superior	superior	ADJ
bracis-33549	255	11	performance	performance	NOUN
bracis-33549	255	12	in	in	ADP
bracis-33549	255	13	any	any	DET
bracis-33549	255	14	metric	metric	NOUN
bracis-33549	255	15	but	but	CCONJ
bracis-33549	255	16	showed	show	VERB
bracis-33549	255	17	statistical	statistical	ADJ
bracis-33549	255	18	significance	significance	NOUN
bracis-33549	255	19	in	in	ADP
bracis-33549	255	20	the	the	DET
bracis-33549	255	21	dm	dm	PROPN
bracis-33549	255	22	hypothesis	hypothesis	NOUN
bracis-33549	255	23	test	test	NOUN
bracis-33549	255	24	,	,	PUNCT
bracis-33549	255	25	indicating	indicate	VERB
bracis-33549	255	26	lower	low	ADJ
bracis-33549	255	27	forecasting	forecasting	NOUN
bracis-33549	255	28	errors	error	NOUN
bracis-33549	255	29	compared	compare	VERB
bracis-33549	255	30	to	to	ADP
bracis-33549	255	31	the	the	DET
bracis-33549	255	32	individual	individual	ADJ
bracis-33549	255	33	elm	elm	NOUN
bracis-33549	255	34	but	but	CCONJ
bracis-33549	255	35	higher	high	ADJ
bracis-33549	255	36	errors	error	NOUN
bracis-33549	255	37	compared	compare	VERB
bracis-33549	255	38	to	to	ADP
bracis-33549	255	39	\(bagg_{elm}\	\(bagg_{elm}\	PROPN
bracis-33549	255	40	)	)	PUNCT
bracis-33549	255	41	.	.	PUNCT
bracis-33549	256	1	in	in	ADP
bracis-33549	256	2	the	the	DET
bracis-33549	256	3	case	case	NOUN
bracis-33549	256	4	of	of	ADP
bracis-33549	256	5	svr	svr	PROPN
bracis-33549	256	6	,	,	PUNCT
bracis-33549	256	7	the	the	DET
bracis-33549	256	8	\(locdist_{svr}\	\(locdist_{svr}\	NOUN
bracis-33549	256	9	)	)	PUNCT
bracis-33549	256	10	achieved	achieve	VERB
bracis-33549	256	11	the	the	DET
bracis-33549	256	12	best	good	ADJ
bracis-33549	256	13	result	result	NOUN
bracis-33549	256	14	in	in	ADP
bracis-33549	256	15	rmse	rmse	PROPN
bracis-33549	256	16	,	,	PUNCT
bracis-33549	256	17	mae	mae	PROPN
bracis-33549	256	18	,	,	PUNCT
bracis-33549	256	19	and	and	CCONJ
bracis-33549	256	20	mape	mape	NOUN
bracis-33549	256	21	,	,	PUNCT
bracis-33549	256	22	and	and	CCONJ
bracis-33549	256	23	with	with	ADP
bracis-33549	256	24	statistical	statistical	ADJ
bracis-33549	256	25	significance	significance	NOUN
bracis-33549	256	26	.	.	PUNCT
bracis-33549	257	1	concerning	concern	VERB
bracis-33549	257	2	lstm	lstm	NOUN
bracis-33549	257	3	,	,	PUNCT
bracis-33549	257	4	the	the	DET
bracis-33549	257	5	\(locdist_{lstm}\	\(locdist_{lstm}\	NOUN
bracis-33549	257	6	)	)	PUNCT
bracis-33549	257	7	achieved	achieve	VERB
bracis-33549	257	8	the	the	DET
bracis-33549	257	9	best	good	ADJ
bracis-33549	257	10	results	result	NOUN
bracis-33549	257	11	in	in	ADP
bracis-33549	257	12	rmse	rmse	NOUN
bracis-33549	257	13	,	,	PUNCT
bracis-33549	257	14	mae	mae	PROPN
bracis-33549	257	15	,	,	PUNCT
bracis-33549	257	16	and	and	CCONJ
bracis-33549	257	17	mape	mape	NOUN
bracis-33549	257	18	with	with	ADP
bracis-33549	257	19	statistical	statistical	ADJ
bracis-33549	257	20	significance	significance	NOUN
bracis-33549	257	21	compared	compare	VERB
bracis-33549	257	22	to	to	ADP
bracis-33549	257	23	individual	individual	ADJ
bracis-33549	257	24	lstm	lstm	NOUN
bracis-33549	257	25	.	.	PUNCT
bracis-33549	258	1	at	at	ADP
bracis-33549	258	2	last	last	ADJ
bracis-33549	258	3	,	,	PUNCT
bracis-33549	258	4	the	the	DET
bracis-33549	258	5	\(locdist_{gru}\	\(locdist_{gru}\	NOUN
bracis-33549	258	6	)	)	PUNCT
bracis-33549	258	7	method	method	VERB
bracis-33549	258	8	one	one	NUM
bracis-33549	258	9	more	more	ADJ
bracis-33549	258	10	time	time	NOUN
bracis-33549	258	11	outperformed	outperform	VERB
bracis-33549	258	12	the	the	DET
bracis-33549	258	13	individual	individual	PROPN
bracis-33549	258	14	gru	gru	PROPN
bracis-33549	258	15	in	in	ADP
bracis-33549	258	16	all	all	DET
bracis-33549	258	17	four	four	NUM
bracis-33549	258	18	metrics	metric	NOUN
bracis-33549	258	19	with	with	ADP
bracis-33549	258	20	statistical	statistical	ADJ
bracis-33549	258	21	significance	significance	NOUN
bracis-33549	258	22	.	.	PUNCT
bracis-33549	259	1	the	the	DET
bracis-33549	259	2	integration	integration	NOUN
bracis-33549	259	3	step	step	NOUN
bracis-33549	259	4	selected	select	VERB
bracis-33549	259	5	the	the	DET
bracis-33549	259	6	combination	combination	NOUN
bracis-33549	259	7	via	via	ADP
bracis-33549	259	8	elm	elm	NOUN
bracis-33549	259	9	for	for	ADP
bracis-33549	259	10	all	all	DET
bracis-33549	259	11	models	model	NOUN
bracis-33549	259	12	.	.	PUNCT
bracis-33549	260	1	concerning	concern	VERB
bracis-33549	260	2	the	the	DET
bracis-33549	260	3	results	result	NOUN
bracis-33549	260	4	of	of	ADP
bracis-33549	260	5	the	the	DET
bracis-33549	260	6	dm	dm	PROPN
bracis-33549	260	7	hypothesis	hypothesis	NOUN
bracis-33549	260	8	test	test	NOUN
bracis-33549	260	9	in	in	ADP
bracis-33549	260	10	tables	table	NOUN
bracis-33549	260	11	 	 	SPACE
bracis-33549	260	12	3	3	NUM
bracis-33549	260	13	,	,	PUNCT
bracis-33549	260	14	4	4	NUM
bracis-33549	260	15	and	and	CCONJ
bracis-33549	260	16	5	5	NUM
bracis-33549	260	17	,	,	PUNCT
bracis-33549	260	18	we	we	PRON
bracis-33549	260	19	can	can	AUX
bracis-33549	260	20	see	see	VERB
bracis-33549	260	21	that	that	SCONJ
bracis-33549	260	22	the	the	DET
bracis-33549	260	23	methods	method	NOUN
bracis-33549	260	24	\(locdist_{lstm}\	\(locdist_{lstm}\	PRON
bracis-33549	260	25	)	)	PUNCT
bracis-33549	260	26	and	and	CCONJ
bracis-33549	260	27	\(locdist_{gru}\	\(locdist_{gru}\	PROPN
bracis-33549	260	28	)	)	PUNCT
bracis-33549	260	29	won	win	VERB
bracis-33549	260	30	100	100	NUM
bracis-33549	260	31	%	%	NOUN
bracis-33549	260	32	of	of	ADP
bracis-33549	260	33	the	the	DET
bracis-33549	260	34	cases	case	NOUN
bracis-33549	260	35	.	.	PUNCT
bracis-33549	261	1	in	in	ADP
bracis-33549	261	2	addition	addition	NOUN
bracis-33549	261	3	,	,	PUNCT
bracis-33549	261	4	the	the	DET
bracis-33549	261	5	\(locdist_{elm}\	\(locdist_{elm}\	NOUN
bracis-33549	261	6	)	)	PUNCT
bracis-33549	261	7	and	and	CCONJ
bracis-33549	261	8	\(locdist_{arima}\	\(locdist_{arima}\	NUM
bracis-33549	261	9	)	)	PUNCT
bracis-33549	261	10	won	win	VERB
bracis-33549	261	11	or	or	CCONJ
bracis-33549	261	12	tied	tie	VERB
bracis-33549	261	13	in	in	ADP
bracis-33549	261	14	83	83	NUM
bracis-33549	261	15	%	%	NOUN
bracis-33549	261	16	and	and	CCONJ
bracis-33549	261	17	66	66	NUM
bracis-33549	261	18	%	%	NOUN
bracis-33549	261	19	of	of	ADP
bracis-33549	261	20	the	the	DET
bracis-33549	261	21	cases	case	NOUN
bracis-33549	261	22	,	,	PUNCT
bracis-33549	261	23	respectively	respectively	ADV
bracis-33549	261	24	.	.	PUNCT
bracis-33549	262	1	these	these	DET
bracis-33549	262	2	results	result	NOUN
bracis-33549	262	3	corroborate	corroborate	VERB
bracis-33549	262	4	our	our	PRON
bracis-33549	262	5	hypothesis	hypothesis	NOUN
bracis-33549	262	6	that	that	SCONJ
bracis-33549	262	7	the	the	DET
bracis-33549	262	8	locdist	locdist	NOUN
bracis-33549	262	9	method	method	NOUN
bracis-33549	262	10	can	can	AUX
bracis-33549	262	11	generate	generate	VERB
bracis-33549	262	12	a	a	DET
bracis-33549	262	13	concise	concise	ADJ
bracis-33549	262	14	and	and	CCONJ
bracis-33549	262	15	representative	representative	ADJ
bracis-33549	262	16	training	training	NOUN
bracis-33549	262	17	set	set	NOUN
bracis-33549	262	18	compared	compare	VERB
bracis-33549	262	19	to	to	ADP
bracis-33549	262	20	the	the	DET
bracis-33549	262	21	complete	complete	ADJ
bracis-33549	262	22	training	training	NOUN
bracis-33549	262	23	dataset	dataset	NOUN
bracis-33549	262	24	,	,	PUNCT
bracis-33549	262	25	potentially	potentially	ADV
bracis-33549	262	26	enabling	enable	VERB
bracis-33549	262	27	more	more	ADV
bracis-33549	262	28	appropriate	appropriate	ADJ
bracis-33549	262	29	recognition	recognition	NOUN
bracis-33549	262	30	of	of	ADP
bracis-33549	262	31	local	local	ADJ
bracis-33549	262	32	patterns	pattern	NOUN
bracis-33549	262	33	.	.	PUNCT
bracis-33549	263	1	\(locdist_{svr}\	\(locdist_{svr}\	NUM
bracis-33549	263	2	)	)	PUNCT
bracis-33549	263	3	has	have	AUX
bracis-33549	263	4	lost	lose	VERB
bracis-33549	263	5	in	in	ADP
bracis-33549	263	6	66	66	NUM
bracis-33549	263	7	%	%	NOUN
bracis-33549	263	8	of	of	ADP
bracis-33549	263	9	the	the	DET
bracis-33549	263	10	cases	case	NOUN
bracis-33549	263	11	.	.	PUNCT
bracis-33549	264	1	this	this	PRON
bracis-33549	264	2	reveals	reveal	VERB
bracis-33549	264	3	some	some	DET
bracis-33549	264	4	limitations	limitation	NOUN
bracis-33549	264	5	,	,	PUNCT
bracis-33549	264	6	indicating	indicate	VERB
bracis-33549	264	7	that	that	SCONJ
bracis-33549	264	8	it	it	PRON
bracis-33549	264	9	is	be	AUX
bracis-33549	264	10	not	not	PART
bracis-33549	264	11	always	always	ADV
bracis-33549	264	12	the	the	DET
bracis-33549	264	13	best	good	ADJ
bracis-33549	264	14	approach	approach	NOUN
bracis-33549	264	15	for	for	ADP
bracis-33549	264	16	all	all	DET
bracis-33549	264	17	models	model	NOUN
bracis-33549	264	18	.	.	PUNCT
bracis-33549	265	1	fig	fig	NOUN
bracis-33549	265	2	.	.	PUNCT
bracis-33549	266	1	2	2	NUM
bracis-33549	266	2	.	.	X
bracis-33549	266	3	one	one	NUM
bracis-33549	266	4	-	-	PUNCT
bracis-33549	266	5	step	step	NOUN
bracis-33549	266	6	ahead	ahead	NOUN
bracis-33549	266	7	prediction	prediction	NOUN
bracis-33549	266	8	results	result	NOUN
bracis-33549	266	9	for	for	ADP
bracis-33549	266	10	locdist	locdist	NOUN
bracis-33549	266	11	and	and	CCONJ
bracis-33549	266	12	global	global	ADJ
bracis-33549	266	13	mapping	mapping	NOUN
bracis-33549	266	14	methods	method	NOUN
bracis-33549	266	15	on	on	ADP
bracis-33549	266	16	dataset	dataset	NOUN
bracis-33549	266	17	1	1	NUM
bracis-33549	266	18	considering	consider	VERB
bracis-33549	266	19	20	20	NUM
bracis-33549	266	20	sequential	sequential	ADJ
bracis-33549	266	21	observations	observation	NOUN
bracis-33549	266	22	from	from	ADP
bracis-33549	266	23	the	the	DET
bracis-33549	266	24	test	test	NOUN
bracis-33549	266	25	set	set	NOUN
bracis-33549	266	26	.	.	PUNCT
bracis-33549	267	1	full	full	ADJ
bracis-33549	267	2	size	size	NOUN
bracis-33549	267	3	image	image	NOUN
bracis-33549	267	4	fig	fig	NOUN
bracis-33549	267	5	.	.	PUNCT
bracis-33549	268	1	3	3	X
bracis-33549	268	2	.	.	X
bracis-33549	268	3	one	one	NUM
bracis-33549	268	4	-	-	PUNCT
bracis-33549	268	5	step	step	NOUN
bracis-33549	268	6	ahead	ahead	NOUN
bracis-33549	268	7	prediction	prediction	NOUN
bracis-33549	268	8	results	result	NOUN
bracis-33549	268	9	for	for	ADP
bracis-33549	268	10	locdist	locdist	NOUN
bracis-33549	268	11	and	and	CCONJ
bracis-33549	268	12	global	global	ADJ
bracis-33549	268	13	mapping	mapping	NOUN
bracis-33549	268	14	methods	method	NOUN
bracis-33549	268	15	on	on	ADP
bracis-33549	268	16	dataset	dataset	NOUN
bracis-33549	268	17	2	2	NUM
bracis-33549	268	18	considering	consider	VERB
bracis-33549	268	19	20	20	NUM
bracis-33549	268	20	sequential	sequential	ADJ
bracis-33549	268	21	observations	observation	NOUN
bracis-33549	268	22	from	from	ADP
bracis-33549	268	23	the	the	DET
bracis-33549	268	24	test	test	NOUN
bracis-33549	268	25	set	set	NOUN
bracis-33549	268	26	.	.	PUNCT
bracis-33549	269	1	full	full	ADJ
bracis-33549	269	2	size	size	NOUN
bracis-33549	269	3	image	image	NOUN
bracis-33549	269	4	fig	fig	NOUN
bracis-33549	269	5	.	.	PUNCT
bracis-33549	270	1	4	4	X
bracis-33549	270	2	.	.	X
bracis-33549	270	3	one	one	NUM
bracis-33549	270	4	-	-	PUNCT
bracis-33549	270	5	step	step	NOUN
bracis-33549	270	6	ahead	ahead	NOUN
bracis-33549	270	7	prediction	prediction	NOUN
bracis-33549	270	8	results	result	NOUN
bracis-33549	270	9	for	for	ADP
bracis-33549	270	10	locdist	locdist	NOUN
bracis-33549	270	11	and	and	CCONJ
bracis-33549	270	12	global	global	ADJ
bracis-33549	270	13	mapping	mapping	NOUN
bracis-33549	270	14	methods	method	NOUN
bracis-33549	270	15	on	on	ADP
bracis-33549	270	16	dataset	dataset	NOUN
bracis-33549	270	17	3	3	NUM
bracis-33549	270	18	considering	consider	VERB
bracis-33549	270	19	20	20	NUM
bracis-33549	270	20	sequential	sequential	ADJ
bracis-33549	270	21	observations	observation	NOUN
bracis-33549	270	22	from	from	ADP
bracis-33549	270	23	the	the	DET
bracis-33549	270	24	test	test	NOUN
bracis-33549	270	25	set	set	NOUN
bracis-33549	270	26	.	.	PUNCT
bracis-33549	271	1	full	full	ADJ
bracis-33549	271	2	size	size	NOUN
bracis-33549	271	3	image	image	NOUN
bracis-33549	271	4	we	we	PRON
bracis-33549	271	5	then	then	ADV
bracis-33549	271	6	chose	choose	VERB
bracis-33549	271	7	some	some	DET
bracis-33549	271	8	models	model	NOUN
bracis-33549	271	9	,	,	PUNCT
bracis-33549	271	10	such	such	ADJ
bracis-33549	271	11	as	as	ADP
bracis-33549	271	12	arima	arima	PROPN
bracis-33549	271	13	,	,	PUNCT
bracis-33549	271	14	elm	elm	PROPN
bracis-33549	271	15	,	,	PUNCT
bracis-33549	271	16	lstm	lstm	NOUN
bracis-33549	271	17	,	,	PUNCT
bracis-33549	271	18	and	and	CCONJ
bracis-33549	271	19	gru	gru	PROPN
bracis-33549	271	20	,	,	PUNCT
bracis-33549	271	21	for	for	ADP
bracis-33549	271	22	graphical	graphical	ADJ
bracis-33549	271	23	evaluation	evaluation	NOUN
bracis-33549	271	24	of	of	ADP
bracis-33549	271	25	the	the	DET
bracis-33549	271	26	methods	method	NOUN
bracis-33549	271	27	in	in	ADP
bracis-33549	271	28	each	each	DET
bracis-33549	271	29	dataset	dataset	NOUN
bracis-33549	271	30	.	.	PUNCT
bracis-33549	272	1	the	the	DET
bracis-33549	272	2	svr	svr	PROPN
bracis-33549	272	3	was	be	AUX
bracis-33549	272	4	excluded	exclude	VERB
bracis-33549	272	5	from	from	ADP
bracis-33549	272	6	the	the	DET
bracis-33549	272	7	analysis	analysis	NOUN
bracis-33549	272	8	based	base	VERB
bracis-33549	272	9	on	on	ADP
bracis-33549	272	10	the	the	DET
bracis-33549	272	11	results	result	NOUN
bracis-33549	272	12	of	of	ADP
bracis-33549	272	13	the	the	DET
bracis-33549	272	14	dm	dm	PROPN
bracis-33549	272	15	hypothesis	hypothesis	NOUN
bracis-33549	272	16	test	test	NOUN
bracis-33549	272	17	.	.	PUNCT
bracis-33549	273	1	figures	figure	NOUN
bracis-33549	273	2	 	 	SPACE
bracis-33549	273	3	2(a	2(a	NOUN
bracis-33549	273	4	)	)	PUNCT
bracis-33549	273	5	and	and	CCONJ
bracis-33549	273	6	2(b	2(b	NUM
bracis-33549	273	7	)	)	PUNCT
bracis-33549	273	8	show	show	NOUN
bracis-33549	273	9	,	,	PUNCT
bracis-33549	273	10	respectively	respectively	ADV
bracis-33549	273	11	,	,	PUNCT
bracis-33549	273	12	the	the	DET
bracis-33549	273	13	one	one	NUM
bracis-33549	273	14	-	-	PUNCT
bracis-33549	273	15	step	step	NOUN
bracis-33549	273	16	-	-	PUNCT
bracis-33549	273	17	ahead	ahead	NOUN
bracis-33549	273	18	prediction	prediction	NOUN
bracis-33549	273	19	using	use	VERB
bracis-33549	273	20	the	the	DET
bracis-33549	273	21	method	method	NOUN
bracis-33549	273	22	locdist	locdist	NOUN
bracis-33549	273	23	built	build	VERB
bracis-33549	273	24	from	from	ADP
bracis-33549	273	25	gru	gru	NOUN
bracis-33549	273	26	and	and	CCONJ
bracis-33549	273	27	lstm	lstm	NOUN
bracis-33549	273	28	models	model	NOUN
bracis-33549	273	29	.	.	PUNCT
bracis-33549	274	1	the	the	DET
bracis-33549	274	2	superiority	superiority	NOUN
bracis-33549	274	3	of	of	ADP
bracis-33549	274	4	locdist	locdist	NOUN
bracis-33549	274	5	is	be	AUX
bracis-33549	274	6	noticeable	noticeable	ADJ
bracis-33549	274	7	compared	compare	VERB
bracis-33549	274	8	to	to	ADP
bracis-33549	274	9	the	the	DET
bracis-33549	274	10	individual	individual	ADJ
bracis-33549	274	11	methods	method	NOUN
bracis-33549	274	12	.	.	PUNCT
bracis-33549	275	1	in	in	ADP
bracis-33549	275	2	fig	fig	NOUN
bracis-33549	275	3	.	.	PUNCT
bracis-33549	275	4	 	 	SPACE
bracis-33549	275	5	3	3	NUM
bracis-33549	275	6	,	,	PUNCT
bracis-33549	275	7	we	we	PRON
bracis-33549	275	8	have	have	AUX
bracis-33549	275	9	dataset	dataset	VERB
bracis-33549	275	10	2	2	NUM
bracis-33549	275	11	,	,	PUNCT
bracis-33549	275	12	and	and	CCONJ
bracis-33549	275	13	the	the	DET
bracis-33549	275	14	chosen	choose	VERB
bracis-33549	275	15	models	model	NOUN
bracis-33549	275	16	were	be	AUX
bracis-33549	275	17	arima	arima	NOUN
bracis-33549	275	18	and	and	CCONJ
bracis-33549	275	19	elm	elm	PROPN
bracis-33549	275	20	.	.	PUNCT
bracis-33549	276	1	we	we	PRON
bracis-33549	276	2	can	can	AUX
bracis-33549	276	3	observe	observe	VERB
bracis-33549	276	4	that	that	SCONJ
bracis-33549	276	5	the	the	DET
bracis-33549	276	6	local	local	ADJ
bracis-33549	276	7	mapping	mapping	NOUN
bracis-33549	276	8	of	of	ADP
bracis-33549	276	9	locdist	locdist	NOUN
bracis-33549	276	10	exhibits	exhibit	VERB
bracis-33549	276	11	similar	similar	ADJ
bracis-33549	276	12	or	or	CCONJ
bracis-33549	276	13	even	even	ADV
bracis-33549	276	14	smaller	small	ADJ
bracis-33549	276	15	prediction	prediction	NOUN
bracis-33549	276	16	errors	error	NOUN
bracis-33549	276	17	than	than	ADP
bracis-33549	276	18	the	the	DET
bracis-33549	276	19	global	global	ADJ
bracis-33549	276	20	mapping	mapping	NOUN
bracis-33549	276	21	of	of	ADP
bracis-33549	276	22	individual	individual	ADJ
bracis-33549	276	23	and	and	CCONJ
bracis-33549	276	24	bagging	bagging	NOUN
bracis-33549	276	25	methods	method	NOUN
bracis-33549	276	26	.	.	PUNCT
bracis-33549	277	1	finally	finally	ADV
bracis-33549	277	2	,	,	PUNCT
bracis-33549	277	3	fig	fig	NOUN
bracis-33549	277	4	.	.	PUNCT
bracis-33549	277	5	 	 	SPACE
bracis-33549	277	6	4	4	NUM
bracis-33549	277	7	illustrates	illustrate	VERB
bracis-33549	277	8	the	the	DET
bracis-33549	277	9	results	result	NOUN
bracis-33549	277	10	on	on	ADP
bracis-33549	277	11	dataset	dataset	NOUN
bracis-33549	277	12	3	3	NUM
bracis-33549	277	13	for	for	ADP
bracis-33549	277	14	the	the	DET
bracis-33549	277	15	lstm	lstm	PROPN
bracis-33549	277	16	and	and	CCONJ
bracis-33549	277	17	gru	gru	NOUN
bracis-33549	277	18	models	model	NOUN
bracis-33549	277	19	.	.	PUNCT
bracis-33549	278	1	it	it	PRON
bracis-33549	278	2	is	be	AUX
bracis-33549	278	3	also	also	ADV
bracis-33549	278	4	observed	observe	VERB
bracis-33549	278	5	that	that	SCONJ
bracis-33549	278	6	locdist	locdist	NOUN
bracis-33549	278	7	exhibits	exhibit	VERB
bracis-33549	278	8	lower	low	ADJ
bracis-33549	278	9	prediction	prediction	NOUN
bracis-33549	278	10	errors	error	NOUN
bracis-33549	278	11	compared	compare	VERB
bracis-33549	278	12	to	to	ADP
bracis-33549	278	13	methods	method	NOUN
bracis-33549	278	14	trained	train	VERB
bracis-33549	278	15	on	on	ADP
bracis-33549	278	16	the	the	DET
bracis-33549	278	17	entire	entire	ADJ
bracis-33549	278	18	training	training	NOUN
bracis-33549	278	19	set	set	NOUN
bracis-33549	278	20	.	.	PUNCT
bracis-33549	279	1	6	6	NUM
bracis-33549	279	2	conclusions	conclusion	NOUN
bracis-33549	279	3	the	the	DET
bracis-33549	279	4	locdist	locdist	NOUN
bracis-33549	279	5	introduces	introduce	VERB
bracis-33549	279	6	a	a	DET
bracis-33549	279	7	new	new	ADJ
bracis-33549	279	8	generation	generation	NOUN
bracis-33549	279	9	method	method	NOUN
bracis-33549	279	10	for	for	ADP
bracis-33549	279	11	ensembles	ensemble	NOUN
bracis-33549	279	12	to	to	PART
bracis-33549	279	13	predict	predict	VERB
bracis-33549	279	14	wind	wind	NOUN
bracis-33549	279	15	speed	speed	NOUN
bracis-33549	279	16	,	,	PUNCT
bracis-33549	279	17	which	which	PRON
bracis-33549	279	18	utilizes	utilize	VERB
bracis-33549	279	19	local	local	ADJ
bracis-33549	279	20	pattern	pattern	NOUN
bracis-33549	279	21	recognition	recognition	NOUN
bracis-33549	279	22	based	base	VERB
bracis-33549	279	23	on	on	ADP
bracis-33549	279	24	data	datum	NOUN
bracis-33549	279	25	distribution	distribution	NOUN
bracis-33549	279	26	.	.	PUNCT
bracis-33549	280	1	it	it	PRON
bracis-33549	280	2	creates	create	VERB
bracis-33549	280	3	a	a	DET
bracis-33549	280	4	compact	compact	ADJ
bracis-33549	280	5	training	training	NOUN
bracis-33549	280	6	subset	subset	NOUN
bracis-33549	280	7	that	that	SCONJ
bracis-33549	280	8	minimally	minimally	ADV
bracis-33549	280	9	represents	represent	VERB
bracis-33549	280	10	the	the	DET
bracis-33549	280	11	data	datum	NOUN
bracis-33549	280	12	distribution	distribution	NOUN
bracis-33549	280	13	of	of	ADP
bracis-33549	280	14	the	the	DET
bracis-33549	280	15	time	time	NOUN
bracis-33549	280	16	series	series	NOUN
bracis-33549	280	17	.	.	PUNCT
bracis-33549	281	1	the	the	DET
bracis-33549	281	2	results	result	NOUN
bracis-33549	281	3	show	show	VERB
bracis-33549	281	4	promise	promise	NOUN
bracis-33549	281	5	for	for	ADP
bracis-33549	281	6	the	the	DET
bracis-33549	281	7	locdist	locdist	NOUN
bracis-33549	281	8	applied	apply	VERB
bracis-33549	281	9	to	to	ADP
bracis-33549	281	10	three	three	NUM
bracis-33549	281	11	wind	wind	NOUN
bracis-33549	281	12	speed	speed	NOUN
bracis-33549	281	13	time	time	NOUN
bracis-33549	281	14	series	series	NOUN
bracis-33549	281	15	.	.	PUNCT
bracis-33549	282	1	creating	create	VERB
bracis-33549	282	2	a	a	DET
bracis-33549	282	3	training	training	NOUN
bracis-33549	282	4	subset	subset	NOUN
bracis-33549	282	5	for	for	ADP
bracis-33549	282	6	the	the	DET
bracis-33549	282	7	locdist	locdist	NOUN
bracis-33549	282	8	ensemble	ensemble	ADJ
bracis-33549	282	9	was	be	AUX
bracis-33549	282	10	possible	possible	ADJ
bracis-33549	282	11	using	use	VERB
bracis-33549	282	12	less	less	ADJ
bracis-33549	282	13	than	than	ADP
bracis-33549	282	14	20	20	NUM
bracis-33549	282	15	%	%	NOUN
bracis-33549	282	16	of	of	ADP
bracis-33549	282	17	the	the	DET
bracis-33549	282	18	training	training	NOUN
bracis-33549	282	19	data	datum	NOUN
bracis-33549	282	20	.	.	PUNCT
bracis-33549	283	1	the	the	DET
bracis-33549	283	2	predictive	predictive	ADJ
bracis-33549	283	3	performance	performance	NOUN
bracis-33549	283	4	of	of	ADP
bracis-33549	283	5	locdist	locdist	NOUN
bracis-33549	283	6	was	be	AUX
bracis-33549	283	7	competitive	competitive	ADJ
bracis-33549	283	8	with	with	ADP
bracis-33549	283	9	or	or	CCONJ
bracis-33549	283	10	even	even	ADV
bracis-33549	283	11	better	well	ADJ
bracis-33549	283	12	than	than	ADP
bracis-33549	283	13	that	that	PRON
bracis-33549	283	14	of	of	ADP
bracis-33549	283	15	the	the	DET
bracis-33549	283	16	individual	individual	ADJ
bracis-33549	283	17	and	and	CCONJ
bracis-33549	283	18	bagging	bagging	NOUN
bracis-33549	283	19	models	model	NOUN
bracis-33549	283	20	trained	train	VERB
bracis-33549	283	21	on	on	ADP
bracis-33549	283	22	the	the	DET
bracis-33549	283	23	entire	entire	ADJ
bracis-33549	283	24	training	training	NOUN
bracis-33549	283	25	set	set	NOUN
bracis-33549	283	26	.	.	PUNCT
bracis-33549	284	1	concerning	concern	VERB
bracis-33549	284	2	the	the	DET
bracis-33549	284	3	diebold	diebold	NOUN
bracis-33549	284	4	-	-	PUNCT
bracis-33549	284	5	mariano	mariano	PROPN
bracis-33549	284	6	hypothesis	hypothesis	NOUN
bracis-33549	284	7	test	test	NOUN
bracis-33549	284	8	applied	apply	VERB
bracis-33549	284	9	in	in	ADP
bracis-33549	284	10	the	the	DET
bracis-33549	284	11	rmse	rmse	NOUN
bracis-33549	284	12	,	,	PUNCT
bracis-33549	284	13	the	the	DET
bracis-33549	284	14	locdist	locdist	NOUN
bracis-33549	284	15	method	method	NOUN
bracis-33549	284	16	with	with	ADP
bracis-33549	284	17	lstm	lstm	NOUN
bracis-33549	284	18	and	and	CCONJ
bracis-33549	284	19	gru	gru	PROPN
bracis-33549	284	20	won	win	VERB
bracis-33549	284	21	in	in	ADP
bracis-33549	284	22	100	100	NUM
bracis-33549	284	23	%	%	NOUN
bracis-33549	284	24	of	of	ADP
bracis-33549	284	25	the	the	DET
bracis-33549	284	26	cases	case	NOUN
bracis-33549	284	27	.	.	PUNCT
bracis-33549	285	1	in	in	ADP
bracis-33549	285	2	addition	addition	NOUN
bracis-33549	285	3	,	,	PUNCT
bracis-33549	285	4	the	the	DET
bracis-33549	285	5	locdist	locdist	NOUN
bracis-33549	285	6	with	with	ADP
bracis-33549	285	7	elm	elm	PROPN
bracis-33549	285	8	and	and	CCONJ
bracis-33549	285	9	arima	arima	PROPN
bracis-33549	285	10	won	win	VERB
bracis-33549	285	11	or	or	CCONJ
bracis-33549	285	12	tied	tie	VERB
bracis-33549	285	13	in	in	ADP
bracis-33549	285	14	83	83	NUM
bracis-33549	285	15	%	%	NOUN
bracis-33549	285	16	and	and	CCONJ
bracis-33549	285	17	66	66	NUM
bracis-33549	285	18	%	%	NOUN
bracis-33549	285	19	of	of	ADP
bracis-33549	285	20	the	the	DET
bracis-33549	285	21	cases	case	NOUN
bracis-33549	285	22	,	,	PUNCT
bracis-33549	285	23	respectively	respectively	ADV
bracis-33549	285	24	,	,	PUNCT
bracis-33549	285	25	while	while	SCONJ
bracis-33549	285	26	the	the	DET
bracis-33549	285	27	proposed	propose	VERB
bracis-33549	285	28	ensemble	ensemble	ADJ
bracis-33549	285	29	method	method	NOUN
bracis-33549	285	30	with	with	ADP
bracis-33549	285	31	svr	svr	PROPN
bracis-33549	285	32	lost	lose	VERB
bracis-33549	285	33	in	in	ADP
bracis-33549	285	34	66	66	NUM
bracis-33549	285	35	%	%	NOUN
bracis-33549	285	36	of	of	ADP
bracis-33549	285	37	the	the	DET
bracis-33549	285	38	cases	case	NOUN
bracis-33549	285	39	,	,	PUNCT
bracis-33549	285	40	revealing	reveal	VERB
bracis-33549	285	41	some	some	DET
bracis-33549	285	42	limitations	limitation	NOUN
bracis-33549	285	43	.	.	PUNCT
bracis-33549	286	1	for	for	ADP
bracis-33549	286	2	future	future	ADJ
bracis-33549	286	3	work	work	NOUN
bracis-33549	286	4	,	,	PUNCT
bracis-33549	286	5	it	it	PRON
bracis-33549	286	6	would	would	AUX
bracis-33549	286	7	be	be	AUX
bracis-33549	286	8	interesting	interesting	ADJ
bracis-33549	286	9	to	to	PART
bracis-33549	286	10	investigate	investigate	VERB
bracis-33549	286	11	the	the	DET
bracis-33549	286	12	behavior	behavior	NOUN
bracis-33549	286	13	of	of	ADP
bracis-33549	286	14	this	this	DET
bracis-33549	286	15	new	new	ADJ
bracis-33549	286	16	generation	generation	NOUN
bracis-33549	286	17	method	method	NOUN
bracis-33549	286	18	with	with	ADP
bracis-33549	286	19	more	more	ADV
bracis-33549	286	20	sophisticated	sophisticated	ADJ
bracis-33549	286	21	ensemble	ensemble	ADJ
bracis-33549	286	22	approaches	approach	NOUN
bracis-33549	286	23	,	,	PUNCT
bracis-33549	286	24	such	such	ADJ
bracis-33549	286	25	as	as	ADP
bracis-33549	286	26	dynamic	dynamic	ADJ
bracis-33549	286	27	selection	selection	NOUN
bracis-33549	286	28	.	.	PUNCT
bracis-33549	287	1	references	reference	NOUN
bracis-33549	287	2	gwe	gwe	PROPN
bracis-33549	287	3	council	council	PROPN
bracis-33549	287	4	:	:	PUNCT
bracis-33549	287	5	gwec\(|\	gwec\(|\	X
bracis-33549	287	6	)	)	PUNCT
bracis-33549	287	7	global	global	ADJ
bracis-33549	287	8	wind	wind	NOUN
bracis-33549	287	9	report	report	NOUN
bracis-33549	287	10	2021	2021	NUM
bracis-33549	287	11	.	.	PUNCT
bracis-33549	288	1	global	global	ADJ
bracis-33549	288	2	wind	wind	PROPN
bracis-33549	288	3	energy	energy	PROPN
bracis-33549	288	4	council	council	PROPN
bracis-33549	288	5	,	,	PUNCT
bracis-33549	288	6	brussels	brussels	PROPN
bracis-33549	288	7	,	,	PUNCT
bracis-33549	288	8	belgium	belgium	NOUN
bracis-33549	288	9	(	(	PUNCT
bracis-33549	288	10	2019	2019	NUM
bracis-33549	288	11	)	)	PUNCT
bracis-33549	288	12	google	google	PROPN
bracis-33549	288	13	scholar	scholar	PROPN
bracis-33549	288	14	  	  	SPACE
bracis-33549	288	15	gwe	gwe	PROPN
bracis-33549	288	16	council	council	PROPN
bracis-33549	288	17	:	:	PUNCT
bracis-33549	288	18	gwec\(|\	gwec\(|\	X
bracis-33549	288	19	)	)	PUNCT
bracis-33549	288	20	global	global	ADJ
bracis-33549	288	21	wind	wind	NOUN
bracis-33549	288	22	report	report	NOUN
bracis-33549	288	23	2023	2023	NUM
bracis-33549	288	24	.	.	PUNCT
bracis-33549	289	1	global	global	ADJ
bracis-33549	289	2	wind	wind	PROPN
bracis-33549	289	3	energy	energy	PROPN
bracis-33549	289	4	council	council	PROPN
bracis-33549	289	5	,	,	PUNCT
bracis-33549	289	6	brussels	brussels	PROPN
bracis-33549	289	7	,	,	PUNCT
bracis-33549	289	8	belgium	belgium	NOUN
bracis-33549	289	9	(	(	PUNCT
bracis-33549	289	10	2023	2023	NUM
bracis-33549	289	11	)	)	PUNCT
bracis-33549	289	12	google	google	NOUN
bracis-33549	289	13	scholar	scholar	NOUN
bracis-33549	289	14	  	  	SPACE
bracis-33549	289	15	a.	a.	NOUN
bracis-33549	289	16	 	 	SPACE
bracis-33549	289	17	b.	b.	PROPN
bracis-33549	289	18	d.	d.	PROPN
bracis-33549	289	19	e.	e.	PROPN
bracis-33549	289	20	 	 	SPACE
bracis-33549	289	21	e.	e.	PROPN
bracis-33549	289	22	abeeólica	abeeólica	PROPN
bracis-33549	289	23	,	,	PUNCT
bracis-33549	289	24	“	"	PUNCT
bracis-33549	289	25	abeeólica	abeeólica	PROPN
bracis-33549	289	26	\(|\	\(|\	NOUN
bracis-33549	289	27	)	)	PUNCT
bracis-33549	289	28	infovento	infovento	NOUN
bracis-33549	289	29	,	,	PUNCT
bracis-33549	289	30	”	"	PUNCT
bracis-33549	289	31	infovento	infovento	ADJ
bracis-33549	289	32	31	31	NUM
bracis-33549	289	33	,	,	PUNCT
bracis-33549	289	34	15	15	NUM
bracis-33549	289	35	de	de	X
bracis-33549	289	36	junho	junho	PROPN
bracis-33549	289	37	de	de	X
bracis-33549	289	38	2023	2023	NUM
bracis-33549	289	39	(	(	PUNCT
bracis-33549	289	40	2023	2023	NUM
bracis-33549	289	41	)	)	PUNCT
bracis-33549	289	42	google	google	NOUN
bracis-33549	289	43	scholar	scholar	NOUN
bracis-33549	289	44	  	  	SPACE
bracis-33549	289	45	qu	qu	PROPN
bracis-33549	289	46	,	,	PUNCT
bracis-33549	289	47	z.	z.	PROPN
bracis-33549	289	48	,	,	PUNCT
bracis-33549	289	49	mao	mao	PROPN
bracis-33549	289	50	,	,	PUNCT
bracis-33549	289	51	w.	w.	PROPN
bracis-33549	289	52	,	,	PUNCT
bracis-33549	289	53	zhang	zhang	PROPN
bracis-33549	289	54	,	,	PUNCT
bracis-33549	289	55	k.	k.	PROPN
bracis-33549	289	56	,	,	PUNCT
bracis-33549	289	57	zhang	zhang	PROPN
bracis-33549	289	58	,	,	PUNCT
bracis-33549	289	59	w.	w.	PROPN
bracis-33549	289	60	,	,	PUNCT
bracis-33549	289	61	li	li	PROPN
bracis-33549	289	62	,	,	PUNCT
bracis-33549	289	63	z.	z.	PROPN
bracis-33549	289	64	:	:	PUNCT
bracis-33549	289	65	multi	multi	ADJ
bracis-33549	289	66	-	-	ADJ
bracis-33549	289	67	step	step	ADJ
bracis-33549	289	68	wind	wind	NOUN
bracis-33549	289	69	speed	speed	NOUN
bracis-33549	289	70	forecasting	forecasting	NOUN
bracis-33549	289	71	based	base	VERB
bracis-33549	289	72	on	on	ADP
bracis-33549	289	73	a	a	DET
bracis-33549	289	74	hybrid	hybrid	ADJ
bracis-33549	289	75	decomposition	decomposition	NOUN
bracis-33549	289	76	technique	technique	NOUN
bracis-33549	289	77	and	and	CCONJ
bracis-33549	289	78	an	an	DET
bracis-33549	289	79	improved	improved	ADJ
bracis-33549	289	80	back	back	NOUN
bracis-33549	289	81	-	-	PUNCT
bracis-33549	289	82	propagation	propagation	NOUN
bracis-33549	289	83	neural	neural	ADJ
bracis-33549	289	84	network	network	NOUN
bracis-33549	289	85	.	.	PUNCT
bracis-33549	290	1	renew	renew	PROPN
bracis-33549	290	2	.	.	PUNCT
bracis-33549	291	1	energy	energy	NOUN
bracis-33549	291	2	133	133	NUM
bracis-33549	291	3	,	,	PUNCT
bracis-33549	291	4	919–929	919–929	NUM
bracis-33549	291	5	(	(	PUNCT
bracis-33549	291	6	2019	2019	NUM
bracis-33549	291	7	)	)	PUNCT
bracis-33549	291	8	article	article	NOUN
bracis-33549	291	9	  	  	SPACE
bracis-33549	291	10	math	math	NOUN
bracis-33549	291	11	  	  	SPACE
bracis-33549	291	12	google	google	PROPN
bracis-33549	291	13	scholar	scholar	NOUN
bracis-33549	291	14	  	  	SPACE
bracis-33549	291	15	jiang	jiang	PROPN
bracis-33549	291	16	,	,	PUNCT
bracis-33549	291	17	p.	p.	PROPN
bracis-33549	291	18	,	,	PUNCT
bracis-33549	291	19	wang	wang	PROPN
bracis-33549	291	20	,	,	PUNCT
bracis-33549	291	21	b.	b.	PROPN
bracis-33549	291	22	,	,	PUNCT
bracis-33549	291	23	li	li	PROPN
bracis-33549	291	24	,	,	PUNCT
bracis-33549	291	25	h.	h.	PROPN
bracis-33549	291	26	,	,	PUNCT
bracis-33549	291	27	lu	lu	PROPN
bracis-33549	291	28	,	,	PUNCT
bracis-33549	291	29	h.	h.	PROPN
bracis-33549	291	30	:	:	PUNCT
bracis-33549	291	31	modeling	modeling	NOUN
bracis-33549	291	32	for	for	ADP
bracis-33549	291	33	chaotic	chaotic	ADJ
bracis-33549	291	34	time	time	NOUN
bracis-33549	291	35	series	series	NOUN
bracis-33549	291	36	based	base	VERB
bracis-33549	291	37	on	on	ADP
bracis-33549	291	38	linear	linear	ADJ
bracis-33549	291	39	and	and	CCONJ
bracis-33549	291	40	nonlinear	nonlinear	ADJ
bracis-33549	291	41	framework	framework	NOUN
bracis-33549	291	42	:	:	PUNCT
bracis-33549	291	43	application	application	NOUN
bracis-33549	291	44	to	to	PART
bracis-33549	291	45	wind	wind	VERB
bracis-33549	291	46	speed	speed	NOUN
bracis-33549	291	47	forecasting	forecasting	NOUN
bracis-33549	291	48	.	.	PUNCT
bracis-33549	292	1	energy	energy	NOUN
bracis-33549	292	2	173	173	NUM
bracis-33549	292	3	,	,	PUNCT
bracis-33549	292	4	468–482	468–482	NUM
bracis-33549	292	5	(	(	PUNCT
bracis-33549	292	6	2019	2019	NUM
bracis-33549	292	7	)	)	PUNCT
bracis-33549	292	8	article	article	NOUN
bracis-33549	292	9	  	  	SPACE
bracis-33549	292	10	math	math	NOUN
bracis-33549	292	11	  	  	SPACE
bracis-33549	292	12	google	google	PROPN
bracis-33549	292	13	scholar	scholar	NOUN
bracis-33549	292	14	  	  	SPACE
bracis-33549	292	15	ahmadi	ahmadi	PROPN
bracis-33549	292	16	,	,	PUNCT
bracis-33549	292	17	m.	m.	NOUN
bracis-33549	292	18	,	,	PUNCT
bracis-33549	292	19	khashei	khashei	PROPN
bracis-33549	292	20	,	,	PUNCT
bracis-33549	292	21	m.	m.	NOUN
bracis-33549	292	22	:	:	PUNCT
bracis-33549	292	23	current	current	ADJ
bracis-33549	292	24	status	status	NOUN
bracis-33549	292	25	of	of	ADP
bracis-33549	292	26	hybrid	hybrid	ADJ
bracis-33549	292	27	structures	structure	NOUN
bracis-33549	292	28	in	in	ADP
bracis-33549	292	29	wind	wind	NOUN
bracis-33549	292	30	forecasting	forecasting	NOUN
bracis-33549	292	31	.	.	PUNCT
bracis-33549	293	1	eng	eng	PROPN
bracis-33549	293	2	.	.	PROPN
bracis-33549	293	3	appl	appl	PROPN
bracis-33549	293	4	.	.	PUNCT
bracis-33549	294	1	artif	artif	PROPN
bracis-33549	294	2	.	.	PUNCT
bracis-33549	295	1	intell	intell	PROPN
bracis-33549	295	2	.	.	PUNCT
bracis-33549	296	1	99	99	NUM
bracis-33549	296	2	,	,	PUNCT
bracis-33549	296	3	104133	104133	NUM
bracis-33549	296	4	(	(	PUNCT
bracis-33549	296	5	2021	2021	NUM
bracis-33549	296	6	)	)	PUNCT
bracis-33549	296	7	article	article	NOUN
bracis-33549	296	8	  	  	SPACE
bracis-33549	296	9	math	math	NOUN
bracis-33549	296	10	  	  	SPACE
bracis-33549	296	11	google	google	PROPN
bracis-33549	296	12	scholar	scholar	NOUN
bracis-33549	296	13	  	  	SPACE
bracis-33549	296	14	mohandes	mohande	NOUN
bracis-33549	296	15	,	,	PUNCT
bracis-33549	296	16	m.a	m.a	PROPN
bracis-33549	296	17	.	.	PROPN
bracis-33549	296	18	,	,	PUNCT
bracis-33549	296	19	halawani	halawani	PROPN
bracis-33549	296	20	,	,	PUNCT
bracis-33549	296	21	t.o	t.o	PROPN
bracis-33549	296	22	.	.	PROPN
bracis-33549	296	23	,	,	PUNCT
bracis-33549	296	24	rehman	rehman	PROPN
bracis-33549	296	25	,	,	PUNCT
bracis-33549	296	26	s.	s.	PROPN
bracis-33549	296	27	,	,	PUNCT
bracis-33549	296	28	hussain	hussain	PROPN
bracis-33549	296	29	,	,	PUNCT
bracis-33549	296	30	a.a	a.a	PROPN
bracis-33549	296	31	.	.	PROPN
bracis-33549	296	32	:	:	PUNCT
bracis-33549	296	33	support	support	NOUN
bracis-33549	296	34	vector	vector	NOUN
bracis-33549	296	35	machines	machine	NOUN
bracis-33549	296	36	for	for	ADP
bracis-33549	296	37	wind	wind	NOUN
bracis-33549	296	38	speed	speed	NOUN
bracis-33549	296	39	prediction	prediction	NOUN
bracis-33549	296	40	.	.	PUNCT
bracis-33549	297	1	renew	renew	NOUN
bracis-33549	297	2	.	.	PUNCT
bracis-33549	298	1	energy	energy	NOUN
bracis-33549	298	2	29(6	29(6	NUM
bracis-33549	298	3	)	)	PUNCT
bracis-33549	298	4	,	,	PUNCT
bracis-33549	298	5	939–947	939–947	NUM
bracis-33549	298	6	(	(	PUNCT
bracis-33549	298	7	2004	2004	NUM
bracis-33549	298	8	)	)	PUNCT
bracis-33549	298	9	article	article	NOUN
bracis-33549	298	10	  	  	SPACE
bracis-33549	298	11	math	math	NOUN
bracis-33549	298	12	  	  	SPACE
bracis-33549	298	13	google	google	PROPN
bracis-33549	298	14	scholar	scholar	NOUN
bracis-33549	298	15	  	  	SPACE
bracis-33549	298	16	salcedo	salcedo	PROPN
bracis-33549	298	17	-	-	PUNCT
bracis-33549	298	18	sanz	sanz	PROPN
bracis-33549	298	19	,	,	PUNCT
bracis-33549	298	20	s.	s.	PROPN
bracis-33549	298	21	,	,	PUNCT
bracis-33549	298	22	ortiz	ortiz	PROPN
bracis-33549	298	23	-	-	PUNCT
bracis-33549	298	24	garcı	garcı	PROPN
bracis-33549	298	25	,	,	PUNCT
bracis-33549	298	26	e.g.	e.g.	ADV
bracis-33549	298	27	,	,	PUNCT
bracis-33549	298	28	pérez	pérez	NOUN
bracis-33549	298	29	-	-	PUNCT
bracis-33549	298	30	bellido	bellido	NOUN
bracis-33549	298	31	,	,	PUNCT
bracis-33549	298	32	á.m	á.m	PROPN
bracis-33549	298	33	.	.	PROPN
bracis-33549	298	34	,	,	PUNCT
bracis-33549	298	35	portilla	portilla	NOUN
bracis-33549	298	36	-	-	PUNCT
bracis-33549	298	37	figueras	figueras	PROPN
bracis-33549	298	38	,	,	PUNCT
bracis-33549	298	39	a.	a.	NOUN
bracis-33549	298	40	,	,	PUNCT
bracis-33549	298	41	prieto	prieto	NOUN
bracis-33549	298	42	,	,	PUNCT
bracis-33549	298	43	l.	l.	PROPN
bracis-33549	298	44	,	,	PUNCT
bracis-33549	298	45	et	et	PROPN
bracis-33549	298	46	al	al	PROPN
bracis-33549	298	47	.	.	PUNCT
bracis-33549	298	48	:	:	PUNCT
bracis-33549	299	1	short	short	ADJ
bracis-33549	299	2	term	term	NOUN
bracis-33549	299	3	wind	wind	NOUN
bracis-33549	299	4	speed	speed	NOUN
bracis-33549	299	5	prediction	prediction	NOUN
bracis-33549	299	6	based	base	VERB
bracis-33549	299	7	on	on	ADP
bracis-33549	299	8	evolutionary	evolutionary	ADJ
bracis-33549	299	9	support	support	NOUN
bracis-33549	299	10	vector	vector	NOUN
bracis-33549	299	11	regression	regression	NOUN
bracis-33549	299	12	algorithms	algorithm	NOUN
bracis-33549	299	13	.	.	PUNCT
bracis-33549	300	1	exp	exp	NOUN
bracis-33549	300	2	.	.	PUNCT
bracis-33549	300	3	syst	syst	PROPN
bracis-33549	300	4	.	.	PUNCT
bracis-33549	301	1	appl	appl	PROPN
bracis-33549	301	2	.	.	PUNCT
bracis-33549	302	1	38(4	38(4	NUM
bracis-33549	302	2	)	)	PUNCT
bracis-33549	302	3	,	,	PUNCT
bracis-33549	302	4	4052–4057	4052–4057	NUM
bracis-33549	302	5	(	(	PUNCT
bracis-33549	302	6	2011	2011	NUM
bracis-33549	302	7	)	)	PUNCT
bracis-33549	302	8	article	article	NOUN
bracis-33549	302	9	  	  	SPACE
bracis-33549	302	10	math	math	NOUN
bracis-33549	302	11	  	  	SPACE
bracis-33549	302	12	google	google	PROPN
bracis-33549	302	13	scholar	scholar	NOUN
bracis-33549	302	14	  	  	SPACE
bracis-33549	302	15	kong	kong	PROPN
bracis-33549	302	16	,	,	PUNCT
bracis-33549	302	17	x.	x.	PROPN
bracis-33549	302	18	,	,	PUNCT
bracis-33549	302	19	liu	liu	PROPN
bracis-33549	302	20	,	,	PUNCT
bracis-33549	302	21	x.	x.	PROPN
bracis-33549	302	22	,	,	PUNCT
bracis-33549	302	23	shi	shi	PROPN
bracis-33549	302	24	,	,	PUNCT
bracis-33549	302	25	r.	r.	PROPN
bracis-33549	302	26	,	,	PUNCT
bracis-33549	302	27	lee	lee	PROPN
bracis-33549	302	28	,	,	PUNCT
bracis-33549	302	29	k.y	k.y	PROPN
bracis-33549	302	30	.	.	PROPN
bracis-33549	302	31	:	:	PUNCT
bracis-33549	303	1	wind	wind	NOUN
bracis-33549	303	2	speed	speed	NOUN
bracis-33549	303	3	prediction	prediction	NOUN
bracis-33549	303	4	using	use	VERB
bracis-33549	303	5	reduced	reduce	VERB
bracis-33549	303	6	support	support	NOUN
bracis-33549	303	7	vector	vector	NOUN
bracis-33549	303	8	machines	machine	NOUN
bracis-33549	303	9	with	with	ADP
bracis-33549	303	10	feature	feature	NOUN
bracis-33549	303	11	selection	selection	NOUN
bracis-33549	303	12	.	.	PUNCT
bracis-33549	304	1	neurocomputing	neurocompute	VERB
bracis-33549	304	2	169	169	NUM
bracis-33549	304	3	,	,	PUNCT
bracis-33549	304	4	449–456	449–456	NUM
bracis-33549	304	5	(	(	PUNCT
bracis-33549	304	6	2015	2015	NUM
bracis-33549	304	7	)	)	PUNCT
bracis-33549	304	8	article	article	NOUN
bracis-33549	304	9	  	  	SPACE
bracis-33549	304	10	math	math	NOUN
bracis-33549	304	11	  	  	SPACE
bracis-33549	304	12	google	google	PROPN
bracis-33549	304	13	scholar	scholar	NOUN
bracis-33549	304	14	  	  	SPACE
bracis-33549	304	15	saavedra	saavedra	PROPN
bracis-33549	304	16	-	-	PUNCT
bracis-33549	304	17	moreno	moreno	PROPN
bracis-33549	304	18	,	,	PUNCT
bracis-33549	304	19	b.	b.	PROPN
bracis-33549	304	20	,	,	PUNCT
bracis-33549	304	21	salcedo	salcedo	PROPN
bracis-33549	304	22	-	-	PUNCT
bracis-33549	304	23	sanz	sanz	PROPN
bracis-33549	304	24	,	,	PUNCT
bracis-33549	304	25	s.	s.	PROPN
bracis-33549	304	26	,	,	PUNCT
bracis-33549	304	27	carro	carro	PROPN
bracis-33549	304	28	-	-	PUNCT
bracis-33549	304	29	calvo	calvo	PROPN
bracis-33549	304	30	,	,	PUNCT
bracis-33549	304	31	l.	l.	PROPN
bracis-33549	304	32	,	,	PUNCT
bracis-33549	304	33	gascón	gascón	PROPN
bracis-33549	304	34	-	-	PUNCT
bracis-33549	304	35	moreno	moreno	PROPN
bracis-33549	304	36	,	,	PUNCT
bracis-33549	304	37	j.	j.	PROPN
bracis-33549	304	38	,	,	PUNCT
bracis-33549	304	39	jiménez	jiménez	PROPN
bracis-33549	304	40	-	-	PUNCT
bracis-33549	304	41	fernández	fernández	PROPN
bracis-33549	304	42	,	,	PUNCT
bracis-33549	304	43	s.	s.	PROPN
bracis-33549	304	44	,	,	PUNCT
bracis-33549	304	45	prieto	prieto	PROPN
bracis-33549	304	46	,	,	PUNCT
bracis-33549	304	47	l.	l.	PROPN
bracis-33549	304	48	:	:	PUNCT
bracis-33549	304	49	very	very	ADV
bracis-33549	304	50	fast	fast	ADJ
bracis-33549	304	51	training	training	NOUN
bracis-33549	304	52	neural	neural	ADJ
bracis-33549	304	53	-	-	PUNCT
bracis-33549	304	54	computation	computation	NOUN
bracis-33549	304	55	techniques	technique	NOUN
bracis-33549	304	56	for	for	ADP
bracis-33549	304	57	real	real	ADJ
bracis-33549	304	58	measure	measure	NOUN
bracis-33549	304	59	-	-	PUNCT
bracis-33549	304	60	correlate	correlate	VERB
bracis-33549	304	61	-	-	PUNCT
bracis-33549	304	62	predict	predict	ADJ
bracis-33549	304	63	wind	wind	NOUN
bracis-33549	304	64	operations	operation	NOUN
bracis-33549	304	65	in	in	ADP
bracis-33549	304	66	wind	wind	NOUN
bracis-33549	304	67	farms	farm	NOUN
bracis-33549	304	68	.	.	PUNCT
bracis-33549	305	1	j.	j.	PROPN
bracis-33549	305	2	wind	wind	PROPN
bracis-33549	305	3	eng	eng	PROPN
bracis-33549	305	4	.	.	PUNCT
bracis-33549	306	1	ind	ind	PROPN
bracis-33549	306	2	.	.	PUNCT
bracis-33549	307	1	aerodyn	aerodyn	PROPN
bracis-33549	307	2	.	.	PUNCT
bracis-33549	308	1	116	116	NUM
bracis-33549	308	2	,	,	PUNCT
bracis-33549	308	3	49–60	49–60	NUM
bracis-33549	308	4	(	(	PUNCT
bracis-33549	308	5	2013	2013	NUM
bracis-33549	308	6	)	)	PUNCT
bracis-33549	308	7	article	article	NOUN
bracis-33549	308	8	  	  	SPACE
bracis-33549	308	9	math	math	NOUN
bracis-33549	308	10	  	  	SPACE
bracis-33549	308	11	google	google	PROPN
bracis-33549	308	12	scholar	scholar	NOUN
bracis-33549	308	13	  	  	SPACE
bracis-33549	308	14	memarzadeh	memarzadeh	NOUN
bracis-33549	308	15	,	,	PUNCT
bracis-33549	308	16	g.	g.	PROPN
bracis-33549	308	17	,	,	PUNCT
bracis-33549	308	18	keynia	keynia	PROPN
bracis-33549	308	19	,	,	PUNCT
bracis-33549	308	20	f.	f.	PROPN
bracis-33549	308	21	:	:	PUNCT
bracis-33549	308	22	a	a	DET
bracis-33549	308	23	new	new	ADJ
bracis-33549	308	24	short	short	ADJ
bracis-33549	308	25	-	-	PUNCT
bracis-33549	308	26	term	term	NOUN
bracis-33549	308	27	wind	wind	NOUN
bracis-33549	308	28	speed	speed	NOUN
bracis-33549	308	29	forecasting	forecasting	NOUN
bracis-33549	308	30	method	method	NOUN
bracis-33549	308	31	based	base	VERB
bracis-33549	308	32	on	on	ADP
bracis-33549	308	33	fine	fine	ADV
bracis-33549	308	34	-	-	PUNCT
bracis-33549	308	35	tuned	tune	VERB
bracis-33549	308	36	lstm	lstm	ADJ
bracis-33549	308	37	neural	neural	ADJ
bracis-33549	308	38	network	network	NOUN
bracis-33549	308	39	and	and	CCONJ
bracis-33549	308	40	optimal	optimal	ADJ
bracis-33549	308	41	input	input	NOUN
bracis-33549	308	42	sets	set	NOUN
bracis-33549	308	43	.	.	PUNCT
bracis-33549	309	1	energy	energy	NOUN
bracis-33549	309	2	convers	conver	NOUN
bracis-33549	309	3	.	.	PUNCT
bracis-33549	310	1	manage	manage	VERB
bracis-33549	310	2	.	.	PUNCT
bracis-33549	311	1	213	213	NUM
bracis-33549	311	2	,	,	PUNCT
bracis-33549	311	3	112824	112824	NUM
bracis-33549	311	4	(	(	PUNCT
bracis-33549	311	5	2020	2020	NUM
bracis-33549	311	6	)	)	PUNCT
bracis-33549	311	7	article	article	NOUN
bracis-33549	311	8	  	  	SPACE
bracis-33549	311	9	math	math	NOUN
bracis-33549	311	10	  	  	SPACE
bracis-33549	311	11	google	google	PROPN
bracis-33549	311	12	scholar	scholar	NOUN
bracis-33549	311	13	  	  	SPACE
bracis-33549	311	14	liu	liu	PROPN
bracis-33549	311	15	,	,	PUNCT
bracis-33549	311	16	x.	x.	PROPN
bracis-33549	311	17	,	,	PUNCT
bracis-33549	311	18	lin	lin	PROPN
bracis-33549	311	19	,	,	PUNCT
bracis-33549	311	20	z.	z.	PROPN
bracis-33549	311	21	,	,	PUNCT
bracis-33549	311	22	feng	feng	PROPN
bracis-33549	311	23	,	,	PUNCT
bracis-33549	311	24	z.	z.	PROPN
bracis-33549	311	25	:	:	PUNCT
bracis-33549	311	26	short	short	ADJ
bracis-33549	311	27	-	-	PUNCT
bracis-33549	311	28	term	term	NOUN
bracis-33549	311	29	offshore	offshore	ADJ
bracis-33549	311	30	wind	wind	NOUN
bracis-33549	311	31	speed	speed	NOUN
bracis-33549	311	32	forecast	forecast	VERB
bracis-33549	311	33	by	by	ADP
bracis-33549	311	34	seasonal	seasonal	ADJ
bracis-33549	311	35	arima	arima	PROPN
bracis-33549	311	36	a	a	DET
bracis-33549	311	37	comparison	comparison	NOUN
bracis-33549	311	38	against	against	ADP
bracis-33549	311	39	gru	gru	PROPN
bracis-33549	311	40	and	and	CCONJ
bracis-33549	311	41	lstm	lstm	PROPN
bracis-33549	311	42	.	.	PUNCT
bracis-33549	312	1	energy	energy	NOUN
bracis-33549	312	2	227	227	NUM
bracis-33549	312	3	,	,	PUNCT
bracis-33549	312	4	120492	120492	NUM
bracis-33549	312	5	(	(	PUNCT
bracis-33549	312	6	2021	2021	NUM
bracis-33549	312	7	)	)	PUNCT
bracis-33549	312	8	article	article	NOUN
bracis-33549	312	9	  	  	SPACE
bracis-33549	312	10	google	google	PROPN
bracis-33549	312	11	scholar	scholar	NOUN
bracis-33549	312	12	  	  	SPACE
bracis-33549	312	13	ferreira	ferreira	PROPN
bracis-33549	312	14	,	,	PUNCT
bracis-33549	312	15	m.	m.	NOUN
bracis-33549	312	16	,	,	PUNCT
bracis-33549	312	17	santos	santos	PROPN
bracis-33549	312	18	,	,	PUNCT
bracis-33549	312	19	a.	a.	PROPN
bracis-33549	312	20	,	,	PUNCT
bracis-33549	312	21	lucio	lucio	PROPN
bracis-33549	312	22	,	,	PUNCT
bracis-33549	312	23	p.	p.	NOUN
bracis-33549	312	24	:	:	PUNCT
bracis-33549	312	25	short	short	ADJ
bracis-33549	312	26	-	-	PUNCT
bracis-33549	312	27	term	term	NOUN
bracis-33549	312	28	forecast	forecast	NOUN
bracis-33549	312	29	of	of	ADP
bracis-33549	312	30	wind	wind	NOUN
bracis-33549	312	31	speed	speed	NOUN
bracis-33549	312	32	through	through	ADP
bracis-33549	312	33	mathematical	mathematical	ADJ
bracis-33549	312	34	models	model	NOUN
bracis-33549	312	35	.	.	PUNCT
bracis-33549	313	1	energy	energy	NOUN
bracis-33549	313	2	rep	rep	PROPN
bracis-33549	313	3	.	.	PROPN
bracis-33549	313	4	5	5	NUM
bracis-33549	313	5	,	,	PUNCT
bracis-33549	313	6	1172–1184	1172–1184	NUM
bracis-33549	313	7	(	(	PUNCT
bracis-33549	313	8	2019	2019	NUM
bracis-33549	313	9	)	)	PUNCT
bracis-33549	313	10	article	article	NOUN
bracis-33549	313	11	  	  	SPACE
bracis-33549	313	12	math	math	NOUN
bracis-33549	313	13	  	  	SPACE
bracis-33549	313	14	google	google	PROPN
bracis-33549	313	15	scholar	scholar	NOUN
bracis-33549	313	16	  	  	SPACE
bracis-33549	313	17	wu	wu	PROPN
bracis-33549	313	18	,	,	PUNCT
bracis-33549	313	19	j.	j.	PROPN
bracis-33549	313	20	,	,	PUNCT
bracis-33549	313	21	li	li	PROPN
bracis-33549	313	22	,	,	PUNCT
bracis-33549	313	23	n.	n.	NOUN
bracis-33549	313	24	:	:	PUNCT
bracis-33549	313	25	impact	impact	NOUN
bracis-33549	313	26	of	of	ADP
bracis-33549	313	27	components	component	NOUN
bracis-33549	313	28	number	number	NOUN
bracis-33549	313	29	selection	selection	NOUN
bracis-33549	313	30	in	in	ADP
bracis-33549	313	31	truncated	truncated	ADJ
bracis-33549	313	32	gaussian	gaussian	ADJ
bracis-33549	313	33	mixture	mixture	NOUN
bracis-33549	313	34	model	model	NOUN
bracis-33549	313	35	and	and	CCONJ
bracis-33549	313	36	interval	interval	NOUN
bracis-33549	313	37	partition	partition	NOUN
bracis-33549	313	38	on	on	ADP
bracis-33549	313	39	wind	wind	NOUN
bracis-33549	313	40	speed	speed	NOUN
bracis-33549	313	41	probability	probability	NOUN
bracis-33549	313	42	distribution	distribution	NOUN
bracis-33549	313	43	estimation	estimation	NOUN
bracis-33549	313	44	.	.	PUNCT
bracis-33549	314	1	sci	sci	PROPN
bracis-33549	314	2	.	.	PUNCT
bracis-33549	314	3	total	total	PROPN
bracis-33549	314	4	environ	environ	PROPN
bracis-33549	314	5	.	.	PROPN
bracis-33549	314	6	883	883	NUM
bracis-33549	314	7	,	,	PUNCT
bracis-33549	314	8	163709	163709	NUM
bracis-33549	314	9	(	(	PUNCT
bracis-33549	314	10	2023	2023	NUM
bracis-33549	314	11	)	)	PUNCT
bracis-33549	314	12	article	article	NOUN
bracis-33549	314	13	  	  	SPACE
bracis-33549	314	14	google	google	PROPN
bracis-33549	314	15	scholar	scholar	NOUN
bracis-33549	314	16	  	  	SPACE
bracis-33549	314	17	robinson	robinson	PROPN
bracis-33549	314	18	,	,	PUNCT
bracis-33549	314	19	p.	p.	NOUN
bracis-33549	314	20	:	:	PUNCT
bracis-33549	315	1	analysis	analysis	NOUN
bracis-33549	315	2	of	of	ADP
bracis-33549	315	3	time	time	NOUN
bracis-33549	315	4	series	series	NOUN
bracis-33549	315	5	from	from	ADP
bracis-33549	315	6	mixed	mixed	ADJ
bracis-33549	315	7	distributions	distribution	NOUN
bracis-33549	315	8	.	.	PUNCT
bracis-33549	316	1	ann	ann	PROPN
bracis-33549	316	2	.	.	PUNCT
bracis-33549	316	3	stat	stat	PROPN
bracis-33549	316	4	.	.	PUNCT
bracis-33549	316	5	,	,	PUNCT
bracis-33549	316	6	915–925	915–925	NUM
bracis-33549	316	7	(	(	PUNCT
bracis-33549	316	8	1982	1982	NUM
bracis-33549	316	9	)	)	PUNCT
bracis-33549	316	10	google	google	PROPN
bracis-33549	316	11	scholar	scholar	NOUN
bracis-33549	316	12	  	  	SPACE
bracis-33549	316	13	santos	santos	PROPN
bracis-33549	316	14	júnior	júnior	PROPN
bracis-33549	316	15	,	,	PUNCT
bracis-33549	316	16	d.s.o	d.s.o	PROPN
bracis-33549	316	17	.	.	PROPN
bracis-33549	316	18	,	,	PUNCT
bracis-33549	316	19	de	de	PROPN
bracis-33549	316	20	mattos	mattos	PROPN
bracis-33549	316	21	neto	neto	PROPN
bracis-33549	316	22	,	,	PUNCT
bracis-33549	316	23	p.s.g	p.s.g	PROPN
bracis-33549	316	24	.	.	PROPN
bracis-33549	316	25	,	,	PUNCT
bracis-33549	316	26	de	de	PROPN
bracis-33549	316	27	oliveira	oliveira	PROPN
bracis-33549	316	28	,	,	PUNCT
bracis-33549	316	29	j.f.l	j.f.l	PROPN
bracis-33549	316	30	.	.	PROPN
bracis-33549	316	31	,	,	PUNCT
bracis-33549	316	32	cavalcanti	cavalcanti	VERB
bracis-33549	316	33	,	,	PUNCT
bracis-33549	316	34	g.d.c	g.d.c	PROPN
bracis-33549	316	35	.	.	PUNCT
bracis-33549	316	36	:	:	PUNCT
bracis-33549	317	1	a	a	DET
bracis-33549	317	2	hybrid	hybrid	ADJ
bracis-33549	317	3	system	system	NOUN
bracis-33549	317	4	based	base	VERB
bracis-33549	317	5	on	on	ADP
bracis-33549	317	6	ensemble	ensemble	ADJ
bracis-33549	317	7	learning	learning	NOUN
bracis-33549	317	8	to	to	PART
bracis-33549	317	9	model	model	VERB
bracis-33549	317	10	residuals	residual	NOUN
bracis-33549	317	11	for	for	ADP
bracis-33549	317	12	time	time	NOUN
bracis-33549	317	13	series	series	PROPN
bracis-33549	317	14	forecasting	forecasting	PROPN
bracis-33549	317	15	.	.	PUNCT
bracis-33549	318	1	inf	inf	PROPN
bracis-33549	318	2	.	.	PUNCT
bracis-33549	319	1	sci	sci	PROPN
bracis-33549	319	2	.	.	PROPN
bracis-33549	319	3	649	649	NUM
bracis-33549	319	4	,	,	PUNCT
bracis-33549	319	5	119614	119614	NUM
bracis-33549	319	6	(	(	PUNCT
bracis-33549	319	7	2023	2023	NUM
bracis-33549	319	8	)	)	PUNCT
bracis-33549	319	9	google	google	NOUN
bracis-33549	319	10	scholar	scholar	NOUN
bracis-33549	319	11	  	  	SPACE
bracis-33549	319	12	de	de	NOUN
bracis-33549	319	13	 	 	SPACE
bracis-33549	319	14	mattos	mattos	NOUN
bracis-33549	319	15	 	 	SPACE
bracis-33549	319	16	neto	neto	PROPN
bracis-33549	319	17	,	,	PUNCT
bracis-33549	319	18	p.s	p.s	PROPN
bracis-33549	319	19	.	.	PROPN
bracis-33549	319	20	,	,	PUNCT
bracis-33549	319	21	cavalcanti	cavalcanti	PROPN
bracis-33549	319	22	,	,	PUNCT
bracis-33549	319	23	g.d	g.d	PROPN
bracis-33549	319	24	.	.	PROPN
bracis-33549	319	25	,	,	PUNCT
bracis-33549	319	26	firmino	firmino	PROPN
bracis-33549	319	27	,	,	PUNCT
bracis-33549	319	28	p.r	p.r	PROPN
bracis-33549	319	29	.	.	PROPN
bracis-33549	319	30	,	,	PUNCT
bracis-33549	319	31	silva	silva	PROPN
bracis-33549	319	32	,	,	PUNCT
bracis-33549	319	33	e.g.	e.g.	ADV
bracis-33549	319	34	,	,	PUNCT
bracis-33549	319	35	nova	nova	ADJ
bracis-33549	319	36	 	 	SPACE
bracis-33549	319	37	filho	filho	PROPN
bracis-33549	319	38	,	,	PUNCT
bracis-33549	319	39	s.r.v	s.r.v	PROPN
bracis-33549	319	40	.	.	PUNCT
bracis-33549	319	41	:	:	PUNCT
bracis-33549	320	1	a	a	DET
bracis-33549	320	2	temporal	temporal	ADJ
bracis-33549	320	3	-	-	PUNCT
bracis-33549	320	4	window	window	NOUN
bracis-33549	320	5	framework	framework	NOUN
bracis-33549	320	6	for	for	ADP
bracis-33549	320	7	modelling	modelling	NOUN
bracis-33549	320	8	and	and	CCONJ
bracis-33549	320	9	forecasting	forecasting	NOUN
bracis-33549	320	10	time	time	NOUN
bracis-33549	320	11	series	series	PROPN
bracis-33549	320	12	.	.	PUNCT
bracis-33549	321	1	knowl	knowl	PROPN
bracis-33549	321	2	.	.	PUNCT
bracis-33549	322	1	based	base	VERB
bracis-33549	322	2	syst	syst	PROPN
bracis-33549	322	3	.	.	PUNCT
bracis-33549	322	4	193	193	NUM
bracis-33549	322	5	,	,	PUNCT
bracis-33549	322	6	105476	105476	NUM
bracis-33549	322	7	(	(	PUNCT
bracis-33549	322	8	2020	2020	NUM
bracis-33549	322	9	)	)	PUNCT
bracis-33549	322	10	google	google	PROPN
bracis-33549	322	11	scholar	scholar	NOUN
bracis-33549	322	12	  	  	SPACE
bracis-33549	322	13	petropoulos	petropoulo	NOUN
bracis-33549	322	14	,	,	PUNCT
bracis-33549	322	15	f.	f.	PROPN
bracis-33549	322	16	,	,	PUNCT
bracis-33549	322	17	hyndman	hyndman	NOUN
bracis-33549	322	18	,	,	PUNCT
bracis-33549	322	19	r.j	r.j	PROPN
bracis-33549	322	20	.	.	PROPN
bracis-33549	322	21	,	,	PUNCT
bracis-33549	322	22	bergmeir	bergmeir	PROPN
bracis-33549	322	23	,	,	PUNCT
bracis-33549	322	24	c.	c.	NOUN
bracis-33549	322	25	:	:	PUNCT
bracis-33549	322	26	exploring	explore	VERB
bracis-33549	322	27	the	the	DET
bracis-33549	322	28	sources	source	NOUN
bracis-33549	322	29	of	of	ADP
bracis-33549	322	30	uncertainty	uncertainty	NOUN
bracis-33549	322	31	:	:	PUNCT
bracis-33549	322	32	why	why	SCONJ
bracis-33549	322	33	does	do	AUX
bracis-33549	322	34	bagging	bag	VERB
bracis-33549	322	35	for	for	ADP
bracis-33549	322	36	time	time	NOUN
bracis-33549	322	37	series	series	PROPN
bracis-33549	322	38	forecasting	forecasting	NOUN
bracis-33549	322	39	work	work	NOUN
bracis-33549	322	40	?	?	PUNCT
bracis-33549	323	1	eur	eur	PROPN
bracis-33549	323	2	.	.	PUNCT
bracis-33549	324	1	j.	j.	PROPN
bracis-33549	324	2	oper	oper	PROPN
bracis-33549	324	3	.	.	PUNCT
bracis-33549	325	1	res	re	NOUN
bracis-33549	325	2	.	.	PUNCT
bracis-33549	325	3	268(2	268(2	NUM
bracis-33549	325	4	)	)	PUNCT
bracis-33549	325	5	,	,	PUNCT
bracis-33549	325	6	545–554	545–554	NUM
bracis-33549	325	7	(	(	PUNCT
bracis-33549	325	8	2018	2018	NUM
bracis-33549	325	9	)	)	PUNCT
bracis-33549	325	10	article	article	NOUN
bracis-33549	325	11	  	  	SPACE
bracis-33549	325	12	math	math	NOUN
bracis-33549	325	13	  	  	SPACE
bracis-33549	325	14	google	google	PROPN
bracis-33549	325	15	scholar	scholar	NOUN
bracis-33549	325	16	  	  	SPACE
bracis-33549	325	17	bergmeir	bergmeir	PROPN
bracis-33549	325	18	,	,	PUNCT
bracis-33549	325	19	c.	c.	NOUN
bracis-33549	325	20	,	,	PUNCT
bracis-33549	325	21	hyndman	hyndman	NOUN
bracis-33549	325	22	,	,	PUNCT
bracis-33549	325	23	r.j	r.j	PROPN
bracis-33549	325	24	.	.	PROPN
bracis-33549	325	25	,	,	PUNCT
bracis-33549	325	26	benítez	benítez	NOUN
bracis-33549	325	27	,	,	PUNCT
bracis-33549	325	28	j.m	j.m	PROPN
bracis-33549	325	29	.	.	PROPN
bracis-33549	325	30	:	:	PUNCT
bracis-33549	326	1	bagging	bag	VERB
bracis-33549	326	2	exponential	exponential	ADJ
bracis-33549	326	3	smoothing	smoothing	NOUN
bracis-33549	326	4	methods	method	NOUN
bracis-33549	326	5	using	use	VERB
bracis-33549	326	6	stl	stl	PROPN
bracis-33549	326	7	decomposition	decomposition	NOUN
bracis-33549	326	8	and	and	CCONJ
bracis-33549	326	9	box	box	NOUN
bracis-33549	326	10	-	-	PUNCT
bracis-33549	326	11	cox	cox	PROPN
bracis-33549	326	12	transformation	transformation	NOUN
bracis-33549	326	13	.	.	PUNCT
bracis-33549	327	1	int	int	NOUN
bracis-33549	327	2	.	.	PUNCT
bracis-33549	328	1	j.	j.	PROPN
bracis-33549	328	2	forecast	forecast	PROPN
bracis-33549	328	3	.	.	PUNCT
bracis-33549	329	1	32(2	32(2	NUM
bracis-33549	329	2	)	)	PUNCT
bracis-33549	329	3	,	,	PUNCT
bracis-33549	329	4	303–312	303–312	NUM
bracis-33549	329	5	(	(	PUNCT
bracis-33549	329	6	2016	2016	NUM
bracis-33549	329	7	)	)	PUNCT
bracis-33549	329	8	article	article	NOUN
bracis-33549	329	9	  	  	SPACE
bracis-33549	329	10	math	math	NOUN
bracis-33549	329	11	  	  	SPACE
bracis-33549	329	12	google	google	PROPN
bracis-33549	329	13	scholar	scholar	NOUN
bracis-33549	329	14	  	  	SPACE
bracis-33549	329	15	sergio	sergio	PROPN
bracis-33549	329	16	,	,	PUNCT
bracis-33549	329	17	a.t	a.t	PROPN
bracis-33549	329	18	.	.	PROPN
bracis-33549	329	19	,	,	PUNCT
bracis-33549	329	20	de	de	X
bracis-33549	329	21	lima	lima	PROPN
bracis-33549	329	22	,	,	PUNCT
bracis-33549	329	23	t.p	t.p	PROPN
bracis-33549	329	24	.	.	PROPN
bracis-33549	329	25	,	,	PUNCT
bracis-33549	329	26	ludermir	ludermir	PROPN
bracis-33549	329	27	,	,	PUNCT
bracis-33549	329	28	t.b	t.b	PROPN
bracis-33549	329	29	.	.	PROPN
bracis-33549	329	30	:	:	PUNCT
bracis-33549	329	31	dynamic	dynamic	ADJ
bracis-33549	329	32	selection	selection	NOUN
bracis-33549	329	33	of	of	ADP
bracis-33549	329	34	forecast	forecast	NOUN
bracis-33549	329	35	combiners	combiner	NOUN
bracis-33549	329	36	.	.	PUNCT
bracis-33549	330	1	neurocomputing	neurocompute	VERB
bracis-33549	330	2	218	218	NUM
bracis-33549	330	3	,	,	PUNCT
bracis-33549	330	4	37–50	37–50	NUM
bracis-33549	330	5	(	(	PUNCT
bracis-33549	330	6	2016	2016	NUM
bracis-33549	330	7	)	)	PUNCT
bracis-33549	330	8	article	article	NOUN
bracis-33549	330	9	  	  	SPACE
bracis-33549	330	10	math	math	NOUN
bracis-33549	330	11	  	  	SPACE
bracis-33549	330	12	google	google	PROPN
bracis-33549	330	13	scholar	scholar	NOUN
bracis-33549	330	14	  	  	SPACE
bracis-33549	330	15	hu	hu	PROPN
bracis-33549	330	16	,	,	PUNCT
bracis-33549	330	17	j.	j.	PROPN
bracis-33549	330	18	,	,	PUNCT
bracis-33549	330	19	wang	wang	PROPN
bracis-33549	330	20	,	,	PUNCT
bracis-33549	330	21	j.	j.	PROPN
bracis-33549	330	22	,	,	PUNCT
bracis-33549	330	23	zeng	zeng	PROPN
bracis-33549	330	24	,	,	PUNCT
bracis-33549	330	25	g.	g.	PROPN
bracis-33549	330	26	:	:	PUNCT
bracis-33549	330	27	a	a	DET
bracis-33549	330	28	hybrid	hybrid	ADJ
bracis-33549	330	29	forecasting	forecasting	NOUN
bracis-33549	330	30	approach	approach	NOUN
bracis-33549	330	31	applied	apply	VERB
bracis-33549	330	32	to	to	ADP
bracis-33549	330	33	wind	wind	NOUN
bracis-33549	330	34	speed	speed	NOUN
bracis-33549	330	35	time	time	NOUN
bracis-33549	330	36	series	series	NOUN
bracis-33549	330	37	.	.	PUNCT
bracis-33549	331	1	renew	renew	PROPN
bracis-33549	331	2	.	.	PUNCT
bracis-33549	332	1	energy	energy	NOUN
bracis-33549	332	2	60	60	NUM
bracis-33549	332	3	,	,	PUNCT
bracis-33549	332	4	185–194	185–194	NUM
bracis-33549	332	5	(	(	PUNCT
bracis-33549	332	6	2013	2013	NUM
bracis-33549	332	7	)	)	PUNCT
bracis-33549	332	8	article	article	NOUN
bracis-33549	332	9	  	  	SPACE
bracis-33549	332	10	math	math	NOUN
bracis-33549	332	11	  	  	SPACE
bracis-33549	332	12	google	google	PROPN
bracis-33549	332	13	scholar	scholar	NOUN
bracis-33549	332	14	  	  	SPACE
bracis-33549	332	15	ruiz	ruiz	NOUN
bracis-33549	332	16	-	-	PUNCT
bracis-33549	332	17	aguilar	aguilar	PROPN
bracis-33549	332	18	,	,	PUNCT
bracis-33549	332	19	j.j	j.j	PROPN
bracis-33549	332	20	.	.	PROPN
bracis-33549	332	21	,	,	PUNCT
bracis-33549	332	22	turias	turias	PROPN
bracis-33549	332	23	,	,	PUNCT
bracis-33549	332	24	i.	i.	PROPN
bracis-33549	332	25	,	,	PUNCT
bracis-33549	332	26	gonzález	gonzález	PROPN
bracis-33549	332	27	-	-	PUNCT
bracis-33549	332	28	enrique	enrique	PROPN
bracis-33549	332	29	,	,	PUNCT
bracis-33549	332	30	j.	j.	PROPN
bracis-33549	332	31	,	,	PUNCT
bracis-33549	332	32	urda	urda	PROPN
bracis-33549	332	33	,	,	PUNCT
bracis-33549	332	34	d.	d.	PROPN
bracis-33549	332	35	,	,	PUNCT
bracis-33549	332	36	elizondo	elizondo	PROPN
bracis-33549	332	37	,	,	PUNCT
bracis-33549	332	38	d.	d.	PROPN
bracis-33549	332	39	:	:	PUNCT
bracis-33549	332	40	a	a	DET
bracis-33549	332	41	permutation	permutation	NOUN
bracis-33549	332	42	entropy	entropy	NOUN
bracis-33549	332	43	-	-	PUNCT
bracis-33549	332	44	based	base	VERB
bracis-33549	332	45	emd	emd	PROPN
bracis-33549	332	46	-	-	PROPN
bracis-33549	332	47	ann	ann	PROPN
bracis-33549	332	48	forecasting	forecasting	NOUN
bracis-33549	332	49	ensemble	ensemble	ADJ
bracis-33549	332	50	approach	approach	NOUN
bracis-33549	332	51	for	for	ADP
bracis-33549	332	52	wind	wind	NOUN
bracis-33549	332	53	speed	speed	NOUN
bracis-33549	332	54	prediction	prediction	NOUN
bracis-33549	332	55	.	.	PUNCT
bracis-33549	333	1	neural	neural	ADJ
bracis-33549	333	2	comput	comput	NOUN
bracis-33549	333	3	.	.	PUNCT
bracis-33549	334	1	appl	appl	PROPN
bracis-33549	334	2	.	.	PUNCT
bracis-33549	335	1	33(7	33(7	NUM
bracis-33549	335	2	)	)	PUNCT
bracis-33549	335	3	,	,	PUNCT
bracis-33549	335	4	2369–2391	2369–2391	NUM
bracis-33549	335	5	(	(	PUNCT
bracis-33549	335	6	2021	2021	NUM
bracis-33549	335	7	)	)	PUNCT
bracis-33549	335	8	article	article	NOUN
bracis-33549	335	9	  	  	SPACE
bracis-33549	335	10	math	math	NOUN
bracis-33549	335	11	  	  	SPACE
bracis-33549	335	12	google	google	PROPN
bracis-33549	335	13	scholar	scholar	NOUN
bracis-33549	335	14	  	  	SPACE
bracis-33549	335	15	jiang	jiang	PROPN
bracis-33549	335	16	,	,	PUNCT
bracis-33549	335	17	z.	z.	PROPN
bracis-33549	335	18	,	,	PUNCT
bracis-33549	335	19	che	che	PROPN
bracis-33549	335	20	,	,	PUNCT
bracis-33549	335	21	j.	j.	PROPN
bracis-33549	335	22	,	,	PUNCT
bracis-33549	335	23	wang	wang	PROPN
bracis-33549	335	24	,	,	PUNCT
bracis-33549	335	25	l.	l.	PROPN
bracis-33549	335	26	:	:	PUNCT
bracis-33549	335	27	ultra	ultra	ADJ
bracis-33549	335	28	-	-	ADJ
bracis-33549	335	29	short	short	ADJ
bracis-33549	335	30	-	-	PUNCT
bracis-33549	335	31	term	term	NOUN
bracis-33549	335	32	wind	wind	NOUN
bracis-33549	335	33	speed	speed	NOUN
bracis-33549	335	34	forecasting	forecasting	NOUN
bracis-33549	335	35	based	base	VERB
bracis-33549	335	36	on	on	ADP
bracis-33549	335	37	emd	emd	PROPN
bracis-33549	335	38	-	-	PUNCT
bracis-33549	335	39	var	var	NOUN
bracis-33549	335	40	model	model	NOUN
bracis-33549	335	41	and	and	CCONJ
bracis-33549	335	42	spatial	spatial	ADJ
bracis-33549	335	43	correlation	correlation	NOUN
bracis-33549	335	44	.	.	PUNCT
bracis-33549	336	1	energy	energy	NOUN
bracis-33549	336	2	convers	conver	NOUN
bracis-33549	336	3	.	.	PUNCT
bracis-33549	337	1	manage	manage	VERB
bracis-33549	337	2	.	.	PUNCT
bracis-33549	338	1	250	250	NUM
bracis-33549	338	2	,	,	PUNCT
bracis-33549	338	3	114919	114919	NUM
bracis-33549	338	4	(	(	PUNCT
bracis-33549	338	5	2021	2021	NUM
bracis-33549	338	6	)	)	PUNCT
bracis-33549	338	7	article	article	NOUN
bracis-33549	338	8	  	  	SPACE
bracis-33549	338	9	math	math	NOUN
bracis-33549	338	10	  	  	SPACE
bracis-33549	338	11	google	google	PROPN
bracis-33549	338	12	scholar	scholar	NOUN
bracis-33549	338	13	  	  	SPACE
bracis-33549	338	14	bowden	bowden	PROPN
bracis-33549	338	15	,	,	PUNCT
bracis-33549	338	16	g.j	g.j	PROPN
bracis-33549	338	17	.	.	PROPN
bracis-33549	338	18	,	,	PUNCT
bracis-33549	338	19	maier	maier	PROPN
bracis-33549	338	20	,	,	PUNCT
bracis-33549	338	21	h.r	h.r	PROPN
bracis-33549	338	22	.	.	PROPN
bracis-33549	338	23	,	,	PUNCT
bracis-33549	338	24	dandy	dandy	PROPN
bracis-33549	338	25	,	,	PUNCT
bracis-33549	338	26	g.c	g.c	PROPN
bracis-33549	338	27	.	.	PROPN
bracis-33549	338	28	:	:	PUNCT
bracis-33549	338	29	optimal	optimal	ADJ
bracis-33549	338	30	division	division	NOUN
bracis-33549	338	31	of	of	ADP
bracis-33549	338	32	data	datum	NOUN
bracis-33549	338	33	for	for	ADP
bracis-33549	338	34	neural	neural	ADJ
bracis-33549	338	35	network	network	NOUN
bracis-33549	338	36	models	model	NOUN
bracis-33549	338	37	in	in	ADP
bracis-33549	338	38	water	water	NOUN
bracis-33549	338	39	resources	resource	NOUN
bracis-33549	338	40	applications	application	NOUN
bracis-33549	338	41	.	.	PUNCT
bracis-33549	339	1	water	water	NOUN
bracis-33549	339	2	resour	resour	NOUN
bracis-33549	339	3	.	.	PUNCT
bracis-33549	340	1	res	re	NOUN
bracis-33549	340	2	.	.	PUNCT
bracis-33549	341	1	38(2	38(2	NUM
bracis-33549	341	2	)	)	PUNCT
bracis-33549	341	3	,	,	PUNCT
bracis-33549	341	4	2–1	2–1	NUM
bracis-33549	341	5	(	(	PUNCT
bracis-33549	341	6	2002	2002	NUM
bracis-33549	341	7	)	)	PUNCT
bracis-33549	341	8	article	article	NOUN
bracis-33549	341	9	  	  	SPACE
bracis-33549	341	10	math	math	NOUN
bracis-33549	341	11	  	  	SPACE
bracis-33549	341	12	google	google	PROPN
bracis-33549	341	13	scholar	scholar	NOUN
bracis-33549	341	14	  	  	SPACE
bracis-33549	341	15	deng	deng	PROPN
bracis-33549	341	16	,	,	PUNCT
bracis-33549	341	17	l.	l.	PROPN
bracis-33549	341	18	,	,	PUNCT
bracis-33549	341	19	li	li	PROPN
bracis-33549	341	20	,	,	PUNCT
bracis-33549	341	21	g.	g.	PROPN
bracis-33549	341	22	,	,	PUNCT
bracis-33549	341	23	han	han	PROPN
bracis-33549	341	24	,	,	PUNCT
bracis-33549	341	25	s.	s.	PROPN
bracis-33549	341	26	,	,	PUNCT
bracis-33549	341	27	shi	shi	PROPN
bracis-33549	341	28	,	,	PUNCT
bracis-33549	341	29	l.	l.	PROPN
bracis-33549	341	30	,	,	PUNCT
bracis-33549	341	31	xie	xie	PROPN
bracis-33549	341	32	,	,	PUNCT
bracis-33549	341	33	y.	y.	PROPN
bracis-33549	341	34	:	:	PUNCT
bracis-33549	341	35	model	model	NOUN
bracis-33549	341	36	compression	compression	NOUN
bracis-33549	341	37	and	and	CCONJ
bracis-33549	341	38	hardware	hardware	NOUN
bracis-33549	341	39	acceleration	acceleration	NOUN
bracis-33549	341	40	for	for	ADP
bracis-33549	341	41	neural	neural	ADJ
bracis-33549	341	42	networks	network	NOUN
bracis-33549	341	43	:	:	PUNCT
bracis-33549	341	44	a	a	DET
bracis-33549	341	45	comprehensive	comprehensive	ADJ
bracis-33549	341	46	survey	survey	NOUN
bracis-33549	341	47	.	.	PUNCT
bracis-33549	342	1	proc	proc	NOUN
bracis-33549	342	2	.	.	PUNCT
bracis-33549	343	1	ieee	ieee	NOUN
bracis-33549	343	2	108(4	108(4	NUM
bracis-33549	343	3	)	)	PUNCT
bracis-33549	343	4	,	,	PUNCT
bracis-33549	343	5	485–532	485–532	NUM
bracis-33549	343	6	(	(	PUNCT
bracis-33549	343	7	2020	2020	NUM
bracis-33549	343	8	)	)	PUNCT
bracis-33549	343	9	article	article	NOUN
bracis-33549	343	10	  	  	SPACE
bracis-33549	343	11	math	math	NOUN
bracis-33549	343	12	  	  	SPACE
bracis-33549	343	13	google	google	PROPN
bracis-33549	343	14	scholar	scholar	NOUN
bracis-33549	343	15	  	  	SPACE
bracis-33549	343	16	ribeiro	ribeiro	PROPN
bracis-33549	343	17	,	,	PUNCT
bracis-33549	343	18	r.	r.	PROPN
bracis-33549	343	19	,	,	PUNCT
bracis-33549	343	20	fanzeres	fanzere	NOUN
bracis-33549	343	21	,	,	PUNCT
bracis-33549	343	22	b.	b.	PROPN
bracis-33549	343	23	:	:	PUNCT
bracis-33549	343	24	identifying	identify	VERB
bracis-33549	343	25	representative	representative	ADJ
bracis-33549	343	26	days	day	NOUN
bracis-33549	343	27	of	of	ADP
bracis-33549	343	28	solar	solar	ADJ
bracis-33549	343	29	irradiance	irradiance	NOUN
bracis-33549	343	30	and	and	CCONJ
bracis-33549	343	31	wind	wind	NOUN
bracis-33549	343	32	speed	speed	NOUN
bracis-33549	343	33	in	in	ADP
bracis-33549	343	34	brazil	brazil	PROPN
bracis-33549	343	35	using	use	VERB
bracis-33549	343	36	machine	machine	NOUN
bracis-33549	343	37	learning	learn	VERB
bracis-33549	343	38	techniques	technique	NOUN
bracis-33549	343	39	.	.	PUNCT
bracis-33549	344	1	energy	energy	NOUN
bracis-33549	344	2	ai	ai	VERB
bracis-33549	344	3	15	15	NUM
bracis-33549	344	4	,	,	PUNCT
bracis-33549	344	5	100320	100320	NUM
bracis-33549	344	6	(	(	PUNCT
bracis-33549	344	7	2024	2024	NUM
bracis-33549	344	8	)	)	PUNCT
bracis-33549	344	9	article	article	NOUN
bracis-33549	344	10	  	  	SPACE
bracis-33549	344	11	math	math	NOUN
bracis-33549	344	12	  	  	SPACE
bracis-33549	344	13	google	google	PROPN
bracis-33549	344	14	scholar	scholar	NOUN
bracis-33549	344	15	  	  	SPACE
bracis-33549	344	16	torres	torre	NOUN
bracis-33549	344	17	,	,	PUNCT
bracis-33549	344	18	j.l	j.l	PROPN
bracis-33549	344	19	.	.	PROPN
bracis-33549	344	20	,	,	PUNCT
bracis-33549	344	21	garcia	garcia	PROPN
bracis-33549	344	22	,	,	PUNCT
bracis-33549	344	23	a.	a.	PROPN
bracis-33549	344	24	,	,	PUNCT
bracis-33549	344	25	de	de	PROPN
bracis-33549	344	26	blas	blas	PROPN
bracis-33549	344	27	,	,	PUNCT
bracis-33549	344	28	m.	m.	NOUN
bracis-33549	344	29	,	,	PUNCT
bracis-33549	344	30	de	de	PROPN
bracis-33549	344	31	francisco	francisco	PROPN
bracis-33549	344	32	,	,	PUNCT
bracis-33549	344	33	a.	a.	NOUN
bracis-33549	344	34	:	:	PUNCT
bracis-33549	344	35	forecast	forecast	NOUN
bracis-33549	344	36	of	of	ADP
bracis-33549	344	37	hourly	hourly	ADJ
bracis-33549	344	38	average	average	ADJ
bracis-33549	344	39	wind	wind	NOUN
bracis-33549	344	40	speed	speed	NOUN
bracis-33549	344	41	with	with	ADP
bracis-33549	344	42	arma	arma	NOUN
bracis-33549	344	43	models	model	NOUN
bracis-33549	344	44	in	in	ADP
bracis-33549	344	45	navarre	navarre	PROPN
bracis-33549	344	46	(	(	PUNCT
bracis-33549	344	47	spain	spain	PROPN
bracis-33549	344	48	)	)	PUNCT
bracis-33549	344	49	.	.	PUNCT
bracis-33549	345	1	sol	sol	PROPN
bracis-33549	345	2	.	.	PUNCT
bracis-33549	346	1	energy	energy	PROPN
bracis-33549	346	2	79(1	79(1	PROPN
bracis-33549	346	3	)	)	PUNCT
bracis-33549	346	4	,	,	PUNCT
bracis-33549	346	5	65–77	65–77	NUM
bracis-33549	346	6	(	(	PUNCT
bracis-33549	346	7	2005	2005	NUM
bracis-33549	346	8	)	)	PUNCT
bracis-33549	346	9	article	article	NOUN
bracis-33549	346	10	  	  	SPACE
bracis-33549	346	11	math	math	NOUN
bracis-33549	346	12	  	  	SPACE
bracis-33549	346	13	google	google	PROPN
bracis-33549	346	14	scholar	scholar	NOUN
bracis-33549	346	15	  	  	SPACE
bracis-33549	346	16	tetko	tetko	NOUN
bracis-33549	346	17	,	,	PUNCT
bracis-33549	346	18	i.v	i.v	PROPN
bracis-33549	346	19	.	.	PROPN
bracis-33549	346	20	,	,	PUNCT
bracis-33549	346	21	villa	villa	PROPN
bracis-33549	346	22	,	,	PUNCT
bracis-33549	346	23	a.e	a.e	PROPN
bracis-33549	346	24	.	.	PROPN
bracis-33549	346	25	:	:	PUNCT
bracis-33549	347	1	efficient	efficient	ADJ
bracis-33549	347	2	partition	partition	NOUN
bracis-33549	347	3	of	of	ADP
bracis-33549	347	4	learning	learn	VERB
bracis-33549	347	5	data	datum	NOUN
bracis-33549	347	6	sets	set	NOUN
bracis-33549	347	7	for	for	ADP
bracis-33549	347	8	neural	neural	ADJ
bracis-33549	347	9	network	network	NOUN
bracis-33549	347	10	training	training	NOUN
bracis-33549	347	11	.	.	PUNCT
bracis-33549	348	1	neural	neural	ADJ
bracis-33549	348	2	netw	netw	NOUN
bracis-33549	348	3	.	.	PUNCT
bracis-33549	349	1	10(8	10(8	NUM
bracis-33549	349	2	)	)	PUNCT
bracis-33549	349	3	,	,	PUNCT
bracis-33549	349	4	1361–1374	1361–1374	NUM
bracis-33549	349	5	(	(	PUNCT
bracis-33549	349	6	1997	1997	NUM
bracis-33549	349	7	)	)	PUNCT
bracis-33549	349	8	article	article	NOUN
bracis-33549	349	9	  	  	SPACE
bracis-33549	349	10	math	math	NOUN
bracis-33549	349	11	  	  	SPACE
bracis-33549	349	12	google	google	PROPN
bracis-33549	349	13	scholar	scholar	NOUN
bracis-33549	349	14	  	  	SPACE
bracis-33549	349	15	hodges	hodge	NOUN
bracis-33549	349	16	,	,	PUNCT
bracis-33549	349	17	j.	j.	PROPN
bracis-33549	349	18	,	,	PUNCT
bracis-33549	349	19	jr	jr	PROPN
bracis-33549	349	20	.	.	PROPN
bracis-33549	349	21	:	:	PUNCT
bracis-33549	350	1	the	the	DET
bracis-33549	350	2	significance	significance	NOUN
bracis-33549	350	3	probability	probability	NOUN
bracis-33549	350	4	of	of	ADP
bracis-33549	350	5	the	the	DET
bracis-33549	350	6	smirnov	smirnov	ADJ
bracis-33549	350	7	two	two	NUM
bracis-33549	350	8	-	-	PUNCT
bracis-33549	350	9	sample	sample	NOUN
bracis-33549	350	10	test	test	NOUN
bracis-33549	350	11	.	.	PUNCT
bracis-33549	351	1	ark	ark	PROPN
bracis-33549	351	2	.	.	PROPN
bracis-33549	351	3	mat	mat	NOUN
bracis-33549	351	4	.	.	NOUN
bracis-33549	351	5	3(5	3(5	NUM
bracis-33549	351	6	)	)	PUNCT
bracis-33549	351	7	,	,	PUNCT
bracis-33549	351	8	469–486	469–486	NUM
bracis-33549	351	9	(	(	PUNCT
bracis-33549	351	10	1958	1958	NUM
bracis-33549	351	11	)	)	PUNCT
bracis-33549	351	12	article	article	NOUN
bracis-33549	351	13	  	  	SPACE
bracis-33549	351	14	mathscinet	mathscinet	NOUN
bracis-33549	351	15	  	  	SPACE
bracis-33549	351	16	math	math	NOUN
bracis-33549	351	17	  	  	SPACE
bracis-33549	351	18	google	google	PROPN
bracis-33549	351	19	scholar	scholar	NOUN
bracis-33549	351	20	  	  	SPACE
bracis-33549	351	21	inpe	inpe	NOUN
bracis-33549	351	22	:	:	PUNCT
bracis-33549	351	23	rede	rede	ADV
bracis-33549	351	24	do	do	AUX
bracis-33549	351	25	sistema	sistema	X
bracis-33549	351	26	de	de	X
bracis-33549	351	27	organização	organização	X
bracis-33549	351	28	nacional	nacional	PROPN
bracis-33549	351	29	de	de	X
bracis-33549	351	30	dados	dados	X
bracis-33549	351	31	ambientais	ambientais	NOUN
bracis-33549	351	32	(	(	PUNCT
bracis-33549	351	33	2020	2020	NUM
bracis-33549	351	34	)	)	PUNCT
bracis-33549	351	35	.	.	PUNCT
bracis-33549	352	1	http://sonda.ccst.inpe.br/index.html	http://sonda.ccst.inpe.br/index.html	PROPN
bracis-33549	352	2	.	.	PUNCT
bracis-33549	353	1	accessed	access	VERB
bracis-33549	353	2	27	27	NUM
bracis-33549	353	3	jul	jul	PROPN
bracis-33549	353	4	2023	2023	NUM
bracis-33549	353	5	cerqueira	cerqueira	PROPN
bracis-33549	353	6	,	,	PUNCT
bracis-33549	353	7	v.	v.	ADP
bracis-33549	353	8	,	,	PUNCT
bracis-33549	353	9	torgo	torgo	PROPN
bracis-33549	353	10	,	,	PUNCT
bracis-33549	353	11	l.	l.	PROPN
bracis-33549	353	12	,	,	PUNCT
bracis-33549	353	13	soares	soares	PROPN
bracis-33549	353	14	,	,	PUNCT
bracis-33549	353	15	c.	c.	NOUN
bracis-33549	353	16	:	:	PUNCT
bracis-33549	353	17	a	a	DET
bracis-33549	353	18	case	case	NOUN
bracis-33549	353	19	study	study	NOUN
bracis-33549	353	20	comparing	compare	VERB
bracis-33549	353	21	machine	machine	NOUN
bracis-33549	353	22	learning	learn	VERB
bracis-33549	353	23	with	with	ADP
bracis-33549	353	24	statistical	statistical	ADJ
bracis-33549	353	25	methods	method	NOUN
bracis-33549	353	26	for	for	ADP
bracis-33549	353	27	time	time	NOUN
bracis-33549	353	28	series	series	PROPN
bracis-33549	353	29	forecasting	forecasting	NOUN
bracis-33549	353	30	:	:	PUNCT
bracis-33549	353	31	size	size	NOUN
bracis-33549	353	32	matters	matter	NOUN
bracis-33549	353	33	.	.	PUNCT
bracis-33549	354	1	j.	j.	PROPN
bracis-33549	354	2	intell	intell	PROPN
bracis-33549	354	3	.	.	PUNCT
bracis-33549	355	1	inf	inf	PROPN
bracis-33549	355	2	.	.	PUNCT
bracis-33549	355	3	syst	syst	PROPN
bracis-33549	355	4	.	.	PUNCT
bracis-33549	356	1	59(2	59(2	NUM
bracis-33549	356	2	)	)	PUNCT
bracis-33549	356	3	,	,	PUNCT
bracis-33549	356	4	415–433	415–433	PROPN
bracis-33549	356	5	(	(	PUNCT
bracis-33549	356	6	2022	2022	NUM
bracis-33549	356	7	)	)	PUNCT
bracis-33549	356	8	article	article	NOUN
bracis-33549	356	9	  	  	SPACE
bracis-33549	356	10	math	math	NOUN
bracis-33549	356	11	  	  	SPACE
bracis-33549	356	12	google	google	PROPN
bracis-33549	356	13	scholar	scholar	NOUN
bracis-33549	356	14	  	  	SPACE
bracis-33549	356	15	andrawis	andrawis	NOUN
bracis-33549	356	16	,	,	PUNCT
bracis-33549	356	17	r.r	r.r	PROPN
bracis-33549	356	18	.	.	PROPN
bracis-33549	356	19	,	,	PUNCT
bracis-33549	356	20	atiya	atiya	PROPN
bracis-33549	356	21	,	,	PUNCT
bracis-33549	356	22	a.f	a.f	PROPN
bracis-33549	356	23	.	.	PROPN
bracis-33549	356	24	,	,	PUNCT
bracis-33549	357	1	el	el	PROPN
bracis-33549	357	2	-	-	PUNCT
bracis-33549	357	3	shishiny	shishiny	ADJ
bracis-33549	357	4	,	,	PUNCT
bracis-33549	357	5	h.	h.	NOUN
bracis-33549	357	6	:	:	PUNCT
bracis-33549	357	7	forecast	forecast	NOUN
bracis-33549	357	8	combinations	combination	NOUN
bracis-33549	357	9	of	of	ADP
bracis-33549	357	10	computational	computational	ADJ
bracis-33549	357	11	intelligence	intelligence	NOUN
bracis-33549	357	12	and	and	CCONJ
bracis-33549	357	13	linear	linear	NOUN
bracis-33549	357	14	models	model	NOUN
bracis-33549	357	15	for	for	ADP
bracis-33549	357	16	the	the	DET
bracis-33549	357	17	nn5	nn5	PROPN
bracis-33549	357	18	time	time	PROPN
bracis-33549	357	19	series	series	PROPN
bracis-33549	357	20	forecasting	forecasting	NOUN
bracis-33549	357	21	competition	competition	NOUN
bracis-33549	357	22	.	.	PUNCT
bracis-33549	358	1	int	int	NOUN
bracis-33549	358	2	.	.	PUNCT
bracis-33549	359	1	j.	j.	PROPN
bracis-33549	359	2	forecast	forecast	PROPN
bracis-33549	359	3	.	.	PUNCT
bracis-33549	360	1	27(3	27(3	NUM
bracis-33549	360	2	)	)	PUNCT
bracis-33549	360	3	,	,	PUNCT
bracis-33549	361	1	672–688	672–688	NUM
bracis-33549	361	2	(	(	PUNCT
bracis-33549	361	3	2011	2011	NUM
bracis-33549	361	4	)	)	PUNCT
bracis-33549	361	5	article	article	NOUN
bracis-33549	361	6	  	  	SPACE
bracis-33549	361	7	math	math	NOUN
bracis-33549	361	8	  	  	SPACE
bracis-33549	361	9	google	google	PROPN
bracis-33549	361	10	scholar	scholar	NOUN
bracis-33549	361	11	  	  	SPACE
bracis-33549	361	12	hyndman	hyndman	NOUN
bracis-33549	361	13	,	,	PUNCT
bracis-33549	361	14	r.j	r.j	PROPN
bracis-33549	361	15	.	.	PROPN
bracis-33549	361	16	,	,	PUNCT
bracis-33549	361	17	et	et	PROPN
bracis-33549	361	18	al	al	PROPN
bracis-33549	361	19	.	.	PROPN
bracis-33549	361	20	:	:	PUNCT
bracis-33549	361	21	“	"	PUNCT
bracis-33549	361	22	package	package	NOUN
bracis-33549	361	23	‘	'	PUNCT
bracis-33549	361	24	forecast	forecast	NOUN
bracis-33549	361	25	’	'	PUNCT
bracis-33549	361	26	,	,	PUNCT
bracis-33549	361	27	”	"	PUNCT
bracis-33549	361	28	online	online	ADJ
bracis-33549	361	29	(	(	PUNCT
bracis-33549	361	30	2024	2024	NUM
bracis-33549	361	31	)	)	PUNCT
bracis-33549	361	32	.	.	PUNCT
bracis-33549	362	1	https://cran.r-project.org/web/packages/forecast/forecast.pdf	https://cran.r-project.org/web/packages/forecast/forecast.pdf	PROPN
bracis-33549	362	2	meyer	meyer	PROPN
bracis-33549	362	3	,	,	PUNCT
bracis-33549	362	4	d.	d.	PROPN
bracis-33549	362	5	,	,	PUNCT
bracis-33549	362	6	et	et	PROPN
bracis-33549	362	7	al	al	PROPN
bracis-33549	362	8	.	.	PUNCT
bracis-33549	362	9	:	:	PUNCT
bracis-33549	363	1	e1071	e1071	ADJ
bracis-33549	363	2	:	:	PUNCT
bracis-33549	363	3	misc	misc	NOUN
bracis-33549	363	4	functions	function	NOUN
bracis-33549	363	5	of	of	ADP
bracis-33549	363	6	the	the	DET
bracis-33549	363	7	department	department	NOUN
bracis-33549	363	8	of	of	ADP
bracis-33549	363	9	statistics	statistic	NOUN
bracis-33549	363	10	,	,	PUNCT
bracis-33549	363	11	probability	probability	NOUN
bracis-33549	363	12	theory	theory	NOUN
bracis-33549	363	13	group	group	NOUN
bracis-33549	363	14	(	(	PUNCT
bracis-33549	363	15	formerly	formerly	ADV
bracis-33549	363	16	:	:	PUNCT
bracis-33549	363	17	e1071	e1071	NUM
bracis-33549	363	18	)	)	PUNCT
bracis-33549	363	19	,	,	PUNCT
bracis-33549	363	20	tu	tu	PROPN
bracis-33549	363	21	wien	wien	PROPN
bracis-33549	363	22	.	.	PUNCT
bracis-33549	364	1	r	r	NOUN
bracis-33549	364	2	package	package	NOUN
bracis-33549	364	3	version	version	NOUN
bracis-33549	364	4	(	(	PUNCT
bracis-33549	364	5	2023	2023	NUM
bracis-33549	364	6	)	)	PUNCT
bracis-33549	364	7	google	google	NOUN
bracis-33549	364	8	scholar	scholar	NOUN
bracis-33549	364	9	  	  	SPACE
bracis-33549	364	10	mouselimis	mouselimis	NOUN
bracis-33549	364	11	,	,	PUNCT
bracis-33549	364	12	l.	l.	PROPN
bracis-33549	364	13	,	,	PUNCT
bracis-33549	364	14	gosso	gosso	NOUN
bracis-33549	364	15	,	,	PUNCT
bracis-33549	364	16	a.	a.	NOUN
bracis-33549	364	17	,	,	PUNCT
bracis-33549	364	18	jonge	jonge	PROPN
bracis-33549	364	19	,	,	PUNCT
bracis-33549	364	20	e.	e.	PROPN
bracis-33549	364	21	:	:	PUNCT
bracis-33549	364	22	elmnnrcpp	elmnnrcpp	PROPN
bracis-33549	364	23	:	:	PUNCT
bracis-33549	364	24	the	the	DET
bracis-33549	364	25	extreme	extreme	ADJ
bracis-33549	364	26	learning	learn	VERB
bracis-33549	364	27	machine	machine	NOUN
bracis-33549	364	28	algorithm	algorithm	NOUN
bracis-33549	364	29	.	.	PUNCT
bracis-33549	365	1	r	r	NOUN
bracis-33549	365	2	package	package	NOUN
bracis-33549	365	3	(	(	PUNCT
bracis-33549	365	4	2023	2023	NUM
bracis-33549	365	5	)	)	PUNCT
bracis-33549	365	6	google	google	NOUN
bracis-33549	365	7	scholar	scholar	NOUN
bracis-33549	365	8	  	  	SPACE
bracis-33549	365	9	chollet	chollet	NOUN
bracis-33549	365	10	,	,	PUNCT
bracis-33549	365	11	f.	f.	PROPN
bracis-33549	365	12	:	:	PUNCT
bracis-33549	365	13	et	et	PROPN
bracis-33549	365	14	 	 	SPACE
bracis-33549	365	15	al	al	PROPN
bracis-33549	365	16	.	.	PUNCT
bracis-33549	366	1	“	"	PUNCT
bracis-33549	366	2	keras	keras	PROPN
bracis-33549	366	3	”	"	PUNCT
bracis-33549	366	4	(	(	PUNCT
bracis-33549	366	5	2015	2015	NUM
bracis-33549	366	6	)	)	PUNCT
bracis-33549	366	7	.	.	PUNCT
bracis-33549	367	1	https://keras.io	https://keras.io	PROPN
bracis-33549	367	2	diebold	diebold	VERB
bracis-33549	367	3	,	,	PUNCT
bracis-33549	367	4	f.x	f.x	PROPN
bracis-33549	367	5	.	.	PROPN
bracis-33549	367	6	,	,	PUNCT
bracis-33549	367	7	mariano	mariano	PROPN
bracis-33549	367	8	,	,	PUNCT
bracis-33549	367	9	r.s	r.s	PROPN
bracis-33549	367	10	.	.	PROPN
bracis-33549	367	11	:	:	PUNCT
bracis-33549	368	1	comparing	compare	VERB
bracis-33549	368	2	predictive	predictive	ADJ
bracis-33549	368	3	accuracy	accuracy	NOUN
bracis-33549	368	4	.	.	PUNCT
bracis-33549	369	1	j.	j.	PROPN
bracis-33549	369	2	bus	bus	PROPN
bracis-33549	369	3	.	.	PUNCT
bracis-33549	369	4	econ	econ	PROPN
bracis-33549	369	5	.	.	PUNCT
bracis-33549	370	1	stat	stat	PROPN
bracis-33549	370	2	.	.	PUNCT
bracis-33549	371	1	13(3	13(3	NUM
bracis-33549	371	2	)	)	PUNCT
bracis-33549	371	3	(	(	PUNCT
bracis-33549	371	4	1995	1995	NUM
bracis-33549	371	5	)	)	PUNCT
bracis-33549	371	6	google	google	NOUN
bracis-33549	371	7	scholar	scholar	NOUN
bracis-33549	371	8	  	  	SPACE
bracis-33549	371	9	download	download	NOUN
bracis-33549	371	10	references	reference	NOUN
bracis-33549	371	11	author	author	NOUN
bracis-33549	371	12	information	information	NOUN
bracis-33549	371	13	authors	author	NOUN
bracis-33549	371	14	and	and	CCONJ
bracis-33549	371	15	affiliations	affiliation	NOUN
bracis-33549	371	16	centro	centro	PROPN
bracis-33549	371	17	de	de	PROPN
bracis-33549	371	18	informática	informática	PROPN
bracis-33549	371	19	(	(	PUNCT
bracis-33549	371	20	cin	cin	PROPN
bracis-33549	371	21	)	)	PUNCT
bracis-33549	371	22	,	,	PUNCT
bracis-33549	371	23	universidade	universidade	PROPN
bracis-33549	371	24	federal	federal	PROPN
bracis-33549	371	25	de	de	PROPN
bracis-33549	371	26	pernambuco	pernambuco	PROPN
bracis-33549	371	27	(	(	PUNCT
bracis-33549	371	28	ufpe	ufpe	PROPN
bracis-33549	371	29	)	)	PUNCT
bracis-33549	371	30	,	,	PUNCT
bracis-33549	371	31	recife	recife	NOUN
bracis-33549	371	32	,	,	PUNCT
bracis-33549	371	33	pe	pe	PROPN
bracis-33549	371	34	,	,	PUNCT
bracis-33549	371	35	brazil	brazil	PROPN
bracis-33549	371	36	diogo	diogo	PROPN
bracis-33549	371	37	m.	m.	PROPN
bracis-33549	371	38	almeida	almeida	PROPN
bracis-33549	371	39	,	,	PUNCT
bracis-33549	371	40	 	 	SPACE
bracis-33549	371	41	paulo	paulo	PROPN
bracis-33549	371	42	s.	s.	PROPN
bracis-33549	371	43	g.	g.	PROPN
bracis-33549	371	44	de	de	PROPN
bracis-33549	371	45	mattos	mattos	PROPN
bracis-33549	371	46	neto	neto	PROPN
bracis-33549	371	47	 	 	SPACE
bracis-33549	371	48	&	&	CCONJ
bracis-33549	371	49	 	 	SPACE
bracis-33549	371	50	daniel	daniel	PROPN
bracis-33549	371	51	c.	c.	PROPN
bracis-33549	371	52	cunha	cunha	VERB
bracis-33549	371	53	authors	author	NOUN
bracis-33549	371	54	diogo	diogo	PROPN
bracis-33549	371	55	m.	m.	PROPN
bracis-33549	371	56	almeidaview	almeidaview	PROPN
bracis-33549	371	57	author	author	NOUN
bracis-33549	371	58	publications	publication	VERB
bracis-33549	371	59	search	search	NOUN
bracis-33549	371	60	author	author	NOUN
bracis-33549	371	61	on	on	ADP
bracis-33549	371	62	:	:	PUNCT
bracis-33549	371	63	pubmed	pubmed	PROPN
bracis-33549	371	64	 	 	SPACE
bracis-33549	371	65	google	google	PROPN
bracis-33549	371	66	scholar	scholar	PROPN
bracis-33549	371	67	paulo	paulo	PROPN
bracis-33549	372	1	s.	s.	PROPN
bracis-33549	372	2	g.	g.	PROPN
bracis-33549	372	3	de	de	PROPN
bracis-33549	372	4	mattos	mattos	PROPN
bracis-33549	372	5	netoview	netoview	PROPN
bracis-33549	372	6	author	author	NOUN
bracis-33549	372	7	publications	publication	NOUN
bracis-33549	372	8	search	search	NOUN
bracis-33549	372	9	author	author	NOUN
bracis-33549	372	10	on	on	ADP
bracis-33549	372	11	:	:	PUNCT
bracis-33549	372	12	pubmed	pubmed	PROPN
bracis-33549	372	13	 	 	SPACE
bracis-33549	372	14	google	google	PROPN
bracis-33549	372	15	scholar	scholar	PROPN
bracis-33549	372	16	daniel	daniel	PROPN
bracis-33549	372	17	c.	c.	PROPN
bracis-33549	372	18	cunhaview	cunhaview	PROPN
bracis-33549	372	19	author	author	NOUN
bracis-33549	372	20	publications	publication	VERB
bracis-33549	372	21	search	search	NOUN
bracis-33549	372	22	author	author	NOUN
bracis-33549	372	23	on	on	ADP
bracis-33549	372	24	:	:	PUNCT
bracis-33549	372	25	pubmed	pubmed	PROPN
bracis-33549	372	26	 	 	SPACE
bracis-33549	372	27	google	google	PROPN
bracis-33549	372	28	scholar	scholar	NOUN
bracis-33549	372	29	corresponding	correspond	VERB
bracis-33549	372	30	author	author	NOUN
bracis-33549	372	31	correspondence	correspondence	NOUN
bracis-33549	372	32	to	to	ADP
bracis-33549	372	33	diogo	diogo	PROPN
bracis-33549	372	34	m.	m.	PROPN
bracis-33549	372	35	almeida	almeida	PROPN
bracis-33549	372	36	.	.	PUNCT
bracis-33549	373	1	editor	editor	NOUN
bracis-33549	373	2	information	information	NOUN
bracis-33549	373	3	editors	editor	NOUN
bracis-33549	373	4	and	and	CCONJ
bracis-33549	373	5	affiliations	affiliation	NOUN
bracis-33549	373	6	universidade	universidade	VERB
bracis-33549	373	7	federal	federal	PROPN
bracis-33549	373	8	fluminense	fluminense	PROPN
bracis-33549	373	9	,	,	PUNCT
bracis-33549	373	10	niterói	niterói	PROPN
bracis-33549	373	11	,	,	PUNCT
bracis-33549	373	12	brazil	brazil	PROPN
bracis-33549	373	13	aline	aline	PROPN
bracis-33549	373	14	paes	paes	PROPN
bracis-33549	373	15	instituto	instituto	PROPN
bracis-33549	373	16	tecnológico	tecnológico	PROPN
bracis-33549	373	17	de	de	PROPN
bracis-33549	373	18	aeronáutica	aeronáutica	PROPN
bracis-33549	373	19	,	,	PUNCT
bracis-33549	373	20	são	são	PROPN
bracis-33549	373	21	josé	josé	PROPN
bracis-33549	373	22	dos	dos	PROPN
bracis-33549	373	23	campos	campos	PROPN
bracis-33549	373	24	,	,	PUNCT
bracis-33549	373	25	brazil	brazil	PROPN
bracis-33549	373	26	filipe	filipe	PROPN
bracis-33549	373	27	a.	a.	PROPN
bracis-33549	373	28	n.	n.	PROPN
bracis-33549	373	29	verri	verri	PROPN
bracis-33549	373	30	rights	right	NOUN
bracis-33549	373	31	and	and	CCONJ
bracis-33549	373	32	permissions	permission	NOUN
bracis-33549	373	33	reprints	reprint	NOUN
bracis-33549	373	34	and	and	CCONJ
bracis-33549	373	35	permissions	permission	VERB
bracis-33549	373	36	copyright	copyright	NOUN
bracis-33549	373	37	information	information	NOUN
bracis-33549	373	38	©	©	ADP
bracis-33549	373	39	2025	2025	NUM
bracis-33549	373	40	the	the	DET
bracis-33549	373	41	author(s	author(s	NOUN
bracis-33549	373	42	)	)	PUNCT
bracis-33549	373	43	,	,	PUNCT
bracis-33549	373	44	under	under	ADP
bracis-33549	373	45	exclusive	exclusive	ADJ
bracis-33549	373	46	license	license	NOUN
bracis-33549	373	47	to	to	ADP
bracis-33549	373	48	springer	springer	NOUN
bracis-33549	373	49	nature	nature	PROPN
bracis-33549	373	50	switzerland	switzerland	PROPN
bracis-33549	373	51	ag	ag	PROPN
bracis-33549	373	52	about	about	ADP
bracis-33549	373	53	this	this	DET
bracis-33549	373	54	paper	paper	NOUN
bracis-33549	373	55	cite	cite	VERB
bracis-33549	373	56	this	this	DET
bracis-33549	373	57	paper	paper	NOUN
bracis-33549	373	58	almeida	almeida	PROPN
bracis-33549	373	59	,	,	PUNCT
bracis-33549	373	60	d.m	d.m	PROPN
bracis-33549	373	61	.	.	PROPN
bracis-33549	373	62	,	,	PUNCT
bracis-33549	373	63	de	de	PROPN
bracis-33549	373	64	mattos	mattos	PROPN
bracis-33549	373	65	neto	neto	PROPN
bracis-33549	373	66	,	,	PUNCT
bracis-33549	373	67	p.s.g	p.s.g	PROPN
bracis-33549	373	68	.	.	PROPN
bracis-33549	373	69	,	,	PUNCT
bracis-33549	373	70	cunha	cunha	PROPN
bracis-33549	373	71	,	,	PUNCT
bracis-33549	373	72	d.c	d.c	PROPN
bracis-33549	373	73	.	.	PUNCT
bracis-33549	374	1	(	(	PUNCT
bracis-33549	374	2	2025	2025	NUM
bracis-33549	374	3	)	)	PUNCT
bracis-33549	374	4	.	.	PUNCT
bracis-33549	375	1	a	a	DET
bracis-33549	375	2	data	data	NOUN
bracis-33549	375	3	distribution	distribution	NOUN
bracis-33549	375	4	-	-	PUNCT
bracis-33549	375	5	based	base	VERB
bracis-33549	375	6	ensemble	ensemble	ADJ
bracis-33549	375	7	generation	generation	NOUN
bracis-33549	375	8	applied	apply	VERB
bracis-33549	375	9	to	to	ADP
bracis-33549	375	10	 	 	SPACE
bracis-33549	375	11	wind	wind	NOUN
bracis-33549	375	12	speed	speed	NOUN
bracis-33549	375	13	forecasting	forecasting	NOUN
bracis-33549	375	14	.	.	PUNCT
bracis-33549	376	1	in	in	ADP
bracis-33549	376	2	:	:	PUNCT
bracis-33549	376	3	paes	paes	PROPN
bracis-33549	376	4	,	,	PUNCT
bracis-33549	376	5	a.	a.	PROPN
bracis-33549	376	6	,	,	PUNCT
bracis-33549	376	7	verri	verri	NOUN
bracis-33549	376	8	,	,	PUNCT
bracis-33549	376	9	f.a.n	f.a.n	ADJ
bracis-33549	376	10	.	.	PUNCT
bracis-33549	376	11	(	(	PUNCT
bracis-33549	376	12	eds	ed	NOUN
bracis-33549	376	13	)	)	PUNCT
bracis-33549	376	14	intelligent	intelligent	ADJ
bracis-33549	376	15	systems	system	NOUN
bracis-33549	376	16	.	.	PUNCT
bracis-33549	376	17	bracis	bracis	PROPN
bracis-33549	376	18	2024	2024	NUM
bracis-33549	376	19	.	.	PUNCT
bracis-33549	377	1	lecture	lecture	NOUN
bracis-33549	377	2	notes	note	NOUN
bracis-33549	377	3	in	in	ADP
bracis-33549	377	4	computer	computer	NOUN
bracis-33549	377	5	science	science	NOUN
bracis-33549	377	6	(	(	PUNCT
bracis-33549	377	7	)	)	PUNCT
bracis-33549	377	8	,	,	PUNCT
bracis-33549	377	9	vol	vol	NOUN
bracis-33549	377	10	15412	15412	NUM
bracis-33549	377	11	.	.	PUNCT
bracis-33549	378	1	springer	springer	NOUN
bracis-33549	378	2	,	,	PUNCT
bracis-33549	378	3	cham	cham	PROPN
bracis-33549	378	4	.	.	PUNCT
bracis-33549	379	1	https://doi.org/10.1007/978-3-031-79029-4_2	https://doi.org/10.1007/978-3-031-79029-4_2	PROPN
bracis-33549	379	2	download	download	PROPN
bracis-33549	379	3	citation	citation	NOUN
bracis-33549	379	4	.ris	.ris	PUNCT
bracis-33549	379	5	.enw	.enw	PROPN
bracis-33549	380	1	.bib	.bib	PUNCT
bracis-33549	381	1	doi	doi	PROPN
bracis-33549	381	2	:	:	PUNCT
bracis-33549	381	3	https://doi.org/10.1007/978-3-031-79029-4_2	https://doi.org/10.1007/978-3-031-79029-4_2	NOUN
bracis-33549	381	4	published	publish	VERB
bracis-33549	381	5	:	:	PUNCT
bracis-33549	381	6	30	30	NUM
bracis-33549	381	7	january	january	PROPN
bracis-33549	381	8	2025	2025	NUM
bracis-33549	381	9	publisher	publisher	NOUN
bracis-33549	381	10	name	name	NOUN
bracis-33549	381	11	:	:	PUNCT
bracis-33549	381	12	springer	springer	NOUN
bracis-33549	381	13	,	,	PUNCT
bracis-33549	381	14	cham	cham	PROPN
bracis-33549	381	15	print	print	PROPN
bracis-33549	381	16	isbn	isbn	PROPN
bracis-33549	381	17	:	:	PUNCT
bracis-33549	381	18	978	978	NUM
bracis-33549	381	19	-	-	SYM
bracis-33549	381	20	3	3	NUM
bracis-33549	381	21	-	-	PUNCT
bracis-33549	381	22	031	031	NUM
bracis-33549	381	23	-	-	PUNCT
bracis-33549	381	24	79028	79028	NUM
bracis-33549	381	25	-	-	SYM
bracis-33549	381	26	7	7	NUM
bracis-33549	381	27	online	online	ADJ
bracis-33549	381	28	isbn	isbn	NOUN
bracis-33549	381	29	:	:	PUNCT
bracis-33549	381	30	978	978	NUM
bracis-33549	381	31	-	-	SYM
bracis-33549	381	32	3	3	NUM
bracis-33549	381	33	-	-	PUNCT
bracis-33549	381	34	031	031	NUM
bracis-33549	381	35	-	-	PUNCT
bracis-33549	381	36	79029	79029	NUM
bracis-33549	381	37	-	-	SYM
bracis-33549	381	38	4	4	NUM
bracis-33549	381	39	ebook	ebook	NOUN
bracis-33549	381	40	packages	package	NOUN
bracis-33549	381	41	:	:	PUNCT
bracis-33549	381	42	computer	computer	NOUN
bracis-33549	381	43	sciencecomputer	sciencecomputer	NOUN
bracis-33549	381	44	science	science	NOUN
bracis-33549	381	45	(	(	PUNCT
bracis-33549	381	46	r0	r0	NOUN
bracis-33549	381	47	)	)	PUNCT
bracis-33549	381	48	share	share	VERB
bracis-33549	381	49	this	this	DET
bracis-33549	381	50	paper	paper	NOUN
bracis-33549	381	51	anyone	anyone	PRON
bracis-33549	381	52	you	you	PRON
bracis-33549	381	53	share	share	VERB
bracis-33549	381	54	the	the	DET
bracis-33549	381	55	following	follow	VERB
bracis-33549	381	56	link	link	NOUN
bracis-33549	381	57	with	with	ADP
bracis-33549	381	58	will	will	AUX
bracis-33549	381	59	be	be	AUX
bracis-33549	381	60	able	able	ADJ
bracis-33549	381	61	to	to	PART
bracis-33549	381	62	read	read	VERB
bracis-33549	381	63	this	this	DET
bracis-33549	381	64	content	content	NOUN
bracis-33549	381	65	:	:	PUNCT
bracis-33549	381	66	get	get	VERB
bracis-33549	381	67	shareable	shareable	ADJ
bracis-33549	381	68	linksorry	linksorry	NOUN
bracis-33549	381	69	,	,	PUNCT
bracis-33549	381	70	a	a	DET
bracis-33549	381	71	shareable	shareable	ADJ
bracis-33549	381	72	link	link	NOUN
bracis-33549	381	73	is	be	AUX
bracis-33549	381	74	not	not	PART
bracis-33549	381	75	currently	currently	ADV
bracis-33549	381	76	available	available	ADJ
bracis-33549	381	77	for	for	ADP
bracis-33549	381	78	this	this	DET
bracis-33549	381	79	article	article	NOUN
bracis-33549	381	80	.	.	PUNCT
bracis-33549	382	1	copy	copy	VERB
bracis-33549	382	2	shareable	shareable	ADJ
bracis-33549	382	3	link	link	NOUN
bracis-33549	382	4	to	to	PART
bracis-33549	382	5	clipboard	clipboard	NOUN
bracis-33549	382	6	provided	provide	VERB
bracis-33549	382	7	by	by	ADP
bracis-33549	382	8	the	the	DET
bracis-33549	382	9	springer	springer	NOUN
bracis-33549	382	10	nature	nature	PROPN
bracis-33549	382	11	sharedit	sharedit	PROPN
bracis-33549	382	12	content	content	NOUN
bracis-33549	382	13	-	-	PUNCT
bracis-33549	382	14	sharing	share	VERB
bracis-33549	382	15	initiative	initiative	NOUN
bracis-33549	382	16	keywords	keyword	NOUN
bracis-33549	382	17	time	time	NOUN
bracis-33549	382	18	series	series	PROPN
bracis-33549	382	19	forecasting	forecasting	NOUN
bracis-33549	382	20	ensembles	ensemble	NOUN
bracis-33549	382	21	data	datum	NOUN
bracis-33549	382	22	distribution	distribution	NOUN
bracis-33549	382	23	wind	wind	NOUN
bracis-33549	382	24	speed	speed	NOUN
bracis-33549	382	25	publish	publish	NOUN
bracis-33549	382	26	with	with	ADP
bracis-33549	382	27	us	us	PROPN
bracis-33549	382	28	policies	policy	NOUN
bracis-33549	382	29	and	and	CCONJ
bracis-33549	382	30	ethics	ethic	NOUN
bracis-33549	382	31	profiles	profile	NOUN
bracis-33549	383	1	paulo	paulo	PROPN
bracis-33549	383	2	s.	s.	PROPN
bracis-33549	383	3	g.	g.	PROPN
bracis-33549	383	4	de	de	PROPN
bracis-33549	383	5	mattos	mattos	PROPN
bracis-33549	383	6	neto	neto	PROPN
bracis-33549	383	7	view	view	PROPN
bracis-33549	383	8	author	author	NOUN
bracis-33549	383	9	profile	profile	NOUN
bracis-33549	383	10	search	search	NOUN
bracis-33549	383	11	search	search	NOUN
bracis-33549	383	12	by	by	ADP
bracis-33549	383	13	keyword	keyword	NOUN
bracis-33549	383	14	or	or	CCONJ
bracis-33549	383	15	author	author	NOUN
bracis-33549	383	16	search	search	NOUN
bracis-33549	383	17	navigation	navigation	NOUN
bracis-33549	383	18	find	find	VERB
bracis-33549	383	19	a	a	DET
bracis-33549	383	20	journal	journal	NOUN
bracis-33549	383	21	publish	publish	VERB
bracis-33549	383	22	with	with	ADP
bracis-33549	383	23	us	we	PRON
bracis-33549	383	24	track	track	VERB
bracis-33549	383	25	your	your	PRON
bracis-33549	383	26	research	research	NOUN
bracis-33549	383	27	discover	discover	VERB
bracis-33549	383	28	content	content	NOUN
bracis-33549	383	29	journals	journal	NOUN
bracis-33549	383	30	a	a	DET
bracis-33549	383	31	-	-	PUNCT
bracis-33549	383	32	z	z	NOUN
bracis-33549	383	33	books	book	NOUN
bracis-33549	383	34	a	a	DET
bracis-33549	383	35	-	-	PUNCT
bracis-33549	383	36	z	z	NOUN
bracis-33549	383	37	publish	publish	NOUN
bracis-33549	383	38	with	with	ADP
bracis-33549	383	39	us	us	PROPN
bracis-33549	383	40	journal	journal	PROPN
bracis-33549	383	41	finder	finder	PROPN
bracis-33549	383	42	publish	publish	VERB
bracis-33549	383	43	your	your	PRON
bracis-33549	383	44	research	research	NOUN
bracis-33549	383	45	language	language	NOUN
bracis-33549	383	46	editing	edit	VERB
bracis-33549	383	47	open	open	ADJ
bracis-33549	383	48	access	access	NOUN
bracis-33549	383	49	publishing	publishing	NOUN
bracis-33549	383	50	products	product	NOUN
bracis-33549	383	51	and	and	CCONJ
bracis-33549	383	52	services	service	NOUN
bracis-33549	383	53	our	our	PRON
bracis-33549	383	54	products	product	NOUN
bracis-33549	383	55	librarians	librarian	VERB
bracis-33549	383	56	societies	society	NOUN
bracis-33549	383	57	partners	partner	NOUN
bracis-33549	383	58	and	and	CCONJ
bracis-33549	383	59	advertisers	advertiser	NOUN
bracis-33549	383	60	our	our	PRON
bracis-33549	383	61	brands	brand	NOUN
bracis-33549	383	62	springer	springer	NOUN
bracis-33549	383	63	nature	nature	PROPN
bracis-33549	383	64	portfolio	portfolio	PROPN
bracis-33549	383	65	bmc	bmc	PROPN
bracis-33549	383	66	palgrave	palgrave	PROPN
bracis-33549	383	67	macmillan	macmillan	PROPN
bracis-33549	383	68	apress	apress	PROPN
bracis-33549	383	69	discover	discover	VERB
bracis-33549	383	70	your	your	PRON
bracis-33549	383	71	privacy	privacy	NOUN
bracis-33549	383	72	choices	choice	NOUN
bracis-33549	383	73	/	/	SYM
bracis-33549	383	74	manage	manage	NOUN
bracis-33549	383	75	cookies	cookie	NOUN
bracis-33549	383	76	your	your	PRON
bracis-33549	383	77	us	us	PROPN
bracis-33549	384	1	state	state	NOUN
bracis-33549	384	2	privacy	privacy	NOUN
bracis-33549	384	3	rights	right	NOUN
bracis-33549	384	4	accessibility	accessibility	NOUN
bracis-33549	384	5	statement	statement	NOUN
bracis-33549	384	6	terms	term	NOUN
bracis-33549	384	7	and	and	CCONJ
bracis-33549	384	8	conditions	condition	NOUN
bracis-33549	384	9	privacy	privacy	NOUN
bracis-33549	384	10	policy	policy	NOUN
bracis-33549	384	11	help	help	NOUN
bracis-33549	384	12	and	and	CCONJ
bracis-33549	384	13	support	support	VERB
bracis-33549	384	14	legal	legal	ADJ
bracis-33549	384	15	notice	notice	NOUN
bracis-33549	384	16	cancel	cancel	VERB
bracis-33549	384	17	contracts	contract	NOUN
bracis-33549	384	18	here	here	ADV
bracis-33549	384	19	129.74.145.123	129.74.145.123	NUM
bracis-33549	384	20	hesburgh	hesburgh	PROPN
bracis-33549	384	21	library	library	PROPN
bracis-33549	384	22	er	er	INTJ
bracis-33549	384	23	unit	unit	NOUN
bracis-33549	384	24	(	(	PUNCT
bracis-33549	384	25	3005732405	3005732405	NUM
bracis-33549	384	26	)	)	PUNCT
bracis-33549	384	27	northeast	northeast	ADJ
bracis-33549	384	28	research	research	NOUN
bracis-33549	384	29	libraries	library	NOUN
bracis-33549	384	30	(	(	PUNCT
bracis-33549	384	31	nerl	nerl	PROPN
bracis-33549	384	32	)	)	PUNCT
bracis-33549	384	33	(	(	PUNCT
bracis-33549	384	34	8200828607	8200828607	NUM
bracis-33549	384	35	)	)	PUNCT
bracis-33549	384	36	nerl	nerl	VERB
bracis-33549	384	37	ta	ta	X
bracis-33549	384	38	account	account	NOUN
bracis-33549	384	39	(	(	PUNCT
bracis-33549	384	40	3006206169	3006206169	NUM
bracis-33549	384	41	)	)	PUNCT
bracis-33549	384	42	university	university	NOUN
bracis-33549	384	43	of	of	ADP
bracis-33549	384	44	notre	notre	PROPN
bracis-33549	384	45	dame	dame	PROPN
bracis-33549	384	46	hesburgh	hesburgh	PROPN
bracis-33549	384	47	library	library	NOUN
bracis-33549	384	48	(	(	PUNCT
bracis-33549	384	49	3000184373	3000184373	NUM
bracis-33549	384	50	)	)	PUNCT
bracis-33549	385	1	©	©	ADP
bracis-33549	385	2	2025	2025	NUM
bracis-33549	385	3	springer	springer	NOUN
bracis-33549	385	4	nature	nature	NOUN