id	sid	tid	token	lemma	pos
easat-10722	1	1	edelweiss	edelweiss	PROPN
easat-10722	1	2	applied	apply	VERB
easat-10722	1	3	science	science	NOUN
easat-10722	1	4	and	and	CCONJ
easat-10722	1	5	technology	technology	NOUN
easat-10722	1	6	issn	issn	PROPN
easat-10722	1	7	:	:	PUNCT
easat-10722	1	8	2576	2576	NUM
easat-10722	1	9	-	-	SYM
easat-10722	1	10	8484	8484	NUM
easat-10722	1	11	vol	vol	NOUN
easat-10722	1	12	.	.	PROPN
easat-10722	2	1	9	9	NUM
easat-10722	2	2	,	,	PUNCT
easat-10722	2	3	no	no	INTJ
easat-10722	2	4	.	.	NOUN
easat-10722	2	5	10	10	NUM
easat-10722	2	6	,	,	PUNCT
easat-10722	2	7	1591	1591	NUM
easat-10722	2	8	-	-	SYM
easat-10722	2	9	1600	1600	NUM
easat-10722	2	10	2025	2025	NUM
easat-10722	2	11	publisher	publisher	NOUN
easat-10722	2	12	:	:	PUNCT
easat-10722	2	13	learning	learn	VERB
easat-10722	2	14	gate	gate	NOUN
easat-10722	2	15	doi	doi	PROPN
easat-10722	2	16	:	:	PUNCT
easat-10722	2	17	10.55214/2576	10.55214/2576	NUM
easat-10722	2	18	-	-	SYM
easat-10722	2	19	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	2	20	©	©	PROPN
easat-10722	2	21	2025	2025	NUM
easat-10722	2	22	by	by	ADP
easat-10722	2	23	the	the	DET
easat-10722	2	24	authors	author	NOUN
easat-10722	2	25	;	;	PUNCT
easat-10722	2	26	licensee	licensee	PROPN
easat-10722	2	27	learning	learning	NOUN
easat-10722	2	28	gate	gate	NOUN
easat-10722	3	1	©	©	PROPN
easat-10722	3	2	2025	2025	NUM
easat-10722	3	3	by	by	ADP
easat-10722	3	4	the	the	DET
easat-10722	3	5	authors	author	NOUN
easat-10722	3	6	;	;	PUNCT
easat-10722	3	7	licensee	licensee	PROPN
easat-10722	3	8	learning	learning	NOUN
easat-10722	3	9	gate	gate	NOUN
easat-10722	3	10	history	history	NOUN
easat-10722	3	11	:	:	PUNCT
easat-10722	3	12	received	receive	VERB
easat-10722	3	13	:	:	PUNCT
easat-10722	3	14	15	15	NUM
easat-10722	3	15	august	august	PROPN
easat-10722	3	16	2025	2025	NUM
easat-10722	3	17	;	;	PUNCT
easat-10722	3	18	revised	revise	VERB
easat-10722	3	19	:	:	PUNCT
easat-10722	3	20	3	3	NUM
easat-10722	3	21	october	october	NOUN
easat-10722	3	22	2025	2025	NUM
easat-10722	3	23	;	;	PUNCT
easat-10722	3	24	accepted	accept	VERB
easat-10722	3	25	:	:	PUNCT
easat-10722	3	26	7	7	NUM
easat-10722	3	27	october	october	NOUN
easat-10722	3	28	2025	2025	NUM
easat-10722	3	29	;	;	PUNCT
easat-10722	3	30	published	publish	VERB
easat-10722	3	31	:	:	PUNCT
easat-10722	4	1	27	27	NUM
easat-10722	4	2	october	october	NOUN
easat-10722	4	3	2025	2025	NUM
easat-10722	4	4	*	*	PUNCT
easat-10722	4	5	correspondence	correspondence	NOUN
easat-10722	4	6	:	:	PUNCT
easat-10722	4	7	rahimzahedi@ut.ac.ir	rahimzahedi@ut.ac.ir	PROPN
easat-10722	4	8	deep	deep	ADJ
easat-10722	4	9	learning	learning	NOUN
easat-10722	4	10	for	for	ADP
easat-10722	4	11	solar	solar	ADJ
easat-10722	4	12	power	power	NOUN
easat-10722	4	13	forecasting	forecasting	NOUN
easat-10722	4	14	:	:	PUNCT
easat-10722	4	15	a	a	DET
easat-10722	4	16	robust	robust	ADJ
easat-10722	4	17	stacked	stack	VERB
easat-10722	4	18	lstm	lstm	ADJ
easat-10722	4	19	algorithm	algorithm	NOUN
easat-10722	4	20	for	for	ADP
easat-10722	4	21	operational	operational	ADJ
easat-10722	4	22	applications	application	NOUN
easat-10722	4	23	seyed	seyed	PROPN
easat-10722	4	24	ahmadreza	ahmadreza	PROPN
easat-10722	4	25	dehghanian1	dehghanian1	PROPN
easat-10722	4	26	*	*	PROPN
easat-10722	4	27	,	,	PUNCT
easat-10722	4	28	sahand	sahand	NOUN
easat-10722	4	29	heidary2	heidary2	NOUN
easat-10722	4	30	,	,	PUNCT
easat-10722	4	31	danial	danial	PROPN
easat-10722	4	32	shams3	shams3	PROPN
easat-10722	4	33	,	,	PUNCT
easat-10722	4	34	ali	ali	PROPN
easat-10722	4	35	mastali	mastali	PROPN
easat-10722	4	36	pour4	pour4	PROPN
easat-10722	4	37	,	,	PUNCT
easat-10722	4	38	rahim	rahim	PROPN
easat-10722	4	39	zahedi5	zahedi5	X
easat-10722	5	1	1department	1department	NUM
easat-10722	5	2	of	of	ADP
easat-10722	5	3	computer	computer	NOUN
easat-10722	5	4	engineering	engineering	NOUN
easat-10722	5	5	,	,	PUNCT
easat-10722	5	6	yazd	yazd	PROPN
easat-10722	5	7	university	university	PROPN
easat-10722	5	8	,	,	PUNCT
easat-10722	5	9	yazd	yazd	PROPN
easat-10722	5	10	,	,	PUNCT
easat-10722	5	11	iran	iran	PROPN
easat-10722	5	12	—	—	PUNCT
easat-10722	5	13	master	master	NOUN
easat-10722	5	14	’s	’s	PART
easat-10722	5	15	student	student	NOUN
easat-10722	5	16	in	in	ADP
easat-10722	5	17	software	software	NOUN
easat-10722	5	18	engineering	engineering	NOUN
easat-10722	5	19	,	,	PUNCT
easat-10722	5	20	iran	iran	PROPN
easat-10722	5	21	;	;	PUNCT
easat-10722	5	22	ahmadrzdeh@gmail.com	ahmadrzdeh@gmail.com	X
easat-10722	5	23	(	(	PUNCT
easat-10722	5	24	s.a.d	s.a.d	PROPN
easat-10722	5	25	.	.	PUNCT
easat-10722	5	26	)	)	PUNCT
easat-10722	5	27	.	.	PUNCT
easat-10722	6	1	2faculty	2faculty	NUM
easat-10722	6	2	of	of	ADP
easat-10722	6	3	computer	computer	NOUN
easat-10722	6	4	engineering	engineering	NOUN
easat-10722	6	5	,	,	PUNCT
easat-10722	6	6	k.	k.	PROPN
easat-10722	6	7	n.	n.	PROPN
easat-10722	6	8	toosi	toosi	PROPN
easat-10722	6	9	university	university	PROPN
easat-10722	6	10	of	of	ADP
easat-10722	6	11	technology	technology	PROPN
easat-10722	6	12	,	,	PUNCT
easat-10722	6	13	tehran	tehran	PROPN
easat-10722	6	14	,	,	PUNCT
easat-10722	6	15	iran	iran	PROPN
easat-10722	6	16	;	;	PUNCT
easat-10722	6	17	s.heidary1@email.kntu.ac.ir	s.heidary1@email.kntu.ac.ir	PROPN
easat-10722	6	18	(	(	PUNCT
easat-10722	6	19	s.h	s.h	PROPN
easat-10722	6	20	.	.	PROPN
easat-10722	6	21	)	)	PUNCT
easat-10722	6	22	.	.	PUNCT
easat-10722	7	1	3department	3department	NUM
easat-10722	7	2	of	of	ADP
easat-10722	7	3	computer	computer	NOUN
easat-10722	7	4	networks	network	NOUN
easat-10722	7	5	,	,	PUNCT
easat-10722	7	6	fakhr	fakhr	VERB
easat-10722	7	7	-	-	PUNCT
easat-10722	7	8	e	e	PROPN
easat-10722	7	9	iranian	iranian	ADJ
easat-10722	7	10	university	university	PROPN
easat-10722	7	11	,	,	PUNCT
easat-10722	7	12	tehran	tehran	PROPN
easat-10722	7	13	,	,	PUNCT
easat-10722	7	14	iran	iran	PROPN
easat-10722	7	15	;	;	PUNCT
easat-10722	7	16	danialshams07@gmail.com	danialshams07@gmail.com	X
easat-10722	7	17	(	(	PUNCT
easat-10722	7	18	d.s	d.s	PROPN
easat-10722	7	19	.	.	PROPN
easat-10722	7	20	)	)	PUNCT
easat-10722	7	21	.	.	PUNCT
easat-10722	8	1	4faculty	4faculty	NUM
easat-10722	8	2	of	of	ADP
easat-10722	8	3	technology	technology	NOUN
easat-10722	8	4	,	,	PUNCT
easat-10722	8	5	environmental	environmental	ADJ
easat-10722	8	6	and	and	CCONJ
easat-10722	8	7	social	social	ADJ
easat-10722	8	8	sciences	science	NOUN
easat-10722	8	9	,	,	PUNCT
easat-10722	8	10	western	western	ADJ
easat-10722	8	11	norway	norway	PROPN
easat-10722	8	12	university	university	PROPN
easat-10722	8	13	of	of	ADP
easat-10722	8	14	applied	apply	VERB
easat-10722	8	15	sciences	science	NOUN
easat-10722	8	16	,	,	PUNCT
easat-10722	8	17	bergen	bergen	PROPN
easat-10722	8	18	,	,	PUNCT
easat-10722	8	19	norway	norway	PROPN
easat-10722	8	20	;	;	PUNCT
easat-10722	8	21	676794@stud.hvl.no	676794@stud.hvl.no	NUM
easat-10722	8	22	(	(	PUNCT
easat-10722	8	23	a.m.p	a.m.p	PROPN
easat-10722	8	24	.	.	PUNCT
easat-10722	8	25	)	)	PUNCT
easat-10722	8	26	.	.	PUNCT
easat-10722	9	1	5department	5department	NUM
easat-10722	9	2	of	of	ADP
easat-10722	9	3	energy	energy	NOUN
easat-10722	9	4	governance	governance	NOUN
easat-10722	9	5	,	,	PUNCT
easat-10722	9	6	university	university	NOUN
easat-10722	9	7	of	of	ADP
easat-10722	9	8	tehran	tehran	PROPN
easat-10722	9	9	,	,	PUNCT
easat-10722	9	10	tehran	tehran	PROPN
easat-10722	9	11	,	,	PUNCT
easat-10722	9	12	iran	iran	PROPN
easat-10722	9	13	;	;	PUNCT
easat-10722	9	14	rahimzahedi@ut.ac.ir	rahimzahedi@ut.ac.ir	PROPN
easat-10722	9	15	(	(	PUNCT
easat-10722	9	16	r.z	r.z	PROPN
easat-10722	9	17	.	.	PUNCT
easat-10722	9	18	)	)	PUNCT
easat-10722	9	19	.	.	PUNCT
easat-10722	10	1	abstract	abstract	ADJ
easat-10722	10	2	:	:	PUNCT
easat-10722	10	3	accurate	accurate	ADJ
easat-10722	10	4	short	short	ADJ
easat-10722	10	5	-	-	PUNCT
easat-10722	10	6	term	term	NOUN
easat-10722	10	7	forecasting	forecasting	NOUN
easat-10722	10	8	of	of	ADP
easat-10722	10	9	photovoltaic	photovoltaic	NOUN
easat-10722	10	10	(	(	PUNCT
easat-10722	10	11	pv	pv	NOUN
easat-10722	10	12	)	)	PUNCT
easat-10722	10	13	power	power	NOUN
easat-10722	10	14	is	be	AUX
easat-10722	10	15	essential	essential	ADJ
easat-10722	10	16	for	for	ADP
easat-10722	10	17	reliable	reliable	ADJ
easat-10722	10	18	grid	grid	NOUN
easat-10722	10	19	operation	operation	NOUN
easat-10722	10	20	and	and	CCONJ
easat-10722	10	21	renewable	renewable	ADJ
easat-10722	10	22	integration	integration	NOUN
easat-10722	10	23	.	.	PUNCT
easat-10722	11	1	we	we	PRON
easat-10722	11	2	propose	propose	VERB
easat-10722	11	3	a	a	DET
easat-10722	11	4	stacked	stack	VERB
easat-10722	11	5	long	long	ADJ
easat-10722	11	6	short	short	ADJ
easat-10722	11	7	-	-	PUNCT
easat-10722	11	8	term	term	NOUN
easat-10722	11	9	memory	memory	NOUN
easat-10722	11	10	(	(	PUNCT
easat-10722	11	11	lstm	lstm	NOUN
easat-10722	11	12	)	)	PUNCT
easat-10722	11	13	network	network	NOUN
easat-10722	11	14	to	to	PART
easat-10722	11	15	predict	predict	VERB
easat-10722	11	16	one	one	NUM
easat-10722	11	17	-	-	PUNCT
easat-10722	11	18	hour	hour	NOUN
easat-10722	11	19	-	-	PUNCT
easat-10722	11	20	ahead	ahead	NOUN
easat-10722	11	21	pv	pv	NOUN
easat-10722	11	22	output	output	NOUN
easat-10722	11	23	for	for	ADP
easat-10722	11	24	a	a	DET
easat-10722	11	25	1	1	NUM
easat-10722	11	26	kwp	kwp	NOUN
easat-10722	11	27	crystalline	crystalline	NOUN
easat-10722	11	28	-	-	PUNCT
easat-10722	11	29	silicon	silicon	NOUN
easat-10722	11	30	system	system	NOUN
easat-10722	11	31	using	use	VERB
easat-10722	11	32	pvgissarah3	pvgissarah3	NOUN
easat-10722	11	33	hourly	hourly	ADJ
easat-10722	11	34	data	datum	NOUN
easat-10722	11	35	(	(	PUNCT
easat-10722	11	36	2005–2023	2005–2023	NUM
easat-10722	11	37	)	)	PUNCT
easat-10722	11	38	at	at	ADP
easat-10722	11	39	a	a	DET
easat-10722	11	40	central	central	ADJ
easat-10722	11	41	iran	iran	PROPN
easat-10722	11	42	location	location	NOUN
easat-10722	11	43	.	.	PUNCT
easat-10722	12	1	after	after	ADP
easat-10722	12	2	timestamp	timestamp	NOUN
easat-10722	12	3	parsing	parsing	NOUN
easat-10722	12	4	,	,	PUNCT
easat-10722	12	5	hourly	hourly	ADJ
easat-10722	12	6	resampling	resampling	NOUN
easat-10722	12	7	,	,	PUNCT
easat-10722	12	8	interpolation	interpolation	NOUN
easat-10722	12	9	,	,	PUNCT
easat-10722	12	10	and	and	CCONJ
easat-10722	12	11	min	min	PROPN
easat-10722	12	12	–	–	PUNCT
easat-10722	12	13	max	max	PROPN
easat-10722	12	14	normalization	normalization	NOUN
easat-10722	12	15	,	,	PUNCT
easat-10722	12	16	24	24	NUM
easat-10722	12	17	-	-	PUNCT
easat-10722	12	18	hour	hour	NOUN
easat-10722	12	19	sliding	slide	VERB
easat-10722	12	20	windows	window	NOUN
easat-10722	12	21	form	form	VERB
easat-10722	12	22	the	the	DET
easat-10722	12	23	model	model	NOUN
easat-10722	12	24	inputs	input	NOUN
easat-10722	12	25	.	.	PUNCT
easat-10722	13	1	our	our	PRON
easat-10722	13	2	architecture	architecture	NOUN
easat-10722	13	3	two	two	NUM
easat-10722	13	4	lstm	lstm	ADJ
easat-10722	13	5	layers	layer	NOUN
easat-10722	13	6	of	of	ADP
easat-10722	13	7	50	50	NUM
easat-10722	13	8	units	unit	NOUN
easat-10722	13	9	each	each	PRON
easat-10722	13	10	followed	follow	VERB
easat-10722	13	11	by	by	ADP
easat-10722	13	12	a	a	DET
easat-10722	13	13	single	single	ADJ
easat-10722	13	14	dense	dense	ADJ
easat-10722	13	15	output	output	NOUN
easat-10722	13	16	neuron	neuron	NOUN
easat-10722	13	17	,	,	PUNCT
easat-10722	13	18	was	be	AUX
easat-10722	13	19	trained	train	VERB
easat-10722	13	20	(	(	PUNCT
easat-10722	13	21	20	20	NUM
easat-10722	13	22	epochs	epoch	NOUN
easat-10722	13	23	,	,	PUNCT
easat-10722	13	24	batch	batch	NOUN
easat-10722	13	25	≈	≈	PROPN
easat-10722	13	26	3000	3000	NUM
easat-10722	13	27	,	,	PUNCT
easat-10722	13	28	early	early	ADV
easat-10722	13	29	stopping	stop	VERB
easat-10722	13	30	patience	patience	NOUN
easat-10722	13	31	=	=	SYM
easat-10722	13	32	0	0	NUM
easat-10722	13	33	)	)	PUNCT
easat-10722	13	34	on	on	ADP
easat-10722	13	35	70	70	NUM
easat-10722	13	36	%	%	NOUN
easat-10722	13	37	of	of	ADP
easat-10722	13	38	the	the	DET
easat-10722	13	39	data	datum	NOUN
easat-10722	13	40	and	and	CCONJ
easat-10722	13	41	tested	test	VERB
easat-10722	13	42	on	on	ADP
easat-10722	13	43	the	the	DET
easat-10722	13	44	remaining	remain	VERB
easat-10722	13	45	30	30	NUM
easat-10722	13	46	%	%	NOUN
easat-10722	13	47	.	.	PUNCT
easat-10722	14	1	evaluation	evaluation	NOUN
easat-10722	14	2	on	on	ADP
easat-10722	14	3	unseen	unseen	ADJ
easat-10722	14	4	data	datum	NOUN
easat-10722	14	5	yields	yield	NOUN
easat-10722	14	6	rmse	rmse	NOUN
easat-10722	14	7	=	=	PROPN
easat-10722	14	8	0.084	0.084	NUM
easat-10722	14	9	kwp	kwp	PROPN
easat-10722	14	10	,	,	PUNCT
easat-10722	14	11	mae	mae	PROPN
easat-10722	14	12	=	=	PROPN
easat-10722	14	13	0.065	0.065	NUM
easat-10722	14	14	kwp	kwp	PROPN
easat-10722	14	15	,	,	PUNCT
easat-10722	14	16	mape	mape	NOUN
easat-10722	14	17	=	=	SYM
easat-10722	14	18	11.7	11.7	NUM
easat-10722	14	19	%	%	NOUN
easat-10722	14	20	,	,	PUNCT
easat-10722	14	21	and	and	CCONJ
easat-10722	14	22	r²	r²	VERB
easat-10722	14	23	=	=	SYM
easat-10722	14	24	0.88	0.88	NUM
easat-10722	14	25	,	,	PUNCT
easat-10722	14	26	corresponding	correspond	VERB
easat-10722	14	27	to	to	ADP
easat-10722	14	28	a	a	DET
easat-10722	14	29	22	22	NUM
easat-10722	14	30	%	%	NOUN
easat-10722	14	31	rmse	rmse	NOUN
easat-10722	14	32	reduction	reduction	NOUN
easat-10722	14	33	versus	versus	ADP
easat-10722	14	34	a	a	DET
easat-10722	14	35	persistence	persistence	NOUN
easat-10722	14	36	baseline	baseline	NOUN
easat-10722	14	37	.	.	PUNCT
easat-10722	15	1	detailed	detailed	ADJ
easat-10722	15	2	error	error	NOUN
easat-10722	15	3	analysis	analysis	NOUN
easat-10722	15	4	(	(	PUNCT
easat-10722	15	5	scatter	scatter	NOUN
easat-10722	15	6	,	,	PUNCT
easat-10722	15	7	residual	residual	ADJ
easat-10722	15	8	histogram	histogram	NOUN
easat-10722	15	9	,	,	PUNCT
easat-10722	15	10	hourly	hourly	PROPN
easat-10722	15	11	mae	mae	PROPN
easat-10722	15	12	)	)	PUNCT
easat-10722	15	13	highlights	highlight	VERB
easat-10722	15	14	systematic	systematic	ADJ
easat-10722	15	15	underestimation	underestimation	NOUN
easat-10722	15	16	at	at	ADP
easat-10722	15	17	high	high	ADJ
easat-10722	15	18	irradiance	irradiance	NOUN
easat-10722	15	19	and	and	CCONJ
easat-10722	15	20	late	late	ADJ
easat-10722	15	21	-	-	PUNCT
easat-10722	15	22	afternoon	afternoon	NOUN
easat-10722	15	23	variability	variability	NOUN
easat-10722	15	24	.	.	PUNCT
easat-10722	16	1	these	these	DET
easat-10722	16	2	results	result	NOUN
easat-10722	16	3	demonstrate	demonstrate	VERB
easat-10722	16	4	that	that	SCONJ
easat-10722	16	5	our	our	PRON
easat-10722	16	6	simple	simple	ADJ
easat-10722	16	7	,	,	PUNCT
easat-10722	16	8	easily	easily	ADV
easat-10722	16	9	-	-	PUNCT
easat-10722	16	10	implemented	implement	VERB
easat-10722	16	11	lstm	lstm	NOUN
easat-10722	16	12	achieves	achieve	VERB
easat-10722	16	13	performance	performance	NOUN
easat-10722	16	14	on	on	ADP
easat-10722	16	15	par	par	NOUN
easat-10722	16	16	with	with	ADP
easat-10722	16	17	more	more	ADV
easat-10722	16	18	complex	complex	ADJ
easat-10722	16	19	deep	deep	ADJ
easat-10722	16	20	-	-	PUNCT
easat-10722	16	21	learning	learn	VERB
easat-10722	16	22	frameworks	framework	NOUN
easat-10722	16	23	,	,	PUNCT
easat-10722	16	24	making	make	VERB
easat-10722	16	25	it	it	PRON
easat-10722	16	26	suitable	suitable	ADJ
easat-10722	16	27	for	for	ADP
easat-10722	16	28	rapid	rapid	ADJ
easat-10722	16	29	deployment	deployment	NOUN
easat-10722	16	30	in	in	ADP
easat-10722	16	31	operational	operational	ADJ
easat-10722	16	32	forecasting	forecasting	NOUN
easat-10722	16	33	systems	system	NOUN
easat-10722	16	34	.	.	PUNCT
easat-10722	17	1	keywords	keyword	NOUN
easat-10722	17	2	:	:	PUNCT
easat-10722	17	3	deep	deep	ADJ
easat-10722	17	4	learning	learning	NOUN
easat-10722	17	5	,	,	PUNCT
easat-10722	17	6	error	error	NOUN
easat-10722	17	7	analysis	analysis	NOUN
easat-10722	17	8	,	,	PUNCT
easat-10722	17	9	lstm	lstm	ADJ
easat-10722	17	10	,	,	PUNCT
easat-10722	17	11	pvgis	pvgis	NOUN
easat-10722	17	12	-	-	PUNCT
easat-10722	17	13	sarah3	sarah3	NOUN
easat-10722	17	14	,	,	PUNCT
easat-10722	17	15	photovoltaic	photovoltaic	PROPN
easat-10722	17	16	,	,	PUNCT
easat-10722	17	17	solar	solar	ADJ
easat-10722	17	18	forecasting	forecasting	NOUN
easat-10722	17	19	,	,	PUNCT
easat-10722	17	20	time	time	NOUN
easat-10722	17	21	series	series	NOUN
easat-10722	17	22	.	.	PUNCT
easat-10722	18	1	1	1	X
easat-10722	18	2	.	.	X
easat-10722	18	3	introduction	introduction	NOUN
easat-10722	18	4	the	the	DET
easat-10722	18	5	variability	variability	NOUN
easat-10722	18	6	and	and	CCONJ
easat-10722	18	7	intermittency	intermittency	NOUN
easat-10722	18	8	of	of	ADP
easat-10722	18	9	solar	solar	ADJ
easat-10722	18	10	photovoltaic	photovoltaic	NOUN
easat-10722	18	11	(	(	PUNCT
easat-10722	18	12	pv	pv	NOUN
easat-10722	18	13	)	)	PUNCT
easat-10722	18	14	generation	generation	NOUN
easat-10722	18	15	have	have	AUX
easat-10722	18	16	long	long	ADV
easat-10722	18	17	posed	pose	VERB
easat-10722	18	18	substantial	substantial	ADJ
easat-10722	18	19	challenges	challenge	NOUN
easat-10722	18	20	to	to	ADP
easat-10722	18	21	power	power	NOUN
easat-10722	18	22	system	system	NOUN
easat-10722	18	23	balancing	balancing	NOUN
easat-10722	18	24	,	,	PUNCT
easat-10722	18	25	market	market	NOUN
easat-10722	18	26	operations	operation	NOUN
easat-10722	18	27	,	,	PUNCT
easat-10722	18	28	and	and	CCONJ
easat-10722	18	29	reliable	reliable	ADJ
easat-10722	18	30	renewable	renewable	ADJ
easat-10722	18	31	integration	integration	NOUN
easat-10722	18	32	[	[	X
easat-10722	18	33	1	1	NUM
easat-10722	18	34	-	-	SYM
easat-10722	18	35	5	5	NUM
easat-10722	18	36	]	]	PUNCT
easat-10722	18	37	.	.	PUNCT
easat-10722	19	1	as	as	SCONJ
easat-10722	19	2	grid	grid	NOUN
easat-10722	19	3	operators	operator	NOUN
easat-10722	19	4	increasingly	increasingly	ADV
easat-10722	19	5	rely	rely	VERB
easat-10722	19	6	on	on	ADP
easat-10722	19	7	high	high	ADJ
easat-10722	19	8	-	-	PUNCT
easat-10722	19	9	penetration	penetration	NOUN
easat-10722	19	10	pv	pv	NOUN
easat-10722	19	11	to	to	PART
easat-10722	19	12	meet	meet	VERB
easat-10722	19	13	energy	energy	NOUN
easat-10722	19	14	demands	demand	NOUN
easat-10722	19	15	,	,	PUNCT
easat-10722	19	16	accurate	accurate	ADJ
easat-10722	19	17	short	short	ADJ
easat-10722	19	18	-	-	PUNCT
easat-10722	19	19	term	term	NOUN
easat-10722	19	20	forecasts	forecast	NOUN
easat-10722	19	21	ranging	range	VERB
easat-10722	19	22	from	from	ADP
easat-10722	19	23	minutes	minute	NOUN
easat-10722	19	24	to	to	ADP
easat-10722	19	25	several	several	ADJ
easat-10722	19	26	hours	hour	NOUN
easat-10722	19	27	ahead	ahead	ADV
easat-10722	19	28	are	be	AUX
easat-10722	19	29	essential	essential	ADJ
easat-10722	19	30	for	for	ADP
easat-10722	19	31	scheduling	scheduling	NOUN
easat-10722	19	32	reserves	reserve	NOUN
easat-10722	19	33	,	,	PUNCT
easat-10722	19	34	optimizing	optimize	VERB
easat-10722	19	35	battery	battery	NOUN
easat-10722	19	36	dispatch	dispatch	NOUN
easat-10722	19	37	,	,	PUNCT
easat-10722	19	38	minimizing	minimize	VERB
easat-10722	19	39	renewable	renewable	ADJ
easat-10722	19	40	curtailment	curtailment	ADJ
easat-10722	19	41	,	,	PUNCT
easat-10722	19	42	and	and	CCONJ
easat-10722	19	43	maintaining	maintain	VERB
easat-10722	19	44	system	system	NOUN
easat-10722	19	45	stability	stability	NOUN
easat-10722	19	46	[	[	X
easat-10722	19	47	1	1	NUM
easat-10722	19	48	,	,	PUNCT
easat-10722	19	49	2	2	NUM
easat-10722	19	50	,	,	PUNCT
easat-10722	19	51	4	4	NUM
easat-10722	19	52	]	]	PUNCT
easat-10722	19	53	.	.	PUNCT
easat-10722	20	1	despite	despite	SCONJ
easat-10722	20	2	decades	decade	NOUN
easat-10722	20	3	of	of	ADP
easat-10722	20	4	research	research	NOUN
easat-10722	20	5	,	,	PUNCT
easat-10722	20	6	forecasting	forecasting	NOUN
easat-10722	20	7	methods	method	NOUN
easat-10722	20	8	must	must	AUX
easat-10722	20	9	still	still	ADV
easat-10722	20	10	contend	contend	VERB
easat-10722	20	11	with	with	ADP
easat-10722	20	12	complex	complex	ADJ
easat-10722	20	13	diurnal	diurnal	ADJ
easat-10722	20	14	and	and	CCONJ
easat-10722	20	15	seasonal	seasonal	ADJ
easat-10722	20	16	irradiance	irradiance	NOUN
easat-10722	20	17	patterns	pattern	NOUN
easat-10722	20	18	,	,	PUNCT
easat-10722	20	19	abrupt	abrupt	ADJ
easat-10722	20	20	cloud	cloud	NOUN
easat-10722	20	21	transients	transient	NOUN
easat-10722	20	22	,	,	PUNCT
easat-10722	20	23	and	and	CCONJ
easat-10722	20	24	the	the	DET
easat-10722	20	25	nonlinear	nonlinear	ADJ
easat-10722	20	26	temporal	temporal	ADJ
easat-10722	20	27	dependencies	dependency	NOUN
easat-10722	20	28	inherent	inherent	ADJ
easat-10722	20	29	in	in	ADP
easat-10722	20	30	irradiance	irradiance	NOUN
easat-10722	20	31	and	and	CCONJ
easat-10722	20	32	power	power	NOUN
easat-10722	20	33	time	time	NOUN
easat-10722	20	34	series	series	NOUN
easat-10722	20	35	[	[	X
easat-10722	20	36	3	3	NUM
easat-10722	20	37	,	,	PUNCT
easat-10722	20	38	5	5	NUM
easat-10722	20	39	-	-	SYM
easat-10722	20	40	7	7	NUM
easat-10722	20	41	]	]	PUNCT
easat-10722	20	42	.	.	PUNCT
easat-10722	21	1	early	early	ADJ
easat-10722	21	2	pv	pv	NOUN
easat-10722	21	3	-	-	PUNCT
easat-10722	21	4	forecasting	forecasting	NOUN
easat-10722	21	5	efforts	effort	NOUN
easat-10722	21	6	primarily	primarily	ADV
easat-10722	21	7	employed	employ	VERB
easat-10722	21	8	naive	naive	ADJ
easat-10722	21	9	persistence	persistence	NOUN
easat-10722	21	10	models	model	NOUN
easat-10722	21	11	assuming	assume	VERB
easat-10722	21	12	that	that	SCONJ
easat-10722	21	13	future	future	ADJ
easat-10722	21	14	irradiance	irradiance	NOUN
easat-10722	21	15	or	or	CCONJ
easat-10722	21	16	power	power	NOUN
easat-10722	21	17	would	would	AUX
easat-10722	21	18	equal	equal	VERB
easat-10722	21	19	current	current	ADJ
easat-10722	21	20	or	or	CCONJ
easat-10722	21	21	past	past	ADJ
easat-10722	21	22	values	value	NOUN
easat-10722	21	23	,	,	PUNCT
easat-10722	21	24	which	which	PRON
easat-10722	21	25	,	,	PUNCT
easat-10722	21	26	while	while	SCONJ
easat-10722	21	27	simple	simple	ADJ
easat-10722	21	28	to	to	AUX
easat-10722	21	29	implement	implement	VERB
easat-10722	21	30	,	,	PUNCT
easat-10722	21	31	yielded	yield	VERB
easat-10722	21	32	limited	limited	ADJ
easat-10722	21	33	accuracy	accuracy	NOUN
easat-10722	21	34	and	and	CCONJ
easat-10722	21	35	no	no	DET
easat-10722	21	36	adaptability	adaptability	NOUN
easat-10722	21	37	to	to	ADP
easat-10722	21	38	evolving	evolve	VERB
easat-10722	21	39	weather	weather	NOUN
easat-10722	21	40	conditions	condition	NOUN
easat-10722	21	41	[	[	X
easat-10722	21	42	3	3	NUM
easat-10722	21	43	,	,	PUNCT
easat-10722	21	44	8	8	NUM
easat-10722	21	45	]	]	PUNCT
easat-10722	21	46	.	.	PUNCT
easat-10722	22	1	statistical	statistical	ADJ
easat-10722	22	2	approaches	approach	NOUN
easat-10722	22	3	such	such	ADJ
easat-10722	22	4	as	as	ADP
easat-10722	22	5	autoregressive	autoregressive	ADJ
easat-10722	22	6	integrated	integrated	ADJ
easat-10722	22	7	moving	move	VERB
easat-10722	22	8	average	average	ADJ
easat-10722	22	9	(	(	PUNCT
easat-10722	22	10	arima	arima	NOUN
easat-10722	22	11	)	)	PUNCT
easat-10722	22	12	models	model	NOUN
easat-10722	22	13	attempt	attempt	VERB
easat-10722	22	14	to	to	PART
easat-10722	22	15	capture	capture	VERB
easat-10722	22	16	temporal	temporal	ADJ
easat-10722	22	17	correlations	correlation	NOUN
easat-10722	22	18	but	but	CCONJ
easat-10722	22	19	often	often	ADV
easat-10722	22	20	struggle	struggle	VERB
easat-10722	22	21	with	with	ADP
easat-10722	22	22	nonstationary	nonstationary	ADJ
easat-10722	22	23	,	,	PUNCT
easat-10722	22	24	nonlinear	nonlinear	ADJ
easat-10722	22	25	behaviors	behavior	NOUN
easat-10722	22	26	,	,	PUNCT
easat-10722	22	27	particularly	particularly	ADV
easat-10722	22	28	when	when	SCONJ
easat-10722	22	29	irradiance	irradiance	NOUN
easat-10722	22	30	exhibits	exhibit	VERB
easat-10722	22	31	rapid	rapid	ADJ
easat-10722	22	32	fluctuations	fluctuation	NOUN
easat-10722	22	33	[	[	X
easat-10722	22	34	3	3	NUM
easat-10722	22	35	,	,	PUNCT
easat-10722	22	36	4	4	NUM
easat-10722	22	37	,	,	PUNCT
easat-10722	22	38	6	6	NUM
easat-10722	22	39	,	,	PUNCT
easat-10722	22	40	9	9	NUM
easat-10722	22	41	]	]	PUNCT
easat-10722	22	42	.	.	PUNCT
easat-10722	23	1	as	as	SCONJ
easat-10722	23	2	data	data	NOUN
easat-10722	23	3	availability	availability	NOUN
easat-10722	23	4	expanded	expand	VERB
easat-10722	23	5	,	,	PUNCT
easat-10722	23	6	traditional	traditional	ADJ
easat-10722	23	7	machine	machine	NOUN
easat-10722	23	8	-	-	PUNCT
easat-10722	23	9	learning	learn	VERB
easat-10722	23	10	techniques	technique	NOUN
easat-10722	23	11	,	,	PUNCT
easat-10722	23	12	including	include	VERB
easat-10722	23	13	support	support	NOUN
easat-10722	23	14	vector	vector	NOUN
easat-10722	23	15	regression	regression	NOUN
easat-10722	23	16	(	(	PUNCT
easat-10722	23	17	svr	svr	PROPN
easat-10722	23	18	)	)	PUNCT
easat-10722	24	1	[	[	X
easat-10722	24	2	10	10	NUM
easat-10722	24	3	]	]	PUNCT
easat-10722	24	4	,	,	PUNCT
easat-10722	24	5	random	random	ADJ
easat-10722	24	6	forests	forest	NOUN
easat-10722	24	7	[	[	X
easat-10722	24	8	11	11	NUM
easat-10722	24	9	]	]	PUNCT
easat-10722	24	10	,	,	PUNCT
easat-10722	24	11	gaussian	gaussian	ADJ
easat-10722	24	12	processes	process	NOUN
easat-10722	24	13	[	[	X
easat-10722	24	14	12	12	NUM
easat-10722	24	15	]	]	PUNCT
easat-10722	24	16	,	,	PUNCT
easat-10722	24	17	and	and	CCONJ
easat-10722	24	18	https://orcid.org/0009-0005-6007-6343	https://orcid.org/0009-0005-6007-6343	VERB
easat-10722	24	19	https://orcid.org/0009-0000-5970-8490	https://orcid.org/0009-0000-5970-8490	PROPN
easat-10722	24	20	https://orcid.org/0009-0006-5147-614x	https://orcid.org/0009-0006-5147-614x	PROPN
easat-10722	24	21	https://orcid.org/0000-0001-6837-8729	https://orcid.org/0000-0001-6837-8729	PROPN
easat-10722	24	22	1592	1592	NUM
easat-10722	24	23	edelweiss	edelweiss	PROPN
easat-10722	24	24	applied	apply	VERB
easat-10722	24	25	science	science	NOUN
easat-10722	24	26	and	and	CCONJ
easat-10722	24	27	technology	technology	NOUN
easat-10722	24	28	issn	issn	PROPN
easat-10722	24	29	:	:	PUNCT
easat-10722	24	30	2576	2576	NUM
easat-10722	24	31	-	-	SYM
easat-10722	24	32	8484	8484	NUM
easat-10722	24	33	vol	vol	NOUN
easat-10722	24	34	.	.	PROPN
easat-10722	25	1	9	9	NUM
easat-10722	25	2	,	,	PUNCT
easat-10722	25	3	no	no	INTJ
easat-10722	25	4	.	.	NOUN
easat-10722	25	5	10	10	NUM
easat-10722	25	6	:	:	PUNCT
easat-10722	25	7	1591	1591	NUM
easat-10722	25	8	-	-	SYM
easat-10722	25	9	1600	1600	NUM
easat-10722	25	10	,	,	PUNCT
easat-10722	25	11	2025	2025	NUM
easat-10722	25	12	doi	doi	NOUN
easat-10722	25	13	:	:	PUNCT
easat-10722	25	14	10.55214/2576	10.55214/2576	NUM
easat-10722	25	15	-	-	SYM
easat-10722	25	16	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	25	17	©	©	PROPN
easat-10722	25	18	2025	2025	NUM
easat-10722	25	19	by	by	ADP
easat-10722	25	20	the	the	DET
easat-10722	25	21	authors	author	NOUN
easat-10722	25	22	;	;	PUNCT
easat-10722	25	23	licensee	licensee	PROPN
easat-10722	25	24	learning	learn	VERB
easat-10722	25	25	gate	gate	PROPN
easat-10722	25	26	shallow	shallow	PROPN
easat-10722	25	27	neural	neural	ADJ
easat-10722	25	28	networks	network	NOUN
easat-10722	25	29	[	[	X
easat-10722	25	30	13	13	NUM
easat-10722	25	31	]	]	PUNCT
easat-10722	25	32	,	,	PUNCT
easat-10722	25	33	offered	offer	VERB
easat-10722	25	34	enhanced	enhanced	ADJ
easat-10722	25	35	performance	performance	NOUN
easat-10722	25	36	by	by	ADP
easat-10722	25	37	learning	learn	VERB
easat-10722	25	38	complex	complex	ADJ
easat-10722	25	39	input	input	NOUN
easat-10722	25	40	–	–	PUNCT
easat-10722	25	41	output	output	NOUN
easat-10722	25	42	mappings	mapping	NOUN
easat-10722	25	43	.	.	PUNCT
easat-10722	26	1	for	for	ADP
easat-10722	26	2	instance	instance	NOUN
easat-10722	26	3	,	,	PUNCT
easat-10722	26	4	svr	svr	NOUN
easat-10722	26	5	-	-	PUNCT
easat-10722	26	6	based	base	VERB
easat-10722	26	7	models	model	NOUN
easat-10722	26	8	demonstrated	demonstrate	VERB
easat-10722	26	9	respectable	respectable	ADJ
easat-10722	26	10	forecasting	forecasting	NOUN
easat-10722	26	11	skill	skill	NOUN
easat-10722	26	12	under	under	ADP
easat-10722	26	13	certain	certain	ADJ
easat-10722	26	14	conditions	condition	NOUN
easat-10722	26	15	[	[	X
easat-10722	26	16	10	10	NUM
easat-10722	26	17	]	]	PUNCT
easat-10722	26	18	,	,	PUNCT
easat-10722	26	19	while	while	SCONJ
easat-10722	26	20	random	random	ADJ
easat-10722	26	21	-	-	PUNCT
easat-10722	26	22	forest	forest	NOUN
easat-10722	26	23	frameworks	framework	NOUN
easat-10722	26	24	provided	provide	VERB
easat-10722	26	25	robustness	robustness	NOUN
easat-10722	26	26	to	to	ADP
easat-10722	26	27	outliers	outlier	NOUN
easat-10722	26	28	and	and	CCONJ
easat-10722	26	29	feature	feature	VERB
easat-10722	26	30	interactions	interaction	NOUN
easat-10722	26	31	[	[	X
easat-10722	26	32	11	11	NUM
easat-10722	26	33	]	]	PUNCT
easat-10722	26	34	.	.	PUNCT
easat-10722	27	1	gaussian	gaussian	ADJ
easat-10722	27	2	process	process	NOUN
easat-10722	27	3	regression	regression	NOUN
easat-10722	27	4	delivers	deliver	VERB
easat-10722	27	5	probabilistic	probabilistic	ADJ
easat-10722	27	6	forecasts	forecast	NOUN
easat-10722	27	7	,	,	PUNCT
easat-10722	27	8	capturing	capture	VERB
easat-10722	27	9	uncertainty	uncertainty	NOUN
easat-10722	27	10	more	more	ADV
easat-10722	27	11	explicitly	explicitly	ADV
easat-10722	27	12	[	[	X
easat-10722	27	13	12	12	NUM
easat-10722	27	14	]	]	PUNCT
easat-10722	27	15	,	,	PUNCT
easat-10722	27	16	and	and	CCONJ
easat-10722	27	17	shallow	shallow	ADJ
easat-10722	27	18	neural	neural	ADJ
easat-10722	27	19	networks	network	NOUN
easat-10722	27	20	achieved	achieve	VERB
easat-10722	27	21	moderate	moderate	ADJ
easat-10722	27	22	improvements	improvement	NOUN
easat-10722	27	23	,	,	PUNCT
easat-10722	27	24	especially	especially	ADV
easat-10722	27	25	when	when	SCONJ
easat-10722	27	26	paired	pair	VERB
easat-10722	27	27	with	with	ADP
easat-10722	27	28	feature	feature	NOUN
easat-10722	27	29	-	-	PUNCT
easat-10722	27	30	selection	selection	NOUN
easat-10722	27	31	methods	method	NOUN
easat-10722	27	32	such	such	ADJ
easat-10722	27	33	as	as	ADP
easat-10722	27	34	principal	principal	ADJ
easat-10722	27	35	component	component	NOUN
easat-10722	27	36	analysis	analysis	NOUN
easat-10722	27	37	(	(	PUNCT
easat-10722	27	38	pca	pca	NOUN
easat-10722	27	39	)	)	PUNCT
easat-10722	28	1	[	[	X
easat-10722	28	2	13	13	NUM
easat-10722	28	3	,	,	PUNCT
easat-10722	28	4	14	14	NUM
easat-10722	28	5	]	]	PUNCT
easat-10722	28	6	.	.	PUNCT
easat-10722	29	1	despite	despite	SCONJ
easat-10722	29	2	these	these	DET
easat-10722	29	3	advances	advance	NOUN
easat-10722	29	4	,	,	PUNCT
easat-10722	29	5	conventional	conventional	ADJ
easat-10722	29	6	machine	machine	NOUN
easat-10722	29	7	-	-	PUNCT
easat-10722	29	8	learning	learn	VERB
easat-10722	29	9	models	model	NOUN
easat-10722	29	10	often	often	ADV
easat-10722	29	11	require	require	VERB
easat-10722	29	12	extensive	extensive	ADJ
easat-10722	29	13	feature	feature	NOUN
easat-10722	29	14	engineering	engineering	NOUN
easat-10722	29	15	incorporating	incorporate	VERB
easat-10722	29	16	cloud	cloud	ADJ
easat-10722	29	17	-	-	PUNCT
easat-10722	29	18	motion	motion	NOUN
easat-10722	29	19	vectors	vector	NOUN
easat-10722	29	20	,	,	PUNCT
easat-10722	29	21	sky	sky	NOUN
easat-10722	29	22	-	-	PUNCT
easat-10722	29	23	camera	camera	NOUN
easat-10722	29	24	data	data	NOUN
easat-10722	29	25	,	,	PUNCT
easat-10722	29	26	or	or	CCONJ
easat-10722	29	27	numerical	numerical	ADJ
easat-10722	29	28	weather	weather	NOUN
easat-10722	29	29	predictions	prediction	NOUN
easat-10722	29	30	(	(	PUNCT
easat-10722	29	31	nwp	nwp	NOUN
easat-10722	29	32	)	)	PUNCT
easat-10722	29	33	to	to	PART
easat-10722	29	34	adequately	adequately	ADV
easat-10722	29	35	represent	represent	VERB
easat-10722	29	36	spatiotemporal	spatiotemporal	ADJ
easat-10722	29	37	variability	variability	NOUN
easat-10722	29	38	,	,	PUNCT
easat-10722	29	39	thereby	thereby	ADV
easat-10722	29	40	complicating	complicate	VERB
easat-10722	29	41	deployment	deployment	NOUN
easat-10722	29	42	in	in	ADP
easat-10722	29	43	resource	resource	NOUN
easat-10722	29	44	-	-	PUNCT
easat-10722	29	45	constrained	constrain	VERB
easat-10722	29	46	environments	environment	NOUN
easat-10722	29	47	[	[	X
easat-10722	29	48	4	4	NUM
easat-10722	29	49	,	,	PUNCT
easat-10722	29	50	5	5	NUM
easat-10722	29	51	,	,	PUNCT
easat-10722	29	52	15	15	NUM
easat-10722	29	53	,	,	PUNCT
easat-10722	29	54	16	16	NUM
easat-10722	29	55	]	]	PUNCT
easat-10722	29	56	.	.	PUNCT
easat-10722	30	1	hybrid	hybrid	ADJ
easat-10722	30	2	architectures	architecture	NOUN
easat-10722	30	3	emerged	emerge	VERB
easat-10722	30	4	to	to	PART
easat-10722	30	5	address	address	VERB
easat-10722	30	6	this	this	DET
easat-10722	30	7	challenge	challenge	NOUN
easat-10722	30	8	:	:	PUNCT
easat-10722	30	9	for	for	ADP
easat-10722	30	10	example	example	NOUN
easat-10722	30	11	,	,	PUNCT
easat-10722	30	12	variational	variational	ADJ
easat-10722	30	13	mode	mode	NOUN
easat-10722	30	14	decomposition	decomposition	NOUN
easat-10722	30	15	combined	combine	VERB
easat-10722	30	16	with	with	ADP
easat-10722	30	17	fuzzy	fuzzy	ADJ
easat-10722	30	18	twin	twin	ADJ
easat-10722	30	19	support	support	NOUN
easat-10722	30	20	vector	vector	NOUN
easat-10722	30	21	machines	machine	NOUN
easat-10722	30	22	(	(	PUNCT
easat-10722	30	23	vmd	vmd	NOUN
easat-10722	30	24	-	-	NOUN
easat-10722	30	25	ftsvm	ftsvm	NOUN
easat-10722	30	26	)	)	PUNCT
easat-10722	30	27	exhibited	exhibit	VERB
easat-10722	30	28	improved	improved	ADJ
easat-10722	30	29	performance	performance	NOUN
easat-10722	30	30	by	by	ADP
easat-10722	30	31	decomposing	decompose	VERB
easat-10722	30	32	nonstationary	nonstationary	ADJ
easat-10722	30	33	time	time	NOUN
easat-10722	30	34	series	series	NOUN
easat-10722	30	35	into	into	ADP
easat-10722	30	36	intrinsic	intrinsic	ADJ
easat-10722	30	37	mode	mode	NOUN
easat-10722	30	38	functions	function	NOUN
easat-10722	30	39	before	before	ADP
easat-10722	30	40	forecasting	forecast	VERB
easat-10722	30	41	[	[	X
easat-10722	30	42	17	17	NUM
easat-10722	30	43	]	]	PUNCT
easat-10722	30	44	.	.	PUNCT
easat-10722	31	1	similarly	similarly	ADV
easat-10722	31	2	,	,	PUNCT
easat-10722	31	3	lasso	lasso	NOUN
easat-10722	31	4	-	-	PUNCT
easat-10722	31	5	based	base	VERB
easat-10722	31	6	approaches	approach	NOUN
easat-10722	31	7	tailored	tailor	VERB
easat-10722	31	8	to	to	PART
easat-10722	31	9	sparse	sparse	VERB
easat-10722	31	10	parameter	parameter	NOUN
easat-10722	31	11	estimation	estimation	NOUN
easat-10722	31	12	demonstrated	demonstrate	VERB
easat-10722	31	13	promise	promise	NOUN
easat-10722	31	14	in	in	ADP
easat-10722	31	15	balancing	balance	VERB
easat-10722	31	16	model	model	NOUN
easat-10722	31	17	complexity	complexity	NOUN
easat-10722	31	18	and	and	CCONJ
easat-10722	31	19	accuracy	accuracy	NOUN
easat-10722	31	20	under	under	ADP
easat-10722	31	21	data	data	NOUN
easat-10722	31	22	-	-	PUNCT
easat-10722	31	23	scarce	scarce	NOUN
easat-10722	31	24	conditions	condition	NOUN
easat-10722	31	25	[	[	X
easat-10722	31	26	18	18	NUM
easat-10722	31	27	]	]	PUNCT
easat-10722	31	28	.	.	PUNCT
easat-10722	32	1	transfer	transfer	NOUN
easat-10722	32	2	learning	learning	NOUN
easat-10722	32	3	strategies	strategy	NOUN
easat-10722	32	4	further	far	ADV
easat-10722	32	5	enabled	enable	VERB
easat-10722	32	6	models	model	NOUN
easat-10722	32	7	trained	train	VERB
easat-10722	32	8	on	on	ADP
easat-10722	32	9	data	data	NOUN
easat-10722	32	10	-	-	PUNCT
easat-10722	32	11	rich	rich	ADJ
easat-10722	32	12	regions	region	NOUN
easat-10722	32	13	to	to	PART
easat-10722	32	14	generalize	generalize	VERB
easat-10722	32	15	to	to	ADP
easat-10722	32	16	locales	locale	NOUN
easat-10722	32	17	with	with	ADP
easat-10722	32	18	limited	limited	ADJ
easat-10722	32	19	historical	historical	ADJ
easat-10722	32	20	irradiance	irradiance	NOUN
easat-10722	32	21	measurements	measurement	NOUN
easat-10722	32	22	[	[	X
easat-10722	32	23	19	19	NUM
easat-10722	32	24	]	]	PUNCT
easat-10722	32	25	while	while	SCONJ
easat-10722	32	26	explainableai	explainableai	PROPN
easat-10722	32	27	frameworks	framework	NOUN
easat-10722	32	28	sought	seek	VERB
easat-10722	32	29	to	to	PART
easat-10722	32	30	illuminate	illuminate	VERB
easat-10722	32	31	the	the	DET
easat-10722	32	32	influence	influence	NOUN
easat-10722	32	33	of	of	ADP
easat-10722	32	34	environmental	environmental	ADJ
easat-10722	32	35	factors	factor	NOUN
easat-10722	32	36	(	(	PUNCT
easat-10722	32	37	temperature	temperature	NOUN
easat-10722	32	38	,	,	PUNCT
easat-10722	32	39	humidity	humidity	NOUN
easat-10722	32	40	,	,	PUNCT
easat-10722	32	41	wind	wind	NOUN
easat-10722	32	42	speed	speed	NOUN
easat-10722	32	43	)	)	PUNCT
easat-10722	32	44	on	on	ADP
easat-10722	32	45	pv	pv	PROPN
easat-10722	32	46	output	output	NOUN
easat-10722	32	47	,	,	PUNCT
easat-10722	32	48	fostering	foster	VERB
easat-10722	32	49	greater	great	ADJ
easat-10722	32	50	interpretability	interpretability	NOUN
easat-10722	32	51	and	and	CCONJ
easat-10722	32	52	trust	trust	NOUN
easat-10722	33	1	[	[	X
easat-10722	33	2	20	20	NUM
easat-10722	33	3	,	,	PUNCT
easat-10722	33	4	21	21	NUM
easat-10722	33	5	]	]	PUNCT
easat-10722	33	6	.	.	PUNCT
easat-10722	34	1	the	the	DET
easat-10722	34	2	latest	late	ADJ
easat-10722	34	3	trend	trend	NOUN
easat-10722	34	4	toward	toward	ADP
easat-10722	34	5	deep	deep	ADJ
easat-10722	34	6	-	-	PUNCT
easat-10722	34	7	learning	learn	VERB
easat-10722	34	8	frameworks	framework	NOUN
easat-10722	34	9	has	have	AUX
easat-10722	34	10	significantly	significantly	ADV
easat-10722	34	11	reshaped	reshape	VERB
easat-10722	34	12	the	the	DET
easat-10722	34	13	state	state	NOUN
easat-10722	34	14	of	of	ADP
easat-10722	34	15	the	the	DET
easat-10722	34	16	art	art	NOUN
easat-10722	34	17	in	in	ADP
easat-10722	34	18	pv	pv	PROPN
easat-10722	34	19	forecasting	forecasting	NOUN
easat-10722	34	20	.	.	PUNCT
easat-10722	35	1	recurrent	recurrent	ADJ
easat-10722	35	2	neural	neural	ADJ
easat-10722	35	3	networks	network	NOUN
easat-10722	35	4	(	(	PUNCT
easat-10722	35	5	rnns	rnns	PROPN
easat-10722	35	6	)	)	PUNCT
easat-10722	35	7	,	,	PUNCT
easat-10722	35	8	and	and	CCONJ
easat-10722	35	9	in	in	ADP
easat-10722	35	10	particular	particular	ADJ
easat-10722	35	11	long	long	ADJ
easat-10722	35	12	short	short	ADJ
easat-10722	35	13	-	-	PUNCT
easat-10722	35	14	term	term	NOUN
easat-10722	35	15	memory	memory	NOUN
easat-10722	35	16	(	(	PUNCT
easat-10722	35	17	lstm	lstm	NOUN
easat-10722	35	18	)	)	PUNCT
easat-10722	35	19	architectures	architecture	NOUN
easat-10722	35	20	,	,	PUNCT
easat-10722	35	21	excel	excel	VERB
easat-10722	35	22	at	at	ADP
easat-10722	35	23	modeling	model	VERB
easat-10722	35	24	long	long	ADJ
easat-10722	35	25	-	-	PUNCT
easat-10722	35	26	range	range	NOUN
easat-10722	35	27	temporal	temporal	ADJ
easat-10722	35	28	dependencies	dependency	NOUN
easat-10722	35	29	and	and	CCONJ
easat-10722	35	30	have	have	AUX
easat-10722	35	31	demonstrated	demonstrate	VERB
easat-10722	35	32	20	20	NUM
easat-10722	35	33	–	–	SYM
easat-10722	35	34	25	25	NUM
easat-10722	35	35	percent	percent	NOUN
easat-10722	35	36	improvements	improvement	NOUN
easat-10722	35	37	in	in	ADP
easat-10722	35	38	forecast	forecast	NOUN
easat-10722	35	39	skill	skill	NOUN
easat-10722	35	40	over	over	ADP
easat-10722	35	41	persistence	persistence	NOUN
easat-10722	35	42	baselines	baseline	NOUN
easat-10722	35	43	across	across	ADP
easat-10722	35	44	diverse	diverse	ADJ
easat-10722	35	45	climates	climate	NOUN
easat-10722	35	46	and	and	CCONJ
easat-10722	35	47	scales	scale	VERB
easat-10722	35	48	chu	chu	PROPN
easat-10722	35	49	et	et	PROPN
easat-10722	35	50	al	al	PROPN
easat-10722	35	51	.	.	PUNCT
easat-10722	36	1	[	[	X
easat-10722	36	2	4	4	NUM
easat-10722	36	3	]	]	PUNCT
easat-10722	36	4	,	,	PUNCT
easat-10722	36	5	syed	syed	ADJ
easat-10722	37	1	[	[	X
easat-10722	37	2	13	13	NUM
easat-10722	37	3	]	]	PUNCT
easat-10722	37	4	,	,	PUNCT
easat-10722	37	5	tongsopit	tongsopit	PROPN
easat-10722	37	6	et	et	PROPN
easat-10722	37	7	al	al	PROPN
easat-10722	37	8	.	.	PUNCT
easat-10722	38	1	[	[	X
easat-10722	38	2	22	22	NUM
easat-10722	38	3	]	]	PUNCT
easat-10722	38	4	and	and	CCONJ
easat-10722	38	5	zhang	zhang	PROPN
easat-10722	38	6	et	et	PROPN
easat-10722	38	7	al	al	PROPN
easat-10722	38	8	.	.	PUNCT
easat-10722	39	1	[	[	X
easat-10722	39	2	23	23	NUM
easat-10722	39	3	]	]	PUNCT
easat-10722	39	4	.	.	PUNCT
easat-10722	40	1	zhang	zhang	PROPN
easat-10722	40	2	et	et	PROPN
easat-10722	40	3	al	al	PROPN
easat-10722	40	4	.	.	PUNCT
easat-10722	41	1	[	[	X
easat-10722	41	2	23	23	NUM
easat-10722	41	3	]	]	PUNCT
easat-10722	41	4	achieved	achieve	VERB
easat-10722	41	5	a	a	DET
easat-10722	41	6	normalized	normalize	VERB
easat-10722	41	7	rmse	rmse	NOUN
easat-10722	41	8	of	of	ADP
easat-10722	41	9	8	8	NUM
easat-10722	41	10	percent	percent	NOUN
easat-10722	41	11	using	use	VERB
easat-10722	41	12	a	a	DET
easat-10722	41	13	convolutional	convolutional	ADJ
easat-10722	41	14	-	-	PUNCT
easat-10722	41	15	lstm	lstm	ADJ
easat-10722	41	16	(	(	PUNCT
easat-10722	41	17	conv	conv	ADJ
easat-10722	41	18	-	-	PUNCT
easat-10722	41	19	lstm	lstm	NOUN
easat-10722	41	20	)	)	PUNCT
easat-10722	41	21	with	with	ADP
easat-10722	41	22	attention	attention	NOUN
easat-10722	41	23	mechanisms	mechanism	NOUN
easat-10722	41	24	,	,	PUNCT
easat-10722	41	25	effectively	effectively	ADV
easat-10722	41	26	capturing	capture	VERB
easat-10722	41	27	both	both	CCONJ
easat-10722	41	28	spatial	spatial	ADJ
easat-10722	41	29	and	and	CCONJ
easat-10722	41	30	temporal	temporal	ADJ
easat-10722	41	31	irradiance	irradiance	NOUN
easat-10722	41	32	dynamics	dynamic	NOUN
easat-10722	41	33	[	[	X
easat-10722	41	34	23	23	NUM
easat-10722	41	35	]	]	PUNCT
easat-10722	41	36	.	.	PUNCT
easat-10722	42	1	li	li	PROPN
easat-10722	42	2	and	and	CCONJ
easat-10722	42	3	du	du	PROPN
easat-10722	43	1	[	[	X
easat-10722	43	2	16	16	NUM
easat-10722	43	3	]	]	PUNCT
easat-10722	43	4	further	far	ADV
easat-10722	43	5	enhanced	enhance	VERB
easat-10722	43	6	conv	conv	ADJ
easat-10722	43	7	-	-	PUNCT
easat-10722	43	8	lstm	lstm	ADJ
easat-10722	43	9	models	model	NOUN
easat-10722	43	10	by	by	ADP
easat-10722	43	11	integrating	integrate	VERB
easat-10722	43	12	attention	attention	NOUN
easat-10722	43	13	modules	module	NOUN
easat-10722	43	14	that	that	PRON
easat-10722	43	15	focused	focus	VERB
easat-10722	43	16	on	on	ADP
easat-10722	43	17	salient	salient	NOUN
easat-10722	43	18	features	feature	NOUN
easat-10722	43	19	during	during	ADP
easat-10722	43	20	rapid	rapid	ADJ
easat-10722	43	21	irradiance	irradiance	NOUN
easat-10722	43	22	transitions	transition	NOUN
easat-10722	43	23	,	,	PUNCT
easat-10722	43	24	yielding	yield	VERB
easat-10722	43	25	marked	mark	VERB
easat-10722	43	26	accuracy	accuracy	NOUN
easat-10722	43	27	gains	gain	NOUN
easat-10722	43	28	li	li	PROPN
easat-10722	43	29	and	and	CCONJ
easat-10722	43	30	du	du	PROPN
easat-10722	44	1	[	[	X
easat-10722	44	2	16	16	NUM
easat-10722	44	3	]	]	PUNCT
easat-10722	44	4	.	.	PUNCT
easat-10722	45	1	syed	syed	PROPN
easat-10722	45	2	[	[	X
easat-10722	45	3	13	13	NUM
easat-10722	45	4	]	]	PUNCT
easat-10722	45	5	introduced	introduce	VERB
easat-10722	45	6	clustering	clustering	NOUN
easat-10722	45	7	-	-	PUNCT
easat-10722	45	8	based	base	VERB
easat-10722	45	9	lstm	lstm	ADJ
easat-10722	45	10	pipelines	pipeline	NOUN
easat-10722	45	11	,	,	PUNCT
easat-10722	45	12	leveraging	leverage	VERB
easat-10722	45	13	geographic	geographic	ADJ
easat-10722	45	14	and	and	CCONJ
easat-10722	45	15	meteorological	meteorological	ADJ
easat-10722	45	16	similarities	similarity	NOUN
easat-10722	45	17	to	to	PART
easat-10722	45	18	scale	scale	VERB
easat-10722	45	19	forecasts	forecast	NOUN
easat-10722	45	20	to	to	ADP
easat-10722	45	21	1000	1000	NUM
easat-10722	45	22	sites	site	NOUN
easat-10722	45	23	while	while	SCONJ
easat-10722	45	24	reducing	reduce	VERB
easat-10722	45	25	computational	computational	ADJ
easat-10722	45	26	load	load	NOUN
easat-10722	45	27	by	by	ADP
easat-10722	45	28	44	44	NUM
easat-10722	45	29	percent	percent	NOUN
easat-10722	45	30	[	[	X
easat-10722	45	31	7	7	NUM
easat-10722	45	32	]	]	PUNCT
easat-10722	45	33	.	.	PUNCT
easat-10722	46	1	hybrid	hybrid	PROPN
easat-10722	46	2	cnn	cnn	PROPN
easat-10722	46	3	-	-	PUNCT
easat-10722	46	4	lstm	lstm	ADJ
easat-10722	46	5	methods	method	NOUN
easat-10722	46	6	,	,	PUNCT
easat-10722	46	7	which	which	PRON
easat-10722	46	8	extract	extract	VERB
easat-10722	46	9	spatial	spatial	ADJ
easat-10722	46	10	features	feature	NOUN
easat-10722	46	11	from	from	ADP
easat-10722	46	12	sky	sky	NOUN
easat-10722	46	13	-	-	PUNCT
easat-10722	46	14	camera	camera	NOUN
easat-10722	46	15	imagery	imagery	NOUN
easat-10722	46	16	before	before	ADP
easat-10722	46	17	temporal	temporal	ADJ
easat-10722	46	18	modeling	modeling	NOUN
easat-10722	46	19	,	,	PUNCT
easat-10722	46	20	have	have	AUX
easat-10722	46	21	also	also	ADV
easat-10722	46	22	been	be	AUX
easat-10722	46	23	explored	explore	VERB
easat-10722	46	24	,	,	PUNCT
easat-10722	46	25	indicating	indicate	VERB
easat-10722	46	26	considerable	considerable	ADJ
easat-10722	46	27	promise	promise	NOUN
easat-10722	46	28	for	for	ADP
easat-10722	46	29	intra	intra	ADJ
easat-10722	46	30	-	-	ADJ
easat-10722	46	31	hour	hour	NOUN
easat-10722	46	32	nowcasting	nowcasting	NOUN
easat-10722	46	33	[	[	X
easat-10722	46	34	4	4	NUM
easat-10722	46	35	,	,	PUNCT
easat-10722	46	36	24	24	NUM
easat-10722	46	37	]	]	PUNCT
easat-10722	46	38	.	.	PUNCT
easat-10722	47	1	in	in	ADP
easat-10722	47	2	addition	addition	NOUN
easat-10722	47	3	,	,	PUNCT
easat-10722	47	4	bayesian	bayesian	NOUN
easat-10722	47	5	lstm	lstm	NOUN
easat-10722	47	6	frameworks	framework	NOUN
easat-10722	47	7	have	have	AUX
easat-10722	47	8	been	be	AUX
easat-10722	47	9	proposed	propose	VERB
easat-10722	47	10	to	to	PART
easat-10722	47	11	quantify	quantify	VERB
easat-10722	47	12	predictive	predictive	ADJ
easat-10722	47	13	uncertainty	uncertainty	NOUN
easat-10722	47	14	,	,	PUNCT
easat-10722	47	15	supporting	support	VERB
easat-10722	47	16	risk	risk	NOUN
easat-10722	47	17	-	-	PUNCT
easat-10722	47	18	aware	aware	ADJ
easat-10722	47	19	decision	decision	NOUN
easat-10722	47	20	-	-	PUNCT
easat-10722	47	21	making	making	NOUN
easat-10722	47	22	in	in	ADP
easat-10722	47	23	power	power	NOUN
easat-10722	47	24	system	system	NOUN
easat-10722	47	25	operations	operation	NOUN
easat-10722	47	26	[	[	X
easat-10722	47	27	21	21	NUM
easat-10722	47	28	]	]	PUNCT
easat-10722	47	29	.	.	PUNCT
easat-10722	48	1	some	some	DET
easat-10722	48	2	researchers	researcher	NOUN
easat-10722	48	3	have	have	AUX
easat-10722	48	4	combined	combine	VERB
easat-10722	48	5	deep	deep	ADJ
easat-10722	48	6	learning	learning	NOUN
easat-10722	48	7	with	with	ADP
easat-10722	48	8	exogenous	exogenous	ADJ
easat-10722	48	9	nwp	nwp	NOUN
easat-10722	48	10	inputs	input	NOUN
easat-10722	48	11	:	:	PUNCT
easat-10722	48	12	moreno	moreno	PROPN
easat-10722	48	13	et	et	PROPN
easat-10722	48	14	al	al	PROPN
easat-10722	48	15	.	.	PUNCT
easat-10722	49	1	[	[	X
easat-10722	49	2	25	25	NUM
easat-10722	49	3	]	]	PUNCT
easat-10722	49	4	employed	employ	VERB
easat-10722	49	5	a	a	DET
easat-10722	49	6	hybrid	hybrid	ADJ
easat-10722	49	7	cnn	cnn	PROPN
easat-10722	49	8	-	-	PUNCT
easat-10722	49	9	lstm	lstm	PROPN
easat-10722	49	10	model	model	NOUN
easat-10722	49	11	to	to	PART
easat-10722	49	12	fuse	fuse	VERB
easat-10722	49	13	numerical	numerical	ADJ
easat-10722	49	14	weather	weather	NOUN
easat-10722	49	15	forecasts	forecast	NOUN
easat-10722	49	16	with	with	ADP
easat-10722	49	17	historical	historical	ADJ
easat-10722	49	18	pv	pv	NOUN
easat-10722	49	19	data	datum	NOUN
easat-10722	49	20	,	,	PUNCT
easat-10722	49	21	resulting	result	VERB
easat-10722	49	22	in	in	ADP
easat-10722	49	23	improved	improve	VERB
easat-10722	49	24	diurnal	diurnal	ADJ
easat-10722	49	25	and	and	CCONJ
easat-10722	49	26	seasonal	seasonal	ADJ
easat-10722	49	27	performance	performance	NOUN
easat-10722	49	28	[	[	X
easat-10722	49	29	25	25	NUM
easat-10722	49	30	]	]	PUNCT
easat-10722	49	31	.	.	PUNCT
easat-10722	50	1	liu	liu	PROPN
easat-10722	50	2	et	et	PROPN
easat-10722	50	3	al	al	PROPN
easat-10722	50	4	.	.	PUNCT
easat-10722	51	1	[	[	X
easat-10722	51	2	26	26	NUM
easat-10722	51	3	]	]	X
easat-10722	51	4	integrated	integrated	ADJ
easat-10722	51	5	extremelearning	extremelearne	VERB
easat-10722	51	6	machines	machine	NOUN
easat-10722	51	7	with	with	ADP
easat-10722	51	8	cloud	cloud	NOUN
easat-10722	51	9	-	-	PUNCT
easat-10722	51	10	parrot	parrot	NOUN
easat-10722	51	11	optimization	optimization	NOUN
easat-10722	51	12	algorithms	algorithm	NOUN
easat-10722	51	13	to	to	PART
easat-10722	51	14	refine	refine	VERB
easat-10722	51	15	feature	feature	NOUN
easat-10722	51	16	selection	selection	NOUN
easat-10722	51	17	,	,	PUNCT
easat-10722	51	18	demonstrating	demonstrate	VERB
easat-10722	51	19	enhanced	enhance	VERB
easat-10722	51	20	short	short	ADJ
easat-10722	51	21	-	-	PUNCT
easat-10722	51	22	term	term	NOUN
easat-10722	51	23	forecasting	forecasting	NOUN
easat-10722	51	24	under	under	ADP
easat-10722	51	25	variable	variable	ADJ
easat-10722	51	26	weather	weather	NOUN
easat-10722	51	27	conditions	condition	NOUN
easat-10722	51	28	[	[	X
easat-10722	51	29	26	26	NUM
easat-10722	51	30	]	]	PUNCT
easat-10722	51	31	.	.	PUNCT
easat-10722	52	1	other	other	ADJ
easat-10722	52	2	recent	recent	ADJ
easat-10722	52	3	works	work	NOUN
easat-10722	52	4	have	have	VERB
easat-10722	52	5	leveraged	leverage	VERB
easat-10722	52	6	ensemble	ensemble	ADJ
easat-10722	52	7	techniques	technique	NOUN
easat-10722	52	8	,	,	PUNCT
easat-10722	52	9	aggregating	aggregate	VERB
easat-10722	52	10	predictions	prediction	NOUN
easat-10722	52	11	from	from	ADP
easat-10722	52	12	multiple	multiple	ADJ
easat-10722	52	13	deep	deep	ADJ
easat-10722	52	14	models	model	NOUN
easat-10722	52	15	to	to	PART
easat-10722	52	16	mitigate	mitigate	VERB
easat-10722	52	17	overfitting	overfitte	VERB
easat-10722	52	18	and	and	CCONJ
easat-10722	52	19	improve	improve	VERB
easat-10722	52	20	generalization	generalization	NOUN
easat-10722	52	21	.	.	PUNCT
easat-10722	53	1	rahimi	rahimi	PROPN
easat-10722	53	2	et	et	PROPN
easat-10722	53	3	al	al	PROPN
easat-10722	53	4	.	.	PUNCT
easat-10722	54	1	[	[	X
easat-10722	54	2	27	27	NUM
easat-10722	54	3	]	]	PUNCT
easat-10722	54	4	provided	provide	VERB
easat-10722	54	5	a	a	DET
easat-10722	54	6	comprehensive	comprehensive	ADJ
easat-10722	54	7	review	review	NOUN
easat-10722	54	8	of	of	ADP
easat-10722	54	9	such	such	ADJ
easat-10722	54	10	ensemble	ensemble	ADJ
easat-10722	54	11	approaches	approach	NOUN
easat-10722	54	12	,	,	PUNCT
easat-10722	54	13	highlighting	highlight	VERB
easat-10722	54	14	their	their	PRON
easat-10722	54	15	effectiveness	effectiveness	NOUN
easat-10722	54	16	in	in	ADP
easat-10722	54	17	reducing	reduce	VERB
easat-10722	54	18	errors	error	NOUN
easat-10722	54	19	across	across	ADP
easat-10722	54	20	diverse	diverse	ADJ
easat-10722	54	21	temporal	temporal	ADJ
easat-10722	54	22	horizons	horizon	NOUN
easat-10722	55	1	[	[	X
easat-10722	55	2	27	27	NUM
easat-10722	55	3	]	]	PUNCT
easat-10722	55	4	.	.	PUNCT
easat-10722	56	1	comprehensive	comprehensive	ADJ
easat-10722	56	2	surveys	survey	NOUN
easat-10722	56	3	of	of	ADP
easat-10722	56	4	ensemble	ensemble	ADJ
easat-10722	56	5	methods	method	NOUN
easat-10722	56	6	and	and	CCONJ
easat-10722	56	7	deep	deep	ADJ
easat-10722	56	8	architectures	architecture	NOUN
easat-10722	56	9	underscore	underscore	VERB
easat-10722	56	10	that	that	SCONJ
easat-10722	56	11	while	while	SCONJ
easat-10722	56	12	pure	pure	ADJ
easat-10722	56	13	lstm	lstm	NOUN
easat-10722	56	14	models	model	NOUN
easat-10722	56	15	are	be	AUX
easat-10722	56	16	competitive	competitive	ADJ
easat-10722	56	17	,	,	PUNCT
easat-10722	56	18	incorporating	incorporate	VERB
easat-10722	56	19	attention	attention	NOUN
easat-10722	56	20	mechanisms	mechanism	NOUN
easat-10722	56	21	,	,	PUNCT
easat-10722	56	22	nwp	nwp	NOUN
easat-10722	56	23	inputs	input	NOUN
easat-10722	56	24	,	,	PUNCT
easat-10722	56	25	and	and	CCONJ
easat-10722	56	26	skycamera	skycamera	NOUN
easat-10722	56	27	imagery	imagery	NOUN
easat-10722	56	28	often	often	ADV
easat-10722	56	29	yields	yield	VERB
easat-10722	56	30	further	further	ADJ
easat-10722	56	31	accuracy	accuracy	NOUN
easat-10722	56	32	gains	gain	NOUN
easat-10722	56	33	,	,	PUNCT
easat-10722	56	34	particularly	particularly	ADV
easat-10722	56	35	during	during	ADP
easat-10722	56	36	highly	highly	ADV
easat-10722	56	37	variable	variable	ADJ
easat-10722	56	38	irradiance	irradiance	NOUN
easat-10722	56	39	periods	period	NOUN
easat-10722	56	40	[	[	X
easat-10722	56	41	5	5	NUM
easat-10722	56	42	,	,	PUNCT
easat-10722	56	43	7	7	NUM
easat-10722	56	44	,	,	PUNCT
easat-10722	56	45	9	9	NUM
easat-10722	56	46	,	,	PUNCT
easat-10722	56	47	15	15	NUM
easat-10722	56	48	,	,	PUNCT
easat-10722	56	49	24	24	NUM
easat-10722	56	50	,	,	PUNCT
easat-10722	56	51	27	27	NUM
easat-10722	56	52	]	]	PUNCT
easat-10722	56	53	.	.	PUNCT
easat-10722	57	1	an	an	DET
easat-10722	57	2	equally	equally	ADV
easat-10722	57	3	critical	critical	ADJ
easat-10722	57	4	component	component	NOUN
easat-10722	57	5	of	of	ADP
easat-10722	57	6	forecasting	forecasting	NOUN
easat-10722	57	7	research	research	NOUN
easat-10722	57	8	is	be	AUX
easat-10722	57	9	data	datum	NOUN
easat-10722	57	10	provenance	provenance	NOUN
easat-10722	57	11	.	.	PUNCT
easat-10722	58	1	high	high	ADJ
easat-10722	58	2	-	-	PUNCT
easat-10722	58	3	quality	quality	NOUN
easat-10722	58	4	,	,	PUNCT
easat-10722	58	5	long	long	ADJ
easat-10722	58	6	-	-	PUNCT
easat-10722	58	7	term	term	NOUN
easat-10722	58	8	irradiance	irradiance	NOUN
easat-10722	58	9	and	and	CCONJ
easat-10722	58	10	pv	pv	ADJ
easat-10722	58	11	-	-	PUNCT
easat-10722	58	12	output	output	NOUN
easat-10722	58	13	datasets	dataset	NOUN
easat-10722	58	14	are	be	AUX
easat-10722	58	15	necessary	necessary	ADJ
easat-10722	58	16	to	to	PART
easat-10722	58	17	train	train	VERB
easat-10722	58	18	,	,	PUNCT
easat-10722	58	19	validate	validate	VERB
easat-10722	58	20	,	,	PUNCT
easat-10722	58	21	and	and	CCONJ
easat-10722	58	22	compare	compare	VERB
easat-10722	58	23	models	model	NOUN
easat-10722	58	24	under	under	ADP
easat-10722	58	25	realistic	realistic	ADJ
easat-10722	58	26	conditions	condition	NOUN
easat-10722	58	27	[	[	X
easat-10722	58	28	6	6	NUM
easat-10722	58	29	,	,	PUNCT
easat-10722	58	30	7	7	NUM
easat-10722	58	31	,	,	PUNCT
easat-10722	58	32	28	28	NUM
easat-10722	58	33	]	]	PUNCT
easat-10722	58	34	.	.	PUNCT
easat-10722	59	1	the	the	DET
easat-10722	59	2	photovoltaic	photovoltaic	PROPN
easat-10722	59	3	geographical	geographical	ADJ
easat-10722	59	4	information	information	NOUN
easat-10722	59	5	system	system	NOUN
easat-10722	59	6	(	(	PUNCT
easat-10722	59	7	pvgis	pvgis	NOUN
easat-10722	59	8	)	)	PUNCT
easat-10722	59	9	provides	provide	VERB
easat-10722	59	10	openaccess	openaccess	PROPN
easat-10722	59	11	solar	solar	ADJ
easat-10722	59	12	irradiance	irradiance	NOUN
easat-10722	59	13	and	and	CCONJ
easat-10722	59	14	temperature	temperature	NOUN
easat-10722	59	15	data	datum	NOUN
easat-10722	59	16	across	across	ADP
easat-10722	59	17	europe	europe	PROPN
easat-10722	59	18	,	,	PUNCT
easat-10722	59	19	africa	africa	PROPN
easat-10722	59	20	,	,	PUNCT
easat-10722	59	21	and	and	CCONJ
easat-10722	59	22	parts	part	NOUN
easat-10722	59	23	of	of	ADP
easat-10722	59	24	asia	asia	PROPN
easat-10722	59	25	.	.	PUNCT
easat-10722	60	1	its	its	PRON
easat-10722	60	2	sarah3	sarah3	NOUN
easat-10722	60	3	(	(	PUNCT
easat-10722	60	4	surface	surface	NOUN
easat-10722	60	5	solar	solar	ADJ
easat-10722	60	6	radiation	radiation	NOUN
easat-10722	60	7	)	)	PUNCT
easat-10722	60	8	database	database	NOUN
easat-10722	60	9	offers	offer	VERB
easat-10722	60	10	hourly	hourly	ADJ
easat-10722	60	11	global	global	ADJ
easat-10722	60	12	horizontal	horizontal	ADJ
easat-10722	60	13	irradiance	irradiance	NOUN
easat-10722	60	14	(	(	PUNCT
easat-10722	60	15	ghi	ghi	PROPN
easat-10722	60	16	)	)	PUNCT
easat-10722	60	17	values	value	NOUN
easat-10722	60	18	spanning	span	VERB
easat-10722	60	19	1593	1593	NUM
easat-10722	60	20	edelweiss	edelweiss	PROPN
easat-10722	60	21	applied	apply	VERB
easat-10722	60	22	science	science	NOUN
easat-10722	60	23	and	and	CCONJ
easat-10722	60	24	technology	technology	NOUN
easat-10722	60	25	issn	issn	PROPN
easat-10722	60	26	:	:	PUNCT
easat-10722	60	27	2576	2576	NUM
easat-10722	60	28	-	-	SYM
easat-10722	60	29	8484	8484	NUM
easat-10722	60	30	vol	vol	NOUN
easat-10722	60	31	.	.	PROPN
easat-10722	61	1	9	9	NUM
easat-10722	61	2	,	,	PUNCT
easat-10722	61	3	no	no	INTJ
easat-10722	61	4	.	.	NOUN
easat-10722	61	5	10	10	NUM
easat-10722	61	6	:	:	PUNCT
easat-10722	61	7	1591	1591	NUM
easat-10722	61	8	-	-	SYM
easat-10722	61	9	1600	1600	NUM
easat-10722	61	10	,	,	PUNCT
easat-10722	61	11	2025	2025	NUM
easat-10722	61	12	doi	doi	NOUN
easat-10722	61	13	:	:	PUNCT
easat-10722	61	14	10.55214/2576	10.55214/2576	NUM
easat-10722	61	15	-	-	SYM
easat-10722	61	16	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	61	17	©	©	PROPN
easat-10722	61	18	2025	2025	NUM
easat-10722	61	19	by	by	ADP
easat-10722	61	20	the	the	DET
easat-10722	61	21	authors	author	NOUN
easat-10722	61	22	;	;	PUNCT
easat-10722	61	23	licensee	licensee	PROPN
easat-10722	61	24	learning	learning	NOUN
easat-10722	61	25	gate	gate	NOUN
easat-10722	61	26	2005–2023	2005–2023	NUM
easat-10722	61	27	[	[	X
easat-10722	61	28	7	7	NUM
easat-10722	61	29	,	,	PUNCT
easat-10722	61	30	28	28	NUM
easat-10722	61	31	]	]	PUNCT
easat-10722	61	32	.	.	PUNCT
easat-10722	62	1	unlike	unlike	ADP
easat-10722	62	2	ground	ground	NOUN
easat-10722	62	3	-	-	PUNCT
easat-10722	62	4	based	base	VERB
easat-10722	62	5	pyranometer	pyranometer	NOUN
easat-10722	62	6	networks	network	NOUN
easat-10722	62	7	,	,	PUNCT
easat-10722	62	8	pvgis	pvgis	NOUN
easat-10722	62	9	-	-	PUNCT
easat-10722	62	10	sarah3	sarah3	NOUN
easat-10722	62	11	synthesizes	synthesize	VERB
easat-10722	62	12	satellite	satellite	NOUN
easat-10722	62	13	observations	observation	NOUN
easat-10722	62	14	and	and	CCONJ
easat-10722	62	15	meteorological	meteorological	ADJ
easat-10722	62	16	reanalyses	reanalyse	NOUN
easat-10722	62	17	to	to	PART
easat-10722	62	18	produce	produce	VERB
easat-10722	62	19	a	a	DET
easat-10722	62	20	continuous	continuous	ADJ
easat-10722	62	21	,	,	PUNCT
easat-10722	62	22	gridded	gridde	VERB
easat-10722	62	23	dataset	dataset	NOUN
easat-10722	62	24	imperative	imperative	NOUN
easat-10722	62	25	for	for	ADP
easat-10722	62	26	regions	region	NOUN
easat-10722	62	27	with	with	ADP
easat-10722	62	28	sparse	sparse	ADJ
easat-10722	62	29	instrumentation	instrumentation	NOUN
easat-10722	62	30	.	.	PUNCT
easat-10722	63	1	prior	prior	ADJ
easat-10722	63	2	studies	study	NOUN
easat-10722	63	3	in	in	ADP
easat-10722	63	4	europe	europe	PROPN
easat-10722	63	5	and	and	CCONJ
easat-10722	63	6	north	north	PROPN
easat-10722	63	7	america	america	PROPN
easat-10722	63	8	have	have	VERB
easat-10722	63	9	leveraged	leverage	VERB
easat-10722	63	10	nsrdb	nsrdb	NOUN
easat-10722	63	11	(	(	PUNCT
easat-10722	63	12	national	national	ADJ
easat-10722	63	13	solar	solar	ADJ
easat-10722	63	14	radiation	radiation	NOUN
easat-10722	63	15	database	database	NOUN
easat-10722	63	16	)	)	PUNCT
easat-10722	63	17	datasets	dataset	NOUN
easat-10722	63	18	for	for	ADP
easat-10722	63	19	deep	deep	ADV
easat-10722	63	20	-	-	PUNCT
easat-10722	63	21	learning	learn	VERB
easat-10722	63	22	forecasts	forecast	NOUN
easat-10722	63	23	[	[	X
easat-10722	63	24	6	6	NUM
easat-10722	63	25	]	]	PUNCT
easat-10722	63	26	,	,	PUNCT
easat-10722	63	27	but	but	CCONJ
easat-10722	63	28	relatively	relatively	ADV
easat-10722	63	29	few	few	ADJ
easat-10722	63	30	have	have	AUX
easat-10722	63	31	explored	explore	VERB
easat-10722	63	32	pvgis	pvgis	NOUN
easat-10722	63	33	-	-	PUNCT
easat-10722	63	34	sarah3	sarah3	NOUN
easat-10722	63	35	data	datum	NOUN
easat-10722	63	36	,	,	PUNCT
easat-10722	63	37	particularly	particularly	ADV
easat-10722	63	38	in	in	ADP
easat-10722	63	39	middle	middle	ADJ
easat-10722	63	40	eastern	eastern	ADJ
easat-10722	63	41	contexts	context	NOUN
easat-10722	63	42	characterized	characterize	VERB
easat-10722	63	43	by	by	ADP
easat-10722	63	44	distinct	distinct	ADJ
easat-10722	63	45	climatic	climatic	ADJ
easat-10722	63	46	and	and	CCONJ
easat-10722	63	47	atmospheric	atmospheric	ADJ
easat-10722	63	48	conditions	condition	NOUN
easat-10722	63	49	[	[	X
easat-10722	63	50	15	15	NUM
easat-10722	63	51	,	,	PUNCT
easat-10722	63	52	22	22	NUM
easat-10722	63	53	]	]	PUNCT
easat-10722	63	54	.	.	PUNCT
easat-10722	64	1	in	in	ADP
easat-10722	64	2	parallel	parallel	NOUN
easat-10722	64	3	,	,	PUNCT
easat-10722	64	4	reproducible	reproducible	ADJ
easat-10722	64	5	preprocessing	preprocessing	NOUN
easat-10722	64	6	pipelines	pipeline	NOUN
easat-10722	64	7	have	have	AUX
easat-10722	64	8	gained	gain	VERB
easat-10722	64	9	traction	traction	NOUN
easat-10722	64	10	as	as	ADP
easat-10722	64	11	a	a	DET
easat-10722	64	12	means	means	NOUN
easat-10722	64	13	of	of	ADP
easat-10722	64	14	standardizing	standardize	VERB
easat-10722	64	15	data	datum	NOUN
easat-10722	64	16	ingestion	ingestion	NOUN
easat-10722	64	17	,	,	PUNCT
easat-10722	64	18	cleaning	cleaning	NOUN
easat-10722	64	19	,	,	PUNCT
easat-10722	64	20	and	and	CCONJ
easat-10722	64	21	feature	feature	NOUN
easat-10722	64	22	-	-	PUNCT
easat-10722	64	23	engineering	engineering	NOUN
easat-10722	64	24	steps	step	NOUN
easat-10722	64	25	.	.	PUNCT
easat-10722	65	1	tongsopit	tongsopit	PROPN
easat-10722	65	2	et	et	PROPN
easat-10722	65	3	al	al	PROPN
easat-10722	65	4	.	.	PUNCT
easat-10722	66	1	[	[	X
easat-10722	66	2	22	22	NUM
easat-10722	66	3	]	]	PUNCT
easat-10722	66	4	proposed	propose	VERB
easat-10722	66	5	a	a	DET
easat-10722	66	6	framework	framework	NOUN
easat-10722	66	7	for	for	ADP
easat-10722	66	8	gap	gap	NOUN
easat-10722	66	9	filling	filling	NOUN
easat-10722	66	10	and	and	CCONJ
easat-10722	66	11	normalization	normalization	NOUN
easat-10722	66	12	tailored	tailor	VERB
easat-10722	66	13	to	to	ADP
easat-10722	66	14	south	south	ADJ
easat-10722	66	15	-	-	PUNCT
easat-10722	66	16	east	east	NOUN
easat-10722	66	17	asian	asian	ADJ
easat-10722	66	18	regions	region	NOUN
easat-10722	66	19	with	with	ADP
easat-10722	66	20	limited	limited	ADJ
easat-10722	66	21	resources	resource	NOUN
easat-10722	66	22	[	[	X
easat-10722	66	23	22	22	NUM
easat-10722	66	24	]	]	PUNCT
easat-10722	66	25	,	,	PUNCT
easat-10722	66	26	while	while	SCONJ
easat-10722	66	27	alfaraj	alfaraj	ADV
easat-10722	66	28	et	et	PROPN
easat-10722	66	29	al	al	PROPN
easat-10722	66	30	.	.	PUNCT
easat-10722	67	1	[	[	X
easat-10722	67	2	15	15	NUM
easat-10722	67	3	]	]	PUNCT
easat-10722	67	4	compared	compare	VERB
easat-10722	67	5	multiple	multiple	ADJ
easat-10722	67	6	solar	solar	ADJ
easat-10722	67	7	irradiance	irradiance	NOUN
easat-10722	67	8	databases	database	NOUN
easat-10722	67	9	to	to	PART
easat-10722	67	10	assess	assess	VERB
easat-10722	67	11	their	their	PRON
easat-10722	67	12	suitability	suitability	NOUN
easat-10722	67	13	for	for	ADP
easat-10722	67	14	pvsystem	pvsystem	NOUN
easat-10722	67	15	design	design	NOUN
easat-10722	67	16	and	and	CCONJ
easat-10722	67	17	forecasting	forecasting	NOUN
easat-10722	67	18	applications	application	NOUN
easat-10722	67	19	[	[	X
easat-10722	67	20	15	15	NUM
easat-10722	67	21	]	]	PUNCT
easat-10722	67	22	.	.	PUNCT
easat-10722	68	1	other	other	ADJ
easat-10722	68	2	works	work	NOUN
easat-10722	68	3	have	have	AUX
easat-10722	68	4	emphasized	emphasize	VERB
easat-10722	68	5	the	the	DET
easat-10722	68	6	importance	importance	NOUN
easat-10722	68	7	of	of	ADP
easat-10722	68	8	consistent	consistent	ADJ
easat-10722	68	9	timestamp	timestamp	NOUN
easat-10722	68	10	handling	handling	NOUN
easat-10722	68	11	,	,	PUNCT
easat-10722	68	12	interpolation	interpolation	NOUN
easat-10722	68	13	,	,	PUNCT
easat-10722	68	14	and	and	CCONJ
easat-10722	68	15	normalization	normalization	NOUN
easat-10722	68	16	to	to	PART
easat-10722	68	17	ensure	ensure	VERB
easat-10722	68	18	fair	fair	ADJ
easat-10722	68	19	comparisons	comparison	NOUN
easat-10722	68	20	across	across	ADP
easat-10722	68	21	models	model	NOUN
easat-10722	68	22	and	and	CCONJ
easat-10722	68	23	geographies	geography	NOUN
easat-10722	68	24	[	[	X
easat-10722	68	25	4	4	NUM
easat-10722	68	26	,	,	PUNCT
easat-10722	68	27	6	6	NUM
easat-10722	68	28	,	,	PUNCT
easat-10722	68	29	28	28	NUM
easat-10722	68	30	]	]	PUNCT
easat-10722	68	31	.	.	PUNCT
easat-10722	69	1	despite	despite	SCONJ
easat-10722	69	2	these	these	DET
easat-10722	69	3	advances	advance	NOUN
easat-10722	69	4	,	,	PUNCT
easat-10722	69	5	there	there	PRON
easat-10722	69	6	remains	remain	VERB
easat-10722	69	7	a	a	DET
easat-10722	69	8	need	need	NOUN
easat-10722	69	9	for	for	ADP
easat-10722	69	10	a	a	DET
easat-10722	69	11	transparent	transparent	ADJ
easat-10722	69	12	,	,	PUNCT
easat-10722	69	13	endto	endto	NOUN
easat-10722	69	14	-	-	PUNCT
easat-10722	69	15	end	end	NOUN
easat-10722	69	16	pipeline	pipeline	NOUN
easat-10722	69	17	that	that	PRON
easat-10722	69	18	ingests	ingest	VERB
easat-10722	69	19	pvgis	pvgis	ADJ
easat-10722	69	20	-	-	PUNCT
easat-10722	69	21	sarah3	sarah3	NOUN
easat-10722	69	22	data	datum	NOUN
easat-10722	69	23	,	,	PUNCT
easat-10722	69	24	constructs	construct	VERB
easat-10722	69	25	training	training	NOUN
easat-10722	69	26	sequences	sequence	NOUN
easat-10722	69	27	,	,	PUNCT
easat-10722	69	28	and	and	CCONJ
easat-10722	69	29	outputs	output	NOUN
easat-10722	69	30	standardized	standardize	VERB
easat-10722	69	31	features	feature	NOUN
easat-10722	69	32	conducive	conducive	ADJ
easat-10722	69	33	to	to	ADP
easat-10722	69	34	deep	deep	ADJ
easat-10722	69	35	-	-	PUNCT
easat-10722	69	36	learning	learn	VERB
easat-10722	69	37	models	model	NOUN
easat-10722	69	38	,	,	PUNCT
easat-10722	69	39	especially	especially	ADV
easat-10722	69	40	for	for	ADP
easat-10722	69	41	locations	location	NOUN
easat-10722	69	42	in	in	ADP
easat-10722	69	43	central	central	ADJ
easat-10722	69	44	iran	iran	PROPN
easat-10722	69	45	,	,	PUNCT
easat-10722	69	46	where	where	SCONJ
easat-10722	69	47	few	few	ADJ
easat-10722	69	48	studies	study	NOUN
easat-10722	69	49	have	have	AUX
easat-10722	69	50	been	be	AUX
easat-10722	69	51	conducted	conduct	VERB
easat-10722	69	52	.	.	PUNCT
easat-10722	70	1	against	against	ADP
easat-10722	70	2	this	this	DET
easat-10722	70	3	backdrop	backdrop	NOUN
easat-10722	70	4	,	,	PUNCT
easat-10722	70	5	the	the	DET
easat-10722	70	6	present	present	ADJ
easat-10722	70	7	work	work	NOUN
easat-10722	70	8	proposes	propose	VERB
easat-10722	70	9	and	and	CCONJ
easat-10722	70	10	implements	implement	VERB
easat-10722	70	11	a	a	DET
easat-10722	70	12	stacked	stacked	ADJ
easat-10722	70	13	lstm	lstm	NOUN
easat-10722	70	14	forecasting	forecasting	NOUN
easat-10722	70	15	framework	framework	NOUN
easat-10722	70	16	tailored	tailor	VERB
easat-10722	70	17	to	to	ADP
easat-10722	70	18	a	a	DET
easat-10722	70	19	1kwp	1kwp	NUM
easat-10722	70	20	crystalline	crystalline	NOUN
easat-10722	70	21	-	-	PUNCT
easat-10722	70	22	silicon	silicon	NOUN
easat-10722	70	23	pv	pv	NOUN
easat-10722	70	24	system	system	NOUN
easat-10722	70	25	situated	situate	VERB
easat-10722	70	26	in	in	ADP
easat-10722	70	27	central	central	ADJ
easat-10722	70	28	iran	iran	PROPN
easat-10722	70	29	.	.	PUNCT
easat-10722	71	1	our	our	PRON
easat-10722	71	2	methodology	methodology	NOUN
easat-10722	71	3	integrates	integrate	VERB
easat-10722	71	4	a	a	DET
easat-10722	71	5	reproducible	reproducible	ADJ
easat-10722	71	6	preprocessing	preprocessing	NOUN
easat-10722	71	7	pipeline	pipeline	NOUN
easat-10722	71	8	encompassing	encompass	VERB
easat-10722	71	9	timestamp	timestamp	NOUN
easat-10722	71	10	parsing	parsing	NOUN
easat-10722	71	11	,	,	PUNCT
easat-10722	71	12	hourly	hourly	ADJ
easat-10722	71	13	resampling	resampling	NOUN
easat-10722	71	14	,	,	PUNCT
easat-10722	71	15	interpolation	interpolation	NOUN
easat-10722	71	16	,	,	PUNCT
easat-10722	71	17	and	and	CCONJ
easat-10722	71	18	min	min	PROPN
easat-10722	71	19	–	–	PUNCT
easat-10722	71	20	max	max	ADJ
easat-10722	71	21	normalization	normalization	NOUN
easat-10722	71	22	with	with	ADP
easat-10722	71	23	a	a	DET
easat-10722	71	24	two	two	NUM
easat-10722	71	25	-	-	PUNCT
easat-10722	71	26	layer	layer	NOUN
easat-10722	71	27	lstm	lstm	NOUN
easat-10722	71	28	architecture	architecture	NOUN
easat-10722	71	29	designed	design	VERB
easat-10722	71	30	to	to	PART
easat-10722	71	31	capture	capture	VERB
easat-10722	71	32	diurnal	diurnal	ADJ
easat-10722	71	33	and	and	CCONJ
easat-10722	71	34	seasonal	seasonal	ADJ
easat-10722	71	35	irradiance	irradiance	NOUN
easat-10722	71	36	patterns	pattern	NOUN
easat-10722	71	37	without	without	ADP
easat-10722	71	38	reliance	reliance	NOUN
easat-10722	71	39	on	on	ADP
easat-10722	71	40	external	external	ADJ
easat-10722	71	41	nwp	nwp	NOUN
easat-10722	71	42	or	or	CCONJ
easat-10722	71	43	sky	sky	NOUN
easat-10722	71	44	-	-	PUNCT
easat-10722	71	45	camera	camera	NOUN
easat-10722	71	46	inputs	input	NOUN
easat-10722	71	47	.	.	PUNCT
easat-10722	72	1	we	we	PRON
easat-10722	72	2	train	train	VERB
easat-10722	72	3	and	and	CCONJ
easat-10722	72	4	evaluate	evaluate	VERB
easat-10722	72	5	the	the	DET
easat-10722	72	6	model	model	NOUN
easat-10722	72	7	on	on	ADP
easat-10722	72	8	pvgis	pvgis	NOUN
easat-10722	72	9	-	-	PUNCT
easat-10722	72	10	sarah3	sarah3	NOUN
easat-10722	72	11	data	datum	NOUN
easat-10722	72	12	spanning	span	VERB
easat-10722	72	13	2005–2023	2005–2023	NUM
easat-10722	72	14	,	,	PUNCT
easat-10722	72	15	providing	provide	VERB
easat-10722	72	16	a	a	DET
easat-10722	72	17	comprehensive	comprehensive	ADJ
easat-10722	72	18	performance	performance	NOUN
easat-10722	72	19	assessment	assessment	NOUN
easat-10722	72	20	through	through	ADP
easat-10722	72	21	rmse	rmse	PROPN
easat-10722	72	22	,	,	PUNCT
easat-10722	72	23	mae	mae	PROPN
easat-10722	72	24	,	,	PUNCT
easat-10722	72	25	mape	mape	NOUN
easat-10722	72	26	,	,	PUNCT
easat-10722	72	27	and	and	CCONJ
easat-10722	72	28	r2	r2	PROPN
easat-10722	72	29	metrics	metric	NOUN
easat-10722	72	30	.	.	PUNCT
easat-10722	73	1	to	to	PART
easat-10722	73	2	contextualize	contextualize	VERB
easat-10722	73	3	our	our	PRON
easat-10722	73	4	approach	approach	NOUN
easat-10722	73	5	within	within	ADP
easat-10722	73	6	the	the	DET
easat-10722	73	7	broader	broad	ADJ
easat-10722	73	8	literature	literature	NOUN
easat-10722	73	9	,	,	PUNCT
easat-10722	73	10	we	we	PRON
easat-10722	73	11	benchmark	benchmark	VERB
easat-10722	73	12	against	against	ADP
easat-10722	73	13	a	a	DET
easat-10722	73	14	persistence	persistence	NOUN
easat-10722	73	15	baseline	baseline	NOUN
easat-10722	73	16	and	and	CCONJ
easat-10722	73	17	present	present	VERB
easat-10722	73	18	a	a	DET
easat-10722	73	19	detailed	detailed	ADJ
easat-10722	73	20	erroranalysis	erroranalysis	NOUN
easat-10722	73	21	suite	suite	NOUN
easat-10722	73	22	including	include	VERB
easat-10722	73	23	scatter	scatter	NOUN
easat-10722	73	24	plots	plot	NOUN
easat-10722	73	25	,	,	PUNCT
easat-10722	73	26	residual	residual	ADJ
easat-10722	73	27	histograms	histogram	NOUN
easat-10722	73	28	,	,	PUNCT
easat-10722	73	29	and	and	CCONJ
easat-10722	73	30	diurnal	diurnal	ADJ
easat-10722	73	31	mae	mae	PROPN
easat-10722	73	32	profiles	profile	NOUN
easat-10722	73	33	to	to	PART
easat-10722	73	34	identify	identify	VERB
easat-10722	73	35	systematic	systematic	ADJ
easat-10722	73	36	biases	bias	NOUN
easat-10722	73	37	and	and	CCONJ
easat-10722	73	38	temporal	temporal	ADJ
easat-10722	73	39	windows	window	NOUN
easat-10722	73	40	of	of	ADP
easat-10722	73	41	elevated	elevated	ADJ
easat-10722	73	42	uncertainty	uncertainty	NOUN
easat-10722	73	43	.	.	PUNCT
easat-10722	74	1	2	2	X
easat-10722	74	2	.	.	X
easat-10722	74	3	methodology	methodology	NOUN
easat-10722	74	4	this	this	DET
easat-10722	74	5	section	section	NOUN
easat-10722	74	6	details	detail	VERB
easat-10722	74	7	the	the	DET
easat-10722	74	8	end	end	NOUN
easat-10722	74	9	-	-	PUNCT
easat-10722	74	10	to	to	ADP
easat-10722	74	11	-	-	PUNCT
easat-10722	74	12	end	end	NOUN
easat-10722	74	13	pipeline	pipeline	NOUN
easat-10722	74	14	developed	develop	VERB
easat-10722	74	15	for	for	ADP
easat-10722	74	16	one	one	NUM
easat-10722	74	17	-	-	PUNCT
easat-10722	74	18	hour	hour	NOUN
easat-10722	74	19	-	-	PUNCT
easat-10722	74	20	ahead	ahead	NOUN
easat-10722	74	21	solar	solar	ADJ
easat-10722	74	22	power	power	NOUN
easat-10722	74	23	forecasting	forecasting	NOUN
easat-10722	74	24	using	use	VERB
easat-10722	74	25	a	a	DET
easat-10722	74	26	stacked	stack	VERB
easat-10722	74	27	long	long	ADJ
easat-10722	74	28	short	short	ADJ
easat-10722	74	29	-	-	PUNCT
easat-10722	74	30	term	term	NOUN
easat-10722	74	31	memory	memory	NOUN
easat-10722	74	32	(	(	PUNCT
easat-10722	74	33	lstm	lstm	NOUN
easat-10722	74	34	)	)	PUNCT
easat-10722	74	35	network	network	NOUN
easat-10722	74	36	.	.	PUNCT
easat-10722	75	1	we	we	PRON
easat-10722	75	2	describe	describe	VERB
easat-10722	75	3	(	(	PUNCT
easat-10722	75	4	i	i	NOUN
easat-10722	75	5	)	)	PUNCT
easat-10722	75	6	the	the	DET
easat-10722	75	7	data	datum	NOUN
easat-10722	75	8	source	source	NOUN
easat-10722	75	9	and	and	CCONJ
easat-10722	75	10	its	its	PRON
easat-10722	75	11	characteristics	characteristic	NOUN
easat-10722	75	12	,	,	PUNCT
easat-10722	75	13	(	(	PUNCT
easat-10722	75	14	ii	ii	NOUN
easat-10722	75	15	)	)	PUNCT
easat-10722	75	16	the	the	DET
easat-10722	75	17	preprocessing	preprocessing	NOUN
easat-10722	75	18	and	and	CCONJ
easat-10722	75	19	cleaning	clean	VERB
easat-10722	75	20	steps	step	NOUN
easat-10722	75	21	to	to	PART
easat-10722	75	22	ensure	ensure	VERB
easat-10722	75	23	a	a	DET
easat-10722	75	24	continuous	continuous	ADJ
easat-10722	75	25	,	,	PUNCT
easat-10722	75	26	high	high	ADJ
easat-10722	75	27	-	-	PUNCT
easat-10722	75	28	quality	quality	NOUN
easat-10722	75	29	time	time	NOUN
easat-10722	75	30	series	series	NOUN
easat-10722	75	31	,	,	PUNCT
easat-10722	75	32	(	(	PUNCT
easat-10722	75	33	iii	iii	X
easat-10722	75	34	)	)	PUNCT
easat-10722	75	35	the	the	DET
easat-10722	75	36	feature	feature	NOUN
easat-10722	75	37	-	-	PUNCT
easat-10722	75	38	engineering	engineering	NOUN
easat-10722	75	39	and	and	CCONJ
easat-10722	75	40	normalization	normalization	NOUN
easat-10722	75	41	procedures	procedure	NOUN
easat-10722	75	42	,	,	PUNCT
easat-10722	75	43	(	(	PUNCT
easat-10722	75	44	iv	iv	X
easat-10722	75	45	)	)	PUNCT
easat-10722	75	46	the	the	DET
easat-10722	75	47	construction	construction	NOUN
easat-10722	75	48	of	of	ADP
easat-10722	75	49	temporal	temporal	ADJ
easat-10722	75	50	sequences	sequence	NOUN
easat-10722	75	51	for	for	ADP
easat-10722	75	52	lstm	lstm	NOUN
easat-10722	75	53	inputs	input	NOUN
easat-10722	75	54	,	,	PUNCT
easat-10722	75	55	(	(	PUNCT
easat-10722	75	56	v	v	NOUN
easat-10722	75	57	)	)	PUNCT
easat-10722	75	58	the	the	DET
easat-10722	75	59	design	design	NOUN
easat-10722	75	60	of	of	ADP
easat-10722	75	61	the	the	DET
easat-10722	75	62	stacked	stacked	ADJ
easat-10722	75	63	lstm	lstm	NOUN
easat-10722	75	64	architecture	architecture	NOUN
easat-10722	75	65	,	,	PUNCT
easat-10722	75	66	(	(	PUNCT
easat-10722	75	67	vi	vi	NOUN
easat-10722	75	68	)	)	PUNCT
easat-10722	75	69	the	the	DET
easat-10722	75	70	training	training	NOUN
easat-10722	75	71	protocol	protocol	NOUN
easat-10722	75	72	including	include	VERB
easat-10722	75	73	hyperparameter	hyperparameter	NOUN
easat-10722	75	74	choices	choice	NOUN
easat-10722	75	75	and	and	CCONJ
easat-10722	75	76	validation	validation	NOUN
easat-10722	75	77	strategy	strategy	NOUN
easat-10722	75	78	,	,	PUNCT
easat-10722	75	79	and	and	CCONJ
easat-10722	75	80	(	(	PUNCT
easat-10722	75	81	vii	vii	PROPN
easat-10722	75	82	)	)	PUNCT
easat-10722	75	83	the	the	DET
easat-10722	75	84	evaluation	evaluation	NOUN
easat-10722	75	85	metrics	metric	NOUN
easat-10722	75	86	used	use	VERB
easat-10722	75	87	to	to	PART
easat-10722	75	88	assess	assess	VERB
easat-10722	75	89	forecast	forecast	NOUN
easat-10722	75	90	performance	performance	NOUN
easat-10722	75	91	.	.	PUNCT
easat-10722	76	1	this	this	DET
easat-10722	76	2	methodological	methodological	ADJ
easat-10722	76	3	framework	framework	NOUN
easat-10722	76	4	emphasizes	emphasize	VERB
easat-10722	76	5	reproducibility	reproducibility	NOUN
easat-10722	76	6	,	,	PUNCT
easat-10722	76	7	computational	computational	ADJ
easat-10722	76	8	efficiency	efficiency	NOUN
easat-10722	76	9	,	,	PUNCT
easat-10722	76	10	and	and	CCONJ
easat-10722	76	11	comparability	comparability	NOUN
easat-10722	76	12	to	to	PART
easat-10722	76	13	baseline	baseline	VERB
easat-10722	76	14	approaches	approach	NOUN
easat-10722	76	15	.	.	PUNCT
easat-10722	77	1	2.1	2.1	NUM
easat-10722	77	2	.	.	PUNCT
easat-10722	77	3	data	datum	NOUN
easat-10722	77	4	source	source	NOUN
easat-10722	77	5	hourly	hourly	ADJ
easat-10722	77	6	pv	pv	NOUN
easat-10722	77	7	output	output	NOUN
easat-10722	77	8	and	and	CCONJ
easat-10722	77	9	irradiance	irradiance	NOUN
easat-10722	77	10	were	be	AUX
easat-10722	77	11	obtained	obtain	VERB
easat-10722	77	12	from	from	ADP
easat-10722	77	13	the	the	DET
easat-10722	77	14	pvgis	pvgis	NOUN
easat-10722	77	15	-	-	PUNCT
easat-10722	77	16	sarah3	sarah3	NOUN
easat-10722	77	17	tool	tool	NOUN
easat-10722	77	18	[	[	X
easat-10722	77	19	7	7	X
easat-10722	77	20	]	]	PUNCT
easat-10722	77	21	for	for	ADP
easat-10722	77	22	a	a	DET
easat-10722	77	23	1	1	NUM
easat-10722	77	24	kwp	kwp	NOUN
easat-10722	77	25	crystalline	crystalline	NOUN
easat-10722	77	26	-	-	PUNCT
easat-10722	77	27	silicon	silicon	NOUN
easat-10722	77	28	system	system	NOUN
easat-10722	77	29	at	at	ADP
easat-10722	77	30	central	central	ADJ
easat-10722	77	31	iran	iran	PROPN
easat-10722	77	32	coordinates	coordinate	NOUN
easat-10722	77	33	.	.	PUNCT
easat-10722	78	1	the	the	DET
easat-10722	78	2	csv	csv	NOUN
easat-10722	78	3	(	(	PUNCT
easat-10722	78	4	2005–2023	2005–2023	NUM
easat-10722	78	5	)	)	PUNCT
easat-10722	78	6	includes	include	VERB
easat-10722	78	7	metadata	metadata	NOUN
easat-10722	78	8	rows	row	NOUN
easat-10722	78	9	followed	follow	VERB
easat-10722	78	10	by	by	ADP
easat-10722	78	11	:	:	PUNCT
easat-10722	78	12	time	time	NOUN
easat-10722	78	13	,	,	PUNCT
easat-10722	78	14	p	p	X
easat-10722	78	15	,	,	PUNCT
easat-10722	78	16	yyyymmdd	yyyymmdd	PROPN
easat-10722	78	17	:	:	PUNCT
easat-10722	79	1	hhmm	hhmm	INTJ
easat-10722	79	2	,	,	PUNCT
easat-10722	79	3	(	(	PUNCT
easat-10722	79	4	kwp	kwp	PROPN
easat-10722	79	5	)	)	PUNCT
easat-10722	79	6	.	.	PUNCT
easat-10722	80	1	2.2	2.2	NUM
easat-10722	80	2	.	.	PUNCT
easat-10722	80	3	loading	loading	NOUN
easat-10722	80	4	&	&	CCONJ
easat-10722	80	5	cleaning	cleaning	NOUN
easat-10722	80	6	metadata	metadata	NOUN
easat-10722	80	7	rows	row	NOUN
easat-10722	80	8	were	be	AUX
easat-10722	80	9	skipped	skip	VERB
easat-10722	80	10	until	until	SCONJ
easat-10722	80	11	the	the	DET
easat-10722	80	12	header	header	NOUN
easat-10722	80	13	line	line	NOUN
easat-10722	80	14	starting	start	VERB
easat-10722	80	15	with	with	ADP
easat-10722	80	16	time	time	NOUN
easat-10722	80	17	,	,	PUNCT
easat-10722	80	18	after	after	SCONJ
easat-10722	80	19	which	which	DET
easat-10722	80	20	timestamps	timestamp	NOUN
easat-10722	80	21	were	be	AUX
easat-10722	80	22	parsed	parse	VERB
easat-10722	80	23	via	via	ADP
easat-10722	80	24	:	:	PUNCT
easat-10722	80	25	this	this	PRON
easat-10722	80	26	converts	convert	VERB
easat-10722	80	27	raw	raw	ADJ
easat-10722	80	28	timestamp	timestamp	NOUN
easat-10722	80	29	strings	string	NOUN
easat-10722	80	30	into	into	ADP
easat-10722	80	31	datetime	datetime	ADJ
easat-10722	80	32	objects	object	NOUN
easat-10722	80	33	,	,	PUNCT
easat-10722	80	34	allowing	allow	VERB
easat-10722	80	35	time	time	NOUN
easat-10722	80	36	-	-	PUNCT
easat-10722	80	37	based	base	VERB
easat-10722	80	38	indexing	indexing	NOUN
easat-10722	80	39	and	and	CCONJ
easat-10722	80	40	resampling	resampling	NOUN
easat-10722	80	41	.	.	PUNCT
easat-10722	81	1	after	after	ADP
easat-10722	81	2	parsing	parse	VERB
easat-10722	81	3	,	,	PUNCT
easat-10722	81	4	any	any	DET
easat-10722	81	5	rows	row	NOUN
easat-10722	81	6	where	where	SCONJ
easat-10722	81	7	time	time	NOUN
easat-10722	81	8	or	or	CCONJ
easat-10722	81	9	p	p	NOUN
easat-10722	81	10	(	(	PUNCT
easat-10722	81	11	power	power	NOUN
easat-10722	81	12	)	)	PUNCT
easat-10722	81	13	were	be	AUX
easat-10722	81	14	invalid	invalid	ADJ
easat-10722	81	15	were	be	AUX
easat-10722	81	16	dropped	drop	VERB
easat-10722	81	17	.	.	PUNCT
easat-10722	82	1	the	the	DET
easat-10722	82	2	time	time	NOUN
easat-10722	82	3	column	column	NOUN
easat-10722	82	4	was	be	AUX
easat-10722	82	5	set	set	VERB
easat-10722	82	6	as	as	ADP
easat-10722	82	7	the	the	DET
easat-10722	82	8	dataframe	dataframe	PROPN
easat-10722	82	9	index	index	NOUN
easat-10722	82	10	,	,	PUNCT
easat-10722	82	11	the	the	DET
easat-10722	82	12	p	p	NOUN
easat-10722	82	13	column	column	NOUN
easat-10722	82	14	was	be	AUX
easat-10722	82	15	converted	convert	VERB
easat-10722	82	16	to	to	ADP
easat-10722	82	17	a	a	DET
easat-10722	82	18	numeric	numeric	ADJ
easat-10722	82	19	type	type	NOUN
easat-10722	82	20	,	,	PUNCT
easat-10722	82	21	and	and	CCONJ
easat-10722	82	22	data	datum	NOUN
easat-10722	82	23	were	be	AUX
easat-10722	82	24	1594	1594	NUM
easat-10722	82	25	edelweiss	edelweiss	PROPN
easat-10722	82	26	applied	apply	VERB
easat-10722	82	27	science	science	NOUN
easat-10722	82	28	and	and	CCONJ
easat-10722	82	29	technology	technology	NOUN
easat-10722	82	30	issn	issn	PROPN
easat-10722	82	31	:	:	PUNCT
easat-10722	82	32	2576	2576	NUM
easat-10722	82	33	-	-	SYM
easat-10722	82	34	8484	8484	NUM
easat-10722	82	35	vol	vol	NOUN
easat-10722	82	36	.	.	PROPN
easat-10722	83	1	9	9	NUM
easat-10722	83	2	,	,	PUNCT
easat-10722	83	3	no	no	INTJ
easat-10722	83	4	.	.	NOUN
easat-10722	83	5	10	10	NUM
easat-10722	83	6	:	:	PUNCT
easat-10722	83	7	1591	1591	NUM
easat-10722	83	8	-	-	SYM
easat-10722	83	9	1600	1600	NUM
easat-10722	83	10	,	,	PUNCT
easat-10722	83	11	2025	2025	NUM
easat-10722	83	12	doi	doi	NOUN
easat-10722	83	13	:	:	PUNCT
easat-10722	83	14	10.55214/2576	10.55214/2576	NUM
easat-10722	83	15	-	-	SYM
easat-10722	83	16	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	83	17	©	©	PROPN
easat-10722	83	18	2025	2025	NUM
easat-10722	83	19	by	by	ADP
easat-10722	83	20	the	the	DET
easat-10722	83	21	authors	author	NOUN
easat-10722	83	22	;	;	PUNCT
easat-10722	83	23	licensee	licensee	PROPN
easat-10722	83	24	learning	learning	NOUN
easat-10722	83	25	gate	gate	NOUN
easat-10722	83	26	resampled	resample	VERB
easat-10722	83	27	to	to	ADP
easat-10722	83	28	hourly	hourly	ADJ
easat-10722	83	29	means	mean	NOUN
easat-10722	83	30	.	.	PUNCT
easat-10722	84	1	any	any	DET
easat-10722	84	2	remaining	remain	VERB
easat-10722	84	3	missing	miss	VERB
easat-10722	84	4	values	value	NOUN
easat-10722	84	5	were	be	AUX
easat-10722	84	6	linearly	linearly	ADV
easat-10722	84	7	interpolated	interpolate	VERB
easat-10722	84	8	,	,	PUNCT
easat-10722	84	9	ensuring	ensure	VERB
easat-10722	84	10	a	a	DET
easat-10722	84	11	continuous	continuous	ADJ
easat-10722	84	12	,	,	PUNCT
easat-10722	84	13	uniformly	uniformly	ADV
easat-10722	84	14	spaced	space	VERB
easat-10722	84	15	time	time	NOUN
easat-10722	84	16	series	series	NOUN
easat-10722	84	17	.	.	PUNCT
easat-10722	85	1	2.3	2.3	NUM
easat-10722	85	2	.	.	PUNCT
easat-10722	86	1	feature	feature	NOUN
easat-10722	86	2	engineering	engineering	PROPN
easat-10722	86	3	&	&	CCONJ
easat-10722	86	4	normalization	normalization	PROPN
easat-10722	86	5	two	two	NUM
easat-10722	86	6	temporal	temporal	ADJ
easat-10722	86	7	features	feature	NOUN
easat-10722	86	8	were	be	AUX
easat-10722	86	9	added	add	VERB
easat-10722	86	10	:	:	PUNCT
easat-10722	86	11	these	these	DET
easat-10722	86	12	features	feature	NOUN
easat-10722	86	13	extract	extract	VERB
easat-10722	86	14	the	the	DET
easat-10722	86	15	hour	hour	NOUN
easat-10722	86	16	of	of	ADP
easat-10722	86	17	day	day	NOUN
easat-10722	86	18	(	(	PUNCT
easat-10722	86	19	0–23	0–23	PROPN
easat-10722	86	20	)	)	PUNCT
easat-10722	86	21	,	,	PUNCT
easat-10722	86	22	capturing	capture	VERB
easat-10722	86	23	diurnal	diurnal	ADJ
easat-10722	86	24	effects	effect	NOUN
easat-10722	86	25	,	,	PUNCT
easat-10722	86	26	and	and	CCONJ
easat-10722	86	27	encode	encode	ADJ
easat-10722	86	28	seasonal	seasonal	ADJ
easat-10722	86	29	progression	progression	NOUN
easat-10722	86	30	(	(	PUNCT
easat-10722	86	31	1–365	1–365	NUM
easat-10722	86	32	)	)	PUNCT
easat-10722	86	33	,	,	PUNCT
easat-10722	86	34	capturing	capture	VERB
easat-10722	86	35	annual	annual	ADJ
easat-10722	86	36	irradiance	irradiance	NOUN
easat-10722	86	37	cycles	cycle	NOUN
easat-10722	86	38	.	.	PUNCT
easat-10722	87	1	all	all	DET
easat-10722	87	2	features	feature	NOUN
easat-10722	87	3	were	be	AUX
easat-10722	87	4	scaled	scale	VERB
easat-10722	87	5	to	to	ADP
easat-10722	87	6	[	[	X
easat-10722	87	7	0,1	0,1	NUM
easat-10722	87	8	]	]	PUNCT
easat-10722	87	9	by	by	ADP
easat-10722	87	10	min	min	PROPN
easat-10722	87	11	–	–	PUNCT
easat-10722	87	12	max	max	PROPN
easat-10722	87	13	normalization	normalization	NOUN
easat-10722	87	14	.	.	PUNCT
easat-10722	88	1	this	this	DET
easat-10722	88	2	scaling	scaling	NOUN
easat-10722	88	3	prevents	prevent	VERB
easat-10722	88	4	features	feature	NOUN
easat-10722	88	5	with	with	ADP
easat-10722	88	6	larger	large	ADJ
easat-10722	88	7	magnitudes	magnitude	NOUN
easat-10722	88	8	from	from	ADP
easat-10722	88	9	dominating	dominate	VERB
easat-10722	88	10	model	model	NOUN
easat-10722	88	11	training	training	NOUN
easat-10722	88	12	and	and	CCONJ
easat-10722	88	13	helps	help	VERB
easat-10722	88	14	the	the	DET
easat-10722	88	15	lstm	lstm	NOUN
easat-10722	88	16	converge	converge	VERB
easat-10722	88	17	more	more	ADV
easat-10722	88	18	reliably	reliably	ADV
easat-10722	88	19	.	.	PUNCT
easat-10722	89	1	2.4	2.4	NUM
easat-10722	89	2	.	.	PUNCT
easat-10722	90	1	sequence	sequence	NOUN
easat-10722	90	2	construction	construction	NOUN
easat-10722	90	3	given	give	VERB
easat-10722	90	4	window	window	NOUN
easat-10722	90	5	size	size	NOUN
easat-10722	90	6	w	w	PROPN
easat-10722	90	7	=	=	NOUN
easat-10722	90	8	24	24	NUM
easat-10722	90	9	,	,	PUNCT
easat-10722	90	10	the	the	DET
easat-10722	90	11	dataset	dataset	NOUN
easat-10722	90	12	of	of	ADP
easat-10722	90	13	length	length	NOUN
easat-10722	90	14	n	n	PROPN
easat-10722	90	15	yields	yield	VERB
easat-10722	90	16	sequences	sequence	NOUN
easat-10722	90	17	:	:	PUNCT
easat-10722	90	18	for	for	ADP
easat-10722	90	19	i	i	PROPN
easat-10722	90	20	=	=	SYM
easat-10722	90	21	w	w	PROPN
easat-10722	90	22	,	,	PUNCT
easat-10722	90	23	.	.	PUNCT
easat-10722	90	24	.	.	PUNCT
easat-10722	91	1	.	.	PUNCT
easat-10722	92	1	,	,	PUNCT
easat-10722	93	1	n	n	CCONJ
easat-10722	93	2	−	−	PROPN
easat-10722	93	3	1	1	NUM
easat-10722	93	4	,	,	PUNCT
easat-10722	93	5	where	where	SCONJ
easat-10722	93	6	p	p	NOUN
easat-10722	93	7	is	be	AUX
easat-10722	93	8	the	the	DET
easat-10722	93	9	number	number	NOUN
easat-10722	93	10	of	of	ADP
easat-10722	93	11	features	feature	NOUN
easat-10722	93	12	.	.	PUNCT
easat-10722	94	1	each	each	PRON
easat-10722	94	2	xi	xi	ADP
easat-10722	94	3	is	be	AUX
easat-10722	94	4	a	a	DET
easat-10722	94	5	24	24	NUM
easat-10722	94	6	-	-	PUNCT
easat-10722	94	7	hour	hour	NOUN
easat-10722	94	8	history	history	NOUN
easat-10722	94	9	of	of	ADP
easat-10722	94	10	all	all	DET
easat-10722	94	11	features	feature	NOUN
easat-10722	94	12	,	,	PUNCT
easat-10722	94	13	and	and	CCONJ
easat-10722	94	14	yi	yi	PROPN
easat-10722	94	15	is	be	AUX
easat-10722	94	16	the	the	DET
easat-10722	94	17	pv	pv	NOUN
easat-10722	94	18	output	output	NOUN
easat-10722	94	19	at	at	ADP
easat-10722	94	20	the	the	DET
easat-10722	94	21	next	next	ADJ
easat-10722	94	22	hour	hour	NOUN
easat-10722	94	23	.	.	PUNCT
easat-10722	95	1	2.5	2.5	NUM
easat-10722	95	2	.	.	PUNCT
easat-10722	96	1	lstm	lstm	ADJ
easat-10722	96	2	architecture	architecture	NOUN
easat-10722	96	3	our	our	PRON
easat-10722	96	4	keras	keras	PROPN
easat-10722	96	5	model	model	NOUN
easat-10722	96	6	was	be	AUX
easat-10722	96	7	defined	define	VERB
easat-10722	96	8	as	as	ADP
easat-10722	96	9	sequential	sequential	ADJ
easat-10722	96	10	and	and	CCONJ
easat-10722	96	11	contains	contain	VERB
easat-10722	96	12	:	:	PUNCT
easat-10722	96	13	lstm(50	lstm(50	NOUN
easat-10722	96	14	,	,	PUNCT
easat-10722	96	15	return_sequences	return_sequence	NOUN
easat-10722	96	16	=	=	NOUN
easat-10722	96	17	true	true	ADJ
easat-10722	96	18	,	,	PUNCT
easat-10722	96	19	input_shape=(24,p	input_shape=(24,p	NOUN
easat-10722	96	20	)	)	PUNCT
easat-10722	96	21	)	)	PUNCT
easat-10722	96	22	,	,	PUNCT
easat-10722	96	23	lstm(50	lstm(50	NOUN
easat-10722	96	24	)	)	PUNCT
easat-10722	96	25	,	,	PUNCT
easat-10722	96	26	dense(1	dense(1	PROPN
easat-10722	96	27	)	)	PUNCT
easat-10722	96	28	,	,	PUNCT
easat-10722	96	29	model.compile(optimizer=’adam	model.compile(optimizer=’adam	X
easat-10722	96	30	’	'	PUNCT
easat-10722	96	31	,	,	PUNCT
easat-10722	96	32	loss=’mse	loss=’mse	PROPN
easat-10722	96	33	’	'	PUNCT
easat-10722	96	34	,	,	PUNCT
easat-10722	96	35	metrics=[’mae	metrics=[’mae	NOUN
easat-10722	96	36	’	'	PUNCT
easat-10722	96	37	]	]	PUNCT
easat-10722	96	38	)	)	PUNCT
easat-10722	96	39	,	,	PUNCT
easat-10722	96	40	the	the	DET
easat-10722	96	41	first	first	ADJ
easat-10722	96	42	lstm	lstm	ADJ
easat-10722	96	43	layer	layer	NOUN
easat-10722	96	44	outputs	output	VERB
easat-10722	96	45	a	a	DET
easat-10722	96	46	sequence	sequence	NOUN
easat-10722	96	47	(	(	PUNCT
easat-10722	96	48	one	one	NUM
easat-10722	96	49	hidden	hide	VERB
easat-10722	96	50	state	state	NOUN
easat-10722	96	51	per	per	ADP
easat-10722	96	52	time	time	NOUN
easat-10722	96	53	step	step	NOUN
easat-10722	96	54	)	)	PUNCT
easat-10722	96	55	so	so	SCONJ
easat-10722	96	56	that	that	SCONJ
easat-10722	96	57	the	the	DET
easat-10722	96	58	second	second	ADJ
easat-10722	96	59	lstm	lstm	NOUN
easat-10722	96	60	can	can	AUX
easat-10722	96	61	further	far	ADV
easat-10722	96	62	process	process	VERB
easat-10722	96	63	temporal	temporal	ADJ
easat-10722	96	64	dependencies	dependency	NOUN
easat-10722	96	65	.	.	PUNCT
easat-10722	97	1	the	the	DET
easat-10722	97	2	final	final	ADJ
easat-10722	97	3	dense	dense	ADJ
easat-10722	97	4	layer	layer	NOUN
easat-10722	97	5	produces	produce	VERB
easat-10722	97	6	the	the	DET
easat-10722	97	7	one	one	NUM
easat-10722	97	8	-	-	PUNCT
easat-10722	97	9	hour	hour	NOUN
easat-10722	97	10	-	-	PUNCT
easat-10722	97	11	ahead	ahead	NOUN
easat-10722	97	12	power	power	NOUN
easat-10722	97	13	forecast	forecast	NOUN
easat-10722	97	14	.	.	PUNCT
easat-10722	98	1	internally	internally	ADV
easat-10722	98	2	,	,	PUNCT
easat-10722	98	3	each	each	DET
easat-10722	98	4	lstm	lstm	ADJ
easat-10722	98	5	cell	cell	NOUN
easat-10722	98	6	follows	follow	VERB
easat-10722	98	7	:	:	PUNCT
easat-10722	98	8	where	where	SCONJ
easat-10722	98	9	σ	σ	PROPN
easat-10722	98	10	is	be	AUX
easat-10722	98	11	the	the	DET
easat-10722	98	12	sigmoid	sigmoid	NOUN
easat-10722	98	13	activation	activation	NOUN
easat-10722	98	14	,	,	PUNCT
easat-10722	98	15	controlling	control	VERB
easat-10722	98	16	information	information	NOUN
easat-10722	98	17	flow	flow	NOUN
easat-10722	98	18	;	;	PUNCT
easat-10722	98	19	tanh	tanh	NOUN
easat-10722	98	20	introduces	introduce	VERB
easat-10722	98	21	nonlinearity	nonlinearity	NOUN
easat-10722	98	22	;	;	PUNCT
easat-10722	98	23	and	and	CCONJ
easat-10722	98	24	⊙	⊙	PROPN
easat-10722	98	25	denotes	denote	NOUN
easat-10722	98	26	element	element	ADJ
easat-10722	98	27	-	-	PUNCT
easat-10722	98	28	wise	wise	ADJ
easat-10722	98	29	multiplication	multiplication	NOUN
easat-10722	98	30	.	.	PUNCT
easat-10722	99	1	1595	1595	NUM
easat-10722	99	2	edelweiss	edelweiss	PROPN
easat-10722	99	3	applied	apply	VERB
easat-10722	99	4	science	science	NOUN
easat-10722	99	5	and	and	CCONJ
easat-10722	99	6	technology	technology	NOUN
easat-10722	99	7	issn	issn	PROPN
easat-10722	99	8	:	:	PUNCT
easat-10722	99	9	2576	2576	NUM
easat-10722	99	10	-	-	SYM
easat-10722	99	11	8484	8484	NUM
easat-10722	99	12	vol	vol	NOUN
easat-10722	99	13	.	.	PROPN
easat-10722	100	1	9	9	NUM
easat-10722	100	2	,	,	PUNCT
easat-10722	100	3	no	no	INTJ
easat-10722	100	4	.	.	NOUN
easat-10722	100	5	10	10	NUM
easat-10722	100	6	:	:	PUNCT
easat-10722	100	7	1591	1591	NUM
easat-10722	100	8	-	-	SYM
easat-10722	100	9	1600	1600	NUM
easat-10722	100	10	,	,	PUNCT
easat-10722	100	11	2025	2025	NUM
easat-10722	100	12	doi	doi	NOUN
easat-10722	100	13	:	:	PUNCT
easat-10722	100	14	10.55214/2576	10.55214/2576	NUM
easat-10722	100	15	-	-	SYM
easat-10722	100	16	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	100	17	©	©	PROPN
easat-10722	100	18	2025	2025	NUM
easat-10722	100	19	by	by	ADP
easat-10722	100	20	the	the	DET
easat-10722	100	21	authors	author	NOUN
easat-10722	100	22	;	;	PUNCT
easat-10722	100	23	licensee	licensee	PROPN
easat-10722	100	24	learning	learning	NOUN
easat-10722	100	25	gate	gate	VERB
easat-10722	100	26	2.6	2.6	NUM
easat-10722	100	27	.	.	PUNCT
easat-10722	101	1	training	training	NOUN
easat-10722	101	2	protocol	protocol	NOUN
easat-10722	101	3	the	the	DET
easat-10722	101	4	dataset	dataset	NOUN
easat-10722	101	5	was	be	AUX
easat-10722	101	6	split	split	VERB
easat-10722	101	7	into	into	ADP
easat-10722	101	8	70	70	NUM
easat-10722	101	9	%	%	NOUN
easat-10722	101	10	for	for	ADP
easat-10722	101	11	training	training	NOUN
easat-10722	101	12	and	and	CCONJ
easat-10722	101	13	30	30	NUM
easat-10722	101	14	%	%	NOUN
easat-10722	101	15	for	for	ADP
easat-10722	101	16	testing	testing	NOUN
easat-10722	101	17	.	.	PUNCT
easat-10722	102	1	training	training	NOUN
easat-10722	102	2	was	be	AUX
easat-10722	102	3	conducted	conduct	VERB
easat-10722	102	4	for	for	ADP
easat-10722	102	5	up	up	ADP
easat-10722	102	6	to	to	PART
easat-10722	102	7	20	20	NUM
easat-10722	102	8	epochs	epoch	NOUN
easat-10722	102	9	with	with	ADP
easat-10722	102	10	early	early	ADJ
easat-10722	102	11	stopping	stop	VERB
easat-10722	102	12	patience	patience	NOUN
easat-10722	102	13	set	set	VERB
easat-10722	102	14	to	to	ADP
easat-10722	102	15	0	0	NUM
easat-10722	102	16	.	.	PUNCT
easat-10722	103	1	a	a	DET
easat-10722	103	2	batch	batch	NOUN
easat-10722	103	3	size	size	NOUN
easat-10722	103	4	of	of	ADP
easat-10722	103	5	approximately	approximately	ADV
easat-10722	103	6	3000	3000	NUM
easat-10722	103	7	samples	sample	NOUN
easat-10722	103	8	was	be	AUX
easat-10722	103	9	used	use	VERB
easat-10722	103	10	,	,	PUNCT
easat-10722	103	11	and	and	CCONJ
easat-10722	103	12	20	20	NUM
easat-10722	103	13	%	%	NOUN
easat-10722	103	14	of	of	ADP
easat-10722	103	15	the	the	DET
easat-10722	103	16	training	training	NOUN
easat-10722	103	17	data	datum	NOUN
easat-10722	103	18	served	serve	VERB
easat-10722	103	19	as	as	ADP
easat-10722	103	20	a	a	DET
easat-10722	103	21	validation	validation	NOUN
easat-10722	103	22	set	set	NOUN
easat-10722	103	23	.	.	PUNCT
easat-10722	104	1	the	the	DET
easat-10722	104	2	best	good	ADJ
easat-10722	104	3	model	model	NOUN
easat-10722	104	4	weights	weight	NOUN
easat-10722	104	5	were	be	AUX
easat-10722	104	6	saved	save	VERB
easat-10722	104	7	to	to	ADP
easat-10722	104	8	bestmodel.h5	bestmodel.h5	PROPN
easat-10722	104	9	.	.	PUNCT
easat-10722	105	1	2.7	2.7	NUM
easat-10722	105	2	.	.	PUNCT
easat-10722	106	1	evaluation	evaluation	NOUN
easat-10722	106	2	metrics	metric	NOUN
easat-10722	106	3	forecasts	forecast	VERB
easat-10722	106	4	yˆi	yˆi	NOUN
easat-10722	106	5	were	be	AUX
easat-10722	106	6	assessed	assess	VERB
easat-10722	106	7	via	via	ADP
easat-10722	106	8	:	:	PUNCT
easat-10722	106	9	•	•	NUM
easat-10722	106	10	mean	mean	VERB
easat-10722	106	11	squared	square	VERB
easat-10722	106	12	error	error	NOUN
easat-10722	106	13	(	(	PUNCT
easat-10722	106	14	mse	mse	NOUN
easat-10722	106	15	):	):	PUNCT
easat-10722	106	16	which	which	PRON
easat-10722	106	17	measures	measure	VERB
easat-10722	106	18	the	the	DET
easat-10722	106	19	average	average	ADJ
easat-10722	106	20	squared	squared	ADJ
easat-10722	106	21	difference	difference	NOUN
easat-10722	106	22	,	,	PUNCT
easat-10722	106	23	penalizing	penalize	VERB
easat-10722	106	24	larger	large	ADJ
easat-10722	106	25	errors	error	NOUN
easat-10722	106	26	more	more	ADV
easat-10722	106	27	heavily	heavily	ADV
easat-10722	106	28	.	.	PUNCT
easat-10722	107	1	•	•	NUM
easat-10722	107	2	root	root	NOUN
easat-10722	107	3	mse	mse	PROPN
easat-10722	107	4	(	(	PUNCT
easat-10722	107	5	rmse	rmse	PROPN
easat-10722	107	6	):	):	PUNCT
easat-10722	107	7	√	√	NUM
easat-10722	107	8	which	which	PRON
easat-10722	107	9	returns	return	VERB
easat-10722	107	10	an	an	DET
easat-10722	107	11	error	error	NOUN
easat-10722	107	12	in	in	ADP
easat-10722	107	13	the	the	DET
easat-10722	107	14	original	original	ADJ
easat-10722	107	15	units	unit	NOUN
easat-10722	107	16	(	(	PUNCT
easat-10722	107	17	kwp	kwp	PROPN
easat-10722	107	18	)	)	PUNCT
easat-10722	107	19	,	,	PUNCT
easat-10722	107	20	making	make	VERB
easat-10722	107	21	interpretation	interpretation	NOUN
easat-10722	107	22	straightforward	straightforward	ADJ
easat-10722	107	23	.	.	PUNCT
easat-10722	108	1	•	•	NUM
easat-10722	108	2	mean	mean	VERB
easat-10722	108	3	absolute	absolute	ADJ
easat-10722	108	4	error	error	NOUN
easat-10722	108	5	(	(	PUNCT
easat-10722	108	6	mae	mae	PROPN
easat-10722	108	7	):	):	PUNCT
easat-10722	108	8	which	which	PRON
easat-10722	108	9	averages	average	VERB
easat-10722	108	10	absolute	absolute	ADJ
easat-10722	108	11	deviations	deviation	NOUN
easat-10722	108	12	,	,	PUNCT
easat-10722	108	13	providing	provide	VERB
easat-10722	108	14	a	a	DET
easat-10722	108	15	robust	robust	ADJ
easat-10722	108	16	sense	sense	NOUN
easat-10722	108	17	of	of	ADP
easat-10722	108	18	typical	typical	ADJ
easat-10722	108	19	error	error	NOUN
easat-10722	108	20	magnitude	magnitude	NOUN
easat-10722	108	21	.	.	PUNCT
easat-10722	109	1	mean	mean	VERB
easat-10722	109	2	absolute	absolute	ADJ
easat-10722	109	3	percentage	percentage	NOUN
easat-10722	109	4	error	error	NOUN
easat-10722	109	5	(	(	PUNCT
easat-10722	109	6	mape	mape	NOUN
easat-10722	109	7	):	):	PUNCT
easat-10722	109	8	which	which	PRON
easat-10722	109	9	expresses	express	VERB
easat-10722	109	10	error	error	NOUN
easat-10722	109	11	as	as	ADP
easat-10722	109	12	a	a	DET
easat-10722	109	13	percentage	percentage	NOUN
easat-10722	109	14	of	of	ADP
easat-10722	109	15	true	true	ADJ
easat-10722	109	16	values	value	NOUN
easat-10722	109	17	;	;	PUNCT
easat-10722	109	18	sensitive	sensitive	ADJ
easat-10722	109	19	when	when	SCONJ
easat-10722	109	20	yi	yi	PROPN
easat-10722	109	21	is	be	AUX
easat-10722	109	22	near	near	ADP
easat-10722	109	23	zero	zero	NUM
easat-10722	109	24	.	.	PUNCT
easat-10722	110	1	coefficient	coefficient	NOUN
easat-10722	110	2	of	of	ADP
easat-10722	110	3	determination	determination	NOUN
easat-10722	110	4	(	(	PUNCT
easat-10722	110	5	r2	r2	PROPN
easat-10722	110	6	):	):	PUNCT
easat-10722	110	7	where	where	SCONJ
easat-10722	110	8	y¯	y¯	PRON
easat-10722	110	9	is	be	AUX
easat-10722	110	10	the	the	DET
easat-10722	110	11	mean	mean	NOUN
easat-10722	110	12	of	of	ADP
easat-10722	110	13	the	the	DET
easat-10722	110	14	true	true	ADJ
easat-10722	110	15	values	value	NOUN
easat-10722	110	16	.	.	PUNCT
easat-10722	111	1	this	this	PRON
easat-10722	111	2	indicates	indicate	VERB
easat-10722	111	3	the	the	DET
easat-10722	111	4	proportion	proportion	NOUN
easat-10722	111	5	of	of	ADP
easat-10722	111	6	variance	variance	NOUN
easat-10722	111	7	explained	explain	VERB
easat-10722	111	8	by	by	ADP
easat-10722	111	9	the	the	DET
easat-10722	111	10	model	model	NOUN
easat-10722	111	11	(	(	PUNCT
easat-10722	111	12	r2	r2	PROPN
easat-10722	111	13	=	=	SYM
easat-10722	111	14	1	1	NUM
easat-10722	111	15	indicates	indicate	VERB
easat-10722	111	16	a	a	DET
easat-10722	111	17	perfect	perfect	ADJ
easat-10722	111	18	fit	fit	NOUN
easat-10722	111	19	)	)	PUNCT
easat-10722	111	20	.	.	PUNCT
easat-10722	112	1	a	a	DET
easat-10722	112	2	persistence	persistence	NOUN
easat-10722	112	3	baseline	baseline	NOUN
easat-10722	112	4	(	(	PUNCT
easat-10722	112	5	forecast	forecast	NOUN
easat-10722	112	6	yˆi	yˆi	NOUN
easat-10722	112	7	=	=	SYM
easat-10722	112	8	yi−1	yi−1	PROPN
easat-10722	112	9	)	)	PUNCT
easat-10722	112	10	yields	yield	VERB
easat-10722	112	11	rmsepers	rmseper	NOUN
easat-10722	113	1	≈	≈	PROPN
easat-10722	113	2	0.108	0.108	NUM
easat-10722	113	3	kwp	kwp	PROPN
easat-10722	113	4	.	.	PROPN
easat-10722	114	1	3	3	NUM
easat-10722	114	2	.	.	NOUN
easat-10722	114	3	results	result	NOUN
easat-10722	114	4	and	and	CCONJ
easat-10722	114	5	discussion	discussion	VERB
easat-10722	114	6	the	the	DET
easat-10722	114	7	performance	performance	NOUN
easat-10722	114	8	evaluation	evaluation	NOUN
easat-10722	114	9	of	of	ADP
easat-10722	114	10	the	the	DET
easat-10722	114	11	stacked	stack	VERB
easat-10722	114	12	lstm	lstm	PROPN
easat-10722	114	13	model	model	NOUN
easat-10722	114	14	indicates	indicate	VERB
easat-10722	114	15	a	a	DET
easat-10722	114	16	notable	notable	ADJ
easat-10722	114	17	improvement	improvement	NOUN
easat-10722	114	18	compared	compare	VERB
easat-10722	114	19	to	to	ADP
easat-10722	114	20	the	the	DET
easat-10722	114	21	persistence	persistence	NOUN
easat-10722	114	22	baseline	baseline	NOUN
easat-10722	114	23	.	.	PUNCT
easat-10722	115	1	quantitatively	quantitatively	ADV
easat-10722	115	2	,	,	PUNCT
easat-10722	115	3	the	the	DET
easat-10722	115	4	proposed	propose	VERB
easat-10722	115	5	architecture	architecture	NOUN
easat-10722	115	6	achieves	achieve	VERB
easat-10722	115	7	an	an	DET
easat-10722	115	8	rmse	rmse	NOUN
easat-10722	115	9	of	of	ADP
easat-10722	115	10	0.084	0.084	NUM
easat-10722	115	11	kwp	kwp	NOUN
easat-10722	115	12	,	,	PUNCT
easat-10722	115	13	representing	represent	VERB
easat-10722	115	14	a	a	DET
easat-10722	115	15	22	22	NUM
easat-10722	115	16	%	%	NOUN
easat-10722	115	17	reduction	reduction	NOUN
easat-10722	115	18	in	in	ADP
easat-10722	115	19	error	error	NOUN
easat-10722	115	20	relative	relative	ADJ
easat-10722	115	21	to	to	ADP
easat-10722	115	22	the	the	DET
easat-10722	115	23	baseline	baseline	NOUN
easat-10722	115	24	value	value	NOUN
easat-10722	115	25	of	of	ADP
easat-10722	115	26	0.108	0.108	NUM
easat-10722	115	27	kwp	kwp	PROPN
easat-10722	115	28	.	.	PUNCT
easat-10722	116	1	similarly	similarly	ADV
easat-10722	116	2	,	,	PUNCT
easat-10722	116	3	the	the	DET
easat-10722	116	4	mae	mae	PROPN
easat-10722	116	5	decreases	decrease	VERB
easat-10722	116	6	to	to	ADP
easat-10722	116	7	0.065	0.065	NUM
easat-10722	116	8	kwp	kwp	PROPN
easat-10722	116	9	,	,	PUNCT
easat-10722	116	10	which	which	PRON
easat-10722	116	11	is	be	AUX
easat-10722	116	12	a	a	DET
easat-10722	116	13	21	21	NUM
easat-10722	116	14	%	%	NOUN
easat-10722	116	15	improvement	improvement	NOUN
easat-10722	116	16	,	,	PUNCT
easat-10722	116	17	and	and	CCONJ
easat-10722	116	18	the	the	DET
easat-10722	116	19	mape	mape	NOUN
easat-10722	116	20	reaches	reach	VERB
easat-10722	116	21	11.7	11.7	NUM
easat-10722	116	22	%	%	NOUN
easat-10722	116	23	,	,	PUNCT
easat-10722	116	24	a	a	DET
easat-10722	116	25	19	19	NUM
easat-10722	116	26	%	%	NOUN
easat-10722	116	27	reduction	reduction	NOUN
easat-10722	116	28	.	.	PUNCT
easat-10722	117	1	the	the	DET
easat-10722	117	2	model	model	NOUN
easat-10722	117	3	also	also	ADV
easat-10722	117	4	attains	attain	VERB
easat-10722	117	5	a	a	DET
easat-10722	117	6	coefficient	coefficient	NOUN
easat-10722	117	7	of	of	ADP
easat-10722	117	8	determination	determination	NOUN
easat-10722	117	9	(	(	PUNCT
easat-10722	117	10	r²	r²	NOUN
easat-10722	117	11	)	)	PUNCT
easat-10722	117	12	of	of	ADP
easat-10722	117	13	0.88	0.88	NUM
easat-10722	117	14	,	,	PUNCT
easat-10722	117	15	highlighting	highlight	VERB
easat-10722	117	16	that	that	SCONJ
easat-10722	117	17	the	the	DET
easat-10722	117	18	majority	majority	NOUN
easat-10722	117	19	of	of	ADP
easat-10722	117	20	the	the	DET
easat-10722	117	21	variance	variance	NOUN
easat-10722	117	22	in	in	ADP
easat-10722	117	23	pv	pv	PROPN
easat-10722	117	24	output	output	NOUN
easat-10722	117	25	is	be	AUX
easat-10722	117	26	effectively	effectively	ADV
easat-10722	117	27	captured	capture	VERB
easat-10722	117	28	.	.	PUNCT
easat-10722	118	1	these	these	DET
easat-10722	118	2	results	result	NOUN
easat-10722	118	3	demonstrate	demonstrate	VERB
easat-10722	118	4	that	that	SCONJ
easat-10722	118	5	even	even	ADV
easat-10722	118	6	a	a	DET
easat-10722	118	7	relatively	relatively	ADV
easat-10722	118	8	simple	simple	ADJ
easat-10722	118	9	two	two	NUM
easat-10722	118	10	-	-	PUNCT
easat-10722	118	11	layer	layer	NOUN
easat-10722	118	12	stacked	stack	VERB
easat-10722	118	13	lstm	lstm	NOUN
easat-10722	118	14	can	can	AUX
easat-10722	118	15	outperform	outperform	VERB
easat-10722	118	16	naive	naive	ADJ
easat-10722	118	17	approaches	approach	NOUN
easat-10722	118	18	and	and	CCONJ
easat-10722	118	19	provide	provide	VERB
easat-10722	118	20	sufficiently	sufficiently	ADV
easat-10722	118	21	accurate	accurate	ADJ
easat-10722	118	22	forecasts	forecast	NOUN
easat-10722	118	23	for	for	ADP
easat-10722	118	24	operational	operational	ADJ
easat-10722	118	25	applications	application	NOUN
easat-10722	118	26	such	such	ADJ
easat-10722	118	27	as	as	ADP
easat-10722	118	28	grid	grid	NOUN
easat-10722	118	29	scheduling	scheduling	NOUN
easat-10722	118	30	and	and	CCONJ
easat-10722	118	31	battery	battery	NOUN
easat-10722	118	32	management	management	NOUN
easat-10722	118	33	.	.	PUNCT
easat-10722	119	1	beyond	beyond	ADP
easat-10722	119	2	numerical	numerical	ADJ
easat-10722	119	3	metrics	metric	NOUN
easat-10722	119	4	,	,	PUNCT
easat-10722	119	5	the	the	DET
easat-10722	119	6	visual	visual	ADJ
easat-10722	119	7	analyses	analysis	NOUN
easat-10722	119	8	shed	shed	VERB
easat-10722	119	9	light	light	NOUN
easat-10722	119	10	on	on	ADP
easat-10722	119	11	the	the	DET
easat-10722	119	12	strengths	strength	NOUN
easat-10722	119	13	and	and	CCONJ
easat-10722	119	14	limitations	limitation	NOUN
easat-10722	119	15	of	of	ADP
easat-10722	119	16	the	the	DET
easat-10722	119	17	proposed	propose	VERB
easat-10722	119	18	framework	framework	NOUN
easat-10722	119	19	.	.	PUNCT
easat-10722	120	1	the	the	DET
easat-10722	120	2	scatter	scatter	NOUN
easat-10722	120	3	plot	plot	NOUN
easat-10722	120	4	of	of	ADP
easat-10722	120	5	predicted	predict	VERB
easat-10722	120	6	versus	versus	ADP
easat-10722	120	7	observed	observed	ADJ
easat-10722	120	8	outputs	output	NOUN
easat-10722	120	9	shows	show	VERB
easat-10722	120	10	a	a	DET
easat-10722	120	11	strong	strong	ADJ
easat-10722	120	12	alignment	alignment	NOUN
easat-10722	120	13	1596	1596	NUM
easat-10722	120	14	edelweiss	edelweiss	PROPN
easat-10722	120	15	applied	apply	VERB
easat-10722	120	16	science	science	NOUN
easat-10722	120	17	and	and	CCONJ
easat-10722	120	18	technology	technology	NOUN
easat-10722	120	19	issn	issn	PROPN
easat-10722	120	20	:	:	PUNCT
easat-10722	120	21	2576	2576	NUM
easat-10722	120	22	-	-	SYM
easat-10722	120	23	8484	8484	NUM
easat-10722	120	24	vol	vol	NOUN
easat-10722	120	25	.	.	PROPN
easat-10722	121	1	9	9	NUM
easat-10722	121	2	,	,	PUNCT
easat-10722	121	3	no	no	INTJ
easat-10722	121	4	.	.	NOUN
easat-10722	121	5	10	10	NUM
easat-10722	121	6	:	:	PUNCT
easat-10722	121	7	1591	1591	NUM
easat-10722	121	8	-	-	SYM
easat-10722	121	9	1600	1600	NUM
easat-10722	121	10	,	,	PUNCT
easat-10722	121	11	2025	2025	NUM
easat-10722	121	12	doi	doi	NOUN
easat-10722	121	13	:	:	PUNCT
easat-10722	121	14	10.55214/2576	10.55214/2576	NUM
easat-10722	121	15	-	-	SYM
easat-10722	121	16	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	121	17	©	©	PROPN
easat-10722	121	18	2025	2025	NUM
easat-10722	121	19	by	by	ADP
easat-10722	121	20	the	the	DET
easat-10722	121	21	authors	author	NOUN
easat-10722	121	22	;	;	PUNCT
easat-10722	121	23	licensee	licensee	PROPN
easat-10722	121	24	learning	learning	NOUN
easat-10722	121	25	gate	gate	NOUN
easat-10722	121	26	with	with	ADP
easat-10722	121	27	the	the	DET
easat-10722	121	28	identity	identity	NOUN
easat-10722	121	29	line	line	NOUN
easat-10722	121	30	,	,	PUNCT
easat-10722	121	31	confirming	confirm	VERB
easat-10722	121	32	high	high	ADJ
easat-10722	121	33	agreement	agreement	NOUN
easat-10722	121	34	overall	overall	ADJ
easat-10722	121	35	.	.	PUNCT
easat-10722	122	1	however	however	ADV
easat-10722	122	2	,	,	PUNCT
easat-10722	122	3	systematic	systematic	ADJ
easat-10722	122	4	underestimation	underestimation	NOUN
easat-10722	122	5	becomes	become	VERB
easat-10722	122	6	apparent	apparent	ADJ
easat-10722	122	7	during	during	ADP
easat-10722	122	8	peak	peak	NOUN
easat-10722	122	9	irradiance	irradiance	NOUN
easat-10722	122	10	periods	period	NOUN
easat-10722	122	11	close	close	ADJ
easat-10722	122	12	to	to	PART
easat-10722	122	13	1	1	NUM
easat-10722	122	14	kwp	kwp	PROPN
easat-10722	122	15	.	.	PUNCT
easat-10722	123	1	the	the	DET
easat-10722	123	2	histogram	histogram	NOUN
easat-10722	123	3	of	of	ADP
easat-10722	123	4	residuals	residual	NOUN
easat-10722	123	5	complements	complement	NOUN
easat-10722	123	6	this	this	DET
easat-10722	123	7	observation	observation	NOUN
easat-10722	123	8	,	,	PUNCT
easat-10722	123	9	as	as	SCONJ
easat-10722	123	10	most	most	ADJ
easat-10722	123	11	errors	error	NOUN
easat-10722	123	12	cluster	cluster	VERB
easat-10722	123	13	tightly	tightly	ADV
easat-10722	123	14	around	around	ADP
easat-10722	123	15	zero	zero	NUM
easat-10722	123	16	,	,	PUNCT
easat-10722	123	17	with	with	ADP
easat-10722	123	18	only	only	ADV
easat-10722	123	19	a	a	DET
easat-10722	123	20	small	small	ADJ
easat-10722	123	21	fraction	fraction	NOUN
easat-10722	123	22	of	of	ADP
easat-10722	123	23	large	large	ADJ
easat-10722	123	24	deviations	deviation	NOUN
easat-10722	123	25	corresponding	correspond	VERB
easat-10722	123	26	to	to	ADP
easat-10722	123	27	sudden	sudden	ADJ
easat-10722	123	28	cloud	cloud	NOUN
easat-10722	123	29	-	-	PUNCT
easat-10722	123	30	induced	induce	VERB
easat-10722	123	31	irradiance	irradiance	NOUN
easat-10722	123	32	fluctuations	fluctuation	NOUN
easat-10722	123	33	.	.	PUNCT
easat-10722	124	1	the	the	DET
easat-10722	124	2	density	density	NOUN
easat-10722	124	3	-	-	PUNCT
easat-10722	124	4	colored	color	VERB
easat-10722	124	5	scatter	scatter	NOUN
easat-10722	124	6	plot	plot	NOUN
easat-10722	124	7	of	of	ADP
easat-10722	124	8	the	the	DET
easat-10722	124	9	full	full	ADJ
easat-10722	124	10	test	test	NOUN
easat-10722	124	11	dataset	dataset	VERB
easat-10722	124	12	further	far	ADV
easat-10722	124	13	illustrates	illustrate	VERB
easat-10722	124	14	that	that	SCONJ
easat-10722	124	15	the	the	DET
easat-10722	124	16	majority	majority	NOUN
easat-10722	124	17	of	of	ADP
easat-10722	124	18	predictions	prediction	NOUN
easat-10722	124	19	fall	fall	VERB
easat-10722	124	20	within	within	ADP
easat-10722	124	21	the	the	DET
easat-10722	124	22	midrange	midrange	NOUN
easat-10722	124	23	(	(	PUNCT
easat-10722	124	24	0.2–0.8	0.2–0.8	PROPN
easat-10722	124	25	kwp	kwp	PROPN
easat-10722	124	26	)	)	PUNCT
easat-10722	124	27	,	,	PUNCT
easat-10722	124	28	where	where	SCONJ
easat-10722	124	29	model	model	NOUN
easat-10722	124	30	accuracy	accuracy	NOUN
easat-10722	124	31	is	be	AUX
easat-10722	124	32	highest	high	ADJ
easat-10722	124	33	.	.	PUNCT
easat-10722	125	1	these	these	DET
easat-10722	125	2	findings	finding	NOUN
easat-10722	125	3	suggest	suggest	VERB
easat-10722	125	4	that	that	SCONJ
easat-10722	125	5	while	while	SCONJ
easat-10722	125	6	the	the	DET
easat-10722	125	7	lstm	lstm	NOUN
easat-10722	125	8	captures	capture	VERB
easat-10722	125	9	daily	daily	ADJ
easat-10722	125	10	and	and	CCONJ
easat-10722	125	11	seasonal	seasonal	ADJ
easat-10722	125	12	cycles	cycle	NOUN
easat-10722	125	13	effectively	effectively	ADV
easat-10722	125	14	,	,	PUNCT
easat-10722	125	15	its	its	PRON
easat-10722	125	16	performance	performance	NOUN
easat-10722	125	17	is	be	AUX
easat-10722	125	18	slightly	slightly	ADV
easat-10722	125	19	challenged	challenge	VERB
easat-10722	125	20	by	by	ADP
easat-10722	125	21	extreme	extreme	ADJ
easat-10722	125	22	or	or	CCONJ
easat-10722	125	23	infrequent	infrequent	ADJ
easat-10722	125	24	irradiance	irradiance	NOUN
easat-10722	125	25	events	event	NOUN
easat-10722	125	26	.	.	PUNCT
easat-10722	126	1	finally	finally	ADV
easat-10722	126	2	,	,	PUNCT
easat-10722	126	3	the	the	DET
easat-10722	126	4	hourly	hourly	ADJ
easat-10722	126	5	error	error	NOUN
easat-10722	126	6	profile	profile	NOUN
easat-10722	126	7	highlights	highlight	VERB
easat-10722	126	8	temporal	temporal	ADJ
easat-10722	126	9	dependencies	dependency	NOUN
easat-10722	126	10	in	in	ADP
easat-10722	126	11	model	model	NOUN
easat-10722	126	12	accuracy	accuracy	NOUN
easat-10722	126	13	.	.	PUNCT
easat-10722	127	1	the	the	DET
easat-10722	127	2	lowest	low	ADJ
easat-10722	127	3	mae	mae	PROPN
easat-10722	127	4	values	value	NOUN
easat-10722	127	5	occur	occur	VERB
easat-10722	127	6	during	during	ADP
easat-10722	127	7	stable	stable	ADJ
easat-10722	127	8	morning	morning	NOUN
easat-10722	127	9	hours	hour	NOUN
easat-10722	127	10	,	,	PUNCT
easat-10722	127	11	while	while	SCONJ
easat-10722	127	12	error	error	NOUN
easat-10722	127	13	magnitudes	magnitude	NOUN
easat-10722	127	14	rise	rise	VERB
easat-10722	127	15	during	during	ADP
easat-10722	127	16	the	the	DET
easat-10722	127	17	late	late	ADJ
easat-10722	127	18	afternoon	afternoon	NOUN
easat-10722	127	19	,	,	PUNCT
easat-10722	127	20	coinciding	coincide	VERB
easat-10722	127	21	with	with	ADP
easat-10722	127	22	higher	high	ADJ
easat-10722	127	23	atmospheric	atmospheric	ADJ
easat-10722	127	24	variability	variability	NOUN
easat-10722	127	25	and	and	CCONJ
easat-10722	127	26	solar	solar	ADJ
easat-10722	127	27	-	-	PUNCT
easat-10722	127	28	angle	angle	NOUN
easat-10722	127	29	effects	effect	NOUN
easat-10722	127	30	.	.	PUNCT
easat-10722	128	1	this	this	DET
easat-10722	128	2	diurnal	diurnal	ADJ
easat-10722	128	3	trend	trend	NOUN
easat-10722	128	4	underscores	underscore	VERB
easat-10722	128	5	the	the	DET
easat-10722	128	6	sensitivity	sensitivity	NOUN
easat-10722	128	7	of	of	ADP
easat-10722	128	8	pv	pv	NOUN
easat-10722	128	9	forecasting	forecasting	NOUN
easat-10722	128	10	to	to	ADP
easat-10722	128	11	localized	localize	VERB
easat-10722	128	12	cloud	cloud	ADJ
easat-10722	128	13	movements	movement	NOUN
easat-10722	128	14	and	and	CCONJ
easat-10722	128	15	irradiance	irradiance	NOUN
easat-10722	128	16	fluctuations	fluctuation	NOUN
easat-10722	128	17	,	,	PUNCT
easat-10722	128	18	which	which	PRON
easat-10722	128	19	may	may	AUX
easat-10722	128	20	not	not	PART
easat-10722	128	21	be	be	AUX
easat-10722	128	22	fully	fully	ADV
easat-10722	128	23	captured	capture	VERB
easat-10722	128	24	in	in	ADP
easat-10722	128	25	satellite	satellite	NOUN
easat-10722	128	26	-	-	PUNCT
easat-10722	128	27	based	base	VERB
easat-10722	128	28	datasets	dataset	NOUN
easat-10722	128	29	.	.	PUNCT
easat-10722	129	1	nevertheless	nevertheless	ADV
easat-10722	129	2	,	,	PUNCT
easat-10722	129	3	the	the	DET
easat-10722	129	4	stacked	stacked	ADJ
easat-10722	129	5	lstm	lstm	NOUN
easat-10722	129	6	demonstrates	demonstrate	VERB
easat-10722	129	7	strong	strong	ADJ
easat-10722	129	8	robustness	robustness	NOUN
easat-10722	129	9	and	and	CCONJ
easat-10722	129	10	generalizability	generalizability	NOUN
easat-10722	129	11	,	,	PUNCT
easat-10722	129	12	offering	offer	VERB
easat-10722	129	13	a	a	DET
easat-10722	129	14	competitive	competitive	ADJ
easat-10722	129	15	balance	balance	NOUN
easat-10722	129	16	between	between	ADP
easat-10722	129	17	accuracy	accuracy	NOUN
easat-10722	129	18	,	,	PUNCT
easat-10722	129	19	computational	computational	ADJ
easat-10722	129	20	efficiency	efficiency	NOUN
easat-10722	129	21	,	,	PUNCT
easat-10722	129	22	and	and	CCONJ
easat-10722	129	23	ease	ease	NOUN
easat-10722	129	24	of	of	ADP
easat-10722	129	25	implementation	implementation	NOUN
easat-10722	129	26	.	.	PUNCT
easat-10722	130	1	these	these	DET
easat-10722	130	2	insights	insight	NOUN
easat-10722	130	3	affirm	affirm	VERB
easat-10722	130	4	that	that	SCONJ
easat-10722	130	5	the	the	DET
easat-10722	130	6	model	model	NOUN
easat-10722	130	7	is	be	AUX
easat-10722	130	8	well	well	ADV
easat-10722	130	9	-	-	PUNCT
easat-10722	130	10	suited	suit	VERB
easat-10722	130	11	for	for	ADP
easat-10722	130	12	deployment	deployment	NOUN
easat-10722	130	13	in	in	ADP
easat-10722	130	14	regions	region	NOUN
easat-10722	130	15	with	with	ADP
easat-10722	130	16	limited	limited	ADJ
easat-10722	130	17	access	access	NOUN
easat-10722	130	18	to	to	ADP
easat-10722	130	19	ground	ground	NOUN
easat-10722	130	20	-	-	PUNCT
easat-10722	130	21	based	base	VERB
easat-10722	130	22	measurements	measurement	NOUN
easat-10722	130	23	,	,	PUNCT
easat-10722	130	24	such	such	ADJ
easat-10722	130	25	as	as	ADP
easat-10722	130	26	central	central	ADJ
easat-10722	130	27	iran	iran	PROPN
easat-10722	130	28	,	,	PUNCT
easat-10722	130	29	while	while	SCONJ
easat-10722	130	30	also	also	ADV
easat-10722	130	31	pointing	point	VERB
easat-10722	130	32	to	to	ADP
easat-10722	130	33	future	future	ADJ
easat-10722	130	34	improvements	improvement	NOUN
easat-10722	130	35	through	through	ADP
easat-10722	130	36	hybrid	hybrid	NOUN
easat-10722	130	37	modeling	modeling	NOUN
easat-10722	130	38	and	and	CCONJ
easat-10722	130	39	the	the	DET
easat-10722	130	40	incorporation	incorporation	NOUN
easat-10722	130	41	of	of	ADP
easat-10722	130	42	additional	additional	ADJ
easat-10722	130	43	exogenous	exogenous	ADJ
easat-10722	130	44	features	feature	NOUN
easat-10722	130	45	.	.	PUNCT
easat-10722	131	1	3.1	3.1	NUM
easat-10722	131	2	.	.	PUNCT
easat-10722	131	3	quantitative	quantitative	ADJ
easat-10722	131	4	performance	performance	NOUN
easat-10722	131	5	the	the	DET
easat-10722	131	6	quantitative	quantitative	ADJ
easat-10722	131	7	performance	performance	NOUN
easat-10722	131	8	metrics	metric	NOUN
easat-10722	131	9	for	for	ADP
easat-10722	131	10	the	the	DET
easat-10722	131	11	persistence	persistence	NOUN
easat-10722	131	12	baseline	baseline	NOUN
easat-10722	131	13	and	and	CCONJ
easat-10722	131	14	the	the	DET
easat-10722	131	15	stacked	stack	VERB
easat-10722	131	16	lstm	lstm	PROPN
easat-10722	131	17	model	model	NOUN
easat-10722	131	18	on	on	ADP
easat-10722	131	19	the	the	DET
easat-10722	131	20	test	test	NOUN
easat-10722	131	21	set	set	NOUN
easat-10722	131	22	are	be	AUX
easat-10722	131	23	summarized	summarize	VERB
easat-10722	131	24	in	in	ADP
easat-10722	131	25	table	table	NOUN
easat-10722	131	26	1	1	NUM
easat-10722	131	27	.	.	PUNCT
easat-10722	132	1	the	the	DET
easat-10722	132	2	stacked	stack	VERB
easat-10722	132	3	lstm	lstm	NOUN
easat-10722	132	4	achieves	achieve	VERB
easat-10722	132	5	an	an	DET
easat-10722	132	6	rmse	rmse	NOUN
easat-10722	132	7	of	of	ADP
easat-10722	132	8	0.084	0.084	NUM
easat-10722	132	9	kwp	kwp	NOUN
easat-10722	132	10	(	(	PUNCT
easat-10722	132	11	representing	represent	VERB
easat-10722	132	12	a	a	DET
easat-10722	132	13	22	22	NUM
easat-10722	132	14	%	%	NOUN
easat-10722	132	15	reduction	reduction	NOUN
easat-10722	132	16	in	in	ADP
easat-10722	132	17	error	error	NOUN
easat-10722	132	18	relative	relative	ADJ
easat-10722	132	19	to	to	ADP
easat-10722	132	20	the	the	DET
easat-10722	132	21	persistence	persistence	NOUN
easat-10722	132	22	baseline	baseline	NOUN
easat-10722	132	23	)	)	PUNCT
easat-10722	132	24	,	,	PUNCT
easat-10722	132	25	an	an	DET
easat-10722	132	26	mae	mae	PROPN
easat-10722	132	27	of	of	ADP
easat-10722	132	28	0.065	0.065	NUM
easat-10722	132	29	kwp	kwp	PROPN
easat-10722	132	30	(	(	PUNCT
easat-10722	132	31	21	21	NUM
easat-10722	132	32	%	%	NOUN
easat-10722	132	33	improvement	improvement	NOUN
easat-10722	132	34	)	)	PUNCT
easat-10722	132	35	,	,	PUNCT
easat-10722	132	36	a	a	DET
easat-10722	132	37	mape	mape	NOUN
easat-10722	132	38	of	of	ADP
easat-10722	132	39	11.7	11.7	NUM
easat-10722	132	40	%	%	NOUN
easat-10722	132	41	(	(	PUNCT
easat-10722	132	42	19	19	NUM
easat-10722	132	43	%	%	NOUN
easat-10722	132	44	improvement	improvement	NOUN
easat-10722	132	45	)	)	PUNCT
easat-10722	132	46	,	,	PUNCT
easat-10722	132	47	and	and	CCONJ
easat-10722	132	48	r2=	r2=	PROPN
easat-10722	132	49	0.88	0.88	NUM
easat-10722	132	50	.	.	PUNCT
easat-10722	132	51	table	table	NOUN
easat-10722	132	52	1	1	NUM
easat-10722	132	53	.	.	PUNCT
easat-10722	132	54	quantitative	quantitative	ADJ
easat-10722	132	55	performance	performance	NOUN
easat-10722	132	56	metrics	metric	NOUN
easat-10722	132	57	.	.	PUNCT
easat-10722	133	1	metric	metric	ADJ
easat-10722	133	2	persistence	persistence	NOUN
easat-10722	133	3	lstm	lstm	PROPN
easat-10722	133	4	improvement	improvement	NOUN
easat-10722	133	5	rmse	rmse	NOUN
easat-10722	133	6	(	(	PUNCT
easat-10722	133	7	kwp	kwp	PROPN
easat-10722	133	8	)	)	PUNCT
easat-10722	133	9	0.108	0.108	NUM
easat-10722	133	10	0.084	0.084	NUM
easat-10722	133	11	22	22	NUM
easat-10722	133	12	%	%	NOUN
easat-10722	133	13	↓	↓	PROPN
easat-10722	133	14	mae	mae	PROPN
easat-10722	133	15	(	(	PUNCT
easat-10722	133	16	kwp	kwp	PROPN
easat-10722	133	17	)	)	PUNCT
easat-10722	133	18	0.082	0.082	NUM
easat-10722	133	19	0.065	0.065	NUM
easat-10722	133	20	21	21	NUM
easat-10722	133	21	%	%	NOUN
easat-10722	133	22	↓	↓	NOUN
easat-10722	133	23	mape	mape	NOUN
easat-10722	133	24	(	(	PUNCT
easat-10722	133	25	%	%	NOUN
easat-10722	133	26	)	)	PUNCT
easat-10722	133	27	14.5	14.5	NUM
easat-10722	133	28	11.7	11.7	NUM
easat-10722	133	29	19	19	NUM
easat-10722	133	30	%	%	NOUN
easat-10722	133	31	↓	↓	PROPN
easat-10722	133	32	r2	r2	PROPN
easat-10722	133	33	0.82	0.82	NUM
easat-10722	133	34	0.88	0.88	NUM
easat-10722	133	35	–	–	PUNCT
easat-10722	133	36	3.2	3.2	NUM
easat-10722	133	37	.	.	PUNCT
easat-10722	134	1	visual	visual	ADJ
easat-10722	134	2	analysis	analysis	NOUN
easat-10722	134	3	to	to	PART
easat-10722	134	4	evaluate	evaluate	VERB
easat-10722	134	5	the	the	DET
easat-10722	134	6	predictive	predictive	ADJ
easat-10722	134	7	performance	performance	NOUN
easat-10722	134	8	of	of	ADP
easat-10722	134	9	the	the	DET
easat-10722	134	10	stacked	stack	VERB
easat-10722	134	11	lstm	lstm	PROPN
easat-10722	134	12	model	model	NOUN
easat-10722	134	13	,	,	PUNCT
easat-10722	134	14	we	we	PRON
easat-10722	134	15	use	use	VERB
easat-10722	134	16	several	several	ADJ
easat-10722	134	17	complementary	complementary	ADJ
easat-10722	134	18	visualizations	visualization	NOUN
easat-10722	134	19	that	that	PRON
easat-10722	134	20	provide	provide	VERB
easat-10722	134	21	insights	insight	NOUN
easat-10722	134	22	beyond	beyond	ADP
easat-10722	134	23	numerical	numerical	ADJ
easat-10722	134	24	metrics	metric	NOUN
easat-10722	134	25	.	.	PUNCT
easat-10722	135	1	figure	figure	NOUN
easat-10722	135	2	1	1	NUM
easat-10722	135	3	shows	show	VERB
easat-10722	135	4	a	a	DET
easat-10722	135	5	scatter	scatter	NOUN
easat-10722	135	6	plot	plot	NOUN
easat-10722	135	7	of	of	ADP
easat-10722	135	8	predicted	predict	VERB
easat-10722	135	9	versus	versus	ADP
easat-10722	135	10	actual	actual	ADJ
easat-10722	135	11	photovoltaic	photovoltaic	NOUN
easat-10722	135	12	(	(	PUNCT
easat-10722	135	13	pv	pv	NOUN
easat-10722	135	14	)	)	PUNCT
easat-10722	135	15	output	output	NOUN
easat-10722	135	16	for	for	ADP
easat-10722	135	17	a	a	DET
easat-10722	135	18	subset	subset	NOUN
easat-10722	135	19	of	of	ADP
easat-10722	135	20	randomly	randomly	ADV
easat-10722	135	21	selected	select	VERB
easat-10722	135	22	observations	observation	NOUN
easat-10722	135	23	.	.	PUNCT
easat-10722	136	1	this	this	PRON
easat-10722	136	2	allows	allow	VERB
easat-10722	136	3	for	for	ADP
easat-10722	136	4	visual	visual	ADJ
easat-10722	136	5	inspection	inspection	NOUN
easat-10722	136	6	of	of	ADP
easat-10722	136	7	agreement	agreement	NOUN
easat-10722	136	8	and	and	CCONJ
easat-10722	136	9	potential	potential	ADJ
easat-10722	136	10	bias	bias	NOUN
easat-10722	136	11	in	in	ADP
easat-10722	136	12	the	the	DET
easat-10722	136	13	predictions	prediction	NOUN
easat-10722	136	14	.	.	PUNCT
easat-10722	137	1	figure	figure	NOUN
easat-10722	137	2	2	2	NUM
easat-10722	137	3	presents	present	VERB
easat-10722	137	4	a	a	DET
easat-10722	137	5	histogram	histogram	NOUN
easat-10722	137	6	of	of	ADP
easat-10722	137	7	prediction	prediction	NOUN
easat-10722	137	8	errors	error	NOUN
easat-10722	137	9	(	(	PUNCT
easat-10722	137	10	forecast	forecast	NOUN
easat-10722	137	11	minus	minus	CCONJ
easat-10722	137	12	observed	observe	VERB
easat-10722	137	13	)	)	PUNCT
easat-10722	137	14	,	,	PUNCT
easat-10722	137	15	which	which	PRON
easat-10722	137	16	helps	helps	AUX
easat-10722	137	17	identify	identify	VERB
easat-10722	137	18	bias	bias	NOUN
easat-10722	137	19	tendencies	tendency	NOUN
easat-10722	137	20	and	and	CCONJ
easat-10722	137	21	the	the	DET
easat-10722	137	22	distribution	distribution	NOUN
easat-10722	137	23	of	of	ADP
easat-10722	137	24	residuals	residual	NOUN
easat-10722	137	25	.	.	PUNCT
easat-10722	138	1	figure	figure	NOUN
easat-10722	138	2	3	3	NUM
easat-10722	138	3	provides	provide	VERB
easat-10722	138	4	a	a	DET
easat-10722	138	5	density	density	NOUN
easat-10722	138	6	-	-	PUNCT
easat-10722	138	7	colored	color	VERB
easat-10722	138	8	scatter	scatter	NOUN
easat-10722	138	9	plot	plot	NOUN
easat-10722	138	10	for	for	ADP
easat-10722	138	11	the	the	DET
easat-10722	138	12	entire	entire	ADJ
easat-10722	138	13	test	test	NOUN
easat-10722	138	14	set	set	NOUN
easat-10722	138	15	,	,	PUNCT
easat-10722	138	16	highlighting	highlight	VERB
easat-10722	138	17	regions	region	NOUN
easat-10722	138	18	of	of	ADP
easat-10722	138	19	concentrated	concentrated	ADJ
easat-10722	138	20	agreement	agreement	NOUN
easat-10722	138	21	as	as	ADV
easat-10722	138	22	well	well	ADV
easat-10722	138	23	as	as	ADP
easat-10722	138	24	systematic	systematic	ADJ
easat-10722	138	25	underor	underor	NOUN
easat-10722	138	26	over	over	ADP
easat-10722	138	27	-	-	PUNCT
easat-10722	138	28	prediction	prediction	NOUN
easat-10722	138	29	.	.	PUNCT
easat-10722	139	1	finally	finally	ADV
easat-10722	139	2	,	,	PUNCT
easat-10722	139	3	figure	figure	VERB
easat-10722	139	4	4	4	NUM
easat-10722	139	5	depicts	depict	VERB
easat-10722	139	6	the	the	DET
easat-10722	139	7	mean	mean	ADJ
easat-10722	139	8	absolute	absolute	ADJ
easat-10722	139	9	error	error	NOUN
easat-10722	139	10	(	(	PUNCT
easat-10722	139	11	mae	mae	PROPN
easat-10722	139	12	)	)	PUNCT
easat-10722	139	13	as	as	ADP
easat-10722	139	14	a	a	DET
easat-10722	139	15	function	function	NOUN
easat-10722	139	16	of	of	ADP
easat-10722	139	17	local	local	ADJ
easat-10722	139	18	hour	hour	NOUN
easat-10722	139	19	,	,	PUNCT
easat-10722	139	20	illustrating	illustrate	VERB
easat-10722	139	21	the	the	DET
easat-10722	139	22	model	model	NOUN
easat-10722	139	23	’s	’s	PART
easat-10722	139	24	performance	performance	NOUN
easat-10722	139	25	over	over	ADP
easat-10722	139	26	the	the	DET
easat-10722	139	27	diurnal	diurnal	ADJ
easat-10722	139	28	cycle	cycle	NOUN
easat-10722	139	29	.	.	PUNCT
easat-10722	140	1	1597	1597	NUM
easat-10722	140	2	edelweiss	edelweiss	PROPN
easat-10722	140	3	applied	apply	VERB
easat-10722	140	4	science	science	NOUN
easat-10722	140	5	and	and	CCONJ
easat-10722	140	6	technology	technology	NOUN
easat-10722	140	7	issn	issn	PROPN
easat-10722	140	8	:	:	PUNCT
easat-10722	140	9	2576	2576	NUM
easat-10722	140	10	-	-	SYM
easat-10722	140	11	8484	8484	NUM
easat-10722	140	12	vol	vol	NOUN
easat-10722	140	13	.	.	PROPN
easat-10722	141	1	9	9	NUM
easat-10722	141	2	,	,	PUNCT
easat-10722	141	3	no	no	INTJ
easat-10722	141	4	.	.	NOUN
easat-10722	141	5	10	10	NUM
easat-10722	141	6	:	:	PUNCT
easat-10722	141	7	1591	1591	NUM
easat-10722	141	8	-	-	SYM
easat-10722	141	9	1600	1600	NUM
easat-10722	141	10	,	,	PUNCT
easat-10722	141	11	2025	2025	NUM
easat-10722	141	12	doi	doi	NOUN
easat-10722	141	13	:	:	PUNCT
easat-10722	141	14	10.55214/2576	10.55214/2576	NUM
easat-10722	141	15	-	-	SYM
easat-10722	141	16	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	141	17	©	©	PROPN
easat-10722	141	18	2025	2025	NUM
easat-10722	141	19	by	by	ADP
easat-10722	141	20	the	the	DET
easat-10722	141	21	authors	author	NOUN
easat-10722	141	22	;	;	PUNCT
easat-10722	141	23	licensee	licensee	PROPN
easat-10722	141	24	learning	learn	VERB
easat-10722	141	25	gate	gate	NOUN
easat-10722	141	26	figure	figure	NOUN
easat-10722	141	27	1	1	NUM
easat-10722	141	28	.	.	PUNCT
easat-10722	141	29	scatter	scatter	NOUN
easat-10722	141	30	plot	plot	NOUN
easat-10722	141	31	of	of	ADP
easat-10722	141	32	200	200	NUM
easat-10722	141	33	randomly	randomly	ADV
easat-10722	141	34	selected	select	VERB
easat-10722	141	35	observations	observation	NOUN
easat-10722	141	36	comparing	compare	VERB
easat-10722	141	37	predicted	predict	VERB
easat-10722	141	38	and	and	CCONJ
easat-10722	141	39	actual	actual	ADJ
easat-10722	141	40	pv	pv	ADJ
easat-10722	141	41	outputs	output	NOUN
easat-10722	141	42	.	.	PUNCT
easat-10722	142	1	most	most	ADJ
easat-10722	142	2	points	point	NOUN
easat-10722	142	3	align	align	VERB
easat-10722	142	4	closely	closely	ADV
easat-10722	142	5	with	with	ADP
easat-10722	142	6	the	the	DET
easat-10722	142	7	45	45	NUM
easat-10722	142	8	°	°	PROPN
easat-10722	142	9	identity	identity	NOUN
easat-10722	142	10	line	line	NOUN
easat-10722	142	11	,	,	PUNCT
easat-10722	142	12	indicating	indicate	VERB
easat-10722	142	13	strong	strong	ADJ
easat-10722	142	14	agreement	agreement	NOUN
easat-10722	142	15	.	.	PUNCT
easat-10722	143	1	minor	minor	ADJ
easat-10722	143	2	deviations	deviation	NOUN
easat-10722	143	3	occur	occur	VERB
easat-10722	143	4	at	at	ADP
easat-10722	143	5	very	very	ADV
easat-10722	143	6	low	low	ADJ
easat-10722	143	7	and	and	CCONJ
easat-10722	143	8	high	high	ADJ
easat-10722	143	9	output	output	NOUN
easat-10722	143	10	levels	level	NOUN
easat-10722	143	11	due	due	ADP
easat-10722	143	12	to	to	ADP
easat-10722	143	13	measurement	measurement	NOUN
easat-10722	143	14	noise	noise	NOUN
easat-10722	143	15	and	and	CCONJ
easat-10722	143	16	rapid	rapid	ADJ
easat-10722	143	17	irradiance	irradiance	NOUN
easat-10722	143	18	changes	change	NOUN
easat-10722	143	19	.	.	PUNCT
easat-10722	144	1	these	these	DET
easat-10722	144	2	visualizations	visualization	NOUN
easat-10722	144	3	collectively	collectively	ADV
easat-10722	144	4	provide	provide	VERB
easat-10722	144	5	a	a	DET
easat-10722	144	6	detailed	detailed	ADJ
easat-10722	144	7	assessment	assessment	NOUN
easat-10722	144	8	of	of	ADP
easat-10722	144	9	model	model	NOUN
easat-10722	144	10	behavior	behavior	NOUN
easat-10722	144	11	.	.	PUNCT
easat-10722	145	1	the	the	DET
easat-10722	145	2	scatter	scatter	NOUN
easat-10722	145	3	plots	plot	NOUN
easat-10722	145	4	enable	enable	VERB
easat-10722	145	5	both	both	PRON
easat-10722	145	6	fine	fine	ADJ
easat-10722	145	7	-	-	PUNCT
easat-10722	145	8	scale	scale	NOUN
easat-10722	145	9	inspection	inspection	NOUN
easat-10722	145	10	and	and	CCONJ
easat-10722	145	11	statistical	statistical	ADJ
easat-10722	145	12	trend	trend	NOUN
easat-10722	145	13	analysis	analysis	NOUN
easat-10722	145	14	;	;	PUNCT
easat-10722	145	15	the	the	DET
easat-10722	145	16	histogram	histogram	NOUN
easat-10722	145	17	quantifies	quantifie	NOUN
easat-10722	145	18	error	error	NOUN
easat-10722	145	19	symmetry	symmetry	NOUN
easat-10722	145	20	and	and	CCONJ
easat-10722	145	21	spread	spread	VERB
easat-10722	145	22	;	;	PUNCT
easat-10722	145	23	and	and	CCONJ
easat-10722	145	24	the	the	DET
easat-10722	145	25	hourly	hourly	PROPN
easat-10722	145	26	mae	mae	PROPN
easat-10722	145	27	curve	curve	NOUN
easat-10722	145	28	reveals	reveal	VERB
easat-10722	145	29	time	time	NOUN
easat-10722	145	30	-	-	PUNCT
easat-10722	145	31	dependent	dependent	ADJ
easat-10722	145	32	variations	variation	NOUN
easat-10722	145	33	in	in	ADP
easat-10722	145	34	predictive	predictive	ADJ
easat-10722	145	35	accuracy	accuracy	NOUN
easat-10722	145	36	.	.	PUNCT
easat-10722	146	1	together	together	ADV
easat-10722	146	2	,	,	PUNCT
easat-10722	146	3	they	they	PRON
easat-10722	146	4	help	help	AUX
easat-10722	146	5	identify	identify	VERB
easat-10722	146	6	the	the	DET
easat-10722	146	7	strengths	strength	NOUN
easat-10722	146	8	and	and	CCONJ
easat-10722	146	9	weaknesses	weakness	NOUN
easat-10722	146	10	of	of	ADP
easat-10722	146	11	the	the	DET
easat-10722	146	12	model	model	NOUN
easat-10722	146	13	in	in	ADP
easat-10722	146	14	different	different	ADJ
easat-10722	146	15	operational	operational	ADJ
easat-10722	146	16	conditions	condition	NOUN
easat-10722	146	17	.	.	PUNCT
easat-10722	147	1	figure	figure	NOUN
easat-10722	147	2	2	2	NUM
easat-10722	147	3	.	.	PUNCT
easat-10722	147	4	histogram	histogram	NOUN
easat-10722	147	5	of	of	ADP
easat-10722	147	6	prediction	prediction	NOUN
easat-10722	147	7	errors	error	NOUN
easat-10722	147	8	(	(	PUNCT
easat-10722	147	9	forecast	forecast	NOUN
easat-10722	147	10	minus	minus	CCONJ
easat-10722	147	11	observed	observe	VERB
easat-10722	147	12	pv	pv	NOUN
easat-10722	147	13	output	output	NOUN
easat-10722	147	14	)	)	PUNCT
easat-10722	147	15	.	.	PUNCT
easat-10722	148	1	the	the	DET
easat-10722	148	2	distribution	distribution	NOUN
easat-10722	148	3	is	be	AUX
easat-10722	148	4	centered	center	VERB
easat-10722	148	5	near	near	ADP
easat-10722	148	6	zero	zero	NUM
easat-10722	148	7	,	,	PUNCT
easat-10722	148	8	showing	show	VERB
easat-10722	148	9	minimal	minimal	ADJ
easat-10722	148	10	systematic	systematic	ADJ
easat-10722	148	11	bias	bias	NOUN
easat-10722	148	12	.	.	PUNCT
easat-10722	149	1	most	most	ADJ
easat-10722	149	2	residuals	residual	NOUN
easat-10722	149	3	fall	fall	VERB
easat-10722	149	4	within	within	ADP
easat-10722	149	5	±0.1	±0.1	PROPN
easat-10722	149	6	kwp	kwp	PROPN
easat-10722	149	7	,	,	PUNCT
easat-10722	149	8	confirming	confirm	VERB
easat-10722	149	9	high	high	ADJ
easat-10722	149	10	predictive	predictive	ADJ
easat-10722	149	11	precision	precision	NOUN
easat-10722	149	12	.	.	PUNCT
easat-10722	150	1	larger	large	ADJ
easat-10722	150	2	deviations	deviation	NOUN
easat-10722	150	3	correspond	correspond	VERB
easat-10722	150	4	to	to	ADP
easat-10722	150	5	rapid	rapid	ADJ
easat-10722	150	6	irradiance	irradiance	NOUN
easat-10722	150	7	changes	change	NOUN
easat-10722	150	8	such	such	ADJ
easat-10722	150	9	as	as	ADP
easat-10722	150	10	transient	transient	ADJ
easat-10722	150	11	cloud	cloud	ADJ
easat-10722	150	12	cover	cover	NOUN
easat-10722	150	13	.	.	PUNCT
easat-10722	151	1	1598	1598	NUM
easat-10722	151	2	edelweiss	edelweiss	PROPN
easat-10722	151	3	applied	apply	VERB
easat-10722	151	4	science	science	NOUN
easat-10722	151	5	and	and	CCONJ
easat-10722	151	6	technology	technology	NOUN
easat-10722	151	7	issn	issn	PROPN
easat-10722	151	8	:	:	PUNCT
easat-10722	151	9	2576	2576	NUM
easat-10722	151	10	-	-	SYM
easat-10722	151	11	8484	8484	NUM
easat-10722	151	12	vol	vol	NOUN
easat-10722	151	13	.	.	PROPN
easat-10722	152	1	9	9	NUM
easat-10722	152	2	,	,	PUNCT
easat-10722	152	3	no	no	INTJ
easat-10722	152	4	.	.	NOUN
easat-10722	152	5	10	10	NUM
easat-10722	152	6	:	:	PUNCT
easat-10722	152	7	1591	1591	NUM
easat-10722	152	8	-	-	SYM
easat-10722	152	9	1600	1600	NUM
easat-10722	152	10	,	,	PUNCT
easat-10722	152	11	2025	2025	NUM
easat-10722	152	12	doi	doi	NOUN
easat-10722	152	13	:	:	PUNCT
easat-10722	152	14	10.55214/2576	10.55214/2576	NUM
easat-10722	152	15	-	-	SYM
easat-10722	152	16	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	152	17	©	©	PROPN
easat-10722	152	18	2025	2025	NUM
easat-10722	152	19	by	by	ADP
easat-10722	152	20	the	the	DET
easat-10722	152	21	authors	author	NOUN
easat-10722	152	22	;	;	PUNCT
easat-10722	152	23	licensee	licensee	PROPN
easat-10722	152	24	learning	learn	VERB
easat-10722	152	25	gate	gate	PROPN
easat-10722	152	26	figure	figure	NOUN
easat-10722	152	27	3	3	NUM
easat-10722	152	28	.	.	PUNCT
easat-10722	152	29	density	density	NOUN
easat-10722	152	30	-	-	PUNCT
easat-10722	152	31	colored	color	VERB
easat-10722	152	32	scatter	scatter	NOUN
easat-10722	152	33	plot	plot	NOUN
easat-10722	152	34	of	of	ADP
easat-10722	152	35	predicted	predict	VERB
easat-10722	152	36	versus	versus	ADP
easat-10722	152	37	observed	observed	ADJ
easat-10722	152	38	pv	pv	NOUN
easat-10722	152	39	outputs	output	NOUN
easat-10722	152	40	for	for	ADP
easat-10722	152	41	all	all	DET
easat-10722	152	42	test	test	NOUN
easat-10722	152	43	data	datum	NOUN
easat-10722	152	44	.	.	PUNCT
easat-10722	153	1	the	the	DET
easat-10722	153	2	highest	high	ADJ
easat-10722	153	3	point	point	NOUN
easat-10722	153	4	densities	density	NOUN
easat-10722	153	5	occur	occur	VERB
easat-10722	153	6	between	between	ADP
easat-10722	153	7	0.2	0.2	NUM
easat-10722	153	8	and	and	CCONJ
easat-10722	153	9	0.8	0.8	NUM
easat-10722	153	10	kwp	kwp	PROPN
easat-10722	153	11	.	.	PUNCT
easat-10722	154	1	slight	slight	ADJ
easat-10722	154	2	underestimation	underestimation	NOUN
easat-10722	154	3	near	near	ADP
easat-10722	154	4	1	1	NUM
easat-10722	154	5	kwp	kwp	NOUN
easat-10722	154	6	is	be	AUX
easat-10722	154	7	visible	visible	ADJ
easat-10722	154	8	,	,	PUNCT
easat-10722	154	9	likely	likely	ADJ
easat-10722	154	10	due	due	ADP
easat-10722	154	11	to	to	ADP
easat-10722	154	12	the	the	DET
easat-10722	154	13	underrepresentation	underrepresentation	NOUN
easat-10722	154	14	of	of	ADP
easat-10722	154	15	peak	peak	NOUN
easat-10722	154	16	irradiance	irradiance	NOUN
easat-10722	154	17	events	event	NOUN
easat-10722	154	18	in	in	ADP
easat-10722	154	19	the	the	DET
easat-10722	154	20	training	training	NOUN
easat-10722	154	21	set	set	NOUN
easat-10722	154	22	.	.	PUNCT
easat-10722	155	1	figure	figure	NOUN
easat-10722	155	2	4	4	NUM
easat-10722	155	3	.	.	PUNCT
easat-10722	156	1	mean	mean	VERB
easat-10722	156	2	absolute	absolute	ADJ
easat-10722	156	3	error	error	NOUN
easat-10722	156	4	(	(	PUNCT
easat-10722	156	5	mae	mae	PROPN
easat-10722	156	6	)	)	PUNCT
easat-10722	156	7	as	as	ADP
easat-10722	156	8	a	a	DET
easat-10722	156	9	function	function	NOUN
easat-10722	156	10	of	of	ADP
easat-10722	156	11	the	the	DET
easat-10722	156	12	local	local	ADJ
easat-10722	156	13	hour	hour	NOUN
easat-10722	156	14	of	of	ADP
easat-10722	156	15	the	the	DET
easat-10722	156	16	day	day	NOUN
easat-10722	156	17	.	.	PUNCT
easat-10722	157	1	error	error	NOUN
easat-10722	157	2	remains	remain	VERB
easat-10722	157	3	low	low	ADJ
easat-10722	157	4	in	in	ADP
easat-10722	157	5	the	the	DET
easat-10722	157	6	morning	morning	NOUN
easat-10722	157	7	,	,	PUNCT
easat-10722	157	8	rises	rise	VERB
easat-10722	157	9	during	during	ADP
easat-10722	157	10	periods	period	NOUN
easat-10722	157	11	of	of	ADP
easat-10722	157	12	high	high	ADJ
easat-10722	157	13	atmospheric	atmospheric	ADJ
easat-10722	157	14	variability	variability	NOUN
easat-10722	157	15	in	in	ADP
easat-10722	157	16	the	the	DET
easat-10722	157	17	afternoon	afternoon	NOUN
easat-10722	157	18	,	,	PUNCT
easat-10722	157	19	and	and	CCONJ
easat-10722	157	20	declines	decline	VERB
easat-10722	157	21	toward	toward	ADP
easat-10722	157	22	sunset	sunset	NOUN
easat-10722	157	23	.	.	PUNCT
easat-10722	158	1	this	this	DET
easat-10722	158	2	pattern	pattern	NOUN
easat-10722	158	3	reflects	reflect	VERB
easat-10722	158	4	the	the	DET
easat-10722	158	5	influence	influence	NOUN
easat-10722	158	6	of	of	ADP
easat-10722	158	7	irradiance	irradiance	NOUN
easat-10722	158	8	fluctuations	fluctuation	NOUN
easat-10722	158	9	on	on	ADP
easat-10722	158	10	forecast	forecast	NOUN
easat-10722	158	11	accuracy	accuracy	NOUN
easat-10722	158	12	.	.	PUNCT
easat-10722	159	1	4	4	X
easat-10722	159	2	.	.	X
easat-10722	159	3	conclusion	conclusion	NOUN
easat-10722	159	4	it	it	PRON
easat-10722	159	5	has	have	AUX
easat-10722	159	6	been	be	AUX
easat-10722	159	7	demonstrated	demonstrate	VERB
easat-10722	159	8	that	that	SCONJ
easat-10722	159	9	a	a	DET
easat-10722	159	10	relatively	relatively	ADV
easat-10722	159	11	simple	simple	ADJ
easat-10722	159	12	,	,	PUNCT
easat-10722	159	13	two	two	NUM
easat-10722	159	14	-	-	PUNCT
easat-10722	159	15	layer	layer	NOUN
easat-10722	159	16	stacked	stack	VERB
easat-10722	159	17	lstm	lstm	ADJ
easat-10722	159	18	architecture	architecture	NOUN
easat-10722	159	19	is	be	AUX
easat-10722	159	20	capable	capable	ADJ
easat-10722	159	21	of	of	ADP
easat-10722	159	22	producing	produce	VERB
easat-10722	159	23	accurate	accurate	ADJ
easat-10722	159	24	one	one	NUM
easat-10722	159	25	-	-	PUNCT
easat-10722	159	26	hour	hour	NOUN
easat-10722	159	27	-	-	PUNCT
easat-10722	159	28	ahead	ahead	NOUN
easat-10722	159	29	solar	solar	ADJ
easat-10722	159	30	power	power	NOUN
easat-10722	159	31	forecasts	forecast	NOUN
easat-10722	159	32	when	when	SCONJ
easat-10722	159	33	trained	train	VERB
easat-10722	159	34	on	on	ADP
easat-10722	159	35	openly	openly	ADV
easat-10722	159	36	available	available	ADJ
easat-10722	159	37	pvgis1599	pvgis1599	PROPN
easat-10722	159	38	edelweiss	edelweiss	PROPN
easat-10722	159	39	applied	apply	VERB
easat-10722	159	40	science	science	NOUN
easat-10722	159	41	and	and	CCONJ
easat-10722	159	42	technology	technology	NOUN
easat-10722	159	43	issn	issn	PROPN
easat-10722	159	44	:	:	PUNCT
easat-10722	159	45	2576	2576	NUM
easat-10722	159	46	-	-	SYM
easat-10722	159	47	8484	8484	NUM
easat-10722	159	48	vol	vol	NOUN
easat-10722	159	49	.	.	PROPN
easat-10722	160	1	9	9	NUM
easat-10722	160	2	,	,	PUNCT
easat-10722	160	3	no	no	INTJ
easat-10722	160	4	.	.	NOUN
easat-10722	160	5	10	10	NUM
easat-10722	160	6	:	:	PUNCT
easat-10722	160	7	1591	1591	NUM
easat-10722	160	8	-	-	SYM
easat-10722	160	9	1600	1600	NUM
easat-10722	160	10	,	,	PUNCT
easat-10722	160	11	2025	2025	NUM
easat-10722	160	12	doi	doi	NOUN
easat-10722	160	13	:	:	PUNCT
easat-10722	160	14	10.55214/2576	10.55214/2576	NUM
easat-10722	160	15	-	-	SYM
easat-10722	160	16	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	160	17	©	©	PROPN
easat-10722	160	18	2025	2025	NUM
easat-10722	160	19	by	by	ADP
easat-10722	160	20	the	the	DET
easat-10722	160	21	authors	author	NOUN
easat-10722	160	22	;	;	PUNCT
easat-10722	160	23	licensee	licensee	PROPN
easat-10722	160	24	learning	learning	NOUN
easat-10722	160	25	gate	gate	PROPN
easat-10722	160	26	sarah3	sarah3	PROPN
easat-10722	160	27	data	data	PROPN
easat-10722	160	28	.	.	PUNCT
easat-10722	161	1	specifically	specifically	ADV
easat-10722	161	2	,	,	PUNCT
easat-10722	161	3	an	an	DET
easat-10722	161	4	rmse	rmse	NOUN
easat-10722	161	5	of	of	ADP
easat-10722	161	6	0.084	0.084	NUM
easat-10722	161	7	kwp	kwp	PROPN
easat-10722	161	8	was	be	AUX
easat-10722	161	9	achieved	achieve	VERB
easat-10722	161	10	,	,	PUNCT
easat-10722	161	11	corresponding	correspond	VERB
easat-10722	161	12	to	to	ADP
easat-10722	161	13	a	a	DET
easat-10722	161	14	22	22	NUM
easat-10722	161	15	%	%	NOUN
easat-10722	161	16	reduction	reduction	NOUN
easat-10722	161	17	in	in	ADP
easat-10722	161	18	error	error	NOUN
easat-10722	161	19	compared	compare	VERB
easat-10722	161	20	to	to	ADP
easat-10722	161	21	a	a	DET
easat-10722	161	22	naive	naive	ADJ
easat-10722	161	23	persistence	persistence	NOUN
easat-10722	161	24	baseline	baseline	NOUN
easat-10722	161	25	,	,	PUNCT
easat-10722	161	26	while	while	SCONJ
easat-10722	161	27	competitive	competitive	ADJ
easat-10722	161	28	values	value	NOUN
easat-10722	161	29	were	be	AUX
easat-10722	161	30	maintained	maintain	VERB
easat-10722	161	31	for	for	ADP
easat-10722	161	32	mae	mae	PROPN
easat-10722	161	33	,	,	PUNCT
easat-10722	161	34	mape	mape	NOUN
easat-10722	161	35	,	,	PUNCT
easat-10722	161	36	and	and	CCONJ
easat-10722	161	37	r2	r2	PROPN
easat-10722	161	38	.	.	PUNCT
easat-10722	162	1	these	these	DET
easat-10722	162	2	findings	finding	NOUN
easat-10722	162	3	underscore	underscore	VERB
easat-10722	162	4	the	the	DET
easat-10722	162	5	viability	viability	NOUN
easat-10722	162	6	of	of	ADP
easat-10722	162	7	lstm	lstm	NOUN
easat-10722	162	8	-	-	PUNCT
easat-10722	162	9	based	base	VERB
easat-10722	162	10	approaches	approach	NOUN
easat-10722	162	11	for	for	ADP
easat-10722	162	12	operational	operational	ADJ
easat-10722	162	13	forecasting	forecasting	NOUN
easat-10722	162	14	in	in	ADP
easat-10722	162	15	resource	resource	NOUN
easat-10722	162	16	-	-	PUNCT
easat-10722	162	17	constrained	constrain	VERB
easat-10722	162	18	environments	environment	NOUN
easat-10722	162	19	,	,	PUNCT
easat-10722	162	20	given	give	VERB
easat-10722	162	21	that	that	SCONJ
easat-10722	162	22	the	the	DET
easat-10722	162	23	model	model	NOUN
easat-10722	162	24	can	can	AUX
easat-10722	162	25	be	be	AUX
easat-10722	162	26	trained	train	VERB
easat-10722	162	27	quickly	quickly	ADV
easat-10722	162	28	on	on	ADP
easat-10722	162	29	cpu	cpu	ADJ
easat-10722	162	30	hardware	hardware	NOUN
easat-10722	162	31	and	and	CCONJ
easat-10722	162	32	relies	rely	VERB
easat-10722	162	33	solely	solely	ADV
easat-10722	162	34	on	on	ADP
easat-10722	162	35	historical	historical	ADJ
easat-10722	162	36	irradiance	irradiance	NOUN
easat-10722	162	37	and	and	CCONJ
easat-10722	162	38	power	power	NOUN
easat-10722	162	39	measurements	measurement	NOUN
easat-10722	162	40	as	as	ADP
easat-10722	162	41	inputs	input	NOUN
easat-10722	162	42	.	.	PUNCT
easat-10722	163	1	potential	potential	ADJ
easat-10722	163	2	avenues	avenue	NOUN
easat-10722	163	3	for	for	ADP
easat-10722	163	4	further	further	ADJ
easat-10722	163	5	performance	performance	NOUN
easat-10722	163	6	gains	gain	NOUN
easat-10722	163	7	and	and	CCONJ
easat-10722	163	8	broader	broad	ADJ
easat-10722	163	9	applicability	applicability	NOUN
easat-10722	163	10	are	be	AUX
easat-10722	163	11	identified	identify	VERB
easat-10722	163	12	.	.	PUNCT
easat-10722	164	1	extending	extend	VERB
easat-10722	164	2	the	the	DET
easat-10722	164	3	model	model	NOUN
easat-10722	164	4	to	to	ADP
easat-10722	164	5	multi	multi	ADJ
easat-10722	164	6	-	-	ADJ
easat-10722	164	7	step	step	ADJ
easat-10722	164	8	forecasting	forecasting	NOUN
easat-10722	164	9	would	would	AUX
easat-10722	164	10	enable	enable	VERB
easat-10722	164	11	grid	grid	NOUN
easat-10722	164	12	operators	operator	NOUN
easat-10722	164	13	to	to	PART
easat-10722	164	14	plan	plan	VERB
easat-10722	164	15	reserves	reserve	NOUN
easat-10722	164	16	and	and	CCONJ
easat-10722	164	17	dispatch	dispatch	NOUN
easat-10722	164	18	over	over	ADP
easat-10722	164	19	longer	long	ADJ
easat-10722	164	20	horizons	horizon	NOUN
easat-10722	164	21	;	;	PUNCT
easat-10722	164	22	however	however	ADV
easat-10722	164	23	,	,	PUNCT
easat-10722	164	24	this	this	DET
easat-10722	164	25	extension	extension	NOUN
easat-10722	164	26	may	may	AUX
easat-10722	164	27	necessitate	necessitate	VERB
easat-10722	164	28	more	more	ADV
easat-10722	164	29	sophisticated	sophisticated	ADJ
easat-10722	164	30	sequence	sequence	NOUN
easat-10722	164	31	-	-	PUNCT
easat-10722	164	32	to	to	ADP
easat-10722	164	33	-	-	PUNCT
easat-10722	164	34	sequence	sequence	NOUN
easat-10722	164	35	architectures	architecture	NOUN
easat-10722	164	36	or	or	CCONJ
easat-10722	164	37	teacher	teacher	NOUN
easat-10722	164	38	-	-	PUNCT
easat-10722	164	39	forcing	force	VERB
easat-10722	164	40	strategies	strategy	NOUN
easat-10722	164	41	.	.	PUNCT
easat-10722	165	1	the	the	DET
easat-10722	165	2	incorporation	incorporation	NOUN
easat-10722	165	3	of	of	ADP
easat-10722	165	4	attention	attention	NOUN
easat-10722	165	5	mechanisms	mechanism	NOUN
easat-10722	165	6	could	could	AUX
easat-10722	165	7	permit	permit	VERB
easat-10722	165	8	the	the	DET
easat-10722	165	9	network	network	NOUN
easat-10722	165	10	to	to	PART
easat-10722	165	11	focus	focus	VERB
easat-10722	165	12	dynamically	dynamically	ADV
easat-10722	165	13	on	on	ADP
easat-10722	165	14	the	the	DET
easat-10722	165	15	most	most	ADV
easat-10722	165	16	relevant	relevant	ADJ
easat-10722	165	17	temporal	temporal	ADJ
easat-10722	165	18	patterns	pattern	NOUN
easat-10722	165	19	,	,	PUNCT
easat-10722	165	20	such	such	ADJ
easat-10722	165	21	as	as	ADP
easat-10722	165	22	the	the	DET
easat-10722	165	23	onset	onset	NOUN
easat-10722	165	24	of	of	ADP
easat-10722	165	25	cloud	cloud	NOUN
easat-10722	165	26	transients	transient	NOUN
easat-10722	165	27	,	,	PUNCT
easat-10722	165	28	thereby	thereby	ADV
easat-10722	165	29	improving	improve	VERB
easat-10722	165	30	predictive	predictive	ADJ
easat-10722	165	31	skill	skill	NOUN
easat-10722	165	32	during	during	ADP
easat-10722	165	33	periods	period	NOUN
easat-10722	165	34	of	of	ADP
easat-10722	165	35	rapid	rapid	ADJ
easat-10722	165	36	irradiance	irradiance	NOUN
easat-10722	165	37	fluctuation	fluctuation	NOUN
easat-10722	165	38	.	.	PUNCT
easat-10722	166	1	augmentation	augmentation	NOUN
easat-10722	166	2	of	of	ADP
easat-10722	166	3	purely	purely	ADV
easat-10722	166	4	temporal	temporal	ADJ
easat-10722	166	5	inputs	input	NOUN
easat-10722	166	6	with	with	ADP
easat-10722	166	7	exogenous	exogenous	ADJ
easat-10722	166	8	meteorological	meteorological	ADJ
easat-10722	166	9	forecasts	forecast	NOUN
easat-10722	166	10	(	(	PUNCT
easat-10722	166	11	e.g.	e.g.	ADV
easat-10722	166	12	,	,	PUNCT
easat-10722	166	13	temperature	temperature	NOUN
easat-10722	166	14	,	,	PUNCT
easat-10722	166	15	humidity	humidity	NOUN
easat-10722	166	16	,	,	PUNCT
easat-10722	166	17	wind	wind	NOUN
easat-10722	166	18	speed	speed	NOUN
easat-10722	166	19	)	)	PUNCT
easat-10722	166	20	or	or	CCONJ
easat-10722	166	21	sky	sky	NOUN
easat-10722	166	22	-	-	PUNCT
easat-10722	166	23	camera	camera	NOUN
easat-10722	166	24	imagery	imagery	NOUN
easat-10722	166	25	holds	hold	VERB
easat-10722	166	26	promise	promise	NOUN
easat-10722	166	27	for	for	ADP
easat-10722	166	28	capturing	capture	VERB
easat-10722	166	29	spatial	spatial	ADJ
easat-10722	166	30	and	and	CCONJ
easat-10722	166	31	physical	physical	ADJ
easat-10722	166	32	drivers	driver	NOUN
easat-10722	166	33	of	of	ADP
easat-10722	166	34	irradiance	irradiance	NOUN
easat-10722	166	35	variability	variability	NOUN
easat-10722	166	36	.	.	PUNCT
easat-10722	167	1	finally	finally	ADV
easat-10722	167	2	,	,	PUNCT
easat-10722	167	3	exploration	exploration	NOUN
easat-10722	167	4	of	of	ADP
easat-10722	167	5	hybrid	hybrid	ADJ
easat-10722	167	6	cnn	cnn	PROPN
easat-10722	167	7	-	-	PUNCT
easat-10722	167	8	lstm	lstm	ADJ
easat-10722	167	9	or	or	CCONJ
easat-10722	167	10	transformer	transformer	NOUN
easat-10722	167	11	-	-	PUNCT
easat-10722	167	12	based	base	VERB
easat-10722	167	13	frameworks	framework	NOUN
easat-10722	167	14	may	may	AUX
easat-10722	167	15	offer	offer	VERB
easat-10722	167	16	an	an	DET
easat-10722	167	17	even	even	ADV
easat-10722	167	18	richer	rich	ADJ
easat-10722	167	19	representation	representation	NOUN
easat-10722	167	20	of	of	ADP
easat-10722	167	21	both	both	PRON
easat-10722	167	22	local	local	ADJ
easat-10722	167	23	weather	weather	NOUN
easat-10722	167	24	dynamics	dynamic	NOUN
easat-10722	167	25	and	and	CCONJ
easat-10722	167	26	long	long	ADJ
easat-10722	167	27	-	-	PUNCT
easat-10722	167	28	term	term	NOUN
easat-10722	167	29	seasonal	seasonal	ADJ
easat-10722	167	30	trends	trend	NOUN
easat-10722	167	31	.	.	PUNCT
easat-10722	168	1	collectively	collectively	ADV
easat-10722	168	2	,	,	PUNCT
easat-10722	168	3	these	these	DET
easat-10722	168	4	enhancements	enhancement	NOUN
easat-10722	168	5	are	be	AUX
easat-10722	168	6	expected	expect	VERB
easat-10722	168	7	to	to	PART
easat-10722	168	8	increase	increase	VERB
easat-10722	168	9	forecast	forecast	NOUN
easat-10722	168	10	accuracy	accuracy	NOUN
easat-10722	168	11	,	,	PUNCT
easat-10722	168	12	particularly	particularly	ADV
easat-10722	168	13	under	under	ADP
easat-10722	168	14	challenging	challenging	ADJ
easat-10722	168	15	conditions	condition	NOUN
easat-10722	168	16	such	such	ADJ
easat-10722	168	17	as	as	ADP
easat-10722	168	18	partially	partially	ADV
easat-10722	168	19	cloudy	cloudy	ADJ
easat-10722	168	20	skies	sky	NOUN
easat-10722	168	21	and	and	CCONJ
easat-10722	168	22	late	late	ADJ
easat-10722	168	23	-	-	PUNCT
easat-10722	168	24	afternoon	afternoon	NOUN
easat-10722	168	25	irradiance	irradiance	NOUN
easat-10722	168	26	ramps	ramp	NOUN
easat-10722	168	27	,	,	PUNCT
easat-10722	168	28	and	and	CCONJ
easat-10722	168	29	to	to	PART
easat-10722	168	30	broaden	broaden	VERB
easat-10722	168	31	the	the	DET
easat-10722	168	32	scope	scope	NOUN
easat-10722	168	33	of	of	ADP
easat-10722	168	34	deployment	deployment	NOUN
easat-10722	168	35	to	to	ADP
easat-10722	168	36	utility	utility	NOUN
easat-10722	168	37	-	-	PUNCT
easat-10722	168	38	scale	scale	NOUN
easat-10722	168	39	pv	pv	NOUN
easat-10722	168	40	plants	plant	NOUN
easat-10722	168	41	,	,	PUNCT
easat-10722	168	42	microgrids	microgrid	NOUN
easat-10722	168	43	,	,	PUNCT
easat-10722	168	44	and	and	CCONJ
easat-10722	168	45	distributed	distribute	VERB
easat-10722	168	46	-	-	PUNCT
easat-10722	168	47	generation	generation	NOUN
easat-10722	168	48	management	management	NOUN
easat-10722	168	49	systems	system	NOUN
easat-10722	168	50	.	.	PUNCT
easat-10722	169	1	transparency	transparency	NOUN
easat-10722	169	2	:	:	PUNCT
easat-10722	169	3	the	the	DET
easat-10722	169	4	authors	author	NOUN
easat-10722	169	5	confirm	confirm	VERB
easat-10722	169	6	that	that	SCONJ
easat-10722	169	7	the	the	DET
easat-10722	169	8	manuscript	manuscript	NOUN
easat-10722	169	9	is	be	AUX
easat-10722	169	10	an	an	DET
easat-10722	169	11	honest	honest	ADJ
easat-10722	169	12	,	,	PUNCT
easat-10722	169	13	accurate	accurate	ADJ
easat-10722	169	14	,	,	PUNCT
easat-10722	169	15	and	and	CCONJ
easat-10722	169	16	transparent	transparent	ADJ
easat-10722	169	17	account	account	NOUN
easat-10722	169	18	of	of	ADP
easat-10722	169	19	the	the	DET
easat-10722	169	20	study	study	NOUN
easat-10722	169	21	;	;	PUNCT
easat-10722	169	22	that	that	SCONJ
easat-10722	169	23	no	no	DET
easat-10722	169	24	vital	vital	ADJ
easat-10722	169	25	features	feature	NOUN
easat-10722	169	26	of	of	ADP
easat-10722	169	27	the	the	DET
easat-10722	169	28	study	study	NOUN
easat-10722	169	29	have	have	AUX
easat-10722	169	30	been	be	AUX
easat-10722	169	31	omitted	omit	VERB
easat-10722	169	32	;	;	PUNCT
easat-10722	169	33	and	and	CCONJ
easat-10722	169	34	that	that	SCONJ
easat-10722	169	35	any	any	DET
easat-10722	169	36	discrepancies	discrepancy	NOUN
easat-10722	169	37	from	from	ADP
easat-10722	169	38	the	the	DET
easat-10722	169	39	study	study	NOUN
easat-10722	169	40	as	as	SCONJ
easat-10722	169	41	planned	plan	VERB
easat-10722	169	42	have	have	AUX
easat-10722	169	43	been	be	AUX
easat-10722	169	44	explained	explain	VERB
easat-10722	169	45	.	.	PUNCT
easat-10722	170	1	this	this	DET
easat-10722	170	2	study	study	NOUN
easat-10722	170	3	followed	follow	VERB
easat-10722	170	4	all	all	DET
easat-10722	170	5	ethical	ethical	ADJ
easat-10722	170	6	practices	practice	NOUN
easat-10722	170	7	during	during	ADP
easat-10722	170	8	writing	writing	NOUN
easat-10722	170	9	.	.	PUNCT
easat-10722	171	1	copyright	copyright	NOUN
easat-10722	171	2	:	:	PUNCT
easat-10722	171	3	©	©	PROPN
easat-10722	171	4	2025	2025	NUM
easat-10722	171	5	by	by	ADP
easat-10722	171	6	the	the	DET
easat-10722	171	7	authors	author	NOUN
easat-10722	171	8	.	.	PUNCT
easat-10722	172	1	this	this	DET
easat-10722	172	2	article	article	NOUN
easat-10722	172	3	is	be	AUX
easat-10722	172	4	an	an	DET
easat-10722	172	5	open	open	ADJ
easat-10722	172	6	-	-	PUNCT
easat-10722	172	7	access	access	NOUN
easat-10722	172	8	article	article	NOUN
easat-10722	172	9	distributed	distribute	VERB
easat-10722	172	10	under	under	ADP
easat-10722	172	11	the	the	DET
easat-10722	172	12	terms	term	NOUN
easat-10722	172	13	and	and	CCONJ
easat-10722	172	14	conditions	condition	NOUN
easat-10722	172	15	of	of	ADP
easat-10722	172	16	the	the	DET
easat-10722	172	17	creative	creative	ADJ
easat-10722	172	18	commons	common	NOUN
easat-10722	172	19	attribution	attribution	NOUN
easat-10722	172	20	(	(	PUNCT
easat-10722	172	21	cc	cc	NOUN
easat-10722	172	22	by	by	ADP
easat-10722	172	23	)	)	PUNCT
easat-10722	172	24	license	license	NOUN
easat-10722	172	25	(	(	PUNCT
easat-10722	172	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10722	172	27	)	)	PUNCT
easat-10722	172	28	.	.	PUNCT
easat-10722	173	1	acknowledgments	acknowledgment	NOUN
easat-10722	173	2	:	:	PUNCT
easat-10722	173	3	the	the	DET
easat-10722	173	4	authors	author	NOUN
easat-10722	173	5	acknowledge	acknowledge	VERB
easat-10722	173	6	no	no	DET
easat-10722	173	7	external	external	ADJ
easat-10722	173	8	funding	funding	NOUN
easat-10722	173	9	or	or	CCONJ
easat-10722	173	10	proprietary	proprietary	ADJ
easat-10722	173	11	datasets	dataset	NOUN
easat-10722	173	12	beyond	beyond	ADP
easat-10722	173	13	pvgis	pvgis	NOUN
easat-10722	173	14	-	-	PUNCT
easat-10722	173	15	sarah3	sarah3	NOUN
easat-10722	173	16	.	.	PUNCT
easat-10722	174	1	references	reference	NOUN
easat-10722	174	2	[	[	X
easat-10722	174	3	1	1	X
easat-10722	174	4	]	]	PUNCT
easat-10722	174	5	j.	j.	PROPN
easat-10722	174	6	zhang	zhang	PROPN
easat-10722	174	7	,	,	PUNCT
easat-10722	174	8	"	"	PUNCT
easat-10722	174	9	metrics	metric	NOUN
easat-10722	174	10	for	for	ADP
easat-10722	174	11	evaluating	evaluate	VERB
easat-10722	174	12	the	the	DET
easat-10722	174	13	accuracy	accuracy	NOUN
easat-10722	174	14	of	of	ADP
easat-10722	174	15	solar	solar	ADJ
easat-10722	174	16	power	power	NOUN
easat-10722	174	17	forecasting	forecasting	NOUN
easat-10722	174	18	,	,	PUNCT
easat-10722	174	19	"	"	PUNCT
easat-10722	174	20	in	in	ADP
easat-10722	174	21	proceedings	proceeding	NOUN
easat-10722	174	22	of	of	ADP
easat-10722	174	23	the	the	DET
easat-10722	174	24	2013	2013	NUM
easat-10722	174	25	international	international	ADJ
easat-10722	174	26	workshop	workshop	NOUN
easat-10722	174	27	on	on	ADP
easat-10722	174	28	the	the	DET
easat-10722	174	29	integration	integration	NOUN
easat-10722	174	30	of	of	ADP
easat-10722	174	31	solar	solar	ADJ
easat-10722	174	32	power	power	NOUN
easat-10722	174	33	into	into	ADP
easat-10722	174	34	power	power	NOUN
easat-10722	174	35	systems	system	NOUN
easat-10722	174	36	(	(	PUNCT
easat-10722	174	37	pp	pp	ADJ
easat-10722	174	38	.	.	PUNCT
easat-10722	174	39	1–10	1–10	NOUN
easat-10722	174	40	)	)	PUNCT
easat-10722	174	41	.	.	PUNCT
easat-10722	175	1	national	national	ADJ
easat-10722	175	2	renewable	renewable	ADJ
easat-10722	175	3	energy	energy	NOUN
easat-10722	175	4	laboratory	laboratory	NOUN
easat-10722	175	5	,	,	PUNCT
easat-10722	175	6	2013	2013	NUM
easat-10722	175	7	.	.	PUNCT
easat-10722	176	1	[	[	X
easat-10722	176	2	2	2	X
easat-10722	176	3	]	]	PUNCT
easat-10722	176	4	d.	d.	PROPN
easat-10722	176	5	yang	yang	PROPN
easat-10722	176	6	and	and	CCONJ
easat-10722	176	7	j.	j.	PROPN
easat-10722	176	8	kleissl	kleissl	PROPN
easat-10722	176	9	,	,	PUNCT
easat-10722	176	10	solar	solar	ADJ
easat-10722	176	11	irradiance	irradiance	NOUN
easat-10722	176	12	and	and	CCONJ
easat-10722	176	13	photovoltaic	photovoltaic	NOUN
easat-10722	176	14	power	power	NOUN
easat-10722	176	15	forecasting	forecasting	NOUN
easat-10722	176	16	.	.	PUNCT
easat-10722	177	1	boca	boca	PROPN
easat-10722	177	2	raton	raton	PROPN
easat-10722	177	3	:	:	PUNCT
easat-10722	177	4	crc	crc	PROPN
easat-10722	177	5	press	press	PROPN
easat-10722	177	6	,	,	PUNCT
easat-10722	177	7	2024	2024	NUM
easat-10722	177	8	.	.	PUNCT
easat-10722	178	1	[	[	X
easat-10722	178	2	3	3	X
easat-10722	178	3	]	]	X
easat-10722	178	4	s.	s.	PROPN
easat-10722	178	5	shi	shi	PROPN
easat-10722	178	6	,	,	PUNCT
easat-10722	178	7	b.	b.	PROPN
easat-10722	178	8	liu	liu	PROPN
easat-10722	178	9	,	,	PUNCT
easat-10722	178	10	l.	l.	PROPN
easat-10722	178	11	ren	ren	PROPN
easat-10722	178	12	,	,	PUNCT
easat-10722	178	13	and	and	CCONJ
easat-10722	178	14	y.	y.	PROPN
easat-10722	178	15	liu	liu	PROPN
easat-10722	178	16	,	,	PUNCT
easat-10722	178	17	"	"	PUNCT
easat-10722	178	18	short	short	ADJ
easat-10722	178	19	time	time	NOUN
easat-10722	178	20	solar	solar	ADJ
easat-10722	178	21	power	power	NOUN
easat-10722	178	22	forecasting	forecasting	NOUN
easat-10722	178	23	using	use	VERB
easat-10722	178	24	p	p	ADJ
easat-10722	178	25	-	-	PUNCT
easat-10722	178	26	elm	elm	NOUN
easat-10722	178	27	approach	approach	NOUN
easat-10722	178	28	,	,	PUNCT
easat-10722	178	29	"	"	PUNCT
easat-10722	178	30	scientific	scientific	ADJ
easat-10722	178	31	reports	report	NOUN
easat-10722	178	32	,	,	PUNCT
easat-10722	178	33	vol	vol	NOUN
easat-10722	178	34	.	.	PROPN
easat-10722	178	35	14	14	NUM
easat-10722	178	36	,	,	PUNCT
easat-10722	178	37	no	no	INTJ
easat-10722	178	38	.	.	NOUN
easat-10722	178	39	1	1	NUM
easat-10722	178	40	,	,	PUNCT
easat-10722	178	41	p.	p.	NOUN
easat-10722	178	42	30999	30999	NUM
easat-10722	178	43	,	,	PUNCT
easat-10722	178	44	2024	2024	NUM
easat-10722	178	45	.	.	PUNCT
easat-10722	179	1	https://doi.org/10.1038/s41598-024-82155-7	https://doi.org/10.1038/s41598-024-82155-7	NOUN
easat-10722	180	1	[	[	X
easat-10722	180	2	4	4	X
easat-10722	180	3	]	]	X
easat-10722	180	4	y.	y.	PROPN
easat-10722	180	5	chu	chu	PROPN
easat-10722	180	6	,	,	PUNCT
easat-10722	180	7	m.	m.	PROPN
easat-10722	180	8	li	li	PROPN
easat-10722	180	9	,	,	PUNCT
easat-10722	180	10	c.	c.	PROPN
easat-10722	180	11	f.	f.	PROPN
easat-10722	180	12	coimbra	coimbra	PROPN
easat-10722	180	13	,	,	PUNCT
easat-10722	180	14	d.	d.	PROPN
easat-10722	180	15	feng	feng	PROPN
easat-10722	180	16	,	,	PUNCT
easat-10722	180	17	and	and	CCONJ
easat-10722	180	18	h.	h.	PROPN
easat-10722	180	19	wang	wang	PROPN
easat-10722	180	20	,	,	PUNCT
easat-10722	180	21	"	"	PUNCT
easat-10722	180	22	intra	intra	ADJ
easat-10722	180	23	-	-	ADJ
easat-10722	180	24	hour	hour	NOUN
easat-10722	180	25	irradiance	irradiance	NOUN
easat-10722	180	26	forecasting	forecasting	NOUN
easat-10722	180	27	techniques	technique	NOUN
easat-10722	180	28	for	for	ADP
easat-10722	180	29	solar	solar	ADJ
easat-10722	180	30	power	power	NOUN
easat-10722	180	31	integration	integration	NOUN
easat-10722	180	32	:	:	PUNCT
easat-10722	180	33	a	a	DET
easat-10722	180	34	review	review	NOUN
easat-10722	180	35	,	,	PUNCT
easat-10722	180	36	"	"	PUNCT
easat-10722	180	37	iscience	iscience	NOUN
easat-10722	180	38	,	,	PUNCT
easat-10722	180	39	vol	vol	NOUN
easat-10722	180	40	.	.	PROPN
easat-10722	180	41	24	24	NUM
easat-10722	180	42	,	,	PUNCT
easat-10722	180	43	no	no	INTJ
easat-10722	180	44	.	.	NOUN
easat-10722	180	45	10	10	NUM
easat-10722	180	46	,	,	PUNCT
easat-10722	180	47	p.	p.	NOUN
easat-10722	180	48	103136	103136	NUM
easat-10722	180	49	,	,	PUNCT
easat-10722	180	50	2021	2021	NUM
easat-10722	180	51	.	.	PUNCT
easat-10722	181	1	https://doi.org/10.1016/j.isci.2021.103136	https://doi.org/10.1016/j.isci.2021.103136	PROPN
easat-10722	182	1	[	[	X
easat-10722	182	2	5	5	X
easat-10722	182	3	]	]	PUNCT
easat-10722	182	4	p.	p.	NOUN
easat-10722	182	5	e.	e.	PROPN
easat-10722	183	1	bett	bett	PROPN
easat-10722	183	2	et	et	PROPN
easat-10722	183	3	al	al	PROPN
easat-10722	183	4	.	.	PROPN
easat-10722	183	5	,	,	PUNCT
easat-10722	183	6	"	"	PUNCT
easat-10722	183	7	a	a	DET
easat-10722	183	8	simplified	simplified	ADJ
easat-10722	183	9	seasonal	seasonal	ADJ
easat-10722	183	10	forecasting	forecasting	NOUN
easat-10722	183	11	strategy	strategy	NOUN
easat-10722	183	12	,	,	PUNCT
easat-10722	183	13	applied	apply	VERB
easat-10722	183	14	to	to	ADP
easat-10722	183	15	wind	wind	NOUN
easat-10722	183	16	and	and	CCONJ
easat-10722	183	17	solar	solar	ADJ
easat-10722	183	18	power	power	NOUN
easat-10722	183	19	in	in	ADP
easat-10722	183	20	europe	europe	PROPN
easat-10722	183	21	,	,	PUNCT
easat-10722	183	22	"	"	PUNCT
easat-10722	183	23	climate	climate	NOUN
easat-10722	183	24	services	service	NOUN
easat-10722	183	25	,	,	PUNCT
easat-10722	183	26	vol	vol	NOUN
easat-10722	183	27	.	.	PROPN
easat-10722	183	28	27	27	NUM
easat-10722	183	29	,	,	PUNCT
easat-10722	183	30	p.	p.	NOUN
easat-10722	183	31	100318	100318	NUM
easat-10722	183	32	,	,	PUNCT
easat-10722	183	33	2022	2022	NUM
easat-10722	183	34	.	.	PUNCT
easat-10722	184	1	https://doi.org/10.1016/j.cliser.2022.100318	https://doi.org/10.1016/j.cliser.2022.100318	NOUN
easat-10722	185	1	[	[	X
easat-10722	185	2	6	6	X
easat-10722	185	3	]	]	X
easat-10722	185	4	y.	y.	PROPN
easat-10722	185	5	xie	xie	PROPN
easat-10722	185	6	,	,	PUNCT
easat-10722	185	7	national	national	ADJ
easat-10722	185	8	renewable	renewable	ADJ
easat-10722	185	9	energy	energy	NOUN
easat-10722	185	10	laboratory	laboratory	NOUN
easat-10722	185	11	,	,	PUNCT
easat-10722	185	12	united	united	PROPN
easat-10722	185	13	states	states	PROPN
easat-10722	185	14	department	department	PROPN
easat-10722	185	15	of	of	ADP
easat-10722	185	16	energy	energy	NOUN
easat-10722	185	17	,	,	PUNCT
easat-10722	185	18	solar	solar	ADJ
easat-10722	185	19	energy	energy	NOUN
easat-10722	185	20	technologies	technology	NOUN
easat-10722	185	21	office	office	NOUN
easat-10722	185	22	.	.	PUNCT
easat-10722	186	1	an	an	DET
easat-10722	186	2	evaluation	evaluation	NOUN
easat-10722	186	3	of	of	ADP
easat-10722	186	4	the	the	DET
easat-10722	186	5	spectral	spectral	ADJ
easat-10722	186	6	irradiance	irradiance	NOUN
easat-10722	186	7	data	datum	NOUN
easat-10722	186	8	from	from	ADP
easat-10722	186	9	the	the	DET
easat-10722	186	10	nsrdb	nsrdb	NOUN
easat-10722	186	11	.	.	PUNCT
easat-10722	187	1	golden	golden	ADJ
easat-10722	187	2	,	,	PUNCT
easat-10722	187	3	co	co	NOUN
easat-10722	187	4	:	:	PUNCT
easat-10722	187	5	national	national	ADJ
easat-10722	187	6	renewable	renewable	ADJ
easat-10722	187	7	energy	energy	NOUN
easat-10722	187	8	laboratory	laboratory	NOUN
easat-10722	187	9	,	,	PUNCT
easat-10722	187	10	2021	2021	NUM
easat-10722	187	11	.	.	PUNCT
easat-10722	188	1	[	[	X
easat-10722	188	2	7	7	NUM
easat-10722	188	3	]	]	X
easat-10722	188	4	european	european	PROPN
easat-10722	188	5	commission	commission	PROPN
easat-10722	188	6	joint	joint	PROPN
easat-10722	188	7	research	research	NOUN
easat-10722	188	8	centre	centre	PROPN
easat-10722	188	9	(	(	PUNCT
easat-10722	188	10	jrc	jrc	PROPN
easat-10722	188	11	)	)	PUNCT
easat-10722	188	12	,	,	PUNCT
easat-10722	188	13	"	"	PUNCT
easat-10722	188	14	photovoltaic	photovoltaic	VERB
easat-10722	188	15	geographical	geographical	ADJ
easat-10722	188	16	information	information	NOUN
easat-10722	188	17	system	system	NOUN
easat-10722	188	18	(	(	PUNCT
easat-10722	188	19	pvgis	pvgis	NOUN
easat-10722	188	20	)	)	PUNCT
easat-10722	188	21	,	,	PUNCT
easat-10722	188	22	"	"	PUNCT
easat-10722	188	23	2024	2024	NUM
easat-10722	188	24	.	.	PUNCT
easat-10722	189	1	https://joint-research-centre.ec.europa.eu/photovoltaic-geographical-information-system-pvgis_en	https://joint-research-centre.ec.europa.eu/photovoltaic-geographical-information-system-pvgis_en	PRON
easat-10722	189	2	[	[	X
easat-10722	189	3	8	8	NUM
easat-10722	189	4	]	]	PUNCT
easat-10722	189	5	s.	s.	PROPN
easat-10722	189	6	wang	wang	PROPN
easat-10722	189	7	,	,	PUNCT
easat-10722	189	8	l.	l.	PROPN
easat-10722	189	9	zhang	zhang	PROPN
easat-10722	189	10	,	,	PUNCT
easat-10722	189	11	and	and	CCONJ
easat-10722	189	12	j.	j.	PROPN
easat-10722	189	13	li	li	PROPN
easat-10722	189	14	,	,	PUNCT
easat-10722	189	15	"	"	PUNCT
easat-10722	189	16	svr	svr	NOUN
easat-10722	189	17	-	-	PUNCT
easat-10722	189	18	based	base	VERB
easat-10722	189	19	short	short	ADJ
easat-10722	189	20	-	-	PUNCT
easat-10722	189	21	term	term	NOUN
easat-10722	189	22	solar	solar	ADJ
easat-10722	189	23	power	power	NOUN
easat-10722	189	24	forecasting	forecasting	NOUN
easat-10722	189	25	,	,	PUNCT
easat-10722	189	26	"	"	PUNCT
easat-10722	189	27	renewable	renewable	ADJ
easat-10722	189	28	energy	energy	NOUN
easat-10722	189	29	,	,	PUNCT
easat-10722	189	30	vol	vol	NOUN
easat-10722	189	31	.	.	PROPN
easat-10722	189	32	185	185	NUM
easat-10722	189	33	,	,	PUNCT
easat-10722	189	34	pp	pp	ADJ
easat-10722	189	35	.	.	PUNCT
easat-10722	189	36	1234	1234	NUM
easat-10722	189	37	–	–	PUNCT
easat-10722	189	38	1246	1246	NUM
easat-10722	189	39	,	,	PUNCT
easat-10722	189	40	2022	2022	NUM
easat-10722	189	41	.	.	PUNCT
easat-10722	190	1	[	[	X
easat-10722	190	2	9	9	NUM
easat-10722	190	3	]	]	PUNCT
easat-10722	190	4	m.	m.	NOUN
easat-10722	190	5	kumari	kumari	PROPN
easat-10722	190	6	and	and	CCONJ
easat-10722	190	7	k.	k.	PROPN
easat-10722	190	8	barhmi	barhmi	PROPN
easat-10722	190	9	,	,	PUNCT
easat-10722	190	10	"	"	PUNCT
easat-10722	190	11	a	a	DET
easat-10722	190	12	review	review	NOUN
easat-10722	190	13	of	of	ADP
easat-10722	190	14	solar	solar	ADJ
easat-10722	190	15	forecasting	forecasting	NOUN
easat-10722	190	16	techniques	technique	NOUN
easat-10722	190	17	and	and	CCONJ
easat-10722	190	18	the	the	DET
easat-10722	190	19	role	role	NOUN
easat-10722	190	20	of	of	ADP
easat-10722	190	21	artificial	artificial	ADJ
easat-10722	190	22	intelligence	intelligence	NOUN
easat-10722	190	23	,	,	PUNCT
easat-10722	190	24	"	"	PUNCT
easat-10722	190	25	applied	apply	VERB
easat-10722	190	26	sciences	science	NOUN
easat-10722	190	27	,	,	PUNCT
easat-10722	190	28	vol	vol	NOUN
easat-10722	190	29	.	.	PROPN
easat-10722	190	30	4	4	NUM
easat-10722	190	31	,	,	PUNCT
easat-10722	190	32	no	no	INTJ
easat-10722	190	33	.	.	NOUN
easat-10722	190	34	1	1	NUM
easat-10722	190	35	,	,	PUNCT
easat-10722	190	36	p.	p.	NOUN
easat-10722	190	37	5	5	NUM
easat-10722	190	38	,	,	PUNCT
easat-10722	190	39	2024	2024	NUM
easat-10722	190	40	.	.	PUNCT
easat-10722	191	1	[	[	X
easat-10722	191	2	10	10	NUM
easat-10722	191	3	]	]	X
easat-10722	191	4	h.	h.	PROPN
easat-10722	191	5	nguyen	nguyen	PROPN
easat-10722	191	6	,	,	PUNCT
easat-10722	191	7	t.	t.	PROPN
easat-10722	191	8	tran	tran	PROPN
easat-10722	191	9	,	,	PUNCT
easat-10722	191	10	and	and	CCONJ
easat-10722	191	11	d.	d.	PROPN
easat-10722	191	12	le	le	PROPN
easat-10722	191	13	,	,	PUNCT
easat-10722	191	14	"	"	PUNCT
easat-10722	191	15	random	random	ADJ
easat-10722	191	16	forest	forest	NOUN
easat-10722	191	17	approaches	approach	NOUN
easat-10722	191	18	to	to	ADP
easat-10722	191	19	pv	pv	PROPN
easat-10722	191	20	prediction	prediction	NOUN
easat-10722	191	21	,	,	PUNCT
easat-10722	191	22	"	"	PUNCT
easat-10722	191	23	solar	solar	ADJ
easat-10722	191	24	energy	energy	NOUN
easat-10722	191	25	,	,	PUNCT
easat-10722	191	26	vol	vol	NOUN
easat-10722	191	27	.	.	NOUN
easat-10722	191	28	213	213	NUM
easat-10722	191	29	,	,	PUNCT
easat-10722	191	30	pp	pp	ADJ
easat-10722	191	31	.	.	PUNCT
easat-10722	192	1	123–135	123–135	NUM
easat-10722	192	2	,	,	PUNCT
easat-10722	192	3	2021	2021	NUM
easat-10722	192	4	.	.	PUNCT
easat-10722	193	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10722	193	2	https://doi.org/10.1038/s41598-024-82155-7	https://doi.org/10.1038/s41598-024-82155-7	PROPN
easat-10722	193	3	https://doi.org/10.1016/j.isci.2021.103136	https://doi.org/10.1016/j.isci.2021.103136	PROPN
easat-10722	193	4	https://doi.org/10.1016/j.cliser.2022.100318	https://doi.org/10.1016/j.cliser.2022.100318	PROPN
easat-10722	193	5	https://joint-research-centre.ec.europa.eu/photovoltaic-geographical-information-system-pvgis_en	https://joint-research-centre.ec.europa.eu/photovoltaic-geographical-information-system-pvgis_en	PROPN
easat-10722	193	6	1600	1600	NUM
easat-10722	193	7	edelweiss	edelweiss	PROPN
easat-10722	193	8	applied	apply	VERB
easat-10722	193	9	science	science	NOUN
easat-10722	193	10	and	and	CCONJ
easat-10722	193	11	technology	technology	NOUN
easat-10722	193	12	issn	issn	PROPN
easat-10722	193	13	:	:	PUNCT
easat-10722	193	14	2576	2576	NUM
easat-10722	193	15	-	-	SYM
easat-10722	193	16	8484	8484	NUM
easat-10722	193	17	vol	vol	NOUN
easat-10722	193	18	.	.	PROPN
easat-10722	194	1	9	9	NUM
easat-10722	194	2	,	,	PUNCT
easat-10722	194	3	no	no	INTJ
easat-10722	194	4	.	.	NOUN
easat-10722	194	5	10	10	NUM
easat-10722	194	6	:	:	PUNCT
easat-10722	194	7	1591	1591	NUM
easat-10722	194	8	-	-	SYM
easat-10722	194	9	1600	1600	NUM
easat-10722	194	10	,	,	PUNCT
easat-10722	194	11	2025	2025	NUM
easat-10722	194	12	doi	doi	NOUN
easat-10722	194	13	:	:	PUNCT
easat-10722	194	14	10.55214/2576	10.55214/2576	NUM
easat-10722	194	15	-	-	SYM
easat-10722	194	16	8484.v9i10.10722	8484.v9i10.10722	NUM
easat-10722	194	17	©	©	PROPN
easat-10722	194	18	2025	2025	NUM
easat-10722	194	19	by	by	ADP
easat-10722	194	20	the	the	DET
easat-10722	194	21	authors	author	NOUN
easat-10722	194	22	;	;	PUNCT
easat-10722	194	23	licensee	licensee	PROPN
easat-10722	194	24	learning	learning	NOUN
easat-10722	194	25	gate	gate	NOUN
easat-10722	195	1	[	[	X
easat-10722	195	2	11	11	NUM
easat-10722	195	3	]	]	PUNCT
easat-10722	195	4	l.	l.	PROPN
easat-10722	195	5	gonzalez	gonzalez	PROPN
easat-10722	195	6	,	,	PUNCT
easat-10722	195	7	"	"	PUNCT
easat-10722	195	8	gaussian	gaussian	ADJ
easat-10722	195	9	process	process	NOUN
easat-10722	195	10	regression	regression	NOUN
easat-10722	195	11	for	for	ADP
easat-10722	195	12	solar	solar	ADJ
easat-10722	195	13	forecasting	forecasting	NOUN
easat-10722	195	14	,	,	PUNCT
easat-10722	195	15	"	"	PUNCT
easat-10722	195	16	energy	energy	NOUN
easat-10722	195	17	conversion	conversion	NOUN
easat-10722	195	18	and	and	CCONJ
easat-10722	195	19	management	management	NOUN
easat-10722	195	20	,	,	PUNCT
easat-10722	195	21	vol	vol	NOUN
easat-10722	195	22	.	.	PROPN
easat-10722	195	23	276	276	NUM
easat-10722	195	24	,	,	PUNCT
easat-10722	195	25	p.	p.	NOUN
easat-10722	195	26	116453	116453	NUM
easat-10722	195	27	,	,	PUNCT
easat-10722	195	28	2023	2023	NUM
easat-10722	195	29	.	.	PUNCT
easat-10722	196	1	[	[	X
easat-10722	196	2	12	12	NUM
easat-10722	196	3	]	]	PUNCT
easat-10722	196	4	t.	t.	NOUN
easat-10722	196	5	müller	müller	PROPN
easat-10722	196	6	and	and	CCONJ
easat-10722	196	7	r.	r.	PROPN
easat-10722	196	8	klein	klein	PROPN
easat-10722	196	9	,	,	PUNCT
easat-10722	196	10	"	"	PUNCT
easat-10722	196	11	shallow	shallow	ADJ
easat-10722	196	12	neural	neural	ADJ
easat-10722	196	13	networks	network	NOUN
easat-10722	196	14	in	in	ADP
easat-10722	196	15	pv	pv	PROPN
easat-10722	196	16	output	output	NOUN
easat-10722	196	17	prediction	prediction	NOUN
easat-10722	196	18	,	,	PUNCT
easat-10722	196	19	"	"	PUNCT
easat-10722	196	20	energy	energy	NOUN
easat-10722	196	21	reports	report	NOUN
easat-10722	196	22	,	,	PUNCT
easat-10722	196	23	vol	vol	NOUN
easat-10722	196	24	.	.	PROPN
easat-10722	196	25	8	8	NUM
easat-10722	196	26	,	,	PUNCT
easat-10722	196	27	pp	pp	ADJ
easat-10722	196	28	.	.	PUNCT
easat-10722	197	1	2103–2112	2103–2112	NUM
easat-10722	197	2	,	,	PUNCT
easat-10722	197	3	2022	2022	NUM
easat-10722	197	4	.	.	PUNCT
easat-10722	198	1	[	[	X
easat-10722	198	2	13	13	NUM
easat-10722	198	3	]	]	X
easat-10722	198	4	d.	d.	PROPN
easat-10722	198	5	syed	syed	PROPN
easat-10722	198	6	,	,	PUNCT
easat-10722	198	7	"	"	PUNCT
easat-10722	198	8	clustering	clustering	NOUN
easat-10722	198	9	-	-	PUNCT
easat-10722	198	10	based	base	VERB
easat-10722	198	11	deep	deep	ADJ
easat-10722	198	12	learning	learning	NOUN
easat-10722	198	13	for	for	ADP
easat-10722	198	14	scalable	scalable	ADJ
easat-10722	198	15	short	short	ADJ
easat-10722	198	16	-	-	PUNCT
easat-10722	198	17	term	term	NOUN
easat-10722	198	18	load	load	NOUN
easat-10722	198	19	forecasting	forecasting	NOUN
easat-10722	198	20	in	in	ADP
easat-10722	198	21	smart	smart	ADJ
easat-10722	198	22	grids	grid	NOUN
easat-10722	198	23	,	,	PUNCT
easat-10722	198	24	"	"	PUNCT
easat-10722	198	25	ieee	ieee	NOUN
easat-10722	198	26	access	access	NOUN
easat-10722	198	27	,	,	PUNCT
easat-10722	198	28	vol	vol	NOUN
easat-10722	198	29	.	.	NOUN
easat-10722	198	30	9	9	NUM
easat-10722	198	31	,	,	PUNCT
easat-10722	198	32	pp	pp	ADJ
easat-10722	198	33	.	.	PUNCT
easat-10722	199	1	54992–55008	54992–55008	NOUN
easat-10722	199	2	,	,	PUNCT
easat-10722	199	3	2021	2021	NUM
easat-10722	199	4	.	.	PUNCT
easat-10722	200	1	[	[	X
easat-10722	200	2	14	14	NUM
easat-10722	200	3	]	]	X
easat-10722	200	4	h.	h.	PROPN
easat-10722	200	5	a.	a.	PROPN
easat-10722	200	6	kazem	kazem	PROPN
easat-10722	200	7	,	,	PUNCT
easat-10722	200	8	j.	j.	PROPN
easat-10722	200	9	h.	h.	PROPN
easat-10722	200	10	yousif	yousif	PROPN
easat-10722	200	11	,	,	PUNCT
easat-10722	200	12	m.	m.	NOUN
easat-10722	200	13	t.	t.	PROPN
easat-10722	200	14	chaichan	chaichan	PROPN
easat-10722	200	15	,	,	PUNCT
easat-10722	200	16	a.	a.	PROPN
easat-10722	200	17	h.	h.	PROPN
easat-10722	200	18	al	al	PROPN
easat-10722	200	19	-	-	PUNCT
easat-10722	200	20	waeli	waeli	PROPN
easat-10722	200	21	,	,	PUNCT
easat-10722	200	22	and	and	CCONJ
easat-10722	200	23	k.	k.	PROPN
easat-10722	200	24	sopian	sopian	PROPN
easat-10722	200	25	,	,	PUNCT
easat-10722	200	26	"	"	PUNCT
easat-10722	200	27	long	long	ADJ
easat-10722	200	28	-	-	PUNCT
easat-10722	200	29	term	term	NOUN
easat-10722	200	30	power	power	NOUN
easat-10722	200	31	forecasting	forecasting	NOUN
easat-10722	200	32	using	use	VERB
easat-10722	200	33	frnn	frnn	NOUN
easat-10722	200	34	and	and	CCONJ
easat-10722	200	35	pca	pca	NOUN
easat-10722	200	36	models	model	NOUN
easat-10722	200	37	for	for	ADP
easat-10722	200	38	calculating	calculate	VERB
easat-10722	200	39	output	output	NOUN
easat-10722	200	40	parameters	parameter	NOUN
easat-10722	200	41	in	in	ADP
easat-10722	200	42	solar	solar	ADJ
easat-10722	200	43	photovoltaic	photovoltaic	NOUN
easat-10722	200	44	generation	generation	NOUN
easat-10722	200	45	,	,	PUNCT
easat-10722	200	46	"	"	PUNCT
easat-10722	200	47	heliyon	heliyon	NOUN
easat-10722	200	48	,	,	PUNCT
easat-10722	200	49	vol	vol	NOUN
easat-10722	200	50	.	.	PROPN
easat-10722	200	51	8	8	NUM
easat-10722	200	52	,	,	PUNCT
easat-10722	200	53	no	no	INTJ
easat-10722	200	54	.	.	NOUN
easat-10722	200	55	1	1	NUM
easat-10722	200	56	,	,	PUNCT
easat-10722	200	57	p.	p.	NOUN
easat-10722	200	58	e08803	e08803	NOUN
easat-10722	200	59	,	,	PUNCT
easat-10722	200	60	2022	2022	NUM
easat-10722	200	61	.	.	PUNCT
easat-10722	201	1	https://doi.org/10.1016/j.heliyon.2022.e08803	https://doi.org/10.1016/j.heliyon.2022.e08803	NOUN
easat-10722	202	1	[	[	X
easat-10722	202	2	15	15	NUM
easat-10722	202	3	]	]	X
easat-10722	202	4	j.	j.	PROPN
easat-10722	202	5	alfaraj	alfaraj	PROPN
easat-10722	202	6	,	,	PUNCT
easat-10722	202	7	e.	e.	PROPN
easat-10722	202	8	popovici	popovici	PROPN
easat-10722	202	9	,	,	PUNCT
easat-10722	202	10	and	and	CCONJ
easat-10722	202	11	p.	p.	NOUN
easat-10722	202	12	leahy	leahy	PROPN
easat-10722	202	13	,	,	PUNCT
easat-10722	202	14	"	"	PUNCT
easat-10722	202	15	solar	solar	ADJ
easat-10722	202	16	irradiance	irradiance	NOUN
easat-10722	202	17	database	database	NOUN
easat-10722	202	18	comparison	comparison	NOUN
easat-10722	202	19	for	for	ADP
easat-10722	202	20	pv	pv	NOUN
easat-10722	202	21	system	system	NOUN
easat-10722	202	22	design	design	NOUN
easat-10722	202	23	:	:	PUNCT
easat-10722	202	24	a	a	DET
easat-10722	202	25	case	case	NOUN
easat-10722	202	26	study	study	NOUN
easat-10722	202	27	,	,	PUNCT
easat-10722	202	28	"	"	PUNCT
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easat-10722	202	30	,	,	PUNCT
easat-10722	202	31	vol	vol	NOUN
easat-10722	202	32	.	.	PROPN
easat-10722	203	1	16	16	NUM
easat-10722	203	2	,	,	PUNCT
easat-10722	203	3	no	no	INTJ
easat-10722	203	4	.	.	NOUN
easat-10722	203	5	15	15	NUM
easat-10722	203	6	,	,	PUNCT
easat-10722	203	7	p.	p.	NOUN
easat-10722	203	8	6436	6436	NUM
easat-10722	203	9	,	,	PUNCT
easat-10722	203	10	2024	2024	NUM
easat-10722	203	11	.	.	PUNCT
easat-10722	204	1	https://doi.org/10.3390/su16156436	https://doi.org/10.3390/su16156436	X
easat-10722	205	1	[	[	X
easat-10722	205	2	16	16	NUM
easat-10722	205	3	]	]	PUNCT
easat-10722	205	4	x.	x.	PROPN
easat-10722	205	5	li	li	PROPN
easat-10722	205	6	and	and	CCONJ
easat-10722	205	7	y.	y.	PROPN
easat-10722	205	8	du	du	PROPN
easat-10722	205	9	,	,	PUNCT
easat-10722	205	10	"	"	PUNCT
easat-10722	205	11	attention	attention	NOUN
easat-10722	205	12	-	-	PUNCT
easat-10722	205	13	enhanced	enhance	VERB
easat-10722	205	14	conv	conv	NOUN
easat-10722	205	15	-	-	PUNCT
easat-10722	205	16	lstm	lstm	NOUN
easat-10722	205	17	for	for	ADP
easat-10722	205	18	solar	solar	ADJ
easat-10722	205	19	power	power	NOUN
easat-10722	205	20	forecasting	forecasting	NOUN
easat-10722	205	21	,	,	PUNCT
easat-10722	205	22	"	"	PUNCT
easat-10722	205	23	ieee	ieee	NOUN
easat-10722	205	24	transactions	transaction	NOUN
easat-10722	205	25	on	on	ADP
easat-10722	205	26	sustainable	sustainable	ADJ
easat-10722	205	27	energy	energy	NOUN
easat-10722	205	28	,	,	PUNCT
easat-10722	205	29	vol	vol	NOUN
easat-10722	205	30	.	.	PROPN
easat-10722	205	31	15	15	NUM
easat-10722	205	32	,	,	PUNCT
easat-10722	205	33	no	no	INTJ
easat-10722	205	34	.	.	NOUN
easat-10722	205	35	4	4	NUM
easat-10722	205	36	,	,	PUNCT
easat-10722	205	37	pp	pp	ADJ
easat-10722	205	38	.	.	PUNCT
easat-10722	205	39	1234–1245	1234–1245	NUM
easat-10722	205	40	,	,	PUNCT
easat-10722	205	41	2024	2024	NUM
easat-10722	205	42	.	.	PUNCT
easat-10722	206	1	[	[	X
easat-10722	206	2	17	17	NUM
easat-10722	206	3	]	]	X
easat-10722	206	4	g.	g.	PROPN
easat-10722	206	5	balraj	balraj	PROPN
easat-10722	206	6	,	,	PUNCT
easat-10722	206	7	a.	a.	NOUN
easat-10722	206	8	a.	a.	NOUN
easat-10722	206	9	victoire	victoire	PROPN
easat-10722	206	10	,	,	PUNCT
easat-10722	206	11	j.	j.	PROPN
easat-10722	206	12	s	s	PROPN
easat-10722	206	13	,	,	PUNCT
easat-10722	206	14	and	and	CCONJ
easat-10722	206	15	a.	a.	NOUN
easat-10722	206	16	victoire	victoire	NOUN
easat-10722	206	17	,	,	PUNCT
easat-10722	206	18	"	"	PUNCT
easat-10722	206	19	variational	variational	ADJ
easat-10722	206	20	mode	mode	NOUN
easat-10722	206	21	decomposition	decomposition	NOUN
easat-10722	206	22	combined	combine	VERB
easat-10722	206	23	fuzzy	fuzzy	ADJ
easat-10722	206	24	—	—	PUNCT
easat-10722	206	25	twin	twin	ADJ
easat-10722	206	26	support	support	NOUN
easat-10722	206	27	vector	vector	NOUN
easat-10722	206	28	machine	machine	NOUN
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easat-10722	206	32	learning	learning	NOUN
easat-10722	206	33	for	for	ADP
easat-10722	206	34	solar	solar	ADJ
easat-10722	206	35	photovoltaic	photovoltaic	NOUN
easat-10722	206	36	power	power	NOUN
easat-10722	206	37	forecasting	forecasting	NOUN
easat-10722	206	38	,	,	PUNCT
easat-10722	206	39	"	"	PUNCT
easat-10722	206	40	plos	plos	PROPN
easat-10722	206	41	one	one	NUM
easat-10722	206	42	,	,	PUNCT
easat-10722	206	43	vol	vol	NOUN
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easat-10722	206	46	,	,	PUNCT
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easat-10722	206	48	.	.	NOUN
easat-10722	206	49	9	9	NUM
easat-10722	206	50	,	,	PUNCT
easat-10722	206	51	p.	p.	NOUN
easat-10722	206	52	e0273632	e0273632	NOUN
easat-10722	206	53	,	,	PUNCT
easat-10722	206	54	2022	2022	NUM
easat-10722	206	55	.	.	PUNCT
easat-10722	207	1	https://doi.org/10.1371/journal.pone.0273632	https://doi.org/10.1371/journal.pone.0273632	NOUN
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easat-10722	207	3	18	18	NUM
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easat-10722	207	9	lasso	lasso	NOUN
easat-10722	207	10	-	-	PUNCT
easat-10722	207	11	based	base	VERB
easat-10722	207	12	schemes	scheme	NOUN
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easat-10722	207	14	solar	solar	ADJ
easat-10722	207	15	energy	energy	NOUN
easat-10722	207	16	forecasting	forecasting	NOUN
easat-10722	207	17	,	,	PUNCT
easat-10722	207	18	"	"	PUNCT
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easat-10722	207	21	thesis	thesis	NOUN
easat-10722	207	22	,	,	PUNCT
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easat-10722	208	1	auburn	auburn	PROPN
easat-10722	208	2	university	university	PROPN
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easat-10722	208	4	theses	thesis	NOUN
easat-10722	208	5	and	and	CCONJ
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easat-10722	208	7	,	,	PUNCT
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easat-10722	208	9	.	.	PUNCT
easat-10722	209	1	[	[	X
easat-10722	209	2	19	19	NUM
easat-10722	209	3	]	]	PUNCT
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easat-10722	209	10	v.	v.	CCONJ
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easat-10722	209	12	,	,	PUNCT
easat-10722	209	13	z.	z.	PROPN
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easat-10722	209	16	and	and	CCONJ
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easat-10722	209	25	solar	solar	ADJ
easat-10722	209	26	power	power	NOUN
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easat-10722	209	28	under	under	ADP
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easat-10722	209	30	scarcity	scarcity	NOUN
easat-10722	209	31	,	,	PUNCT
easat-10722	209	32	"	"	PUNCT
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easat-10722	209	39	,	,	PUNCT
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easat-10722	209	41	.	.	NOUN
easat-10722	209	42	1	1	NUM
easat-10722	209	43	,	,	PUNCT
easat-10722	209	44	p.	p.	NOUN
easat-10722	209	45	14643	14643	NUM
easat-10722	209	46	,	,	PUNCT
easat-10722	209	47	2022	2022	NUM
easat-10722	209	48	.	.	PUNCT
easat-10722	210	1	https://doi.org/10.1038/s41598022-18516-x	https://doi.org/10.1038/s41598022-18516-x	PUNCT
easat-10722	211	1	[	[	X
easat-10722	211	2	20	20	NUM
easat-10722	211	3	]	]	X
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easat-10722	211	8	allah	allah	PROPN
easat-10722	211	9	,	,	PUNCT
easat-10722	211	10	l.	l.	PROPN
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easat-10722	211	12	abouelmagd	abouelmagd	PROPN
easat-10722	211	13	,	,	PUNCT
easat-10722	211	14	a.	a.	PROPN
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easat-10722	211	17	v.	v.	CCONJ
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easat-10722	211	19	,	,	PUNCT
easat-10722	211	20	and	and	CCONJ
easat-10722	211	21	a.	a.	PROPN
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easat-10722	211	28	and	and	CCONJ
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easat-10722	211	30	solar	solar	ADJ
easat-10722	211	31	power	power	NOUN
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easat-10722	211	33	forecasting	forecasting	NOUN
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easat-10722	211	39	,	,	PUNCT
easat-10722	211	40	"	"	PUNCT
easat-10722	211	41	plos	plos	PROPN
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easat-10722	211	43	,	,	PUNCT
easat-10722	211	44	vol	vol	NOUN
easat-10722	211	45	.	.	PROPN
easat-10722	211	46	19	19	NUM
easat-10722	211	47	,	,	PUNCT
easat-10722	211	48	no	no	INTJ
easat-10722	211	49	.	.	NOUN
easat-10722	211	50	10	10	NUM
easat-10722	211	51	,	,	PUNCT
easat-10722	211	52	p.	p.	NOUN
easat-10722	211	53	e0308002	e0308002	PROPN
easat-10722	211	54	,	,	PUNCT
easat-10722	211	55	2024	2024	NUM
easat-10722	211	56	.	.	PUNCT
easat-10722	212	1	https://doi.org/10.1371/journal.pone.0308002	https://doi.org/10.1371/journal.pone.0308002	NOUN
easat-10722	212	2	[	[	X
easat-10722	212	3	21	21	NUM
easat-10722	212	4	]	]	PUNCT
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easat-10722	212	11	de	de	PROPN
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easat-10722	212	21	a	a	DET
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easat-10722	212	28	solar	solar	ADJ
easat-10722	212	29	photovoltaic	photovoltaic	NOUN
easat-10722	212	30	power	power	NOUN
easat-10722	212	31	generation	generation	NOUN
easat-10722	212	32	,	,	PUNCT
easat-10722	212	33	"	"	PUNCT
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easat-10722	212	37	.	.	PROPN
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easat-10722	212	39	,	,	PUNCT
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easat-10722	212	41	.	.	NOUN
easat-10722	212	42	10	10	NUM
easat-10722	212	43	,	,	PUNCT
easat-10722	212	44	p.	p.	NOUN
easat-10722	212	45	824	824	NUM
easat-10722	212	46	,	,	PUNCT
easat-10722	212	47	2024	2024	NUM
easat-10722	212	48	.	.	PUNCT
easat-10722	213	1	https://doi.org/10.3390/e26100824	https://doi.org/10.3390/e26100824	NUM
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easat-10722	213	4	]	]	PUNCT
easat-10722	213	5	s.	s.	PROPN
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easat-10722	213	7	,	,	PUNCT
easat-10722	213	8	s.	s.	PROPN
easat-10722	213	9	junlakarn	junlakarn	PROPN
easat-10722	213	10	,	,	PUNCT
easat-10722	213	11	a.	a.	NOUN
easat-10722	213	12	chaianong	chaianong	PROPN
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easat-10722	213	17	and	and	CCONJ
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easat-10722	213	25	and	and	CCONJ
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easat-10722	213	28	forecasting	forecasting	NOUN
easat-10722	213	29	in	in	ADP
easat-10722	213	30	countries	country	NOUN
easat-10722	213	31	with	with	ADP
easat-10722	213	32	limited	limited	ADJ
easat-10722	213	33	data	datum	NOUN
easat-10722	213	34	:	:	PUNCT
easat-10722	213	35	the	the	DET
easat-10722	213	36	case	case	NOUN
easat-10722	213	37	of	of	ADP
easat-10722	213	38	thailand	thailand	PROPN
easat-10722	213	39	,	,	PUNCT
easat-10722	213	40	"	"	PUNCT
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easat-10722	213	42	,	,	PUNCT
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easat-10722	213	46	,	,	PUNCT
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easat-10722	213	48	.	.	NOUN
easat-10722	213	49	2	2	NUM
easat-10722	213	50	,	,	PUNCT
easat-10722	213	51	p.	p.	NOUN
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easat-10722	213	53	,	,	PUNCT
easat-10722	213	54	2024	2024	NUM
easat-10722	213	55	.	.	PUNCT
easat-10722	213	56	https://doi.org/10.1016/j.heliyon.2024.e23997	https://doi.org/10.1016/j.heliyon.2024.e23997	PUNCT
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easat-10722	214	2	23	23	NUM
easat-10722	214	3	]	]	PUNCT
easat-10722	214	4	j.	j.	PROPN
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easat-10722	214	9	,	,	PUNCT
easat-10722	214	10	s.	s.	PROPN
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easat-10722	214	13	and	and	CCONJ
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easat-10722	215	1	lalonde	lalonde	PROPN
easat-10722	215	2	,	,	PUNCT
easat-10722	215	3	"	"	PUNCT
easat-10722	215	4	deep	deep	ADJ
easat-10722	215	5	photovoltaic	photovoltaic	NOUN
easat-10722	215	6	nowcasting	nowcasting	NOUN
easat-10722	215	7	,	,	PUNCT
easat-10722	215	8	"	"	PUNCT
easat-10722	215	9	arxiv	arxiv	NOUN
easat-10722	215	10	,	,	PUNCT
easat-10722	215	11	2018	2018	NUM
easat-10722	215	12	.	.	PUNCT
easat-10722	216	1	https://doi.org/10.48550/arxiv.1810.06327	https://doi.org/10.48550/arxiv.1810.06327	PROPN
easat-10722	217	1	[	[	X
easat-10722	217	2	24	24	NUM
easat-10722	217	3	]	]	PUNCT
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easat-10722	217	27	,	,	PUNCT
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easat-10722	217	29	.	.	PROPN
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easat-10722	217	31	,	,	PUNCT
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easat-10722	217	34	,	,	PUNCT
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easat-10722	218	1	https://doi.org/10.1016/j.adapen.2023.100150	https://doi.org/10.1016/j.adapen.2023.100150	PROPN
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easat-10722	218	17	,	,	PUNCT
easat-10722	218	18	r.	r.	PROPN
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easat-10722	218	21	and	and	CCONJ
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easat-10722	218	36	power	power	NOUN
easat-10722	218	37	plants	plant	NOUN
easat-10722	218	38	,	,	PUNCT
easat-10722	218	39	"	"	PUNCT
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easat-10722	218	43	.	.	PROPN
easat-10722	218	44	21	21	NUM
easat-10722	218	45	,	,	PUNCT
easat-10722	218	46	no	no	INTJ
easat-10722	218	47	.	.	NOUN
easat-10722	218	48	16	16	NUM
easat-10722	218	49	,	,	PUNCT
easat-10722	218	50	p.	p.	NOUN
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easat-10722	218	52	,	,	PUNCT
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easat-10722	218	54	.	.	PUNCT
easat-10722	219	1	https://doi.org/10.3390/s21165648	https://doi.org/10.3390/s21165648	PRON
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easat-10722	220	9	,	,	PUNCT
easat-10722	220	10	"	"	PUNCT
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easat-10722	220	16	photovoltaic	photovoltaic	NOUN
easat-10722	220	17	power	power	NOUN
easat-10722	220	18	generation	generation	NOUN
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easat-10722	220	21	cloud	cloud	NOUN
easat-10722	220	22	parrot	parrot	NOUN
easat-10722	220	23	optimization	optimization	NOUN
easat-10722	220	24	algorithm	algorithm	NOUN
easat-10722	220	25	integrated	integrate	VERB
easat-10722	220	26	with	with	ADP
easat-10722	220	27	extreme	extreme	ADJ
easat-10722	220	28	learning	learning	NOUN
easat-10722	220	29	machine	machine	NOUN
easat-10722	220	30	,	,	PUNCT
easat-10722	220	31	"	"	PUNCT
easat-10722	220	32	scientific	scientific	ADJ
easat-10722	220	33	reports	report	NOUN
easat-10722	220	34	,	,	PUNCT
easat-10722	220	35	vol	vol	NOUN
easat-10722	220	36	.	.	PROPN
easat-10722	221	1	15	15	NUM
easat-10722	221	2	,	,	PUNCT
easat-10722	221	3	no	no	INTJ
easat-10722	221	4	.	.	NOUN
easat-10722	221	5	1	1	NUM
easat-10722	221	6	,	,	PUNCT
easat-10722	221	7	p.	p.	NOUN
easat-10722	221	8	6491	6491	NUM
easat-10722	221	9	,	,	PUNCT
easat-10722	221	10	2025	2025	NUM
easat-10722	221	11	.	.	PUNCT
easat-10722	222	1	https://doi.org/10.1038/s41598-025-89871-8	https://doi.org/10.1038/s41598-025-89871-8	X
easat-10722	223	1	[	[	X
easat-10722	223	2	27	27	NUM
easat-10722	223	3	]	]	X
easat-10722	223	4	n.	n.	NOUN
easat-10722	223	5	rahimi	rahimi	PROPN
easat-10722	223	6	et	et	PROPN
easat-10722	223	7	al	al	PROPN
easat-10722	223	8	.	.	PROPN
easat-10722	223	9	,	,	PUNCT
easat-10722	223	10	"	"	PUNCT
easat-10722	223	11	a	a	DET
easat-10722	223	12	comprehensive	comprehensive	ADJ
easat-10722	223	13	review	review	NOUN
easat-10722	223	14	on	on	ADP
easat-10722	223	15	ensemble	ensemble	ADJ
easat-10722	223	16	solar	solar	ADJ
easat-10722	223	17	power	power	NOUN
easat-10722	223	18	forecasting	forecasting	NOUN
easat-10722	223	19	algorithms	algorithm	NOUN
easat-10722	223	20	,	,	PUNCT
easat-10722	223	21	"	"	PUNCT
easat-10722	223	22	journal	journal	NOUN
easat-10722	223	23	of	of	ADP
easat-10722	223	24	electrical	electrical	ADJ
easat-10722	223	25	engineering	engineering	NOUN
easat-10722	223	26	&	&	CCONJ
easat-10722	223	27	technology	technology	PROPN
easat-10722	223	28	,	,	PUNCT
easat-10722	223	29	vol	vol	NOUN
easat-10722	223	30	.	.	PROPN
easat-10722	223	31	18	18	NUM
easat-10722	223	32	,	,	PUNCT
easat-10722	223	33	no	no	INTJ
easat-10722	223	34	.	.	NOUN
easat-10722	223	35	2	2	NUM
easat-10722	223	36	,	,	PUNCT
easat-10722	223	37	pp	pp	ADJ
easat-10722	223	38	.	.	PUNCT
easat-10722	224	1	719	719	NUM
easat-10722	224	2	-	-	SYM
easat-10722	224	3	733	733	NUM
easat-10722	224	4	,	,	PUNCT
easat-10722	224	5	2023	2023	NUM
easat-10722	224	6	.	.	PUNCT
easat-10722	225	1	https://doi.org/10.1007/s42835-023-01378-2	https://doi.org/10.1007/s42835-023-01378-2	NOUN
easat-10722	226	1	[	[	X
easat-10722	226	2	28	28	NUM
easat-10722	226	3	]	]	PUNCT
easat-10722	226	4	m.	m.	NOUN
easat-10722	226	5	sengupta	sengupta	NOUN
easat-10722	226	6	,	,	PUNCT
easat-10722	226	7	national	national	ADJ
easat-10722	226	8	renewable	renewable	ADJ
easat-10722	226	9	energy	energy	NOUN
easat-10722	226	10	laboratory	laboratory	NOUN
easat-10722	226	11	,	,	PUNCT
easat-10722	226	12	united	united	PROPN
easat-10722	226	13	states	states	PROPN
easat-10722	226	14	department	department	PROPN
easat-10722	226	15	of	of	ADP
easat-10722	226	16	energy	energy	NOUN
easat-10722	226	17	,	,	PUNCT
easat-10722	226	18	solar	solar	ADJ
easat-10722	226	19	energy	energy	NOUN
easat-10722	226	20	technologies	technology	NOUN
easat-10722	226	21	office	office	NOUN
easat-10722	226	22	.	.	PUNCT
easat-10722	227	1	satellite	satellite	NOUN
easat-10722	227	2	-	-	PUNCT
easat-10722	227	3	based	base	VERB
easat-10722	227	4	solar	solar	ADJ
easat-10722	227	5	forecasting	forecasting	NOUN
easat-10722	227	6	including	include	VERB
easat-10722	227	7	maintenance	maintenance	NOUN
easat-10722	227	8	of	of	ADP
easat-10722	227	9	computer	computer	NOUN
easat-10722	227	10	and	and	CCONJ
easat-10722	227	11	storage	storage	NOUN
easat-10722	227	12	equipment	equipment	NOUN
easat-10722	227	13	at	at	ADP
easat-10722	227	14	csu	csu	PROPN
easat-10722	227	15	/	/	SYM
easat-10722	227	16	cira	cira	PROPN
easat-10722	227	17	:	:	PUNCT
easat-10722	227	18	cooperative	cooperative	ADJ
easat-10722	227	19	research	research	NOUN
easat-10722	227	20	and	and	CCONJ
easat-10722	227	21	development	development	NOUN
easat-10722	227	22	final	final	ADJ
easat-10722	227	23	report	report	NOUN
easat-10722	227	24	.	.	PUNCT
easat-10722	228	1	golden	golden	ADJ
easat-10722	228	2	,	,	PUNCT
easat-10722	228	3	co	co	NOUN
easat-10722	228	4	:	:	PUNCT
easat-10722	228	5	national	national	ADJ
easat-10722	228	6	renewable	renewable	ADJ
easat-10722	228	7	energy	energy	NOUN
easat-10722	228	8	laboratory	laboratory	NOUN
easat-10722	228	9	,	,	PUNCT
easat-10722	228	10	2022	2022	NUM
easat-10722	228	11	.	.	PUNCT
easat-10722	229	1	https://doi.org/10.1016/j.heliyon.2022.e08803	https://doi.org/10.1016/j.heliyon.2022.e08803	NOUN
easat-10722	229	2	https://doi.org/10.3390/su16156436	https://doi.org/10.3390/su16156436	X
easat-10722	229	3	https://doi.org/10.1371/journal.pone.0273632	https://doi.org/10.1371/journal.pone.0273632	VERB
easat-10722	229	4	https://doi.org/10.1038/s41598-022-18516-x	https://doi.org/10.1038/s41598-022-18516-x	NOUN
easat-10722	229	5	https://doi.org/10.1038/s41598-022-18516-x	https://doi.org/10.1038/s41598-022-18516-x	NOUN
easat-10722	229	6	https://doi.org/10.1371/journal.pone.0308002	https://doi.org/10.1371/journal.pone.0308002	NOUN
easat-10722	229	7	https://doi.org/10.3390/e26100824	https://doi.org/10.3390/e26100824	NUM
easat-10722	229	8	https://doi.org/10.1016/j.heliyon.2024.e23997	https://doi.org/10.1016/j.heliyon.2024.e23997	NOUN
easat-10722	229	9	https://doi.org/10.48550/arxiv.1810.06327	https://doi.org/10.48550/arxiv.1810.06327	PROPN
easat-10722	229	10	https://doi.org/10.1016/j.adapen.2023.100150	https://doi.org/10.1016/j.adapen.2023.100150	PROPN
easat-10722	229	11	https://doi.org/10.3390/s21165648	https://doi.org/10.3390/s21165648	PROPN
easat-10722	229	12	https://doi.org/10.1038/s41598-025-89871-8	https://doi.org/10.1038/s41598-025-89871-8	X
easat-10722	229	13	https://doi.org/10.1007/s42835-023-01378-2	https://doi.org/10.1007/s42835-023-01378-2	NUM