id	sid	tid	token	lemma	pos
easat-1803	1	1	edelweiss	edelweiss	PROPN
easat-1803	1	2	applied	apply	VERB
easat-1803	1	3	science	science	NOUN
easat-1803	1	4	and	and	CCONJ
easat-1803	1	5	technology	technology	NOUN
easat-1803	1	6	issn	issn	PROPN
easat-1803	1	7	:	:	PUNCT
easat-1803	1	8	2576	2576	NUM
easat-1803	1	9	-	-	SYM
easat-1803	1	10	8484	8484	NUM
easat-1803	1	11	vol	vol	NOUN
easat-1803	1	12	.	.	PROPN
easat-1803	1	13	8	8	NUM
easat-1803	1	14	,	,	PUNCT
easat-1803	1	15	no	no	INTJ
easat-1803	1	16	.	.	NOUN
easat-1803	1	17	5	5	NUM
easat-1803	1	18	,	,	PUNCT
easat-1803	1	19	1014	1014	NUM
easat-1803	1	20	-	-	SYM
easat-1803	1	21	1037	1037	NUM
easat-1803	1	22	2024	2024	NUM
easat-1803	1	23	publisher	publisher	NOUN
easat-1803	1	24	:	:	PUNCT
easat-1803	1	25	learning	learn	VERB
easat-1803	1	26	gate	gate	NOUN
easat-1803	1	27	doi	doi	PROPN
easat-1803	1	28	:	:	PUNCT
easat-1803	1	29	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	1	30	©	©	PROPN
easat-1803	1	31	2024	2024	NUM
easat-1803	1	32	by	by	ADP
easat-1803	1	33	the	the	DET
easat-1803	1	34	authors	author	NOUN
easat-1803	1	35	;	;	PUNCT
easat-1803	1	36	licensee	licensee	PROPN
easat-1803	1	37	learning	learning	NOUN
easat-1803	1	38	gate	gate	NOUN
easat-1803	1	39	©	©	PROPN
easat-1803	1	40	2024	2024	NUM
easat-1803	1	41	by	by	ADP
easat-1803	1	42	the	the	DET
easat-1803	1	43	authors	author	NOUN
easat-1803	1	44	;	;	PUNCT
easat-1803	1	45	licensee	licensee	PROPN
easat-1803	1	46	learning	learn	VERB
easat-1803	1	47	gate	gate	NOUN
easat-1803	1	48	*	*	PUNCT
easat-1803	1	49	correspondence	correspondence	NOUN
easat-1803	1	50	:	:	PUNCT
easat-1803	1	51	fatmayaprakdal@mehmetakif.edu.tr	fatmayaprakdal@mehmetakif.edu.tr	PROPN
easat-1803	1	52	univariate	univariate	ADJ
easat-1803	1	53	vs	vs	ADP
easat-1803	1	54	multivariate	multivariate	NOUN
easat-1803	1	55	predictability	predictability	NOUN
easat-1803	1	56	analysis	analysis	NOUN
easat-1803	1	57	of	of	ADP
easat-1803	1	58	electricity	electricity	NOUN
easat-1803	1	59	consumption	consumption	NOUN
easat-1803	1	60	by	by	ADP
easat-1803	1	61	lstm	lstm	NOUN
easat-1803	1	62	approach	approach	NOUN
easat-1803	1	63	:	:	PUNCT
easat-1803	1	64	an	an	DET
easat-1803	1	65	empirical	empirical	ADJ
easat-1803	1	66	evaluation	evaluation	NOUN
easat-1803	1	67	fatma	fatma	PROPN
easat-1803	1	68	yaprakdal	yaprakdal	NOUN
easat-1803	1	69	information	information	NOUN
easat-1803	1	70	systems	systems	PROPN
easat-1803	1	71	engineering	engineering	PROPN
easat-1803	1	72	department	department	PROPN
easat-1803	1	73	,	,	PUNCT
easat-1803	1	74	mehmet	mehmet	PROPN
easat-1803	1	75	akif	akif	PROPN
easat-1803	1	76	ersoy	ersoy	PROPN
easat-1803	1	77	university	university	PROPN
easat-1803	1	78	,	,	PUNCT
easat-1803	1	79	türkiye	türkiye	PROPN
easat-1803	1	80	;	;	PUNCT
easat-1803	1	81	fatmayaprakdal@mehmetakif.edu.tr	fatmayaprakdal@mehmetakif.edu.tr	PROPN
easat-1803	1	82	(	(	PUNCT
easat-1803	1	83	f.y	f.y	PROPN
easat-1803	1	84	.	.	PROPN
easat-1803	1	85	)	)	PUNCT
easat-1803	2	1	abstract	abstract	ADJ
easat-1803	2	2	:	:	PUNCT
easat-1803	2	3	precise	precise	ADJ
easat-1803	2	4	prediction	prediction	NOUN
easat-1803	2	5	of	of	ADP
easat-1803	2	6	ec	ec	PROPN
easat-1803	2	7	is	be	AUX
easat-1803	2	8	crucial	crucial	ADJ
easat-1803	2	9	for	for	ADP
easat-1803	2	10	planning	planning	NOUN
easat-1803	2	11	,	,	PUNCT
easat-1803	2	12	managing	managing	NOUN
easat-1803	2	13	,	,	PUNCT
easat-1803	2	14	and	and	CCONJ
easat-1803	2	15	cost	cost	NOUN
easat-1803	2	16	-	-	PUNCT
easat-1803	2	17	effective	effective	ADJ
easat-1803	2	18	operation	operation	NOUN
easat-1803	2	19	of	of	ADP
easat-1803	2	20	power	power	NOUN
easat-1803	2	21	grids	grid	NOUN
easat-1803	2	22	,	,	PUNCT
easat-1803	2	23	as	as	SCONJ
easat-1803	2	24	it	it	PRON
easat-1803	2	25	is	be	AUX
easat-1803	2	26	a	a	DET
easat-1803	2	27	time	time	NOUN
easat-1803	2	28	series	series	NOUN
easat-1803	2	29	problem	problem	NOUN
easat-1803	2	30	.	.	PUNCT
easat-1803	3	1	in	in	ADP
easat-1803	3	2	recent	recent	ADJ
easat-1803	3	3	years	year	NOUN
easat-1803	3	4	,	,	PUNCT
easat-1803	3	5	numerous	numerous	ADJ
easat-1803	3	6	studies	study	NOUN
easat-1803	3	7	have	have	AUX
easat-1803	3	8	analyzed	analyze	VERB
easat-1803	3	9	the	the	DET
easat-1803	3	10	behavior	behavior	NOUN
easat-1803	3	11	and	and	CCONJ
easat-1803	3	12	quality	quality	NOUN
easat-1803	3	13	of	of	ADP
easat-1803	3	14	time	time	NOUN
easat-1803	3	15	series	series	NOUN
easat-1803	3	16	forecasts	forecast	NOUN
easat-1803	3	17	in	in	ADP
easat-1803	3	18	different	different	ADJ
easat-1803	3	19	areas	area	NOUN
easat-1803	3	20	,	,	PUNCT
easat-1803	3	21	including	include	VERB
easat-1803	3	22	the	the	DET
easat-1803	3	23	ec	ec	PROPN
easat-1803	3	24	.	.	PUNCT
easat-1803	4	1	new	new	ADJ
easat-1803	4	2	models	model	NOUN
easat-1803	4	3	or	or	CCONJ
easat-1803	4	4	variants	variant	NOUN
easat-1803	4	5	of	of	ADP
easat-1803	4	6	traditional	traditional	ADJ
easat-1803	4	7	algorithms	algorithm	NOUN
easat-1803	4	8	have	have	AUX
easat-1803	4	9	also	also	ADV
easat-1803	4	10	been	be	AUX
easat-1803	4	11	proposed	propose	VERB
easat-1803	4	12	,	,	PUNCT
easat-1803	4	13	usually	usually	ADV
easat-1803	4	14	taking	take	VERB
easat-1803	4	15	advantage	advantage	NOUN
easat-1803	4	16	of	of	ADP
easat-1803	4	17	the	the	DET
easat-1803	4	18	increasing	increase	VERB
easat-1803	4	19	amount	amount	NOUN
easat-1803	4	20	of	of	ADP
easat-1803	4	21	data	datum	NOUN
easat-1803	4	22	available	available	ADJ
easat-1803	4	23	and	and	CCONJ
easat-1803	4	24	of	of	ADP
easat-1803	4	25	today	today	NOUN
easat-1803	4	26	's	's	PART
easat-1803	4	27	computing	computing	NOUN
easat-1803	4	28	power	power	NOUN
easat-1803	4	29	,	,	PUNCT
easat-1803	4	30	such	such	ADJ
easat-1803	4	31	as	as	ADP
easat-1803	4	32	lstms	lstms	ADJ
easat-1803	4	33	.	.	PUNCT
easat-1803	5	1	one	one	NUM
easat-1803	5	2	of	of	ADP
easat-1803	5	3	the	the	DET
easat-1803	5	4	most	most	ADV
easat-1803	5	5	important	important	ADJ
easat-1803	5	6	characteristics	characteristic	NOUN
easat-1803	5	7	in	in	ADP
easat-1803	5	8	the	the	DET
easat-1803	5	9	selection	selection	NOUN
easat-1803	5	10	of	of	ADP
easat-1803	5	11	a	a	DET
easat-1803	5	12	forecasting	forecasting	NOUN
easat-1803	5	13	method	method	NOUN
easat-1803	5	14	is	be	AUX
easat-1803	5	15	the	the	DET
easat-1803	5	16	number	number	NOUN
easat-1803	5	17	of	of	ADP
easat-1803	5	18	variables	variable	NOUN
easat-1803	5	19	that	that	PRON
easat-1803	5	20	must	must	AUX
easat-1803	5	21	be	be	AUX
easat-1803	5	22	taken	take	VERB
easat-1803	5	23	into	into	ADP
easat-1803	5	24	account	account	NOUN
easat-1803	5	25	in	in	ADP
easat-1803	5	26	the	the	DET
easat-1803	5	27	prediction	prediction	NOUN
easat-1803	5	28	of	of	ADP
easat-1803	5	29	the	the	DET
easat-1803	5	30	time	time	NOUN
easat-1803	5	31	series	series	NOUN
easat-1803	5	32	since	since	SCONJ
easat-1803	5	33	most	most	ADJ
easat-1803	5	34	of	of	ADP
easat-1803	5	35	these	these	DET
easat-1803	5	36	variables	variable	NOUN
easat-1803	5	37	are	be	AUX
easat-1803	5	38	subject	subject	ADJ
easat-1803	5	39	to	to	ADP
easat-1803	5	40	external	external	ADJ
easat-1803	5	41	influences	influence	NOUN
easat-1803	5	42	.	.	PUNCT
easat-1803	6	1	ec	ec	PROPN
easat-1803	6	2	is	be	AUX
easat-1803	6	3	dependent	dependent	ADJ
easat-1803	6	4	on	on	ADP
easat-1803	6	5	a	a	DET
easat-1803	6	6	number	number	NOUN
easat-1803	6	7	of	of	ADP
easat-1803	6	8	external	external	ADJ
easat-1803	6	9	factors	factor	NOUN
easat-1803	6	10	,	,	PUNCT
easat-1803	6	11	such	such	ADJ
easat-1803	6	12	as	as	ADP
easat-1803	6	13	climatic	climatic	ADJ
easat-1803	6	14	factors	factor	NOUN
easat-1803	6	15	,	,	PUNCT
easat-1803	6	16	economic	economic	ADJ
easat-1803	6	17	factors	factor	NOUN
easat-1803	6	18	,	,	PUNCT
easat-1803	6	19	and	and	CCONJ
easat-1803	6	20	the	the	DET
easat-1803	6	21	spot	spot	NOUN
easat-1803	6	22	price	price	NOUN
easat-1803	6	23	of	of	ADP
easat-1803	6	24	electricity	electricity	NOUN
easat-1803	6	25	.	.	PUNCT
easat-1803	7	1	the	the	DET
easat-1803	7	2	ec	ec	PROPN
easat-1803	7	3	dataset	dataset	NOUN
easat-1803	7	4	may	may	AUX
easat-1803	7	5	be	be	AUX
easat-1803	7	6	either	either	CCONJ
easat-1803	7	7	univariate	univariate	ADJ
easat-1803	7	8	or	or	CCONJ
easat-1803	7	9	multivariate	multivariate	NOUN
easat-1803	7	10	.	.	PUNCT
easat-1803	8	1	when	when	SCONJ
easat-1803	8	2	dealing	deal	VERB
easat-1803	8	3	with	with	ADP
easat-1803	8	4	univariate	univariate	ADJ
easat-1803	8	5	time	time	NOUN
easat-1803	8	6	series	series	PROPN
easat-1803	8	7	data	data	PROPN
easat-1803	8	8	,	,	PUNCT
easat-1803	8	9	it	it	PRON
easat-1803	8	10	's	be	AUX
easat-1803	8	11	important	important	ADJ
easat-1803	8	12	to	to	PART
easat-1803	8	13	utilize	utilize	VERB
easat-1803	8	14	specific	specific	ADJ
easat-1803	8	15	methods	method	NOUN
easat-1803	8	16	that	that	PRON
easat-1803	8	17	take	take	VERB
easat-1803	8	18	only	only	ADV
easat-1803	8	19	the	the	DET
easat-1803	8	20	historical	historical	ADJ
easat-1803	8	21	values	value	NOUN
easat-1803	8	22	of	of	ADP
easat-1803	8	23	the	the	DET
easat-1803	8	24	variable	variable	NOUN
easat-1803	8	25	into	into	ADP
easat-1803	8	26	consideration	consideration	NOUN
easat-1803	8	27	for	for	ADP
easat-1803	8	28	accurately	accurately	ADV
easat-1803	8	29	estimating	estimate	VERB
easat-1803	8	30	its	its	PRON
easat-1803	8	31	pattern	pattern	NOUN
easat-1803	8	32	.	.	PUNCT
easat-1803	9	1	prediction	prediction	NOUN
easat-1803	9	2	methods	method	NOUN
easat-1803	9	3	that	that	PRON
easat-1803	9	4	analyze	analyze	VERB
easat-1803	9	5	dependencies	dependency	NOUN
easat-1803	9	6	and	and	CCONJ
easat-1803	9	7	correlations	correlation	NOUN
easat-1803	9	8	between	between	ADP
easat-1803	9	9	variables	variable	NOUN
easat-1803	9	10	to	to	PART
easat-1803	9	11	predict	predict	VERB
easat-1803	9	12	future	future	ADJ
easat-1803	9	13	values	value	NOUN
easat-1803	9	14	are	be	AUX
easat-1803	9	15	also	also	ADV
easat-1803	9	16	suitable	suitable	ADJ
easat-1803	9	17	for	for	ADP
easat-1803	9	18	multivariate	multivariate	NOUN
easat-1803	9	19	time	time	NOUN
easat-1803	9	20	series	series	NOUN
easat-1803	9	21	.	.	PUNCT
easat-1803	10	1	nevertheless	nevertheless	ADV
easat-1803	10	2	,	,	PUNCT
easat-1803	10	3	these	these	DET
easat-1803	10	4	approaches	approach	NOUN
easat-1803	10	5	usually	usually	ADV
easat-1803	10	6	need	need	VERB
easat-1803	10	7	more	more	ADJ
easat-1803	10	8	time	time	NOUN
easat-1803	10	9	to	to	PART
easat-1803	10	10	compute	compute	VERB
easat-1803	10	11	and	and	CCONJ
easat-1803	10	12	train	train	NOUN
easat-1803	10	13	,	,	PUNCT
easat-1803	10	14	and	and	CCONJ
easat-1803	10	15	they	they	PRON
easat-1803	10	16	might	might	AUX
easat-1803	10	17	not	not	PART
easat-1803	10	18	even	even	ADV
easat-1803	10	19	be	be	AUX
easat-1803	10	20	the	the	DET
easat-1803	10	21	most	most	ADV
easat-1803	10	22	appropriate	appropriate	ADJ
easat-1803	10	23	way	way	NOUN
easat-1803	10	24	to	to	PART
easat-1803	10	25	go	go	VERB
easat-1803	10	26	,	,	PUNCT
easat-1803	10	27	because	because	SCONJ
easat-1803	10	28	the	the	DET
easat-1803	10	29	increased	increase	VERB
easat-1803	10	30	complexity	complexity	NOUN
easat-1803	10	31	of	of	ADP
easat-1803	10	32	the	the	DET
easat-1803	10	33	model	model	NOUN
easat-1803	10	34	used	use	VERB
easat-1803	10	35	could	could	AUX
easat-1803	10	36	outweigh	outweigh	VERB
easat-1803	10	37	any	any	DET
easat-1803	10	38	possible	possible	ADJ
easat-1803	10	39	improvement	improvement	NOUN
easat-1803	10	40	in	in	ADP
easat-1803	10	41	prediction	prediction	NOUN
easat-1803	10	42	accuracy	accuracy	NOUN
easat-1803	10	43	.	.	PUNCT
easat-1803	11	1	in	in	ADP
easat-1803	11	2	this	this	DET
easat-1803	11	3	paper	paper	NOUN
easat-1803	11	4	,	,	PUNCT
easat-1803	11	5	a	a	DET
easat-1803	11	6	thorough	thorough	ADJ
easat-1803	11	7	comparison	comparison	NOUN
easat-1803	11	8	study	study	NOUN
easat-1803	11	9	was	be	AUX
easat-1803	11	10	conducted	conduct	VERB
easat-1803	11	11	to	to	PART
easat-1803	11	12	analyze	analyze	VERB
easat-1803	11	13	the	the	DET
easat-1803	11	14	effectiveness	effectiveness	NOUN
easat-1803	11	15	of	of	ADP
easat-1803	11	16	univariate	univariate	ADJ
easat-1803	11	17	and	and	CCONJ
easat-1803	11	18	multivariate	multivariate	VERB
easat-1803	11	19	predictive	predictive	ADJ
easat-1803	11	20	analysis	analysis	NOUN
easat-1803	11	21	on	on	ADP
easat-1803	11	22	two	two	NUM
easat-1803	11	23	separate	separate	ADJ
easat-1803	11	24	sets	set	NOUN
easat-1803	11	25	of	of	ADP
easat-1803	11	26	ec	ec	PROPN
easat-1803	11	27	data	datum	NOUN
easat-1803	11	28	at	at	ADP
easat-1803	11	29	hourly	hourly	ADJ
easat-1803	11	30	and	and	CCONJ
easat-1803	11	31	daily	daily	ADJ
easat-1803	11	32	intervals	interval	NOUN
easat-1803	11	33	.	.	PUNCT
easat-1803	12	1	to	to	PART
easat-1803	12	2	accomplish	accomplish	VERB
easat-1803	12	3	this	this	PRON
easat-1803	12	4	,	,	PUNCT
easat-1803	12	5	the	the	DET
easat-1803	12	6	lstm	lstm	ADJ
easat-1803	12	7	algorithm	algorithm	NOUN
easat-1803	12	8	was	be	AUX
easat-1803	12	9	utilized	utilize	VERB
easat-1803	12	10	,	,	PUNCT
easat-1803	12	11	which	which	PRON
easat-1803	12	12	has	have	AUX
easat-1803	12	13	recently	recently	ADV
easat-1803	12	14	been	be	AUX
easat-1803	12	15	widely	widely	ADV
easat-1803	12	16	used	use	VERB
easat-1803	12	17	and	and	CCONJ
easat-1803	12	18	recognized	recognize	VERB
easat-1803	12	19	as	as	ADP
easat-1803	12	20	the	the	DET
easat-1803	12	21	best	well	ADV
easat-1803	12	22	-	-	PUNCT
easat-1803	12	23	performing	perform	VERB
easat-1803	12	24	algorithm	algorithm	NOUN
easat-1803	12	25	in	in	ADP
easat-1803	12	26	ec	ec	PROPN
easat-1803	12	27	forecasting	forecasting	NOUN
easat-1803	12	28	studies	study	NOUN
easat-1803	12	29	.	.	PUNCT
easat-1803	13	1	the	the	DET
easat-1803	13	2	comparative	comparative	ADJ
easat-1803	13	3	analysis	analysis	NOUN
easat-1803	13	4	is	be	AUX
easat-1803	13	5	complemented	complement	VERB
easat-1803	13	6	by	by	ADP
easat-1803	13	7	a	a	DET
easat-1803	13	8	comprehensive	comprehensive	ADJ
easat-1803	13	9	literature	literature	NOUN
easat-1803	13	10	review	review	NOUN
easat-1803	13	11	,	,	PUNCT
easat-1803	13	12	meticulously	meticulously	ADV
easat-1803	13	13	presented	present	VERB
easat-1803	13	14	in	in	ADP
easat-1803	13	15	a	a	DET
easat-1803	13	16	tabular	tabular	ADJ
easat-1803	13	17	format	format	NOUN
easat-1803	13	18	,	,	PUNCT
easat-1803	13	19	to	to	PART
easat-1803	13	20	offer	offer	VERB
easat-1803	13	21	a	a	DET
easat-1803	13	22	comprehensive	comprehensive	ADJ
easat-1803	13	23	understanding	understanding	NOUN
easat-1803	13	24	of	of	ADP
easat-1803	13	25	the	the	DET
easat-1803	13	26	univariate	univariate	ADJ
easat-1803	13	27	and	and	CCONJ
easat-1803	13	28	multivariate	multivariate	NOUN
easat-1803	13	29	forecasting	forecasting	NOUN
easat-1803	13	30	methodologies	methodology	NOUN
easat-1803	13	31	and	and	CCONJ
easat-1803	13	32	their	their	PRON
easat-1803	13	33	respective	respective	ADJ
easat-1803	13	34	outcomes	outcome	NOUN
easat-1803	13	35	.	.	PUNCT
easat-1803	14	1	this	this	DET
easat-1803	14	2	study	study	NOUN
easat-1803	14	3	stands	stand	VERB
easat-1803	14	4	out	out	ADP
easat-1803	14	5	due	due	ADP
easat-1803	14	6	to	to	ADP
easat-1803	14	7	its	its	PRON
easat-1803	14	8	incorporation	incorporation	NOUN
easat-1803	14	9	of	of	ADP
easat-1803	14	10	an	an	DET
easat-1803	14	11	extensive	extensive	ADJ
easat-1803	14	12	literature	literature	NOUN
easat-1803	14	13	review	review	NOUN
easat-1803	14	14	to	to	PART
easat-1803	14	15	support	support	VERB
easat-1803	14	16	the	the	DET
easat-1803	14	17	experimental	experimental	ADJ
easat-1803	14	18	research	research	NOUN
easat-1803	14	19	,	,	PUNCT
easat-1803	14	20	ensuring	ensure	VERB
easat-1803	14	21	a	a	DET
easat-1803	14	22	thorough	thorough	ADJ
easat-1803	14	23	evaluation	evaluation	NOUN
easat-1803	14	24	.	.	PUNCT
easat-1803	15	1	based	base	VERB
easat-1803	15	2	on	on	ADP
easat-1803	15	3	experimental	experimental	ADJ
easat-1803	15	4	studies	study	NOUN
easat-1803	15	5	,	,	PUNCT
easat-1803	15	6	univariate	univariate	ADJ
easat-1803	15	7	forecasting	forecasting	NOUN
easat-1803	15	8	analysis	analysis	NOUN
easat-1803	15	9	outperformed	outperform	VERB
easat-1803	15	10	multivariate	multivariate	NOUN
easat-1803	15	11	forecasting	forecasting	NOUN
easat-1803	15	12	analysis	analysis	NOUN
easat-1803	15	13	for	for	ADP
easat-1803	15	14	both	both	CCONJ
easat-1803	15	15	hourly	hourly	ADJ
easat-1803	15	16	and	and	CCONJ
easat-1803	15	17	daily	daily	ADJ
easat-1803	15	18	interval	interval	NOUN
easat-1803	15	19	data	datum	NOUN
easat-1803	15	20	sets	set	NOUN
easat-1803	15	21	.	.	PUNCT
easat-1803	16	1	furthermore	furthermore	ADV
easat-1803	16	2	,	,	PUNCT
easat-1803	16	3	the	the	DET
easat-1803	16	4	r	r	NOUN
easat-1803	16	5	-	-	PUNCT
easat-1803	16	6	squared	square	VERB
easat-1803	16	7	results	result	NOUN
easat-1803	16	8	of	of	ADP
easat-1803	16	9	the	the	DET
easat-1803	16	10	univariate	univariate	ADJ
easat-1803	16	11	and	and	CCONJ
easat-1803	16	12	multivariate	multivariate	VERB
easat-1803	16	13	predictive	predictive	ADJ
easat-1803	16	14	analyses	analysis	NOUN
easat-1803	16	15	conducted	conduct	VERB
easat-1803	16	16	with	with	ADP
easat-1803	16	17	the	the	DET
easat-1803	16	18	hourly	hourly	ADJ
easat-1803	16	19	data	datum	NOUN
easat-1803	16	20	set	set	VERB
easat-1803	16	21	are	be	AUX
easat-1803	16	22	significantly	significantly	ADV
easat-1803	16	23	higher	high	ADJ
easat-1803	16	24	than	than	ADP
easat-1803	16	25	those	those	PRON
easat-1803	16	26	of	of	ADP
easat-1803	16	27	the	the	DET
easat-1803	16	28	same	same	ADJ
easat-1803	16	29	predictive	predictive	ADJ
easat-1803	16	30	analyses	analysis	NOUN
easat-1803	16	31	in	in	ADP
easat-1803	16	32	the	the	DET
easat-1803	16	33	daily	daily	ADJ
easat-1803	16	34	interval	interval	NOUN
easat-1803	16	35	.	.	PUNCT
easat-1803	17	1	keywords	keyword	NOUN
easat-1803	17	2	:	:	PUNCT
easat-1803	17	3	electricity	electricity	NOUN
easat-1803	17	4	consumption	consumption	NOUN
easat-1803	17	5	,	,	PUNCT
easat-1803	17	6	lstm	lstm	NOUN
easat-1803	17	7	,	,	PUNCT
easat-1803	17	8	time	time	NOUN
easat-1803	17	9	-	-	PUNCT
easat-1803	17	10	series	series	NOUN
easat-1803	17	11	forecasting	forecasting	NOUN
easat-1803	17	12	,	,	PUNCT
easat-1803	17	13	univariate	univariate	ADJ
easat-1803	17	14	,	,	PUNCT
easat-1803	17	15	multivariate	multivariate	NOUN
easat-1803	17	16	.	.	PUNCT
easat-1803	18	1	1	1	X
easat-1803	18	2	.	.	X
easat-1803	18	3	introduction	introduction	NOUN
easat-1803	18	4	electricity	electricity	NOUN
easat-1803	18	5	demand	demand	NOUN
easat-1803	18	6	forecasting	forecasting	NOUN
easat-1803	18	7	,	,	PUNCT
easat-1803	18	8	which	which	PRON
easat-1803	18	9	helps	help	VERB
easat-1803	18	10	to	to	PART
easat-1803	18	11	balance	balance	VERB
easat-1803	18	12	the	the	DET
easat-1803	18	13	future	future	ADJ
easat-1803	18	14	electricity	electricity	NOUN
easat-1803	18	15	needs	need	NOUN
easat-1803	18	16	of	of	ADP
easat-1803	18	17	different	different	ADJ
easat-1803	18	18	electricity	electricity	NOUN
easat-1803	18	19	-	-	PUNCT
easat-1803	18	20	consuming	consume	VERB
easat-1803	18	21	sectors	sector	NOUN
easat-1803	18	22	,	,	PUNCT
easat-1803	18	23	is	be	AUX
easat-1803	18	24	a	a	DET
easat-1803	18	25	critical	critical	ADJ
easat-1803	18	26	element	element	NOUN
easat-1803	18	27	in	in	ADP
easat-1803	18	28	the	the	DET
easat-1803	18	29	planning	planning	NOUN
easat-1803	18	30	,	,	PUNCT
easat-1803	18	31	management	management	NOUN
easat-1803	18	32	,	,	PUNCT
easat-1803	18	33	and	and	CCONJ
easat-1803	18	34	development	development	NOUN
easat-1803	18	35	of	of	ADP
easat-1803	18	36	the	the	DET
easat-1803	18	37	electricity	electricity	NOUN
easat-1803	18	38	sector	sector	NOUN
easat-1803	18	39	.	.	PUNCT
easat-1803	19	1	as	as	SCONJ
easat-1803	19	2	the	the	DET
easat-1803	19	3	power	power	NOUN
easat-1803	19	4	market	market	NOUN
easat-1803	19	5	becomes	becomes	AUX
easat-1803	19	6	increasingly	increasingly	ADV
easat-1803	19	7	deregulated	deregulate	VERB
easat-1803	19	8	,	,	PUNCT
easat-1803	19	9	it	it	PRON
easat-1803	19	10	is	be	AUX
easat-1803	19	11	more	more	ADV
easat-1803	19	12	important	important	ADJ
easat-1803	19	13	than	than	ADP
easat-1803	19	14	ever	ever	ADV
easat-1803	19	15	for	for	SCONJ
easat-1803	19	16	utilities	utility	NOUN
easat-1803	19	17	to	to	PART
easat-1803	19	18	produce	produce	VERB
easat-1803	19	19	more	more	ADV
easat-1803	19	20	accurate	accurate	ADJ
easat-1803	19	21	ec	ec	NOUN
easat-1803	19	22	predictions	prediction	NOUN
easat-1803	19	23	[	[	X
easat-1803	19	24	1	1	NUM
easat-1803	19	25	]	]	PUNCT
easat-1803	19	26	.	.	PUNCT
easat-1803	20	1	in	in	ADP
easat-1803	20	2	competing	compete	VERB
easat-1803	20	3	energy	energy	NOUN
easat-1803	20	4	sectors	sector	NOUN
easat-1803	20	5	,	,	PUNCT
easat-1803	20	6	ec	ec	PROPN
easat-1803	20	7	is	be	AUX
easat-1803	20	8	characterised	characterise	VERB
easat-1803	20	9	by	by	ADP
easat-1803	20	10	linear	linear	ADJ
easat-1803	20	11	or	or	CCONJ
easat-1803	20	12	non	non	ADJ
easat-1803	20	13	-	-	ADJ
easat-1803	20	14	linear	linear	ADJ
easat-1803	20	15	long	long	ADJ
easat-1803	20	16	-	-	PUNCT
easat-1803	20	17	term	term	NOUN
easat-1803	20	18	tendencies	tendency	NOUN
easat-1803	20	19	,	,	PUNCT
easat-1803	20	20	different	different	ADJ
easat-1803	20	21	periodicity	periodicity	NOUN
easat-1803	20	22	,	,	PUNCT
easat-1803	20	23	non	non	ADJ
easat-1803	20	24	-	-	ADJ
easat-1803	20	25	stationary	stationary	ADJ
easat-1803	20	26	mean	mean	NOUN
easat-1803	20	27	1015	1015	NUM
easat-1803	20	28	edelweiss	edelweiss	PROPN
easat-1803	20	29	applied	apply	VERB
easat-1803	20	30	science	science	NOUN
easat-1803	20	31	and	and	CCONJ
easat-1803	20	32	technology	technology	NOUN
easat-1803	20	33	issn	issn	PROPN
easat-1803	20	34	:	:	PUNCT
easat-1803	20	35	2576	2576	NUM
easat-1803	20	36	-	-	SYM
easat-1803	20	37	8484	8484	NUM
easat-1803	20	38	vol	vol	NOUN
easat-1803	20	39	.	.	PROPN
easat-1803	21	1	8	8	NUM
easat-1803	21	2	,	,	PUNCT
easat-1803	21	3	no	no	INTJ
easat-1803	21	4	.	.	NOUN
easat-1803	21	5	5	5	NUM
easat-1803	21	6	:	:	SYM
easat-1803	21	7	1014	1014	NUM
easat-1803	21	8	-	-	SYM
easat-1803	21	9	1037	1037	NUM
easat-1803	21	10	,	,	PUNCT
easat-1803	21	11	2024	2024	NUM
easat-1803	21	12	doi	doi	NOUN
easat-1803	21	13	:	:	PUNCT
easat-1803	21	14	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	21	15	©	©	PROPN
easat-1803	21	16	2024	2024	NUM
easat-1803	21	17	by	by	ADP
easat-1803	21	18	the	the	DET
easat-1803	21	19	authors	author	NOUN
easat-1803	21	20	;	;	PUNCT
easat-1803	21	21	licensee	licensee	PROPN
easat-1803	21	22	learning	learning	NOUN
easat-1803	21	23	gate	gate	PROPN
easat-1803	21	24	and	and	CCONJ
easat-1803	21	25	variance	variance	NOUN
easat-1803	21	26	,	,	PUNCT
easat-1803	21	27	peaks	peak	NOUN
easat-1803	21	28	or	or	CCONJ
easat-1803	21	29	troughs	troughs	NOUN
easat-1803	21	30	(	(	PUNCT
easat-1803	21	31	extremes	extreme	NOUN
easat-1803	21	32	)	)	PUNCT
easat-1803	21	33	,	,	PUNCT
easat-1803	21	34	high	high	ADJ
easat-1803	21	35	volatility	volatility	NOUN
easat-1803	21	36	and	and	CCONJ
easat-1803	21	37	calendar	calendar	NOUN
easat-1803	21	38	effects	effect	NOUN
easat-1803	21	39	.	.	PUNCT
easat-1803	22	1	the	the	DET
easat-1803	22	2	literature	literature	NOUN
easat-1803	22	3	contains	contain	VERB
easat-1803	22	4	a	a	DET
easat-1803	22	5	large	large	ADJ
easat-1803	22	6	number	number	NOUN
easat-1803	22	7	of	of	ADP
easat-1803	22	8	models	model	NOUN
easat-1803	22	9	,	,	PUNCT
easat-1803	22	10	among	among	ADP
easat-1803	22	11	which	which	PRON
easat-1803	22	12	are	be	AUX
easat-1803	22	13	statistical	statistical	ADJ
easat-1803	22	14	,	,	PUNCT
easat-1803	22	15	ml	ml	NOUN
easat-1803	22	16	,	,	PUNCT
easat-1803	22	17	econometric	econometric	ADJ
easat-1803	22	18	and	and	CCONJ
easat-1803	22	19	hybrid	hybrid	NOUN
easat-1803	22	20	models	model	NOUN
easat-1803	22	21	,	,	PUNCT
easat-1803	22	22	designed	design	VERB
easat-1803	22	23	to	to	PART
easat-1803	22	24	forecast	forecast	VERB
easat-1803	22	25	ec	ec	PROPN
easat-1803	22	26	.	.	PUNCT
easat-1803	23	1	these	these	DET
easat-1803	23	2	models	model	NOUN
easat-1803	23	3	differ	differ	VERB
easat-1803	23	4	in	in	ADP
easat-1803	23	5	their	their	PRON
easat-1803	23	6	methodology	methodology	NOUN
easat-1803	23	7	,	,	PUNCT
easat-1803	23	8	complexity	complexity	NOUN
easat-1803	23	9	,	,	PUNCT
easat-1803	23	10	and	and	CCONJ
easat-1803	23	11	performance	performance	NOUN
easat-1803	23	12	.	.	PUNCT
easat-1803	24	1	the	the	DET
easat-1803	24	2	comprehensive	comprehensive	ADJ
easat-1803	24	3	list	list	NOUN
easat-1803	24	4	of	of	ADP
easat-1803	24	5	linear	linear	PROPN
easat-1803	24	6	(	(	PUNCT
easat-1803	24	7	ar	ar	PROPN
easat-1803	24	8	,	,	PUNCT
easat-1803	24	9	arma	arma	PROPN
easat-1803	24	10	,	,	PUNCT
easat-1803	24	11	arima	arima	PROPN
easat-1803	24	12	,	,	PUNCT
easat-1803	24	13	sarima	sarima	NOUN
easat-1803	24	14	,	,	PUNCT
easat-1803	24	15	and	and	CCONJ
easat-1803	24	16	arimax	arimax	ADJ
easat-1803	24	17	)	)	PUNCT
easat-1803	24	18	and	and	CCONJ
easat-1803	24	19	non	non	ADJ
easat-1803	24	20	-	-	ADJ
easat-1803	24	21	linear	linear	ADJ
easat-1803	24	22	time	time	NOUN
easat-1803	24	23	series	series	NOUN
easat-1803	24	24	models	model	NOUN
easat-1803	24	25	(	(	PUNCT
easat-1803	24	26	arch	arch	ADJ
easat-1803	24	27	,	,	PUNCT
easat-1803	24	28	garch	garch	NOUN
easat-1803	24	29	,	,	PUNCT
easat-1803	24	30	sgarch	sgarch	NOUN
easat-1803	24	31	,	,	PUNCT
easat-1803	24	32	tgarch	tgarch	NOUN
easat-1803	24	33	,	,	PUNCT
easat-1803	24	34	and	and	CCONJ
easat-1803	24	35	egarch	egarch	NOUN
easat-1803	24	36	)	)	PUNCT
easat-1803	24	37	for	for	ADP
easat-1803	24	38	electricity	electricity	NOUN
easat-1803	24	39	demand	demand	NOUN
easat-1803	24	40	forecasting	forecasting	NOUN
easat-1803	24	41	provides	provide	VERB
easat-1803	24	42	a	a	DET
easat-1803	24	43	wide	wide	ADJ
easat-1803	24	44	range	range	NOUN
easat-1803	24	45	of	of	ADP
easat-1803	24	46	options	option	NOUN
easat-1803	24	47	to	to	PART
easat-1803	24	48	choose	choose	VERB
easat-1803	24	49	from	from	ADP
easat-1803	24	50	in	in	ADP
easat-1803	24	51	conducting	conduct	VERB
easat-1803	24	52	forecasting	forecasting	NOUN
easat-1803	24	53	.	.	PUNCT
easat-1803	25	1	it	it	PRON
easat-1803	25	2	's	be	AUX
easat-1803	25	3	constructive	constructive	ADJ
easat-1803	25	4	to	to	PART
easat-1803	25	5	include	include	VERB
easat-1803	25	6	parametric	parametric	ADJ
easat-1803	25	7	and	and	CCONJ
easat-1803	25	8	non	non	ADJ
easat-1803	25	9	-	-	ADJ
easat-1803	25	10	parametric	parametric	ADJ
easat-1803	25	11	regression	regression	NOUN
easat-1803	25	12	-	-	PUNCT
easat-1803	25	13	type	type	NOUN
easat-1803	25	14	models	model	NOUN
easat-1803	25	15	,	,	PUNCT
easat-1803	25	16	as	as	ADV
easat-1803	25	17	well	well	ADV
easat-1803	25	18	as	as	ADP
easat-1803	25	19	models	model	NOUN
easat-1803	25	20	based	base	VERB
easat-1803	25	21	on	on	ADP
easat-1803	25	22	exponential	exponential	ADJ
easat-1803	25	23	smoothing	smoothing	NOUN
easat-1803	25	24	,	,	PUNCT
easat-1803	25	25	as	as	SCONJ
easat-1803	25	26	they	they	PRON
easat-1803	25	27	offer	offer	VERB
easat-1803	25	28	diverse	diverse	ADJ
easat-1803	25	29	approaches	approach	NOUN
easat-1803	25	30	for	for	ADP
easat-1803	25	31	addressing	address	VERB
easat-1803	25	32	specific	specific	ADJ
easat-1803	25	33	requirements	requirement	NOUN
easat-1803	25	34	in	in	ADP
easat-1803	25	35	electricity	electricity	NOUN
easat-1803	25	36	demand	demand	NOUN
easat-1803	25	37	forecasting	forecast	VERB
easat-1803	25	38	[	[	X
easat-1803	25	39	2	2	NUM
easat-1803	25	40	]	]	PUNCT
easat-1803	25	41	.	.	PUNCT
easat-1803	26	1	while	while	SCONJ
easat-1803	26	2	neural	neural	ADJ
easat-1803	26	3	networks	network	NOUN
easat-1803	26	4	have	have	VERB
easat-1803	26	5	many	many	ADJ
easat-1803	26	6	advantages	advantage	NOUN
easat-1803	26	7	over	over	ADP
easat-1803	26	8	these	these	DET
easat-1803	26	9	conventional	conventional	ADJ
easat-1803	26	10	time	time	NOUN
easat-1803	26	11	series	series	NOUN
easat-1803	26	12	models	model	NOUN
easat-1803	26	13	for	for	ADP
easat-1803	26	14	dealing	deal	VERB
easat-1803	26	15	with	with	ADP
easat-1803	26	16	nonlinear	nonlinear	ADJ
easat-1803	26	17	and	and	CCONJ
easat-1803	26	18	nonnormally	nonnormally	ADV
easat-1803	26	19	distributed	distribute	VERB
easat-1803	26	20	data	datum	NOUN
easat-1803	26	21	,	,	PUNCT
easat-1803	26	22	which	which	PRON
easat-1803	26	23	are	be	AUX
easat-1803	26	24	often	often	ADV
easat-1803	26	25	encountered	encounter	VERB
easat-1803	26	26	in	in	ADP
easat-1803	26	27	real	real	ADJ
easat-1803	26	28	problems	problem	NOUN
easat-1803	26	29	,	,	PUNCT
easat-1803	26	30	their	their	PRON
easat-1803	26	31	disadvantage	disadvantage	NOUN
easat-1803	26	32	is	be	AUX
easat-1803	26	33	that	that	SCONJ
easat-1803	26	34	they	they	PRON
easat-1803	26	35	assume	assume	VERB
easat-1803	26	36	that	that	SCONJ
easat-1803	26	37	all	all	PRON
easat-1803	26	38	of	of	ADP
easat-1803	26	39	the	the	DET
easat-1803	26	40	inputs	input	NOUN
easat-1803	26	41	and	and	CCONJ
easat-1803	26	42	outputs	output	NOUN
easat-1803	26	43	are	be	AUX
easat-1803	26	44	independent	independent	ADJ
easat-1803	26	45	,	,	PUNCT
easat-1803	26	46	even	even	ADV
easat-1803	26	47	for	for	ADP
easat-1803	26	48	continuous	continuous	ADJ
easat-1803	26	49	data	datum	NOUN
easat-1803	26	50	.	.	PUNCT
easat-1803	27	1	the	the	DET
easat-1803	27	2	assumption	assumption	NOUN
easat-1803	27	3	being	be	AUX
easat-1803	27	4	made	make	VERB
easat-1803	27	5	neglects	neglect	VERB
easat-1803	27	6	the	the	DET
easat-1803	27	7	predictive	predictive	ADJ
easat-1803	27	8	potential	potential	NOUN
easat-1803	27	9	offered	offer	VERB
easat-1803	27	10	by	by	ADP
easat-1803	27	11	the	the	DET
easat-1803	27	12	dependency	dependency	NOUN
easat-1803	27	13	relationship	relationship	NOUN
easat-1803	27	14	between	between	ADP
easat-1803	27	15	energy	energy	NOUN
easat-1803	27	16	consumption	consumption	NOUN
easat-1803	27	17	and	and	CCONJ
easat-1803	27	18	sequential	sequential	ADJ
easat-1803	27	19	data	datum	NOUN
easat-1803	27	20	.	.	PUNCT
easat-1803	28	1	it	it	PRON
easat-1803	28	2	's	be	AUX
easat-1803	28	3	essential	essential	ADJ
easat-1803	28	4	to	to	PART
easat-1803	28	5	consider	consider	VERB
easat-1803	28	6	the	the	DET
easat-1803	28	7	role	role	NOUN
easat-1803	28	8	of	of	ADP
easat-1803	28	9	dl	dl	PROPN
easat-1803	28	10	architectures	architecture	NOUN
easat-1803	28	11	,	,	PUNCT
easat-1803	28	12	which	which	PRON
easat-1803	28	13	are	be	AUX
easat-1803	28	14	adept	adept	ADJ
easat-1803	28	15	at	at	ADP
easat-1803	28	16	tackling	tackle	VERB
easat-1803	28	17	the	the	DET
easat-1803	28	18	specific	specific	ADJ
easat-1803	28	19	challenges	challenge	NOUN
easat-1803	28	20	encountered	encounter	VERB
easat-1803	28	21	in	in	ADP
easat-1803	28	22	lf	lf	PROPN
easat-1803	28	23	,	,	PUNCT
easat-1803	28	24	including	include	VERB
easat-1803	28	25	non	non	ADJ
easat-1803	28	26	-	-	ADJ
easat-1803	28	27	linearity	linearity	ADJ
easat-1803	28	28	,	,	PUNCT
easat-1803	28	29	periodicity	periodicity	NOUN
easat-1803	28	30	,	,	PUNCT
easat-1803	28	31	and	and	CCONJ
easat-1803	28	32	seasonality	seasonality	NOUN
easat-1803	28	33	,	,	PUNCT
easat-1803	28	34	as	as	ADV
easat-1803	28	35	well	well	ADV
easat-1803	28	36	as	as	ADP
easat-1803	28	37	the	the	DET
easat-1803	28	38	sequential	sequential	ADJ
easat-1803	28	39	dependency	dependency	NOUN
easat-1803	28	40	between	between	ADP
easat-1803	28	41	sequences	sequence	NOUN
easat-1803	28	42	of	of	ADP
easat-1803	28	43	consumption	consumption	NOUN
easat-1803	28	44	data	datum	NOUN
easat-1803	28	45	.	.	PUNCT
easat-1803	29	1	lstm	lstm	PROPN
easat-1803	29	2	networks	network	NOUN
easat-1803	29	3	,	,	PUNCT
easat-1803	29	4	a	a	DET
easat-1803	29	5	variant	variant	NOUN
easat-1803	29	6	of	of	ADP
easat-1803	29	7	dl	dl	PROPN
easat-1803	29	8	introduced	introduce	VERB
easat-1803	29	9	by	by	ADP
easat-1803	29	10	hochreiter	hochreiter	PROPN
easat-1803	29	11	and	and	CCONJ
easat-1803	29	12	schmidhuber	schmidhuber	NOUN
easat-1803	29	13	,	,	PUNCT
easat-1803	29	14	are	be	AUX
easat-1803	29	15	specifically	specifically	ADV
easat-1803	29	16	engineered	engineer	VERB
easat-1803	29	17	to	to	PART
easat-1803	29	18	grasp	grasp	VERB
easat-1803	29	19	the	the	DET
easat-1803	29	20	long	long	ADJ
easat-1803	29	21	-	-	PUNCT
easat-1803	29	22	term	term	NOUN
easat-1803	29	23	dependencies	dependency	NOUN
easat-1803	29	24	inherent	inherent	ADJ
easat-1803	29	25	in	in	ADP
easat-1803	29	26	sequential	sequential	ADJ
easat-1803	29	27	data	datum	NOUN
easat-1803	29	28	.	.	PUNCT
easat-1803	30	1	by	by	ADP
easat-1803	30	2	leveraging	leverage	VERB
easat-1803	30	3	internal	internal	ADJ
easat-1803	30	4	memory	memory	NOUN
easat-1803	30	5	to	to	PART
easat-1803	30	6	store	store	VERB
easat-1803	30	7	long	long	ADJ
easat-1803	30	8	-	-	PUNCT
easat-1803	30	9	term	term	NOUN
easat-1803	30	10	dependencies	dependency	NOUN
easat-1803	30	11	,	,	PUNCT
easat-1803	30	12	lstms	lstms	NOUN
easat-1803	30	13	are	be	AUX
easat-1803	30	14	well	well	ADV
easat-1803	30	15	-	-	PUNCT
easat-1803	30	16	suited	suited	ADJ
easat-1803	30	17	for	for	ADP
easat-1803	30	18	addressing	address	VERB
easat-1803	30	19	problems	problem	NOUN
easat-1803	30	20	characterized	characterize	VERB
easat-1803	30	21	by	by	ADP
easat-1803	30	22	sequence	sequence	NOUN
easat-1803	30	23	-	-	PUNCT
easat-1803	30	24	dependent	dependent	ADJ
easat-1803	30	25	behavior	behavior	NOUN
easat-1803	30	26	,	,	PUNCT
easat-1803	30	27	such	such	ADJ
easat-1803	30	28	as	as	ADP
easat-1803	30	29	electricity	electricity	NOUN
easat-1803	30	30	demand	demand	NOUN
easat-1803	30	31	forecasting	forecast	VERB
easat-1803	30	32	[	[	X
easat-1803	30	33	3	3	NUM
easat-1803	30	34	]	]	PUNCT
easat-1803	30	35	.	.	PUNCT
easat-1803	31	1	when	when	SCONJ
easat-1803	31	2	selecting	select	VERB
easat-1803	31	3	a	a	DET
easat-1803	31	4	forecasting	forecasting	NOUN
easat-1803	31	5	method	method	NOUN
easat-1803	31	6	,	,	PUNCT
easat-1803	31	7	it	it	PRON
easat-1803	31	8	's	be	AUX
easat-1803	31	9	crucial	crucial	ADJ
easat-1803	31	10	to	to	PART
easat-1803	31	11	consider	consider	VERB
easat-1803	31	12	the	the	DET
easat-1803	31	13	variable	variable	ADJ
easat-1803	31	14	numbers	number	NOUN
easat-1803	31	15	that	that	PRON
easat-1803	31	16	will	will	AUX
easat-1803	31	17	be	be	AUX
easat-1803	31	18	involved	involve	VERB
easat-1803	31	19	in	in	ADP
easat-1803	31	20	the	the	DET
easat-1803	31	21	time	time	NOUN
easat-1803	31	22	series	series	PROPN
easat-1803	31	23	prediction	prediction	PROPN
easat-1803	31	24	,	,	PUNCT
easat-1803	31	25	given	give	VERB
easat-1803	31	26	that	that	SCONJ
easat-1803	31	27	most	most	ADJ
easat-1803	31	28	variables	variable	NOUN
easat-1803	31	29	are	be	AUX
easat-1803	31	30	influenced	influence	VERB
easat-1803	31	31	by	by	ADP
easat-1803	31	32	external	external	ADJ
easat-1803	31	33	factors	factor	NOUN
easat-1803	31	34	.	.	PUNCT
easat-1803	32	1	for	for	ADP
easat-1803	32	2	univariate	univariate	ADJ
easat-1803	32	3	series	series	NOUN
easat-1803	32	4	,	,	PUNCT
easat-1803	32	5	there	there	PRON
easat-1803	32	6	are	be	VERB
easat-1803	32	7	specific	specific	ADJ
easat-1803	32	8	methods	method	NOUN
easat-1803	32	9	that	that	PRON
easat-1803	32	10	consider	consider	VERB
easat-1803	32	11	only	only	ADV
easat-1803	32	12	the	the	DET
easat-1803	32	13	past	past	ADJ
easat-1803	32	14	values	value	NOUN
easat-1803	32	15	of	of	ADP
easat-1803	32	16	the	the	DET
easat-1803	32	17	variable	variable	NOUN
easat-1803	32	18	itself	itself	PRON
easat-1803	32	19	to	to	PART
easat-1803	32	20	estimate	estimate	VERB
easat-1803	32	21	its	its	PRON
easat-1803	32	22	evolution	evolution	NOUN
easat-1803	32	23	.	.	PUNCT
easat-1803	33	1	other	other	ADJ
easat-1803	33	2	forecasting	forecasting	NOUN
easat-1803	33	3	algorithms	algorithm	NOUN
easat-1803	33	4	analyze	analyze	VERB
easat-1803	33	5	dependencies	dependency	NOUN
easat-1803	33	6	and	and	CCONJ
easat-1803	33	7	interactions	interaction	NOUN
easat-1803	33	8	with	with	ADP
easat-1803	33	9	other	other	ADJ
easat-1803	33	10	variables	variable	NOUN
easat-1803	33	11	to	to	PART
easat-1803	33	12	predict	predict	VERB
easat-1803	33	13	future	future	ADJ
easat-1803	33	14	values	value	NOUN
easat-1803	33	15	and	and	CCONJ
easat-1803	33	16	are	be	AUX
easat-1803	33	17	more	more	ADV
easat-1803	33	18	suitable	suitable	ADJ
easat-1803	33	19	for	for	ADP
easat-1803	33	20	multivariate	multivariate	NOUN
easat-1803	33	21	time	time	NOUN
easat-1803	33	22	series	series	NOUN
easat-1803	33	23	.	.	PUNCT
easat-1803	34	1	since	since	SCONJ
easat-1803	34	2	most	most	ADJ
easat-1803	34	3	variables	variable	NOUN
easat-1803	34	4	can	can	AUX
easat-1803	34	5	be	be	AUX
easat-1803	34	6	influenced	influence	VERB
easat-1803	34	7	by	by	ADP
easat-1803	34	8	external	external	ADJ
easat-1803	34	9	factors	factor	NOUN
easat-1803	34	10	,	,	PUNCT
easat-1803	34	11	these	these	PRON
easat-1803	34	12	are	be	AUX
easat-1803	34	13	the	the	PRON
easat-1803	34	14	most	most	ADV
easat-1803	34	15	commonly	commonly	ADV
easat-1803	34	16	used	use	VERB
easat-1803	34	17	in	in	ADP
easat-1803	34	18	real	real	ADJ
easat-1803	34	19	-	-	PUNCT
easat-1803	34	20	world	world	NOUN
easat-1803	34	21	applications	application	NOUN
easat-1803	34	22	.	.	PUNCT
easat-1803	35	1	however	however	ADV
easat-1803	35	2	,	,	PUNCT
easat-1803	35	3	these	these	DET
easat-1803	35	4	methods	method	NOUN
easat-1803	35	5	usually	usually	ADV
easat-1803	35	6	require	require	VERB
easat-1803	35	7	longer	long	ADJ
easat-1803	35	8	computation	computation	NOUN
easat-1803	35	9	and	and	CCONJ
easat-1803	35	10	training	training	NOUN
easat-1803	35	11	times	time	NOUN
easat-1803	35	12	,	,	PUNCT
easat-1803	35	13	and	and	CCONJ
easat-1803	35	14	may	may	AUX
easat-1803	35	15	not	not	PART
easat-1803	35	16	always	always	ADV
easat-1803	35	17	be	be	AUX
easat-1803	35	18	the	the	DET
easat-1803	35	19	best	good	ADJ
easat-1803	35	20	solution	solution	NOUN
easat-1803	35	21	because	because	SCONJ
easat-1803	35	22	the	the	DET
easat-1803	35	23	improvement	improvement	NOUN
easat-1803	35	24	in	in	ADP
easat-1803	35	25	prediction	prediction	NOUN
easat-1803	35	26	accuracy	accuracy	NOUN
easat-1803	35	27	is	be	AUX
easat-1803	35	28	not	not	PART
easat-1803	35	29	offset	offset	VERB
easat-1803	35	30	by	by	ADP
easat-1803	35	31	increased	increase	VERB
easat-1803	35	32	model	model	NOUN
easat-1803	35	33	complexity	complexity	NOUN
easat-1803	36	1	[	[	X
easat-1803	36	2	4	4	NUM
easat-1803	36	3	]	]	PUNCT
easat-1803	36	4	.	.	PUNCT
easat-1803	37	1	on	on	ADP
easat-1803	37	2	the	the	DET
easat-1803	37	3	other	other	ADJ
easat-1803	37	4	hand	hand	NOUN
easat-1803	37	5	,	,	PUNCT
easat-1803	37	6	given	give	VERB
easat-1803	37	7	the	the	DET
easat-1803	37	8	lack	lack	NOUN
easat-1803	37	9	of	of	ADP
easat-1803	37	10	multivariate	multivariate	NOUN
easat-1803	37	11	data	datum	NOUN
easat-1803	37	12	(	(	PUNCT
easat-1803	37	13	such	such	ADJ
easat-1803	37	14	as	as	ADP
easat-1803	37	15	temperature	temperature	NOUN
easat-1803	37	16	)	)	PUNCT
easat-1803	37	17	in	in	ADP
easat-1803	37	18	many	many	ADJ
easat-1803	37	19	practical	practical	ADJ
easat-1803	37	20	datasets	dataset	NOUN
easat-1803	37	21	,	,	PUNCT
easat-1803	37	22	we	we	PRON
easat-1803	37	23	need	need	VERB
easat-1803	37	24	better	well	ADJ
easat-1803	37	25	univariate	univariate	ADJ
easat-1803	37	26	prediction	prediction	NOUN
easat-1803	37	27	models	model	NOUN
easat-1803	37	28	for	for	ADP
easat-1803	37	29	time	time	NOUN
easat-1803	37	30	series	series	PROPN
easat-1803	37	31	lf	lf	PROPN
easat-1803	37	32	[	[	X
easat-1803	37	33	5	5	NUM
easat-1803	37	34	]	]	PUNCT
easat-1803	37	35	.	.	PUNCT
easat-1803	38	1	although	although	SCONJ
easat-1803	38	2	models	model	NOUN
easat-1803	38	3	can	can	AUX
easat-1803	38	4	differ	differ	VERB
easat-1803	38	5	dramatically	dramatically	ADV
easat-1803	38	6	among	among	ADP
easat-1803	38	7	univariate	univariate	ADJ
easat-1803	38	8	and	and	CCONJ
easat-1803	38	9	multivariate	multivariate	NOUN
easat-1803	38	10	systems	system	NOUN
easat-1803	38	11	,	,	PUNCT
easat-1803	38	12	most	most	ADJ
easat-1803	38	13	ml	ml	NOUN
easat-1803	38	14	and	and	CCONJ
easat-1803	38	15	dl	dl	PROPN
easat-1803	38	16	models	model	NOUN
easat-1803	38	17	can	can	AUX
easat-1803	38	18	handle	handle	VERB
easat-1803	38	19	both	both	PRON
easat-1803	38	20	indistinctly	indistinctly	ADV
easat-1803	38	21	[	[	X
easat-1803	38	22	6	6	NUM
easat-1803	38	23	]	]	PUNCT
easat-1803	38	24	.	.	PUNCT
easat-1803	39	1	in	in	ADP
easat-1803	39	2	this	this	DET
easat-1803	39	3	paper	paper	NOUN
easat-1803	39	4	,	,	PUNCT
easat-1803	39	5	we	we	PRON
easat-1803	39	6	perform	perform	VERB
easat-1803	39	7	a	a	DET
easat-1803	39	8	detailed	detailed	ADJ
easat-1803	39	9	comparative	comparative	ADJ
easat-1803	39	10	study	study	NOUN
easat-1803	39	11	to	to	PART
easat-1803	39	12	evaluate	evaluate	VERB
easat-1803	39	13	how	how	SCONJ
easat-1803	39	14	effective	effective	ADJ
easat-1803	39	15	both	both	CCONJ
easat-1803	39	16	univariate	univariate	ADJ
easat-1803	39	17	and	and	CCONJ
easat-1803	39	18	multivariate	multivariate	VERB
easat-1803	39	19	predictive	predictive	ADJ
easat-1803	39	20	analysis	analysis	NOUN
easat-1803	39	21	methods	method	NOUN
easat-1803	39	22	are	be	AUX
easat-1803	39	23	on	on	ADP
easat-1803	39	24	two	two	NUM
easat-1803	39	25	different	different	ADJ
easat-1803	39	26	ec	ec	PROPN
easat-1803	39	27	datasets	dataset	NOUN
easat-1803	39	28	.	.	PUNCT
easat-1803	40	1	we	we	PRON
easat-1803	40	2	examine	examine	VERB
easat-1803	40	3	the	the	DET
easat-1803	40	4	impact	impact	NOUN
easat-1803	40	5	of	of	ADP
easat-1803	40	6	these	these	DET
easat-1803	40	7	methodologies	methodology	NOUN
easat-1803	40	8	at	at	ADP
easat-1803	40	9	both	both	CCONJ
easat-1803	40	10	hourly	hourly	ADJ
easat-1803	40	11	and	and	CCONJ
easat-1803	40	12	daily	daily	ADJ
easat-1803	40	13	intervals	interval	NOUN
easat-1803	40	14	,	,	PUNCT
easat-1803	40	15	aiming	aim	VERB
easat-1803	40	16	to	to	PART
easat-1803	40	17	provide	provide	VERB
easat-1803	40	18	a	a	DET
easat-1803	40	19	richer	rich	ADJ
easat-1803	40	20	understanding	understanding	NOUN
easat-1803	40	21	of	of	ADP
easat-1803	40	22	their	their	PRON
easat-1803	40	23	effectiveness	effectiveness	NOUN
easat-1803	40	24	in	in	ADP
easat-1803	40	25	predicting	predict	VERB
easat-1803	40	26	ec	ec	PROPN
easat-1803	40	27	patterns	pattern	NOUN
easat-1803	40	28	.	.	PUNCT
easat-1803	41	1	in	in	ADP
easat-1803	41	2	order	order	NOUN
easat-1803	41	3	to	to	PART
easat-1803	41	4	accomplish	accomplish	VERB
easat-1803	41	5	our	our	PRON
easat-1803	41	6	goal	goal	NOUN
easat-1803	41	7	,	,	PUNCT
easat-1803	41	8	we	we	PRON
easat-1803	41	9	applied	apply	VERB
easat-1803	41	10	the	the	DET
easat-1803	41	11	lstm	lstm	PROPN
easat-1803	41	12	algorithm	algorithm	NOUN
easat-1803	41	13	.	.	PUNCT
easat-1803	42	1	this	this	DET
easat-1803	42	2	algorithm	algorithm	NOUN
easat-1803	42	3	has	have	AUX
easat-1803	42	4	garnered	garner	VERB
easat-1803	42	5	significant	significant	ADJ
easat-1803	42	6	recognition	recognition	NOUN
easat-1803	42	7	due	due	ADP
easat-1803	42	8	to	to	ADP
easat-1803	42	9	its	its	PRON
easat-1803	42	10	effectiveness	effectiveness	NOUN
easat-1803	42	11	in	in	ADP
easat-1803	42	12	various	various	ADJ
easat-1803	42	13	studies	study	NOUN
easat-1803	42	14	focusing	focus	VERB
easat-1803	42	15	on	on	ADP
easat-1803	42	16	ec	ec	PROPN
easat-1803	42	17	forecasting	forecasting	NOUN
easat-1803	42	18	within	within	ADP
easat-1803	42	19	the	the	DET
easat-1803	42	20	existing	exist	VERB
easat-1803	42	21	literature	literature	NOUN
easat-1803	42	22	.	.	PUNCT
easat-1803	43	1	the	the	DET
easat-1803	43	2	comparative	comparative	ADJ
easat-1803	43	3	analysis	analysis	NOUN
easat-1803	43	4	is	be	AUX
easat-1803	43	5	enhanced	enhance	VERB
easat-1803	43	6	by	by	ADP
easat-1803	43	7	a	a	DET
easat-1803	43	8	thorough	thorough	ADJ
easat-1803	43	9	literature	literature	NOUN
easat-1803	43	10	review	review	NOUN
easat-1803	43	11	,	,	PUNCT
easat-1803	43	12	meticulously	meticulously	ADV
easat-1803	43	13	presented	present	VERB
easat-1803	43	14	in	in	ADP
easat-1803	43	15	a	a	DET
easat-1803	43	16	tabular	tabular	ADJ
easat-1803	43	17	format	format	NOUN
easat-1803	43	18	,	,	PUNCT
easat-1803	43	19	to	to	PART
easat-1803	43	20	provide	provide	VERB
easat-1803	43	21	a	a	DET
easat-1803	43	22	comprehensive	comprehensive	ADJ
easat-1803	43	23	understanding	understanding	NOUN
easat-1803	43	24	of	of	ADP
easat-1803	43	25	univariate	univariate	ADJ
easat-1803	43	26	and	and	CCONJ
easat-1803	43	27	multivariate	multivariate	NOUN
easat-1803	43	28	forecasting	forecasting	NOUN
easat-1803	43	29	methodologies	methodology	NOUN
easat-1803	43	30	and	and	CCONJ
easat-1803	43	31	their	their	PRON
easat-1803	43	32	respective	respective	ADJ
easat-1803	43	33	outcomes	outcome	NOUN
easat-1803	43	34	.	.	PUNCT
easat-1803	44	1	on	on	ADP
easat-1803	44	2	the	the	DET
easat-1803	44	3	contrary	contrary	NOUN
easat-1803	44	4	,	,	PUNCT
easat-1803	44	5	due	due	ADP
easat-1803	44	6	to	to	ADP
easat-1803	44	7	the	the	DET
easat-1803	44	8	likelihood	likelihood	NOUN
easat-1803	44	9	of	of	ADP
easat-1803	44	10	the	the	DET
easat-1803	44	11	pattern	pattern	NOUN
easat-1803	44	12	and	and	CCONJ
easat-1803	44	13	behavior	behavior	NOUN
easat-1803	44	14	of	of	ADP
easat-1803	44	15	ec	ec	PROPN
easat-1803	44	16	recurring	recur	VERB
easat-1803	44	17	in	in	ADP
easat-1803	44	18	the	the	DET
easat-1803	44	19	future	future	NOUN
easat-1803	44	20	,	,	PUNCT
easat-1803	44	21	forecasts	forecast	NOUN
easat-1803	44	22	for	for	ADP
easat-1803	44	23	ec	ec	PROPN
easat-1803	44	24	are	be	AUX
easat-1803	44	25	established	establish	VERB
easat-1803	44	26	upon	upon	SCONJ
easat-1803	44	27	past	past	ADJ
easat-1803	44	28	observations	observation	NOUN
easat-1803	44	29	.	.	PUNCT
easat-1803	45	1	consequently	consequently	ADV
easat-1803	45	2	,	,	PUNCT
easat-1803	45	3	when	when	SCONJ
easat-1803	45	4	conducting	conduct	VERB
easat-1803	45	5	time	time	NOUN
easat-1803	45	6	series	series	PROPN
easat-1803	45	7	forecasting	forecasting	PROPN
easat-1803	45	8	,	,	PUNCT
easat-1803	45	9	it	it	PRON
easat-1803	45	10	is	be	AUX
easat-1803	45	11	crucial	crucial	ADJ
easat-1803	45	12	to	to	PART
easat-1803	45	13	meticulously	meticulously	ADV
easat-1803	45	14	select	select	VERB
easat-1803	45	15	the	the	DET
easat-1803	45	16	most	most	ADV
easat-1803	45	17	appropriate	appropriate	ADJ
easat-1803	45	18	past	past	ADJ
easat-1803	45	19	observations	observation	NOUN
easat-1803	45	20	that	that	PRON
easat-1803	45	21	can	can	AUX
easat-1803	45	22	effectively	effectively	ADV
easat-1803	45	23	serve	serve	VERB
easat-1803	45	24	as	as	ADP
easat-1803	45	25	predictors	predictor	NOUN
easat-1803	45	26	of	of	ADP
easat-1803	45	27	expected	expect	VERB
easat-1803	45	28	future	future	ADJ
easat-1803	45	29	values	value	NOUN
easat-1803	45	30	.	.	PUNCT
easat-1803	46	1	this	this	DET
easat-1803	46	2	process	process	NOUN
easat-1803	46	3	involves	involve	VERB
easat-1803	46	4	identifying	identify	VERB
easat-1803	46	5	historical	historical	ADJ
easat-1803	46	6	data	datum	NOUN
easat-1803	46	7	points	point	NOUN
easat-1803	46	8	or	or	CCONJ
easat-1803	46	9	patterns	pattern	NOUN
easat-1803	46	10	that	that	PRON
easat-1803	46	11	have	have	VERB
easat-1803	46	12	the	the	DET
easat-1803	46	13	most	most	ADV
easat-1803	46	14	significant	significant	ADJ
easat-1803	46	15	impact	impact	NOUN
easat-1803	46	16	on	on	ADP
easat-1803	46	17	forecasting	forecast	VERB
easat-1803	46	18	future	future	ADJ
easat-1803	46	19	values	value	NOUN
easat-1803	46	20	and	and	CCONJ
easat-1803	46	21	ensuring	ensure	VERB
easat-1803	46	22	that	that	SCONJ
easat-1803	46	23	they	they	PRON
easat-1803	46	24	are	be	AUX
easat-1803	46	25	accurately	accurately	ADV
easat-1803	46	26	incorporated	incorporate	VERB
easat-1803	46	27	into	into	ADP
easat-1803	46	28	the	the	DET
easat-1803	46	29	predictive	predictive	ADJ
easat-1803	46	30	model	model	NOUN
easat-1803	46	31	.	.	PUNCT
easat-1803	47	1	in	in	ADP
easat-1803	47	2	this	this	DET
easat-1803	47	3	study	study	NOUN
easat-1803	47	4	,	,	PUNCT
easat-1803	47	5	we	we	PRON
easat-1803	47	6	determined	determine	VERB
easat-1803	47	7	the	the	DET
easat-1803	47	8	lag	lag	NOUN
easat-1803	47	9	periods	period	NOUN
easat-1803	47	10	by	by	ADP
easat-1803	47	11	carefully	carefully	ADV
easat-1803	47	12	examining	examine	VERB
easat-1803	47	13	the	the	DET
easat-1803	47	14	time	time	NOUN
easat-1803	47	15	intervals	interval	NOUN
easat-1803	47	16	established	establish	VERB
easat-1803	47	17	in	in	ADP
easat-1803	47	18	previous	previous	ADJ
easat-1803	47	19	relevant	relevant	ADJ
easat-1803	47	20	research	research	NOUN
easat-1803	47	21	studies	study	NOUN
easat-1803	47	22	.	.	PUNCT
easat-1803	48	1	we	we	PRON
easat-1803	48	2	specifically	specifically	ADV
easat-1803	48	3	considered	consider	VERB
easat-1803	48	4	the	the	DET
easat-1803	48	5	data	datum	NOUN
easat-1803	48	6	characteristics	characteristic	NOUN
easat-1803	48	7	studied	study	VERB
easat-1803	48	8	in	in	ADP
easat-1803	48	9	the	the	DET
easat-1803	48	10	literature	literature	NOUN
easat-1803	48	11	to	to	PART
easat-1803	48	12	ensure	ensure	VERB
easat-1803	48	13	that	that	SCONJ
easat-1803	48	14	the	the	DET
easat-1803	48	15	chosen	choose	VERB
easat-1803	48	16	lag	lag	NOUN
easat-1803	48	17	periods	period	NOUN
easat-1803	48	18	were	be	AUX
easat-1803	48	19	appropriate	appropriate	ADJ
easat-1803	48	20	for	for	ADP
easat-1803	48	21	our	our	PRON
easat-1803	48	22	analysis	analysis	NOUN
easat-1803	48	23	[	[	X
easat-1803	48	24	3	3	NUM
easat-1803	48	25	]	]	PUNCT
easat-1803	48	26	.	.	PUNCT
easat-1803	49	1	the	the	DET
easat-1803	49	2	length	length	NOUN
easat-1803	49	3	of	of	ADP
easat-1803	49	4	the	the	DET
easat-1803	49	5	prediction	prediction	NOUN
easat-1803	49	6	is	be	AUX
easat-1803	49	7	crucial	crucial	ADJ
easat-1803	49	8	for	for	ADP
easat-1803	49	9	its	its	PRON
easat-1803	49	10	accuracy	accuracy	NOUN
easat-1803	49	11	.	.	PUNCT
easat-1803	50	1	it	it	PRON
easat-1803	50	2	determines	determine	VERB
easat-1803	50	3	how	how	SCONJ
easat-1803	50	4	many	many	ADJ
easat-1803	50	5	future	future	ADJ
easat-1803	50	6	data	datum	NOUN
easat-1803	50	7	points	point	VERB
easat-1803	50	8	the	the	DET
easat-1803	50	9	forecast	forecast	NOUN
easat-1803	50	10	should	should	AUX
easat-1803	50	11	cover	cover	VERB
easat-1803	50	12	.	.	PUNCT
easat-1803	51	1	if	if	SCONJ
easat-1803	51	2	the	the	DET
easat-1803	51	3	predicted	predict	VERB
easat-1803	51	4	length	length	NOUN
easat-1803	51	5	is	be	AUX
easat-1803	51	6	zero	zero	NUM
easat-1803	51	7	,	,	PUNCT
easat-1803	51	8	the	the	DET
easat-1803	51	9	1016	1016	NUM
easat-1803	51	10	edelweiss	edelweiss	PROPN
easat-1803	51	11	applied	apply	VERB
easat-1803	51	12	science	science	NOUN
easat-1803	51	13	and	and	CCONJ
easat-1803	51	14	technology	technology	NOUN
easat-1803	51	15	issn	issn	PROPN
easat-1803	51	16	:	:	PUNCT
easat-1803	51	17	2576	2576	NUM
easat-1803	51	18	-	-	SYM
easat-1803	51	19	8484	8484	NUM
easat-1803	51	20	vol	vol	NOUN
easat-1803	51	21	.	.	PROPN
easat-1803	51	22	8	8	NUM
easat-1803	51	23	,	,	PUNCT
easat-1803	51	24	no	no	INTJ
easat-1803	51	25	.	.	NOUN
easat-1803	51	26	5	5	NUM
easat-1803	51	27	:	:	SYM
easat-1803	51	28	1014	1014	NUM
easat-1803	51	29	-	-	SYM
easat-1803	51	30	1037	1037	NUM
easat-1803	51	31	,	,	PUNCT
easat-1803	51	32	2024	2024	NUM
easat-1803	51	33	doi	doi	NOUN
easat-1803	51	34	:	:	PUNCT
easat-1803	51	35	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	51	36	©	©	PROPN
easat-1803	51	37	2024	2024	NUM
easat-1803	51	38	by	by	ADP
easat-1803	51	39	the	the	DET
easat-1803	51	40	authors	author	NOUN
easat-1803	51	41	;	;	PUNCT
easat-1803	51	42	licensee	licensee	PROPN
easat-1803	51	43	learning	learn	VERB
easat-1803	51	44	gate	gate	NOUN
easat-1803	51	45	autoregressive	autoregressive	ADJ
easat-1803	51	46	model	model	NOUN
easat-1803	51	47	focuses	focus	VERB
easat-1803	51	48	on	on	ADP
easat-1803	51	49	forecasting	forecast	VERB
easat-1803	51	50	just	just	ADV
easat-1803	51	51	one	one	NUM
easat-1803	51	52	step	step	NOUN
easat-1803	51	53	ahead	ahead	ADV
easat-1803	51	54	.	.	PUNCT
easat-1803	52	1	however	however	ADV
easat-1803	52	2	,	,	PUNCT
easat-1803	52	3	a	a	DET
easat-1803	52	4	predicted	predict	VERB
easat-1803	52	5	length	length	NOUN
easat-1803	52	6	greater	great	ADJ
easat-1803	52	7	than	than	ADP
easat-1803	52	8	zero	zero	NUM
easat-1803	52	9	indicates	indicate	VERB
easat-1803	52	10	a	a	DET
easat-1803	52	11	multi	multi	ADJ
easat-1803	52	12	-	-	ADJ
easat-1803	52	13	step	step	ADJ
easat-1803	52	14	forecasting	forecasting	NOUN
easat-1803	52	15	problem	problem	NOUN
easat-1803	52	16	.	.	PUNCT
easat-1803	53	1	this	this	DET
easat-1803	53	2	paper	paper	NOUN
easat-1803	53	3	uses	use	VERB
easat-1803	53	4	one	one	NUM
easat-1803	53	5	-	-	PUNCT
easat-1803	53	6	step	step	NOUN
easat-1803	53	7	-	-	PUNCT
easat-1803	53	8	ahead	ahead	NOUN
easat-1803	53	9	forecasting	forecasting	NOUN
easat-1803	53	10	for	for	ADP
easat-1803	53	11	clarity	clarity	NOUN
easat-1803	53	12	[	[	X
easat-1803	53	13	7	7	NUM
easat-1803	53	14	]	]	PUNCT
easat-1803	53	15	.	.	PUNCT
easat-1803	54	1	the	the	DET
easat-1803	54	2	structure	structure	NOUN
easat-1803	54	3	of	of	ADP
easat-1803	54	4	the	the	DET
easat-1803	54	5	sections	section	NOUN
easat-1803	54	6	of	of	ADP
easat-1803	54	7	the	the	DET
easat-1803	54	8	paper	paper	NOUN
easat-1803	54	9	is	be	AUX
easat-1803	54	10	as	as	SCONJ
easat-1803	54	11	follows	follow	VERB
easat-1803	54	12	:	:	PUNCT
easat-1803	54	13	first	first	ADV
easat-1803	54	14	,	,	PUNCT
easat-1803	54	15	a	a	DET
easat-1803	54	16	relevant	relevant	ADJ
easat-1803	54	17	and	and	CCONJ
easat-1803	54	18	necessary	necessary	ADJ
easat-1803	54	19	technical	technical	ADJ
easat-1803	54	20	details	detail	NOUN
easat-1803	54	21	for	for	ADP
easat-1803	54	22	time	time	NOUN
easat-1803	54	23	series	series	PROPN
easat-1803	54	24	electricity	electricity	NOUN
easat-1803	54	25	forecasting	forecasting	NOUN
easat-1803	54	26	is	be	AUX
easat-1803	54	27	presented	present	VERB
easat-1803	54	28	.	.	PUNCT
easat-1803	55	1	section	section	NOUN
easat-1803	55	2	3	3	NUM
easat-1803	55	3	presents	present	VERB
easat-1803	55	4	a	a	DET
easat-1803	55	5	review	review	NOUN
easat-1803	55	6	of	of	ADP
easat-1803	55	7	lstm	lstm	NOUN
easat-1803	55	8	approaches	approach	NOUN
easat-1803	55	9	for	for	ADP
easat-1803	55	10	univariate	univariate	ADJ
easat-1803	55	11	and	and	CCONJ
easat-1803	55	12	multivariate	multivariate	VERB
easat-1803	55	13	electricity	electricity	NOUN
easat-1803	55	14	time	time	NOUN
easat-1803	55	15	series	series	PROPN
easat-1803	55	16	forecasting	forecasting	PROPN
easat-1803	55	17	.	.	PUNCT
easat-1803	56	1	section	section	NOUN
easat-1803	56	2	4	4	NUM
easat-1803	56	3	provides	provide	VERB
easat-1803	56	4	details	detail	NOUN
easat-1803	56	5	on	on	ADP
easat-1803	56	6	the	the	DET
easat-1803	56	7	experimental	experimental	ADJ
easat-1803	56	8	study	study	NOUN
easat-1803	56	9	and	and	CCONJ
easat-1803	56	10	presents	present	VERB
easat-1803	56	11	the	the	DET
easat-1803	56	12	plots	plot	NOUN
easat-1803	56	13	and	and	CCONJ
easat-1803	56	14	experimental	experimental	ADJ
easat-1803	56	15	results	result	NOUN
easat-1803	56	16	concerning	concern	VERB
easat-1803	56	17	a	a	DET
easat-1803	56	18	common	common	ADJ
easat-1803	56	19	performance	performance	NOUN
easat-1803	56	20	measure	measure	NOUN
easat-1803	56	21	,	,	PUNCT
easat-1803	56	22	coefficient	coefficient	NOUN
easat-1803	56	23	of	of	ADP
easat-1803	56	24	determination	determination	NOUN
easat-1803	56	25	(	(	PUNCT
easat-1803	56	26	𝑅-square	𝑅-square	PROPN
easat-1803	56	27	)	)	PUNCT
easat-1803	56	28	,	,	PUNCT
easat-1803	56	29	obtained	obtain	VERB
easat-1803	56	30	from	from	ADP
easat-1803	56	31	this	this	DET
easat-1803	56	32	study	study	NOUN
easat-1803	56	33	,	,	PUNCT
easat-1803	56	34	along	along	ADP
easat-1803	56	35	with	with	ADP
easat-1803	56	36	comments	comment	NOUN
easat-1803	56	37	and	and	CCONJ
easat-1803	56	38	discussions	discussion	NOUN
easat-1803	56	39	.	.	PUNCT
easat-1803	57	1	finally	finally	ADV
easat-1803	57	2	,	,	PUNCT
easat-1803	57	3	the	the	DET
easat-1803	57	4	last	last	ADJ
easat-1803	57	5	section	section	NOUN
easat-1803	57	6	will	will	AUX
easat-1803	57	7	focus	focus	VERB
easat-1803	57	8	on	on	ADP
easat-1803	57	9	drawing	draw	VERB
easat-1803	57	10	conclusions	conclusion	NOUN
easat-1803	57	11	and	and	CCONJ
easat-1803	57	12	outlining	outline	VERB
easat-1803	57	13	future	future	ADJ
easat-1803	57	14	work	work	NOUN
easat-1803	57	15	.	.	PUNCT
easat-1803	58	1	2.technical	2.technical	NUM
easat-1803	58	2	details	detail	NOUN
easat-1803	58	3	2.1	2.1	NUM
easat-1803	58	4	.	.	PUNCT
easat-1803	59	1	forecasting	forecasting	NOUN
easat-1803	59	2	of	of	ADP
easat-1803	59	3	time	time	NOUN
easat-1803	59	4	series	series	PROPN
easat-1803	59	5	time	time	PROPN
easat-1803	59	6	series	series	PROPN
easat-1803	59	7	consists	consist	VERB
easat-1803	59	8	of	of	ADP
easat-1803	59	9	a	a	DET
easat-1803	59	10	sequence	sequence	NOUN
easat-1803	59	11	of	of	ADP
easat-1803	59	12	data	datum	NOUN
easat-1803	59	13	points	point	NOUN
easat-1803	59	14	,	,	PUNCT
easat-1803	59	15	typically	typically	ADV
easat-1803	59	16	measurements	measurement	NOUN
easat-1803	59	17	taken	take	VERB
easat-1803	59	18	at	at	ADP
easat-1803	59	19	successive	successive	ADJ
easat-1803	59	20	points	point	NOUN
easat-1803	59	21	within	within	ADP
easat-1803	59	22	a	a	DET
easat-1803	59	23	time	time	NOUN
easat-1803	59	24	period	period	NOUN
easat-1803	59	25	.	.	PUNCT
easat-1803	60	1	these	these	DET
easat-1803	60	2	data	datum	NOUN
easat-1803	60	3	points	point	NOUN
easat-1803	60	4	are	be	AUX
easat-1803	60	5	usually	usually	ADV
easat-1803	60	6	taken	take	VERB
easat-1803	60	7	at	at	ADP
easat-1803	60	8	regular	regular	ADJ
easat-1803	60	9	intervals	interval	NOUN
easat-1803	60	10	,	,	PUNCT
easat-1803	60	11	and	and	CCONJ
easat-1803	60	12	the	the	DET
easat-1803	60	13	order	order	NOUN
easat-1803	60	14	of	of	ADP
easat-1803	60	15	the	the	DET
easat-1803	60	16	points	point	NOUN
easat-1803	60	17	is	be	AUX
easat-1803	60	18	crucial	crucial	ADJ
easat-1803	60	19	.	.	PUNCT
easat-1803	61	1	time	time	NOUN
easat-1803	61	2	series	series	PROPN
easat-1803	61	3	forecasting	forecasting	NOUN
easat-1803	61	4	is	be	AUX
easat-1803	61	5	a	a	DET
easat-1803	61	6	predictive	predictive	ADJ
easat-1803	61	7	modeling	modeling	NOUN
easat-1803	61	8	technique	technique	NOUN
easat-1803	61	9	that	that	PRON
easat-1803	61	10	consists	consist	VERB
easat-1803	61	11	of	of	ADP
easat-1803	61	12	analyzing	analyze	VERB
easat-1803	61	13	time	time	NOUN
easat-1803	61	14	series	series	PROPN
easat-1803	61	15	historical	historical	ADJ
easat-1803	61	16	data	datum	NOUN
easat-1803	61	17	in	in	ADP
easat-1803	61	18	order	order	NOUN
easat-1803	61	19	to	to	PART
easat-1803	61	20	make	make	VERB
easat-1803	61	21	informed	informed	ADJ
easat-1803	61	22	predictions	prediction	NOUN
easat-1803	61	23	about	about	ADP
easat-1803	61	24	future	future	ADJ
easat-1803	61	25	values	value	NOUN
easat-1803	61	26	.	.	PUNCT
easat-1803	62	1	this	this	DET
easat-1803	62	2	analytical	analytical	ADJ
easat-1803	62	3	approach	approach	NOUN
easat-1803	62	4	is	be	AUX
easat-1803	62	5	indispensable	indispensable	ADJ
easat-1803	62	6	for	for	ADP
easat-1803	62	7	informed	informed	ADJ
easat-1803	62	8	decision	decision	NOUN
easat-1803	62	9	-	-	PUNCT
easat-1803	62	10	making	making	NOUN
easat-1803	62	11	across	across	ADP
easat-1803	62	12	a	a	DET
easat-1803	62	13	wide	wide	ADJ
easat-1803	62	14	range	range	NOUN
easat-1803	62	15	of	of	ADP
easat-1803	62	16	fields	field	NOUN
easat-1803	62	17	,	,	PUNCT
easat-1803	62	18	including	include	VERB
easat-1803	62	19	finance	finance	NOUN
easat-1803	62	20	,	,	PUNCT
easat-1803	62	21	weather	weather	NOUN
easat-1803	62	22	forecasting	forecasting	NOUN
easat-1803	62	23	,	,	PUNCT
easat-1803	62	24	and	and	CCONJ
easat-1803	62	25	resource	resource	NOUN
easat-1803	62	26	planning	planning	NOUN
easat-1803	62	27	.	.	PUNCT
easat-1803	63	1	by	by	ADP
easat-1803	63	2	identifying	identify	VERB
easat-1803	63	3	patterns	pattern	NOUN
easat-1803	63	4	and	and	CCONJ
easat-1803	63	5	trends	trend	NOUN
easat-1803	63	6	within	within	ADP
easat-1803	63	7	the	the	DET
easat-1803	63	8	historical	historical	ADJ
easat-1803	63	9	data	datum	NOUN
easat-1803	63	10	,	,	PUNCT
easat-1803	63	11	time	time	NOUN
easat-1803	63	12	series	series	PROPN
easat-1803	63	13	forecasting	forecasting	NOUN
easat-1803	63	14	allows	allow	VERB
easat-1803	63	15	for	for	ADP
easat-1803	63	16	the	the	DET
easat-1803	63	17	anticipation	anticipation	NOUN
easat-1803	63	18	of	of	ADP
easat-1803	63	19	future	future	ADJ
easat-1803	63	20	outcomes	outcome	NOUN
easat-1803	63	21	,	,	PUNCT
easat-1803	63	22	enabling	enable	VERB
easat-1803	63	23	businesses	business	NOUN
easat-1803	63	24	and	and	CCONJ
easat-1803	63	25	organizations	organization	NOUN
easat-1803	63	26	to	to	PART
easat-1803	63	27	make	make	VERB
easat-1803	63	28	strategic	strategic	ADJ
easat-1803	63	29	and	and	CCONJ
easat-1803	63	30	proactive	proactive	ADJ
easat-1803	63	31	decisions	decision	NOUN
easat-1803	63	32	.	.	PUNCT
easat-1803	64	1	from	from	ADP
easat-1803	64	2	predicting	predict	VERB
easat-1803	64	3	stock	stock	NOUN
easat-1803	64	4	prices	price	NOUN
easat-1803	64	5	and	and	CCONJ
easat-1803	64	6	sales	sale	NOUN
easat-1803	64	7	trends	trend	NOUN
easat-1803	64	8	to	to	ADP
easat-1803	64	9	anticipating	anticipate	VERB
easat-1803	64	10	weather	weather	NOUN
easat-1803	64	11	patterns	pattern	NOUN
easat-1803	64	12	and	and	CCONJ
easat-1803	64	13	demand	demand	NOUN
easat-1803	64	14	for	for	ADP
easat-1803	64	15	resources	resource	NOUN
easat-1803	64	16	,	,	PUNCT
easat-1803	64	17	the	the	DET
easat-1803	64	18	application	application	NOUN
easat-1803	64	19	of	of	ADP
easat-1803	64	20	time	time	NOUN
easat-1803	64	21	series	series	PROPN
easat-1803	64	22	forecasting	forecasting	NOUN
easat-1803	64	23	plays	play	VERB
easat-1803	64	24	a	a	DET
easat-1803	64	25	vital	vital	ADJ
easat-1803	64	26	role	role	NOUN
easat-1803	64	27	in	in	ADP
easat-1803	64	28	optimizing	optimize	VERB
easat-1803	64	29	planning	planning	NOUN
easat-1803	64	30	and	and	CCONJ
easat-1803	64	31	resource	resource	NOUN
easat-1803	64	32	allocation	allocation	NOUN
easat-1803	64	33	.	.	PUNCT
easat-1803	65	1	despite	despite	SCONJ
easat-1803	65	2	time	time	NOUN
easat-1803	65	3	being	be	AUX
easat-1803	65	4	a	a	DET
easat-1803	65	5	continuous	continuous	ADJ
easat-1803	65	6	variable	variable	NOUN
easat-1803	65	7	,	,	PUNCT
easat-1803	65	8	in	in	ADP
easat-1803	65	9	a	a	DET
easat-1803	65	10	time	time	NOUN
easat-1803	65	11	series	series	NOUN
easat-1803	65	12	,	,	PUNCT
easat-1803	65	13	the	the	DET
easat-1803	65	14	values	value	NOUN
easat-1803	65	15	are	be	AUX
easat-1803	65	16	discrete	discrete	ADJ
easat-1803	65	17	and	and	CCONJ
easat-1803	65	18	sampled	sample	VERB
easat-1803	65	19	at	at	ADP
easat-1803	65	20	fixed	fix	VERB
easat-1803	65	21	intervals	interval	NOUN
easat-1803	65	22	,	,	PUNCT
easat-1803	65	23	enabling	enable	VERB
easat-1803	65	24	analysis	analysis	NOUN
easat-1803	65	25	and	and	CCONJ
easat-1803	65	26	forecasting	forecasting	NOUN
easat-1803	65	27	based	base	VERB
easat-1803	65	28	on	on	ADP
easat-1803	65	29	these	these	DET
easat-1803	65	30	specific	specific	ADJ
easat-1803	65	31	data	datum	NOUN
easat-1803	65	32	points	point	NOUN
easat-1803	65	33	[	[	X
easat-1803	65	34	7	7	NUM
easat-1803	65	35	]	]	PUNCT
easat-1803	65	36	.	.	PUNCT
easat-1803	66	1	time	time	PROPN
easat-1803	66	2	series	series	PROPN
easat-1803	66	3	models	model	NOUN
easat-1803	66	4	can	can	AUX
easat-1803	66	5	handle	handle	VERB
easat-1803	66	6	either	either	CCONJ
easat-1803	66	7	single	single	ADJ
easat-1803	66	8	-	-	PUNCT
easat-1803	66	9	variable	variable	NOUN
easat-1803	66	10	(	(	PUNCT
easat-1803	66	11	involving	involve	VERB
easat-1803	66	12	only	only	ADV
easat-1803	66	13	one	one	NUM
easat-1803	66	14	time	time	NOUN
easat-1803	66	15	-	-	PUNCT
easat-1803	66	16	dependent	dependent	ADJ
easat-1803	66	17	variable	variable	NOUN
easat-1803	66	18	,	,	PUNCT
easat-1803	66	19	like	like	ADP
easat-1803	66	20	temperature	temperature	NOUN
easat-1803	66	21	over	over	ADP
easat-1803	66	22	time	time	NOUN
easat-1803	66	23	)	)	PUNCT
easat-1803	66	24	or	or	CCONJ
easat-1803	66	25	multi	multi	ADJ
easat-1803	66	26	-	-	ADJ
easat-1803	66	27	variable	variable	ADJ
easat-1803	66	28	(	(	PUNCT
easat-1803	66	29	involving	involve	VERB
easat-1803	66	30	multiple	multiple	ADJ
easat-1803	66	31	time	time	NOUN
easat-1803	66	32	-	-	PUNCT
easat-1803	66	33	dependent	dependent	ADJ
easat-1803	66	34	variables	variable	NOUN
easat-1803	66	35	,	,	PUNCT
easat-1803	66	36	such	such	ADJ
easat-1803	66	37	as	as	ADP
easat-1803	66	38	temperature	temperature	NOUN
easat-1803	66	39	,	,	PUNCT
easat-1803	66	40	humidity	humidity	NOUN
easat-1803	66	41	,	,	PUNCT
easat-1803	66	42	and	and	CCONJ
easat-1803	66	43	air	air	NOUN
easat-1803	66	44	pressure	pressure	NOUN
easat-1803	66	45	over	over	ADP
easat-1803	66	46	time	time	NOUN
easat-1803	66	47	)	)	PUNCT
easat-1803	66	48	data	datum	NOUN
easat-1803	66	49	.	.	PUNCT
easat-1803	67	1	most	most	ADJ
easat-1803	67	2	ml	ml	NOUN
easat-1803	67	3	and	and	CCONJ
easat-1803	67	4	dl	dl	PROPN
easat-1803	67	5	models	model	NOUN
easat-1803	67	6	are	be	AUX
easat-1803	67	7	capable	capable	ADJ
easat-1803	67	8	of	of	ADP
easat-1803	67	9	working	work	VERB
easat-1803	67	10	with	with	ADP
easat-1803	67	11	both	both	DET
easat-1803	67	12	types	type	NOUN
easat-1803	67	13	of	of	ADP
easat-1803	67	14	time	time	NOUN
easat-1803	67	15	series	series	PROPN
easat-1803	67	16	data	data	PROPN
easat-1803	67	17	.	.	PUNCT
easat-1803	68	1	however	however	ADV
easat-1803	68	2	,	,	PUNCT
easat-1803	68	3	it	it	PRON
easat-1803	68	4	's	be	AUX
easat-1803	68	5	important	important	ADJ
easat-1803	68	6	to	to	PART
easat-1803	68	7	note	note	VERB
easat-1803	68	8	that	that	SCONJ
easat-1803	68	9	the	the	DET
easat-1803	68	10	models	model	NOUN
easat-1803	68	11	can	can	AUX
easat-1803	68	12	vary	vary	VERB
easat-1803	68	13	significantly	significantly	ADV
easat-1803	68	14	in	in	ADP
easat-1803	68	15	their	their	PRON
easat-1803	68	16	implementation	implementation	NOUN
easat-1803	68	17	and	and	CCONJ
easat-1803	68	18	performance	performance	NOUN
easat-1803	68	19	depending	depend	VERB
easat-1803	68	20	on	on	ADP
easat-1803	68	21	whether	whether	SCONJ
easat-1803	68	22	they	they	PRON
easat-1803	68	23	are	be	AUX
easat-1803	68	24	applied	apply	VERB
easat-1803	68	25	to	to	ADP
easat-1803	68	26	a	a	DET
easat-1803	68	27	univariate	univariate	ADJ
easat-1803	68	28	or	or	CCONJ
easat-1803	68	29	multivariate	multivariate	NOUN
easat-1803	68	30	system	system	NOUN
easat-1803	68	31	.	.	PUNCT
easat-1803	69	1	2.1.1	2.1.1	X
easat-1803	69	2	.	.	X
easat-1803	69	3	forecasting	forecasting	NOUN
easat-1803	69	4	of	of	ADP
easat-1803	69	5	univariate	univariate	ADJ
easat-1803	69	6	time	time	NOUN
easat-1803	69	7	series	series	PROPN
easat-1803	69	8	forecasting	forecasting	NOUN
easat-1803	69	9	univariate	univariate	ADJ
easat-1803	69	10	time	time	NOUN
easat-1803	69	11	series	series	NOUN
easat-1803	69	12	creates	create	VERB
easat-1803	69	13	extrapolations	extrapolation	NOUN
easat-1803	69	14	for	for	ADP
easat-1803	69	15	a	a	DET
easat-1803	69	16	single	single	ADJ
easat-1803	69	17	variable	variable	NOUN
easat-1803	69	18	based	base	VERB
easat-1803	69	19	on	on	ADP
easat-1803	69	20	past	past	ADJ
easat-1803	69	21	time	time	NOUN
easat-1803	69	22	series	series	NOUN
easat-1803	69	23	observations	observation	NOUN
easat-1803	69	24	of	of	ADP
easat-1803	69	25	the	the	DET
easat-1803	69	26	same	same	ADJ
easat-1803	69	27	variable	variable	NOUN
easat-1803	69	28	.	.	PUNCT
easat-1803	70	1	despite	despite	SCONJ
easat-1803	70	2	the	the	DET
easat-1803	70	3	geometric	geometric	ADJ
easat-1803	70	4	increase	increase	NOUN
easat-1803	70	5	in	in	ADP
easat-1803	70	6	data	datum	NOUN
easat-1803	70	7	availability	availability	NOUN
easat-1803	70	8	,	,	PUNCT
easat-1803	70	9	univariate	univariate	ADJ
easat-1803	70	10	forecasting	forecasting	NOUN
easat-1803	70	11	is	be	AUX
easat-1803	70	12	still	still	ADV
easat-1803	70	13	the	the	DET
easat-1803	70	14	basis	basis	NOUN
easat-1803	70	15	for	for	ADP
easat-1803	70	16	decision	decision	NOUN
easat-1803	70	17	-	-	PUNCT
easat-1803	70	18	making	making	NOUN
easat-1803	70	19	in	in	ADP
easat-1803	70	20	many	many	ADJ
easat-1803	70	21	organizations	organization	NOUN
easat-1803	70	22	.	.	PUNCT
easat-1803	71	1	improving	improve	VERB
easat-1803	71	2	the	the	DET
easat-1803	71	3	performance	performance	NOUN
easat-1803	71	4	of	of	ADP
easat-1803	71	5	such	such	ADJ
easat-1803	71	6	forecasts	forecast	NOUN
easat-1803	71	7	is	be	AUX
easat-1803	71	8	critical	critical	ADJ
easat-1803	71	9	to	to	ADP
easat-1803	71	10	reducing	reduce	VERB
easat-1803	71	11	operational	operational	ADJ
easat-1803	71	12	,	,	PUNCT
easat-1803	71	13	tactical	tactical	ADJ
easat-1803	71	14	,	,	PUNCT
easat-1803	71	15	and	and	CCONJ
easat-1803	71	16	strategic	strategic	ADJ
easat-1803	71	17	planning	planning	NOUN
easat-1803	71	18	costs	cost	NOUN
easat-1803	71	19	[	[	X
easat-1803	71	20	9	9	NUM
easat-1803	71	21	]	]	PUNCT
easat-1803	71	22	.	.	PUNCT
easat-1803	72	1	univariate	univariate	ADJ
easat-1803	72	2	modeling	modeling	NOUN
easat-1803	72	3	's	's	PART
easat-1803	72	4	primary	primary	ADJ
easat-1803	72	5	advantage	advantage	NOUN
easat-1803	72	6	is	be	AUX
easat-1803	72	7	that	that	SCONJ
easat-1803	72	8	it	it	PRON
easat-1803	72	9	predicts	predict	VERB
easat-1803	72	10	future	future	ADJ
easat-1803	72	11	events	event	NOUN
easat-1803	72	12	based	base	VERB
easat-1803	72	13	on	on	ADP
easat-1803	72	14	historical	historical	ADJ
easat-1803	72	15	data	datum	NOUN
easat-1803	72	16	points	point	NOUN
easat-1803	72	17	and	and	CCONJ
easat-1803	72	18	how	how	SCONJ
easat-1803	72	19	they	they	PRON
easat-1803	72	20	have	have	AUX
easat-1803	72	21	behaved	behave	VERB
easat-1803	72	22	[	[	PUNCT
easat-1803	72	23	10	10	NUM
easat-1803	72	24	]	]	PUNCT
easat-1803	72	25	.	.	PUNCT
easat-1803	73	1	given	give	VERB
easat-1803	73	2	y	y	PROPN
easat-1803	73	3	=	=	SYM
easat-1803	73	4	y(t	y(t	NOUN
easat-1803	73	5	-	-	PUNCT
easat-1803	73	6	l	l	NOUN
easat-1803	73	7	)	)	PUNCT
easat-1803	73	8	,	,	PUNCT
easat-1803	73	9	...	...	PUNCT
easat-1803	73	10	,	,	PUNCT
easat-1803	73	11	y(t-1	y(t-1	NOUN
easat-1803	73	12	)	)	PUNCT
easat-1803	73	13	,	,	PUNCT
easat-1803	73	14	y(t	y(t	PROPN
easat-1803	73	15	)	)	PUNCT
easat-1803	73	16	,	,	PUNCT
easat-1803	73	17	y(t+1	y(t+1	PROPN
easat-1803	73	18	)	)	PUNCT
easat-1803	73	19	,	,	PUNCT
easat-1803	73	20	...	...	PUNCT
easat-1803	73	21	,	,	PUNCT
easat-1803	73	22	y(t+h	y(t+h	PROPN
easat-1803	73	23	)	)	PUNCT
easat-1803	73	24	is	be	AUX
easat-1803	73	25	a	a	DET
easat-1803	73	26	univariate	univariate	ADJ
easat-1803	73	27	series	series	NOUN
easat-1803	73	28	of	of	ADP
easat-1803	73	29	‘	'	PUNCT
easat-1803	73	30	l	l	NOUN
easat-1803	73	31	’	'	PUNCT
easat-1803	73	32	the	the	DET
easat-1803	73	33	past	past	ADJ
easat-1803	73	34	data	data	NOUN
easat-1803	73	35	values	value	NOUN
easat-1803	73	36	,	,	PUNCT
easat-1803	73	37	where	where	SCONJ
easat-1803	73	38	every	every	DET
easat-1803	73	39	y(t	y(t	PROPN
easat-1803	73	40	-	-	PUNCT
easat-1803	73	41	i	i	PROPN
easat-1803	73	42	)	)	PUNCT
easat-1803	73	43	,	,	PUNCT
easat-1803	73	44	for	for	ADP
easat-1803	73	45	i	i	PROPN
easat-1803	73	46	=	=	NOUN
easat-1803	73	47	0	0	NUM
easat-1803	73	48	,	,	PUNCT
easat-1803	73	49	...	...	PUNCT
easat-1803	73	50	,	,	PUNCT
easat-1803	73	51	l	l	NOUN
easat-1803	73	52	,	,	PUNCT
easat-1803	73	53	indicates	indicate	VERB
easat-1803	73	54	the	the	DET
easat-1803	73	55	stored	store	VERB
easat-1803	73	56	values	value	NOUN
easat-1803	73	57	of	of	ADP
easat-1803	73	58	the	the	DET
easat-1803	73	59	variable	variable	ADJ
easat-1803	73	60	y	y	PROPN
easat-1803	73	61	for	for	ADP
easat-1803	73	62	the	the	DET
easat-1803	73	63	time	time	NOUN
easat-1803	73	64	t	t	PROPN
easat-1803	73	65	i.	i.	PROPN
easat-1803	73	66	forecasting	forecasting	NOUN
easat-1803	73	67	consists	consist	VERB
easat-1803	73	68	in	in	ADP
easat-1803	73	69	predicting	predict	VERB
easat-1803	73	70	the	the	DET
easat-1803	73	71	future	future	ADJ
easat-1803	73	72	value	value	NOUN
easat-1803	73	73	of	of	ADP
easat-1803	73	74	the	the	DET
easat-1803	73	75	y(t+1	y(t+1	PROPN
easat-1803	73	76	)	)	PUNCT
easat-1803	73	77	,	,	PUNCT
easat-1803	73	78	indicated	indicate	VERB
easat-1803	73	79	by	by	ADP
easat-1803	73	80	ŷ(t+1	ŷ(t+1	NOUN
easat-1803	73	81	)	)	PUNCT
easat-1803	73	82	,	,	PUNCT
easat-1803	73	83	in	in	ADP
easat-1803	73	84	order	order	NOUN
easat-1803	73	85	to	to	PART
easat-1803	73	86	minimize	minimize	VERB
easat-1803	73	87	the	the	DET
easat-1803	73	88	error	error	NOUN
easat-1803	73	89	,	,	PUNCT
easat-1803	73	90	which	which	PRON
easat-1803	73	91	is	be	AUX
easat-1803	73	92	usually	usually	ADV
easat-1803	73	93	given	give	VERB
easat-1803	73	94	as	as	ADP
easat-1803	73	95	a	a	DET
easat-1803	73	96	function	function	NOUN
easat-1803	73	97	of	of	ADP
easat-1803	73	98	y(t+1)-ŷ(t+1	y(t+1)-ŷ(t+1	NOUN
easat-1803	73	99	)	)	PUNCT
easat-1803	73	100	.	.	PUNCT
easat-1803	74	1	this	this	DET
easat-1803	74	2	forecast	forecast	NOUN
easat-1803	74	3	is	be	AUX
easat-1803	74	4	also	also	ADV
easat-1803	74	5	possible	possible	ADJ
easat-1803	74	6	if	if	SCONJ
easat-1803	74	7	the	the	DET
easat-1803	74	8	horizon	horizon	NOUN
easat-1803	74	9	of	of	ADP
easat-1803	74	10	the	the	DET
easat-1803	74	11	forecast	forecast	NOUN
easat-1803	74	12	,	,	PUNCT
easat-1803	74	13	h	h	NOUN
easat-1803	74	14	,	,	PUNCT
easat-1803	74	15	is	be	AUX
easat-1803	74	16	greater	great	ADJ
easat-1803	74	17	than	than	ADP
easat-1803	74	18	1	1	NUM
easat-1803	74	19	,	,	PUNCT
easat-1803	74	20	i.e.	i.e.	X
easat-1803	74	21	if	if	SCONJ
easat-1803	74	22	the	the	DET
easat-1803	74	23	aim	aim	NOUN
easat-1803	74	24	is	be	AUX
easat-1803	74	25	to	to	PART
easat-1803	74	26	forecast	forecast	VERB
easat-1803	74	27	the	the	DET
easat-1803	74	28	h	h	NOUN
easat-1803	74	29	subsequent	subsequent	ADJ
easat-1803	74	30	values	value	NOUN
easat-1803	74	31	after	after	ADP
easat-1803	74	32	y(t	y(t	PROPN
easat-1803	74	33	)	)	PUNCT
easat-1803	74	34	,	,	PUNCT
easat-1803	74	35	i.e.	i.e.	X
easat-1803	74	36	y(t+i	y(t+i	NOUN
easat-1803	74	37	)	)	PUNCT
easat-1803	74	38	,	,	PUNCT
easat-1803	74	39	with	with	ADP
easat-1803	74	40	i	i	PROPN
easat-1803	74	41	=	=	NOUN
easat-1803	74	42	1	1	NUM
easat-1803	74	43	,	,	PUNCT
easat-1803	74	44	...	...	PUNCT
easat-1803	74	45	,	,	PUNCT
easat-1803	74	46	h.	h.	PROPN
easat-1803	74	47	when	when	SCONJ
easat-1803	74	48	the	the	DET
easat-1803	74	49	following	follow	VERB
easat-1803	74	50	function	function	NOUN
easat-1803	74	51	is	be	AUX
easat-1803	74	52	minimized	minimize	VERB
easat-1803	74	53	,	,	PUNCT
easat-1803	74	54	the	the	DET
easat-1803	74	55	best	good	ADJ
easat-1803	74	56	forecasting	forecasting	NOUN
easat-1803	74	57	is	be	AUX
easat-1803	74	58	achieved	achieve	VERB
easat-1803	74	59	here	here	ADV
easat-1803	74	60	[	[	X
easat-1803	74	61	6	6	NUM
easat-1803	74	62	]	]	PUNCT
easat-1803	74	63	.	.	PUNCT
easat-1803	75	1	∑(𝑦(𝑡	∑(𝑦(𝑡	NOUN
easat-1803	75	2	+	+	CCONJ
easat-1803	75	3	𝑖	𝑖	X
easat-1803	75	4	)	)	PUNCT
easat-1803	75	5	−	−	PROPN
easat-1803	75	6	ŷ(𝑡	ŷ(𝑡	NOUN
easat-1803	75	7	+	+	CCONJ
easat-1803	75	8	𝑖	𝑖	X
easat-1803	75	9	)	)	PUNCT
easat-1803	75	10	)	)	PUNCT
easat-1803	76	1	ℎ	ℎ	X
easat-1803	76	2	𝑖	𝑖	SYM
easat-1803	76	3	=	=	SYM
easat-1803	76	4	1	1	NUM
easat-1803	76	5	1017	1017	NUM
easat-1803	76	6	edelweiss	edelweiss	PROPN
easat-1803	76	7	applied	apply	VERB
easat-1803	76	8	science	science	NOUN
easat-1803	76	9	and	and	CCONJ
easat-1803	76	10	technology	technology	NOUN
easat-1803	76	11	issn	issn	PROPN
easat-1803	76	12	:	:	PUNCT
easat-1803	76	13	2576	2576	NUM
easat-1803	76	14	-	-	SYM
easat-1803	76	15	8484	8484	NUM
easat-1803	76	16	vol	vol	NOUN
easat-1803	76	17	.	.	PROPN
easat-1803	76	18	8	8	NUM
easat-1803	76	19	,	,	PUNCT
easat-1803	76	20	no	no	INTJ
easat-1803	76	21	.	.	NOUN
easat-1803	76	22	5	5	NUM
easat-1803	76	23	:	:	SYM
easat-1803	76	24	1014	1014	NUM
easat-1803	76	25	-	-	SYM
easat-1803	76	26	1037	1037	NUM
easat-1803	76	27	,	,	PUNCT
easat-1803	76	28	2024	2024	NUM
easat-1803	76	29	doi	doi	NOUN
easat-1803	76	30	:	:	PUNCT
easat-1803	76	31	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	76	32	©	©	PROPN
easat-1803	76	33	2024	2024	NUM
easat-1803	76	34	by	by	ADP
easat-1803	76	35	the	the	DET
easat-1803	76	36	authors	author	NOUN
easat-1803	76	37	;	;	PUNCT
easat-1803	76	38	licensee	licensee	PROPN
easat-1803	76	39	learning	learn	VERB
easat-1803	76	40	gate	gate	PROPN
easat-1803	76	41	2.1.2	2.1.2	PROPN
easat-1803	76	42	.	.	PUNCT
easat-1803	76	43	forecasting	forecasting	NOUN
easat-1803	76	44	of	of	ADP
easat-1803	76	45	multivariate	multivariate	NOUN
easat-1803	76	46	time	time	NOUN
easat-1803	76	47	series	series	PROPN
easat-1803	76	48	multivariate	multivariate	PROPN
easat-1803	76	49	time	time	PROPN
easat-1803	76	50	series	series	PROPN
easat-1803	76	51	forecasting	forecasting	NOUN
easat-1803	76	52	has	have	VERB
easat-1803	76	53	wide	wide	ADJ
easat-1803	76	54	applications	application	NOUN
easat-1803	76	55	such	such	ADJ
easat-1803	76	56	as	as	ADP
easat-1803	76	57	traffic	traffic	NOUN
easat-1803	76	58	flow	flow	NOUN
easat-1803	76	59	prediction	prediction	NOUN
easat-1803	76	60	,	,	PUNCT
easat-1803	76	61	electricity	electricity	NOUN
easat-1803	76	62	demand	demand	NOUN
easat-1803	76	63	forecasting	forecasting	NOUN
easat-1803	76	64	,	,	PUNCT
easat-1803	76	65	stock	stock	NOUN
easat-1803	76	66	market	market	NOUN
easat-1803	76	67	forecasting	forecasting	NOUN
easat-1803	76	68	,	,	PUNCT
easat-1803	76	69	etc	etc	X
easat-1803	76	70	.	.	X
easat-1803	76	71	,	,	PUNCT
easat-1803	76	72	and	and	CCONJ
easat-1803	76	73	a	a	DET
easat-1803	76	74	large	large	ADJ
easat-1803	76	75	number	number	NOUN
easat-1803	76	76	of	of	ADP
easat-1803	76	77	forecasting	forecasting	NOUN
easat-1803	76	78	models	model	NOUN
easat-1803	76	79	have	have	AUX
easat-1803	76	80	been	be	AUX
easat-1803	76	81	developed	develop	VERB
easat-1803	76	82	[	[	PUNCT
easat-1803	76	83	11	11	NUM
easat-1803	76	84	]	]	PUNCT
easat-1803	76	85	.	.	PUNCT
easat-1803	77	1	multivariate	multivariate	NOUN
easat-1803	77	2	time	time	PROPN
easat-1803	77	3	series	series	PROPN
easat-1803	77	4	forecasting	forecasting	NOUN
easat-1803	77	5	models	model	NOUN
easat-1803	77	6	have	have	AUX
easat-1803	77	7	transitioned	transition	VERB
easat-1803	77	8	from	from	ADP
easat-1803	77	9	classical	classical	ADJ
easat-1803	77	10	statistical	statistical	ADJ
easat-1803	77	11	methods	method	NOUN
easat-1803	77	12	to	to	PART
easat-1803	77	13	dl	dl	PROPN
easat-1803	77	14	methods	method	NOUN
easat-1803	77	15	over	over	ADP
easat-1803	77	16	the	the	DET
easat-1803	77	17	past	past	ADJ
easat-1803	77	18	several	several	ADJ
easat-1803	77	19	decades	decade	NOUN
easat-1803	77	20	[	[	X
easat-1803	77	21	12	12	NUM
easat-1803	77	22	]	]	PUNCT
easat-1803	77	23	.	.	PUNCT
easat-1803	78	1	the	the	DET
easat-1803	78	2	multivariate	multivariate	NOUN
easat-1803	78	3	time	time	NOUN
easat-1803	78	4	series	series	PROPN
easat-1803	78	5	forecasting	forecasting	NOUN
easat-1803	78	6	problem	problem	NOUN
easat-1803	78	7	is	be	AUX
easat-1803	78	8	very	very	ADV
easat-1803	78	9	common	common	ADJ
easat-1803	78	10	in	in	ADP
easat-1803	78	11	real	real	ADJ
easat-1803	78	12	-	-	PUNCT
easat-1803	78	13	life	life	NOUN
easat-1803	78	14	applications	application	NOUN
easat-1803	78	15	.	.	PUNCT
easat-1803	79	1	intuitively	intuitively	ADV
easat-1803	79	2	,	,	PUNCT
easat-1803	79	3	it	it	PRON
easat-1803	79	4	is	be	AUX
easat-1803	79	5	more	more	ADV
easat-1803	79	6	complex	complex	ADJ
easat-1803	79	7	since	since	SCONJ
easat-1803	79	8	it	it	PRON
easat-1803	79	9	has	have	VERB
easat-1803	79	10	two	two	NUM
easat-1803	79	11	or	or	CCONJ
easat-1803	79	12	more	more	ADJ
easat-1803	79	13	variables	variable	NOUN
easat-1803	79	14	[	[	X
easat-1803	79	15	13	13	NUM
easat-1803	79	16	]	]	PUNCT
easat-1803	79	17	.	.	PUNCT
easat-1803	80	1	multivariate	multivariate	NOUN
easat-1803	80	2	time	time	NOUN
easat-1803	80	3	series	series	PROPN
easat-1803	80	4	may	may	AUX
easat-1803	80	5	be	be	AUX
easat-1803	80	6	expressed	express	VERB
easat-1803	80	7	in	in	ADP
easat-1803	80	8	matrix	matrix	NOUN
easat-1803	80	9	form	form	NOUN
easat-1803	80	10	in	in	ADP
easat-1803	80	11	the	the	DET
easat-1803	80	12	following	following	ADJ
easat-1803	80	13	way	way	NOUN
easat-1803	80	14	,	,	PUNCT
easat-1803	80	15	(	(	PUNCT
easat-1803	80	16	𝑦1	𝑦1	PROPN
easat-1803	80	17	𝑦2	𝑦2	PROPN
easat-1803	80	18	⋮	⋮	NOUN
easat-1803	80	19	𝑦𝑛	𝑦𝑛	PROPN
easat-1803	80	20	𝑦𝑇	𝑦𝑇	NOUN
easat-1803	80	21	)	)	PUNCT
easat-1803	80	22	=	=	PUNCT
easat-1803	80	23	(	(	PUNCT
easat-1803	80	24	𝑦1(𝑡	𝑦1(𝑡	NUM
easat-1803	80	25	−	−	PROPN
easat-1803	80	26	𝐿	𝐿	PROPN
easat-1803	80	27	)	)	PUNCT
easat-1803	80	28	⋯	⋯	PROPN
easat-1803	80	29	⋯	⋯	NOUN
easat-1803	80	30	⋮	⋮	PROPN
easat-1803	80	31	⋮	⋮	PROPN
easat-1803	80	32	⋮	⋮	NOUN
easat-1803	80	33	𝑦𝑛(𝑡	𝑦𝑛(𝑡	CCONJ
easat-1803	80	34	−	−	PROPN
easat-1803	80	35	𝐿	𝐿	PROPN
easat-1803	80	36	)	)	PUNCT
easat-1803	80	37	⋯	⋯	PROPN
easat-1803	80	38	⋯	⋯	NOUN
easat-1803	80	39	𝑦1(𝑡	𝑦1(𝑡	NOUN
easat-1803	80	40	−	−	NUM
easat-1803	80	41	1	1	NUM
easat-1803	80	42	)	)	PUNCT
easat-1803	80	43	𝑦1(𝑡	𝑦1(𝑡	PROPN
easat-1803	80	44	)	)	PUNCT
easat-1803	80	45	𝑦1(𝑡	𝑦1(𝑡	NOUN
easat-1803	80	46	+	+	NOUN
easat-1803	80	47	1	1	NUM
easat-1803	80	48	)	)	PUNCT
easat-1803	80	49	⋮	⋮	NOUN
easat-1803	80	50	⋮	⋮	ADJ
easat-1803	80	51	⋮	⋮	NOUN
easat-1803	80	52	𝑦𝑛(𝑡	𝑦𝑛(𝑡	PUNCT
easat-1803	80	53	−	−	PROPN
easat-1803	80	54	1	1	NUM
easat-1803	80	55	)	)	PUNCT
easat-1803	80	56	𝑦𝑛(𝑡	𝑦𝑛(𝑡	NUM
easat-1803	80	57	)	)	PUNCT
easat-1803	80	58	𝑦𝑛(𝑡	𝑦𝑛(𝑡	PUNCT
easat-1803	81	1	+	+	CCONJ
easat-1803	81	2	1	1	X
easat-1803	81	3	)	)	PUNCT
easat-1803	81	4	⋯	⋯	NOUN
easat-1803	81	5	⋯	⋯	NOUN
easat-1803	81	6	𝑦1(𝑡	𝑦1(𝑡	NOUN
easat-1803	81	7	+	+	NUM
easat-1803	81	8	ℎ	ℎ	PROPN
easat-1803	81	9	)	)	PUNCT
easat-1803	81	10	⋮	⋮	ADJ
easat-1803	81	11	⋮	⋮	ADJ
easat-1803	81	12	⋮	⋮	PROPN
easat-1803	81	13	⋯	⋯	PROPN
easat-1803	81	14	⋯	⋯	PROPN
easat-1803	81	15	𝑦𝑛(𝑡	𝑦𝑛(𝑡	PROPN
easat-1803	81	16	+	+	CCONJ
easat-1803	81	17	ℎ	ℎ	NOUN
easat-1803	81	18	)	)	PUNCT
easat-1803	81	19	)	)	PUNCT
easat-1803	81	20	where	where	SCONJ
easat-1803	81	21	yi(t	yi(t	PROPN
easat-1803	81	22	-	-	PUNCT
easat-1803	81	23	m	m	NOUN
easat-1803	81	24	)	)	PUNCT
easat-1803	81	25	shows	show	VERB
easat-1803	81	26	time	time	NOUN
easat-1803	81	27	series	series	PROPN
easat-1803	81	28	set	set	PROPN
easat-1803	81	29	,	,	PUNCT
easat-1803	81	30	with	with	ADP
easat-1803	81	31	i	i	PROPN
easat-1803	81	32	=	=	SYM
easat-1803	81	33	1	1	NUM
easat-1803	81	34	,	,	PUNCT
easat-1803	81	35	2	2	NUM
easat-1803	81	36	,	,	PUNCT
easat-1803	81	37	3	3	NUM
easat-1803	81	38	,	,	PUNCT
easat-1803	81	39	…	…	PUNCT
easat-1803	81	40	,	,	PUNCT
easat-1803	81	41	n	n	PRON
easat-1803	81	42	being	be	AUX
easat-1803	81	43	m	m	PRON
easat-1803	81	44	=	=	SYM
easat-1803	81	45	0	0	NUM
easat-1803	81	46	,	,	PUNCT
easat-1803	81	47	1	1	NUM
easat-1803	81	48	,	,	PUNCT
easat-1803	81	49	2	2	NUM
easat-1803	81	50	,	,	PUNCT
easat-1803	81	51	…	…	PUNCT
easat-1803	81	52	,	,	PUNCT
easat-1803	81	53	l	l	NOUN
easat-1803	81	54	the	the	DET
easat-1803	81	55	past	past	ADJ
easat-1803	81	56	data	datum	NOUN
easat-1803	81	57	and	and	CCONJ
easat-1803	81	58	current	current	ADJ
easat-1803	81	59	sample	sample	NOUN
easat-1803	81	60	,	,	PUNCT
easat-1803	81	61	and	and	CCONJ
easat-1803	81	62	m	m	PROPN
easat-1803	81	63	=	=	SYM
easat-1803	81	64	-1	-1	ADJ
easat-1803	81	65	,	,	PUNCT
easat-1803	81	66	-2	-2	INTJ
easat-1803	81	67	,	,	PUNCT
easat-1803	81	68	...	...	PUNCT
easat-1803	81	69	,	,	PUNCT
easat-1803	81	70	-h	-h	PUNCT
easat-1803	81	71	the	the	DET
easat-1803	81	72	future	future	ADJ
easat-1803	81	73	value	value	NOUN
easat-1803	81	74	of	of	ADP
easat-1803	81	75	h.	h.	PROPN
easat-1803	81	76	in	in	ADP
easat-1803	81	77	time	time	NOUN
easat-1803	81	78	series	series	PROPN
easat-1803	81	79	analysis	analysis	NOUN
easat-1803	81	80	,	,	PUNCT
easat-1803	81	81	it	it	PRON
easat-1803	81	82	is	be	AUX
easat-1803	81	83	customary	customary	ADJ
easat-1803	81	84	to	to	PART
easat-1803	81	85	designate	designate	VERB
easat-1803	81	86	one	one	NUM
easat-1803	81	87	series	series	NOUN
easat-1803	81	88	as	as	ADP
easat-1803	81	89	the	the	DET
easat-1803	81	90	target	target	NOUN
easat-1803	81	91	time	time	NOUN
easat-1803	81	92	series	series	NOUN
easat-1803	81	93	and	and	CCONJ
easat-1803	81	94	the	the	DET
easat-1803	81	95	others	other	NOUN
easat-1803	81	96	as	as	ADP
easat-1803	81	97	independent	independent	ADJ
easat-1803	81	98	time	time	NOUN
easat-1803	81	99	series	series	NOUN
easat-1803	81	100	[	[	X
easat-1803	81	101	6	6	NUM
easat-1803	81	102	]	]	PUNCT
easat-1803	81	103	.	.	PUNCT
easat-1803	82	1	2.2	2.2	NUM
easat-1803	82	2	.	.	PUNCT
easat-1803	83	1	lstm	lstm	NOUN
easat-1803	83	2	approach	approach	VERB
easat-1803	83	3	sequential	sequential	ADJ
easat-1803	83	4	data	datum	NOUN
easat-1803	83	5	,	,	PUNCT
easat-1803	83	6	such	such	ADJ
easat-1803	83	7	as	as	ADP
easat-1803	83	8	word	word	NOUN
easat-1803	83	9	sequences	sequence	NOUN
easat-1803	83	10	in	in	ADP
easat-1803	83	11	machine	machine	NOUN
easat-1803	83	12	translation	translation	NOUN
easat-1803	83	13	,	,	PUNCT
easat-1803	83	14	audio	audio	ADJ
easat-1803	83	15	data	datum	NOUN
easat-1803	83	16	in	in	ADP
easat-1803	83	17	speech	speech	NOUN
easat-1803	83	18	recognition	recognition	NOUN
easat-1803	83	19	,	,	PUNCT
easat-1803	83	20	or	or	CCONJ
easat-1803	83	21	time	time	NOUN
easat-1803	83	22	series	series	NOUN
easat-1803	83	23	in	in	ADP
easat-1803	83	24	forecasting	forecasting	NOUN
easat-1803	83	25	,	,	PUNCT
easat-1803	83	26	all	all	PRON
easat-1803	83	27	exhibit	exhibit	VERB
easat-1803	83	28	a	a	DET
easat-1803	83	29	common	common	ADJ
easat-1803	83	30	characteristic	characteristic	NOUN
easat-1803	83	31	:	:	PUNCT
easat-1803	83	32	they	they	PRON
easat-1803	83	33	possess	possess	VERB
easat-1803	83	34	a	a	DET
easat-1803	83	35	temporal	temporal	ADJ
easat-1803	83	36	dependency	dependency	NOUN
easat-1803	83	37	.	.	PUNCT
easat-1803	84	1	traditional	traditional	ADJ
easat-1803	84	2	ffnns	ffnns	NOUN
easat-1803	84	3	are	be	AUX
easat-1803	84	4	unable	unable	ADJ
easat-1803	84	5	to	to	PART
easat-1803	84	6	accommodate	accommodate	VERB
easat-1803	84	7	these	these	DET
easat-1803	84	8	dependencies	dependency	NOUN
easat-1803	84	9	,	,	PUNCT
easat-1803	84	10	a	a	DET
easat-1803	84	11	problem	problem	NOUN
easat-1803	84	12	that	that	PRON
easat-1803	84	13	rnns	rnn	NOUN
easat-1803	84	14	are	be	AUX
easat-1803	84	15	specifically	specifically	ADV
easat-1803	84	16	designed	design	VERB
easat-1803	84	17	to	to	PART
easat-1803	84	18	address	address	VERB
easat-1803	84	19	.	.	PUNCT
easat-1803	85	1	rnns	rnns	PROPN
easat-1803	85	2	handle	handle	VERB
easat-1803	85	3	this	this	DET
easat-1803	85	4	issue	issue	NOUN
easat-1803	85	5	by	by	ADP
easat-1803	85	6	incorporating	incorporate	VERB
easat-1803	85	7	both	both	PRON
easat-1803	85	8	past	past	ADJ
easat-1803	85	9	and	and	CCONJ
easat-1803	85	10	current	current	ADJ
easat-1803	85	11	data	datum	NOUN
easat-1803	85	12	in	in	ADP
easat-1803	85	13	their	their	PRON
easat-1803	85	14	architecture	architecture	NOUN
easat-1803	85	15	.	.	PUNCT
easat-1803	86	1	furthermore	furthermore	ADV
easat-1803	86	2	,	,	PUNCT
easat-1803	86	3	in	in	ADP
easat-1803	86	4	time	time	NOUN
easat-1803	86	5	series	series	PROPN
easat-1803	86	6	methods	method	NOUN
easat-1803	86	7	,	,	PUNCT
easat-1803	86	8	the	the	DET
easat-1803	86	9	data	datum	NOUN
easat-1803	86	10	must	must	AUX
easat-1803	86	11	be	be	AUX
easat-1803	86	12	analyzed	analyze	VERB
easat-1803	86	13	to	to	PART
easat-1803	86	14	determine	determine	VERB
easat-1803	86	15	whether	whether	SCONJ
easat-1803	86	16	it	it	PRON
easat-1803	86	17	is	be	AUX
easat-1803	86	18	stationary	stationary	ADJ
easat-1803	86	19	or	or	CCONJ
easat-1803	86	20	not	not	PART
easat-1803	86	21	.	.	PUNCT
easat-1803	87	1	in	in	ADP
easat-1803	87	2	contrast	contrast	NOUN
easat-1803	87	3	,	,	PUNCT
easat-1803	87	4	lstm	lstm	NOUN
easat-1803	87	5	can	can	AUX
easat-1803	87	6	give	give	VERB
easat-1803	87	7	good	good	ADJ
easat-1803	87	8	results	result	NOUN
easat-1803	87	9	regardless	regardless	ADV
easat-1803	87	10	of	of	ADP
easat-1803	87	11	whether	whether	SCONJ
easat-1803	87	12	the	the	DET
easat-1803	87	13	data	data	NOUN
easat-1803	87	14	is	be	AUX
easat-1803	87	15	stationary	stationary	ADJ
easat-1803	87	16	or	or	CCONJ
easat-1803	87	17	not	not	PART
easat-1803	87	18	.	.	PUNCT
easat-1803	88	1	the	the	DET
easat-1803	88	2	configuration	configuration	NOUN
easat-1803	88	3	of	of	ADP
easat-1803	88	4	data	datum	NOUN
easat-1803	88	5	inputs	input	NOUN
easat-1803	88	6	and	and	CCONJ
easat-1803	88	7	outputs	output	NOUN
easat-1803	88	8	in	in	ADP
easat-1803	88	9	a	a	DET
easat-1803	88	10	network	network	NOUN
easat-1803	88	11	can	can	AUX
easat-1803	88	12	be	be	AUX
easat-1803	88	13	classified	classify	VERB
easat-1803	88	14	into	into	ADP
easat-1803	88	15	different	different	ADJ
easat-1803	88	16	categories	category	NOUN
easat-1803	88	17	based	base	VERB
easat-1803	88	18	on	on	ADP
easat-1803	88	19	the	the	DET
easat-1803	88	20	relationships	relationship	NOUN
easat-1803	88	21	between	between	ADP
easat-1803	88	22	them	they	PRON
easat-1803	88	23	.	.	PUNCT
easat-1803	89	1	these	these	DET
easat-1803	89	2	categories	category	NOUN
easat-1803	89	3	include	include	VERB
easat-1803	89	4	one	one	NUM
easat-1803	89	5	-	-	PUNCT
easat-1803	89	6	to	to	ADP
easat-1803	89	7	-	-	PUNCT
easat-1803	89	8	one	one	NOUN
easat-1803	89	9	(	(	PUNCT
easat-1803	89	10	where	where	SCONJ
easat-1803	89	11	there	there	PRON
easat-1803	89	12	is	be	VERB
easat-1803	89	13	one	one	NUM
easat-1803	89	14	input	input	NOUN
easat-1803	89	15	and	and	CCONJ
easat-1803	89	16	one	one	NUM
easat-1803	89	17	output	output	NOUN
easat-1803	89	18	)	)	PUNCT
easat-1803	89	19	,	,	PUNCT
easat-1803	89	20	one	one	NUM
easat-1803	89	21	-	-	PUNCT
easat-1803	89	22	to	to	ADP
easat-1803	89	23	-	-	PUNCT
easat-1803	89	24	many	many	ADJ
easat-1803	89	25	(	(	PUNCT
easat-1803	89	26	where	where	SCONJ
easat-1803	89	27	there	there	PRON
easat-1803	89	28	is	be	VERB
easat-1803	89	29	one	one	NUM
easat-1803	89	30	input	input	NOUN
easat-1803	89	31	and	and	CCONJ
easat-1803	89	32	multiple	multiple	ADJ
easat-1803	89	33	outputs	output	NOUN
easat-1803	89	34	)	)	PUNCT
easat-1803	89	35	,	,	PUNCT
easat-1803	89	36	many	many	ADJ
easat-1803	89	37	-	-	PUNCT
easat-1803	89	38	to	to	ADP
easat-1803	89	39	-	-	PUNCT
easat-1803	89	40	one	one	NOUN
easat-1803	89	41	(	(	PUNCT
easat-1803	89	42	where	where	SCONJ
easat-1803	89	43	there	there	PRON
easat-1803	89	44	are	be	VERB
easat-1803	89	45	multiple	multiple	ADJ
easat-1803	89	46	inputs	input	NOUN
easat-1803	89	47	and	and	CCONJ
easat-1803	89	48	one	one	NUM
easat-1803	89	49	output	output	NOUN
easat-1803	89	50	)	)	PUNCT
easat-1803	89	51	,	,	PUNCT
easat-1803	89	52	and	and	CCONJ
easat-1803	89	53	many	many	ADJ
easat-1803	89	54	-	-	PUNCT
easat-1803	89	55	to	to	ADP
easat-1803	89	56	-	-	PUNCT
easat-1803	89	57	many	many	ADJ
easat-1803	89	58	(	(	PUNCT
easat-1803	89	59	where	where	SCONJ
easat-1803	89	60	there	there	PRON
easat-1803	89	61	are	be	VERB
easat-1803	89	62	multiple	multiple	ADJ
easat-1803	89	63	inputs	input	NOUN
easat-1803	89	64	and	and	CCONJ
easat-1803	89	65	multiple	multiple	ADJ
easat-1803	89	66	outputs	output	NOUN
easat-1803	89	67	)	)	PUNCT
easat-1803	89	68	.	.	PUNCT
easat-1803	90	1	these	these	DET
easat-1803	90	2	classifications	classification	NOUN
easat-1803	90	3	are	be	AUX
easat-1803	90	4	important	important	ADJ
easat-1803	90	5	for	for	ADP
easat-1803	90	6	understanding	understand	VERB
easat-1803	90	7	how	how	SCONJ
easat-1803	90	8	information	information	NOUN
easat-1803	90	9	is	be	AUX
easat-1803	90	10	processed	process	VERB
easat-1803	90	11	and	and	CCONJ
easat-1803	90	12	transmitted	transmit	VERB
easat-1803	90	13	within	within	ADP
easat-1803	90	14	the	the	DET
easat-1803	90	15	network	network	NOUN
easat-1803	90	16	.	.	PUNCT
easat-1803	91	1	standard	standard	ADJ
easat-1803	91	2	basic	basic	ADJ
easat-1803	91	3	rnns	rnn	NOUN
easat-1803	91	4	suffer	suffer	VERB
easat-1803	91	5	from	from	ADP
easat-1803	91	6	the	the	DET
easat-1803	91	7	vanishing	vanish	VERB
easat-1803	91	8	gradient	gradient	NOUN
easat-1803	91	9	problem	problem	NOUN
easat-1803	91	10	,	,	PUNCT
easat-1803	91	11	where	where	SCONJ
easat-1803	91	12	the	the	DET
easat-1803	91	13	gradient	gradient	NOUN
easat-1803	91	14	decreases	decrease	VERB
easat-1803	91	15	with	with	ADP
easat-1803	91	16	the	the	DET
easat-1803	91	17	increasing	increase	VERB
easat-1803	91	18	quantity	quantity	NOUN
easat-1803	91	19	of	of	ADP
easat-1803	91	20	layers	layer	NOUN
easat-1803	91	21	.	.	PUNCT
easat-1803	92	1	when	when	SCONJ
easat-1803	92	2	neural	neural	ADJ
easat-1803	92	3	networks	network	NOUN
easat-1803	92	4	have	have	VERB
easat-1803	92	5	a	a	DET
easat-1803	92	6	large	large	ADJ
easat-1803	92	7	number	number	NOUN
easat-1803	92	8	of	of	ADP
easat-1803	92	9	layers	layer	NOUN
easat-1803	92	10	,	,	PUNCT
easat-1803	92	11	the	the	DET
easat-1803	92	12	gradient	gradient	NOUN
easat-1803	92	13	becomes	become	VERB
easat-1803	92	14	very	very	ADV
easat-1803	92	15	small	small	ADJ
easat-1803	92	16	,	,	PUNCT
easat-1803	92	17	which	which	PRON
easat-1803	92	18	stops	stop	VERB
easat-1803	92	19	the	the	DET
easat-1803	92	20	network	network	NOUN
easat-1803	92	21	from	from	ADP
easat-1803	92	22	learning	learn	VERB
easat-1803	92	23	effectively	effectively	ADV
easat-1803	92	24	.	.	PUNCT
easat-1803	93	1	as	as	ADP
easat-1803	93	2	a	a	DET
easat-1803	93	3	result	result	NOUN
easat-1803	93	4	,	,	PUNCT
easat-1803	93	5	these	these	DET
easat-1803	93	6	networks	network	NOUN
easat-1803	93	7	have	have	VERB
easat-1803	93	8	short	short	ADJ
easat-1803	93	9	-	-	PUNCT
easat-1803	93	10	term	term	NOUN
easat-1803	93	11	memory	memory	NOUN
easat-1803	93	12	and	and	CCONJ
easat-1803	93	13	struggle	struggle	NOUN
easat-1803	93	14	with	with	ADP
easat-1803	93	15	learning	learn	VERB
easat-1803	93	16	from	from	ADP
easat-1803	93	17	long	long	ADJ
easat-1803	93	18	sequences	sequence	NOUN
easat-1803	93	19	that	that	PRON
easat-1803	93	20	require	require	VERB
easat-1803	93	21	remembering	remember	VERB
easat-1803	93	22	all	all	DET
easat-1803	93	23	the	the	DET
easat-1803	93	24	information	information	NOUN
easat-1803	93	25	in	in	ADP
easat-1803	93	26	the	the	DET
easat-1803	93	27	sequence	sequence	NOUN
easat-1803	93	28	.	.	PUNCT
easat-1803	94	1	to	to	PART
easat-1803	94	2	address	address	VERB
easat-1803	94	3	this	this	DET
easat-1803	94	4	issue	issue	NOUN
easat-1803	94	5	,	,	PUNCT
easat-1803	94	6	lstm	lstm	ADJ
easat-1803	94	7	recurrent	recurrent	NOUN
easat-1803	94	8	networks	network	NOUN
easat-1803	94	9	have	have	AUX
easat-1803	94	10	been	be	AUX
easat-1803	94	11	developed	develop	VERB
easat-1803	94	12	.	.	PUNCT
easat-1803	95	1	lstms	lstms	ADJ
easat-1803	95	2	use	use	VERB
easat-1803	95	3	three	three	NUM
easat-1803	95	4	gates	gate	NOUN
easat-1803	95	5	to	to	PART
easat-1803	95	6	retain	retain	VERB
easat-1803	95	7	important	important	ADJ
easat-1803	95	8	information	information	NOUN
easat-1803	95	9	for	for	ADP
easat-1803	95	10	a	a	DET
easat-1803	95	11	longer	long	ADJ
easat-1803	95	12	time	time	NOUN
easat-1803	95	13	and	and	CCONJ
easat-1803	95	14	filter	filter	VERB
easat-1803	95	15	out	out	ADP
easat-1803	95	16	irrelevant	irrelevant	ADJ
easat-1803	95	17	information	information	NOUN
easat-1803	95	18	.	.	PUNCT
easat-1803	96	1	these	these	DET
easat-1803	96	2	gates	gate	NOUN
easat-1803	96	3	are	be	AUX
easat-1803	96	4	the	the	DET
easat-1803	96	5	forgetting	forget	VERB
easat-1803	96	6	gate	gate	NOUN
easat-1803	96	7	(	(	PUNCT
easat-1803	96	8	ft	ft	PROPN
easat-1803	96	9	)	)	PUNCT
easat-1803	96	10	,	,	PUNCT
easat-1803	96	11	the	the	DET
easat-1803	96	12	updating	update	VERB
easat-1803	96	13	gate	gate	NOUN
easat-1803	96	14	(	(	PUNCT
easat-1803	96	15	it	it	PRON
easat-1803	96	16	)	)	PUNCT
easat-1803	96	17	,	,	PUNCT
easat-1803	96	18	and	and	CCONJ
easat-1803	96	19	the	the	DET
easat-1803	96	20	output	output	NOUN
easat-1803	96	21	gate	gate	NOUN
easat-1803	96	22	(	(	PUNCT
easat-1803	96	23	ot	ot	INTJ
easat-1803	96	24	)	)	PUNCT
easat-1803	96	25	.	.	PUNCT
easat-1803	97	1	the	the	DET
easat-1803	97	2	ft	ft	PROPN
easat-1803	97	3	decides	decide	VERB
easat-1803	97	4	which	which	PRON
easat-1803	97	5	of	of	ADP
easat-1803	97	6	the	the	DET
easat-1803	97	7	information	information	NOUN
easat-1803	97	8	needs	need	VERB
easat-1803	97	9	to	to	PART
easat-1803	97	10	be	be	AUX
easat-1803	97	11	excluded	exclude	VERB
easat-1803	97	12	.	.	PUNCT
easat-1803	97	13	or	or	CCONJ
easat-1803	97	14	stored	store	VERB
easat-1803	97	15	.	.	PUNCT
easat-1803	98	1	any	any	DET
easat-1803	98	2	value	value	NOUN
easat-1803	98	3	near	near	ADP
easat-1803	98	4	zero	zero	NUM
easat-1803	98	5	indicates	indicate	VERB
easat-1803	98	6	that	that	SCONJ
easat-1803	98	7	past	past	ADJ
easat-1803	98	8	information	information	NOUN
easat-1803	98	9	has	have	AUX
easat-1803	98	10	been	be	AUX
easat-1803	98	11	forgotten	forget	VERB
easat-1803	98	12	,	,	PUNCT
easat-1803	98	13	while	while	SCONJ
easat-1803	98	14	a	a	DET
easat-1803	98	15	value	value	NOUN
easat-1803	98	16	that	that	PRON
easat-1803	98	17	is	be	AUX
easat-1803	98	18	very	very	ADV
easat-1803	98	19	close	close	ADJ
easat-1803	98	20	to	to	PART
easat-1803	98	21	1	1	NUM
easat-1803	98	22	means	mean	VERB
easat-1803	98	23	that	that	SCONJ
easat-1803	98	24	it	it	PRON
easat-1803	98	25	will	will	AUX
easat-1803	98	26	be	be	AUX
easat-1803	98	27	kept	keep	VERB
easat-1803	98	28	.	.	PUNCT
easat-1803	99	1	the	the	DET
easat-1803	99	2	it	it	PRON
easat-1803	99	3	decides	decide	VERB
easat-1803	99	4	which	which	DET
easat-1803	99	5	new	new	ADJ
easat-1803	99	6	information	information	NOUN
easat-1803	99	7	the	the	DET
easat-1803	99	8	ct̃	ct̃	ADJ
easat-1803	99	9	should	should	AUX
easat-1803	99	10	be	be	AUX
easat-1803	99	11	used	use	VERB
easat-1803	99	12	for	for	ADP
easat-1803	99	13	updating	update	VERB
easat-1803	99	14	the	the	DET
easat-1803	99	15	𝑐𝑡	𝑐𝑡	ADJ
easat-1803	99	16	memory	memory	NOUN
easat-1803	99	17	state	state	NOUN
easat-1803	99	18	.	.	PUNCT
easat-1803	100	1	thus	thus	ADV
easat-1803	100	2	,	,	PUNCT
easat-1803	100	3	the	the	DET
easat-1803	100	4	ct	ct	PROPN
easat-1803	100	5	is	be	AUX
easat-1803	100	6	updated	update	VERB
easat-1803	100	7	using	use	VERB
easat-1803	100	8	both	both	DET
easat-1803	100	9	ft	ft	NOUN
easat-1803	100	10	and	and	CCONJ
easat-1803	100	11	it	it	PRON
easat-1803	100	12	.	.	PUNCT
easat-1803	101	1	the	the	DET
easat-1803	101	2	final	final	ADJ
easat-1803	101	3	step	step	NOUN
easat-1803	101	4	involves	involve	VERB
easat-1803	101	5	the	the	DET
easat-1803	101	6	ot	ot	NOUN
easat-1803	101	7	determining	determine	VERB
easat-1803	101	8	the	the	DET
easat-1803	101	9	input	input	NOUN
easat-1803	101	10	for	for	ADP
easat-1803	101	11	the	the	DET
easat-1803	101	12	next	next	ADJ
easat-1803	101	13	hidden	hide	VERB
easat-1803	101	14	unit	unit	NOUN
easat-1803	101	15	.	.	PUNCT
easat-1803	102	1	finally	finally	ADV
easat-1803	102	2	,	,	PUNCT
easat-1803	102	3	the	the	DET
easat-1803	102	4	ot	ot	NOUN
easat-1803	102	5	decides	decide	VERB
easat-1803	102	6	which	which	DET
easat-1803	102	7	output	output	NOUN
easat-1803	102	8	will	will	AUX
easat-1803	102	9	be	be	AUX
easat-1803	102	10	the	the	DET
easat-1803	102	11	next	next	ADJ
easat-1803	102	12	hidden	hide	VERB
easat-1803	102	13	unit	unit	NOUN
easat-1803	102	14	's	's	PART
easat-1803	102	15	input	input	NOUN
easat-1803	102	16	.	.	PUNCT
easat-1803	103	1	after	after	ADP
easat-1803	103	2	passing	pass	VERB
easat-1803	103	3	through	through	ADP
easat-1803	103	4	the	the	DET
easat-1803	103	5	sigmoid	sigmoid	NOUN
easat-1803	103	6	activation	activation	NOUN
easat-1803	103	7	function	function	NOUN
easat-1803	103	8	(	(	PUNCT
easat-1803	103	9	σ	σ	NOUN
easat-1803	103	10	)	)	PUNCT
easat-1803	103	11	,	,	PUNCT
easat-1803	103	12	the	the	DET
easat-1803	103	13	current	current	ADJ
easat-1803	103	14	input	input	NOUN
easat-1803	103	15	and	and	CCONJ
easat-1803	103	16	xt	xt	NOUN
easat-1803	103	17	values	value	NOUN
easat-1803	103	18	are	be	AUX
easat-1803	103	19	used	use	VERB
easat-1803	103	20	to	to	PART
easat-1803	103	21	compute	compute	VERB
easat-1803	103	22	all	all	DET
easat-1803	103	23	the	the	DET
easat-1803	103	24	gate	gate	NOUN
easat-1803	103	25	values	value	NOUN
easat-1803	103	26	.	.	PUNCT
easat-1803	104	1	the	the	DET
easat-1803	104	2	tanh	tanh	PROPN
easat-1803	104	3	activation	activation	NOUN
easat-1803	104	4	function	function	NOUN
easat-1803	104	5	is	be	AUX
easat-1803	104	6	then	then	ADV
easat-1803	104	7	applied	apply	VERB
easat-1803	104	8	to	to	PART
easat-1803	104	9	calculate	calculate	VERB
easat-1803	104	10	the	the	DET
easat-1803	104	11	ct̃	ct̃	NUM
easat-1803	104	12	,	,	PUNCT
easat-1803	104	13	which	which	PRON
easat-1803	104	14	is	be	AUX
easat-1803	104	15	used	use	VERB
easat-1803	104	16	for	for	ADP
easat-1803	104	17	updating	update	VERB
easat-1803	104	18	.	.	PUNCT
easat-1803	105	1	the	the	DET
easat-1803	105	2	equations	equation	NOUN
easat-1803	105	3	defining	define	VERB
easat-1803	105	4	an	an	DET
easat-1803	105	5	lstm	lstm	ADJ
easat-1803	105	6	unit	unit	NOUN
easat-1803	105	7	are	be	AUX
easat-1803	105	8	:	:	PUNCT
easat-1803	105	9	𝑐	𝑐	PROPN
easat-1803	105	10	�	�	PROPN
easat-1803	105	11	̃	̃	PROPN
easat-1803	105	12	�	�	NOUN
easat-1803	105	13	=	=	SYM
easat-1803	105	14	tanh	tanh	PROPN
easat-1803	105	15	(	(	PUNCT
easat-1803	105	16	𝑊𝑐[ℎ𝑡−1	𝑊𝑐[ℎ𝑡−1	PROPN
easat-1803	105	17	,	,	PUNCT
easat-1803	105	18	𝑥𝑡	𝑥𝑡	ADP
easat-1803	105	19	]	]	X
easat-1803	105	20	+	+	CCONJ
easat-1803	105	21	𝑏𝑐	𝑏𝑐	NOUN
easat-1803	105	22	)	)	PUNCT
easat-1803	105	23	𝑖𝑡	𝑖𝑡	NOUN
easat-1803	106	1	=	=	SYM
easat-1803	106	2	𝜎(𝑊𝑖[ℎ𝑡−1	𝜎(𝑊𝑖[ℎ𝑡−1	PROPN
easat-1803	106	3	,	,	PUNCT
easat-1803	106	4	𝑥𝑡	𝑥𝑡	ADP
easat-1803	106	5	]	]	X
easat-1803	106	6	+	+	CCONJ
easat-1803	106	7	𝑏𝑖	𝑏𝑖	X
easat-1803	106	8	)	)	PUNCT
easat-1803	106	9	𝑓𝑡	𝑓𝑡	PROPN
easat-1803	106	10	=	=	PUNCT
easat-1803	106	11	𝜎(𝑊𝑓[ℎ𝑡−1	𝜎(𝑊𝑓[ℎ𝑡−1	PROPN
easat-1803	106	12	,	,	PUNCT
easat-1803	106	13	𝑥𝑡	𝑥𝑡	ADP
easat-1803	106	14	]	]	PUNCT
easat-1803	106	15	+	+	CCONJ
easat-1803	106	16	𝑏𝑓	𝑏𝑓	ADV
easat-1803	106	17	)	)	PUNCT
easat-1803	106	18	𝑜𝑡	𝑜𝑡	NOUN
easat-1803	106	19	=	=	PUNCT
easat-1803	106	20	𝜎(𝑊𝑜[ℎ𝑡−1	𝜎(𝑊𝑜[ℎ𝑡−1	PROPN
easat-1803	106	21	,	,	PUNCT
easat-1803	106	22	𝑥𝑡	𝑥𝑡	ADP
easat-1803	106	23	]	]	X
easat-1803	106	24	+	+	CCONJ
easat-1803	106	25	𝑏𝑜	𝑏𝑜	X
easat-1803	106	26	)	)	PUNCT
easat-1803	106	27	𝑐𝑡	𝑐𝑡	ADP
easat-1803	106	28	=	=	PUNCT
easat-1803	106	29	(	(	PUNCT
easat-1803	106	30	𝑖𝑡	𝑖𝑡	INTJ
easat-1803	106	31	×	×	PROPN
easat-1803	106	32	𝑐	𝑐	PROPN
easat-1803	106	33	�	�	PROPN
easat-1803	106	34	̃	̃	PROPN
easat-1803	106	35	�	�	PROPN
easat-1803	106	36	)	)	PUNCT
easat-1803	106	37	+	+	CCONJ
easat-1803	106	38	(	(	PUNCT
easat-1803	106	39	𝑓𝑡	𝑓𝑡	PROPN
easat-1803	106	40	×	×	PROPN
easat-1803	106	41	𝑐𝑡−1	𝑐𝑡−1	NOUN
easat-1803	106	42	)	)	PUNCT
easat-1803	106	43	1018	1018	NUM
easat-1803	106	44	edelweiss	edelweiss	PROPN
easat-1803	106	45	applied	apply	VERB
easat-1803	106	46	science	science	NOUN
easat-1803	106	47	and	and	CCONJ
easat-1803	106	48	technology	technology	NOUN
easat-1803	106	49	issn	issn	PROPN
easat-1803	106	50	:	:	PUNCT
easat-1803	106	51	2576	2576	NUM
easat-1803	106	52	-	-	SYM
easat-1803	106	53	8484	8484	NUM
easat-1803	106	54	vol	vol	NOUN
easat-1803	106	55	.	.	PROPN
easat-1803	106	56	8	8	NUM
easat-1803	106	57	,	,	PUNCT
easat-1803	106	58	no	no	INTJ
easat-1803	106	59	.	.	NOUN
easat-1803	106	60	5	5	NUM
easat-1803	106	61	:	:	SYM
easat-1803	106	62	1014	1014	NUM
easat-1803	106	63	-	-	SYM
easat-1803	106	64	1037	1037	NUM
easat-1803	106	65	,	,	PUNCT
easat-1803	106	66	2024	2024	NUM
easat-1803	106	67	doi	doi	NOUN
easat-1803	106	68	:	:	PUNCT
easat-1803	106	69	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	106	70	©	©	PROPN
easat-1803	106	71	2024	2024	NUM
easat-1803	106	72	by	by	ADP
easat-1803	106	73	the	the	DET
easat-1803	106	74	authors	author	NOUN
easat-1803	106	75	;	;	PUNCT
easat-1803	106	76	licensee	licensee	PROPN
easat-1803	106	77	learning	learn	VERB
easat-1803	106	78	gate	gate	NOUN
easat-1803	106	79	ℎ𝑡	ℎ𝑡	NOUN
easat-1803	106	80	=	=	PUNCT
easat-1803	106	81	𝑜𝑡	𝑜𝑡	PROPN
easat-1803	106	82	×	×	PROPN
easat-1803	106	83	tanh	tanh	PROPN
easat-1803	106	84	(	(	PUNCT
easat-1803	106	85	𝑐𝑡	𝑐𝑡	PROPN
easat-1803	106	86	)	)	PUNCT
easat-1803	106	87	where	where	SCONJ
easat-1803	106	88	wi	wi	PROPN
easat-1803	106	89	,	,	PUNCT
easat-1803	106	90	wf	wf	PROPN
easat-1803	106	91	,	,	PUNCT
easat-1803	106	92	and	and	CCONJ
easat-1803	106	93	wo	will	AUX
easat-1803	106	94	represent	represent	VERB
easat-1803	106	95	the	the	DET
easat-1803	106	96	weights	weight	NOUN
easat-1803	106	97	that	that	PRON
easat-1803	106	98	drive	drive	VERB
easat-1803	106	99	the	the	DET
easat-1803	106	100	behavior	behavior	NOUN
easat-1803	106	101	of	of	ADP
easat-1803	106	102	the	the	DET
easat-1803	106	103	input	input	NOUN
easat-1803	106	104	gate	gate	NOUN
easat-1803	106	105	,	,	PUNCT
easat-1803	106	106	forget	forget	VERB
easat-1803	106	107	gate	gate	NOUN
easat-1803	106	108	,	,	PUNCT
easat-1803	106	109	and	and	CCONJ
easat-1803	106	110	output	output	NOUN
easat-1803	106	111	gate	gate	NOUN
easat-1803	106	112	respectively	respectively	ADV
easat-1803	106	113	.	.	PUNCT
easat-1803	107	1	similarly	similarly	ADV
easat-1803	107	2	,	,	PUNCT
easat-1803	107	3	bi	bi	NOUN
easat-1803	107	4	,	,	PUNCT
easat-1803	107	5	bf	bf	NOUN
easat-1803	107	6	,	,	PUNCT
easat-1803	107	7	and	and	CCONJ
easat-1803	107	8	bo	bo	PROPN
easat-1803	107	9	are	be	AUX
easat-1803	107	10	the	the	DET
easat-1803	107	11	biases	bias	NOUN
easat-1803	107	12	corresponding	correspond	VERB
easat-1803	107	13	to	to	ADP
easat-1803	107	14	the	the	DET
easat-1803	107	15	input	input	NOUN
easat-1803	107	16	gate	gate	NOUN
easat-1803	107	17	,	,	PUNCT
easat-1803	107	18	forget	forget	VERB
easat-1803	107	19	gate	gate	NOUN
easat-1803	107	20	,	,	PUNCT
easat-1803	107	21	and	and	CCONJ
easat-1803	107	22	output	output	NOUN
easat-1803	107	23	gate	gate	NOUN
easat-1803	107	24	.	.	PUNCT
easat-1803	108	1	additionally	additionally	ADV
easat-1803	108	2	,	,	PUNCT
easat-1803	108	3	wc	wc	PROPN
easat-1803	108	4	and	and	CCONJ
easat-1803	108	5	bc	bc	PROPN
easat-1803	108	6	denote	denote	VERB
easat-1803	108	7	the	the	DET
easat-1803	108	8	weight	weight	NOUN
easat-1803	108	9	and	and	CCONJ
easat-1803	108	10	bias	bias	NOUN
easat-1803	108	11	of	of	ADP
easat-1803	108	12	the	the	DET
easat-1803	108	13	memory	memory	NOUN
easat-1803	108	14	cell	cell	NOUN
easat-1803	108	15	candidate	candidate	NOUN
easat-1803	108	16	(	(	PUNCT
easat-1803	108	17	𝑐	𝑐	PROPN
easat-1803	108	18	�	�	PROPN
easat-1803	108	19	̃	̃	NOUN
easat-1803	108	20	�	�	PROPN
easat-1803	108	21	)	)	PUNCT
easat-1803	108	22	.	.	PUNCT
easat-1803	109	1	3	3	X
easat-1803	109	2	.	.	X
easat-1803	109	3	the	the	DET
easat-1803	109	4	literature	literature	NOUN
easat-1803	109	5	survey	survey	VERB
easat-1803	109	6	this	this	DET
easat-1803	109	7	part	part	NOUN
easat-1803	109	8	of	of	ADP
easat-1803	109	9	the	the	DET
easat-1803	109	10	paper	paper	NOUN
easat-1803	109	11	gives	give	VERB
easat-1803	109	12	an	an	DET
easat-1803	109	13	overview	overview	NOUN
easat-1803	109	14	of	of	ADP
easat-1803	109	15	the	the	DET
easat-1803	109	16	literature	literature	NOUN
easat-1803	109	17	on	on	ADP
easat-1803	109	18	univariate	univariate	ADJ
easat-1803	109	19	and	and	CCONJ
easat-1803	109	20	multivariate	multivariate	VERB
easat-1803	109	21	predictive	predictive	ADJ
easat-1803	109	22	analysis	analysis	NOUN
easat-1803	109	23	studies	study	NOUN
easat-1803	109	24	that	that	PRON
easat-1803	109	25	estimate	estimate	VERB
easat-1803	109	26	the	the	DET
easat-1803	109	27	ec	ec	PROPN
easat-1803	109	28	using	use	VERB
easat-1803	109	29	lstm	lstm	NOUN
easat-1803	109	30	-	-	PUNCT
easat-1803	109	31	based	base	VERB
easat-1803	109	32	approaches	approach	NOUN
easat-1803	109	33	.	.	PUNCT
easat-1803	110	1	as	as	ADP
easat-1803	110	2	part	part	NOUN
easat-1803	110	3	of	of	ADP
easat-1803	110	4	the	the	DET
easat-1803	110	5	literature	literature	PROPN
easat-1803	110	6	review	review	PROPN
easat-1803	110	7	,	,	PUNCT
easat-1803	110	8	the	the	DET
easat-1803	110	9	google	google	PROPN
easat-1803	110	10	scholar	scholar	NOUN
easat-1803	110	11	database	database	NOUN
easat-1803	110	12	was	be	AUX
easat-1803	110	13	searched	search	VERB
easat-1803	110	14	using	use	VERB
easat-1803	110	15	the	the	DET
easat-1803	110	16	keywords	keyword	NOUN
easat-1803	110	17	'	'	PART
easat-1803	110	18	univariate	univariate	ADJ
easat-1803	110	19	time	time	NOUN
easat-1803	110	20	series	series	PROPN
easat-1803	110	21	electricity	electricity	NOUN
easat-1803	110	22	load	load	NOUN
easat-1803	110	23	demand	demand	NOUN
easat-1803	110	24	consumption	consumption	NOUN
easat-1803	110	25	forecasting	forecast	VERB
easat-1803	110	26	lstm	lstm	PROPN
easat-1803	110	27	'	'	PUNCT
easat-1803	110	28	and	and	CCONJ
easat-1803	110	29	'	'	PUNCT
easat-1803	110	30	multivariate	multivariate	NOUN
easat-1803	110	31	time	time	NOUN
easat-1803	110	32	series	series	PROPN
easat-1803	110	33	electricity	electricity	NOUN
easat-1803	110	34	load	load	NOUN
easat-1803	110	35	demand	demand	NOUN
easat-1803	110	36	consumption	consumption	NOUN
easat-1803	110	37	forecasting	forecast	VERB
easat-1803	110	38	lstm	lstm	NOUN
easat-1803	110	39	'	'	PROPN
easat-1803	110	40	.	.	PUNCT
easat-1803	111	1	from	from	ADP
easat-1803	111	2	the	the	DET
easat-1803	111	3	publications	publication	NOUN
easat-1803	111	4	obtained	obtain	VERB
easat-1803	111	5	as	as	ADP
easat-1803	111	6	a	a	DET
easat-1803	111	7	result	result	NOUN
easat-1803	111	8	of	of	ADP
easat-1803	111	9	the	the	DET
easat-1803	111	10	search	search	NOUN
easat-1803	111	11	,	,	PUNCT
easat-1803	111	12	we	we	PRON
easat-1803	111	13	review	review	VERB
easat-1803	111	14	recent	recent	ADJ
easat-1803	111	15	studies	study	NOUN
easat-1803	111	16	and	and	CCONJ
easat-1803	111	17	the	the	DET
easat-1803	111	18	most	most	ADV
easat-1803	111	19	prominent	prominent	ADJ
easat-1803	111	20	studies	study	NOUN
easat-1803	111	21	in	in	ADP
easat-1803	111	22	indexed	indexed	ADJ
easat-1803	111	23	journals	journal	NOUN
easat-1803	111	24	.	.	PUNCT
easat-1803	112	1	the	the	DET
easat-1803	112	2	literature	literature	NOUN
easat-1803	112	3	outlines	outline	VERB
easat-1803	112	4	various	various	ADJ
easat-1803	112	5	input	input	NOUN
easat-1803	112	6	parameters	parameter	NOUN
easat-1803	112	7	used	use	VERB
easat-1803	112	8	for	for	ADP
easat-1803	112	9	electricity	electricity	NOUN
easat-1803	112	10	forecasting	forecasting	NOUN
easat-1803	112	11	,	,	PUNCT
easat-1803	112	12	resulting	result	VERB
easat-1803	112	13	in	in	ADP
easat-1803	112	14	the	the	DET
easat-1803	112	15	development	development	NOUN
easat-1803	112	16	of	of	ADP
easat-1803	112	17	complex	complex	ADJ
easat-1803	112	18	models	model	NOUN
easat-1803	112	19	with	with	ADP
easat-1803	112	20	an	an	DET
easat-1803	112	21	expanded	expand	VERB
easat-1803	112	22	number	number	NOUN
easat-1803	112	23	of	of	ADP
easat-1803	112	24	variables	variable	NOUN
easat-1803	112	25	.	.	PUNCT
easat-1803	113	1	additionally	additionally	ADV
easat-1803	113	2	,	,	PUNCT
easat-1803	113	3	particular	particular	ADJ
easat-1803	113	4	studies	study	NOUN
easat-1803	113	5	focus	focus	VERB
easat-1803	113	6	on	on	ADP
easat-1803	113	7	utilizing	utilize	VERB
easat-1803	113	8	a	a	DET
easat-1803	113	9	single	single	ADJ
easat-1803	113	10	input	input	NOUN
easat-1803	113	11	variable	variable	NOUN
easat-1803	113	12	for	for	ADP
easat-1803	113	13	prediction	prediction	NOUN
easat-1803	113	14	of	of	ADP
easat-1803	113	15	future	future	ADJ
easat-1803	113	16	values	value	NOUN
easat-1803	113	17	on	on	ADP
easat-1803	113	18	the	the	DET
easat-1803	113	19	basis	basis	NOUN
easat-1803	113	20	of	of	ADP
easat-1803	113	21	its	its	PRON
easat-1803	113	22	actual	actual	ADJ
easat-1803	113	23	values	value	NOUN
easat-1803	113	24	[	[	X
easat-1803	113	25	15	15	NUM
easat-1803	113	26	]	]	PUNCT
easat-1803	113	27	.	.	PUNCT
easat-1803	114	1	in	in	ADP
easat-1803	114	2	this	this	DET
easat-1803	114	3	context	context	NOUN
easat-1803	114	4	,	,	PUNCT
easat-1803	114	5	three	three	NUM
easat-1803	114	6	separate	separate	ADJ
easat-1803	114	7	tables	table	NOUN
easat-1803	114	8	have	have	AUX
easat-1803	114	9	been	be	AUX
easat-1803	114	10	created	create	VERB
easat-1803	114	11	:	:	PUNCT
easat-1803	114	12	table	table	NOUN
easat-1803	114	13	1	1	NUM
easat-1803	114	14	presents	present	NOUN
easat-1803	114	15	multivariate	multivariate	NOUN
easat-1803	114	16	time	time	NOUN
easat-1803	114	17	-	-	PUNCT
easat-1803	114	18	series	series	NOUN
easat-1803	114	19	models	model	NOUN
easat-1803	114	20	,	,	PUNCT
easat-1803	114	21	the	the	DET
easat-1803	114	22	second	second	ADJ
easat-1803	114	23	table	table	NOUN
easat-1803	114	24	presents	present	VERB
easat-1803	114	25	univariate	univariate	ADJ
easat-1803	114	26	time	time	NOUN
easat-1803	114	27	-	-	PUNCT
easat-1803	114	28	series	series	NOUN
easat-1803	114	29	models	model	NOUN
easat-1803	114	30	,	,	PUNCT
easat-1803	114	31	and	and	CCONJ
easat-1803	114	32	the	the	DET
easat-1803	114	33	last	last	ADJ
easat-1803	114	34	table	table	NOUN
easat-1803	114	35	presents	present	VERB
easat-1803	114	36	studies	study	NOUN
easat-1803	114	37	that	that	PRON
easat-1803	114	38	include	include	VERB
easat-1803	114	39	both	both	PRON
easat-1803	114	40	of	of	ADP
easat-1803	114	41	these	these	DET
easat-1803	114	42	topics	topic	NOUN
easat-1803	114	43	.	.	PUNCT
easat-1803	115	1	the	the	DET
easat-1803	115	2	tables	table	NOUN
easat-1803	115	3	include	include	VERB
easat-1803	115	4	the	the	DET
easat-1803	115	5	forecast	forecast	NOUN
easat-1803	115	6	models	model	NOUN
easat-1803	115	7	used	use	VERB
easat-1803	115	8	in	in	ADP
easat-1803	115	9	the	the	DET
easat-1803	115	10	study	study	NOUN
easat-1803	115	11	,	,	PUNCT
easat-1803	115	12	a	a	DET
easat-1803	115	13	summary	summary	NOUN
easat-1803	115	14	of	of	ADP
easat-1803	115	15	the	the	DET
easat-1803	115	16	study	study	NOUN
easat-1803	115	17	,	,	PUNCT
easat-1803	115	18	the	the	DET
easat-1803	115	19	lagged	lag	VERB
easat-1803	115	20	time	time	NOUN
easat-1803	115	21	steps	step	NOUN
easat-1803	115	22	used	use	VERB
easat-1803	115	23	in	in	ADP
easat-1803	115	24	the	the	DET
easat-1803	115	25	forecast	forecast	NOUN
easat-1803	115	26	models	model	NOUN
easat-1803	115	27	,	,	PUNCT
easat-1803	115	28	how	how	SCONJ
easat-1803	115	29	many	many	ADJ
easat-1803	115	30	steps	step	NOUN
easat-1803	115	31	ahead	ahead	ADV
easat-1803	115	32	the	the	DET
easat-1803	115	33	forecasts	forecast	NOUN
easat-1803	115	34	are	be	AUX
easat-1803	115	35	made	make	VERB
easat-1803	115	36	,	,	PUNCT
easat-1803	115	37	and	and	CCONJ
easat-1803	115	38	the	the	DET
easat-1803	115	39	results	result	NOUN
easat-1803	115	40	obtained	obtain	VERB
easat-1803	115	41	from	from	ADP
easat-1803	115	42	the	the	DET
easat-1803	115	43	study	study	NOUN
easat-1803	115	44	.	.	PUNCT
easat-1803	116	1	all	all	DET
easat-1803	116	2	the	the	DET
easat-1803	116	3	papers	paper	NOUN
easat-1803	116	4	mentioned	mention	VERB
easat-1803	116	5	in	in	ADP
easat-1803	116	6	the	the	DET
easat-1803	116	7	table	table	NOUN
easat-1803	116	8	have	have	AUX
easat-1803	116	9	been	be	AUX
easat-1803	116	10	analyzed	analyze	VERB
easat-1803	116	11	in	in	ADP
easat-1803	116	12	detail	detail	NOUN
easat-1803	116	13	and	and	CCONJ
easat-1803	116	14	the	the	DET
easat-1803	116	15	information	information	NOUN
easat-1803	116	16	not	not	PART
easat-1803	116	17	mentioned	mention	VERB
easat-1803	116	18	in	in	ADP
easat-1803	116	19	these	these	DET
easat-1803	116	20	papers	paper	NOUN
easat-1803	116	21	is	be	AUX
easat-1803	116	22	indicated	indicate	VERB
easat-1803	116	23	as	as	ADP
easat-1803	116	24	'	'	PUNCT
easat-1803	116	25	unspecified	unspecified	ADJ
easat-1803	116	26	'	'	PUNCT
easat-1803	116	27	in	in	ADP
easat-1803	116	28	the	the	DET
easat-1803	116	29	table	table	NOUN
easat-1803	116	30	.	.	PUNCT
easat-1803	117	1	various	various	ADJ
easat-1803	117	2	forecasting	forecasting	NOUN
easat-1803	117	3	designs	design	NOUN
easat-1803	117	4	and	and	CCONJ
easat-1803	117	5	methods	method	NOUN
easat-1803	117	6	for	for	ADP
easat-1803	117	7	multivariate	multivariate	NOUN
easat-1803	117	8	and	and	CCONJ
easat-1803	117	9	univariate	univariate	ADJ
easat-1803	117	10	time	time	NOUN
easat-1803	117	11	series	series	PROPN
easat-1803	117	12	ec	ec	PROPN
easat-1803	117	13	forecasting	forecasting	NOUN
easat-1803	117	14	using	use	VERB
easat-1803	117	15	lstm	lstm	NOUN
easat-1803	117	16	-	-	PUNCT
easat-1803	117	17	based	base	VERB
easat-1803	117	18	approaches	approach	NOUN
easat-1803	117	19	have	have	AUX
easat-1803	117	20	been	be	AUX
easat-1803	117	21	introduced	introduce	VERB
easat-1803	117	22	in	in	ADP
easat-1803	117	23	numerous	numerous	ADJ
easat-1803	117	24	studies	study	NOUN
easat-1803	117	25	.	.	PUNCT
easat-1803	118	1	looking	look	VERB
easat-1803	118	2	at	at	ADP
easat-1803	118	3	table	table	NOUN
easat-1803	118	4	1	1	NUM
easat-1803	118	5	,	,	PUNCT
easat-1803	118	6	ec	ec	PROPN
easat-1803	118	7	forecasts	forecast	NOUN
easat-1803	118	8	as	as	ADP
easat-1803	118	9	multivariate	multivariate	NOUN
easat-1803	118	10	time	time	NOUN
easat-1803	118	11	-	-	PUNCT
easat-1803	118	12	series	series	NOUN
easat-1803	118	13	models	model	NOUN
easat-1803	118	14	are	be	AUX
easat-1803	118	15	mostly	mostly	ADV
easat-1803	118	16	short	short	ADJ
easat-1803	118	17	-	-	PUNCT
easat-1803	118	18	term	term	NOUN
easat-1803	118	19	forecasts	forecast	NOUN
easat-1803	118	20	,	,	PUNCT
easat-1803	118	21	but	but	CCONJ
easat-1803	118	22	at	at	ADP
easat-1803	118	23	the	the	DET
easat-1803	118	24	residential	residential	ADJ
easat-1803	118	25	level	level	NOUN
easat-1803	118	26	.	.	PUNCT
easat-1803	119	1	in	in	ADP
easat-1803	119	2	these	these	DET
easat-1803	119	3	studies	study	NOUN
easat-1803	119	4	,	,	PUNCT
easat-1803	119	5	the	the	DET
easat-1803	119	6	simple	simple	ADJ
easat-1803	119	7	lstm	lstm	NOUN
easat-1803	119	8	model	model	NOUN
easat-1803	119	9	was	be	AUX
easat-1803	119	10	used	use	VERB
easat-1803	119	11	in	in	ADP
easat-1803	119	12	comparison	comparison	NOUN
easat-1803	119	13	with	with	ADP
easat-1803	119	14	other	other	ADJ
easat-1803	119	15	ml	ml	NOUN
easat-1803	119	16	-	-	PUNCT
easat-1803	119	17	based	base	VERB
easat-1803	119	18	models	model	NOUN
easat-1803	119	19	or	or	CCONJ
easat-1803	119	20	statistical	statistical	ADJ
easat-1803	119	21	models	model	NOUN
easat-1803	119	22	.	.	PUNCT
easat-1803	120	1	apart	apart	ADV
easat-1803	120	2	from	from	ADP
easat-1803	120	3	this	this	DET
easat-1803	120	4	model	model	NOUN
easat-1803	120	5	,	,	PUNCT
easat-1803	120	6	lstm	lstm	NOUN
easat-1803	120	7	models	model	NOUN
easat-1803	120	8	such	such	ADJ
easat-1803	120	9	as	as	ADP
easat-1803	120	10	variations	variation	NOUN
easat-1803	120	11	of	of	ADP
easat-1803	120	12	the	the	DET
easat-1803	120	13	lstm	lstm	PROPN
easat-1803	120	14	model	model	NOUN
easat-1803	120	15	(	(	PUNCT
easat-1803	120	16	bilstm	bilstm	NOUN
easat-1803	120	17	,	,	PUNCT
easat-1803	120	18	lstm	lstm	ADJ
easat-1803	120	19	encoder	encoder	NOUN
easat-1803	120	20	-	-	PUNCT
easat-1803	120	21	decoder	decoder	NOUN
easat-1803	120	22	,	,	PUNCT
easat-1803	120	23	etc	etc	X
easat-1803	120	24	.	.	X
easat-1803	120	25	)	)	PUNCT
easat-1803	120	26	,	,	PUNCT
easat-1803	120	27	deep	deep	ADJ
easat-1803	120	28	lstm	lstm	NOUN
easat-1803	120	29	,	,	PUNCT
easat-1803	120	30	and	and	CCONJ
easat-1803	120	31	hybrid	hybrid	ADJ
easat-1803	120	32	or	or	CCONJ
easat-1803	120	33	ensemble	ensemble	ADJ
easat-1803	120	34	models	model	NOUN
easat-1803	120	35	created	create	VERB
easat-1803	120	36	by	by	ADP
easat-1803	120	37	combining	combine	VERB
easat-1803	120	38	the	the	DET
easat-1803	120	39	lstm	lstm	PROPN
easat-1803	120	40	model	model	NOUN
easat-1803	120	41	with	with	ADP
easat-1803	120	42	other	other	ADJ
easat-1803	120	43	ml	ml	NOUN
easat-1803	120	44	-	-	PUNCT
easat-1803	120	45	based	base	VERB
easat-1803	120	46	models	model	NOUN
easat-1803	120	47	have	have	AUX
easat-1803	120	48	been	be	AUX
easat-1803	120	49	applied	apply	VERB
easat-1803	120	50	.	.	PUNCT
easat-1803	121	1	in	in	ADP
easat-1803	121	2	the	the	DET
easat-1803	121	3	residential	residential	ADJ
easat-1803	121	4	level	level	NOUN
easat-1803	121	5	studies	study	NOUN
easat-1803	121	6	,	,	PUNCT
easat-1803	121	7	data	datum	NOUN
easat-1803	121	8	sets	set	NOUN
easat-1803	121	9	of	of	ADP
easat-1803	121	10	a	a	DET
easat-1803	121	11	single	single	ADJ
easat-1803	121	12	building	building	NOUN
easat-1803	121	13	or	or	CCONJ
easat-1803	121	14	multiple	multiple	ADJ
easat-1803	121	15	buildings	building	NOUN
easat-1803	121	16	are	be	AUX
easat-1803	121	17	studied	study	VERB
easat-1803	121	18	and	and	CCONJ
easat-1803	121	19	the	the	DET
easat-1803	121	20	correlation	correlation	NOUN
easat-1803	121	21	of	of	ADP
easat-1803	121	22	external	external	ADJ
easat-1803	121	23	factors	factor	NOUN
easat-1803	121	24	with	with	ADP
easat-1803	121	25	ec	ec	PROPN
easat-1803	121	26	is	be	AUX
easat-1803	121	27	analyzed	analyze	VERB
easat-1803	121	28	.	.	PUNCT
easat-1803	122	1	although	although	SCONJ
easat-1803	122	2	the	the	DET
easat-1803	122	3	results	result	NOUN
easat-1803	122	4	vary	vary	VERB
easat-1803	122	5	according	accord	VERB
easat-1803	122	6	to	to	ADP
easat-1803	122	7	the	the	DET
easat-1803	122	8	dynamics	dynamic	NOUN
easat-1803	122	9	of	of	ADP
easat-1803	122	10	each	each	DET
easat-1803	122	11	data	datum	NOUN
easat-1803	122	12	set	set	VERB
easat-1803	122	13	,	,	PUNCT
easat-1803	122	14	the	the	DET
easat-1803	122	15	results	result	NOUN
easat-1803	122	16	of	of	ADP
easat-1803	122	17	these	these	DET
easat-1803	122	18	forecasting	forecasting	NOUN
easat-1803	122	19	studies	study	NOUN
easat-1803	122	20	with	with	ADP
easat-1803	122	21	lstm	lstm	NOUN
easat-1803	122	22	-	-	PUNCT
easat-1803	122	23	based	base	VERB
easat-1803	122	24	approaches	approach	NOUN
easat-1803	122	25	are	be	AUX
easat-1803	122	26	quite	quite	ADV
easat-1803	122	27	successful	successful	ADJ
easat-1803	122	28	.	.	PUNCT
easat-1803	123	1	looking	look	VERB
easat-1803	123	2	at	at	ADP
easat-1803	123	3	table	table	NOUN
easat-1803	123	4	2	2	NUM
easat-1803	123	5	,	,	PUNCT
easat-1803	123	6	ec	ec	PROPN
easat-1803	123	7	forecasts	forecast	NOUN
easat-1803	123	8	as	as	ADP
easat-1803	123	9	univariate	univariate	ADJ
easat-1803	123	10	time	time	NOUN
easat-1803	123	11	-	-	PUNCT
easat-1803	123	12	series	series	NOUN
easat-1803	123	13	models	model	NOUN
easat-1803	123	14	are	be	AUX
easat-1803	123	15	realized	realize	VERB
easat-1803	123	16	in	in	ADP
easat-1803	123	17	short	short	ADJ
easat-1803	123	18	and	and	CCONJ
easat-1803	123	19	medium	medium	ADJ
easat-1803	123	20	-	-	PUNCT
easat-1803	123	21	term	term	NOUN
easat-1803	123	22	periods	period	NOUN
easat-1803	123	23	,	,	PUNCT
easat-1803	123	24	but	but	CCONJ
easat-1803	123	25	at	at	ADP
easat-1803	123	26	the	the	DET
easat-1803	123	27	aggregated	aggregate	VERB
easat-1803	123	28	system	system	NOUN
easat-1803	123	29	level	level	NOUN
easat-1803	123	30	.	.	PUNCT
easat-1803	124	1	in	in	ADP
easat-1803	124	2	these	these	DET
easat-1803	124	3	studies	study	NOUN
easat-1803	124	4	,	,	PUNCT
easat-1803	124	5	as	as	ADP
easat-1803	124	6	in	in	ADP
easat-1803	124	7	multivariate	multivariate	NOUN
easat-1803	124	8	time	time	NOUN
easat-1803	124	9	-	-	PUNCT
easat-1803	124	10	series	series	NOUN
easat-1803	124	11	models	model	NOUN
easat-1803	124	12	,	,	PUNCT
easat-1803	124	13	the	the	DET
easat-1803	124	14	simple	simple	ADJ
easat-1803	124	15	lstm	lstm	NOUN
easat-1803	124	16	model	model	NOUN
easat-1803	124	17	was	be	AUX
easat-1803	124	18	used	use	VERB
easat-1803	124	19	in	in	ADP
easat-1803	124	20	comparison	comparison	NOUN
easat-1803	124	21	with	with	ADP
easat-1803	124	22	other	other	ADJ
easat-1803	124	23	ml	ml	NOUN
easat-1803	124	24	-	-	PUNCT
easat-1803	124	25	based	base	VERB
easat-1803	124	26	models	model	NOUN
easat-1803	124	27	or	or	CCONJ
easat-1803	124	28	statistical	statistical	ADJ
easat-1803	124	29	models	model	NOUN
easat-1803	124	30	,	,	PUNCT
easat-1803	124	31	and	and	CCONJ
easat-1803	124	32	as	as	ADP
easat-1803	124	33	lstm	lstm	NOUN
easat-1803	124	34	models	model	NOUN
easat-1803	124	35	other	other	ADJ
easat-1803	124	36	than	than	ADP
easat-1803	124	37	this	this	DET
easat-1803	124	38	model	model	NOUN
easat-1803	124	39	,	,	PUNCT
easat-1803	124	40	lstm	lstm	ADJ
easat-1803	124	41	model	model	NOUN
easat-1803	124	42	variations	variation	NOUN
easat-1803	124	43	(	(	PUNCT
easat-1803	124	44	bi	bi	NOUN
easat-1803	124	45	-	-	ADJ
easat-1803	124	46	lstm	lstm	ADJ
easat-1803	124	47	,	,	PUNCT
easat-1803	124	48	lstm	lstm	ADJ
easat-1803	124	49	encoder	encoder	NOUN
easat-1803	124	50	-	-	PUNCT
easat-1803	124	51	decoder	decoder	NOUN
easat-1803	124	52	,	,	PUNCT
easat-1803	124	53	etc	etc	X
easat-1803	124	54	.	.	X
easat-1803	124	55	)	)	PUNCT
easat-1803	124	56	,	,	PUNCT
easat-1803	124	57	deep	deep	ADJ
easat-1803	124	58	lstm	lstm	NOUN
easat-1803	124	59	and	and	CCONJ
easat-1803	124	60	hybrid	hybrid	ADJ
easat-1803	124	61	or	or	CCONJ
easat-1803	124	62	ensemble	ensemble	ADJ
easat-1803	124	63	models	model	NOUN
easat-1803	124	64	created	create	VERB
easat-1803	124	65	by	by	ADP
easat-1803	124	66	combining	combine	VERB
easat-1803	124	67	the	the	DET
easat-1803	124	68	lstm	lstm	PROPN
easat-1803	124	69	model	model	NOUN
easat-1803	124	70	with	with	ADP
easat-1803	124	71	other	other	ADJ
easat-1803	124	72	ml	ml	NOUN
easat-1803	124	73	-	-	PUNCT
easat-1803	124	74	based	base	VERB
easat-1803	124	75	models	model	NOUN
easat-1803	124	76	were	be	AUX
easat-1803	124	77	applied	apply	VERB
easat-1803	124	78	.	.	PUNCT
easat-1803	125	1	table	table	NOUN
easat-1803	125	2	3	3	NUM
easat-1803	125	3	shows	show	VERB
easat-1803	125	4	the	the	DET
easat-1803	125	5	papers	paper	NOUN
easat-1803	125	6	in	in	ADP
easat-1803	125	7	which	which	PRON
easat-1803	125	8	both	both	CCONJ
easat-1803	125	9	multivariate	multivariate	VERB
easat-1803	125	10	and	and	CCONJ
easat-1803	125	11	univariate	univariate	ADJ
easat-1803	125	12	time	time	NOUN
easat-1803	125	13	-	-	PUNCT
easat-1803	125	14	series	series	NOUN
easat-1803	125	15	models	model	NOUN
easat-1803	125	16	were	be	AUX
easat-1803	125	17	studied	study	VERB
easat-1803	125	18	together	together	ADV
easat-1803	125	19	.	.	PUNCT
easat-1803	126	1	in	in	ADP
easat-1803	126	2	some	some	PRON
easat-1803	126	3	of	of	ADP
easat-1803	126	4	these	these	DET
easat-1803	126	5	papers	paper	NOUN
easat-1803	126	6	,	,	PUNCT
easat-1803	126	7	it	it	PRON
easat-1803	126	8	is	be	AUX
easat-1803	126	9	stated	state	VERB
easat-1803	126	10	that	that	SCONJ
easat-1803	126	11	lstm	lstm	NOUN
easat-1803	126	12	-	-	PUNCT
easat-1803	126	13	based	base	VERB
easat-1803	126	14	forecasting	forecasting	NOUN
easat-1803	126	15	models	model	NOUN
easat-1803	126	16	are	be	AUX
easat-1803	126	17	more	more	ADV
easat-1803	126	18	successful	successful	ADJ
easat-1803	126	19	on	on	ADP
easat-1803	126	20	multivariate	multivariate	NOUN
easat-1803	126	21	models	model	NOUN
easat-1803	126	22	.	.	PUNCT
easat-1803	127	1	in	in	ADP
easat-1803	127	2	multivariate	multivariate	NOUN
easat-1803	127	3	models	model	NOUN
easat-1803	127	4	,	,	PUNCT
easat-1803	127	5	it	it	PRON
easat-1803	127	6	has	have	AUX
easat-1803	127	7	been	be	AUX
easat-1803	127	8	observed	observe	VERB
easat-1803	127	9	that	that	SCONJ
easat-1803	127	10	more	more	ADV
easat-1803	127	11	successful	successful	ADJ
easat-1803	127	12	results	result	NOUN
easat-1803	127	13	are	be	AUX
easat-1803	127	14	obtained	obtain	VERB
easat-1803	127	15	with	with	ADP
easat-1803	127	16	features	feature	NOUN
easat-1803	127	17	that	that	PRON
easat-1803	127	18	are	be	AUX
easat-1803	127	19	determined	determine	VERB
easat-1803	127	20	by	by	ADP
easat-1803	127	21	feature	feature	NOUN
easat-1803	127	22	selection	selection	NOUN
easat-1803	127	23	and	and	CCONJ
easat-1803	127	24	have	have	VERB
easat-1803	127	25	a	a	DET
easat-1803	127	26	high	high	ADJ
easat-1803	127	27	correlation	correlation	NOUN
easat-1803	127	28	with	with	ADP
easat-1803	127	29	ec	ec	PROPN
easat-1803	127	30	forecast	forecast	NOUN
easat-1803	127	31	.	.	PUNCT
easat-1803	128	1	1019	1019	NUM
easat-1803	128	2	edelweiss	edelweiss	PROPN
easat-1803	128	3	applied	apply	VERB
easat-1803	128	4	science	science	NOUN
easat-1803	128	5	and	and	CCONJ
easat-1803	128	6	technology	technology	NOUN
easat-1803	128	7	issn	issn	PROPN
easat-1803	128	8	:	:	PUNCT
easat-1803	128	9	2576	2576	NUM
easat-1803	128	10	-	-	SYM
easat-1803	128	11	8484	8484	NUM
easat-1803	128	12	vol	vol	NOUN
easat-1803	128	13	.	.	PROPN
easat-1803	128	14	8	8	NUM
easat-1803	128	15	,	,	PUNCT
easat-1803	128	16	no	no	INTJ
easat-1803	128	17	.	.	NOUN
easat-1803	128	18	5	5	NUM
easat-1803	128	19	:	:	SYM
easat-1803	128	20	1014	1014	NUM
easat-1803	128	21	-	-	SYM
easat-1803	128	22	1037	1037	NUM
easat-1803	128	23	,	,	PUNCT
easat-1803	128	24	2024	2024	NUM
easat-1803	128	25	doi	doi	NOUN
easat-1803	128	26	:	:	PUNCT
easat-1803	128	27	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	128	28	©	©	PROPN
easat-1803	128	29	2024	2024	NUM
easat-1803	128	30	by	by	ADP
easat-1803	128	31	the	the	DET
easat-1803	128	32	authors	author	NOUN
easat-1803	128	33	;	;	PUNCT
easat-1803	128	34	licensee	licensee	PROPN
easat-1803	128	35	learning	learn	VERB
easat-1803	128	36	gate	gate	NOUN
easat-1803	128	37	table	table	NOUN
easat-1803	128	38	1	1	NUM
easat-1803	128	39	.	.	PUNCT
easat-1803	128	40	multivariate	multivariate	NOUN
easat-1803	128	41	time	time	NOUN
easat-1803	128	42	-	-	PUNCT
easat-1803	128	43	series	series	NOUN
easat-1803	128	44	ec	ec	PROPN
easat-1803	128	45	forecasting	forecasting	NOUN
easat-1803	128	46	papers	paper	NOUN
easat-1803	128	47	.	.	PUNCT
easat-1803	129	1	ref	ref	NOUN
easat-1803	129	2	.	.	PUNCT
easat-1803	130	1	model	model	NOUN
easat-1803	130	2	summarize	summarize	VERB
easat-1803	130	3	lagging	lag	VERB
easat-1803	130	4	steps	step	NOUN
easat-1803	130	5	forecasting	forecast	VERB
easat-1803	130	6	horizon	horizon	NOUN
easat-1803	130	7	results	result	VERB
easat-1803	130	8	[	[	X
easat-1803	130	9	16	16	NUM
easat-1803	130	10	]	]	PUNCT
easat-1803	130	11	a	a	DET
easat-1803	130	12	single	single	ADJ
easat-1803	130	13	scalable	scalable	ADJ
easat-1803	130	14	lstm	lstm	NOUN
easat-1803	130	15	a	a	DET
easat-1803	130	16	single	single	ADJ
easat-1803	130	17	but	but	CCONJ
easat-1803	130	18	complex	complex	ADJ
easat-1803	130	19	lstm	lstm	ADJ
easat-1803	130	20	model	model	NOUN
easat-1803	130	21	was	be	AUX
easat-1803	130	22	proposed	propose	VERB
easat-1803	130	23	,	,	PUNCT
easat-1803	130	24	capturing	capture	VERB
easat-1803	130	25	key	key	ADJ
easat-1803	130	26	features	feature	NOUN
easat-1803	130	27	of	of	ADP
easat-1803	130	28	individual	individual	ADJ
easat-1803	130	29	consumption	consumption	NOUN
easat-1803	130	30	and	and	CCONJ
easat-1803	130	31	household	household	NOUN
easat-1803	130	32	information	information	NOUN
easat-1803	130	33	.	.	PUNCT
easat-1803	131	1	24	24	NUM
easat-1803	131	2	hrs	hrs	NOUN
easat-1803	131	3	24	24	NUM
easat-1803	131	4	hrs	hrs	NOUN
easat-1803	131	5	the	the	DET
easat-1803	131	6	model	model	NOUN
easat-1803	131	7	achieves	achieve	VERB
easat-1803	131	8	promising	promise	VERB
easat-1803	131	9	results	result	NOUN
easat-1803	131	10	against	against	ADP
easat-1803	131	11	competitive	competitive	ADJ
easat-1803	131	12	benchmarks	benchmark	NOUN
easat-1803	131	13	,	,	PUNCT
easat-1803	131	14	outperforming	outperform	VERB
easat-1803	131	15	them	they	PRON
easat-1803	131	16	on	on	ADP
easat-1803	131	17	average	average	ADJ
easat-1803	131	18	by	by	ADP
easat-1803	131	19	more	more	ADJ
easat-1803	131	20	than	than	ADP
easat-1803	131	21	20	20	NUM
easat-1803	131	22	%	%	NOUN
easat-1803	131	23	over	over	ADP
easat-1803	131	24	all	all	DET
easat-1803	131	25	test	test	NOUN
easat-1803	131	26	periods	period	NOUN
easat-1803	131	27	and	and	CCONJ
easat-1803	131	28	all	all	DET
easat-1803	131	29	test	test	NOUN
easat-1803	131	30	measures	measure	NOUN
easat-1803	131	31	in	in	ADP
easat-1803	131	32	their	their	PRON
easat-1803	131	33	back	back	ADJ
easat-1803	131	34	-	-	PUNCT
easat-1803	131	35	testing	testing	NOUN
easat-1803	131	36	experiment	experiment	NOUN
easat-1803	131	37	.	.	PUNCT
easat-1803	132	1	[	[	X
easat-1803	132	2	17	17	NUM
easat-1803	132	3	]	]	X
easat-1803	132	4	arima	arima	PROPN
easat-1803	132	5	,	,	PUNCT
easat-1803	132	6	sarima	sarima	NOUN
easat-1803	132	7	and	and	CCONJ
easat-1803	132	8	lstm	lstm	NOUN
easat-1803	132	9	analyzing	analyze	VERB
easat-1803	132	10	the	the	DET
easat-1803	132	11	collected	collect	VERB
easat-1803	132	12	smart	smart	ADJ
easat-1803	132	13	meter	meter	NOUN
easat-1803	132	14	data	datum	NOUN
easat-1803	132	15	to	to	PART
easat-1803	132	16	predict	predict	VERB
easat-1803	132	17	the	the	DET
easat-1803	132	18	daily	daily	ADJ
easat-1803	132	19	ec	ec	PROPN
easat-1803	132	20	using	use	VERB
easat-1803	132	21	arima	arima	PROPN
easat-1803	132	22	,	,	PUNCT
easat-1803	132	23	sarima	sarima	NOUN
easat-1803	132	24	,	,	PUNCT
easat-1803	132	25	and	and	CCONJ
easat-1803	132	26	lstm	lstm	NOUN
easat-1803	132	27	provides	provide	VERB
easat-1803	132	28	insights	insight	NOUN
easat-1803	132	29	into	into	ADP
easat-1803	132	30	factors	factor	NOUN
easat-1803	132	31	influencing	influence	VERB
easat-1803	132	32	ec	ec	PROPN
easat-1803	132	33	to	to	PART
easat-1803	132	34	support	support	VERB
easat-1803	132	35	decision	decision	NOUN
easat-1803	132	36	-	-	PUNCT
easat-1803	132	37	making	making	NOUN
easat-1803	132	38	.	.	PUNCT
easat-1803	133	1	lags	lag	VERB
easat-1803	133	2	up	up	ADP
easat-1803	133	3	to	to	PART
easat-1803	133	4	7	7	NUM
easat-1803	133	5	days	day	NOUN
easat-1803	133	6	,	,	PUNCT
easat-1803	133	7	for	for	ADP
easat-1803	133	8	hrs	hrs	NOUN
easat-1803	133	9	12	12	NUM
easat-1803	133	10	lags	lag	NOUN
easat-1803	133	11	distributed	distribute	VERB
easat-1803	133	12	in	in	ADP
easat-1803	133	13	quarter	quarter	NOUN
easat-1803	133	14	1	1	NUM
easat-1803	133	15	step	step	NOUN
easat-1803	133	16	the	the	DET
easat-1803	133	17	results	result	NOUN
easat-1803	133	18	indicate	indicate	VERB
easat-1803	133	19	a	a	DET
easat-1803	133	20	strong	strong	ADJ
easat-1803	133	21	positive	positive	ADJ
easat-1803	133	22	correlation	correlation	NOUN
easat-1803	133	23	between	between	ADP
easat-1803	133	24	ec	ec	PROPN
easat-1803	133	25	and	and	CCONJ
easat-1803	133	26	humidity	humidity	NOUN
easat-1803	133	27	,	,	PUNCT
easat-1803	133	28	and	and	CCONJ
easat-1803	133	29	a	a	DET
easat-1803	133	30	significant	significant	ADJ
easat-1803	133	31	negative	negative	ADJ
easat-1803	133	32	correlation	correlation	NOUN
easat-1803	133	33	between	between	ADP
easat-1803	133	34	ec	ec	PROPN
easat-1803	133	35	and	and	CCONJ
easat-1803	133	36	temperature	temperature	NOUN
easat-1803	133	37	.	.	PUNCT
easat-1803	134	1	dew	dew	NOUN
easat-1803	134	2	point	point	NOUN
easat-1803	134	3	and	and	CCONJ
easat-1803	134	4	uv	uv	NOUN
easat-1803	134	5	index	index	NOUN
easat-1803	134	6	,	,	PUNCT
easat-1803	134	7	as	as	ADV
easat-1803	134	8	well	well	ADV
easat-1803	134	9	as	as	ADP
easat-1803	134	10	cloud	cloud	ADJ
easat-1803	134	11	cover	cover	NOUN
easat-1803	134	12	and	and	CCONJ
easat-1803	134	13	visibility	visibility	NOUN
easat-1803	134	14	index	index	NOUN
easat-1803	134	15	,	,	PUNCT
easat-1803	134	16	show	show	VERB
easat-1803	134	17	multicollinearity	multicollinearity	NOUN
easat-1803	134	18	with	with	ADP
easat-1803	134	19	temperature	temperature	NOUN
easat-1803	134	20	and	and	CCONJ
easat-1803	134	21	humidity	humidity	NOUN
easat-1803	134	22	respectively	respectively	ADV
easat-1803	134	23	.	.	PUNCT
easat-1803	135	1	overall	overall	ADJ
easat-1803	135	2	,	,	PUNCT
easat-1803	135	3	lstm	lstm	NOUN
easat-1803	135	4	outperforms	outperform	VERB
easat-1803	135	5	arima	arima	NOUN
easat-1803	135	6	and	and	CCONJ
easat-1803	135	7	sarima	sarima	NOUN
easat-1803	135	8	with	with	ADP
easat-1803	135	9	an	an	DET
easat-1803	135	10	average	average	ADJ
easat-1803	135	11	mae	mae	PROPN
easat-1803	135	12	of	of	ADP
easat-1803	135	13	0.23	0.23	NUM
easat-1803	135	14	.	.	PUNCT
easat-1803	136	1	[	[	X
easat-1803	136	2	18	18	NUM
easat-1803	136	3	]	]	X
easat-1803	136	4	cnn	cnn	PROPN
easat-1803	136	5	-	-	PUNCT
easat-1803	136	6	lstm	lstm	VERB
easat-1803	136	7	the	the	DET
easat-1803	136	8	performance	performance	NOUN
easat-1803	136	9	using	use	VERB
easat-1803	136	10	a	a	DET
easat-1803	136	11	cnn	cnn	PROPN
easat-1803	136	12	-	-	PUNCT
easat-1803	136	13	lstm	lstm	ADJ
easat-1803	136	14	model	model	NOUN
easat-1803	136	15	to	to	PART
easat-1803	136	16	predict	predict	VERB
easat-1803	136	17	residential	residential	ADJ
easat-1803	136	18	ec	ec	PROPN
easat-1803	136	19	was	be	AUX
easat-1803	136	20	benchmarked	benchmarke	VERB
easat-1803	136	21	against	against	ADP
easat-1803	136	22	lstm	lstm	PROPN
easat-1803	136	23	,	,	PUNCT
easat-1803	136	24	gru	gru	PROPN
easat-1803	136	25	,	,	PUNCT
easat-1803	136	26	bilstm	bilstm	NOUN
easat-1803	136	27	,	,	PUNCT
easat-1803	136	28	and	and	CCONJ
easat-1803	136	29	attention	attention	NOUN
easat-1803	136	30	lstm	lstm	NOUN
easat-1803	136	31	models	model	NOUN
easat-1803	136	32	.	.	PUNCT
easat-1803	137	1	60	60	NUM
easat-1803	137	2	min	min	NOUN
easat-1803	137	3	.	.	PROPN
easat-1803	137	4	60	60	NUM
easat-1803	137	5	min	min	NOUN
easat-1803	137	6	.	.	PUNCT
easat-1803	138	1	the	the	DET
easat-1803	138	2	cnn	cnn	PROPN
easat-1803	138	3	-	-	PUNCT
easat-1803	138	4	lstm	lstm	PROPN
easat-1803	138	5	model	model	NOUN
easat-1803	138	6	achieved	achieve	VERB
easat-1803	138	7	the	the	DET
easat-1803	138	8	highest	high	ADJ
easat-1803	138	9	performance	performance	NOUN
easat-1803	138	10	with	with	ADP
easat-1803	138	11	the	the	DET
easat-1803	138	12	mse	mse	NOUN
easat-1803	138	13	of	of	ADP
easat-1803	138	14	0.37	0.37	NUM
easat-1803	138	15	,	,	PUNCT
easat-1803	138	16	outperforming	outperform	VERB
easat-1803	138	17	lstm	lstm	PROPN
easat-1803	138	18	,	,	PUNCT
easat-1803	138	19	gru	gru	PROPN
easat-1803	138	20	,	,	PUNCT
easat-1803	138	21	bi	bi	NOUN
easat-1803	138	22	-	-	ADJ
easat-1803	138	23	lstm	lstm	ADJ
easat-1803	138	24	,	,	PUNCT
easat-1803	138	25	and	and	CCONJ
easat-1803	138	26	attention	attention	NOUN
easat-1803	138	27	lstm	lstm	NOUN
easat-1803	138	28	across	across	ADP
easat-1803	138	29	minute	minute	NOUN
easat-1803	138	30	,	,	PUNCT
easat-1803	138	31	hour	hour	NOUN
easat-1803	138	32	,	,	PUNCT
easat-1803	138	33	day	day	NOUN
easat-1803	138	34	,	,	PUNCT
easat-1803	138	35	and	and	CCONJ
easat-1803	138	36	week	week	NOUN
easat-1803	138	37	unit	unit	NOUN
easat-1803	138	38	resolutions	resolution	NOUN
easat-1803	138	39	.	.	PUNCT
easat-1803	139	1	[	[	X
easat-1803	139	2	19	19	NUM
easat-1803	139	3	]	]	PUNCT
easat-1803	139	4	a	a	DET
easat-1803	139	5	cnn	cnn	PROPN
easat-1803	139	6	-	-	PUNCT
easat-1803	139	7	lstm	lstm	PROPN
easat-1803	139	8	model	model	NOUN
easat-1803	139	9	developed	develop	VERB
easat-1803	139	10	a	a	DET
easat-1803	139	11	cnn	cnn	PROPN
easat-1803	139	12	-	-	PUNCT
easat-1803	139	13	lstm	lstm	ADJ
easat-1803	139	14	model	model	NOUN
easat-1803	139	15	using	use	VERB
easat-1803	139	16	multivariate	multivariate	NOUN
easat-1803	139	17	augmentation	augmentation	NOUN
easat-1803	139	18	.	.	PUNCT
easat-1803	140	1	conducted	conduct	VERB
easat-1803	140	2	state	state	NOUN
easat-1803	140	3	-	-	PUNCT
easat-1803	140	4	level	level	NOUN
easat-1803	140	5	analysis	analysis	NOUN
easat-1803	140	6	and	and	CCONJ
easat-1803	140	7	training	training	NOUN
easat-1803	140	8	to	to	PART
easat-1803	140	9	demonstrate	demonstrate	VERB
easat-1803	140	10	forecasting	forecasting	NOUN
easat-1803	140	11	accuracy	accuracy	NOUN
easat-1803	140	12	for	for	ADP
easat-1803	140	13	regional	regional	ADJ
easat-1803	140	14	energy	energy	NOUN
easat-1803	140	15	consumption	consumption	NOUN
easat-1803	140	16	.	.	PUNCT
easat-1803	141	1	30	30	NUM
easat-1803	141	2	days	day	NOUN
easat-1803	141	3	1	1	NUM
easat-1803	141	4	day	day	NOUN
easat-1803	141	5	the	the	DET
easat-1803	141	6	pooling	pooling	NOUN
easat-1803	141	7	layer	layer	NOUN
easat-1803	141	8	of	of	ADP
easat-1803	141	9	the	the	DET
easat-1803	141	10	1d	1d	NUM
easat-1803	141	11	cnn	cnn	PROPN
easat-1803	141	12	reduced	reduce	VERB
easat-1803	141	13	noise	noise	NOUN
easat-1803	141	14	,	,	PUNCT
easat-1803	141	15	lowering	lower	VERB
easat-1803	141	16	rmse	rmse	NOUN
easat-1803	141	17	and	and	CCONJ
easat-1803	141	18	mape	mape	NOUN
easat-1803	141	19	values	value	NOUN
easat-1803	141	20	.	.	PUNCT
easat-1803	142	1	the	the	DET
easat-1803	142	2	lstm	lstm	ADJ
easat-1803	142	3	layer	layer	NOUN
easat-1803	142	4	,	,	PUNCT
easat-1803	142	5	receiving	receive	VERB
easat-1803	142	6	inputs	input	NOUN
easat-1803	142	7	for	for	ADP
easat-1803	142	8	each	each	DET
easat-1803	142	9	time	time	NOUN
easat-1803	142	10	step	step	NOUN
easat-1803	142	11	,	,	PUNCT
easat-1803	142	12	was	be	AUX
easat-1803	142	13	ideal	ideal	ADJ
easat-1803	142	14	for	for	ADP
easat-1803	142	15	processing	processing	NOUN
easat-1803	142	16	time	time	NOUN
easat-1803	142	17	series	series	PROPN
easat-1803	142	18	data	data	PROPN
easat-1803	142	19	.	.	PUNCT
easat-1803	143	1	extensive	extensive	ADJ
easat-1803	143	2	experiments	experiment	NOUN
easat-1803	143	3	and	and	CCONJ
easat-1803	143	4	ablation	ablation	NOUN
easat-1803	143	5	studies	study	NOUN
easat-1803	143	6	were	be	AUX
easat-1803	143	7	conducted	conduct	VERB
easat-1803	143	8	to	to	PART
easat-1803	143	9	showcase	showcase	VERB
easat-1803	143	10	the	the	DET
easat-1803	143	11	advantages	advantage	NOUN
easat-1803	143	12	of	of	ADP
easat-1803	143	13	the	the	DET
easat-1803	143	14	proposed	propose	VERB
easat-1803	143	15	cnnlstm	cnnlstm	NOUN
easat-1803	143	16	architecture	architecture	NOUN
easat-1803	143	17	coupled	couple	VERB
easat-1803	143	18	with	with	ADP
easat-1803	143	19	multivariate	multivariate	NOUN
easat-1803	143	20	augmentation	augmentation	NOUN
easat-1803	143	21	for	for	ADP
easat-1803	143	22	provincial	provincial	ADJ
easat-1803	143	23	ec	ec	PROPN
easat-1803	143	24	time	time	NOUN
easat-1803	143	25	series	series	PROPN
easat-1803	143	26	forecasting	forecasting	NOUN
easat-1803	143	27	.	.	PUNCT
easat-1803	144	1	[	[	X
easat-1803	144	2	20	20	NUM
easat-1803	144	3	]	]	PUNCT
easat-1803	144	4	dlstm	dlstm	NOUN
easat-1803	144	5	for	for	ADP
easat-1803	144	6	big	big	ADJ
easat-1803	144	7	data	datum	NOUN
easat-1803	144	8	,	,	PUNCT
easat-1803	144	9	a	a	DET
easat-1803	144	10	dl	dl	NOUN
easat-1803	144	11	-	-	PUNCT
easat-1803	144	12	based	base	VERB
easat-1803	144	13	price	price	NOUN
easat-1803	144	14	and	and	CCONJ
easat-1803	144	15	demand	demand	NOUN
easat-1803	144	16	forecasting	forecasting	NOUN
easat-1803	144	17	model	model	NOUN
easat-1803	144	18	was	be	AUX
easat-1803	144	19	proposed	propose	VERB
easat-1803	144	20	.	.	PUNCT
easat-1803	145	1	the	the	DET
easat-1803	145	2	suggested	suggest	VERB
easat-1803	145	3	dlstm	dlstm	NOUN
easat-1803	145	4	was	be	AUX
easat-1803	145	5	benchmarked	benchmarke	VERB
easat-1803	145	6	against	against	ADP
easat-1803	145	7	traditional	traditional	ADJ
easat-1803	145	8	ann	ann	PROPN
easat-1803	145	9	models	model	NOUN
easat-1803	145	10	:	:	PUNCT
easat-1803	145	11	:	:	PUNCT
easat-1803	145	12	narx	narx	PROPN
easat-1803	145	13	variables	variable	NOUN
easat-1803	145	14	and	and	CCONJ
easat-1803	145	15	elm	elm	PROPN
easat-1803	145	16	.	.	PUNCT
easat-1803	146	1	unspecified	unspecified	PROPN
easat-1803	146	2	unspecified	unspecified	ADJ
easat-1803	146	3	the	the	DET
easat-1803	146	4	dlstm	dlstm	ADJ
easat-1803	146	5	network	network	NOUN
easat-1803	146	6	was	be	AUX
easat-1803	146	7	trained	train	VERB
easat-1803	146	8	with	with	ADP
easat-1803	146	9	monthly	monthly	ADJ
easat-1803	146	10	data	datum	NOUN
easat-1803	146	11	and	and	CCONJ
easat-1803	146	12	outperformed	outperform	VERB
easat-1803	146	13	other	other	ADJ
easat-1803	146	14	methods	method	NOUN
easat-1803	146	15	in	in	ADP
easat-1803	146	16	accuracy	accuracy	NOUN
easat-1803	146	17	.	.	PUNCT
easat-1803	147	1	the	the	DET
easat-1803	147	2	dlstm	dlstm	PROPN
easat-1803	147	3	has	have	VERB
easat-1803	147	4	an	an	DET
easat-1803	147	5	mae	mae	PROPN
easat-1803	147	6	of	of	ADP
easat-1803	147	7	2.9	2.9	NUM
easat-1803	147	8	,	,	PUNCT
easat-1803	147	9	while	while	SCONJ
easat-1803	147	10	the	the	DET
easat-1803	147	11	benchmark	benchmark	NOUN
easat-1803	147	12	method	method	NOUN
easat-1803	147	13	has	have	VERB
easat-1803	147	14	an	an	DET
easat-1803	147	15	mae	mae	PROPN
easat-1803	147	16	of	of	ADP
easat-1803	147	17	9.7	9.7	NUM
easat-1803	147	18	.	.	PUNCT
easat-1803	148	1	the	the	DET
easat-1803	148	2	proposed	propose	VERB
easat-1803	148	3	method	method	NOUN
easat-1803	148	4	's	's	PART
easat-1803	148	5	nrmse	nrmse	NOUN
easat-1803	148	6	is	be	AUX
easat-1803	148	7	0.087	0.087	NUM
easat-1803	148	8	,	,	PUNCT
easat-1803	148	9	compared	compare	VERB
easat-1803	148	10	to	to	ADP
easat-1803	148	11	1020	1020	NUM
easat-1803	148	12	edelweiss	edelweiss	PROPN
easat-1803	148	13	applied	apply	VERB
easat-1803	148	14	science	science	NOUN
easat-1803	148	15	and	and	CCONJ
easat-1803	148	16	technology	technology	NOUN
easat-1803	148	17	issn	issn	PROPN
easat-1803	148	18	:	:	PUNCT
easat-1803	148	19	2576	2576	NUM
easat-1803	148	20	-	-	SYM
easat-1803	148	21	8484	8484	NUM
easat-1803	148	22	vol	vol	NOUN
easat-1803	148	23	.	.	PROPN
easat-1803	148	24	8	8	NUM
easat-1803	148	25	,	,	PUNCT
easat-1803	148	26	no	no	INTJ
easat-1803	148	27	.	.	NOUN
easat-1803	148	28	5	5	NUM
easat-1803	148	29	:	:	SYM
easat-1803	148	30	1014	1014	NUM
easat-1803	148	31	-	-	SYM
easat-1803	148	32	1037	1037	NUM
easat-1803	148	33	,	,	PUNCT
easat-1803	148	34	2024	2024	NUM
easat-1803	148	35	doi	doi	NOUN
easat-1803	148	36	:	:	PUNCT
easat-1803	148	37	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	148	38	©	©	PROPN
easat-1803	148	39	2024	2024	NUM
easat-1803	148	40	by	by	ADP
easat-1803	148	41	the	the	DET
easat-1803	148	42	authors	author	NOUN
easat-1803	148	43	;	;	PUNCT
easat-1803	148	44	licensee	licensee	PROPN
easat-1803	148	45	learning	learning	NOUN
easat-1803	148	46	gate	gate	VERB
easat-1803	148	47	the	the	DET
easat-1803	148	48	benchmark	benchmark	NOUN
easat-1803	148	49	's	's	PART
easat-1803	148	50	mape	mape	NOUN
easat-1803	148	51	of	of	ADP
easat-1803	148	52	0.2	0.2	NUM
easat-1803	148	53	.	.	PUNCT
easat-1803	149	1	[	[	X
easat-1803	149	2	21	21	NUM
easat-1803	149	3	]	]	X
easat-1803	149	4	lstm	lstm	NOUN
easat-1803	149	5	a	a	DET
easat-1803	149	6	time	time	NOUN
easat-1803	149	7	series	series	NOUN
easat-1803	149	8	forecasting	forecasting	NOUN
easat-1803	149	9	model	model	NOUN
easat-1803	149	10	utilizing	utilize	VERB
easat-1803	149	11	lstm	lstm	NOUN
easat-1803	149	12	with	with	ADP
easat-1803	149	13	social	social	ADJ
easat-1803	149	14	and	and	CCONJ
easat-1803	149	15	weather	weather	NOUN
easat-1803	149	16	-	-	PUNCT
easat-1803	149	17	related	relate	VERB
easat-1803	149	18	variables	variable	NOUN
easat-1803	149	19	was	be	AUX
easat-1803	149	20	proposed	propose	VERB
easat-1803	149	21	.	.	PUNCT
easat-1803	150	1	the	the	DET
easat-1803	150	2	performance	performance	NOUN
easat-1803	150	3	of	of	ADP
easat-1803	150	4	the	the	DET
easat-1803	150	5	lstm	lstm	PROPN
easat-1803	150	6	model	model	NOUN
easat-1803	150	7	was	be	AUX
easat-1803	150	8	benchmarked	benchmarke	VERB
easat-1803	150	9	against	against	ADP
easat-1803	150	10	the	the	DET
easat-1803	150	11	svr	svr	PROPN
easat-1803	150	12	,	,	PUNCT
easat-1803	150	13	ann	ann	PROPN
easat-1803	150	14	,	,	PUNCT
easat-1803	150	15	arima	arima	PROPN
easat-1803	150	16	and	and	CCONJ
easat-1803	150	17	mlr	mlr	NOUN
easat-1803	150	18	models	model	NOUN
easat-1803	150	19	.	.	PUNCT
easat-1803	151	1	24	24	NUM
easat-1803	151	2	months	month	NOUN
easat-1803	151	3	24	24	NUM
easat-1803	151	4	months	month	NOUN
easat-1803	151	5	the	the	DET
easat-1803	151	6	lstm	lstm	PROPN
easat-1803	151	7	model	model	NOUN
easat-1803	151	8	outperformed	outperform	VERB
easat-1803	151	9	four	four	NUM
easat-1803	151	10	benchmark	benchmark	NOUN
easat-1803	151	11	models	model	NOUN
easat-1803	151	12	in	in	ADP
easat-1803	151	13	mape	mape	NOUN
easat-1803	151	14	.	.	PUNCT
easat-1803	152	1	[	[	X
easat-1803	152	2	22	22	NUM
easat-1803	152	3	]	]	X
easat-1803	152	4	ceemdan	ceemdan	PROPN
easat-1803	152	5	-	-	PUNCT
easat-1803	152	6	se	se	PROPN
easat-1803	152	7	and	and	CCONJ
easat-1803	152	8	lstm	lstm	NOUN
easat-1803	152	9	this	this	DET
easat-1803	152	10	study	study	NOUN
easat-1803	152	11	developed	develop	VERB
easat-1803	152	12	a	a	DET
easat-1803	152	13	model	model	NOUN
easat-1803	152	14	called	call	VERB
easat-1803	152	15	ceemdan	ceemdan	PROPN
easat-1803	152	16	-	-	PUNCT
easat-1803	152	17	se	se	NOUN
easat-1803	152	18	-	-	NOUN
easat-1803	152	19	lstm	lstm	ADJ
easat-1803	152	20	to	to	PART
easat-1803	152	21	forecast	forecast	VERB
easat-1803	152	22	ultrashort	ultrashort	NOUN
easat-1803	152	23	-	-	PUNCT
easat-1803	152	24	term	term	NOUN
easat-1803	152	25	electricity	electricity	NOUN
easat-1803	152	26	load	load	NOUN
easat-1803	152	27	in	in	ADP
easat-1803	152	28	changsha	changsha	PROPN
easat-1803	152	29	,	,	PUNCT
easat-1803	152	30	china	china	PROPN
easat-1803	152	31	.	.	PUNCT
easat-1803	153	1	the	the	DET
easat-1803	153	2	model	model	NOUN
easat-1803	153	3	takes	take	VERB
easat-1803	153	4	into	into	ADP
easat-1803	153	5	account	account	NOUN
easat-1803	153	6	meteorological	meteorological	ADJ
easat-1803	153	7	and	and	CCONJ
easat-1803	153	8	holiday	holiday	NOUN
easat-1803	153	9	factors	factor	NOUN
easat-1803	153	10	.	.	PUNCT
easat-1803	154	1	2	2	NUM
easat-1803	154	2	,	,	PUNCT
easat-1803	154	3	4	4	NUM
easat-1803	154	4	,	,	PUNCT
easat-1803	154	5	6	6	NUM
easat-1803	154	6	,	,	PUNCT
easat-1803	154	7	8	8	NUM
easat-1803	154	8	,	,	PUNCT
easat-1803	154	9	10	10	NUM
easat-1803	154	10	,	,	PUNCT
easat-1803	154	11	12	12	NUM
easat-1803	154	12	,	,	PUNCT
easat-1803	154	13	24	24	NUM
easat-1803	154	14	,	,	PUNCT
easat-1803	154	15	36	36	NUM
easat-1803	154	16	,	,	PUNCT
easat-1803	154	17	48	48	NUM
easat-1803	154	18	,	,	PUNCT
easat-1803	154	19	60	60	NUM
easat-1803	154	20	,	,	PUNCT
easat-1803	154	21	and	and	CCONJ
easat-1803	154	22	72	72	NUM
easat-1803	154	23	hrs	hrs	NOUN
easat-1803	154	24	4	4	NUM
easat-1803	154	25	&	&	CCONJ
easat-1803	154	26	8	8	NUM
easat-1803	154	27	hrs	hrs	NOUN
easat-1803	154	28	the	the	DET
easat-1803	154	29	ceemdan	ceemdan	PROPN
easat-1803	154	30	-	-	PUNCT
easat-1803	154	31	se	se	ADJ
easat-1803	154	32	-	-	ADJ
easat-1803	154	33	lstm	lstm	ADJ
easat-1803	154	34	model	model	NOUN
easat-1803	154	35	demonstrated	demonstrate	VERB
easat-1803	154	36	superior	superior	ADJ
easat-1803	154	37	performance	performance	NOUN
easat-1803	154	38	compared	compare	VERB
easat-1803	154	39	to	to	ADP
easat-1803	154	40	the	the	DET
easat-1803	154	41	arma	arma	NOUN
easat-1803	154	42	,	,	PUNCT
easat-1803	154	43	lstm	lstm	ADJ
easat-1803	154	44	single	single	ADJ
easat-1803	154	45	-	-	PUNCT
easat-1803	154	46	prediction	prediction	NOUN
easat-1803	154	47	,	,	PUNCT
easat-1803	154	48	eemd	eemd	NOUN
easat-1803	154	49	-	-	NOUN
easat-1803	154	50	lstm	lstm	ADJ
easat-1803	154	51	,	,	PUNCT
easat-1803	154	52	and	and	CCONJ
easat-1803	154	53	ceemdan	ceemdan	ADJ
easat-1803	154	54	-	-	PUNCT
easat-1803	154	55	lstm	lstm	ADJ
easat-1803	154	56	models	model	NOUN
easat-1803	154	57	,	,	PUNCT
easat-1803	154	58	with	with	ADP
easat-1803	154	59	significantly	significantly	ADV
easat-1803	154	60	lower	low	ADJ
easat-1803	154	61	rmse	rmse	PROPN
easat-1803	154	62	,	,	PUNCT
easat-1803	154	63	mae	mae	PROPN
easat-1803	154	64	,	,	PUNCT
easat-1803	154	65	and	and	CCONJ
easat-1803	154	66	mape	mape	NOUN
easat-1803	154	67	values	value	NOUN
easat-1803	154	68	of	of	ADP
easat-1803	154	69	62.102	62.102	NUM
easat-1803	154	70	,	,	PUNCT
easat-1803	154	71	47.490	47.490	NUM
easat-1803	154	72	,	,	PUNCT
easat-1803	154	73	and	and	CCONJ
easat-1803	154	74	1.649	1.649	NUM
easat-1803	154	75	%	%	NOUN
easat-1803	154	76	respectively	respectively	ADV
easat-1803	154	77	.	.	PUNCT
easat-1803	155	1	[	[	X
easat-1803	155	2	23	23	NUM
easat-1803	155	3	]	]	PUNCT
easat-1803	155	4	bi	bi	ADJ
easat-1803	155	5	-	-	ADJ
easat-1803	155	6	lstm	lstm	ADJ
easat-1803	155	7	-	-	PUNCT
easat-1803	155	8	based	base	VERB
easat-1803	155	9	encoder	encoder	NOUN
easat-1803	155	10	-	-	PUNCT
easat-1803	155	11	decoder	decoder	NOUN
easat-1803	155	12	with	with	ADP
easat-1803	155	13	an	an	DET
easat-1803	155	14	attention	attention	NOUN
easat-1803	155	15	mechanism	mechanism	NOUN
easat-1803	155	16	a	a	DET
easat-1803	155	17	dl	dl	PROPN
easat-1803	155	18	structure	structure	NOUN
easat-1803	155	19	using	use	VERB
easat-1803	155	20	bi	bi	ADJ
easat-1803	155	21	-	-	ADJ
easat-1803	155	22	lstm	lstm	ADJ
easat-1803	155	23	layers	layer	NOUN
easat-1803	155	24	and	and	CCONJ
easat-1803	155	25	a	a	DET
easat-1803	155	26	temporal	temporal	ADJ
easat-1803	155	27	attention	attention	NOUN
easat-1803	155	28	mechanism	mechanism	NOUN
easat-1803	155	29	is	be	AUX
easat-1803	155	30	proposed	propose	VERB
easat-1803	155	31	to	to	PART
easat-1803	155	32	learn	learn	VERB
easat-1803	155	33	long	long	ADJ
easat-1803	155	34	-	-	PUNCT
easat-1803	155	35	term	term	NOUN
easat-1803	155	36	dependencies	dependency	NOUN
easat-1803	155	37	and	and	CCONJ
easat-1803	155	38	hidden	hide	VERB
easat-1803	155	39	correlation	correlation	NOUN
easat-1803	155	40	features	feature	NOUN
easat-1803	155	41	in	in	ADP
easat-1803	155	42	multivariate	multivariate	NOUN
easat-1803	155	43	temporal	temporal	ADJ
easat-1803	155	44	data	datum	NOUN
easat-1803	155	45	.	.	PUNCT
easat-1803	156	1	arbitrary	arbitrary	ADJ
easat-1803	156	2	lengths	length	NOUN
easat-1803	156	3	from	from	ADP
easat-1803	156	4	1	1	NUM
easat-1803	156	5	to	to	PART
easat-1803	156	6	6	6	NUM
easat-1803	156	7	steps	step	NOUN
easat-1803	156	8	the	the	DET
easat-1803	156	9	experiment	experiment	NOUN
easat-1803	156	10	results	result	VERB
easat-1803	156	11	from	from	ADP
easat-1803	156	12	five	five	NUM
easat-1803	156	13	multivariate	multivariate	NOUN
easat-1803	156	14	time	time	NOUN
easat-1803	156	15	series	series	PROPN
easat-1803	156	16	datasets	dataset	NOUN
easat-1803	156	17	provided	provide	VERB
easat-1803	156	18	compelling	compelling	ADJ
easat-1803	156	19	evidence	evidence	NOUN
easat-1803	156	20	that	that	SCONJ
easat-1803	156	21	the	the	DET
easat-1803	156	22	proposed	propose	VERB
easat-1803	156	23	model	model	NOUN
easat-1803	156	24	has	have	AUX
easat-1803	156	25	the	the	DET
easat-1803	156	26	capability	capability	NOUN
easat-1803	156	27	to	to	PART
easat-1803	156	28	accurately	accurately	ADV
easat-1803	156	29	forecast	forecast	VERB
easat-1803	156	30	multi	multi	ADJ
easat-1803	156	31	-	-	ADJ
easat-1803	156	32	step	step	ADJ
easat-1803	156	33	time	time	NOUN
easat-1803	156	34	series	series	PROPN
easat-1803	156	35	values	value	NOUN
easat-1803	156	36	,	,	PUNCT
easat-1803	156	37	irrespective	irrespective	ADV
easat-1803	156	38	of	of	ADP
easat-1803	156	39	short	short	ADJ
easat-1803	156	40	-	-	PUNCT
easat-1803	156	41	term	term	NOUN
easat-1803	156	42	or	or	CCONJ
easat-1803	156	43	long	long	ADJ
easat-1803	156	44	-	-	PUNCT
easat-1803	156	45	term	term	NOUN
easat-1803	156	46	time	time	NOUN
easat-1803	156	47	step	step	NOUN
easat-1803	156	48	conditions	condition	NOUN
easat-1803	156	49	.	.	PUNCT
easat-1803	157	1	[	[	X
easat-1803	157	2	24	24	NUM
easat-1803	157	3	]	]	X
easat-1803	157	4	svr	svr	PROPN
easat-1803	157	5	,	,	PUNCT
easat-1803	157	6	lstm	lstm	PROPN
easat-1803	157	7	,	,	PUNCT
easat-1803	157	8	gru	gru	PROPN
easat-1803	157	9	,	,	PUNCT
easat-1803	157	10	cnnlstm	cnnlstm	NOUN
easat-1803	157	11	,	,	PUNCT
easat-1803	157	12	cnngru	cnngru	NOUN
easat-1803	157	13	svr	svr	PROPN
easat-1803	157	14	,	,	PUNCT
easat-1803	157	15	lstm	lstm	PROPN
easat-1803	157	16	,	,	PUNCT
easat-1803	157	17	gru	gru	PROPN
easat-1803	157	18	,	,	PUNCT
easat-1803	157	19	cnn	cnn	PROPN
easat-1803	157	20	-	-	PUNCT
easat-1803	157	21	lstm	lstm	PROPN
easat-1803	157	22	,	,	PUNCT
easat-1803	157	23	and	and	CCONJ
easat-1803	157	24	cnn	cnn	PROPN
easat-1803	157	25	-	-	PUNCT
easat-1803	157	26	gru	gru	PROPN
easat-1803	157	27	models	model	NOUN
easat-1803	157	28	were	be	AUX
easat-1803	157	29	compared	compare	VERB
easat-1803	157	30	to	to	PART
easat-1803	157	31	predict	predict	VERB
easat-1803	157	32	energy	energy	NOUN
easat-1803	157	33	consumption	consumption	NOUN
easat-1803	157	34	data	datum	NOUN
easat-1803	157	35	of	of	ADP
easat-1803	157	36	smart	smart	ADJ
easat-1803	157	37	homes	home	NOUN
easat-1803	157	38	.	.	PUNCT
easat-1803	158	1	1	1	NUM
easat-1803	158	2	step	step	NOUN
easat-1803	158	3	1	1	NUM
easat-1803	158	4	step	step	NOUN
easat-1803	158	5	as	as	ADP
easat-1803	158	6	the	the	DET
easat-1803	158	7	data	data	NOUN
easat-1803	158	8	amount	amount	NOUN
easat-1803	158	9	increases	increase	NOUN
easat-1803	158	10	,	,	PUNCT
easat-1803	158	11	svr	svr	PROPN
easat-1803	158	12	's	's	PART
easat-1803	158	13	performance	performance	NOUN
easat-1803	158	14	degrades	degrade	VERB
easat-1803	158	15	more	more	ADJ
easat-1803	158	16	than	than	ADP
easat-1803	158	17	dl	dl	PROPN
easat-1803	158	18	techniques	technique	NOUN
easat-1803	158	19	,	,	PUNCT
easat-1803	158	20	indicating	indicate	VERB
easat-1803	158	21	that	that	SCONJ
easat-1803	158	22	ml	ml	NOUN
easat-1803	158	23	techniques	technique	NOUN
easat-1803	158	24	may	may	AUX
easat-1803	158	25	not	not	PART
easat-1803	158	26	be	be	AUX
easat-1803	158	27	suitable	suitable	ADJ
easat-1803	158	28	for	for	ADP
easat-1803	158	29	the	the	DET
easat-1803	158	30	task	task	NOUN
easat-1803	158	31	.	.	PUNCT
easat-1803	159	1	the	the	DET
easat-1803	159	2	cnn	cnn	PROPN
easat-1803	159	3	-	-	PUNCT
easat-1803	159	4	gru	gru	PROPN
easat-1803	159	5	architecture	architecture	NOUN
easat-1803	159	6	performed	perform	VERB
easat-1803	159	7	best	good	ADJ
easat-1803	159	8	for	for	ADP
easat-1803	159	9	daily	daily	ADJ
easat-1803	159	10	granularity	granularity	NOUN
easat-1803	159	11	,	,	PUNCT
easat-1803	159	12	while	while	SCONJ
easat-1803	159	13	the	the	DET
easat-1803	159	14	lstm	lstm	NOUN
easat-1803	159	15	was	be	AUX
easat-1803	159	16	best	good	ADJ
easat-1803	159	17	for	for	ADP
easat-1803	159	18	hourly	hourly	ADJ
easat-1803	159	19	granularity	granularity	NOUN
easat-1803	159	20	.	.	PUNCT
easat-1803	160	1	the	the	DET
easat-1803	160	2	lstm	lstm	NOUN
easat-1803	160	3	outperformed	outperform	VERB
easat-1803	160	4	the	the	DET
easat-1803	160	5	cnn	cnn	PROPN
easat-1803	160	6	-	-	PUNCT
easat-1803	160	7	gru	gru	NOUN
easat-1803	160	8	architecture	architecture	NOUN
easat-1803	160	9	by	by	ADP
easat-1803	160	10	0.4	0.4	NUM
easat-1803	160	11	%	%	NOUN
easat-1803	160	12	in	in	ADP
easat-1803	160	13	terms	term	NOUN
easat-1803	160	14	of	of	ADP
easat-1803	160	15	mae	mae	PROPN
easat-1803	160	16	,	,	PUNCT
easat-1803	160	17	while	while	SCONJ
easat-1803	160	18	the	the	DET
easat-1803	160	19	cnn	cnn	PROPN
easat-1803	160	20	-	-	PUNCT
easat-1803	160	21	gru	gru	PROPN
easat-1803	160	22	outperformed	outperform	VERB
easat-1803	160	23	the	the	DET
easat-1803	160	24	lstm	lstm	NOUN
easat-1803	160	25	by	by	ADP
easat-1803	160	26	17.4	17.4	NUM
easat-1803	160	27	%	%	NOUN
easat-1803	160	28	for	for	ADP
easat-1803	160	29	daily	daily	ADJ
easat-1803	160	30	granularity	granularity	NOUN
easat-1803	160	31	.	.	PUNCT
easat-1803	161	1	[	[	X
easat-1803	161	2	25	25	NUM
easat-1803	161	3	]	]	PUNCT
easat-1803	161	4	lstm	lstm	ADJ
easat-1803	161	5	encoder	encoder	NOUN
easat-1803	161	6	–	–	PUNCT
easat-1803	161	7	decoder	decoder	NOUN
easat-1803	161	8	a	a	DET
easat-1803	161	9	day	day	NOUN
easat-1803	161	10	-	-	PUNCT
easat-1803	161	11	ahead	ahead	NOUN
easat-1803	161	12	forecasting	forecasting	NOUN
easat-1803	161	13	technique	technique	NOUN
easat-1803	161	14	for	for	ADP
easat-1803	161	15	individual	individual	ADJ
easat-1803	161	16	residential	residential	ADJ
easat-1803	161	17	load	load	NOUN
easat-1803	161	18	demand	demand	NOUN
easat-1803	161	19	based	base	VERB
easat-1803	161	20	on	on	ADP
easat-1803	161	21	the	the	DET
easat-1803	161	22	lstm	lstm	ADJ
easat-1803	161	23	encoder	encoder	NOUN
easat-1803	161	24	-	-	PUNCT
easat-1803	161	25	decoder	decoder	NOUN
easat-1803	161	26	architecture	architecture	NOUN
easat-1803	161	27	with	with	ADP
easat-1803	161	28	both	both	CCONJ
easat-1803	161	29	past	past	ADJ
easat-1803	161	30	and	and	CCONJ
easat-1803	161	31	future	future	ADJ
easat-1803	161	32	exogenous	exogenous	ADJ
easat-1803	161	33	inputs	input	NOUN
easat-1803	161	34	was	be	AUX
easat-1803	161	35	presented	present	VERB
easat-1803	161	36	.	.	PUNCT
easat-1803	162	1	48	48	NUM
easat-1803	162	2	steps	step	NOUN
easat-1803	162	3	(	(	PUNCT
easat-1803	162	4	half	half	DET
easat-1803	162	5	an	an	DET
easat-1803	162	6	hour	hour	NOUN
easat-1803	162	7	)	)	PUNCT
easat-1803	162	8	48	48	NUM
easat-1803	162	9	steps	step	NOUN
easat-1803	162	10	(	(	PUNCT
easat-1803	162	11	half	half	DET
easat-1803	162	12	an	an	DET
easat-1803	162	13	hour	hour	NOUN
easat-1803	162	14	)	)	PUNCT
easat-1803	162	15	the	the	DET
easat-1803	162	16	proposed	propose	VERB
easat-1803	162	17	model	model	NOUN
easat-1803	162	18	outperformed	outperform	VERB
easat-1803	162	19	three	three	NUM
easat-1803	162	20	selected	select	VERB
easat-1803	162	21	benchmark	benchmark	NOUN
easat-1803	162	22	methods	method	NOUN
easat-1803	162	23	narx	narx	NOUN
easat-1803	162	24	,	,	PUNCT
easat-1803	162	25	ann	ann	PROPN
easat-1803	162	26	,	,	PUNCT
easat-1803	162	27	block	block	VERB
easat-1803	162	28	lstm	lstm	NOUN
easat-1803	162	29	,	,	PUNCT
easat-1803	162	30	and	and	CCONJ
easat-1803	162	31	naïve	naïve	ADJ
easat-1803	162	32	seasonal	seasonal	NOUN
easat-1803	162	33	by	by	ADP
easat-1803	162	34	reducing	reduce	VERB
easat-1803	162	35	the	the	DET
easat-1803	162	36	mean	mean	ADJ
easat-1803	162	37	absolute	absolute	ADJ
easat-1803	162	38	scaled	scale	VERB
easat-1803	162	39	error	error	NOUN
easat-1803	162	40	by	by	ADP
easat-1803	162	41	up	up	ADP
easat-1803	162	42	to	to	PART
easat-1803	162	43	8	8	NUM
easat-1803	162	44	%	%	NOUN
easat-1803	162	45	.	.	PUNCT
easat-1803	163	1	[	[	X
easat-1803	163	2	26	26	NUM
easat-1803	163	3	]	]	X
easat-1803	163	4	lstm	lstm	ADJ
easat-1803	163	5	,	,	PUNCT
easat-1803	163	6	bi	bi	NOUN
easat-1803	163	7	-	-	ADJ
easat-1803	163	8	lstm	lstm	ADJ
easat-1803	163	9	and	and	CCONJ
easat-1803	163	10	gru	gru	PROPN
easat-1803	163	11	lstm	lstm	PROPN
easat-1803	163	12	,	,	PUNCT
easat-1803	163	13	bi	bi	NOUN
easat-1803	163	14	-	-	ADJ
easat-1803	163	15	lstm	lstm	ADJ
easat-1803	163	16	,	,	PUNCT
easat-1803	163	17	and	and	CCONJ
easat-1803	163	18	gru	gru	PROPN
easat-1803	163	19	were	be	AUX
easat-1803	163	20	compared	compare	VERB
easat-1803	163	21	for	for	ADP
easat-1803	163	22	the	the	DET
easat-1803	163	23	prediction	prediction	NOUN
easat-1803	163	24	of	of	ADP
easat-1803	163	25	miscellaneous	miscellaneous	ADJ
easat-1803	163	26	electric	electric	ADJ
easat-1803	163	27	loads	load	NOUN
easat-1803	163	28	(	(	PUNCT
easat-1803	163	29	mel	mel	PROPN
easat-1803	163	30	)	)	PUNCT
easat-1803	163	31	.	.	PUNCT
easat-1803	164	1	unspecified	unspecified	ADJ
easat-1803	164	2	1	1	NUM
easat-1803	164	3	day	day	NOUN
easat-1803	164	4	and	and	CCONJ
easat-1803	164	5	1	1	NUM
easat-1803	164	6	week	week	NOUN
easat-1803	164	7	the	the	DET
easat-1803	164	8	study	study	NOUN
easat-1803	164	9	's	's	PART
easat-1803	164	10	results	result	NOUN
easat-1803	164	11	indicated	indicate	VERB
easat-1803	164	12	that	that	SCONJ
easat-1803	164	13	both	both	CCONJ
easat-1803	164	14	the	the	DET
easat-1803	164	15	bilstm	bilstm	NOUN
easat-1803	164	16	and	and	CCONJ
easat-1803	164	17	gru	gru	NOUN
easat-1803	164	18	models	model	NOUN
easat-1803	164	19	outperformed	outperform	VERB
easat-1803	164	20	the	the	DET
easat-1803	164	21	lstm	lstm	PROPN
easat-1803	164	22	model	model	NOUN
easat-1803	164	23	,	,	PUNCT
easat-1803	164	24	especially	especially	ADV
easat-1803	164	25	for	for	ADP
easat-1803	164	26	longer	long	ADJ
easat-1803	164	27	prediction	prediction	NOUN
easat-1803	164	28	horizons	horizon	NOUN
easat-1803	164	29	.	.	PUNCT
easat-1803	165	1	https://www.sciencedirect.com/topics/computer-science/attention-machine-learning	https://www.sciencedirect.com/topics/computer-science/attention-machine-learne	VERB
easat-1803	165	2	https://www.sciencedirect.com/topics/computer-science/attention-machine-learning	https://www.sciencedirect.com/topics/computer-science/attention-machine-learne	VERB
easat-1803	165	3	1021	1021	NUM
easat-1803	165	4	edelweiss	edelweiss	PROPN
easat-1803	165	5	applied	apply	VERB
easat-1803	165	6	science	science	NOUN
easat-1803	165	7	and	and	CCONJ
easat-1803	165	8	technology	technology	NOUN
easat-1803	165	9	issn	issn	PROPN
easat-1803	165	10	:	:	PUNCT
easat-1803	165	11	2576	2576	NUM
easat-1803	165	12	-	-	SYM
easat-1803	165	13	8484	8484	NUM
easat-1803	165	14	vol	vol	NOUN
easat-1803	165	15	.	.	PROPN
easat-1803	165	16	8	8	NUM
easat-1803	165	17	,	,	PUNCT
easat-1803	165	18	no	no	INTJ
easat-1803	165	19	.	.	NOUN
easat-1803	165	20	5	5	NUM
easat-1803	165	21	:	:	SYM
easat-1803	165	22	1014	1014	NUM
easat-1803	165	23	-	-	SYM
easat-1803	165	24	1037	1037	NUM
easat-1803	165	25	,	,	PUNCT
easat-1803	165	26	2024	2024	NUM
easat-1803	165	27	doi	doi	NOUN
easat-1803	165	28	:	:	PUNCT
easat-1803	165	29	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	165	30	©	©	PROPN
easat-1803	165	31	2024	2024	NUM
easat-1803	165	32	by	by	ADP
easat-1803	165	33	the	the	DET
easat-1803	165	34	authors	author	NOUN
easat-1803	165	35	;	;	PUNCT
easat-1803	165	36	licensee	licensee	PROPN
easat-1803	165	37	learning	learning	NOUN
easat-1803	165	38	gate	gate	NOUN
easat-1803	166	1	[	[	X
easat-1803	166	2	27	27	NUM
easat-1803	166	3	]	]	X
easat-1803	166	4	cnn	cnn	PROPN
easat-1803	166	5	-	-	PUNCT
easat-1803	166	6	lstm	lstm	VERB
easat-1803	166	7	an	an	DET
easat-1803	166	8	stlf	stlf	NOUN
easat-1803	166	9	integrated	integrate	VERB
easat-1803	166	10	the	the	DET
easat-1803	166	11	lstm	lstm	PROPN
easat-1803	166	12	and	and	CCONJ
easat-1803	166	13	cnn	cnn	PROPN
easat-1803	166	14	models	model	NOUN
easat-1803	166	15	,	,	PUNCT
easat-1803	166	16	taking	take	VERB
easat-1803	166	17	into	into	ADP
easat-1803	166	18	account	account	NOUN
easat-1803	166	19	each	each	PRON
easat-1803	166	20	's	's	PART
easat-1803	166	21	advantages	advantage	NOUN
easat-1803	166	22	.	.	PUNCT
easat-1803	167	1	the	the	DET
easat-1803	167	2	suggested	suggest	VERB
easat-1803	167	3	cnn	cnn	PROPN
easat-1803	167	4	-	-	PUNCT
easat-1803	167	5	lstm	lstm	ADJ
easat-1803	167	6	approach	approach	NOUN
easat-1803	167	7	was	be	AUX
easat-1803	167	8	benchmarked	benchmarke	VERB
easat-1803	167	9	against	against	ADP
easat-1803	167	10	the	the	DET
easat-1803	167	11	lstm	lstm	PROPN
easat-1803	167	12	,	,	PUNCT
easat-1803	167	13	rbfn	rbfn	NOUN
easat-1803	167	14	,	,	PUNCT
easat-1803	167	15	and	and	CCONJ
easat-1803	167	16	xgboost	xgboost	ADJ
easat-1803	167	17	models	model	NOUN
easat-1803	167	18	.	.	PUNCT
easat-1803	168	1	7	7	NUM
easat-1803	168	2	days	day	NOUN
easat-1803	168	3	24	24	NUM
easat-1803	168	4	hrs	hrs	NOUN
easat-1803	168	5	,	,	PUNCT
easat-1803	168	6	48	48	NUM
easat-1803	168	7	hrs	hrs	NOUN
easat-1803	168	8	,	,	PUNCT
easat-1803	168	9	1	1	NUM
easat-1803	168	10	week	week	NOUN
easat-1803	168	11	,	,	PUNCT
easat-1803	168	12	1	1	NUM
easat-1803	168	13	month	month	NOUN
easat-1803	168	14	the	the	DET
easat-1803	168	15	cnn	cnn	PROPN
easat-1803	168	16	-	-	PUNCT
easat-1803	168	17	lstm	lstm	ADJ
easat-1803	168	18	approach	approach	NOUN
easat-1803	168	19	outperformed	outperform	VERB
easat-1803	168	20	the	the	DET
easat-1803	168	21	lstm	lstm	PROPN
easat-1803	168	22	,	,	PUNCT
easat-1803	168	23	rbfn	rbfn	NOUN
easat-1803	168	24	,	,	PUNCT
easat-1803	168	25	and	and	CCONJ
easat-1803	168	26	xgboost	xgboost	ADJ
easat-1803	168	27	models	model	NOUN
easat-1803	168	28	in	in	ADP
easat-1803	168	29	terms	term	NOUN
easat-1803	168	30	of	of	ADP
easat-1803	168	31	mae	mae	PROPN
easat-1803	168	32	,	,	PUNCT
easat-1803	168	33	rmse	rmse	NOUN
easat-1803	168	34	,	,	PUNCT
easat-1803	168	35	and	and	CCONJ
easat-1803	168	36	mape	mape	NOUN
easat-1803	168	37	values	value	NOUN
easat-1803	168	38	.	.	PUNCT
easat-1803	169	1	it	it	PRON
easat-1803	169	2	is	be	AUX
easat-1803	169	3	observed	observe	VERB
easat-1803	169	4	that	that	SCONJ
easat-1803	169	5	the	the	DET
easat-1803	169	6	cnn	cnn	PROPN
easat-1803	169	7	-	-	PUNCT
easat-1803	169	8	lstm	lstm	ADJ
easat-1803	169	9	approach	approach	NOUN
easat-1803	169	10	effectively	effectively	ADV
easat-1803	169	11	handles	handle	VERB
easat-1803	169	12	long	long	ADJ
easat-1803	169	13	-	-	PUNCT
easat-1803	169	14	sequence	sequence	NOUN
easat-1803	169	15	ec	ec	PROPN
easat-1803	169	16	data	datum	NOUN
easat-1803	169	17	and	and	CCONJ
easat-1803	169	18	predicts	predict	VERB
easat-1803	169	19	future	future	ADJ
easat-1803	169	20	ec	ec	PROPN
easat-1803	169	21	for	for	ADP
easat-1803	169	22	a	a	DET
easat-1803	169	23	substantial	substantial	ADJ
easat-1803	169	24	period	period	NOUN
easat-1803	169	25	of	of	ADP
easat-1803	169	26	time	time	NOUN
easat-1803	169	27	.	.	PUNCT
easat-1803	170	1	[	[	X
easat-1803	170	2	28	28	NUM
easat-1803	170	3	]	]	X
easat-1803	170	4	parallel	parallel	NOUN
easat-1803	170	5	dlstmcnn	dlstmcnn	VERB
easat-1803	170	6	the	the	DET
easat-1803	170	7	lstm	lstm	PROPN
easat-1803	170	8	-	-	PUNCT
easat-1803	170	9	cnn	cnn	PROPN
easat-1803	170	10	combination	combination	NOUN
easat-1803	170	11	has	have	AUX
easat-1803	170	12	enabled	enable	VERB
easat-1803	170	13	the	the	DET
easat-1803	170	14	development	development	NOUN
easat-1803	170	15	of	of	ADP
easat-1803	170	16	an	an	DET
easat-1803	170	17	advanced	advanced	ADJ
easat-1803	170	18	approach	approach	NOUN
easat-1803	170	19	for	for	ADP
easat-1803	170	20	short	short	ADJ
easat-1803	170	21	-	-	PUNCT
easat-1803	170	22	term	term	NOUN
easat-1803	170	23	load	load	NOUN
easat-1803	170	24	forecasting	forecasting	NOUN
easat-1803	170	25	,	,	PUNCT
easat-1803	170	26	known	know	VERB
easat-1803	170	27	as	as	ADP
easat-1803	170	28	plcnet	plcnet	NOUN
easat-1803	170	29	,	,	PUNCT
easat-1803	170	30	which	which	PRON
easat-1803	170	31	has	have	AUX
easat-1803	170	32	promising	promise	VERB
easat-1803	170	33	potential	potential	NOUN
easat-1803	170	34	for	for	ADP
easat-1803	170	35	accurately	accurately	ADV
easat-1803	170	36	predicting	predict	VERB
easat-1803	170	37	load	load	NOUN
easat-1803	170	38	dynamics	dynamic	NOUN
easat-1803	170	39	.	.	PUNCT
easat-1803	171	1	malaysian	malaysian	ADJ
easat-1803	171	2	case	case	NOUN
easat-1803	171	3	:	:	PUNCT
easat-1803	171	4	72	72	NUM
easat-1803	171	5	hrs	hrs	NOUN
easat-1803	171	6	,	,	PUNCT
easat-1803	171	7	4	4	NUM
easat-1803	171	8	days	day	NOUN
easat-1803	171	9	,	,	PUNCT
easat-1803	171	10	10	10	NUM
easat-1803	171	11	days	day	NOUN
easat-1803	171	12	.	.	PUNCT
easat-1803	172	1	german	german	ADJ
easat-1803	172	2	case	case	NOUN
easat-1803	172	3	:	:	PUNCT
easat-1803	172	4	7	7	NUM
easat-1803	172	5	days	day	NOUN
easat-1803	172	6	,	,	PUNCT
easat-1803	172	7	10	10	NUM
easat-1803	172	8	days	day	NOUN
easat-1803	172	9	,	,	PUNCT
easat-1803	172	10	30	30	NUM
easat-1803	172	11	days	day	NOUN
easat-1803	172	12	.	.	PUNCT
easat-1803	173	1	next	next	ADJ
easat-1803	173	2	24	24	NUM
easat-1803	173	3	and	and	CCONJ
easat-1803	173	4	48	48	NUM
easat-1803	173	5	hrs	hrs	NOUN
easat-1803	173	6	,	,	PUNCT
easat-1803	173	7	and	and	CCONJ
easat-1803	173	8	next	next	ADJ
easat-1803	173	9	10	10	NUM
easat-1803	173	10	days	day	NOUN
easat-1803	173	11	(	(	PUNCT
easat-1803	173	12	malaysian	malaysian	ADJ
easat-1803	173	13	case	case	NOUN
easat-1803	173	14	)	)	PUNCT
easat-1803	173	15	.	.	PUNCT
easat-1803	174	1	next	next	ADJ
easat-1803	174	2	7	7	NUM
easat-1803	174	3	,	,	PUNCT
easat-1803	174	4	10	10	NUM
easat-1803	174	5	,	,	PUNCT
easat-1803	174	6	and	and	CCONJ
easat-1803	174	7	30	30	NUM
easat-1803	174	8	days	day	NOUN
easat-1803	174	9	(	(	PUNCT
easat-1803	174	10	german	german	ADJ
easat-1803	174	11	case	case	NOUN
easat-1803	174	12	)	)	PUNCT
easat-1803	174	13	.	.	PUNCT
easat-1803	175	1	the	the	DET
easat-1803	175	2	plcnet	plcnet	NOUN
easat-1803	175	3	model	model	NOUN
easat-1803	175	4	demonstrated	demonstrate	VERB
easat-1803	175	5	notable	notable	ADJ
easat-1803	175	6	improvements	improvement	NOUN
easat-1803	175	7	in	in	ADP
easat-1803	175	8	accuracy	accuracy	NOUN
easat-1803	175	9	across	across	ADP
easat-1803	175	10	different	different	ADJ
easat-1803	175	11	time	time	NOUN
easat-1803	175	12	horizons	horizon	NOUN
easat-1803	175	13	,	,	PUNCT
easat-1803	175	14	boosting	boost	VERB
easat-1803	175	15	performance	performance	NOUN
easat-1803	175	16	from	from	ADP
easat-1803	175	17	82.49	82.49	NUM
easat-1803	175	18	%	%	NOUN
easat-1803	175	19	to	to	ADP
easat-1803	175	20	91.31	91.31	NUM
easat-1803	175	21	%	%	NOUN
easat-1803	175	22	for	for	ADP
easat-1803	175	23	the	the	DET
easat-1803	175	24	german	german	ADJ
easat-1803	175	25	data	datum	NOUN
easat-1803	175	26	and	and	CCONJ
easat-1803	175	27	from	from	ADP
easat-1803	175	28	94.16	94.16	NUM
easat-1803	175	29	%	%	NOUN
easat-1803	175	30	to	to	ADP
easat-1803	175	31	98.14	98.14	NUM
easat-1803	175	32	%	%	NOUN
easat-1803	175	33	for	for	ADP
easat-1803	175	34	the	the	DET
easat-1803	175	35	malaysian	malaysian	ADJ
easat-1803	175	36	data	datum	NOUN
easat-1803	175	37	.	.	PUNCT
easat-1803	176	1	[	[	X
easat-1803	176	2	29	29	NUM
easat-1803	176	3	]	]	X
easat-1803	176	4	lstm	lstm	NOUN
easat-1803	176	5	the	the	DET
easat-1803	176	6	lstm	lstm	PROPN
easat-1803	176	7	model	model	NOUN
easat-1803	176	8	was	be	AUX
easat-1803	176	9	used	use	VERB
easat-1803	176	10	to	to	PART
easat-1803	176	11	predict	predict	VERB
easat-1803	176	12	residential	residential	ADJ
easat-1803	176	13	ec	ec	NOUN
easat-1803	176	14	by	by	ADP
easat-1803	176	15	aggregating	aggregate	VERB
easat-1803	176	16	loads	load	NOUN
easat-1803	176	17	from	from	ADP
easat-1803	176	18	an	an	DET
easat-1803	176	19	optimized	optimize	VERB
easat-1803	176	20	selection	selection	NOUN
easat-1803	176	21	of	of	ADP
easat-1803	176	22	households	household	NOUN
easat-1803	176	23	by	by	ADP
easat-1803	176	24	the	the	DET
easat-1803	176	25	optics	optic	NOUN
easat-1803	176	26	algorithm	algorithm	NOUN
easat-1803	176	27	.	.	PUNCT
easat-1803	177	1	the	the	DET
easat-1803	177	2	proposed	propose	VERB
easat-1803	177	3	method	method	NOUN
easat-1803	177	4	was	be	AUX
easat-1803	177	5	compared	compare	VERB
easat-1803	177	6	with	with	ADP
easat-1803	177	7	svr	svr	NOUN
easat-1803	177	8	-	-	PUNCT
easat-1803	177	9	based	base	VERB
easat-1803	177	10	and	and	CCONJ
easat-1803	177	11	bpnn	bpnn	NOUN
easat-1803	177	12	-	-	PUNCT
easat-1803	177	13	based	base	VERB
easat-1803	177	14	methods	method	NOUN
easat-1803	177	15	.	.	PUNCT
easat-1803	178	1	6	6	NUM
easat-1803	178	2	steps	step	NOUN
easat-1803	178	3	(	(	PUNCT
easat-1803	178	4	3	3	NUM
easat-1803	178	5	hrs	hrs	NOUN
easat-1803	178	6	)	)	PUNCT
easat-1803	178	7	and	and	CCONJ
easat-1803	178	8	48	48	NUM
easat-1803	178	9	steps	step	NOUN
easat-1803	178	10	(	(	PUNCT
easat-1803	178	11	24	24	NUM
easat-1803	178	12	hrs	hrs	NOUN
easat-1803	178	13	)	)	PUNCT
easat-1803	178	14	half	half	DET
easat-1803	178	15	an	an	DET
easat-1803	178	16	hour	hour	NOUN
easat-1803	178	17	the	the	DET
easat-1803	178	18	results	result	NOUN
easat-1803	178	19	showed	show	VERB
easat-1803	178	20	that	that	SCONJ
easat-1803	178	21	the	the	DET
easat-1803	178	22	proposed	propose	VERB
easat-1803	178	23	method	method	NOUN
easat-1803	178	24	performed	perform	VERB
easat-1803	178	25	the	the	DET
easat-1803	178	26	best	good	ADJ
easat-1803	178	27	in	in	ADP
easat-1803	178	28	terms	term	NOUN
easat-1803	178	29	of	of	ADP
easat-1803	178	30	the	the	DET
easat-1803	178	31	mape	mape	NOUN
easat-1803	178	32	metric	metric	ADJ
easat-1803	178	33	among	among	ADP
easat-1803	178	34	the	the	DET
easat-1803	178	35	benchmarking	benchmarke	VERB
easat-1803	178	36	methods	method	NOUN
easat-1803	178	37	in	in	ADP
easat-1803	178	38	all	all	DET
easat-1803	178	39	cases	case	NOUN
easat-1803	178	40	.	.	PUNCT
easat-1803	179	1	moreover	moreover	ADV
easat-1803	179	2	,	,	PUNCT
easat-1803	179	3	the	the	DET
easat-1803	179	4	resulting	result	VERB
easat-1803	179	5	mape	mape	NOUN
easat-1803	179	6	value	value	NOUN
easat-1803	179	7	is	be	AUX
easat-1803	179	8	less	less	ADJ
easat-1803	179	9	than	than	ADP
easat-1803	179	10	10	10	NUM
easat-1803	179	11	%	%	NOUN
easat-1803	179	12	,	,	PUNCT
easat-1803	179	13	which	which	PRON
easat-1803	179	14	is	be	AUX
easat-1803	179	15	quite	quite	ADV
easat-1803	179	16	sufficient	sufficient	ADJ
easat-1803	179	17	for	for	ADP
easat-1803	179	18	microgrid	microgrid	NOUN
easat-1803	179	19	dispatch	dispatch	NOUN
easat-1803	179	20	.	.	PUNCT
easat-1803	180	1	[	[	X
easat-1803	180	2	30	30	NUM
easat-1803	180	3	]	]	X
easat-1803	180	4	lstm	lstm	NOUN
easat-1803	180	5	network	network	NOUN
easat-1803	180	6	with	with	ADP
easat-1803	180	7	transfer	transfer	NOUN
easat-1803	180	8	learning	learn	VERB
easat-1803	180	9	the	the	DET
easat-1803	180	10	authors	author	NOUN
easat-1803	180	11	utilized	utilize	VERB
easat-1803	180	12	the	the	DET
easat-1803	180	13	lstm	lstm	PROPN
easat-1803	180	14	network	network	NOUN
easat-1803	180	15	with	with	ADP
easat-1803	180	16	xcorr	xcorr	PROPN
easat-1803	180	17	transfer	transfer	NOUN
easat-1803	180	18	learning	learning	NOUN
easat-1803	180	19	for	for	ADP
easat-1803	180	20	lf	lf	PROPN
easat-1803	180	21	.	.	PUNCT
easat-1803	181	1	they	they	PRON
easat-1803	181	2	cross	cros	VERB
easat-1803	181	3	-	-	VERB
easat-1803	181	4	correlated	correlate	VERB
easat-1803	181	5	the	the	DET
easat-1803	181	6	time	time	NOUN
easat-1803	181	7	series	series	NOUN
easat-1803	181	8	to	to	PART
easat-1803	181	9	determine	determine	VERB
easat-1803	181	10	the	the	DET
easat-1803	181	11	training	training	NOUN
easat-1803	181	12	data	datum	NOUN
easat-1803	181	13	set	set	VERB
easat-1803	181	14	and	and	CCONJ
easat-1803	181	15	used	use	VERB
easat-1803	181	16	transfer	transfer	NOUN
easat-1803	181	17	learning	learn	VERB
easat-1803	181	18	to	to	PART
easat-1803	181	19	predict	predict	VERB
easat-1803	181	20	a	a	DET
easat-1803	181	21	new	new	ADJ
easat-1803	181	22	dataset	dataset	NOUN
easat-1803	181	23	.	.	PUNCT
easat-1803	182	1	1	1	NUM
easat-1803	182	2	step	step	NOUN
easat-1803	182	3	(	(	PUNCT
easat-1803	182	4	15minute	15minute	NUM
easat-1803	182	5	)	)	PUNCT
easat-1803	182	6	1	1	NUM
easat-1803	182	7	step	step	NOUN
easat-1803	182	8	(	(	PUNCT
easat-1803	182	9	15minute	15minute	NUM
easat-1803	182	10	)	)	PUNCT
easat-1803	182	11	the	the	DET
easat-1803	182	12	rmse	rmse	NOUN
easat-1803	182	13	,	,	PUNCT
easat-1803	182	14	mape	mape	NOUN
easat-1803	182	15	and	and	CCONJ
easat-1803	182	16	mae	mae	PROPN
easat-1803	182	17	scores	score	NOUN
easat-1803	182	18	indicated	indicate	VERB
easat-1803	182	19	that	that	SCONJ
easat-1803	182	20	,	,	PUNCT
easat-1803	182	21	compared	compare	VERB
easat-1803	182	22	to	to	ADP
easat-1803	182	23	the	the	DET
easat-1803	182	24	rf	rf	NOUN
easat-1803	182	25	,	,	PUNCT
easat-1803	182	26	xgb	xgb	PROPN
easat-1803	182	27	and	and	CCONJ
easat-1803	182	28	lgbm	lgbm	ADJ
easat-1803	182	29	models	model	NOUN
easat-1803	182	30	,	,	PUNCT
easat-1803	182	31	the	the	DET
easat-1803	182	32	lstm	lstm	NOUN
easat-1803	182	33	with	with	ADP
easat-1803	182	34	transfer	transfer	NOUN
easat-1803	182	35	learning	learning	NOUN
easat-1803	182	36	was	be	AUX
easat-1803	182	37	successful	successful	ADJ
easat-1803	182	38	in	in	ADP
easat-1803	182	39	predicting	predict	VERB
easat-1803	182	40	ec	ec	PROPN
easat-1803	182	41	in	in	ADP
easat-1803	182	42	buildings	building	NOUN
easat-1803	182	43	with	with	ADP
easat-1803	182	44	the	the	DET
easat-1803	182	45	least	least	ADJ
easat-1803	182	46	amount	amount	NOUN
easat-1803	182	47	of	of	ADP
easat-1803	182	48	energy	energy	NOUN
easat-1803	182	49	data	datum	NOUN
easat-1803	182	50	..	..	PUNCT
easat-1803	183	1	[	[	X
easat-1803	183	2	31	31	NUM
easat-1803	183	3	]	]	X
easat-1803	183	4	lstm	lstm	PROPN
easat-1803	183	5	,	,	PUNCT
easat-1803	183	6	rf	rf	ADJ
easat-1803	183	7	,	,	PUNCT
easat-1803	183	8	and	and	CCONJ
easat-1803	183	9	xgboost	xgboost	ADV
easat-1803	183	10	lstm	lstm	PROPN
easat-1803	183	11	,	,	PUNCT
easat-1803	183	12	rf	rf	PRON
easat-1803	183	13	and	and	CCONJ
easat-1803	183	14	xgboost	xgboost	ADV
easat-1803	183	15	were	be	AUX
easat-1803	183	16	investigated	investigate	VERB
easat-1803	183	17	to	to	PART
easat-1803	183	18	predict	predict	VERB
easat-1803	183	19	energy	energy	NOUN
easat-1803	183	20	consumption	consumption	NOUN
easat-1803	183	21	in	in	ADP
easat-1803	183	22	korea	korea	PROPN
easat-1803	183	23	.	.	PUNCT
easat-1803	184	1	these	these	DET
easat-1803	184	2	methods	method	NOUN
easat-1803	184	3	were	be	AUX
easat-1803	184	4	employed	employ	VERB
easat-1803	184	5	on	on	ADP
easat-1803	184	6	a	a	DET
easat-1803	184	7	time	time	NOUN
easat-1803	184	8	series	series	NOUN
easat-1803	184	9	prior	prior	ADV
easat-1803	184	10	to	to	ADP
easat-1803	184	11	and	and	CCONJ
easat-1803	184	12	following	follow	VERB
easat-1803	184	13	the	the	DET
easat-1803	184	14	covid-19	covid-19	PROPN
easat-1803	184	15	pandemic	pandemic	NOUN
easat-1803	184	16	.	.	PUNCT
easat-1803	185	1	unspecified	unspecified	ADJ
easat-1803	185	2	unspecified	unspecified	ADJ
easat-1803	185	3	the	the	DET
easat-1803	185	4	results	result	NOUN
easat-1803	185	5	indicated	indicate	VERB
easat-1803	185	6	that	that	SCONJ
easat-1803	185	7	the	the	DET
easat-1803	185	8	lstm	lstm	PROPN
easat-1803	185	9	model	model	NOUN
easat-1803	185	10	had	have	VERB
easat-1803	185	11	lower	low	ADJ
easat-1803	185	12	rmse	rmse	NOUN
easat-1803	185	13	and	and	CCONJ
easat-1803	185	14	mape	mape	NOUN
easat-1803	185	15	in	in	ADP
easat-1803	185	16	the	the	DET
easat-1803	185	17	first	first	ADJ
easat-1803	185	18	period	period	NOUN
easat-1803	185	19	,	,	PUNCT
easat-1803	185	20	while	while	SCONJ
easat-1803	185	21	rf	rf	PRON
easat-1803	185	22	had	have	VERB
easat-1803	185	23	lower	low	ADJ
easat-1803	185	24	rmse	rmse	NOUN
easat-1803	185	25	and	and	CCONJ
easat-1803	185	26	mape	mape	NOUN
easat-1803	185	27	in	in	ADP
easat-1803	185	28	the	the	DET
easat-1803	185	29	second	second	ADJ
easat-1803	185	30	period	period	NOUN
easat-1803	185	31	.	.	PUNCT
easat-1803	186	1	in	in	ADP
easat-1803	186	2	summary	summary	NOUN
easat-1803	186	3	,	,	PUNCT
easat-1803	186	4	lstm	lstm	PROPN
easat-1803	186	5	performed	perform	VERB
easat-1803	186	6	best	well	ADV
easat-1803	186	7	in	in	ADP
easat-1803	186	8	the	the	DET
easat-1803	186	9	first	first	ADJ
easat-1803	186	10	period	period	NOUN
easat-1803	186	11	while	while	SCONJ
easat-1803	186	12	rf	rf	PRON
easat-1803	186	13	performed	perform	VERB
easat-1803	186	14	best	well	ADV
easat-1803	186	15	in	in	ADP
easat-1803	186	16	the	the	DET
easat-1803	186	17	second	second	ADJ
easat-1803	186	18	period	period	NOUN
easat-1803	186	19	.	.	PUNCT
easat-1803	187	1	[	[	X
easat-1803	187	2	32	32	NUM
easat-1803	187	3	]	]	SYM
easat-1803	187	4	dnn	dnn	PROPN
easat-1803	187	5	,	,	PUNCT
easat-1803	187	6	bi	bi	ADJ
easat-1803	187	7	-	-	ADJ
easat-1803	187	8	gruthis	gruthis	ADJ
easat-1803	187	9	study	study	NOUN
easat-1803	187	10	explored	explore	VERB
easat-1803	187	11	the	the	DET
easat-1803	187	12	stlf	stlf	NOUN
easat-1803	187	13	of	of	ADP
easat-1803	187	14	five	five	NUM
easat-1803	187	15	1hr	1hr	NOUN
easat-1803	187	16	,	,	PUNCT
easat-1803	187	17	and	and	CCONJ
easat-1803	187	18	1	1	NUM
easat-1803	187	19	hr	hr	NOUN
easat-1803	187	20	the	the	DET
easat-1803	187	21	test	test	NOUN
easat-1803	187	22	results	result	NOUN
easat-1803	187	23	indicate	indicate	VERB
easat-1803	187	24	achieving	achieve	VERB
easat-1803	187	25	a	a	DET
easat-1803	187	26	mape	mape	NOUN
easat-1803	187	27	of	of	ADP
easat-1803	187	28	1022	1022	NUM
easat-1803	187	29	edelweiss	edelweiss	PROPN
easat-1803	187	30	applied	apply	VERB
easat-1803	187	31	science	science	NOUN
easat-1803	187	32	and	and	CCONJ
easat-1803	187	33	technology	technology	NOUN
easat-1803	187	34	issn	issn	PROPN
easat-1803	187	35	:	:	PUNCT
easat-1803	187	36	2576	2576	NUM
easat-1803	187	37	-	-	SYM
easat-1803	187	38	8484	8484	NUM
easat-1803	187	39	vol	vol	NOUN
easat-1803	187	40	.	.	PROPN
easat-1803	187	41	8	8	NUM
easat-1803	187	42	,	,	PUNCT
easat-1803	187	43	no	no	INTJ
easat-1803	187	44	.	.	NOUN
easat-1803	187	45	5	5	NUM
easat-1803	187	46	:	:	SYM
easat-1803	187	47	1014	1014	NUM
easat-1803	187	48	-	-	SYM
easat-1803	187	49	1037	1037	NUM
easat-1803	187	50	,	,	PUNCT
easat-1803	187	51	2024	2024	NUM
easat-1803	187	52	doi	doi	NOUN
easat-1803	187	53	:	:	PUNCT
easat-1803	187	54	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	187	55	©	©	PROPN
easat-1803	187	56	2024	2024	NUM
easat-1803	187	57	by	by	ADP
easat-1803	187	58	the	the	DET
easat-1803	187	59	authors	author	NOUN
easat-1803	187	60	;	;	PUNCT
easat-1803	187	61	licensee	licensee	PROPN
easat-1803	187	62	learning	learning	PROPN
easat-1803	187	63	gate	gate	PROPN
easat-1803	187	64	fcl	fcl	PROPN
easat-1803	187	65	,	,	PUNCT
easat-1803	187	66	gru	gru	PROPN
easat-1803	187	67	-	-	ADJ
easat-1803	187	68	fcl	fcl	ADJ
easat-1803	187	69	,	,	PUNCT
easat-1803	187	70	bi	bi	ADJ
easat-1803	187	71	-	-	ADJ
easat-1803	187	72	lstm	lstm	ADJ
easat-1803	187	73	-	-	PUNCT
easat-1803	187	74	fcl	fcl	ADJ
easat-1803	187	75	,	,	PUNCT
easat-1803	187	76	and	and	CCONJ
easat-1803	187	77	cnn	cnn	PROPN
easat-1803	187	78	aggregation	aggregation	NOUN
easat-1803	187	79	levels	level	NOUN
easat-1803	187	80	(	(	PUNCT
easat-1803	187	81	3	3	NUM
easat-1803	187	82	,	,	PUNCT
easat-1803	187	83	10	10	NUM
easat-1803	187	84	,	,	PUNCT
easat-1803	187	85	30	30	NUM
easat-1803	187	86	,	,	PUNCT
easat-1803	187	87	100	100	NUM
easat-1803	187	88	,	,	PUNCT
easat-1803	187	89	and	and	CCONJ
easat-1803	187	90	479	479	NUM
easat-1803	187	91	)	)	PUNCT
easat-1803	187	92	of	of	ADP
easat-1803	187	93	a	a	DET
easat-1803	187	94	dataset	dataset	NOUN
easat-1803	187	95	of	of	ADP
easat-1803	187	96	479	479	NUM
easat-1803	187	97	residential	residential	ADJ
easat-1803	187	98	dwellings	dwelling	NOUN
easat-1803	187	99	.	.	PUNCT
easat-1803	188	1	the	the	DET
easat-1803	188	2	sample	sample	NOUN
easat-1803	188	3	sizes	size	NOUN
easat-1803	188	4	per	per	ADP
easat-1803	188	5	level	level	NOUN
easat-1803	188	6	were	be	AUX
easat-1803	188	7	159	159	NUM
easat-1803	188	8	,	,	PUNCT
easat-1803	188	9	47	47	NUM
easat-1803	188	10	,	,	PUNCT
easat-1803	188	11	15	15	NUM
easat-1803	188	12	,	,	PUNCT
easat-1803	188	13	4	4	NUM
easat-1803	188	14	,	,	PUNCT
easat-1803	188	15	and	and	CCONJ
easat-1803	188	16	1	1	NUM
easat-1803	188	17	.	.	X
easat-1803	188	18	five	five	NUM
easat-1803	188	19	dl	dl	NOUN
easat-1803	188	20	approaches	approach	NOUN
easat-1803	188	21	were	be	AUX
easat-1803	188	22	used	use	VERB
easat-1803	188	23	for	for	ADP
easat-1803	188	24	each	each	DET
easat-1803	188	25	aggregation	aggregation	NOUN
easat-1803	188	26	level	level	NOUN
easat-1803	188	27	.	.	PUNCT
easat-1803	189	1	24	24	NUM
easat-1803	189	2	,	,	PUNCT
easat-1803	189	3	48	48	NUM
easat-1803	189	4	,	,	PUNCT
easat-1803	189	5	72	72	NUM
easat-1803	189	6	and	and	CCONJ
easat-1803	189	7	96	96	NUM
easat-1803	189	8	hrs	hrs	NOUN
easat-1803	189	9	2.47	2.47	NUM
easat-1803	189	10	-	-	SYM
easat-1803	189	11	3.31	3.31	NUM
easat-1803	189	12	%	%	NOUN
easat-1803	189	13	close	close	ADJ
easat-1803	189	14	to	to	ADP
easat-1803	189	15	the	the	DET
easat-1803	189	16	country	country	NOUN
easat-1803	189	17	level	level	NOUN
easat-1803	189	18	at	at	ADP
easat-1803	189	19	the	the	DET
easat-1803	189	20	highest	high	ADJ
easat-1803	189	21	aggregation	aggregation	NOUN
easat-1803	189	22	and	and	CCONJ
easat-1803	189	23	maintaining	maintain	VERB
easat-1803	189	24	less	less	ADJ
easat-1803	189	25	than	than	ADP
easat-1803	189	26	10	10	NUM
easat-1803	189	27	%	%	NOUN
easat-1803	189	28	at	at	ADP
easat-1803	189	29	30	30	NUM
easat-1803	189	30	aggregated	aggregate	VERB
easat-1803	189	31	dwellings	dwelling	NOUN
easat-1803	189	32	.	.	PUNCT
easat-1803	190	1	the	the	DET
easat-1803	190	2	dnn	dnn	PROPN
easat-1803	190	3	showed	show	VERB
easat-1803	190	4	the	the	DET
easat-1803	190	5	highest	high	ADJ
easat-1803	190	6	performance	performance	NOUN
easat-1803	190	7	,	,	PUNCT
easat-1803	190	8	followed	follow	VERB
easat-1803	190	9	by	by	ADP
easat-1803	190	10	the	the	DET
easat-1803	190	11	bi	bi	NOUN
easat-1803	190	12	-	-	NOUN
easat-1803	190	13	grufcl	grufcl	NOUN
easat-1803	190	14	with	with	ADP
easat-1803	190	15	nearly	nearly	ADV
easat-1803	190	16	15	15	NUM
easat-1803	190	17	%	%	NOUN
easat-1803	190	18	faster	fast	ADJ
easat-1803	190	19	training	training	NOUN
easat-1803	190	20	time	time	NOUN
easat-1803	190	21	and	and	CCONJ
easat-1803	190	22	40	40	NUM
easat-1803	190	23	%	%	NOUN
easat-1803	190	24	fewer	few	ADJ
easat-1803	190	25	learnable	learnable	ADJ
easat-1803	190	26	parameters	parameter	NOUN
easat-1803	190	27	.	.	PUNCT
easat-1803	191	1	[	[	X
easat-1803	191	2	33	33	NUM
easat-1803	191	3	]	]	PUNCT
easat-1803	191	4	cnn	cnn	PROPN
easat-1803	191	5	and	and	CCONJ
easat-1803	191	6	bilstm	bilstm	VERB
easat-1803	191	7	the	the	DET
easat-1803	191	8	proposed	propose	VERB
easat-1803	191	9	model	model	NOUN
easat-1803	191	10	called	call	VERB
easat-1803	191	11	eecp	eecp	PROPN
easat-1803	191	12	-	-	PUNCT
easat-1803	191	13	cbl	cbl	PROPN
easat-1803	191	14	combines	combine	VERB
easat-1803	191	15	cnn	cnn	PROPN
easat-1803	191	16	and	and	CCONJ
easat-1803	191	17	bi	bi	NOUN
easat-1803	191	18	-	-	ADJ
easat-1803	191	19	lstm	lstm	ADJ
easat-1803	191	20	to	to	PART
easat-1803	191	21	predict	predict	VERB
easat-1803	191	22	ec	ec	PROPN
easat-1803	191	23	.	.	PUNCT
easat-1803	192	1	two	two	NUM
easat-1803	192	2	cnns	cnns	PROPN
easat-1803	192	3	extract	extract	VERB
easat-1803	192	4	information	information	NOUN
easat-1803	192	5	from	from	ADP
easat-1803	192	6	household	household	NOUN
easat-1803	192	7	variables	variable	NOUN
easat-1803	192	8	,	,	PUNCT
easat-1803	192	9	followed	follow	VERB
easat-1803	192	10	by	by	ADP
easat-1803	192	11	a	a	DET
easat-1803	192	12	bilstm	bilstm	NOUN
easat-1803	192	13	module	module	NOUN
easat-1803	192	14	making	make	VERB
easat-1803	192	15	predictions	prediction	NOUN
easat-1803	192	16	.	.	PUNCT
easat-1803	193	1	unspecified	unspecified	ADJ
easat-1803	193	2	un	un	PROPN
easat-1803	193	3	specified	specify	VERB
easat-1803	193	4	the	the	DET
easat-1803	193	5	eecp	eecp	PROPN
easat-1803	193	6	-	-	PUNCT
easat-1803	193	7	cbl	cbl	NOUN
easat-1803	193	8	framework	framework	NOUN
easat-1803	193	9	outperformed	outperform	VERB
easat-1803	193	10	lr	lr	NOUN
easat-1803	193	11	and	and	CCONJ
easat-1803	193	12	lstm	lstm	NOUN
easat-1803	193	13	approaches	approach	NOUN
easat-1803	193	14	in	in	ADP
easat-1803	193	15	predicting	predict	VERB
easat-1803	193	16	ec	ec	PROPN
easat-1803	193	17	across	across	ADP
easat-1803	193	18	various	various	ADJ
easat-1803	193	19	time	time	NOUN
easat-1803	193	20	periods	period	NOUN
easat-1803	193	21	and	and	CCONJ
easat-1803	193	22	performance	performance	NOUN
easat-1803	193	23	metrics	metric	NOUN
easat-1803	193	24	.	.	PUNCT
easat-1803	194	1	table	table	NOUN
easat-1803	194	2	2	2	NUM
easat-1803	194	3	.	.	PUNCT
easat-1803	194	4	univariate	univariate	ADJ
easat-1803	194	5	time	time	NOUN
easat-1803	194	6	-	-	PUNCT
easat-1803	194	7	series	series	NOUN
easat-1803	194	8	ec	ec	PROPN
easat-1803	194	9	forecasting	forecasting	NOUN
easat-1803	194	10	papers	paper	NOUN
easat-1803	194	11	.	.	PUNCT
easat-1803	195	1	ref	ref	NOUN
easat-1803	195	2	.	.	PUNCT
easat-1803	196	1	model	model	NOUN
easat-1803	196	2	summarize	summarize	VERB
easat-1803	196	3	lagging	lag	VERB
easat-1803	196	4	steps	step	NOUN
easat-1803	196	5	forecasting	forecast	VERB
easat-1803	196	6	horizon	horizon	NOUN
easat-1803	196	7	results	result	VERB
easat-1803	196	8	[	[	X
easat-1803	196	9	34	34	NUM
easat-1803	196	10	]	]	SYM
easat-1803	196	11	ml	ml	NOUN
easat-1803	196	12	and	and	CCONJ
easat-1803	196	13	lstmbased	lstmbase	VERB
easat-1803	196	14	neural	neural	ADJ
easat-1803	196	15	network	network	NOUN
easat-1803	196	16	mland	mland	ADP
easat-1803	196	17	lstm	lstm	NOUN
easat-1803	196	18	-	-	PUNCT
easat-1803	196	19	based	base	VERB
easat-1803	196	20	approaches	approach	NOUN
easat-1803	196	21	in	in	ADP
easat-1803	196	22	different	different	ADJ
easat-1803	196	23	formations	formation	NOUN
easat-1803	196	24	were	be	AUX
easat-1803	196	25	used	use	VERB
easat-1803	196	26	to	to	PART
easat-1803	196	27	develop	develop	VERB
easat-1803	196	28	predictive	predictive	ADJ
easat-1803	196	29	methods	method	NOUN
easat-1803	196	30	for	for	ADP
easat-1803	196	31	short	short	ADJ
easat-1803	196	32	to	to	PART
easat-1803	196	33	medium	medium	ADJ
easat-1803	196	34	term	term	NOUN
easat-1803	196	35	lf	lf	PROPN
easat-1803	196	36	.	.	PUNCT
easat-1803	197	1	from	from	ADP
easat-1803	197	2	1	1	NUM
easat-1803	197	3	to	to	PART
easat-1803	197	4	99	99	NUM
easat-1803	197	5	steps	step	NOUN
easat-1803	197	6	for	for	ADP
easat-1803	197	7	the	the	DET
easat-1803	197	8	short	short	ADJ
easat-1803	197	9	term	term	NOUN
easat-1803	197	10	:	:	PUNCT
easat-1803	197	11	from	from	ADP
easat-1803	197	12	a	a	DET
easat-1803	197	13	couple	couple	NOUN
easat-1803	197	14	of	of	ADP
easat-1803	197	15	days	day	NOUN
easat-1803	197	16	to	to	ADP
easat-1803	197	17	2	2	NUM
easat-1803	197	18	weeks	week	NOUN
easat-1803	197	19	,	,	PUNCT
easat-1803	197	20	for	for	ADP
easat-1803	197	21	the	the	DET
easat-1803	197	22	medium	medium	ADJ
easat-1803	197	23	term	term	NOUN
easat-1803	197	24	:	:	PUNCT
easat-1803	197	25	a	a	DET
easat-1803	197	26	couple	couple	NOUN
easat-1803	197	27	of	of	ADP
easat-1803	197	28	weeks	week	NOUN
easat-1803	197	29	to	to	ADP
easat-1803	197	30	a	a	DET
easat-1803	197	31	couple	couple	NOUN
easat-1803	197	32	of	of	ADP
easat-1803	197	33	months	month	NOUN
easat-1803	197	34	the	the	DET
easat-1803	197	35	use	use	NOUN
easat-1803	197	36	of	of	ADP
easat-1803	197	37	only	only	ADV
easat-1803	197	38	optimised	optimise	VERB
easat-1803	197	39	time	time	NOUN
easat-1803	197	40	-	-	PUNCT
easat-1803	197	41	lagged	lag	VERB
easat-1803	197	42	features	feature	NOUN
easat-1803	197	43	in	in	ADP
easat-1803	197	44	an	an	DET
easat-1803	197	45	lstm	lstm	NOUN
easat-1803	197	46	model	model	NOUN
easat-1803	197	47	effectively	effectively	ADV
easat-1803	197	48	captured	capture	VERB
easat-1803	197	49	the	the	DET
easat-1803	197	50	intricacies	intricacy	NOUN
easat-1803	197	51	of	of	ADP
easat-1803	197	52	the	the	DET
easat-1803	197	53	complex	complex	ADJ
easat-1803	197	54	time	time	NOUN
easat-1803	197	55	series	series	NOUN
easat-1803	197	56	and	and	CCONJ
easat-1803	197	57	resulted	result	VERB
easat-1803	197	58	in	in	ADP
easat-1803	197	59	reduced	reduce	VERB
easat-1803	197	60	mae	mae	PROPN
easat-1803	197	61	and	and	CCONJ
easat-1803	197	62	rmse	rmse	PROPN
easat-1803	197	63	in	in	ADP
easat-1803	197	64	medium	medium	ADJ
easat-1803	197	65	to	to	ADP
easat-1803	197	66	long	long	ADJ
easat-1803	197	67	-	-	PUNCT
easat-1803	197	68	term	term	NOUN
easat-1803	197	69	prediction	prediction	NOUN
easat-1803	197	70	for	for	ADP
easat-1803	197	71	a	a	DET
easat-1803	197	72	large	large	ADJ
easat-1803	197	73	metropolitan	metropolitan	ADJ
easat-1803	197	74	area	area	NOUN
easat-1803	197	75	.	.	PUNCT
easat-1803	198	1	[	[	X
easat-1803	198	2	35	35	NUM
easat-1803	198	3	]	]	X
easat-1803	198	4	lstm	lstm	PROPN
easat-1803	198	5	,	,	PUNCT
easat-1803	198	6	gru	gru	PROPN
easat-1803	198	7	,	,	PUNCT
easat-1803	198	8	tcn	tcn	VERB
easat-1803	198	9	an	an	DET
easat-1803	198	10	innovative	innovative	ADJ
easat-1803	198	11	approach	approach	NOUN
easat-1803	198	12	using	use	VERB
easat-1803	198	13	ensemble	ensemble	ADJ
easat-1803	198	14	learning	learning	NOUN
easat-1803	198	15	has	have	AUX
easat-1803	198	16	been	be	AUX
easat-1803	198	17	implemented	implement	VERB
easat-1803	198	18	to	to	PART
easat-1803	198	19	forecast	forecast	VERB
easat-1803	198	20	monthly	monthly	ADJ
easat-1803	198	21	ec	ec	PROPN
easat-1803	198	22	.	.	PUNCT
easat-1803	199	1	this	this	DET
easat-1803	199	2	method	method	NOUN
easat-1803	199	3	combines	combine	VERB
easat-1803	199	4	three	three	NUM
easat-1803	199	5	successful	successful	ADJ
easat-1803	199	6	models	model	NOUN
easat-1803	199	7	in	in	ADP
easat-1803	199	8	the	the	DET
easat-1803	199	9	field	field	NOUN
easat-1803	199	10	:	:	PUNCT
easat-1803	199	11	lstm	lstm	PROPN
easat-1803	199	12	,	,	PUNCT
easat-1803	199	13	gru	gru	PROPN
easat-1803	199	14	,	,	PUNCT
easat-1803	199	15	and	and	CCONJ
easat-1803	199	16	tcn	tcn	PROPN
easat-1803	199	17	.	.	PROPN
easat-1803	200	1	12	12	NUM
easat-1803	200	2	months	month	NOUN
easat-1803	200	3	1	1	NUM
easat-1803	200	4	month	month	NOUN
easat-1803	200	5	the	the	DET
easat-1803	200	6	proposed	propose	VERB
easat-1803	200	7	ensemble	ensemble	ADJ
easat-1803	200	8	learning	learning	NOUN
easat-1803	200	9	models	model	NOUN
easat-1803	200	10	significantly	significantly	ADV
easat-1803	200	11	improved	improve	VERB
easat-1803	200	12	the	the	DET
easat-1803	200	13	prediction	prediction	NOUN
easat-1803	200	14	performance	performance	NOUN
easat-1803	200	15	compared	compare	VERB
easat-1803	200	16	to	to	ADP
easat-1803	200	17	the	the	DET
easat-1803	200	18	different	different	ADJ
easat-1803	200	19	models	model	NOUN
easat-1803	200	20	separately	separately	ADV
easat-1803	200	21	in	in	ADP
easat-1803	200	22	terms	term	NOUN
easat-1803	200	23	of	of	ADP
easat-1803	200	24	mae	mae	PROPN
easat-1803	200	25	and	and	CCONJ
easat-1803	200	26	mape	mape	NOUN
easat-1803	200	27	.	.	PUNCT
easat-1803	201	1	however	however	ADV
easat-1803	201	2	,	,	PUNCT
easat-1803	201	3	tcn	tcn	PROPN
easat-1803	201	4	obtained	obtain	VERB
easat-1803	201	5	the	the	DET
easat-1803	201	6	best	good	ADJ
easat-1803	201	7	results	result	NOUN
easat-1803	201	8	in	in	ADP
easat-1803	201	9	terms	term	NOUN
easat-1803	201	10	of	of	ADP
easat-1803	201	11	rmse	rmse	NOUN
easat-1803	201	12	due	due	ADP
easat-1803	201	13	to	to	ADP
easat-1803	201	14	the	the	DET
easat-1803	201	15	low	low	ADJ
easat-1803	201	16	variance	variance	NOUN
easat-1803	201	17	of	of	ADP
easat-1803	201	18	the	the	DET
easat-1803	201	19	errors	error	NOUN
easat-1803	201	20	.	.	PUNCT
easat-1803	202	1	[	[	X
easat-1803	202	2	36	36	NUM
easat-1803	202	3	]	]	X
easat-1803	202	4	arima	arima	PROPN
easat-1803	202	5	-lstm	-lstm	PROPN
easat-1803	202	6	,	,	PUNCT
easat-1803	202	7	arima	arima	PROPN
easat-1803	202	8	-gru	-gru	PUNCT
easat-1803	202	9	peak	peak	PROPN
easat-1803	202	10	ec	ec	PROPN
easat-1803	202	11	was	be	AUX
easat-1803	202	12	forecasted	forecast	VERB
easat-1803	202	13	using	use	VERB
easat-1803	202	14	a	a	DET
easat-1803	202	15	hybrid	hybrid	ADJ
easat-1803	202	16	approach	approach	NOUN
easat-1803	202	17	that	that	SCONJ
easat-1803	202	18	combined	combine	VERB
easat-1803	202	19	traditional	traditional	ADJ
easat-1803	202	20	time	time	NOUN
easat-1803	202	21	series	series	PROPN
easat-1803	202	22	forecasting	forecasting	PROPN
easat-1803	202	23	(	(	PUNCT
easat-1803	202	24	arima	arima	PROPN
easat-1803	202	25	)	)	PUNCT
easat-1803	202	26	with	with	ADP
easat-1803	202	27	dl	dl	PROPN
easat-1803	202	28	methods	method	NOUN
easat-1803	202	29	(	(	PUNCT
easat-1803	202	30	lstm	lstm	PROPN
easat-1803	202	31	,	,	PUNCT
easat-1803	202	32	gru	gru	PROPN
easat-1803	202	33	)	)	PUNCT
easat-1803	202	34	.	.	PUNCT
easat-1803	203	1	arima	arima	PROPN
easat-1803	203	2	modeled	model	VERB
easat-1803	203	3	the	the	DET
easat-1803	203	4	24	24	NUM
easat-1803	203	5	months	month	NOUN
easat-1803	203	6	1	1	NUM
easat-1803	203	7	month	month	NOUN
easat-1803	203	8	the	the	DET
easat-1803	203	9	hybrid	hybrid	ADJ
easat-1803	203	10	approach	approach	NOUN
easat-1803	203	11	,	,	PUNCT
easat-1803	203	12	arima	arima	NOUN
easat-1803	203	13	-	-	PUNCT
easat-1803	203	14	lstm	lstm	NOUN
easat-1803	203	15	,	,	PUNCT
easat-1803	203	16	gave	give	VERB
easat-1803	203	17	the	the	DET
easat-1803	203	18	most	most	ADV
easat-1803	203	19	accurate	accurate	ADJ
easat-1803	203	20	predictions	prediction	NOUN
easat-1803	203	21	with	with	ADP
easat-1803	203	22	an	an	DET
easat-1803	203	23	rmse	rmse	ADJ
easat-1803	203	24	value	value	NOUN
easat-1803	203	25	of	of	ADP
easat-1803	203	26	7.35	7.35	NUM
easat-1803	203	27	,	,	PUNCT
easat-1803	203	28	outperforming	outperform	VERB
easat-1803	203	29	the	the	DET
easat-1803	203	30	hybrid	hybrid	ADJ
easat-1803	203	31	arima	arima	PROPN
easat-1803	203	32	-	-	PUNCT
easat-1803	203	33	gru	gru	NOUN
easat-1803	203	34	approach	approach	NOUN
easat-1803	203	35	with	with	ADP
easat-1803	203	36	an	an	DET
easat-1803	203	37	rmse	rmse	ADJ
easat-1803	203	38	value	value	NOUN
easat-1803	203	39	of	of	ADP
easat-1803	203	40	9.60	9.60	NUM
easat-1803	203	41	.	.	PUNCT
easat-1803	204	1	in	in	ADP
easat-1803	204	2	comparison	comparison	NOUN
easat-1803	204	3	,	,	PUNCT
easat-1803	204	4	the	the	DET
easat-1803	204	5	individual	individual	ADJ
easat-1803	204	6	models	model	NOUN
easat-1803	204	7	(	(	PUNCT
easat-1803	204	8	gru	gru	NOUN
easat-1803	204	9	,	,	PUNCT
easat-1803	204	10	lstm	lstm	NOUN
easat-1803	204	11	and	and	CCONJ
easat-1803	204	12	arima	arima	PROPN
easat-1803	204	13	)	)	PUNCT
easat-1803	204	14	obtained	obtain	VERB
easat-1803	204	15	higher	high	ADJ
easat-1803	204	16	rmse	rmse	NOUN
easat-1803	204	17	values	value	NOUN
easat-1803	204	18	(	(	PUNCT
easat-1803	204	19	18.11	18.11	NUM
easat-1803	204	20	,	,	PUNCT
easat-1803	204	21	18.74	18.74	NUM
easat-1803	204	22	and	and	CCONJ
easat-1803	204	23	49.90	49.90	NUM
easat-1803	204	24	respectively	respectively	ADV
easat-1803	204	25	)	)	PUNCT
easat-1803	204	26	.	.	PUNCT
easat-1803	205	1	1023	1023	NUM
easat-1803	205	2	edelweiss	edelweiss	PROPN
easat-1803	205	3	applied	apply	VERB
easat-1803	205	4	science	science	NOUN
easat-1803	205	5	and	and	CCONJ
easat-1803	205	6	technology	technology	NOUN
easat-1803	205	7	issn	issn	PROPN
easat-1803	205	8	:	:	PUNCT
easat-1803	205	9	2576	2576	NUM
easat-1803	205	10	-	-	SYM
easat-1803	205	11	8484	8484	NUM
easat-1803	205	12	vol	vol	NOUN
easat-1803	205	13	.	.	PROPN
easat-1803	205	14	8	8	NUM
easat-1803	205	15	,	,	PUNCT
easat-1803	205	16	no	no	INTJ
easat-1803	205	17	.	.	NOUN
easat-1803	205	18	5	5	NUM
easat-1803	205	19	:	:	SYM
easat-1803	205	20	1014	1014	NUM
easat-1803	205	21	-	-	SYM
easat-1803	205	22	1037	1037	NUM
easat-1803	205	23	,	,	PUNCT
easat-1803	205	24	2024	2024	NUM
easat-1803	205	25	doi	doi	NOUN
easat-1803	205	26	:	:	PUNCT
easat-1803	205	27	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	205	28	©	©	PROPN
easat-1803	205	29	2024	2024	NUM
easat-1803	205	30	by	by	ADP
easat-1803	205	31	the	the	DET
easat-1803	205	32	authors	author	NOUN
easat-1803	205	33	;	;	PUNCT
easat-1803	205	34	licensee	licensee	PROPN
easat-1803	205	35	learning	learn	VERB
easat-1803	205	36	gate	gate	NOUN
easat-1803	205	37	trend	trend	NOUN
easat-1803	205	38	,	,	PUNCT
easat-1803	205	39	while	while	SCONJ
easat-1803	205	40	lstm	lstm	NOUN
easat-1803	205	41	and	and	CCONJ
easat-1803	205	42	gru	gru	PROPN
easat-1803	205	43	interpreted	interpret	VERB
easat-1803	205	44	fluctuations	fluctuation	NOUN
easat-1803	205	45	.	.	PUNCT
easat-1803	206	1	the	the	DET
easat-1803	206	2	combined	combine	VERB
easat-1803	206	3	outputs	output	NOUN
easat-1803	206	4	provided	provide	VERB
easat-1803	206	5	the	the	DET
easat-1803	206	6	final	final	ADJ
easat-1803	206	7	prediction	prediction	NOUN
easat-1803	206	8	.	.	PUNCT
easat-1803	207	1	this	this	DET
easat-1803	207	2	highlights	highlight	VERB
easat-1803	207	3	the	the	DET
easat-1803	207	4	superior	superior	ADJ
easat-1803	207	5	performance	performance	NOUN
easat-1803	207	6	of	of	ADP
easat-1803	207	7	the	the	DET
easat-1803	207	8	hybrid	hybrid	ADJ
easat-1803	207	9	approaches	approach	NOUN
easat-1803	207	10	over	over	ADP
easat-1803	207	11	the	the	DET
easat-1803	207	12	single	single	ADJ
easat-1803	207	13	approaches	approach	NOUN
easat-1803	207	14	.	.	PUNCT
easat-1803	208	1	[	[	X
easat-1803	208	2	37	37	NUM
easat-1803	208	3	]	]	PUNCT
easat-1803	208	4	seq2seq	seq2seq	NOUN
easat-1803	208	5	lstm	lstm	ADJ
easat-1803	208	6	a	a	DET
easat-1803	208	7	time	time	NOUN
easat-1803	208	8	-	-	PUNCT
easat-1803	208	9	series	series	NOUN
easat-1803	208	10	clustering	cluster	VERB
easat-1803	208	11	approach	approach	NOUN
easat-1803	208	12	using	use	VERB
easat-1803	208	13	a	a	DET
easat-1803	208	14	multi	multi	ADJ
easat-1803	208	15	-	-	ADJ
easat-1803	208	16	stage	stage	NOUN
easat-1803	208	17	seq2seq	seq2seq	NOUN
easat-1803	208	18	lstm	lstm	NOUN
easat-1803	208	19	lf	lf	ADP
easat-1803	208	20	strategy	strategy	NOUN
easat-1803	208	21	for	for	ADP
easat-1803	208	22	households	household	NOUN
easat-1803	208	23	was	be	AUX
easat-1803	208	24	proposed	propose	VERB
easat-1803	208	25	to	to	PART
easat-1803	208	26	improve	improve	VERB
easat-1803	208	27	the	the	DET
easat-1803	208	28	efficiency	efficiency	NOUN
easat-1803	208	29	of	of	ADP
easat-1803	208	30	the	the	DET
easat-1803	208	31	demand	demand	NOUN
easat-1803	208	32	response	response	NOUN
easat-1803	208	33	programme	programme	NOUN
easat-1803	208	34	.	.	PUNCT
easat-1803	209	1	from	from	ADP
easat-1803	209	2	1	1	NUM
easat-1803	209	3	to	to	ADP
easat-1803	209	4	200	200	NUM
easat-1803	209	5	steps	step	NOUN
easat-1803	209	6	1	1	NUM
easat-1803	209	7	step	step	NOUN
easat-1803	209	8	the	the	DET
easat-1803	209	9	proposed	propose	VERB
easat-1803	209	10	model	model	NOUN
easat-1803	209	11	performed	perform	VERB
easat-1803	209	12	best	well	ADV
easat-1803	209	13	when	when	SCONJ
easat-1803	209	14	clustering	cluster	VERB
easat-1803	209	15	was	be	AUX
easat-1803	209	16	combined	combine	VERB
easat-1803	209	17	with	with	ADP
easat-1803	209	18	seq2seq	seq2seq	NOUN
easat-1803	209	19	ec	ec	PROPN
easat-1803	209	20	prediction	prediction	NOUN
easat-1803	209	21	at	at	ADP
easat-1803	209	22	60	60	NUM
easat-1803	209	23	,	,	PUNCT
easat-1803	209	24	120	120	NUM
easat-1803	209	25	and	and	CCONJ
easat-1803	209	26	180	180	NUM
easat-1803	209	27	steps	step	NOUN
easat-1803	209	28	,	,	PUNCT
easat-1803	209	29	outperforming	outperform	VERB
easat-1803	209	30	the	the	DET
easat-1803	209	31	other	other	ADJ
easat-1803	209	32	models	model	NOUN
easat-1803	209	33	.	.	PUNCT
easat-1803	210	1	[	[	X
easat-1803	210	2	38	38	NUM
easat-1803	210	3	]	]	X
easat-1803	210	4	lstm	lstm	NOUN
easat-1803	210	5	,	,	PUNCT
easat-1803	210	6	bilstm	bilstm	NOUN
easat-1803	210	7	the	the	DET
easat-1803	210	8	comparison	comparison	NOUN
easat-1803	210	9	between	between	ADP
easat-1803	210	10	the	the	DET
easat-1803	210	11	lstm	lstm	PROPN
easat-1803	210	12	model	model	NOUN
easat-1803	210	13	and	and	CCONJ
easat-1803	210	14	the	the	DET
easat-1803	210	15	bilstm	bilstm	NOUN
easat-1803	210	16	for	for	ADP
easat-1803	210	17	a	a	DET
easat-1803	210	18	univariate	univariate	ADJ
easat-1803	210	19	time	time	NOUN
easat-1803	210	20	series	series	PROPN
easat-1803	210	21	stlf	stlf	PROPN
easat-1803	210	22	model	model	PROPN
easat-1803	210	23	involved	involve	VERB
easat-1803	210	24	the	the	DET
easat-1803	210	25	utilization	utilization	NOUN
easat-1803	210	26	of	of	ADP
easat-1803	210	27	four	four	NUM
easat-1803	210	28	different	different	ADJ
easat-1803	210	29	datasets	dataset	NOUN
easat-1803	210	30	with	with	ADP
easat-1803	210	31	varying	vary	VERB
easat-1803	210	32	contexts	context	NOUN
easat-1803	210	33	and	and	CCONJ
easat-1803	210	34	scales	scale	NOUN
easat-1803	210	35	to	to	PART
easat-1803	210	36	comprehensively	comprehensively	ADV
easat-1803	210	37	assess	assess	VERB
easat-1803	210	38	the	the	DET
easat-1803	210	39	robustness	robustness	NOUN
easat-1803	210	40	of	of	ADP
easat-1803	210	41	the	the	DET
easat-1803	210	42	models	model	NOUN
easat-1803	210	43	.	.	PUNCT
easat-1803	211	1	1	1	NUM
easat-1803	211	2	step	step	NOUN
easat-1803	211	3	1	1	NUM
easat-1803	211	4	step	step	NOUN
easat-1803	211	5	blstm	blstm	NOUN
easat-1803	211	6	performed	perform	VERB
easat-1803	211	7	better	well	ADV
easat-1803	211	8	than	than	ADP
easat-1803	211	9	lstm	lstm	NOUN
easat-1803	211	10	models	model	NOUN
easat-1803	211	11	in	in	ADP
easat-1803	211	12	predicting	predict	VERB
easat-1803	211	13	time	time	NOUN
easat-1803	211	14	series	series	PROPN
easat-1803	211	15	ec	ec	PROPN
easat-1803	211	16	,	,	PUNCT
easat-1803	211	17	despite	despite	SCONJ
easat-1803	211	18	requiring	require	VERB
easat-1803	211	19	a	a	DET
easat-1803	211	20	longer	long	ADJ
easat-1803	211	21	training	training	NOUN
easat-1803	211	22	time	time	NOUN
easat-1803	211	23	for	for	ADP
easat-1803	211	24	better	well	ADJ
easat-1803	211	25	results	result	NOUN
easat-1803	211	26	.	.	PUNCT
easat-1803	212	1	[	[	X
easat-1803	212	2	39	39	NUM
easat-1803	212	3	]	]	PUNCT
easat-1803	212	4	lstm	lstm	NOUN
easat-1803	212	5	an	an	DET
easat-1803	212	6	lstm	lstm	ADJ
easat-1803	212	7	neural	neural	ADJ
easat-1803	212	8	network	network	NOUN
easat-1803	212	9	is	be	AUX
easat-1803	212	10	proposed	propose	VERB
easat-1803	212	11	for	for	ADP
easat-1803	212	12	stlf	stlf	NOUN
easat-1803	212	13	.	.	PUNCT
easat-1803	213	1	optimal	optimal	ADJ
easat-1803	213	2	hyperparameter	hyperparameter	NOUN
easat-1803	213	3	values	value	NOUN
easat-1803	213	4	were	be	AUX
easat-1803	213	5	obtained	obtain	VERB
easat-1803	213	6	using	use	VERB
easat-1803	213	7	random	random	ADJ
easat-1803	213	8	search	search	NOUN
easat-1803	213	9	and	and	CCONJ
easat-1803	213	10	the	the	DET
easat-1803	213	11	coronavirus	coronavirus	NOUN
easat-1803	213	12	optimization	optimization	NOUN
easat-1803	213	13	algorithm	algorithm	NOUN
easat-1803	213	14	.	.	PUNCT
easat-1803	214	1	the	the	DET
easat-1803	214	2	lstm	lstm	PROPN
easat-1803	214	3	model	model	NOUN
easat-1803	214	4	was	be	AUX
easat-1803	214	5	then	then	ADV
easat-1803	214	6	used	use	VERB
easat-1803	214	7	to	to	PART
easat-1803	214	8	predict	predict	VERB
easat-1803	214	9	electricity	electricity	NOUN
easat-1803	214	10	demand	demand	NOUN
easat-1803	214	11	for	for	ADP
easat-1803	214	12	a	a	DET
easat-1803	214	13	4	4	NUM
easat-1803	214	14	-	-	PUNCT
easat-1803	214	15	hour	hour	NOUN
easat-1803	214	16	forecast	forecast	NOUN
easat-1803	214	17	horizon	horizon	NOUN
easat-1803	214	18	.	.	PUNCT
easat-1803	215	1	168	168	NUM
easat-1803	215	2	steps	step	NOUN
easat-1803	215	3	(	(	PUNCT
easat-1803	215	4	10	10	NUM
easat-1803	215	5	-	-	PUNCT
easat-1803	215	6	minute	minute	NOUN
easat-1803	215	7	)	)	PUNCT
easat-1803	215	8	24	24	NUM
easat-1803	215	9	steps	step	NOUN
easat-1803	215	10	(	(	PUNCT
easat-1803	215	11	10	10	NUM
easat-1803	215	12	-	-	PUNCT
easat-1803	215	13	minute	minute	NOUN
easat-1803	215	14	)	)	PUNCT
easat-1803	215	15	the	the	DET
easat-1803	215	16	results	result	NOUN
easat-1803	215	17	show	show	VERB
easat-1803	215	18	highly	highly	ADV
easat-1803	215	19	accurate	accurate	ADJ
easat-1803	215	20	predictions	prediction	NOUN
easat-1803	215	21	,	,	PUNCT
easat-1803	215	22	with	with	ADP
easat-1803	215	23	a	a	DET
easat-1803	215	24	mape	mape	NOUN
easat-1803	215	25	of	of	ADP
easat-1803	215	26	less	less	ADJ
easat-1803	215	27	than	than	ADP
easat-1803	215	28	1.5	1.5	NUM
easat-1803	215	29	.	.	PUNCT
easat-1803	216	1	the	the	DET
easat-1803	216	2	smallest	small	ADJ
easat-1803	216	3	errors	error	NOUN
easat-1803	216	4	were	be	AUX
easat-1803	216	5	found	find	VERB
easat-1803	216	6	when	when	SCONJ
easat-1803	216	7	comparing	compare	VERB
easat-1803	216	8	different	different	ADJ
easat-1803	216	9	models	model	NOUN
easat-1803	216	10	,	,	PUNCT
easat-1803	216	11	including	include	VERB
easat-1803	216	12	lr	lr	NOUN
easat-1803	216	13	,	,	PUNCT
easat-1803	216	14	dt	dt	NOUN
easat-1803	216	15	,	,	PUNCT
easat-1803	216	16	ensembles	ensemble	NOUN
easat-1803	216	17	of	of	ADP
easat-1803	216	18	trees	tree	NOUN
easat-1803	216	19	,	,	PUNCT
easat-1803	216	20	and	and	CCONJ
easat-1803	216	21	two	two	NUM
easat-1803	216	22	dnns	dnn	NOUN
easat-1803	216	23	:	:	PUNCT
easat-1803	216	24	a	a	DET
easat-1803	216	25	d	d	NOUN
easat-1803	216	26	-	-	PUNCT
easat-1803	216	27	ffnn	ffnn	NOUN
easat-1803	216	28	with	with	ADP
easat-1803	216	29	optimized	optimize	VERB
easat-1803	216	30	random	random	ADJ
easat-1803	216	31	search	search	NOUN
easat-1803	216	32	and	and	CCONJ
easat-1803	216	33	a	a	DET
easat-1803	216	34	temporal	temporal	ADJ
easat-1803	216	35	fusion	fusion	NOUN
easat-1803	216	36	transformer	transformer	NOUN
easat-1803	216	37	with	with	ADP
easat-1803	216	38	optimized	optimize	VERB
easat-1803	216	39	sampling	sampling	NOUN
easat-1803	216	40	algorithm	algorithm	NOUN
easat-1803	216	41	.	.	PUNCT
easat-1803	217	1	[	[	X
easat-1803	217	2	40	40	NUM
easat-1803	217	3	]	]	X
easat-1803	217	4	lstm	lstm	PROPN
easat-1803	217	5	,	,	PUNCT
easat-1803	217	6	grn	grn	PROPN
easat-1803	217	7	,	,	PUNCT
easat-1803	217	8	and	and	CCONJ
easat-1803	217	9	cnn	cnn	PROPN
easat-1803	217	10	lstm	lstm	PROPN
easat-1803	217	11	,	,	PUNCT
easat-1803	217	12	grn	grn	PROPN
easat-1803	217	13	and	and	CCONJ
easat-1803	217	14	cnn	cnn	PROPN
easat-1803	217	15	models	model	NOUN
easat-1803	217	16	were	be	AUX
easat-1803	217	17	benchmarked	benchmarke	VERB
easat-1803	217	18	to	to	PART
easat-1803	217	19	forecast	forecast	VERB
easat-1803	217	20	1	1	NUM
easat-1803	217	21	-	-	SYM
easat-1803	217	22	7	7	NUM
easat-1803	217	23	days	day	NOUN
easat-1803	217	24	ahead	ahead	ADV
easat-1803	217	25	of	of	ADP
easat-1803	217	26	daily	daily	PROPN
easat-1803	217	27	ec	ec	PROPN
easat-1803	217	28	.	.	PUNCT
easat-1803	218	1	7	7	NUM
easat-1803	218	2	,	,	PUNCT
easat-1803	218	3	14	14	NUM
easat-1803	218	4	,	,	PUNCT
easat-1803	218	5	21	21	NUM
easat-1803	218	6	,	,	PUNCT
easat-1803	218	7	28	28	NUM
easat-1803	218	8	,	,	PUNCT
easat-1803	218	9	182	182	NUM
easat-1803	218	10	,	,	PUNCT
easat-1803	218	11	364	364	NUM
easat-1803	218	12	,	,	PUNCT
easat-1803	218	13	546	546	NUM
easat-1803	218	14	,	,	PUNCT
easat-1803	218	15	728	728	NUM
easat-1803	218	16	days	day	NOUN
easat-1803	218	17	1	1	NUM
easat-1803	218	18	to	to	PART
easat-1803	218	19	7	7	NUM
easat-1803	218	20	days	day	NOUN
easat-1803	218	21	the	the	DET
easat-1803	218	22	lstm	lstm	PROPN
easat-1803	218	23	algorithm	algorithm	NOUN
easat-1803	218	24	achieved	achieve	VERB
easat-1803	218	25	the	the	DET
easat-1803	218	26	best	good	ADJ
easat-1803	218	27	forecasting	forecasting	NOUN
easat-1803	218	28	performance	performance	NOUN
easat-1803	218	29	.	.	PUNCT
easat-1803	219	1	in	in	ADP
easat-1803	219	2	the	the	DET
easat-1803	219	3	test	test	NOUN
easat-1803	219	4	set	set	NOUN
easat-1803	219	5	results	result	NOUN
easat-1803	219	6	,	,	PUNCT
easat-1803	219	7	it	it	PRON
easat-1803	219	8	had	have	VERB
easat-1803	219	9	an	an	DET
easat-1803	219	10	r	r	NOUN
easat-1803	219	11	-	-	PUNCT
easat-1803	219	12	squared	square	VERB
easat-1803	219	13	of	of	ADP
easat-1803	219	14	0.94	0.94	NUM
easat-1803	219	15	for	for	ADP
easat-1803	219	16	one	one	NUM
easat-1803	219	17	-	-	PUNCT
easat-1803	219	18	day	day	NOUN
easat-1803	219	19	forecasting	forecasting	NOUN
easat-1803	219	20	,	,	PUNCT
easat-1803	219	21	dropping	drop	VERB
easat-1803	219	22	to	to	ADP
easat-1803	219	23	0.73	0.73	NUM
easat-1803	219	24	for	for	ADP
easat-1803	219	25	seven	seven	NUM
easat-1803	219	26	-	-	PUNCT
easat-1803	219	27	day	day	NOUN
easat-1803	219	28	forecasting	forecasting	NOUN
easat-1803	219	29	.	.	PUNCT
easat-1803	220	1	[	[	X
easat-1803	220	2	41	41	NUM
easat-1803	220	3	]	]	X
easat-1803	220	4	lstm	lstm	NOUN
easat-1803	220	5	an	an	DET
easat-1803	220	6	lstm	lstm	NOUN
easat-1803	220	7	-	-	PUNCT
easat-1803	220	8	based	base	VERB
easat-1803	220	9	lf	lf	NOUN
easat-1803	220	10	framework	framework	NOUN
easat-1803	220	11	was	be	AUX
easat-1803	220	12	proposed	propose	VERB
easat-1803	220	13	for	for	ADP
easat-1803	220	14	2	2	NUM
easat-1803	220	15	,	,	PUNCT
easat-1803	220	16	6	6	NUM
easat-1803	220	17	,	,	PUNCT
easat-1803	220	18	12	12	NUM
easat-1803	220	19	steps	step	NOUN
easat-1803	220	20	unspecified	unspecified	ADJ
easat-1803	220	21	the	the	DET
easat-1803	220	22	suggested	suggest	VERB
easat-1803	220	23	lstm	lstm	PROPN
easat-1803	220	24	model	model	PROPN
easat-1803	220	25	outperformed	outperform	VERB
easat-1803	220	26	the	the	DET
easat-1803	220	27	other	other	ADJ
easat-1803	220	28	benchmarking	benchmarking	NOUN
easat-1803	220	29	models	model	NOUN
easat-1803	220	30	in	in	ADP
easat-1803	220	31	the	the	DET
easat-1803	220	32	stlf	stlf	PROPN
easat-1803	220	33	problem	problem	NOUN
easat-1803	220	34	for	for	ADP
easat-1803	220	35	1024	1024	NUM
easat-1803	220	36	edelweiss	edelweiss	PROPN
easat-1803	220	37	applied	apply	VERB
easat-1803	220	38	science	science	NOUN
easat-1803	220	39	and	and	CCONJ
easat-1803	220	40	technology	technology	NOUN
easat-1803	220	41	issn	issn	PROPN
easat-1803	220	42	:	:	PUNCT
easat-1803	220	43	2576	2576	NUM
easat-1803	220	44	-	-	SYM
easat-1803	220	45	8484	8484	NUM
easat-1803	220	46	vol	vol	NOUN
easat-1803	220	47	.	.	PROPN
easat-1803	221	1	8	8	NUM
easat-1803	221	2	,	,	PUNCT
easat-1803	221	3	no	no	INTJ
easat-1803	221	4	.	.	NOUN
easat-1803	221	5	5	5	NUM
easat-1803	221	6	:	:	SYM
easat-1803	221	7	1014	1014	NUM
easat-1803	221	8	-	-	SYM
easat-1803	221	9	1037	1037	NUM
easat-1803	221	10	,	,	PUNCT
easat-1803	221	11	2024	2024	NUM
easat-1803	221	12	doi	doi	NOUN
easat-1803	221	13	:	:	PUNCT
easat-1803	221	14	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	221	15	©	©	PROPN
easat-1803	221	16	2024	2024	NUM
easat-1803	221	17	by	by	ADP
easat-1803	221	18	the	the	DET
easat-1803	221	19	authors	author	NOUN
easat-1803	221	20	;	;	PUNCT
easat-1803	221	21	licensee	licensee	PROPN
easat-1803	221	22	learning	learning	NOUN
easat-1803	221	23	gate	gate	VERB
easat-1803	221	24	individual	individual	ADJ
easat-1803	221	25	household	household	NOUN
easat-1803	221	26	lf	lf	PROPN
easat-1803	221	27	,	,	PUNCT
easat-1803	221	28	and	and	CCONJ
easat-1803	221	29	its	its	PRON
easat-1803	221	30	performance	performance	NOUN
easat-1803	221	31	was	be	AUX
easat-1803	221	32	compared	compare	VERB
easat-1803	221	33	with	with	ADP
easat-1803	221	34	various	various	ADJ
easat-1803	221	35	benchmarks	benchmark	NOUN
easat-1803	221	36	,	,	PUNCT
easat-1803	221	37	which	which	PRON
easat-1803	221	38	include	include	VERB
easat-1803	221	39	the	the	DET
easat-1803	221	40	state	state	NOUN
easat-1803	221	41	of	of	ADP
easat-1803	221	42	the	the	DET
easat-1803	221	43	art	art	NOUN
easat-1803	221	44	in	in	ADP
easat-1803	221	45	lf	lf	PROPN
easat-1803	221	46	.	.	PUNCT
easat-1803	222	1	(	(	PUNCT
easat-1803	222	2	half	half	DET
easat-1803	222	3	an	an	DET
easat-1803	222	4	hour	hour	NOUN
easat-1803	222	5	)	)	PUNCT
easat-1803	222	6	individual	individual	ADJ
easat-1803	222	7	households	household	NOUN
easat-1803	222	8	by	by	ADP
easat-1803	222	9	an	an	DET
easat-1803	222	10	average	average	ADJ
easat-1803	222	11	mape	mape	NOUN
easat-1803	222	12	of	of	ADP
easat-1803	222	13	44.06	44.06	NUM
easat-1803	222	14	%	%	NOUN
easat-1803	222	15	and	and	CCONJ
easat-1803	222	16	for	for	ADP
easat-1803	222	17	aggregated	aggregate	VERB
easat-1803	222	18	households	household	NOUN
easat-1803	222	19	by	by	ADP
easat-1803	222	20	an	an	DET
easat-1803	222	21	average	average	ADJ
easat-1803	222	22	mape	mape	NOUN
easat-1803	222	23	of	of	ADP
easat-1803	222	24	8.58	8.58	NUM
easat-1803	222	25	%	%	NOUN
easat-1803	222	26	.	.	PUNCT
easat-1803	223	1	[	[	X
easat-1803	223	2	3	3	NUM
easat-1803	223	3	]	]	X
easat-1803	223	4	multisequenc	multisequenc	NOUN
easat-1803	223	5	e	e	NOUN
easat-1803	223	6	lstmrnn	lstmrnn	NOUN
easat-1803	223	7	tuned	tune	VERB
easat-1803	223	8	by	by	ADP
easat-1803	223	9	the	the	DET
easat-1803	223	10	msa	msa	PROPN
easat-1803	223	11	metaheuristic	metaheuristic	PROPN
easat-1803	223	12	search	search	NOUN
easat-1803	223	13	-	-	PUNCT
easat-1803	223	14	based	base	VERB
easat-1803	223	15	algorithms	algorithm	NOUN
easat-1803	223	16	were	be	AUX
easat-1803	223	17	utilized	utilize	VERB
easat-1803	223	18	to	to	PART
easat-1803	223	19	optimize	optimize	VERB
easat-1803	223	20	the	the	DET
easat-1803	223	21	tunable	tunable	ADJ
easat-1803	223	22	lstm	lstm	NOUN
easat-1803	223	23	hyperparameters	hyperparameter	NOUN
easat-1803	223	24	for	for	ADP
easat-1803	223	25	ec	ec	PROPN
easat-1803	223	26	.	.	PUNCT
easat-1803	224	1	ga	ga	PROPN
easat-1803	224	2	and	and	CCONJ
easat-1803	224	3	pso	pso	NOUN
easat-1803	224	4	were	be	AUX
easat-1803	224	5	used	use	VERB
easat-1803	224	6	to	to	PART
easat-1803	224	7	optimize	optimize	VERB
easat-1803	224	8	hyperparameters	hyperparameter	NOUN
easat-1803	224	9	for	for	ADP
easat-1803	224	10	predicting	predict	VERB
easat-1803	224	11	ec	ec	PROPN
easat-1803	224	12	in	in	ADP
easat-1803	224	13	big	big	ADJ
easat-1803	224	14	data	datum	NOUN
easat-1803	224	15	applications	application	NOUN
easat-1803	224	16	.	.	PUNCT
easat-1803	225	1	from	from	ADP
easat-1803	225	2	1	1	NUM
easat-1803	225	3	step	step	NOUN
easat-1803	225	4	to	to	ADP
easat-1803	225	5	2880	2880	NUM
easat-1803	225	6	steps	step	NOUN
easat-1803	225	7	(	(	PUNCT
easat-1803	225	8	half	half	DET
easat-1803	225	9	an	an	DET
easat-1803	225	10	hour	hour	NOUN
easat-1803	225	11	)	)	PUNCT
easat-1803	225	12	unspecified	unspecified	ADJ
easat-1803	225	13	upon	upon	SCONJ
easat-1803	225	14	conducting	conduct	VERB
easat-1803	225	15	statistical	statistical	ADJ
easat-1803	225	16	analysis	analysis	NOUN
easat-1803	225	17	of	of	ADP
easat-1803	225	18	the	the	DET
easat-1803	225	19	results	result	NOUN
easat-1803	225	20	,	,	PUNCT
easat-1803	225	21	it	it	PRON
easat-1803	225	22	was	be	AUX
easat-1803	225	23	revealed	reveal	VERB
easat-1803	225	24	that	that	SCONJ
easat-1803	225	25	the	the	DET
easat-1803	225	26	multi	multi	ADJ
easat-1803	225	27	-	-	ADJ
easat-1803	225	28	sequence	sequence	ADJ
easat-1803	225	29	dl	dl	PROPN
easat-1803	225	30	model	model	NOUN
easat-1803	225	31	,	,	PUNCT
easat-1803	225	32	finetuned	finetune	VERB
easat-1803	225	33	by	by	ADP
easat-1803	225	34	metaheuristic	metaheuristic	ADJ
easat-1803	225	35	search	search	NOUN
easat-1803	225	36	algorithms	algorithm	NOUN
easat-1803	225	37	,	,	PUNCT
easat-1803	225	38	yielded	yield	VERB
easat-1803	225	39	significantly	significantly	ADV
easat-1803	225	40	more	more	ADV
easat-1803	225	41	accurate	accurate	ADJ
easat-1803	225	42	results	result	NOUN
easat-1803	225	43	compared	compare	VERB
easat-1803	225	44	to	to	ADP
easat-1803	225	45	the	the	DET
easat-1803	225	46	benchmark	benchmark	NOUN
easat-1803	225	47	ml	ml	NOUN
easat-1803	225	48	models	model	NOUN
easat-1803	225	49	(	(	PUNCT
easat-1803	225	50	svr	svr	PROPN
easat-1803	225	51	,	,	PUNCT
easat-1803	225	52	rf	rf	NOUN
easat-1803	225	53	,	,	PUNCT
easat-1803	225	54	and	and	CCONJ
easat-1803	225	55	ann	ann	PROPN
easat-1803	225	56	)	)	PUNCT
easat-1803	225	57	and	and	CCONJ
easat-1803	225	58	the	the	DET
easat-1803	225	59	manually	manually	ADV
easat-1803	225	60	configured	configure	VERB
easat-1803	225	61	lstm	lstm	PROPN
easat-1803	225	62	..	..	PUNCT
easat-1803	226	1	[	[	X
easat-1803	226	2	42	42	NUM
easat-1803	226	3	]	]	PUNCT
easat-1803	226	4	an	an	DET
easat-1803	226	5	ensembl	ensembl	PROPN
easat-1803	226	6	e	e	PROPN
easat-1803	226	7	lstm	lstm	NOUN
easat-1803	226	8	combine	combine	VERB
easat-1803	226	9	d	d	PROPN
easat-1803	226	10	with	with	SCONJ
easat-1803	226	11	swt	swt	PROPN
easat-1803	226	12	a	a	DET
easat-1803	226	13	hybrid	hybrid	ADJ
easat-1803	226	14	dl	dl	PROPN
easat-1803	226	15	model	model	NOUN
easat-1803	226	16	was	be	AUX
easat-1803	226	17	created	create	VERB
easat-1803	226	18	by	by	ADP
easat-1803	226	19	combining	combine	VERB
easat-1803	226	20	an	an	DET
easat-1803	226	21	ensemble	ensemble	ADJ
easat-1803	226	22	lstm	lstm	NOUN
easat-1803	226	23	model	model	NOUN
easat-1803	226	24	with	with	ADP
easat-1803	226	25	the	the	DET
easat-1803	226	26	swt	swt	PROPN
easat-1803	226	27	approach	approach	NOUN
easat-1803	226	28	.	.	PUNCT
easat-1803	227	1	multiple	multiple	ADJ
easat-1803	227	2	swts	swts	PROPN
easat-1803	227	3	made	make	VERB
easat-1803	227	4	the	the	DET
easat-1803	227	5	original	original	ADJ
easat-1803	227	6	ec	ec	PROPN
easat-1803	227	7	data	datum	NOUN
easat-1803	227	8	stationary	stationary	NOUN
easat-1803	227	9	,	,	PUNCT
easat-1803	227	10	and	and	CCONJ
easat-1803	227	11	lstm	lstm	NOUN
easat-1803	227	12	was	be	AUX
easat-1803	227	13	applied	apply	VERB
easat-1803	227	14	to	to	PART
easat-1803	227	15	produce	produce	VERB
easat-1803	227	16	prediction	prediction	NOUN
easat-1803	227	17	results	result	NOUN
easat-1803	227	18	.	.	PUNCT
easat-1803	228	1	5	5	NUM
easat-1803	228	2	,	,	PUNCT
easat-1803	228	3	10	10	NUM
easat-1803	228	4	,	,	PUNCT
easat-1803	228	5	20	20	NUM
easat-1803	228	6	,	,	PUNCT
easat-1803	228	7	and	and	CCONJ
easat-1803	228	8	30	30	NUM
easat-1803	228	9	minutes	minute	NOUN
easat-1803	228	10	step	step	NOUN
easat-1803	228	11	sizes	size	NOUN
easat-1803	228	12	unspecified	unspecified	ADJ
easat-1803	228	13	compared	compare	VERB
easat-1803	228	14	to	to	ADP
easat-1803	228	15	other	other	ADJ
easat-1803	228	16	advanced	advanced	ADJ
easat-1803	228	17	methods	method	NOUN
easat-1803	228	18	,	,	PUNCT
easat-1803	228	19	including	include	VERB
easat-1803	228	20	the	the	DET
easat-1803	228	21	persistent	persistent	ADJ
easat-1803	228	22	method	method	NOUN
easat-1803	228	23	,	,	PUNCT
easat-1803	228	24	svr	svr	PROPN
easat-1803	228	25	,	,	PUNCT
easat-1803	228	26	lstm	lstm	ADJ
easat-1803	228	27	neural	neural	ADJ
easat-1803	228	28	network	network	NOUN
easat-1803	228	29	,	,	PUNCT
easat-1803	228	30	and	and	CCONJ
easat-1803	228	31	cnn	cnn	PROPN
easat-1803	228	32	-	-	PUNCT
easat-1803	228	33	lstm	lstm	PROPN
easat-1803	228	34	,	,	PUNCT
easat-1803	228	35	the	the	DET
easat-1803	228	36	proposed	propose	VERB
easat-1803	228	37	method	method	NOUN
easat-1803	228	38	demonstrated	demonstrate	VERB
easat-1803	228	39	superior	superior	ADJ
easat-1803	228	40	performance	performance	NOUN
easat-1803	228	41	across	across	ADP
easat-1803	228	42	three	three	NUM
easat-1803	228	43	error	error	NOUN
easat-1803	228	44	metrics	metric	NOUN
easat-1803	228	45	(	(	PUNCT
easat-1803	228	46	rmse	rmse	NOUN
easat-1803	228	47	,	,	PUNCT
easat-1803	228	48	mape	mape	NOUN
easat-1803	228	49	,	,	PUNCT
easat-1803	228	50	and	and	CCONJ
easat-1803	228	51	mbe	mbe	PROPN
easat-1803	228	52	)	)	PUNCT
easat-1803	228	53	.	.	PUNCT
easat-1803	229	1	[	[	X
easat-1803	229	2	43	43	NUM
easat-1803	229	3	]	]	X
easat-1803	229	4	central	central	ADJ
easat-1803	229	5	energy	energy	NOUN
easat-1803	229	6	authori	authori	NOUN
easat-1803	229	7	ty	ty	NUM
easat-1803	229	8	trendbased	trendbase	VERB
easat-1803	229	9	model	model	NOUN
easat-1803	229	10	,	,	PUNCT
easat-1803	229	11	sarim	sarim	VERB
easat-1803	229	12	a	a	PRON
easat-1803	229	13	,	,	PUNCT
easat-1803	229	14	lstm	lstm	ADJ
easat-1803	229	15	,	,	PUNCT
easat-1803	229	16	faceboo	faceboo	NOUN
easat-1803	229	17	k	k	PROPN
easat-1803	229	18	prophet	prophet	NOUN
easat-1803	229	19	four	four	NUM
easat-1803	229	20	time	time	NOUN
easat-1803	229	21	-	-	PUNCT
easat-1803	229	22	series	series	NOUN
easat-1803	229	23	models	model	NOUN
easat-1803	229	24	were	be	AUX
easat-1803	229	25	compared	compare	VERB
easat-1803	229	26	to	to	PART
easat-1803	229	27	predict	predict	VERB
easat-1803	229	28	total	total	NOUN
easat-1803	229	29	and	and	CCONJ
easat-1803	229	30	peak	peak	VERB
easat-1803	229	31	monthly	monthly	ADJ
easat-1803	229	32	ec	ec	PROPN
easat-1803	229	33	in	in	ADP
easat-1803	229	34	india	india	PROPN
easat-1803	229	35	:	:	PUNCT
easat-1803	229	36	the	the	DET
easat-1803	229	37	existing	exist	VERB
easat-1803	229	38	trend	trend	NOUN
easat-1803	229	39	-	-	PUNCT
easat-1803	229	40	based	base	VERB
easat-1803	229	41	model	model	NOUN
easat-1803	229	42	of	of	ADP
easat-1803	229	43	india	india	PROPN
easat-1803	229	44	's	's	PART
easat-1803	229	45	central	central	ADJ
easat-1803	229	46	energy	energy	NOUN
easat-1803	229	47	authority	authority	NOUN
easat-1803	229	48	,	,	PUNCT
easat-1803	229	49	sarima	sarima	NOUN
easat-1803	229	50	,	,	PUNCT
easat-1803	229	51	lstm	lstm	NOUN
easat-1803	229	52	,	,	PUNCT
easat-1803	229	53	and	and	CCONJ
easat-1803	229	54	facebook	facebook	PROPN
easat-1803	229	55	prophet	prophet	NOUN
easat-1803	229	56	.	.	PUNCT
easat-1803	230	1	108	108	NUM
easat-1803	230	2	months	month	NOUN
easat-1803	230	3	24	24	NUM
easat-1803	230	4	months	month	NOUN
easat-1803	230	5	lstm	lstm	NOUN
easat-1803	230	6	predictions	prediction	NOUN
easat-1803	230	7	are	be	AUX
easat-1803	230	8	found	find	VERB
easat-1803	230	9	to	to	PART
easat-1803	230	10	be	be	AUX
easat-1803	230	11	unreliable	unreliable	ADJ
easat-1803	230	12	due	due	ADP
easat-1803	230	13	to	to	ADP
easat-1803	230	14	large	large	ADJ
easat-1803	230	15	prediction	prediction	NOUN
easat-1803	230	16	errors	error	NOUN
easat-1803	230	17	,	,	PUNCT
easat-1803	230	18	and	and	CCONJ
easat-1803	230	19	predictions	prediction	NOUN
easat-1803	230	20	tend	tend	VERB
easat-1803	230	21	to	to	PART
easat-1803	230	22	become	become	VERB
easat-1803	230	23	highly	highly	ADV
easat-1803	230	24	unstable	unstable	ADJ
easat-1803	230	25	after	after	ADP
easat-1803	230	26	24	24	NUM
easat-1803	230	27	-	-	PUNCT
easat-1803	230	28	time	time	NOUN
easat-1803	230	29	steps	step	NOUN
easat-1803	230	30	.	.	PUNCT
easat-1803	231	1	facebook	facebook	PROPN
easat-1803	231	2	prophet	prophet	NOUN
easat-1803	231	3	predictions	prediction	NOUN
easat-1803	231	4	performed	perform	VERB
easat-1803	231	5	best	well	ADV
easat-1803	231	6	in	in	ADP
easat-1803	231	7	reproducing	reproduce	VERB
easat-1803	231	8	the	the	DET
easat-1803	231	9	temporal	temporal	ADJ
easat-1803	231	10	features	feature	NOUN
easat-1803	231	11	present	present	ADJ
easat-1803	231	12	in	in	ADP
easat-1803	231	13	the	the	DET
easat-1803	231	14	observed	observe	VERB
easat-1803	231	15	data	datum	NOUN
easat-1803	231	16	.	.	PUNCT
easat-1803	232	1	therefore	therefore	ADV
easat-1803	232	2	,	,	PUNCT
easat-1803	232	3	it	it	PRON
easat-1803	232	4	is	be	AUX
easat-1803	232	5	suggested	suggest	VERB
easat-1803	232	6	that	that	SCONJ
easat-1803	232	7	the	the	DET
easat-1803	232	8	facebook	facebook	PROPN
easat-1803	232	9	prophet	prophet	NOUN
easat-1803	232	10	model	model	NOUN
easat-1803	232	11	should	should	AUX
easat-1803	232	12	be	be	AUX
easat-1803	232	13	preferred	prefer	VERB
easat-1803	232	14	over	over	ADP
easat-1803	232	15	others	other	NOUN
easat-1803	232	16	in	in	ADP
easat-1803	232	17	demand	demand	NOUN
easat-1803	232	18	forecasting	forecasting	NOUN
easat-1803	232	19	.	.	PUNCT
easat-1803	233	1	[	[	X
easat-1803	233	2	44	44	NUM
easat-1803	233	3	]	]	PUNCT
easat-1803	233	4	arima	arima	PROPN
easat-1803	233	5	arima	arima	PROPN
easat-1803	233	6	and	and	CCONJ
easat-1803	233	7	cnn	cnn	PROPN
easat-1803	233	8	-	-	PUNCT
easat-1803	233	9	bi	bi	NOUN
easat-1803	233	10	-	-	ADJ
easat-1803	233	11	lstm	lstm	ADJ
easat-1803	233	12	unspecified	unspecified	ADJ
easat-1803	233	13	1	1	NUM
easat-1803	233	14	month	month	NOUN
easat-1803	233	15	the	the	DET
easat-1803	233	16	results	result	NOUN
easat-1803	233	17	indicated	indicate	VERB
easat-1803	233	18	that	that	SCONJ
easat-1803	233	19	only	only	ADV
easat-1803	233	20	the	the	DET
easat-1803	233	21	cnn	cnn	PROPN
easat-1803	233	22	-	-	PUNCT
easat-1803	233	23	lstm	lstm	ADJ
easat-1803	233	24	1025	1025	NUM
easat-1803	233	25	edelweiss	edelweiss	PROPN
easat-1803	233	26	applied	apply	VERB
easat-1803	233	27	science	science	NOUN
easat-1803	233	28	and	and	CCONJ
easat-1803	233	29	technology	technology	NOUN
easat-1803	233	30	issn	issn	PROPN
easat-1803	233	31	:	:	PUNCT
easat-1803	233	32	2576	2576	NUM
easat-1803	233	33	-	-	SYM
easat-1803	233	34	8484	8484	NUM
easat-1803	233	35	vol	vol	NOUN
easat-1803	233	36	.	.	PROPN
easat-1803	233	37	8	8	NUM
easat-1803	233	38	,	,	PUNCT
easat-1803	233	39	no	no	INTJ
easat-1803	233	40	.	.	NOUN
easat-1803	233	41	5	5	NUM
easat-1803	233	42	:	:	SYM
easat-1803	233	43	1014	1014	NUM
easat-1803	233	44	-	-	SYM
easat-1803	233	45	1037	1037	NUM
easat-1803	233	46	,	,	PUNCT
easat-1803	233	47	2024	2024	NUM
easat-1803	233	48	doi	doi	NOUN
easat-1803	233	49	:	:	PUNCT
easat-1803	233	50	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	233	51	©	©	PROPN
easat-1803	233	52	2024	2024	NUM
easat-1803	233	53	by	by	ADP
easat-1803	233	54	the	the	DET
easat-1803	233	55	authors	author	NOUN
easat-1803	233	56	;	;	PUNCT
easat-1803	233	57	licensee	licensee	PROPN
easat-1803	233	58	learning	learn	VERB
easat-1803	233	59	gate	gate	PROPN
easat-1803	233	60	and	and	CCONJ
easat-1803	233	61	cnnbilstm	cnnbilstm	PROPN
easat-1803	233	62	methods	method	NOUN
easat-1803	233	63	were	be	AUX
easat-1803	233	64	proposed	propose	VERB
easat-1803	233	65	to	to	PART
easat-1803	233	66	predict	predict	VERB
easat-1803	233	67	medium	medium	ADJ
easat-1803	233	68	-	-	PUNCT
easat-1803	233	69	term	term	NOUN
easat-1803	233	70	ec	ec	PROPN
easat-1803	233	71	.	.	PUNCT
easat-1803	234	1	hyperparameters	hyperparameter	NOUN
easat-1803	234	2	were	be	AUX
easat-1803	234	3	tuned	tune	VERB
easat-1803	234	4	for	for	ADP
easat-1803	234	5	arima	arima	PROPN
easat-1803	234	6	and	and	CCONJ
easat-1803	234	7	neural	neural	ADJ
easat-1803	234	8	network	network	NOUN
easat-1803	234	9	models	model	NOUN
easat-1803	234	10	to	to	PART
easat-1803	234	11	enhance	enhance	VERB
easat-1803	234	12	model	model	NOUN
easat-1803	234	13	accuracy	accuracy	NOUN
easat-1803	234	14	.	.	PUNCT
easat-1803	235	1	combination	combination	NOUN
easat-1803	235	2	did	do	AUX
easat-1803	235	3	not	not	PART
easat-1803	235	4	perform	perform	VERB
easat-1803	235	5	well	well	ADV
easat-1803	235	6	.	.	PUNCT
easat-1803	236	1	on	on	ADP
easat-1803	236	2	the	the	DET
easat-1803	236	3	other	other	ADJ
easat-1803	236	4	hand	hand	NOUN
easat-1803	236	5	,	,	PUNCT
easat-1803	236	6	the	the	DET
easat-1803	236	7	arima	arima	PROPN
easat-1803	236	8	model	model	NOUN
easat-1803	236	9	produced	produce	VERB
easat-1803	236	10	accurate	accurate	ADJ
easat-1803	236	11	results	result	NOUN
easat-1803	236	12	and	and	CCONJ
easat-1803	236	13	can	can	AUX
easat-1803	236	14	be	be	AUX
easat-1803	236	15	used	use	VERB
easat-1803	236	16	in	in	ADP
easat-1803	236	17	real	real	ADJ
easat-1803	236	18	-	-	PUNCT
easat-1803	236	19	world	world	NOUN
easat-1803	236	20	scenarios	scenario	NOUN
easat-1803	236	21	where	where	SCONJ
easat-1803	236	22	data	datum	NOUN
easat-1803	236	23	patterns	pattern	NOUN
easat-1803	236	24	remain	remain	VERB
easat-1803	236	25	relatively	relatively	ADV
easat-1803	236	26	consistent	consistent	ADJ
easat-1803	236	27	.	.	PUNCT
easat-1803	237	1	additionally	additionally	ADV
easat-1803	237	2	,	,	PUNCT
easat-1803	237	3	the	the	DET
easat-1803	237	4	combination	combination	NOUN
easat-1803	237	5	of	of	ADP
easat-1803	237	6	cnn	cnn	PROPN
easat-1803	237	7	and	and	CCONJ
easat-1803	237	8	bi	bi	NOUN
easat-1803	237	9	-	-	ADJ
easat-1803	237	10	lstm	lstm	ADJ
easat-1803	237	11	yielded	yield	VERB
easat-1803	237	12	favorable	favorable	ADJ
easat-1803	237	13	results	result	NOUN
easat-1803	237	14	with	with	ADP
easat-1803	237	15	lower	low	ADJ
easat-1803	237	16	mse	mse	NOUN
easat-1803	237	17	and	and	CCONJ
easat-1803	237	18	rmse	rmse	NOUN
easat-1803	237	19	for	for	ADP
easat-1803	237	20	medium	medium	ADJ
easat-1803	237	21	-	-	PUNCT
easat-1803	237	22	term	term	NOUN
easat-1803	237	23	ec	ec	PROPN
easat-1803	237	24	prediction	prediction	NOUN
easat-1803	237	25	following	follow	VERB
easat-1803	237	26	the	the	DET
easat-1803	237	27	implementation	implementation	NOUN
easat-1803	237	28	of	of	ADP
easat-1803	237	29	arima	arima	PROPN
easat-1803	237	30	.	.	PUNCT
easat-1803	238	1	[	[	X
easat-1803	238	2	45	45	NUM
easat-1803	238	3	]	]	PUNCT
easat-1803	238	4	icmdann	icmdann	PROPN
easat-1803	238	5	encoder	encoder	NOUN
easat-1803	238	6	decoder	decoder	NOUN
easat-1803	238	7	-based	-base	VERB
easat-1803	238	8	lstm	lstm	ADJ
easat-1803	238	9	hybrid	hybrid	NOUN
easat-1803	238	10	model	model	NOUN
easat-1803	238	11	a	a	DET
easat-1803	238	12	hybrid	hybrid	ADJ
easat-1803	238	13	multi	multi	ADJ
easat-1803	238	14	-	-	ADJ
easat-1803	238	15	algorithm	algorithm	ADJ
easat-1803	238	16	framework	framework	NOUN
easat-1803	238	17	is	be	AUX
easat-1803	238	18	developed	develop	VERB
easat-1803	238	19	by	by	ADP
easat-1803	238	20	incorporating	incorporate	VERB
easat-1803	238	21	ann	ann	PROPN
easat-1803	238	22	,	,	PUNCT
easat-1803	238	23	encoderdecoder	encoderdecoder	PROPN
easat-1803	238	24	based	base	VERB
easat-1803	238	25	lstm	lstm	PROPN
easat-1803	238	26	,	,	PUNCT
easat-1803	238	27	and	and	CCONJ
easat-1803	238	28	icmd	icmd	ADJ
easat-1803	238	29	.	.	PUNCT
easat-1803	239	1	this	this	DET
easat-1803	239	2	model	model	NOUN
easat-1803	239	3	was	be	AUX
easat-1803	239	4	compared	compare	VERB
easat-1803	239	5	with	with	ADP
easat-1803	239	6	single	single	ADJ
easat-1803	239	7	models	model	NOUN
easat-1803	239	8	(	(	PUNCT
easat-1803	239	9	ann	ann	PROPN
easat-1803	239	10	,	,	PUNCT
easat-1803	239	11	rfr	rfr	PROPN
easat-1803	239	12	,	,	PUNCT
easat-1803	239	13	lstm	lstm	PROPN
easat-1803	239	14	)	)	PUNCT
easat-1803	239	15	,	,	PUNCT
easat-1803	239	16	hybrid	hybrid	NOUN
easat-1803	239	17	models	model	NOUN
easat-1803	239	18	,	,	PUNCT
easat-1803	239	19	and	and	CCONJ
easat-1803	239	20	three	three	NUM
easat-1803	239	21	decomposition	decomposition	NOUN
easat-1803	239	22	-	-	PUNCT
easat-1803	239	23	based	base	VERB
easat-1803	239	24	hybrid	hybrid	NOUN
easat-1803	239	25	models	model	NOUN
easat-1803	239	26	.	.	PUNCT
easat-1803	240	1	from	from	ADP
easat-1803	240	2	1	1	NUM
easat-1803	240	3	to	to	PART
easat-1803	240	4	15	15	NUM
easat-1803	240	5	days	day	NOUN
easat-1803	240	6	1	1	NUM
easat-1803	240	7	day	day	NOUN
easat-1803	240	8	according	accord	VERB
easat-1803	240	9	to	to	ADP
easat-1803	240	10	statistical	statistical	ADJ
easat-1803	240	11	score	score	NOUN
easat-1803	240	12	metrics	metric	NOUN
easat-1803	240	13	,	,	PUNCT
easat-1803	240	14	the	the	DET
easat-1803	240	15	hybrid	hybrid	ADJ
easat-1803	240	16	icmd	icmd	PROPN
easat-1803	240	17	-	-	PUNCT
easat-1803	240	18	ann	ann	PROPN
easat-1803	240	19	-	-	PUNCT
easat-1803	240	20	edlstm	edlstm	PROPN
easat-1803	240	21	model	model	NOUN
easat-1803	240	22	performed	perform	VERB
easat-1803	240	23	better	well	ADV
easat-1803	240	24	than	than	ADP
easat-1803	240	25	other	other	ADJ
easat-1803	240	26	benchmark	benchmark	NOUN
easat-1803	240	27	models	model	NOUN
easat-1803	240	28	.	.	PUNCT
easat-1803	241	1	furthermore	furthermore	ADV
easat-1803	241	2	,	,	PUNCT
easat-1803	241	3	the	the	DET
easat-1803	241	4	results	result	NOUN
easat-1803	241	5	showed	show	VERB
easat-1803	241	6	that	that	SCONJ
easat-1803	241	7	the	the	DET
easat-1803	241	8	hybrid	hybrid	ADJ
easat-1803	241	9	icmd	icmd	ADJ
easat-1803	241	10	-	-	PUNCT
easat-1803	241	11	annencoder	annencoder	NOUN
easat-1803	241	12	-	-	PUNCT
easat-1803	241	13	decoder	decoder	NOUN
easat-1803	241	14	based	base	VERB
easat-1803	241	15	lstm	lstm	NOUN
easat-1803	241	16	model	model	NOUN
easat-1803	241	17	can	can	AUX
easat-1803	241	18	not	not	PART
easat-1803	241	19	only	only	ADV
easat-1803	241	20	detect	detect	VERB
easat-1803	241	21	seasonality	seasonality	NOUN
easat-1803	241	22	in	in	ADP
easat-1803	241	23	electricity	electricity	NOUN
easat-1803	241	24	demand	demand	NOUN
easat-1803	241	25	data	datum	NOUN
easat-1803	241	26	but	but	CCONJ
easat-1803	241	27	also	also	ADV
easat-1803	241	28	predict	predict	VERB
easat-1803	241	29	and	and	CCONJ
easat-1803	241	30	analyze	analyze	VERB
easat-1803	241	31	electricity	electricity	NOUN
easat-1803	241	32	market	market	NOUN
easat-1803	241	33	demand	demand	NOUN
easat-1803	241	34	.	.	PUNCT
easat-1803	242	1	table	table	NOUN
easat-1803	242	2	3	3	NUM
easat-1803	242	3	.	.	PUNCT
easat-1803	243	1	multivariate	multivariate	NOUN
easat-1803	243	2	time	time	NOUN
easat-1803	243	3	-	-	PUNCT
easat-1803	243	4	series	series	NOUN
easat-1803	243	5	ec	ec	PROPN
easat-1803	243	6	forecasting	forecasting	NOUN
easat-1803	243	7	papers	paper	NOUN
easat-1803	243	8	.	.	PUNCT
easat-1803	244	1	ef	ef	PROPN
easat-1803	244	2	.	.	PROPN
easat-1803	244	3	model	model	PROPN
easat-1803	244	4	summarize	summarize	VERB
easat-1803	244	5	lagging	lag	VERB
easat-1803	244	6	steps	step	NOUN
easat-1803	244	7	forecasting	forecast	VERB
easat-1803	244	8	horizon	horizon	NOUN
easat-1803	244	9	results	result	VERB
easat-1803	244	10	[	[	X
easat-1803	244	11	46	46	NUM
easat-1803	244	12	]	]	X
easat-1803	244	13	dnn	dnn	PROPN
easat-1803	244	14	,	,	PUNCT
easat-1803	244	15	rnn	rnn	PROPN
easat-1803	244	16	,	,	PUNCT
easat-1803	244	17	cnn	cnn	PROPN
easat-1803	244	18	,	,	PUNCT
easat-1803	244	19	and	and	CCONJ
easat-1803	244	20	lstm	lstm	NOUN
easat-1803	244	21	models	model	NOUN
easat-1803	244	22	with	with	ADP
easat-1803	244	23	forecasting	forecasting	NOUN
easat-1803	244	24	error	error	NOUN
easat-1803	244	25	correction	correction	NOUN
easat-1803	244	26	this	this	DET
easat-1803	244	27	study	study	NOUN
easat-1803	244	28	proposed	propose	VERB
easat-1803	244	29	the	the	DET
easat-1803	244	30	use	use	NOUN
easat-1803	244	31	of	of	ADP
easat-1803	244	32	dl	dl	PROPN
easat-1803	244	33	techniques	technique	NOUN
easat-1803	244	34	to	to	PART
easat-1803	244	35	predict	predict	VERB
easat-1803	244	36	ec	ec	PROPN
easat-1803	244	37	in	in	ADP
easat-1803	244	38	two	two	NUM
easat-1803	244	39	industrial	industrial	ADJ
easat-1803	244	40	buildings	building	NOUN
easat-1803	244	41	that	that	PRON
easat-1803	244	42	have	have	VERB
easat-1803	244	43	varying	vary	VERB
easat-1803	244	44	usage	usage	NOUN
easat-1803	244	45	profiles	profile	NOUN
easat-1803	244	46	.	.	PUNCT
easat-1803	245	1	it	it	PRON
easat-1803	245	2	analyzed	analyze	VERB
easat-1803	245	3	the	the	DET
easat-1803	245	4	correlation	correlation	NOUN
easat-1803	245	5	between	between	ADP
easat-1803	245	6	ec	ec	PROPN
easat-1803	245	7	and	and	CCONJ
easat-1803	245	8	meteorological	meteorological	ADJ
easat-1803	245	9	data	datum	NOUN
easat-1803	245	10	per	per	ADP
easat-1803	245	11	season	season	NOUN
easat-1803	245	12	for	for	ADP
easat-1803	245	13	the	the	DET
easat-1803	245	14	related	related	ADJ
easat-1803	245	15	buildings	building	NOUN
easat-1803	245	16	.	.	PUNCT
easat-1803	246	1	1	1	NUM
easat-1803	246	2	hr	hr	NOUN
easat-1803	246	3	24	24	NUM
easat-1803	246	4	hrs	hrs	NOUN
easat-1803	246	5	dnn	dnn	PROPN
easat-1803	246	6	,	,	PUNCT
easat-1803	246	7	rnn	rnn	NOUN
easat-1803	246	8	,	,	PUNCT
easat-1803	246	9	and	and	CCONJ
easat-1803	246	10	lstm	lstm	NOUN
easat-1803	246	11	outperformed	outperform	VERB
easat-1803	246	12	by	by	ADP
easat-1803	246	13	utilizing	utilize	VERB
easat-1803	246	14	two	two	NUM
easat-1803	246	15	years	year	NOUN
easat-1803	246	16	of	of	ADP
easat-1803	246	17	ec	ec	PROPN
easat-1803	246	18	and	and	CCONJ
easat-1803	246	19	weather	weather	NOUN
easat-1803	246	20	data	datum	NOUN
easat-1803	246	21	instead	instead	ADV
easat-1803	246	22	of	of	ADP
easat-1803	246	23	one	one	NUM
easat-1803	246	24	year	year	NOUN
easat-1803	246	25	of	of	ADP
easat-1803	246	26	ec	ec	PROPN
easat-1803	246	27	.	.	PUNCT
easat-1803	247	1	[	[	X
easat-1803	247	2	47	47	NUM
easat-1803	247	3	]	]	SYM
easat-1803	247	4	xgboost	xgboost	PROPN
easat-1803	247	5	,	,	PUNCT
easat-1803	247	6	lstm	lstm	ADJ
easat-1803	247	7	,	,	PUNCT
easat-1803	247	8	and	and	CCONJ
easat-1803	247	9	sarima	sarima	VERB
easat-1803	247	10	three	three	NUM
easat-1803	247	11	essential	essential	ADJ
easat-1803	247	12	techniques	technique	NOUN
easat-1803	247	13	(	(	PUNCT
easat-1803	247	14	univariate	univariate	ADJ
easat-1803	247	15	,	,	PUNCT
easat-1803	247	16	multivariate	multivariate	NOUN
easat-1803	247	17	,	,	PUNCT
easat-1803	247	18	and	and	CCONJ
easat-1803	247	19	multistep	multistep	NOUN
easat-1803	247	20	)	)	PUNCT
easat-1803	247	21	were	be	AUX
easat-1803	247	22	investigated	investigate	VERB
easat-1803	247	23	to	to	PART
easat-1803	247	24	predict	predict	VERB
easat-1803	247	25	ec	ec	PROPN
easat-1803	247	26	using	use	VERB
easat-1803	247	27	three	three	NUM
easat-1803	247	28	leading	lead	VERB
easat-1803	247	29	methods	method	NOUN
easat-1803	247	30	:	:	PUNCT
easat-1803	247	31	xgboost	xgboost	ADJ
easat-1803	247	32	,	,	PUNCT
easat-1803	247	33	lstm	lstm	ADJ
easat-1803	247	34	,	,	PUNCT
easat-1803	247	35	and	and	CCONJ
easat-1803	247	36	1	1	NUM
easat-1803	247	37	step	step	NOUN
easat-1803	247	38	1	1	NUM
easat-1803	247	39	step	step	NOUN
easat-1803	247	40	for	for	ADP
easat-1803	247	41	multivariate	multivariate	NOUN
easat-1803	247	42	and	and	CCONJ
easat-1803	247	43	72	72	NUM
easat-1803	247	44	steps	step	NOUN
easat-1803	247	45	for	for	ADP
easat-1803	247	46	univariate	univariate	ADJ
easat-1803	247	47	xgboost	xgboost	NOUN
easat-1803	247	48	performed	perform	VERB
easat-1803	247	49	well	well	ADV
easat-1803	247	50	for	for	ADP
easat-1803	247	51	univariate	univariate	ADJ
easat-1803	247	52	and	and	CCONJ
easat-1803	247	53	multistep	multistep	ADJ
easat-1803	247	54	predictions	prediction	NOUN
easat-1803	247	55	compared	compare	VERB
easat-1803	247	56	to	to	ADP
easat-1803	247	57	arima	arima	PROPN
easat-1803	247	58	variations	variation	NOUN
easat-1803	247	59	,	,	PUNCT
easat-1803	247	60	which	which	PRON
easat-1803	247	61	performed	perform	VERB
easat-1803	247	62	better	well	ADV
easat-1803	247	63	on	on	ADP
easat-1803	247	64	multivariate	multivariate	NOUN
easat-1803	247	65	.	.	PUNCT
easat-1803	248	1	nevertheless	nevertheless	ADV
easat-1803	248	2	,	,	PUNCT
easat-1803	248	3	lstm	lstm	PROPN
easat-1803	248	4	exhibited	exhibit	VERB
easat-1803	248	5	the	the	DET
easat-1803	248	6	most	most	ADV
easat-1803	248	7	unfavorable	unfavorable	ADJ
easat-1803	248	8	1026	1026	NUM
easat-1803	248	9	edelweiss	edelweiss	PROPN
easat-1803	248	10	applied	apply	VERB
easat-1803	248	11	science	science	NOUN
easat-1803	248	12	and	and	CCONJ
easat-1803	248	13	technology	technology	NOUN
easat-1803	248	14	issn	issn	PROPN
easat-1803	248	15	:	:	PUNCT
easat-1803	248	16	2576	2576	NUM
easat-1803	248	17	-	-	SYM
easat-1803	248	18	8484	8484	NUM
easat-1803	248	19	vol	vol	NOUN
easat-1803	248	20	.	.	PROPN
easat-1803	248	21	8	8	NUM
easat-1803	248	22	,	,	PUNCT
easat-1803	248	23	no	no	INTJ
easat-1803	248	24	.	.	NOUN
easat-1803	248	25	5	5	NUM
easat-1803	248	26	:	:	SYM
easat-1803	248	27	1014	1014	NUM
easat-1803	248	28	-	-	SYM
easat-1803	248	29	1037	1037	NUM
easat-1803	248	30	,	,	PUNCT
easat-1803	248	31	2024	2024	NUM
easat-1803	248	32	doi	doi	NOUN
easat-1803	248	33	:	:	PUNCT
easat-1803	248	34	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	248	35	©	©	PROPN
easat-1803	248	36	2024	2024	NUM
easat-1803	248	37	by	by	ADP
easat-1803	248	38	the	the	DET
easat-1803	248	39	authors	author	NOUN
easat-1803	248	40	;	;	PUNCT
easat-1803	248	41	licensee	licensee	PROPN
easat-1803	248	42	learning	learning	PROPN
easat-1803	248	43	gate	gate	PROPN
easat-1803	248	44	sarima	sarima	PROPN
easat-1803	248	45	.	.	PUNCT
easat-1803	249	1	performance	performance	NOUN
easat-1803	249	2	of	of	ADP
easat-1803	249	3	all	all	DET
easat-1803	249	4	three	three	NUM
easat-1803	249	5	strategies	strategy	NOUN
easat-1803	249	6	in	in	ADP
easat-1803	249	7	terms	term	NOUN
easat-1803	249	8	of	of	ADP
easat-1803	249	9	the	the	DET
easat-1803	249	10	smape	smape	NOUN
easat-1803	249	11	metrics	metric	NOUN
easat-1803	249	12	.	.	PUNCT
easat-1803	250	1	[	[	X
easat-1803	250	2	48	48	NUM
easat-1803	250	3	]	]	SYM
easat-1803	250	4	lstm	lstm	NOUN
easat-1803	250	5	and	and	CCONJ
easat-1803	250	6	gru	gru	VERB
easat-1803	250	7	the	the	DET
easat-1803	250	8	forecasting	forecasting	NOUN
easat-1803	250	9	of	of	ADP
easat-1803	250	10	day	day	NOUN
easat-1803	250	11	-	-	PUNCT
easat-1803	250	12	ahead	ahead	NOUN
easat-1803	250	13	ec	ec	PROPN
easat-1803	250	14	in	in	ADP
easat-1803	250	15	a	a	DET
easat-1803	250	16	hospital	hospital	NOUN
easat-1803	250	17	involved	involve	VERB
easat-1803	250	18	the	the	DET
easat-1803	250	19	use	use	NOUN
easat-1803	250	20	of	of	ADP
easat-1803	250	21	lstm	lstm	NOUN
easat-1803	250	22	and	and	CCONJ
easat-1803	250	23	gru	gru	NOUN
easat-1803	250	24	networks	network	NOUN
easat-1803	250	25	with	with	ADP
easat-1803	250	26	and	and	CCONJ
easat-1803	250	27	without	without	ADP
easat-1803	250	28	emd	emd	PROPN
easat-1803	250	29	and	and	CCONJ
easat-1803	250	30	complete	complete	ADJ
easat-1803	250	31	ensemble	ensemble	ADJ
easat-1803	250	32	emd	emd	PROPN
easat-1803	250	33	preprocessing	preprocesse	VERB
easat-1803	250	34	for	for	ADP
easat-1803	250	35	both	both	CCONJ
easat-1803	250	36	univariate	univariate	ADJ
easat-1803	250	37	and	and	CCONJ
easat-1803	250	38	multivariate	multivariate	NOUN
easat-1803	250	39	approaches	approach	NOUN
easat-1803	250	40	.	.	PUNCT
easat-1803	251	1	24	24	NUM
easat-1803	251	2	hrs	hrs	NOUN
easat-1803	251	3	24	24	NUM
easat-1803	251	4	hrs	hrs	NOUN
easat-1803	251	5	in	in	ADP
easat-1803	251	6	the	the	DET
easat-1803	251	7	comparison	comparison	NOUN
easat-1803	251	8	between	between	ADP
easat-1803	251	9	lstm	lstm	PROPN
easat-1803	251	10	and	and	CCONJ
easat-1803	251	11	gru	gru	NOUN
easat-1803	251	12	models	model	NOUN
easat-1803	251	13	,	,	PUNCT
easat-1803	251	14	both	both	PRON
easat-1803	251	15	showed	show	VERB
easat-1803	251	16	similar	similar	ADJ
easat-1803	251	17	performance	performance	NOUN
easat-1803	251	18	.	.	PUNCT
easat-1803	252	1	however	however	ADV
easat-1803	252	2	,	,	PUNCT
easat-1803	252	3	incorporating	incorporate	VERB
easat-1803	252	4	emd	emd	PROPN
easat-1803	252	5	and	and	CCONJ
easat-1803	252	6	complete	complete	ADJ
easat-1803	252	7	ensemble	ensemble	ADJ
easat-1803	252	8	emd	emd	PROPN
easat-1803	252	9	consistently	consistently	ADV
easat-1803	252	10	enhanced	enhance	VERB
easat-1803	252	11	results	result	NOUN
easat-1803	252	12	in	in	ADP
easat-1803	252	13	the	the	DET
easat-1803	252	14	multivariate	multivariate	NOUN
easat-1803	252	15	case	case	NOUN
easat-1803	252	16	.	.	PUNCT
easat-1803	253	1	notably	notably	ADV
easat-1803	253	2	,	,	PUNCT
easat-1803	253	3	the	the	DET
easat-1803	253	4	best	good	ADJ
easat-1803	253	5	outcomes	outcome	NOUN
easat-1803	253	6	were	be	AUX
easat-1803	253	7	achieved	achieve	VERB
easat-1803	253	8	by	by	ADP
easat-1803	253	9	lstm	lstm	NOUN
easat-1803	253	10	with	with	ADP
easat-1803	253	11	preprocessing	preprocesse	VERB
easat-1803	253	12	in	in	ADP
easat-1803	253	13	the	the	DET
easat-1803	253	14	multivariate	multivariate	NOUN
easat-1803	253	15	scenario	scenario	NOUN
easat-1803	253	16	.	.	PUNCT
easat-1803	254	1	[	[	X
easat-1803	254	2	49	49	NUM
easat-1803	254	3	]	]	X
easat-1803	254	4	ernn	ernn	NOUN
easat-1803	254	5	,	,	PUNCT
easat-1803	254	6	seq2seq	seq2seq	NOUN
easat-1803	254	7	models	model	NOUN
easat-1803	254	8	,	,	PUNCT
easat-1803	254	9	and	and	CCONJ
easat-1803	254	10	temporal	temporal	ADJ
easat-1803	254	11	cnn	cnn	PROPN
easat-1803	254	12	aimed	aim	VERB
easat-1803	254	13	to	to	PART
easat-1803	254	14	bridge	bridge	VERB
easat-1803	254	15	the	the	DET
easat-1803	254	16	gap	gap	NOUN
easat-1803	254	17	by	by	ADP
easat-1803	254	18	reviewing	review	VERB
easat-1803	254	19	and	and	CCONJ
easat-1803	254	20	experimentally	experimentally	ADV
easat-1803	254	21	evaluating	evaluate	VERB
easat-1803	254	22	four	four	NUM
easat-1803	254	23	real	real	ADJ
easat-1803	254	24	-	-	PUNCT
easat-1803	254	25	world	world	NOUN
easat-1803	254	26	datasets	dataset	NOUN
easat-1803	254	27	on	on	ADP
easat-1803	254	28	the	the	DET
easat-1803	254	29	latest	late	ADJ
easat-1803	254	30	electric	electric	ADJ
easat-1803	254	31	lf	lf	ADP
easat-1803	254	32	trends	trend	NOUN
easat-1803	254	33	.	.	PUNCT
easat-1803	255	1	contrasting	contrast	VERB
easat-1803	255	2	dl	dl	PROPN
easat-1803	255	3	architectures	architecture	NOUN
easat-1803	255	4	(	(	PUNCT
easat-1803	255	5	rnn	rnn	PROPN
easat-1803	255	6	,	,	PUNCT
easat-1803	255	7	seq2seq	seq2seq	NOUN
easat-1803	255	8	models	model	NOUN
easat-1803	255	9	,	,	PUNCT
easat-1803	255	10	and	and	CCONJ
easat-1803	255	11	temporal	temporal	ADJ
easat-1803	255	12	cnn	cnn	PROPN
easat-1803	255	13	together	together	ADV
easat-1803	255	14	with	with	ADP
easat-1803	255	15	architectural	architectural	ADJ
easat-1803	255	16	variants	variant	NOUN
easat-1803	255	17	)	)	PUNCT
easat-1803	255	18	for	for	ADP
easat-1803	255	19	stlf	stlf	NOUN
easat-1803	255	20	.	.	PUNCT
easat-1803	256	1	4	4	NUM
easat-1803	256	2	days	day	NOUN
easat-1803	256	3	1	1	NUM
easat-1803	256	4	day	day	NOUN
easat-1803	256	5	the	the	DET
easat-1803	256	6	elman	elman	PROPN
easat-1803	256	7	rnn	rnn	PROPN
easat-1803	256	8	performed	perform	VERB
easat-1803	256	9	comparably	comparably	ADV
easat-1803	256	10	to	to	PART
easat-1803	256	11	gru	gru	VERB
easat-1803	256	12	and	and	CCONJ
easat-1803	256	13	lstm	lstm	NOUN
easat-1803	256	14	when	when	SCONJ
easat-1803	256	15	used	use	VERB
easat-1803	256	16	for	for	ADP
easat-1803	256	17	aggregated	aggregate	VERB
easat-1803	256	18	lf	lf	PROPN
easat-1803	256	19	.	.	PUNCT
easat-1803	257	1	seq2seq	seq2seq	NOUN
easat-1803	257	2	models	model	NOUN
easat-1803	257	3	proved	prove	VERB
easat-1803	257	4	to	to	PART
easat-1803	257	5	be	be	AUX
easat-1803	257	6	quite	quite	ADV
easat-1803	257	7	efficient	efficient	ADJ
easat-1803	257	8	in	in	ADP
easat-1803	257	9	lf	lf	ADP
easat-1803	257	10	tasks	task	NOUN
easat-1803	257	11	,	,	PUNCT
easat-1803	257	12	although	although	SCONJ
easat-1803	257	13	they	they	PRON
easat-1803	257	14	seem	seem	VERB
easat-1803	257	15	to	to	PART
easat-1803	257	16	fail	fail	VERB
easat-1803	257	17	to	to	PART
easat-1803	257	18	outperform	outperform	VERB
easat-1803	257	19	rnns	rnn	NOUN
easat-1803	257	20	.	.	PUNCT
easat-1803	258	1	the	the	DET
easat-1803	258	2	temporal	temporal	ADJ
easat-1803	258	3	cnns	cnn	NOUN
easat-1803	258	4	showed	show	VERB
easat-1803	258	5	convincing	convincing	ADJ
easat-1803	258	6	performance	performance	NOUN
easat-1803	258	7	in	in	ADP
easat-1803	258	8	lf	lf	ADP
easat-1803	258	9	tasks	task	NOUN
easat-1803	258	10	.	.	PUNCT
easat-1803	259	1	the	the	DET
easat-1803	259	2	lstm	lstm	NOUN
easat-1803	259	3	performed	perform	VERB
easat-1803	259	4	best	well	ADV
easat-1803	259	5	in	in	ADP
easat-1803	259	6	multivariate	multivariate	NOUN
easat-1803	259	7	aggregated	aggregate	VERB
easat-1803	259	8	lf	lf	INTJ
easat-1803	259	9	.	.	PUNCT
easat-1803	260	1	it	it	PRON
easat-1803	260	2	is	be	AUX
easat-1803	260	3	found	find	VERB
easat-1803	260	4	that	that	SCONJ
easat-1803	260	5	short	short	ADJ
easat-1803	260	6	-	-	PUNCT
easat-1803	260	7	term	term	NOUN
easat-1803	260	8	lf	lf	NOUN
easat-1803	260	9	at	at	ADP
easat-1803	260	10	the	the	DET
easat-1803	260	11	customer	customer	NOUN
easat-1803	260	12	level	level	NOUN
easat-1803	260	13	is	be	AUX
easat-1803	260	14	also	also	ADV
easat-1803	260	15	an	an	DET
easat-1803	260	16	extremely	extremely	ADV
easat-1803	260	17	challenging	challenging	ADJ
easat-1803	260	18	task	task	NOUN
easat-1803	260	19	for	for	ADP
easat-1803	260	20	dl	dl	PROPN
easat-1803	260	21	models	model	NOUN
easat-1803	260	22	.	.	PUNCT
easat-1803	261	1	1027	1027	NUM
easat-1803	261	2	edelweiss	edelweiss	PROPN
easat-1803	261	3	applied	apply	VERB
easat-1803	261	4	science	science	NOUN
easat-1803	261	5	and	and	CCONJ
easat-1803	261	6	technology	technology	NOUN
easat-1803	261	7	issn	issn	PROPN
easat-1803	261	8	:	:	PUNCT
easat-1803	261	9	2576	2576	NUM
easat-1803	261	10	-	-	SYM
easat-1803	261	11	8484	8484	NUM
easat-1803	261	12	vol	vol	NOUN
easat-1803	261	13	.	.	PROPN
easat-1803	261	14	8	8	NUM
easat-1803	261	15	,	,	PUNCT
easat-1803	261	16	no	no	INTJ
easat-1803	261	17	.	.	NOUN
easat-1803	261	18	5	5	NUM
easat-1803	261	19	:	:	SYM
easat-1803	261	20	1014	1014	NUM
easat-1803	261	21	-	-	SYM
easat-1803	261	22	1037	1037	NUM
easat-1803	261	23	,	,	PUNCT
easat-1803	261	24	2024	2024	NUM
easat-1803	261	25	doi	doi	NOUN
easat-1803	261	26	:	:	PUNCT
easat-1803	261	27	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	261	28	©	©	PROPN
easat-1803	261	29	2024	2024	NUM
easat-1803	261	30	by	by	ADP
easat-1803	261	31	the	the	DET
easat-1803	261	32	authors	author	NOUN
easat-1803	261	33	;	;	PUNCT
easat-1803	261	34	licensee	licensee	PROPN
easat-1803	261	35	learning	learning	NOUN
easat-1803	261	36	gate	gate	NOUN
easat-1803	261	37	4	4	NUM
easat-1803	261	38	.	.	PUNCT
easat-1803	261	39	data	datum	NOUN
easat-1803	261	40	and	and	CCONJ
easat-1803	261	41	methodology	methodology	NOUN
easat-1803	261	42	this	this	DET
easat-1803	261	43	section	section	NOUN
easat-1803	261	44	provides	provide	VERB
easat-1803	261	45	information	information	NOUN
easat-1803	261	46	on	on	ADP
easat-1803	261	47	each	each	DET
easat-1803	261	48	dataset	dataset	NOUN
easat-1803	261	49	and	and	CCONJ
easat-1803	261	50	discusses	discuss	VERB
easat-1803	261	51	the	the	DET
easat-1803	261	52	forecasting	forecasting	NOUN
easat-1803	261	53	stu	stu	PROPN
easat-1803	261	54	-	-	PUNCT
easat-1803	261	55	dies	die	NOUN
easat-1803	261	56	and	and	CCONJ
easat-1803	261	57	results	result	NOUN
easat-1803	261	58	of	of	ADP
easat-1803	261	59	these	these	DET
easat-1803	261	60	datasets	dataset	NOUN
easat-1803	261	61	as	as	ADP
easat-1803	261	62	separate	separate	ADJ
easat-1803	261	63	cases	case	NOUN
easat-1803	261	64	.	.	PUNCT
easat-1803	262	1	the	the	DET
easat-1803	262	2	chapter	chapter	NOUN
easat-1803	262	3	concludes	conclude	VERB
easat-1803	262	4	with	with	ADP
easat-1803	262	5	a	a	DET
easat-1803	262	6	compa	compa	NOUN
easat-1803	262	7	-	-	PUNCT
easat-1803	262	8	rative	rative	ADJ
easat-1803	262	9	discussion	discussion	NOUN
easat-1803	262	10	of	of	ADP
easat-1803	262	11	the	the	DET
easat-1803	262	12	lstm	lstm	PROPN
easat-1803	262	13	model	model	NOUN
easat-1803	262	14	's	's	PART
easat-1803	262	15	predictive	predictive	ADJ
easat-1803	262	16	results	result	NOUN
easat-1803	262	17	based	base	VERB
easat-1803	262	18	on	on	ADP
easat-1803	262	19	the	the	DET
easat-1803	262	20	datasets	dataset	NOUN
easat-1803	262	21	being	be	AUX
easat-1803	262	22	con	con	NOUN
easat-1803	262	23	-	-	PUNCT
easat-1803	262	24	sidered	sidere	VERB
easat-1803	262	25	.	.	PUNCT
easat-1803	263	1	4.1	4.1	NUM
easat-1803	263	2	.	.	PUNCT
easat-1803	263	3	common	common	ADJ
easat-1803	263	4	methodology	methodology	NOUN
easat-1803	263	5	for	for	ADP
easat-1803	263	6	all	all	DET
easat-1803	263	7	cases	case	NOUN
easat-1803	263	8	this	this	DET
easat-1803	263	9	study	study	NOUN
easat-1803	263	10	employed	employ	VERB
easat-1803	263	11	two	two	NUM
easat-1803	263	12	distinct	distinct	ADJ
easat-1803	263	13	datasets	dataset	NOUN
easat-1803	263	14	with	with	ADP
easat-1803	263	15	different	different	ADJ
easat-1803	263	16	structural	structural	ADJ
easat-1803	263	17	characteristics	characteristic	NOUN
easat-1803	263	18	for	for	ADP
easat-1803	263	19	univariate	univariate	ADJ
easat-1803	263	20	and	and	CCONJ
easat-1803	263	21	multivariate	multivariate	NOUN
easat-1803	263	22	predictions	prediction	NOUN
easat-1803	263	23	.	.	PUNCT
easat-1803	264	1	the	the	DET
easat-1803	264	2	forecasting	forecasting	NOUN
easat-1803	264	3	process	process	NOUN
easat-1803	264	4	incorporated	incorporate	VERB
easat-1803	264	5	the	the	DET
easat-1803	264	6	use	use	NOUN
easat-1803	264	7	of	of	ADP
easat-1803	264	8	the	the	DET
easat-1803	264	9	widely	widely	ADV
easat-1803	264	10	utilized	utilize	VERB
easat-1803	264	11	lstm	lstm	NOUN
easat-1803	264	12	model	model	NOUN
easat-1803	264	13	,	,	PUNCT
easat-1803	264	14	known	know	VERB
easat-1803	264	15	for	for	ADP
easat-1803	264	16	its	its	PRON
easat-1803	264	17	high	high	ADJ
easat-1803	264	18	forecasting	forecasting	NOUN
easat-1803	264	19	performance	performance	NOUN
easat-1803	264	20	potential	potential	NOUN
easat-1803	264	21	.	.	PUNCT
easat-1803	265	1	prior	prior	ADV
easat-1803	265	2	to	to	ADP
easat-1803	265	3	analysis	analysis	NOUN
easat-1803	265	4	,	,	PUNCT
easat-1803	265	5	the	the	DET
easat-1803	265	6	datasets	dataset	NOUN
easat-1803	265	7	underwent	undergo	VERB
easat-1803	265	8	data	datum	NOUN
easat-1803	265	9	preprocessing	preprocessing	NOUN
easat-1803	265	10	,	,	PUNCT
easat-1803	265	11	a	a	DET
easat-1803	265	12	technique	technique	NOUN
easat-1803	265	13	for	for	ADP
easat-1803	265	14	the	the	DET
easat-1803	265	15	transformation	transformation	NOUN
easat-1803	265	16	of	of	ADP
easat-1803	265	17	raw	raw	ADJ
easat-1803	265	18	data	datum	NOUN
easat-1803	265	19	into	into	ADP
easat-1803	265	20	a	a	DET
easat-1803	265	21	more	more	ADV
easat-1803	265	22	relevant	relevant	ADJ
easat-1803	265	23	and	and	CCONJ
easat-1803	265	24	clearer	clear	ADJ
easat-1803	265	25	form	form	NOUN
easat-1803	265	26	.	.	PUNCT
easat-1803	266	1	this	this	PRON
easat-1803	266	2	involved	involve	VERB
easat-1803	266	3	data	datum	NOUN
easat-1803	266	4	cleaning	clean	VERB
easat-1803	266	5	to	to	PART
easat-1803	266	6	remove	remove	VERB
easat-1803	266	7	missing	missing	ADJ
easat-1803	266	8	values	value	NOUN
easat-1803	266	9	,	,	PUNCT
easat-1803	266	10	and	and	CCONJ
easat-1803	266	11	data	datum	NOUN
easat-1803	266	12	transformation	transformation	NOUN
easat-1803	266	13	techniques	technique	NOUN
easat-1803	266	14	to	to	PART
easat-1803	266	15	normalize	normalize	VERB
easat-1803	266	16	the	the	DET
easat-1803	266	17	variables	variable	NOUN
easat-1803	266	18	within	within	ADP
easat-1803	266	19	a	a	DET
easat-1803	266	20	common	common	ADJ
easat-1803	266	21	interval	interval	NOUN
easat-1803	266	22	,	,	PUNCT
easat-1803	266	23	using	use	VERB
easat-1803	266	24	a	a	DET
easat-1803	266	25	min	min	ADJ
easat-1803	266	26	-	-	ADJ
easat-1803	266	27	max	max	PROPN
easat-1803	266	28	scaler	scaler	NOUN
easat-1803	266	29	.	.	PUNCT
easat-1803	267	1	the	the	DET
easat-1803	267	2	data	data	NOUN
easat-1803	267	3	values	value	NOUN
easat-1803	267	4	range	range	VERB
easat-1803	267	5	from	from	ADP
easat-1803	267	6	0	0	NUM
easat-1803	267	7	to	to	PART
easat-1803	267	8	1	1	NUM
easat-1803	267	9	.	.	PUNCT
easat-1803	268	1	outliers	outlier	NOUN
easat-1803	268	2	are	be	AUX
easat-1803	268	3	values	value	NOUN
easat-1803	268	4	in	in	ADP
easat-1803	268	5	a	a	DET
easat-1803	268	6	data	data	NOUN
easat-1803	268	7	set	set	VERB
easat-1803	268	8	that	that	PRON
easat-1803	268	9	significantly	significantly	ADV
easat-1803	268	10	differ	differ	VERB
easat-1803	268	11	from	from	ADP
easat-1803	268	12	the	the	DET
easat-1803	268	13	others	other	NOUN
easat-1803	268	14	.	.	PUNCT
easat-1803	269	1	for	for	ADP
easat-1803	269	2	electricity	electricity	NOUN
easat-1803	269	3	demand	demand	NOUN
easat-1803	269	4	data	datum	NOUN
easat-1803	269	5	,	,	PUNCT
easat-1803	269	6	outliers	outlier	NOUN
easat-1803	269	7	could	could	AUX
easat-1803	269	8	be	be	AUX
easat-1803	269	9	due	due	ADJ
easat-1803	269	10	to	to	ADP
easat-1803	269	11	public	public	ADJ
easat-1803	269	12	holidays	holiday	NOUN
easat-1803	269	13	like	like	ADP
easat-1803	269	14	christmas	christmas	PROPN
easat-1803	269	15	day	day	NOUN
easat-1803	269	16	,	,	PUNCT
easat-1803	269	17	or	or	CCONJ
easat-1803	269	18	special	special	ADJ
easat-1803	269	19	events	event	NOUN
easat-1803	269	20	where	where	SCONJ
easat-1803	269	21	energy	energy	NOUN
easat-1803	269	22	demand	demand	NOUN
easat-1803	269	23	is	be	AUX
easat-1803	269	24	higher	high	ADJ
easat-1803	269	25	than	than	ADP
easat-1803	269	26	usual	usual	ADJ
easat-1803	269	27	.	.	PUNCT
easat-1803	270	1	in	in	ADP
easat-1803	270	2	this	this	DET
easat-1803	270	3	study	study	NOUN
easat-1803	270	4	,	,	PUNCT
easat-1803	270	5	since	since	SCONJ
easat-1803	270	6	we	we	PRON
easat-1803	270	7	estimate	estimate	VERB
easat-1803	270	8	the	the	DET
easat-1803	270	9	energy	energy	NOUN
easat-1803	270	10	consumption	consumption	NOUN
easat-1803	270	11	for	for	ADP
easat-1803	270	12	normal	normal	ADJ
easat-1803	270	13	days	day	NOUN
easat-1803	270	14	during	during	ADP
easat-1803	270	15	forecasting	forecasting	NOUN
easat-1803	270	16	,	,	PUNCT
easat-1803	270	17	the	the	DET
easat-1803	270	18	z	z	NOUN
easat-1803	270	19	-	-	PUNCT
easat-1803	270	20	score	score	NOUN
easat-1803	270	21	of	of	ADP
easat-1803	270	22	such	such	ADJ
easat-1803	270	23	datasets	dataset	NOUN
easat-1803	270	24	is	be	AUX
easat-1803	270	25	extracted	extract	VERB
easat-1803	270	26	using	use	VERB
easat-1803	270	27	the	the	DET
easat-1803	270	28	zscore	zscore	NOUN
easat-1803	270	29	technique	technique	NOUN
easat-1803	270	30	,	,	PUNCT
easat-1803	270	31	a	a	DET
easat-1803	270	32	technique	technique	NOUN
easat-1803	270	33	widely	widely	ADV
easat-1803	270	34	used	use	VERB
easat-1803	270	35	by	by	ADP
easat-1803	270	36	researchers	researcher	NOUN
easat-1803	270	37	.	.	PUNCT
easat-1803	271	1	after	after	SCONJ
easat-1803	271	2	the	the	DET
easat-1803	271	3	data	datum	NOUN
easat-1803	271	4	pre	pre	ADJ
easat-1803	271	5	-	-	ADJ
easat-1803	271	6	processing	processing	ADJ
easat-1803	271	7	phase	phase	NOUN
easat-1803	271	8	is	be	AUX
easat-1803	271	9	completed	complete	VERB
easat-1803	271	10	,	,	PUNCT
easat-1803	271	11	the	the	DET
easat-1803	271	12	data	data	NOUN
easat-1803	271	13	is	be	AUX
easat-1803	271	14	now	now	ADV
easat-1803	271	15	ready	ready	ADJ
easat-1803	271	16	to	to	PART
easat-1803	271	17	be	be	AUX
easat-1803	271	18	transferred	transfer	VERB
easat-1803	271	19	to	to	ADP
easat-1803	271	20	the	the	DET
easat-1803	271	21	forecasting	forecasting	NOUN
easat-1803	271	22	phase	phase	NOUN
easat-1803	271	23	[	[	X
easat-1803	271	24	15	15	NUM
easat-1803	271	25	]	]	PUNCT
easat-1803	271	26	.	.	PUNCT
easat-1803	272	1	for	for	ADP
easat-1803	272	2	the	the	DET
easat-1803	272	3	analysis	analysis	NOUN
easat-1803	272	4	of	of	ADP
easat-1803	272	5	the	the	DET
easat-1803	272	6	data	data	NOUN
easat-1803	272	7	sets	set	NOUN
easat-1803	272	8	,	,	PUNCT
easat-1803	272	9	the	the	DET
easat-1803	272	10	lstm	lstm	PROPN
easat-1803	272	11	model	model	NOUN
easat-1803	272	12	employed	employ	VERB
easat-1803	272	13	the	the	DET
easat-1803	272	14	keras	keras	PROPN
easat-1803	272	15	dl	dl	PROPN
easat-1803	272	16	library	library	PROPN
easat-1803	272	17	in	in	ADP
easat-1803	272	18	the	the	DET
easat-1803	272	19	python	python	NOUN
easat-1803	272	20	language	language	NOUN
easat-1803	272	21	[	[	X
easat-1803	272	22	50	50	NUM
easat-1803	272	23	]	]	PUNCT
easat-1803	272	24	.	.	PUNCT
easat-1803	273	1	the	the	DET
easat-1803	273	2	lstm	lstm	PROPN
easat-1803	273	3	model	model	NOUN
easat-1803	273	4	is	be	AUX
easat-1803	273	5	used	use	VERB
easat-1803	273	6	to	to	PART
easat-1803	273	7	train	train	VERB
easat-1803	273	8	on	on	ADP
easat-1803	273	9	a	a	DET
easat-1803	273	10	specified	specified	ADJ
easat-1803	273	11	sequence	sequence	NOUN
easat-1803	273	12	of	of	ADP
easat-1803	273	13	ec	ec	PROPN
easat-1803	273	14	,	,	PUNCT
easat-1803	273	15	univariate	univariate	ADJ
easat-1803	273	16	input	input	NOUN
easat-1803	273	17	,	,	PUNCT
easat-1803	273	18	at	at	ADP
easat-1803	273	19	an	an	DET
easat-1803	273	20	interval	interval	NOUN
easat-1803	273	21	that	that	PRON
easat-1803	273	22	differs	differ	VERB
easat-1803	273	23	according	accord	VERB
easat-1803	273	24	to	to	ADP
easat-1803	273	25	the	the	DET
easat-1803	273	26	datasets	dataset	NOUN
easat-1803	273	27	,	,	PUNCT
easat-1803	273	28	and	and	CCONJ
easat-1803	273	29	to	to	PART
easat-1803	273	30	forecast	forecast	VERB
easat-1803	273	31	the	the	DET
easat-1803	273	32	output	output	NOUN
easat-1803	273	33	vector	vector	NOUN
easat-1803	273	34	of	of	ADP
easat-1803	273	35	the	the	DET
easat-1803	273	36	next	next	ADJ
easat-1803	273	37	step	step	NOUN
easat-1803	273	38	ec	ec	PROPN
easat-1803	273	39	,	,	PUNCT
easat-1803	273	40	which	which	PRON
easat-1803	273	41	also	also	ADV
easat-1803	273	42	differs	differ	VERB
easat-1803	273	43	according	accord	VERB
easat-1803	273	44	to	to	ADP
easat-1803	273	45	the	the	DET
easat-1803	273	46	dataset	dataset	NOUN
easat-1803	273	47	.	.	PUNCT
easat-1803	274	1	in	in	ADP
easat-1803	274	2	multivariate	multivariate	NOUN
easat-1803	274	3	input	input	NOUN
easat-1803	274	4	scenarios	scenario	NOUN
easat-1803	274	5	,	,	PUNCT
easat-1803	274	6	the	the	DET
easat-1803	274	7	multivariate	multivariate	NOUN
easat-1803	274	8	input	input	NOUN
easat-1803	274	9	is	be	AUX
easat-1803	274	10	used	use	VERB
easat-1803	274	11	to	to	PART
easat-1803	274	12	predict	predict	VERB
easat-1803	274	13	the	the	DET
easat-1803	274	14	next	next	ADJ
easat-1803	274	15	step	step	NOUN
easat-1803	274	16	's	's	PART
easat-1803	274	17	power	power	NOUN
easat-1803	274	18	consumption	consumption	NOUN
easat-1803	274	19	,	,	PUNCT
easat-1803	274	20	which	which	PRON
easat-1803	274	21	varies	vary	VERB
easat-1803	274	22	depending	depend	VERB
easat-1803	274	23	on	on	ADP
easat-1803	274	24	the	the	DET
easat-1803	274	25	data	datum	NOUN
easat-1803	274	26	set	set	VERB
easat-1803	274	27	.	.	PUNCT
easat-1803	275	1	the	the	DET
easat-1803	275	2	number	number	NOUN
easat-1803	275	3	of	of	ADP
easat-1803	275	4	lstm	lstm	ADJ
easat-1803	275	5	layers	layer	NOUN
easat-1803	275	6	may	may	AUX
easat-1803	275	7	vary	vary	VERB
easat-1803	275	8	for	for	ADP
easat-1803	275	9	each	each	DET
easat-1803	275	10	case	case	NOUN
easat-1803	275	11	study	study	NOUN
easat-1803	275	12	in	in	ADP
easat-1803	275	13	this	this	DET
easat-1803	275	14	study	study	NOUN
easat-1803	275	15	.	.	PUNCT
easat-1803	276	1	to	to	PART
easat-1803	276	2	avoid	avoid	VERB
easat-1803	276	3	overfitting	overfitte	VERB
easat-1803	276	4	,	,	PUNCT
easat-1803	276	5	the	the	DET
easat-1803	276	6	number	number	NOUN
easat-1803	276	7	of	of	ADP
easat-1803	276	8	hidden	hidden	ADJ
easat-1803	276	9	layers	layer	NOUN
easat-1803	276	10	has	have	AUX
easat-1803	276	11	been	be	AUX
easat-1803	276	12	increased	increase	VERB
easat-1803	276	13	and	and	CCONJ
easat-1803	276	14	followed	follow	VERB
easat-1803	276	15	by	by	ADP
easat-1803	276	16	a	a	DET
easat-1803	276	17	dropout	dropout	NOUN
easat-1803	276	18	layer	layer	NOUN
easat-1803	276	19	using	use	VERB
easat-1803	276	20	a	a	DET
easat-1803	276	21	proper	proper	ADJ
easat-1803	276	22	learning	learning	NOUN
easat-1803	276	23	rate	rate	NOUN
easat-1803	276	24	value	value	NOUN
easat-1803	276	25	for	for	ADP
easat-1803	276	26	regularization	regularization	NOUN
easat-1803	276	27	[	[	X
easat-1803	276	28	13	13	NUM
easat-1803	276	29	]	]	PUNCT
easat-1803	276	30	.	.	PUNCT
easat-1803	277	1	the	the	DET
easat-1803	277	2	relu	relu	NOUN
easat-1803	277	3	activation	activation	NOUN
easat-1803	277	4	is	be	AUX
easat-1803	277	5	used	use	VERB
easat-1803	277	6	as	as	SCONJ
easat-1803	277	7	it	it	PRON
easat-1803	277	8	is	be	AUX
easat-1803	277	9	the	the	DET
easat-1803	277	10	most	most	ADV
easat-1803	277	11	effective	effective	ADJ
easat-1803	277	12	with	with	ADP
easat-1803	277	13	return	return	NOUN
easat-1803	277	14	sequences	sequence	NOUN
easat-1803	277	15	equal	equal	ADJ
easat-1803	277	16	to	to	ADP
easat-1803	277	17	true	true	ADJ
easat-1803	277	18	so	so	SCONJ
easat-1803	277	19	that	that	SCONJ
easat-1803	277	20	data	datum	NOUN
easat-1803	277	21	can	can	AUX
easat-1803	277	22	be	be	AUX
easat-1803	277	23	passed	pass	VERB
easat-1803	277	24	from	from	ADP
easat-1803	277	25	one	one	NUM
easat-1803	277	26	layer	layer	NOUN
easat-1803	277	27	to	to	ADP
easat-1803	277	28	another	another	PRON
easat-1803	278	1	[	[	X
easat-1803	278	2	50	50	NUM
easat-1803	278	3	]	]	PUNCT
easat-1803	278	4	.	.	PUNCT
easat-1803	279	1	the	the	DET
easat-1803	279	2	mse	mse	PROPN
easat-1803	279	3	is	be	AUX
easat-1803	279	4	being	be	AUX
easat-1803	279	5	utilized	utilize	VERB
easat-1803	279	6	as	as	ADP
easat-1803	279	7	the	the	DET
easat-1803	279	8	loss	loss	NOUN
easat-1803	279	9	function	function	NOUN
easat-1803	279	10	for	for	ADP
easat-1803	279	11	our	our	PRON
easat-1803	279	12	specific	specific	ADJ
easat-1803	279	13	dl	dl	PROPN
easat-1803	279	14	model	model	NOUN
easat-1803	279	15	.	.	PUNCT
easat-1803	280	1	we	we	PRON
easat-1803	280	2	have	have	AUX
easat-1803	280	3	opted	opt	VERB
easat-1803	280	4	for	for	ADP
easat-1803	280	5	the	the	DET
easat-1803	280	6	adam	adam	PROPN
easat-1803	280	7	optimizer	optimizer	NOUN
easat-1803	280	8	algorithm	algorithm	NOUN
easat-1803	280	9	due	due	ADP
easat-1803	280	10	to	to	ADP
easat-1803	280	11	its	its	PRON
easat-1803	280	12	status	status	NOUN
easat-1803	280	13	as	as	ADP
easat-1803	280	14	an	an	DET
easat-1803	280	15	extension	extension	NOUN
easat-1803	280	16	of	of	ADP
easat-1803	280	17	stochastic	stochastic	ADJ
easat-1803	280	18	gradient	gradient	ADJ
easat-1803	280	19	descent	descent	NOUN
easat-1803	280	20	.	.	PUNCT
easat-1803	281	1	notably	notably	ADV
easat-1803	281	2	,	,	PUNCT
easat-1803	281	3	the	the	DET
easat-1803	281	4	adam	adam	PROPN
easat-1803	281	5	optimizer	optimizer	NOUN
easat-1803	281	6	has	have	AUX
easat-1803	281	7	gained	gain	VERB
easat-1803	281	8	increased	increase	VERB
easat-1803	281	9	popularity	popularity	NOUN
easat-1803	281	10	in	in	ADP
easat-1803	281	11	the	the	DET
easat-1803	281	12	realm	realm	NOUN
easat-1803	281	13	of	of	ADP
easat-1803	281	14	dl	dl	PROPN
easat-1803	281	15	applications	application	NOUN
easat-1803	281	16	,	,	PUNCT
easat-1803	281	17	particularly	particularly	ADV
easat-1803	281	18	in	in	ADP
easat-1803	281	19	fields	field	NOUN
easat-1803	281	20	such	such	ADJ
easat-1803	281	21	as	as	ADP
easat-1803	281	22	cv	cv	PROPN
easat-1803	281	23	and	and	CCONJ
easat-1803	281	24	nlp	nlp	NOUN
easat-1803	281	25	.	.	PUNCT
easat-1803	282	1	this	this	DET
easat-1803	282	2	wider	wide	ADJ
easat-1803	282	3	adoption	adoption	NOUN
easat-1803	282	4	of	of	ADP
easat-1803	282	5	the	the	DET
easat-1803	282	6	adam	adam	PROPN
easat-1803	282	7	optimizer	optimizer	NOUN
easat-1803	282	8	is	be	AUX
easat-1803	282	9	attributed	attribute	VERB
easat-1803	282	10	to	to	ADP
easat-1803	282	11	its	its	PRON
easat-1803	282	12	effectiveness	effectiveness	NOUN
easat-1803	282	13	in	in	ADP
easat-1803	282	14	training	train	VERB
easat-1803	282	15	dl	dl	PROPN
easat-1803	282	16	models	model	NOUN
easat-1803	282	17	.	.	PUNCT
easat-1803	283	1	finally	finally	ADV
easat-1803	283	2	,	,	PUNCT
easat-1803	283	3	to	to	PART
easat-1803	283	4	assess	assess	VERB
easat-1803	283	5	the	the	DET
easat-1803	283	6	performance	performance	NOUN
easat-1803	283	7	of	of	ADP
easat-1803	283	8	the	the	DET
easat-1803	283	9	experimental	experimental	ADJ
easat-1803	283	10	study	study	NOUN
easat-1803	283	11	,	,	PUNCT
easat-1803	283	12	we	we	PRON
easat-1803	283	13	utilize	utilize	VERB
easat-1803	283	14	the	the	DET
easat-1803	283	15	overall	overall	ADJ
easat-1803	283	16	𝑅-squared	𝑅-squared	ADJ
easat-1803	283	17	metric	metric	NOUN
easat-1803	283	18	.	.	PUNCT
easat-1803	284	1	𝑅-squared	𝑅-square	VERB
easat-1803	284	2	represents	represent	VERB
easat-1803	284	3	the	the	DET
easat-1803	284	4	amount	amount	NOUN
easat-1803	284	5	of	of	ADP
easat-1803	284	6	variance	variance	NOUN
easat-1803	284	7	in	in	ADP
easat-1803	284	8	a	a	DET
easat-1803	284	9	dependent	dependent	ADJ
easat-1803	284	10	variable	variable	NOUN
easat-1803	284	11	that	that	PRON
easat-1803	284	12	's	be	AUX
easat-1803	284	13	explained	explain	VERB
easat-1803	284	14	in	in	ADP
easat-1803	284	15	a	a	DET
easat-1803	284	16	regression	regression	NOUN
easat-1803	284	17	model	model	NOUN
easat-1803	284	18	by	by	ADP
easat-1803	284	19	one	one	NUM
easat-1803	284	20	or	or	CCONJ
easat-1803	284	21	more	more	ADV
easat-1803	284	22	independent	independent	ADJ
easat-1803	284	23	variables	variable	NOUN
easat-1803	284	24	.	.	PUNCT
easat-1803	285	1	it	it	PRON
easat-1803	285	2	provides	provide	VERB
easat-1803	285	3	insight	insight	NOUN
easat-1803	285	4	into	into	ADP
easat-1803	285	5	the	the	DET
easat-1803	285	6	goodness	goodness	NOUN
easat-1803	285	7	of	of	ADP
easat-1803	285	8	fit	fit	NOUN
easat-1803	285	9	of	of	ADP
easat-1803	285	10	the	the	DET
easat-1803	285	11	model	model	NOUN
easat-1803	285	12	,	,	PUNCT
easat-1803	285	13	with	with	ADP
easat-1803	285	14	values	value	NOUN
easat-1803	285	15	ranging	range	VERB
easat-1803	285	16	from	from	ADP
easat-1803	285	17	0	0	NUM
easat-1803	285	18	to	to	ADP
easat-1803	285	19	1	1	NUM
easat-1803	285	20	.	.	PUNCT
easat-1803	286	1	a	a	DET
easat-1803	286	2	score	score	NOUN
easat-1803	286	3	of	of	ADP
easat-1803	286	4	1	1	NUM
easat-1803	286	5	shows	show	VERB
easat-1803	286	6	the	the	DET
easat-1803	286	7	model	model	NOUN
easat-1803	286	8	fits	fit	VERB
easat-1803	286	9	the	the	DET
easat-1803	286	10	data	datum	NOUN
easat-1803	286	11	perfectly	perfectly	ADV
easat-1803	286	12	.	.	PUNCT
easat-1803	287	1	this	this	PRON
easat-1803	287	2	means	mean	VERB
easat-1803	287	3	that	that	SCONJ
easat-1803	287	4	the	the	PRON
easat-1803	287	5	closer	close	ADJ
easat-1803	287	6	this	this	DET
easat-1803	287	7	score	score	NOUN
easat-1803	287	8	is	be	AUX
easat-1803	287	9	to	to	ADP
easat-1803	287	10	1	1	NUM
easat-1803	287	11	,	,	PUNCT
easat-1803	287	12	the	the	PRON
easat-1803	287	13	better	well	ADJ
easat-1803	287	14	the	the	DET
easat-1803	287	15	prediction	prediction	NOUN
easat-1803	287	16	.	.	PUNCT
easat-1803	288	1	4.2	4.2	NUM
easat-1803	288	2	.	.	PUNCT
easat-1803	289	1	case	case	NOUN
easat-1803	289	2	studies	study	NOUN
easat-1803	289	3	and	and	CCONJ
easat-1803	289	4	forecasting	forecasting	NOUN
easat-1803	289	5	results	result	VERB
easat-1803	289	6	4.2.1	4.2.1	NUM
easat-1803	289	7	.	.	PUNCT
easat-1803	290	1	data	datum	NOUN
easat-1803	290	2	case	case	NOUN
easat-1803	290	3	i	i	PRON
easat-1803	290	4	4.2.1.1	4.2.1.1	PROPN
easat-1803	290	5	.	.	PUNCT
easat-1803	290	6	data	datum	NOUN
easat-1803	290	7	set	set	VERB
easat-1803	290	8	description	description	NOUN
easat-1803	290	9	the	the	DET
easat-1803	290	10	data	datum	NOUN
easat-1803	290	11	set	set	VERB
easat-1803	290	12	consists	consist	VERB
easat-1803	290	13	of	of	ADP
easat-1803	290	14	aggregated	aggregated	ADJ
easat-1803	290	15	data	datum	NOUN
easat-1803	290	16	for	for	ADP
easat-1803	290	17	australia	australia	PROPN
easat-1803	290	18	from	from	ADP
easat-1803	290	19	january	january	PROPN
easat-1803	290	20	1	1	NUM
easat-1803	290	21	,	,	PUNCT
easat-1803	290	22	2006	2006	NUM
easat-1803	290	23	,	,	PUNCT
easat-1803	290	24	to	to	ADP
easat-1803	290	25	january	january	PROPN
easat-1803	290	26	1	1	NUM
easat-1803	290	27	,	,	PUNCT
easat-1803	290	28	2011	2011	NUM
easat-1803	290	29	,	,	PUNCT
easat-1803	290	30	at	at	ADP
easat-1803	290	31	a	a	DET
easat-1803	290	32	half	half	ADJ
easat-1803	290	33	-	-	PUNCT
easat-1803	290	34	hourly	hourly	ADJ
easat-1803	290	35	interval	interval	NOUN
easat-1803	290	36	.	.	PUNCT
easat-1803	291	1	this	this	DET
easat-1803	291	2	dataset	dataset	NOUN
easat-1803	291	3	is	be	AUX
easat-1803	291	4	resampled	resample	VERB
easat-1803	291	5	to	to	ADP
easat-1803	291	6	daily	daily	ADJ
easat-1803	291	7	intervals	interval	NOUN
easat-1803	291	8	to	to	PART
easat-1803	291	9	avoid	avoid	VERB
easat-1803	291	10	overtraining	overtraining	NOUN
easat-1803	291	11	and	and	CCONJ
easat-1803	291	12	consists	consist	VERB
easat-1803	291	13	of	of	ADP
easat-1803	291	14	six	six	NUM
easat-1803	291	15	time	time	NOUN
easat-1803	291	16	-	-	PUNCT
easat-1803	291	17	dependent	dependent	ADJ
easat-1803	291	18	variables	variable	NOUN
easat-1803	291	19	including	include	VERB
easat-1803	291	20	electricity	electricity	NOUN
easat-1803	291	21	demand	demand	NOUN
easat-1803	291	22	,	,	PUNCT
easat-1803	291	23	electricity	electricity	NOUN
easat-1803	291	24	price	price	NOUN
easat-1803	291	25	,	,	PUNCT
easat-1803	291	26	dew	dew	NOUN
easat-1803	291	27	point	point	VERB
easat-1803	291	28	temperature	temperature	NOUN
easat-1803	291	29	,	,	PUNCT
easat-1803	291	30	humidity	humidity	NOUN
easat-1803	291	31	,	,	PUNCT
easat-1803	291	32	dry	dry	ADJ
easat-1803	291	33	bulb	bulb	NOUN
easat-1803	291	34	temperature	temperature	NOUN
easat-1803	291	35	,	,	PUNCT
easat-1803	291	36	and	and	CCONJ
easat-1803	291	37	wet	wet	ADJ
easat-1803	291	38	bulb	bulb	NOUN
easat-1803	291	39	temperature	temperature	NOUN
easat-1803	291	40	.	.	PUNCT
easat-1803	292	1	the	the	DET
easat-1803	292	2	ec	ec	PROPN
easat-1803	292	3	values	value	NOUN
easat-1803	292	4	for	for	ADP
easat-1803	292	5	the	the	DET
easat-1803	292	6	lstm	lstm	PROPN
easat-1803	292	7	prediction	prediction	NOUN
easat-1803	292	8	model	model	NOUN
easat-1803	292	9	are	be	AUX
easat-1803	292	10	used	use	VERB
easat-1803	292	11	as	as	ADP
easat-1803	292	12	the	the	DET
easat-1803	292	13	target	target	NOUN
easat-1803	292	14	variable	variable	NOUN
easat-1803	292	15	.	.	PUNCT
easat-1803	293	1	4.2.1.2	4.2.1.2	X
easat-1803	293	2	.	.	PUNCT
easat-1803	293	3	lstm	lstm	NOUN
easat-1803	293	4	parameters	parameter	NOUN
easat-1803	293	5	in	in	ADP
easat-1803	293	6	the	the	DET
easat-1803	293	7	univariate	univariate	ADJ
easat-1803	293	8	case	case	NOUN
easat-1803	293	9	,	,	PUNCT
easat-1803	293	10	a	a	DET
easat-1803	293	11	64	64	NUM
easat-1803	293	12	-	-	PUNCT
easat-1803	293	13	unit	unit	NOUN
easat-1803	293	14	lstm	lstm	NOUN
easat-1803	293	15	layer	layer	NOUN
easat-1803	293	16	is	be	AUX
easat-1803	293	17	followed	follow	VERB
easat-1803	293	18	by	by	ADP
easat-1803	293	19	32	32	NUM
easat-1803	293	20	-	-	PUNCT
easat-1803	293	21	unit	unit	NOUN
easat-1803	293	22	fully	fully	ADV
easat-1803	293	23	connected	connect	VERB
easat-1803	293	24	layers	layer	NOUN
easat-1803	293	25	and	and	CCONJ
easat-1803	293	26	an	an	DET
easat-1803	293	27	output	output	NOUN
easat-1803	293	28	layer	layer	NOUN
easat-1803	293	29	.	.	PUNCT
easat-1803	294	1	in	in	ADP
easat-1803	294	2	the	the	DET
easat-1803	294	3	multivariate	multivariate	NOUN
easat-1803	294	4	case	case	NOUN
easat-1803	294	5	,	,	PUNCT
easat-1803	294	6	in	in	ADP
easat-1803	294	7	contrast	contrast	NOUN
easat-1803	294	8	to	to	ADP
easat-1803	294	9	the	the	DET
easat-1803	294	10	univariate	univariate	ADJ
easat-1803	294	11	case	case	NOUN
easat-1803	294	12	,	,	PUNCT
easat-1803	294	13	a	a	DET
easat-1803	294	14	dropout	dropout	NOUN
easat-1803	294	15	layer	layer	NOUN
easat-1803	294	16	that	that	PRON
easat-1803	294	17	is	be	AUX
easat-1803	294	18	1028	1028	NUM
easat-1803	294	19	edelweiss	edelweiss	PROPN
easat-1803	294	20	applied	apply	VERB
easat-1803	294	21	science	science	NOUN
easat-1803	294	22	and	and	CCONJ
easat-1803	294	23	technology	technology	NOUN
easat-1803	294	24	issn	issn	PROPN
easat-1803	294	25	:	:	PUNCT
easat-1803	294	26	2576	2576	NUM
easat-1803	294	27	-	-	SYM
easat-1803	294	28	8484	8484	NUM
easat-1803	294	29	vol	vol	NOUN
easat-1803	294	30	.	.	PROPN
easat-1803	294	31	8	8	NUM
easat-1803	294	32	,	,	PUNCT
easat-1803	294	33	no	no	INTJ
easat-1803	294	34	.	.	NOUN
easat-1803	294	35	5	5	NUM
easat-1803	294	36	:	:	SYM
easat-1803	294	37	1014	1014	NUM
easat-1803	294	38	-	-	SYM
easat-1803	294	39	1037	1037	NUM
easat-1803	294	40	,	,	PUNCT
easat-1803	294	41	2024	2024	NUM
easat-1803	294	42	doi	doi	NOUN
easat-1803	294	43	:	:	PUNCT
easat-1803	294	44	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	294	45	©	©	PROPN
easat-1803	294	46	2024	2024	NUM
easat-1803	294	47	by	by	ADP
easat-1803	294	48	the	the	DET
easat-1803	294	49	authors	author	NOUN
easat-1803	294	50	;	;	PUNCT
easat-1803	294	51	licensee	licensee	PROPN
easat-1803	294	52	learning	learn	VERB
easat-1803	294	53	gate	gate	NOUN
easat-1803	294	54	regularized	regularize	VERB
easat-1803	294	55	by	by	ADP
easat-1803	294	56	a	a	DET
easat-1803	294	57	learning	learning	NOUN
easat-1803	294	58	rate	rate	NOUN
easat-1803	294	59	of	of	ADP
easat-1803	294	60	0.001	0.001	NUM
easat-1803	294	61	is	be	AUX
easat-1803	294	62	followed	follow	VERB
easat-1803	294	63	by	by	ADP
easat-1803	294	64	fully	fully	ADV
easat-1803	294	65	connected	connected	ADJ
easat-1803	294	66	layers	layer	NOUN
easat-1803	294	67	of	of	ADP
easat-1803	294	68	32	32	NUM
easat-1803	294	69	units	unit	NOUN
easat-1803	294	70	.	.	PUNCT
easat-1803	295	1	in	in	ADP
easat-1803	295	2	both	both	DET
easat-1803	295	3	cases	case	NOUN
easat-1803	295	4	,	,	PUNCT
easat-1803	295	5	the	the	DET
easat-1803	295	6	batch	batch	NOUN
easat-1803	295	7	size	size	NOUN
easat-1803	295	8	is	be	AUX
easat-1803	295	9	57	57	NUM
easat-1803	295	10	and	and	CCONJ
easat-1803	295	11	the	the	DET
easat-1803	295	12	training	training	NOUN
easat-1803	295	13	time	time	NOUN
easat-1803	295	14	is	be	AUX
easat-1803	295	15	40	40	NUM
easat-1803	295	16	epochs	epoch	NOUN
easat-1803	295	17	.	.	PUNCT
easat-1803	296	1	4.2.1.3	4.2.1.3	X
easat-1803	296	2	.	.	PUNCT
easat-1803	297	1	learning	learn	VERB
easat-1803	297	2	curves	curve	VERB
easat-1803	297	3	the	the	DET
easat-1803	297	4	data	datum	NOUN
easat-1803	297	5	set	set	VERB
easat-1803	297	6	is	be	AUX
easat-1803	297	7	divided	divide	VERB
easat-1803	297	8	into	into	ADP
easat-1803	297	9	80	80	NUM
easat-1803	297	10	%	%	NOUN
easat-1803	297	11	for	for	ADP
easat-1803	297	12	the	the	DET
easat-1803	297	13	training	training	NOUN
easat-1803	297	14	and	and	CCONJ
easat-1803	297	15	20	20	NUM
easat-1803	297	16	%	%	NOUN
easat-1803	297	17	for	for	ADP
easat-1803	297	18	the	the	DET
easat-1803	297	19	test	test	NOUN
easat-1803	297	20	.	.	PUNCT
easat-1803	298	1	a	a	DET
easat-1803	298	2	good	good	ADJ
easat-1803	298	3	model	model	NOUN
easat-1803	298	4	fit	fit	NOUN
easat-1803	298	5	is	be	AUX
easat-1803	298	6	achieved	achieve	VERB
easat-1803	298	7	when	when	SCONJ
easat-1803	298	8	the	the	DET
easat-1803	298	9	model	model	NOUN
easat-1803	298	10	performs	perform	VERB
easat-1803	298	11	well	well	ADV
easat-1803	298	12	on	on	ADP
easat-1803	298	13	both	both	PRON
easat-1803	298	14	training	training	NOUN
easat-1803	298	15	and	and	CCONJ
easat-1803	298	16	validation	validation	NOUN
easat-1803	298	17	sets	set	NOUN
easat-1803	298	18	without	without	ADP
easat-1803	298	19	overfitting	overfitte	VERB
easat-1803	298	20	.	.	PUNCT
easat-1803	299	1	the	the	DET
easat-1803	299	2	learning	learn	VERB
easat-1803	299	3	curve	curve	NOUN
easat-1803	299	4	plots	plot	NOUN
easat-1803	299	5	in	in	ADP
easat-1803	299	6	figure	figure	NOUN
easat-1803	299	7	1	1	NUM
easat-1803	299	8	,	,	PUNCT
easat-1803	299	9	figure	figure	VERB
easat-1803	299	10	2	2	NUM
easat-1803	299	11	depict	depict	NOUN
easat-1803	299	12	the	the	DET
easat-1803	299	13	decreasing	decrease	VERB
easat-1803	299	14	loss	loss	NOUN
easat-1803	299	15	function	function	NOUN
easat-1803	299	16	over	over	ADP
easat-1803	299	17	time	time	NOUN
easat-1803	299	18	and	and	CCONJ
easat-1803	299	19	provide	provide	VERB
easat-1803	299	20	reliable	reliable	ADJ
easat-1803	299	21	forecasts	forecast	NOUN
easat-1803	299	22	for	for	ADP
easat-1803	299	23	the	the	DET
easat-1803	299	24	model	model	NOUN
easat-1803	299	25	,	,	PUNCT
easat-1803	299	26	which	which	PRON
easat-1803	299	27	looks	look	VERB
easat-1803	299	28	back	back	ADV
easat-1803	299	29	28	28	NUM
easat-1803	299	30	days	day	NOUN
easat-1803	299	31	for	for	ADP
easat-1803	299	32	univariate	univariate	ADJ
easat-1803	299	33	and	and	CCONJ
easat-1803	299	34	14	14	NUM
easat-1803	299	35	days	day	NOUN
easat-1803	299	36	for	for	ADP
easat-1803	299	37	multivariate	multivariate	NOUN
easat-1803	299	38	.	.	PUNCT
easat-1803	300	1	in	in	ADP
easat-1803	300	2	this	this	DET
easat-1803	300	3	study	study	NOUN
easat-1803	300	4	,	,	PUNCT
easat-1803	300	5	the	the	DET
easat-1803	300	6	blue	blue	ADJ
easat-1803	300	7	-	-	PUNCT
easat-1803	300	8	colored	color	VERB
easat-1803	300	9	curves	curve	NOUN
easat-1803	300	10	are	be	AUX
easat-1803	300	11	the	the	DET
easat-1803	300	12	model	model	NOUN
easat-1803	300	13	training	training	NOUN
easat-1803	300	14	learning	learn	VERB
easat-1803	300	15	curves	curve	NOUN
easat-1803	300	16	and	and	CCONJ
easat-1803	300	17	the	the	DET
easat-1803	300	18	orange	orange	ADJ
easat-1803	300	19	-	-	PUNCT
easat-1803	300	20	colored	color	VERB
easat-1803	300	21	curves	curve	NOUN
easat-1803	300	22	are	be	AUX
easat-1803	300	23	the	the	DET
easat-1803	300	24	model	model	NOUN
easat-1803	300	25	testing	testing	NOUN
easat-1803	300	26	learning	learn	VERB
easat-1803	300	27	curves	curve	NOUN
easat-1803	300	28	for	for	ADP
easat-1803	300	29	each	each	DET
easat-1803	300	30	graph	graph	NOUN
easat-1803	300	31	.	.	PUNCT
easat-1803	301	1	when	when	SCONJ
easat-1803	301	2	analyzing	analyze	VERB
easat-1803	301	3	the	the	DET
easat-1803	301	4	training	training	NOUN
easat-1803	301	5	and	and	CCONJ
easat-1803	301	6	testing	testing	NOUN
easat-1803	301	7	datasets	dataset	NOUN
easat-1803	301	8	,	,	PUNCT
easat-1803	301	9	these	these	DET
easat-1803	301	10	curves	curve	NOUN
easat-1803	301	11	serve	serve	VERB
easat-1803	301	12	as	as	ADP
easat-1803	301	13	a	a	DET
easat-1803	301	14	valuable	valuable	ADJ
easat-1803	301	15	tool	tool	NOUN
easat-1803	301	16	for	for	ADP
easat-1803	301	17	determining	determine	VERB
easat-1803	301	18	if	if	SCONJ
easat-1803	301	19	the	the	DET
easat-1803	301	20	model	model	NOUN
easat-1803	301	21	is	be	AUX
easat-1803	301	22	overfitted	overfitte	VERB
easat-1803	301	23	,	,	PUNCT
easat-1803	301	24	underfitted	underfitted	ADJ
easat-1803	301	25	,	,	PUNCT
easat-1803	301	26	or	or	CCONJ
easat-1803	301	27	fits	fit	VERB
easat-1803	301	28	appropriately	appropriately	ADV
easat-1803	301	29	.	.	PUNCT
easat-1803	302	1	upon	upon	SCONJ
easat-1803	302	2	observing	observe	VERB
easat-1803	302	3	the	the	DET
easat-1803	302	4	plots	plot	NOUN
easat-1803	302	5	,	,	PUNCT
easat-1803	302	6	it	it	PRON
easat-1803	302	7	becomes	become	VERB
easat-1803	302	8	evident	evident	ADJ
easat-1803	302	9	that	that	SCONJ
easat-1803	302	10	the	the	DET
easat-1803	302	11	loss	loss	NOUN
easat-1803	302	12	function	function	NOUN
easat-1803	302	13	decreases	decrease	VERB
easat-1803	302	14	swiftly	swiftly	ADV
easat-1803	302	15	to	to	ADP
easat-1803	302	16	a	a	DET
easat-1803	302	17	low	low	ADJ
easat-1803	302	18	value	value	NOUN
easat-1803	302	19	,	,	PUNCT
easat-1803	302	20	especially	especially	ADV
easat-1803	302	21	given	give	VERB
easat-1803	302	22	the	the	DET
easat-1803	302	23	large	large	ADJ
easat-1803	302	24	training	training	NOUN
easat-1803	302	25	set	set	NOUN
easat-1803	302	26	.	.	PUNCT
easat-1803	303	1	losses	loss	NOUN
easat-1803	303	2	decrease	decrease	VERB
easat-1803	303	3	and	and	CCONJ
easat-1803	303	4	stabilize	stabilize	VERB
easat-1803	303	5	around	around	ADP
easat-1803	303	6	the	the	DET
easat-1803	303	7	same	same	ADJ
easat-1803	303	8	point	point	NOUN
easat-1803	303	9	during	during	ADP
easat-1803	303	10	training	training	NOUN
easat-1803	303	11	and	and	CCONJ
easat-1803	303	12	validation	validation	NOUN
easat-1803	303	13	.	.	PUNCT
easat-1803	304	1	thus	thus	ADV
easat-1803	304	2	,	,	PUNCT
easat-1803	304	3	the	the	DET
easat-1803	304	4	model	model	NOUN
easat-1803	304	5	successfully	successfully	ADV
easat-1803	304	6	captures	capture	VERB
easat-1803	304	7	ec	ec	PROPN
easat-1803	304	8	patterns	pattern	NOUN
easat-1803	304	9	.	.	PUNCT
easat-1803	305	1	figure	figure	NOUN
easat-1803	305	2	1	1	NUM
easat-1803	305	3	.	.	PUNCT
easat-1803	305	4	loss	loss	NOUN
easat-1803	305	5	function	function	NOUN
easat-1803	305	6	decay	decay	NOUN
easat-1803	305	7	of	of	ADP
easat-1803	305	8	the	the	DET
easat-1803	305	9	training	training	NOUN
easat-1803	305	10	sets	set	NOUN
easat-1803	305	11	and	and	CCONJ
easat-1803	305	12	testing	testing	NOUN
easat-1803	305	13	sets	set	NOUN
easat-1803	305	14	for	for	ADP
easat-1803	305	15	time	time	NOUN
easat-1803	305	16	series	series	PROPN
easat-1803	305	17	forecasting	forecast	VERB
easat-1803	305	18	lstm	lstm	NOUN
easat-1803	305	19	models	model	NOUN
easat-1803	305	20	of	of	ADP
easat-1803	305	21	the	the	DET
easat-1803	305	22	univariate	univariate	ADJ
easat-1803	305	23	case	case	NOUN
easat-1803	305	24	by	by	ADP
easat-1803	305	25	lagging	lag	VERB
easat-1803	305	26	28	28	NUM
easat-1803	305	27	days	day	NOUN
easat-1803	305	28	.	.	PUNCT
easat-1803	306	1	1029	1029	NUM
easat-1803	306	2	edelweiss	edelweiss	PROPN
easat-1803	306	3	applied	apply	VERB
easat-1803	306	4	science	science	NOUN
easat-1803	306	5	and	and	CCONJ
easat-1803	306	6	technology	technology	NOUN
easat-1803	306	7	issn	issn	PROPN
easat-1803	306	8	:	:	PUNCT
easat-1803	306	9	2576	2576	NUM
easat-1803	306	10	-	-	SYM
easat-1803	306	11	8484	8484	NUM
easat-1803	306	12	vol	vol	NOUN
easat-1803	306	13	.	.	PROPN
easat-1803	306	14	8	8	NUM
easat-1803	306	15	,	,	PUNCT
easat-1803	306	16	no	no	INTJ
easat-1803	306	17	.	.	NOUN
easat-1803	306	18	5	5	NUM
easat-1803	306	19	:	:	SYM
easat-1803	306	20	1014	1014	NUM
easat-1803	306	21	-	-	SYM
easat-1803	306	22	1037	1037	NUM
easat-1803	306	23	,	,	PUNCT
easat-1803	306	24	2024	2024	NUM
easat-1803	306	25	doi	doi	NOUN
easat-1803	306	26	:	:	PUNCT
easat-1803	306	27	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	306	28	©	©	PROPN
easat-1803	306	29	2024	2024	NUM
easat-1803	306	30	by	by	ADP
easat-1803	306	31	the	the	DET
easat-1803	306	32	authors	author	NOUN
easat-1803	306	33	;	;	PUNCT
easat-1803	306	34	licensee	licensee	PROPN
easat-1803	306	35	learning	learn	VERB
easat-1803	306	36	gate	gate	NOUN
easat-1803	306	37	figure	figure	NOUN
easat-1803	306	38	2	2	NUM
easat-1803	306	39	.	.	PUNCT
easat-1803	306	40	loss	loss	NOUN
easat-1803	306	41	function	function	NOUN
easat-1803	306	42	decay	decay	NOUN
easat-1803	306	43	of	of	ADP
easat-1803	306	44	the	the	DET
easat-1803	306	45	training	training	NOUN
easat-1803	306	46	sets	set	NOUN
easat-1803	306	47	and	and	CCONJ
easat-1803	306	48	testing	testing	NOUN
easat-1803	306	49	sets	set	NOUN
easat-1803	306	50	for	for	ADP
easat-1803	306	51	time	time	NOUN
easat-1803	306	52	series	series	PROPN
easat-1803	306	53	forecasting	forecast	VERB
easat-1803	306	54	lstm	lstm	NOUN
easat-1803	306	55	models	model	NOUN
easat-1803	306	56	of	of	ADP
easat-1803	306	57	the	the	DET
easat-1803	306	58	multivariate	multivariate	NOUN
easat-1803	306	59	case	case	NOUN
easat-1803	306	60	by	by	ADP
easat-1803	306	61	lagging	lag	VERB
easat-1803	306	62	14	14	NUM
easat-1803	306	63	days	day	NOUN
easat-1803	306	64	.	.	PUNCT
easat-1803	307	1	4.2.1.4	4.2.1.4	X
easat-1803	307	2	.	.	PUNCT
easat-1803	307	3	forecasting	forecasting	NOUN
easat-1803	307	4	results	result	NOUN
easat-1803	307	5	;	;	PUNCT
easat-1803	307	6	table	table	NOUN
easat-1803	307	7	4	4	NUM
easat-1803	307	8	below	below	ADV
easat-1803	307	9	shows	show	VERB
easat-1803	307	10	the	the	DET
easat-1803	307	11	estimation	estimation	NOUN
easat-1803	307	12	results	result	NOUN
easat-1803	307	13	obtained	obtain	VERB
easat-1803	307	14	with	with	ADP
easat-1803	307	15	this	this	DET
easat-1803	307	16	dataset	dataset	NOUN
easat-1803	307	17	.	.	PUNCT
easat-1803	308	1	the	the	DET
easat-1803	308	2	values	value	NOUN
easat-1803	308	3	shown	show	VERB
easat-1803	308	4	as	as	ADP
easat-1803	308	5	steps	step	NOUN
easat-1803	308	6	in	in	ADP
easat-1803	308	7	the	the	DET
easat-1803	308	8	table	table	NOUN
easat-1803	308	9	are	be	AUX
easat-1803	308	10	historical	historical	ADJ
easat-1803	308	11	lags	lag	NOUN
easat-1803	308	12	,	,	PUNCT
easat-1803	308	13	i.e.	i.e.	X
easat-1803	308	14	how	how	SCONJ
easat-1803	308	15	many	many	ADJ
easat-1803	308	16	steps	step	NOUN
easat-1803	308	17	back	back	ADP
easat-1803	308	18	(	(	PUNCT
easat-1803	308	19	historical	historical	ADJ
easat-1803	308	20	values	value	NOUN
easat-1803	308	21	)	)	PUNCT
easat-1803	308	22	we	we	PRON
easat-1803	308	23	look	look	VERB
easat-1803	308	24	at	at	ADP
easat-1803	308	25	when	when	SCONJ
easat-1803	308	26	estimating	estimate	VERB
easat-1803	308	27	the	the	DET
easat-1803	308	28	next	next	ADJ
easat-1803	308	29	value	value	NOUN
easat-1803	308	30	.	.	PUNCT
easat-1803	309	1	for	for	ADP
easat-1803	309	2	the	the	DET
easat-1803	309	3	daily	daily	ADJ
easat-1803	309	4	time	time	NOUN
easat-1803	309	5	series	series	PROPN
easat-1803	309	6	data	data	PROPN
easat-1803	309	7	type	type	NOUN
easat-1803	309	8	,	,	PUNCT
easat-1803	309	9	these	these	DET
easat-1803	309	10	values	value	NOUN
easat-1803	309	11	are	be	AUX
easat-1803	309	12	often	often	ADV
easat-1803	309	13	considered	consider	VERB
easat-1803	309	14	in	in	ADP
easat-1803	309	15	the	the	DET
easat-1803	309	16	literature	literature	NOUN
easat-1803	309	17	.	.	PUNCT
easat-1803	310	1	in	in	ADP
easat-1803	310	2	the	the	DET
easat-1803	310	3	lstm	lstm	PROPN
easat-1803	310	4	forecasting	forecasting	NOUN
easat-1803	310	5	model	model	NOUN
easat-1803	310	6	,	,	PUNCT
easat-1803	310	7	the	the	DET
easat-1803	310	8	r	r	NOUN
easat-1803	310	9	-	-	PUNCT
easat-1803	310	10	squared	square	VERB
easat-1803	310	11	value	value	NOUN
easat-1803	310	12	is	be	AUX
easat-1803	310	13	0.7708	0.7708	NUM
easat-1803	310	14	with	with	SCONJ
easat-1803	310	15	the	the	DET
easat-1803	310	16	univariate	univariate	ADJ
easat-1803	310	17	time	time	NOUN
easat-1803	310	18	series	series	PROPN
easat-1803	310	19	dataset	dataset	VERB
easat-1803	310	20	going	go	VERB
easat-1803	310	21	back	back	ADV
easat-1803	310	22	7	7	NUM
easat-1803	310	23	days	day	NOUN
easat-1803	310	24	,	,	PUNCT
easat-1803	310	25	while	while	SCONJ
easat-1803	310	26	this	this	DET
easat-1803	310	27	value	value	NOUN
easat-1803	310	28	is	be	AUX
easat-1803	310	29	0.8209	0.8209	NUM
easat-1803	310	30	with	with	ADP
easat-1803	310	31	the	the	DET
easat-1803	310	32	multivariate	multivariate	NOUN
easat-1803	310	33	time	time	NOUN
easat-1803	310	34	series	series	PROPN
easat-1803	310	35	data	data	PROPN
easat-1803	310	36	set	set	PROPN
easat-1803	310	37	,	,	PUNCT
easat-1803	310	38	which	which	PRON
easat-1803	310	39	is	be	AUX
easat-1803	310	40	6.5	6.5	NUM
easat-1803	310	41	%	%	NOUN
easat-1803	310	42	higher	high	ADJ
easat-1803	310	43	than	than	ADP
easat-1803	310	44	this	this	DET
easat-1803	310	45	value	value	NOUN
easat-1803	310	46	.	.	PUNCT
easat-1803	311	1	however	however	ADV
easat-1803	311	2	,	,	PUNCT
easat-1803	311	3	the	the	DET
easat-1803	311	4	r	r	NOUN
easat-1803	311	5	-	-	PUNCT
easat-1803	311	6	squared	square	VERB
easat-1803	311	7	values	value	NOUN
easat-1803	311	8	for	for	ADP
easat-1803	311	9	the	the	DET
easat-1803	311	10	univariate	univariate	ADJ
easat-1803	311	11	and	and	CCONJ
easat-1803	311	12	multivariate	multivariate	NOUN
easat-1803	311	13	datasets	dataset	NOUN
easat-1803	311	14	are	be	AUX
easat-1803	311	15	very	very	ADV
easat-1803	311	16	close	close	ADJ
easat-1803	311	17	when	when	SCONJ
easat-1803	311	18	looking	look	VERB
easat-1803	311	19	at	at	ADP
easat-1803	311	20	the	the	DET
easat-1803	311	21	7	7	NUM
easat-1803	311	22	,	,	PUNCT
easat-1803	311	23	14	14	NUM
easat-1803	311	24	,	,	PUNCT
easat-1803	311	25	21	21	NUM
easat-1803	311	26	,	,	PUNCT
easat-1803	311	27	and	and	CCONJ
easat-1803	311	28	28	28	NUM
easat-1803	311	29	days	day	NOUN
easat-1803	311	30	back	back	ADV
easat-1803	311	31	values	value	NOUN
easat-1803	311	32	.	.	PUNCT
easat-1803	312	1	it	it	PRON
easat-1803	312	2	is	be	AUX
easat-1803	312	3	also	also	ADV
easat-1803	312	4	noteworthy	noteworthy	ADJ
easat-1803	312	5	that	that	SCONJ
easat-1803	312	6	while	while	SCONJ
easat-1803	312	7	there	there	PRON
easat-1803	312	8	is	be	VERB
easat-1803	312	9	a	a	DET
easat-1803	312	10	significant	significant	ADJ
easat-1803	312	11	increase	increase	NOUN
easat-1803	312	12	in	in	ADP
easat-1803	312	13	improving	improve	VERB
easat-1803	312	14	the	the	DET
easat-1803	312	15	r	r	NOUN
easat-1803	312	16	-	-	PUNCT
easat-1803	312	17	squared	square	VERB
easat-1803	312	18	scores	score	NOUN
easat-1803	312	19	for	for	ADP
easat-1803	312	20	the	the	DET
easat-1803	312	21	predictive	predictive	ADJ
easat-1803	312	22	results	result	NOUN
easat-1803	312	23	obtained	obtain	VERB
easat-1803	312	24	by	by	ADP
easat-1803	312	25	looking	look	VERB
easat-1803	312	26	back	back	ADV
easat-1803	312	27	7	7	NUM
easat-1803	312	28	and	and	CCONJ
easat-1803	312	29	14	14	NUM
easat-1803	312	30	days	day	NOUN
easat-1803	312	31	,	,	PUNCT
easat-1803	312	32	there	there	PRON
easat-1803	312	33	is	be	VERB
easat-1803	312	34	no	no	DET
easat-1803	312	35	significant	significant	ADJ
easat-1803	312	36	increase	increase	NOUN
easat-1803	312	37	in	in	ADP
easat-1803	312	38	predictive	predictive	ADJ
easat-1803	312	39	performance	performance	NOUN
easat-1803	312	40	as	as	ADP
easat-1803	312	41	the	the	DET
easat-1803	312	42	number	number	NOUN
easat-1803	312	43	of	of	ADP
easat-1803	312	44	lagged	lag	VERB
easat-1803	312	45	days	day	NOUN
easat-1803	312	46	increases	increase	NOUN
easat-1803	312	47	.	.	PUNCT
easat-1803	313	1	in	in	ADP
easat-1803	313	2	addition	addition	NOUN
easat-1803	313	3	,	,	PUNCT
easat-1803	313	4	we	we	PRON
easat-1803	313	5	can	can	AUX
easat-1803	313	6	determine	determine	VERB
easat-1803	313	7	which	which	DET
easat-1803	313	8	case	case	NOUN
easat-1803	313	9	has	have	VERB
easat-1803	313	10	the	the	DET
easat-1803	313	11	best	good	ADJ
easat-1803	313	12	performance	performance	NOUN
easat-1803	313	13	results	result	NOUN
easat-1803	313	14	by	by	ADP
easat-1803	313	15	comparing	compare	VERB
easat-1803	313	16	the	the	DET
easat-1803	313	17	univariate	univariate	ADJ
easat-1803	313	18	and	and	CCONJ
easat-1803	313	19	multivariate	multivariate	NOUN
easat-1803	313	20	cases	case	NOUN
easat-1803	313	21	from	from	ADP
easat-1803	313	22	28	28	NUM
easat-1803	313	23	and	and	CCONJ
easat-1803	313	24	14	14	NUM
easat-1803	313	25	days	day	NOUN
easat-1803	313	26	ago	ago	ADV
easat-1803	313	27	.	.	PUNCT
easat-1803	314	1	table	table	NOUN
easat-1803	314	2	4	4	NUM
easat-1803	314	3	.	.	PUNCT
easat-1803	315	1	lstm	lstm	NOUN
easat-1803	315	2	model	model	NOUN
easat-1803	315	3	r	r	NOUN
easat-1803	315	4	-	-	PUNCT
easat-1803	315	5	squared	square	VERB
easat-1803	315	6	results	result	NOUN
easat-1803	315	7	for	for	ADP
easat-1803	315	8	data	datum	NOUN
easat-1803	315	9	case	case	NOUN
easat-1803	315	10	i.	i.	NOUN
easat-1803	315	11	lag	lag	PROPN
easat-1803	315	12	period	period	NOUN
easat-1803	315	13	(	(	PUNCT
easat-1803	315	14	day	day	NOUN
easat-1803	315	15	)	)	PUNCT
easat-1803	315	16	univariate	univariate	ADJ
easat-1803	315	17	model	model	NOUN
easat-1803	315	18	multivariate	multivariate	NOUN
easat-1803	315	19	model	model	NOUN
easat-1803	315	20	7	7	NUM
easat-1803	315	21	0.7708	0.7708	NUM
easat-1803	315	22	0.8209	0.8209	NUM
easat-1803	315	23	14	14	NUM
easat-1803	315	24	0.8368	0.8368	NUM
easat-1803	315	25	0.8534	0.8534	NUM
easat-1803	315	26	21	21	NUM
easat-1803	315	27	0.8406	0.8406	NUM
easat-1803	315	28	0.8487	0.8487	NUM
easat-1803	315	29	28	28	NUM
easat-1803	315	30	0.8450	0.8450	NUM
easat-1803	315	31	0.8519	0.8519	NUM
easat-1803	315	32	figure	figure	NOUN
easat-1803	315	33	3	3	NUM
easat-1803	315	34	and	and	CCONJ
easat-1803	315	35	figure	figure	VERB
easat-1803	315	36	4	4	NUM
easat-1803	315	37	shows	show	VERB
easat-1803	315	38	the	the	DET
easat-1803	315	39	actual	actual	ADJ
easat-1803	315	40	power	power	NOUN
easat-1803	315	41	consumption	consumption	NOUN
easat-1803	315	42	curves	curve	NOUN
easat-1803	315	43	and	and	CCONJ
easat-1803	315	44	their	their	PRON
easat-1803	315	45	prediction	prediction	NOUN
easat-1803	315	46	curves	curve	NOUN
easat-1803	315	47	.	.	PUNCT
easat-1803	316	1	it	it	PRON
easat-1803	316	2	is	be	AUX
easat-1803	316	3	evident	evident	ADJ
easat-1803	316	4	from	from	ADP
easat-1803	316	5	the	the	DET
easat-1803	316	6	figure	figure	NOUN
easat-1803	316	7	that	that	SCONJ
easat-1803	316	8	the	the	DET
easat-1803	316	9	accuracy	accuracy	NOUN
easat-1803	316	10	increases	increase	VERB
easat-1803	316	11	in	in	ADP
easat-1803	316	12	line	line	NOUN
easat-1803	316	13	with	with	ADP
easat-1803	316	14	the	the	DET
easat-1803	316	15	test	test	NOUN
easat-1803	316	16	data	datum	NOUN
easat-1803	316	17	.	.	PUNCT
easat-1803	317	1	1030	1030	NUM
easat-1803	317	2	edelweiss	edelweiss	PROPN
easat-1803	317	3	applied	apply	VERB
easat-1803	317	4	science	science	NOUN
easat-1803	317	5	and	and	CCONJ
easat-1803	317	6	technology	technology	NOUN
easat-1803	317	7	issn	issn	PROPN
easat-1803	317	8	:	:	PUNCT
easat-1803	317	9	2576	2576	NUM
easat-1803	317	10	-	-	SYM
easat-1803	317	11	8484	8484	NUM
easat-1803	317	12	vol	vol	NOUN
easat-1803	317	13	.	.	PROPN
easat-1803	317	14	8	8	NUM
easat-1803	317	15	,	,	PUNCT
easat-1803	317	16	no	no	INTJ
easat-1803	317	17	.	.	NOUN
easat-1803	317	18	5	5	NUM
easat-1803	317	19	:	:	SYM
easat-1803	317	20	1014	1014	NUM
easat-1803	317	21	-	-	SYM
easat-1803	317	22	1037	1037	NUM
easat-1803	317	23	,	,	PUNCT
easat-1803	317	24	2024	2024	NUM
easat-1803	317	25	doi	doi	NOUN
easat-1803	317	26	:	:	PUNCT
easat-1803	317	27	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	317	28	©	©	PROPN
easat-1803	317	29	2024	2024	NUM
easat-1803	317	30	by	by	ADP
easat-1803	317	31	the	the	DET
easat-1803	317	32	authors	author	NOUN
easat-1803	317	33	;	;	PUNCT
easat-1803	317	34	licensee	licensee	PROPN
easat-1803	317	35	learning	learn	VERB
easat-1803	317	36	gate	gate	PROPN
easat-1803	317	37	figure	figure	NOUN
easat-1803	317	38	3	3	NUM
easat-1803	317	39	.	.	PUNCT
easat-1803	318	1	the	the	DET
easat-1803	318	2	actual	actual	ADJ
easat-1803	318	3	ec	ec	PROPN
easat-1803	318	4	curves	curve	NOUN
easat-1803	318	5	and	and	CCONJ
easat-1803	318	6	its	its	PRON
easat-1803	318	7	predictive	predictive	ADJ
easat-1803	318	8	curves	curve	NOUN
easat-1803	318	9	of	of	ADP
easat-1803	318	10	lstm	lstm	NOUN
easat-1803	318	11	forecasting	forecasting	NOUN
easat-1803	318	12	models	model	NOUN
easat-1803	318	13	by	by	ADP
easat-1803	318	14	looking	look	VERB
easat-1803	318	15	back	back	ADP
easat-1803	318	16	periods	period	NOUN
easat-1803	318	17	of	of	ADP
easat-1803	318	18	28	28	NUM
easat-1803	318	19	days	day	NOUN
easat-1803	318	20	for	for	ADP
easat-1803	318	21	univariate	univariate	ADJ
easat-1803	318	22	case	case	NOUN
easat-1803	318	23	.	.	PUNCT
easat-1803	319	1	figure	figure	NOUN
easat-1803	319	2	4	4	NUM
easat-1803	319	3	.	.	PUNCT
easat-1803	320	1	the	the	DET
easat-1803	320	2	actual	actual	ADJ
easat-1803	320	3	ec	ec	PROPN
easat-1803	320	4	curves	curve	NOUN
easat-1803	320	5	and	and	CCONJ
easat-1803	320	6	its	its	PRON
easat-1803	320	7	predictive	predictive	ADJ
easat-1803	320	8	curves	curve	NOUN
easat-1803	320	9	of	of	ADP
easat-1803	320	10	lstm	lstm	NOUN
easat-1803	320	11	forecasting	forecasting	NOUN
easat-1803	320	12	models	model	NOUN
easat-1803	320	13	by	by	ADP
easat-1803	320	14	looking	look	VERB
easat-1803	320	15	back	back	ADP
easat-1803	320	16	periods	period	NOUN
easat-1803	320	17	of	of	ADP
easat-1803	320	18	14	14	NUM
easat-1803	320	19	days	day	NOUN
easat-1803	320	20	for	for	ADP
easat-1803	320	21	multivarate	multivarate	ADJ
easat-1803	320	22	case	case	NOUN
easat-1803	320	23	.	.	PUNCT
easat-1803	321	1	1031	1031	NUM
easat-1803	321	2	edelweiss	edelweiss	PROPN
easat-1803	321	3	applied	apply	VERB
easat-1803	321	4	science	science	NOUN
easat-1803	321	5	and	and	CCONJ
easat-1803	321	6	technology	technology	NOUN
easat-1803	321	7	issn	issn	PROPN
easat-1803	321	8	:	:	PUNCT
easat-1803	321	9	2576	2576	NUM
easat-1803	321	10	-	-	SYM
easat-1803	321	11	8484	8484	NUM
easat-1803	321	12	vol	vol	NOUN
easat-1803	321	13	.	.	PROPN
easat-1803	321	14	8	8	NUM
easat-1803	321	15	,	,	PUNCT
easat-1803	321	16	no	no	INTJ
easat-1803	321	17	.	.	NOUN
easat-1803	321	18	5	5	NUM
easat-1803	321	19	:	:	SYM
easat-1803	321	20	1014	1014	NUM
easat-1803	321	21	-	-	SYM
easat-1803	321	22	1037	1037	NUM
easat-1803	321	23	,	,	PUNCT
easat-1803	321	24	2024	2024	NUM
easat-1803	321	25	doi	doi	NOUN
easat-1803	321	26	:	:	PUNCT
easat-1803	321	27	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	321	28	©	©	PROPN
easat-1803	321	29	2024	2024	NUM
easat-1803	321	30	by	by	ADP
easat-1803	321	31	the	the	DET
easat-1803	321	32	authors	author	NOUN
easat-1803	321	33	;	;	PUNCT
easat-1803	321	34	licensee	licensee	PROPN
easat-1803	321	35	learning	learn	VERB
easat-1803	321	36	gate	gate	PROPN
easat-1803	321	37	4.2.2	4.2.2	PROPN
easat-1803	321	38	.	.	PUNCT
easat-1803	322	1	data	datum	NOUN
easat-1803	322	2	case	case	NOUN
easat-1803	322	3	ii	ii	PROPN
easat-1803	322	4	4.2.2.1	4.2.2.1	NUM
easat-1803	322	5	.	.	PUNCT
easat-1803	323	1	dataset	dataset	ADJ
easat-1803	323	2	description	description	NOUN
easat-1803	323	3	for	for	ADP
easat-1803	323	4	the	the	DET
easat-1803	323	5	typical	typical	ADJ
easat-1803	323	6	evaluation	evaluation	NOUN
easat-1803	323	7	procedure	procedure	NOUN
easat-1803	323	8	,	,	PUNCT
easat-1803	323	9	a	a	DET
easat-1803	323	10	real	real	ADJ
easat-1803	323	11	dataset	dataset	NOUN
easat-1803	323	12	is	be	AUX
easat-1803	323	13	used	use	VERB
easat-1803	323	14	from	from	ADP
easat-1803	323	15	the	the	DET
easat-1803	323	16	iso	iso	PROPN
easat-1803	323	17	new	new	PROPN
easat-1803	323	18	england	england	PROPN
easat-1803	323	19	control	control	PROPN
easat-1803	323	20	area	area	PROPN
easat-1803	323	21	and	and	CCONJ
easat-1803	323	22	its	its	PRON
easat-1803	323	23	eight	eight	NUM
easat-1803	323	24	wholesale	wholesale	ADJ
easat-1803	323	25	load	load	NOUN
easat-1803	323	26	records	record	NOUN
easat-1803	323	27	for	for	ADP
easat-1803	323	28	the	the	DET
easat-1803	323	29	year	year	NOUN
easat-1803	323	30	2023	2023	NUM
easat-1803	323	31	.	.	PUNCT
easat-1803	324	1	the	the	DET
easat-1803	324	2	wholesale	wholesale	ADJ
easat-1803	324	3	records	record	NOUN
easat-1803	324	4	comprise	comprise	VERB
easat-1803	324	5	boston	boston	PROPN
easat-1803	324	6	,	,	PUNCT
easat-1803	324	7	bridgeport	bridgeport	PROPN
easat-1803	324	8	,	,	PUNCT
easat-1803	324	9	burlington	burlington	PROPN
easat-1803	324	10	,	,	PUNCT
easat-1803	324	11	concord	concord	PROPN
easat-1803	324	12	,	,	PUNCT
easat-1803	324	13	portland	portland	PROPN
easat-1803	324	14	,	,	PUNCT
easat-1803	324	15	providence	providence	NOUN
easat-1803	324	16	,	,	PUNCT
easat-1803	324	17	windsor	windsor	NOUN
easat-1803	324	18	locks	lock	NOUN
easat-1803	324	19	,	,	PUNCT
easat-1803	324	20	and	and	CCONJ
easat-1803	324	21	worcester	worcester	NOUN
easat-1803	324	22	.	.	PUNCT
easat-1803	325	1	this	this	DET
easat-1803	325	2	dataset	dataset	NOUN
easat-1803	325	3	has	have	VERB
easat-1803	325	4	hourly	hourly	ADJ
easat-1803	325	5	intervals	interval	NOUN
easat-1803	325	6	and	and	CCONJ
easat-1803	325	7	three	three	NUM
easat-1803	325	8	time	time	NOUN
easat-1803	325	9	-	-	PUNCT
easat-1803	325	10	dependent	dependent	ADJ
easat-1803	325	11	variables	variable	NOUN
easat-1803	325	12	:	:	PUNCT
easat-1803	325	13	electricity	electricity	NOUN
easat-1803	325	14	demand	demand	NOUN
easat-1803	325	15	,	,	PUNCT
easat-1803	325	16	the	the	DET
easat-1803	325	17	dry	dry	ADJ
easat-1803	325	18	bulb	bulb	NOUN
easat-1803	325	19	temperature	temperature	NOUN
easat-1803	325	20	,	,	PUNCT
easat-1803	325	21	and	and	CCONJ
easat-1803	325	22	the	the	DET
easat-1803	325	23	dew	dew	NOUN
easat-1803	325	24	point	point	VERB
easat-1803	325	25	temperature	temperature	NOUN
easat-1803	325	26	.	.	PUNCT
easat-1803	326	1	the	the	DET
easat-1803	326	2	target	target	NOUN
easat-1803	326	3	variable	variable	NOUN
easat-1803	326	4	is	be	AUX
easat-1803	326	5	the	the	DET
easat-1803	326	6	ec	ec	PROPN
easat-1803	326	7	values	value	NOUN
easat-1803	326	8	for	for	ADP
easat-1803	326	9	the	the	DET
easat-1803	326	10	lstm	lstm	PROPN
easat-1803	326	11	forecasting	forecasting	NOUN
easat-1803	326	12	model	model	NOUN
easat-1803	326	13	.	.	PUNCT
easat-1803	327	1	4.2.2.2	4.2.2.2	NUM
easat-1803	327	2	.	.	PUNCT
easat-1803	327	3	lstm	lstm	NOUN
easat-1803	327	4	parameters	parameter	NOUN
easat-1803	327	5	in	in	ADP
easat-1803	327	6	the	the	DET
easat-1803	327	7	univariate	univariate	ADJ
easat-1803	327	8	case	case	NOUN
easat-1803	327	9	,	,	PUNCT
easat-1803	327	10	an	an	DET
easat-1803	327	11	lstm	lstm	ADJ
easat-1803	327	12	layer	layer	NOUN
easat-1803	327	13	with	with	ADP
easat-1803	327	14	64	64	NUM
easat-1803	327	15	units	unit	NOUN
easat-1803	327	16	is	be	AUX
easat-1803	327	17	followed	follow	VERB
easat-1803	327	18	by	by	ADP
easat-1803	327	19	a	a	DET
easat-1803	327	20	fully	fully	ADV
easat-1803	327	21	connected	connect	VERB
easat-1803	327	22	layer	layer	NOUN
easat-1803	327	23	with	with	ADP
easat-1803	327	24	32	32	NUM
easat-1803	327	25	units	unit	NOUN
easat-1803	327	26	each	each	PRON
easat-1803	327	27	,	,	PUNCT
easat-1803	327	28	a	a	DET
easat-1803	327	29	dropout	dropout	NOUN
easat-1803	327	30	layer	layer	NOUN
easat-1803	327	31	regularized	regularize	VERB
easat-1803	327	32	by	by	ADP
easat-1803	327	33	0.2	0.2	NUM
easat-1803	327	34	,	,	PUNCT
easat-1803	327	35	and	and	CCONJ
easat-1803	327	36	an	an	DET
easat-1803	327	37	output	output	NOUN
easat-1803	327	38	layer	layer	NOUN
easat-1803	327	39	.	.	PUNCT
easat-1803	328	1	in	in	ADP
easat-1803	328	2	the	the	DET
easat-1803	328	3	multivariate	multivariate	NOUN
easat-1803	328	4	case	case	NOUN
easat-1803	328	5	,	,	PUNCT
easat-1803	328	6	an	an	DET
easat-1803	328	7	lstm	lstm	ADJ
easat-1803	328	8	layer	layer	NOUN
easat-1803	328	9	with	with	ADP
easat-1803	328	10	64	64	NUM
easat-1803	328	11	units	unit	NOUN
easat-1803	328	12	is	be	AUX
easat-1803	328	13	followed	follow	VERB
easat-1803	328	14	by	by	ADP
easat-1803	328	15	four	four	NUM
easat-1803	328	16	fully	fully	ADV
easat-1803	328	17	connected	connected	ADJ
easat-1803	328	18	layers	layer	NOUN
easat-1803	328	19	with	with	ADP
easat-1803	328	20	32	32	NUM
easat-1803	328	21	units	unit	NOUN
easat-1803	328	22	each	each	PRON
easat-1803	328	23	followed	follow	VERB
easat-1803	328	24	by	by	ADP
easat-1803	328	25	a	a	DET
easat-1803	328	26	separate	separate	ADJ
easat-1803	328	27	layer	layer	NOUN
easat-1803	328	28	of	of	ADP
easat-1803	328	29	dropout	dropout	NOUN
easat-1803	328	30	regularized	regularize	VERB
easat-1803	328	31	by	by	ADP
easat-1803	328	32	0.2	0.2	NUM
easat-1803	328	33	,	,	PUNCT
easat-1803	328	34	and	and	CCONJ
easat-1803	328	35	an	an	DET
easat-1803	328	36	output	output	NOUN
easat-1803	328	37	layer	layer	NOUN
easat-1803	328	38	.	.	PUNCT
easat-1803	329	1	the	the	DET
easat-1803	329	2	batch	batch	NOUN
easat-1803	329	3	size	size	NOUN
easat-1803	329	4	is	be	AUX
easat-1803	329	5	set	set	VERB
easat-1803	329	6	to	to	ADP
easat-1803	329	7	57	57	NUM
easat-1803	329	8	and	and	CCONJ
easat-1803	329	9	the	the	DET
easat-1803	329	10	model	model	NOUN
easat-1803	329	11	is	be	AUX
easat-1803	329	12	trained	train	VERB
easat-1803	329	13	for	for	ADP
easat-1803	329	14	40	40	NUM
easat-1803	329	15	epochs	epoch	NOUN
easat-1803	329	16	for	for	ADP
easat-1803	329	17	all	all	DET
easat-1803	329	18	cases	case	NOUN
easat-1803	329	19	.	.	PUNCT
easat-1803	330	1	4.2.2.3	4.2.2.3	NUM
easat-1803	330	2	.	.	PUNCT
easat-1803	331	1	learning	learn	VERB
easat-1803	331	2	curves	curve	NOUN
easat-1803	331	3	for	for	ADP
easat-1803	331	4	training	training	NOUN
easat-1803	331	5	and	and	CCONJ
easat-1803	331	6	testing	testing	NOUN
easat-1803	331	7	,	,	PUNCT
easat-1803	331	8	the	the	DET
easat-1803	331	9	data	datum	NOUN
easat-1803	331	10	set	set	VERB
easat-1803	331	11	is	be	AUX
easat-1803	331	12	divided	divide	VERB
easat-1803	331	13	into	into	ADP
easat-1803	331	14	70	70	NUM
easat-1803	331	15	%	%	NOUN
easat-1803	331	16	and	and	CCONJ
easat-1803	331	17	30	30	NUM
easat-1803	331	18	%	%	NOUN
easat-1803	331	19	respectively	respectively	ADV
easat-1803	331	20	.	.	PUNCT
easat-1803	332	1	the	the	DET
easat-1803	332	2	graphs	graph	NOUN
easat-1803	332	3	of	of	ADP
easat-1803	332	4	the	the	DET
easat-1803	332	5	learning	learning	NOUN
easat-1803	332	6	curves	curve	NOUN
easat-1803	332	7	in	in	ADP
easat-1803	332	8	figure	figure	NOUN
easat-1803	332	9	5	5	NUM
easat-1803	332	10	and	and	CCONJ
easat-1803	332	11	figure	figure	VERB
easat-1803	332	12	6	6	NUM
easat-1803	332	13	show	show	VERB
easat-1803	332	14	the	the	DET
easat-1803	332	15	decrease	decrease	NOUN
easat-1803	332	16	of	of	ADP
easat-1803	332	17	the	the	DET
easat-1803	332	18	loss	loss	NOUN
easat-1803	332	19	function	function	NOUN
easat-1803	332	20	with	with	ADP
easat-1803	332	21	epochs	epoch	NOUN
easat-1803	332	22	.	.	PUNCT
easat-1803	333	1	these	these	DET
easat-1803	333	2	curves	curve	NOUN
easat-1803	333	3	belong	belong	VERB
easat-1803	333	4	to	to	ADP
easat-1803	333	5	the	the	DET
easat-1803	333	6	best	good	ADJ
easat-1803	333	7	predictions	prediction	NOUN
easat-1803	333	8	of	of	ADP
easat-1803	333	9	the	the	DET
easat-1803	333	10	model	model	NOUN
easat-1803	333	11	obtained	obtain	VERB
easat-1803	333	12	by	by	ADP
easat-1803	333	13	looking	look	VERB
easat-1803	333	14	back	back	ADV
easat-1803	333	15	48	48	NUM
easat-1803	333	16	hours	hour	NOUN
easat-1803	333	17	for	for	ADP
easat-1803	333	18	the	the	DET
easat-1803	333	19	univariate	univariate	ADJ
easat-1803	333	20	and	and	CCONJ
easat-1803	333	21	12	12	NUM
easat-1803	333	22	hours	hour	NOUN
easat-1803	333	23	for	for	ADP
easat-1803	333	24	the	the	DET
easat-1803	333	25	multivariate	multivariate	NOUN
easat-1803	333	26	,	,	PUNCT
easat-1803	333	27	respectively	respectively	ADV
easat-1803	333	28	.	.	PUNCT
easat-1803	334	1	the	the	DET
easat-1803	334	2	training	training	NOUN
easat-1803	334	3	and	and	CCONJ
easat-1803	334	4	validation	validation	NOUN
easat-1803	334	5	losses	loss	NOUN
easat-1803	334	6	show	show	VERB
easat-1803	334	7	a	a	DET
easat-1803	334	8	consistent	consistent	ADJ
easat-1803	334	9	decrease	decrease	NOUN
easat-1803	334	10	and	and	CCONJ
easat-1803	334	11	stabilization	stabilization	NOUN
easat-1803	334	12	at	at	ADP
easat-1803	334	13	similar	similar	ADJ
easat-1803	334	14	points	point	NOUN
easat-1803	334	15	,	,	PUNCT
easat-1803	334	16	which	which	PRON
easat-1803	334	17	indicates	indicate	VERB
easat-1803	334	18	that	that	SCONJ
easat-1803	334	19	the	the	DET
easat-1803	334	20	model	model	NOUN
easat-1803	334	21	has	have	AUX
easat-1803	334	22	successfully	successfully	ADV
easat-1803	334	23	captured	capture	VERB
easat-1803	334	24	the	the	DET
easat-1803	334	25	intricate	intricate	ADJ
easat-1803	334	26	patterns	pattern	NOUN
easat-1803	334	27	related	relate	VERB
easat-1803	334	28	to	to	ADP
easat-1803	334	29	ec	ec	PROPN
easat-1803	334	30	behaviors	behavior	NOUN
easat-1803	334	31	.	.	PUNCT
easat-1803	335	1	figure	figure	NOUN
easat-1803	335	2	5	5	NUM
easat-1803	335	3	.	.	PUNCT
easat-1803	335	4	loss	loss	NOUN
easat-1803	335	5	function	function	NOUN
easat-1803	335	6	decay	decay	NOUN
easat-1803	335	7	of	of	ADP
easat-1803	335	8	the	the	DET
easat-1803	335	9	training	training	NOUN
easat-1803	335	10	sets	set	NOUN
easat-1803	335	11	and	and	CCONJ
easat-1803	335	12	testing	testing	NOUN
easat-1803	335	13	sets	set	NOUN
easat-1803	335	14	for	for	ADP
easat-1803	335	15	time	time	NOUN
easat-1803	335	16	series	series	PROPN
easat-1803	335	17	forecasting	forecast	VERB
easat-1803	335	18	lstm	lstm	NOUN
easat-1803	335	19	models	model	NOUN
easat-1803	335	20	of	of	ADP
easat-1803	335	21	the	the	DET
easat-1803	335	22	univariate	univariate	ADJ
easat-1803	335	23	case	case	NOUN
easat-1803	335	24	by	by	ADP
easat-1803	335	25	lagging	lag	VERB
easat-1803	335	26	48	48	NUM
easat-1803	335	27	hours	hour	NOUN
easat-1803	335	28	.	.	PUNCT
easat-1803	336	1	1032	1032	NUM
easat-1803	336	2	edelweiss	edelweiss	PROPN
easat-1803	336	3	applied	apply	VERB
easat-1803	336	4	science	science	NOUN
easat-1803	336	5	and	and	CCONJ
easat-1803	336	6	technology	technology	NOUN
easat-1803	336	7	issn	issn	PROPN
easat-1803	336	8	:	:	PUNCT
easat-1803	336	9	2576	2576	NUM
easat-1803	336	10	-	-	SYM
easat-1803	336	11	8484	8484	NUM
easat-1803	336	12	vol	vol	NOUN
easat-1803	336	13	.	.	PROPN
easat-1803	336	14	8	8	NUM
easat-1803	336	15	,	,	PUNCT
easat-1803	336	16	no	no	INTJ
easat-1803	336	17	.	.	NOUN
easat-1803	336	18	5	5	NUM
easat-1803	336	19	:	:	SYM
easat-1803	336	20	1014	1014	NUM
easat-1803	336	21	-	-	SYM
easat-1803	336	22	1037	1037	NUM
easat-1803	336	23	,	,	PUNCT
easat-1803	336	24	2024	2024	NUM
easat-1803	336	25	doi	doi	NOUN
easat-1803	336	26	:	:	PUNCT
easat-1803	336	27	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	336	28	©	©	PROPN
easat-1803	336	29	2024	2024	NUM
easat-1803	336	30	by	by	ADP
easat-1803	336	31	the	the	DET
easat-1803	336	32	authors	author	NOUN
easat-1803	336	33	;	;	PUNCT
easat-1803	336	34	licensee	licensee	PROPN
easat-1803	336	35	learning	learn	VERB
easat-1803	336	36	gate	gate	PROPN
easat-1803	336	37	figure	figure	NOUN
easat-1803	336	38	6	6	NUM
easat-1803	336	39	.	.	PUNCT
easat-1803	337	1	loss	loss	NOUN
easat-1803	337	2	function	function	NOUN
easat-1803	337	3	decay	decay	NOUN
easat-1803	337	4	of	of	ADP
easat-1803	337	5	the	the	DET
easat-1803	337	6	training	training	NOUN
easat-1803	337	7	sets	set	NOUN
easat-1803	337	8	and	and	CCONJ
easat-1803	337	9	testing	testing	NOUN
easat-1803	337	10	sets	set	NOUN
easat-1803	337	11	for	for	ADP
easat-1803	337	12	time	time	NOUN
easat-1803	337	13	series	series	PROPN
easat-1803	337	14	forecasting	forecast	VERB
easat-1803	337	15	lstm	lstm	NOUN
easat-1803	337	16	models	model	NOUN
easat-1803	337	17	of	of	ADP
easat-1803	337	18	the	the	DET
easat-1803	337	19	multivariate	multivariate	NOUN
easat-1803	337	20	case	case	NOUN
easat-1803	337	21	by	by	ADP
easat-1803	337	22	lagging	lag	VERB
easat-1803	337	23	12	12	NUM
easat-1803	337	24	hours	hour	NOUN
easat-1803	337	25	.	.	PUNCT
easat-1803	338	1	4.2.2.4	4.2.2.4	X
easat-1803	338	2	.	.	PUNCT
easat-1803	338	3	forecasting	forecasting	NOUN
easat-1803	338	4	results	result	NOUN
easat-1803	338	5	with	with	ADP
easat-1803	338	6	the	the	DET
easat-1803	338	7	hourly	hourly	ADJ
easat-1803	338	8	univariate	univariate	ADJ
easat-1803	338	9	and	and	CCONJ
easat-1803	338	10	multivariate	multivariate	NOUN
easat-1803	338	11	datasets	dataset	NOUN
easat-1803	338	12	,	,	PUNCT
easat-1803	338	13	the	the	DET
easat-1803	338	14	ec	ec	PROPN
easat-1803	338	15	value	value	NOUN
easat-1803	338	16	of	of	ADP
easat-1803	338	17	the	the	DET
easat-1803	338	18	next	next	ADJ
easat-1803	338	19	hour	hour	NOUN
easat-1803	338	20	is	be	AUX
easat-1803	338	21	estimated	estimate	VERB
easat-1803	338	22	by	by	ADP
easat-1803	338	23	going	go	VERB
easat-1803	338	24	back	back	ADV
easat-1803	338	25	6	6	NUM
easat-1803	338	26	,	,	PUNCT
easat-1803	338	27	12	12	NUM
easat-1803	338	28	,	,	PUNCT
easat-1803	338	29	24	24	NUM
easat-1803	338	30	,	,	PUNCT
easat-1803	338	31	and	and	CCONJ
easat-1803	338	32	48	48	NUM
easat-1803	338	33	hours	hour	NOUN
easat-1803	338	34	.	.	PUNCT
easat-1803	339	1	the	the	DET
easat-1803	339	2	estimation	estimation	NOUN
easat-1803	339	3	results	result	NOUN
easat-1803	339	4	obtained	obtain	VERB
easat-1803	339	5	with	with	ADP
easat-1803	339	6	the	the	DET
easat-1803	339	7	univariate	univariate	ADJ
easat-1803	339	8	dataset	dataset	NOUN
easat-1803	339	9	are	be	AUX
easat-1803	339	10	high	high	ADJ
easat-1803	339	11	up	up	ADP
easat-1803	339	12	to	to	ADP
easat-1803	339	13	48	48	NUM
easat-1803	339	14	hours	hour	NOUN
easat-1803	339	15	while	while	SCONJ
easat-1803	339	16	there	there	PRON
easat-1803	339	17	is	be	VERB
easat-1803	339	18	a	a	DET
easat-1803	339	19	small	small	ADJ
easat-1803	339	20	decrease	decrease	NOUN
easat-1803	339	21	in	in	ADP
easat-1803	339	22	the	the	DET
easat-1803	339	23	r	r	NOUN
easat-1803	339	24	-	-	PUNCT
easat-1803	339	25	squared	square	VERB
easat-1803	339	26	score	score	NOUN
easat-1803	339	27	when	when	SCONJ
easat-1803	339	28	looking	look	VERB
easat-1803	339	29	back	back	ADV
easat-1803	339	30	at	at	ADP
easat-1803	339	31	72	72	NUM
easat-1803	339	32	hours	hour	NOUN
easat-1803	339	33	as	as	SCONJ
easat-1803	339	34	seen	see	VERB
easat-1803	339	35	in	in	ADP
easat-1803	339	36	table	table	NOUN
easat-1803	339	37	5	5	NUM
easat-1803	339	38	.	.	PUNCT
easat-1803	340	1	however	however	ADV
easat-1803	340	2	,	,	PUNCT
easat-1803	340	3	r	r	NOUN
easat-1803	340	4	-	-	PUNCT
easat-1803	340	5	squared	square	VERB
easat-1803	340	6	scores	score	NOUN
easat-1803	340	7	of	of	ADP
easat-1803	340	8	the	the	DET
easat-1803	340	9	estimation	estimation	NOUN
easat-1803	340	10	results	result	NOUN
easat-1803	340	11	obtained	obtain	VERB
easat-1803	340	12	with	with	ADP
easat-1803	340	13	the	the	DET
easat-1803	340	14	multivariate	multivariate	NOUN
easat-1803	340	15	dataset	dataset	NOUN
easat-1803	340	16	show	show	VERB
easat-1803	340	17	an	an	DET
easat-1803	340	18	increase	increase	NOUN
easat-1803	340	19	up	up	ADP
easat-1803	340	20	to	to	PART
easat-1803	340	21	12	12	NUM
easat-1803	340	22	hours	hour	NOUN
easat-1803	340	23	,	,	PUNCT
easat-1803	340	24	while	while	SCONJ
easat-1803	340	25	there	there	PRON
easat-1803	340	26	is	be	VERB
easat-1803	340	27	a	a	DET
easat-1803	340	28	significant	significant	ADJ
easat-1803	340	29	decrease	decrease	NOUN
easat-1803	340	30	in	in	ADP
easat-1803	340	31	this	this	DET
easat-1803	340	32	value	value	NOUN
easat-1803	340	33	when	when	SCONJ
easat-1803	340	34	looking	look	VERB
easat-1803	340	35	back	back	ADV
easat-1803	340	36	at	at	ADP
easat-1803	340	37	24	24	NUM
easat-1803	340	38	and	and	CCONJ
easat-1803	340	39	48	48	NUM
easat-1803	340	40	hours	hour	NOUN
easat-1803	340	41	.	.	PUNCT
easat-1803	341	1	when	when	SCONJ
easat-1803	341	2	table	table	NOUN
easat-1803	341	3	5	5	NUM
easat-1803	341	4	is	be	AUX
easat-1803	341	5	analyzed	analyze	VERB
easat-1803	341	6	in	in	ADP
easat-1803	341	7	general	general	ADJ
easat-1803	341	8	terms	term	NOUN
easat-1803	341	9	,	,	PUNCT
easat-1803	341	10	the	the	DET
easat-1803	341	11	r	r	NOUN
easat-1803	341	12	-	-	PUNCT
easat-1803	341	13	squared	square	VERB
easat-1803	341	14	scores	score	NOUN
easat-1803	341	15	of	of	ADP
easat-1803	341	16	the	the	DET
easat-1803	341	17	estimation	estimation	NOUN
easat-1803	341	18	results	result	NOUN
easat-1803	341	19	obtained	obtain	VERB
easat-1803	341	20	with	with	ADP
easat-1803	341	21	univariate	univariate	ADJ
easat-1803	341	22	and	and	CCONJ
easat-1803	341	23	multivariate	multivariate	NOUN
easat-1803	341	24	datasets	dataset	NOUN
easat-1803	341	25	are	be	AUX
easat-1803	341	26	quite	quite	ADV
easat-1803	341	27	high	high	ADJ
easat-1803	341	28	,	,	PUNCT
easat-1803	341	29	but	but	CCONJ
easat-1803	341	30	the	the	DET
easat-1803	341	31	r	r	NOUN
easat-1803	341	32	-	-	PUNCT
easat-1803	341	33	squared	square	VERB
easat-1803	341	34	scores	score	NOUN
easat-1803	341	35	of	of	ADP
easat-1803	341	36	the	the	DET
easat-1803	341	37	estimation	estimation	NOUN
easat-1803	341	38	results	result	NOUN
easat-1803	341	39	obtained	obtain	VERB
easat-1803	341	40	with	with	ADP
easat-1803	341	41	univariate	univariate	ADJ
easat-1803	341	42	data	data	NOUN
easat-1803	341	43	sets	set	NOUN
easat-1803	341	44	are	be	AUX
easat-1803	341	45	higher	high	ADJ
easat-1803	341	46	for	for	ADP
easat-1803	341	47	each	each	DET
easat-1803	341	48	lag	lag	NOUN
easat-1803	341	49	value	value	NOUN
easat-1803	341	50	examined	examine	VERB
easat-1803	341	51	.	.	PUNCT
easat-1803	342	1	furthermore	furthermore	ADV
easat-1803	342	2	,	,	PUNCT
easat-1803	342	3	the	the	DET
easat-1803	342	4	actual	actual	ADJ
easat-1803	342	5	ec	ec	PROPN
easat-1803	342	6	curves	curve	NOUN
easat-1803	342	7	and	and	CCONJ
easat-1803	342	8	their	their	PRON
easat-1803	342	9	predictive	predictive	ADJ
easat-1803	342	10	curves	curve	NOUN
easat-1803	342	11	are	be	AUX
easat-1803	342	12	shown	show	VERB
easat-1803	342	13	in	in	ADP
easat-1803	342	14	figure	figure	NOUN
easat-1803	342	15	7	7	NUM
easat-1803	342	16	and	and	CCONJ
easat-1803	342	17	figure	figure	VERB
easat-1803	342	18	8	8	NUM
easat-1803	342	19	by	by	ADP
easat-1803	342	20	looking	look	VERB
easat-1803	342	21	back	back	ADV
easat-1803	342	22	at	at	ADP
easat-1803	342	23	periods	period	NOUN
easat-1803	342	24	of	of	ADP
easat-1803	342	25	48	48	NUM
easat-1803	342	26	and	and	CCONJ
easat-1803	342	27	12	12	NUM
easat-1803	342	28	hours	hour	NOUN
easat-1803	342	29	of	of	ADP
easat-1803	342	30	univariate	univariate	ADJ
easat-1803	342	31	and	and	CCONJ
easat-1803	342	32	multivariate	multivariate	NOUN
easat-1803	342	33	cases	case	NOUN
easat-1803	342	34	which	which	PRON
easat-1803	342	35	have	have	VERB
easat-1803	342	36	the	the	DET
easat-1803	342	37	best	good	ADJ
easat-1803	342	38	performance	performance	NOUN
easat-1803	342	39	results	result	NOUN
easat-1803	342	40	,	,	PUNCT
easat-1803	342	41	respectively	respectively	ADV
easat-1803	342	42	.	.	PUNCT
easat-1803	342	43	table	table	NOUN
easat-1803	342	44	5	5	NUM
easat-1803	342	45	.	.	PUNCT
easat-1803	342	46	lstm	lstm	NOUN
easat-1803	342	47	model	model	NOUN
easat-1803	342	48	r	r	NOUN
easat-1803	342	49	-	-	PUNCT
easat-1803	342	50	squared	square	VERB
easat-1803	342	51	results	result	NOUN
easat-1803	342	52	for	for	ADP
easat-1803	342	53	data	datum	NOUN
easat-1803	342	54	case	case	PROPN
easat-1803	342	55	ii	ii	PROPN
easat-1803	342	56	.	.	PROPN
easat-1803	342	57	lag	lag	PROPN
easat-1803	342	58	period(hr	period(hr	PROPN
easat-1803	342	59	)	)	PUNCT
easat-1803	342	60	univariate	univariate	ADJ
easat-1803	342	61	model	model	NOUN
easat-1803	342	62	multivariate	multivariate	NOUN
easat-1803	342	63	model	model	NOUN
easat-1803	342	64	6	6	NUM
easat-1803	342	65	0.9714	0.9714	NUM
easat-1803	342	66	0.9530	0.9530	NUM
easat-1803	342	67	12	12	NUM
easat-1803	342	68	0.9745	0.9745	NUM
easat-1803	342	69	0.9642	0.9642	NUM
easat-1803	342	70	24	24	NUM
easat-1803	342	71	0.9772	0.9772	NUM
easat-1803	342	72	0.9365	0.9365	NUM
easat-1803	342	73	48	48	NUM
easat-1803	342	74	0.9817	0.9817	NUM
easat-1803	342	75	0.8761	0.8761	NUM
easat-1803	342	76	72	72	NUM
easat-1803	342	77	0.9755	0.9755	NUM
easat-1803	342	78	0.8640	0.8640	NUM
easat-1803	342	79	1033	1033	NUM
easat-1803	342	80	edelweiss	edelweiss	PROPN
easat-1803	342	81	applied	apply	VERB
easat-1803	342	82	science	science	NOUN
easat-1803	342	83	and	and	CCONJ
easat-1803	342	84	technology	technology	NOUN
easat-1803	342	85	issn	issn	PROPN
easat-1803	342	86	:	:	PUNCT
easat-1803	342	87	2576	2576	NUM
easat-1803	342	88	-	-	SYM
easat-1803	342	89	8484	8484	NUM
easat-1803	342	90	vol	vol	NOUN
easat-1803	342	91	.	.	PROPN
easat-1803	343	1	8	8	NUM
easat-1803	343	2	,	,	PUNCT
easat-1803	343	3	no	no	INTJ
easat-1803	343	4	.	.	NOUN
easat-1803	343	5	5	5	NUM
easat-1803	343	6	:	:	SYM
easat-1803	343	7	1014	1014	NUM
easat-1803	343	8	-	-	SYM
easat-1803	343	9	1037	1037	NUM
easat-1803	343	10	,	,	PUNCT
easat-1803	343	11	2024	2024	NUM
easat-1803	343	12	doi	doi	NOUN
easat-1803	343	13	:	:	PUNCT
easat-1803	343	14	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	343	15	©	©	PROPN
easat-1803	343	16	2024	2024	NUM
easat-1803	343	17	by	by	ADP
easat-1803	343	18	the	the	DET
easat-1803	343	19	authors	author	NOUN
easat-1803	343	20	;	;	PUNCT
easat-1803	343	21	licensee	licensee	PROPN
easat-1803	343	22	learning	learn	VERB
easat-1803	343	23	gate	gate	NOUN
easat-1803	343	24	figure	figure	NOUN
easat-1803	343	25	7	7	NUM
easat-1803	343	26	.	.	PUNCT
easat-1803	344	1	the	the	DET
easat-1803	344	2	actual	actual	ADJ
easat-1803	344	3	ec	ec	PROPN
easat-1803	344	4	curves	curve	NOUN
easat-1803	344	5	and	and	CCONJ
easat-1803	344	6	its	its	PRON
easat-1803	344	7	predictive	predictive	ADJ
easat-1803	344	8	curves	curve	NOUN
easat-1803	344	9	of	of	ADP
easat-1803	344	10	lstm	lstm	NOUN
easat-1803	344	11	forecasting	forecasting	NOUN
easat-1803	344	12	models	model	NOUN
easat-1803	344	13	by	by	ADP
easat-1803	344	14	looking	look	VERB
easat-1803	344	15	back	back	ADV
easat-1803	344	16	at	at	ADP
easat-1803	344	17	periods	period	NOUN
easat-1803	344	18	for	for	ADP
easat-1803	344	19	48	48	NUM
easat-1803	344	20	hours	hour	NOUN
easat-1803	344	21	of	of	ADP
easat-1803	344	22	univariate	univariate	ADJ
easat-1803	344	23	case	case	NOUN
easat-1803	344	24	.	.	PUNCT
easat-1803	345	1	figure	figure	NOUN
easat-1803	345	2	8	8	NUM
easat-1803	345	3	.	.	PUNCT
easat-1803	346	1	the	the	DET
easat-1803	346	2	actual	actual	ADJ
easat-1803	346	3	ec	ec	PROPN
easat-1803	346	4	curves	curve	NOUN
easat-1803	346	5	and	and	CCONJ
easat-1803	346	6	its	its	PRON
easat-1803	346	7	predictive	predictive	ADJ
easat-1803	346	8	curves	curve	NOUN
easat-1803	346	9	of	of	ADP
easat-1803	346	10	lstm	lstm	NOUN
easat-1803	346	11	forecasting	forecasting	NOUN
easat-1803	346	12	models	model	NOUN
easat-1803	346	13	by	by	ADP
easat-1803	346	14	looking	look	VERB
easat-1803	346	15	back	back	ADV
easat-1803	346	16	at	at	ADP
easat-1803	346	17	periods	period	NOUN
easat-1803	346	18	for	for	ADP
easat-1803	346	19	12	12	NUM
easat-1803	346	20	hours	hour	NOUN
easat-1803	346	21	of	of	ADP
easat-1803	346	22	multivarate	multivarate	ADJ
easat-1803	346	23	case	case	NOUN
easat-1803	346	24	.	.	PUNCT
easat-1803	347	1	1034	1034	NUM
easat-1803	347	2	edelweiss	edelweiss	PROPN
easat-1803	347	3	applied	apply	VERB
easat-1803	347	4	science	science	NOUN
easat-1803	347	5	and	and	CCONJ
easat-1803	347	6	technology	technology	NOUN
easat-1803	347	7	issn	issn	PROPN
easat-1803	347	8	:	:	PUNCT
easat-1803	347	9	2576	2576	NUM
easat-1803	347	10	-	-	SYM
easat-1803	347	11	8484	8484	NUM
easat-1803	347	12	vol	vol	NOUN
easat-1803	347	13	.	.	PROPN
easat-1803	347	14	8	8	NUM
easat-1803	347	15	,	,	PUNCT
easat-1803	347	16	no	no	INTJ
easat-1803	347	17	.	.	NOUN
easat-1803	347	18	5	5	NUM
easat-1803	347	19	:	:	SYM
easat-1803	347	20	1014	1014	NUM
easat-1803	347	21	-	-	SYM
easat-1803	347	22	1037	1037	NUM
easat-1803	347	23	,	,	PUNCT
easat-1803	347	24	2024	2024	NUM
easat-1803	347	25	doi	doi	NOUN
easat-1803	347	26	:	:	PUNCT
easat-1803	347	27	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	347	28	©	©	PROPN
easat-1803	347	29	2024	2024	NUM
easat-1803	347	30	by	by	ADP
easat-1803	347	31	the	the	DET
easat-1803	347	32	authors	author	NOUN
easat-1803	347	33	;	;	PUNCT
easat-1803	347	34	licensee	licensee	PROPN
easat-1803	347	35	learning	learning	NOUN
easat-1803	347	36	gate	gate	NOUN
easat-1803	347	37	5	5	NUM
easat-1803	347	38	.	.	PUNCT
easat-1803	347	39	discussion	discussion	NOUN
easat-1803	347	40	and	and	CCONJ
easat-1803	347	41	conclusion	conclusion	NOUN
easat-1803	347	42	according	accord	VERB
easat-1803	347	43	to	to	ADP
easat-1803	347	44	the	the	DET
easat-1803	347	45	literature	literature	PROPN
easat-1803	347	46	review	review	PROPN
easat-1803	347	47	,	,	PUNCT
easat-1803	347	48	ec	ec	PROPN
easat-1803	347	49	forecasts	forecast	NOUN
easat-1803	347	50	as	as	ADP
easat-1803	347	51	multivariate	multivariate	NOUN
easat-1803	347	52	time	time	NOUN
easat-1803	347	53	-	-	PUNCT
easat-1803	347	54	series	series	NOUN
easat-1803	347	55	models	model	NOUN
easat-1803	347	56	are	be	AUX
easat-1803	347	57	mostly	mostly	ADV
easat-1803	347	58	short	short	ADJ
easat-1803	347	59	-	-	PUNCT
easat-1803	347	60	term	term	NOUN
easat-1803	347	61	forecasts	forecast	NOUN
easat-1803	347	62	and	and	CCONJ
easat-1803	347	63	are	be	AUX
easat-1803	347	64	at	at	ADP
easat-1803	347	65	the	the	DET
easat-1803	347	66	residential	residential	ADJ
easat-1803	347	67	level	level	NOUN
easat-1803	347	68	,	,	PUNCT
easat-1803	347	69	while	while	SCONJ
easat-1803	347	70	ec	ec	PROPN
easat-1803	347	71	forecasts	forecast	NOUN
easat-1803	347	72	as	as	ADP
easat-1803	347	73	univariate	univariate	ADJ
easat-1803	347	74	time	time	NOUN
easat-1803	347	75	-	-	PUNCT
easat-1803	347	76	series	series	NOUN
easat-1803	347	77	models	model	NOUN
easat-1803	347	78	are	be	AUX
easat-1803	347	79	generally	generally	ADV
easat-1803	347	80	realized	realize	VERB
easat-1803	347	81	in	in	ADP
easat-1803	347	82	short	short	ADJ
easat-1803	347	83	and	and	CCONJ
easat-1803	347	84	medium	medium	ADJ
easat-1803	347	85	-	-	PUNCT
easat-1803	347	86	term	term	NOUN
easat-1803	347	87	periods	period	NOUN
easat-1803	347	88	and	and	CCONJ
easat-1803	347	89	ec	ec	PROPN
easat-1803	347	90	data	datum	NOUN
easat-1803	347	91	is	be	AUX
easat-1803	347	92	aggregated	aggregate	VERB
easat-1803	347	93	and	and	CCONJ
easat-1803	347	94	at	at	ADP
easat-1803	347	95	the	the	DET
easat-1803	347	96	system	system	NOUN
easat-1803	347	97	level	level	NOUN
easat-1803	347	98	.	.	PUNCT
easat-1803	348	1	in	in	ADP
easat-1803	348	2	both	both	CCONJ
easat-1803	348	3	multivariate	multivariate	NOUN
easat-1803	348	4	and	and	CCONJ
easat-1803	348	5	univariate	univariate	ADJ
easat-1803	348	6	time	time	NOUN
easat-1803	348	7	series	series	PROPN
easat-1803	348	8	analysis	analysis	NOUN
easat-1803	348	9	studies	study	NOUN
easat-1803	348	10	,	,	PUNCT
easat-1803	348	11	the	the	DET
easat-1803	348	12	simple	simple	ADJ
easat-1803	348	13	lstm	lstm	NOUN
easat-1803	348	14	model	model	NOUN
easat-1803	348	15	has	have	AUX
easat-1803	348	16	shown	show	VERB
easat-1803	348	17	much	much	ADV
easat-1803	348	18	better	well	ADJ
easat-1803	348	19	ec	ec	PROPN
easat-1803	348	20	forecasting	forecasting	NOUN
easat-1803	348	21	performance	performance	NOUN
easat-1803	348	22	compared	compare	VERB
easat-1803	348	23	to	to	ADP
easat-1803	348	24	other	other	ADJ
easat-1803	348	25	ml	ml	NOUN
easat-1803	348	26	-	-	PUNCT
easat-1803	348	27	based	base	VERB
easat-1803	348	28	models	model	NOUN
easat-1803	348	29	or	or	CCONJ
easat-1803	348	30	statistical	statistical	ADJ
easat-1803	348	31	models	model	NOUN
easat-1803	348	32	,	,	PUNCT
easat-1803	348	33	but	but	CCONJ
easat-1803	348	34	its	its	PRON
easat-1803	348	35	forecasting	forecasting	NOUN
easat-1803	348	36	performance	performance	NOUN
easat-1803	348	37	is	be	AUX
easat-1803	348	38	lower	low	ADJ
easat-1803	348	39	than	than	ADP
easat-1803	348	40	that	that	PRON
easat-1803	348	41	of	of	ADP
easat-1803	348	42	lstm	lstm	PROPN
easat-1803	348	43	model	model	NOUN
easat-1803	348	44	variations	variation	NOUN
easat-1803	348	45	.	.	PUNCT
easat-1803	349	1	in	in	ADP
easat-1803	349	2	addition	addition	NOUN
easat-1803	349	3	,	,	PUNCT
easat-1803	349	4	the	the	DET
easat-1803	349	5	hybrid	hybrid	ADJ
easat-1803	349	6	or	or	CCONJ
easat-1803	349	7	ensemble	ensemble	ADJ
easat-1803	349	8	models	model	NOUN
easat-1803	349	9	,	,	PUNCT
easat-1803	349	10	which	which	PRON
easat-1803	349	11	are	be	AUX
easat-1803	349	12	created	create	VERB
easat-1803	349	13	by	by	ADP
easat-1803	349	14	combining	combine	VERB
easat-1803	349	15	the	the	DET
easat-1803	349	16	lstm	lstm	PROPN
easat-1803	349	17	model	model	NOUN
easat-1803	349	18	with	with	ADP
easat-1803	349	19	other	other	ADJ
easat-1803	349	20	ml	ml	NOUN
easat-1803	349	21	-	-	PUNCT
easat-1803	349	22	based	base	VERB
easat-1803	349	23	models	model	NOUN
easat-1803	349	24	,	,	PUNCT
easat-1803	349	25	also	also	ADV
easat-1803	349	26	perform	perform	VERB
easat-1803	349	27	better	well	ADJ
easat-1803	349	28	than	than	ADP
easat-1803	349	29	the	the	DET
easat-1803	349	30	lstm	lstm	PROPN
easat-1803	349	31	model	model	NOUN
easat-1803	349	32	variations	variation	NOUN
easat-1803	349	33	.	.	PUNCT
easat-1803	350	1	it	it	PRON
easat-1803	350	2	is	be	AUX
easat-1803	350	3	also	also	ADV
easat-1803	350	4	noteworthy	noteworthy	ADJ
easat-1803	350	5	that	that	SCONJ
easat-1803	350	6	hybrid	hybrid	NOUN
easat-1803	350	7	and	and	CCONJ
easat-1803	350	8	ensemble	ensemble	ADJ
easat-1803	350	9	models	model	NOUN
easat-1803	350	10	are	be	AUX
easat-1803	350	11	mostly	mostly	ADV
easat-1803	350	12	constructed	construct	VERB
easat-1803	350	13	with	with	ADP
easat-1803	350	14	combinations	combination	NOUN
easat-1803	350	15	of	of	ADP
easat-1803	350	16	lstm	lstm	NOUN
easat-1803	350	17	-	-	PUNCT
easat-1803	350	18	based	base	VERB
easat-1803	350	19	approaches	approach	NOUN
easat-1803	350	20	and	and	CCONJ
easat-1803	350	21	cnn	cnn	PROPN
easat-1803	350	22	algorithms	algorithms	PROPN
easat-1803	350	23	.	.	PUNCT
easat-1803	351	1	based	base	VERB
easat-1803	351	2	on	on	ADP
easat-1803	351	3	our	our	PRON
easat-1803	351	4	experimental	experimental	ADJ
easat-1803	351	5	evaluation	evaluation	NOUN
easat-1803	351	6	,	,	PUNCT
easat-1803	351	7	the	the	DET
easat-1803	351	8	most	most	ADV
easat-1803	351	9	accurate	accurate	ADJ
easat-1803	351	10	forecasting	forecasting	NOUN
easat-1803	351	11	results	result	NOUN
easat-1803	351	12	for	for	ADP
easat-1803	351	13	each	each	DET
easat-1803	351	14	data	datum	NOUN
easat-1803	351	15	case	case	NOUN
easat-1803	351	16	using	use	VERB
easat-1803	351	17	lstm	lstm	NOUN
easat-1803	351	18	models	model	NOUN
easat-1803	351	19	are	be	AUX
easat-1803	351	20	summarized	summarize	VERB
easat-1803	351	21	in	in	ADP
easat-1803	351	22	table	table	NOUN
easat-1803	351	23	6	6	NUM
easat-1803	351	24	below	below	ADV
easat-1803	351	25	.	.	PUNCT
easat-1803	352	1	upon	upon	SCONJ
easat-1803	352	2	reviewing	review	VERB
easat-1803	352	3	the	the	DET
easat-1803	352	4	table	table	NOUN
easat-1803	352	5	,	,	PUNCT
easat-1803	352	6	it	it	PRON
easat-1803	352	7	is	be	AUX
easat-1803	352	8	evident	evident	ADJ
easat-1803	352	9	that	that	SCONJ
easat-1803	352	10	in	in	ADP
easat-1803	352	11	data	datum	NOUN
easat-1803	352	12	case	case	NOUN
easat-1803	352	13	i	i	PRON
easat-1803	352	14	,	,	PUNCT
easat-1803	352	15	the	the	DET
easat-1803	352	16	univariate	univariate	ADJ
easat-1803	352	17	model	model	NOUN
easat-1803	352	18	achieves	achieve	VERB
easat-1803	352	19	an	an	DET
easat-1803	352	20	r	r	NOUN
easat-1803	352	21	-	-	PUNCT
easat-1803	352	22	squared	square	VERB
easat-1803	352	23	score	score	NOUN
easat-1803	352	24	of	of	ADP
easat-1803	352	25	0.8450	0.8450	NUM
easat-1803	352	26	with	with	ADP
easat-1803	352	27	a	a	DET
easat-1803	352	28	28	28	NUM
easat-1803	352	29	-	-	PUNCT
easat-1803	352	30	day	day	NOUN
easat-1803	352	31	lookback	lookback	NOUN
easat-1803	352	32	,	,	PUNCT
easat-1803	352	33	while	while	SCONJ
easat-1803	352	34	the	the	DET
easat-1803	352	35	multivariate	multivariate	NOUN
easat-1803	352	36	model	model	NOUN
easat-1803	352	37	achieves	achieve	VERB
easat-1803	352	38	a	a	DET
easat-1803	352	39	comparable	comparable	ADJ
easat-1803	352	40	score	score	NOUN
easat-1803	352	41	of	of	ADP
easat-1803	352	42	0.8534	0.8534	NUM
easat-1803	352	43	with	with	ADP
easat-1803	352	44	a	a	DET
easat-1803	352	45	14	14	NUM
easat-1803	352	46	-	-	PUNCT
easat-1803	352	47	day	day	NOUN
easat-1803	352	48	lookback	lookback	NOUN
easat-1803	352	49	period	period	NOUN
easat-1803	352	50	.	.	PUNCT
easat-1803	353	1	in	in	ADP
easat-1803	353	2	data	data	PROPN
easat-1803	353	3	case	case	PROPN
easat-1803	353	4	ii	ii	PROPN
easat-1803	353	5	,	,	PUNCT
easat-1803	353	6	we	we	PRON
easat-1803	353	7	found	find	VERB
easat-1803	353	8	r	r	NOUN
easat-1803	353	9	-	-	PUNCT
easat-1803	353	10	square	square	ADJ
easat-1803	353	11	values	value	NOUN
easat-1803	353	12	very	very	ADV
easat-1803	353	13	close	close	ADV
easat-1803	353	14	to	to	ADP
easat-1803	353	15	1	1	NUM
easat-1803	353	16	when	when	SCONJ
easat-1803	353	17	analyzing	analyze	VERB
easat-1803	353	18	the	the	DET
easat-1803	353	19	previous	previous	ADJ
easat-1803	353	20	48	48	NUM
easat-1803	353	21	hours	hour	NOUN
easat-1803	353	22	in	in	ADP
easat-1803	353	23	the	the	DET
easat-1803	353	24	univariate	univariate	ADJ
easat-1803	353	25	model	model	NOUN
easat-1803	353	26	and	and	CCONJ
easat-1803	353	27	12	12	NUM
easat-1803	353	28	hours	hour	NOUN
easat-1803	353	29	in	in	ADP
easat-1803	353	30	the	the	DET
easat-1803	353	31	multivariate	multivariate	NOUN
easat-1803	353	32	model	model	NOUN
easat-1803	353	33	.	.	PUNCT
easat-1803	354	1	it	it	PRON
easat-1803	354	2	's	be	AUX
easat-1803	354	3	worth	worth	ADJ
easat-1803	354	4	noting	note	VERB
easat-1803	354	5	that	that	SCONJ
easat-1803	354	6	the	the	DET
easat-1803	354	7	r	r	NOUN
easat-1803	354	8	-	-	PUNCT
easat-1803	354	9	square	square	ADJ
easat-1803	354	10	score	score	NOUN
easat-1803	354	11	is	be	AUX
easat-1803	354	12	higher	high	ADJ
easat-1803	354	13	in	in	ADP
easat-1803	354	14	the	the	DET
easat-1803	354	15	univariate	univariate	ADJ
easat-1803	354	16	model	model	NOUN
easat-1803	354	17	compared	compare	VERB
easat-1803	354	18	to	to	ADP
easat-1803	354	19	the	the	DET
easat-1803	354	20	multivariate	multivariate	NOUN
easat-1803	354	21	model	model	NOUN
easat-1803	354	22	.	.	PUNCT
easat-1803	355	1	the	the	DET
easat-1803	355	2	phenomenon	phenomenon	NOUN
easat-1803	355	3	occurs	occur	VERB
easat-1803	355	4	due	due	ADJ
easat-1803	355	5	to	to	ADP
easat-1803	355	6	the	the	DET
easat-1803	355	7	way	way	NOUN
easat-1803	355	8	supervised	supervised	ADJ
easat-1803	355	9	learning	learning	NOUN
easat-1803	355	10	is	be	AUX
easat-1803	355	11	implemented	implement	VERB
easat-1803	355	12	in	in	ADP
easat-1803	355	13	recurrent	recurrent	ADJ
easat-1803	355	14	networks	network	NOUN
easat-1803	355	15	,	,	PUNCT
easat-1803	355	16	such	such	ADJ
easat-1803	355	17	as	as	ADP
easat-1803	355	18	deep	deep	ADJ
easat-1803	355	19	lstms	lstms	NOUN
easat-1803	355	20	.	.	PUNCT
easat-1803	356	1	in	in	ADP
easat-1803	356	2	this	this	DET
easat-1803	356	3	approach	approach	NOUN
easat-1803	356	4	,	,	PUNCT
easat-1803	356	5	the	the	DET
easat-1803	356	6	neurons	neuron	NOUN
easat-1803	356	7	are	be	AUX
easat-1803	356	8	randomly	randomly	ADV
easat-1803	356	9	initialized	initialize	VERB
easat-1803	356	10	,	,	PUNCT
easat-1803	356	11	leading	lead	VERB
easat-1803	356	12	to	to	ADP
easat-1803	356	13	the	the	DET
easat-1803	356	14	deactivation	deactivation	NOUN
easat-1803	356	15	of	of	ADP
easat-1803	356	16	neurons	neuron	NOUN
easat-1803	356	17	that	that	PRON
easat-1803	356	18	are	be	AUX
easat-1803	356	19	essential	essential	ADJ
easat-1803	356	20	for	for	ADP
easat-1803	356	21	accurately	accurately	ADV
easat-1803	356	22	learning	learn	VERB
easat-1803	356	23	the	the	DET
easat-1803	356	24	latent	latent	NOUN
easat-1803	356	25	features	feature	NOUN
easat-1803	356	26	of	of	ADP
easat-1803	356	27	the	the	DET
easat-1803	356	28	interrelated	interrelated	ADJ
easat-1803	356	29	variables	variable	NOUN
easat-1803	356	30	present	present	ADJ
easat-1803	356	31	in	in	ADP
easat-1803	356	32	the	the	DET
easat-1803	356	33	multivariate	multivariate	NOUN
easat-1803	356	34	time	time	NOUN
easat-1803	356	35	series	series	PROPN
easat-1803	356	36	dataset	dataset	PROPN
easat-1803	356	37	.	.	PUNCT
easat-1803	357	1	this	this	DET
easat-1803	357	2	random	random	ADJ
easat-1803	357	3	initialization	initialization	NOUN
easat-1803	357	4	process	process	NOUN
easat-1803	357	5	can	can	AUX
easat-1803	357	6	hinder	hinder	VERB
easat-1803	357	7	the	the	DET
easat-1803	357	8	network	network	NOUN
easat-1803	357	9	's	's	PART
easat-1803	357	10	ability	ability	NOUN
easat-1803	357	11	to	to	PART
easat-1803	357	12	effectively	effectively	ADV
easat-1803	357	13	capture	capture	VERB
easat-1803	357	14	and	and	CCONJ
easat-1803	357	15	understand	understand	VERB
easat-1803	357	16	the	the	DET
easat-1803	357	17	complex	complex	ADJ
easat-1803	357	18	interdependencies	interdependency	NOUN
easat-1803	357	19	within	within	ADP
easat-1803	357	20	the	the	DET
easat-1803	357	21	dataset	dataset	NOUN
easat-1803	357	22	,	,	PUNCT
easat-1803	357	23	thereby	thereby	ADV
easat-1803	357	24	impacting	impact	VERB
easat-1803	357	25	its	its	PRON
easat-1803	357	26	learning	learning	NOUN
easat-1803	357	27	and	and	CCONJ
easat-1803	357	28	predictive	predictive	ADJ
easat-1803	357	29	capabilities	capability	NOUN
easat-1803	357	30	[	[	X
easat-1803	357	31	13	13	NUM
easat-1803	357	32	]	]	PUNCT
easat-1803	357	33	.	.	PUNCT
easat-1803	358	1	on	on	ADP
easat-1803	358	2	the	the	DET
easat-1803	358	3	other	other	ADJ
easat-1803	358	4	hand	hand	NOUN
easat-1803	358	5	,	,	PUNCT
easat-1803	358	6	several	several	ADJ
easat-1803	358	7	papers	paper	NOUN
easat-1803	358	8	have	have	AUX
easat-1803	358	9	compared	compare	VERB
easat-1803	358	10	the	the	DET
easat-1803	358	11	results	result	NOUN
easat-1803	358	12	of	of	ADP
easat-1803	358	13	multivariate	multivariate	NOUN
easat-1803	358	14	and	and	CCONJ
easat-1803	358	15	univariate	univariate	ADJ
easat-1803	358	16	time	time	NOUN
easat-1803	358	17	series	series	NOUN
easat-1803	358	18	analysis	analysis	NOUN
easat-1803	358	19	studies	study	NOUN
easat-1803	358	20	.	.	PUNCT
easat-1803	359	1	they	they	PRON
easat-1803	359	2	indicate	indicate	VERB
easat-1803	359	3	that	that	SCONJ
easat-1803	359	4	lstm	lstm	NOUN
easat-1803	359	5	-	-	PUNCT
easat-1803	359	6	based	base	VERB
easat-1803	359	7	models	model	NOUN
easat-1803	359	8	are	be	AUX
easat-1803	359	9	more	more	ADV
easat-1803	359	10	effective	effective	ADJ
easat-1803	359	11	in	in	ADP
easat-1803	359	12	multivariate	multivariate	NOUN
easat-1803	359	13	forecasting	forecasting	NOUN
easat-1803	359	14	,	,	PUNCT
easat-1803	359	15	as	as	SCONJ
easat-1803	359	16	shown	show	VERB
easat-1803	359	17	in	in	ADP
easat-1803	359	18	table	table	NOUN
easat-1803	359	19	3	3	NUM
easat-1803	359	20	.	.	PUNCT
easat-1803	360	1	nevertheless	nevertheless	ADV
easat-1803	360	2	,	,	PUNCT
easat-1803	360	3	it	it	PRON
easat-1803	360	4	's	be	AUX
easat-1803	360	5	worth	worth	ADJ
easat-1803	360	6	noting	note	VERB
easat-1803	360	7	that	that	SCONJ
easat-1803	360	8	our	our	PRON
easat-1803	360	9	experimental	experimental	ADJ
easat-1803	360	10	study	study	NOUN
easat-1803	360	11	,	,	PUNCT
easat-1803	360	12	which	which	PRON
easat-1803	360	13	utilized	utilize	VERB
easat-1803	360	14	two	two	NUM
easat-1803	360	15	distinct	distinct	ADJ
easat-1803	360	16	datasets	dataset	NOUN
easat-1803	360	17	,	,	PUNCT
easat-1803	360	18	did	do	AUX
easat-1803	360	19	not	not	PART
easat-1803	360	20	yield	yield	VERB
easat-1803	360	21	a	a	DET
easat-1803	360	22	conclusive	conclusive	ADJ
easat-1803	360	23	determination	determination	NOUN
easat-1803	360	24	on	on	ADP
easat-1803	360	25	this	this	DET
easat-1803	360	26	matter	matter	NOUN
easat-1803	360	27	.	.	PUNCT
easat-1803	361	1	a	a	DET
easat-1803	361	2	closer	close	ADJ
easat-1803	361	3	assessment	assessment	NOUN
easat-1803	361	4	of	of	ADP
easat-1803	361	5	our	our	PRON
easat-1803	361	6	experimental	experimental	ADJ
easat-1803	361	7	study	study	NOUN
easat-1803	361	8	,	,	PUNCT
easat-1803	361	9	presented	present	VERB
easat-1803	361	10	in	in	ADP
easat-1803	361	11	table	table	NOUN
easat-1803	361	12	6	6	NUM
easat-1803	361	13	,	,	PUNCT
easat-1803	361	14	reveals	reveal	VERB
easat-1803	361	15	that	that	SCONJ
easat-1803	361	16	the	the	DET
easat-1803	361	17	predictive	predictive	ADJ
easat-1803	361	18	performance	performance	NOUN
easat-1803	361	19	of	of	ADP
easat-1803	361	20	both	both	CCONJ
easat-1803	361	21	univariate	univariate	ADJ
easat-1803	361	22	and	and	CCONJ
easat-1803	361	23	multivariate	multivariate	NOUN
easat-1803	361	24	forecasting	forecasting	NOUN
easat-1803	361	25	models	model	NOUN
easat-1803	361	26	using	use	VERB
easat-1803	361	27	hourly	hourly	ADJ
easat-1803	361	28	data	datum	NOUN
easat-1803	361	29	significantly	significantly	ADV
easat-1803	361	30	outperforms	outperform	VERB
easat-1803	361	31	those	those	PRON
easat-1803	361	32	using	use	VERB
easat-1803	361	33	daily	daily	ADJ
easat-1803	361	34	data	datum	NOUN
easat-1803	361	35	.	.	PUNCT
easat-1803	362	1	this	this	PRON
easat-1803	362	2	suggests	suggest	VERB
easat-1803	362	3	that	that	SCONJ
easat-1803	362	4	as	as	ADP
easat-1803	362	5	the	the	DET
easat-1803	362	6	time	time	NOUN
easat-1803	362	7	intervals	interval	NOUN
easat-1803	362	8	of	of	ADP
easat-1803	362	9	the	the	DET
easat-1803	362	10	datasets	dataset	NOUN
easat-1803	362	11	decrease	decrease	NOUN
easat-1803	362	12	,	,	PUNCT
easat-1803	362	13	there	there	PRON
easat-1803	362	14	is	be	VERB
easat-1803	362	15	an	an	DET
easat-1803	362	16	observable	observable	ADJ
easat-1803	362	17	improvement	improvement	NOUN
easat-1803	362	18	in	in	ADP
easat-1803	362	19	lstm	lstm	NOUN
easat-1803	362	20	forecasting	forecasting	NOUN
easat-1803	362	21	results	result	NOUN
easat-1803	362	22	.	.	PUNCT
easat-1803	363	1	table	table	NOUN
easat-1803	363	2	6	6	NUM
easat-1803	363	3	.	.	PUNCT
easat-1803	364	1	lstm	lstm	NOUN
easat-1803	364	2	model	model	NOUN
easat-1803	364	3	r	r	NOUN
easat-1803	364	4	-	-	PUNCT
easat-1803	364	5	squared	square	VERB
easat-1803	364	6	results	result	NOUN
easat-1803	364	7	for	for	ADP
easat-1803	364	8	data	datum	NOUN
easat-1803	364	9	case	case	PROPN
easat-1803	364	10	ii	ii	PROPN
easat-1803	364	11	.	.	PUNCT
easat-1803	365	1	our	our	PRON
easat-1803	365	2	upcoming	upcoming	ADJ
easat-1803	365	3	research	research	NOUN
easat-1803	365	4	endeavors	endeavor	NOUN
easat-1803	365	5	entail	entail	VERB
easat-1803	365	6	conducting	conduct	VERB
easat-1803	365	7	an	an	DET
easat-1803	365	8	experimental	experimental	ADJ
easat-1803	365	9	study	study	NOUN
easat-1803	365	10	focused	focus	VERB
easat-1803	365	11	on	on	ADP
easat-1803	365	12	the	the	DET
easat-1803	365	13	prediction	prediction	NOUN
easat-1803	365	14	of	of	ADP
easat-1803	365	15	electricity	electricity	NOUN
easat-1803	365	16	prices	price	NOUN
easat-1803	365	17	,	,	PUNCT
easat-1803	365	18	photovoltaic	photovoltaic	NOUN
easat-1803	365	19	power	power	NOUN
easat-1803	365	20	output	output	NOUN
easat-1803	365	21	,	,	PUNCT
easat-1803	365	22	and	and	CCONJ
easat-1803	365	23	wind	wind	NOUN
easat-1803	365	24	power	power	NOUN
easat-1803	365	25	output	output	NOUN
easat-1803	365	26	.	.	PUNCT
easat-1803	366	1	although	although	SCONJ
easat-1803	366	2	there	there	PRON
easat-1803	366	3	have	have	AUX
easat-1803	366	4	been	be	AUX
easat-1803	366	5	numerous	numerous	ADJ
easat-1803	366	6	multivariate	multivariate	NOUN
easat-1803	366	7	and	and	CCONJ
easat-1803	366	8	univariate	univariate	ADJ
easat-1803	366	9	time	time	NOUN
easat-1803	366	10	series	series	NOUN
easat-1803	366	11	analyses	analyse	VERB
easat-1803	366	12	for	for	ADP
easat-1803	366	13	electricity	electricity	NOUN
easat-1803	366	14	price	price	NOUN
easat-1803	366	15	forecasting	forecasting	NOUN
easat-1803	366	16	in	in	ADP
easat-1803	366	17	existing	exist	VERB
easat-1803	366	18	literature	literature	NOUN
easat-1803	366	19	,	,	PUNCT
easat-1803	366	20	there	there	PRON
easat-1803	366	21	remains	remain	VERB
easat-1803	366	22	a	a	DET
easat-1803	366	23	noticeable	noticeable	ADJ
easat-1803	366	24	gap	gap	NOUN
easat-1803	366	25	in	in	ADP
easat-1803	366	26	this	this	DET
easat-1803	366	27	specific	specific	ADJ
easat-1803	366	28	context	context	NOUN
easat-1803	366	29	.	.	PUNCT
easat-1803	367	1	our	our	PRON
easat-1803	367	2	aim	aim	NOUN
easat-1803	367	3	is	be	AUX
easat-1803	367	4	to	to	PART
easat-1803	367	5	bridge	bridge	VERB
easat-1803	367	6	this	this	DET
easat-1803	367	7	gap	gap	NOUN
easat-1803	367	8	by	by	ADP
easat-1803	367	9	integrating	integrate	VERB
easat-1803	367	10	these	these	DET
easat-1803	367	11	predictive	predictive	ADJ
easat-1803	367	12	studies	study	NOUN
easat-1803	367	13	with	with	ADP
easat-1803	367	14	comprehensive	comprehensive	ADJ
easat-1803	367	15	power	power	NOUN
easat-1803	367	16	systems	system	NOUN
easat-1803	367	17	planning	planning	NOUN
easat-1803	367	18	and	and	CCONJ
easat-1803	367	19	management	management	NOUN
easat-1803	367	20	research	research	NOUN
easat-1803	367	21	to	to	PART
easat-1803	367	22	enhance	enhance	VERB
easat-1803	367	23	the	the	DET
easat-1803	367	24	understanding	understanding	NOUN
easat-1803	367	25	of	of	ADP
easat-1803	367	26	energy	energy	NOUN
easat-1803	367	27	market	market	NOUN
easat-1803	367	28	dynamics	dynamic	NOUN
easat-1803	367	29	and	and	CCONJ
easat-1803	367	30	improve	improve	VERB
easat-1803	367	31	overall	overall	ADJ
easat-1803	367	32	energy	energy	NOUN
easat-1803	367	33	management	management	NOUN
easat-1803	367	34	strategies	strategy	NOUN
easat-1803	367	35	.	.	PUNCT
easat-1803	368	1	cases	case	NOUN
easat-1803	368	2	steps	step	NOUN
easat-1803	368	3	r	r	NOUN
easat-1803	368	4	-	-	PUNCT
easat-1803	368	5	squared	square	VERB
easat-1803	368	6	univariate	univariate	ADJ
easat-1803	368	7	multivariate	multivariate	NOUN
easat-1803	368	8	univariate	univariate	ADJ
easat-1803	368	9	multivariate	multivariate	NOUN
easat-1803	368	10	data	datum	NOUN
easat-1803	368	11	case	case	NOUN
easat-1803	368	12	i	i	PRON
easat-1803	368	13	28	28	NUM
easat-1803	368	14	days	day	NOUN
easat-1803	368	15	14	14	NUM
easat-1803	368	16	days	day	NOUN
easat-1803	369	1	0,8450	0,8450	NOUN
easat-1803	369	2	0,8534	0,8534	PROPN
easat-1803	369	3	data	datum	NOUN
easat-1803	369	4	case	case	NOUN
easat-1803	369	5	ii	ii	PROPN
easat-1803	369	6	48	48	NUM
easat-1803	369	7	hours	hour	NOUN
easat-1803	369	8	12	12	NUM
easat-1803	369	9	hours	hour	NOUN
easat-1803	369	10	0,9817	0,9817	NOUN
easat-1803	369	11	0,9642	0,9642	VERB
easat-1803	369	12	1035	1035	NUM
easat-1803	369	13	edelweiss	edelweiss	PROPN
easat-1803	369	14	applied	apply	VERB
easat-1803	369	15	science	science	NOUN
easat-1803	369	16	and	and	CCONJ
easat-1803	369	17	technology	technology	NOUN
easat-1803	369	18	issn	issn	PROPN
easat-1803	369	19	:	:	PUNCT
easat-1803	369	20	2576	2576	NUM
easat-1803	369	21	-	-	SYM
easat-1803	369	22	8484	8484	NUM
easat-1803	369	23	vol	vol	NOUN
easat-1803	369	24	.	.	PROPN
easat-1803	369	25	8	8	NUM
easat-1803	369	26	,	,	PUNCT
easat-1803	369	27	no	no	INTJ
easat-1803	369	28	.	.	NOUN
easat-1803	369	29	5	5	NUM
easat-1803	369	30	:	:	SYM
easat-1803	369	31	1014	1014	NUM
easat-1803	369	32	-	-	SYM
easat-1803	369	33	1037	1037	NUM
easat-1803	369	34	,	,	PUNCT
easat-1803	369	35	2024	2024	NUM
easat-1803	369	36	doi	doi	NOUN
easat-1803	369	37	:	:	PUNCT
easat-1803	369	38	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	369	39	©	©	PROPN
easat-1803	369	40	2024	2024	NUM
easat-1803	369	41	by	by	ADP
easat-1803	369	42	the	the	DET
easat-1803	369	43	authors	author	NOUN
easat-1803	369	44	;	;	PUNCT
easat-1803	369	45	licensee	licensee	PROPN
easat-1803	369	46	learning	learn	VERB
easat-1803	369	47	gate	gate	NOUN
easat-1803	369	48	copyright	copyright	NOUN
easat-1803	369	49	:	:	PUNCT
easat-1803	370	1	©	©	PROPN
easat-1803	370	2	2024	2024	NUM
easat-1803	370	3	by	by	ADP
easat-1803	370	4	the	the	DET
easat-1803	370	5	authors	author	NOUN
easat-1803	370	6	.	.	PUNCT
easat-1803	371	1	this	this	DET
easat-1803	371	2	article	article	NOUN
easat-1803	371	3	is	be	AUX
easat-1803	371	4	an	an	DET
easat-1803	371	5	open	open	ADJ
easat-1803	371	6	access	access	NOUN
easat-1803	371	7	article	article	NOUN
easat-1803	371	8	distributed	distribute	VERB
easat-1803	371	9	under	under	ADP
easat-1803	371	10	the	the	DET
easat-1803	371	11	terms	term	NOUN
easat-1803	371	12	and	and	CCONJ
easat-1803	371	13	conditions	condition	NOUN
easat-1803	371	14	of	of	ADP
easat-1803	371	15	the	the	DET
easat-1803	371	16	creative	creative	ADJ
easat-1803	371	17	commons	common	NOUN
easat-1803	371	18	attribution	attribution	NOUN
easat-1803	371	19	(	(	PUNCT
easat-1803	371	20	cc	cc	NOUN
easat-1803	371	21	by	by	ADP
easat-1803	371	22	)	)	PUNCT
easat-1803	371	23	license	license	NOUN
easat-1803	371	24	(	(	PUNCT
easat-1803	371	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1803	371	26	)	)	PUNCT
easat-1803	371	27	.	.	PUNCT
easat-1803	372	1	references	reference	NOUN
easat-1803	372	2	[	[	X
easat-1803	372	3	1	1	NUM
easat-1803	372	4	]	]	X
easat-1803	372	5	n.	n.	NOUN
easat-1803	372	6	bacanin	bacanin	PROPN
easat-1803	372	7	,	,	PUNCT
easat-1803	372	8	c.	c.	PROPN
easat-1803	372	9	stoean	stoean	PROPN
easat-1803	372	10	,	,	PUNCT
easat-1803	372	11	m.	m.	NOUN
easat-1803	372	12	zivkovic	zivkovic	NOUN
easat-1803	372	13	,	,	PUNCT
easat-1803	372	14	m.	m.	NOUN
easat-1803	372	15	rakic	rakic	PROPN
easat-1803	372	16	,	,	PUNCT
easat-1803	372	17	r.	r.	NOUN
easat-1803	372	18	strulak	strulak	NOUN
easat-1803	372	19	-	-	PUNCT
easat-1803	372	20	wójcikiewicz	wójcikiewicz	NOUN
easat-1803	372	21	,	,	PUNCT
easat-1803	372	22	r.	r.	PROPN
easat-1803	372	23	stoean	stoean	PROPN
easat-1803	372	24	,	,	PUNCT
easat-1803	372	25	“	"	PUNCT
easat-1803	372	26	on	on	ADP
easat-1803	372	27	the	the	DET
easat-1803	372	28	benefits	benefit	NOUN
easat-1803	372	29	of	of	ADP
easat-1803	372	30	using	use	VERB
easat-1803	372	31	metaheuristics	metaheuristic	NOUN
easat-1803	372	32	in	in	ADP
easat-1803	372	33	the	the	DET
easat-1803	372	34	hyperparameter	hyperparameter	NOUN
easat-1803	372	35	tuning	tuning	NOUN
easat-1803	372	36	of	of	ADP
easat-1803	372	37	fmachine	fmachine	NOUN
easat-1803	372	38	models	model	NOUN
easat-1803	372	39	for	for	ADP
easat-1803	372	40	energy	energy	NOUN
easat-1803	372	41	load	load	NOUN
easat-1803	372	42	forecasting	forecasting	NOUN
easat-1803	372	43	,	,	PUNCT
easat-1803	372	44	”	"	PUNCT
easat-1803	372	45	energies	energy	NOUN
easat-1803	372	46	,	,	PUNCT
easat-1803	372	47	16	16	NUM
easat-1803	372	48	,	,	PUNCT
easat-1803	372	49	1434	1434	NUM
easat-1803	372	50	,	,	PUNCT
easat-1803	372	51	2023	2023	NUM
easat-1803	372	52	.	.	PUNCT
easat-1803	373	1	[	[	X
easat-1803	373	2	2	2	NUM
easat-1803	373	3	]	]	X
easat-1803	373	4	y.	y.	PROPN
easat-1803	373	5	wendong	wendong	PROPN
easat-1803	373	6	,	,	PUNCT
easat-1803	373	7	s.	s.	PROPN
easat-1803	373	8	ismail	ismail	PROPN
easat-1803	373	9	,	,	PUNCT
easat-1803	373	10	i.	i.	PROPN
easat-1803	373	11	hasnain	hasnain	PROPN
easat-1803	373	12	,	,	PUNCT
easat-1803	373	13	a.	a.	PROPN
easat-1803	373	14	sajid	sajid	PROPN
easat-1803	373	15	,	,	PUNCT
easat-1803	373	16	“	"	PUNCT
easat-1803	373	17	modeling	modeling	NOUN
easat-1803	373	18	and	and	CCONJ
easat-1803	373	19	forecasting	forecast	VERB
easat-1803	373	20	electricity	electricity	NOUN
easat-1803	373	21	demand	demand	NOUN
easat-1803	373	22	and	and	CCONJ
easat-1803	373	23	prices	price	NOUN
easat-1803	373	24	:	:	PUNCT
easat-1803	373	25	a	a	DET
easat-1803	373	26	comparison	comparison	NOUN
easat-1803	373	27	of	of	ADP
easat-1803	373	28	alternative	alternative	ADJ
easat-1803	373	29	approaches	approach	NOUN
easat-1803	373	30	,	,	PUNCT
easat-1803	373	31	”	"	PUNCT
easat-1803	373	32	journal	journal	NOUN
easat-1803	373	33	of	of	ADP
easat-1803	373	34	mathematics	mathematic	NOUN
easat-1803	373	35	,	,	PUNCT
easat-1803	373	36	2022	2022	NUM
easat-1803	373	37	,	,	PUNCT
easat-1803	373	38	14	14	NUM
easat-1803	373	39	,	,	PUNCT
easat-1803	373	40	2022	2022	NUM
easat-1803	373	41	.	.	PUNCT
easat-1803	374	1	[	[	X
easat-1803	374	2	3	3	X
easat-1803	374	3	]	]	X
easat-1803	374	4	s.	s.	PROPN
easat-1803	374	5	bouktif	bouktif	PROPN
easat-1803	374	6	,	,	PUNCT
easat-1803	374	7	a.	a.	NOUN
easat-1803	374	8	fiaz	fiaz	PROPN
easat-1803	374	9	,	,	PUNCT
easat-1803	374	10	a.	a.	PROPN
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easat-1803	374	12	,	,	PUNCT
easat-1803	374	13	m.a	m.a	PROPN
easat-1803	374	14	.	.	PROPN
easat-1803	374	15	serhani	serhani	PROPN
easat-1803	374	16	,	,	PUNCT
easat-1803	374	17	“	"	PUNCT
easat-1803	374	18	multi	multi	ADJ
easat-1803	374	19	-	-	ADJ
easat-1803	374	20	sequence	sequence	ADJ
easat-1803	374	21	lstm	lstm	NOUN
easat-1803	374	22	-	-	PUNCT
easat-1803	374	23	rnn	rnn	VERB
easat-1803	374	24	deep	deep	ADJ
easat-1803	374	25	learning	learning	NOUN
easat-1803	374	26	and	and	CCONJ
easat-1803	374	27	metaheuristics	metaheuristic	NOUN
easat-1803	374	28	for	for	ADP
easat-1803	374	29	electric	electric	ADJ
easat-1803	374	30	load	load	NOUN
easat-1803	374	31	forecasting	forecasting	NOUN
easat-1803	374	32	,	,	PUNCT
easat-1803	374	33	”	"	PUNCT
easat-1803	374	34	energies	energy	NOUN
easat-1803	374	35	,	,	PUNCT
easat-1803	374	36	13	13	NUM
easat-1803	374	37	,	,	PUNCT
easat-1803	374	38	391	391	NUM
easat-1803	374	39	,	,	PUNCT
easat-1803	374	40	2020	2020	NUM
easat-1803	374	41	.	.	PUNCT
easat-1803	375	1	[	[	X
easat-1803	375	2	4	4	NUM
easat-1803	375	3	]	]	X
easat-1803	375	4	m.a	m.a	PROPN
easat-1803	375	5	.	.	PROPN
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easat-1803	375	7	-	-	PUNCT
easat-1803	375	8	lascorz	lascorz	ADJ
easat-1803	375	9	,	,	PUNCT
easat-1803	375	10	p.	p.	PROPN
easat-1803	375	11	jiménez	jiménez	PROPN
easat-1803	375	12	-	-	PUNCT
easat-1803	375	13	herrera	herrera	PROPN
easat-1803	375	14	,	,	PUNCT
easat-1803	375	15	a.	a.	NOUN
easat-1803	375	16	troncoso	troncoso	PROPN
easat-1803	375	17	,	,	PUNCT
easat-1803	375	18	g.	g.	PROPN
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easat-1803	375	20	-	-	PUNCT
easat-1803	375	21	cortés	cortés	NOUN
easat-1803	375	22	,	,	PUNCT
easat-1803	375	23	“	"	PUNCT
easat-1803	375	24	a	a	DET
easat-1803	375	25	new	new	ADJ
easat-1803	375	26	hybrid	hybrid	NOUN
easat-1803	375	27	method	method	NOUN
easat-1803	375	28	for	for	ADP
easat-1803	375	29	predicting	predict	VERB
easat-1803	375	30	univariate	univariate	ADJ
easat-1803	375	31	and	and	CCONJ
easat-1803	375	32	multivariate	multivariate	NOUN
easat-1803	375	33	time	time	NOUN
easat-1803	375	34	series	series	NOUN
easat-1803	375	35	based	base	VERB
easat-1803	375	36	on	on	ADP
easat-1803	375	37	pattern	pattern	NOUN
easat-1803	375	38	forecasting	forecasting	NOUN
easat-1803	375	39	,	,	PUNCT
easat-1803	375	40	”	"	PUNCT
easat-1803	375	41	information	information	NOUN
easat-1803	375	42	sciences	science	NOUN
easat-1803	375	43	586	586	NUM
easat-1803	375	44	,	,	PUNCT
easat-1803	375	45	611	611	NUM
easat-1803	375	46	-	-	SYM
easat-1803	375	47	627	627	NUM
easat-1803	375	48	,	,	PUNCT
easat-1803	375	49	2022	2022	NUM
easat-1803	375	50	.	.	PUNCT
easat-1803	376	1	https://doi.org/10.1016/j.ins.2021.12.001	https://doi.org/10.1016/j.ins.2021.12.001	VERB
easat-1803	377	1	[	[	X
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easat-1803	377	3	]	]	PUNCT
easat-1803	377	4	c.	c.	PROPN
easat-1803	377	5	m.	m.	PROPN
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easat-1803	377	7	,	,	PUNCT
easat-1803	377	8	r.	r.	PROPN
easat-1803	377	9	kannan	kannan	PROPN
easat-1803	377	10	,	,	PUNCT
easat-1803	377	11	v.	v.	PROPN
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easat-1803	377	14	,	,	PUNCT
easat-1803	377	15	“	"	PUNCT
easat-1803	377	16	temporal	temporal	ADJ
easat-1803	377	17	ensemble	ensemble	ADJ
easat-1803	377	18	learning	learning	NOUN
easat-1803	377	19	of	of	ADP
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easat-1803	377	21	methods	method	NOUN
easat-1803	377	22	for	for	ADP
easat-1803	377	23	short	short	ADJ
easat-1803	377	24	term	term	NOUN
easat-1803	377	25	load	load	NOUN
easat-1803	377	26	forecasting	forecasting	NOUN
easat-1803	377	27	,	,	PUNCT
easat-1803	377	28	”	"	PUNCT
easat-1803	377	29	ieee	ieee	NOUN
easat-1803	377	30	power	power	PROPN
easat-1803	377	31	&	&	CCONJ
easat-1803	377	32	energy	energy	PROPN
easat-1803	377	33	society	society	PROPN
easat-1803	377	34	innovative	innovative	ADJ
easat-1803	377	35	smart	smart	ADJ
easat-1803	377	36	grid	grid	NOUN
easat-1803	377	37	technologies	technology	NOUN
easat-1803	377	38	conference	conference	NOUN
easat-1803	377	39	(	(	PUNCT
easat-1803	377	40	isgt	isgt	NOUN
easat-1803	377	41	)	)	PUNCT
easat-1803	377	42	,	,	PUNCT
easat-1803	377	43	washington	washington	PROPN
easat-1803	377	44	,	,	PUNCT
easat-1803	377	45	dc	dc	PROPN
easat-1803	377	46	,	,	PUNCT
easat-1803	377	47	usa	usa	PROPN
easat-1803	377	48	,	,	PUNCT
easat-1803	377	49	19	19	NUM
easat-1803	377	50	-	-	SYM
easat-1803	377	51	22	22	NUM
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easat-1803	377	53	.	.	PROPN
easat-1803	377	54	2018	2018	NUM
easat-1803	377	55	.	.	PUNCT
easat-1803	378	1	[	[	X
easat-1803	378	2	6	6	NUM
easat-1803	378	3	]	]	PUNCT
easat-1803	378	4	j.	j.	PROPN
easat-1803	378	5	f.	f.	PROPN
easat-1803	378	6	torres	torres	PROPN
easat-1803	378	7	,	,	PUNCT
easat-1803	378	8	d.	d.	PROPN
easat-1803	378	9	hadjout	hadjout	PROPN
easat-1803	378	10	,	,	PUNCT
easat-1803	378	11	a.	a.	PROPN
easat-1803	378	12	sebaa	sebaa	PROPN
easat-1803	378	13	,	,	PUNCT
easat-1803	378	14	f.	f.	PROPN
easat-1803	378	15	martínez	martínez	PROPN
easat-1803	378	16	-	-	PUNCT
easat-1803	378	17	álvarez	álvarez	PROPN
easat-1803	378	18	,	,	PUNCT
easat-1803	378	19	a.	a.	NOUN
easat-1803	378	20	troncoso	troncoso	NOUN
easat-1803	378	21	,	,	PUNCT
easat-1803	378	22	“	"	PUNCT
easat-1803	378	23	deep	deep	ADJ
easat-1803	378	24	learning	learning	NOUN
easat-1803	378	25	for	for	ADP
easat-1803	378	26	time	time	NOUN
easat-1803	378	27	series	series	PROPN
easat-1803	378	28	forecasting	forecasting	PROPN
easat-1803	378	29	:	:	PUNCT
easat-1803	378	30	a	a	DET
easat-1803	378	31	survey	survey	NOUN
easat-1803	378	32	,	,	PUNCT
easat-1803	378	33	”	"	PUNCT
easat-1803	378	34	big	big	ADJ
easat-1803	378	35	data	datum	NOUN
easat-1803	378	36	,	,	PUNCT
easat-1803	378	37	9	9	NUM
easat-1803	378	38	,	,	PUNCT
easat-1803	378	39	3	3	NUM
easat-1803	378	40	-	-	SYM
easat-1803	378	41	21	21	NUM
easat-1803	378	42	,	,	PUNCT
easat-1803	378	43	2021	2021	NUM
easat-1803	378	44	.	.	PUNCT
easat-1803	379	1	[	[	X
easat-1803	379	2	7	7	NUM
easat-1803	379	3	]	]	PUNCT
easat-1803	379	4	a.	a.	NOUN
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easat-1803	379	7	v.	v.	PROPN
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easat-1803	379	10	g.	g.	PROPN
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easat-1803	379	12	,	,	PUNCT
easat-1803	379	13	f.	f.	PROPN
easat-1803	379	14	camastra	camastra	PROPN
easat-1803	379	15	,	,	PUNCT
easat-1803	379	16	“	"	PUNCT
easat-1803	379	17	deep	deep	ADJ
easat-1803	379	18	learning	learning	NOUN
easat-1803	379	19	for	for	ADP
easat-1803	379	20	time	time	NOUN
easat-1803	379	21	series	series	PROPN
easat-1803	379	22	forecasting	forecasting	PROPN
easat-1803	379	23	:	:	PUNCT
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easat-1803	379	25	and	and	CCONJ
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easat-1803	379	27	problems	problem	NOUN
easat-1803	379	28	,	,	PUNCT
easat-1803	379	29	”	"	PUNCT
easat-1803	379	30	information	information	NOUN
easat-1803	379	31	,	,	PUNCT
easat-1803	379	32	14	14	NUM
easat-1803	379	33	,	,	PUNCT
easat-1803	379	34	598	598	NUM
easat-1803	379	35	,	,	PUNCT
easat-1803	379	36	2023	2023	NUM
easat-1803	379	37	.	.	PUNCT
easat-1803	380	1	[	[	X
easat-1803	380	2	8	8	NUM
easat-1803	380	3	]	]	X
easat-1803	380	4	aseeri	aseeri	NOUN
easat-1803	380	5	,	,	PUNCT
easat-1803	380	6	a.	a.	NOUN
easat-1803	380	7	o.	o.	NOUN
easat-1803	380	8	,	,	PUNCT
easat-1803	380	9	“	"	PUNCT
easat-1803	380	10	effective	effective	ADJ
easat-1803	380	11	rnn	rnn	NOUN
easat-1803	380	12	-	-	PUNCT
easat-1803	380	13	based	base	VERB
easat-1803	380	14	forecasting	forecasting	NOUN
easat-1803	380	15	methodology	methodology	NOUN
easat-1803	380	16	design	design	NOUN
easat-1803	380	17	for	for	ADP
easat-1803	380	18	improving	improve	VERB
easat-1803	380	19	short	short	ADJ
easat-1803	380	20	-	-	PUNCT
easat-1803	380	21	term	term	NOUN
easat-1803	380	22	power	power	NOUN
easat-1803	380	23	load	load	NOUN
easat-1803	380	24	forecasts	forecast	NOUN
easat-1803	380	25	:	:	PUNCT
easat-1803	380	26	application	application	NOUN
easat-1803	380	27	to	to	ADP
easat-1803	380	28	large	large	ADJ
easat-1803	380	29	-	-	PUNCT
easat-1803	380	30	scale	scale	NOUN
easat-1803	380	31	power	power	NOUN
easat-1803	380	32	-	-	PUNCT
easat-1803	380	33	grid	grid	NOUN
easat-1803	380	34	time	time	NOUN
easat-1803	380	35	series	series	NOUN
easat-1803	380	36	,	,	PUNCT
easat-1803	380	37	”	"	PUNCT
easat-1803	380	38	journal	journal	NOUN
easat-1803	380	39	of	of	ADP
easat-1803	380	40	computational	computational	ADJ
easat-1803	380	41	science	science	NOUN
easat-1803	380	42	,	,	PUNCT
easat-1803	380	43	68	68	NUM
easat-1803	380	44	,	,	PUNCT
easat-1803	380	45	101984	101984	NUM
easat-1803	380	46	,	,	PUNCT
easat-1803	380	47	2023	2023	NUM
easat-1803	380	48	.	.	PUNCT
easat-1803	381	1	[	[	X
easat-1803	381	2	9	9	NUM
easat-1803	381	3	]	]	SYM
easat-1803	381	4	petropoulos	petropoulo	NOUN
easat-1803	381	5	,	,	PUNCT
easat-1803	381	6	f.	f.	PROPN
easat-1803	381	7	;	;	PUNCT
easat-1803	381	8	spiliotis	spiliotis	PROPN
easat-1803	381	9	,	,	PUNCT
easat-1803	381	10	e.	e.	PROPN
easat-1803	381	11	,	,	PUNCT
easat-1803	381	12	“	"	PUNCT
easat-1803	381	13	the	the	DET
easat-1803	381	14	wisdom	wisdom	NOUN
easat-1803	381	15	of	of	ADP
easat-1803	381	16	the	the	DET
easat-1803	381	17	data	datum	NOUN
easat-1803	381	18	:	:	PUNCT
easat-1803	381	19	getting	get	VERB
easat-1803	381	20	the	the	DET
easat-1803	381	21	most	most	ADJ
easat-1803	381	22	out	out	ADP
easat-1803	381	23	of	of	ADP
easat-1803	381	24	univariate	univariate	ADJ
easat-1803	381	25	time	time	NOUN
easat-1803	381	26	series	series	PROPN
easat-1803	381	27	forecasting	forecasting	NOUN
easat-1803	381	28	,	,	PUNCT
easat-1803	381	29	”	"	PUNCT
easat-1803	381	30	forecasting	forecasting	NOUN
easat-1803	381	31	,	,	PUNCT
easat-1803	381	32	3	3	NUM
easat-1803	381	33	,	,	PUNCT
easat-1803	381	34	478	478	NUM
easat-1803	381	35	-	-	SYM
easat-1803	381	36	497	497	NUM
easat-1803	381	37	,	,	PUNCT
easat-1803	381	38	2021	2021	NUM
easat-1803	381	39	.	.	PUNCT
easat-1803	382	1	[	[	X
easat-1803	382	2	10	10	NUM
easat-1803	382	3	]	]	PUNCT
easat-1803	382	4	bilgili	bilgili	NOUN
easat-1803	382	5	,	,	PUNCT
easat-1803	382	6	m.	m.	NOUN
easat-1803	382	7	;	;	PUNCT
easat-1803	382	8	engin	engin	PROPN
easat-1803	382	9	,	,	PUNCT
easat-1803	382	10	p.	p.	NOUN
easat-1803	382	11	,	,	PUNCT
easat-1803	382	12	“	"	PUNCT
easat-1803	382	13	gross	gross	ADJ
easat-1803	382	14	electricity	electricity	NOUN
easat-1803	382	15	consumption	consumption	NOUN
easat-1803	382	16	forecasting	forecasting	NOUN
easat-1803	382	17	using	use	VERB
easat-1803	382	18	lstm	lstm	NOUN
easat-1803	382	19	and	and	CCONJ
easat-1803	382	20	sarima	sarima	NOUN
easat-1803	382	21	approaches	approach	NOUN
easat-1803	382	22	:	:	PUNCT
easat-1803	382	23	a	a	DET
easat-1803	382	24	case	case	NOUN
easat-1803	382	25	study	study	NOUN
easat-1803	382	26	of	of	ADP
easat-1803	382	27	türkiye	türkiye	PROPN
easat-1803	382	28	,	,	PUNCT
easat-1803	382	29	”	"	PUNCT
easat-1803	382	30	energy	energy	NOUN
easat-1803	382	31	,	,	PUNCT
easat-1803	382	32	284(c	284(c	NOUN
easat-1803	382	33	)	)	PUNCT
easat-1803	382	34	,	,	PUNCT
easat-1803	382	35	128575	128575	NUM
easat-1803	382	36	,	,	PUNCT
easat-1803	382	37	2023	2023	NUM
easat-1803	382	38	.	.	PUNCT
easat-1803	383	1	[	[	X
easat-1803	383	2	11	11	NUM
easat-1803	383	3	]	]	X
easat-1803	383	4	zhao	zhao	PROPN
easat-1803	383	5	,	,	PUNCT
easat-1803	383	6	q.	q.	PROPN
easat-1803	383	7	;	;	PUNCT
easat-1803	383	8	yang	yang	PROPN
easat-1803	383	9	,	,	PUNCT
easat-1803	383	10	g.	g.	PROPN
easat-1803	383	11	;	;	PUNCT
easat-1803	383	12	zhao	zhao	PROPN
easat-1803	383	13	,	,	PUNCT
easat-1803	383	14	k.	k.	PROPN
easat-1803	383	15	;	;	PUNCT
easat-1803	383	16	yin	yin	PROPN
easat-1803	383	17	,	,	PUNCT
easat-1803	383	18	j.	j.	PROPN
easat-1803	383	19	;	;	PUNCT
easat-1803	383	20	rao	rao	PROPN
easat-1803	383	21	w.	w.	PROPN
easat-1803	383	22	;	;	PUNCT
easat-1803	383	23	chen	chen	PROPN
easat-1803	383	24	,	,	PUNCT
easat-1803	383	25	l.	l.	PROPN
easat-1803	383	26	,	,	PUNCT
easat-1803	383	27	“	"	PUNCT
easat-1803	383	28	multivariate	multivariate	VERB
easat-1803	383	29	time	time	NOUN
easat-1803	383	30	-	-	PUNCT
easat-1803	383	31	series	series	NOUN
easat-1803	383	32	forecasting	forecasting	NOUN
easat-1803	383	33	model	model	NOUN
easat-1803	383	34	:	:	PUNCT
easat-1803	383	35	predictability	predictability	NOUN
easat-1803	383	36	analysis	analysis	NOUN
easat-1803	383	37	and	and	CCONJ
easat-1803	383	38	empirical	empirical	ADJ
easat-1803	383	39	study	study	NOUN
easat-1803	383	40	,	,	PUNCT
easat-1803	383	41	”	"	PUNCT
easat-1803	383	42	ieee	ieee	NOUN
easat-1803	383	43	transactions	transaction	NOUN
easat-1803	383	44	on	on	ADP
easat-1803	383	45	big	big	ADJ
easat-1803	383	46	data	datum	NOUN
easat-1803	383	47	,	,	PUNCT
easat-1803	383	48	9,1536	9,1536	NOUN
easat-1803	383	49	-	-	SYM
easat-1803	383	50	1548	1548	NUM
easat-1803	383	51	,	,	PUNCT
easat-1803	383	52	2023	2023	NUM
easat-1803	383	53	.	.	PUNCT
easat-1803	384	1	[	[	X
easat-1803	384	2	12	12	NUM
easat-1803	384	3	]	]	X
easat-1803	384	4	yang	yang	PROPN
easat-1803	384	5	,	,	PUNCT
easat-1803	384	6	y.	y.	PROPN
easat-1803	384	7	;	;	PUNCT
easat-1803	384	8	lu	lu	PROPN
easat-1803	384	9	,	,	PUNCT
easat-1803	384	10	j.	j.	PROPN
easat-1803	384	11	,	,	PUNCT
easat-1803	384	12	“	"	PUNCT
easat-1803	384	13	foreformer	foreformer	PROPN
easat-1803	384	14	:	:	PUNCT
easat-1803	384	15	an	an	DET
easat-1803	384	16	enhanced	enhanced	ADJ
easat-1803	384	17	transformer	transformer	NOUN
easat-1803	384	18	-	-	PUNCT
easat-1803	384	19	based	base	VERB
easat-1803	384	20	framework	framework	NOUN
easat-1803	384	21	for	for	ADP
easat-1803	384	22	multivariate	multivariate	NOUN
easat-1803	384	23	time	time	NOUN
easat-1803	384	24	series	series	PROPN
easat-1803	384	25	forecasting	forecasting	NOUN
easat-1803	384	26	,	,	PUNCT
easat-1803	384	27	”	"	PUNCT
easat-1803	384	28	appl	appl	PROPN
easat-1803	384	29	intell	intell	PROPN
easat-1803	384	30	,	,	PUNCT
easat-1803	384	31	53	53	NUM
easat-1803	384	32	,	,	PUNCT
easat-1803	384	33	12521–12540	12521–12540	NUM
easat-1803	384	34	,	,	PUNCT
easat-1803	384	35	2023	2023	NUM
easat-1803	384	36	.	.	PUNCT
easat-1803	385	1	[	[	X
easat-1803	385	2	13	13	NUM
easat-1803	385	3	]	]	PUNCT
easat-1803	385	4	sagheer	sagheer	NOUN
easat-1803	385	5	,	,	PUNCT
easat-1803	385	6	a.	a.	NOUN
easat-1803	385	7	;	;	PUNCT
easat-1803	385	8	kotb	kotb	PROPN
easat-1803	385	9	,	,	PUNCT
easat-1803	385	10	m.	m.	NOUN
easat-1803	385	11	,	,	PUNCT
easat-1803	385	12	“	"	PUNCT
easat-1803	385	13	unsupervised	unsupervised	ADJ
easat-1803	385	14	pre	pre	NOUN
easat-1803	385	15	-	-	NOUN
easat-1803	385	16	training	training	NOUN
easat-1803	385	17	of	of	ADP
easat-1803	385	18	a	a	DET
easat-1803	385	19	deep	deep	ADJ
easat-1803	385	20	lstm	lstm	NOUN
easat-1803	385	21	-	-	PUNCT
easat-1803	385	22	based	base	VERB
easat-1803	385	23	stacked	stack	VERB
easat-1803	385	24	autoencoder	autoencoder	NOUN
easat-1803	385	25	for	for	ADP
easat-1803	385	26	multivariate	multivariate	NOUN
easat-1803	385	27	time	time	NOUN
easat-1803	385	28	series	series	NOUN
easat-1803	385	29	forecasting	forecast	VERB
easat-1803	385	30	problems,”sci	problems,”sci	PROPN
easat-1803	385	31	rep	rep	PROPN
easat-1803	385	32	.	.	PROPN
easat-1803	385	33	,	,	PUNCT
easat-1803	385	34	9	9	NUM
easat-1803	385	35	,	,	PUNCT
easat-1803	385	36	19038	19038	NUM
easat-1803	385	37	,	,	PUNCT
easat-1803	385	38	2019	2019	NUM
easat-1803	385	39	.	.	PUNCT
easat-1803	386	1	[	[	X
easat-1803	386	2	14	14	NUM
easat-1803	386	3	]	]	PUNCT
easat-1803	386	4	nespoli	nespoli	PROPN
easat-1803	386	5	,	,	PUNCT
easat-1803	386	6	a.	a.	NOUN
easat-1803	386	7	;	;	PUNCT
easat-1803	386	8	ogliari	ogliari	PROPN
easat-1803	386	9	,	,	PUNCT
easat-1803	386	10	e.	e.	PROPN
easat-1803	386	11	;	;	PUNCT
easat-1803	386	12	pretto	pretto	PROPN
easat-1803	386	13	,	,	PUNCT
easat-1803	386	14	s.	s.	PROPN
easat-1803	386	15	;	;	PUNCT
easat-1803	386	16	gavazzeni	gavazzeni	NOUN
easat-1803	386	17	,	,	PUNCT
easat-1803	386	18	m.	m.	NOUN
easat-1803	386	19	;	;	PUNCT
easat-1803	386	20	vigani	vigani	PROPN
easat-1803	386	21	,	,	PUNCT
easat-1803	386	22	s.	s.	PROPN
easat-1803	386	23	;	;	PUNCT
easat-1803	386	24	paccanelli	paccanelli	PROPN
easat-1803	386	25	,	,	PUNCT
easat-1803	386	26	f.	f.	NOUN
easat-1803	386	27	,	,	PUNCT
easat-1803	386	28	“	"	PUNCT
easat-1803	386	29	electrical	electrical	ADJ
easat-1803	386	30	load	load	NOUN
easat-1803	386	31	forecast	forecast	VERB
easat-1803	386	32	by	by	ADP
easat-1803	386	33	means	mean	NOUN
easat-1803	386	34	of	of	ADP
easat-1803	386	35	lstm	lstm	NOUN
easat-1803	386	36	:	:	PUNCT
easat-1803	386	37	the	the	DET
easat-1803	386	38	impact	impact	NOUN
easat-1803	386	39	of	of	ADP
easat-1803	386	40	data	datum	NOUN
easat-1803	386	41	quality	quality	NOUN
easat-1803	386	42	,	,	PUNCT
easat-1803	386	43	”	"	PUNCT
easat-1803	386	44	forecasting	forecasting	NOUN
easat-1803	386	45	,	,	PUNCT
easat-1803	386	46	3	3	NUM
easat-1803	386	47	,	,	PUNCT
easat-1803	386	48	91	91	NUM
easat-1803	386	49	-	-	SYM
easat-1803	386	50	101	101	NUM
easat-1803	386	51	,	,	PUNCT
easat-1803	386	52	2021	2021	NUM
easat-1803	386	53	.	.	PUNCT
easat-1803	387	1	[	[	X
easat-1803	387	2	15	15	NUM
easat-1803	387	3	]	]	X
easat-1803	387	4	khalid	khalid	PROPN
easat-1803	387	5	,	,	PUNCT
easat-1803	387	6	r.	r.	PROPN
easat-1803	387	7	;	;	PUNCT
easat-1803	387	8	javaid	javaid	NOUN
easat-1803	387	9	,	,	PUNCT
easat-1803	387	10	n.	n.	PROPN
easat-1803	387	11	;	;	PUNCT
easat-1803	387	12	al	al	PROPN
easat-1803	387	13	-	-	PUNCT
easat-1803	387	14	zahrani	zahrani	PROPN
easat-1803	387	15	,	,	PUNCT
easat-1803	387	16	f.a	f.a	PROPN
easat-1803	387	17	.	.	PROPN
easat-1803	387	18	;	;	PUNCT
easat-1803	387	19	aurangzeb	aurangzeb	NOUN
easat-1803	387	20	,	,	PUNCT
easat-1803	387	21	k.	k.	PROPN
easat-1803	387	22	;	;	PUNCT
easat-1803	387	23	qazi	qazi	PROPN
easat-1803	387	24	,	,	PUNCT
easat-1803	387	25	e.-u.-h	e.-u.-h	PROPN
easat-1803	387	26	.	.	PUNCT
easat-1803	387	27	;	;	PUNCT
easat-1803	387	28	ashfaq	ashfaq	NOUN
easat-1803	387	29	,	,	PUNCT
easat-1803	387	30	t.	t.	NOUN
easat-1803	387	31	,	,	PUNCT
easat-1803	387	32	“	"	PUNCT
easat-1803	387	33	electricity	electricity	NOUN
easat-1803	387	34	load	load	NOUN
easat-1803	387	35	and	and	CCONJ
easat-1803	387	36	price	price	NOUN
easat-1803	387	37	forecasting	forecasting	NOUN
easat-1803	387	38	using	use	VERB
easat-1803	387	39	jaya	jaya	NOUN
easat-1803	387	40	-	-	PUNCT
easat-1803	387	41	long	long	ADJ
easat-1803	387	42	short	short	ADJ
easat-1803	387	43	term	term	NOUN
easat-1803	387	44	memory	memory	NOUN
easat-1803	387	45	(	(	PUNCT
easat-1803	387	46	jlstm	jlstm	NOUN
easat-1803	387	47	)	)	PUNCT
easat-1803	387	48	in	in	ADP
easat-1803	387	49	smart	smart	ADJ
easat-1803	387	50	grids	grid	NOUN
easat-1803	387	51	,	,	PUNCT
easat-1803	387	52	”	"	PUNCT
easat-1803	387	53	entropy	entropy	NOUN
easat-1803	387	54	,	,	PUNCT
easat-1803	387	55	22	22	NUM
easat-1803	387	56	,	,	PUNCT
easat-1803	387	57	10	10	NUM
easat-1803	387	58	,	,	PUNCT
easat-1803	387	59	2020	2020	NUM
easat-1803	387	60	.	.	PUNCT
easat-1803	388	1	[	[	X
easat-1803	388	2	16	16	NUM
easat-1803	388	3	]	]	PUNCT
easat-1803	388	4	alonso	alonso	PROPN
easat-1803	388	5	,	,	PUNCT
easat-1803	388	6	a.m.	a.m.	ADV
easat-1803	388	7	;	;	PUNCT
easat-1803	388	8	nogales	nogale	NOUN
easat-1803	388	9	,	,	PUNCT
easat-1803	388	10	f.j	f.j	PROPN
easat-1803	388	11	.	.	PROPN
easat-1803	388	12	;	;	PUNCT
easat-1803	388	13	ruiz	ruiz	NOUN
easat-1803	388	14	,	,	PUNCT
easat-1803	388	15	c.	c.	NOUN
easat-1803	388	16	,	,	PUNCT
easat-1803	388	17	“	"	PUNCT
easat-1803	388	18	a	a	DET
easat-1803	388	19	single	single	ADJ
easat-1803	388	20	scalable	scalable	ADJ
easat-1803	388	21	lstm	lstm	NOUN
easat-1803	388	22	model	model	NOUN
easat-1803	388	23	for	for	ADP
easat-1803	388	24	short	short	ADJ
easat-1803	388	25	-	-	PUNCT
easat-1803	388	26	term	term	NOUN
easat-1803	388	27	forecasting	forecasting	NOUN
easat-1803	388	28	of	of	ADP
easat-1803	388	29	massive	massive	ADJ
easat-1803	388	30	electricity	electricity	NOUN
easat-1803	388	31	time	time	NOUN
easat-1803	388	32	series	series	NOUN
easat-1803	388	33	,	,	PUNCT
easat-1803	388	34	”	"	PUNCT
easat-1803	388	35	energies	energy	NOUN
easat-1803	388	36	,	,	PUNCT
easat-1803	388	37	13	13	NUM
easat-1803	388	38	,	,	PUNCT
easat-1803	388	39	5328	5328	NUM
easat-1803	388	40	,	,	PUNCT
easat-1803	388	41	2020	2020	NUM
easat-1803	388	42	.	.	PUNCT
easat-1803	389	1	[	[	X
easat-1803	389	2	17	17	NUM
easat-1803	389	3	]	]	X
easat-1803	389	4	dubey	dubey	PROPN
easat-1803	389	5	,	,	PUNCT
easat-1803	389	6	a.	a.	PROPN
easat-1803	389	7	k.	k.	PROPN
easat-1803	389	8	;	;	PUNCT
easat-1803	389	9	kumar	kumar	PROPN
easat-1803	389	10	,	,	PUNCT
easat-1803	389	11	a.	a.	NOUN
easat-1803	389	12	;	;	PUNCT
easat-1803	389	13	garcía	garcía	ADJ
easat-1803	389	14	-	-	PUNCT
easat-1803	389	15	díaz	díaz	NOUN
easat-1803	389	16	,	,	PUNCT
easat-1803	389	17	v.	v.	PROPN
easat-1803	389	18	;	;	PUNCT
easat-1803	389	19	sharma	sharma	PROPN
easat-1803	389	20	,	,	PUNCT
easat-1803	389	21	a.	a.	PROPN
easat-1803	389	22	k.	k.	PROPN
easat-1803	389	23	;	;	PUNCT
easat-1803	389	24	kanhaiya	kanhaiya	PROPN
easat-1803	389	25	,	,	PUNCT
easat-1803	389	26	k.	k.	PROPN
easat-1803	389	27	,	,	PUNCT
easat-1803	389	28	“	"	PUNCT
easat-1803	389	29	study	study	NOUN
easat-1803	389	30	and	and	CCONJ
easat-1803	389	31	analysis	analysis	NOUN
easat-1803	389	32	of	of	ADP
easat-1803	389	33	sarima	sarima	NOUN
easat-1803	389	34	and	and	CCONJ
easat-1803	389	35	lstm	lstm	NOUN
easat-1803	389	36	in	in	ADP
easat-1803	389	37	forecasting	forecasting	NOUN
easat-1803	389	38	time	time	NOUN
easat-1803	389	39	series	series	PROPN
easat-1803	389	40	data	data	PROPN
easat-1803	389	41	,	,	PUNCT
easat-1803	389	42	”	"	PUNCT
easat-1803	389	43	sustainable	sustainable	ADJ
easat-1803	389	44	energy	energy	NOUN
easat-1803	389	45	technologies	technology	NOUN
easat-1803	389	46	and	and	CCONJ
easat-1803	389	47	assessments	assessment	NOUN
easat-1803	389	48	,	,	PUNCT
easat-1803	389	49	47	47	NUM
easat-1803	389	50	,	,	PUNCT
easat-1803	389	51	101474	101474	NUM
easat-1803	389	52	,	,	PUNCT
easat-1803	389	53	2021	2021	NUM
easat-1803	389	54	.	.	PUNCT
easat-1803	390	1	[	[	X
easat-1803	390	2	18	18	NUM
easat-1803	390	3	]	]	X
easat-1803	390	4	kim	kim	PROPN
easat-1803	390	5	,	,	PUNCT
easat-1803	390	6	t.	t.	PROPN
easat-1803	390	7	;	;	PUNCT
easat-1803	390	8	cho	cho	PROPN
easat-1803	390	9	,	,	PUNCT
easat-1803	390	10	s.	s.	PROPN
easat-1803	390	11	,	,	PUNCT
easat-1803	390	12	“	"	PUNCT
easat-1803	390	13	predicting	predict	VERB
easat-1803	390	14	residential	residential	ADJ
easat-1803	390	15	energy	energy	NOUN
easat-1803	390	16	consumption	consumption	NOUN
easat-1803	390	17	using	use	VERB
easat-1803	390	18	cnn	cnn	PROPN
easat-1803	390	19	-	-	PUNCT
easat-1803	390	20	lstm	lstm	ADJ
easat-1803	390	21	neural	neural	ADJ
easat-1803	390	22	networks	network	NOUN
easat-1803	390	23	,	,	PUNCT
easat-1803	390	24	”	"	PUNCT
easat-1803	390	25	energy	energy	NOUN
easat-1803	390	26	,	,	PUNCT
easat-1803	390	27	182	182	NUM
easat-1803	390	28	,	,	PUNCT
easat-1803	390	29	72	72	NUM
easat-1803	390	30	-	-	SYM
easat-1803	390	31	81	81	NUM
easat-1803	390	32	,	,	PUNCT
easat-1803	390	33	2019	2019	NUM
easat-1803	390	34	.	.	PUNCT
easat-1803	391	1	[	[	X
easat-1803	391	2	19	19	NUM
easat-1803	391	3	]	]	X
easat-1803	391	4	chung	chung	PROPN
easat-1803	391	5	,	,	PUNCT
easat-1803	391	6	j.	j.	PROPN
easat-1803	391	7	;	;	PUNCT
easat-1803	391	8	jang	jang	PROPN
easat-1803	391	9	,	,	PUNCT
easat-1803	391	10	b.	b.	PROPN
easat-1803	391	11	,	,	PUNCT
easat-1803	391	12	“	"	PUNCT
easat-1803	391	13	accurate	accurate	ADJ
easat-1803	391	14	prediction	prediction	NOUN
easat-1803	391	15	of	of	ADP
easat-1803	391	16	electricity	electricity	NOUN
easat-1803	391	17	consumption	consumption	NOUN
easat-1803	391	18	using	use	VERB
easat-1803	391	19	a	a	DET
easat-1803	391	20	hybrid	hybrid	ADJ
easat-1803	391	21	cnn	cnn	PROPN
easat-1803	391	22	-	-	PUNCT
easat-1803	391	23	lstm	lstm	PROPN
easat-1803	391	24	model	model	NOUN
easat-1803	391	25	based	base	VERB
easat-1803	391	26	on	on	ADP
easat-1803	391	27	multivariable	multivariable	ADJ
easat-1803	391	28	data	datum	NOUN
easat-1803	391	29	,	,	PUNCT
easat-1803	391	30	”	"	PUNCT
easat-1803	391	31	plos	plos	PROPN
easat-1803	391	32	one	one	NUM
easat-1803	391	33	,	,	PUNCT
easat-1803	391	34	17(11	17(11	NUM
easat-1803	391	35	)	)	PUNCT
easat-1803	391	36	,	,	PUNCT
easat-1803	391	37	0278071	0278071	NUM
easat-1803	391	38	,	,	PUNCT
easat-1803	391	39	2022	2022	NUM
easat-1803	391	40	.	.	PUNCT
easat-1803	392	1	[	[	X
easat-1803	392	2	20	20	NUM
easat-1803	392	3	]	]	X
easat-1803	392	4	mujeeb	mujeeb	PROPN
easat-1803	392	5	,	,	PUNCT
easat-1803	392	6	s.	s.	PROPN
easat-1803	392	7	;	;	PUNCT
easat-1803	392	8	javaid	javaid	PROPN
easat-1803	392	9	,	,	PUNCT
easat-1803	392	10	n.	n.	NOUN
easat-1803	392	11	;	;	PUNCT
easat-1803	392	12	ilahi	ilahi	NOUN
easat-1803	392	13	,	,	PUNCT
easat-1803	392	14	m.	m.	NOUN
easat-1803	392	15	;	;	PUNCT
easat-1803	392	16	wadud	wadud	PROPN
easat-1803	392	17	,	,	PUNCT
easat-1803	392	18	z.	z.	PROPN
easat-1803	392	19	;	;	PUNCT
easat-1803	392	20	ishmanov	ishmanov	PROPN
easat-1803	392	21	,	,	PUNCT
easat-1803	392	22	f.	f.	PROPN
easat-1803	392	23	;	;	PUNCT
easat-1803	392	24	afzal	afzal	PROPN
easat-1803	392	25	,	,	PUNCT
easat-1803	392	26	m.k	m.k	PROPN
easat-1803	392	27	.	.	PROPN
easat-1803	392	28	,	,	PUNCT
easat-1803	392	29	“	"	PUNCT
easat-1803	392	30	deep	deep	ADJ
easat-1803	392	31	long	long	ADJ
easat-1803	392	32	short	short	ADJ
easat-1803	392	33	-	-	PUNCT
easat-1803	392	34	term	term	NOUN
easat-1803	392	35	memory	memory	NOUN
easat-1803	392	36	:	:	PUNCT
easat-1803	392	37	a	a	DET
easat-1803	392	38	new	new	ADJ
easat-1803	392	39	price	price	NOUN
easat-1803	392	40	and	and	CCONJ
easat-1803	392	41	load	load	NOUN
easat-1803	392	42	forecasting	forecasting	NOUN
easat-1803	392	43	scheme	scheme	NOUN
easat-1803	392	44	for	for	ADP
easat-1803	392	45	big	big	ADJ
easat-1803	392	46	data	datum	NOUN
easat-1803	392	47	in	in	ADP
easat-1803	392	48	smart	smart	ADJ
easat-1803	392	49	cities	city	NOUN
easat-1803	392	50	,	,	PUNCT
easat-1803	392	51	”	"	PUNCT
easat-1803	392	52	sustainability	sustainability	NOUN
easat-1803	392	53	,	,	PUNCT
easat-1803	392	54	11	11	NUM
easat-1803	392	55	,	,	PUNCT
easat-1803	392	56	987	987	NUM
easat-1803	392	57	,	,	PUNCT
easat-1803	392	58	2019	2019	NUM
easat-1803	392	59	.	.	PUNCT
easat-1803	393	1	[	[	X
easat-1803	393	2	21	21	NUM
easat-1803	393	3	]	]	X
easat-1803	393	4	son	son	PROPN
easat-1803	393	5	,	,	PUNCT
easat-1803	393	6	h.	h.	PROPN
easat-1803	393	7	;	;	PUNCT
easat-1803	393	8	kim	kim	PROPN
easat-1803	393	9	,	,	PUNCT
easat-1803	393	10	c.	c.	PROPN
easat-1803	393	11	,	,	PUNCT
easat-1803	393	12	“	"	PUNCT
easat-1803	393	13	a	a	DET
easat-1803	393	14	deep	deep	ADJ
easat-1803	393	15	learning	learning	NOUN
easat-1803	393	16	approach	approach	NOUN
easat-1803	393	17	to	to	ADP
easat-1803	393	18	forecasting	forecast	VERB
easat-1803	393	19	monthly	monthly	ADJ
easat-1803	393	20	demand	demand	NOUN
easat-1803	393	21	for	for	ADP
easat-1803	393	22	residential	residential	ADJ
easat-1803	393	23	–	–	PUNCT
easat-1803	393	24	sector	sector	NOUN
easat-1803	393	25	electricity	electricity	NOUN
easat-1803	393	26	,	,	PUNCT
easat-1803	393	27	”	"	PUNCT
easat-1803	393	28	sustainability	sustainability	NOUN
easat-1803	393	29	12	12	NUM
easat-1803	393	30	,	,	PUNCT
easat-1803	393	31	3103	3103	NUM
easat-1803	393	32	,	,	PUNCT
easat-1803	393	33	2020	2020	NUM
easat-1803	393	34	.	.	PUNCT
easat-1803	394	1	[	[	X
easat-1803	394	2	22	22	NUM
easat-1803	394	3	]	]	SYM
easat-1803	394	4	li	li	PROPN
easat-1803	394	5	,	,	PUNCT
easat-1803	394	6	k.	k.	PROPN
easat-1803	394	7	;	;	PUNCT
easat-1803	394	8	huang	huang	PROPN
easat-1803	394	9	,	,	PUNCT
easat-1803	394	10	w.	w.	PROPN
easat-1803	394	11	;	;	PUNCT
easat-1803	394	12	hu	hu	PROPN
easat-1803	394	13	,	,	PUNCT
easat-1803	394	14	g.	g.	PROPN
easat-1803	394	15	;	;	PUNCT
easat-1803	394	16	li	li	PROPN
easat-1803	394	17	,	,	PUNCT
easat-1803	394	18	j.	j.	PROPN
easat-1803	394	19	,	,	PUNCT
easat-1803	394	20	“	"	PUNCT
easat-1803	394	21	ultra	ultra	ADJ
easat-1803	394	22	-	-	ADJ
easat-1803	394	23	short	short	ADJ
easat-1803	394	24	term	term	NOUN
easat-1803	394	25	power	power	NOUN
easat-1803	394	26	load	load	NOUN
easat-1803	394	27	forecasting	forecasting	NOUN
easat-1803	394	28	based	base	VERB
easat-1803	394	29	on	on	ADP
easat-1803	394	30	ceemdan	ceemdan	PROPN
easat-1803	394	31	-	-	PUNCT
easat-1803	394	32	se	se	PROPN
easat-1803	394	33	and	and	CCONJ
easat-1803	394	34	lstm	lstm	ADJ
easat-1803	394	35	neural	neural	ADJ
easat-1803	394	36	network	network	NOUN
easat-1803	394	37	,	,	PUNCT
easat-1803	394	38	”	"	PUNCT
easat-1803	394	39	energy	energy	NOUN
easat-1803	394	40	and	and	CCONJ
easat-1803	394	41	buildings	building	NOUN
easat-1803	394	42	,	,	PUNCT
easat-1803	394	43	279	279	NUM
easat-1803	394	44	,	,	PUNCT
easat-1803	394	45	112666	112666	NUM
easat-1803	394	46	,	,	PUNCT
easat-1803	394	47	2023	2023	NUM
easat-1803	394	48	.	.	PUNCT
easat-1803	395	1	[	[	X
easat-1803	395	2	23	23	NUM
easat-1803	395	3	]	]	SYM
easat-1803	395	4	du	du	X
easat-1803	395	5	,	,	PUNCT
easat-1803	395	6	s.	s.	PROPN
easat-1803	395	7	;	;	PUNCT
easat-1803	395	8	li	li	PROPN
easat-1803	395	9	,	,	PUNCT
easat-1803	395	10	t.	t.	PROPN
easat-1803	395	11	;	;	PUNCT
easat-1803	395	12	yang	yang	PROPN
easat-1803	395	13	,	,	PUNCT
easat-1803	395	14	y.	y.	PROPN
easat-1803	395	15	;	;	PUNCT
easat-1803	395	16	horng	horng	PROPN
easat-1803	395	17	,	,	PUNCT
easat-1803	395	18	s.	s.	PROPN
easat-1803	395	19	,	,	PUNCT
easat-1803	395	20	“	"	PUNCT
easat-1803	395	21	multivariate	multivariate	NOUN
easat-1803	395	22	time	time	NOUN
easat-1803	395	23	series	series	PROPN
easat-1803	395	24	forecasting	forecasting	NOUN
easat-1803	395	25	via	via	ADP
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easat-1803	395	27	-	-	PUNCT
easat-1803	395	28	based	base	VERB
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easat-1803	395	30	–	–	PUNCT
easat-1803	395	31	decoder	decoder	NOUN
easat-1803	395	32	framework	framework	NOUN
easat-1803	395	33	,	,	PUNCT
easat-1803	395	34	”	"	PUNCT
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easat-1803	395	36	,	,	PUNCT
easat-1803	395	37	388	388	NUM
easat-1803	395	38	,	,	PUNCT
easat-1803	395	39	269	269	NUM
easat-1803	395	40	-	-	SYM
easat-1803	395	41	279	279	NUM
easat-1803	395	42	,	,	PUNCT
easat-1803	395	43	2020	2020	NUM
easat-1803	395	44	.	.	PUNCT
easat-1803	396	1	[	[	X
easat-1803	396	2	24	24	NUM
easat-1803	396	3	]	]	PUNCT
easat-1803	396	4	bhoj	bhoj	NOUN
easat-1803	396	5	,	,	PUNCT
easat-1803	396	6	n.	n.	NOUN
easat-1803	396	7	;	;	PUNCT
easat-1803	396	8	bhadoria	bhadoria	PROPN
easat-1803	396	9	,	,	PUNCT
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easat-1803	396	11	s.	s.	PROPN
easat-1803	396	12	,	,	PUNCT
easat-1803	396	13	“	"	PUNCT
easat-1803	396	14	time	time	NOUN
easat-1803	396	15	-	-	PUNCT
easat-1803	396	16	series	series	NOUN
easat-1803	396	17	based	base	VERB
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easat-1803	396	20	energy	energy	NOUN
easat-1803	396	21	consumption	consumption	NOUN
easat-1803	396	22	of	of	ADP
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easat-1803	396	24	home	home	NOUN
easat-1803	396	25	data	datum	NOUN
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easat-1803	396	29	neural	neural	ADJ
easat-1803	396	30	network	network	NOUN
easat-1803	396	31	,	,	PUNCT
easat-1803	396	32	”	"	PUNCT
easat-1803	396	33	telematics	telematic	NOUN
easat-1803	396	34	and	and	CCONJ
easat-1803	396	35	informatics	informatic	NOUN
easat-1803	396	36	,	,	PUNCT
easat-1803	396	37	75	75	NUM
easat-1803	396	38	,	,	PUNCT
easat-1803	396	39	101907	101907	NUM
easat-1803	396	40	,	,	PUNCT
easat-1803	396	41	2022	2022	NUM
easat-1803	396	42	.	.	PUNCT
easat-1803	397	1	[	[	X
easat-1803	397	2	25	25	NUM
easat-1803	397	3	]	]	X
easat-1803	397	4	la	la	PROPN
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easat-1803	397	6	,	,	PUNCT
easat-1803	397	7	g.	g.	PROPN
easat-1803	397	8	;	;	PUNCT
easat-1803	397	9	luna	luna	PROPN
easat-1803	397	10	,	,	PUNCT
easat-1803	397	11	m.	m.	NOUN
easat-1803	397	12	;	;	PUNCT
easat-1803	397	13	di	di	NOUN
easat-1803	397	14	piazza	piazza	PROPN
easat-1803	397	15	,	,	PUNCT
easat-1803	397	16	m.c	m.c	PROPN
easat-1803	397	17	.	.	PROPN
easat-1803	397	18	,	,	PUNCT
easat-1803	397	19	“	"	PUNCT
easat-1803	397	20	day	day	NOUN
easat-1803	397	21	-	-	PUNCT
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easat-1803	397	23	forecasting	forecasting	NOUN
easat-1803	397	24	of	of	ADP
easat-1803	397	25	residential	residential	ADJ
easat-1803	397	26	electric	electric	ADJ
easat-1803	397	27	power	power	NOUN
easat-1803	397	28	consumption	consumption	NOUN
easat-1803	397	29	for	for	ADP
easat-1803	397	30	energy	energy	NOUN
easat-1803	397	31	management	management	NOUN
easat-1803	397	32	using	use	VERB
easat-1803	397	33	long	long	ADJ
easat-1803	397	34	short	short	ADJ
easat-1803	397	35	-	-	PUNCT
easat-1803	397	36	term	term	NOUN
easat-1803	397	37	memory	memory	NOUN
easat-1803	397	38	encoder	encoder	NOUN
easat-1803	397	39	–	–	PUNCT
easat-1803	397	40	decoder	decoder	NOUN
easat-1803	397	41	model	model	NOUN
easat-1803	397	42	,	,	PUNCT
easat-1803	397	43	”	"	PUNCT
easat-1803	397	44	mathematics	mathematic	NOUN
easat-1803	397	45	and	and	CCONJ
easat-1803	397	46	computers	computer	NOUN
easat-1803	397	47	in	in	ADP
easat-1803	397	48	simulation	simulation	NOUN
easat-1803	397	49	,	,	PUNCT
easat-1803	397	50	2023	2023	NUM
easat-1803	397	51	.	.	PUNCT
easat-1803	398	1	[	[	X
easat-1803	398	2	26	26	NUM
easat-1803	398	3	]	]	X
easat-1803	398	4	das	das	PROPN
easat-1803	398	5	,	,	PUNCT
easat-1803	398	6	a.	a.	NOUN
easat-1803	398	7	;	;	PUNCT
easat-1803	398	8	annaqeeb	annaqeeb	PROPN
easat-1803	398	9	,	,	PUNCT
easat-1803	398	10	m.	m.	NOUN
easat-1803	398	11	k.	k.	PROPN
easat-1803	398	12	;	;	PUNCT
easat-1803	398	13	azar	azar	PROPN
easat-1803	398	14	,	,	PUNCT
easat-1803	398	15	e.	e.	PROPN
easat-1803	398	16	;	;	PUNCT
easat-1803	398	17	novakovic	novakovic	PROPN
easat-1803	398	18	,	,	PUNCT
easat-1803	398	19	v.	v.	ADV
easat-1803	398	20	;	;	PUNCT
easat-1803	398	21	kjærgaard	kjærgaard	PROPN
easat-1803	398	22	,	,	PUNCT
easat-1803	398	23	m.	m.	PROPN
easat-1803	398	24	b.	b.	PROPN
easat-1803	398	25	,	,	PUNCT
easat-1803	398	26	“	"	PUNCT
easat-1803	398	27	occupant	occupant	ADJ
easat-1803	398	28	-	-	PUNCT
easat-1803	398	29	centric	centric	ADJ
easat-1803	398	30	miscellaneous	miscellaneous	ADJ
easat-1803	398	31	electric	electric	PROPN
easat-1803	398	32	loads	load	NOUN
easat-1803	398	33	prediction	prediction	NOUN
easat-1803	398	34	in	in	ADP
easat-1803	398	35	buildings	building	NOUN
easat-1803	398	36	using	use	VERB
easat-1803	398	37	state	state	NOUN
easat-1803	398	38	-	-	PUNCT
easat-1803	398	39	of	of	ADP
easat-1803	398	40	-	-	PUNCT
easat-1803	398	41	the	the	DET
easat-1803	398	42	-	-	PUNCT
easat-1803	398	43	art	art	NOUN
easat-1803	398	44	deep	deep	ADJ
easat-1803	398	45	learning	learning	NOUN
easat-1803	398	46	methods	method	NOUN
easat-1803	398	47	,	,	PUNCT
easat-1803	398	48	”	"	PUNCT
easat-1803	398	49	applied	apply	VERB
easat-1803	398	50	energy	energy	NOUN
easat-1803	398	51	,	,	PUNCT
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easat-1803	398	53	,	,	PUNCT
easat-1803	398	54	115135	115135	NUM
easat-1803	398	55	,	,	PUNCT
easat-1803	398	56	2020	2020	NUM
easat-1803	398	57	.	.	PUNCT
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easat-1803	399	3	]	]	X
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easat-1803	399	5	,	,	PUNCT
easat-1803	399	6	s.	s.	PROPN
easat-1803	399	7	h.	h.	PROPN
easat-1803	399	8	;	;	PUNCT
easat-1803	399	9	masood	masood	PROPN
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easat-1803	399	11	n.	n.	PROPN
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easat-1803	399	13	;	;	PUNCT
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easat-1803	399	15	,	,	PUNCT
easat-1803	399	16	s.	s.	PROPN
easat-1803	399	17	r.	r.	PROPN
easat-1803	399	18	;	;	PUNCT
easat-1803	399	19	hossain	hossain	PROPN
easat-1803	399	20	,	,	PUNCT
easat-1803	399	21	e.	e.	PROPN
easat-1803	399	22	,	,	PUNCT
easat-1803	399	23	“	"	PUNCT
easat-1803	399	24	a	a	DET
easat-1803	399	25	short	short	ADJ
easat-1803	399	26	-	-	PUNCT
easat-1803	399	27	term	term	NOUN
easat-1803	399	28	load	load	NOUN
easat-1803	399	29	forecasting	forecasting	NOUN
easat-1803	399	30	method	method	NOUN
easat-1803	399	31	using	use	VERB
easat-1803	399	32	integrated	integrate	VERB
easat-1803	399	33	cnn	cnn	NOUN
easat-1803	399	34	and	and	CCONJ
easat-1803	399	35	lstm	lstm	NOUN
easat-1803	399	36	network	network	NOUN
easat-1803	399	37	,	,	PUNCT
easat-1803	399	38	”	"	PUNCT
easat-1803	399	39	ieee	ieee	NOUN
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easat-1803	399	41	,	,	PUNCT
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easat-1803	399	43	,	,	PUNCT
easat-1803	399	44	32436	32436	NUM
easat-1803	399	45	-	-	SYM
easat-1803	399	46	32448	32448	NUM
easat-1803	399	47	,	,	PUNCT
easat-1803	399	48	2021	2021	NUM
easat-1803	399	49	.	.	PUNCT
easat-1803	400	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	NOUN
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easat-1803	400	3	https://ideas.repec.org/a/eee/energy/v284y2023ics0360544223019692.html	https://ideas.repec.org/a/eee/energy/v284y2023ics0360544223019692.html	PROPN
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easat-1803	400	15	8484	8484	NUM
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easat-1803	400	17	.	.	PROPN
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easat-1803	400	23	:	:	SYM
easat-1803	400	24	1014	1014	NUM
easat-1803	400	25	-	-	SYM
easat-1803	400	26	1037	1037	NUM
easat-1803	400	27	,	,	PUNCT
easat-1803	400	28	2024	2024	NUM
easat-1803	400	29	doi	doi	NOUN
easat-1803	400	30	:	:	PUNCT
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easat-1803	400	33	2024	2024	NUM
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easat-1803	400	35	the	the	DET
easat-1803	400	36	authors	author	NOUN
easat-1803	400	37	;	;	PUNCT
easat-1803	400	38	licensee	licensee	PROPN
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easat-1803	400	40	gate	gate	NOUN
easat-1803	401	1	[	[	X
easat-1803	401	2	28	28	NUM
easat-1803	401	3	]	]	X
easat-1803	401	4	farsi	farsi	PROPN
easat-1803	401	5	,	,	PUNCT
easat-1803	401	6	b.	b.	PROPN
easat-1803	401	7	;	;	PUNCT
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easat-1803	401	11	;	;	PUNCT
easat-1803	401	12	bouguila	bouguila	PROPN
easat-1803	401	13	,	,	PUNCT
easat-1803	401	14	n.	n.	NOUN
easat-1803	401	15	;	;	PUNCT
easat-1803	401	16	eicker	eicker	PROPN
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easat-1803	401	28	machine	machine	NOUN
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easat-1803	401	30	techniques	technique	NOUN
easat-1803	401	31	and	and	CCONJ
easat-1803	401	32	a	a	DET
easat-1803	401	33	novel	novel	NOUN
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easat-1803	401	35	deep	deep	ADJ
easat-1803	401	36	lstm	lstm	PROPN
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easat-1803	401	40	,	,	PUNCT
easat-1803	401	41	”	"	PUNCT
easat-1803	401	42	ieee	ieee	NOUN
easat-1803	401	43	access	access	NOUN
easat-1803	401	44	,	,	PUNCT
easat-1803	401	45	9	9	NUM
easat-1803	401	46	,	,	PUNCT
easat-1803	401	47	31191	31191	NUM
easat-1803	401	48	-	-	SYM
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easat-1803	401	50	,	,	PUNCT
easat-1803	401	51	2021	2021	NUM
easat-1803	401	52	.	.	PUNCT
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easat-1803	402	2	29	29	NUM
easat-1803	402	3	]	]	X
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easat-1803	402	6	t.	t.	PROPN
easat-1803	402	7	;	;	PUNCT
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easat-1803	402	9	,	,	PUNCT
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easat-1803	402	11	;	;	PUNCT
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easat-1803	402	19	;	;	PUNCT
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easat-1803	402	21	,	,	PUNCT
easat-1803	402	22	d.	d.	PROPN
easat-1803	402	23	;	;	PUNCT
easat-1803	402	24	liu	liu	PROPN
easat-1803	402	25	,	,	PUNCT
easat-1803	402	26	j.	j.	PROPN
easat-1803	402	27	;	;	PUNCT
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easat-1803	402	30	w.	w.	PROPN
easat-1803	402	31	,	,	PUNCT
easat-1803	402	32	“	"	PUNCT
easat-1803	402	33	a	a	DET
easat-1803	402	34	novel	novel	ADJ
easat-1803	402	35	short	short	ADJ
easat-1803	402	36	-	-	PUNCT
easat-1803	402	37	term	term	NOUN
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easat-1803	402	39	electric	electric	ADJ
easat-1803	402	40	load	load	NOUN
easat-1803	402	41	forecasting	forecasting	NOUN
easat-1803	402	42	method	method	NOUN
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easat-1803	402	44	on	on	ADP
easat-1803	402	45	adaptive	adaptive	ADJ
easat-1803	402	46	load	load	NOUN
easat-1803	402	47	aggregation	aggregation	NOUN
easat-1803	402	48	and	and	CCONJ
easat-1803	402	49	deep	deep	ADJ
easat-1803	402	50	learning	learning	NOUN
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easat-1803	402	52	,	,	PUNCT
easat-1803	402	53	”	"	PUNCT
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easat-1803	402	57	,	,	PUNCT
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easat-1803	402	59	,	,	PUNCT
easat-1803	402	60	2021	2021	NUM
easat-1803	402	61	.	.	PUNCT
easat-1803	403	1	[	[	X
easat-1803	403	2	30	30	NUM
easat-1803	403	3	]	]	X
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easat-1803	403	5	,	,	PUNCT
easat-1803	403	6	i.	i.	NOUN
easat-1803	403	7	;	;	PUNCT
easat-1803	403	8	efe	efe	PROPN
easat-1803	403	9	,	,	PUNCT
easat-1803	403	10	s.	s.	PROPN
easat-1803	403	11	b.	b.	PROPN
easat-1803	403	12	;	;	PUNCT
easat-1803	403	13	ozbay	ozbay	VERB
easat-1803	403	14	,	,	PUNCT
easat-1803	403	15	h.	h.	PROPN
easat-1803	403	16	,	,	PUNCT
easat-1803	403	17	“	"	PUNCT
easat-1803	403	18	a	a	DET
easat-1803	403	19	combined	combined	ADJ
easat-1803	403	20	deep	deep	ADJ
easat-1803	403	21	learning	learning	NOUN
easat-1803	403	22	application	application	NOUN
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easat-1803	403	24	short	short	ADJ
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easat-1803	403	26	load	load	NOUN
easat-1803	403	27	forecasting	forecasting	NOUN
easat-1803	403	28	,	,	PUNCT
easat-1803	403	29	”	"	PUNCT
easat-1803	403	30	alexandria	alexandria	PROPN
easat-1803	403	31	engineering	engineering	PROPN
easat-1803	403	32	journal	journal	PROPN
easat-1803	403	33	,	,	PUNCT
easat-1803	403	34	60	60	NUM
easat-1803	403	35	,	,	PUNCT
easat-1803	403	36	3807	3807	NUM
easat-1803	403	37	-	-	SYM
easat-1803	403	38	3818	3818	NUM
easat-1803	403	39	,	,	PUNCT
easat-1803	403	40	2021	2021	NUM
easat-1803	403	41	.	.	PUNCT
easat-1803	404	1	[	[	X
easat-1803	404	2	31	31	NUM
easat-1803	404	3	]	]	PUNCT
easat-1803	404	4	sagheer	sagheer	NOUN
easat-1803	404	5	,	,	PUNCT
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easat-1803	404	7	;	;	PUNCT
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easat-1803	404	11	,	,	PUNCT
easat-1803	404	12	“	"	PUNCT
easat-1803	404	13	unsupervised	unsupervised	ADJ
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easat-1803	404	15	-	-	NOUN
easat-1803	404	16	training	training	NOUN
easat-1803	404	17	of	of	ADP
easat-1803	404	18	a	a	DET
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easat-1803	404	20	lstm	lstm	NOUN
easat-1803	404	21	-	-	PUNCT
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easat-1803	404	27	time	time	NOUN
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easat-1803	404	29	forecasting	forecasting	NOUN
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easat-1803	404	31	,	,	PUNCT
easat-1803	404	32	”	"	PUNCT
easat-1803	404	33	sci	sci	PROPN
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easat-1803	404	36	,	,	PUNCT
easat-1803	404	37	9	9	NUM
easat-1803	404	38	,	,	PUNCT
easat-1803	404	39	19038	19038	NUM
easat-1803	404	40	,	,	PUNCT
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easat-1803	404	42	.	.	PUNCT
easat-1803	405	1	[	[	X
easat-1803	405	2	32	32	NUM
easat-1803	405	3	]	]	SYM
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easat-1803	405	5	,	,	PUNCT
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easat-1803	405	7	;	;	PUNCT
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easat-1803	405	9	,	,	PUNCT
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easat-1803	405	11	;	;	PUNCT
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easat-1803	405	13	,	,	PUNCT
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easat-1803	405	15	;	;	PUNCT
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easat-1803	405	41	”	"	PUNCT
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easat-1803	405	43	and	and	CCONJ
easat-1803	405	44	ai	ai	VERB
easat-1803	405	45	,	,	PUNCT
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easat-1803	405	47	,	,	PUNCT
easat-1803	405	48	100141	100141	NUM
easat-1803	405	49	,	,	PUNCT
easat-1803	405	50	2022	2022	NUM
easat-1803	405	51	.	.	PUNCT
easat-1803	406	1	[	[	X
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easat-1803	406	3	]	]	SYM
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easat-1803	406	5	,	,	PUNCT
easat-1803	406	6	t.	t.	PROPN
easat-1803	406	7	;	;	PUNCT
easat-1803	406	8	vo	vo	PROPN
easat-1803	406	9	,	,	PUNCT
easat-1803	406	10	m.t	m.t	PROPN
easat-1803	406	11	.	.	PROPN
easat-1803	406	12	;	;	PUNCT
easat-1803	406	13	vo	vo	X
easat-1803	406	14	,	,	PUNCT
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easat-1803	406	16	;	;	PUNCT
easat-1803	406	17	hwang	hwang	PROPN
easat-1803	406	18	,	,	PUNCT
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easat-1803	406	20	;	;	PUNCT
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easat-1803	406	22	,	,	PUNCT
easat-1803	406	23	s.	s.	PROPN
easat-1803	406	24	;	;	PUNCT
easat-1803	406	25	baik	baik	PROPN
easat-1803	406	26	,	,	PUNCT
easat-1803	406	27	s.w	s.w	PROPN
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easat-1803	406	29	,	,	PUNCT
easat-1803	406	30	“	"	PUNCT
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easat-1803	406	33	energy	energy	NOUN
easat-1803	406	34	consumption	consumption	NOUN
easat-1803	406	35	prediction	prediction	NOUN
easat-1803	406	36	using	use	VERB
easat-1803	406	37	cnn	cnn	PROPN
easat-1803	406	38	and	and	CCONJ
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easat-1803	406	40	-	-	ADJ
easat-1803	406	41	lstm	lstm	ADJ
easat-1803	406	42	,	,	PUNCT
easat-1803	406	43	”	"	PUNCT
easat-1803	406	44	appl	appl	NOUN
easat-1803	406	45	.	.	PUNCT
easat-1803	407	1	sci	sci	PROPN
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easat-1803	407	3	,	,	PUNCT
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easat-1803	407	5	,	,	PUNCT
easat-1803	407	6	4237	4237	NUM
easat-1803	407	7	,	,	PUNCT
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easat-1803	407	9	.	.	PUNCT
easat-1803	408	1	[	[	X
easat-1803	408	2	34	34	NUM
easat-1803	408	3	]	]	X
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easat-1803	408	5	,	,	PUNCT
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easat-1803	408	7	;	;	PUNCT
easat-1803	408	8	fiaz	fiaz	PROPN
easat-1803	408	9	,	,	PUNCT
easat-1803	408	10	a.	a.	NOUN
easat-1803	408	11	;	;	PUNCT
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easat-1803	408	13	,	,	PUNCT
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easat-1803	408	15	;	;	PUNCT
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easat-1803	408	19	.	.	PROPN
easat-1803	408	20	,	,	PUNCT
easat-1803	408	21	“	"	PUNCT
easat-1803	408	22	optimal	optimal	ADJ
easat-1803	408	23	deep	deep	ADJ
easat-1803	408	24	learning	learn	VERB
easat-1803	408	25	lstm	lstm	NOUN
easat-1803	408	26	model	model	NOUN
easat-1803	408	27	for	for	ADP
easat-1803	408	28	electric	electric	ADJ
easat-1803	408	29	load	load	NOUN
easat-1803	408	30	forecasting	forecasting	NOUN
easat-1803	408	31	using	use	VERB
easat-1803	408	32	feature	feature	NOUN
easat-1803	408	33	selection	selection	NOUN
easat-1803	408	34	and	and	CCONJ
easat-1803	408	35	genetic	genetic	ADJ
easat-1803	408	36	algorithm	algorithm	NOUN
easat-1803	408	37	:	:	PUNCT
easat-1803	408	38	comparison	comparison	NOUN
easat-1803	408	39	with	with	ADP
easat-1803	408	40	machine	machine	NOUN
easat-1803	408	41	learning	learning	NOUN
easat-1803	408	42	approaches	approach	VERB
easat-1803	408	43	†	†	PROPN
easat-1803	408	44	,	,	PUNCT
easat-1803	408	45	”	"	PUNCT
easat-1803	408	46	energies	energy	NOUN
easat-1803	408	47	,	,	PUNCT
easat-1803	408	48	11	11	NUM
easat-1803	408	49	,	,	PUNCT
easat-1803	408	50	1636	1636	NUM
easat-1803	408	51	,	,	PUNCT
easat-1803	408	52	2018	2018	NUM
easat-1803	408	53	.	.	PUNCT
easat-1803	409	1	[	[	X
easat-1803	409	2	35	35	NUM
easat-1803	409	3	]	]	SYM
easat-1803	409	4	hadjout	hadjout	NOUN
easat-1803	409	5	,	,	PUNCT
easat-1803	409	6	d.	d.	PROPN
easat-1803	409	7	;	;	PUNCT
easat-1803	409	8	torres	torre	NOUN
easat-1803	409	9	,	,	PUNCT
easat-1803	409	10	j.f	j.f	PROPN
easat-1803	409	11	.	.	PROPN
easat-1803	409	12	;	;	PUNCT
easat-1803	409	13	troncoso	troncoso	NOUN
easat-1803	409	14	,	,	PUNCT
easat-1803	409	15	a.	a.	NOUN
easat-1803	409	16	;	;	PUNCT
easat-1803	409	17	sebaa	sebaa	PROPN
easat-1803	409	18	,	,	PUNCT
easat-1803	409	19	a.	a.	NOUN
easat-1803	409	20	;	;	PUNCT
easat-1803	409	21	martínez	martínez	PROPN
easat-1803	409	22	-	-	PUNCT
easat-1803	409	23	álvarez	álvarez	PROPN
easat-1803	409	24	,	,	PUNCT
easat-1803	409	25	f.	f.	PROPN
easat-1803	409	26	,	,	PUNCT
easat-1803	409	27	“	"	PUNCT
easat-1803	409	28	electricity	electricity	NOUN
easat-1803	409	29	consumption	consumption	NOUN
easat-1803	409	30	forecasting	forecasting	NOUN
easat-1803	409	31	based	base	VERB
easat-1803	409	32	on	on	ADP
easat-1803	409	33	ensemble	ensemble	ADJ
easat-1803	409	34	deep	deep	ADJ
easat-1803	409	35	learning	learning	NOUN
easat-1803	409	36	with	with	ADP
easat-1803	409	37	application	application	NOUN
easat-1803	409	38	to	to	ADP
easat-1803	409	39	the	the	DET
easat-1803	409	40	algerian	algerian	ADJ
easat-1803	409	41	market	market	NOUN
easat-1803	409	42	,	,	PUNCT
easat-1803	409	43	”	"	PUNCT
easat-1803	409	44	energy	energy	NOUN
easat-1803	409	45	,	,	PUNCT
easat-1803	409	46	243	243	NUM
easat-1803	409	47	,	,	PUNCT
easat-1803	409	48	123060	123060	NUM
easat-1803	409	49	,	,	PUNCT
easat-1803	409	50	2022	2022	NUM
easat-1803	409	51	.	.	PUNCT
easat-1803	410	1	[	[	X
easat-1803	410	2	36	36	NUM
easat-1803	410	3	]	]	PUNCT
easat-1803	410	4	pierre	pierre	PROPN
easat-1803	410	5	,	,	PUNCT
easat-1803	410	6	a.a	a.a	PROPN
easat-1803	410	7	.	.	PROPN
easat-1803	410	8	;	;	PUNCT
easat-1803	410	9	akim	akim	PROPN
easat-1803	410	10	,	,	PUNCT
easat-1803	410	11	s.a	s.a	PROPN
easat-1803	410	12	.	.	PROPN
easat-1803	410	13	;	;	PUNCT
easat-1803	410	14	semenyo	semenyo	PROPN
easat-1803	410	15	,	,	PUNCT
easat-1803	410	16	a.k	a.k	PROPN
easat-1803	410	17	.	.	PROPN
easat-1803	410	18	;	;	PUNCT
easat-1803	410	19	babiga	babiga	PROPN
easat-1803	410	20	,	,	PUNCT
easat-1803	410	21	b.	b.	PROPN
easat-1803	410	22	,	,	PUNCT
easat-1803	410	23	“	"	PUNCT
easat-1803	410	24	peak	peak	VERB
easat-1803	410	25	electrical	electrical	ADJ
easat-1803	410	26	energy	energy	NOUN
easat-1803	410	27	consumption	consumption	NOUN
easat-1803	410	28	prediction	prediction	NOUN
easat-1803	410	29	by	by	ADP
easat-1803	410	30	arima	arima	PROPN
easat-1803	410	31	,	,	PUNCT
easat-1803	410	32	lstm	lstm	PROPN
easat-1803	410	33	,	,	PUNCT
easat-1803	410	34	gru	gru	PROPN
easat-1803	410	35	,	,	PUNCT
easat-1803	410	36	arima	arima	NOUN
easat-1803	410	37	-	-	PUNCT
easat-1803	410	38	lstm	lstm	PROPN
easat-1803	410	39	and	and	CCONJ
easat-1803	410	40	arima	arima	PROPN
easat-1803	410	41	-	-	PUNCT
easat-1803	410	42	gru	gru	NOUN
easat-1803	410	43	approaches	approach	NOUN
easat-1803	410	44	,	,	PUNCT
easat-1803	410	45	”	"	PUNCT
easat-1803	410	46	energies	energy	NOUN
easat-1803	410	47	,	,	PUNCT
easat-1803	410	48	16	16	NUM
easat-1803	410	49	,	,	PUNCT
easat-1803	410	50	4739	4739	NUM
easat-1803	410	51	,	,	PUNCT
easat-1803	410	52	2023	2023	NUM
easat-1803	410	53	.	.	PUNCT
easat-1803	411	1	[	[	X
easat-1803	411	2	37	37	NUM
easat-1803	411	3	]	]	X
easat-1803	411	4	masood	masood	PROPN
easat-1803	411	5	,	,	PUNCT
easat-1803	411	6	z.	z.	PROPN
easat-1803	411	7	;	;	PUNCT
easat-1803	411	8	gantassi	gantassi	PROPN
easat-1803	411	9	,	,	PUNCT
easat-1803	411	10	r.	r.	PROPN
easat-1803	411	11	;	;	PUNCT
easat-1803	411	12	ardiansyah	ardiansyah	NOUN
easat-1803	411	13	;	;	PUNCT
easat-1803	411	14	choi	choi	NOUN
easat-1803	411	15	,	,	PUNCT
easat-1803	411	16	y.	y.	NOUN
easat-1803	411	17	,	,	PUNCT
easat-1803	411	18	“	"	PUNCT
easat-1803	411	19	a	a	DET
easat-1803	411	20	multi	multi	ADJ
easat-1803	411	21	-	-	ADJ
easat-1803	411	22	step	step	ADJ
easat-1803	411	23	time	time	NOUN
easat-1803	411	24	-	-	PUNCT
easat-1803	411	25	series	series	NOUN
easat-1803	411	26	clustering	clustering	NOUN
easat-1803	411	27	-	-	PUNCT
easat-1803	411	28	based	base	VERB
easat-1803	411	29	seq2seq	seq2seq	NOUN
easat-1803	411	30	lstm	lstm	NOUN
easat-1803	411	31	learning	learn	VERB
easat-1803	411	32	for	for	ADP
easat-1803	411	33	a	a	DET
easat-1803	411	34	single	single	ADJ
easat-1803	411	35	household	household	NOUN
easat-1803	411	36	electricity	electricity	NOUN
easat-1803	411	37	load	load	NOUN
easat-1803	411	38	forecasting	forecasting	NOUN
easat-1803	411	39	,	,	PUNCT
easat-1803	411	40	”	"	PUNCT
easat-1803	411	41	energies	energy	NOUN
easat-1803	411	42	,	,	PUNCT
easat-1803	411	43	15	15	NUM
easat-1803	411	44	,	,	PUNCT
easat-1803	411	45	2623	2623	NUM
easat-1803	411	46	,	,	PUNCT
easat-1803	411	47	2022	2022	NUM
easat-1803	411	48	.	.	PUNCT
easat-1803	412	1	[	[	X
easat-1803	412	2	38	38	NUM
easat-1803	412	3	]	]	PUNCT
easat-1803	412	4	silva	silva	PROPN
easat-1803	412	5	,	,	PUNCT
easat-1803	412	6	d.	d.	PROPN
easat-1803	412	7	g.	g.	PROPN
easat-1803	412	8	;	;	PUNCT
easat-1803	412	9	moura	moura	NOUN
easat-1803	412	10	meneses	menese	NOUN
easat-1803	412	11	,	,	PUNCT
easat-1803	412	12	a.	a.	NOUN
easat-1803	412	13	a.	a.	NOUN
easat-1803	412	14	,	,	PUNCT
easat-1803	412	15	“	"	PUNCT
easat-1803	412	16	comparing	compare	VERB
easat-1803	412	17	long	long	ADJ
easat-1803	412	18	short	short	ADJ
easat-1803	412	19	-	-	PUNCT
easat-1803	412	20	term	term	NOUN
easat-1803	412	21	memory	memory	NOUN
easat-1803	412	22	(	(	PUNCT
easat-1803	412	23	lstm	lstm	NOUN
easat-1803	412	24	)	)	PUNCT
easat-1803	412	25	and	and	CCONJ
easat-1803	412	26	bidirectional	bidirectional	ADJ
easat-1803	412	27	lstm	lstm	NOUN
easat-1803	412	28	deep	deep	ADJ
easat-1803	412	29	neural	neural	ADJ
easat-1803	412	30	networks	network	NOUN
easat-1803	412	31	for	for	ADP
easat-1803	412	32	power	power	NOUN
easat-1803	412	33	consumption	consumption	NOUN
easat-1803	412	34	prediction	prediction	NOUN
easat-1803	412	35	,	,	PUNCT
easat-1803	412	36	”	"	PUNCT
easat-1803	412	37	energy	energy	NOUN
easat-1803	412	38	reports	report	NOUN
easat-1803	412	39	,	,	PUNCT
easat-1803	412	40	10	10	NUM
easat-1803	412	41	,	,	PUNCT
easat-1803	412	42	3315	3315	NUM
easat-1803	412	43	-	-	SYM
easat-1803	412	44	3334	3334	NUM
easat-1803	412	45	,	,	PUNCT
easat-1803	412	46	2023	2023	NUM
easat-1803	412	47	.	.	PUNCT
easat-1803	413	1	[	[	X
easat-1803	413	2	39	39	NUM
easat-1803	413	3	]	]	PUNCT
easat-1803	413	4	torres	torre	NOUN
easat-1803	413	5	,	,	PUNCT
easat-1803	413	6	j.f	j.f	PROPN
easat-1803	413	7	.	.	PROPN
easat-1803	413	8	;	;	PUNCT
easat-1803	413	9	martínez	martínez	PROPN
easat-1803	413	10	-	-	PUNCT
easat-1803	413	11	álvarez	álvarez	PROPN
easat-1803	413	12	,	,	PUNCT
easat-1803	413	13	f.	f.	PROPN
easat-1803	413	14	;	;	PUNCT
easat-1803	413	15	troncoso	troncoso	NOUN
easat-1803	413	16	,	,	PUNCT
easat-1803	413	17	a.	a.	NOUN
easat-1803	413	18	,	,	PUNCT
easat-1803	413	19	“	"	PUNCT
easat-1803	413	20	a	a	DET
easat-1803	413	21	deep	deep	ADJ
easat-1803	413	22	lstm	lstm	NOUN
easat-1803	413	23	network	network	NOUN
easat-1803	413	24	for	for	ADP
easat-1803	413	25	the	the	DET
easat-1803	413	26	spanish	spanish	ADJ
easat-1803	413	27	electricity	electricity	NOUN
easat-1803	413	28	consumption	consumption	NOUN
easat-1803	413	29	forecasting	forecasting	NOUN
easat-1803	413	30	,	,	PUNCT
easat-1803	413	31	”	"	PUNCT
easat-1803	413	32	neural	neural	ADJ
easat-1803	413	33	comput	comput	PROPN
easat-1803	413	34	&	&	CCONJ
easat-1803	413	35	applic	applic	PROPN
easat-1803	413	36	,	,	PUNCT
easat-1803	413	37	34	34	NUM
easat-1803	413	38	,	,	PUNCT
easat-1803	413	39	10533–10545	10533–10545	NUM
easat-1803	413	40	,	,	PUNCT
easat-1803	413	41	2022	2022	NUM
easat-1803	413	42	.	.	PUNCT
easat-1803	414	1	[	[	X
easat-1803	414	2	40	40	NUM
easat-1803	414	3	]	]	PUNCT
easat-1803	414	4	ünlü	ünlü	NOUN
easat-1803	414	5	,	,	PUNCT
easat-1803	414	6	k.d	k.d	PROPN
easat-1803	414	7	.	.	PROPN
easat-1803	414	8	,	,	PUNCT
easat-1803	414	9	“	"	PUNCT
easat-1803	414	10	a	a	DET
easat-1803	414	11	data	data	NOUN
easat-1803	414	12	-	-	PUNCT
easat-1803	414	13	driven	drive	VERB
easat-1803	414	14	model	model	NOUN
easat-1803	414	15	to	to	PART
easat-1803	414	16	forecast	forecast	VERB
easat-1803	414	17	multi	multi	ADJ
easat-1803	414	18	-	-	ADJ
easat-1803	414	19	step	step	VERB
easat-1803	414	20	ahead	ahead	ADJ
easat-1803	414	21	time	time	NOUN
easat-1803	414	22	series	series	NOUN
easat-1803	414	23	of	of	ADP
easat-1803	414	24	turkish	turkish	ADJ
easat-1803	414	25	daily	daily	ADJ
easat-1803	414	26	electricity	electricity	NOUN
easat-1803	414	27	load	load	NOUN
easat-1803	414	28	,	,	PUNCT
easat-1803	414	29	”	"	PUNCT
easat-1803	414	30	electronics	electronic	NOUN
easat-1803	414	31	,	,	PUNCT
easat-1803	414	32	11	11	NUM
easat-1803	414	33	,	,	PUNCT
easat-1803	414	34	1524	1524	NUM
easat-1803	414	35	,	,	PUNCT
easat-1803	414	36	2022	2022	NUM
easat-1803	414	37	.	.	PUNCT
easat-1803	415	1	[	[	X
easat-1803	415	2	41	41	NUM
easat-1803	415	3	]	]	X
easat-1803	415	4	kong	kong	PROPN
easat-1803	415	5	,	,	PUNCT
easat-1803	415	6	w.	w.	PROPN
easat-1803	415	7	;	;	PUNCT
easat-1803	415	8	dong	dong	PROPN
easat-1803	415	9	,	,	PUNCT
easat-1803	415	10	z.	z.	PROPN
easat-1803	415	11	y.	y.	PROPN
easat-1803	415	12	;	;	PUNCT
easat-1803	415	13	jia	jia	PROPN
easat-1803	415	14	,	,	PUNCT
easat-1803	415	15	y.	y.	PROPN
easat-1803	415	16	;	;	PUNCT
easat-1803	415	17	hill	hill	PROPN
easat-1803	415	18	,	,	PUNCT
easat-1803	415	19	d.	d.	PROPN
easat-1803	415	20	j.	j.	PROPN
easat-1803	415	21	;	;	PUNCT
easat-1803	415	22	xu	xu	PROPN
easat-1803	415	23	y.	y.	PROPN
easat-1803	415	24	;	;	PUNCT
easat-1803	415	25	zhang	zhang	PROPN
easat-1803	415	26	,	,	PUNCT
easat-1803	415	27	y.	y.	PROPN
easat-1803	415	28	,	,	PUNCT
easat-1803	415	29	“	"	PUNCT
easat-1803	415	30	short	short	ADJ
easat-1803	415	31	-	-	PUNCT
easat-1803	415	32	term	term	NOUN
easat-1803	415	33	residential	residential	ADJ
easat-1803	415	34	load	load	NOUN
easat-1803	415	35	forecasting	forecasting	NOUN
easat-1803	415	36	based	base	VERB
easat-1803	415	37	on	on	ADP
easat-1803	415	38	lstm	lstm	PROPN
easat-1803	415	39	recurrent	recurrent	ADJ
easat-1803	415	40	neural	neural	ADJ
easat-1803	415	41	network	network	NOUN
easat-1803	415	42	,	,	PUNCT
easat-1803	415	43	”	"	PUNCT
easat-1803	415	44	ieee	ieee	NOUN
easat-1803	415	45	transactions	transaction	NOUN
easat-1803	415	46	on	on	ADP
easat-1803	415	47	smart	smart	ADJ
easat-1803	415	48	grid	grid	NOUN
easat-1803	415	49	,	,	PUNCT
easat-1803	415	50	10	10	NUM
easat-1803	415	51	,	,	PUNCT
easat-1803	415	52	841	841	NUM
easat-1803	415	53	-	-	SYM
easat-1803	415	54	851	851	NUM
easat-1803	415	55	,	,	PUNCT
easat-1803	415	56	2019	2019	NUM
easat-1803	415	57	.	.	PUNCT
easat-1803	416	1	[	[	X
easat-1803	416	2	42	42	NUM
easat-1803	416	3	]	]	X
easat-1803	416	4	yan	yan	PROPN
easat-1803	416	5	,	,	PUNCT
easat-1803	416	6	k.	k.	PROPN
easat-1803	416	7	;	;	PUNCT
easat-1803	416	8	li	li	PROPN
easat-1803	416	9	,	,	PUNCT
easat-1803	416	10	w.	w.	PROPN
easat-1803	416	11	;	;	PUNCT
easat-1803	416	12	ji	ji	PROPN
easat-1803	416	13	,	,	PUNCT
easat-1803	416	14	z.	z.	PROPN
easat-1803	416	15	;	;	PUNCT
easat-1803	416	16	qi	qi	PROPN
easat-1803	416	17	,	,	PUNCT
easat-1803	416	18	m.	m.	NOUN
easat-1803	416	19	;	;	PUNCT
easat-1803	416	20	du	du	X
easat-1803	416	21	,	,	PUNCT
easat-1803	416	22	y.	y.	NOUN
easat-1803	416	23	,	,	PUNCT
easat-1803	416	24	“	"	PUNCT
easat-1803	416	25	a	a	DET
easat-1803	416	26	hybrid	hybrid	ADJ
easat-1803	416	27	lstm	lstm	ADJ
easat-1803	416	28	neural	neural	ADJ
easat-1803	416	29	network	network	NOUN
easat-1803	416	30	for	for	ADP
easat-1803	416	31	energy	energy	NOUN
easat-1803	416	32	consumption	consumption	NOUN
easat-1803	416	33	forecasting	forecasting	NOUN
easat-1803	416	34	of	of	ADP
easat-1803	416	35	individual	individual	ADJ
easat-1803	416	36	households	household	NOUN
easat-1803	416	37	.	.	PUNCT
easat-1803	417	1	ieee	ieee	NOUN
easat-1803	417	2	access	access	NOUN
easat-1803	417	3	,	,	PUNCT
easat-1803	417	4	7	7	NUM
easat-1803	417	5	,	,	PUNCT
easat-1803	417	6	157633	157633	NUM
easat-1803	417	7	-	-	SYM
easat-1803	417	8	157642	157642	NUM
easat-1803	417	9	,	,	PUNCT
easat-1803	417	10	2019	2019	NUM
easat-1803	417	11	.	.	PUNCT
easat-1803	418	1	https://doi.org/10.1109/access.2019.2949065	https://doi.org/10.1109/access.2019.2949065	NOUN
easat-1803	418	2	.	.	PUNCT
easat-1803	419	1	[	[	X
easat-1803	419	2	43	43	NUM
easat-1803	419	3	]	]	X
easat-1803	419	4	chaturvedi	chaturvedi	PROPN
easat-1803	419	5	,	,	PUNCT
easat-1803	419	6	s.	s.	PROPN
easat-1803	419	7	;	;	PUNCT
easat-1803	419	8	rajasekar	rajasekar	PROPN
easat-1803	419	9	,	,	PUNCT
easat-1803	419	10	e.	e.	PROPN
easat-1803	419	11	;	;	PUNCT
easat-1803	419	12	natarajan	natarajan	PROPN
easat-1803	419	13	,	,	PUNCT
easat-1803	419	14	s.	s.	PROPN
easat-1803	419	15	;	;	PUNCT
easat-1803	419	16	mccullen	mccullen	PROPN
easat-1803	419	17	,	,	PUNCT
easat-1803	419	18	n.	n.	NOUN
easat-1803	419	19	,	,	PUNCT
easat-1803	419	20	“	"	PUNCT
easat-1803	419	21	a	a	DET
easat-1803	419	22	comparative	comparative	ADJ
easat-1803	419	23	assessment	assessment	NOUN
easat-1803	419	24	of	of	ADP
easat-1803	419	25	sarima	sarima	NOUN
easat-1803	419	26	,	,	PUNCT
easat-1803	419	27	lstm	lstm	NOUN
easat-1803	419	28	rnn	rnn	VERB
easat-1803	419	29	and	and	CCONJ
easat-1803	419	30	fb	fb	INTJ
easat-1803	419	31	prophet	prophet	NOUN
easat-1803	419	32	models	model	NOUN
easat-1803	419	33	to	to	PART
easat-1803	419	34	forecast	forecast	VERB
easat-1803	419	35	total	total	NOUN
easat-1803	419	36	and	and	CCONJ
easat-1803	419	37	peak	peak	VERB
easat-1803	419	38	monthly	monthly	ADJ
easat-1803	419	39	energy	energy	NOUN
easat-1803	419	40	demand	demand	NOUN
easat-1803	419	41	for	for	ADP
easat-1803	419	42	india	india	PROPN
easat-1803	419	43	,	,	PUNCT
easat-1803	419	44	”	"	PUNCT
easat-1803	419	45	energy	energy	NOUN
easat-1803	419	46	policy	policy	NOUN
easat-1803	419	47	,	,	PUNCT
easat-1803	419	48	168	168	NUM
easat-1803	419	49	,	,	PUNCT
easat-1803	419	50	113097	113097	NUM
easat-1803	419	51	,	,	PUNCT
easat-1803	419	52	2022	2022	NUM
easat-1803	419	53	.	.	PUNCT
easat-1803	420	1	gul	gul	PROPN
easat-1803	420	2	,	,	PUNCT
easat-1803	420	3	m.j	m.j	PROPN
easat-1803	420	4	.	.	PROPN
easat-1803	420	5	;	;	PUNCT
easat-1803	420	6	urfa	urfa	PROPN
easat-1803	420	7	,	,	PUNCT
easat-1803	420	8	g.m	g.m	PROPN
easat-1803	420	9	.	.	PROPN
easat-1803	420	10	;	;	PUNCT
easat-1803	420	11	paul	paul	PROPN
easat-1803	420	12	,	,	PUNCT
easat-1803	420	13	a.	a.	PROPN
easat-1803	420	14	et	et	PROPN
easat-1803	420	15	al	al	PROPN
easat-1803	420	16	.	.	PROPN
easat-1803	420	17	,	,	PUNCT
easat-1803	420	18	“	"	PUNCT
easat-1803	420	19	mid	mid	ADJ
easat-1803	420	20	-	-	ADJ
easat-1803	420	21	term	term	NOUN
easat-1803	420	22	electricity	electricity	NOUN
easat-1803	420	23	load	load	NOUN
easat-1803	420	24	prediction	prediction	NOUN
easat-1803	420	25	using	use	VERB
easat-1803	420	26	cnn	cnn	PROPN
easat-1803	420	27	and	and	CCONJ
easat-1803	420	28	bi	bi	NOUN
easat-1803	420	29	-	-	ADJ
easat-1803	420	30	lstm	lstm	ADJ
easat-1803	420	31	,	,	PUNCT
easat-1803	420	32	”	"	PUNCT
easat-1803	420	33	j	j	PROPN
easat-1803	420	34	supercomput	supercomput	PROPN
easat-1803	420	35	,	,	PUNCT
easat-1803	420	36	77	77	NUM
easat-1803	420	37	,	,	PUNCT
easat-1803	420	38	10942–10958	10942–10958	NUM
easat-1803	420	39	,	,	PUNCT
easat-1803	420	40	2021	2021	NUM
easat-1803	420	41	.	.	PUNCT
easat-1803	421	1	[	[	X
easat-1803	421	2	44	44	NUM
easat-1803	421	3	]	]	X
easat-1803	421	4	gul	gul	PROPN
easat-1803	421	5	,	,	PUNCT
easat-1803	421	6	m.j	m.j	PROPN
easat-1803	421	7	.	.	PROPN
easat-1803	421	8	;	;	PUNCT
easat-1803	421	9	urfa	urfa	PROPN
easat-1803	421	10	,	,	PUNCT
easat-1803	421	11	g.m	g.m	PROPN
easat-1803	421	12	.	.	PROPN
easat-1803	421	13	;	;	PUNCT
easat-1803	421	14	paul	paul	PROPN
easat-1803	421	15	,	,	PUNCT
easat-1803	421	16	a.	a.	PROPN
easat-1803	421	17	et	et	PROPN
easat-1803	421	18	al	al	PROPN
easat-1803	421	19	.	.	PUNCT
easat-1803	422	1	mid	mid	ADJ
easat-1803	422	2	-	-	ADJ
easat-1803	422	3	term	term	NOUN
easat-1803	422	4	electricity	electricity	NOUN
easat-1803	422	5	load	load	NOUN
easat-1803	422	6	prediction	prediction	NOUN
easat-1803	422	7	using	use	VERB
easat-1803	422	8	cnn	cnn	PROPN
easat-1803	422	9	and	and	CCONJ
easat-1803	422	10	bi	bi	NOUN
easat-1803	422	11	-	-	NOUN
easat-1803	422	12	lstm	lstm	NOUN
easat-1803	422	13	.	.	PUNCT
easat-1803	423	1	j	j	PROPN
easat-1803	423	2	supercomput	supercomput	VERB
easat-1803	423	3	2021	2021	NUM
easat-1803	423	4	,	,	PUNCT
easat-1803	423	5	77	77	NUM
easat-1803	423	6	,	,	PUNCT
easat-1803	423	7	10942–10958	10942–10958	NUM
easat-1803	423	8	.	.	PUNCT
easat-1803	424	1	[	[	X
easat-1803	424	2	45	45	NUM
easat-1803	424	3	]	]	PUNCT
easat-1803	424	4	ghimire	ghimire	NOUN
easat-1803	424	5	,	,	PUNCT
easat-1803	424	6	s.	s.	PROPN
easat-1803	424	7	;	;	PUNCT
easat-1803	424	8	deo	deo	PROPN
easat-1803	424	9	,	,	PUNCT
easat-1803	424	10	r.	r.	PROPN
easat-1803	424	11	c.	c.	PROPN
easat-1803	424	12	;	;	PUNCT
easat-1803	424	13	casillas	casilla	NOUN
easat-1803	424	14	-	-	PUNCT
easat-1803	424	15	pérez	pérez	NOUN
easat-1803	424	16	,	,	PUNCT
easat-1803	424	17	d.	d.	PROPN
easat-1803	424	18	,	,	PUNCT
easat-1803	424	19	salcedo	salcedo	PROPN
easat-1803	424	20	-	-	PUNCT
easat-1803	424	21	sanz	sanz	PROPN
easat-1803	424	22	,	,	PUNCT
easat-1803	424	23	s.	s.	PROPN
easat-1803	424	24	,	,	PUNCT
easat-1803	424	25	“	"	PUNCT
easat-1803	424	26	efficient	efficient	ADJ
easat-1803	424	27	daily	daily	ADJ
easat-1803	424	28	electricity	electricity	NOUN
easat-1803	424	29	demand	demand	NOUN
easat-1803	424	30	prediction	prediction	NOUN
easat-1803	424	31	with	with	ADP
easat-1803	424	32	hybrid	hybrid	ADJ
easat-1803	424	33	deeplearning	deeplearning	ADJ
easat-1803	424	34	multi	multi	ADJ
easat-1803	424	35	-	-	ADJ
easat-1803	424	36	algorithm	algorithm	ADJ
easat-1803	424	37	approach	approach	NOUN
easat-1803	424	38	,	,	PUNCT
easat-1803	424	39	”	"	PUNCT
easat-1803	424	40	energy	energy	NOUN
easat-1803	424	41	conversion	conversion	NOUN
easat-1803	424	42	and	and	CCONJ
easat-1803	424	43	management	management	NOUN
easat-1803	424	44	,	,	PUNCT
easat-1803	424	45	297	297	NUM
easat-1803	424	46	,	,	PUNCT
easat-1803	424	47	117707	117707	NUM
easat-1803	424	48	,	,	PUNCT
easat-1803	424	49	2023	2023	NUM
easat-1803	424	50	.	.	PUNCT
easat-1803	425	1	[	[	X
easat-1803	425	2	46	46	NUM
easat-1803	425	3	]	]	X
easat-1803	425	4	son	son	NOUN
easat-1803	425	5	,	,	PUNCT
easat-1803	425	6	n.	n.	PROPN
easat-1803	425	7	,	,	PUNCT
easat-1803	425	8	“	"	PUNCT
easat-1803	425	9	comparison	comparison	NOUN
easat-1803	425	10	of	of	ADP
easat-1803	425	11	the	the	DET
easat-1803	425	12	deep	deep	ADJ
easat-1803	425	13	learning	learning	NOUN
easat-1803	425	14	performance	performance	NOUN
easat-1803	425	15	for	for	ADP
easat-1803	425	16	short	short	ADJ
easat-1803	425	17	-	-	PUNCT
easat-1803	425	18	term	term	NOUN
easat-1803	425	19	power	power	NOUN
easat-1803	425	20	load	load	NOUN
easat-1803	425	21	forecasting	forecasting	NOUN
easat-1803	425	22	,	,	PUNCT
easat-1803	425	23	”	"	PUNCT
easat-1803	425	24	sustainability	sustainability	NOUN
easat-1803	425	25	,	,	PUNCT
easat-1803	425	26	13	13	NUM
easat-1803	425	27	,	,	PUNCT
easat-1803	425	28	12493	12493	NUM
easat-1803	425	29	,	,	PUNCT
easat-1803	425	30	2021	2021	NUM
easat-1803	425	31	.	.	PUNCT
easat-1803	426	1	[	[	X
easat-1803	426	2	47	47	NUM
easat-1803	426	3	]	]	X
easat-1803	426	4	hadri	hadri	PROPN
easat-1803	426	5	,	,	PUNCT
easat-1803	426	6	s.	s.	PROPN
easat-1803	426	7	;	;	PUNCT
easat-1803	426	8	najib	najib	NOUN
easat-1803	426	9	,	,	PUNCT
easat-1803	426	10	m.	m.	NOUN
easat-1803	426	11	;	;	PUNCT
easat-1803	426	12	bakhouya	bakhouya	PROPN
easat-1803	426	13	,	,	PUNCT
easat-1803	426	14	m.	m.	NOUN
easat-1803	426	15	;	;	PUNCT
easat-1803	426	16	fakhri	fakhri	PROPN
easat-1803	426	17	,	,	PUNCT
easat-1803	426	18	y.	y.	PROPN
easat-1803	426	19	;	;	PUNCT
easat-1803	426	20	el	el	PROPN
easat-1803	426	21	arroussi	arroussi	PROPN
easat-1803	426	22	,	,	PUNCT
easat-1803	426	23	m.	m.	NOUN
easat-1803	426	24	,	,	PUNCT
easat-1803	426	25	“	"	PUNCT
easat-1803	426	26	performance	performance	NOUN
easat-1803	426	27	evaluation	evaluation	NOUN
easat-1803	426	28	of	of	ADP
easat-1803	426	29	forecasting	forecasting	NOUN
easat-1803	426	30	strategies	strategy	NOUN
easat-1803	426	31	for	for	ADP
easat-1803	426	32	electricity	electricity	NOUN
easat-1803	426	33	consumption	consumption	NOUN
easat-1803	426	34	in	in	ADP
easat-1803	426	35	buildings	building	NOUN
easat-1803	426	36	,	,	PUNCT
easat-1803	426	37	”	"	PUNCT
easat-1803	426	38	energies	energy	NOUN
easat-1803	426	39	,	,	PUNCT
easat-1803	426	40	14	14	NUM
easat-1803	426	41	,	,	PUNCT
easat-1803	426	42	5831	5831	NUM
easat-1803	426	43	,	,	PUNCT
easat-1803	426	44	2021	2021	NUM
easat-1803	426	45	.	.	PUNCT
easat-1803	427	1	[	[	X
easat-1803	427	2	48	48	NUM
easat-1803	427	3	]	]	X
easat-1803	427	4	fernández	fernández	PROPN
easat-1803	427	5	-	-	PUNCT
easat-1803	427	6	martínez	martínez	PROPN
easat-1803	427	7	,	,	PUNCT
easat-1803	427	8	d.	d.	PROPN
easat-1803	427	9	;	;	PUNCT
easat-1803	427	10	jaramillo	jaramillo	PROPN
easat-1803	427	11	-	-	PUNCT
easat-1803	427	12	morán	morán	PROPN
easat-1803	427	13	,	,	PUNCT
easat-1803	427	14	m.a	m.a	PROPN
easat-1803	427	15	.	.	PROPN
easat-1803	427	16	,	,	PUNCT
easat-1803	427	17	“	"	PUNCT
easat-1803	427	18	multi	multi	ADJ
easat-1803	427	19	-	-	ADJ
easat-1803	427	20	step	step	ADJ
easat-1803	427	21	hourly	hourly	ADJ
easat-1803	427	22	power	power	NOUN
easat-1803	427	23	consumption	consumption	NOUN
easat-1803	427	24	forecasting	forecasting	NOUN
easat-1803	427	25	in	in	ADP
easat-1803	427	26	a	a	DET
easat-1803	427	27	healthcare	healthcare	NOUN
easat-1803	427	28	building	building	NOUN
easat-1803	427	29	with	with	ADP
easat-1803	427	30	recurrent	recurrent	ADJ
easat-1803	427	31	neural	neural	ADJ
easat-1803	427	32	networks	network	NOUN
easat-1803	427	33	and	and	CCONJ
easat-1803	427	34	empirical	empirical	ADJ
easat-1803	427	35	mode	mode	NOUN
easat-1803	427	36	decomposition	decomposition	NOUN
easat-1803	427	37	,	,	PUNCT
easat-1803	427	38	”	"	PUNCT
easat-1803	427	39	sensors	sensor	NOUN
easat-1803	427	40	,	,	PUNCT
easat-1803	427	41	22	22	NUM
easat-1803	427	42	,	,	PUNCT
easat-1803	427	43	3664	3664	NUM
easat-1803	427	44	,	,	PUNCT
easat-1803	427	45	2022	2022	NUM
easat-1803	427	46	.	.	PUNCT
easat-1803	428	1	[	[	X
easat-1803	428	2	49	49	NUM
easat-1803	428	3	]	]	X
easat-1803	428	4	gasparin	gasparin	NOUN
easat-1803	428	5	,	,	PUNCT
easat-1803	428	6	a.	a.	NOUN
easat-1803	428	7	;	;	PUNCT
easat-1803	428	8	luković	luković	NOUN
easat-1803	428	9	,	,	PUNCT
easat-1803	428	10	s.	s.	PROPN
easat-1803	428	11	;	;	PUNCT
easat-1803	428	12	alippi	alippi	PROPN
easat-1803	428	13	,	,	PUNCT
easat-1803	428	14	c.	c.	NOUN
easat-1803	428	15	,	,	PUNCT
easat-1803	428	16	“	"	PUNCT
easat-1803	428	17	deep	deep	ADJ
easat-1803	428	18	learning	learning	NOUN
easat-1803	428	19	for	for	ADP
easat-1803	428	20	time	time	NOUN
easat-1803	428	21	series	series	PROPN
easat-1803	428	22	forecasting	forecasting	PROPN
easat-1803	428	23	:	:	PUNCT
easat-1803	428	24	the	the	DET
easat-1803	428	25	electric	electric	ADJ
easat-1803	428	26	load	load	NOUN
easat-1803	428	27	case	case	NOUN
easat-1803	428	28	,	,	PUNCT
easat-1803	428	29	”	"	PUNCT
easat-1803	428	30	caai	caai	NOUN
easat-1803	428	31	transactions	transaction	NOUN
easat-1803	428	32	on	on	ADP
easat-1803	428	33	intelligence	intelligence	NOUN
easat-1803	428	34	technology	technology	NOUN
easat-1803	428	35	,	,	PUNCT
easat-1803	428	36	7(1	7(1	NUM
easat-1803	428	37	)	)	PUNCT
easat-1803	428	38	,	,	PUNCT
easat-1803	428	39	1	1	NUM
easat-1803	428	40	-	-	SYM
easat-1803	428	41	25	25	NUM
easat-1803	428	42	,	,	PUNCT
easat-1803	428	43	2021	2021	NUM
easat-1803	428	44	.	.	PUNCT
easat-1803	429	1	[	[	X
easat-1803	429	2	50	50	NUM
easat-1803	429	3	]	]	PUNCT
easat-1803	429	4	shin	shin	NOUN
easat-1803	429	5	,	,	PUNCT
easat-1803	429	6	s.-y	s.-y	NOUN
easat-1803	429	7	.	.	PUNCT
easat-1803	429	8	;	;	PUNCT
easat-1803	429	9	woo	woo	INTJ
easat-1803	429	10	,	,	PUNCT
easat-1803	429	11	h.-g	h.-g	PROPN
easat-1803	429	12	.	.	PUNCT
easat-1803	429	13	,	,	PUNCT
easat-1803	429	14	“	"	PUNCT
easat-1803	429	15	energy	energy	NOUN
easat-1803	429	16	consumption	consumption	NOUN
easat-1803	429	17	forecasting	forecasting	NOUN
easat-1803	429	18	in	in	ADP
easat-1803	429	19	korea	korea	PROPN
easat-1803	429	20	using	use	VERB
easat-1803	429	21	machine	machine	NOUN
easat-1803	429	22	learning	learning	NOUN
easat-1803	429	23	algorithms	algorithm	NOUN
easat-1803	429	24	,	,	PUNCT
easat-1803	429	25	”	"	PUNCT
easat-1803	429	26	energies	energy	NOUN
easat-1803	429	27	15	15	NUM
easat-1803	429	28	,	,	PUNCT
easat-1803	429	29	4880	4880	NUM
easat-1803	429	30	,	,	PUNCT
easat-1803	429	31	2022	2022	NUM
easat-1803	429	32	.	.	PUNCT
easat-1803	430	1	appendix	appendix	NOUN
easat-1803	430	2	1	1	NUM
easat-1803	430	3	.	.	PUNCT
easat-1803	431	1	nomenclature	nomenclature	ADJ
easat-1803	431	2	lstm	lstm	ADJ
easat-1803	431	3	long	long	ADJ
easat-1803	431	4	-	-	PUNCT
easat-1803	431	5	short	short	ADJ
easat-1803	431	6	term	term	NOUN
easat-1803	431	7	memory	memory	NOUN
easat-1803	431	8	mlr	mlr	NOUN
easat-1803	431	9	multiple	multiple	ADJ
easat-1803	431	10	linear	linear	PROPN
easat-1803	431	11	regression	regression	NOUN
easat-1803	431	12	bi	bi	ADJ
easat-1803	431	13	-	-	ADJ
easat-1803	431	14	lstm	lstm	ADJ
easat-1803	431	15	bi	bi	ADJ
easat-1803	431	16	-	-	ADJ
easat-1803	431	17	directional	directional	ADJ
easat-1803	431	18	lstm	lstm	NOUN
easat-1803	431	19	svr	svr	AUX
easat-1803	431	20	support	support	VERB
easat-1803	431	21	vector	vector	NOUN
easat-1803	431	22	regression	regression	NOUN
easat-1803	431	23	dlstm	dlstm	X
easat-1803	431	24	deep	deep	ADJ
easat-1803	431	25	lstm	lstm	NOUN
easat-1803	431	26	ffnn	ffnn	NOUN
easat-1803	431	27	feed	feed	NOUN
easat-1803	431	28	-	-	PUNCT
easat-1803	431	29	forward	forward	NOUN
easat-1803	431	30	neural	neural	ADJ
easat-1803	431	31	network	network	NOUN
easat-1803	431	32	dl	dl	PROPN
easat-1803	431	33	deep	deep	ADJ
easat-1803	431	34	learning	learn	VERB
easat-1803	432	1	d	d	X
easat-1803	432	2	-	-	PUNCT
easat-1803	432	3	ffnn	ffnn	NOUN
easat-1803	432	4	deep	deep	ADJ
easat-1803	432	5	-	-	PUNCT
easat-1803	432	6	ffnn	ffnn	NOUN
easat-1803	432	7	ec	ec	PROPN
easat-1803	432	8	electricity	electricity	NOUN
easat-1803	432	9	consumption	consumption	NOUN
easat-1803	432	10	ceemdanse	ceemdanse	NOUN
easat-1803	432	11	-	-	PUNCT
easat-1803	432	12	lstm	lstm	NOUN
easat-1803	432	13	complete	complete	ADJ
easat-1803	432	14	ensemble	ensemble	ADJ
easat-1803	432	15	empirical	empirical	ADJ
easat-1803	432	16	mode	mode	NOUN
easat-1803	432	17	decomposition	decomposition	NOUN
easat-1803	432	18	with	with	ADP
easat-1803	432	19	adaptive	adaptive	ADJ
easat-1803	432	20	noise	noise	NOUN
easat-1803	432	21	sample	sample	NOUN
easat-1803	432	22	entropy	entropy	PROPN
easat-1803	432	23	lstm	lstm	PROPN
easat-1803	432	24	1037	1037	NUM
easat-1803	432	25	edelweiss	edelweiss	PROPN
easat-1803	432	26	applied	apply	VERB
easat-1803	432	27	science	science	NOUN
easat-1803	432	28	and	and	CCONJ
easat-1803	432	29	technology	technology	NOUN
easat-1803	432	30	issn	issn	PROPN
easat-1803	432	31	:	:	PUNCT
easat-1803	432	32	2576	2576	NUM
easat-1803	432	33	-	-	SYM
easat-1803	432	34	8484	8484	NUM
easat-1803	432	35	vol	vol	NOUN
easat-1803	432	36	.	.	PROPN
easat-1803	432	37	8	8	NUM
easat-1803	432	38	,	,	PUNCT
easat-1803	432	39	no	no	INTJ
easat-1803	432	40	.	.	NOUN
easat-1803	432	41	5	5	NUM
easat-1803	432	42	:	:	SYM
easat-1803	432	43	1014	1014	NUM
easat-1803	432	44	-	-	SYM
easat-1803	432	45	1037	1037	NUM
easat-1803	432	46	,	,	PUNCT
easat-1803	432	47	2024	2024	NUM
easat-1803	432	48	doi	doi	NOUN
easat-1803	432	49	:	:	PUNCT
easat-1803	432	50	10.55214/25768484.v8i5.1803	10.55214/25768484.v8i5.1803	PROPN
easat-1803	432	51	©	©	PROPN
easat-1803	432	52	2024	2024	NUM
easat-1803	432	53	by	by	ADP
easat-1803	432	54	the	the	DET
easat-1803	432	55	authors	author	NOUN
easat-1803	432	56	;	;	PUNCT
easat-1803	432	57	licensee	licensee	PROPN
easat-1803	432	58	learning	learn	VERB
easat-1803	432	59	gate	gate	PROPN
easat-1803	432	60	ml	ml	AUX
easat-1803	432	61	machine	machine	NOUN
easat-1803	432	62	learning	learn	VERB
easat-1803	432	63	pvgis	pvgis	VERB
easat-1803	432	64	photovoltaic	photovoltaic	NOUN
easat-1803	432	65	geographical	geographical	ADJ
easat-1803	432	66	information	information	NOUN
easat-1803	432	67	system	system	NOUN
easat-1803	432	68	relu	relu	NOUN
easat-1803	432	69	rectified	rectify	VERB
easat-1803	432	70	linear	linear	PROPN
easat-1803	432	71	units	unit	NOUN
easat-1803	432	72	rbfn	rbfn	NOUN
easat-1803	432	73	radial	radial	ADJ
easat-1803	432	74	basis	basis	NOUN
easat-1803	432	75	functional	functional	ADJ
easat-1803	432	76	network	network	NOUN
easat-1803	432	77	cnn	cnn	PROPN
easat-1803	432	78	convolutional	convolutional	ADJ
easat-1803	432	79	neural	neural	ADJ
easat-1803	432	80	network	network	NOUN
easat-1803	432	81	xgboost	xgboost	ADP
easat-1803	433	1	extreme	extreme	PROPN
easat-1803	433	2	gradient	gradient	NOUN
easat-1803	433	3	boosting	boost	VERB
easat-1803	433	4	ar	ar	NOUN
easat-1803	433	5	autoregressive	autoregressive	ADJ
easat-1803	433	6	bpnn	bpnn	NOUN
easat-1803	433	7	back	back	ADJ
easat-1803	433	8	-	-	PUNCT
easat-1803	433	9	propagation	propagation	NOUN
easat-1803	433	10	neural	neural	ADJ
easat-1803	433	11	network	network	NOUN
easat-1803	433	12	arma	arma	PROPN
easat-1803	433	13	ar	ar	PROPN
easat-1803	433	14	moving	move	VERB
easat-1803	433	15	average	average	ADJ
easat-1803	433	16	optics	optic	NOUN
easat-1803	433	17	ordering	order	VERB
easat-1803	433	18	points	point	NOUN
easat-1803	433	19	to	to	PART
easat-1803	433	20	identify	identify	VERB
easat-1803	433	21	the	the	DET
easat-1803	433	22	clustering	clustering	ADJ
easat-1803	433	23	structure	structure	NOUN
easat-1803	433	24	arima	arima	PROPN
easat-1803	433	25	ar	ar	PROPN
easat-1803	433	26	integrated	integrate	VERB
easat-1803	433	27	moving	move	VERB
easat-1803	433	28	average	average	NOUN
easat-1803	433	29	xcorr	xcorr	VERB
easat-1803	433	30	cross	cross	ADJ
easat-1803	433	31	-	-	ADJ
easat-1803	433	32	correlation	correlation	ADJ
easat-1803	433	33	sarima	sarima	NOUN
easat-1803	433	34	seasonal	seasonal	ADJ
easat-1803	433	35	arima	arima	PROPN
easat-1803	433	36	lgbm	lgbm	ADJ
easat-1803	433	37	light	light	PROPN
easat-1803	433	38	gradient	gradient	NOUN
easat-1803	433	39	boosting	boost	VERB
easat-1803	433	40	machine	machine	NOUN
easat-1803	433	41	arimax	arimax	PROPN
easat-1803	433	42	arima	arima	PROPN
easat-1803	433	43	with	with	ADP
easat-1803	433	44	explanatory	explanatory	ADJ
easat-1803	433	45	variables	variable	NOUN
easat-1803	433	46	ga	ga	PROPN
easat-1803	433	47	genetic	genetic	ADJ
easat-1803	433	48	algorithm	algorithm	PROPN
easat-1803	433	49	narx	narx	PROPN
easat-1803	433	50	nonlinear	nonlinear	PROPN
easat-1803	433	51	ar	ar	PROPN
easat-1803	433	52	with	with	ADP
easat-1803	433	53	exogenous	exogenous	ADJ
easat-1803	433	54	inputs	input	NOUN
easat-1803	433	55	pso	pso	NOUN
easat-1803	433	56	particle	particle	NOUN
easat-1803	433	57	swarm	swarm	NOUN
easat-1803	433	58	optimization	optimization	PROPN
easat-1803	433	59	arch	arch	PROPN
easat-1803	433	60	ar	ar	PROPN
easat-1803	433	61	conditional	conditional	ADJ
easat-1803	433	62	heteroskedasticity	heteroskedasticity	NOUN
easat-1803	433	63	rf	rf	PRON
easat-1803	433	64	random	random	ADJ
easat-1803	433	65	forest	forest	NOUN
easat-1803	433	66	garch	garch	NOUN
easat-1803	433	67	generalized	generalize	VERB
easat-1803	433	68	arch	arch	NOUN
easat-1803	433	69	dt	dt	ADP
easat-1803	433	70	decision	decision	NOUN
easat-1803	433	71	tree	tree	NOUN
easat-1803	433	72	sgarch	sgarch	VERB
easat-1803	433	73	symmetric	symmetric	ADJ
easat-1803	433	74	garch	garch	PROPN
easat-1803	433	75	gdp	gdp	NOUN
easat-1803	433	76	gross	gross	ADJ
easat-1803	433	77	domestic	domestic	ADJ
easat-1803	433	78	product	product	NOUN
easat-1803	433	79	tgarch	tgarch	VERB
easat-1803	433	80	the	the	DET
easat-1803	433	81	threshold	threshold	NOUN
easat-1803	433	82	garch	garch	NOUN
easat-1803	433	83	fcl	fcl	PROPN
easat-1803	433	84	fully	fully	ADV
easat-1803	433	85	connected	connected	ADJ
easat-1803	433	86	layers	layer	NOUN
easat-1803	433	87	egarch	egarch	VERB
easat-1803	433	88	exponential	exponential	ADJ
easat-1803	433	89	garch	garch	NOUN
easat-1803	433	90	dnn	dnn	PROPN
easat-1803	433	91	deep	deep	ADJ
easat-1803	433	92	neural	neural	ADJ
easat-1803	433	93	network	network	PROPN
easat-1803	433	94	ann	ann	PROPN
easat-1803	433	95	artificial	artificial	ADJ
easat-1803	433	96	neural	neural	ADJ
easat-1803	433	97	network	network	NOUN
easat-1803	433	98	tcn	tcn	PROPN
easat-1803	433	99	temporal	temporal	ADJ
easat-1803	433	100	convolution	convolution	NOUN
easat-1803	433	101	networks	network	NOUN
easat-1803	433	102	lf	lf	ADP
easat-1803	433	103	load	load	NOUN
easat-1803	433	104	forecasting	forecast	VERB
easat-1803	433	105	seq2seq	seq2seq	NOUN
easat-1803	433	106	sequence	sequence	NOUN
easat-1803	433	107	-	-	PUNCT
easat-1803	433	108	to	to	ADP
easat-1803	433	109	-	-	PUNCT
easat-1803	433	110	sequence	sequence	NOUN
easat-1803	433	111	rnn	rnn	VERB
easat-1803	433	112	recurrent	recurrent	ADJ
easat-1803	433	113	neural	neural	ADJ
easat-1803	433	114	network	network	NOUN
easat-1803	433	115	grn	grn	PROPN
easat-1803	433	116	gated	gate	VERB
easat-1803	433	117	recurrent	recurrent	ADJ
easat-1803	433	118	network	network	NOUN
easat-1803	433	119	relu	relu	NOUN
easat-1803	433	120	rectified	rectify	VERB
easat-1803	433	121	linear	linear	PROPN
easat-1803	433	122	units	unit	NOUN
easat-1803	433	123	msa	msa	PROPN
easat-1803	433	124	metaheuristic	metaheuristic	PROPN
easat-1803	433	125	search	search	NOUN
easat-1803	433	126	algorithms	algorithm	NOUN
easat-1803	433	127	uv	uv	PROPN
easat-1803	433	128	ultra	ultra	PROPN
easat-1803	433	129	viole	viole	PROPN
easat-1803	433	130	swt	swt	PROPN
easat-1803	433	131	stationary	stationary	PROPN
easat-1803	433	132	wavelet	wavelet	PROPN
easat-1803	433	133	transform	transform	PROPN
easat-1803	433	134	gru	gru	NOUN
easat-1803	433	135	gated	gate	VERB
easat-1803	433	136	recurrent	recurrent	ADJ
easat-1803	433	137	unit	unit	NOUN
easat-1803	433	138	icmd	icmd	ADV
easat-1803	433	139	improved	improve	VERB
easat-1803	433	140	complete	complete	ADJ
easat-1803	433	141	ensemble	ensemble	ADJ
easat-1803	433	142	empirical	empirical	ADJ
easat-1803	433	143	mode	mode	NOUN
easat-1803	433	144	decomposition	decomposition	NOUN
easat-1803	433	145	with	with	ADP
easat-1803	433	146	adaptive	adaptive	ADJ
easat-1803	433	147	noise	noise	NOUN
easat-1803	433	148	cnn	cnn	PROPN
easat-1803	433	149	convolutional	convolutional	ADJ
easat-1803	433	150	neural	neural	ADJ
easat-1803	433	151	network	network	NOUN
easat-1803	433	152	emd	emd	PROPN
easat-1803	433	153	empirical	empirical	ADJ
easat-1803	433	154	mode	mode	NOUN
easat-1803	433	155	decomposition	decomposition	NOUN
easat-1803	433	156	elm	elm	NOUN
easat-1803	433	157	extreme	extreme	ADJ
easat-1803	433	158	learning	learning	NOUN
easat-1803	433	159	machine	machine	NOUN
easat-1803	433	160	cv	cv	PROPN
easat-1803	433	161	computer	computer	PROPN
easat-1803	433	162	vision	vision	PROPN
easat-1803	433	163	mae	mae	PROPN
easat-1803	433	164	mean	mean	VERB
easat-1803	433	165	absolute	absolute	ADJ
easat-1803	433	166	error	error	NOUN
easat-1803	433	167	nlp	nlp	NOUN
easat-1803	433	168	natural	natural	ADJ
easat-1803	433	169	language	language	NOUN
easat-1803	433	170	processing	processing	NOUN
easat-1803	433	171	mape	mape	NOUN
easat-1803	433	172	mean	mean	VERB
easat-1803	433	173	absolute	absolute	ADJ
easat-1803	433	174	percentage	percentage	NOUN
easat-1803	433	175	error	error	NOUN
easat-1803	433	176	smape	smape	NOUN
easat-1803	433	177	symmetric	symmetric	PROPN
easat-1803	433	178	mape	mape	PROPN
easat-1803	433	179	rmse	rmse	PROPN
easat-1803	433	180	root	root	NOUN
easat-1803	433	181	mean	mean	VERB
easat-1803	433	182	squared	square	VERB
easat-1803	433	183	error	error	NOUN
easat-1803	433	184	nrmse	nrmse	NOUN
easat-1803	433	185	normalized	normalize	VERB
easat-1803	433	186	rmse	rmse	ADJ
easat-1803	433	187	𝑅-squared	𝑅-square	VERB
easat-1803	433	188	coefficient	coefficient	NOUN
easat-1803	433	189	of	of	ADP
easat-1803	433	190	determination	determination	NOUN