id	sid	tid	token	lemma	pos
bracis-33601	1	1	predicting	predict	VERB
bracis-33601	1	2	energy	energy	NOUN
bracis-33601	1	3	consumption	consumption	NOUN
bracis-33601	1	4	data	datum	NOUN
bracis-33601	1	5	using	use	VERB
bracis-33601	1	6	deep	deep	ADJ
bracis-33601	1	7	learning	learning	NOUN
bracis-33601	1	8	:	:	PUNCT
bracis-33601	1	9	an	an	DET
bracis-33601	1	10	lstm	lstm	ADJ
bracis-33601	1	11	approach	approach	NOUN
bracis-33601	1	12	|	|	ADV
bracis-33601	1	13	springer	springer	NOUN
bracis-33601	1	14	nature	nature	PROPN
bracis-33601	1	15	link	link	PROPN
bracis-33601	1	16	(	(	PUNCT
bracis-33601	1	17	formerly	formerly	ADV
bracis-33601	1	18	springerlink	springerlink	NOUN
bracis-33601	1	19	)	)	PUNCT
bracis-33601	1	20	skip	skip	VERB
bracis-33601	1	21	to	to	ADP
bracis-33601	1	22	main	main	ADJ
bracis-33601	1	23	content	content	NOUN
bracis-33601	1	24	advertisement	advertisement	NOUN
bracis-33601	1	25	log	log	NOUN
bracis-33601	1	26	in	in	ADP
bracis-33601	1	27	menu	menu	NOUN
bracis-33601	1	28	find	find	VERB
bracis-33601	1	29	a	a	DET
bracis-33601	1	30	journal	journal	NOUN
bracis-33601	1	31	publish	publish	VERB
bracis-33601	1	32	with	with	ADP
bracis-33601	1	33	us	we	PRON
bracis-33601	1	34	track	track	VERB
bracis-33601	1	35	your	your	PRON
bracis-33601	1	36	research	research	NOUN
bracis-33601	1	37	search	search	NOUN
bracis-33601	1	38	cart	cart	NOUN
bracis-33601	1	39	home	home	NOUN
bracis-33601	1	40	intelligent	intelligent	ADJ
bracis-33601	1	41	systems	system	NOUN
bracis-33601	1	42	conference	conference	NOUN
bracis-33601	1	43	paper	paper	NOUN
bracis-33601	1	44	predicting	predict	VERB
bracis-33601	1	45	energy	energy	NOUN
bracis-33601	1	46	consumption	consumption	NOUN
bracis-33601	1	47	data	datum	NOUN
bracis-33601	1	48	using	use	VERB
bracis-33601	1	49	deep	deep	ADJ
bracis-33601	1	50	learning	learning	NOUN
bracis-33601	1	51	:	:	PUNCT
bracis-33601	1	52	an	an	DET
bracis-33601	1	53	lstm	lstm	ADJ
bracis-33601	1	54	approach	approach	NOUN
bracis-33601	1	55	conference	conference	NOUN
bracis-33601	1	56	paper	paper	NOUN
bracis-33601	1	57	first	first	ADV
bracis-33601	1	58	online	online	ADV
bracis-33601	1	59	:	:	PUNCT
bracis-33601	1	60	30	30	NUM
bracis-33601	1	61	january	january	NOUN
bracis-33601	1	62	2025	2025	NUM
bracis-33601	2	1	pp	pp	PROPN
bracis-33601	2	2	296–308	296–308	NUM
bracis-33601	2	3	cite	cite	VERB
bracis-33601	2	4	this	this	DET
bracis-33601	2	5	conference	conference	NOUN
bracis-33601	2	6	paper	paper	NOUN
bracis-33601	2	7	access	access	NOUN
bracis-33601	2	8	provided	provide	VERB
bracis-33601	2	9	by	by	ADP
bracis-33601	2	10	university	university	PROPN
bracis-33601	2	11	of	of	ADP
bracis-33601	2	12	notre	notre	PROPN
bracis-33601	2	13	dame	dame	PROPN
bracis-33601	2	14	hesburgh	hesburgh	PROPN
bracis-33601	2	15	library	library	PROPN
bracis-33601	2	16	download	download	PROPN
bracis-33601	2	17	book	book	NOUN
bracis-33601	2	18	pdf	pdf	PROPN
bracis-33601	2	19	download	download	NOUN
bracis-33601	2	20	book	book	NOUN
bracis-33601	2	21	epub	epub	PROPN
bracis-33601	2	22	intelligent	intelligent	ADJ
bracis-33601	2	23	systems	system	NOUN
bracis-33601	2	24	(	(	PUNCT
bracis-33601	2	25	bracis	bracis	NOUN
bracis-33601	2	26	2024	2024	NUM
bracis-33601	2	27	)	)	PUNCT
bracis-33601	2	28	predicting	predict	VERB
bracis-33601	2	29	energy	energy	NOUN
bracis-33601	2	30	consumption	consumption	NOUN
bracis-33601	2	31	data	datum	NOUN
bracis-33601	2	32	using	use	VERB
bracis-33601	2	33	deep	deep	ADJ
bracis-33601	2	34	learning	learning	NOUN
bracis-33601	2	35	:	:	PUNCT
bracis-33601	2	36	an	an	DET
bracis-33601	2	37	lstm	lstm	ADJ
bracis-33601	2	38	approach	approach	NOUN
bracis-33601	2	39	download	download	NOUN
bracis-33601	2	40	book	book	NOUN
bracis-33601	2	41	pdf	pdf	PROPN
bracis-33601	2	42	download	download	NOUN
bracis-33601	2	43	book	book	PROPN
bracis-33601	2	44	epub	epub	PROPN
bracis-33601	2	45	julio	julio	PROPN
bracis-33601	2	46	macedo	macedo	PROPN
bracis-33601	2	47	chaves	chaves	PROPN
bracis-33601	2	48	  	  	SPACE
bracis-33601	2	49	orcid	orcid	NOUN
bracis-33601	2	50	:	:	PUNCT
bracis-33601	2	51	orcid.org/0009-0007-1939-97009,10	orcid.org/0009-0007-1939-97009,10	PROPN
bracis-33601	2	52	,	,	PUNCT
bracis-33601	2	53	elene	elene	PROPN
bracis-33601	2	54	firmeza	firmeza	NOUN
bracis-33601	2	55	ohata	ohata	PROPN
bracis-33601	2	56	  	  	SPACE
bracis-33601	2	57	orcid	orcid	NOUN
bracis-33601	2	58	:	:	PUNCT
bracis-33601	2	59	orcid.org/0000-0001-8386-24559,11	orcid.org/0000-0001-8386-24559,11	PROPN
bracis-33601	2	60	,	,	PUNCT
bracis-33601	2	61	matheus	matheus	PROPN
bracis-33601	2	62	araujo	araujo	PROPN
bracis-33601	2	63	dos	do	VERB
bracis-33601	2	64	santos	santo	NOUN
bracis-33601	2	65	  	  	SPACE
bracis-33601	2	66	orcid	orcid	NOUN
bracis-33601	2	67	:	:	PUNCT
bracis-33601	2	68	orcid.org/0000-0003-3854-71789,11	orcid.org/0000-0003-3854-71789,11	PROPN
bracis-33601	2	69	,	,	PUNCT
bracis-33601	2	70	josé	josé	PROPN
bracis-33601	2	71	daniel	daniel	PROPN
bracis-33601	2	72	de	de	PROPN
bracis-33601	2	73	alencar	alencar	PROPN
bracis-33601	2	74	santos	santos	PROPN
bracis-33601	2	75	  	  	SPACE
bracis-33601	2	76	orcid	orcid	NOUN
bracis-33601	2	77	:	:	PUNCT
bracis-33601	3	1	orcid.org/0000-0002-0649-80449,10	orcid.org/0000-0002-0649-80449,10	PROPN
bracis-33601	3	2	,	,	PUNCT
bracis-33601	3	3	matheus	matheus	PROPN
bracis-33601	3	4	jardim	jardim	PROPN
bracis-33601	3	5	bernardes12	bernardes12	PROPN
bracis-33601	3	6	,	,	PUNCT
bracis-33601	3	7	daniel	daniel	PROPN
bracis-33601	3	8	seleme	seleme	PROPN
bracis-33601	3	9	dora12	dora12	PROPN
bracis-33601	3	10	&	&	CCONJ
bracis-33601	3	11	…	…	PUNCT
bracis-33601	3	12	pedro	pedro	PROPN
bracis-33601	3	13	pedrosa	pedrosa	PROPN
bracis-33601	3	14	rebouças	rebouças	PROPN
bracis-33601	3	15	filho	filho	PROPN
bracis-33601	3	16	  	  	SPACE
bracis-33601	3	17	orcid	orcid	NOUN
bracis-33601	3	18	:	:	PUNCT
bracis-33601	3	19	orcid.org/0000-0002-1878-54899,10,11	orcid.org/0000-0002-1878-54899,10,11	NOUN
bracis-33601	3	20	  	  	SPACE
bracis-33601	3	21	show	show	VERB
bracis-33601	3	22	authors	author	NOUN
bracis-33601	3	23	part	part	NOUN
bracis-33601	3	24	of	of	ADP
bracis-33601	3	25	the	the	DET
bracis-33601	3	26	book	book	NOUN
bracis-33601	3	27	series	series	NOUN
bracis-33601	3	28	:	:	PUNCT
bracis-33601	3	29	lecture	lecture	NOUN
bracis-33601	3	30	notes	note	NOUN
bracis-33601	3	31	in	in	ADP
bracis-33601	3	32	computer	computer	NOUN
bracis-33601	3	33	science	science	NOUN
bracis-33601	3	34	(	(	PUNCT
bracis-33601	3	35	(	(	PUNCT
bracis-33601	3	36	lnai	lnai	ADJ
bracis-33601	3	37	,	,	PUNCT
bracis-33601	3	38	volume	volume	NOUN
bracis-33601	3	39	15413	15413	NUM
bracis-33601	3	40	)	)	PUNCT
bracis-33601	3	41	)	)	PUNCT
bracis-33601	3	42	included	include	VERB
bracis-33601	3	43	in	in	ADP
bracis-33601	3	44	the	the	DET
bracis-33601	3	45	following	follow	VERB
bracis-33601	3	46	conference	conference	NOUN
bracis-33601	3	47	series	series	NOUN
bracis-33601	3	48	:	:	PUNCT
bracis-33601	3	49	brazilian	brazilian	ADJ
bracis-33601	3	50	conference	conference	NOUN
bracis-33601	3	51	on	on	ADP
bracis-33601	3	52	intelligent	intelligent	ADJ
bracis-33601	3	53	systems	system	NOUN
bracis-33601	3	54	369	369	NUM
bracis-33601	3	55	accesses	access	NOUN
bracis-33601	3	56	1	1	NUM
bracis-33601	3	57	citation	citation	NOUN
bracis-33601	3	58	abstract	abstract	NOUN
bracis-33601	3	59	nowadays	nowadays	ADV
bracis-33601	3	60	,	,	PUNCT
bracis-33601	3	61	most	most	ADJ
bracis-33601	3	62	of	of	ADP
bracis-33601	3	63	the	the	DET
bracis-33601	3	64	energy	energy	NOUN
bracis-33601	3	65	produced	produce	VERB
bracis-33601	3	66	globally	globally	ADV
bracis-33601	3	67	comes	come	VERB
bracis-33601	3	68	from	from	ADP
bracis-33601	3	69	fossil	fossil	ADJ
bracis-33601	3	70	fuels	fuel	NOUN
bracis-33601	3	71	.	.	PUNCT
bracis-33601	4	1	however	however	ADV
bracis-33601	4	2	,	,	PUNCT
bracis-33601	4	3	this	this	DET
bracis-33601	4	4	type	type	NOUN
bracis-33601	4	5	of	of	ADP
bracis-33601	4	6	energy	energy	NOUN
bracis-33601	4	7	generation	generation	NOUN
bracis-33601	4	8	harms	harm	VERB
bracis-33601	4	9	the	the	DET
bracis-33601	4	10	environment	environment	NOUN
bracis-33601	4	11	by	by	ADP
bracis-33601	4	12	emitting	emit	VERB
bracis-33601	4	13	various	various	ADJ
bracis-33601	4	14	toxic	toxic	ADJ
bracis-33601	4	15	residues	residue	NOUN
bracis-33601	4	16	in	in	ADP
bracis-33601	4	17	natural	natural	ADJ
bracis-33601	4	18	bodies	body	NOUN
bracis-33601	4	19	.	.	PUNCT
bracis-33601	5	1	in	in	ADP
bracis-33601	5	2	recent	recent	ADJ
bracis-33601	5	3	years	year	NOUN
bracis-33601	5	4	,	,	PUNCT
bracis-33601	5	5	an	an	DET
bracis-33601	5	6	area	area	NOUN
bracis-33601	5	7	that	that	PRON
bracis-33601	5	8	has	have	AUX
bracis-33601	5	9	gained	gain	VERB
bracis-33601	5	10	strength	strength	NOUN
bracis-33601	5	11	is	be	AUX
bracis-33601	5	12	producing	produce	VERB
bracis-33601	5	13	and	and	CCONJ
bracis-33601	5	14	consuming	consume	VERB
bracis-33601	5	15	clean	clean	ADJ
bracis-33601	5	16	energy	energy	NOUN
bracis-33601	5	17	.	.	PUNCT
bracis-33601	6	1	one	one	NUM
bracis-33601	6	2	that	that	PRON
bracis-33601	6	3	stands	stand	VERB
bracis-33601	6	4	out	out	ADP
bracis-33601	6	5	is	be	AUX
bracis-33601	6	6	solar	solar	ADJ
bracis-33601	6	7	energy	energy	NOUN
bracis-33601	6	8	production	production	NOUN
bracis-33601	6	9	because	because	SCONJ
bracis-33601	6	10	it	it	PRON
bracis-33601	6	11	is	be	AUX
bracis-33601	6	12	easy	easy	ADJ
bracis-33601	6	13	to	to	PART
bracis-33601	6	14	implement	implement	VERB
bracis-33601	6	15	and	and	CCONJ
bracis-33601	6	16	relatively	relatively	ADV
bracis-33601	6	17	cheap	cheap	ADJ
bracis-33601	6	18	compared	compare	VERB
bracis-33601	6	19	to	to	ADP
bracis-33601	6	20	other	other	ADJ
bracis-33601	6	21	clean	clean	ADJ
bracis-33601	6	22	energy	energy	NOUN
bracis-33601	6	23	production	production	NOUN
bracis-33601	6	24	.	.	PUNCT
bracis-33601	7	1	therefore	therefore	ADV
bracis-33601	7	2	,	,	PUNCT
bracis-33601	7	3	several	several	ADJ
bracis-33601	7	4	projects	project	NOUN
bracis-33601	7	5	were	be	AUX
bracis-33601	7	6	created	create	VERB
bracis-33601	7	7	focusing	focus	VERB
bracis-33601	7	8	on	on	ADP
bracis-33601	7	9	generating	generate	VERB
bracis-33601	7	10	energy	energy	NOUN
bracis-33601	7	11	from	from	ADP
bracis-33601	7	12	sunlight	sunlight	NOUN
bracis-33601	7	13	,	,	PUNCT
bracis-33601	7	14	and	and	CCONJ
bracis-33601	7	15	using	use	VERB
bracis-33601	7	16	it	it	PRON
bracis-33601	7	17	.	.	PUNCT
bracis-33601	8	1	due	due	ADP
bracis-33601	8	2	to	to	ADP
bracis-33601	8	3	this	this	DET
bracis-33601	8	4	growing	grow	VERB
bracis-33601	8	5	number	number	NOUN
bracis-33601	8	6	of	of	ADP
bracis-33601	8	7	enterprises	enterprise	NOUN
bracis-33601	8	8	in	in	ADP
bracis-33601	8	9	the	the	DET
bracis-33601	8	10	area	area	NOUN
bracis-33601	8	11	,	,	PUNCT
bracis-33601	8	12	the	the	DET
bracis-33601	8	13	creation	creation	NOUN
bracis-33601	8	14	of	of	ADP
bracis-33601	8	15	applications	application	NOUN
bracis-33601	8	16	to	to	PART
bracis-33601	8	17	help	help	VERB
bracis-33601	8	18	manage	manage	VERB
bracis-33601	8	19	production	production	NOUN
bracis-33601	8	20	and	and	CCONJ
bracis-33601	8	21	its	its	PRON
bracis-33601	8	22	use	use	NOUN
bracis-33601	8	23	has	have	AUX
bracis-33601	8	24	increased	increase	VERB
bracis-33601	8	25	.	.	PUNCT
bracis-33601	9	1	the	the	DET
bracis-33601	9	2	use	use	NOUN
bracis-33601	9	3	of	of	ADP
bracis-33601	9	4	deep	deep	ADJ
bracis-33601	9	5	learning	learning	NOUN
bracis-33601	9	6	techniques	technique	NOUN
bracis-33601	9	7	to	to	PART
bracis-33601	9	8	help	help	VERB
bracis-33601	9	9	this	this	DET
bracis-33601	9	10	industry	industry	NOUN
bracis-33601	9	11	has	have	AUX
bracis-33601	9	12	also	also	ADV
bracis-33601	9	13	gained	gain	VERB
bracis-33601	9	14	strength	strength	NOUN
bracis-33601	9	15	;	;	PUNCT
bracis-33601	9	16	predictive	predictive	ADJ
bracis-33601	9	17	models	model	NOUN
bracis-33601	9	18	for	for	ADP
bracis-33601	9	19	energy	energy	NOUN
bracis-33601	9	20	consumption	consumption	NOUN
bracis-33601	9	21	have	have	AUX
bracis-33601	9	22	been	be	AUX
bracis-33601	9	23	widely	widely	ADV
bracis-33601	9	24	studied	study	VERB
bracis-33601	9	25	to	to	PART
bracis-33601	9	26	help	help	VERB
bracis-33601	9	27	enterprises	enterprise	NOUN
bracis-33601	9	28	in	in	ADP
bracis-33601	9	29	future	future	ADJ
bracis-33601	9	30	planning	planning	NOUN
bracis-33601	9	31	.	.	PUNCT
bracis-33601	10	1	in	in	ADP
bracis-33601	10	2	this	this	DET
bracis-33601	10	3	work	work	NOUN
bracis-33601	10	4	,	,	PUNCT
bracis-33601	10	5	we	we	PRON
bracis-33601	10	6	developed	develop	VERB
bracis-33601	10	7	a	a	DET
bracis-33601	10	8	deep	deep	ADJ
bracis-33601	10	9	learning	learning	NOUN
bracis-33601	10	10	model	model	NOUN
bracis-33601	10	11	using	use	VERB
bracis-33601	10	12	long	long	ADJ
bracis-33601	10	13	short	short	ADJ
bracis-33601	10	14	-	-	PUNCT
bracis-33601	10	15	term	term	NOUN
bracis-33601	10	16	memory	memory	NOUN
bracis-33601	10	17	(	(	PUNCT
bracis-33601	10	18	lstm	lstm	ADJ
bracis-33601	10	19	)	)	PUNCT
bracis-33601	10	20	capable	capable	ADJ
bracis-33601	10	21	of	of	ADP
bracis-33601	10	22	predicting	predict	VERB
bracis-33601	10	23	energy	energy	NOUN
bracis-33601	10	24	consumption	consumption	NOUN
bracis-33601	10	25	from	from	ADP
bracis-33601	10	26	solar	solar	ADJ
bracis-33601	10	27	power	power	NOUN
bracis-33601	10	28	plant	plant	NOUN
bracis-33601	10	29	data	datum	NOUN
bracis-33601	10	30	,	,	PUNCT
bracis-33601	10	31	using	use	VERB
bracis-33601	10	32	the	the	DET
bracis-33601	10	33	data	datum	NOUN
bracis-33601	10	34	to	to	PART
bracis-33601	10	35	train	train	VERB
bracis-33601	10	36	the	the	DET
bracis-33601	10	37	model	model	NOUN
bracis-33601	10	38	and	and	CCONJ
bracis-33601	10	39	make	make	VERB
bracis-33601	10	40	inferences	inference	NOUN
bracis-33601	10	41	in	in	ADP
bracis-33601	10	42	the	the	DET
bracis-33601	10	43	future	future	NOUN
bracis-33601	10	44	.	.	PUNCT
bracis-33601	11	1	we	we	PRON
bracis-33601	11	2	explored	explore	VERB
bracis-33601	11	3	configuration	configuration	NOUN
bracis-33601	11	4	combinations	combination	NOUN
bracis-33601	11	5	such	such	ADJ
bracis-33601	11	6	as	as	ADP
bracis-33601	11	7	data	datum	NOUN
bracis-33601	11	8	filtering	filter	VERB
bracis-33601	11	9	with	with	ADP
bracis-33601	11	10	smoothing	smooth	VERB
bracis-33601	11	11	techniques	technique	NOUN
bracis-33601	11	12	,	,	PUNCT
bracis-33601	11	13	model	model	NOUN
bracis-33601	11	14	hyperparameters	hyperparameter	NOUN
bracis-33601	11	15	,	,	PUNCT
bracis-33601	11	16	number	number	NOUN
bracis-33601	11	17	of	of	ADP
bracis-33601	11	18	layers	layer	NOUN
bracis-33601	11	19	,	,	PUNCT
bracis-33601	11	20	number	number	NOUN
bracis-33601	11	21	of	of	ADP
bracis-33601	11	22	neurons	neuron	NOUN
bracis-33601	11	23	,	,	PUNCT
bracis-33601	11	24	and	and	CCONJ
bracis-33601	11	25	optimal	optimal	ADJ
bracis-33601	11	26	prediction	prediction	NOUN
bracis-33601	11	27	horizon	horizon	NOUN
bracis-33601	11	28	.	.	PUNCT
bracis-33601	12	1	the	the	DET
bracis-33601	12	2	achieved	achieve	VERB
bracis-33601	12	3	results	result	NOUN
bracis-33601	12	4	demonstrate	demonstrate	VERB
bracis-33601	12	5	the	the	DET
bracis-33601	12	6	validity	validity	NOUN
bracis-33601	12	7	and	and	CCONJ
bracis-33601	12	8	effectiveness	effectiveness	NOUN
bracis-33601	12	9	of	of	ADP
bracis-33601	12	10	the	the	DET
bracis-33601	12	11	implemented	implement	VERB
bracis-33601	12	12	methodology	methodology	NOUN
bracis-33601	12	13	.	.	PUNCT
bracis-33601	13	1	access	access	NOUN
bracis-33601	13	2	provided	provide	VERB
bracis-33601	13	3	by	by	ADP
bracis-33601	13	4	university	university	PROPN
bracis-33601	13	5	of	of	ADP
bracis-33601	13	6	notre	notre	PROPN
bracis-33601	13	7	dame	dame	PROPN
bracis-33601	13	8	hesburgh	hesburgh	PROPN
bracis-33601	13	9	library	library	PROPN
bracis-33601	13	10	.	.	PUNCT
bracis-33601	14	1	download	download	PROPN
bracis-33601	14	2	conference	conference	NOUN
bracis-33601	14	3	paper	paper	NOUN
bracis-33601	14	4	pdf	pdf	NOUN
bracis-33601	14	5	similar	similar	ADJ
bracis-33601	14	6	content	content	NOUN
bracis-33601	14	7	being	be	AUX
bracis-33601	14	8	viewed	view	VERB
bracis-33601	14	9	by	by	ADP
bracis-33601	14	10	others	other	NOUN
bracis-33601	14	11	a	a	DET
bracis-33601	14	12	comparison	comparison	NOUN
bracis-33601	14	13	of	of	ADP
bracis-33601	14	14	 	 	SPACE
bracis-33601	14	15	hourly	hourly	ADV
bracis-33601	14	16	solar	solar	ADJ
bracis-33601	14	17	energy	energy	NOUN
bracis-33601	14	18	generation	generation	NOUN
bracis-33601	14	19	forecasting	forecasting	NOUN
bracis-33601	14	20	using	use	VERB
bracis-33601	14	21	rnn	rnn	PROPN
bracis-33601	14	22	and	and	CCONJ
bracis-33601	14	23	 	 	SPACE
bracis-33601	14	24	lstm	lstm	NOUN
bracis-33601	14	25	network	network	NOUN
bracis-33601	14	26	chapter	chapter	NOUN
bracis-33601	14	27	©	©	PROPN
bracis-33601	14	28	2022	2022	NUM
bracis-33601	14	29	solar	solar	ADJ
bracis-33601	14	30	pv	pv	NOUN
bracis-33601	14	31	power	power	NOUN
bracis-33601	14	32	forecasting	forecasting	NOUN
bracis-33601	14	33	approach	approach	NOUN
bracis-33601	14	34	based	base	VERB
bracis-33601	14	35	on	on	ADP
bracis-33601	14	36	hybrid	hybrid	ADJ
bracis-33601	14	37	deep	deep	ADJ
bracis-33601	14	38	neural	neural	ADJ
bracis-33601	14	39	network	network	NOUN
bracis-33601	14	40	chapter	chapter	NOUN
bracis-33601	14	41	©	©	PROPN
bracis-33601	14	42	2021	2021	NUM
bracis-33601	14	43	deep	deep	ADJ
bracis-33601	14	44	learning	learning	NOUN
bracis-33601	14	45	based	base	VERB
bracis-33601	14	46	framework	framework	NOUN
bracis-33601	14	47	for	for	ADP
bracis-33601	14	48	 	 	SPACE
bracis-33601	14	49	forecasting	forecast	VERB
bracis-33601	14	50	solar	solar	ADJ
bracis-33601	14	51	panel	panel	NOUN
bracis-33601	14	52	output	output	NOUN
bracis-33601	14	53	power	power	NOUN
bracis-33601	14	54	chapter	chapter	NOUN
bracis-33601	14	55	©	©	ADP
bracis-33601	14	56	2024	2024	NUM
bracis-33601	14	57	1	1	NUM
bracis-33601	14	58	introduction	introduction	NOUN
bracis-33601	14	59	the	the	DET
bracis-33601	14	60	growth	growth	NOUN
bracis-33601	14	61	of	of	ADP
bracis-33601	14	62	the	the	DET
bracis-33601	14	63	global	global	ADJ
bracis-33601	14	64	population	population	NOUN
bracis-33601	14	65	has	have	AUX
bracis-33601	14	66	generated	generate	VERB
bracis-33601	14	67	an	an	DET
bracis-33601	14	68	increasing	increase	VERB
bracis-33601	14	69	demand	demand	NOUN
bracis-33601	14	70	for	for	ADP
bracis-33601	14	71	energy	energy	NOUN
bracis-33601	14	72	[	[	X
bracis-33601	14	73	24	24	NUM
bracis-33601	14	74	]	]	PUNCT
bracis-33601	14	75	.	.	PUNCT
bracis-33601	15	1	however	however	ADV
bracis-33601	15	2	,	,	PUNCT
bracis-33601	15	3	most	most	ADJ
bracis-33601	15	4	of	of	ADP
bracis-33601	15	5	the	the	DET
bracis-33601	15	6	energy	energy	NOUN
bracis-33601	15	7	currently	currently	ADV
bracis-33601	15	8	generated	generate	VERB
bracis-33601	15	9	comes	come	VERB
bracis-33601	15	10	from	from	ADP
bracis-33601	15	11	fossil	fossil	ADJ
bracis-33601	15	12	fuels	fuel	NOUN
bracis-33601	15	13	[	[	X
bracis-33601	15	14	14	14	NUM
bracis-33601	15	15	]	]	PUNCT
bracis-33601	15	16	,	,	PUNCT
bracis-33601	15	17	which	which	PRON
bracis-33601	15	18	are	be	AUX
bracis-33601	15	19	known	know	VERB
bracis-33601	15	20	for	for	ADP
bracis-33601	15	21	their	their	PRON
bracis-33601	15	22	high	high	ADJ
bracis-33601	15	23	emissions	emission	NOUN
bracis-33601	15	24	of	of	ADP
bracis-33601	15	25	toxic	toxic	ADJ
bracis-33601	15	26	elements	element	NOUN
bracis-33601	15	27	into	into	ADP
bracis-33601	15	28	the	the	DET
bracis-33601	15	29	environment	environment	NOUN
bracis-33601	15	30	.	.	PUNCT
bracis-33601	16	1	this	this	DET
bracis-33601	16	2	results	result	NOUN
bracis-33601	16	3	in	in	ADP
bracis-33601	16	4	several	several	ADJ
bracis-33601	16	5	problems	problem	NOUN
bracis-33601	16	6	,	,	PUNCT
bracis-33601	16	7	such	such	ADJ
bracis-33601	16	8	as	as	ADP
bracis-33601	16	9	global	global	ADJ
bracis-33601	16	10	warming	warming	NOUN
bracis-33601	16	11	,	,	PUNCT
bracis-33601	16	12	pollution	pollution	NOUN
bracis-33601	16	13	of	of	ADP
bracis-33601	16	14	water	water	NOUN
bracis-33601	16	15	bodies	body	NOUN
bracis-33601	16	16	and	and	CCONJ
bracis-33601	16	17	the	the	DET
bracis-33601	16	18	atmosphere	atmosphere	NOUN
bracis-33601	16	19	,	,	PUNCT
bracis-33601	16	20	and	and	CCONJ
bracis-33601	16	21	the	the	DET
bracis-33601	16	22	decrease	decrease	NOUN
bracis-33601	16	23	of	of	ADP
bracis-33601	16	24	green	green	ADJ
bracis-33601	16	25	areas	area	NOUN
bracis-33601	16	26	[	[	X
bracis-33601	16	27	7	7	NUM
bracis-33601	16	28	,	,	PUNCT
bracis-33601	16	29	21	21	NUM
bracis-33601	16	30	]	]	PUNCT
bracis-33601	16	31	.	.	PUNCT
bracis-33601	17	1	in	in	ADP
bracis-33601	17	2	response	response	NOUN
bracis-33601	17	3	to	to	ADP
bracis-33601	17	4	this	this	DET
bracis-33601	17	5	situation	situation	NOUN
bracis-33601	17	6	,	,	PUNCT
bracis-33601	17	7	there	there	PRON
bracis-33601	17	8	has	have	AUX
bracis-33601	17	9	been	be	AUX
bracis-33601	17	10	a	a	DET
bracis-33601	17	11	significant	significant	ADJ
bracis-33601	17	12	increase	increase	NOUN
bracis-33601	17	13	in	in	ADP
bracis-33601	17	14	the	the	DET
bracis-33601	17	15	search	search	NOUN
bracis-33601	17	16	for	for	ADP
bracis-33601	17	17	clean	clean	ADJ
bracis-33601	17	18	energy	energy	NOUN
bracis-33601	17	19	sources	source	NOUN
bracis-33601	17	20	in	in	ADP
bracis-33601	17	21	recent	recent	ADJ
bracis-33601	17	22	years	year	NOUN
bracis-33601	18	1	[	[	X
bracis-33601	18	2	24	24	NUM
bracis-33601	18	3	]	]	PUNCT
bracis-33601	18	4	.	.	PUNCT
bracis-33601	19	1	data	datum	NOUN
bracis-33601	19	2	collected	collect	VERB
bracis-33601	19	3	by	by	ADP
bracis-33601	19	4	a	a	DET
bracis-33601	19	5	study	study	NOUN
bracis-33601	19	6	by	by	ADP
bracis-33601	19	7	the	the	DET
bracis-33601	19	8	international	international	ADJ
bracis-33601	19	9	renewable	renewable	ADJ
bracis-33601	19	10	energy	energy	NOUN
bracis-33601	19	11	agency	agency	NOUN
bracis-33601	19	12	in	in	ADP
bracis-33601	19	13	2020	2020	NUM
bracis-33601	19	14	point	point	NOUN
bracis-33601	19	15	to	to	ADP
bracis-33601	19	16	a	a	DET
bracis-33601	19	17	7	7	NUM
bracis-33601	19	18	%	%	NOUN
bracis-33601	19	19	growth	growth	NOUN
bracis-33601	19	20	in	in	ADP
bracis-33601	19	21	the	the	DET
bracis-33601	19	22	use	use	NOUN
bracis-33601	19	23	of	of	ADP
bracis-33601	19	24	clean	clean	ADJ
bracis-33601	19	25	energy	energy	NOUN
bracis-33601	19	26	sources	source	NOUN
bracis-33601	19	27	worldwide	worldwide	ADV
bracis-33601	19	28	.	.	PUNCT
bracis-33601	20	1	of	of	ADP
bracis-33601	20	2	this	this	DET
bracis-33601	20	3	increase	increase	NOUN
bracis-33601	20	4	,	,	PUNCT
bracis-33601	20	5	90	90	NUM
bracis-33601	20	6	%	%	NOUN
bracis-33601	20	7	is	be	AUX
bracis-33601	20	8	related	relate	VERB
bracis-33601	20	9	to	to	ADP
bracis-33601	20	10	the	the	DET
bracis-33601	20	11	increased	increase	VERB
bracis-33601	20	12	use	use	NOUN
bracis-33601	20	13	of	of	ADP
bracis-33601	20	14	solar	solar	ADJ
bracis-33601	20	15	energy	energy	NOUN
bracis-33601	20	16	[	[	X
bracis-33601	20	17	13	13	NUM
bracis-33601	20	18	]	]	PUNCT
bracis-33601	20	19	.	.	PUNCT
bracis-33601	21	1	therefore	therefore	ADV
bracis-33601	21	2	,	,	PUNCT
bracis-33601	21	3	solar	solar	ADJ
bracis-33601	21	4	power	power	NOUN
bracis-33601	21	5	plays	play	VERB
bracis-33601	21	6	a	a	DET
bracis-33601	21	7	crucial	crucial	ADJ
bracis-33601	21	8	role	role	NOUN
bracis-33601	21	9	in	in	ADP
bracis-33601	21	10	the	the	DET
bracis-33601	21	11	search	search	NOUN
bracis-33601	21	12	for	for	ADP
bracis-33601	21	13	energy	energy	NOUN
bracis-33601	21	14	sources	source	NOUN
bracis-33601	21	15	that	that	PRON
bracis-33601	21	16	do	do	AUX
bracis-33601	21	17	not	not	PART
bracis-33601	21	18	harm	harm	VERB
bracis-33601	21	19	the	the	DET
bracis-33601	21	20	environment	environment	NOUN
bracis-33601	21	21	.	.	PUNCT
bracis-33601	22	1	another	another	DET
bracis-33601	22	2	point	point	NOUN
bracis-33601	22	3	that	that	PRON
bracis-33601	22	4	draws	draw	VERB
bracis-33601	22	5	attention	attention	NOUN
bracis-33601	22	6	to	to	ADP
bracis-33601	22	7	this	this	DET
bracis-33601	22	8	form	form	NOUN
bracis-33601	22	9	of	of	ADP
bracis-33601	22	10	energy	energy	NOUN
bracis-33601	22	11	generation	generation	NOUN
bracis-33601	22	12	is	be	AUX
bracis-33601	22	13	that	that	SCONJ
bracis-33601	22	14	it	it	PRON
bracis-33601	22	15	is	be	AUX
bracis-33601	22	16	relatively	relatively	ADV
bracis-33601	22	17	cheap	cheap	ADJ
bracis-33601	22	18	when	when	SCONJ
bracis-33601	22	19	compared	compare	VERB
bracis-33601	22	20	to	to	ADP
bracis-33601	22	21	other	other	ADJ
bracis-33601	22	22	sources	source	NOUN
bracis-33601	22	23	[	[	X
bracis-33601	22	24	31	31	NUM
bracis-33601	22	25	]	]	PUNCT
bracis-33601	22	26	,	,	PUNCT
bracis-33601	22	27	which	which	PRON
bracis-33601	22	28	is	be	AUX
bracis-33601	22	29	why	why	SCONJ
bracis-33601	22	30	the	the	DET
bracis-33601	22	31	industry	industry	NOUN
bracis-33601	22	32	field	field	NOUN
bracis-33601	22	33	has	have	AUX
bracis-33601	22	34	turned	turn	VERB
bracis-33601	22	35	its	its	PRON
bracis-33601	22	36	eyes	eye	NOUN
bracis-33601	22	37	to	to	ADP
bracis-33601	22	38	the	the	DET
bracis-33601	22	39	horizon	horizon	NOUN
bracis-33601	22	40	of	of	ADP
bracis-33601	22	41	investments	investment	NOUN
bracis-33601	22	42	in	in	ADP
bracis-33601	22	43	this	this	DET
bracis-33601	22	44	area	area	NOUN
bracis-33601	22	45	.	.	PUNCT
bracis-33601	23	1	another	another	DET
bracis-33601	23	2	area	area	NOUN
bracis-33601	23	3	highlighted	highlight	VERB
bracis-33601	23	4	in	in	ADP
bracis-33601	23	5	the	the	DET
bracis-33601	23	6	industry	industry	NOUN
bracis-33601	23	7	field	field	NOUN
bracis-33601	23	8	is	be	AUX
bracis-33601	23	9	machine	machine	NOUN
bracis-33601	23	10	learning	learn	VERB
bracis-33601	23	11	[	[	X
bracis-33601	23	12	3	3	NUM
bracis-33601	23	13	]	]	PUNCT
bracis-33601	23	14	.	.	PUNCT
bracis-33601	24	1	machine	machine	NOUN
bracis-33601	24	2	learning	learn	VERB
bracis-33601	24	3	techniques	technique	NOUN
bracis-33601	24	4	have	have	AUX
bracis-33601	24	5	been	be	AUX
bracis-33601	24	6	used	use	VERB
bracis-33601	24	7	in	in	ADP
bracis-33601	24	8	several	several	ADJ
bracis-33601	24	9	ways	way	NOUN
bracis-33601	24	10	to	to	PART
bracis-33601	24	11	solve	solve	VERB
bracis-33601	24	12	various	various	ADJ
bracis-33601	24	13	problems	problem	NOUN
bracis-33601	24	14	in	in	ADP
bracis-33601	24	15	the	the	DET
bracis-33601	24	16	industry	industry	NOUN
bracis-33601	24	17	,	,	PUNCT
bracis-33601	24	18	such	such	ADJ
bracis-33601	24	19	as	as	ADP
bracis-33601	24	20	fault	fault	NOUN
bracis-33601	24	21	diagnosis	diagnosis	NOUN
bracis-33601	24	22	[	[	X
bracis-33601	24	23	12	12	NUM
bracis-33601	24	24	]	]	PUNCT
bracis-33601	24	25	,	,	PUNCT
bracis-33601	24	26	quality	quality	NOUN
bracis-33601	24	27	detection	detection	NOUN
bracis-33601	24	28	[	[	X
bracis-33601	24	29	15	15	NUM
bracis-33601	24	30	,	,	PUNCT
bracis-33601	24	31	22	22	NUM
bracis-33601	24	32	]	]	PUNCT
bracis-33601	24	33	,	,	PUNCT
bracis-33601	24	34	performance	performance	NOUN
bracis-33601	24	35	optimization	optimization	NOUN
bracis-33601	24	36	[	[	X
bracis-33601	24	37	5	5	NUM
bracis-33601	24	38	,	,	PUNCT
bracis-33601	24	39	18	18	NUM
bracis-33601	24	40	]	]	PUNCT
bracis-33601	24	41	,	,	PUNCT
bracis-33601	24	42	process	process	NOUN
bracis-33601	24	43	control	control	NOUN
bracis-33601	25	1	[	[	X
bracis-33601	25	2	20	20	NUM
bracis-33601	25	3	]	]	PUNCT
bracis-33601	25	4	,	,	PUNCT
bracis-33601	25	5	signal	signal	ADJ
bracis-33601	25	6	processing	processing	NOUN
bracis-33601	26	1	[	[	X
bracis-33601	26	2	25	25	NUM
bracis-33601	26	3	]	]	PUNCT
bracis-33601	26	4	,	,	PUNCT
bracis-33601	26	5	outcome	outcome	NOUN
bracis-33601	26	6	prediction	prediction	NOUN
bracis-33601	27	1	[	[	X
bracis-33601	27	2	16	16	NUM
bracis-33601	27	3	]	]	PUNCT
bracis-33601	27	4	.	.	PUNCT
bracis-33601	28	1	among	among	ADP
bracis-33601	28	2	these	these	DET
bracis-33601	28	3	applications	application	NOUN
bracis-33601	28	4	,	,	PUNCT
bracis-33601	28	5	one	one	NUM
bracis-33601	28	6	that	that	PRON
bracis-33601	28	7	stands	stand	VERB
bracis-33601	28	8	out	out	ADP
bracis-33601	28	9	in	in	ADP
bracis-33601	28	10	solar	solar	ADJ
bracis-33601	28	11	energy	energy	NOUN
bracis-33601	28	12	is	be	AUX
bracis-33601	28	13	the	the	DET
bracis-33601	28	14	forecast	forecast	NOUN
bracis-33601	28	15	of	of	ADP
bracis-33601	28	16	the	the	DET
bracis-33601	28	17	amount	amount	NOUN
bracis-33601	28	18	of	of	ADP
bracis-33601	28	19	energy	energy	NOUN
bracis-33601	28	20	generated	generate	VERB
bracis-33601	28	21	in	in	ADP
bracis-33601	28	22	a	a	DET
bracis-33601	28	23	given	give	VERB
bracis-33601	28	24	period	period	NOUN
bracis-33601	28	25	[	[	X
bracis-33601	28	26	17	17	NUM
bracis-33601	28	27	,	,	PUNCT
bracis-33601	28	28	33	33	NUM
bracis-33601	28	29	]	]	PUNCT
bracis-33601	28	30	.	.	PUNCT
bracis-33601	29	1	predictions	prediction	NOUN
bracis-33601	29	2	can	can	AUX
bracis-33601	29	3	be	be	AUX
bracis-33601	29	4	used	use	VERB
bracis-33601	29	5	for	for	ADP
bracis-33601	29	6	financial	financial	ADJ
bracis-33601	29	7	planning	planning	NOUN
bracis-33601	29	8	,	,	PUNCT
bracis-33601	29	9	low	low	ADJ
bracis-33601	29	10	-	-	PUNCT
bracis-33601	29	11	generation	generation	NOUN
bracis-33601	29	12	detection	detection	NOUN
bracis-33601	29	13	,	,	PUNCT
bracis-33601	29	14	electrical	electrical	ADJ
bracis-33601	29	15	crisis	crisis	NOUN
bracis-33601	29	16	management	management	NOUN
bracis-33601	29	17	,	,	PUNCT
bracis-33601	29	18	and	and	CCONJ
bracis-33601	29	19	energy	energy	NOUN
bracis-33601	29	20	distribution	distribution	NOUN
bracis-33601	29	21	planning	planning	NOUN
bracis-33601	29	22	.	.	PUNCT
bracis-33601	30	1	this	this	DET
bracis-33601	30	2	information	information	NOUN
bracis-33601	30	3	can	can	AUX
bracis-33601	30	4	be	be	AUX
bracis-33601	30	5	used	use	VERB
bracis-33601	30	6	for	for	ADP
bracis-33601	30	7	the	the	DET
bracis-33601	30	8	general	general	ADJ
bracis-33601	30	9	planning	planning	NOUN
bracis-33601	30	10	of	of	ADP
bracis-33601	30	11	power	power	NOUN
bracis-33601	30	12	generation	generation	NOUN
bracis-33601	30	13	plants	plant	NOUN
bracis-33601	30	14	,	,	PUNCT
bracis-33601	30	15	providing	provide	VERB
bracis-33601	30	16	a	a	DET
bracis-33601	30	17	service	service	NOUN
bracis-33601	30	18	with	with	ADP
bracis-33601	30	19	excellent	excellent	ADJ
bracis-33601	30	20	customer	customer	NOUN
bracis-33601	30	21	stability	stability	NOUN
bracis-33601	30	22	and	and	CCONJ
bracis-33601	30	23	higher	high	ADJ
bracis-33601	30	24	quality	quality	NOUN
bracis-33601	30	25	[	[	X
bracis-33601	30	26	17	17	NUM
bracis-33601	30	27	]	]	PUNCT
bracis-33601	30	28	.	.	PUNCT
bracis-33601	31	1	furthermore	furthermore	ADV
bracis-33601	31	2	,	,	PUNCT
bracis-33601	31	3	another	another	DET
bracis-33601	31	4	point	point	NOUN
bracis-33601	31	5	investigated	investigate	VERB
bracis-33601	31	6	in	in	ADP
bracis-33601	31	7	the	the	DET
bracis-33601	31	8	field	field	NOUN
bracis-33601	31	9	of	of	ADP
bracis-33601	31	10	solar	solar	ADJ
bracis-33601	31	11	energy	energy	NOUN
bracis-33601	31	12	is	be	AUX
bracis-33601	31	13	the	the	DET
bracis-33601	31	14	prediction	prediction	NOUN
bracis-33601	31	15	of	of	ADP
bracis-33601	31	16	energy	energy	NOUN
bracis-33601	31	17	consumption	consumption	NOUN
bracis-33601	31	18	[	[	X
bracis-33601	31	19	1	1	NUM
bracis-33601	31	20	]	]	PUNCT
bracis-33601	31	21	.	.	PUNCT
bracis-33601	32	1	this	this	DET
bracis-33601	32	2	type	type	NOUN
bracis-33601	32	3	of	of	ADP
bracis-33601	32	4	application	application	NOUN
bracis-33601	32	5	,	,	PUNCT
bracis-33601	32	6	as	as	ADV
bracis-33601	32	7	well	well	ADV
bracis-33601	32	8	as	as	ADP
bracis-33601	32	9	generation	generation	NOUN
bracis-33601	32	10	,	,	PUNCT
bracis-33601	32	11	brings	bring	VERB
bracis-33601	32	12	insights	insight	NOUN
bracis-33601	32	13	and	and	CCONJ
bracis-33601	32	14	better	well	ADJ
bracis-33601	32	15	planning	planning	NOUN
bracis-33601	32	16	in	in	ADP
bracis-33601	32	17	the	the	DET
bracis-33601	32	18	management	management	NOUN
bracis-33601	32	19	of	of	ADP
bracis-33601	32	20	a	a	DET
bracis-33601	32	21	power	power	NOUN
bracis-33601	32	22	plant	plant	NOUN
bracis-33601	32	23	,	,	PUNCT
bracis-33601	32	24	mainly	mainly	ADV
bracis-33601	32	25	in	in	ADP
bracis-33601	32	26	managing	manage	VERB
bracis-33601	32	27	and	and	CCONJ
bracis-33601	32	28	avoiding	avoid	VERB
bracis-33601	32	29	energy	energy	NOUN
bracis-33601	32	30	crises	crisis	NOUN
bracis-33601	32	31	[	[	X
bracis-33601	32	32	26	26	NUM
bracis-33601	32	33	]	]	PUNCT
bracis-33601	32	34	.	.	PUNCT
bracis-33601	33	1	therefore	therefore	ADV
bracis-33601	33	2	,	,	PUNCT
bracis-33601	33	3	consumption	consumption	NOUN
bracis-33601	33	4	prediction	prediction	NOUN
bracis-33601	33	5	applications	application	NOUN
bracis-33601	33	6	are	be	AUX
bracis-33601	33	7	of	of	ADP
bracis-33601	33	8	paramount	paramount	ADJ
bracis-33601	33	9	importance	importance	NOUN
bracis-33601	33	10	for	for	ADP
bracis-33601	33	11	the	the	DET
bracis-33601	33	12	field	field	NOUN
bracis-33601	33	13	of	of	ADP
bracis-33601	33	14	solar	solar	ADJ
bracis-33601	33	15	energy	energy	NOUN
bracis-33601	33	16	producers	producer	NOUN
bracis-33601	33	17	.	.	PUNCT
bracis-33601	34	1	based	base	VERB
bracis-33601	34	2	on	on	ADP
bracis-33601	34	3	that	that	PRON
bracis-33601	34	4	,	,	PUNCT
bracis-33601	34	5	we	we	PRON
bracis-33601	34	6	proposed	propose	VERB
bracis-33601	34	7	a	a	DET
bracis-33601	34	8	methodology	methodology	NOUN
bracis-33601	34	9	using	use	VERB
bracis-33601	34	10	deep	deep	ADJ
bracis-33601	34	11	learning	learning	NOUN
bracis-33601	34	12	techniques	technique	NOUN
bracis-33601	34	13	to	to	PART
bracis-33601	34	14	predict	predict	VERB
bracis-33601	34	15	the	the	DET
bracis-33601	34	16	amount	amount	NOUN
bracis-33601	34	17	of	of	ADP
bracis-33601	34	18	energy	energy	NOUN
bracis-33601	34	19	consumed	consume	VERB
bracis-33601	34	20	by	by	ADP
bracis-33601	34	21	a	a	DET
bracis-33601	34	22	solar	solar	ADJ
bracis-33601	34	23	plant	plant	NOUN
bracis-33601	34	24	based	base	VERB
bracis-33601	34	25	on	on	ADP
bracis-33601	34	26	time	time	NOUN
bracis-33601	34	27	.	.	PUNCT
bracis-33601	35	1	we	we	PRON
bracis-33601	35	2	use	use	VERB
bracis-33601	35	3	data	datum	NOUN
bracis-33601	35	4	transformation	transformation	NOUN
bracis-33601	35	5	techniques	technique	NOUN
bracis-33601	35	6	,	,	PUNCT
bracis-33601	35	7	search	search	NOUN
bracis-33601	35	8	for	for	ADP
bracis-33601	35	9	optimal	optimal	ADJ
bracis-33601	35	10	hyperparameters	hyperparameter	NOUN
bracis-33601	35	11	,	,	PUNCT
bracis-33601	35	12	and	and	CCONJ
bracis-33601	35	13	prediction	prediction	NOUN
bracis-33601	35	14	horizons	horizon	NOUN
bracis-33601	35	15	to	to	PART
bracis-33601	35	16	create	create	VERB
bracis-33601	35	17	a	a	DET
bracis-33601	35	18	robust	robust	ADJ
bracis-33601	35	19	tool	tool	NOUN
bracis-33601	35	20	with	with	ADP
bracis-33601	35	21	a	a	DET
bracis-33601	35	22	clear	clear	ADJ
bracis-33601	35	23	purpose	purpose	NOUN
bracis-33601	35	24	.	.	PUNCT
bracis-33601	36	1	with	with	ADP
bracis-33601	36	2	this	this	DET
bracis-33601	36	3	tool	tool	NOUN
bracis-33601	36	4	,	,	PUNCT
bracis-33601	36	5	we	we	PRON
bracis-33601	36	6	aim	aim	VERB
bracis-33601	36	7	to	to	PART
bracis-33601	36	8	provide	provide	VERB
bracis-33601	36	9	an	an	DET
bracis-33601	36	10	artifact	artifact	NOUN
bracis-33601	36	11	that	that	PRON
bracis-33601	36	12	brings	bring	VERB
bracis-33601	36	13	valuable	valuable	ADJ
bracis-33601	36	14	information	information	NOUN
bracis-33601	36	15	to	to	ADP
bracis-33601	36	16	industries	industry	NOUN
bracis-33601	36	17	related	relate	VERB
bracis-33601	36	18	to	to	ADP
bracis-33601	36	19	solar	solar	ADJ
bracis-33601	36	20	energy	energy	NOUN
bracis-33601	36	21	consumption	consumption	NOUN
bracis-33601	36	22	.	.	PUNCT
bracis-33601	37	1	based	base	VERB
bracis-33601	37	2	on	on	ADP
bracis-33601	37	3	the	the	DET
bracis-33601	37	4	data	datum	NOUN
bracis-33601	37	5	obtained	obtain	VERB
bracis-33601	37	6	with	with	ADP
bracis-33601	37	7	a	a	DET
bracis-33601	37	8	device	device	NOUN
bracis-33601	37	9	,	,	PUNCT
bracis-33601	37	10	enterprises	enterprise	NOUN
bracis-33601	37	11	can	can	AUX
bracis-33601	37	12	get	get	VERB
bracis-33601	37	13	insights	insight	NOUN
bracis-33601	37	14	and	and	CCONJ
bracis-33601	37	15	manage	manage	VERB
bracis-33601	37	16	energy	energy	NOUN
bracis-33601	37	17	crises	crisis	NOUN
bracis-33601	37	18	in	in	ADP
bracis-33601	37	19	addition	addition	NOUN
bracis-33601	37	20	to	to	ADP
bracis-33601	37	21	other	other	ADJ
bracis-33601	37	22	business	business	NOUN
bracis-33601	37	23	planning	planning	NOUN
bracis-33601	37	24	.	.	PUNCT
bracis-33601	38	1	2	2	NUM
bracis-33601	38	2	related	relate	VERB
bracis-33601	38	3	works	work	NOUN
bracis-33601	38	4	this	this	DET
bracis-33601	38	5	section	section	NOUN
bracis-33601	38	6	will	will	AUX
bracis-33601	38	7	examine	examine	VERB
bracis-33601	38	8	previous	previous	ADJ
bracis-33601	38	9	studies	study	NOUN
bracis-33601	38	10	and	and	CCONJ
bracis-33601	38	11	works	work	NOUN
bracis-33601	38	12	related	relate	VERB
bracis-33601	38	13	to	to	ADP
bracis-33601	38	14	this	this	DET
bracis-33601	38	15	research	research	NOUN
bracis-33601	38	16	topic	topic	NOUN
bracis-33601	38	17	,	,	PUNCT
bracis-33601	38	18	providing	provide	VERB
bracis-33601	38	19	a	a	DET
bracis-33601	38	20	broader	broad	ADJ
bracis-33601	38	21	and	and	CCONJ
bracis-33601	38	22	deeper	deep	ADJ
bracis-33601	38	23	view	view	NOUN
bracis-33601	38	24	of	of	ADP
bracis-33601	38	25	the	the	DET
bracis-33601	38	26	subject	subject	NOUN
bracis-33601	38	27	addressed	address	VERB
bracis-33601	38	28	.	.	PUNCT
bracis-33601	39	1	predicting	predict	VERB
bracis-33601	39	2	future	future	ADJ
bracis-33601	39	3	energy	energy	NOUN
bracis-33601	39	4	consumption	consumption	NOUN
bracis-33601	39	5	is	be	AUX
bracis-33601	39	6	an	an	DET
bracis-33601	39	7	issue	issue	NOUN
bracis-33601	39	8	frequently	frequently	ADV
bracis-33601	39	9	explored	explore	VERB
bracis-33601	39	10	in	in	ADP
bracis-33601	39	11	the	the	DET
bracis-33601	39	12	scientific	scientific	ADJ
bracis-33601	39	13	community	community	NOUN
bracis-33601	39	14	.	.	PUNCT
bracis-33601	40	1	this	this	PRON
bracis-33601	40	2	is	be	AUX
bracis-33601	40	3	evident	evident	ADJ
bracis-33601	40	4	in	in	ADP
bracis-33601	40	5	the	the	DET
bracis-33601	40	6	study	study	NOUN
bracis-33601	40	7	conducted	conduct	VERB
bracis-33601	40	8	by	by	ADP
bracis-33601	40	9	amasyali	amasyali	PROPN
bracis-33601	40	10	et	et	PROPN
bracis-33601	40	11	al	al	PROPN
bracis-33601	40	12	.	.	PUNCT
bracis-33601	40	13	 	 	SPACE
bracis-33601	41	1	[	[	X
bracis-33601	41	2	2	2	NUM
bracis-33601	41	3	]	]	PUNCT
bracis-33601	41	4	,	,	PUNCT
bracis-33601	41	5	providing	provide	VERB
bracis-33601	41	6	a	a	DET
bracis-33601	41	7	comprehensive	comprehensive	ADJ
bracis-33601	41	8	analysis	analysis	NOUN
bracis-33601	41	9	of	of	ADP
bracis-33601	41	10	the	the	DET
bracis-33601	41	11	most	most	ADV
bracis-33601	41	12	commonly	commonly	ADV
bracis-33601	41	13	employed	employ	VERB
bracis-33601	41	14	methods	method	NOUN
bracis-33601	41	15	in	in	ADP
bracis-33601	41	16	temporal	temporal	ADJ
bracis-33601	41	17	forecasting	forecasting	NOUN
bracis-33601	41	18	of	of	ADP
bracis-33601	41	19	energy	energy	NOUN
bracis-33601	41	20	consumption	consumption	NOUN
bracis-33601	41	21	.	.	PUNCT
bracis-33601	42	1	their	their	PRON
bracis-33601	42	2	conclusions	conclusion	NOUN
bracis-33601	42	3	highlight	highlight	VERB
bracis-33601	42	4	the	the	DET
bracis-33601	42	5	strong	strong	ADJ
bracis-33601	42	6	results	result	NOUN
bracis-33601	42	7	obtained	obtain	VERB
bracis-33601	42	8	by	by	ADP
bracis-33601	42	9	various	various	ADJ
bracis-33601	42	10	forecasting	forecasting	NOUN
bracis-33601	42	11	approaches	approach	NOUN
bracis-33601	42	12	.	.	PUNCT
bracis-33601	43	1	in	in	ADP
bracis-33601	43	2	the	the	DET
bracis-33601	43	3	literature	literature	NOUN
bracis-33601	43	4	on	on	ADP
bracis-33601	43	5	the	the	DET
bracis-33601	43	6	subject	subject	NOUN
bracis-33601	43	7	,	,	PUNCT
bracis-33601	43	8	ekononomou	ekononomou	NOUN
bracis-33601	43	9	et	et	PROPN
bracis-33601	43	10	al	al	PROPN
bracis-33601	43	11	.	.	PUNCT
bracis-33601	43	12	 	 	SPACE
bracis-33601	44	1	[	[	X
bracis-33601	44	2	9	9	NUM
bracis-33601	44	3	]	]	PUNCT
bracis-33601	44	4	stands	stand	VERB
bracis-33601	44	5	out	out	ADP
bracis-33601	44	6	for	for	ADP
bracis-33601	44	7	using	use	VERB
bracis-33601	44	8	a	a	DET
bracis-33601	44	9	multi	multi	ADJ
bracis-33601	44	10	-	-	ADJ
bracis-33601	44	11	layer	layer	ADJ
bracis-33601	44	12	perceptron	perceptron	NOUN
bracis-33601	44	13	(	(	PUNCT
bracis-33601	44	14	mlp	mlp	PROPN
bracis-33601	44	15	)	)	PUNCT
bracis-33601	44	16	and	and	CCONJ
bracis-33601	44	17	an	an	DET
bracis-33601	44	18	artificial	artificial	ADJ
bracis-33601	44	19	neural	neural	ADJ
bracis-33601	44	20	network	network	NOUN
bracis-33601	44	21	(	(	PUNCT
bracis-33601	44	22	ann	ann	PROPN
bracis-33601	44	23	)	)	PUNCT
bracis-33601	44	24	to	to	PART
bracis-33601	44	25	predict	predict	VERB
bracis-33601	44	26	energy	energy	NOUN
bracis-33601	44	27	consumption	consumption	NOUN
bracis-33601	44	28	,	,	PUNCT
bracis-33601	44	29	incorporating	incorporate	VERB
bracis-33601	44	30	factors	factor	NOUN
bracis-33601	44	31	such	such	ADJ
bracis-33601	44	32	as	as	ADP
bracis-33601	44	33	temperature	temperature	NOUN
bracis-33601	44	34	and	and	CCONJ
bracis-33601	44	35	gross	gross	ADJ
bracis-33601	44	36	domestic	domestic	ADJ
bracis-33601	44	37	product	product	NOUN
bracis-33601	44	38	(	(	PUNCT
bracis-33601	44	39	gdp	gdp	NOUN
bracis-33601	44	40	)	)	PUNCT
bracis-33601	44	41	.	.	PUNCT
bracis-33601	45	1	in	in	ADP
bracis-33601	45	2	contrast	contrast	NOUN
bracis-33601	45	3	,	,	PUNCT
bracis-33601	45	4	hu	hu	PROPN
bracis-33601	45	5	et	et	PROPN
bracis-33601	45	6	al	al	PROPN
bracis-33601	45	7	.	.	PUNCT
bracis-33601	45	8	 	 	SPACE
bracis-33601	46	1	[	[	X
bracis-33601	46	2	11	11	NUM
bracis-33601	46	3	]	]	PUNCT
bracis-33601	46	4	presented	present	VERB
bracis-33601	46	5	the	the	DET
bracis-33601	46	6	adaboost	adaboost	ADJ
bracis-33601	46	7	-	-	PUNCT
bracis-33601	46	8	esn	esn	PROPN
bracis-33601	46	9	model	model	NOUN
bracis-33601	46	10	,	,	PUNCT
bracis-33601	46	11	developed	develop	VERB
bracis-33601	46	12	to	to	PART
bracis-33601	46	13	predict	predict	VERB
bracis-33601	46	14	the	the	DET
bracis-33601	46	15	monthly	monthly	ADJ
bracis-33601	46	16	consumption	consumption	NOUN
bracis-33601	46	17	of	of	ADP
bracis-33601	46	18	industrial	industrial	ADJ
bracis-33601	46	19	electricity	electricity	NOUN
bracis-33601	46	20	.	.	PUNCT
bracis-33601	47	1	in	in	ADP
bracis-33601	47	2	addition	addition	NOUN
bracis-33601	47	3	to	to	ADP
bracis-33601	47	4	considering	consider	VERB
bracis-33601	47	5	previous	previous	ADJ
bracis-33601	47	6	consumption	consumption	NOUN
bracis-33601	47	7	,	,	PUNCT
bracis-33601	47	8	this	this	DET
bracis-33601	47	9	model	model	NOUN
bracis-33601	47	10	included	include	VERB
bracis-33601	47	11	factors	factor	NOUN
bracis-33601	47	12	such	such	ADJ
bracis-33601	47	13	as	as	ADP
bracis-33601	47	14	sales	sale	NOUN
bracis-33601	47	15	volume	volume	NOUN
bracis-33601	47	16	and	and	CCONJ
bracis-33601	47	17	import	import	NOUN
bracis-33601	47	18	value	value	NOUN
bracis-33601	47	19	,	,	PUNCT
bracis-33601	47	20	achieving	achieve	VERB
bracis-33601	47	21	promising	promising	ADJ
bracis-33601	47	22	results	result	NOUN
bracis-33601	47	23	.	.	PUNCT
bracis-33601	48	1	a	a	DET
bracis-33601	48	2	notable	notable	ADJ
bracis-33601	48	3	approach	approach	NOUN
bracis-33601	48	4	was	be	AUX
bracis-33601	48	5	proposed	propose	VERB
bracis-33601	48	6	by	by	ADP
bracis-33601	48	7	du	du	PROPN
bracis-33601	48	8	et	et	PROPN
bracis-33601	48	9	al	al	PROPN
bracis-33601	48	10	.	.	PUNCT
bracis-33601	48	11	 	 	SPACE
bracis-33601	49	1	[	[	X
bracis-33601	49	2	8	8	NUM
bracis-33601	49	3	]	]	PUNCT
bracis-33601	49	4	.	.	PUNCT
bracis-33601	50	1	they	they	PRON
bracis-33601	50	2	introduced	introduce	VERB
bracis-33601	50	3	a	a	DET
bracis-33601	50	4	deep	deep	ADJ
bracis-33601	50	5	learning	learning	NOUN
bracis-33601	50	6	framework	framework	NOUN
bracis-33601	50	7	based	base	VERB
bracis-33601	50	8	on	on	ADP
bracis-33601	50	9	an	an	DET
bracis-33601	50	10	encoder	encoder	NOUN
bracis-33601	50	11	-	-	PUNCT
bracis-33601	50	12	decoder	decoder	NOUN
bracis-33601	50	13	framework	framework	NOUN
bracis-33601	50	14	with	with	ADP
bracis-33601	50	15	bi	bi	NOUN
bracis-33601	50	16	-	-	ADJ
bracis-33601	50	17	lstm	lstm	ADJ
bracis-33601	50	18	to	to	PART
bracis-33601	50	19	predict	predict	VERB
bracis-33601	50	20	multivariate	multivariate	NOUN
bracis-33601	50	21	energy	energy	NOUN
bracis-33601	50	22	consumption	consumption	NOUN
bracis-33601	50	23	time	time	NOUN
bracis-33601	50	24	series	series	PROPN
bracis-33601	50	25	.	.	PUNCT
bracis-33601	51	1	the	the	DET
bracis-33601	51	2	experiments	experiment	NOUN
bracis-33601	51	3	,	,	PUNCT
bracis-33601	51	4	controlled	control	VERB
bracis-33601	51	5	on	on	ADP
bracis-33601	51	6	five	five	NUM
bracis-33601	51	7	different	different	ADJ
bracis-33601	51	8	datasets	dataset	NOUN
bracis-33601	51	9	,	,	PUNCT
bracis-33601	51	10	revealed	reveal	VERB
bracis-33601	51	11	that	that	SCONJ
bracis-33601	51	12	the	the	DET
bracis-33601	51	13	model	model	NOUN
bracis-33601	51	14	achieved	achieve	VERB
bracis-33601	51	15	robust	robust	ADJ
bracis-33601	51	16	performance	performance	NOUN
bracis-33601	51	17	in	in	ADP
bracis-33601	51	18	shortand	shortand	NOUN
bracis-33601	51	19	long	long	ADJ
bracis-33601	51	20	-	-	PUNCT
bracis-33601	51	21	term	term	NOUN
bracis-33601	51	22	predictions	prediction	NOUN
bracis-33601	51	23	.	.	PUNCT
bracis-33601	52	1	furthermore	furthermore	ADV
bracis-33601	52	2	,	,	PUNCT
bracis-33601	52	3	it	it	PRON
bracis-33601	52	4	is	be	AUX
bracis-33601	52	5	essential	essential	ADJ
bracis-33601	52	6	to	to	PART
bracis-33601	52	7	highlight	highlight	VERB
bracis-33601	52	8	studies	study	NOUN
bracis-33601	52	9	such	such	ADJ
bracis-33601	52	10	as	as	ADP
bracis-33601	52	11	mahjoub	mahjoub	NOUN
bracis-33601	52	12	et	et	NOUN
bracis-33601	52	13	al	al	PROPN
bracis-33601	52	14	.	.	PUNCT
bracis-33601	52	15	 	 	SPACE
bracis-33601	53	1	[	[	X
bracis-33601	53	2	19	19	NUM
bracis-33601	53	3	]	]	PUNCT
bracis-33601	53	4	and	and	CCONJ
bracis-33601	53	5	olu	olu	PROPN
bracis-33601	53	6	et	et	PROPN
bracis-33601	53	7	al	al	PROPN
bracis-33601	53	8	.	.	PUNCT
bracis-33601	53	9	 	 	SPACE
bracis-33601	54	1	[	[	X
bracis-33601	54	2	23	23	NUM
bracis-33601	54	3	]	]	PUNCT
bracis-33601	54	4	,	,	PUNCT
bracis-33601	54	5	which	which	PRON
bracis-33601	54	6	go	go	VERB
bracis-33601	54	7	beyond	beyond	ADP
bracis-33601	54	8	conventional	conventional	ADJ
bracis-33601	54	9	approaches	approach	NOUN
bracis-33601	54	10	by	by	ADP
bracis-33601	54	11	exploring	explore	VERB
bracis-33601	54	12	deep	deep	ADJ
bracis-33601	54	13	learning	learning	NOUN
bracis-33601	54	14	for	for	ADP
bracis-33601	54	15	time	time	NOUN
bracis-33601	54	16	series	series	PROPN
bracis-33601	54	17	forecasting	forecasting	PROPN
bracis-33601	54	18	.	.	PUNCT
bracis-33601	55	1	these	these	DET
bracis-33601	55	2	studies	study	NOUN
bracis-33601	55	3	stand	stand	VERB
bracis-33601	55	4	out	out	ADP
bracis-33601	55	5	notably	notably	ADV
bracis-33601	55	6	in	in	ADP
bracis-33601	55	7	the	the	DET
bracis-33601	55	8	results	result	NOUN
bracis-33601	55	9	achieved	achieve	VERB
bracis-33601	55	10	,	,	PUNCT
bracis-33601	55	11	showing	show	VERB
bracis-33601	55	12	the	the	DET
bracis-33601	55	13	substantial	substantial	ADJ
bracis-33601	55	14	potential	potential	NOUN
bracis-33601	55	15	of	of	ADP
bracis-33601	55	16	these	these	DET
bracis-33601	55	17	techniques	technique	NOUN
bracis-33601	55	18	to	to	PART
bracis-33601	55	19	address	address	VERB
bracis-33601	55	20	this	this	DET
bracis-33601	55	21	problem	problem	NOUN
bracis-33601	55	22	.	.	PUNCT
bracis-33601	56	1	within	within	ADP
bracis-33601	56	2	this	this	DET
bracis-33601	56	3	scenario	scenario	NOUN
bracis-33601	56	4	,	,	PUNCT
bracis-33601	56	5	the	the	DET
bracis-33601	56	6	long	long	ADJ
bracis-33601	56	7	short	short	ADJ
bracis-33601	56	8	-	-	PUNCT
bracis-33601	56	9	term	term	NOUN
bracis-33601	56	10	memory	memory	NOUN
bracis-33601	56	11	(	(	PUNCT
bracis-33601	56	12	lstm	lstm	NOUN
bracis-33601	56	13	)	)	PUNCT
bracis-33601	56	14	architecture	architecture	NOUN
bracis-33601	56	15	has	have	AUX
bracis-33601	56	16	gained	gain	VERB
bracis-33601	56	17	prominence	prominence	NOUN
bracis-33601	56	18	,	,	PUNCT
bracis-33601	56	19	as	as	SCONJ
bracis-33601	56	20	evidenced	evidence	VERB
bracis-33601	56	21	by	by	ADP
bracis-33601	56	22	the	the	DET
bracis-33601	56	23	study	study	NOUN
bracis-33601	56	24	by	by	ADP
bracis-33601	56	25	wang	wang	PROPN
bracis-33601	56	26	et	et	PROPN
bracis-33601	56	27	al	al	PROPN
bracis-33601	56	28	.	.	PUNCT
bracis-33601	56	29	 	 	SPACE
bracis-33601	57	1	[	[	X
bracis-33601	57	2	29	29	NUM
bracis-33601	57	3	]	]	PUNCT
bracis-33601	57	4	.	.	PUNCT
bracis-33601	58	1	this	this	DET
bracis-33601	58	2	work	work	NOUN
bracis-33601	58	3	concludes	conclude	VERB
bracis-33601	58	4	that	that	SCONJ
bracis-33601	58	5	the	the	DET
bracis-33601	58	6	lstm	lstm	PROPN
bracis-33601	58	7	model	model	NOUN
bracis-33601	58	8	has	have	VERB
bracis-33601	58	9	a	a	DET
bracis-33601	58	10	significant	significant	ADJ
bracis-33601	58	11	potential	potential	NOUN
bracis-33601	58	12	to	to	PART
bracis-33601	58	13	predict	predict	VERB
bracis-33601	58	14	future	future	ADJ
bracis-33601	58	15	energy	energy	NOUN
bracis-33601	58	16	consumption	consumption	NOUN
bracis-33601	58	17	.	.	PUNCT
bracis-33601	59	1	such	such	DET
bracis-33601	59	2	a	a	DET
bracis-33601	59	3	model	model	NOUN
bracis-33601	59	4	stands	stand	VERB
bracis-33601	59	5	out	out	ADP
bracis-33601	59	6	for	for	ADP
bracis-33601	59	7	its	its	PRON
bracis-33601	59	8	ability	ability	NOUN
bracis-33601	59	9	to	to	PART
bracis-33601	59	10	accurately	accurately	ADV
bracis-33601	59	11	capture	capture	VERB
bracis-33601	59	12	the	the	DET
bracis-33601	59	13	data	datum	NOUN
bracis-33601	59	14	’s	’s	PART
bracis-33601	59	15	periodicity	periodicity	NOUN
bracis-33601	59	16	and	and	CCONJ
bracis-33601	59	17	exhibits	exhibit	VERB
bracis-33601	59	18	a	a	DET
bracis-33601	59	19	predictive	predictive	ADJ
bracis-33601	59	20	performance	performance	NOUN
bracis-33601	59	21	superior	superior	ADJ
bracis-33601	59	22	to	to	ADP
bracis-33601	59	23	traditional	traditional	ADJ
bracis-33601	59	24	models	model	NOUN
bracis-33601	59	25	.	.	PUNCT
bracis-33601	60	1	in	in	ADP
bracis-33601	60	2	the	the	DET
bracis-33601	60	3	literature	literature	NOUN
bracis-33601	60	4	,	,	PUNCT
bracis-33601	60	5	smoothing	smooth	VERB
bracis-33601	60	6	techniques	technique	NOUN
bracis-33601	60	7	have	have	AUX
bracis-33601	60	8	been	be	AUX
bracis-33601	60	9	explored	explore	VERB
bracis-33601	60	10	to	to	PART
bracis-33601	60	11	improve	improve	VERB
bracis-33601	60	12	the	the	DET
bracis-33601	60	13	accuracy	accuracy	NOUN
bracis-33601	60	14	of	of	ADP
bracis-33601	60	15	time	time	NOUN
bracis-33601	60	16	series	series	NOUN
bracis-33601	60	17	predictions	prediction	NOUN
bracis-33601	60	18	.	.	PUNCT
bracis-33601	61	1	a	a	DET
bracis-33601	61	2	notable	notable	ADJ
bracis-33601	61	3	example	example	NOUN
bracis-33601	61	4	is	be	AUX
bracis-33601	61	5	the	the	DET
bracis-33601	61	6	study	study	NOUN
bracis-33601	61	7	by	by	ADP
bracis-33601	61	8	wibawa	wibawa	PROPN
bracis-33601	61	9	et	et	PROPN
bracis-33601	61	10	al	al	PROPN
bracis-33601	61	11	.	.	PUNCT
bracis-33601	61	12	 	 	SPACE
bracis-33601	62	1	[	[	X
bracis-33601	62	2	30	30	NUM
bracis-33601	62	3	]	]	PUNCT
bracis-33601	62	4	,	,	PUNCT
bracis-33601	62	5	in	in	ADP
bracis-33601	62	6	which	which	PRON
bracis-33601	62	7	the	the	DET
bracis-33601	62	8	application	application	NOUN
bracis-33601	62	9	of	of	ADP
bracis-33601	62	10	smoothing	smooth	VERB
bracis-33601	62	11	in	in	ADP
bracis-33601	62	12	the	the	DET
bracis-33601	62	13	data	datum	NOUN
bracis-33601	62	14	significantly	significantly	ADV
bracis-33601	62	15	enhanced	enhance	VERB
bracis-33601	62	16	the	the	DET
bracis-33601	62	17	performance	performance	NOUN
bracis-33601	62	18	of	of	ADP
bracis-33601	62	19	his	his	PRON
bracis-33601	62	20	convolutional	convolutional	ADJ
bracis-33601	62	21	neural	neural	ADJ
bracis-33601	62	22	network	network	NOUN
bracis-33601	62	23	(	(	PUNCT
bracis-33601	62	24	cnn	cnn	PROPN
bracis-33601	62	25	)	)	PUNCT
bracis-33601	62	26	,	,	PUNCT
bracis-33601	62	27	surpassing	surpass	VERB
bracis-33601	62	28	several	several	ADJ
bracis-33601	62	29	state	state	NOUN
bracis-33601	62	30	-	-	PUNCT
bracis-33601	62	31	of	of	ADP
bracis-33601	62	32	-	-	PUNCT
bracis-33601	62	33	the	the	DET
bracis-33601	62	34	-	-	PUNCT
bracis-33601	62	35	art	art	NOUN
bracis-33601	62	36	models	model	NOUN
bracis-33601	62	37	.	.	PUNCT
bracis-33601	63	1	in	in	ADP
bracis-33601	63	2	a	a	DET
bracis-33601	63	3	study	study	NOUN
bracis-33601	63	4	conducted	conduct	VERB
bracis-33601	63	5	by	by	ADP
bracis-33601	63	6	xiao	xiao	PROPN
bracis-33601	63	7	et	et	PROPN
bracis-33601	63	8	al	al	PROPN
bracis-33601	63	9	.	.	PUNCT
bracis-33601	63	10	 	 	SPACE
bracis-33601	63	11	[	[	X
bracis-33601	63	12	32	32	NUM
bracis-33601	63	13	]	]	PUNCT
bracis-33601	63	14	,	,	PUNCT
bracis-33601	63	15	the	the	DET
bracis-33601	63	16	impact	impact	NOUN
bracis-33601	63	17	of	of	ADP
bracis-33601	63	18	data	datum	NOUN
bracis-33601	63	19	pre	pre	ADJ
bracis-33601	63	20	-	-	ADJ
bracis-33601	63	21	processing	process	VERB
bracis-33601	63	22	and	and	CCONJ
bracis-33601	63	23	smoothing	smooth	VERB
bracis-33601	63	24	techniques	technique	NOUN
bracis-33601	63	25	on	on	ADP
bracis-33601	63	26	predicting	predict	VERB
bracis-33601	63	27	time	time	NOUN
bracis-33601	63	28	series	series	NOUN
bracis-33601	63	29	regarding	regard	VERB
bracis-33601	63	30	energy	energy	NOUN
bracis-33601	63	31	consumption	consumption	NOUN
bracis-33601	63	32	in	in	ADP
bracis-33601	63	33	buildings	building	NOUN
bracis-33601	63	34	was	be	AUX
bracis-33601	63	35	investigated	investigate	VERB
bracis-33601	63	36	.	.	PUNCT
bracis-33601	64	1	the	the	DET
bracis-33601	64	2	results	result	NOUN
bracis-33601	64	3	showed	show	VERB
bracis-33601	64	4	that	that	SCONJ
bracis-33601	64	5	the	the	DET
bracis-33601	64	6	smoothing	smoothing	NOUN
bracis-33601	64	7	method	method	NOUN
bracis-33601	64	8	resulted	result	VERB
bracis-33601	64	9	in	in	ADP
bracis-33601	64	10	a	a	DET
bracis-33601	64	11	0.91	0.91	NUM
bracis-33601	64	12	%	%	NOUN
bracis-33601	64	13	reduction	reduction	NOUN
bracis-33601	64	14	in	in	ADP
bracis-33601	64	15	the	the	DET
bracis-33601	64	16	evaluated	evaluate	VERB
bracis-33601	64	17	metric	metric	NOUN
bracis-33601	64	18	.	.	PUNCT
bracis-33601	65	1	furthermore	furthermore	ADV
bracis-33601	65	2	,	,	PUNCT
bracis-33601	65	3	a	a	DET
bracis-33601	65	4	gradual	gradual	ADJ
bracis-33601	65	5	decline	decline	NOUN
bracis-33601	65	6	in	in	ADP
bracis-33601	65	7	model	model	NOUN
bracis-33601	65	8	performance	performance	NOUN
bracis-33601	65	9	over	over	ADP
bracis-33601	65	10	time	time	NOUN
bracis-33601	65	11	was	be	AUX
bracis-33601	65	12	observed	observe	VERB
bracis-33601	65	13	,	,	PUNCT
bracis-33601	65	14	suggesting	suggest	VERB
bracis-33601	65	15	the	the	DET
bracis-33601	65	16	need	need	NOUN
bracis-33601	65	17	for	for	ADP
bracis-33601	65	18	updating	update	VERB
bracis-33601	65	19	every	every	DET
bracis-33601	65	20	seven	seven	NUM
bracis-33601	65	21	weeks	week	NOUN
bracis-33601	65	22	.	.	PUNCT
bracis-33601	66	1	3	3	NUM
bracis-33601	66	2	methodology	methodology	NOUN
bracis-33601	66	3	in	in	ADP
bracis-33601	66	4	this	this	DET
bracis-33601	66	5	section	section	NOUN
bracis-33601	66	6	,	,	PUNCT
bracis-33601	66	7	we	we	PRON
bracis-33601	66	8	detail	detail	VERB
bracis-33601	66	9	the	the	DET
bracis-33601	66	10	methodology	methodology	NOUN
bracis-33601	66	11	that	that	PRON
bracis-33601	66	12	supports	support	VERB
bracis-33601	66	13	our	our	PRON
bracis-33601	66	14	study	study	NOUN
bracis-33601	66	15	.	.	PUNCT
bracis-33601	67	1	our	our	PRON
bracis-33601	67	2	proposed	propose	VERB
bracis-33601	67	3	approach	approach	NOUN
bracis-33601	67	4	is	be	AUX
bracis-33601	67	5	visually	visually	ADV
bracis-33601	67	6	captured	capture	VERB
bracis-33601	67	7	in	in	ADP
bracis-33601	67	8	fig	fig	NOUN
bracis-33601	67	9	.	.	PUNCT
bracis-33601	67	10	 	 	SPACE
bracis-33601	68	1	1	1	NUM
bracis-33601	68	2	,	,	PUNCT
bracis-33601	68	3	which	which	PRON
bracis-33601	68	4	encompasses	encompass	VERB
bracis-33601	68	5	three	three	NUM
bracis-33601	68	6	main	main	ADJ
bracis-33601	68	7	blocks	block	NOUN
bracis-33601	68	8	:	:	PUNCT
bracis-33601	68	9	input	input	NOUN
bracis-33601	68	10	data	datum	NOUN
bracis-33601	68	11	,	,	PUNCT
bracis-33601	68	12	pipeline	pipeline	NOUN
bracis-33601	68	13	,	,	PUNCT
bracis-33601	68	14	and	and	CCONJ
bracis-33601	68	15	the	the	DET
bracis-33601	68	16	model	model	NOUN
bracis-33601	68	17	evaluation	evaluation	NOUN
bracis-33601	68	18	.	.	PUNCT
bracis-33601	69	1	the	the	DET
bracis-33601	69	2	following	follow	VERB
bracis-33601	69	3	subsections	subsection	NOUN
bracis-33601	69	4	will	will	AUX
bracis-33601	69	5	describe	describe	VERB
bracis-33601	69	6	each	each	PRON
bracis-33601	69	7	of	of	ADP
bracis-33601	69	8	the	the	DET
bracis-33601	69	9	steps	step	NOUN
bracis-33601	69	10	in	in	ADP
bracis-33601	69	11	this	this	DET
bracis-33601	69	12	process	process	NOUN
bracis-33601	69	13	.	.	PUNCT
bracis-33601	70	1	fig	fig	NOUN
bracis-33601	70	2	.	.	PUNCT
bracis-33601	71	1	1	1	X
bracis-33601	71	2	.	.	X
bracis-33601	71	3	methodology	methodology	NOUN
bracis-33601	71	4	applied	apply	VERB
bracis-33601	71	5	in	in	ADP
bracis-33601	71	6	this	this	DET
bracis-33601	71	7	work	work	NOUN
bracis-33601	71	8	.	.	PUNCT
bracis-33601	72	1	full	full	ADJ
bracis-33601	72	2	size	size	NOUN
bracis-33601	72	3	image	image	NOUN
bracis-33601	72	4	3.1	3.1	NUM
bracis-33601	72	5	dataset	dataset	VERB
bracis-33601	72	6	the	the	DET
bracis-33601	72	7	data	datum	NOUN
bracis-33601	72	8	used	use	VERB
bracis-33601	72	9	in	in	ADP
bracis-33601	72	10	this	this	DET
bracis-33601	72	11	study	study	NOUN
bracis-33601	72	12	was	be	AUX
bracis-33601	72	13	collected	collect	VERB
bracis-33601	72	14	from	from	ADP
bracis-33601	72	15	a	a	DET
bracis-33601	72	16	power	power	NOUN
bracis-33601	72	17	plant	plant	NOUN
bracis-33601	72	18	,	,	PUNCT
bracis-33601	72	19	which	which	PRON
bracis-33601	72	20	we	we	PRON
bracis-33601	72	21	refer	refer	VERB
bracis-33601	72	22	to	to	ADP
bracis-33601	72	23	by	by	ADP
bracis-33601	72	24	its	its	PRON
bracis-33601	72	25	pseudonym	pseudonym	NOUN
bracis-33601	72	26	:	:	PUNCT
bracis-33601	72	27	sri	sri	PROPN
bracis-33601	72	28	.	.	PUNCT
bracis-33601	73	1	the	the	DET
bracis-33601	73	2	information	information	NOUN
bracis-33601	73	3	was	be	AUX
bracis-33601	73	4	collected	collect	VERB
bracis-33601	73	5	for	for	ADP
bracis-33601	73	6	approximately	approximately	ADV
bracis-33601	73	7	390	390	NUM
bracis-33601	73	8	days	day	NOUN
bracis-33601	73	9	.	.	PUNCT
bracis-33601	74	1	these	these	DET
bracis-33601	74	2	data	datum	NOUN
bracis-33601	74	3	were	be	AUX
bracis-33601	74	4	registered	register	VERB
bracis-33601	74	5	daily	daily	ADV
bracis-33601	74	6	by	by	ADP
bracis-33601	74	7	specialized	specialized	ADJ
bracis-33601	74	8	equipment	equipment	NOUN
bracis-33601	74	9	,	,	PUNCT
bracis-33601	74	10	reflecting	reflect	VERB
bracis-33601	74	11	the	the	DET
bracis-33601	74	12	energy	energy	NOUN
bracis-33601	74	13	consumption	consumption	NOUN
bracis-33601	74	14	of	of	ADP
bracis-33601	74	15	each	each	DET
bracis-33601	74	16	station	station	NOUN
bracis-33601	74	17	during	during	ADP
bracis-33601	74	18	this	this	DET
bracis-33601	74	19	period	period	NOUN
bracis-33601	74	20	.	.	PUNCT
bracis-33601	75	1	the	the	DET
bracis-33601	75	2	data	datum	NOUN
bracis-33601	75	3	used	use	VERB
bracis-33601	75	4	is	be	AUX
bracis-33601	75	5	in	in	ADP
bracis-33601	75	6	fig	fig	NOUN
bracis-33601	75	7	.	.	PUNCT
bracis-33601	75	8	 	 	SPACE
bracis-33601	76	1	2	2	NUM
bracis-33601	76	2	.	.	X
bracis-33601	76	3	fig	fig	NOUN
bracis-33601	76	4	.	.	PUNCT
bracis-33601	77	1	2	2	X
bracis-33601	77	2	.	.	X
bracis-33601	77	3	power	power	NOUN
bracis-33601	77	4	consumption	consumption	NOUN
bracis-33601	77	5	data	datum	NOUN
bracis-33601	77	6	collected	collect	VERB
bracis-33601	77	7	from	from	ADP
bracis-33601	77	8	the	the	DET
bracis-33601	77	9	station	station	NOUN
bracis-33601	77	10	,	,	PUNCT
bracis-33601	77	11	covering	cover	VERB
bracis-33601	77	12	390	390	NUM
bracis-33601	77	13	days	day	NOUN
bracis-33601	77	14	.	.	PUNCT
bracis-33601	78	1	full	full	ADJ
bracis-33601	78	2	size	size	NOUN
bracis-33601	78	3	image	image	NOUN
bracis-33601	78	4	figure	figure	NOUN
bracis-33601	78	5	 	 	SPACE
bracis-33601	78	6	3	3	NUM
bracis-33601	78	7	illustrates	illustrate	VERB
bracis-33601	78	8	the	the	DET
bracis-33601	78	9	decomposition	decomposition	NOUN
bracis-33601	78	10	of	of	ADP
bracis-33601	78	11	consumption	consumption	NOUN
bracis-33601	78	12	data	datum	NOUN
bracis-33601	78	13	into	into	ADP
bracis-33601	78	14	its	its	PRON
bracis-33601	78	15	seasonality	seasonality	NOUN
bracis-33601	78	16	,	,	PUNCT
bracis-33601	78	17	trend	trend	NOUN
bracis-33601	78	18	,	,	PUNCT
bracis-33601	78	19	and	and	CCONJ
bracis-33601	78	20	residual	residual	ADJ
bracis-33601	78	21	components	component	NOUN
bracis-33601	78	22	.	.	PUNCT
bracis-33601	79	1	we	we	PRON
bracis-33601	79	2	observed	observe	VERB
bracis-33601	79	3	that	that	SCONJ
bracis-33601	79	4	the	the	DET
bracis-33601	79	5	data	datum	NOUN
bracis-33601	79	6	trend	trend	NOUN
bracis-33601	79	7	presents	present	VERB
bracis-33601	79	8	variations	variation	NOUN
bracis-33601	79	9	,	,	PUNCT
bracis-33601	79	10	not	not	PART
bracis-33601	79	11	following	follow	VERB
bracis-33601	79	12	a	a	DET
bracis-33601	79	13	continuous	continuous	ADJ
bracis-33601	79	14	linear	linear	ADJ
bracis-33601	79	15	trajectory	trajectory	NOUN
bracis-33601	79	16	.	.	PUNCT
bracis-33601	80	1	these	these	DET
bracis-33601	80	2	oscillations	oscillation	NOUN
bracis-33601	80	3	suggest	suggest	VERB
bracis-33601	80	4	the	the	DET
bracis-33601	80	5	existence	existence	NOUN
bracis-33601	80	6	of	of	ADP
bracis-33601	80	7	patterns	pattern	NOUN
bracis-33601	80	8	of	of	ADP
bracis-33601	80	9	growth	growth	NOUN
bracis-33601	80	10	followed	follow	VERB
bracis-33601	80	11	by	by	ADP
bracis-33601	80	12	periods	period	NOUN
bracis-33601	80	13	of	of	ADP
bracis-33601	80	14	decline	decline	NOUN
bracis-33601	80	15	in	in	ADP
bracis-33601	80	16	the	the	DET
bracis-33601	80	17	data	datum	NOUN
bracis-33601	80	18	,	,	PUNCT
bracis-33601	80	19	possibly	possibly	ADV
bracis-33601	80	20	influenced	influence	VERB
bracis-33601	80	21	by	by	ADP
bracis-33601	80	22	external	external	ADJ
bracis-33601	80	23	factors	factor	NOUN
bracis-33601	80	24	such	such	ADJ
bracis-33601	80	25	as	as	ADP
bracis-33601	80	26	climate	climate	NOUN
bracis-33601	80	27	change	change	NOUN
bracis-33601	80	28	or	or	CCONJ
bracis-33601	80	29	economic	economic	ADJ
bracis-33601	80	30	events	event	NOUN
bracis-33601	80	31	.	.	PUNCT
bracis-33601	81	1	furthermore	furthermore	ADV
bracis-33601	81	2	,	,	PUNCT
bracis-33601	81	3	in	in	ADP
bracis-33601	81	4	fig	fig	NOUN
bracis-33601	81	5	.	.	PUNCT
bracis-33601	81	6	 	 	SPACE
bracis-33601	81	7	3	3	NUM
bracis-33601	81	8	,	,	PUNCT
bracis-33601	81	9	it	it	PRON
bracis-33601	81	10	is	be	AUX
bracis-33601	81	11	possible	possible	ADJ
bracis-33601	81	12	to	to	PART
bracis-33601	81	13	notice	notice	VERB
bracis-33601	81	14	a	a	DET
bracis-33601	81	15	marked	mark	VERB
bracis-33601	81	16	seasonality	seasonality	NOUN
bracis-33601	81	17	repeated	repeat	VERB
bracis-33601	81	18	approximately	approximately	ADV
bracis-33601	81	19	every	every	DET
bracis-33601	81	20	30	30	NUM
bracis-33601	81	21	days	day	NOUN
bracis-33601	81	22	,	,	PUNCT
bracis-33601	81	23	indicating	indicate	VERB
bracis-33601	81	24	a	a	DET
bracis-33601	81	25	monthly	monthly	ADJ
bracis-33601	81	26	seasonality	seasonality	NOUN
bracis-33601	81	27	.	.	PUNCT
bracis-33601	82	1	it	it	PRON
bracis-33601	82	2	is	be	AUX
bracis-33601	82	3	also	also	ADV
bracis-33601	82	4	possible	possible	ADJ
bracis-33601	82	5	to	to	PART
bracis-33601	82	6	observe	observe	VERB
bracis-33601	82	7	many	many	ADJ
bracis-33601	82	8	residuals	residual	NOUN
bracis-33601	82	9	,	,	PUNCT
bracis-33601	82	10	showing	show	VERB
bracis-33601	82	11	that	that	SCONJ
bracis-33601	82	12	we	we	PRON
bracis-33601	82	13	could	could	AUX
bracis-33601	82	14	not	not	PART
bracis-33601	82	15	solve	solve	VERB
bracis-33601	82	16	the	the	DET
bracis-33601	82	17	problem	problem	NOUN
bracis-33601	82	18	with	with	ADP
bracis-33601	82	19	linear	linear	ADJ
bracis-33601	82	20	models	model	NOUN
bracis-33601	82	21	.	.	PUNCT
bracis-33601	83	1	fig	fig	NOUN
bracis-33601	83	2	.	.	PUNCT
bracis-33601	84	1	3	3	X
bracis-33601	84	2	.	.	X
bracis-33601	84	3	seasonal	seasonal	ADJ
bracis-33601	84	4	,	,	PUNCT
bracis-33601	84	5	trend	trend	NOUN
bracis-33601	84	6	,	,	PUNCT
bracis-33601	84	7	and	and	CCONJ
bracis-33601	84	8	residuals	residual	NOUN
bracis-33601	84	9	for	for	ADP
bracis-33601	84	10	the	the	DET
bracis-33601	84	11	studied	study	VERB
bracis-33601	84	12	dataset	dataset	NOUN
bracis-33601	84	13	.	.	PUNCT
bracis-33601	85	1	full	full	ADJ
bracis-33601	85	2	size	size	NOUN
bracis-33601	85	3	image	image	NOUN
bracis-33601	85	4	3.2	3.2	NUM
bracis-33601	85	5	data	datum	NOUN
bracis-33601	85	6	preparation	preparation	NOUN
bracis-33601	85	7	we	we	PRON
bracis-33601	85	8	split	split	VERB
bracis-33601	85	9	the	the	DET
bracis-33601	85	10	dataset	dataset	NOUN
bracis-33601	85	11	into	into	ADP
bracis-33601	85	12	two	two	NUM
bracis-33601	85	13	subsets	subset	NOUN
bracis-33601	85	14	,	,	PUNCT
bracis-33601	85	15	one	one	NUM
bracis-33601	85	16	for	for	ADP
bracis-33601	85	17	training	training	NOUN
bracis-33601	85	18	and	and	CCONJ
bracis-33601	85	19	the	the	DET
bracis-33601	85	20	other	other	ADJ
bracis-33601	85	21	for	for	ADP
bracis-33601	85	22	testing	testing	NOUN
bracis-33601	85	23	.	.	PUNCT
bracis-33601	86	1	we	we	PRON
bracis-33601	86	2	performed	perform	VERB
bracis-33601	86	3	this	this	DET
bracis-33601	86	4	split	split	NOUN
bracis-33601	86	5	temporally	temporally	ADV
bracis-33601	86	6	;	;	PUNCT
bracis-33601	86	7	we	we	PRON
bracis-33601	86	8	separated	separate	VERB
bracis-33601	86	9	80	80	NUM
bracis-33601	86	10	%	%	NOUN
bracis-33601	86	11	of	of	ADP
bracis-33601	86	12	the	the	DET
bracis-33601	86	13	dataset	dataset	NOUN
bracis-33601	86	14	for	for	ADP
bracis-33601	86	15	training	training	NOUN
bracis-33601	86	16	,	,	PUNCT
bracis-33601	86	17	equivalent	equivalent	ADJ
bracis-33601	86	18	to	to	ADP
bracis-33601	86	19	approximately	approximately	ADV
bracis-33601	86	20	330	330	NUM
bracis-33601	86	21	days	day	NOUN
bracis-33601	86	22	,	,	PUNCT
bracis-33601	86	23	and	and	CCONJ
bracis-33601	86	24	we	we	PRON
bracis-33601	86	25	separated	separate	VERB
bracis-33601	86	26	the	the	DET
bracis-33601	86	27	remaining	remain	VERB
bracis-33601	86	28	20	20	NUM
bracis-33601	86	29	%	%	NOUN
bracis-33601	86	30	for	for	ADP
bracis-33601	86	31	model	model	NOUN
bracis-33601	86	32	validation	validation	NOUN
bracis-33601	86	33	,	,	PUNCT
bracis-33601	86	34	about	about	ADV
bracis-33601	86	35	60	60	NUM
bracis-33601	86	36	days	day	NOUN
bracis-33601	86	37	.	.	PUNCT
bracis-33601	87	1	for	for	ADP
bracis-33601	87	2	prediction	prediction	NOUN
bracis-33601	87	3	purposes	purpose	NOUN
bracis-33601	87	4	,	,	PUNCT
bracis-33601	87	5	we	we	PRON
bracis-33601	87	6	divided	divide	VERB
bracis-33601	87	7	the	the	DET
bracis-33601	87	8	test	test	NOUN
bracis-33601	87	9	set	set	VERB
bracis-33601	87	10	into	into	ADP
bracis-33601	87	11	four	four	NUM
bracis-33601	87	12	groups	group	NOUN
bracis-33601	87	13	,	,	PUNCT
bracis-33601	87	14	which	which	PRON
bracis-33601	87	15	covered	cover	VERB
bracis-33601	87	16	the	the	DET
bracis-33601	87	17	horizons	horizon	NOUN
bracis-33601	87	18	of	of	ADP
bracis-33601	87	19	14	14	NUM
bracis-33601	87	20	,	,	PUNCT
bracis-33601	87	21	30	30	NUM
bracis-33601	87	22	,	,	PUNCT
bracis-33601	87	23	45	45	NUM
bracis-33601	87	24	and	and	CCONJ
bracis-33601	87	25	60	60	NUM
bracis-33601	87	26	days	day	NOUN
bracis-33601	87	27	.	.	PUNCT
bracis-33601	88	1	we	we	PRON
bracis-33601	88	2	performed	perform	VERB
bracis-33601	88	3	this	this	DET
bracis-33601	88	4	division	division	NOUN
bracis-33601	88	5	of	of	ADP
bracis-33601	88	6	the	the	DET
bracis-33601	88	7	test	test	NOUN
bracis-33601	88	8	set	set	VERB
bracis-33601	88	9	to	to	PART
bracis-33601	88	10	evaluate	evaluate	VERB
bracis-33601	88	11	the	the	DET
bracis-33601	88	12	model	model	NOUN
bracis-33601	88	13	’s	’s	PART
bracis-33601	88	14	efficiency	efficiency	NOUN
bracis-33601	88	15	in	in	ADP
bracis-33601	88	16	different	different	ADJ
bracis-33601	88	17	prediction	prediction	NOUN
bracis-33601	88	18	horizons	horizon	NOUN
bracis-33601	88	19	.	.	PUNCT
bracis-33601	89	1	the	the	DET
bracis-33601	89	2	first	first	ADJ
bracis-33601	89	3	14	14	NUM
bracis-33601	89	4	-	-	PUNCT
bracis-33601	89	5	day	day	NOUN
bracis-33601	89	6	horizon	horizon	NOUN
bracis-33601	89	7	is	be	AUX
bracis-33601	89	8	chosen	choose	VERB
bracis-33601	89	9	because	because	SCONJ
bracis-33601	89	10	it	it	PRON
bracis-33601	89	11	encompasses	encompass	VERB
bracis-33601	89	12	two	two	NUM
bracis-33601	89	13	complete	complete	ADJ
bracis-33601	89	14	weeks	week	NOUN
bracis-33601	89	15	,	,	PUNCT
bracis-33601	89	16	which	which	PRON
bracis-33601	89	17	helps	help	VERB
bracis-33601	89	18	the	the	DET
bracis-33601	89	19	model	model	NOUN
bracis-33601	89	20	capture	capture	VERB
bracis-33601	89	21	the	the	DET
bracis-33601	89	22	typical	typical	ADJ
bracis-33601	89	23	patterns	pattern	NOUN
bracis-33601	89	24	of	of	ADP
bracis-33601	89	25	weekdays	weekday	NOUN
bracis-33601	89	26	and	and	CCONJ
bracis-33601	89	27	weekends	weekend	NOUN
bracis-33601	89	28	.	.	PUNCT
bracis-33601	90	1	the	the	DET
bracis-33601	90	2	second	second	ADJ
bracis-33601	90	3	horizon	horizon	NOUN
bracis-33601	90	4	,	,	PUNCT
bracis-33601	90	5	representing	represent	VERB
bracis-33601	90	6	a	a	DET
bracis-33601	90	7	whole	whole	ADJ
bracis-33601	90	8	month	month	NOUN
bracis-33601	90	9	,	,	PUNCT
bracis-33601	90	10	allows	allow	VERB
bracis-33601	90	11	the	the	DET
bracis-33601	90	12	model	model	NOUN
bracis-33601	90	13	to	to	PART
bracis-33601	90	14	account	account	VERB
bracis-33601	90	15	for	for	ADP
bracis-33601	90	16	monthly	monthly	ADJ
bracis-33601	90	17	variation	variation	NOUN
bracis-33601	90	18	,	,	PUNCT
bracis-33601	90	19	such	such	ADJ
bracis-33601	90	20	as	as	ADP
bracis-33601	90	21	regular	regular	ADJ
bracis-33601	90	22	events	event	NOUN
bracis-33601	90	23	that	that	PRON
bracis-33601	90	24	occur	occur	VERB
bracis-33601	90	25	once	once	ADV
bracis-33601	90	26	per	per	ADP
bracis-33601	90	27	month	month	NOUN
bracis-33601	90	28	.	.	PUNCT
bracis-33601	91	1	the	the	DET
bracis-33601	91	2	third	third	ADJ
bracis-33601	91	3	horizon	horizon	NOUN
bracis-33601	91	4	represents	represent	VERB
bracis-33601	91	5	a	a	DET
bracis-33601	91	6	month	month	NOUN
bracis-33601	91	7	and	and	CCONJ
bracis-33601	91	8	a	a	DET
bracis-33601	91	9	half	half	NOUN
bracis-33601	91	10	,	,	PUNCT
bracis-33601	91	11	making	make	VERB
bracis-33601	91	12	it	it	PRON
bracis-33601	91	13	possible	possible	ADJ
bracis-33601	91	14	to	to	PART
bracis-33601	91	15	observe	observe	VERB
bracis-33601	91	16	trends	trend	NOUN
bracis-33601	91	17	that	that	PRON
bracis-33601	91	18	may	may	AUX
bracis-33601	91	19	not	not	PART
bracis-33601	91	20	be	be	AUX
bracis-33601	91	21	visible	visible	ADJ
bracis-33601	91	22	at	at	ADP
bracis-33601	91	23	shorter	short	ADJ
bracis-33601	91	24	intervals	interval	NOUN
bracis-33601	91	25	.	.	PUNCT
bracis-33601	92	1	finally	finally	ADV
bracis-33601	92	2	,	,	PUNCT
bracis-33601	92	3	the	the	DET
bracis-33601	92	4	fourth	fourth	ADJ
bracis-33601	92	5	horizon	horizon	NOUN
bracis-33601	92	6	represents	represent	VERB
bracis-33601	92	7	two	two	NUM
bracis-33601	92	8	whole	whole	ADJ
bracis-33601	92	9	months	month	NOUN
bracis-33601	92	10	,	,	PUNCT
bracis-33601	92	11	providing	provide	VERB
bracis-33601	92	12	an	an	DET
bracis-33601	92	13	even	even	ADV
bracis-33601	92	14	broader	broad	ADJ
bracis-33601	92	15	view	view	NOUN
bracis-33601	92	16	and	and	CCONJ
bracis-33601	92	17	enabling	enable	VERB
bracis-33601	92	18	the	the	DET
bracis-33601	92	19	capture	capture	NOUN
bracis-33601	92	20	of	of	ADP
bracis-33601	92	21	more	more	ADJ
bracis-33601	92	22	seasonal	seasonal	ADJ
bracis-33601	92	23	effects	effect	NOUN
bracis-33601	92	24	or	or	CCONJ
bracis-33601	92	25	periodic	periodic	ADJ
bracis-33601	92	26	changes	change	NOUN
bracis-33601	92	27	.	.	PUNCT
bracis-33601	93	1	we	we	PRON
bracis-33601	93	2	used	use	VERB
bracis-33601	93	3	the	the	DET
bracis-33601	93	4	z	z	NOUN
bracis-33601	93	5	-	-	PUNCT
bracis-33601	93	6	score	score	NOUN
bracis-33601	93	7	method	method	NOUN
bracis-33601	93	8	to	to	PART
bracis-33601	93	9	standardize	standardize	VERB
bracis-33601	93	10	the	the	DET
bracis-33601	93	11	data	datum	NOUN
bracis-33601	93	12	.	.	PUNCT
bracis-33601	94	1	this	this	DET
bracis-33601	94	2	procedure	procedure	NOUN
bracis-33601	94	3	recalibrates	recalibrate	VERB
bracis-33601	94	4	an	an	DET
bracis-33601	94	5	attribute	attribute	NOUN
bracis-33601	94	6	to	to	PART
bracis-33601	94	7	align	align	VERB
bracis-33601	94	8	with	with	ADP
bracis-33601	94	9	0	0	NUM
bracis-33601	94	10	,	,	PUNCT
bracis-33601	94	11	and	and	CCONJ
bracis-33601	94	12	its	its	PRON
bracis-33601	94	13	values	value	NOUN
bracis-33601	94	14	are	be	AUX
bracis-33601	94	15	readjusted	readjust	VERB
bracis-33601	94	16	by	by	ADP
bracis-33601	94	17	dividing	divide	VERB
bracis-33601	94	18	them	they	PRON
bracis-33601	94	19	by	by	ADP
bracis-33601	94	20	their	their	PRON
bracis-33601	94	21	standard	standard	ADJ
bracis-33601	94	22	deviation	deviation	NOUN
bracis-33601	94	23	.	.	PUNCT
bracis-33601	95	1	as	as	ADP
bracis-33601	95	2	a	a	DET
bracis-33601	95	3	result	result	NOUN
bracis-33601	95	4	,	,	PUNCT
bracis-33601	95	5	the	the	DET
bracis-33601	95	6	mean	mean	NOUN
bracis-33601	95	7	of	of	ADP
bracis-33601	95	8	the	the	DET
bracis-33601	95	9	attribute	attribute	NOUN
bracis-33601	95	10	is	be	AUX
bracis-33601	95	11	normalized	normalize	VERB
bracis-33601	95	12	to	to	ADP
bracis-33601	95	13	0	0	NUM
bracis-33601	95	14	and	and	CCONJ
bracis-33601	95	15	its	its	PRON
bracis-33601	95	16	standard	standard	ADJ
bracis-33601	95	17	deviation	deviation	NOUN
bracis-33601	95	18	to	to	ADP
bracis-33601	95	19	1	1	NUM
bracis-33601	95	20	.	.	PUNCT
bracis-33601	96	1	we	we	PRON
bracis-33601	96	2	apply	apply	VERB
bracis-33601	96	3	the	the	DET
bracis-33601	96	4	eq	eq	NOUN
bracis-33601	96	5	.	.	PUNCT
bracis-33601	96	6	 	 	SPACE
bracis-33601	96	7	1	1	NUM
bracis-33601	96	8	to	to	PART
bracis-33601	96	9	perform	perform	VERB
bracis-33601	96	10	this	this	DET
bracis-33601	96	11	transformation	transformation	NOUN
bracis-33601	96	12	on	on	ADP
bracis-33601	96	13	the	the	DET
bracis-33601	96	14	data	datum	NOUN
bracis-33601	96	15	.	.	PUNCT
bracis-33601	97	1	$	$	SYM
bracis-33601	97	2	$	$	SYM
bracis-33601	97	3	\begin{aligned	\begin{aligne	VERB
bracis-33601	97	4	}	}	PUNCT
bracis-33601	97	5	x_{i_{std}}=\frac{x_i	x_{i_{std}}=\frac{x_i	SYM
bracis-33601	97	6	mean(x)}{std(x	mean(x)}{std(x	NOUN
bracis-33601	97	7	)	)	PUNCT
bracis-33601	97	8	}	}	PUNCT
bracis-33601	97	9	\end{aligned}$$	\end{aligned}$$	X
bracis-33601	97	10	(	(	PUNCT
bracis-33601	97	11	1	1	NUM
bracis-33601	97	12	)	)	PUNCT
bracis-33601	97	13	in	in	ADP
bracis-33601	97	14	eq	eq	ADP
bracis-33601	97	15	.	.	PUNCT
bracis-33601	97	16	 	 	SPACE
bracis-33601	97	17	1	1	NUM
bracis-33601	97	18	,	,	PUNCT
bracis-33601	97	19	x	x	PRON
bracis-33601	97	20	denotes	denote	VERB
bracis-33601	97	21	a	a	DET
bracis-33601	97	22	value	value	NOUN
bracis-33601	97	23	of	of	ADP
bracis-33601	97	24	a	a	DET
bracis-33601	97	25	specific	specific	ADJ
bracis-33601	97	26	attribute	attribute	NOUN
bracis-33601	97	27	taken	take	VERB
bracis-33601	97	28	from	from	ADP
bracis-33601	97	29	the	the	DET
bracis-33601	97	30	training	training	NOUN
bracis-33601	97	31	set	set	NOUN
bracis-33601	97	32	.	.	PUNCT
bracis-33601	98	1	here	here	ADV
bracis-33601	98	2	,	,	PUNCT
bracis-33601	98	3	mean(x	mean(x	X
bracis-33601	98	4	)	)	PUNCT
bracis-33601	98	5	represents	represent	VERB
bracis-33601	98	6	the	the	DET
bracis-33601	98	7	mean	mean	NOUN
bracis-33601	98	8	of	of	ADP
bracis-33601	98	9	these	these	DET
bracis-33601	98	10	attribute	attribute	NOUN
bracis-33601	98	11	values	value	NOUN
bracis-33601	98	12	,	,	PUNCT
bracis-33601	98	13	and	and	CCONJ
bracis-33601	98	14	std(x	std(x	NOUN
bracis-33601	98	15	)	)	PUNCT
bracis-33601	98	16	indicates	indicate	VERB
bracis-33601	98	17	their	their	PRON
bracis-33601	98	18	standard	standard	ADJ
bracis-33601	98	19	deviation	deviation	NOUN
bracis-33601	98	20	.	.	PUNCT
bracis-33601	99	1	before	before	ADP
bracis-33601	99	2	the	the	DET
bracis-33601	99	3	preprocessing	preprocessing	NOUN
bracis-33601	99	4	step	step	NOUN
bracis-33601	99	5	,	,	PUNCT
bracis-33601	99	6	this	this	DET
bracis-33601	99	7	attribute	attribute	NOUN
bracis-33601	99	8	’s	’s	PART
bracis-33601	99	9	value	value	NOUN
bracis-33601	99	10	is	be	AUX
bracis-33601	99	11	expressed	express	VERB
bracis-33601	99	12	as	as	ADP
bracis-33601	99	13	\(x_i\	\(x_i\	NOUN
bracis-33601	99	14	)	)	PUNCT
bracis-33601	99	15	.	.	PUNCT
bracis-33601	100	1	after	after	ADP
bracis-33601	100	2	undergoing	undergo	VERB
bracis-33601	100	3	standardization	standardization	NOUN
bracis-33601	100	4	,	,	PUNCT
bracis-33601	100	5	it	it	PRON
bracis-33601	100	6	transitions	transition	VERB
bracis-33601	100	7	to	to	ADP
bracis-33601	100	8	its	its	PRON
bracis-33601	100	9	standardized	standardized	ADJ
bracis-33601	100	10	form	form	NOUN
bracis-33601	100	11	,	,	PUNCT
bracis-33601	100	12	denoted	denote	VERB
bracis-33601	100	13	by	by	ADP
bracis-33601	100	14	\(x_{i_{std}}\	\(x_{i_{std}}\	NOUN
bracis-33601	100	15	)	)	PUNCT
bracis-33601	100	16	.	.	PUNCT
bracis-33601	101	1	it	it	PRON
bracis-33601	101	2	is	be	AUX
bracis-33601	101	3	important	important	ADJ
bracis-33601	101	4	to	to	PART
bracis-33601	101	5	emphasize	emphasize	VERB
bracis-33601	101	6	that	that	SCONJ
bracis-33601	101	7	,	,	PUNCT
bracis-33601	101	8	while	while	SCONJ
bracis-33601	101	9	both	both	PRON
bracis-33601	101	10	training	training	NOUN
bracis-33601	101	11	and	and	CCONJ
bracis-33601	101	12	test	test	NOUN
bracis-33601	101	13	data	datum	NOUN
bracis-33601	101	14	undergo	undergo	VERB
bracis-33601	101	15	standardization	standardization	NOUN
bracis-33601	101	16	,	,	PUNCT
bracis-33601	101	17	the	the	DET
bracis-33601	101	18	parameters	parameter	NOUN
bracis-33601	101	19	—	—	PUNCT
bracis-33601	101	20	specifically	specifically	ADV
bracis-33601	101	21	mean(x	mean(x	X
bracis-33601	101	22	)	)	PUNCT
bracis-33601	101	23	and	and	CCONJ
bracis-33601	101	24	std(x)—used	std(x)—use	VERB
bracis-33601	101	25	in	in	ADP
bracis-33601	101	26	eq	eq	PROPN
bracis-33601	101	27	.	.	PUNCT
bracis-33601	101	28	 	 	SPACE
bracis-33601	101	29	1	1	NUM
bracis-33601	101	30	are	be	AUX
bracis-33601	101	31	derived	derive	VERB
bracis-33601	101	32	solely	solely	ADV
bracis-33601	101	33	from	from	ADP
bracis-33601	101	34	the	the	DET
bracis-33601	101	35	training	training	NOUN
bracis-33601	101	36	set	set	NOUN
bracis-33601	101	37	.	.	PUNCT
bracis-33601	102	1	3.3	3.3	NUM
bracis-33601	102	2	regression	regression	NOUN
bracis-33601	102	3	within	within	ADP
bracis-33601	102	4	the	the	DET
bracis-33601	102	5	scope	scope	NOUN
bracis-33601	102	6	of	of	ADP
bracis-33601	102	7	this	this	DET
bracis-33601	102	8	study	study	NOUN
bracis-33601	102	9	,	,	PUNCT
bracis-33601	102	10	we	we	PRON
bracis-33601	102	11	evaluated	evaluate	VERB
bracis-33601	102	12	different	different	ADJ
bracis-33601	102	13	state	state	NOUN
bracis-33601	102	14	-	-	PUNCT
bracis-33601	102	15	of	of	ADP
bracis-33601	102	16	-	-	PUNCT
bracis-33601	102	17	the	the	DET
bracis-33601	102	18	-	-	PUNCT
bracis-33601	102	19	art	art	NOUN
bracis-33601	102	20	models	model	NOUN
bracis-33601	102	21	to	to	PART
bracis-33601	102	22	find	find	VERB
bracis-33601	102	23	the	the	DET
bracis-33601	102	24	architecture	architecture	NOUN
bracis-33601	102	25	that	that	PRON
bracis-33601	102	26	best	well	ADV
bracis-33601	102	27	fits	fit	VERB
bracis-33601	102	28	the	the	DET
bracis-33601	102	29	problem	problem	NOUN
bracis-33601	102	30	.	.	PUNCT
bracis-33601	103	1	the	the	DET
bracis-33601	103	2	models	model	NOUN
bracis-33601	103	3	were	be	AUX
bracis-33601	103	4	autoregressive	autoregressive	ADJ
bracis-33601	103	5	integrated	integrated	ADJ
bracis-33601	103	6	moving	move	VERB
bracis-33601	103	7	average	average	ADJ
bracis-33601	103	8	(	(	PUNCT
bracis-33601	103	9	arima	arima	NOUN
bracis-33601	103	10	)	)	PUNCT
bracis-33601	103	11	 	 	SPACE
bracis-33601	104	1	[	[	X
bracis-33601	104	2	4	4	NUM
bracis-33601	104	3	]	]	PUNCT
bracis-33601	104	4	,	,	PUNCT
bracis-33601	104	5	prophet	prophet	NOUN
bracis-33601	104	6	[	[	X
bracis-33601	104	7	27	27	NUM
bracis-33601	104	8	]	]	PUNCT
bracis-33601	104	9	,	,	PUNCT
bracis-33601	104	10	neuralprophet	neuralprophet	NOUN
bracis-33601	104	11	[	[	X
bracis-33601	104	12	28	28	NUM
bracis-33601	104	13	]	]	X
bracis-33601	104	14	,	,	PUNCT
bracis-33601	104	15	extreme	extreme	ADJ
bracis-33601	104	16	gradient	gradient	NOUN
bracis-33601	104	17	boosting	boost	VERB
bracis-33601	104	18	(	(	PUNCT
bracis-33601	104	19	xgboost	xgboost	ADV
bracis-33601	104	20	)	)	PUNCT
bracis-33601	105	1	[	[	X
bracis-33601	105	2	6	6	NUM
bracis-33601	105	3	]	]	PUNCT
bracis-33601	105	4	,	,	PUNCT
bracis-33601	105	5	and	and	CCONJ
bracis-33601	105	6	lstm	lstm	NOUN
bracis-33601	105	7	 	 	SPACE
bracis-33601	106	1	[	[	X
bracis-33601	106	2	10	10	NUM
bracis-33601	106	3	]	]	PUNCT
bracis-33601	106	4	.	.	PUNCT
bracis-33601	107	1	this	this	DET
bracis-33601	107	2	model	model	NOUN
bracis-33601	107	3	selection	selection	NOUN
bracis-33601	107	4	represents	represent	VERB
bracis-33601	107	5	a	a	DET
bracis-33601	107	6	comprehensive	comprehensive	ADJ
bracis-33601	107	7	approach	approach	NOUN
bracis-33601	107	8	encompassing	encompass	VERB
bracis-33601	107	9	traditional	traditional	ADJ
bracis-33601	107	10	methods	method	NOUN
bracis-33601	107	11	and	and	CCONJ
bracis-33601	107	12	recent	recent	ADJ
bracis-33601	107	13	innovations	innovation	NOUN
bracis-33601	107	14	.	.	PUNCT
bracis-33601	108	1	it	it	PRON
bracis-33601	108	2	aims	aim	VERB
bracis-33601	108	3	to	to	PART
bracis-33601	108	4	achieve	achieve	VERB
bracis-33601	108	5	a	a	DET
bracis-33601	108	6	holistic	holistic	ADJ
bracis-33601	108	7	understanding	understanding	NOUN
bracis-33601	108	8	of	of	ADP
bracis-33601	108	9	these	these	DET
bracis-33601	108	10	models	model	NOUN
bracis-33601	108	11	’	'	PUNCT
bracis-33601	108	12	performance	performance	NOUN
bracis-33601	108	13	regarding	regard	VERB
bracis-33601	108	14	the	the	DET
bracis-33601	108	15	complexities	complexity	NOUN
bracis-33601	108	16	of	of	ADP
bracis-33601	108	17	the	the	DET
bracis-33601	108	18	analyzed	analyze	VERB
bracis-33601	108	19	time	time	NOUN
bracis-33601	108	20	series	series	NOUN
bracis-33601	108	21	.	.	PUNCT
bracis-33601	109	1	we	we	PRON
bracis-33601	109	2	trained	train	VERB
bracis-33601	109	3	all	all	DET
bracis-33601	109	4	models	model	NOUN
bracis-33601	109	5	initially	initially	ADV
bracis-33601	109	6	using	use	VERB
bracis-33601	109	7	default	default	NOUN
bracis-33601	109	8	hyperparameters	hyperparameter	NOUN
bracis-33601	109	9	and	and	CCONJ
bracis-33601	109	10	tested	test	VERB
bracis-33601	109	11	their	their	PRON
bracis-33601	109	12	performance	performance	NOUN
bracis-33601	109	13	over	over	ADP
bracis-33601	109	14	a	a	DET
bracis-33601	109	15	thirty	thirty	NUM
bracis-33601	109	16	-	-	PUNCT
bracis-33601	109	17	day	day	NOUN
bracis-33601	109	18	prediction	prediction	NOUN
bracis-33601	109	19	horizon	horizon	NOUN
bracis-33601	109	20	.	.	PUNCT
bracis-33601	110	1	then	then	ADV
bracis-33601	110	2	,	,	PUNCT
bracis-33601	110	3	we	we	PRON
bracis-33601	110	4	submit	submit	VERB
bracis-33601	110	5	the	the	DET
bracis-33601	110	6	model	model	NOUN
bracis-33601	110	7	that	that	PRON
bracis-33601	110	8	obtained	obtain	VERB
bracis-33601	110	9	the	the	DET
bracis-33601	110	10	best	good	ADJ
bracis-33601	110	11	results	result	NOUN
bracis-33601	110	12	for	for	ADP
bracis-33601	110	13	optimization	optimization	NOUN
bracis-33601	110	14	by	by	ADP
bracis-33601	110	15	the	the	DET
bracis-33601	110	16	grid	grid	NOUN
bracis-33601	110	17	search	search	NOUN
bracis-33601	110	18	method	method	NOUN
bracis-33601	110	19	.	.	PUNCT
bracis-33601	111	1	3.4	3.4	NUM
bracis-33601	111	2	metrics	metric	NOUN
bracis-33601	111	3	this	this	DET
bracis-33601	111	4	subsection	subsection	NOUN
bracis-33601	111	5	will	will	AUX
bracis-33601	111	6	present	present	VERB
bracis-33601	111	7	the	the	DET
bracis-33601	111	8	metrics	metric	NOUN
bracis-33601	111	9	used	use	VERB
bracis-33601	111	10	to	to	PART
bracis-33601	111	11	evaluate	evaluate	VERB
bracis-33601	111	12	the	the	DET
bracis-33601	111	13	trained	train	VERB
bracis-33601	111	14	models	model	NOUN
bracis-33601	111	15	.	.	PUNCT
bracis-33601	112	1	mean	mean	VERB
bracis-33601	112	2	absolute	absolute	ADJ
bracis-33601	112	3	error	error	NOUN
bracis-33601	112	4	(	(	PUNCT
bracis-33601	112	5	mae	mae	PROPN
bracis-33601	112	6	)	)	PUNCT
bracis-33601	112	7	.	.	PUNCT
bracis-33601	113	1	the	the	DET
bracis-33601	113	2	mae	mae	PROPN
bracis-33601	113	3	quantifies	quantifie	NOUN
bracis-33601	113	4	the	the	DET
bracis-33601	113	5	mean	mean	ADJ
bracis-33601	113	6	error	error	NOUN
bracis-33601	113	7	in	in	ADP
bracis-33601	113	8	terms	term	NOUN
bracis-33601	113	9	of	of	ADP
bracis-33601	113	10	the	the	DET
bracis-33601	113	11	magnitude	magnitude	NOUN
bracis-33601	113	12	of	of	ADP
bracis-33601	113	13	discrepancies	discrepancy	NOUN
bracis-33601	113	14	.	.	PUNCT
bracis-33601	114	1	the	the	DET
bracis-33601	114	2	corresponding	corresponding	ADJ
bracis-33601	114	3	mathematical	mathematical	ADJ
bracis-33601	114	4	formulation	formulation	NOUN
bracis-33601	114	5	is	be	AUX
bracis-33601	114	6	given	give	VERB
bracis-33601	114	7	by	by	ADP
bracis-33601	114	8	the	the	DET
bracis-33601	114	9	eq	eq	PROPN
bracis-33601	114	10	.	.	PUNCT
bracis-33601	114	11	 	 	SPACE
bracis-33601	115	1	2	2	NUM
bracis-33601	115	2	.	.	X
bracis-33601	115	3	$	$	SYM
bracis-33601	115	4	$	$	SYM
bracis-33601	115	5	\begin{aligned	\begin{aligne	VERB
bracis-33601	115	6	}	}	PUNCT
bracis-33601	115	7	mae	mae	PROPN
bracis-33601	115	8	=	=	PROPN
bracis-33601	115	9	\frac{1}{n	\frac{1}{n	PROPN
bracis-33601	115	10	}	}	PUNCT
bracis-33601	115	11	\sum	\sum	NOUN
bracis-33601	115	12	_	_	PUNCT
bracis-33601	115	13	{	{	PUNCT
bracis-33601	115	14	i=1}^{n	i=1}^{n	ADJ
bracis-33601	115	15	}	}	PUNCT
bracis-33601	115	16	|y_i	|y_i	NOUN
bracis-33601	116	1	\hat{y_i}|	\hat{y_i}|	PROPN
bracis-33601	116	2	\end{aligned}$$	\end{aligned}$$	X
bracis-33601	116	3	(	(	PUNCT
bracis-33601	116	4	2	2	NUM
bracis-33601	116	5	)	)	PUNCT
bracis-33601	116	6	in	in	ADP
bracis-33601	116	7	this	this	DET
bracis-33601	116	8	context	context	NOUN
bracis-33601	116	9	,	,	PUNCT
bracis-33601	116	10	n	n	PRON
bracis-33601	116	11	denotes	denote	VERB
bracis-33601	116	12	the	the	DET
bracis-33601	116	13	total	total	ADJ
bracis-33601	116	14	number	number	NOUN
bracis-33601	116	15	of	of	ADP
bracis-33601	116	16	observations	observation	NOUN
bracis-33601	116	17	,	,	PUNCT
bracis-33601	116	18	\(y_i\	\(y_i\	NOUN
bracis-33601	116	19	)	)	PUNCT
bracis-33601	116	20	refers	refer	VERB
bracis-33601	116	21	to	to	ADP
bracis-33601	116	22	the	the	DET
bracis-33601	116	23	observed	observe	VERB
bracis-33601	116	24	value	value	NOUN
bracis-33601	116	25	,	,	PUNCT
bracis-33601	116	26	and	and	CCONJ
bracis-33601	116	27	\(\hat{y}_i\	\(\hat{y}_i\	PROPN
bracis-33601	116	28	)	)	PUNCT
bracis-33601	116	29	refers	refer	VERB
bracis-33601	116	30	to	to	ADP
bracis-33601	116	31	the	the	DET
bracis-33601	116	32	value	value	NOUN
bracis-33601	116	33	predicted	predict	VERB
bracis-33601	116	34	by	by	ADP
bracis-33601	116	35	the	the	DET
bracis-33601	116	36	model	model	NOUN
bracis-33601	116	37	.	.	PUNCT
bracis-33601	117	1	the	the	DET
bracis-33601	117	2	mae	mae	PROPN
bracis-33601	117	3	,	,	PUNCT
bracis-33601	117	4	often	often	ADV
bracis-33601	117	5	used	use	VERB
bracis-33601	117	6	in	in	ADP
bracis-33601	117	7	regression	regression	NOUN
bracis-33601	117	8	problems	problem	NOUN
bracis-33601	117	9	,	,	PUNCT
bracis-33601	117	10	stands	stand	VERB
bracis-33601	117	11	out	out	ADP
bracis-33601	117	12	for	for	ADP
bracis-33601	117	13	its	its	PRON
bracis-33601	117	14	direct	direct	ADJ
bracis-33601	117	15	interpretation	interpretation	NOUN
bracis-33601	117	16	:	:	PUNCT
bracis-33601	117	17	high	high	ADJ
bracis-33601	117	18	values	value	NOUN
bracis-33601	117	19	indicate	indicate	VERB
bracis-33601	117	20	a	a	DET
bracis-33601	117	21	higher	high	ADJ
bracis-33601	117	22	average	average	NOUN
bracis-33601	117	23	of	of	ADP
bracis-33601	117	24	absolute	absolute	ADJ
bracis-33601	117	25	errors	error	NOUN
bracis-33601	117	26	,	,	PUNCT
bracis-33601	117	27	indicating	indicate	VERB
bracis-33601	117	28	a	a	DET
bracis-33601	117	29	lower	low	ADJ
bracis-33601	117	30	model	model	NOUN
bracis-33601	117	31	performance	performance	NOUN
bracis-33601	117	32	.	.	PUNCT
bracis-33601	118	1	furthermore	furthermore	ADV
bracis-33601	118	2	,	,	PUNCT
bracis-33601	118	3	the	the	DET
bracis-33601	118	4	mae	mae	PROPN
bracis-33601	118	5	uses	use	VERB
bracis-33601	118	6	the	the	DET
bracis-33601	118	7	same	same	ADJ
bracis-33601	118	8	unit	unit	NOUN
bracis-33601	118	9	as	as	ADP
bracis-33601	118	10	the	the	DET
bracis-33601	118	11	analyzed	analyze	VERB
bracis-33601	118	12	variable	variable	NOUN
bracis-33601	118	13	.	.	PUNCT
bracis-33601	119	1	in	in	ADP
bracis-33601	119	2	this	this	DET
bracis-33601	119	3	study	study	NOUN
bracis-33601	119	4	,	,	PUNCT
bracis-33601	119	5	for	for	ADP
bracis-33601	119	6	example	example	NOUN
bracis-33601	119	7	,	,	PUNCT
bracis-33601	119	8	an	an	DET
bracis-33601	119	9	mae	mae	PROPN
bracis-33601	119	10	of	of	ADP
bracis-33601	119	11	0.1	0.1	NUM
bracis-33601	119	12	implies	imply	VERB
bracis-33601	119	13	that	that	SCONJ
bracis-33601	119	14	,	,	PUNCT
bracis-33601	119	15	on	on	ADP
bracis-33601	119	16	average	average	ADJ
bracis-33601	119	17	,	,	PUNCT
bracis-33601	119	18	the	the	DET
bracis-33601	119	19	model	model	NOUN
bracis-33601	119	20	estimates	estimate	NOUN
bracis-33601	119	21	differ	differ	VERB
bracis-33601	119	22	by	by	ADP
bracis-33601	119	23	0.1	0.1	NUM
bracis-33601	119	24	kwh	kwh	NOUN
bracis-33601	119	25	from	from	ADP
bracis-33601	119	26	the	the	DET
bracis-33601	119	27	actual	actual	ADJ
bracis-33601	119	28	values	value	NOUN
bracis-33601	119	29	.	.	PUNCT
bracis-33601	120	1	root	root	NOUN
bracis-33601	120	2	mean	mean	VERB
bracis-33601	120	3	square	square	ADJ
bracis-33601	120	4	error	error	NOUN
bracis-33601	120	5	(	(	PUNCT
bracis-33601	120	6	rmse	rmse	NOUN
bracis-33601	120	7	)	)	PUNCT
bracis-33601	120	8	.	.	PUNCT
bracis-33601	121	1	the	the	DET
bracis-33601	121	2	rmse	rmse	NOUN
bracis-33601	121	3	is	be	AUX
bracis-33601	121	4	calculated	calculate	VERB
bracis-33601	121	5	from	from	ADP
bracis-33601	121	6	the	the	DET
bracis-33601	121	7	square	square	ADJ
bracis-33601	121	8	root	root	NOUN
bracis-33601	121	9	of	of	ADP
bracis-33601	121	10	the	the	DET
bracis-33601	121	11	mean	mean	ADJ
bracis-33601	121	12	squared	square	VERB
bracis-33601	121	13	error	error	NOUN
bracis-33601	121	14	,	,	PUNCT
bracis-33601	121	15	as	as	SCONJ
bracis-33601	121	16	defined	define	VERB
bracis-33601	121	17	by	by	ADP
bracis-33601	121	18	the	the	DET
bracis-33601	121	19	eq	eq	PROPN
bracis-33601	121	20	.	.	PUNCT
bracis-33601	121	21	 	 	SPACE
bracis-33601	122	1	3	3	NUM
bracis-33601	122	2	.	.	NOUN
bracis-33601	122	3	$	$	SYM
bracis-33601	122	4	$	$	SYM
bracis-33601	122	5	\begin{aligned	\begin{aligne	VERB
bracis-33601	122	6	}	}	PUNCT
bracis-33601	122	7	rmse	rmse	NOUN
bracis-33601	122	8	=	=	SYM
bracis-33601	122	9	\sqrt{\frac{1}{n	\sqrt{\frac{1}{n	NOUN
bracis-33601	122	10	}	}	PUNCT
bracis-33601	122	11	\sum	\sum	NOUN
bracis-33601	122	12	_	_	PUNCT
bracis-33601	122	13	{	{	PUNCT
bracis-33601	122	14	i=1}^{n	i=1}^{n	ADV
bracis-33601	122	15	}	}	PUNCT
bracis-33601	122	16	(	(	PUNCT
bracis-33601	122	17	y_i	y_i	X
bracis-33601	122	18	\hat{y_i})^2	\hat{y_i})^2	PROPN
bracis-33601	122	19	}	}	PUNCT
bracis-33601	122	20	\end{aligned}$$	\end{aligned}$$	X
bracis-33601	122	21	(	(	PUNCT
bracis-33601	122	22	3	3	NUM
bracis-33601	122	23	)	)	PUNCT
bracis-33601	122	24	unlike	unlike	ADP
bracis-33601	122	25	the	the	DET
bracis-33601	122	26	mae	mae	PROPN
bracis-33601	122	27	,	,	PUNCT
bracis-33601	122	28	the	the	DET
bracis-33601	122	29	rmse	rmse	NOUN
bracis-33601	122	30	incorporates	incorporate	VERB
bracis-33601	122	31	the	the	DET
bracis-33601	122	32	squared	square	VERB
bracis-33601	122	33	error	error	NOUN
bracis-33601	122	34	in	in	ADP
bracis-33601	122	35	its	its	PRON
bracis-33601	122	36	formula	formula	NOUN
bracis-33601	122	37	,	,	PUNCT
bracis-33601	122	38	amplifying	amplify	VERB
bracis-33601	122	39	the	the	DET
bracis-33601	122	40	influence	influence	NOUN
bracis-33601	122	41	of	of	ADP
bracis-33601	122	42	more	more	ADV
bracis-33601	122	43	significant	significant	ADJ
bracis-33601	122	44	errors	error	NOUN
bracis-33601	122	45	.	.	PUNCT
bracis-33601	123	1	this	this	DET
bracis-33601	123	2	characteristic	characteristic	NOUN
bracis-33601	123	3	makes	make	VERB
bracis-33601	123	4	the	the	DET
bracis-33601	123	5	rmse	rmse	NOUN
bracis-33601	123	6	especially	especially	ADV
bracis-33601	123	7	valuable	valuable	ADJ
bracis-33601	123	8	in	in	ADP
bracis-33601	123	9	situations	situation	NOUN
bracis-33601	123	10	where	where	SCONJ
bracis-33601	123	11	it	it	PRON
bracis-33601	123	12	is	be	AUX
bracis-33601	123	13	crucial	crucial	ADJ
bracis-33601	123	14	to	to	PART
bracis-33601	123	15	penalize	penalize	VERB
bracis-33601	123	16	more	more	ADJ
bracis-33601	123	17	expressive	expressive	ADJ
bracis-33601	123	18	deviations	deviation	NOUN
bracis-33601	123	19	.	.	PUNCT
bracis-33601	124	1	thanks	thank	NOUN
bracis-33601	124	2	to	to	ADP
bracis-33601	124	3	the	the	DET
bracis-33601	124	4	inclusion	inclusion	NOUN
bracis-33601	124	5	of	of	ADP
bracis-33601	124	6	the	the	DET
bracis-33601	124	7	square	square	ADJ
bracis-33601	124	8	root	root	NOUN
bracis-33601	124	9	,	,	PUNCT
bracis-33601	124	10	rmse	rmse	PROPN
bracis-33601	124	11	maintains	maintain	VERB
bracis-33601	124	12	the	the	DET
bracis-33601	124	13	same	same	ADJ
bracis-33601	124	14	unit	unit	NOUN
bracis-33601	124	15	as	as	ADP
bracis-33601	124	16	the	the	DET
bracis-33601	124	17	original	original	ADJ
bracis-33601	124	18	data	datum	NOUN
bracis-33601	124	19	.	.	PUNCT
bracis-33601	125	1	like	like	ADP
bracis-33601	125	2	mae	mae	PROPN
bracis-33601	125	3	,	,	PUNCT
bracis-33601	125	4	an	an	DET
bracis-33601	125	5	rmse	rmse	NOUN
bracis-33601	125	6	of	of	ADP
bracis-33601	125	7	0	0	NUM
bracis-33601	125	8	represents	represent	VERB
bracis-33601	125	9	a	a	DET
bracis-33601	125	10	perfect	perfect	ADJ
bracis-33601	125	11	fit	fit	NOUN
bracis-33601	125	12	where	where	SCONJ
bracis-33601	125	13	all	all	DET
bracis-33601	125	14	model	model	NOUN
bracis-33601	125	15	predictions	prediction	NOUN
bracis-33601	125	16	are	be	AUX
bracis-33601	125	17	exact	exact	ADJ
bracis-33601	125	18	.	.	PUNCT
bracis-33601	126	1	higher	high	ADJ
bracis-33601	126	2	rmse	rmse	PROPN
bracis-33601	126	3	values	value	NOUN
bracis-33601	126	4	indicate	indicate	VERB
bracis-33601	126	5	a	a	DET
bracis-33601	126	6	declining	decline	VERB
bracis-33601	126	7	performance	performance	NOUN
bracis-33601	126	8	of	of	ADP
bracis-33601	126	9	the	the	DET
bracis-33601	126	10	model	model	NOUN
bracis-33601	126	11	.	.	PUNCT
bracis-33601	127	1	3.5	3.5	NUM
bracis-33601	127	2	system	system	NOUN
bracis-33601	127	3	configuration	configuration	NOUN
bracis-33601	127	4	the	the	DET
bracis-33601	127	5	device	device	NOUN
bracis-33601	127	6	used	use	VERB
bracis-33601	127	7	for	for	ADP
bracis-33601	127	8	the	the	DET
bracis-33601	127	9	tests	test	NOUN
bracis-33601	127	10	has	have	VERB
bracis-33601	127	11	the	the	DET
bracis-33601	127	12	following	follow	VERB
bracis-33601	127	13	hardware	hardware	NOUN
bracis-33601	127	14	configurations	configuration	NOUN
bracis-33601	127	15	:	:	PUNCT
bracis-33601	127	16	ryzen	ryzen	ADJ
bracis-33601	127	17	5	5	NUM
bracis-33601	127	18	5600x	5600x	NOUN
bracis-33601	127	19	processor	processor	NOUN
bracis-33601	127	20	,	,	PUNCT
bracis-33601	127	21	12	12	NUM
bracis-33601	127	22	gb	gb	ADP
bracis-33601	127	23	rtx	rtx	PROPN
bracis-33601	127	24	3060	3060	NUM
bracis-33601	127	25	graphics	graphic	NOUN
bracis-33601	127	26	card	card	NOUN
bracis-33601	127	27	,	,	PUNCT
bracis-33601	127	28	and	and	CCONJ
bracis-33601	127	29	16	16	NUM
bracis-33601	127	30	gb	gb	NOUN
bracis-33601	127	31	of	of	ADP
bracis-33601	127	32	ram	ram	NOUN
bracis-33601	127	33	.	.	PUNCT
bracis-33601	128	1	table	table	NOUN
bracis-33601	128	2	 	 	SPACE
bracis-33601	128	3	1	1	NUM
bracis-33601	128	4	details	detail	NOUN
bracis-33601	128	5	the	the	DET
bracis-33601	128	6	versions	version	NOUN
bracis-33601	128	7	of	of	ADP
bracis-33601	128	8	libraries	library	NOUN
bracis-33601	128	9	and	and	CCONJ
bracis-33601	128	10	software	software	NOUN
bracis-33601	128	11	adopted	adopt	VERB
bracis-33601	128	12	in	in	ADP
bracis-33601	128	13	this	this	DET
bracis-33601	128	14	study	study	NOUN
bracis-33601	128	15	.	.	PUNCT
bracis-33601	129	1	table	table	NOUN
bracis-33601	129	2	1	1	NUM
bracis-33601	129	3	.	.	PUNCT
bracis-33601	130	1	specifications	specification	NOUN
bracis-33601	130	2	of	of	ADP
bracis-33601	130	3	the	the	DET
bracis-33601	130	4	softwares	software	NOUN
bracis-33601	130	5	and	and	CCONJ
bracis-33601	130	6	libraries	library	NOUN
bracis-33601	130	7	used	use	VERB
bracis-33601	130	8	in	in	ADP
bracis-33601	130	9	this	this	DET
bracis-33601	130	10	study.full	study.full	NOUN
bracis-33601	130	11	size	size	NOUN
bracis-33601	130	12	table	table	NOUN
bracis-33601	130	13	4	4	NUM
bracis-33601	130	14	results	result	NOUN
bracis-33601	130	15	and	and	CCONJ
bracis-33601	130	16	 	 	SPACE
bracis-33601	130	17	discussion	discussion	NOUN
bracis-33601	130	18	in	in	ADP
bracis-33601	130	19	this	this	DET
bracis-33601	130	20	section	section	NOUN
bracis-33601	130	21	,	,	PUNCT
bracis-33601	130	22	we	we	PRON
bracis-33601	130	23	address	address	VERB
bracis-33601	130	24	the	the	DET
bracis-33601	130	25	results	result	NOUN
bracis-33601	130	26	achieved	achieve	VERB
bracis-33601	130	27	by	by	ADP
bracis-33601	130	28	the	the	DET
bracis-33601	130	29	proposed	propose	VERB
bracis-33601	130	30	methodology	methodology	NOUN
bracis-33601	130	31	to	to	PART
bracis-33601	130	32	forecast	forecast	VERB
bracis-33601	130	33	energy	energy	NOUN
bracis-33601	130	34	consumption	consumption	NOUN
bracis-33601	130	35	;	;	PUNCT
bracis-33601	130	36	our	our	PRON
bracis-33601	130	37	proposal	proposal	NOUN
bracis-33601	130	38	seeks	seek	VERB
bracis-33601	130	39	to	to	PART
bracis-33601	130	40	find	find	VERB
bracis-33601	130	41	the	the	DET
bracis-33601	130	42	combination	combination	NOUN
bracis-33601	130	43	between	between	ADP
bracis-33601	130	44	the	the	DET
bracis-33601	130	45	best	good	ADJ
bracis-33601	130	46	method	method	NOUN
bracis-33601	130	47	,	,	PUNCT
bracis-33601	130	48	use	use	VERB
bracis-33601	130	49	the	the	DET
bracis-33601	130	50	appropriate	appropriate	ADJ
bracis-33601	130	51	pre	pre	ADJ
bracis-33601	130	52	-	-	ADJ
bracis-33601	130	53	processing	processing	ADJ
bracis-33601	130	54	technique	technique	NOUN
bracis-33601	130	55	on	on	ADP
bracis-33601	130	56	the	the	DET
bracis-33601	130	57	data	datum	NOUN
bracis-33601	130	58	,	,	PUNCT
bracis-33601	130	59	and	and	CCONJ
bracis-33601	130	60	adjust	adjust	VERB
bracis-33601	130	61	the	the	DET
bracis-33601	130	62	hyperparameters	hyperparameter	NOUN
bracis-33601	130	63	.	.	PUNCT
bracis-33601	131	1	4.1	4.1	NUM
bracis-33601	131	2	modeling	modeling	NOUN
bracis-33601	131	3	of	of	ADP
bracis-33601	131	4	 	 	SPACE
bracis-33601	131	5	the	the	DET
bracis-33601	131	6	 	 	SPACE
bracis-33601	131	7	regression	regression	NOUN
bracis-33601	131	8	method	method	NOUN
bracis-33601	131	9	in	in	ADP
bracis-33601	131	10	table	table	NOUN
bracis-33601	131	11	 	 	SPACE
bracis-33601	131	12	2	2	NUM
bracis-33601	131	13	,	,	PUNCT
bracis-33601	131	14	we	we	PRON
bracis-33601	131	15	present	present	VERB
bracis-33601	131	16	the	the	DET
bracis-33601	131	17	results	result	NOUN
bracis-33601	131	18	of	of	ADP
bracis-33601	131	19	energy	energy	NOUN
bracis-33601	131	20	consumption	consumption	NOUN
bracis-33601	131	21	prediction	prediction	NOUN
bracis-33601	131	22	using	use	VERB
bracis-33601	131	23	different	different	ADJ
bracis-33601	131	24	models	model	NOUN
bracis-33601	131	25	;	;	PUNCT
bracis-33601	131	26	we	we	PRON
bracis-33601	131	27	used	use	VERB
bracis-33601	131	28	the	the	DET
bracis-33601	131	29	default	default	NOUN
bracis-33601	131	30	settings	setting	NOUN
bracis-33601	131	31	for	for	ADP
bracis-33601	131	32	all	all	DET
bracis-33601	131	33	models	model	NOUN
bracis-33601	131	34	.	.	PUNCT
bracis-33601	132	1	the	the	DET
bracis-33601	132	2	model	model	NOUN
bracis-33601	132	3	that	that	PRON
bracis-33601	132	4	demonstrated	demonstrate	VERB
bracis-33601	132	5	the	the	DET
bracis-33601	132	6	best	good	ADJ
bracis-33601	132	7	performance	performance	NOUN
bracis-33601	132	8	was	be	AUX
bracis-33601	132	9	the	the	DET
bracis-33601	132	10	ltsm	ltsm	NOUN
bracis-33601	132	11	due	due	ADP
bracis-33601	132	12	to	to	ADP
bracis-33601	132	13	its	its	PRON
bracis-33601	132	14	lower	low	ADJ
bracis-33601	132	15	values	value	NOUN
bracis-33601	132	16	of	of	ADP
bracis-33601	132	17	mae	mae	PROPN
bracis-33601	132	18	and	and	CCONJ
bracis-33601	132	19	rmse	rmse	PROPN
bracis-33601	132	20	,	,	PUNCT
bracis-33601	132	21	indicating	indicate	VERB
bracis-33601	132	22	its	its	PRON
bracis-33601	132	23	effectiveness	effectiveness	NOUN
bracis-33601	132	24	in	in	ADP
bracis-33601	132	25	the	the	DET
bracis-33601	132	26	prediction	prediction	NOUN
bracis-33601	132	27	task	task	NOUN
bracis-33601	132	28	.	.	PUNCT
bracis-33601	133	1	the	the	DET
bracis-33601	133	2	arima	arima	PROPN
bracis-33601	133	3	model	model	NOUN
bracis-33601	133	4	showed	show	VERB
bracis-33601	133	5	the	the	DET
bracis-33601	133	6	worst	bad	ADJ
bracis-33601	133	7	results	result	NOUN
bracis-33601	133	8	,	,	PUNCT
bracis-33601	133	9	with	with	ADP
bracis-33601	133	10	an	an	DET
bracis-33601	133	11	mae	mae	PROPN
bracis-33601	133	12	of	of	ADP
bracis-33601	133	13	84.40	84.40	NUM
bracis-33601	133	14	kwh	kwh	NOUN
bracis-33601	133	15	and	and	CCONJ
bracis-33601	133	16	rmse	rmse	NOUN
bracis-33601	133	17	of	of	ADP
bracis-33601	133	18	96.67	96.67	NUM
bracis-33601	133	19	kwh	kwh	NOUN
bracis-33601	133	20	.	.	PUNCT
bracis-33601	134	1	the	the	DET
bracis-33601	134	2	other	other	ADJ
bracis-33601	134	3	models	model	NOUN
bracis-33601	134	4	showed	show	VERB
bracis-33601	134	5	similar	similar	ADJ
bracis-33601	134	6	metrics	metric	NOUN
bracis-33601	134	7	but	but	CCONJ
bracis-33601	134	8	were	be	AUX
bracis-33601	134	9	significantly	significantly	ADV
bracis-33601	134	10	lower	low	ADJ
bracis-33601	134	11	than	than	ADP
bracis-33601	134	12	the	the	DET
bracis-33601	134	13	lstm	lstm	PROPN
bracis-33601	134	14	.	.	PUNCT
bracis-33601	135	1	table	table	NOUN
bracis-33601	135	2	2	2	NUM
bracis-33601	135	3	.	.	PUNCT
bracis-33601	136	1	results	result	NOUN
bracis-33601	136	2	of	of	ADP
bracis-33601	136	3	energy	energy	NOUN
bracis-33601	136	4	consumption	consumption	NOUN
bracis-33601	136	5	prediction	prediction	NOUN
bracis-33601	136	6	using	use	VERB
bracis-33601	136	7	different	different	ADJ
bracis-33601	136	8	models.full	models.full	NOUN
bracis-33601	136	9	size	size	NOUN
bracis-33601	136	10	table	table	NOUN
bracis-33601	136	11	4.2	4.2	NUM
bracis-33601	136	12	smoothing	smoothing	NOUN
bracis-33601	136	13	and	and	CCONJ
bracis-33601	136	14	 	 	SPACE
bracis-33601	136	15	horizon	horizon	NOUN
bracis-33601	136	16	we	we	PRON
bracis-33601	136	17	set	set	VERB
bracis-33601	136	18	out	out	ADP
bracis-33601	136	19	for	for	ADP
bracis-33601	136	20	specific	specific	ADJ
bracis-33601	136	21	tests	test	NOUN
bracis-33601	136	22	and	and	CCONJ
bracis-33601	136	23	adjustments	adjustment	NOUN
bracis-33601	136	24	for	for	ADP
bracis-33601	136	25	the	the	DET
bracis-33601	136	26	ltsm	ltsm	NOUN
bracis-33601	136	27	model	model	NOUN
bracis-33601	136	28	.	.	PUNCT
bracis-33601	137	1	we	we	PRON
bracis-33601	137	2	analysed	analyse	VERB
bracis-33601	137	3	two	two	NUM
bracis-33601	137	4	hypotheses	hypothesis	NOUN
bracis-33601	137	5	:	:	PUNCT
bracis-33601	137	6	applying	apply	VERB
bracis-33601	137	7	the	the	DET
bracis-33601	137	8	smoothing	smooth	VERB
bracis-33601	137	9	technique	technique	NOUN
bracis-33601	137	10	to	to	PART
bracis-33601	137	11	remove	remove	VERB
bracis-33601	137	12	noise	noise	NOUN
bracis-33601	137	13	,	,	PUNCT
bracis-33601	137	14	and	and	CCONJ
bracis-33601	137	15	searching	search	VERB
bracis-33601	137	16	for	for	ADP
bracis-33601	137	17	an	an	DET
bracis-33601	137	18	optimal	optimal	ADJ
bracis-33601	137	19	prediction	prediction	NOUN
bracis-33601	137	20	horizon	horizon	NOUN
bracis-33601	137	21	threshold	threshold	NOUN
bracis-33601	137	22	.	.	PUNCT
bracis-33601	138	1	for	for	ADP
bracis-33601	138	2	the	the	DET
bracis-33601	138	3	smoothing	smooth	VERB
bracis-33601	138	4	step	step	NOUN
bracis-33601	138	5	,	,	PUNCT
bracis-33601	138	6	we	we	PRON
bracis-33601	138	7	used	use	VERB
bracis-33601	138	8	a	a	DET
bracis-33601	138	9	convolution	convolution	NOUN
bracis-33601	138	10	-	-	PUNCT
bracis-33601	138	11	based	base	VERB
bracis-33601	138	12	smoothing	smoothing	NOUN
bracis-33601	138	13	,	,	PUNCT
bracis-33601	138	14	using	use	VERB
bracis-33601	138	15	a	a	DET
bracis-33601	138	16	window	window	NOUN
bracis-33601	138	17	of	of	ADP
bracis-33601	138	18	30	30	NUM
bracis-33601	138	19	days	day	NOUN
bracis-33601	138	20	.	.	PUNCT
bracis-33601	139	1	the	the	DET
bracis-33601	139	2	forecast	forecast	NOUN
bracis-33601	139	3	horizon	horizon	NOUN
bracis-33601	139	4	is	be	AUX
bracis-33601	139	5	analyzed	analyze	VERB
bracis-33601	139	6	to	to	PART
bracis-33601	139	7	observe	observe	VERB
bracis-33601	139	8	the	the	DET
bracis-33601	139	9	limitation	limitation	NOUN
bracis-33601	139	10	of	of	ADP
bracis-33601	139	11	how	how	SCONJ
bracis-33601	139	12	many	many	ADJ
bracis-33601	139	13	steps	step	NOUN
bracis-33601	139	14	(	(	PUNCT
bracis-33601	139	15	days	day	NOUN
bracis-33601	139	16	)	)	PUNCT
bracis-33601	139	17	the	the	DET
bracis-33601	139	18	model	model	NOUN
bracis-33601	139	19	can	can	AUX
bracis-33601	139	20	predict	predict	VERB
bracis-33601	139	21	without	without	ADP
bracis-33601	139	22	knowing	know	VERB
bracis-33601	139	23	more	more	ADJ
bracis-33601	139	24	data	datum	NOUN
bracis-33601	139	25	,	,	PUNCT
bracis-33601	139	26	thus	thus	ADV
bracis-33601	139	27	simulating	simulate	VERB
bracis-33601	139	28	a	a	DET
bracis-33601	139	29	real	real	ADJ
bracis-33601	139	30	environment	environment	NOUN
bracis-33601	139	31	.	.	PUNCT
bracis-33601	140	1	the	the	DET
bracis-33601	140	2	results	result	NOUN
bracis-33601	140	3	of	of	ADP
bracis-33601	140	4	applying	apply	VERB
bracis-33601	140	5	the	the	DET
bracis-33601	140	6	method	method	NOUN
bracis-33601	140	7	in	in	ADP
bracis-33601	140	8	combination	combination	NOUN
bracis-33601	140	9	with	with	ADP
bracis-33601	140	10	different	different	ADJ
bracis-33601	140	11	prediction	prediction	NOUN
bracis-33601	140	12	horizons	horizon	NOUN
bracis-33601	140	13	are	be	AUX
bracis-33601	140	14	shown	show	VERB
bracis-33601	140	15	in	in	ADP
bracis-33601	140	16	table	table	NOUN
bracis-33601	140	17	 	 	SPACE
bracis-33601	140	18	3	3	NUM
bracis-33601	140	19	.	.	PUNCT
bracis-33601	140	20	table	table	NOUN
bracis-33601	140	21	3	3	NUM
bracis-33601	140	22	.	.	PUNCT
bracis-33601	140	23	comparison	comparison	NOUN
bracis-33601	140	24	of	of	ADP
bracis-33601	140	25	mae	mae	PROPN
bracis-33601	140	26	and	and	CCONJ
bracis-33601	140	27	rmse	rmse	ADJ
bracis-33601	140	28	metrics	metric	NOUN
bracis-33601	140	29	for	for	ADP
bracis-33601	140	30	different	different	ADJ
bracis-33601	140	31	prediction	prediction	NOUN
bracis-33601	140	32	horizons	horizon	NOUN
bracis-33601	140	33	,	,	PUNCT
bracis-33601	140	34	with	with	ADP
bracis-33601	140	35	and	and	CCONJ
bracis-33601	140	36	without	without	ADP
bracis-33601	140	37	data	datum	NOUN
bracis-33601	140	38	smoothing.full	smoothing.full	NUM
bracis-33601	140	39	size	size	NOUN
bracis-33601	140	40	table	table	NOUN
bracis-33601	140	41	table	table	NOUN
bracis-33601	140	42	 	 	SPACE
bracis-33601	140	43	3	3	NUM
bracis-33601	140	44	shows	show	VERB
bracis-33601	140	45	that	that	SCONJ
bracis-33601	140	46	the	the	DET
bracis-33601	140	47	data	datum	NOUN
bracis-33601	140	48	without	without	ADP
bracis-33601	140	49	smoothing	smooth	VERB
bracis-33601	140	50	showed	show	VERB
bracis-33601	140	51	a	a	DET
bracis-33601	140	52	significant	significant	ADJ
bracis-33601	140	53	increase	increase	NOUN
bracis-33601	140	54	in	in	ADP
bracis-33601	140	55	the	the	DET
bracis-33601	140	56	mae	mae	PROPN
bracis-33601	140	57	in	in	ADP
bracis-33601	140	58	the	the	DET
bracis-33601	140	59	30	30	NUM
bracis-33601	140	60	-	-	PUNCT
bracis-33601	140	61	day	day	NOUN
bracis-33601	140	62	and	and	CCONJ
bracis-33601	140	63	45	45	NUM
bracis-33601	140	64	-	-	PUNCT
bracis-33601	140	65	day	day	NOUN
bracis-33601	140	66	horizons	horizon	NOUN
bracis-33601	140	67	.	.	PUNCT
bracis-33601	141	1	however	however	ADV
bracis-33601	141	2	,	,	PUNCT
bracis-33601	141	3	the	the	DET
bracis-33601	141	4	mae	mae	PROPN
bracis-33601	141	5	remained	remain	VERB
bracis-33601	141	6	relatively	relatively	ADV
bracis-33601	141	7	stable	stable	ADJ
bracis-33601	141	8	when	when	SCONJ
bracis-33601	141	9	the	the	DET
bracis-33601	141	10	prediction	prediction	NOUN
bracis-33601	141	11	horizon	horizon	NOUN
bracis-33601	141	12	was	be	AUX
bracis-33601	141	13	extended	extend	VERB
bracis-33601	141	14	to	to	ADP
bracis-33601	141	15	45	45	NUM
bracis-33601	141	16	and	and	CCONJ
bracis-33601	141	17	60	60	NUM
bracis-33601	141	18	days	day	NOUN
bracis-33601	141	19	.	.	PUNCT
bracis-33601	142	1	based	base	VERB
bracis-33601	142	2	on	on	ADP
bracis-33601	142	3	these	these	DET
bracis-33601	142	4	results	result	NOUN
bracis-33601	142	5	,	,	PUNCT
bracis-33601	142	6	we	we	PRON
bracis-33601	142	7	used	use	VERB
bracis-33601	142	8	the	the	DET
bracis-33601	142	9	30	30	NUM
bracis-33601	142	10	-	-	PUNCT
bracis-33601	142	11	day	day	NOUN
bracis-33601	142	12	threshold	threshold	NOUN
bracis-33601	142	13	as	as	ADP
bracis-33601	142	14	the	the	DET
bracis-33601	142	15	optimal	optimal	ADJ
bracis-33601	142	16	prediction	prediction	NOUN
bracis-33601	142	17	horizon	horizon	NOUN
bracis-33601	142	18	.	.	PUNCT
bracis-33601	143	1	beyond	beyond	ADP
bracis-33601	143	2	this	this	DET
bracis-33601	143	3	point	point	NOUN
bracis-33601	143	4	,	,	PUNCT
bracis-33601	143	5	accumulated	accumulate	VERB
bracis-33601	143	6	noise	noise	NOUN
bracis-33601	143	7	and	and	CCONJ
bracis-33601	143	8	errors	error	NOUN
bracis-33601	143	9	have	have	VERB
bracis-33601	143	10	a	a	DET
bracis-33601	143	11	more	more	ADV
bracis-33601	143	12	significant	significant	ADJ
bracis-33601	143	13	impact	impact	NOUN
bracis-33601	143	14	on	on	ADP
bracis-33601	143	15	the	the	DET
bracis-33601	143	16	non	non	ADJ
bracis-33601	143	17	-	-	ADJ
bracis-33601	143	18	smoothing	smoothing	ADJ
bracis-33601	143	19	data	datum	NOUN
bracis-33601	143	20	.	.	PUNCT
bracis-33601	144	1	furthermore	furthermore	ADV
bracis-33601	144	2	,	,	PUNCT
bracis-33601	144	3	in	in	ADP
bracis-33601	144	4	table	table	NOUN
bracis-33601	144	5	 	 	SPACE
bracis-33601	144	6	3	3	NUM
bracis-33601	144	7	,	,	PUNCT
bracis-33601	144	8	it	it	PRON
bracis-33601	144	9	is	be	AUX
bracis-33601	144	10	noted	note	VERB
bracis-33601	144	11	that	that	SCONJ
bracis-33601	144	12	data	datum	NOUN
bracis-33601	144	13	with	with	ADP
bracis-33601	144	14	smoothing	smoothing	NOUN
bracis-33601	144	15	were	be	AUX
bracis-33601	144	16	less	less	ADV
bracis-33601	144	17	affected	affect	VERB
bracis-33601	144	18	by	by	ADP
bracis-33601	144	19	the	the	DET
bracis-33601	144	20	increase	increase	NOUN
bracis-33601	144	21	in	in	ADP
bracis-33601	144	22	the	the	DET
bracis-33601	144	23	prediction	prediction	NOUN
bracis-33601	144	24	horizon	horizon	NOUN
bracis-33601	144	25	,	,	PUNCT
bracis-33601	144	26	allowing	allow	VERB
bracis-33601	144	27	the	the	DET
bracis-33601	144	28	choice	choice	NOUN
bracis-33601	144	29	of	of	ADP
bracis-33601	144	30	longer	long	ADJ
bracis-33601	144	31	prediction	prediction	NOUN
bracis-33601	144	32	horizons	horizon	NOUN
bracis-33601	144	33	.	.	PUNCT
bracis-33601	145	1	we	we	PRON
bracis-33601	145	2	,	,	PUNCT
bracis-33601	145	3	therefore	therefore	ADV
bracis-33601	145	4	,	,	PUNCT
bracis-33601	145	5	chose	choose	VERB
bracis-33601	145	6	to	to	PART
bracis-33601	145	7	use	use	VERB
bracis-33601	145	8	a	a	DET
bracis-33601	145	9	45	45	NUM
bracis-33601	145	10	-	-	PUNCT
bracis-33601	145	11	day	day	NOUN
bracis-33601	145	12	forecast	forecast	NOUN
bracis-33601	145	13	horizon	horizon	NOUN
bracis-33601	145	14	with	with	ADP
bracis-33601	145	15	smoothed	smoothed	ADJ
bracis-33601	145	16	data	datum	NOUN
bracis-33601	145	17	,	,	PUNCT
bracis-33601	145	18	as	as	SCONJ
bracis-33601	145	19	they	they	PRON
bracis-33601	145	20	demonstrate	demonstrate	VERB
bracis-33601	145	21	the	the	DET
bracis-33601	145	22	lowest	low	ADJ
bracis-33601	145	23	mae	mae	PROPN
bracis-33601	145	24	among	among	ADP
bracis-33601	145	25	all	all	DET
bracis-33601	145	26	configurations	configuration	NOUN
bracis-33601	145	27	.	.	PUNCT
bracis-33601	146	1	4.3	4.3	NUM
bracis-33601	146	2	hyperparameters	hyperparameter	NOUN
bracis-33601	146	3	selection	selection	NOUN
bracis-33601	146	4	later	later	ADV
bracis-33601	146	5	,	,	PUNCT
bracis-33601	146	6	as	as	ADP
bracis-33601	146	7	the	the	DET
bracis-33601	146	8	last	last	ADJ
bracis-33601	146	9	step	step	NOUN
bracis-33601	146	10	,	,	PUNCT
bracis-33601	146	11	we	we	PRON
bracis-33601	146	12	searched	search	VERB
bracis-33601	146	13	for	for	ADP
bracis-33601	146	14	the	the	DET
bracis-33601	146	15	best	good	ADJ
bracis-33601	146	16	hyperparameters	hyperparameter	NOUN
bracis-33601	146	17	in	in	ADP
bracis-33601	146	18	the	the	DET
bracis-33601	146	19	network	network	NOUN
bracis-33601	146	20	;	;	PUNCT
bracis-33601	146	21	we	we	PRON
bracis-33601	146	22	used	use	VERB
bracis-33601	146	23	grid	grid	NOUN
bracis-33601	146	24	search	search	NOUN
bracis-33601	146	25	techniques	technique	NOUN
bracis-33601	146	26	and	and	CCONJ
bracis-33601	146	27	calculated	calculate	VERB
bracis-33601	146	28	the	the	DET
bracis-33601	146	29	model	model	NOUN
bracis-33601	146	30	metrics	metric	NOUN
bracis-33601	146	31	for	for	ADP
bracis-33601	146	32	the	the	DET
bracis-33601	146	33	45	45	NUM
bracis-33601	146	34	-	-	PUNCT
bracis-33601	146	35	day	day	NOUN
bracis-33601	146	36	horizon	horizon	NOUN
bracis-33601	146	37	with	with	ADP
bracis-33601	146	38	smoothed	smoothed	ADJ
bracis-33601	146	39	data	datum	NOUN
bracis-33601	146	40	.	.	PUNCT
bracis-33601	147	1	the	the	DET
bracis-33601	147	2	hyperparameters	hyperparameter	NOUN
bracis-33601	147	3	used	use	VERB
bracis-33601	147	4	were	be	AUX
bracis-33601	147	5	the	the	DET
bracis-33601	147	6	number	number	NOUN
bracis-33601	147	7	of	of	ADP
bracis-33601	147	8	layers	layer	NOUN
bracis-33601	147	9	and	and	CCONJ
bracis-33601	147	10	the	the	DET
bracis-33601	147	11	number	number	NOUN
bracis-33601	147	12	of	of	ADP
bracis-33601	147	13	neurons	neuron	NOUN
bracis-33601	147	14	per	per	ADP
bracis-33601	147	15	hidden	hide	VERB
bracis-33601	147	16	layer	layer	NOUN
bracis-33601	147	17	.	.	PUNCT
bracis-33601	148	1	the	the	DET
bracis-33601	148	2	results	result	NOUN
bracis-33601	148	3	are	be	AUX
bracis-33601	148	4	displayed	display	VERB
bracis-33601	148	5	in	in	ADP
bracis-33601	148	6	the	the	DET
bracis-33601	148	7	table	table	NOUN
bracis-33601	148	8	 	 	SPACE
bracis-33601	148	9	4	4	NUM
bracis-33601	148	10	.	.	PUNCT
bracis-33601	149	1	the	the	DET
bracis-33601	149	2	configuration	configuration	NOUN
bracis-33601	149	3	that	that	PRON
bracis-33601	149	4	obtained	obtain	VERB
bracis-33601	149	5	the	the	DET
bracis-33601	149	6	best	good	ADJ
bracis-33601	149	7	result	result	NOUN
bracis-33601	149	8	was	be	AUX
bracis-33601	149	9	using	use	VERB
bracis-33601	149	10	five	five	NUM
bracis-33601	149	11	hidden	hidden	ADJ
bracis-33601	149	12	layers	layer	NOUN
bracis-33601	149	13	with	with	ADP
bracis-33601	149	14	100	100	NUM
bracis-33601	149	15	neurons	neuron	NOUN
bracis-33601	149	16	in	in	ADP
bracis-33601	149	17	each	each	DET
bracis-33601	149	18	layer	layer	NOUN
bracis-33601	149	19	.	.	PUNCT
bracis-33601	150	1	this	this	DET
bracis-33601	150	2	configuration	configuration	NOUN
bracis-33601	150	3	achieved	achieve	VERB
bracis-33601	150	4	an	an	DET
bracis-33601	150	5	mae	mae	PROPN
bracis-33601	150	6	of	of	ADP
bracis-33601	150	7	45.52	45.52	NUM
bracis-33601	150	8	kwh	kwh	NOUN
bracis-33601	150	9	and	and	CCONJ
bracis-33601	150	10	rmse	rmse	NOUN
bracis-33601	150	11	of	of	ADP
bracis-33601	150	12	54.57	54.57	NUM
bracis-33601	150	13	kwh	kwh	NOUN
bracis-33601	150	14	,	,	PUNCT
bracis-33601	150	15	demonstrating	demonstrate	VERB
bracis-33601	150	16	greater	great	ADJ
bracis-33601	150	17	accuracy	accuracy	NOUN
bracis-33601	150	18	than	than	ADP
bracis-33601	150	19	the	the	DET
bracis-33601	150	20	other	other	ADJ
bracis-33601	150	21	tested	test	VERB
bracis-33601	150	22	configurations	configuration	NOUN
bracis-33601	150	23	.	.	PUNCT
bracis-33601	151	1	table	table	NOUN
bracis-33601	151	2	4	4	NUM
bracis-33601	151	3	.	.	PUNCT
bracis-33601	151	4	model	model	NOUN
bracis-33601	151	5	performance	performance	NOUN
bracis-33601	151	6	with	with	ADP
bracis-33601	151	7	hyperparameter	hyperparameter	NOUN
bracis-33601	151	8	variations.full	variations.full	ADJ
bracis-33601	151	9	size	size	NOUN
bracis-33601	151	10	table	table	NOUN
bracis-33601	151	11	analyzing	analyze	VERB
bracis-33601	151	12	the	the	DET
bracis-33601	151	13	other	other	ADJ
bracis-33601	151	14	results	result	NOUN
bracis-33601	152	1	,	,	PUNCT
bracis-33601	152	2	we	we	PRON
bracis-33601	152	3	found	find	VERB
bracis-33601	152	4	that	that	SCONJ
bracis-33601	152	5	the	the	DET
bracis-33601	152	6	variation	variation	NOUN
bracis-33601	152	7	in	in	ADP
bracis-33601	152	8	the	the	DET
bracis-33601	152	9	number	number	NOUN
bracis-33601	152	10	of	of	ADP
bracis-33601	152	11	hidden	hidden	ADJ
bracis-33601	152	12	layers	layer	NOUN
bracis-33601	152	13	and	and	CCONJ
bracis-33601	152	14	neurons	neuron	NOUN
bracis-33601	152	15	per	per	ADP
bracis-33601	152	16	layer	layer	NOUN
bracis-33601	152	17	had	have	VERB
bracis-33601	152	18	different	different	ADJ
bracis-33601	152	19	impacts	impact	NOUN
bracis-33601	152	20	on	on	ADP
bracis-33601	152	21	the	the	DET
bracis-33601	152	22	model	model	NOUN
bracis-33601	152	23	’s	’s	PART
bracis-33601	152	24	performance	performance	NOUN
bracis-33601	152	25	.	.	PUNCT
bracis-33601	153	1	configurations	configuration	NOUN
bracis-33601	153	2	with	with	ADP
bracis-33601	153	3	five	five	NUM
bracis-33601	153	4	hidden	hidden	ADJ
bracis-33601	153	5	layers	layer	NOUN
bracis-33601	153	6	and	and	CCONJ
bracis-33601	153	7	25	25	NUM
bracis-33601	153	8	neurons	neuron	NOUN
bracis-33601	153	9	obtained	obtain	VERB
bracis-33601	153	10	results	result	NOUN
bracis-33601	153	11	close	close	ADJ
bracis-33601	153	12	to	to	ADP
bracis-33601	153	13	those	those	PRON
bracis-33601	153	14	of	of	ADP
bracis-33601	153	15	the	the	DET
bracis-33601	153	16	highlighted	highlight	VERB
bracis-33601	153	17	layer	layer	NOUN
bracis-33601	153	18	.	.	PUNCT
bracis-33601	154	1	meanwhile	meanwhile	ADV
bracis-33601	154	2	,	,	PUNCT
bracis-33601	154	3	the	the	DET
bracis-33601	154	4	increase	increase	NOUN
bracis-33601	154	5	to	to	ADP
bracis-33601	154	6	20	20	NUM
bracis-33601	154	7	hidden	hidden	ADJ
bracis-33601	154	8	layers	layer	NOUN
bracis-33601	154	9	resulted	result	VERB
bracis-33601	154	10	in	in	ADP
bracis-33601	154	11	lower	low	ADJ
bracis-33601	154	12	performance	performance	NOUN
bracis-33601	154	13	,	,	PUNCT
bracis-33601	154	14	likely	likely	ADJ
bracis-33601	154	15	due	due	ADJ
bracis-33601	154	16	to	to	ADP
bracis-33601	154	17	overfitting	overfitte	VERB
bracis-33601	154	18	during	during	ADP
bracis-33601	154	19	the	the	DET
bracis-33601	154	20	training	training	NOUN
bracis-33601	154	21	step	step	NOUN
bracis-33601	154	22	.	.	PUNCT
bracis-33601	155	1	adding	add	VERB
bracis-33601	155	2	more	more	ADJ
bracis-33601	155	3	layers	layer	NOUN
bracis-33601	155	4	to	to	ADP
bracis-33601	155	5	the	the	DET
bracis-33601	155	6	model	model	NOUN
bracis-33601	155	7	increases	increase	VERB
bracis-33601	155	8	its	its	PRON
bracis-33601	155	9	learnability	learnability	NOUN
bracis-33601	155	10	,	,	PUNCT
bracis-33601	155	11	which	which	PRON
bracis-33601	155	12	can	can	AUX
bracis-33601	155	13	lead	lead	VERB
bracis-33601	155	14	to	to	ADP
bracis-33601	155	15	better	well	ADJ
bracis-33601	155	16	adaptation	adaptation	NOUN
bracis-33601	155	17	to	to	ADP
bracis-33601	155	18	the	the	DET
bracis-33601	155	19	training	training	NOUN
bracis-33601	155	20	data	datum	NOUN
bracis-33601	155	21	.	.	PUNCT
bracis-33601	156	1	however	however	ADV
bracis-33601	156	2	,	,	PUNCT
bracis-33601	156	3	in	in	ADP
bracis-33601	156	4	some	some	DET
bracis-33601	156	5	cases	case	NOUN
bracis-33601	156	6	,	,	PUNCT
bracis-33601	156	7	this	this	DET
bracis-33601	156	8	greater	great	ADJ
bracis-33601	156	9	flexibility	flexibility	NOUN
bracis-33601	156	10	can	can	AUX
bracis-33601	156	11	cause	cause	VERB
bracis-33601	156	12	the	the	DET
bracis-33601	156	13	model	model	NOUN
bracis-33601	156	14	to	to	PART
bracis-33601	156	15	memorize	memorize	VERB
bracis-33601	156	16	the	the	DET
bracis-33601	156	17	training	training	NOUN
bracis-33601	156	18	data	datum	NOUN
bracis-33601	156	19	instead	instead	ADV
bracis-33601	156	20	of	of	ADP
bracis-33601	156	21	learning	learn	VERB
bracis-33601	156	22	more	more	ADJ
bracis-33601	156	23	general	general	ADJ
bracis-33601	156	24	patterns	pattern	NOUN
bracis-33601	156	25	,	,	PUNCT
bracis-33601	156	26	impairing	impair	VERB
bracis-33601	156	27	generalization	generalization	NOUN
bracis-33601	156	28	to	to	ADP
bracis-33601	156	29	new	new	ADJ
bracis-33601	156	30	data	datum	NOUN
bracis-33601	156	31	.	.	PUNCT
bracis-33601	157	1	based	base	VERB
bracis-33601	157	2	on	on	ADP
bracis-33601	157	3	these	these	DET
bracis-33601	157	4	results	result	NOUN
bracis-33601	157	5	,	,	PUNCT
bracis-33601	157	6	the	the	DET
bracis-33601	157	7	configuration	configuration	NOUN
bracis-33601	157	8	with	with	ADP
bracis-33601	157	9	five	five	NUM
bracis-33601	157	10	hidden	hidden	ADJ
bracis-33601	157	11	layers	layer	NOUN
bracis-33601	157	12	and	and	CCONJ
bracis-33601	157	13	100	100	NUM
bracis-33601	157	14	neurons	neuron	NOUN
bracis-33601	157	15	in	in	ADP
bracis-33601	157	16	each	each	DET
bracis-33601	157	17	layer	layer	NOUN
bracis-33601	157	18	stood	stand	VERB
bracis-33601	157	19	out	out	ADP
bracis-33601	157	20	as	as	ADP
bracis-33601	157	21	the	the	DET
bracis-33601	157	22	most	most	ADV
bracis-33601	157	23	suitable	suitable	ADJ
bracis-33601	157	24	for	for	ADP
bracis-33601	157	25	use	use	NOUN
bracis-33601	157	26	in	in	ADP
bracis-33601	157	27	a	a	DET
bracis-33601	157	28	45	45	NUM
bracis-33601	157	29	-	-	PUNCT
bracis-33601	157	30	day	day	NOUN
bracis-33601	157	31	horizon	horizon	NOUN
bracis-33601	157	32	and	and	CCONJ
bracis-33601	157	33	smoothed	smoothed	ADJ
bracis-33601	157	34	data	datum	NOUN
bracis-33601	157	35	.	.	PUNCT
bracis-33601	158	1	this	this	DET
bracis-33601	158	2	configuration	configuration	NOUN
bracis-33601	158	3	has	have	AUX
bracis-33601	158	4	struck	strike	VERB
bracis-33601	158	5	a	a	DET
bracis-33601	158	6	balance	balance	NOUN
bracis-33601	158	7	between	between	ADP
bracis-33601	158	8	the	the	DET
bracis-33601	158	9	network	network	NOUN
bracis-33601	158	10	’s	’s	PART
bracis-33601	158	11	learnability	learnability	NOUN
bracis-33601	158	12	and	and	CCONJ
bracis-33601	158	13	generalization	generalization	NOUN
bracis-33601	158	14	ability	ability	NOUN
bracis-33601	158	15	to	to	ADP
bracis-33601	158	16	new	new	ADJ
bracis-33601	158	17	data	datum	NOUN
bracis-33601	158	18	,	,	PUNCT
bracis-33601	158	19	resulting	result	VERB
bracis-33601	158	20	in	in	ADP
bracis-33601	158	21	good	good	ADJ
bracis-33601	158	22	forecasting	forecasting	NOUN
bracis-33601	158	23	performance	performance	NOUN
bracis-33601	158	24	for	for	ADP
bracis-33601	158	25	the	the	DET
bracis-33601	158	26	specific	specific	ADJ
bracis-33601	158	27	scenario	scenario	NOUN
bracis-33601	158	28	.	.	PUNCT
bracis-33601	159	1	figure	figure	NOUN
bracis-33601	159	2	 	 	SPACE
bracis-33601	159	3	4	4	NUM
bracis-33601	159	4	shows	show	VERB
bracis-33601	159	5	the	the	DET
bracis-33601	159	6	results	result	NOUN
bracis-33601	159	7	obtained	obtain	VERB
bracis-33601	159	8	for	for	ADP
bracis-33601	159	9	the	the	DET
bracis-33601	159	10	plant	plant	NOUN
bracis-33601	159	11	.	.	PUNCT
bracis-33601	160	1	fig	fig	NOUN
bracis-33601	160	2	.	.	PUNCT
bracis-33601	161	1	4	4	X
bracis-33601	161	2	.	.	X
bracis-33601	161	3	prediction	prediction	NOUN
bracis-33601	161	4	results	result	NOUN
bracis-33601	161	5	using	use	VERB
bracis-33601	161	6	the	the	DET
bracis-33601	161	7	model	model	NOUN
bracis-33601	161	8	with	with	ADP
bracis-33601	161	9	the	the	DET
bracis-33601	161	10	best	good	ADJ
bracis-33601	161	11	settings	setting	NOUN
bracis-33601	161	12	found	find	VERB
bracis-33601	161	13	in	in	ADP
bracis-33601	161	14	development	development	NOUN
bracis-33601	161	15	.	.	PUNCT
bracis-33601	162	1	(	(	PUNCT
bracis-33601	162	2	color	color	NOUN
bracis-33601	162	3	figure	figure	NOUN
bracis-33601	162	4	online	online	ADV
bracis-33601	162	5	)	)	PUNCT
bracis-33601	162	6	full	full	ADJ
bracis-33601	162	7	size	size	NOUN
bracis-33601	162	8	image	image	NOUN
bracis-33601	162	9	5	5	NUM
bracis-33601	162	10	conclusion	conclusion	NOUN
bracis-33601	162	11	during	during	ADP
bracis-33601	162	12	the	the	DET
bracis-33601	162	13	modeling	modeling	NOUN
bracis-33601	162	14	development	development	NOUN
bracis-33601	162	15	,	,	PUNCT
bracis-33601	162	16	we	we	PRON
bracis-33601	162	17	can	can	AUX
bracis-33601	162	18	explore	explore	VERB
bracis-33601	162	19	different	different	ADJ
bracis-33601	162	20	combinations	combination	NOUN
bracis-33601	162	21	of	of	ADP
bracis-33601	162	22	configurations	configuration	NOUN
bracis-33601	162	23	such	such	ADJ
bracis-33601	162	24	as	as	ADP
bracis-33601	162	25	data	data	NOUN
bracis-33601	162	26	transformation	transformation	NOUN
bracis-33601	162	27	techniques	technique	NOUN
bracis-33601	162	28	,	,	PUNCT
bracis-33601	162	29	hyperparameter	hyperparameter	NOUN
bracis-33601	162	30	search	search	NOUN
bracis-33601	162	31	,	,	PUNCT
bracis-33601	162	32	and	and	CCONJ
bracis-33601	162	33	search	search	VERB
bracis-33601	162	34	for	for	ADP
bracis-33601	162	35	an	an	DET
bracis-33601	162	36	optimal	optimal	ADJ
bracis-33601	162	37	prediction	prediction	NOUN
bracis-33601	162	38	horizon	horizon	NOUN
bracis-33601	162	39	.	.	PUNCT
bracis-33601	163	1	we	we	PRON
bracis-33601	163	2	built	build	VERB
bracis-33601	163	3	an	an	DET
bracis-33601	163	4	artificial	artificial	ADJ
bracis-33601	163	5	intelligence	intelligence	NOUN
bracis-33601	163	6	model	model	NOUN
bracis-33601	163	7	from	from	ADP
bracis-33601	163	8	this	this	DET
bracis-33601	163	9	exploration	exploration	NOUN
bracis-33601	163	10	using	use	VERB
bracis-33601	163	11	deep	deep	ADJ
bracis-33601	163	12	learning	learning	NOUN
bracis-33601	163	13	techniques	technique	NOUN
bracis-33601	163	14	that	that	PRON
bracis-33601	163	15	can	can	AUX
bracis-33601	163	16	predict	predict	VERB
bracis-33601	163	17	solar	solar	ADJ
bracis-33601	163	18	plants	plant	NOUN
bracis-33601	163	19	’	'	PUNCT
bracis-33601	163	20	energy	energy	NOUN
bracis-33601	163	21	consumption	consumption	NOUN
bracis-33601	163	22	.	.	PUNCT
bracis-33601	164	1	the	the	DET
bracis-33601	164	2	results	result	NOUN
bracis-33601	164	3	found	find	VERB
bracis-33601	164	4	with	with	ADP
bracis-33601	164	5	the	the	DET
bracis-33601	164	6	training	training	NOUN
bracis-33601	164	7	from	from	ADP
bracis-33601	164	8	the	the	DET
bracis-33601	164	9	database	database	NOUN
bracis-33601	164	10	were	be	AUX
bracis-33601	164	11	satisfactory	satisfactory	ADJ
bracis-33601	164	12	,	,	PUNCT
bracis-33601	164	13	with	with	ADP
bracis-33601	164	14	the	the	DET
bracis-33601	164	15	model	model	NOUN
bracis-33601	164	16	being	be	AUX
bracis-33601	164	17	able	able	ADJ
bracis-33601	164	18	to	to	PART
bracis-33601	164	19	generalize	generalize	VERB
bracis-33601	164	20	and	and	CCONJ
bracis-33601	164	21	make	make	VERB
bracis-33601	164	22	predictions	prediction	NOUN
bracis-33601	164	23	,	,	PUNCT
bracis-33601	164	24	achieving	achieve	VERB
bracis-33601	164	25	good	good	ADJ
bracis-33601	164	26	metrics	metric	NOUN
bracis-33601	164	27	.	.	PUNCT
bracis-33601	165	1	the	the	DET
bracis-33601	165	2	best	good	ADJ
bracis-33601	165	3	model	model	NOUN
bracis-33601	165	4	found	find	VERB
bracis-33601	165	5	has	have	AUX
bracis-33601	165	6	achieved	achieve	VERB
bracis-33601	165	7	an	an	DET
bracis-33601	165	8	mae	mae	PROPN
bracis-33601	165	9	of	of	ADP
bracis-33601	165	10	45.52	45.52	NUM
bracis-33601	165	11	kwh	kwh	NOUN
bracis-33601	165	12	and	and	CCONJ
bracis-33601	165	13	an	an	DET
bracis-33601	165	14	rmse	rmse	NOUN
bracis-33601	165	15	of	of	ADP
bracis-33601	165	16	54.57	54.57	NUM
bracis-33601	165	17	kwh	kwh	NOUN
bracis-33601	165	18	and	and	CCONJ
bracis-33601	165	19	uses	use	VERB
bracis-33601	165	20	five	five	NUM
bracis-33601	165	21	hidden	hidden	ADJ
bracis-33601	165	22	layers	layer	NOUN
bracis-33601	165	23	with	with	ADP
bracis-33601	165	24	100	100	NUM
bracis-33601	165	25	neurons	neuron	NOUN
bracis-33601	165	26	.	.	PUNCT
bracis-33601	166	1	the	the	DET
bracis-33601	166	2	optimal	optimal	ADJ
bracis-33601	166	3	prediction	prediction	NOUN
bracis-33601	166	4	horizon	horizon	NOUN
bracis-33601	166	5	seen	see	VERB
bracis-33601	166	6	was	be	AUX
bracis-33601	166	7	45	45	NUM
bracis-33601	166	8	days	day	NOUN
bracis-33601	166	9	,	,	PUNCT
bracis-33601	166	10	which	which	PRON
bracis-33601	166	11	provides	provide	VERB
bracis-33601	166	12	a	a	DET
bracis-33601	166	13	good	good	ADJ
bracis-33601	166	14	generalization	generalization	NOUN
bracis-33601	166	15	for	for	ADP
bracis-33601	166	16	a	a	DET
bracis-33601	166	17	satisfactory	satisfactory	ADJ
bracis-33601	166	18	time	time	NOUN
bracis-33601	166	19	window	window	NOUN
bracis-33601	166	20	.	.	PUNCT
bracis-33601	167	1	from	from	ADP
bracis-33601	167	2	this	this	PRON
bracis-33601	167	3	,	,	PUNCT
bracis-33601	167	4	a	a	DET
bracis-33601	167	5	user	user	NOUN
bracis-33601	167	6	can	can	AUX
bracis-33601	167	7	get	get	VERB
bracis-33601	167	8	good	good	ADJ
bracis-33601	167	9	results	result	NOUN
bracis-33601	167	10	for	for	ADP
bracis-33601	167	11	forecasting	forecast	VERB
bracis-33601	167	12	energy	energy	NOUN
bracis-33601	167	13	consumption	consumption	NOUN
bracis-33601	167	14	up	up	ADP
bracis-33601	167	15	to	to	PART
bracis-33601	167	16	45	45	NUM
bracis-33601	167	17	days	day	NOUN
bracis-33601	167	18	into	into	ADP
bracis-33601	167	19	the	the	DET
bracis-33601	167	20	future	future	NOUN
bracis-33601	167	21	of	of	ADP
bracis-33601	167	22	the	the	DET
bracis-33601	167	23	current	current	ADJ
bracis-33601	167	24	day	day	NOUN
bracis-33601	167	25	.	.	PUNCT
bracis-33601	168	1	such	such	DET
bracis-33601	168	2	a	a	DET
bracis-33601	168	3	window	window	NOUN
bracis-33601	168	4	provides	provide	VERB
bracis-33601	168	5	a	a	DET
bracis-33601	168	6	good	good	ADJ
bracis-33601	168	7	window	window	NOUN
bracis-33601	168	8	for	for	ADP
bracis-33601	168	9	insights	insight	NOUN
bracis-33601	168	10	and	and	CCONJ
bracis-33601	168	11	planning	planning	NOUN
bracis-33601	168	12	decisions	decision	NOUN
bracis-33601	168	13	for	for	ADP
bracis-33601	168	14	companies	company	NOUN
bracis-33601	168	15	and	and	CCONJ
bracis-33601	168	16	industries	industry	NOUN
bracis-33601	168	17	.	.	PUNCT
bracis-33601	169	1	therefore	therefore	ADV
bracis-33601	169	2	,	,	PUNCT
bracis-33601	169	3	industries	industry	NOUN
bracis-33601	169	4	in	in	ADP
bracis-33601	169	5	the	the	DET
bracis-33601	169	6	field	field	NOUN
bracis-33601	169	7	of	of	ADP
bracis-33601	169	8	solar	solar	ADJ
bracis-33601	169	9	energy	energy	NOUN
bracis-33601	169	10	can	can	AUX
bracis-33601	169	11	take	take	VERB
bracis-33601	169	12	advantage	advantage	NOUN
bracis-33601	169	13	of	of	ADP
bracis-33601	169	14	this	this	DET
bracis-33601	169	15	artifact	artifact	NOUN
bracis-33601	169	16	for	for	ADP
bracis-33601	169	17	future	future	ADJ
bracis-33601	169	18	planning	planning	NOUN
bracis-33601	169	19	based	base	VERB
bracis-33601	169	20	on	on	ADP
bracis-33601	169	21	forecasts	forecast	NOUN
bracis-33601	169	22	created	create	VERB
bracis-33601	169	23	by	by	ADP
bracis-33601	169	24	the	the	DET
bracis-33601	169	25	model	model	NOUN
bracis-33601	169	26	.	.	PUNCT
bracis-33601	170	1	therefore	therefore	ADV
bracis-33601	170	2	,	,	PUNCT
bracis-33601	170	3	we	we	PRON
bracis-33601	170	4	hope	hope	VERB
bracis-33601	170	5	that	that	SCONJ
bracis-33601	170	6	the	the	DET
bracis-33601	170	7	modeling	modeling	NOUN
bracis-33601	170	8	developed	develop	VERB
bracis-33601	170	9	in	in	ADP
bracis-33601	170	10	this	this	DET
bracis-33601	170	11	study	study	NOUN
bracis-33601	170	12	can	can	AUX
bracis-33601	170	13	help	help	VERB
bracis-33601	170	14	the	the	DET
bracis-33601	170	15	field	field	NOUN
bracis-33601	170	16	of	of	ADP
bracis-33601	170	17	solar	solar	ADJ
bracis-33601	170	18	energy	energy	NOUN
bracis-33601	170	19	with	with	ADP
bracis-33601	170	20	helpful	helpful	ADJ
bracis-33601	170	21	information	information	NOUN
bracis-33601	170	22	.	.	PUNCT
bracis-33601	171	1	in	in	ADP
bracis-33601	171	2	addition	addition	NOUN
bracis-33601	171	3	,	,	PUNCT
bracis-33601	171	4	studies	study	NOUN
bracis-33601	171	5	with	with	ADP
bracis-33601	171	6	different	different	ADJ
bracis-33601	171	7	databases	database	NOUN
bracis-33601	171	8	and	and	CCONJ
bracis-33601	171	9	exploration	exploration	NOUN
bracis-33601	171	10	of	of	ADP
bracis-33601	171	11	other	other	ADJ
bracis-33601	171	12	solutions	solution	NOUN
bracis-33601	171	13	to	to	ADP
bracis-33601	171	14	the	the	DET
bracis-33601	171	15	problem	problem	NOUN
bracis-33601	171	16	of	of	ADP
bracis-33601	171	17	predicting	predict	VERB
bracis-33601	171	18	solar	solar	ADJ
bracis-33601	171	19	energy	energy	NOUN
bracis-33601	171	20	consumption	consumption	NOUN
bracis-33601	171	21	are	be	AUX
bracis-33601	171	22	needed	need	VERB
bracis-33601	171	23	.	.	PUNCT
bracis-33601	172	1	for	for	ADP
bracis-33601	172	2	future	future	ADJ
bracis-33601	172	3	work	work	NOUN
bracis-33601	172	4	,	,	PUNCT
bracis-33601	172	5	we	we	PRON
bracis-33601	172	6	plan	plan	VERB
bracis-33601	172	7	to	to	PART
bracis-33601	172	8	use	use	VERB
bracis-33601	172	9	other	other	ADJ
bracis-33601	172	10	databases	database	NOUN
bracis-33601	172	11	to	to	PART
bracis-33601	172	12	test	test	VERB
bracis-33601	172	13	the	the	DET
bracis-33601	172	14	model	model	NOUN
bracis-33601	172	15	,	,	PUNCT
bracis-33601	172	16	explore	explore	VERB
bracis-33601	172	17	other	other	ADJ
bracis-33601	172	18	modeling	modeling	NOUN
bracis-33601	172	19	techniques	technique	NOUN
bracis-33601	172	20	,	,	PUNCT
bracis-33601	172	21	such	such	ADJ
bracis-33601	172	22	as	as	ADP
bracis-33601	172	23	classical	classical	ADJ
bracis-33601	172	24	regression	regression	NOUN
bracis-33601	172	25	,	,	PUNCT
bracis-33601	172	26	and	and	CCONJ
bracis-33601	172	27	seek	seek	VERB
bracis-33601	172	28	to	to	PART
bracis-33601	172	29	use	use	VERB
bracis-33601	172	30	other	other	ADJ
bracis-33601	172	31	deep	deep	ADJ
bracis-33601	172	32	learning	learning	NOUN
bracis-33601	172	33	models	model	NOUN
bracis-33601	172	34	for	for	ADP
bracis-33601	172	35	better	well	ADJ
bracis-33601	172	36	results	result	NOUN
bracis-33601	172	37	.	.	PUNCT
bracis-33601	173	1	references	reference	NOUN
bracis-33601	173	2	abd	abd	PROPN
bracis-33601	173	3	el	el	PROPN
bracis-33601	173	4	-	-	PROPN
bracis-33601	173	5	aziz	aziz	PROPN
bracis-33601	173	6	,	,	PUNCT
bracis-33601	173	7	r.m	r.m	PROPN
bracis-33601	173	8	.	.	PROPN
bracis-33601	173	9	:	:	PUNCT
bracis-33601	174	1	renewable	renewable	ADJ
bracis-33601	174	2	power	power	NOUN
bracis-33601	174	3	source	source	NOUN
bracis-33601	174	4	energy	energy	NOUN
bracis-33601	174	5	consumption	consumption	NOUN
bracis-33601	174	6	by	by	ADP
bracis-33601	174	7	hybrid	hybrid	ADJ
bracis-33601	174	8	machine	machine	NOUN
bracis-33601	174	9	learning	learning	NOUN
bracis-33601	174	10	model	model	NOUN
bracis-33601	174	11	.	.	PUNCT
bracis-33601	175	1	alex	alex	PROPN
bracis-33601	175	2	.	.	PUNCT
bracis-33601	176	1	eng	eng	PROPN
bracis-33601	176	2	.	.	PUNCT
bracis-33601	176	3	j.	j.	PROPN
bracis-33601	176	4	61(12	61(12	PROPN
bracis-33601	176	5	)	)	PUNCT
bracis-33601	176	6	,	,	PUNCT
bracis-33601	176	7	9447–9455	9447–9455	NUM
bracis-33601	176	8	(	(	PUNCT
bracis-33601	176	9	2022	2022	NUM
bracis-33601	176	10	)	)	PUNCT
bracis-33601	176	11	article	article	NOUN
bracis-33601	176	12	  	  	SPACE
bracis-33601	176	13	math	math	NOUN
bracis-33601	176	14	  	  	SPACE
bracis-33601	176	15	google	google	PROPN
bracis-33601	176	16	scholar	scholar	NOUN
bracis-33601	176	17	  	  	SPACE
bracis-33601	176	18	amasyali	amasyali	PROPN
bracis-33601	176	19	,	,	PUNCT
bracis-33601	176	20	k.	k.	PROPN
bracis-33601	176	21	,	,	PUNCT
bracis-33601	176	22	el	el	PROPN
bracis-33601	176	23	-	-	PUNCT
bracis-33601	176	24	gohary	gohary	NOUN
bracis-33601	176	25	,	,	PUNCT
bracis-33601	176	26	n.m	n.m	PROPN
bracis-33601	176	27	.	.	PROPN
bracis-33601	176	28	:	:	PUNCT
bracis-33601	177	1	a	a	DET
bracis-33601	177	2	review	review	NOUN
bracis-33601	177	3	of	of	ADP
bracis-33601	177	4	data	data	NOUN
bracis-33601	177	5	-	-	PUNCT
bracis-33601	177	6	driven	drive	VERB
bracis-33601	177	7	building	building	NOUN
bracis-33601	177	8	energy	energy	NOUN
bracis-33601	177	9	consumption	consumption	NOUN
bracis-33601	177	10	prediction	prediction	NOUN
bracis-33601	177	11	studies	study	NOUN
bracis-33601	177	12	.	.	PUNCT
bracis-33601	178	1	renew	renew	NOUN
bracis-33601	178	2	.	.	PUNCT
bracis-33601	179	1	sustain	sustain	VERB
bracis-33601	179	2	.	.	PUNCT
bracis-33601	180	1	energy	energy	NOUN
bracis-33601	180	2	rev	rev	PROPN
bracis-33601	180	3	.	.	PROPN
bracis-33601	180	4	81	81	NUM
bracis-33601	180	5	,	,	PUNCT
bracis-33601	180	6	1192–1205	1192–1205	NUM
bracis-33601	180	7	(	(	PUNCT
bracis-33601	180	8	2018	2018	NUM
bracis-33601	180	9	)	)	PUNCT
bracis-33601	180	10	article	article	NOUN
bracis-33601	180	11	  	  	SPACE
bracis-33601	180	12	math	math	NOUN
bracis-33601	180	13	  	  	SPACE
bracis-33601	180	14	google	google	PROPN
bracis-33601	180	15	scholar	scholar	NOUN
bracis-33601	180	16	  	  	SPACE
bracis-33601	180	17	bertolini	bertolini	NOUN
bracis-33601	180	18	,	,	PUNCT
bracis-33601	180	19	m.	m.	NOUN
bracis-33601	180	20	,	,	PUNCT
bracis-33601	180	21	mezzogori	mezzogori	PROPN
bracis-33601	180	22	,	,	PUNCT
bracis-33601	180	23	d.	d.	PROPN
bracis-33601	180	24	,	,	PUNCT
bracis-33601	180	25	neroni	neroni	PROPN
bracis-33601	180	26	,	,	PUNCT
bracis-33601	180	27	m.	m.	NOUN
bracis-33601	180	28	,	,	PUNCT
bracis-33601	180	29	zammori	zammori	X
bracis-33601	180	30	,	,	PUNCT
bracis-33601	180	31	f.	f.	PROPN
bracis-33601	180	32	:	:	PUNCT
bracis-33601	180	33	machine	machine	NOUN
bracis-33601	180	34	learning	learn	VERB
bracis-33601	180	35	for	for	ADP
bracis-33601	180	36	industrial	industrial	ADJ
bracis-33601	180	37	applications	application	NOUN
bracis-33601	180	38	:	:	PUNCT
bracis-33601	180	39	a	a	DET
bracis-33601	180	40	comprehensive	comprehensive	ADJ
bracis-33601	180	41	literature	literature	NOUN
bracis-33601	180	42	review	review	NOUN
bracis-33601	180	43	.	.	PUNCT
bracis-33601	181	1	expert	expert	NOUN
bracis-33601	181	2	syst	syst	PROPN
bracis-33601	181	3	.	.	PUNCT
bracis-33601	182	1	appl	appl	PROPN
bracis-33601	182	2	.	.	PROPN
bracis-33601	183	1	175	175	NUM
bracis-33601	183	2	,	,	PUNCT
bracis-33601	183	3	114820	114820	NUM
bracis-33601	183	4	(	(	PUNCT
bracis-33601	183	5	2021	2021	NUM
bracis-33601	183	6	)	)	PUNCT
bracis-33601	183	7	article	article	NOUN
bracis-33601	183	8	  	  	SPACE
bracis-33601	183	9	math	math	NOUN
bracis-33601	183	10	  	  	SPACE
bracis-33601	183	11	google	google	PROPN
bracis-33601	183	12	scholar	scholar	NOUN
bracis-33601	183	13	  	  	SPACE
bracis-33601	183	14	box	box	NOUN
bracis-33601	183	15	,	,	PUNCT
bracis-33601	183	16	g.e	g.e	PROPN
bracis-33601	183	17	.	.	PROPN
bracis-33601	183	18	,	,	PUNCT
bracis-33601	183	19	pierce	pierce	PROPN
bracis-33601	183	20	,	,	PUNCT
bracis-33601	183	21	d.a	d.a	PROPN
bracis-33601	183	22	.	.	PROPN
bracis-33601	183	23	:	:	PUNCT
bracis-33601	184	1	distribution	distribution	NOUN
bracis-33601	184	2	of	of	ADP
bracis-33601	184	3	residual	residual	ADJ
bracis-33601	184	4	autocorrelations	autocorrelation	NOUN
bracis-33601	184	5	in	in	ADP
bracis-33601	184	6	autoregressive	autoregressive	ADJ
bracis-33601	184	7	-	-	PUNCT
bracis-33601	184	8	integrated	integrate	VERB
bracis-33601	184	9	moving	move	VERB
bracis-33601	184	10	average	average	ADJ
bracis-33601	184	11	time	time	NOUN
bracis-33601	184	12	series	series	NOUN
bracis-33601	184	13	models	model	NOUN
bracis-33601	184	14	.	.	PUNCT
bracis-33601	185	1	j.	j.	PROPN
bracis-33601	185	2	am	am	PROPN
bracis-33601	185	3	.	.	PUNCT
bracis-33601	186	1	stat	stat	PROPN
bracis-33601	186	2	.	.	PUNCT
bracis-33601	187	1	assoc	assoc	PROPN
bracis-33601	187	2	.	.	PUNCT
bracis-33601	187	3	65(332	65(332	PROPN
bracis-33601	187	4	)	)	PUNCT
bracis-33601	187	5	,	,	PUNCT
bracis-33601	187	6	1509–1526	1509–1526	NUM
bracis-33601	187	7	(	(	PUNCT
bracis-33601	187	8	1970	1970	NUM
bracis-33601	187	9	)	)	PUNCT
bracis-33601	187	10	article	article	NOUN
bracis-33601	187	11	  	  	SPACE
bracis-33601	187	12	mathscinet	mathscinet	NOUN
bracis-33601	187	13	  	  	SPACE
bracis-33601	187	14	math	math	NOUN
bracis-33601	187	15	  	  	SPACE
bracis-33601	187	16	google	google	PROPN
bracis-33601	187	17	scholar	scholar	NOUN
bracis-33601	187	18	  	  	SPACE
bracis-33601	187	19	chan	chan	PROPN
bracis-33601	187	20	,	,	PUNCT
bracis-33601	187	21	s.l	s.l	PROPN
bracis-33601	187	22	.	.	PROPN
bracis-33601	187	23	,	,	PUNCT
bracis-33601	187	24	lu	lu	PROPN
bracis-33601	187	25	,	,	PUNCT
bracis-33601	187	26	y.	y.	PROPN
bracis-33601	187	27	,	,	PUNCT
bracis-33601	187	28	wang	wang	PROPN
bracis-33601	187	29	,	,	PUNCT
bracis-33601	187	30	y.	y.	PROPN
bracis-33601	187	31	:	:	PUNCT
bracis-33601	187	32	data	data	NOUN
bracis-33601	187	33	-	-	PUNCT
bracis-33601	187	34	driven	drive	VERB
bracis-33601	187	35	cost	cost	NOUN
bracis-33601	187	36	estimation	estimation	NOUN
bracis-33601	187	37	for	for	ADP
bracis-33601	187	38	additive	additive	ADJ
bracis-33601	187	39	manufacturing	manufacturing	NOUN
bracis-33601	187	40	in	in	ADP
bracis-33601	187	41	cybermanufacturing	cybermanufacturing	PROPN
bracis-33601	187	42	.	.	PUNCT
bracis-33601	188	1	j.	j.	PROPN
bracis-33601	188	2	manuf	manuf	PROPN
bracis-33601	188	3	.	.	PUNCT
bracis-33601	189	1	syst	syst	PROPN
bracis-33601	189	2	.	.	PUNCT
bracis-33601	190	1	46	46	NUM
bracis-33601	190	2	,	,	PUNCT
bracis-33601	190	3	115–126	115–126	NUM
bracis-33601	190	4	(	(	PUNCT
bracis-33601	190	5	2018	2018	NUM
bracis-33601	190	6	)	)	PUNCT
bracis-33601	190	7	.	.	PUNCT
bracis-33601	191	1	https://doi.org/10.1016/j.jmsy.2017.12.001	https://doi.org/10.1016/j.jmsy.2017.12.001	PROPN
bracis-33601	191	2	,	,	PUNCT
bracis-33601	191	3	https://www.sciencedirect.com/science/article/pii/s0278612517301577	https://www.sciencedirect.com/science/article/pii/s0278612517301577	PROPN
bracis-33601	191	4	chen	chen	PROPN
bracis-33601	191	5	,	,	PUNCT
bracis-33601	191	6	t.	t.	PROPN
bracis-33601	191	7	,	,	PUNCT
bracis-33601	191	8	guestrin	guestrin	NOUN
bracis-33601	191	9	,	,	PUNCT
bracis-33601	191	10	c.	c.	PROPN
bracis-33601	191	11	:	:	PUNCT
bracis-33601	191	12	xgboost	xgboost	ADV
bracis-33601	191	13	:	:	PUNCT
bracis-33601	191	14	a	a	DET
bracis-33601	191	15	scalable	scalable	ADJ
bracis-33601	191	16	tree	tree	NOUN
bracis-33601	191	17	boosting	boost	VERB
bracis-33601	191	18	system	system	NOUN
bracis-33601	191	19	.	.	PUNCT
bracis-33601	192	1	in	in	ADP
bracis-33601	192	2	:	:	PUNCT
bracis-33601	192	3	proceedings	proceeding	NOUN
bracis-33601	192	4	of	of	ADP
bracis-33601	192	5	the	the	DET
bracis-33601	192	6	22nd	22nd	PROPN
bracis-33601	192	7	acm	acm	PROPN
bracis-33601	192	8	sigkdd	sigkdd	PROPN
bracis-33601	192	9	international	international	ADJ
bracis-33601	192	10	conference	conference	NOUN
bracis-33601	192	11	on	on	ADP
bracis-33601	192	12	knowledge	knowledge	NOUN
bracis-33601	192	13	discovery	discovery	PROPN
bracis-33601	192	14	and	and	CCONJ
bracis-33601	192	15	data	datum	NOUN
bracis-33601	192	16	mining	mining	NOUN
bracis-33601	192	17	,	,	PUNCT
bracis-33601	192	18	pp	pp	ADP
bracis-33601	192	19	.	.	PUNCT
bracis-33601	193	1	785–794	785–794	NUM
bracis-33601	193	2	(	(	PUNCT
bracis-33601	193	3	2016	2016	NUM
bracis-33601	193	4	)	)	PUNCT
bracis-33601	193	5	google	google	PROPN
bracis-33601	193	6	scholar	scholar	NOUN
bracis-33601	193	7	  	  	SPACE
bracis-33601	193	8	dincer	dincer	NOUN
bracis-33601	193	9	,	,	PUNCT
bracis-33601	193	10	i.	i.	NOUN
bracis-33601	193	11	:	:	PUNCT
bracis-33601	193	12	environmental	environmental	ADJ
bracis-33601	193	13	impacts	impact	NOUN
bracis-33601	193	14	of	of	ADP
bracis-33601	193	15	energy	energy	NOUN
bracis-33601	193	16	.	.	PUNCT
bracis-33601	194	1	energy	energy	NOUN
bracis-33601	194	2	policy	policy	NOUN
bracis-33601	194	3	27(14	27(14	NOUN
bracis-33601	194	4	)	)	PUNCT
bracis-33601	194	5	,	,	PUNCT
bracis-33601	194	6	845–854	845–854	NUM
bracis-33601	194	7	(	(	PUNCT
bracis-33601	194	8	1999	1999	NUM
bracis-33601	194	9	)	)	PUNCT
bracis-33601	194	10	article	article	NOUN
bracis-33601	194	11	  	  	SPACE
bracis-33601	194	12	math	math	NOUN
bracis-33601	194	13	  	  	SPACE
bracis-33601	194	14	google	google	PROPN
bracis-33601	194	15	scholar	scholar	NOUN
bracis-33601	194	16	  	  	SPACE
bracis-33601	194	17	du	du	PROPN
bracis-33601	194	18	,	,	PUNCT
bracis-33601	194	19	s.	s.	PROPN
bracis-33601	194	20	,	,	PUNCT
bracis-33601	194	21	li	li	PROPN
bracis-33601	194	22	,	,	PUNCT
bracis-33601	194	23	t.	t.	PROPN
bracis-33601	194	24	,	,	PUNCT
bracis-33601	194	25	yang	yang	PROPN
bracis-33601	194	26	,	,	PUNCT
bracis-33601	194	27	y.	y.	PROPN
bracis-33601	194	28	,	,	PUNCT
bracis-33601	194	29	horng	horng	PROPN
bracis-33601	194	30	,	,	PUNCT
bracis-33601	194	31	s.j	s.j	PROPN
bracis-33601	194	32	.	.	PROPN
bracis-33601	194	33	:	:	PUNCT
bracis-33601	195	1	multivariate	multivariate	NOUN
bracis-33601	195	2	time	time	PROPN
bracis-33601	195	3	series	series	PROPN
bracis-33601	195	4	forecasting	forecasting	NOUN
bracis-33601	195	5	via	via	ADP
bracis-33601	195	6	attention	attention	NOUN
bracis-33601	195	7	-	-	PUNCT
bracis-33601	195	8	based	base	VERB
bracis-33601	195	9	encoder	encoder	NOUN
bracis-33601	195	10	-	-	PUNCT
bracis-33601	195	11	decoder	decoder	NOUN
bracis-33601	195	12	framework	framework	NOUN
bracis-33601	195	13	.	.	PUNCT
bracis-33601	196	1	neurocomputing	neurocompute	VERB
bracis-33601	196	2	388	388	NUM
bracis-33601	196	3	,	,	PUNCT
bracis-33601	196	4	269–279	269–279	NUM
bracis-33601	196	5	(	(	PUNCT
bracis-33601	196	6	2020	2020	NUM
bracis-33601	196	7	)	)	PUNCT
bracis-33601	196	8	article	article	NOUN
bracis-33601	196	9	  	  	SPACE
bracis-33601	196	10	math	math	NOUN
bracis-33601	196	11	  	  	SPACE
bracis-33601	196	12	google	google	PROPN
bracis-33601	196	13	scholar	scholar	NOUN
bracis-33601	196	14	  	  	SPACE
bracis-33601	196	15	ekonomou	ekonomou	ADJ
bracis-33601	196	16	,	,	PUNCT
bracis-33601	196	17	l.	l.	PROPN
bracis-33601	196	18	:	:	PUNCT
bracis-33601	196	19	greek	greek	ADJ
bracis-33601	196	20	long	long	ADJ
bracis-33601	196	21	-	-	PUNCT
bracis-33601	196	22	term	term	NOUN
bracis-33601	196	23	energy	energy	NOUN
bracis-33601	196	24	consumption	consumption	NOUN
bracis-33601	196	25	prediction	prediction	NOUN
bracis-33601	196	26	using	use	VERB
bracis-33601	196	27	artificial	artificial	ADJ
bracis-33601	196	28	neural	neural	ADJ
bracis-33601	196	29	networks	network	NOUN
bracis-33601	196	30	.	.	PUNCT
bracis-33601	197	1	energy	energy	NOUN
bracis-33601	197	2	35(2	35(2	NUM
bracis-33601	197	3	)	)	PUNCT
bracis-33601	197	4	,	,	PUNCT
bracis-33601	197	5	512–517	512–517	NUM
bracis-33601	197	6	(	(	PUNCT
bracis-33601	197	7	2010	2010	NUM
bracis-33601	197	8	)	)	PUNCT
bracis-33601	197	9	article	article	NOUN
bracis-33601	197	10	  	  	SPACE
bracis-33601	197	11	math	math	NOUN
bracis-33601	197	12	  	  	SPACE
bracis-33601	197	13	google	google	PROPN
bracis-33601	197	14	scholar	scholar	NOUN
bracis-33601	197	15	  	  	SPACE
bracis-33601	197	16	hochreiter	hochreiter	PROPN
bracis-33601	197	17	,	,	PUNCT
bracis-33601	197	18	s.	s.	PROPN
bracis-33601	197	19	,	,	PUNCT
bracis-33601	197	20	schmidhuber	schmidhuber	PROPN
bracis-33601	197	21	,	,	PUNCT
bracis-33601	197	22	j.	j.	PROPN
bracis-33601	197	23	:	:	PUNCT
bracis-33601	197	24	long	long	ADJ
bracis-33601	197	25	short	short	ADJ
bracis-33601	197	26	-	-	PUNCT
bracis-33601	197	27	term	term	NOUN
bracis-33601	197	28	memory	memory	NOUN
bracis-33601	197	29	.	.	PUNCT
bracis-33601	198	1	neural	neural	ADJ
bracis-33601	198	2	comput	comput	NOUN
bracis-33601	198	3	.	.	PUNCT
bracis-33601	199	1	9(8	9(8	NUM
bracis-33601	199	2	)	)	PUNCT
bracis-33601	199	3	,	,	PUNCT
bracis-33601	199	4	1735–1780	1735–1780	NUM
bracis-33601	199	5	(	(	PUNCT
bracis-33601	199	6	1997	1997	NUM
bracis-33601	199	7	)	)	PUNCT
bracis-33601	199	8	article	article	NOUN
bracis-33601	199	9	  	  	SPACE
bracis-33601	199	10	math	math	NOUN
bracis-33601	199	11	  	  	SPACE
bracis-33601	199	12	google	google	PROPN
bracis-33601	199	13	scholar	scholar	NOUN
bracis-33601	199	14	  	  	SPACE
bracis-33601	199	15	hu	hu	PROPN
bracis-33601	199	16	,	,	PUNCT
bracis-33601	199	17	h.	h.	PROPN
bracis-33601	199	18	,	,	PUNCT
bracis-33601	199	19	wang	wang	PROPN
bracis-33601	199	20	,	,	PUNCT
bracis-33601	199	21	l.	l.	PROPN
bracis-33601	199	22	,	,	PUNCT
bracis-33601	199	23	peng	peng	PROPN
bracis-33601	199	24	,	,	PUNCT
bracis-33601	199	25	l.	l.	PROPN
bracis-33601	199	26	,	,	PUNCT
bracis-33601	199	27	zeng	zeng	PROPN
bracis-33601	199	28	,	,	PUNCT
bracis-33601	199	29	y.r	y.r	PROPN
bracis-33601	199	30	.	.	PUNCT
bracis-33601	199	31	:	:	PUNCT
bracis-33601	199	32	effective	effective	ADJ
bracis-33601	199	33	energy	energy	NOUN
bracis-33601	199	34	consumption	consumption	NOUN
bracis-33601	199	35	forecasting	forecasting	NOUN
bracis-33601	199	36	using	use	VERB
bracis-33601	199	37	enhanced	enhance	VERB
bracis-33601	199	38	bagged	bagged	ADJ
bracis-33601	199	39	echo	echo	PROPN
bracis-33601	199	40	state	state	NOUN
bracis-33601	199	41	network	network	NOUN
bracis-33601	199	42	.	.	PUNCT
bracis-33601	200	1	energy	energy	NOUN
bracis-33601	200	2	193	193	NUM
bracis-33601	200	3	,	,	PUNCT
bracis-33601	200	4	116778	116778	NUM
bracis-33601	200	5	(	(	PUNCT
bracis-33601	200	6	2020	2020	NUM
bracis-33601	200	7	)	)	PUNCT
bracis-33601	200	8	article	article	NOUN
bracis-33601	200	9	  	  	SPACE
bracis-33601	200	10	math	math	NOUN
bracis-33601	200	11	  	  	SPACE
bracis-33601	200	12	google	google	PROPN
bracis-33601	200	13	scholar	scholar	NOUN
bracis-33601	200	14	  	  	SPACE
bracis-33601	200	15	iqbal	iqbal	PROPN
bracis-33601	200	16	,	,	PUNCT
bracis-33601	200	17	r.	r.	PROPN
bracis-33601	200	18	,	,	PUNCT
bracis-33601	200	19	maniak	maniak	PROPN
bracis-33601	200	20	,	,	PUNCT
bracis-33601	200	21	t.	t.	PROPN
bracis-33601	200	22	,	,	PUNCT
bracis-33601	200	23	doctor	doctor	NOUN
bracis-33601	200	24	,	,	PUNCT
bracis-33601	200	25	f.	f.	PROPN
bracis-33601	200	26	,	,	PUNCT
bracis-33601	200	27	karyotis	karyotis	PROPN
bracis-33601	200	28	,	,	PUNCT
bracis-33601	200	29	c.	c.	NOUN
bracis-33601	200	30	:	:	PUNCT
bracis-33601	200	31	fault	fault	VERB
bracis-33601	200	32	detection	detection	NOUN
bracis-33601	200	33	and	and	CCONJ
bracis-33601	200	34	isolation	isolation	NOUN
bracis-33601	200	35	in	in	ADP
bracis-33601	200	36	industrial	industrial	ADJ
bracis-33601	200	37	processes	process	NOUN
bracis-33601	200	38	using	use	VERB
bracis-33601	200	39	deep	deep	ADJ
bracis-33601	200	40	learning	learning	NOUN
bracis-33601	200	41	approaches	approach	NOUN
bracis-33601	200	42	.	.	PUNCT
bracis-33601	201	1	ieee	ieee	PROPN
bracis-33601	201	2	trans	trans	PROPN
bracis-33601	201	3	.	.	PROPN
bracis-33601	202	1	industr	industr	PROPN
bracis-33601	202	2	.	.	PROPN
bracis-33601	202	3	inf	inf	PROPN
bracis-33601	202	4	.	.	PUNCT
bracis-33601	203	1	15(5	15(5	NUM
bracis-33601	203	2	)	)	PUNCT
bracis-33601	203	3	,	,	PUNCT
bracis-33601	203	4	3077–3084	3077–3084	NUM
bracis-33601	203	5	(	(	PUNCT
bracis-33601	203	6	2019	2019	NUM
bracis-33601	203	7	)	)	PUNCT
bracis-33601	203	8	article	article	NOUN
bracis-33601	203	9	  	  	SPACE
bracis-33601	203	10	google	google	PROPN
bracis-33601	203	11	scholar	scholar	NOUN
bracis-33601	203	12	  	  	SPACE
bracis-33601	203	13	irena	irena	NOUN
bracis-33601	203	14	,	,	PUNCT
bracis-33601	203	15	a.	a.	NOUN
bracis-33601	203	16	:	:	PUNCT
bracis-33601	203	17	renewable	renewable	ADJ
bracis-33601	203	18	capacity	capacity	NOUN
bracis-33601	203	19	highlights	highlight	NOUN
bracis-33601	203	20	.	.	PUNCT
bracis-33601	204	1	proc	proc	PROPN
bracis-33601	204	2	.	.	PUNCT
bracis-33601	205	1	int	int	NOUN
bracis-33601	205	2	.	.	PUNCT
bracis-33601	206	1	renew	renew	PROPN
bracis-33601	206	2	.	.	PUNCT
bracis-33601	207	1	energy	energy	NOUN
bracis-33601	207	2	agency	agency	PROPN
bracis-33601	207	3	(	(	PUNCT
bracis-33601	207	4	irena	irena	PROPN
bracis-33601	207	5	)	)	PUNCT
bracis-33601	207	6	,	,	PUNCT
bracis-33601	207	7	1–8	1–8	NUM
bracis-33601	207	8	(	(	PUNCT
bracis-33601	207	9	2020	2020	NUM
bracis-33601	207	10	)	)	PUNCT
bracis-33601	207	11	google	google	PROPN
bracis-33601	207	12	scholar	scholar	NOUN
bracis-33601	207	13	  	  	SPACE
bracis-33601	207	14	jefferson	jefferson	PROPN
bracis-33601	207	15	,	,	PUNCT
bracis-33601	207	16	m.	m.	NOUN
bracis-33601	207	17	:	:	PUNCT
bracis-33601	207	18	world	world	NOUN
bracis-33601	207	19	energy	energy	NOUN
bracis-33601	207	20	outlook	outlook	NOUN
bracis-33601	207	21	to	to	ADP
bracis-33601	207	22	2100	2100	NUM
bracis-33601	207	23	.	.	PUNCT
bracis-33601	208	1	in	in	ADP
bracis-33601	208	2	:	:	PUNCT
bracis-33601	208	3	world	world	NOUN
bracis-33601	208	4	petroleum	petroleum	PROPN
bracis-33601	208	5	congress	congress	PROPN
bracis-33601	208	6	,	,	PUNCT
bracis-33601	208	7	pp	pp	PROPN
bracis-33601	208	8	.	.	PUNCT
bracis-33601	209	1	wpc–26015	wpc–26015	PROPN
bracis-33601	209	2	.	.	PROPN
bracis-33601	209	3	wpc	wpc	X
bracis-33601	209	4	(	(	PUNCT
bracis-33601	209	5	1994	1994	NUM
bracis-33601	209	6	)	)	PUNCT
bracis-33601	209	7	google	google	PROPN
bracis-33601	209	8	scholar	scholar	NOUN
bracis-33601	209	9	  	  	SPACE
bracis-33601	209	10	jennings	jennings	PROPN
bracis-33601	209	11	,	,	PUNCT
bracis-33601	209	12	c.	c.	PROPN
bracis-33601	209	13	,	,	PUNCT
bracis-33601	209	14	wu	wu	PROPN
bracis-33601	209	15	,	,	PUNCT
bracis-33601	209	16	d.	d.	PROPN
bracis-33601	209	17	,	,	PUNCT
bracis-33601	209	18	terpenny	terpenny	PROPN
bracis-33601	209	19	,	,	PUNCT
bracis-33601	209	20	j.	j.	PROPN
bracis-33601	209	21	:	:	PUNCT
bracis-33601	209	22	forecasting	forecast	VERB
bracis-33601	209	23	obsolescence	obsolescence	NOUN
bracis-33601	209	24	risk	risk	NOUN
bracis-33601	209	25	and	and	CCONJ
bracis-33601	209	26	product	product	NOUN
bracis-33601	209	27	life	life	NOUN
bracis-33601	209	28	cycle	cycle	NOUN
bracis-33601	209	29	with	with	ADP
bracis-33601	209	30	machine	machine	NOUN
bracis-33601	209	31	learning	learning	NOUN
bracis-33601	209	32	.	.	PUNCT
bracis-33601	210	1	ieee	ieee	PROPN
bracis-33601	210	2	trans	trans	PROPN
bracis-33601	210	3	.	.	PUNCT
bracis-33601	211	1	compon	compon	NOUN
bracis-33601	211	2	.	.	PUNCT
bracis-33601	212	1	packag	packag	PROPN
bracis-33601	212	2	.	.	PUNCT
bracis-33601	213	1	manuf	manuf	PROPN
bracis-33601	213	2	.	.	PUNCT
bracis-33601	214	1	technol	technol	PROPN
bracis-33601	214	2	.	.	PUNCT
bracis-33601	214	3	6(9	6(9	PROPN
bracis-33601	214	4	)	)	PUNCT
bracis-33601	214	5	,	,	PUNCT
bracis-33601	214	6	1428–1439	1428–1439	NUM
bracis-33601	214	7	(	(	PUNCT
bracis-33601	214	8	2016	2016	NUM
bracis-33601	214	9	)	)	PUNCT
bracis-33601	214	10	.	.	PUNCT
bracis-33601	215	1	https://doi.org/10.1109/tcpmt.2016.2589206	https://doi.org/10.1109/tcpmt.2016.2589206	PROPN
bracis-33601	215	2	article	article	NOUN
bracis-33601	215	3	  	  	SPACE
bracis-33601	215	4	math	math	NOUN
bracis-33601	215	5	  	  	SPACE
bracis-33601	215	6	google	google	PROPN
bracis-33601	215	7	scholar	scholar	NOUN
bracis-33601	215	8	  	  	SPACE
bracis-33601	215	9	ji	ji	PROPN
bracis-33601	215	10	,	,	PUNCT
bracis-33601	215	11	s.	s.	PROPN
bracis-33601	215	12	,	,	PUNCT
bracis-33601	215	13	wang	wang	PROPN
bracis-33601	215	14	,	,	PUNCT
bracis-33601	215	15	x.	x.	PROPN
bracis-33601	215	16	,	,	PUNCT
bracis-33601	215	17	zhao	zhao	PROPN
bracis-33601	215	18	,	,	PUNCT
bracis-33601	215	19	w.	w.	PROPN
bracis-33601	215	20	,	,	PUNCT
bracis-33601	215	21	guo	guo	PROPN
bracis-33601	215	22	,	,	PUNCT
bracis-33601	215	23	d.	d.	PROPN
bracis-33601	215	24	:	:	PUNCT
bracis-33601	215	25	an	an	DET
bracis-33601	215	26	application	application	NOUN
bracis-33601	215	27	of	of	ADP
bracis-33601	215	28	a	a	DET
bracis-33601	215	29	three	three	NUM
bracis-33601	215	30	-	-	PUNCT
bracis-33601	215	31	stage	stage	NOUN
bracis-33601	215	32	xgboost	xgboost	ADV
bracis-33601	215	33	-	-	PUNCT
bracis-33601	215	34	based	base	VERB
bracis-33601	215	35	model	model	NOUN
bracis-33601	215	36	to	to	ADP
bracis-33601	215	37	sales	sale	NOUN
bracis-33601	215	38	forecasting	forecasting	NOUN
bracis-33601	215	39	of	of	ADP
bracis-33601	215	40	a	a	DET
bracis-33601	215	41	cross	cross	ADJ
bracis-33601	215	42	-	-	ADJ
bracis-33601	215	43	border	border	ADJ
bracis-33601	215	44	e	e	NOUN
bracis-33601	215	45	-	-	NOUN
bracis-33601	215	46	commerce	commerce	NOUN
bracis-33601	215	47	enterprise	enterprise	NOUN
bracis-33601	215	48	.	.	PUNCT
bracis-33601	216	1	math	math	NOUN
bracis-33601	216	2	.	.	PUNCT
bracis-33601	217	1	probl	probl	PROPN
bracis-33601	217	2	.	.	PUNCT
bracis-33601	218	1	eng	eng	PROPN
bracis-33601	218	2	.	.	PROPN
bracis-33601	218	3	2019	2019	NUM
bracis-33601	218	4	(	(	PUNCT
bracis-33601	218	5	2019	2019	NUM
bracis-33601	218	6	)	)	PUNCT
bracis-33601	218	7	google	google	PROPN
bracis-33601	218	8	scholar	scholar	NOUN
bracis-33601	218	9	  	  	SPACE
bracis-33601	218	10	lima	lima	PROPN
bracis-33601	218	11	,	,	PUNCT
bracis-33601	218	12	m.a.f	m.a.f	NOUN
bracis-33601	218	13	.	.	PROPN
bracis-33601	218	14	,	,	PUNCT
bracis-33601	218	15	carvalho	carvalho	PROPN
bracis-33601	218	16	,	,	PUNCT
bracis-33601	218	17	p.c	p.c	PROPN
bracis-33601	218	18	.	.	PROPN
bracis-33601	218	19	,	,	PUNCT
bracis-33601	218	20	fernández	fernández	PROPN
bracis-33601	218	21	-	-	PUNCT
bracis-33601	218	22	ramírez	ramírez	NOUN
bracis-33601	218	23	,	,	PUNCT
bracis-33601	218	24	l.m	l.m	PROPN
bracis-33601	218	25	.	.	PROPN
bracis-33601	218	26	,	,	PUNCT
bracis-33601	218	27	braga	braga	PROPN
bracis-33601	218	28	,	,	PUNCT
bracis-33601	218	29	a.p	a.p	PROPN
bracis-33601	218	30	.	.	PROPN
bracis-33601	218	31	:	:	PUNCT
bracis-33601	218	32	improving	improve	VERB
bracis-33601	218	33	solar	solar	ADJ
bracis-33601	218	34	forecasting	forecasting	NOUN
bracis-33601	218	35	using	use	VERB
bracis-33601	218	36	deep	deep	ADJ
bracis-33601	218	37	learning	learning	NOUN
bracis-33601	218	38	and	and	CCONJ
bracis-33601	218	39	portfolio	portfolio	NOUN
bracis-33601	218	40	theory	theory	NOUN
bracis-33601	218	41	integration	integration	NOUN
bracis-33601	218	42	.	.	PUNCT
bracis-33601	219	1	energy	energy	NOUN
bracis-33601	219	2	195	195	NUM
bracis-33601	219	3	,	,	PUNCT
bracis-33601	219	4	117016	117016	NUM
bracis-33601	219	5	(	(	PUNCT
bracis-33601	219	6	2020	2020	NUM
bracis-33601	219	7	)	)	PUNCT
bracis-33601	219	8	article	article	NOUN
bracis-33601	219	9	  	  	SPACE
bracis-33601	219	10	google	google	PROPN
bracis-33601	219	11	scholar	scholar	NOUN
bracis-33601	219	12	  	  	SPACE
bracis-33601	219	13	maggipinto	maggipinto	NOUN
bracis-33601	219	14	,	,	PUNCT
bracis-33601	219	15	m.	m.	NOUN
bracis-33601	219	16	,	,	PUNCT
bracis-33601	219	17	terzi	terzi	NOUN
bracis-33601	219	18	,	,	PUNCT
bracis-33601	219	19	m.	m.	NOUN
bracis-33601	219	20	,	,	PUNCT
bracis-33601	219	21	masiero	masiero	NOUN
bracis-33601	219	22	,	,	PUNCT
bracis-33601	219	23	c.	c.	PROPN
bracis-33601	219	24	,	,	PUNCT
bracis-33601	219	25	beghi	beghi	PROPN
bracis-33601	219	26	,	,	PUNCT
bracis-33601	219	27	a.	a.	PROPN
bracis-33601	219	28	,	,	PUNCT
bracis-33601	219	29	susto	susto	NOUN
bracis-33601	219	30	,	,	PUNCT
bracis-33601	219	31	g.a	g.a	PROPN
bracis-33601	219	32	.	.	PROPN
bracis-33601	219	33	:	:	PUNCT
bracis-33601	220	1	a	a	DET
bracis-33601	220	2	computer	computer	NOUN
bracis-33601	220	3	vision	vision	NOUN
bracis-33601	220	4	-	-	PUNCT
bracis-33601	220	5	inspired	inspire	VERB
bracis-33601	220	6	deep	deep	ADJ
bracis-33601	220	7	learning	learning	NOUN
bracis-33601	220	8	architecture	architecture	NOUN
bracis-33601	220	9	for	for	ADP
bracis-33601	220	10	virtual	virtual	ADJ
bracis-33601	220	11	metrology	metrology	NOUN
bracis-33601	220	12	modeling	modeling	NOUN
bracis-33601	220	13	with	with	ADP
bracis-33601	220	14	2	2	NUM
bracis-33601	220	15	-	-	PUNCT
bracis-33601	220	16	dimensional	dimensional	ADJ
bracis-33601	220	17	data	datum	NOUN
bracis-33601	220	18	.	.	PUNCT
bracis-33601	221	1	ieee	ieee	PROPN
bracis-33601	221	2	trans	trans	PROPN
bracis-33601	221	3	.	.	PUNCT
bracis-33601	222	1	semicond	semicond	PROPN
bracis-33601	222	2	.	.	PUNCT
bracis-33601	222	3	manuf	manuf	PROPN
bracis-33601	222	4	.	.	PUNCT
bracis-33601	223	1	31(3	31(3	NUM
bracis-33601	223	2	)	)	PUNCT
bracis-33601	223	3	,	,	PUNCT
bracis-33601	223	4	376–384	376–384	NUM
bracis-33601	223	5	(	(	PUNCT
bracis-33601	223	6	2018	2018	NUM
bracis-33601	223	7	)	)	PUNCT
bracis-33601	223	8	.	.	PUNCT
bracis-33601	224	1	https://doi.org/10.1109/tsm.2018.2849206	https://doi.org/10.1109/tsm.2018.2849206	PROPN
bracis-33601	224	2	article	article	PROPN
bracis-33601	224	3	  	  	SPACE
bracis-33601	224	4	math	math	NOUN
bracis-33601	224	5	  	  	SPACE
bracis-33601	224	6	google	google	PROPN
bracis-33601	224	7	scholar	scholar	NOUN
bracis-33601	224	8	  	  	SPACE
bracis-33601	224	9	mahjoub	mahjoub	NOUN
bracis-33601	224	10	,	,	PUNCT
bracis-33601	224	11	s.	s.	PROPN
bracis-33601	224	12	,	,	PUNCT
bracis-33601	224	13	chrifi	chrifi	NOUN
bracis-33601	224	14	-	-	PUNCT
bracis-33601	224	15	alaoui	alaoui	NOUN
bracis-33601	224	16	,	,	PUNCT
bracis-33601	224	17	l.	l.	PROPN
bracis-33601	224	18	,	,	PUNCT
bracis-33601	224	19	marhic	marhic	PROPN
bracis-33601	224	20	,	,	PUNCT
bracis-33601	224	21	b.	b.	PROPN
bracis-33601	224	22	,	,	PUNCT
bracis-33601	224	23	delahoche	delahoche	PROPN
bracis-33601	224	24	,	,	PUNCT
bracis-33601	224	25	l.	l.	PROPN
bracis-33601	224	26	:	:	PUNCT
bracis-33601	224	27	predicting	predict	VERB
bracis-33601	224	28	energy	energy	NOUN
bracis-33601	224	29	consumption	consumption	NOUN
bracis-33601	224	30	using	use	VERB
bracis-33601	224	31	lstm	lstm	PROPN
bracis-33601	224	32	,	,	PUNCT
bracis-33601	224	33	multi	multi	ADJ
bracis-33601	224	34	-	-	ADJ
bracis-33601	224	35	layer	layer	ADJ
bracis-33601	224	36	gru	gru	NOUN
bracis-33601	224	37	and	and	CCONJ
bracis-33601	224	38	drop	drop	NOUN
bracis-33601	224	39	-	-	PUNCT
bracis-33601	224	40	gru	gru	NOUN
bracis-33601	224	41	neural	neural	ADJ
bracis-33601	224	42	networks	network	NOUN
bracis-33601	224	43	.	.	PUNCT
bracis-33601	225	1	sensors	sensor	NOUN
bracis-33601	225	2	22(11	22(11	NUM
bracis-33601	225	3	)	)	PUNCT
bracis-33601	225	4	,	,	PUNCT
bracis-33601	225	5	4062	4062	NUM
bracis-33601	225	6	(	(	PUNCT
bracis-33601	225	7	2022	2022	NUM
bracis-33601	225	8	)	)	PUNCT
bracis-33601	225	9	article	article	NOUN
bracis-33601	225	10	  	  	SPACE
bracis-33601	225	11	math	math	NOUN
bracis-33601	225	12	  	  	SPACE
bracis-33601	225	13	google	google	PROPN
bracis-33601	225	14	scholar	scholar	NOUN
bracis-33601	225	15	  	  	SPACE
bracis-33601	225	16	mezzogori	mezzogori	NOUN
bracis-33601	225	17	,	,	PUNCT
bracis-33601	225	18	d.	d.	PROPN
bracis-33601	225	19	,	,	PUNCT
bracis-33601	225	20	zammori	zammori	PROPN
bracis-33601	225	21	,	,	PUNCT
bracis-33601	225	22	f.	f.	PROPN
bracis-33601	225	23	:	:	PUNCT
bracis-33601	225	24	an	an	DET
bracis-33601	225	25	entity	entity	NOUN
bracis-33601	225	26	embeddings	embedding	NOUN
bracis-33601	225	27	deep	deep	ADJ
bracis-33601	225	28	learning	learn	VERB
bracis-33601	225	29	approach	approach	NOUN
bracis-33601	225	30	for	for	ADP
bracis-33601	225	31	demand	demand	NOUN
bracis-33601	225	32	forecast	forecast	NOUN
bracis-33601	225	33	of	of	ADP
bracis-33601	225	34	highly	highly	ADV
bracis-33601	225	35	differentiated	differentiated	ADJ
bracis-33601	225	36	products	product	NOUN
bracis-33601	225	37	.	.	PUNCT
bracis-33601	226	1	procedia	procedia	PROPN
bracis-33601	226	2	manuf	manuf	PROPN
bracis-33601	226	3	.	.	PROPN
bracis-33601	226	4	39	39	NUM
bracis-33601	226	5	,	,	PUNCT
bracis-33601	226	6	1793–1800	1793–1800	NUM
bracis-33601	226	7	(	(	PUNCT
bracis-33601	226	8	2019	2019	NUM
bracis-33601	226	9	)	)	PUNCT
bracis-33601	226	10	.	.	PUNCT
bracis-33601	227	1	https://doi.org/10.1016/j.promfg.2020.01.260	https://doi.org/10.1016/j.promfg.2020.01.260	NOUN
bracis-33601	227	2	,	,	PUNCT
bracis-33601	227	3	https://www.sciencedirect.com/science/article/pii/s2351978920303243	https://www.sciencedirect.com/science/article/pii/s2351978920303243	NOUN
bracis-33601	227	4	,	,	PUNCT
bracis-33601	227	5	25th	25th	ADJ
bracis-33601	227	6	international	international	ADJ
bracis-33601	227	7	conference	conference	NOUN
bracis-33601	227	8	on	on	ADP
bracis-33601	227	9	production	production	NOUN
bracis-33601	227	10	research	research	NOUN
bracis-33601	227	11	manufacturing	manufacturing	NOUN
bracis-33601	227	12	innovation	innovation	NOUN
bracis-33601	227	13	:	:	PUNCT
bracis-33601	227	14	cyber	cyber	PROPN
bracis-33601	227	15	physical	physical	ADJ
bracis-33601	227	16	manufacturing	manufacturing	NOUN
bracis-33601	227	17	,	,	PUNCT
bracis-33601	227	18	9–14	9–14	PROPN
bracis-33601	227	19	august	august	PROPN
bracis-33601	227	20	2019|chicago	2019|chicago	NUM
bracis-33601	227	21	,	,	PUNCT
bracis-33601	227	22	illinois	illinois	PROPN
bracis-33601	227	23	(	(	PUNCT
bracis-33601	227	24	usa	usa	PROPN
bracis-33601	227	25	)	)	PUNCT
bracis-33601	227	26	mirzaliev	mirzaliev	PROPN
bracis-33601	227	27	,	,	PUNCT
bracis-33601	227	28	s.	s.	PROPN
bracis-33601	227	29	,	,	PUNCT
bracis-33601	227	30	sharipov	sharipov	NOUN
bracis-33601	227	31	,	,	PUNCT
bracis-33601	227	32	k.	k.	PROPN
bracis-33601	227	33	:	:	PUNCT
bracis-33601	227	34	a	a	DET
bracis-33601	227	35	review	review	NOUN
bracis-33601	227	36	of	of	ADP
bracis-33601	227	37	energy	energy	NOUN
bracis-33601	227	38	efficient	efficient	ADJ
bracis-33601	227	39	fluid	fluid	NOUN
bracis-33601	227	40	power	power	NOUN
bracis-33601	227	41	systems	system	NOUN
bracis-33601	227	42	:	:	PUNCT
bracis-33601	227	43	fluid	fluid	ADJ
bracis-33601	227	44	power	power	NOUN
bracis-33601	227	45	impact	impact	NOUN
bracis-33601	227	46	on	on	ADP
bracis-33601	227	47	energy	energy	NOUN
bracis-33601	227	48	,	,	PUNCT
bracis-33601	227	49	emissions	emission	NOUN
bracis-33601	227	50	and	and	CCONJ
bracis-33601	227	51	economics	economic	NOUN
bracis-33601	227	52	,	,	PUNCT
bracis-33601	227	53	vol	vol	NOUN
bracis-33601	227	54	.	.	PROPN
bracis-33601	227	55	30	30	NUM
bracis-33601	227	56	(	(	PUNCT
bracis-33601	227	57	2020	2020	NUM
bracis-33601	227	58	)	)	PUNCT
bracis-33601	227	59	google	google	NOUN
bracis-33601	227	60	scholar	scholar	NOUN
bracis-33601	227	61	  	  	SPACE
bracis-33601	227	62	oh	oh	INTJ
bracis-33601	227	63	,	,	PUNCT
bracis-33601	227	64	y.	y.	NOUN
bracis-33601	227	65	,	,	PUNCT
bracis-33601	227	66	ransikarbum	ransikarbum	NOUN
bracis-33601	227	67	,	,	PUNCT
bracis-33601	227	68	k.	k.	PROPN
bracis-33601	227	69	,	,	PUNCT
bracis-33601	227	70	busogi	busogi	PROPN
bracis-33601	227	71	,	,	PUNCT
bracis-33601	227	72	m.	m.	NOUN
bracis-33601	227	73	,	,	PUNCT
bracis-33601	227	74	kwon	kwon	PROPN
bracis-33601	227	75	,	,	PUNCT
bracis-33601	227	76	d.	d.	PROPN
bracis-33601	227	77	,	,	PUNCT
bracis-33601	227	78	kim	kim	PROPN
bracis-33601	227	79	,	,	PUNCT
bracis-33601	227	80	n.	n.	NOUN
bracis-33601	227	81	:	:	PUNCT
bracis-33601	227	82	adaptive	adaptive	ADJ
bracis-33601	227	83	svm	svm	PROPN
bracis-33601	227	84	-	-	PUNCT
bracis-33601	227	85	based	base	VERB
bracis-33601	227	86	real	real	ADJ
bracis-33601	227	87	-	-	PUNCT
bracis-33601	227	88	time	time	NOUN
bracis-33601	227	89	quality	quality	NOUN
bracis-33601	227	90	assessment	assessment	NOUN
bracis-33601	227	91	for	for	ADP
bracis-33601	227	92	primer	primer	NOUN
bracis-33601	227	93	-	-	PUNCT
bracis-33601	227	94	sealer	sealer	NOUN
bracis-33601	227	95	dispensing	dispensing	NOUN
bracis-33601	227	96	process	process	NOUN
bracis-33601	227	97	of	of	ADP
bracis-33601	227	98	sunroof	sunroof	NOUN
bracis-33601	227	99	assembly	assembly	NOUN
bracis-33601	227	100	line	line	NOUN
bracis-33601	227	101	.	.	PUNCT
bracis-33601	228	1	reliab	reliab	PROPN
bracis-33601	228	2	.	.	PUNCT
bracis-33601	229	1	eng	eng	PROPN
bracis-33601	229	2	.	.	PUNCT
bracis-33601	229	3	syst	syst	PROPN
bracis-33601	229	4	.	.	PUNCT
bracis-33601	230	1	saf	saf	PROPN
bracis-33601	230	2	.	.	PROPN
bracis-33601	230	3	184	184	NUM
bracis-33601	230	4	,	,	PUNCT
bracis-33601	230	5	202–212	202–212	NUM
bracis-33601	230	6	(	(	PUNCT
bracis-33601	230	7	2019	2019	NUM
bracis-33601	230	8	)	)	PUNCT
bracis-33601	230	9	.	.	PUNCT
bracis-33601	231	1	https://doi.org/10.1016/j.ress.2018.03.020	https://doi.org/10.1016/j.ress.2018.03.020	NOUN
bracis-33601	231	2	,	,	PUNCT
bracis-33601	231	3	https://www.sciencedirect.com/science/article/pii/s0951832017303861	https://www.sciencedirect.com/science/article/pii/s0951832017303861	NOUN
bracis-33601	231	4	,	,	PUNCT
bracis-33601	231	5	impact	impact	NOUN
bracis-33601	231	6	of	of	ADP
bracis-33601	231	7	prognostics	prognostic	NOUN
bracis-33601	231	8	and	and	CCONJ
bracis-33601	231	9	health	health	NOUN
bracis-33601	231	10	management	management	NOUN
bracis-33601	231	11	in	in	ADP
bracis-33601	231	12	systems	system	NOUN
bracis-33601	231	13	reliability	reliability	NOUN
bracis-33601	231	14	and	and	CCONJ
bracis-33601	231	15	maintenance	maintenance	NOUN
bracis-33601	231	16	planning	planning	PROPN
bracis-33601	231	17	olu	olu	PROPN
bracis-33601	231	18	-	-	PUNCT
bracis-33601	231	19	ajayi	ajayi	NOUN
bracis-33601	231	20	,	,	PUNCT
bracis-33601	231	21	r.	r.	PROPN
bracis-33601	231	22	,	,	PUNCT
bracis-33601	231	23	alaka	alaka	PROPN
bracis-33601	231	24	,	,	PUNCT
bracis-33601	231	25	h.	h.	PROPN
bracis-33601	231	26	,	,	PUNCT
bracis-33601	231	27	sulaimon	sulaimon	PROPN
bracis-33601	231	28	,	,	PUNCT
bracis-33601	231	29	i.	i.	PROPN
bracis-33601	231	30	,	,	PUNCT
bracis-33601	231	31	sunmola	sunmola	PROPN
bracis-33601	231	32	,	,	PUNCT
bracis-33601	231	33	f.	f.	PROPN
bracis-33601	231	34	,	,	PUNCT
bracis-33601	231	35	ajayi	ajayi	PROPN
bracis-33601	231	36	,	,	PUNCT
bracis-33601	231	37	s.	s.	PROPN
bracis-33601	231	38	:	:	PUNCT
bracis-33601	231	39	building	build	VERB
bracis-33601	231	40	energy	energy	NOUN
bracis-33601	231	41	consumption	consumption	NOUN
bracis-33601	231	42	prediction	prediction	NOUN
bracis-33601	231	43	for	for	ADP
bracis-33601	231	44	residential	residential	ADJ
bracis-33601	231	45	buildings	building	NOUN
bracis-33601	231	46	using	use	VERB
bracis-33601	231	47	deep	deep	ADJ
bracis-33601	231	48	learning	learning	NOUN
bracis-33601	231	49	and	and	CCONJ
bracis-33601	231	50	other	other	ADJ
bracis-33601	231	51	machine	machine	NOUN
bracis-33601	231	52	learning	learn	VERB
bracis-33601	231	53	techniques	technique	NOUN
bracis-33601	231	54	.	.	PUNCT
bracis-33601	232	1	j.	j.	PROPN
bracis-33601	232	2	build	build	PROPN
bracis-33601	232	3	.	.	PUNCT
bracis-33601	233	1	eng	eng	PROPN
bracis-33601	233	2	.	.	PROPN
bracis-33601	233	3	45	45	NUM
bracis-33601	233	4	,	,	PUNCT
bracis-33601	233	5	103406	103406	NUM
bracis-33601	233	6	(	(	PUNCT
bracis-33601	233	7	2022	2022	NUM
bracis-33601	233	8	)	)	PUNCT
bracis-33601	233	9	article	article	NOUN
bracis-33601	233	10	  	  	SPACE
bracis-33601	233	11	google	google	PROPN
bracis-33601	233	12	scholar	scholar	NOUN
bracis-33601	233	13	  	  	SPACE
bracis-33601	233	14	rabaia	rabaia	ADJ
bracis-33601	233	15	,	,	PUNCT
bracis-33601	233	16	m.k.h	m.k.h	ADJ
bracis-33601	233	17	.	.	PROPN
bracis-33601	233	18	,	,	PUNCT
bracis-33601	233	19	et	et	PROPN
bracis-33601	233	20	al	al	PROPN
bracis-33601	233	21	.	.	PROPN
bracis-33601	233	22	:	:	PUNCT
bracis-33601	234	1	environmental	environmental	ADJ
bracis-33601	234	2	impacts	impact	NOUN
bracis-33601	234	3	of	of	ADP
bracis-33601	234	4	solar	solar	ADJ
bracis-33601	234	5	energy	energy	NOUN
bracis-33601	234	6	systems	system	NOUN
bracis-33601	234	7	:	:	PUNCT
bracis-33601	234	8	a	a	DET
bracis-33601	234	9	review	review	NOUN
bracis-33601	234	10	.	.	PUNCT
bracis-33601	235	1	sci	sci	PROPN
bracis-33601	235	2	.	.	PUNCT
bracis-33601	235	3	total	total	PROPN
bracis-33601	235	4	environ	environ	PROPN
bracis-33601	235	5	.	.	PROPN
bracis-33601	235	6	754	754	NUM
bracis-33601	235	7	,	,	PUNCT
bracis-33601	235	8	141989	141989	NUM
bracis-33601	235	9	(	(	PUNCT
bracis-33601	235	10	2021	2021	NUM
bracis-33601	235	11	)	)	PUNCT
bracis-33601	235	12	article	article	NOUN
bracis-33601	235	13	  	  	SPACE
bracis-33601	235	14	google	google	PROPN
bracis-33601	235	15	scholar	scholar	NOUN
bracis-33601	235	16	  	  	SPACE
bracis-33601	235	17	scime	scime	NOUN
bracis-33601	235	18	,	,	PUNCT
bracis-33601	235	19	l.	l.	PROPN
bracis-33601	235	20	,	,	PUNCT
bracis-33601	235	21	beuth	beuth	PROPN
bracis-33601	235	22	,	,	PUNCT
bracis-33601	235	23	j.	j.	PROPN
bracis-33601	235	24	:	:	PUNCT
bracis-33601	235	25	using	use	VERB
bracis-33601	235	26	machine	machine	NOUN
bracis-33601	235	27	learning	learn	VERB
bracis-33601	235	28	to	to	PART
bracis-33601	235	29	identify	identify	VERB
bracis-33601	235	30	in	in	ADP
bracis-33601	235	31	-	-	PUNCT
bracis-33601	235	32	situ	situ	ADJ
bracis-33601	235	33	melt	melt	NOUN
bracis-33601	235	34	pool	pool	NOUN
bracis-33601	235	35	signatures	signature	NOUN
bracis-33601	235	36	indicative	indicative	ADJ
bracis-33601	235	37	of	of	ADP
bracis-33601	235	38	flaw	flaw	NOUN
bracis-33601	235	39	formation	formation	NOUN
bracis-33601	235	40	in	in	ADP
bracis-33601	235	41	a	a	DET
bracis-33601	235	42	laser	laser	NOUN
bracis-33601	235	43	powder	powder	NOUN
bracis-33601	235	44	bed	bed	NOUN
bracis-33601	235	45	fusion	fusion	NOUN
bracis-33601	235	46	additive	additive	ADJ
bracis-33601	235	47	manufacturing	manufacturing	NOUN
bracis-33601	235	48	process	process	NOUN
bracis-33601	235	49	.	.	PUNCT
bracis-33601	236	1	addit	addit	NOUN
bracis-33601	236	2	.	.	PUNCT
bracis-33601	237	1	manuf	manuf	PROPN
bracis-33601	237	2	.	.	PUNCT
bracis-33601	238	1	25	25	NUM
bracis-33601	238	2	,	,	PUNCT
bracis-33601	238	3	151–165	151–165	NUM
bracis-33601	238	4	(	(	PUNCT
bracis-33601	238	5	2019	2019	NUM
bracis-33601	238	6	)	)	PUNCT
bracis-33601	238	7	.	.	PUNCT
bracis-33601	239	1	https://doi.org/10.1016/j.addma.2018.11.010	https://doi.org/10.1016/j.addma.2018.11.010	PROPN
bracis-33601	239	2	,	,	PUNCT
bracis-33601	239	3	https://www.sciencedirect.com/science/article/pii/s2214860418306869	https://www.sciencedirect.com/science/article/pii/s2214860418306869	PROPN
bracis-33601	239	4	shamshirband	shamshirband	PROPN
bracis-33601	239	5	,	,	PUNCT
bracis-33601	239	6	s.	s.	PROPN
bracis-33601	239	7	,	,	PUNCT
bracis-33601	239	8	rabczuk	rabczuk	NOUN
bracis-33601	239	9	,	,	PUNCT
bracis-33601	239	10	t.	t.	PROPN
bracis-33601	239	11	,	,	PUNCT
bracis-33601	239	12	chau	chau	NOUN
bracis-33601	239	13	,	,	PUNCT
bracis-33601	239	14	k.w	k.w	PROPN
bracis-33601	239	15	.	.	PROPN
bracis-33601	239	16	:	:	PUNCT
bracis-33601	240	1	a	a	DET
bracis-33601	240	2	survey	survey	NOUN
bracis-33601	240	3	of	of	ADP
bracis-33601	240	4	deep	deep	ADJ
bracis-33601	240	5	learning	learning	NOUN
bracis-33601	240	6	techniques	technique	NOUN
bracis-33601	240	7	:	:	PUNCT
bracis-33601	240	8	application	application	NOUN
bracis-33601	240	9	in	in	ADP
bracis-33601	240	10	wind	wind	NOUN
bracis-33601	240	11	and	and	CCONJ
bracis-33601	240	12	solar	solar	ADJ
bracis-33601	240	13	energy	energy	NOUN
bracis-33601	240	14	resources	resource	NOUN
bracis-33601	240	15	.	.	PUNCT
bracis-33601	241	1	ieee	ieee	NOUN
bracis-33601	241	2	access	access	NOUN
bracis-33601	241	3	7	7	NUM
bracis-33601	241	4	,	,	PUNCT
bracis-33601	241	5	164650–164666	164650–164666	NUM
bracis-33601	241	6	(	(	PUNCT
bracis-33601	241	7	2019	2019	NUM
bracis-33601	241	8	)	)	PUNCT
bracis-33601	241	9	article	article	NOUN
bracis-33601	241	10	  	  	SPACE
bracis-33601	241	11	google	google	PROPN
bracis-33601	241	12	scholar	scholar	NOUN
bracis-33601	241	13	  	  	SPACE
bracis-33601	241	14	taylor	taylor	PROPN
bracis-33601	241	15	,	,	PUNCT
bracis-33601	241	16	s.j	s.j	PROPN
bracis-33601	241	17	.	.	PROPN
bracis-33601	241	18	,	,	PUNCT
bracis-33601	241	19	letham	letham	PROPN
bracis-33601	241	20	,	,	PUNCT
bracis-33601	241	21	b.	b.	PROPN
bracis-33601	241	22	:	:	PUNCT
bracis-33601	241	23	forecasting	forecast	VERB
bracis-33601	241	24	at	at	ADP
bracis-33601	241	25	scale	scale	NOUN
bracis-33601	241	26	.	.	PUNCT
bracis-33601	242	1	am	be	AUX
bracis-33601	242	2	.	.	PUNCT
bracis-33601	243	1	stat	stat	PROPN
bracis-33601	243	2	.	.	PUNCT
bracis-33601	244	1	72(1	72(1	NOUN
bracis-33601	244	2	)	)	PUNCT
bracis-33601	244	3	,	,	PUNCT
bracis-33601	244	4	37–45	37–45	NUM
bracis-33601	244	5	(	(	PUNCT
bracis-33601	244	6	2018	2018	NUM
bracis-33601	244	7	)	)	PUNCT
bracis-33601	244	8	article	article	NOUN
bracis-33601	244	9	  	  	SPACE
bracis-33601	244	10	mathscinet	mathscinet	NOUN
bracis-33601	244	11	  	  	SPACE
bracis-33601	244	12	math	math	NOUN
bracis-33601	244	13	  	  	SPACE
bracis-33601	244	14	google	google	PROPN
bracis-33601	244	15	scholar	scholar	NOUN
bracis-33601	244	16	  	  	SPACE
bracis-33601	244	17	triebe	triebe	NOUN
bracis-33601	244	18	,	,	PUNCT
bracis-33601	244	19	o.	o.	NOUN
bracis-33601	244	20	,	,	PUNCT
bracis-33601	244	21	hewamalage	hewamalage	NOUN
bracis-33601	244	22	,	,	PUNCT
bracis-33601	244	23	h.	h.	PROPN
bracis-33601	244	24	,	,	PUNCT
bracis-33601	244	25	pilyugina	pilyugina	NOUN
bracis-33601	244	26	,	,	PUNCT
bracis-33601	244	27	p.	p.	PROPN
bracis-33601	244	28	,	,	PUNCT
bracis-33601	244	29	laptev	laptev	PROPN
bracis-33601	244	30	,	,	PUNCT
bracis-33601	244	31	n.	n.	NOUN
bracis-33601	244	32	,	,	PUNCT
bracis-33601	244	33	bergmeir	bergmeir	PROPN
bracis-33601	244	34	,	,	PUNCT
bracis-33601	244	35	c.	c.	NOUN
bracis-33601	244	36	,	,	PUNCT
bracis-33601	244	37	rajagopal	rajagopal	PROPN
bracis-33601	244	38	,	,	PUNCT
bracis-33601	244	39	r.	r.	PROPN
bracis-33601	244	40	:	:	PUNCT
bracis-33601	244	41	neuralprophet	neuralprophet	NOUN
bracis-33601	244	42	:	:	PUNCT
bracis-33601	244	43	explainable	explainable	ADJ
bracis-33601	244	44	forecasting	forecasting	NOUN
bracis-33601	244	45	at	at	ADP
bracis-33601	244	46	scale	scale	NOUN
bracis-33601	244	47	.	.	PUNCT
bracis-33601	245	1	arxiv	arxiv	PROPN
bracis-33601	245	2	2021	2021	NUM
bracis-33601	245	3	.	.	PUNCT
bracis-33601	246	1	arxiv	arxiv	PROPN
bracis-33601	246	2	preprint	preprint	NOUN
bracis-33601	246	3	arxiv:2111.15397	arxiv:2111.15397	NOUN
bracis-33601	246	4	wang	wang	PROPN
bracis-33601	246	5	,	,	PUNCT
bracis-33601	246	6	j.q	j.q	PROPN
bracis-33601	246	7	.	.	PROPN
bracis-33601	246	8	,	,	PUNCT
bracis-33601	246	9	du	du	PROPN
bracis-33601	246	10	,	,	PUNCT
bracis-33601	246	11	y.	y.	PROPN
bracis-33601	246	12	,	,	PUNCT
bracis-33601	246	13	wang	wang	PROPN
bracis-33601	246	14	,	,	PUNCT
bracis-33601	246	15	j.	j.	PROPN
bracis-33601	246	16	:	:	PUNCT
bracis-33601	246	17	lstm	lstm	PROPN
bracis-33601	246	18	based	base	VERB
bracis-33601	246	19	long	long	ADJ
bracis-33601	246	20	-	-	PUNCT
bracis-33601	246	21	term	term	NOUN
bracis-33601	246	22	energy	energy	NOUN
bracis-33601	246	23	consumption	consumption	NOUN
bracis-33601	246	24	prediction	prediction	NOUN
bracis-33601	246	25	with	with	ADP
bracis-33601	246	26	periodicity	periodicity	NOUN
bracis-33601	246	27	.	.	PUNCT
bracis-33601	247	1	energy	energy	NOUN
bracis-33601	247	2	197	197	NUM
bracis-33601	247	3	,	,	PUNCT
bracis-33601	247	4	117197	117197	NUM
bracis-33601	247	5	(	(	PUNCT
bracis-33601	247	6	2020	2020	NUM
bracis-33601	247	7	)	)	PUNCT
bracis-33601	247	8	article	article	NOUN
bracis-33601	247	9	  	  	SPACE
bracis-33601	247	10	math	math	NOUN
bracis-33601	247	11	  	  	SPACE
bracis-33601	247	12	google	google	PROPN
bracis-33601	247	13	scholar	scholar	NOUN
bracis-33601	247	14	  	  	SPACE
bracis-33601	247	15	wibawa	wibawa	PROPN
bracis-33601	247	16	,	,	PUNCT
bracis-33601	247	17	a.p	a.p	PROPN
bracis-33601	247	18	.	.	PROPN
bracis-33601	247	19	,	,	PUNCT
bracis-33601	247	20	utama	utama	PROPN
bracis-33601	247	21	,	,	PUNCT
bracis-33601	247	22	a.b.p	a.b.p	ADJ
bracis-33601	247	23	.	.	PROPN
bracis-33601	247	24	,	,	PUNCT
bracis-33601	247	25	elmunsyah	elmunsyah	ADJ
bracis-33601	247	26	,	,	PUNCT
bracis-33601	247	27	h.	h.	PROPN
bracis-33601	247	28	,	,	PUNCT
bracis-33601	247	29	pujianto	pujianto	PROPN
bracis-33601	247	30	,	,	PUNCT
bracis-33601	247	31	u.	u.	PROPN
bracis-33601	247	32	,	,	PUNCT
bracis-33601	247	33	dwiyanto	dwiyanto	NOUN
bracis-33601	247	34	,	,	PUNCT
bracis-33601	247	35	f.a	f.a	PROPN
bracis-33601	247	36	.	.	PROPN
bracis-33601	247	37	,	,	PUNCT
bracis-33601	247	38	hernandez	hernandez	PROPN
bracis-33601	247	39	,	,	PUNCT
bracis-33601	247	40	l.	l.	PROPN
bracis-33601	247	41	:	:	PUNCT
bracis-33601	247	42	time	time	NOUN
bracis-33601	247	43	-	-	PUNCT
bracis-33601	247	44	series	series	NOUN
bracis-33601	247	45	analysis	analysis	NOUN
bracis-33601	247	46	with	with	ADP
bracis-33601	247	47	smoothed	smoothed	ADJ
bracis-33601	247	48	convolutional	convolutional	ADJ
bracis-33601	247	49	neural	neural	ADJ
bracis-33601	247	50	network	network	NOUN
bracis-33601	247	51	.	.	PUNCT
bracis-33601	248	1	j.	j.	PROPN
bracis-33601	248	2	big	big	PROPN
bracis-33601	248	3	data	data	PROPN
bracis-33601	248	4	9(1	9(1	NUM
bracis-33601	248	5	)	)	PUNCT
bracis-33601	248	6	,	,	PUNCT
bracis-33601	248	7	44	44	NUM
bracis-33601	248	8	(	(	PUNCT
bracis-33601	248	9	2022	2022	NUM
bracis-33601	248	10	)	)	PUNCT
bracis-33601	248	11	article	article	NOUN
bracis-33601	248	12	  	  	SPACE
bracis-33601	248	13	google	google	PROPN
bracis-33601	248	14	scholar	scholar	NOUN
bracis-33601	248	15	  	  	SPACE
bracis-33601	248	16	wilberforce	wilberforce	PROPN
bracis-33601	248	17	,	,	PUNCT
bracis-33601	248	18	t.	t.	PROPN
bracis-33601	248	19	,	,	PUNCT
bracis-33601	248	20	baroutaji	baroutaji	NOUN
bracis-33601	248	21	,	,	PUNCT
bracis-33601	248	22	a.	a.	PROPN
bracis-33601	248	23	,	,	PUNCT
bracis-33601	248	24	el	el	PROPN
bracis-33601	248	25	hassan	hassan	PROPN
bracis-33601	248	26	,	,	PUNCT
bracis-33601	248	27	z.	z.	PROPN
bracis-33601	248	28	,	,	PUNCT
bracis-33601	248	29	thompson	thompson	PROPN
bracis-33601	248	30	,	,	PUNCT
bracis-33601	248	31	j.	j.	PROPN
bracis-33601	248	32	,	,	PUNCT
bracis-33601	248	33	soudan	soudan	PROPN
bracis-33601	248	34	,	,	PUNCT
bracis-33601	248	35	b.	b.	PROPN
bracis-33601	248	36	,	,	PUNCT
bracis-33601	248	37	olabi	olabi	PROPN
bracis-33601	248	38	,	,	PUNCT
bracis-33601	248	39	a.g	a.g	PROPN
bracis-33601	248	40	.	.	PROPN
bracis-33601	248	41	:	:	PUNCT
bracis-33601	248	42	prospects	prospect	NOUN
bracis-33601	248	43	and	and	CCONJ
bracis-33601	248	44	challenges	challenge	NOUN
bracis-33601	248	45	of	of	ADP
bracis-33601	248	46	concentrated	concentrated	ADJ
bracis-33601	248	47	solar	solar	ADJ
bracis-33601	248	48	photovoltaics	photovoltaic	NOUN
bracis-33601	248	49	and	and	CCONJ
bracis-33601	248	50	enhanced	enhance	VERB
bracis-33601	248	51	geothermal	geothermal	ADJ
bracis-33601	248	52	energy	energy	NOUN
bracis-33601	248	53	technologies	technology	NOUN
bracis-33601	248	54	.	.	PUNCT
bracis-33601	249	1	sci	sci	PROPN
bracis-33601	249	2	.	.	PUNCT
bracis-33601	249	3	total	total	PROPN
bracis-33601	249	4	environ	environ	PROPN
bracis-33601	249	5	.	.	PROPN
bracis-33601	249	6	659	659	NUM
bracis-33601	249	7	,	,	PUNCT
bracis-33601	249	8	851–861	851–861	NUM
bracis-33601	249	9	(	(	PUNCT
bracis-33601	249	10	2019	2019	NUM
bracis-33601	249	11	)	)	PUNCT
bracis-33601	249	12	article	article	NOUN
bracis-33601	249	13	  	  	SPACE
bracis-33601	249	14	google	google	PROPN
bracis-33601	249	15	scholar	scholar	NOUN
bracis-33601	249	16	  	  	SPACE
bracis-33601	249	17	xiao	xiao	PROPN
bracis-33601	249	18	,	,	PUNCT
bracis-33601	249	19	z.	z.	PROPN
bracis-33601	249	20	:	:	PUNCT
bracis-33601	249	21	impacts	impact	NOUN
bracis-33601	249	22	of	of	ADP
bracis-33601	249	23	data	datum	NOUN
bracis-33601	249	24	preprocessing	preprocessing	NOUN
bracis-33601	249	25	and	and	CCONJ
bracis-33601	249	26	selection	selection	NOUN
bracis-33601	249	27	on	on	ADP
bracis-33601	249	28	energy	energy	NOUN
bracis-33601	249	29	consumption	consumption	NOUN
bracis-33601	249	30	prediction	prediction	NOUN
bracis-33601	249	31	model	model	NOUN
bracis-33601	249	32	of	of	ADP
bracis-33601	249	33	hvac	hvac	PROPN
bracis-33601	249	34	systems	system	NOUN
bracis-33601	249	35	based	base	VERB
bracis-33601	249	36	on	on	ADP
bracis-33601	249	37	deep	deep	ADJ
bracis-33601	249	38	learning	learning	NOUN
bracis-33601	249	39	.	.	PUNCT
bracis-33601	250	1	energy	energy	NOUN
bracis-33601	250	2	build	build	NOUN
bracis-33601	250	3	.	.	PUNCT
bracis-33601	251	1	258	258	NUM
bracis-33601	251	2	,	,	PUNCT
bracis-33601	251	3	111832	111832	NUM
bracis-33601	251	4	(	(	PUNCT
bracis-33601	251	5	2022	2022	NUM
bracis-33601	251	6	)	)	PUNCT
bracis-33601	251	7	article	article	NOUN
bracis-33601	251	8	  	  	SPACE
bracis-33601	251	9	math	math	NOUN
bracis-33601	251	10	  	  	SPACE
bracis-33601	251	11	google	google	PROPN
bracis-33601	251	12	scholar	scholar	NOUN
bracis-33601	251	13	  	  	SPACE
bracis-33601	251	14	yagli	yagli	NOUN
bracis-33601	251	15	,	,	PUNCT
bracis-33601	251	16	g.m	g.m	PROPN
bracis-33601	251	17	.	.	PROPN
bracis-33601	251	18	,	,	PUNCT
bracis-33601	251	19	yang	yang	PROPN
bracis-33601	251	20	,	,	PUNCT
bracis-33601	251	21	d.	d.	PROPN
bracis-33601	251	22	,	,	PUNCT
bracis-33601	251	23	srinivasan	srinivasan	NOUN
bracis-33601	251	24	,	,	PUNCT
bracis-33601	251	25	d.	d.	PROPN
bracis-33601	251	26	:	:	PUNCT
bracis-33601	251	27	automatic	automatic	ADJ
bracis-33601	251	28	hourly	hourly	ADJ
bracis-33601	251	29	solar	solar	ADJ
bracis-33601	251	30	forecasting	forecasting	NOUN
bracis-33601	251	31	using	use	VERB
bracis-33601	251	32	machine	machine	NOUN
bracis-33601	251	33	learning	learning	NOUN
bracis-33601	251	34	models	model	NOUN
bracis-33601	251	35	.	.	PUNCT
bracis-33601	252	1	renew	renew	NOUN
bracis-33601	252	2	.	.	PUNCT
bracis-33601	253	1	sustain	sustain	VERB
bracis-33601	253	2	.	.	PUNCT
bracis-33601	254	1	energy	energy	NOUN
bracis-33601	254	2	rev	rev	PROPN
bracis-33601	254	3	.	.	PROPN
bracis-33601	254	4	105	105	NUM
bracis-33601	254	5	,	,	PUNCT
bracis-33601	254	6	487–498	487–498	NUM
bracis-33601	254	7	(	(	PUNCT
bracis-33601	254	8	2019	2019	NUM
bracis-33601	254	9	)	)	PUNCT
bracis-33601	254	10	article	article	NOUN
bracis-33601	254	11	  	  	SPACE
bracis-33601	254	12	google	google	PROPN
bracis-33601	254	13	scholar	scholar	NOUN
bracis-33601	254	14	  	  	SPACE
bracis-33601	254	15	download	download	NOUN
bracis-33601	254	16	references	reference	NOUN
bracis-33601	254	17	acknowledgments	acknowledgment	NOUN
bracis-33601	254	18	this	this	DET
bracis-33601	254	19	study	study	NOUN
bracis-33601	254	20	was	be	AUX
bracis-33601	254	21	financed	finance	VERB
bracis-33601	254	22	in	in	ADP
bracis-33601	254	23	part	part	NOUN
bracis-33601	254	24	by	by	ADP
bracis-33601	254	25	the	the	DET
bracis-33601	254	26	coordenação	coordenação	PROPN
bracis-33601	254	27	de	de	PROPN
bracis-33601	254	28	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33601	254	29	de	de	X
bracis-33601	254	30	pessoal	pessoal	PROPN
bracis-33601	254	31	de	de	PROPN
bracis-33601	254	32	nível	nível	PROPN
bracis-33601	254	33	superior	superior	PROPN
bracis-33601	254	34	brasil	brasil	PROPN
bracis-33601	254	35	(	(	PUNCT
bracis-33601	254	36	capes	cape	NOUN
bracis-33601	254	37	)	)	PUNCT
bracis-33601	254	38	finance	finance	NOUN
bracis-33601	254	39	code	code	NOUN
bracis-33601	254	40	001	001	NUM
bracis-33601	254	41	.	.	PUNCT
bracis-33601	255	1	also	also	ADV
bracis-33601	255	2	pedro	pedro	PROPN
bracis-33601	255	3	pedrosa	pedrosa	PROPN
bracis-33601	255	4	rebouças	rebouças	PROPN
bracis-33601	255	5	filho	filho	PROPN
bracis-33601	255	6	acknowledges	acknowledge	VERB
bracis-33601	255	7	the	the	DET
bracis-33601	255	8	sponsorship	sponsorship	NOUN
bracis-33601	255	9	from	from	ADP
bracis-33601	255	10	the	the	DET
bracis-33601	255	11	brazilian	brazilian	ADJ
bracis-33601	255	12	national	national	PROPN
bracis-33601	255	13	council	council	PROPN
bracis-33601	255	14	for	for	ADP
bracis-33601	255	15	research	research	NOUN
bracis-33601	255	16	and	and	CCONJ
bracis-33601	255	17	development	development	NOUN
bracis-33601	255	18	(	(	PUNCT
bracis-33601	255	19	cnpq	cnpq	NOUN
bracis-33601	255	20	)	)	PUNCT
bracis-33601	255	21	via	via	ADP
bracis-33601	255	22	grant	grant	NOUN
bracis-33601	255	23	301455/2022	301455/2022	NUM
bracis-33601	255	24	-	-	SYM
bracis-33601	255	25	8	8	NUM
bracis-33601	255	26	.	.	PUNCT
bracis-33601	256	1	author	author	NOUN
bracis-33601	256	2	information	information	NOUN
bracis-33601	256	3	authors	author	NOUN
bracis-33601	256	4	and	and	CCONJ
bracis-33601	256	5	affiliations	affiliation	NOUN
bracis-33601	256	6	laboratory	laboratory	NOUN
bracis-33601	256	7	for	for	ADP
bracis-33601	256	8	processing	processing	NOUN
bracis-33601	256	9	images	image	NOUN
bracis-33601	256	10	,	,	PUNCT
bracis-33601	256	11	signals	signal	NOUN
bracis-33601	256	12	and	and	CCONJ
bracis-33601	256	13	computer	computer	NOUN
bracis-33601	256	14	science	science	NOUN
bracis-33601	256	15	(	(	PUNCT
bracis-33601	256	16	lapisco	lapisco	NOUN
bracis-33601	256	17	)	)	PUNCT
bracis-33601	256	18	,	,	PUNCT
bracis-33601	256	19	fortaleza	fortaleza	NOUN
bracis-33601	256	20	,	,	PUNCT
bracis-33601	256	21	ceará	ceará	NOUN
bracis-33601	256	22	,	,	PUNCT
bracis-33601	256	23	brazil	brazil	PROPN
bracis-33601	256	24	julio	julio	PROPN
bracis-33601	256	25	macedo	macedo	PROPN
bracis-33601	256	26	chaves	chaves	PROPN
bracis-33601	256	27	,	,	PUNCT
bracis-33601	256	28	 	 	SPACE
bracis-33601	256	29	elene	elene	NOUN
bracis-33601	256	30	firmeza	firmeza	NOUN
bracis-33601	256	31	ohata	ohata	PROPN
bracis-33601	256	32	,	,	PUNCT
bracis-33601	256	33	 	 	SPACE
bracis-33601	256	34	matheus	matheus	PROPN
bracis-33601	256	35	araujo	araujo	PROPN
bracis-33601	256	36	dos	do	VERB
bracis-33601	256	37	santos	santo	NOUN
bracis-33601	256	38	,	,	PUNCT
bracis-33601	256	39	 	 	SPACE
bracis-33601	256	40	josé	josé	PROPN
bracis-33601	256	41	daniel	daniel	PROPN
bracis-33601	256	42	de	de	PROPN
bracis-33601	256	43	alencar	alencar	PROPN
bracis-33601	256	44	santos	santos	PROPN
bracis-33601	256	45	 	 	SPACE
bracis-33601	256	46	&	&	CCONJ
bracis-33601	256	47	 	 	SPACE
bracis-33601	256	48	pedro	pedro	PROPN
bracis-33601	256	49	pedrosa	pedrosa	PROPN
bracis-33601	256	50	rebouças	rebouças	PROPN
bracis-33601	256	51	filho	filho	PROPN
bracis-33601	256	52	federal	federal	PROPN
bracis-33601	256	53	institute	institute	PROPN
bracis-33601	256	54	of	of	ADP
bracis-33601	256	55	education	education	PROPN
bracis-33601	256	56	,	,	PUNCT
bracis-33601	256	57	science	science	NOUN
bracis-33601	256	58	and	and	CCONJ
bracis-33601	256	59	technology	technology	NOUN
bracis-33601	256	60	of	of	ADP
bracis-33601	256	61	ceará	ceará	NOUN
bracis-33601	256	62	(	(	PUNCT
bracis-33601	256	63	ifce	ifce	NOUN
bracis-33601	256	64	)	)	PUNCT
bracis-33601	256	65	,	,	PUNCT
bracis-33601	256	66	fortaleza	fortaleza	NOUN
bracis-33601	256	67	,	,	PUNCT
bracis-33601	256	68	ceará	ceará	NOUN
bracis-33601	256	69	,	,	PUNCT
bracis-33601	256	70	brazil	brazil	PROPN
bracis-33601	256	71	julio	julio	PROPN
bracis-33601	256	72	macedo	macedo	PROPN
bracis-33601	256	73	chaves	chaves	PROPN
bracis-33601	256	74	,	,	PUNCT
bracis-33601	256	75	 	 	SPACE
bracis-33601	256	76	josé	josé	PROPN
bracis-33601	256	77	daniel	daniel	PROPN
bracis-33601	256	78	de	de	PROPN
bracis-33601	256	79	alencar	alencar	PROPN
bracis-33601	256	80	santos	santos	PROPN
bracis-33601	256	81	 	 	SPACE
bracis-33601	256	82	&	&	CCONJ
bracis-33601	256	83	 	 	SPACE
bracis-33601	256	84	pedro	pedro	PROPN
bracis-33601	256	85	pedrosa	pedrosa	PROPN
bracis-33601	256	86	rebouças	rebouças	PROPN
bracis-33601	256	87	filho	filho	PROPN
bracis-33601	256	88	federal	federal	PROPN
bracis-33601	256	89	university	university	PROPN
bracis-33601	256	90	of	of	ADP
bracis-33601	256	91	ceará	ceará	NOUN
bracis-33601	256	92	(	(	PUNCT
bracis-33601	256	93	ufc	ufc	NOUN
bracis-33601	256	94	)	)	PUNCT
bracis-33601	256	95	,	,	PUNCT
bracis-33601	256	96	fortaleza	fortaleza	NOUN
bracis-33601	256	97	,	,	PUNCT
bracis-33601	256	98	ceará	ceará	NOUN
bracis-33601	256	99	,	,	PUNCT
bracis-33601	256	100	brazil	brazil	PROPN
bracis-33601	256	101	elene	elene	PROPN
bracis-33601	256	102	firmeza	firmeza	PROPN
bracis-33601	256	103	ohata	ohata	PROPN
bracis-33601	256	104	,	,	PUNCT
bracis-33601	256	105	 	 	SPACE
bracis-33601	256	106	matheus	matheus	PROPN
bracis-33601	256	107	araujo	araujo	PROPN
bracis-33601	256	108	dos	do	VERB
bracis-33601	256	109	santos	santos	PROPN
bracis-33601	256	110	 	 	SPACE
bracis-33601	256	111	&	&	CCONJ
bracis-33601	256	112	 	 	SPACE
bracis-33601	256	113	pedro	pedro	PROPN
bracis-33601	256	114	pedrosa	pedrosa	PROPN
bracis-33601	256	115	rebouças	rebouças	PROPN
bracis-33601	256	116	filho	filho	PROPN
bracis-33601	256	117	pontifical	pontifical	ADJ
bracis-33601	256	118	catholic	catholic	PROPN
bracis-33601	256	119	university	university	PROPN
bracis-33601	256	120	of	of	ADP
bracis-33601	256	121	rio	rio	PROPN
bracis-33601	256	122	grande	grande	PROPN
bracis-33601	256	123	do	do	VERB
bracis-33601	256	124	sul	sul	PROPN
bracis-33601	256	125	(	(	PUNCT
bracis-33601	256	126	pucrs	pucrs	PROPN
bracis-33601	256	127	)	)	PUNCT
bracis-33601	256	128	,	,	PUNCT
bracis-33601	256	129	porto	porto	PROPN
bracis-33601	256	130	alegre	alegre	PROPN
bracis-33601	256	131	,	,	PUNCT
bracis-33601	256	132	brazil	brazil	PROPN
bracis-33601	256	133	matheus	matheus	PROPN
bracis-33601	256	134	jardim	jardim	PROPN
bracis-33601	256	135	bernardes	bernardes	PROPN
bracis-33601	256	136	 	 	SPACE
bracis-33601	256	137	&	&	CCONJ
bracis-33601	256	138	 	 	SPACE
bracis-33601	256	139	daniel	daniel	PROPN
bracis-33601	256	140	seleme	seleme	PROPN
bracis-33601	256	141	dora	dora	PROPN
bracis-33601	256	142	authors	authors	PROPN
bracis-33601	257	1	julio	julio	PROPN
bracis-33601	257	2	macedo	macedo	PROPN
bracis-33601	257	3	chavesview	chavesview	PROPN
bracis-33601	257	4	author	author	NOUN
bracis-33601	257	5	publications	publication	VERB
bracis-33601	257	6	search	search	NOUN
bracis-33601	257	7	author	author	NOUN
bracis-33601	257	8	on	on	ADP
bracis-33601	257	9	:	:	PUNCT
bracis-33601	257	10	pubmed	pubmed	PROPN
bracis-33601	257	11	 	 	SPACE
bracis-33601	257	12	google	google	PROPN
bracis-33601	257	13	scholar	scholar	NOUN
bracis-33601	257	14	elene	elene	NOUN
bracis-33601	257	15	firmeza	firmeza	PROPN
bracis-33601	257	16	ohataview	ohataview	PROPN
bracis-33601	257	17	author	author	NOUN
bracis-33601	257	18	publications	publication	NOUN
bracis-33601	257	19	search	search	NOUN
bracis-33601	257	20	author	author	NOUN
bracis-33601	257	21	on	on	ADP
bracis-33601	257	22	:	:	PUNCT
bracis-33601	257	23	pubmed	pubmed	PROPN
bracis-33601	257	24	 	 	SPACE
bracis-33601	257	25	google	google	PROPN
bracis-33601	257	26	scholar	scholar	PROPN
bracis-33601	257	27	matheus	matheus	PROPN
bracis-33601	257	28	araujo	araujo	PROPN
bracis-33601	257	29	dos	dos	PROPN
bracis-33601	257	30	santosview	santosview	NOUN
bracis-33601	257	31	author	author	NOUN
bracis-33601	257	32	publications	publication	NOUN
bracis-33601	257	33	search	search	NOUN
bracis-33601	257	34	author	author	NOUN
bracis-33601	257	35	on	on	ADP
bracis-33601	257	36	:	:	PUNCT
bracis-33601	257	37	pubmed	pubmed	PROPN
bracis-33601	257	38	 	 	SPACE
bracis-33601	257	39	google	google	PROPN
bracis-33601	257	40	scholar	scholar	PROPN
bracis-33601	257	41	josé	josé	PROPN
bracis-33601	257	42	daniel	daniel	PROPN
bracis-33601	257	43	de	de	PROPN
bracis-33601	257	44	alencar	alencar	PROPN
bracis-33601	257	45	santosview	santosview	PROPN
bracis-33601	257	46	author	author	NOUN
bracis-33601	257	47	publications	publication	NOUN
bracis-33601	257	48	search	search	NOUN
bracis-33601	257	49	author	author	NOUN
bracis-33601	257	50	on	on	ADP
bracis-33601	257	51	:	:	PUNCT
bracis-33601	257	52	pubmed	pubmed	PROPN
bracis-33601	257	53	 	 	SPACE
bracis-33601	257	54	google	google	PROPN
bracis-33601	257	55	scholar	scholar	PROPN
bracis-33601	257	56	matheus	matheus	PROPN
bracis-33601	257	57	jardim	jardim	PROPN
bracis-33601	257	58	bernardesview	bernardesview	PROPN
bracis-33601	257	59	author	author	NOUN
bracis-33601	257	60	publications	publication	VERB
bracis-33601	257	61	search	search	NOUN
bracis-33601	257	62	author	author	NOUN
bracis-33601	257	63	on	on	ADP
bracis-33601	257	64	:	:	PUNCT
bracis-33601	257	65	pubmed	pubmed	PROPN
bracis-33601	257	66	 	 	SPACE
bracis-33601	257	67	google	google	PROPN
bracis-33601	257	68	scholar	scholar	PROPN
bracis-33601	257	69	daniel	daniel	PROPN
bracis-33601	257	70	seleme	seleme	PROPN
bracis-33601	257	71	doraview	doraview	PROPN
bracis-33601	257	72	author	author	NOUN
bracis-33601	257	73	publications	publication	NOUN
bracis-33601	257	74	search	search	NOUN
bracis-33601	257	75	author	author	NOUN
bracis-33601	257	76	on	on	ADP
bracis-33601	257	77	:	:	PUNCT
bracis-33601	257	78	pubmed	pubmed	PROPN
bracis-33601	257	79	 	 	SPACE
bracis-33601	257	80	google	google	PROPN
bracis-33601	257	81	scholar	scholar	PROPN
bracis-33601	257	82	pedro	pedro	PROPN
bracis-33601	257	83	pedrosa	pedrosa	PROPN
bracis-33601	257	84	rebouças	rebouças	PROPN
bracis-33601	257	85	filhoview	filhoview	PROPN
bracis-33601	257	86	author	author	NOUN
bracis-33601	257	87	publications	publication	NOUN
bracis-33601	257	88	search	search	NOUN
bracis-33601	257	89	author	author	NOUN
bracis-33601	257	90	on	on	ADP
bracis-33601	257	91	:	:	PUNCT
bracis-33601	257	92	pubmed	pubmed	PROPN
bracis-33601	257	93	 	 	SPACE
bracis-33601	257	94	google	google	PROPN
bracis-33601	257	95	scholar	scholar	NOUN
bracis-33601	257	96	corresponding	correspond	VERB
bracis-33601	257	97	author	author	NOUN
bracis-33601	257	98	correspondence	correspondence	NOUN
bracis-33601	257	99	to	to	ADP
bracis-33601	257	100	julio	julio	PROPN
bracis-33601	257	101	macedo	macedo	PROPN
bracis-33601	257	102	chaves	chaves	PROPN
bracis-33601	257	103	.	.	PUNCT
bracis-33601	258	1	editor	editor	NOUN
bracis-33601	258	2	information	information	NOUN
bracis-33601	258	3	editors	editor	NOUN
bracis-33601	258	4	and	and	CCONJ
bracis-33601	258	5	affiliations	affiliation	NOUN
bracis-33601	258	6	universidade	universidade	VERB
bracis-33601	258	7	federal	federal	PROPN
bracis-33601	258	8	fluminense	fluminense	PROPN
bracis-33601	258	9	,	,	PUNCT
bracis-33601	258	10	niterói	niterói	PROPN
bracis-33601	258	11	,	,	PUNCT
bracis-33601	258	12	brazil	brazil	PROPN
bracis-33601	258	13	aline	aline	PROPN
bracis-33601	258	14	paes	paes	PROPN
bracis-33601	258	15	instituto	instituto	PROPN
bracis-33601	258	16	tecnológico	tecnológico	PROPN
bracis-33601	258	17	de	de	PROPN
bracis-33601	258	18	aeronáutica	aeronáutica	PROPN
bracis-33601	258	19	,	,	PUNCT
bracis-33601	258	20	são	são	PROPN
bracis-33601	258	21	josé	josé	PROPN
bracis-33601	258	22	dos	dos	PROPN
bracis-33601	258	23	campos	campos	PROPN
bracis-33601	258	24	,	,	PUNCT
bracis-33601	258	25	brazil	brazil	PROPN
bracis-33601	258	26	filipe	filipe	PROPN
bracis-33601	258	27	a.	a.	PROPN
bracis-33601	258	28	n.	n.	PROPN
bracis-33601	258	29	verri	verri	PROPN
bracis-33601	258	30	ethics	ethic	NOUN
bracis-33601	258	31	declarations	declaration	VERB
bracis-33601	258	32	disclosure	disclosure	NOUN
bracis-33601	258	33	of	of	ADP
bracis-33601	258	34	interests	interest	NOUN
bracis-33601	258	35	the	the	DET
bracis-33601	258	36	authors	author	NOUN
bracis-33601	258	37	have	have	VERB
bracis-33601	258	38	no	no	DET
bracis-33601	258	39	competing	compete	VERB
bracis-33601	258	40	interests	interest	NOUN
bracis-33601	258	41	to	to	PART
bracis-33601	258	42	declare	declare	VERB
bracis-33601	258	43	that	that	PRON
bracis-33601	258	44	are	be	AUX
bracis-33601	258	45	relevant	relevant	ADJ
bracis-33601	258	46	to	to	ADP
bracis-33601	258	47	the	the	DET
bracis-33601	258	48	content	content	NOUN
bracis-33601	258	49	of	of	ADP
bracis-33601	258	50	this	this	DET
bracis-33601	258	51	article	article	NOUN
bracis-33601	258	52	.	.	PUNCT
bracis-33601	259	1	rights	right	NOUN
bracis-33601	259	2	and	and	CCONJ
bracis-33601	259	3	permissions	permission	NOUN
bracis-33601	259	4	reprints	reprint	NOUN
bracis-33601	259	5	and	and	CCONJ
bracis-33601	259	6	permissions	permission	VERB
bracis-33601	259	7	copyright	copyright	NOUN
bracis-33601	259	8	information	information	NOUN
bracis-33601	259	9	©	©	ADP
bracis-33601	259	10	2025	2025	NUM
bracis-33601	259	11	the	the	DET
bracis-33601	259	12	author(s	author(s	NOUN
bracis-33601	259	13	)	)	PUNCT
bracis-33601	259	14	,	,	PUNCT
bracis-33601	259	15	under	under	ADP
bracis-33601	259	16	exclusive	exclusive	ADJ
bracis-33601	259	17	license	license	NOUN
bracis-33601	259	18	to	to	ADP
bracis-33601	259	19	springer	springer	NOUN
bracis-33601	259	20	nature	nature	PROPN
bracis-33601	259	21	switzerland	switzerland	PROPN
bracis-33601	259	22	ag	ag	PROPN
bracis-33601	259	23	about	about	ADP
bracis-33601	259	24	this	this	DET
bracis-33601	259	25	paper	paper	NOUN
bracis-33601	259	26	cite	cite	VERB
bracis-33601	259	27	this	this	DET
bracis-33601	259	28	paper	paper	NOUN
bracis-33601	259	29	chaves	chave	NOUN
bracis-33601	259	30	,	,	PUNCT
bracis-33601	259	31	j.m	j.m	PROPN
bracis-33601	259	32	.	.	PROPN
bracis-33601	259	33	et	et	PROPN
bracis-33601	259	34	al	al	PROPN
bracis-33601	259	35	.	.	PROPN
bracis-33601	260	1	(	(	PUNCT
bracis-33601	260	2	2025	2025	NUM
bracis-33601	260	3	)	)	PUNCT
bracis-33601	260	4	.	.	PUNCT
bracis-33601	261	1	predicting	predict	VERB
bracis-33601	261	2	energy	energy	NOUN
bracis-33601	261	3	consumption	consumption	NOUN
bracis-33601	261	4	data	datum	NOUN
bracis-33601	261	5	using	use	VERB
bracis-33601	261	6	deep	deep	ADJ
bracis-33601	261	7	learning	learning	NOUN
bracis-33601	261	8	:	:	PUNCT
bracis-33601	261	9	an	an	DET
bracis-33601	261	10	lstm	lstm	NOUN
bracis-33601	261	11	approach	approach	NOUN
bracis-33601	261	12	.	.	PUNCT
bracis-33601	262	1	in	in	ADP
bracis-33601	262	2	:	:	PUNCT
bracis-33601	262	3	paes	paes	PROPN
bracis-33601	262	4	,	,	PUNCT
bracis-33601	262	5	a.	a.	PROPN
bracis-33601	262	6	,	,	PUNCT
bracis-33601	262	7	verri	verri	NOUN
bracis-33601	262	8	,	,	PUNCT
bracis-33601	262	9	f.a.n	f.a.n	ADJ
bracis-33601	262	10	.	.	PUNCT
bracis-33601	262	11	(	(	PUNCT
bracis-33601	262	12	eds	ed	NOUN
bracis-33601	262	13	)	)	PUNCT
bracis-33601	262	14	intelligent	intelligent	ADJ
bracis-33601	262	15	systems	system	NOUN
bracis-33601	262	16	.	.	PUNCT
bracis-33601	262	17	bracis	bracis	PROPN
bracis-33601	262	18	2024	2024	NUM
bracis-33601	262	19	.	.	PUNCT
bracis-33601	263	1	lecture	lecture	NOUN
bracis-33601	263	2	notes	note	NOUN
bracis-33601	263	3	in	in	ADP
bracis-33601	263	4	computer	computer	NOUN
bracis-33601	263	5	science	science	NOUN
bracis-33601	263	6	(	(	PUNCT
bracis-33601	263	7	)	)	PUNCT
bracis-33601	263	8	,	,	PUNCT
bracis-33601	263	9	vol	vol	NOUN
bracis-33601	263	10	15413	15413	NUM
bracis-33601	263	11	.	.	PUNCT
bracis-33601	264	1	springer	springer	NOUN
bracis-33601	264	2	,	,	PUNCT
bracis-33601	264	3	cham	cham	PROPN
bracis-33601	264	4	.	.	PUNCT
bracis-33601	265	1	https://doi.org/10.1007/978-3-031-79032-4_21	https://doi.org/10.1007/978-3-031-79032-4_21	PROPN
bracis-33601	265	2	download	download	NOUN
bracis-33601	265	3	citation	citation	NOUN
bracis-33601	265	4	.ris	.ris	PUNCT
bracis-33601	265	5	.enw	.enw	PROPN
bracis-33601	265	6	.bib	.bib	PUNCT
bracis-33601	266	1	doi	doi	PROPN
bracis-33601	266	2	:	:	PUNCT
bracis-33601	266	3	https://doi.org/10.1007/978-3-031-79032-4_21	https://doi.org/10.1007/978-3-031-79032-4_21	PROPN
bracis-33601	266	4	published	publish	VERB
bracis-33601	266	5	:	:	PUNCT
bracis-33601	266	6	30	30	NUM
bracis-33601	266	7	january	january	PROPN
bracis-33601	266	8	2025	2025	NUM
bracis-33601	266	9	publisher	publisher	NOUN
bracis-33601	266	10	name	name	NOUN
bracis-33601	266	11	:	:	PUNCT
bracis-33601	266	12	springer	springer	NOUN
bracis-33601	266	13	,	,	PUNCT
bracis-33601	266	14	cham	cham	PROPN
bracis-33601	266	15	print	print	PROPN
bracis-33601	266	16	isbn	isbn	PROPN
bracis-33601	266	17	:	:	PUNCT
bracis-33601	266	18	978	978	NUM
bracis-33601	266	19	-	-	SYM
bracis-33601	266	20	3	3	NUM
bracis-33601	266	21	-	-	PUNCT
bracis-33601	266	22	031	031	NUM
bracis-33601	266	23	-	-	PUNCT
bracis-33601	266	24	79031	79031	NUM
bracis-33601	266	25	-	-	SYM
bracis-33601	266	26	7	7	NUM
bracis-33601	266	27	online	online	ADJ
bracis-33601	266	28	isbn	isbn	NOUN
bracis-33601	266	29	:	:	PUNCT
bracis-33601	266	30	978	978	NUM
bracis-33601	266	31	-	-	SYM
bracis-33601	266	32	3	3	NUM
bracis-33601	266	33	-	-	PUNCT
bracis-33601	266	34	031	031	NUM
bracis-33601	266	35	-	-	PUNCT
bracis-33601	266	36	79032	79032	NUM
bracis-33601	266	37	-	-	SYM
bracis-33601	266	38	4	4	NUM
bracis-33601	266	39	ebook	ebook	NOUN
bracis-33601	266	40	packages	package	NOUN
bracis-33601	266	41	:	:	PUNCT
bracis-33601	266	42	computer	computer	NOUN
bracis-33601	266	43	sciencecomputer	sciencecomputer	NOUN
bracis-33601	266	44	science	science	NOUN
bracis-33601	266	45	(	(	PUNCT
bracis-33601	266	46	r0	r0	NOUN
bracis-33601	266	47	)	)	PUNCT
bracis-33601	266	48	share	share	VERB
bracis-33601	266	49	this	this	DET
bracis-33601	266	50	paper	paper	NOUN
bracis-33601	266	51	anyone	anyone	PRON
bracis-33601	266	52	you	you	PRON
bracis-33601	266	53	share	share	VERB
bracis-33601	266	54	the	the	DET
bracis-33601	266	55	following	follow	VERB
bracis-33601	266	56	link	link	NOUN
bracis-33601	266	57	with	with	ADP
bracis-33601	266	58	will	will	AUX
bracis-33601	266	59	be	be	AUX
bracis-33601	266	60	able	able	ADJ
bracis-33601	266	61	to	to	PART
bracis-33601	266	62	read	read	VERB
bracis-33601	266	63	this	this	DET
bracis-33601	266	64	content	content	NOUN
bracis-33601	266	65	:	:	PUNCT
bracis-33601	266	66	get	get	VERB
bracis-33601	266	67	shareable	shareable	ADJ
bracis-33601	266	68	linksorry	linksorry	NOUN
bracis-33601	266	69	,	,	PUNCT
bracis-33601	266	70	a	a	DET
bracis-33601	266	71	shareable	shareable	ADJ
bracis-33601	266	72	link	link	NOUN
bracis-33601	266	73	is	be	AUX
bracis-33601	266	74	not	not	PART
bracis-33601	266	75	currently	currently	ADV
bracis-33601	266	76	available	available	ADJ
bracis-33601	266	77	for	for	ADP
bracis-33601	266	78	this	this	DET
bracis-33601	266	79	article	article	NOUN
bracis-33601	266	80	.	.	PUNCT
bracis-33601	267	1	copy	copy	VERB
bracis-33601	267	2	shareable	shareable	ADJ
bracis-33601	267	3	link	link	NOUN
bracis-33601	267	4	to	to	PART
bracis-33601	267	5	clipboard	clipboard	NOUN
bracis-33601	267	6	provided	provide	VERB
bracis-33601	267	7	by	by	ADP
bracis-33601	267	8	the	the	DET
bracis-33601	267	9	springer	springer	NOUN
bracis-33601	267	10	nature	nature	PROPN
bracis-33601	267	11	sharedit	sharedit	PROPN
bracis-33601	267	12	content	content	NOUN
bracis-33601	267	13	-	-	PUNCT
bracis-33601	267	14	sharing	share	VERB
bracis-33601	267	15	initiative	initiative	NOUN
bracis-33601	267	16	keywords	keyword	NOUN
bracis-33601	267	17	solar	solar	ADJ
bracis-33601	267	18	energy	energy	NOUN
bracis-33601	267	19	deep	deep	ADJ
bracis-33601	267	20	learning	learn	VERB
bracis-33601	267	21	lstm	lstm	NOUN
bracis-33601	267	22	publish	publish	VERB
bracis-33601	267	23	with	with	ADP
bracis-33601	267	24	us	us	PROPN
bracis-33601	267	25	policies	policy	NOUN
bracis-33601	267	26	and	and	CCONJ
bracis-33601	267	27	ethics	ethic	NOUN
bracis-33601	267	28	search	search	NOUN
bracis-33601	267	29	search	search	NOUN
bracis-33601	267	30	by	by	ADP
bracis-33601	267	31	keyword	keyword	NOUN
bracis-33601	267	32	or	or	CCONJ
bracis-33601	267	33	author	author	NOUN
bracis-33601	267	34	search	search	NOUN
bracis-33601	267	35	navigation	navigation	NOUN
bracis-33601	267	36	find	find	VERB
bracis-33601	267	37	a	a	DET
bracis-33601	267	38	journal	journal	NOUN
bracis-33601	267	39	publish	publish	VERB
bracis-33601	267	40	with	with	ADP
bracis-33601	267	41	us	we	PRON
bracis-33601	267	42	track	track	VERB
bracis-33601	267	43	your	your	PRON
bracis-33601	267	44	research	research	NOUN
bracis-33601	267	45	discover	discover	VERB
bracis-33601	267	46	content	content	NOUN
bracis-33601	267	47	journals	journal	NOUN
bracis-33601	267	48	a	a	DET
bracis-33601	267	49	-	-	PUNCT
bracis-33601	267	50	z	z	NOUN
bracis-33601	267	51	books	book	NOUN
bracis-33601	267	52	a	a	DET
bracis-33601	267	53	-	-	PUNCT
bracis-33601	267	54	z	z	NOUN
bracis-33601	267	55	publish	publish	NOUN
bracis-33601	267	56	with	with	ADP
bracis-33601	267	57	us	us	PROPN
bracis-33601	267	58	journal	journal	PROPN
bracis-33601	267	59	finder	finder	PROPN
bracis-33601	267	60	publish	publish	VERB
bracis-33601	267	61	your	your	PRON
bracis-33601	267	62	research	research	NOUN
bracis-33601	267	63	language	language	NOUN
bracis-33601	267	64	editing	edit	VERB
bracis-33601	267	65	open	open	ADJ
bracis-33601	267	66	access	access	NOUN
bracis-33601	267	67	publishing	publishing	NOUN
bracis-33601	267	68	products	product	NOUN
bracis-33601	267	69	and	and	CCONJ
bracis-33601	267	70	services	service	NOUN
bracis-33601	267	71	our	our	PRON
bracis-33601	267	72	products	product	NOUN
bracis-33601	267	73	librarians	librarian	VERB
bracis-33601	267	74	societies	society	NOUN
bracis-33601	267	75	partners	partner	NOUN
bracis-33601	267	76	and	and	CCONJ
bracis-33601	267	77	advertisers	advertiser	NOUN
bracis-33601	267	78	our	our	PRON
bracis-33601	267	79	brands	brand	NOUN
bracis-33601	267	80	springer	springer	NOUN
bracis-33601	267	81	nature	nature	PROPN
bracis-33601	267	82	portfolio	portfolio	PROPN
bracis-33601	267	83	bmc	bmc	PROPN
bracis-33601	267	84	palgrave	palgrave	PROPN
bracis-33601	267	85	macmillan	macmillan	PROPN
bracis-33601	267	86	apress	apress	PROPN
bracis-33601	267	87	discover	discover	VERB
bracis-33601	267	88	your	your	PRON
bracis-33601	267	89	privacy	privacy	NOUN
bracis-33601	267	90	choices	choice	NOUN
bracis-33601	267	91	/	/	SYM
bracis-33601	267	92	manage	manage	NOUN
bracis-33601	267	93	cookies	cookie	NOUN
bracis-33601	267	94	your	your	PRON
bracis-33601	267	95	us	us	PROPN
bracis-33601	268	1	state	state	NOUN
bracis-33601	268	2	privacy	privacy	NOUN
bracis-33601	268	3	rights	right	NOUN
bracis-33601	268	4	accessibility	accessibility	NOUN
bracis-33601	268	5	statement	statement	NOUN
bracis-33601	268	6	terms	term	NOUN
bracis-33601	268	7	and	and	CCONJ
bracis-33601	268	8	conditions	condition	NOUN
bracis-33601	268	9	privacy	privacy	NOUN
bracis-33601	268	10	policy	policy	NOUN
bracis-33601	268	11	help	help	NOUN
bracis-33601	268	12	and	and	CCONJ
bracis-33601	268	13	support	support	VERB
bracis-33601	268	14	legal	legal	ADJ
bracis-33601	268	15	notice	notice	NOUN
bracis-33601	268	16	cancel	cancel	VERB
bracis-33601	268	17	contracts	contract	NOUN
bracis-33601	268	18	here	here	ADV
bracis-33601	268	19	129.74.145.123	129.74.145.123	NUM
bracis-33601	268	20	hesburgh	hesburgh	PROPN
bracis-33601	268	21	library	library	PROPN
bracis-33601	268	22	er	er	INTJ
bracis-33601	268	23	unit	unit	NOUN
bracis-33601	268	24	(	(	PUNCT
bracis-33601	268	25	3005732405	3005732405	NUM
bracis-33601	268	26	)	)	PUNCT
bracis-33601	268	27	northeast	northeast	ADJ
bracis-33601	268	28	research	research	NOUN
bracis-33601	268	29	libraries	library	NOUN
bracis-33601	268	30	(	(	PUNCT
bracis-33601	268	31	nerl	nerl	PROPN
bracis-33601	268	32	)	)	PUNCT
bracis-33601	268	33	(	(	PUNCT
bracis-33601	268	34	8200828607	8200828607	NUM
bracis-33601	268	35	)	)	PUNCT
bracis-33601	268	36	nerl	nerl	VERB
bracis-33601	268	37	ta	ta	X
bracis-33601	268	38	account	account	NOUN
bracis-33601	268	39	(	(	PUNCT
bracis-33601	268	40	3006206169	3006206169	NUM
bracis-33601	268	41	)	)	PUNCT
bracis-33601	268	42	university	university	NOUN
bracis-33601	268	43	of	of	ADP
bracis-33601	268	44	notre	notre	PROPN
bracis-33601	268	45	dame	dame	PROPN
bracis-33601	268	46	hesburgh	hesburgh	PROPN
bracis-33601	268	47	library	library	NOUN
bracis-33601	268	48	(	(	PUNCT
bracis-33601	268	49	3000184373	3000184373	NUM
bracis-33601	268	50	)	)	PUNCT
bracis-33601	269	1	©	©	ADP
bracis-33601	269	2	2025	2025	NUM
bracis-33601	269	3	springer	springer	NOUN
bracis-33601	269	4	nature	nature	NOUN