id	sid	tid	token	lemma	pos
easat-4112	1	1	edelweiss	edelweiss	PROPN
easat-4112	1	2	applied	apply	VERB
easat-4112	1	3	science	science	NOUN
easat-4112	1	4	and	and	CCONJ
easat-4112	1	5	technology	technology	NOUN
easat-4112	1	6	issn	issn	PROPN
easat-4112	1	7	:	:	PUNCT
easat-4112	1	8	2576	2576	NUM
easat-4112	1	9	-	-	SYM
easat-4112	1	10	8484	8484	NUM
easat-4112	1	11	vol	vol	NOUN
easat-4112	1	12	.	.	PROPN
easat-4112	2	1	9	9	NUM
easat-4112	2	2	,	,	PUNCT
easat-4112	2	3	no	no	INTJ
easat-4112	2	4	.	.	NOUN
easat-4112	2	5	1	1	NUM
easat-4112	2	6	,	,	PUNCT
easat-4112	2	7	278	278	NUM
easat-4112	2	8	-	-	SYM
easat-4112	2	9	291	291	NUM
easat-4112	2	10	2025	2025	NUM
easat-4112	2	11	publisher	publisher	NOUN
easat-4112	2	12	:	:	PUNCT
easat-4112	2	13	learning	learn	VERB
easat-4112	2	14	gate	gate	NOUN
easat-4112	2	15	doi	doi	PROPN
easat-4112	2	16	:	:	PUNCT
easat-4112	2	17	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	2	18	©	©	PROPN
easat-4112	2	19	2025	2025	NUM
easat-4112	2	20	by	by	ADP
easat-4112	2	21	the	the	DET
easat-4112	2	22	authors	author	NOUN
easat-4112	2	23	;	;	PUNCT
easat-4112	2	24	licensee	licensee	PROPN
easat-4112	2	25	learning	learning	NOUN
easat-4112	2	26	gate	gate	NOUN
easat-4112	3	1	©	©	PROPN
easat-4112	3	2	2025	2025	NUM
easat-4112	3	3	by	by	ADP
easat-4112	3	4	the	the	DET
easat-4112	3	5	authors	author	NOUN
easat-4112	3	6	;	;	PUNCT
easat-4112	3	7	licensee	licensee	PROPN
easat-4112	3	8	learning	learning	NOUN
easat-4112	3	9	gate	gate	NOUN
easat-4112	3	10	history	history	NOUN
easat-4112	3	11	:	:	PUNCT
easat-4112	3	12	received	receive	VERB
easat-4112	3	13	:	:	PUNCT
easat-4112	3	14	11	11	NUM
easat-4112	3	15	november	november	NOUN
easat-4112	3	16	2024	2024	NUM
easat-4112	3	17	;	;	PUNCT
easat-4112	3	18	revised	revise	VERB
easat-4112	3	19	:	:	PUNCT
easat-4112	3	20	23	23	NUM
easat-4112	3	21	december	december	PROPN
easat-4112	3	22	2024	2024	NUM
easat-4112	3	23	;	;	PUNCT
easat-4112	3	24	accepted	accept	VERB
easat-4112	3	25	:	:	PUNCT
easat-4112	3	26	3	3	NUM
easat-4112	3	27	january	january	NOUN
easat-4112	3	28	2025	2025	NUM
easat-4112	3	29	;	;	PUNCT
easat-4112	3	30	published	publish	VERB
easat-4112	3	31	:	:	PUNCT
easat-4112	4	1	7	7	NUM
easat-4112	4	2	january	january	NOUN
easat-4112	4	3	2025	2025	NUM
easat-4112	4	4	*	*	PUNCT
easat-4112	4	5	correspondence	correspondence	NOUN
easat-4112	4	6	:	:	PUNCT
easat-4112	4	7	ahlem.snc@gmail.com	ahlem.snc@gmail.com	PROPN
easat-4112	4	8	eemd	eemd	PROPN
easat-4112	4	9	-	-	PROPN
easat-4112	4	10	ga	ga	NOUN
easat-4112	4	11	-	-	PUNCT
easat-4112	4	12	lstm	lstm	NOUN
easat-4112	4	13	:	:	PUNCT
easat-4112	4	14	an	an	DET
easat-4112	4	15	innovative	innovative	ADJ
easat-4112	4	16	approach	approach	NOUN
easat-4112	4	17	for	for	ADP
easat-4112	4	18	daily	daily	ADJ
easat-4112	4	19	solar	solar	ADJ
easat-4112	4	20	radiation	radiation	NOUN
easat-4112	4	21	estimation	estimation	NOUN
easat-4112	4	22	in	in	ADP
easat-4112	4	23	southern	southern	PROPN
easat-4112	4	24	of	of	ADP
easat-4112	4	25	algeria	algeria	PROPN
easat-4112	4	26	ahlam	ahlam	PROPN
easat-4112	4	27	senouci1	senouci1	PROPN
easat-4112	5	1	*	*	PROPN
easat-4112	5	2	,	,	PUNCT
easat-4112	5	3	ali	ali	PROPN
easat-4112	5	4	benatiallah1	benatiallah1	PROPN
easat-4112	5	5	,	,	PUNCT
easat-4112	5	6	djelloul	djelloul	PROPN
easat-4112	5	7	benatiallah2	benatiallah2	PROPN
easat-4112	5	8	,	,	PUNCT
easat-4112	5	9	kada	kada	PROPN
easat-4112	5	10	bouchouicha3	bouchouicha3	PROPN
easat-4112	5	11	,	,	PUNCT
easat-4112	5	12	rachid	rachid	PROPN
easat-4112	5	13	maouedj4	maouedj4	PROPN
easat-4112	5	14	1department	1department	NUM
easat-4112	5	15	of	of	ADP
easat-4112	5	16	material	material	NOUN
easat-4112	5	17	sciences	science	NOUN
easat-4112	5	18	,	,	PUNCT
easat-4112	5	19	faculty	faculty	NOUN
easat-4112	5	20	of	of	ADP
easat-4112	5	21	material	material	NOUN
easat-4112	5	22	sciences	science	NOUN
easat-4112	5	23	,	,	PUNCT
easat-4112	5	24	mathematics	mathematic	NOUN
easat-4112	5	25	and	and	CCONJ
easat-4112	5	26	computer	computer	NOUN
easat-4112	5	27	science	science	NOUN
easat-4112	5	28	,	,	PUNCT
easat-4112	5	29	laboratory	laboratory	NOUN
easat-4112	5	30	of	of	ADP
easat-4112	5	31	energy	energy	NOUN
easat-4112	5	32	,	,	PUNCT
easat-4112	5	33	environment	environment	NOUN
easat-4112	5	34	,	,	PUNCT
easat-4112	5	35	and	and	CCONJ
easat-4112	5	36	information	information	NOUN
easat-4112	5	37	systems	system	NOUN
easat-4112	5	38	,	,	PUNCT
easat-4112	5	39	ahmed	ahmed	PROPN
easat-4112	5	40	draia	draia	PROPN
easat-4112	5	41	university	university	PROPN
easat-4112	5	42	adrar	adrar	NOUN
easat-4112	5	43	,	,	PUNCT
easat-4112	5	44	01000	01000	NUM
easat-4112	5	45	adrar	adrar	NOUN
easat-4112	5	46	,	,	PUNCT
easat-4112	5	47	algeria	algeria	PROPN
easat-4112	5	48	;	;	PUNCT
easat-4112	5	49	ahlem.snc@gmail.com	ahlem.snc@gmail.com	PROPN
easat-4112	5	50	(	(	PUNCT
easat-4112	5	51	a.s	a.s	PROPN
easat-4112	5	52	.	.	PROPN
easat-4112	5	53	)	)	PUNCT
easat-4112	5	54	.	.	PUNCT
easat-4112	6	1	2material	2material	NUM
easat-4112	6	2	sciences	sciences	PROPN
easat-4112	6	3	department	department	NOUN
easat-4112	6	4	,	,	PUNCT
easat-4112	6	5	faculty	faculty	NOUN
easat-4112	6	6	of	of	ADP
easat-4112	6	7	material	material	NOUN
easat-4112	6	8	sciences	science	NOUN
easat-4112	6	9	,	,	PUNCT
easat-4112	6	10	mathematics	mathematic	NOUN
easat-4112	6	11	and	and	CCONJ
easat-4112	6	12	computer	computer	NOUN
easat-4112	6	13	science	science	NOUN
easat-4112	6	14	,	,	PUNCT
easat-4112	6	15	laboratory	laboratory	NOUN
easat-4112	6	16	of	of	ADP
easat-4112	6	17	sustainable	sustainable	ADJ
easat-4112	6	18	development	development	NOUN
easat-4112	6	19	and	and	CCONJ
easat-4112	6	20	computer	computer	NOUN
easat-4112	6	21	science	science	PROPN
easat-4112	6	22	university	university	PROPN
easat-4112	6	23	of	of	ADP
easat-4112	6	24	adrar	adrar	NOUN
easat-4112	6	25	,	,	PUNCT
easat-4112	6	26	adrar	adrar	NOUN
easat-4112	6	27	,	,	PUNCT
easat-4112	6	28	01000	01000	NUM
easat-4112	6	29	,	,	PUNCT
easat-4112	6	30	algeria	algeria	PROPN
easat-4112	6	31	.	.	PUNCT
easat-4112	7	1	3center	3center	NUM
easat-4112	7	2	for	for	ADP
easat-4112	7	3	renewable	renewable	ADJ
easat-4112	7	4	energy	energy	NOUN
easat-4112	7	5	development	development	NOUN
easat-4112	7	6	(	(	PUNCT
easat-4112	7	7	cder	cder	NOUN
easat-4112	7	8	)	)	PUNCT
easat-4112	7	9	,	,	PUNCT
easat-4112	7	10	bouzareah	bouzareah	PROPN
easat-4112	7	11	,	,	PUNCT
easat-4112	7	12	16340	16340	NUM
easat-4112	7	13	algiers	algiers	PROPN
easat-4112	7	14	,	,	PUNCT
easat-4112	7	15	algeria	algeria	PROPN
easat-4112	7	16	.	.	PUNCT
easat-4112	8	1	4research	4research	NUM
easat-4112	8	2	unit	unit	NOUN
easat-4112	8	3	for	for	ADP
easat-4112	8	4	renewable	renewable	ADJ
easat-4112	8	5	energies	energy	NOUN
easat-4112	8	6	in	in	ADP
easat-4112	8	7	saharan	saharan	ADJ
easat-4112	8	8	region	region	NOUN
easat-4112	8	9	(	(	PUNCT
easat-4112	8	10	urerms	urerm	NOUN
easat-4112	8	11	)	)	PUNCT
easat-4112	8	12	,	,	PUNCT
easat-4112	8	13	renewable	renewable	ADJ
easat-4112	8	14	energy	energy	NOUN
easat-4112	8	15	development	development	NOUN
easat-4112	8	16	center	center	NOUN
easat-4112	8	17	(	(	PUNCT
easat-4112	8	18	cder	cder	NOUN
easat-4112	8	19	)	)	PUNCT
easat-4112	8	20	,	,	PUNCT
easat-4112	8	21	01000	01000	NUM
easat-4112	8	22	adrar	adrar	NOUN
easat-4112	8	23	,	,	PUNCT
easat-4112	8	24	algeria	algeria	PROPN
easat-4112	8	25	.	.	PUNCT
easat-4112	9	1	abstract	abstract	PROPN
easat-4112	9	2	:	:	PUNCT
easat-4112	9	3	in	in	ADP
easat-4112	9	4	a	a	DET
easat-4112	9	5	solar	solar	ADJ
easat-4112	9	6	-	-	PUNCT
easat-4112	9	7	rich	rich	ADJ
easat-4112	9	8	area	area	NOUN
easat-4112	9	9	,	,	PUNCT
easat-4112	9	10	like	like	ADP
easat-4112	9	11	the	the	DET
easat-4112	9	12	saharan	saharan	ADJ
easat-4112	9	13	climate	climate	NOUN
easat-4112	9	14	in	in	ADP
easat-4112	9	15	southern	southern	ADJ
easat-4112	9	16	algeria	algeria	PROPN
easat-4112	9	17	,	,	PUNCT
easat-4112	9	18	to	to	PART
easat-4112	9	19	optimize	optimize	VERB
easat-4112	9	20	all	all	DET
easat-4112	9	21	diversions	diversion	NOUN
easat-4112	9	22	of	of	ADP
easat-4112	9	23	use	use	NOUN
easat-4112	9	24	of	of	ADP
easat-4112	9	25	this	this	DET
easat-4112	9	26	energy	energy	NOUN
easat-4112	9	27	to	to	ADP
easat-4112	9	28	the	the	DET
easat-4112	9	29	maximum	maximum	NOUN
easat-4112	9	30	,	,	PUNCT
easat-4112	9	31	it	it	PRON
easat-4112	9	32	is	be	AUX
easat-4112	9	33	necessary	necessary	ADJ
easat-4112	9	34	to	to	PART
easat-4112	9	35	accurately	accurately	ADV
easat-4112	9	36	evaluate	evaluate	VERB
easat-4112	9	37	the	the	DET
easat-4112	9	38	radiation	radiation	NOUN
easat-4112	9	39	received	receive	VERB
easat-4112	9	40	from	from	ADP
easat-4112	9	41	the	the	DET
easat-4112	9	42	sun	sun	NOUN
easat-4112	9	43	.	.	PUNCT
easat-4112	10	1	to	to	PART
easat-4112	10	2	improve	improve	VERB
easat-4112	10	3	prediction	prediction	NOUN
easat-4112	10	4	accuracy	accuracy	NOUN
easat-4112	10	5	of	of	ADP
easat-4112	10	6	daily	daily	ADJ
easat-4112	10	7	solar	solar	ADJ
easat-4112	10	8	radiation	radiation	NOUN
easat-4112	10	9	,	,	PUNCT
easat-4112	10	10	we	we	PRON
easat-4112	10	11	present	present	VERB
easat-4112	10	12	in	in	ADP
easat-4112	10	13	this	this	DET
easat-4112	10	14	paper	paper	NOUN
easat-4112	10	15	a	a	DET
easat-4112	10	16	new	new	ADJ
easat-4112	10	17	synergistic	synergistic	ADJ
easat-4112	10	18	model	model	NOUN
easat-4112	10	19	that	that	PRON
easat-4112	10	20	combines	combine	VERB
easat-4112	10	21	three	three	NUM
easat-4112	10	22	powerful	powerful	ADJ
easat-4112	10	23	techniques	technique	NOUN
easat-4112	10	24	lstm	lstm	NOUN
easat-4112	10	25	(	(	PUNCT
easat-4112	10	26	long	long	ADJ
easat-4112	10	27	short	short	ADJ
easat-4112	10	28	-	-	PUNCT
easat-4112	10	29	term	term	NOUN
easat-4112	10	30	memory	memory	NOUN
easat-4112	10	31	network	network	NOUN
easat-4112	10	32	)	)	PUNCT
easat-4112	10	33	,	,	PUNCT
easat-4112	10	34	ga	ga	PROPN
easat-4112	10	35	(	(	PUNCT
easat-4112	10	36	genetic	genetic	ADJ
easat-4112	10	37	algorithm	algorithm	NOUN
easat-4112	10	38	)	)	PUNCT
easat-4112	10	39	and	and	CCONJ
easat-4112	10	40	eemd	eemd	PROPN
easat-4112	10	41	(	(	PUNCT
easat-4112	10	42	ensemble	ensemble	ADJ
easat-4112	10	43	empirical	empirical	ADJ
easat-4112	10	44	mode	mode	NOUN
easat-4112	10	45	decomposition	decomposition	NOUN
easat-4112	10	46	)	)	PUNCT
easat-4112	10	47	.	.	PUNCT
easat-4112	11	1	eemd	eemd	PROPN
easat-4112	11	2	is	be	AUX
easat-4112	11	3	a	a	DET
easat-4112	11	4	technique	technique	NOUN
easat-4112	11	5	that	that	PRON
easat-4112	11	6	breaks	break	VERB
easat-4112	11	7	down	down	ADP
easat-4112	11	8	complex	complex	ADJ
easat-4112	11	9	and	and	CCONJ
easat-4112	11	10	highly	highly	ADV
easat-4112	11	11	non	non	ADJ
easat-4112	11	12	-	-	ADJ
easat-4112	11	13	linear	linear	ADJ
easat-4112	11	14	solar	solar	ADJ
easat-4112	11	15	radiation	radiation	NOUN
easat-4112	11	16	data	datum	NOUN
easat-4112	11	17	into	into	ADP
easat-4112	11	18	smaller	small	ADJ
easat-4112	11	19	and	and	CCONJ
easat-4112	11	20	more	more	ADV
easat-4112	11	21	manageable	manageable	ADJ
easat-4112	11	22	components	component	NOUN
easat-4112	11	23	to	to	PART
easat-4112	11	24	identify	identify	VERB
easat-4112	11	25	hidden	hidden	ADJ
easat-4112	11	26	trends	trend	NOUN
easat-4112	11	27	,	,	PUNCT
easat-4112	11	28	patterns	pattern	NOUN
easat-4112	11	29	.	.	PUNCT
easat-4112	12	1	the	the	DET
easat-4112	12	2	ga	ga	PROPN
easat-4112	12	3	is	be	AUX
easat-4112	12	4	used	use	VERB
easat-4112	12	5	to	to	PART
easat-4112	12	6	optimize	optimize	VERB
easat-4112	12	7	hyperparameters	hyperparameter	NOUN
easat-4112	12	8	of	of	ADP
easat-4112	12	9	lstm	lstm	NOUN
easat-4112	12	10	network	network	NOUN
easat-4112	12	11	so	so	SCONJ
easat-4112	12	12	that	that	DET
easat-4112	12	13	time	time	NOUN
easat-4112	12	14	relevance	relevance	NOUN
easat-4112	12	15	can	can	AUX
easat-4112	12	16	be	be	AUX
easat-4112	12	17	well	well	ADV
easat-4112	12	18	captured	capture	VERB
easat-4112	12	19	in	in	ADP
easat-4112	12	20	the	the	DET
easat-4112	12	21	solar	solar	ADJ
easat-4112	12	22	radiation	radiation	NOUN
easat-4112	12	23	data	datum	NOUN
easat-4112	12	24	.	.	PUNCT
easat-4112	13	1	the	the	DET
easat-4112	13	2	eemd	eemd	PROPN
easat-4112	13	3	-	-	PROPN
easat-4112	13	4	ga	ga	NOUN
easat-4112	13	5	-	-	PUNCT
easat-4112	13	6	lstm	lstm	ADJ
easat-4112	13	7	model	model	NOUN
easat-4112	13	8	was	be	AUX
easat-4112	13	9	tested	test	VERB
easat-4112	13	10	in	in	ADP
easat-4112	13	11	several	several	ADJ
easat-4112	13	12	southern	southern	ADJ
easat-4112	13	13	algerian	algerian	ADJ
easat-4112	13	14	regions	region	NOUN
easat-4112	13	15	(	(	PUNCT
easat-4112	13	16	biskra	biskra	NOUN
easat-4112	13	17	,	,	PUNCT
easat-4112	13	18	tamanrasset	tamanrasset	NOUN
easat-4112	13	19	,	,	PUNCT
easat-4112	13	20	adrar	adrar	NOUN
easat-4112	13	21	and	and	CCONJ
easat-4112	13	22	tindouf	tindouf	PROPN
easat-4112	13	23	)	)	PUNCT
easat-4112	13	24	with	with	ADP
easat-4112	13	25	different	different	ADJ
easat-4112	13	26	climates	climate	NOUN
easat-4112	13	27	.	.	PUNCT
easat-4112	14	1	as	as	SCONJ
easat-4112	14	2	compared	compare	VERB
easat-4112	14	3	to	to	ADP
easat-4112	14	4	other	other	ADJ
easat-4112	14	5	existing	exist	VERB
easat-4112	14	6	models	model	NOUN
easat-4112	14	7	including	include	VERB
easat-4112	14	8	ann	ann	PROPN
easat-4112	14	9	-	-	PUNCT
easat-4112	14	10	ga	ga	PROPN
easat-4112	14	11	,	,	PUNCT
easat-4112	14	12	ann	ann	PROPN
easat-4112	14	13	-	-	PUNCT
easat-4112	14	14	pso	pso	NOUN
easat-4112	14	15	,	,	PUNCT
easat-4112	14	16	anfis	anfis	PROPN
easat-4112	14	17	-	-	PUNCT
easat-4112	14	18	ga	ga	PROPN
easat-4112	14	19	and	and	CCONJ
easat-4112	14	20	anfis	anfis	PROPN
easat-4112	14	21	-	-	PUNCT
easat-4112	14	22	pso	pso	VERB
easat-4112	14	23	our	our	PRON
easat-4112	14	24	method	method	NOUN
easat-4112	14	25	performed	perform	VERB
easat-4112	14	26	markedly	markedly	ADV
easat-4112	14	27	good	good	ADJ
easat-4112	14	28	r²	r²	NOUN
easat-4112	14	29	values	value	NOUN
easat-4112	14	30	and	and	CCONJ
easat-4112	14	31	lower	low	ADJ
easat-4112	14	32	rmse	rmse	ADJ
easat-4112	14	33	values	value	NOUN
easat-4112	14	34	(	(	PUNCT
easat-4112	14	35	rmse	rmse	ADJ
easat-4112	14	36	from	from	ADP
easat-4112	14	37	3.0125	3.0125	NUM
easat-4112	14	38	%	%	NOUN
easat-4112	14	39	to	to	ADP
easat-4112	14	40	1.554	1.554	NUM
easat-4112	14	41	%	%	NOUN
easat-4112	14	42	)	)	PUNCT
easat-4112	14	43	.	.	PUNCT
easat-4112	15	1	the	the	DET
easat-4112	15	2	findings	finding	NOUN
easat-4112	15	3	underline	underline	VERB
easat-4112	15	4	the	the	DET
easat-4112	15	5	model	model	NOUN
easat-4112	15	6	's	's	PART
easat-4112	15	7	robustness	robustness	NOUN
easat-4112	15	8	and	and	CCONJ
easat-4112	15	9	reliability	reliability	NOUN
easat-4112	15	10	in	in	ADP
easat-4112	15	11	solar	solar	ADJ
easat-4112	15	12	radiation	radiation	NOUN
easat-4112	15	13	prediction	prediction	NOUN
easat-4112	15	14	,	,	PUNCT
easat-4112	15	15	providing	provide	VERB
easat-4112	15	16	valuable	valuable	ADJ
easat-4112	15	17	information	information	NOUN
easat-4112	15	18	for	for	ADP
easat-4112	15	19	renewable	renewable	ADJ
easat-4112	15	20	energy	energy	NOUN
easat-4112	15	21	assessment	assessment	NOUN
easat-4112	15	22	in	in	ADP
easat-4112	15	23	arid	arid	NOUN
easat-4112	15	24	and	and	CCONJ
easat-4112	15	25	semi	semi	ADJ
easat-4112	15	26	-	-	ADJ
easat-4112	15	27	arid	arid	ADJ
easat-4112	15	28	regions	region	NOUN
easat-4112	15	29	.	.	PUNCT
easat-4112	16	1	the	the	DET
easat-4112	16	2	current	current	ADJ
easat-4112	16	3	study	study	NOUN
easat-4112	16	4	shows	show	VERB
easat-4112	16	5	the	the	DET
easat-4112	16	6	benefit	benefit	NOUN
easat-4112	16	7	of	of	ADP
easat-4112	16	8	hybrid	hybrid	NOUN
easat-4112	16	9	models	model	NOUN
easat-4112	16	10	combining	combine	VERB
easat-4112	16	11	metaheuristic	metaheuristic	ADJ
easat-4112	16	12	optimization	optimization	NOUN
easat-4112	16	13	and	and	CCONJ
easat-4112	16	14	deep	deep	ADJ
easat-4112	16	15	learning	learning	NOUN
easat-4112	16	16	in	in	ADP
easat-4112	16	17	a	a	DET
easat-4112	16	18	complex	complex	ADJ
easat-4112	16	19	environmental	environmental	ADJ
easat-4112	16	20	data	datum	NOUN
easat-4112	16	21	set	set	VERB
easat-4112	16	22	analysis	analysis	NOUN
easat-4112	16	23	,	,	PUNCT
easat-4112	16	24	paving	pave	VERB
easat-4112	16	25	pathways	pathway	NOUN
easat-4112	16	26	for	for	ADP
easat-4112	16	27	future	future	ADJ
easat-4112	16	28	work	work	NOUN
easat-4112	16	29	in	in	ADP
easat-4112	16	30	both	both	CCONJ
easat-4112	16	31	solar	solar	ADJ
easat-4112	16	32	energy	energy	NOUN
easat-4112	16	33	fields	field	NOUN
easat-4112	16	34	and	and	CCONJ
easat-4112	16	35	climate	climate	NOUN
easat-4112	16	36	prediction	prediction	NOUN
easat-4112	16	37	.	.	PUNCT
easat-4112	17	1	keywords	keyword	NOUN
easat-4112	17	2	:	:	PUNCT
easat-4112	17	3	genetic	genetic	ADJ
easat-4112	17	4	algorithm	algorithm	NOUN
easat-4112	17	5	,	,	PUNCT
easat-4112	17	6	ensemble	ensemble	ADJ
easat-4112	17	7	empirical	empirical	ADJ
easat-4112	17	8	mode	mode	NOUN
easat-4112	17	9	decomposition	decomposition	NOUN
easat-4112	17	10	,	,	PUNCT
easat-4112	17	11	long	long	ADJ
easat-4112	17	12	short	short	ADJ
easat-4112	17	13	-	-	PUNCT
easat-4112	17	14	term	term	NOUN
easat-4112	17	15	memory	memory	NOUN
easat-4112	17	16	network	network	NOUN
easat-4112	17	17	,	,	PUNCT
easat-4112	17	18	metaheuristic	metaheuristic	ADJ
easat-4112	17	19	optimization	optimization	NOUN
easat-4112	17	20	.	.	PUNCT
easat-4112	18	1	1	1	X
easat-4112	18	2	.	.	X
easat-4112	18	3	introduction	introduction	NOUN
easat-4112	18	4	as	as	SCONJ
easat-4112	18	5	renewable	renewable	ADJ
easat-4112	18	6	energy	energy	NOUN
easat-4112	18	7	is	be	AUX
easat-4112	18	8	attracting	attract	VERB
easat-4112	18	9	increasing	increase	VERB
easat-4112	18	10	interest	interest	NOUN
easat-4112	18	11	worldwide	worldwide	ADV
easat-4112	18	12	,	,	PUNCT
easat-4112	18	13	solar	solar	ADJ
easat-4112	18	14	energy	energy	NOUN
easat-4112	18	15	has	have	AUX
easat-4112	18	16	been	be	AUX
easat-4112	18	17	regarded	regard	VERB
easat-4112	18	18	as	as	ADP
easat-4112	18	19	one	one	NUM
easat-4112	18	20	of	of	ADP
easat-4112	18	21	the	the	DET
easat-4112	18	22	most	most	ADV
easat-4112	18	23	prospective	prospective	ADJ
easat-4112	18	24	green	green	ADJ
easat-4112	18	25	power	power	NOUN
easat-4112	18	26	sources	source	NOUN
easat-4112	18	27	.	.	PUNCT
easat-4112	19	1	in	in	ADP
easat-4112	19	2	countries	country	NOUN
easat-4112	19	3	with	with	ADP
easat-4112	19	4	high	high	ADJ
easat-4112	19	5	solar	solar	ADJ
easat-4112	19	6	radiation	radiation	NOUN
easat-4112	19	7	like	like	ADP
easat-4112	19	8	southern	southern	PROPN
easat-4112	19	9	algeria	algeria	PROPN
easat-4112	19	10	,	,	PUNCT
easat-4112	19	11	accurate	accurate	ADJ
easat-4112	19	12	prediction	prediction	NOUN
easat-4112	19	13	of	of	ADP
easat-4112	19	14	solar	solar	ADJ
easat-4112	19	15	radiation	radiation	NOUN
easat-4112	19	16	is	be	AUX
easat-4112	19	17	essential	essential	ADJ
easat-4112	19	18	to	to	PART
easat-4112	19	19	optimally	optimally	ADV
easat-4112	19	20	design	design	VERB
easat-4112	19	21	and	and	CCONJ
easat-4112	19	22	operate	operate	VERB
easat-4112	19	23	solar	solar	ADJ
easat-4112	19	24	energy	energy	NOUN
easat-4112	19	25	systems	system	NOUN
easat-4112	19	26	and	and	CCONJ
easat-4112	19	27	their	their	PRON
easat-4112	19	28	applications	application	NOUN
easat-4112	19	29	in	in	ADP
easat-4112	19	30	agricultural	agricultural	ADJ
easat-4112	19	31	and	and	CCONJ
easat-4112	19	32	environmental	environmental	ADJ
easat-4112	19	33	management	management	NOUN
easat-4112	19	34	.	.	PUNCT
easat-4112	20	1	during	during	ADP
easat-4112	20	2	this	this	PRON
easat-4112	20	3	,	,	PUNCT
easat-4112	20	4	it	it	PRON
easat-4112	20	5	is	be	AUX
easat-4112	20	6	seen	see	VERB
easat-4112	20	7	that	that	SCONJ
easat-4112	20	8	solar	solar	ADJ
easat-4112	20	9	radiation	radiation	NOUN
easat-4112	20	10	shows	show	VERB
easat-4112	20	11	a	a	DET
easat-4112	20	12	discontinuous	discontinuous	ADJ
easat-4112	20	13	characteristic	characteristic	NOUN
easat-4112	20	14	due	due	ADP
easat-4112	20	15	to	to	ADP
easat-4112	20	16	the	the	DET
easat-4112	20	17	variability	variability	NOUN
easat-4112	20	18	caused	cause	VERB
easat-4112	20	19	by	by	ADP
easat-4112	20	20	cloud	cloud	NOUN
easat-4112	20	21	cover	cover	NOUN
easat-4112	20	22	as	as	ADV
easat-4112	20	23	well	well	ADV
easat-4112	20	24	as	as	ADP
easat-4112	20	25	the	the	DET
easat-4112	20	26	weather	weather	NOUN
easat-4112	20	27	itself	itself	PRON
easat-4112	20	28	which	which	PRON
easat-4112	20	29	makes	make	VERB
easat-4112	20	30	forecasting	forecasting	NOUN
easat-4112	20	31	of	of	ADP
easat-4112	20	32	solar	solar	ADJ
easat-4112	20	33	radiation	radiation	NOUN
easat-4112	20	34	very	very	ADV
easat-4112	20	35	complex	complex	ADJ
easat-4112	20	36	matter	matter	NOUN
easat-4112	21	1	[	[	X
easat-4112	21	2	1	1	NUM
easat-4112	21	3	,	,	PUNCT
easat-4112	21	4	2	2	NUM
easat-4112	21	5	]	]	PUNCT
easat-4112	21	6	.	.	PUNCT
easat-4112	22	1	traditional	traditional	ADJ
easat-4112	22	2	forecasting	forecasting	NOUN
easat-4112	22	3	approaches	approach	NOUN
easat-4112	22	4	include	include	VERB
easat-4112	22	5	the	the	DET
easat-4112	22	6	application	application	NOUN
easat-4112	22	7	of	of	ADP
easat-4112	22	8	both	both	DET
easat-4112	22	9	statistical	statistical	ADJ
easat-4112	22	10	techniques	technique	NOUN
easat-4112	22	11	and	and	CCONJ
easat-4112	22	12	conventional	conventional	ADJ
easat-4112	22	13	machine	machine	NOUN
easat-4112	22	14	learning	learning	NOUN
easat-4112	22	15	models	model	NOUN
easat-4112	22	16	[	[	X
easat-4112	22	17	3	3	X
easat-4112	22	18	]	]	PUNCT
easat-4112	22	19	this	this	PRON
easat-4112	22	20	often	often	ADV
easat-4112	22	21	falls	fall	VERB
easat-4112	22	22	short	short	ADJ
easat-4112	22	23	in	in	ADP
easat-4112	22	24	terms	term	NOUN
easat-4112	22	25	of	of	ADP
easat-4112	22	26	achieving	achieve	VERB
easat-4112	22	27	the	the	DET
easat-4112	22	28	levels	level	NOUN
easat-4112	22	29	of	of	ADP
easat-4112	22	30	intricacy	intricacy	NOUN
easat-4112	22	31	for	for	SCONJ
easat-4112	22	32	which	which	DET
easat-4112	22	33	non	non	ADJ
easat-4112	22	34	-	-	ADJ
easat-4112	22	35	linear	linear	ADJ
easat-4112	22	36	patterns	pattern	NOUN
easat-4112	22	37	are	be	AUX
easat-4112	22	38	captured	capture	VERB
easat-4112	22	39	in	in	ADP
easat-4112	22	40	solar	solar	ADJ
easat-4112	22	41	radiation	radiation	NOUN
easat-4112	22	42	data	datum	NOUN
easat-4112	22	43	.	.	PUNCT
easat-4112	23	1	though	though	SCONJ
easat-4112	23	2	these	these	DET
easat-4112	23	3	models	model	NOUN
easat-4112	23	4	could	could	AUX
easat-4112	23	5	work	work	VERB
easat-4112	23	6	out	out	ADP
easat-4112	23	7	the	the	DET
easat-4112	23	8	general	general	ADJ
easat-4112	23	9	trends	trend	NOUN
easat-4112	23	10	,	,	PUNCT
easat-4112	23	11	they	they	PRON
easat-4112	23	12	do	do	AUX
easat-4112	23	13	not	not	PART
easat-4112	23	14	perform	perform	VERB
easat-4112	23	15	well	well	ADV
easat-4112	23	16	for	for	ADP
easat-4112	23	17	dynamic	dynamic	ADJ
easat-4112	23	18	variables	variable	NOUN
easat-4112	23	19	and	and	CCONJ
easat-4112	23	20	highly	highly	ADV
easat-4112	23	21	279	279	NUM
easat-4112	23	22	edelweiss	edelweiss	PROPN
easat-4112	23	23	applied	apply	VERB
easat-4112	23	24	science	science	NOUN
easat-4112	23	25	and	and	CCONJ
easat-4112	23	26	technology	technology	NOUN
easat-4112	23	27	issn	issn	PROPN
easat-4112	23	28	:	:	PUNCT
easat-4112	23	29	2576	2576	NUM
easat-4112	23	30	-	-	SYM
easat-4112	23	31	8484	8484	NUM
easat-4112	23	32	vol	vol	NOUN
easat-4112	23	33	.	.	PROPN
easat-4112	24	1	9	9	NUM
easat-4112	24	2	,	,	PUNCT
easat-4112	24	3	no	no	INTJ
easat-4112	24	4	.	.	NOUN
easat-4112	24	5	1	1	NUM
easat-4112	24	6	:	:	PUNCT
easat-4112	24	7	278	278	NUM
easat-4112	24	8	-	-	SYM
easat-4112	24	9	291	291	NUM
easat-4112	24	10	,	,	PUNCT
easat-4112	24	11	2025	2025	NUM
easat-4112	24	12	doi	doi	NOUN
easat-4112	24	13	:	:	PUNCT
easat-4112	24	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	24	15	©	©	PROPN
easat-4112	24	16	2025	2025	NUM
easat-4112	24	17	by	by	ADP
easat-4112	24	18	the	the	DET
easat-4112	24	19	authors	author	NOUN
easat-4112	24	20	;	;	PUNCT
easat-4112	24	21	licensee	licensee	PROPN
easat-4112	24	22	learning	learn	VERB
easat-4112	24	23	gate	gate	PROPN
easat-4112	24	24	variable	variable	ADJ
easat-4112	24	25	climates	climate	NOUN
easat-4112	24	26	characterized	characterize	VERB
easat-4112	24	27	by	by	ADP
easat-4112	24	28	arid	arid	NOUN
easat-4112	24	29	and	and	CCONJ
easat-4112	24	30	semi	semi	ADJ
easat-4112	24	31	-	-	ADJ
easat-4112	24	32	arid	arid	ADJ
easat-4112	24	33	climates	climate	NOUN
easat-4112	24	34	[	[	X
easat-4112	24	35	4	4	NUM
easat-4112	24	36	,	,	PUNCT
easat-4112	24	37	5	5	NUM
easat-4112	24	38	]	]	PUNCT
easat-4112	24	39	.	.	PUNCT
easat-4112	25	1	however	however	ADV
easat-4112	25	2	,	,	PUNCT
easat-4112	25	3	there	there	PRON
easat-4112	25	4	has	have	AUX
easat-4112	25	5	lately	lately	ADV
easat-4112	25	6	been	be	AUX
easat-4112	25	7	interest	interest	NOUN
easat-4112	25	8	in	in	ADP
easat-4112	25	9	the	the	DET
easat-4112	25	10	more	more	ADV
easat-4112	25	11	advanced	advanced	ADJ
easat-4112	25	12	hybrid	hybrid	ADJ
easat-4112	25	13	approaches	approach	NOUN
easat-4112	25	14	that	that	PRON
easat-4112	25	15	handle	handle	VERB
easat-4112	25	16	such	such	ADJ
easat-4112	25	17	complexities	complexity	NOUN
easat-4112	25	18	for	for	ADP
easat-4112	25	19	more	more	ADV
easat-4112	25	20	accurate	accurate	ADJ
easat-4112	25	21	and	and	CCONJ
easat-4112	25	22	reliable	reliable	ADJ
easat-4112	25	23	predictions	prediction	NOUN
easat-4112	25	24	[	[	X
easat-4112	25	25	6	6	NUM
easat-4112	25	26	]	]	PUNCT
easat-4112	25	27	.	.	PUNCT
easat-4112	26	1	in	in	ADP
easat-4112	26	2	recent	recent	ADJ
easat-4112	26	3	years	year	NOUN
easat-4112	26	4	,	,	PUNCT
easat-4112	26	5	hybrid	hybrid	NOUN
easat-4112	26	6	models	model	NOUN
easat-4112	26	7	that	that	PRON
easat-4112	26	8	combine	combine	VERB
easat-4112	26	9	data	data	NOUN
easat-4112	26	10	decomposition	decomposition	NOUN
easat-4112	26	11	techniques	technique	NOUN
easat-4112	26	12	,	,	PUNCT
easat-4112	26	13	optimization	optimization	NOUN
easat-4112	26	14	algorithms	algorithm	NOUN
easat-4112	26	15	,	,	PUNCT
easat-4112	26	16	and	and	CCONJ
easat-4112	26	17	deep	deep	ADJ
easat-4112	26	18	learning	learning	NOUN
easat-4112	26	19	have	have	AUX
easat-4112	26	20	demonstrated	demonstrate	VERB
easat-4112	26	21	significant	significant	ADJ
easat-4112	26	22	potential	potential	NOUN
easat-4112	26	23	in	in	ADP
easat-4112	26	24	time	time	NOUN
easat-4112	26	25	-	-	PUNCT
easat-4112	26	26	series	series	NOUN
easat-4112	26	27	forecasting	forecasting	NOUN
easat-4112	26	28	[	[	X
easat-4112	26	29	7	7	NUM
easat-4112	26	30	,	,	PUNCT
easat-4112	26	31	8	8	NUM
easat-4112	26	32	]	]	PUNCT
easat-4112	26	33	.	.	PUNCT
easat-4112	27	1	this	this	DET
easat-4112	27	2	paper	paper	NOUN
easat-4112	27	3	introduces	introduce	VERB
easat-4112	27	4	a	a	DET
easat-4112	27	5	novel	novel	ADJ
easat-4112	27	6	hybrid	hybrid	ADJ
easat-4112	27	7	model	model	NOUN
easat-4112	27	8	—	—	PUNCT
easat-4112	27	9	ensemble	ensemble	ADJ
easat-4112	27	10	empirical	empirical	ADJ
easat-4112	27	11	mode	mode	NOUN
easat-4112	27	12	decomposition	decomposition	NOUN
easat-4112	27	13	(	(	PUNCT
easat-4112	27	14	eemd	eemd	PROPN
easat-4112	27	15	)	)	PUNCT
easat-4112	27	16	,	,	PUNCT
easat-4112	27	17	genetic	genetic	ADJ
easat-4112	27	18	algorithm	algorithm	NOUN
easat-4112	27	19	(	(	PUNCT
easat-4112	27	20	ga	ga	NOUN
easat-4112	27	21	)	)	PUNCT
easat-4112	27	22	,	,	PUNCT
easat-4112	27	23	and	and	CCONJ
easat-4112	27	24	long	long	ADJ
easat-4112	27	25	short	short	ADJ
easat-4112	27	26	-	-	PUNCT
easat-4112	27	27	term	term	NOUN
easat-4112	27	28	memory	memory	NOUN
easat-4112	27	29	(	(	PUNCT
easat-4112	27	30	lstm)—referred	lstm)—referre	VERB
easat-4112	27	31	to	to	ADP
easat-4112	27	32	as	as	ADP
easat-4112	27	33	eemd	eemd	PROPN
easat-4112	27	34	-	-	PROPN
easat-4112	27	35	ga	ga	NOUN
easat-4112	27	36	-	-	PUNCT
easat-4112	27	37	lstm	lstm	NOUN
easat-4112	27	38	.	.	PUNCT
easat-4112	28	1	each	each	DET
easat-4112	28	2	model	model	NOUN
easat-4112	28	3	component	component	NOUN
easat-4112	28	4	solves	solve	VERB
easat-4112	28	5	one	one	NUM
easat-4112	28	6	problem	problem	NOUN
easat-4112	28	7	in	in	ADP
easat-4112	28	8	solar	solar	ADJ
easat-4112	28	9	radiation	radiation	NOUN
easat-4112	28	10	forecasting	forecasting	NOUN
easat-4112	28	11	:	:	PUNCT
easat-4112	28	12	•	•	NUM
easat-4112	28	13	eemd	eemd	PROPN
easat-4112	28	14	is	be	AUX
easat-4112	28	15	a	a	DET
easat-4112	28	16	method	method	NOUN
easat-4112	28	17	used	use	VERB
easat-4112	28	18	for	for	ADP
easat-4112	28	19	analyzing	analyze	VERB
easat-4112	28	20	complex	complex	ADJ
easat-4112	28	21	time	time	NOUN
easat-4112	28	22	-	-	PUNCT
easat-4112	28	23	series	series	NOUN
easat-4112	28	24	data	datum	NOUN
easat-4112	28	25	into	into	ADP
easat-4112	28	26	simpler	simple	ADJ
easat-4112	28	27	imfs	imfs	NOUN
easat-4112	28	28	that	that	PRON
easat-4112	28	29	represent	represent	VERB
easat-4112	28	30	the	the	DET
easat-4112	28	31	underlying	underlie	VERB
easat-4112	28	32	patterns	pattern	NOUN
easat-4112	28	33	and	and	CCONJ
easat-4112	28	34	trends	trend	NOUN
easat-4112	28	35	in	in	ADP
easat-4112	28	36	the	the	DET
easat-4112	28	37	overall	overall	ADJ
easat-4112	28	38	variation	variation	NOUN
easat-4112	28	39	of	of	ADP
easat-4112	28	40	solar	solar	ADJ
easat-4112	28	41	radiation	radiation	NOUN
easat-4112	29	1	[	[	X
easat-4112	29	2	9	9	NUM
easat-4112	29	3	,	,	PUNCT
easat-4112	29	4	10	10	NUM
easat-4112	29	5	]	]	PUNCT
easat-4112	29	6	.	.	PUNCT
easat-4112	30	1	ga	ga	PROPN
easat-4112	30	2	:	:	PUNCT
easat-4112	30	3	genetic	genetic	ADJ
easat-4112	30	4	algorithm	algorithm	NOUN
easat-4112	30	5	is	be	AUX
easat-4112	30	6	a	a	DET
easat-4112	30	7	model	model	NOUN
easat-4112	30	8	inspired	inspire	VERB
easat-4112	30	9	by	by	ADP
easat-4112	30	10	the	the	DET
easat-4112	30	11	principles	principle	NOUN
easat-4112	30	12	of	of	ADP
easat-4112	30	13	natural	natural	ADJ
easat-4112	30	14	selection	selection	NOUN
easat-4112	30	15	that	that	PRON
easat-4112	30	16	optimizes	optimize	VERB
easat-4112	30	17	important	important	ADJ
easat-4112	30	18	lstm	lstm	ADJ
easat-4112	30	19	parameters	parameter	NOUN
easat-4112	30	20	,	,	PUNCT
easat-4112	30	21	such	such	ADJ
easat-4112	30	22	as	as	ADP
easat-4112	30	23	learning	learn	VERB
easat-4112	30	24	rate	rate	NOUN
easat-4112	30	25	and	and	CCONJ
easat-4112	30	26	sequence	sequence	NOUN
easat-4112	30	27	length	length	NOUN
easat-4112	30	28	,	,	PUNCT
easat-4112	30	29	to	to	PART
easat-4112	30	30	improve	improve	VERB
easat-4112	30	31	performance	performance	NOUN
easat-4112	30	32	[	[	X
easat-4112	30	33	11	11	NUM
easat-4112	30	34	,	,	PUNCT
easat-4112	30	35	12	12	NUM
easat-4112	30	36	]	]	PUNCT
easat-4112	30	37	.	.	PUNCT
easat-4112	31	1	lstm	lstm	NOUN
easat-4112	31	2	:	:	PUNCT
easat-4112	31	3	this	this	DET
easat-4112	31	4	neural	neural	ADJ
easat-4112	31	5	network	network	NOUN
easat-4112	31	6	is	be	AUX
easat-4112	31	7	specialized	specialize	VERB
easat-4112	31	8	in	in	ADP
easat-4112	31	9	temporal	temporal	ADJ
easat-4112	31	10	data	datum	NOUN
easat-4112	31	11	,	,	PUNCT
easat-4112	31	12	and	and	CCONJ
easat-4112	31	13	hence	hence	ADV
easat-4112	31	14	the	the	DET
easat-4112	31	15	lstm	lstm	PROPN
easat-4112	31	16	model	model	NOUN
easat-4112	31	17	effectively	effectively	ADV
easat-4112	31	18	grasped	grasp	VERB
easat-4112	31	19	the	the	DET
easat-4112	31	20	temporal	temporal	ADJ
easat-4112	31	21	dependencies	dependency	NOUN
easat-4112	31	22	,	,	PUNCT
easat-4112	31	23	which	which	PRON
easat-4112	31	24	is	be	AUX
easat-4112	31	25	best	good	ADJ
easat-4112	31	26	for	for	ADP
easat-4112	31	27	solar	solar	ADJ
easat-4112	31	28	radiation	radiation	NOUN
easat-4112	31	29	forecasting	forecasting	NOUN
easat-4112	31	30	that	that	PRON
easat-4112	31	31	exhibits	exhibit	VERB
easat-4112	31	32	complex	complex	ADJ
easat-4112	31	33	time	time	NOUN
easat-4112	31	34	-	-	PUNCT
easat-4112	31	35	based	base	VERB
easat-4112	31	36	patterns	pattern	NOUN
easat-4112	31	37	[	[	X
easat-4112	31	38	13	13	NUM
easat-4112	31	39	,	,	PUNCT
easat-4112	31	40	14	14	NUM
easat-4112	31	41	]	]	PUNCT
easat-4112	31	42	.	.	PUNCT
easat-4112	32	1	the	the	DET
easat-4112	32	2	eemd	eemd	PROPN
easat-4112	32	3	-	-	PROPN
easat-4112	32	4	ga	ga	NOUN
easat-4112	32	5	-	-	PUNCT
easat-4112	32	6	lstm	lstm	ADJ
easat-4112	32	7	integrates	integrate	NOUN
easat-4112	32	8	all	all	PRON
easat-4112	32	9	of	of	ADP
easat-4112	32	10	these	these	DET
easat-4112	32	11	techniques	technique	NOUN
easat-4112	32	12	and	and	CCONJ
easat-4112	32	13	benefits	benefit	NOUN
easat-4112	32	14	from	from	ADP
easat-4112	32	15	their	their	PRON
easat-4112	32	16	synergistic	synergistic	ADJ
easat-4112	32	17	strengths	strength	NOUN
easat-4112	32	18	to	to	PART
easat-4112	32	19	achieve	achieve	VERB
easat-4112	32	20	more	more	ADV
easat-4112	32	21	accurate	accurate	ADJ
easat-4112	32	22	and	and	CCONJ
easat-4112	32	23	reliable	reliable	ADJ
easat-4112	32	24	solar	solar	ADJ
easat-4112	32	25	radiation	radiation	NOUN
easat-4112	32	26	forecasting	forecasting	NOUN
easat-4112	32	27	.	.	PUNCT
easat-4112	33	1	in	in	ADP
easat-4112	33	2	this	this	DET
easat-4112	33	3	paper	paper	NOUN
easat-4112	33	4	,	,	PUNCT
easat-4112	33	5	we	we	PRON
easat-4112	33	6	applied	apply	VERB
easat-4112	33	7	the	the	DET
easat-4112	33	8	model	model	NOUN
easat-4112	33	9	to	to	ADP
easat-4112	33	10	a	a	DET
easat-4112	33	11	number	number	NOUN
easat-4112	33	12	of	of	ADP
easat-4112	33	13	locations	location	NOUN
easat-4112	33	14	in	in	ADP
easat-4112	33	15	the	the	DET
easat-4112	33	16	south	south	NOUN
easat-4112	33	17	of	of	ADP
easat-4112	33	18	algeria	algeria	PROPN
easat-4112	33	19	,	,	PUNCT
easat-4112	33	20	namely	namely	ADV
easat-4112	33	21	,	,	PUNCT
easat-4112	33	22	biskra	biskra	NOUN
easat-4112	33	23	,	,	PUNCT
easat-4112	33	24	tamanrasset	tamanrasset	NOUN
easat-4112	33	25	,	,	PUNCT
easat-4112	33	26	adrar	adrar	NOUN
easat-4112	33	27	,	,	PUNCT
easat-4112	33	28	and	and	CCONJ
easat-4112	33	29	tindouf	tindouf	PROPN
easat-4112	33	30	,	,	PUNCT
easat-4112	33	31	which	which	PRON
easat-4112	33	32	have	have	VERB
easat-4112	33	33	different	different	ADJ
easat-4112	33	34	climatic	climatic	ADJ
easat-4112	33	35	features	feature	NOUN
easat-4112	33	36	.	.	PUNCT
easat-4112	34	1	compared	compare	VERB
easat-4112	34	2	to	to	ADP
easat-4112	34	3	other	other	ADJ
easat-4112	34	4	models	model	NOUN
easat-4112	34	5	,	,	PUNCT
easat-4112	34	6	ann	ann	PROPN
easat-4112	34	7	-	-	PUNCT
easat-4112	34	8	ga	ga	PROPN
easat-4112	34	9	,	,	PUNCT
easat-4112	34	10	ann	ann	PROPN
easat-4112	34	11	-	-	PUNCT
easat-4112	34	12	pso	pso	NOUN
easat-4112	34	13	,	,	PUNCT
easat-4112	34	14	anfis	anfis	PROPN
easat-4112	34	15	-	-	PUNCT
easat-4112	34	16	ga	ga	PROPN
easat-4112	34	17	,	,	PUNCT
easat-4112	34	18	and	and	CCONJ
easat-4112	34	19	anfis	anfi	VERB
easat-4112	34	20	-	-	PUNCT
easat-4112	34	21	pso	pso	NOUN
easat-4112	34	22	[	[	X
easat-4112	34	23	15	15	NUM
easat-4112	34	24	]	]	PUNCT
easat-4112	34	25	it	it	PRON
easat-4112	34	26	showed	show	VERB
easat-4112	34	27	that	that	SCONJ
easat-4112	34	28	the	the	DET
easat-4112	34	29	best	good	ADJ
easat-4112	34	30	model	model	NOUN
easat-4112	34	31	was	be	AUX
easat-4112	34	32	always	always	ADV
easat-4112	34	33	the	the	DET
easat-4112	34	34	eemd	eemd	PROPN
easat-4112	34	35	-	-	PROPN
easat-4112	34	36	ga	ga	NOUN
easat-4112	34	37	-	-	PUNCT
easat-4112	34	38	lstm	lstm	NOUN
easat-4112	34	39	,	,	PUNCT
easat-4112	34	40	with	with	ADP
easat-4112	34	41	good	good	ADJ
easat-4112	34	42	values	value	NOUN
easat-4112	34	43	of	of	ADP
easat-4112	34	44	r²	r²	NOUN
easat-4112	34	45	and	and	CCONJ
easat-4112	34	46	lower	low	ADJ
easat-4112	34	47	values	value	NOUN
easat-4112	34	48	of	of	ADP
easat-4112	34	49	rmse	rmse	NOUN
easat-4112	34	50	.	.	PUNCT
easat-4112	35	1	this	this	PRON
easat-4112	35	2	will	will	AUX
easat-4112	35	3	contribute	contribute	VERB
easat-4112	35	4	to	to	ADP
easat-4112	35	5	the	the	DET
easat-4112	35	6	development	development	NOUN
easat-4112	35	7	of	of	ADP
easat-4112	35	8	the	the	DET
easat-4112	35	9	forecast	forecast	NOUN
easat-4112	35	10	of	of	ADP
easat-4112	35	11	solar	solar	ADJ
easat-4112	35	12	radiation	radiation	NOUN
easat-4112	35	13	and	and	CCONJ
easat-4112	35	14	will	will	AUX
easat-4112	35	15	show	show	VERB
easat-4112	35	16	how	how	SCONJ
easat-4112	35	17	important	important	ADJ
easat-4112	35	18	hybrid	hybrid	ADJ
easat-4112	35	19	approaches	approach	NOUN
easat-4112	35	20	are	be	AUX
easat-4112	35	21	in	in	ADP
easat-4112	35	22	capturing	capture	VERB
easat-4112	35	23	environmental	environmental	ADJ
easat-4112	35	24	patterns	pattern	NOUN
easat-4112	35	25	.	.	PUNCT
easat-4112	36	1	improved	improve	VERB
easat-4112	36	2	models	model	NOUN
easat-4112	36	3	,	,	PUNCT
easat-4112	36	4	like	like	ADP
easat-4112	36	5	eemdga	eemdga	ADV
easat-4112	36	6	-	-	PUNCT
easat-4112	36	7	lstm	lstm	ADJ
easat-4112	36	8	,	,	PUNCT
easat-4112	36	9	enhance	enhance	VERB
easat-4112	36	10	renewable	renewable	ADJ
easat-4112	36	11	energy	energy	NOUN
easat-4112	36	12	and	and	CCONJ
easat-4112	36	13	climate	climate	NOUN
easat-4112	36	14	-	-	PUNCT
easat-4112	36	15	sensitive	sensitive	ADJ
easat-4112	36	16	planning	planning	NOUN
easat-4112	36	17	applications	application	NOUN
easat-4112	36	18	,	,	PUNCT
easat-4112	36	19	especially	especially	ADV
easat-4112	36	20	over	over	ADP
easat-4112	36	21	resource	resource	NOUN
easat-4112	36	22	-	-	PUNCT
easat-4112	36	23	rich	rich	ADJ
easat-4112	36	24	but	but	CCONJ
easat-4112	36	25	challenging	challenging	ADJ
easat-4112	36	26	regions	region	NOUN
easat-4112	36	27	such	such	ADJ
easat-4112	36	28	as	as	ADP
easat-4112	36	29	the	the	DET
easat-4112	36	30	sahara	sahara	NOUN
easat-4112	36	31	.	.	PUNCT
easat-4112	37	1	2	2	X
easat-4112	37	2	.	.	NOUN
easat-4112	37	3	tools	tool	NOUN
easat-4112	37	4	and	and	CCONJ
easat-4112	37	5	methodology	methodology	NOUN
easat-4112	37	6	2.1	2.1	NUM
easat-4112	37	7	.	.	PUNCT
easat-4112	38	1	regions	region	NOUN
easat-4112	38	2	of	of	ADP
easat-4112	38	3	study	study	NOUN
easat-4112	38	4	and	and	CCONJ
easat-4112	38	5	data	datum	NOUN
easat-4112	38	6	acquisition	acquisition	NOUN
easat-4112	38	7	process	process	NOUN
easat-4112	38	8	several	several	ADJ
easat-4112	38	9	locations	location	NOUN
easat-4112	38	10	were	be	AUX
easat-4112	38	11	selected	select	VERB
easat-4112	38	12	in	in	ADP
easat-4112	38	13	southern	southern	ADJ
easat-4112	38	14	algeria	algeria	PROPN
easat-4112	38	15	due	due	ADP
easat-4112	38	16	to	to	ADP
easat-4112	38	17	its	its	PRON
easat-4112	38	18	high	high	ADJ
easat-4112	38	19	solar	solar	ADJ
easat-4112	38	20	energy	energy	NOUN
easat-4112	38	21	potential	potential	NOUN
easat-4112	38	22	and	and	CCONJ
easat-4112	38	23	particular	particular	ADJ
easat-4112	38	24	climatic	climatic	ADJ
easat-4112	38	25	condition	condition	NOUN
easat-4112	38	26	to	to	PART
easat-4112	38	27	assess	assess	VERB
easat-4112	38	28	the	the	DET
easat-4112	38	29	performance	performance	NOUN
easat-4112	38	30	of	of	ADP
easat-4112	38	31	the	the	DET
easat-4112	38	32	proposed	propose	VERB
easat-4112	38	33	eemd	eemd	PROPN
easat-4112	38	34	-	-	PROPN
easat-4112	38	35	ga	ga	NOUN
easat-4112	38	36	-	-	PUNCT
easat-4112	38	37	lstm	lstm	ADJ
easat-4112	38	38	model	model	NOUN
easat-4112	38	39	in	in	ADP
easat-4112	38	40	forecasting	forecast	VERB
easat-4112	38	41	solar	solar	ADJ
easat-4112	38	42	radiation	radiation	NOUN
easat-4112	38	43	.	.	PUNCT
easat-4112	39	1	in	in	ADP
easat-4112	39	2	fact	fact	NOUN
easat-4112	39	3	,	,	PUNCT
easat-4112	39	4	this	this	DET
easat-4112	39	5	region	region	NOUN
easat-4112	39	6	of	of	ADP
easat-4112	39	7	the	the	DET
easat-4112	39	8	country	country	NOUN
easat-4112	39	9	has	have	VERB
easat-4112	39	10	an	an	DET
easat-4112	39	11	arid	arid	NOUN
easat-4112	39	12	and	and	CCONJ
easat-4112	39	13	semi	semi	ADJ
easat-4112	39	14	-	-	ADJ
easat-4112	39	15	arid	arid	ADJ
easat-4112	39	16	climate	climate	NOUN
easat-4112	39	17	with	with	ADP
easat-4112	39	18	particular	particular	ADJ
easat-4112	39	19	environmental	environmental	ADJ
easat-4112	39	20	conditions	condition	NOUN
easat-4112	39	21	that	that	PRON
easat-4112	39	22	strongly	strongly	ADV
easat-4112	39	23	affect	affect	VERB
easat-4112	39	24	the	the	DET
easat-4112	39	25	pattern	pattern	NOUN
easat-4112	39	26	of	of	ADP
easat-4112	39	27	solar	solar	ADJ
easat-4112	39	28	radiation	radiation	NOUN
easat-4112	39	29	,	,	PUNCT
easat-4112	39	30	thus	thus	ADV
easat-4112	39	31	the	the	DET
easat-4112	39	32	correctness	correctness	NOUN
easat-4112	39	33	of	of	ADP
easat-4112	39	34	the	the	DET
easat-4112	39	35	forecast	forecast	NOUN
easat-4112	39	36	will	will	AUX
easat-4112	39	37	be	be	AUX
easat-4112	39	38	very	very	ADV
easat-4112	39	39	important	important	ADJ
easat-4112	39	40	for	for	ADP
easat-4112	39	41	a	a	DET
easat-4112	39	42	better	well	ADJ
easat-4112	39	43	exploitation	exploitation	NOUN
easat-4112	39	44	of	of	ADP
easat-4112	39	45	solar	solar	ADJ
easat-4112	39	46	energy	energy	NOUN
easat-4112	39	47	.	.	PUNCT
easat-4112	40	1	2.1.1	2.1.1	X
easat-4112	40	2	.	.	PUNCT
easat-4112	40	3	study	study	NOUN
easat-4112	40	4	areas	area	NOUN
easat-4112	40	5	four	four	NUM
easat-4112	40	6	major	major	ADJ
easat-4112	40	7	locations	location	NOUN
easat-4112	40	8	are	be	AUX
easat-4112	40	9	focused	focus	VERB
easat-4112	40	10	on	on	ADP
easat-4112	40	11	:	:	PUNCT
easat-4112	40	12	biskra	biskra	NOUN
easat-4112	40	13	,	,	PUNCT
easat-4112	40	14	tamanrasset	tamanrasset	NOUN
easat-4112	40	15	,	,	PUNCT
easat-4112	40	16	adrar	adrar	NOUN
easat-4112	40	17	,	,	PUNCT
easat-4112	40	18	and	and	CCONJ
easat-4112	40	19	tindouf	tindouf	NOUN
easat-4112	40	20	.	.	PUNCT
easat-4112	41	1	these	these	DET
easat-4112	41	2	areas	area	NOUN
easat-4112	41	3	represent	represent	VERB
easat-4112	41	4	diverse	diverse	ADJ
easat-4112	41	5	environmental	environmental	ADJ
easat-4112	41	6	characteristics	characteristic	NOUN
easat-4112	41	7	in	in	ADP
easat-4112	41	8	the	the	DET
easat-4112	41	9	algerian	algerian	ADJ
easat-4112	41	10	sahara	sahara	NOUN
easat-4112	41	11	and	and	CCONJ
easat-4112	41	12	thus	thus	ADV
easat-4112	41	13	enable	enable	VERB
easat-4112	41	14	the	the	DET
easat-4112	41	15	model	model	NOUN
easat-4112	41	16	to	to	PART
easat-4112	41	17	be	be	AUX
easat-4112	41	18	tested	test	VERB
easat-4112	41	19	in	in	ADP
easat-4112	41	20	various	various	ADJ
easat-4112	41	21	climatic	climatic	ADJ
easat-4112	41	22	conditions	condition	NOUN
easat-4112	41	23	[	[	X
easat-4112	41	24	16	16	NUM
easat-4112	41	25	,	,	PUNCT
easat-4112	41	26	17	17	NUM
easat-4112	41	27	]	]	NUM
easat-4112	41	28	:	:	PUNCT
easat-4112	41	29	•	•	NUM
easat-4112	41	30	biskra	biskra	NOUN
easat-4112	41	31	:	:	PUNCT
easat-4112	42	1	it	it	PRON
easat-4112	42	2	is	be	AUX
easat-4112	42	3	situated	situate	VERB
easat-4112	42	4	in	in	ADP
easat-4112	42	5	northeastern	northeastern	ADJ
easat-4112	42	6	algeria	algeria	PROPN
easat-4112	42	7	.	.	PUNCT
easat-4112	43	1	it	it	PRON
easat-4112	43	2	possesses	possess	VERB
easat-4112	43	3	a	a	DET
easat-4112	43	4	hot	hot	ADJ
easat-4112	43	5	desert	desert	NOUN
easat-4112	43	6	climate	climate	NOUN
easat-4112	43	7	with	with	ADP
easat-4112	43	8	strong	strong	ADJ
easat-4112	43	9	solar	solar	ADJ
easat-4112	43	10	radiation	radiation	NOUN
easat-4112	43	11	throughout	throughout	ADP
easat-4112	43	12	the	the	DET
easat-4112	43	13	year	year	NOUN
easat-4112	43	14	.	.	PUNCT
easat-4112	44	1	its	its	PRON
easat-4112	44	2	summer	summer	NOUN
easat-4112	44	3	temperatures	temperature	NOUN
easat-4112	44	4	are	be	AUX
easat-4112	44	5	very	very	ADV
easat-4112	44	6	high	high	ADJ
easat-4112	44	7	while	while	SCONJ
easat-4112	44	8	winters	winter	NOUN
easat-4112	44	9	are	be	AUX
easat-4112	44	10	moderate	moderate	ADJ
easat-4112	44	11	and	and	CCONJ
easat-4112	44	12	rainfall	rainfall	NOUN
easat-4112	44	13	is	be	AUX
easat-4112	44	14	received	receive	VERB
easat-4112	44	15	rarely	rarely	ADV
easat-4112	44	16	,	,	PUNCT
easat-4112	44	17	thus	thus	ADV
easat-4112	44	18	making	make	VERB
easat-4112	44	19	it	it	PRON
easat-4112	44	20	suitable	suitable	ADJ
easat-4112	44	21	for	for	ADP
easat-4112	44	22	solar	solar	ADJ
easat-4112	44	23	radiation	radiation	NOUN
easat-4112	44	24	variability	variability	NOUN
easat-4112	44	25	studies	study	NOUN
easat-4112	44	26	[	[	X
easat-4112	44	27	18	18	NUM
easat-4112	44	28	]	]	PUNCT
easat-4112	44	29	.	.	PUNCT
easat-4112	45	1	•	•	NUM
easat-4112	45	2	tamanrasset	tamanrasset	NOUN
easat-4112	45	3	:	:	PUNCT
easat-4112	45	4	this	this	DET
easat-4112	45	5	city	city	NOUN
easat-4112	45	6	is	be	AUX
easat-4112	45	7	located	locate	VERB
easat-4112	45	8	in	in	ADP
easat-4112	45	9	southern	southern	ADJ
easat-4112	45	10	algeria	algeria	PROPN
easat-4112	45	11	in	in	ADP
easat-4112	45	12	the	the	DET
easat-4112	45	13	hoggar	hoggar	ADJ
easat-4112	45	14	mountains	mountain	NOUN
easat-4112	45	15	.	.	PUNCT
easat-4112	46	1	therefore	therefore	ADV
easat-4112	46	2	,	,	PUNCT
easat-4112	46	3	tamanrasset	tamanrasset	PROPN
easat-4112	46	4	has	have	VERB
easat-4112	46	5	a	a	DET
easat-4112	46	6	dry	dry	ADJ
easat-4112	46	7	,	,	PUNCT
easat-4112	46	8	high	high	ADJ
easat-4112	46	9	-	-	PUNCT
easat-4112	46	10	desert	desert	NOUN
easat-4112	46	11	climate	climate	NOUN
easat-4112	46	12	with	with	ADP
easat-4112	46	13	large	large	ADJ
easat-4112	46	14	diurnal	diurnal	ADJ
easat-4112	46	15	temperature	temperature	NOUN
easat-4112	46	16	differences	difference	NOUN
easat-4112	46	17	and	and	CCONJ
easat-4112	46	18	small	small	ADJ
easat-4112	46	19	cloud	cloud	NOUN
easat-4112	46	20	cover	cover	NOUN
easat-4112	46	21	.	.	PUNCT
easat-4112	47	1	the	the	DET
easat-4112	47	2	prevailing	prevail	VERB
easat-4112	47	3	conditions	condition	NOUN
easat-4112	47	4	of	of	ADP
easat-4112	47	5	solar	solar	ADJ
easat-4112	47	6	radiation	radiation	NOUN
easat-4112	47	7	are	be	AUX
easat-4112	47	8	quite	quite	ADV
easat-4112	47	9	different	different	ADJ
easat-4112	47	10	in	in	ADP
easat-4112	47	11	comparison	comparison	NOUN
easat-4112	47	12	with	with	ADP
easat-4112	47	13	the	the	DET
easat-4112	47	14	others	other	NOUN
easat-4112	47	15	[	[	X
easat-4112	47	16	15	15	NUM
easat-4112	47	17	,	,	PUNCT
easat-4112	47	18	19	19	NUM
easat-4112	47	19	]	]	PUNCT
easat-4112	47	20	.	.	PUNCT
easat-4112	48	1	•	•	NUM
easat-4112	48	2	adrar	adrar	NOUN
easat-4112	48	3	:	:	PUNCT
easat-4112	48	4	extreme	extreme	ADJ
easat-4112	48	5	arid	arid	NOUN
easat-4112	48	6	conditions	condition	NOUN
easat-4112	48	7	in	in	ADP
easat-4112	48	8	the	the	DET
easat-4112	48	9	central	central	ADJ
easat-4112	48	10	part	part	NOUN
easat-4112	48	11	of	of	ADP
easat-4112	48	12	the	the	DET
easat-4112	48	13	algerian	algerian	ADJ
easat-4112	48	14	sahara	sahara	PROPN
easat-4112	48	15	characterize	characterize	VERB
easat-4112	48	16	the	the	DET
easat-4112	48	17	region	region	NOUN
easat-4112	48	18	,	,	PUNCT
easat-4112	48	19	with	with	ADP
easat-4112	48	20	high	high	ADJ
easat-4112	48	21	solar	solar	ADJ
easat-4112	48	22	radiation	radiation	NOUN
easat-4112	48	23	throughout	throughout	ADP
easat-4112	48	24	the	the	DET
easat-4112	48	25	year	year	NOUN
easat-4112	48	26	.	.	PUNCT
easat-4112	49	1	it	it	PRON
easat-4112	49	2	is	be	AUX
easat-4112	49	3	also	also	ADV
easat-4112	49	4	known	know	VERB
easat-4112	49	5	to	to	PART
easat-4112	49	6	attain	attain	VERB
easat-4112	49	7	some	some	PRON
easat-4112	49	8	of	of	ADP
easat-4112	49	9	the	the	DET
easat-4112	49	10	280	280	NUM
easat-4112	49	11	edelweiss	edelweiss	PROPN
easat-4112	49	12	applied	apply	VERB
easat-4112	49	13	science	science	NOUN
easat-4112	49	14	and	and	CCONJ
easat-4112	49	15	technology	technology	NOUN
easat-4112	49	16	issn	issn	PROPN
easat-4112	49	17	:	:	PUNCT
easat-4112	49	18	2576	2576	NUM
easat-4112	49	19	-	-	SYM
easat-4112	49	20	8484	8484	NUM
easat-4112	49	21	vol	vol	NOUN
easat-4112	49	22	.	.	PROPN
easat-4112	50	1	9	9	NUM
easat-4112	50	2	,	,	PUNCT
easat-4112	50	3	no	no	INTJ
easat-4112	50	4	.	.	NOUN
easat-4112	50	5	1	1	NUM
easat-4112	50	6	:	:	PUNCT
easat-4112	50	7	278	278	NUM
easat-4112	50	8	-	-	SYM
easat-4112	50	9	291	291	NUM
easat-4112	50	10	,	,	PUNCT
easat-4112	50	11	2025	2025	NUM
easat-4112	50	12	doi	doi	NOUN
easat-4112	50	13	:	:	PUNCT
easat-4112	50	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	50	15	©	©	PROPN
easat-4112	50	16	2025	2025	NUM
easat-4112	50	17	by	by	ADP
easat-4112	50	18	the	the	DET
easat-4112	50	19	authors	author	NOUN
easat-4112	50	20	;	;	PUNCT
easat-4112	50	21	licensee	licensee	PROPN
easat-4112	50	22	learning	learning	NOUN
easat-4112	50	23	gate	gate	VERB
easat-4112	50	24	highest	high	ADJ
easat-4112	50	25	records	record	NOUN
easat-4112	50	26	as	as	ADV
easat-4112	50	27	far	far	ADV
easat-4112	50	28	as	as	SCONJ
easat-4112	50	29	insolation	insolation	NOUN
easat-4112	50	30	rates	rate	NOUN
easat-4112	50	31	are	be	AUX
easat-4112	50	32	concerned	concern	VERB
easat-4112	50	33	;	;	PUNCT
easat-4112	50	34	hence	hence	ADV
easat-4112	50	35	it	it	PRON
easat-4112	50	36	is	be	AUX
easat-4112	50	37	a	a	DET
easat-4112	50	38	useful	useful	ADJ
easat-4112	50	39	dataset	dataset	NOUN
easat-4112	50	40	for	for	ADP
easat-4112	50	41	assessing	assess	VERB
easat-4112	50	42	solar	solar	ADJ
easat-4112	50	43	radiation	radiation	NOUN
easat-4112	50	44	patterns	pattern	NOUN
easat-4112	50	45	[	[	X
easat-4112	50	46	15	15	NUM
easat-4112	50	47	,	,	PUNCT
easat-4112	50	48	20	20	NUM
easat-4112	50	49	]	]	PUNCT
easat-4112	50	50	.	.	PUNCT
easat-4112	51	1	•	•	NUM
easat-4112	51	2	tindouf	tindouf	NOUN
easat-4112	51	3	:	:	PUNCT
easat-4112	51	4	it	it	PRON
easat-4112	51	5	is	be	AUX
easat-4112	51	6	a	a	DET
easat-4112	51	7	western	western	ADJ
easat-4112	51	8	part	part	NOUN
easat-4112	51	9	of	of	ADP
easat-4112	51	10	algeria	algeria	PROPN
easat-4112	51	11	.	.	PUNCT
easat-4112	52	1	its	its	PRON
easat-4112	52	2	arid	arid	PROPN
easat-4112	52	3	desert	desert	NOUN
easat-4112	52	4	climate	climate	NOUN
easat-4112	52	5	makes	make	VERB
easat-4112	52	6	it	it	PRON
easat-4112	52	7	highly	highly	ADV
easat-4112	52	8	relevant	relevant	ADJ
easat-4112	52	9	for	for	ADP
easat-4112	52	10	studies	study	NOUN
easat-4112	52	11	in	in	ADP
easat-4112	52	12	solar	solar	ADJ
easat-4112	52	13	energy	energy	NOUN
easat-4112	52	14	forecasting	forecasting	NOUN
easat-4112	52	15	due	due	ADP
easat-4112	52	16	to	to	ADP
easat-4112	52	17	the	the	DET
easat-4112	52	18	limited	limited	ADJ
easat-4112	52	19	annual	annual	ADJ
easat-4112	52	20	rainfall	rainfall	NOUN
easat-4112	52	21	and	and	CCONJ
easat-4112	52	22	high	high	ADJ
easat-4112	52	23	levels	level	NOUN
easat-4112	52	24	of	of	ADP
easat-4112	52	25	radiation	radiation	NOUN
easat-4112	52	26	received	receive	VERB
easat-4112	52	27	from	from	ADP
easat-4112	52	28	the	the	DET
easat-4112	52	29	sun	sun	NOUN
easat-4112	52	30	[	[	X
easat-4112	52	31	15	15	NUM
easat-4112	52	32	]	]	PUNCT
easat-4112	52	33	.	.	PUNCT
easat-4112	53	1	figure	figure	NOUN
easat-4112	53	2	1	1	NUM
easat-4112	53	3	.	.	PUNCT
easat-4112	54	1	algeria	algeria	PROPN
easat-4112	54	2	’s	’s	PART
easat-4112	54	3	solar	solar	ADJ
easat-4112	54	4	potential	potential	NOUN
easat-4112	54	5	[	[	X
easat-4112	54	6	21	21	NUM
easat-4112	54	7	]	]	PUNCT
easat-4112	54	8	.	.	PUNCT
easat-4112	55	1	2.1.2	2.1.2	X
easat-4112	55	2	.	.	PUNCT
easat-4112	55	3	data	datum	NOUN
easat-4112	55	4	collection	collection	NOUN
easat-4112	55	5	for	for	ADP
easat-4112	55	6	each	each	DET
easat-4112	55	7	site	site	NOUN
easat-4112	55	8	shown	show	VERB
easat-4112	55	9	,	,	PUNCT
easat-4112	55	10	daily	daily	ADJ
easat-4112	55	11	solar	solar	ADJ
easat-4112	55	12	radiation	radiation	NOUN
easat-4112	55	13	data	datum	NOUN
easat-4112	55	14	were	be	AUX
easat-4112	55	15	collected	collect	VERB
easat-4112	55	16	over	over	ADP
easat-4112	55	17	a	a	DET
easat-4112	55	18	number	number	NOUN
easat-4112	55	19	of	of	ADP
easat-4112	55	20	years	year	NOUN
easat-4112	55	21	to	to	PART
easat-4112	55	22	capture	capture	VERB
easat-4112	55	23	both	both	CCONJ
easat-4112	55	24	seasonal	seasonal	ADJ
easat-4112	55	25	and	and	CCONJ
easat-4112	55	26	annual	annual	ADJ
easat-4112	55	27	fluctuations	fluctuation	NOUN
easat-4112	55	28	.	.	PUNCT
easat-4112	56	1	the	the	DET
easat-4112	56	2	data	datum	NOUN
easat-4112	56	3	were	be	AUX
easat-4112	56	4	primarily	primarily	ADV
easat-4112	56	5	obtained	obtain	VERB
easat-4112	56	6	from	from	ADP
easat-4112	56	7	the	the	DET
easat-4112	56	8	weather	weather	NOUN
easat-4112	56	9	stations	station	NOUN
easat-4112	56	10	run	run	VERB
easat-4112	56	11	by	by	ADP
easat-4112	56	12	the	the	DET
easat-4112	56	13	algerian	algerian	ADJ
easat-4112	56	14	national	national	ADJ
easat-4112	56	15	meteorological	meteorological	ADJ
easat-4112	56	16	office	office	NOUN
easat-4112	56	17	.	.	PUNCT
easat-4112	57	1	the	the	DET
easat-4112	57	2	dataset	dataset	NOUN
easat-4112	57	3	includes	include	VERB
easat-4112	57	4	all	all	DET
easat-4112	57	5	the	the	DET
easat-4112	57	6	major	major	ADJ
easat-4112	57	7	meteorological	meteorological	ADJ
easat-4112	57	8	variables	variable	NOUN
easat-4112	57	9	,	,	PUNCT
easat-4112	57	10	which	which	PRON
easat-4112	57	11	are	be	AUX
easat-4112	57	12	described	describe	VERB
easat-4112	57	13	as	as	ADP
easat-4112	57	14	follows	follow	VERB
easat-4112	57	15	:	:	PUNCT
easat-4112	57	16	•	•	NUM
easat-4112	57	17	temperature	temperature	NOUN
easat-4112	57	18	(	(	PUNCT
easat-4112	57	19	°	°	ADP
easat-4112	57	20	c	c	NOUN
easat-4112	57	21	):	):	PUNCT
easat-4112	57	22	the	the	DET
easat-4112	57	23	data	data	NOUN
easat-4112	57	24	collection	collection	NOUN
easat-4112	57	25	considered	consider	VERB
easat-4112	57	26	the	the	DET
easat-4112	57	27	average	average	ADJ
easat-4112	57	28	day	day	NOUN
easat-4112	57	29	temperatures	temperature	NOUN
easat-4112	57	30	because	because	SCONJ
easat-4112	57	31	the	the	DET
easat-4112	57	32	changes	change	NOUN
easat-4112	57	33	in	in	ADP
easat-4112	57	34	temperature	temperature	NOUN
easat-4112	57	35	affect	affect	VERB
easat-4112	57	36	solar	solar	ADJ
easat-4112	57	37	radiation	radiation	NOUN
easat-4112	57	38	since	since	SCONJ
easat-4112	57	39	it	it	PRON
easat-4112	57	40	alters	alter	VERB
easat-4112	57	41	the	the	DET
easat-4112	57	42	formation	formation	NOUN
easat-4112	57	43	of	of	ADP
easat-4112	57	44	clouds	cloud	NOUN
easat-4112	57	45	and	and	CCONJ
easat-4112	57	46	the	the	DET
easat-4112	57	47	clarity	clarity	NOUN
easat-4112	57	48	of	of	ADP
easat-4112	57	49	the	the	DET
easat-4112	57	50	atmosphere	atmosphere	NOUN
easat-4112	57	51	.	.	PUNCT
easat-4112	58	1	•	•	NUM
easat-4112	58	2	rel	rel	NOUN
easat-4112	58	3	.	.	PUNCT
easat-4112	59	1	humidity	humidity	NOUN
easat-4112	59	2	(	(	PUNCT
easat-4112	59	3	%	%	INTJ
easat-4112	59	4	):	):	PUNCT
easat-4112	59	5	the	the	DET
easat-4112	59	6	relative	relative	ADJ
easat-4112	59	7	humidity	humidity	NOUN
easat-4112	59	8	data	datum	NOUN
easat-4112	59	9	is	be	AUX
easat-4112	59	10	essential	essential	ADJ
easat-4112	59	11	in	in	ADP
easat-4112	59	12	understanding	understand	VERB
easat-4112	59	13	the	the	DET
easat-4112	59	14	concentrations	concentration	NOUN
easat-4112	59	15	of	of	ADP
easat-4112	59	16	moisture	moisture	NOUN
easat-4112	59	17	in	in	ADP
easat-4112	59	18	the	the	DET
easat-4112	59	19	atmosphere	atmosphere	NOUN
easat-4112	59	20	,	,	PUNCT
easat-4112	59	21	which	which	PRON
easat-4112	59	22	have	have	VERB
easat-4112	59	23	the	the	DET
easat-4112	59	24	potential	potential	NOUN
easat-4112	59	25	to	to	PART
easat-4112	59	26	reduce	reduce	VERB
easat-4112	59	27	solar	solar	ADJ
easat-4112	59	28	radiation	radiation	NOUN
easat-4112	59	29	as	as	SCONJ
easat-4112	59	30	it	it	PRON
easat-4112	59	31	passes	pass	VERB
easat-4112	59	32	through	through	ADP
easat-4112	59	33	the	the	DET
easat-4112	59	34	earth	earth	NOUN
easat-4112	59	35	's	's	PART
easat-4112	59	36	atmosphere	atmosphere	NOUN
easat-4112	59	37	.	.	PUNCT
easat-4112	60	1	•	•	NUM
easat-4112	60	2	solar	solar	ADJ
easat-4112	60	3	declination	declination	NOUN
easat-4112	60	4	(	(	PUNCT
easat-4112	60	5	°	°	PROPN
easat-4112	60	6	):	):	PUNCT
easat-4112	60	7	the	the	DET
easat-4112	60	8	angle	angle	NOUN
easat-4112	60	9	between	between	ADP
easat-4112	60	10	the	the	DET
easat-4112	60	11	sun	sun	NOUN
easat-4112	60	12	's	's	PART
easat-4112	60	13	rays	ray	NOUN
easat-4112	60	14	and	and	CCONJ
easat-4112	60	15	the	the	DET
easat-4112	60	16	plane	plane	NOUN
easat-4112	60	17	of	of	ADP
easat-4112	60	18	the	the	DET
easat-4112	60	19	earth	earth	NOUN
easat-4112	60	20	's	's	PART
easat-4112	60	21	equator	equator	NOUN
easat-4112	60	22	at	at	ADP
easat-4112	60	23	any	any	DET
easat-4112	60	24	given	give	VERB
easat-4112	60	25	time	time	NOUN
easat-4112	60	26	of	of	ADP
easat-4112	60	27	the	the	DET
easat-4112	60	28	year	year	NOUN
easat-4112	60	29	that	that	PRON
easat-4112	60	30	impacts	impact	VERB
easat-4112	60	31	the	the	DET
easat-4112	60	32	duration	duration	NOUN
easat-4112	60	33	and	and	CCONJ
easat-4112	60	34	intensity	intensity	NOUN
easat-4112	60	35	of	of	ADP
easat-4112	60	36	sunlight	sunlight	NOUN
easat-4112	60	37	.	.	PUNCT
easat-4112	61	1	the	the	DET
easat-4112	61	2	solar	solar	ADJ
easat-4112	61	3	hour	hour	NOUN
easat-4112	61	4	angle	angle	NOUN
easat-4112	61	5	,	,	PUNCT
easat-4112	61	6	in	in	ADP
easat-4112	61	7	degrees	degree	NOUN
easat-4112	61	8	,	,	PUNCT
easat-4112	61	9	refers	refer	VERB
easat-4112	61	10	to	to	ADP
easat-4112	61	11	the	the	DET
easat-4112	61	12	sun	sun	NOUN
easat-4112	61	13	's	's	PART
easat-4112	61	14	position	position	NOUN
easat-4112	61	15	with	with	ADP
easat-4112	61	16	respect	respect	NOUN
easat-4112	61	17	to	to	ADP
easat-4112	61	18	solar	solar	ADJ
easat-4112	61	19	noon	noon	NOUN
easat-4112	61	20	and	and	CCONJ
easat-4112	61	21	is	be	AUX
easat-4112	61	22	one	one	NUM
easat-4112	61	23	of	of	ADP
easat-4112	61	24	the	the	DET
easat-4112	61	25	important	important	ADJ
easat-4112	61	26	factors	factor	NOUN
easat-4112	61	27	determining	determine	VERB
easat-4112	61	28	radiation	radiation	NOUN
easat-4112	61	29	variability	variability	NOUN
easat-4112	61	30	in	in	ADP
easat-4112	61	31	intensity	intensity	NOUN
easat-4112	61	32	at	at	ADP
easat-4112	61	33	any	any	DET
easat-4112	61	34	given	give	VERB
easat-4112	61	35	location	location	NOUN
easat-4112	61	36	.	.	PUNCT
easat-4112	62	1	extraterrestrial	extraterrestrial	ADJ
easat-4112	62	2	solar	solar	ADJ
easat-4112	62	3	irradiation	irradiation	NOUN
easat-4112	62	4	(	(	PUNCT
easat-4112	62	5	wh	wh	NOUN
easat-4112	62	6	/	/	SYM
easat-4112	62	7	m²	m²	PROPN
easat-4112	62	8	)	)	PUNCT
easat-4112	62	9	is	be	AUX
easat-4112	62	10	a	a	DET
easat-4112	62	11	reference	reference	NOUN
easat-4112	62	12	metric	metric	NOUN
easat-4112	62	13	representing	represent	VERB
easat-4112	62	14	the	the	DET
easat-4112	62	15	amount	amount	NOUN
easat-4112	62	16	of	of	ADP
easat-4112	62	17	solar	solar	ADJ
easat-4112	62	18	energy	energy	NOUN
easat-4112	62	19	available	available	ADJ
easat-4112	62	20	outside	outside	ADP
easat-4112	62	21	the	the	DET
easat-4112	62	22	earth	earth	NOUN
easat-4112	62	23	's	's	PART
easat-4112	62	24	atmosphere	atmosphere	NOUN
easat-4112	62	25	that	that	PRON
easat-4112	62	26	allows	allow	VERB
easat-4112	62	27	for	for	ADP
easat-4112	62	28	modeling	modeling	NOUN
easat-4112	62	29	of	of	ADP
easat-4112	62	30	possible	possible	ADJ
easat-4112	62	31	solar	solar	ADJ
easat-4112	62	32	gain	gain	NOUN
easat-4112	62	33	in	in	ADP
easat-4112	62	34	the	the	DET
easat-4112	62	35	absence	absence	NOUN
easat-4112	62	36	of	of	ADP
easat-4112	62	37	atmospheric	atmospheric	ADJ
easat-4112	62	38	disruptions	disruption	NOUN
easat-4112	62	39	.	.	PUNCT
easat-4112	63	1	the	the	DET
easat-4112	63	2	data	datum	NOUN
easat-4112	63	3	for	for	ADP
easat-4112	63	4	the	the	DET
easat-4112	63	5	wilaya	wilaya	PROPN
easat-4112	63	6	of	of	ADP
easat-4112	63	7	biskra	biskra	PROPN
easat-4112	63	8	spans	span	NOUN
easat-4112	63	9	from	from	ADP
easat-4112	63	10	2010	2010	NUM
easat-4112	63	11	to	to	ADP
easat-4112	63	12	2022	2022	NUM
easat-4112	63	13	,	,	PUNCT
easat-4112	63	14	while	while	SCONJ
easat-4112	63	15	the	the	DET
easat-4112	63	16	data	datum	NOUN
easat-4112	63	17	for	for	ADP
easat-4112	63	18	the	the	DET
easat-4112	63	19	wilayas	wilayas	PROPN
easat-4112	63	20	of	of	ADP
easat-4112	63	21	adrar	adrar	NOUN
easat-4112	63	22	,	,	PUNCT
easat-4112	63	23	tamanrasset	tamanrasset	NOUN
easat-4112	63	24	,	,	PUNCT
easat-4112	63	25	and	and	CCONJ
easat-4112	63	26	tindouf	tindouf	PROPN
easat-4112	63	27	covers	cover	VERB
easat-4112	63	28	the	the	DET
easat-4112	63	29	period	period	NOUN
easat-4112	63	30	from	from	ADP
easat-4112	63	31	2016	2016	NUM
easat-4112	63	32	to	to	ADP
easat-4112	63	33	2021	2021	NUM
easat-4112	63	34	.	.	PUNCT
easat-4112	64	1	281	281	NUM
easat-4112	64	2	edelweiss	edelweiss	PROPN
easat-4112	64	3	applied	apply	VERB
easat-4112	64	4	science	science	NOUN
easat-4112	64	5	and	and	CCONJ
easat-4112	64	6	technology	technology	NOUN
easat-4112	64	7	issn	issn	PROPN
easat-4112	64	8	:	:	PUNCT
easat-4112	64	9	2576	2576	NUM
easat-4112	64	10	-	-	SYM
easat-4112	64	11	8484	8484	NUM
easat-4112	64	12	vol	vol	NOUN
easat-4112	64	13	.	.	PROPN
easat-4112	65	1	9	9	NUM
easat-4112	65	2	,	,	PUNCT
easat-4112	65	3	no	no	INTJ
easat-4112	65	4	.	.	NOUN
easat-4112	65	5	1	1	NUM
easat-4112	65	6	:	:	PUNCT
easat-4112	65	7	278	278	NUM
easat-4112	65	8	-	-	SYM
easat-4112	65	9	291	291	NUM
easat-4112	65	10	,	,	PUNCT
easat-4112	65	11	2025	2025	NUM
easat-4112	65	12	doi	doi	NOUN
easat-4112	65	13	:	:	PUNCT
easat-4112	65	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	65	15	©	©	PROPN
easat-4112	65	16	2025	2025	NUM
easat-4112	65	17	by	by	ADP
easat-4112	65	18	the	the	DET
easat-4112	65	19	authors	author	NOUN
easat-4112	65	20	;	;	PUNCT
easat-4112	65	21	licensee	licensee	PROPN
easat-4112	65	22	learning	learning	NOUN
easat-4112	65	23	gate	gate	NOUN
easat-4112	65	24	2.2	2.2	NUM
easat-4112	65	25	.	.	PUNCT
easat-4112	66	1	data	datum	NOUN
easat-4112	66	2	preprocessing	preprocesse	VERB
easat-4112	66	3	normalization	normalization	NOUN
easat-4112	66	4	of	of	ADP
easat-4112	66	5	the	the	DET
easat-4112	66	6	variables	variable	NOUN
easat-4112	66	7	between	between	ADP
easat-4112	66	8	0	0	NUM
easat-4112	66	9	and	and	CCONJ
easat-4112	66	10	1	1	NUM
easat-4112	66	11	was	be	AUX
easat-4112	66	12	one	one	NUM
easat-4112	66	13	of	of	ADP
easat-4112	66	14	the	the	DET
easat-4112	66	15	most	most	ADV
easat-4112	66	16	important	important	ADJ
easat-4112	66	17	steps	step	NOUN
easat-4112	66	18	in	in	ADP
easat-4112	66	19	optimizing	optimize	VERB
easat-4112	66	20	the	the	DET
easat-4112	66	21	eemd	eemd	PROPN
easat-4112	66	22	-	-	PROPN
easat-4112	66	23	ga	ga	NOUN
easat-4112	66	24	-	-	PUNCT
easat-4112	66	25	lstm	lstm	ADJ
easat-4112	66	26	model	model	NOUN
easat-4112	66	27	[	[	X
easat-4112	66	28	13	13	NUM
easat-4112	66	29	]	]	PUNCT
easat-4112	66	30	.	.	PUNCT
easat-4112	67	1	the	the	DET
easat-4112	67	2	dataset	dataset	NOUN
easat-4112	67	3	was	be	AUX
easat-4112	67	4	divided	divide	VERB
easat-4112	67	5	into	into	ADP
easat-4112	67	6	80	80	NUM
easat-4112	67	7	%	%	NOUN
easat-4112	67	8	for	for	ADP
easat-4112	67	9	training	training	NOUN
easat-4112	67	10	and	and	CCONJ
easat-4112	67	11	20	20	NUM
easat-4112	67	12	%	%	NOUN
easat-4112	67	13	for	for	ADP
easat-4112	67	14	validation	validation	NOUN
easat-4112	67	15	,	,	PUNCT
easat-4112	67	16	which	which	PRON
easat-4112	67	17	helped	help	VERB
easat-4112	67	18	in	in	ADP
easat-4112	67	19	testing	test	VERB
easat-4112	67	20	the	the	DET
easat-4112	67	21	robustness	robustness	NOUN
easat-4112	67	22	of	of	ADP
easat-4112	67	23	the	the	DET
easat-4112	67	24	model	model	NOUN
easat-4112	67	25	across	across	ADP
easat-4112	67	26	different	different	ADJ
easat-4112	67	27	climatic	climatic	ADJ
easat-4112	67	28	conditions	condition	NOUN
easat-4112	67	29	of	of	ADP
easat-4112	67	30	southern	southern	ADJ
easat-4112	67	31	algeria	algeria	PROPN
easat-4112	67	32	and	and	CCONJ
easat-4112	67	33	its	its	PRON
easat-4112	67	34	generalizability	generalizability	NOUN
easat-4112	67	35	to	to	ADP
easat-4112	67	36	other	other	ADJ
easat-4112	67	37	arid	arid	NOUN
easat-4112	67	38	and	and	CCONJ
easat-4112	67	39	semi	semi	ADJ
easat-4112	67	40	-	-	ADJ
easat-4112	67	41	arid	arid	ADJ
easat-4112	67	42	regions	region	NOUN
easat-4112	67	43	around	around	ADP
easat-4112	67	44	the	the	DET
easat-4112	67	45	world	world	NOUN
easat-4112	67	46	the	the	DET
easat-4112	67	47	normalization	normalization	NOUN
easat-4112	67	48	usually	usually	ADV
easat-4112	67	49	is	be	AUX
easat-4112	67	50	a	a	DET
easat-4112	67	51	common	common	ADJ
easat-4112	67	52	practice	practice	NOUN
easat-4112	67	53	to	to	PART
easat-4112	67	54	avoid	avoid	VERB
easat-4112	67	55	the	the	DET
easat-4112	67	56	variables	variable	NOUN
easat-4112	67	57	having	have	VERB
easat-4112	67	58	large	large	ADJ
easat-4112	67	59	amplitudes	amplitude	NOUN
easat-4112	67	60	from	from	ADP
easat-4112	67	61	dominating	dominate	VERB
easat-4112	67	62	the	the	DET
easat-4112	67	63	variables	variable	NOUN
easat-4112	67	64	with	with	ADP
easat-4112	67	65	smaller	small	ADJ
easat-4112	67	66	magnitudes	magnitude	NOUN
easat-4112	67	67	,	,	PUNCT
easat-4112	67	68	so	so	SCONJ
easat-4112	67	69	the	the	DET
easat-4112	67	70	learning	learn	VERB
easat-4112	67	71	algorithm	algorithm	NOUN
easat-4112	67	72	can	can	AUX
easat-4112	67	73	be	be	AUX
easat-4112	67	74	misled	mislead	VERB
easat-4112	67	75	.	.	PUNCT
easat-4112	68	1	this	this	DET
easat-4112	68	2	process	process	NOUN
easat-4112	68	3	ensures	ensure	VERB
easat-4112	68	4	that	that	SCONJ
easat-4112	68	5	all	all	DET
easat-4112	68	6	variables	variable	NOUN
easat-4112	68	7	contribute	contribute	VERB
easat-4112	68	8	equitably	equitably	ADV
easat-4112	68	9	to	to	ADP
easat-4112	68	10	the	the	DET
easat-4112	68	11	model	model	NOUN
easat-4112	68	12	's	's	PART
easat-4112	68	13	training	training	NOUN
easat-4112	68	14	using	use	VERB
easat-4112	68	15	the	the	DET
easat-4112	68	16	following	follow	VERB
easat-4112	68	17	normalization	normalization	NOUN
easat-4112	68	18	equation	equation	NOUN
easat-4112	68	19	[	[	X
easat-4112	68	20	22	22	NUM
easat-4112	68	21	]	]	X
easat-4112	68	22	:	:	PUNCT
easat-4112	68	23	𝐼	𝐼	PROPN
easat-4112	68	24	𝑛𝑜𝑟=	𝑛𝑜𝑟=	PROPN
easat-4112	68	25	𝐼𝑛𝑜𝑛−𝑛𝑜𝑟𝑚−	𝐼𝑛𝑜𝑛−𝑛𝑜𝑟𝑚−	NUM
easat-4112	68	26	𝐼𝑚𝑖𝑛	𝐼𝑚𝑖𝑛	PROPN
easat-4112	68	27	𝐼𝑚𝑎𝑥−	𝐼𝑚𝑎𝑥−	ADP
easat-4112	68	28	𝐼𝑚𝑖𝑛	𝐼𝑚𝑖𝑛	PROPN
easat-4112	68	29	(	(	PUNCT
easat-4112	68	30	1	1	NUM
easat-4112	68	31	)	)	PUNCT
easat-4112	68	32	table	table	NOUN
easat-4112	68	33	1	1	NUM
easat-4112	68	34	.	.	PUNCT
easat-4112	68	35	key	key	ADJ
easat-4112	68	36	features	feature	NOUN
easat-4112	68	37	and	and	CCONJ
easat-4112	68	38	training	training	NOUN
easat-4112	68	39	specifications	specification	NOUN
easat-4112	68	40	of	of	ADP
easat-4112	68	41	the	the	DET
easat-4112	68	42	eemd	eemd	PROPN
easat-4112	68	43	-	-	PROPN
easat-4112	68	44	ga	ga	NOUN
easat-4112	68	45	-	-	PUNCT
easat-4112	68	46	lstm	lstm	PROPN
easat-4112	68	47	model	model	NOUN
easat-4112	68	48	.	.	PUNCT
easat-4112	69	1	category	category	NOUN
easat-4112	69	2	details	detail	NOUN
easat-4112	69	3	input	input	PROPN
easat-4112	69	4	data	datum	NOUN
easat-4112	69	5	daily	daily	PROPN
easat-4112	69	6	solar	solar	ADJ
easat-4112	69	7	radiation	radiation	NOUN
easat-4112	69	8	data	datum	NOUN
easat-4112	69	9	(	(	PUNCT
easat-4112	69	10	biskra	biskra	NOUN
easat-4112	69	11	,	,	PUNCT
easat-4112	69	12	tamanrasset	tamanrasset	NOUN
easat-4112	69	13	,	,	PUNCT
easat-4112	69	14	adrar	adrar	NOUN
easat-4112	69	15	,	,	PUNCT
easat-4112	69	16	tindouf	tindouf	NOUN
easat-4112	69	17	)	)	PUNCT
easat-4112	69	18	.	.	PUNCT
easat-4112	70	1	preprocessing	preprocesse	VERB
easat-4112	70	2	eemd	eemd	PROPN
easat-4112	70	3	to	to	PART
easat-4112	70	4	decompose	decompose	VERB
easat-4112	70	5	data	datum	NOUN
easat-4112	70	6	into	into	ADP
easat-4112	70	7	imfs	imfs	PROPN
easat-4112	70	8	.	.	PUNCT
easat-4112	71	1	optimization	optimization	NOUN
easat-4112	71	2	genetic	genetic	ADJ
easat-4112	71	3	algorithm	algorithm	NOUN
easat-4112	71	4	(	(	PUNCT
easat-4112	71	5	ga	ga	NOUN
easat-4112	71	6	)	)	PUNCT
easat-4112	71	7	for	for	ADP
easat-4112	71	8	hyperparameter	hyperparameter	NOUN
easat-4112	71	9	tuning	tuning	NOUN
easat-4112	71	10	.	.	PUNCT
easat-4112	72	1	model	model	PROPN
easat-4112	72	2	lstm	lstm	PROPN
easat-4112	72	3	with	with	ADP
easat-4112	72	4	optimized	optimize	VERB
easat-4112	72	5	architecture	architecture	NOUN
easat-4112	72	6	(	(	PUNCT
easat-4112	72	7	layers	layer	NOUN
easat-4112	72	8	,	,	PUNCT
easat-4112	72	9	neurons	neuron	NOUN
easat-4112	72	10	)	)	PUNCT
easat-4112	72	11	.	.	PUNCT
easat-4112	73	1	metrics	metric	NOUN
easat-4112	73	2	r2	r2	NOUN
easat-4112	73	3	,	,	PUNCT
easat-4112	73	4	rmse	rmse	NOUN
easat-4112	73	5	and	and	CCONJ
easat-4112	73	6	mae	mae	PROPN
easat-4112	73	7	hyperparameters	hyperparameter	NOUN
easat-4112	73	8	tuned	tune	VERB
easat-4112	73	9	via	via	ADP
easat-4112	73	10	ga	ga	PROPN
easat-4112	73	11	:	:	PUNCT
easat-4112	73	12	layers	layer	NOUN
easat-4112	73	13	,	,	PUNCT
easat-4112	73	14	neurons	neuron	NOUN
easat-4112	73	15	,	,	PUNCT
easat-4112	73	16	learning	learning	NOUN
easat-4112	73	17	rate	rate	NOUN
easat-4112	73	18	,	,	PUNCT
easat-4112	73	19	batch	batch	NOUN
easat-4112	73	20	size	size	NOUN
easat-4112	73	21	.	.	PUNCT
easat-4112	74	1	training	train	VERB
easat-4112	74	2	80	80	NUM
easat-4112	74	3	%	%	NOUN
easat-4112	74	4	training	training	NOUN
easat-4112	74	5	,	,	PUNCT
easat-4112	74	6	20	20	NUM
easat-4112	74	7	%	%	NOUN
easat-4112	74	8	testing	testing	NOUN
easat-4112	74	9	;	;	PUNCT
easat-4112	74	10	100–200	100–200	NUM
easat-4112	74	11	epochs	epoch	NOUN
easat-4112	74	12	with	with	ADP
easat-4112	74	13	early	early	ADJ
easat-4112	74	14	stopping	stopping	NOUN
easat-4112	74	15	.	.	PUNCT
easat-4112	75	1	3	3	X
easat-4112	75	2	.	.	NOUN
easat-4112	75	3	predictive	predictive	ADJ
easat-4112	75	4	performance	performance	NOUN
easat-4112	75	5	indicators	indicator	NOUN
easat-4112	75	6	evaluation	evaluation	NOUN
easat-4112	75	7	metrics	metric	NOUN
easat-4112	75	8	widely	widely	ADV
easat-4112	75	9	used	use	VERB
easat-4112	75	10	in	in	ADP
easat-4112	75	11	the	the	DET
easat-4112	75	12	literature	literature	NOUN
easat-4112	75	13	were	be	AUX
easat-4112	75	14	applied	apply	VERB
easat-4112	75	15	to	to	PART
easat-4112	75	16	determine	determine	VERB
easat-4112	75	17	the	the	DET
easat-4112	75	18	performance	performance	NOUN
easat-4112	75	19	of	of	ADP
easat-4112	75	20	the	the	DET
easat-4112	75	21	methods	method	NOUN
easat-4112	75	22	under	under	ADP
easat-4112	75	23	assessment	assessment	NOUN
easat-4112	75	24	[	[	X
easat-4112	75	25	23	23	NUM
easat-4112	75	26	]	]	PUNCT
easat-4112	75	27	.	.	PUNCT
easat-4112	76	1	the	the	DET
easat-4112	76	2	indices	index	NOUN
easat-4112	76	3	include	include	VERB
easat-4112	76	4	the	the	DET
easat-4112	76	5	mean	mean	ADJ
easat-4112	76	6	absolute	absolute	ADJ
easat-4112	76	7	error	error	NOUN
easat-4112	76	8	(	(	PUNCT
easat-4112	76	9	mae	mae	PROPN
easat-4112	76	10	)	)	PUNCT
easat-4112	76	11	,	,	PUNCT
easat-4112	76	12	root	root	NOUN
easat-4112	76	13	mean	mean	VERB
easat-4112	76	14	square	square	ADJ
easat-4112	76	15	error	error	NOUN
easat-4112	76	16	(	(	PUNCT
easat-4112	76	17	rmse	rmse	NOUN
easat-4112	76	18	)	)	PUNCT
easat-4112	76	19	,	,	PUNCT
easat-4112	76	20	and	and	CCONJ
easat-4112	76	21	the	the	DET
easat-4112	76	22	coefficient	coefficient	NOUN
easat-4112	76	23	of	of	ADP
easat-4112	76	24	determination	determination	NOUN
easat-4112	76	25	(	(	PUNCT
easat-4112	76	26	r²	r²	PROPN
easat-4112	76	27	)	)	PUNCT
easat-4112	76	28	,	,	PUNCT
easat-4112	76	29	which	which	PRON
easat-4112	76	30	are	be	AUX
easat-4112	76	31	defined	define	VERB
easat-4112	76	32	below	below	ADP
easat-4112	76	33	:	:	PUNCT
easat-4112	76	34	3.1	3.1	NUM
easat-4112	76	35	.	.	PUNCT
easat-4112	77	1	mean	mean	VERB
easat-4112	77	2	absolute	absolute	ADJ
easat-4112	77	3	error	error	NOUN
easat-4112	77	4	(	(	PUNCT
easat-4112	77	5	mae	mae	PROPN
easat-4112	77	6	)	)	PUNCT
easat-4112	78	1	[	[	X
easat-4112	78	2	24	24	NUM
easat-4112	78	3	]	]	X
easat-4112	78	4	:	:	PUNCT
easat-4112	78	5	𝑀𝐴𝐸	𝑀𝐴𝐸	PROPN
easat-4112	78	6	=	=	SYM
easat-4112	78	7	1	1	NUM
easat-4112	78	8	𝑛	𝑛	PRON
easat-4112	78	9	∑|𝑦𝑖	∑|𝑦𝑖	PROPN
easat-4112	78	10	𝑛	𝑛	PRON
easat-4112	78	11	𝑖=1	𝑖=1	PROPN
easat-4112	78	12	−	−	PROPN
easat-4112	78	13	𝑦	𝑦	SYM
easat-4112	78	14	�	�	NOUN
easat-4112	78	15	̂	̂	SYM
easat-4112	78	16	�	�	NOUN
easat-4112	78	17	|	|	NOUN
easat-4112	78	18	(	(	PUNCT
easat-4112	78	19	2	2	NUM
easat-4112	78	20	)	)	PUNCT
easat-4112	78	21	where	where	SCONJ
easat-4112	78	22	𝑦𝑖	𝑦𝑖	PROPN
easat-4112	78	23	represents	represent	VERB
easat-4112	78	24	the	the	DET
easat-4112	78	25	experimental	experimental	ADJ
easat-4112	78	26	values	value	NOUN
easat-4112	78	27	𝑦	𝑦	NOUN
easat-4112	78	28	�	�	PROPN
easat-4112	78	29	̂	̂	SYM
easat-4112	78	30	�	�	NOUN
easat-4112	78	31	the	the	DET
easat-4112	78	32	predicted	predict	VERB
easat-4112	78	33	values	value	NOUN
easat-4112	78	34	,	,	PUNCT
easat-4112	78	35	and	and	CCONJ
easat-4112	78	36	𝑛	𝑛	ADP
easat-4112	78	37	the	the	DET
easat-4112	78	38	total	total	ADJ
easat-4112	78	39	number	number	NOUN
easat-4112	78	40	of	of	ADP
easat-4112	78	41	observations	observation	NOUN
easat-4112	78	42	.	.	PUNCT
easat-4112	79	1	mae	mae	PROPN
easat-4112	79	2	quantifies	quantifie	NOUN
easat-4112	79	3	the	the	DET
easat-4112	79	4	average	average	ADJ
easat-4112	79	5	magnitude	magnitude	NOUN
easat-4112	79	6	of	of	ADP
easat-4112	79	7	errors	error	NOUN
easat-4112	79	8	in	in	ADP
easat-4112	79	9	a	a	DET
easat-4112	79	10	set	set	NOUN
easat-4112	79	11	of	of	ADP
easat-4112	79	12	predictions	prediction	NOUN
easat-4112	79	13	.	.	PUNCT
easat-4112	80	1	3.2	3.2	NUM
easat-4112	80	2	.	.	PUNCT
easat-4112	81	1	root	root	NOUN
easat-4112	81	2	mean	mean	VERB
easat-4112	81	3	square	square	ADJ
easat-4112	81	4	error	error	NOUN
easat-4112	81	5	(	(	PUNCT
easat-4112	81	6	rmse	rmse	NOUN
easat-4112	81	7	)	)	PUNCT
easat-4112	82	1	[	[	X
easat-4112	82	2	25	25	NUM
easat-4112	82	3	]	]	NOUN
easat-4112	82	4	:	:	PUNCT
easat-4112	82	5	𝑅𝑀𝑆𝐸	𝑅𝑀𝑆𝐸	PROPN
easat-4112	82	6	=	=	SYM
easat-4112	82	7	√	√	ADP
easat-4112	82	8	1	1	NUM
easat-4112	82	9	𝑛	𝑛	PRON
easat-4112	82	10	∑(𝑦𝑖	∑(𝑦𝑖	PROPN
easat-4112	82	11	−	−	PROPN
easat-4112	82	12	𝑦	𝑦	SYM
easat-4112	82	13	�	�	PROPN
easat-4112	82	14	̂	̂	SYM
easat-4112	82	15	�	�	NOUN
easat-4112	82	16	)	)	PUNCT
easat-4112	82	17	2	2	NUM
easat-4112	82	18	𝑛	𝑛	DET
easat-4112	82	19	𝑖=1	𝑖=1	PROPN
easat-4112	82	20	(	(	PUNCT
easat-4112	82	21	3	3	X
easat-4112	82	22	)	)	PUNCT
easat-4112	82	23	rmse	rmse	NOUN
easat-4112	82	24	measures	measure	NOUN
easat-4112	82	25	the	the	DET
easat-4112	82	26	square	square	ADJ
easat-4112	82	27	root	root	NOUN
easat-4112	82	28	of	of	ADP
easat-4112	82	29	the	the	DET
easat-4112	82	30	average	average	ADJ
easat-4112	82	31	squared	square	VERB
easat-4112	82	32	differences	difference	NOUN
easat-4112	82	33	between	between	ADP
easat-4112	82	34	predicted	predict	VERB
easat-4112	82	35	and	and	CCONJ
easat-4112	82	36	observed	observed	ADJ
easat-4112	82	37	values	value	NOUN
easat-4112	82	38	,	,	PUNCT
easat-4112	82	39	emphasizing	emphasize	VERB
easat-4112	82	40	larger	large	ADJ
easat-4112	82	41	errors	error	NOUN
easat-4112	82	42	.	.	PUNCT
easat-4112	83	1	282	282	NUM
easat-4112	83	2	edelweiss	edelweiss	PROPN
easat-4112	83	3	applied	apply	VERB
easat-4112	83	4	science	science	NOUN
easat-4112	83	5	and	and	CCONJ
easat-4112	83	6	technology	technology	NOUN
easat-4112	83	7	issn	issn	PROPN
easat-4112	83	8	:	:	PUNCT
easat-4112	83	9	2576	2576	NUM
easat-4112	83	10	-	-	SYM
easat-4112	83	11	8484	8484	NUM
easat-4112	83	12	vol	vol	NOUN
easat-4112	83	13	.	.	PROPN
easat-4112	84	1	9	9	NUM
easat-4112	84	2	,	,	PUNCT
easat-4112	84	3	no	no	INTJ
easat-4112	84	4	.	.	NOUN
easat-4112	84	5	1	1	NUM
easat-4112	84	6	:	:	PUNCT
easat-4112	84	7	278	278	NUM
easat-4112	84	8	-	-	SYM
easat-4112	84	9	291	291	NUM
easat-4112	84	10	,	,	PUNCT
easat-4112	84	11	2025	2025	NUM
easat-4112	84	12	doi	doi	NOUN
easat-4112	84	13	:	:	PUNCT
easat-4112	84	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	84	15	©	©	PROPN
easat-4112	84	16	2025	2025	NUM
easat-4112	84	17	by	by	ADP
easat-4112	84	18	the	the	DET
easat-4112	84	19	authors	author	NOUN
easat-4112	84	20	;	;	PUNCT
easat-4112	84	21	licensee	licensee	PROPN
easat-4112	84	22	learning	learning	NOUN
easat-4112	84	23	gate	gate	VERB
easat-4112	84	24	3.3	3.3	NUM
easat-4112	84	25	.	.	PUNCT
easat-4112	85	1	coefficient	coefficient	NOUN
easat-4112	85	2	of	of	ADP
easat-4112	85	3	determination	determination	NOUN
easat-4112	85	4	(	(	PUNCT
easat-4112	85	5	r²	r²	NOUN
easat-4112	85	6	)	)	PUNCT
easat-4112	86	1	[	[	X
easat-4112	86	2	26	26	NUM
easat-4112	86	3	]	]	X
easat-4112	86	4	:	:	PUNCT
easat-4112	86	5	𝑅2	𝑅2	ADP
easat-4112	86	6	=	=	SYM
easat-4112	86	7	1	1	NUM
easat-4112	86	8	−	−	NOUN
easat-4112	86	9	∑	∑	PUNCT
easat-4112	86	10	(	(	PUNCT
easat-4112	86	11	𝑦𝑖	𝑦𝑖	PROPN
easat-4112	86	12	−	−	PROPN
easat-4112	86	13	𝑦	𝑦	SYM
easat-4112	86	14	�	�	PROPN
easat-4112	86	15	̂	̂	SYM
easat-4112	86	16	�	�	NOUN
easat-4112	86	17	)	)	PUNCT
easat-4112	86	18	2𝑛	2𝑛	PROPN
easat-4112	87	1	𝑖=1	𝑖=1	PUNCT
easat-4112	88	1	∑	∑	PROPN
easat-4112	88	2	(	(	PUNCT
easat-4112	88	3	𝑦𝑖	𝑦𝑖	PROPN
easat-4112	88	4	−	−	PROPN
easat-4112	88	5	𝑦	𝑦	SYM
easat-4112	88	6	�	�	NOUN
easat-4112	88	7	̅	̅	NOUN
easat-4112	88	8	�	�	NOUN
easat-4112	88	9	)	)	PUNCT
easat-4112	88	10	2𝑛	2𝑛	PROPN
easat-4112	88	11	𝑖=1	𝑖=1	PUNCT
easat-4112	88	12	(	(	PUNCT
easat-4112	88	13	4	4	X
easat-4112	88	14	)	)	PUNCT
easat-4112	88	15	where	where	SCONJ
easat-4112	88	16	𝑦	𝑦	NOUN
easat-4112	88	17	�	�	NOUN
easat-4112	88	18	̅	̅	NOUN
easat-4112	88	19	�	�	NOUN
easat-4112	88	20	is	be	AUX
easat-4112	88	21	the	the	DET
easat-4112	88	22	mean	mean	NOUN
easat-4112	88	23	of	of	ADP
easat-4112	88	24	observed	observed	ADJ
easat-4112	88	25	values	value	NOUN
easat-4112	88	26	.	.	PUNCT
easat-4112	89	1	r²	r²	NOUN
easat-4112	89	2	represents	represent	VERB
easat-4112	89	3	the	the	DET
easat-4112	89	4	proportion	proportion	NOUN
easat-4112	89	5	of	of	ADP
easat-4112	89	6	variance	variance	NOUN
easat-4112	89	7	in	in	ADP
easat-4112	89	8	the	the	DET
easat-4112	89	9	observed	observed	ADJ
easat-4112	89	10	data	datum	NOUN
easat-4112	89	11	explained	explain	VERB
easat-4112	89	12	by	by	ADP
easat-4112	89	13	the	the	DET
easat-4112	89	14	model	model	NOUN
easat-4112	89	15	;	;	PUNCT
easat-4112	89	16	the	the	PRON
easat-4112	89	17	closer	close	ADJ
easat-4112	89	18	it	it	PRON
easat-4112	89	19	is	be	AUX
easat-4112	89	20	to	to	ADP
easat-4112	89	21	1	1	NUM
easat-4112	89	22	,	,	PUNCT
easat-4112	89	23	the	the	PRON
easat-4112	89	24	better	well	ADJ
easat-4112	89	25	the	the	DET
easat-4112	89	26	predictive	predictive	ADJ
easat-4112	89	27	performance	performance	NOUN
easat-4112	89	28	of	of	ADP
easat-4112	89	29	the	the	DET
easat-4112	89	30	model	model	NOUN
easat-4112	89	31	is	be	AUX
easat-4112	89	32	.	.	PUNCT
easat-4112	90	1	4	4	X
easat-4112	90	2	.	.	NUM
easat-4112	90	3	results	result	NOUN
easat-4112	90	4	and	and	CCONJ
easat-4112	90	5	discussion	discussion	NOUN
easat-4112	90	6	(	(	PUNCT
easat-4112	90	7	a	a	NOUN
easat-4112	90	8	)	)	PUNCT
easat-4112	90	9	(	(	PUNCT
easat-4112	90	10	b	b	X
easat-4112	90	11	)	)	PUNCT
easat-4112	90	12	(	(	PUNCT
easat-4112	90	13	c	c	X
easat-4112	90	14	)	)	PUNCT
easat-4112	90	15	(	(	PUNCT
easat-4112	90	16	d	d	X
easat-4112	90	17	)	)	PUNCT
easat-4112	90	18	figure	figure	NOUN
easat-4112	90	19	2	2	NUM
easat-4112	90	20	.	.	PUNCT
easat-4112	90	21	normalized	normalize	VERB
easat-4112	90	22	solar	solar	ADJ
easat-4112	90	23	radiation	radiation	NOUN
easat-4112	90	24	signal	signal	NOUN
easat-4112	90	25	in	in	ADP
easat-4112	90	26	the	the	DET
easat-4112	90	27	regions	region	NOUN
easat-4112	90	28	(	(	PUNCT
easat-4112	90	29	a	a	PRON
easat-4112	90	30	)	)	PUNCT
easat-4112	90	31	biskra	biskra	NOUN
easat-4112	90	32	,	,	PUNCT
easat-4112	90	33	(	(	PUNCT
easat-4112	90	34	b	b	NOUN
easat-4112	90	35	)	)	PUNCT
easat-4112	90	36	adrar	adrar	NOUN
easat-4112	90	37	,	,	PUNCT
easat-4112	90	38	(	(	PUNCT
easat-4112	90	39	c	c	NOUN
easat-4112	90	40	)	)	PUNCT
easat-4112	90	41	tamanrasset	tamanrasset	NOUN
easat-4112	90	42	,	,	PUNCT
easat-4112	90	43	and	and	CCONJ
easat-4112	90	44	(	(	PUNCT
easat-4112	90	45	d	d	X
easat-4112	90	46	)	)	PUNCT
easat-4112	90	47	tindouf	tindouf	NOUN
easat-4112	90	48	.	.	PUNCT
easat-4112	91	1	283	283	NUM
easat-4112	91	2	edelweiss	edelweiss	PROPN
easat-4112	91	3	applied	apply	VERB
easat-4112	91	4	science	science	NOUN
easat-4112	91	5	and	and	CCONJ
easat-4112	91	6	technology	technology	NOUN
easat-4112	91	7	issn	issn	PROPN
easat-4112	91	8	:	:	PUNCT
easat-4112	91	9	2576	2576	NUM
easat-4112	91	10	-	-	SYM
easat-4112	91	11	8484	8484	NUM
easat-4112	91	12	vol	vol	NOUN
easat-4112	91	13	.	.	PROPN
easat-4112	92	1	9	9	NUM
easat-4112	92	2	,	,	PUNCT
easat-4112	92	3	no	no	INTJ
easat-4112	92	4	.	.	NOUN
easat-4112	92	5	1	1	NUM
easat-4112	92	6	:	:	PUNCT
easat-4112	92	7	278	278	NUM
easat-4112	92	8	-	-	SYM
easat-4112	92	9	291	291	NUM
easat-4112	92	10	,	,	PUNCT
easat-4112	92	11	2025	2025	NUM
easat-4112	92	12	doi	doi	NOUN
easat-4112	92	13	:	:	PUNCT
easat-4112	92	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	92	15	©	©	PROPN
easat-4112	92	16	2025	2025	NUM
easat-4112	92	17	by	by	ADP
easat-4112	92	18	the	the	DET
easat-4112	92	19	authors	author	NOUN
easat-4112	92	20	;	;	PUNCT
easat-4112	92	21	licensee	licensee	PROPN
easat-4112	92	22	learning	learning	NOUN
easat-4112	92	23	gate	gate	PROPN
easat-4112	92	24	284	284	NUM
easat-4112	92	25	edelweiss	edelweiss	PROPN
easat-4112	92	26	applied	apply	VERB
easat-4112	92	27	science	science	NOUN
easat-4112	92	28	and	and	CCONJ
easat-4112	92	29	technology	technology	NOUN
easat-4112	92	30	issn	issn	PROPN
easat-4112	92	31	:	:	PUNCT
easat-4112	92	32	2576	2576	NUM
easat-4112	92	33	-	-	SYM
easat-4112	92	34	8484	8484	NUM
easat-4112	92	35	vol	vol	NOUN
easat-4112	92	36	.	.	PROPN
easat-4112	93	1	9	9	NUM
easat-4112	93	2	,	,	PUNCT
easat-4112	93	3	no	no	INTJ
easat-4112	93	4	.	.	NOUN
easat-4112	93	5	1	1	NUM
easat-4112	93	6	:	:	PUNCT
easat-4112	93	7	278	278	NUM
easat-4112	93	8	-	-	SYM
easat-4112	93	9	291	291	NUM
easat-4112	93	10	,	,	PUNCT
easat-4112	93	11	2025	2025	NUM
easat-4112	93	12	doi	doi	NOUN
easat-4112	93	13	:	:	PUNCT
easat-4112	93	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	93	15	©	©	PROPN
easat-4112	93	16	2025	2025	NUM
easat-4112	93	17	by	by	ADP
easat-4112	93	18	the	the	DET
easat-4112	93	19	authors	author	NOUN
easat-4112	93	20	;	;	PUNCT
easat-4112	93	21	licensee	licensee	PROPN
easat-4112	93	22	learning	learn	VERB
easat-4112	93	23	gate	gate	PROPN
easat-4112	93	24	figure	figure	NOUN
easat-4112	93	25	3	3	NUM
easat-4112	93	26	.	.	PUNCT
easat-4112	93	27	eemd	eemd	PROPN
easat-4112	93	28	decomposition	decomposition	NOUN
easat-4112	93	29	results	result	NOUN
easat-4112	93	30	in	in	ADP
easat-4112	93	31	the	the	DET
easat-4112	93	32	biskra	biskra	NOUN
easat-4112	93	33	region	region	NOUN
easat-4112	93	34	.	.	PUNCT
easat-4112	94	1	285	285	NUM
easat-4112	94	2	edelweiss	edelweiss	PROPN
easat-4112	94	3	applied	apply	VERB
easat-4112	94	4	science	science	NOUN
easat-4112	94	5	and	and	CCONJ
easat-4112	94	6	technology	technology	NOUN
easat-4112	94	7	issn	issn	PROPN
easat-4112	94	8	:	:	PUNCT
easat-4112	94	9	2576	2576	NUM
easat-4112	94	10	-	-	SYM
easat-4112	94	11	8484	8484	NUM
easat-4112	94	12	vol	vol	NOUN
easat-4112	94	13	.	.	PROPN
easat-4112	95	1	9	9	NUM
easat-4112	95	2	,	,	PUNCT
easat-4112	95	3	no	no	INTJ
easat-4112	95	4	.	.	NOUN
easat-4112	95	5	1	1	NUM
easat-4112	95	6	:	:	PUNCT
easat-4112	95	7	278	278	NUM
easat-4112	95	8	-	-	SYM
easat-4112	95	9	291	291	NUM
easat-4112	95	10	,	,	PUNCT
easat-4112	95	11	2025	2025	NUM
easat-4112	95	12	doi	doi	NOUN
easat-4112	95	13	:	:	PUNCT
easat-4112	95	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	95	15	©	©	PROPN
easat-4112	95	16	2025	2025	NUM
easat-4112	95	17	by	by	ADP
easat-4112	95	18	the	the	DET
easat-4112	95	19	authors	author	NOUN
easat-4112	95	20	;	;	PUNCT
easat-4112	95	21	licensee	licensee	PROPN
easat-4112	95	22	learning	learn	VERB
easat-4112	95	23	gate	gate	NOUN
easat-4112	95	24	figure	figure	NOUN
easat-4112	95	25	4	4	NUM
easat-4112	95	26	.	.	PUNCT
easat-4112	95	27	eemd	eemd	PROPN
easat-4112	95	28	decomposition	decomposition	NOUN
easat-4112	95	29	results	result	NOUN
easat-4112	95	30	in	in	ADP
easat-4112	95	31	adrar	adrar	NOUN
easat-4112	95	32	region	region	NOUN
easat-4112	95	33	.	.	PUNCT
easat-4112	96	1	286	286	NUM
easat-4112	96	2	edelweiss	edelweiss	PROPN
easat-4112	96	3	applied	apply	VERB
easat-4112	96	4	science	science	NOUN
easat-4112	96	5	and	and	CCONJ
easat-4112	96	6	technology	technology	NOUN
easat-4112	96	7	issn	issn	PROPN
easat-4112	96	8	:	:	PUNCT
easat-4112	96	9	2576	2576	NUM
easat-4112	96	10	-	-	SYM
easat-4112	96	11	8484	8484	NUM
easat-4112	96	12	vol	vol	NOUN
easat-4112	96	13	.	.	PROPN
easat-4112	97	1	9	9	NUM
easat-4112	97	2	,	,	PUNCT
easat-4112	97	3	no	no	INTJ
easat-4112	97	4	.	.	NOUN
easat-4112	97	5	1	1	NUM
easat-4112	97	6	:	:	PUNCT
easat-4112	97	7	278	278	NUM
easat-4112	97	8	-	-	SYM
easat-4112	97	9	291	291	NUM
easat-4112	97	10	,	,	PUNCT
easat-4112	97	11	2025	2025	NUM
easat-4112	97	12	doi	doi	NOUN
easat-4112	97	13	:	:	PUNCT
easat-4112	97	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	97	15	©	©	PROPN
easat-4112	97	16	2025	2025	NUM
easat-4112	97	17	by	by	ADP
easat-4112	97	18	the	the	DET
easat-4112	97	19	authors	author	NOUN
easat-4112	97	20	;	;	PUNCT
easat-4112	97	21	licensee	licensee	PROPN
easat-4112	97	22	learning	learn	VERB
easat-4112	97	23	gate	gate	PROPN
easat-4112	97	24	figure	figure	NOUN
easat-4112	97	25	5	5	NUM
easat-4112	97	26	.	.	PUNCT
easat-4112	97	27	eemd	eemd	PROPN
easat-4112	97	28	decomposition	decomposition	NOUN
easat-4112	97	29	results	result	NOUN
easat-4112	97	30	in	in	ADP
easat-4112	97	31	tamanrasset	tamanrasset	NOUN
easat-4112	97	32	region	region	NOUN
easat-4112	97	33	.	.	PUNCT
easat-4112	98	1	figure	figure	VERB
easat-4112	98	2	6	6	NUM
easat-4112	98	3	.	.	PUNCT
easat-4112	98	4	eemd	eemd	PROPN
easat-4112	98	5	decomposition	decomposition	NOUN
easat-4112	98	6	results	result	NOUN
easat-4112	98	7	in	in	ADP
easat-4112	98	8	tindouf	tindouf	PROPN
easat-4112	98	9	region	region	NOUN
easat-4112	98	10	.	.	PUNCT
easat-4112	99	1	287	287	NUM
easat-4112	99	2	edelweiss	edelweiss	PROPN
easat-4112	99	3	applied	apply	VERB
easat-4112	99	4	science	science	NOUN
easat-4112	99	5	and	and	CCONJ
easat-4112	99	6	technology	technology	NOUN
easat-4112	99	7	issn	issn	PROPN
easat-4112	99	8	:	:	PUNCT
easat-4112	99	9	2576	2576	NUM
easat-4112	99	10	-	-	SYM
easat-4112	99	11	8484	8484	NUM
easat-4112	99	12	vol	vol	NOUN
easat-4112	99	13	.	.	PROPN
easat-4112	100	1	9	9	NUM
easat-4112	100	2	,	,	PUNCT
easat-4112	100	3	no	no	INTJ
easat-4112	100	4	.	.	NOUN
easat-4112	100	5	1	1	NUM
easat-4112	100	6	:	:	PUNCT
easat-4112	100	7	278	278	NUM
easat-4112	100	8	-	-	SYM
easat-4112	100	9	291	291	NUM
easat-4112	100	10	,	,	PUNCT
easat-4112	100	11	2025	2025	NUM
easat-4112	100	12	doi	doi	NOUN
easat-4112	100	13	:	:	PUNCT
easat-4112	100	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	100	15	©	©	PROPN
easat-4112	100	16	2025	2025	NUM
easat-4112	100	17	by	by	ADP
easat-4112	100	18	the	the	DET
easat-4112	100	19	authors	author	NOUN
easat-4112	100	20	;	;	PUNCT
easat-4112	100	21	licensee	licensee	PROPN
easat-4112	100	22	learning	learning	NOUN
easat-4112	100	23	gate	gate	VERB
easat-4112	100	24	these	these	DET
easat-4112	100	25	results	result	NOUN
easat-4112	100	26	of	of	ADP
easat-4112	100	27	eemd	eemd	NOUN
easat-4112	100	28	decomposition	decomposition	NOUN
easat-4112	100	29	give	give	VERB
easat-4112	100	30	a	a	DET
easat-4112	100	31	deep	deep	ADJ
easat-4112	100	32	insight	insight	NOUN
easat-4112	100	33	into	into	ADP
easat-4112	100	34	the	the	DET
easat-4112	100	35	dynamics	dynamic	NOUN
easat-4112	100	36	of	of	ADP
easat-4112	100	37	solar	solar	ADJ
easat-4112	100	38	radiation	radiation	NOUN
easat-4112	100	39	in	in	ADP
easat-4112	100	40	the	the	DET
easat-4112	100	41	studied	study	VERB
easat-4112	100	42	regions	region	NOUN
easat-4112	100	43	.	.	PUNCT
easat-4112	101	1	this	this	PRON
easat-4112	101	2	would	would	AUX
easat-4112	101	3	not	not	PART
easat-4112	101	4	only	only	ADV
easat-4112	101	5	enhance	enhance	VERB
easat-4112	101	6	the	the	DET
easat-4112	101	7	accuracy	accuracy	NOUN
easat-4112	101	8	of	of	ADP
easat-4112	101	9	the	the	DET
easat-4112	101	10	future	future	ADJ
easat-4112	101	11	predictions	prediction	NOUN
easat-4112	101	12	but	but	CCONJ
easat-4112	101	13	also	also	ADV
easat-4112	101	14	be	be	AUX
easat-4112	101	15	very	very	ADV
easat-4112	101	16	important	important	ADJ
easat-4112	101	17	to	to	PART
easat-4112	101	18	get	get	VERB
easat-4112	101	19	valuable	valuable	ADJ
easat-4112	101	20	insights	insight	NOUN
easat-4112	101	21	into	into	ADP
easat-4112	101	22	the	the	DET
easat-4112	101	23	underlying	underlie	VERB
easat-4112	101	24	mechanisms	mechanism	NOUN
easat-4112	101	25	controlling	control	VERB
easat-4112	101	26	solar	solar	ADJ
easat-4112	101	27	radiation	radiation	NOUN
easat-4112	101	28	variations	variation	NOUN
easat-4112	101	29	,	,	PUNCT
easat-4112	101	30	including	include	VERB
easat-4112	101	31	the	the	DET
easat-4112	101	32	impacts	impact	NOUN
easat-4112	101	33	of	of	ADP
easat-4112	101	34	local	local	ADJ
easat-4112	101	35	climatic	climatic	ADJ
easat-4112	101	36	conditions	condition	NOUN
easat-4112	101	37	,	,	PUNCT
easat-4112	101	38	seasonal	seasonal	ADJ
easat-4112	101	39	cycles	cycle	NOUN
easat-4112	101	40	,	,	PUNCT
easat-4112	101	41	and	and	CCONJ
easat-4112	101	42	specific	specific	ADJ
easat-4112	101	43	geographical	geographical	ADJ
easat-4112	101	44	features	feature	NOUN
easat-4112	101	45	.	.	PUNCT
easat-4112	102	1	this	this	DET
easat-4112	102	2	approach	approach	NOUN
easat-4112	102	3	facilitates	facilitate	VERB
easat-4112	102	4	the	the	DET
easat-4112	102	5	development	development	NOUN
easat-4112	102	6	of	of	ADP
easat-4112	102	7	more	more	ADV
easat-4112	102	8	robust	robust	ADJ
easat-4112	102	9	models	model	NOUN
easat-4112	102	10	,	,	PUNCT
easat-4112	102	11	which	which	PRON
easat-4112	102	12	are	be	AUX
easat-4112	102	13	tailored	tailor	VERB
easat-4112	102	14	to	to	PART
easat-4112	102	15	include	include	VERB
easat-4112	102	16	the	the	DET
easat-4112	102	17	characteristics	characteristic	NOUN
easat-4112	102	18	of	of	ADP
easat-4112	102	19	each	each	DET
easat-4112	102	20	region	region	NOUN
easat-4112	102	21	and	and	CCONJ
easat-4112	102	22	thereby	thereby	ADV
easat-4112	102	23	increase	increase	VERB
easat-4112	102	24	their	their	PRON
easat-4112	102	25	applicability	applicability	NOUN
easat-4112	102	26	in	in	ADP
easat-4112	102	27	such	such	ADJ
easat-4112	102	28	fields	field	NOUN
easat-4112	102	29	as	as	ADP
easat-4112	102	30	solar	solar	ADJ
easat-4112	102	31	energy	energy	NOUN
easat-4112	102	32	and	and	CCONJ
easat-4112	102	33	environmental	environmental	ADJ
easat-4112	102	34	management	management	NOUN
easat-4112	102	35	.	.	PUNCT
easat-4112	103	1	biskra	biskra	PROPN
easat-4112	103	2	adrar	adrar	PROPN
easat-4112	103	3	tamanrasset	tamanrasset	VERB
easat-4112	103	4	tindouf	tindouf	PROPN
easat-4112	103	5	figure	figure	NOUN
easat-4112	103	6	7	7	NUM
easat-4112	103	7	.	.	PUNCT
easat-4112	104	1	observed	observe	VERB
easat-4112	104	2	vs.	vs.	CCONJ
easat-4112	104	3	predicted	predict	VERB
easat-4112	104	4	global	global	ADJ
easat-4112	104	5	irradiation	irradiation	NOUN
easat-4112	104	6	using	use	VERB
easat-4112	104	7	the	the	DET
easat-4112	104	8	eemd	eemd	PROPN
easat-4112	104	9	-	-	PROPN
easat-4112	104	10	ga	ga	NOUN
easat-4112	104	11	-	-	PUNCT
easat-4112	104	12	lstm	lstm	ADJ
easat-4112	104	13	approach	approach	NOUN
easat-4112	104	14	in	in	ADP
easat-4112	104	15	the	the	DET
easat-4112	104	16	regions	region	NOUN
easat-4112	104	17	of	of	ADP
easat-4112	104	18	biskra	biskra	NOUN
easat-4112	104	19	,	,	PUNCT
easat-4112	104	20	adrar	adrar	NOUN
easat-4112	104	21	,	,	PUNCT
easat-4112	104	22	tamanrasset	tamanrasset	NOUN
easat-4112	104	23	,	,	PUNCT
easat-4112	104	24	and	and	CCONJ
easat-4112	104	25	tindouf	tindouf	PROPN
easat-4112	104	26	.	.	PUNCT
easat-4112	105	1	figure	figure	VERB
easat-4112	105	2	7	7	NUM
easat-4112	105	3	presents	present	VERB
easat-4112	105	4	a	a	DET
easat-4112	105	5	comparison	comparison	NOUN
easat-4112	105	6	between	between	ADP
easat-4112	105	7	the	the	DET
easat-4112	105	8	observed	observe	VERB
easat-4112	105	9	and	and	CCONJ
easat-4112	105	10	predicted	predict	VERB
easat-4112	105	11	solar	solar	ADJ
easat-4112	105	12	radiation	radiation	NOUN
easat-4112	105	13	values	value	NOUN
easat-4112	105	14	obtained	obtain	VERB
easat-4112	105	15	using	use	VERB
easat-4112	105	16	the	the	DET
easat-4112	105	17	eemd	eemd	PROPN
easat-4112	105	18	-	-	PROPN
easat-4112	105	19	ga	ga	NOUN
easat-4112	105	20	-	-	PUNCT
easat-4112	105	21	lstm	lstm	ADJ
easat-4112	105	22	method	method	NOUN
easat-4112	105	23	in	in	ADP
easat-4112	105	24	the	the	DET
easat-4112	105	25	four	four	NUM
easat-4112	105	26	analyzed	analyze	VERB
easat-4112	105	27	regions	region	NOUN
easat-4112	105	28	:	:	PUNCT
easat-4112	105	29	biskra	biskra	NOUN
easat-4112	105	30	,	,	PUNCT
easat-4112	105	31	adrar	adrar	NOUN
easat-4112	105	32	,	,	PUNCT
easat-4112	105	33	tamanrasset	tamanrasset	NOUN
easat-4112	105	34	,	,	PUNCT
easat-4112	105	35	and	and	CCONJ
easat-4112	105	36	tindouf	tindouf	NOUN
easat-4112	105	37	.	.	PUNCT
easat-4112	106	1	this	this	DET
easat-4112	106	2	figure	figure	NOUN
easat-4112	106	3	provides	provide	VERB
easat-4112	106	4	a	a	DET
easat-4112	106	5	visual	visual	ADJ
easat-4112	106	6	assessment	assessment	NOUN
easat-4112	106	7	of	of	ADP
easat-4112	106	8	the	the	DET
easat-4112	106	9	model	model	NOUN
easat-4112	106	10	’s	’s	PART
easat-4112	106	11	prediction	prediction	NOUN
easat-4112	106	12	accuracy	accuracy	NOUN
easat-4112	106	13	by	by	ADP
easat-4112	106	14	contrasting	contrast	VERB
easat-4112	106	15	the	the	DET
easat-4112	106	16	predicted	predict	VERB
easat-4112	106	17	values	value	NOUN
easat-4112	106	18	with	with	ADP
easat-4112	106	19	the	the	DET
easat-4112	106	20	actual	actual	ADJ
easat-4112	106	21	data	datum	NOUN
easat-4112	106	22	.	.	PUNCT
easat-4112	107	1	biskra	biskra	PROPN
easat-4112	107	2	:	:	PUNCT
easat-4112	108	1	the	the	DET
easat-4112	108	2	predicted	predict	VERB
easat-4112	108	3	and	and	CCONJ
easat-4112	108	4	observed	observed	ADJ
easat-4112	108	5	values	value	NOUN
easat-4112	108	6	are	be	AUX
easat-4112	108	7	very	very	ADV
easat-4112	108	8	close	close	ADJ
easat-4112	108	9	to	to	ADP
easat-4112	108	10	each	each	DET
easat-4112	108	11	other	other	ADJ
easat-4112	108	12	,	,	PUNCT
easat-4112	108	13	indicating	indicate	VERB
easat-4112	108	14	high	high	ADJ
easat-4112	108	15	accuracy	accuracy	NOUN
easat-4112	108	16	of	of	ADP
easat-4112	108	17	the	the	DET
easat-4112	108	18	model	model	NOUN
easat-4112	108	19	in	in	ADP
easat-4112	108	20	this	this	DET
easat-4112	108	21	region	region	NOUN
easat-4112	108	22	.	.	PUNCT
easat-4112	109	1	the	the	DET
easat-4112	109	2	prediction	prediction	NOUN
easat-4112	109	3	graphs	graph	NOUN
easat-4112	109	4	and	and	CCONJ
easat-4112	109	5	actual	actual	ADJ
easat-4112	109	6	observations	observation	NOUN
easat-4112	109	7	almost	almost	ADV
easat-4112	109	8	coincide	coincide	VERB
easat-4112	109	9	with	with	ADP
easat-4112	109	10	each	each	DET
easat-4112	109	11	other	other	ADJ
easat-4112	109	12	;	;	PUNCT
easat-4112	109	13	therefore	therefore	ADV
easat-4112	109	14	,	,	PUNCT
easat-4112	109	15	the	the	DET
easat-4112	109	16	eemd	eemd	PROPN
easat-4112	109	17	-	-	PROPN
easat-4112	109	18	ga	ga	NOUN
easat-4112	109	19	-	-	PUNCT
easat-4112	109	20	lstm	lstm	ADJ
easat-4112	109	21	model	model	NOUN
easat-4112	109	22	is	be	AUX
easat-4112	109	23	capable	capable	ADJ
easat-4112	109	24	of	of	ADP
easat-4112	109	25	successful	successful	ADJ
easat-4112	109	26	solar	solar	ADJ
easat-4112	109	27	radiation	radiation	NOUN
easat-4112	109	28	fluctuation	fluctuation	NOUN
easat-4112	109	29	capture	capture	NOUN
easat-4112	109	30	.	.	PUNCT
easat-4112	110	1	these	these	DET
easat-4112	110	2	results	result	NOUN
easat-4112	110	3	confirm	confirm	VERB
easat-4112	110	4	the	the	DET
easat-4112	110	5	previously	previously	ADV
easat-4112	110	6	determined	determine	VERB
easat-4112	110	7	performance	performance	NOUN
easat-4112	110	8	indicators	indicator	NOUN
easat-4112	110	9	(	(	PUNCT
easat-4112	110	10	rmse	rmse	PROPN
easat-4112	110	11	,	,	PUNCT
easat-4112	110	12	mae	mae	PROPN
easat-4112	110	13	,	,	PUNCT
easat-4112	110	14	and	and	CCONJ
easat-4112	110	15	r²	r²	NOUN
easat-4112	110	16	)	)	PUNCT
easat-4112	110	17	,	,	PUNCT
easat-4112	110	18	which	which	PRON
easat-4112	110	19	highlighted	highlight	VERB
easat-4112	110	20	the	the	DET
easat-4112	110	21	model	model	NOUN
easat-4112	110	22	's	's	PART
easat-4112	110	23	robustness	robustness	NOUN
easat-4112	110	24	in	in	ADP
easat-4112	110	25	biskra	biskra	NOUN
easat-4112	110	26	.	.	PUNCT
easat-4112	111	1	in	in	ADP
easat-4112	111	2	the	the	DET
easat-4112	111	3	regions	region	NOUN
easat-4112	111	4	of	of	ADP
easat-4112	111	5	adrar	adrar	NOUN
easat-4112	111	6	,	,	PUNCT
easat-4112	111	7	tamanrasset	tamanrasset	NOUN
easat-4112	111	8	,	,	PUNCT
easat-4112	111	9	and	and	CCONJ
easat-4112	111	10	tindouf	tindouf	PROPN
easat-4112	111	11	,	,	PUNCT
easat-4112	111	12	observed	observed	ADJ
easat-4112	111	13	and	and	CCONJ
easat-4112	111	14	expected	expect	VERB
easat-4112	111	15	values	value	NOUN
easat-4112	111	16	are	be	AUX
easat-4112	111	17	in	in	ADP
easat-4112	111	18	good	good	ADJ
easat-4112	111	19	agreement	agreement	NOUN
easat-4112	111	20	.	.	PUNCT
easat-4112	112	1	slight	slight	ADJ
easat-4112	112	2	differences	difference	NOUN
easat-4112	112	3	appear	appear	VERB
easat-4112	112	4	,	,	PUNCT
easat-4112	112	5	however	however	ADV
easat-4112	112	6	,	,	PUNCT
easat-4112	112	7	at	at	ADP
easat-4112	112	8	places	place	NOUN
easat-4112	112	9	that	that	PRON
easat-4112	112	10	can	can	AUX
easat-4112	112	11	be	be	AUX
easat-4112	112	12	explained	explain	VERB
easat-4112	112	13	by	by	ADP
easat-4112	112	14	more	more	ADJ
easat-4112	112	15	variability	variability	NOUN
easat-4112	112	16	in	in	ADP
easat-4112	112	17	climatic	climatic	ADJ
easat-4112	112	18	conditions	condition	NOUN
easat-4112	112	19	;	;	PUNCT
easat-4112	112	20	even	even	ADV
easat-4112	112	21	so	so	ADV
easat-4112	112	22	,	,	PUNCT
easat-4112	112	23	the	the	DET
easat-4112	112	24	accuracy	accuracy	NOUN
easat-4112	112	25	of	of	ADP
easat-4112	112	26	predictions	prediction	NOUN
easat-4112	112	27	is	be	AUX
easat-4112	112	28	quite	quite	ADV
easat-4112	112	29	high	high	ADJ
easat-4112	112	30	,	,	PUNCT
easat-4112	112	31	and	and	CCONJ
easat-4112	112	32	the	the	DET
easat-4112	112	33	model	model	NOUN
easat-4112	112	34	keeps	keep	VERB
easat-4112	112	35	fitting	fit	VERB
easat-4112	112	36	well	well	ADV
easat-4112	112	37	to	to	ADP
easat-4112	112	38	data	datum	NOUN
easat-4112	112	39	coming	come	VERB
easat-4112	112	40	from	from	ADP
easat-4112	112	41	these	these	DET
easat-4112	112	42	regions	region	NOUN
easat-4112	112	43	.	.	PUNCT
easat-4112	113	1	288	288	NUM
easat-4112	113	2	edelweiss	edelweiss	PROPN
easat-4112	113	3	applied	apply	VERB
easat-4112	113	4	science	science	NOUN
easat-4112	113	5	and	and	CCONJ
easat-4112	113	6	technology	technology	NOUN
easat-4112	113	7	issn	issn	PROPN
easat-4112	113	8	:	:	PUNCT
easat-4112	113	9	2576	2576	NUM
easat-4112	113	10	-	-	SYM
easat-4112	113	11	8484	8484	NUM
easat-4112	113	12	vol	vol	NOUN
easat-4112	113	13	.	.	PROPN
easat-4112	114	1	9	9	NUM
easat-4112	114	2	,	,	PUNCT
easat-4112	114	3	no	no	INTJ
easat-4112	114	4	.	.	NOUN
easat-4112	114	5	1	1	NUM
easat-4112	114	6	:	:	PUNCT
easat-4112	114	7	278	278	NUM
easat-4112	114	8	-	-	SYM
easat-4112	114	9	291	291	NUM
easat-4112	114	10	,	,	PUNCT
easat-4112	114	11	2025	2025	NUM
easat-4112	114	12	doi	doi	NOUN
easat-4112	114	13	:	:	PUNCT
easat-4112	114	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	114	15	©	©	PROPN
easat-4112	114	16	2025	2025	NUM
easat-4112	114	17	by	by	ADP
easat-4112	114	18	the	the	DET
easat-4112	114	19	authors	author	NOUN
easat-4112	114	20	;	;	PUNCT
easat-4112	114	21	licensee	licensee	PROPN
easat-4112	114	22	learning	learning	PROPN
easat-4112	114	23	gate	gate	PROPN
easat-4112	114	24	biskra	biskra	PROPN
easat-4112	114	25	adrar	adrar	PROPN
easat-4112	114	26	tamanrasset	tamanrasset	VERB
easat-4112	114	27	tindouf	tindouf	PROPN
easat-4112	114	28	figure	figure	NOUN
easat-4112	114	29	8	8	NUM
easat-4112	114	30	.	.	PUNCT
easat-4112	115	1	predicted	predict	VERB
easat-4112	115	2	irradiation	irradiation	NOUN
easat-4112	115	3	using	use	VERB
easat-4112	115	4	the	the	DET
easat-4112	115	5	eemd	eemd	PROPN
easat-4112	115	6	-	-	PROPN
easat-4112	115	7	ga	ga	NOUN
easat-4112	115	8	-	-	PUNCT
easat-4112	115	9	lstm	lstm	ADJ
easat-4112	115	10	approach	approach	NOUN
easat-4112	115	11	vs.	vs.	ADP
easat-4112	115	12	actual	actual	ADJ
easat-4112	115	13	irradiation	irradiation	NOUN
easat-4112	115	14	in	in	ADP
easat-4112	115	15	the	the	DET
easat-4112	115	16	regions	region	NOUN
easat-4112	115	17	of	of	ADP
easat-4112	115	18	biskra	biskra	NOUN
easat-4112	115	19	,	,	PUNCT
easat-4112	115	20	adrar	adrar	NOUN
easat-4112	115	21	,	,	PUNCT
easat-4112	115	22	tamanrasset	tamanrasset	NOUN
easat-4112	115	23	,	,	PUNCT
easat-4112	115	24	and	and	CCONJ
easat-4112	115	25	tindouf	tindouf	PROPN
easat-4112	115	26	.	.	PUNCT
easat-4112	116	1	figure	figure	NOUN
easat-4112	116	2	8	8	NUM
easat-4112	116	3	represents	represent	VERB
easat-4112	116	4	the	the	DET
easat-4112	116	5	correlation	correlation	NOUN
easat-4112	116	6	between	between	ADP
easat-4112	116	7	the	the	DET
easat-4112	116	8	predicted	predict	VERB
easat-4112	116	9	and	and	CCONJ
easat-4112	116	10	actual	actual	ADJ
easat-4112	116	11	values	value	NOUN
easat-4112	116	12	of	of	ADP
easat-4112	116	13	solar	solar	ADJ
easat-4112	116	14	radiation	radiation	NOUN
easat-4112	116	15	based	base	VERB
easat-4112	116	16	on	on	ADP
easat-4112	116	17	the	the	DET
easat-4112	116	18	eemd	eemd	PROPN
easat-4112	116	19	-	-	PROPN
easat-4112	116	20	ga	ga	NOUN
easat-4112	116	21	-	-	PUNCT
easat-4112	116	22	lstm	lstm	ADJ
easat-4112	116	23	approach	approach	NOUN
easat-4112	116	24	for	for	ADP
easat-4112	116	25	the	the	DET
easat-4112	116	26	regions	region	NOUN
easat-4112	116	27	of	of	ADP
easat-4112	116	28	biskra	biskra	NOUN
easat-4112	116	29	,	,	PUNCT
easat-4112	116	30	adrar	adrar	NOUN
easat-4112	116	31	,	,	PUNCT
easat-4112	116	32	tamanrasset	tamanrasset	NOUN
easat-4112	116	33	,	,	PUNCT
easat-4112	116	34	and	and	CCONJ
easat-4112	116	35	tindouf	tindouf	NOUN
easat-4112	116	36	.	.	PUNCT
easat-4112	117	1	this	this	DET
easat-4112	117	2	kind	kind	NOUN
easat-4112	117	3	of	of	ADP
easat-4112	117	4	graphical	graphical	ADJ
easat-4112	117	5	representation	representation	NOUN
easat-4112	117	6	allows	allow	VERB
easat-4112	117	7	one	one	NUM
easat-4112	117	8	to	to	PART
easat-4112	117	9	evaluate	evaluate	VERB
easat-4112	117	10	the	the	DET
easat-4112	117	11	model	model	NOUN
easat-4112	117	12	's	's	PART
easat-4112	117	13	accuracy	accuracy	NOUN
easat-4112	117	14	by	by	ADP
easat-4112	117	15	checking	check	VERB
easat-4112	117	16	the	the	DET
easat-4112	117	17	extent	extent	NOUN
easat-4112	117	18	of	of	ADP
easat-4112	117	19	correspondence	correspondence	NOUN
easat-4112	117	20	between	between	ADP
easat-4112	117	21	the	the	DET
easat-4112	117	22	predictions	prediction	NOUN
easat-4112	117	23	and	and	CCONJ
easat-4112	117	24	the	the	DET
easat-4112	117	25	actual	actual	ADJ
easat-4112	117	26	true	true	ADJ
easat-4112	117	27	values	value	NOUN
easat-4112	117	28	.	.	PUNCT
easat-4112	118	1	ideally	ideally	ADV
easat-4112	118	2	,	,	PUNCT
easat-4112	118	3	the	the	DET
easat-4112	118	4	perfect	perfect	ADJ
easat-4112	118	5	model	model	NOUN
easat-4112	118	6	would	would	AUX
easat-4112	118	7	have	have	VERB
easat-4112	118	8	data	data	NOUN
easat-4112	118	9	points	point	NOUN
easat-4112	118	10	shown	show	VERB
easat-4112	118	11	in	in	ADP
easat-4112	118	12	the	the	DET
easat-4112	118	13	graph	graph	NOUN
easat-4112	118	14	falling	fall	VERB
easat-4112	118	15	exactly	exactly	ADV
easat-4112	118	16	on	on	ADP
easat-4112	118	17	the	the	DET
easat-4112	118	18	regression	regression	NOUN
easat-4112	118	19	line	line	NOUN
easat-4112	118	20	with	with	ADP
easat-4112	118	21	a	a	DET
easat-4112	118	22	slope	slope	NOUN
easat-4112	118	23	of	of	ADP
easat-4112	118	24	1	1	NUM
easat-4112	118	25	,	,	PUNCT
easat-4112	118	26	meaning	mean	VERB
easat-4112	118	27	a	a	DET
easat-4112	118	28	perfect	perfect	ADJ
easat-4112	118	29	match	match	NOUN
easat-4112	118	30	of	of	ADP
easat-4112	118	31	the	the	DET
easat-4112	118	32	realized	realize	VERB
easat-4112	118	33	and	and	CCONJ
easat-4112	118	34	predicted	predict	VERB
easat-4112	118	35	values	value	NOUN
easat-4112	118	36	.	.	PUNCT
easat-4112	119	1	biskra	biskra	PROPN
easat-4112	119	2	:	:	PUNCT
easat-4112	120	1	in	in	ADP
easat-4112	120	2	this	this	DET
easat-4112	120	3	area	area	NOUN
easat-4112	120	4	,	,	PUNCT
easat-4112	120	5	most	most	ADJ
easat-4112	120	6	of	of	ADP
easat-4112	120	7	the	the	DET
easat-4112	120	8	data	data	NOUN
easat-4112	120	9	points	point	NOUN
easat-4112	120	10	are	be	AUX
easat-4112	120	11	located	locate	VERB
easat-4112	120	12	close	close	ADV
easat-4112	120	13	to	to	ADP
easat-4112	120	14	the	the	DET
easat-4112	120	15	optimal	optimal	ADJ
easat-4112	120	16	regression	regression	NOUN
easat-4112	120	17	line	line	NOUN
easat-4112	120	18	,	,	PUNCT
easat-4112	120	19	which	which	PRON
easat-4112	120	20	means	mean	VERB
easat-4112	120	21	that	that	SCONJ
easat-4112	120	22	the	the	DET
easat-4112	120	23	eemd	eemd	PROPN
easat-4112	120	24	-	-	PROPN
easat-4112	120	25	ga	ga	NOUN
easat-4112	120	26	-	-	PUNCT
easat-4112	120	27	lstm	lstm	ADJ
easat-4112	120	28	model	model	NOUN
easat-4112	120	29	gives	give	VERB
easat-4112	120	30	an	an	DET
easat-4112	120	31	optimal	optimal	ADJ
easat-4112	120	32	estimation	estimation	NOUN
easat-4112	120	33	for	for	ADP
easat-4112	120	34	solar	solar	ADJ
easat-4112	120	35	radiation	radiation	NOUN
easat-4112	120	36	values	value	NOUN
easat-4112	120	37	with	with	ADP
easat-4112	120	38	high	high	ADJ
easat-4112	120	39	accuracy	accuracy	NOUN
easat-4112	120	40	.	.	PUNCT
easat-4112	121	1	data	datum	NOUN
easat-4112	121	2	points	point	NOUN
easat-4112	121	3	in	in	ADP
easat-4112	121	4	this	this	DET
easat-4112	121	5	area	area	NOUN
easat-4112	121	6	scatter	scatter	NOUN
easat-4112	121	7	strongly	strongly	ADV
easat-4112	121	8	along	along	ADP
easat-4112	121	9	the	the	DET
easat-4112	121	10	diagonal	diagonal	NOUN
easat-4112	121	11	,	,	PUNCT
easat-4112	121	12	showing	show	VERB
easat-4112	121	13	that	that	SCONJ
easat-4112	121	14	the	the	DET
easat-4112	121	15	differences	difference	NOUN
easat-4112	121	16	between	between	ADP
easat-4112	121	17	observed	observed	ADJ
easat-4112	121	18	and	and	CCONJ
easat-4112	121	19	predicted	predict	VERB
easat-4112	121	20	values	value	NOUN
easat-4112	121	21	are	be	AUX
easat-4112	121	22	relatively	relatively	ADV
easat-4112	121	23	small	small	ADJ
easat-4112	121	24	.	.	PUNCT
easat-4112	122	1	this	this	DET
easat-4112	122	2	fact	fact	NOUN
easat-4112	122	3	also	also	ADV
easat-4112	122	4	confirms	confirm	VERB
easat-4112	122	5	the	the	DET
easat-4112	122	6	model	model	NOUN
easat-4112	122	7	's	's	PART
easat-4112	122	8	good	good	ADJ
easat-4112	122	9	performance	performance	NOUN
easat-4112	122	10	in	in	ADP
easat-4112	122	11	this	this	DET
easat-4112	122	12	area	area	NOUN
easat-4112	122	13	,	,	PUNCT
easat-4112	122	14	confirmed	confirm	VERB
easat-4112	122	15	by	by	ADP
easat-4112	122	16	the	the	DET
easat-4112	122	17	above	above	ADJ
easat-4112	122	18	figures	figure	NOUN
easat-4112	122	19	.	.	PUNCT
easat-4112	123	1	in	in	ADP
easat-4112	123	2	the	the	DET
easat-4112	123	3	regions	region	NOUN
easat-4112	123	4	of	of	ADP
easat-4112	123	5	adrar	adrar	NOUN
easat-4112	123	6	,	,	PUNCT
easat-4112	123	7	tamanrasset	tamanrasset	NOUN
easat-4112	123	8	,	,	PUNCT
easat-4112	123	9	and	and	CCONJ
easat-4112	123	10	tindouf	tindouf	NOUN
easat-4112	123	11	,	,	PUNCT
easat-4112	123	12	most	most	ADJ
easat-4112	123	13	data	datum	NOUN
easat-4112	123	14	points	point	NOUN
easat-4112	123	15	are	be	AUX
easat-4112	123	16	on	on	ADP
easat-4112	123	17	or	or	CCONJ
easat-4112	123	18	close	close	ADJ
easat-4112	123	19	to	to	ADP
easat-4112	123	20	the	the	DET
easat-4112	123	21	regression	regression	NOUN
easat-4112	123	22	line	line	NOUN
easat-4112	123	23	,	,	PUNCT
easat-4112	123	24	although	although	SCONJ
easat-4112	123	25	some	some	PRON
easat-4112	123	26	deviate	deviate	VERB
easat-4112	123	27	further	far	ADV
easat-4112	123	28	,	,	PUNCT
easat-4112	123	29	indicating	indicate	VERB
easat-4112	123	30	prediction	prediction	NOUN
easat-4112	123	31	errors	error	NOUN
easat-4112	123	32	for	for	ADP
easat-4112	123	33	some	some	DET
easat-4112	123	34	cases	case	NOUN
easat-4112	123	35	.	.	PUNCT
easat-4112	124	1	however	however	ADV
easat-4112	124	2	,	,	PUNCT
easat-4112	124	3	the	the	DET
easat-4112	124	4	relation	relation	NOUN
easat-4112	124	5	between	between	ADP
easat-4112	124	6	observed	observe	VERB
easat-4112	124	7	and	and	CCONJ
easat-4112	124	8	predicted	predict	VERB
easat-4112	124	9	values	value	NOUN
easat-4112	124	10	is	be	AUX
easat-4112	124	11	still	still	ADV
easat-4112	124	12	strong	strong	ADJ
easat-4112	124	13	,	,	PUNCT
easat-4112	124	14	showing	show	VERB
easat-4112	124	15	that	that	SCONJ
easat-4112	124	16	the	the	DET
easat-4112	124	17	model	model	NOUN
easat-4112	124	18	keeps	keep	VERB
easat-4112	124	19	working	work	VERB
easat-4112	124	20	well	well	ADV
easat-4112	124	21	but	but	CCONJ
easat-4112	124	22	with	with	ADP
easat-4112	124	23	a	a	DET
easat-4112	124	24	little	little	ADJ
easat-4112	124	25	decrease	decrease	NOUN
easat-4112	124	26	compared	compare	VERB
easat-4112	124	27	to	to	ADP
easat-4112	124	28	biskra	biskra	NOUN
easat-4112	124	29	.	.	PUNCT
easat-4112	125	1	289	289	NUM
easat-4112	125	2	edelweiss	edelweiss	PROPN
easat-4112	125	3	applied	apply	VERB
easat-4112	125	4	science	science	NOUN
easat-4112	125	5	and	and	CCONJ
easat-4112	125	6	technology	technology	NOUN
easat-4112	125	7	issn	issn	PROPN
easat-4112	125	8	:	:	PUNCT
easat-4112	125	9	2576	2576	NUM
easat-4112	125	10	-	-	SYM
easat-4112	125	11	8484	8484	NUM
easat-4112	125	12	vol	vol	NOUN
easat-4112	125	13	.	.	PROPN
easat-4112	126	1	9	9	NUM
easat-4112	126	2	,	,	PUNCT
easat-4112	126	3	no	no	INTJ
easat-4112	126	4	.	.	NOUN
easat-4112	126	5	1	1	NUM
easat-4112	126	6	:	:	PUNCT
easat-4112	126	7	278	278	NUM
easat-4112	126	8	-	-	SYM
easat-4112	126	9	291	291	NUM
easat-4112	126	10	,	,	PUNCT
easat-4112	126	11	2025	2025	NUM
easat-4112	126	12	doi	doi	NOUN
easat-4112	126	13	:	:	PUNCT
easat-4112	126	14	10.55214/25768484.v9i1.4112	10.55214/25768484.v9i1.4112	NUM
easat-4112	126	15	©	©	PROPN
easat-4112	126	16	2025	2025	NUM
easat-4112	126	17	by	by	ADP
easat-4112	126	18	the	the	DET
easat-4112	126	19	authors	author	NOUN
easat-4112	126	20	;	;	PUNCT
easat-4112	126	21	licensee	licensee	PROPN
easat-4112	126	22	learning	learn	VERB
easat-4112	126	23	gate	gate	NOUN
easat-4112	126	24	table	table	NOUN
easat-4112	126	25	2	2	NUM
easat-4112	126	26	.	.	PUNCT
easat-4112	126	27	statistical	statistical	ADJ
easat-4112	126	28	indicators	indicator	NOUN
easat-4112	126	29	result	result	VERB
easat-4112	126	30	.	.	PUNCT
easat-4112	127	1	biskra	biskra	PROPN
easat-4112	127	2	adrar	adrar	PROPN
easat-4112	127	3	tamanrasset	tamanrasset	PROPN
easat-4112	127	4	tindouf	tindouf	PROPN
easat-4112	128	1	rmse	rmse	PROPN
easat-4112	128	2	%	%	INTJ
easat-4112	128	3	1.554	1.554	NUM
easat-4112	128	4	1.478	1.478	NUM
easat-4112	128	5	1.246	1.246	NUM
easat-4112	128	6	1.423	1.423	NUM
easat-4112	128	7	mae	mae	PROPN
easat-4112	128	8	%	%	NOUN
easat-4112	128	9	1.074	1.074	NUM
easat-4112	128	10	0.985	0.985	NUM
easat-4112	128	11	0.828	0.828	NUM
easat-4112	128	12	0.786	0.786	NUM
easat-4112	128	13	r²	r²	NOUN
easat-4112	128	14	0.986	0.986	NUM
easat-4112	128	15	0.964	0.964	NUM
easat-4112	128	16	0.976	0.976	NUM
easat-4112	128	17	0.972	0.972	NUM
easat-4112	128	18	table	table	NOUN
easat-4112	128	19	3	3	NUM
easat-4112	128	20	.	.	PUNCT
easat-4112	129	1	a	a	DET
easat-4112	129	2	comparison	comparison	NOUN
easat-4112	129	3	of	of	ADP
easat-4112	129	4	the	the	DET
easat-4112	129	5	performance	performance	NOUN
easat-4112	129	6	of	of	ADP
easat-4112	129	7	the	the	DET
easat-4112	129	8	presented	present	VERB
easat-4112	129	9	models	model	NOUN
easat-4112	129	10	with	with	ADP
easat-4112	129	11	results	result	NOUN
easat-4112	129	12	from	from	ADP
easat-4112	129	13	various	various	ADJ
easat-4112	129	14	studies	study	NOUN
easat-4112	129	15	.	.	PUNCT
easat-4112	130	1	ref	ref	PROPN
easat-4112	130	2	.	.	PUNCT
easat-4112	131	1	model	model	NOUN
easat-4112	131	2	location	location	NOUN
easat-4112	131	3	r	r	NOUN
easat-4112	131	4	[	[	X
easat-4112	131	5	15	15	NUM
easat-4112	131	6	]	]	X
easat-4112	131	7	ann	ann	PROPN
easat-4112	131	8	-	-	PUNCT
easat-4112	131	9	ga	ga	PROPN
easat-4112	131	10	adrar	adrar	NOUN
easat-4112	131	11	0.9962	0.9962	NUM
easat-4112	131	12	ann	ann	PROPN
easat-4112	131	13	-	-	PUNCT
easat-4112	131	14	pso	pso	NOUN
easat-4112	131	15	adrar	adrar	NOUN
easat-4112	131	16	0.9929	0.9929	NUM
easat-4112	131	17	anfis	anfis	PROPN
easat-4112	131	18	-	-	PUNCT
easat-4112	131	19	ga	ga	PROPN
easat-4112	131	20	adrar	adrar	NOUN
easat-4112	131	21	0.9210	0.9210	NUM
easat-4112	131	22	anfis	anfi	VERB
easat-4112	131	23	-	-	PUNCT
easat-4112	131	24	pso	pso	NOUN
easat-4112	131	25	adrar	adrar	NOUN
easat-4112	131	26	0.9523	0.9523	NUM
easat-4112	131	27	ann	ann	PROPN
easat-4112	131	28	-	-	PUNCT
easat-4112	131	29	ga	ga	PROPN
easat-4112	131	30	tamanrasset	tamanrasset	NOUN
easat-4112	131	31	0.9887	0.9887	NUM
easat-4112	131	32	ann	ann	PROPN
easat-4112	131	33	-	-	PUNCT
easat-4112	131	34	pso	pso	NOUN
easat-4112	131	35	tamanrasset	tamanrasset	NOUN
easat-4112	131	36	0.9987	0.9987	NUM
easat-4112	131	37	anfis	anfis	PROPN
easat-4112	131	38	-	-	PUNCT
easat-4112	131	39	ga	ga	PROPN
easat-4112	131	40	tamanrasset	tamanrasset	NOUN
easat-4112	131	41	0.8425	0.8425	NUM
easat-4112	131	42	anfis	anfis	ADJ
easat-4112	131	43	-	-	PUNCT
easat-4112	131	44	pso	pso	NOUN
easat-4112	131	45	tamanrasset	tamanrasset	NOUN
easat-4112	131	46	0.9877	0.9877	NUM
easat-4112	131	47	ann	ann	PROPN
easat-4112	131	48	-	-	PUNCT
easat-4112	131	49	ga	ga	PROPN
easat-4112	131	50	tindouf	tindouf	NOUN
easat-4112	131	51	0.9998	0.9998	NUM
easat-4112	131	52	ann	ann	PROPN
easat-4112	131	53	-	-	PUNCT
easat-4112	131	54	pso	pso	PROPN
easat-4112	131	55	tindouf	tindouf	NOUN
easat-4112	131	56	0.9999	0.9999	NUM
easat-4112	131	57	anfis	anfis	PROPN
easat-4112	131	58	-	-	PUNCT
easat-4112	131	59	ga	ga	NOUN
easat-4112	131	60	tindouf	tindouf	PROPN
easat-4112	131	61	0.9866	0.9866	NUM
easat-4112	131	62	anfis	anfis	PROPN
easat-4112	131	63	-	-	PUNCT
easat-4112	131	64	pso	pso	NOUN
easat-4112	131	65	tindouf	tindouf	NOUN
easat-4112	131	66	0.9986	0.9986	NUM
easat-4112	132	1	this	this	DET
easat-4112	132	2	study	study	NOUN
easat-4112	132	3	eemd	eemd	PROPN
easat-4112	132	4	-	-	PROPN
easat-4112	132	5	ga	ga	NOUN
easat-4112	132	6	-	-	PUNCT
easat-4112	132	7	lstm	lstm	ADJ
easat-4112	132	8	biskra	biskra	NOUN
easat-4112	132	9	-	-	PUNCT
easat-4112	132	10	adrar	adrar	NOUN
easat-4112	132	11	-	-	PUNCT
easat-4112	132	12	tamanrasset	tamanrasset	NOUN
easat-4112	132	13	-tindouf	-tindouf	NOUN
easat-4112	132	14	0.964	0.964	NUM
easat-4112	132	15	0.986	0.986	NUM
easat-4112	132	16	the	the	DET
easat-4112	132	17	calculated	calculated	ADJ
easat-4112	132	18	evaluation	evaluation	NOUN
easat-4112	132	19	index	index	NOUN
easat-4112	132	20	(	(	PUNCT
easat-4112	132	21	r	r	NOUN
easat-4112	132	22	)	)	PUNCT
easat-4112	132	23	is	be	AUX
easat-4112	132	24	applied	apply	VERB
easat-4112	132	25	to	to	PART
easat-4112	132	26	evaluate	evaluate	VERB
easat-4112	132	27	the	the	DET
easat-4112	132	28	predictive	predictive	ADJ
easat-4112	132	29	performance	performance	NOUN
easat-4112	132	30	of	of	ADP
easat-4112	132	31	the	the	DET
easat-4112	132	32	studied	study	VERB
easat-4112	132	33	methodologies	methodology	NOUN
easat-4112	132	34	.	.	PUNCT
easat-4112	133	1	the	the	DET
easat-4112	133	2	results	result	NOUN
easat-4112	133	3	obtained	obtain	VERB
easat-4112	133	4	in	in	ADP
easat-4112	133	5	the	the	DET
easat-4112	133	6	present	present	ADJ
easat-4112	133	7	study	study	NOUN
easat-4112	133	8	show	show	VERB
easat-4112	133	9	a	a	DET
easat-4112	133	10	comparative	comparative	ADJ
easat-4112	133	11	effectiveness	effectiveness	NOUN
easat-4112	133	12	with	with	ADP
easat-4112	133	13	other	other	ADJ
easat-4112	133	14	methods	method	NOUN
easat-4112	133	15	regarding	regard	VERB
easat-4112	133	16	the	the	DET
easat-4112	133	17	accuracy	accuracy	NOUN
easat-4112	133	18	and	and	CCONJ
easat-4112	133	19	forecasting	forecasting	NOUN
easat-4112	133	20	ability	ability	NOUN
easat-4112	133	21	.	.	PUNCT
easat-4112	134	1	moreover	moreover	ADV
easat-4112	134	2	,	,	PUNCT
easat-4112	134	3	this	this	DET
easat-4112	134	4	model	model	NOUN
easat-4112	134	5	does	do	AUX
easat-4112	134	6	not	not	PART
easat-4112	134	7	require	require	VERB
easat-4112	134	8	a	a	DET
easat-4112	134	9	large	large	ADJ
easat-4112	134	10	variation	variation	NOUN
easat-4112	134	11	of	of	ADP
easat-4112	134	12	data	datum	NOUN
easat-4112	134	13	and	and	CCONJ
easat-4112	134	14	gives	give	VERB
easat-4112	134	15	good	good	ADJ
easat-4112	134	16	results	result	NOUN
easat-4112	134	17	even	even	ADV
easat-4112	134	18	with	with	ADP
easat-4112	134	19	small	small	ADJ
easat-4112	134	20	data	datum	NOUN
easat-4112	134	21	.	.	PUNCT
easat-4112	135	1	as	as	ADP
easat-4112	135	2	a	a	DET
easat-4112	135	3	result	result	NOUN
easat-4112	135	4	,	,	PUNCT
easat-4112	135	5	it	it	PRON
easat-4112	135	6	is	be	AUX
easat-4112	135	7	particularly	particularly	ADV
easat-4112	135	8	suited	suit	VERB
easat-4112	135	9	to	to	ADP
easat-4112	135	10	regions	region	NOUN
easat-4112	135	11	where	where	SCONJ
easat-4112	135	12	the	the	DET
easat-4112	135	13	meteorological	meteorological	ADJ
easat-4112	135	14	databases	database	NOUN
easat-4112	135	15	are	be	AUX
easat-4112	135	16	not	not	PART
easat-4112	135	17	very	very	ADV
easat-4112	135	18	large	large	ADJ
easat-4112	135	19	because	because	SCONJ
easat-4112	135	20	it	it	PRON
easat-4112	135	21	can	can	AUX
easat-4112	135	22	function	function	VERB
easat-4112	135	23	with	with	ADP
easat-4112	135	24	very	very	ADV
easat-4112	135	25	minimal	minimal	ADJ
easat-4112	135	26	data	datum	NOUN
easat-4112	135	27	.	.	PUNCT
easat-4112	136	1	5	5	X
easat-4112	136	2	.	.	X
easat-4112	136	3	conclusion	conclusion	NOUN
easat-4112	136	4	in	in	ADP
easat-4112	136	5	summary	summary	NOUN
easat-4112	136	6	,	,	PUNCT
easat-4112	136	7	the	the	DET
easat-4112	136	8	proposed	propose	VERB
easat-4112	136	9	eemd	eemd	PROPN
easat-4112	136	10	-	-	PROPN
easat-4112	136	11	ga	ga	NOUN
easat-4112	136	12	-	-	PUNCT
easat-4112	136	13	lstm	lstm	ADJ
easat-4112	136	14	model	model	NOUN
easat-4112	136	15	was	be	AUX
easat-4112	136	16	an	an	DET
easat-4112	136	17	efficient	efficient	ADJ
easat-4112	136	18	way	way	NOUN
easat-4112	136	19	to	to	PART
easat-4112	136	20	conduct	conduct	VERB
easat-4112	136	21	solar	solar	ADJ
easat-4112	136	22	radiation	radiation	NOUN
easat-4112	136	23	prediction	prediction	NOUN
easat-4112	136	24	in	in	ADP
easat-4112	136	25	these	these	DET
easat-4112	136	26	four	four	NUM
easat-4112	136	27	regions	region	NOUN
easat-4112	136	28	of	of	ADP
easat-4112	136	29	biskra	biskra	NOUN
easat-4112	136	30	,	,	PUNCT
easat-4112	136	31	tamanrasset	tamanrasset	NOUN
easat-4112	136	32	,	,	PUNCT
easat-4112	136	33	adrar	adrar	NOUN
easat-4112	136	34	,	,	PUNCT
easat-4112	136	35	and	and	CCONJ
easat-4112	136	36	tindouf	tindouf	NOUN
easat-4112	136	37	.	.	PUNCT
easat-4112	137	1	the	the	DET
easat-4112	137	2	performance	performance	NOUN
easat-4112	137	3	of	of	ADP
easat-4112	137	4	the	the	DET
easat-4112	137	5	model	model	NOUN
easat-4112	137	6	,	,	PUNCT
easat-4112	137	7	evaluated	evaluate	VERB
easat-4112	137	8	using	use	VERB
easat-4112	137	9	the	the	DET
easat-4112	137	10	calculated	calculate	VERB
easat-4112	137	11	assessment	assessment	NOUN
easat-4112	137	12	index	index	NOUN
easat-4112	137	13	(	(	PUNCT
easat-4112	137	14	r	r	NOUN
easat-4112	137	15	)	)	PUNCT
easat-4112	137	16	,	,	PUNCT
easat-4112	137	17	is	be	AUX
easat-4112	137	18	of	of	ADP
easat-4112	137	19	high	high	ADJ
easat-4112	137	20	accuracy	accuracy	NOUN
easat-4112	137	21	and	and	CCONJ
easat-4112	137	22	reliability	reliability	NOUN
easat-4112	137	23	,	,	PUNCT
easat-4112	137	24	which	which	PRON
easat-4112	137	25	is	be	AUX
easat-4112	137	26	comparable	comparable	ADJ
easat-4112	137	27	to	to	ADP
easat-4112	137	28	other	other	ADJ
easat-4112	137	29	methodologies	methodology	NOUN
easat-4112	137	30	with	with	ADP
easat-4112	137	31	respect	respect	NOUN
easat-4112	137	32	to	to	ADP
easat-4112	137	33	its	its	PRON
easat-4112	137	34	precision	precision	NOUN
easat-4112	137	35	and	and	CCONJ
easat-4112	137	36	forecasting	forecasting	NOUN
easat-4112	137	37	capabilities	capability	NOUN
easat-4112	137	38	.	.	PUNCT
easat-4112	138	1	notably	notably	ADV
easat-4112	138	2	,	,	PUNCT
easat-4112	138	3	the	the	DET
easat-4112	138	4	model	model	NOUN
easat-4112	138	5	performed	perform	VERB
easat-4112	138	6	well	well	ADV
easat-4112	138	7	even	even	ADV
easat-4112	138	8	with	with	ADP
easat-4112	138	9	limited	limited	ADJ
easat-4112	138	10	data	datum	NOUN
easat-4112	138	11	,	,	PUNCT
easat-4112	138	12	which	which	PRON
easat-4112	138	13	underlines	underline	VERB
easat-4112	138	14	its	its	PRON
easat-4112	138	15	robustness	robustness	NOUN
easat-4112	138	16	in	in	ADP
easat-4112	138	17	handling	handle	VERB
easat-4112	138	18	regions	region	NOUN
easat-4112	138	19	with	with	ADP
easat-4112	138	20	a	a	DET
easat-4112	138	21	lack	lack	NOUN
easat-4112	138	22	of	of	ADP
easat-4112	138	23	meteorological	meteorological	ADJ
easat-4112	138	24	information	information	NOUN
easat-4112	138	25	.	.	PUNCT
easat-4112	139	1	most	most	ADV
easat-4112	139	2	notably	notably	ADV
easat-4112	139	3	,	,	PUNCT
easat-4112	139	4	the	the	DET
easat-4112	139	5	model	model	NOUN
easat-4112	139	6	performed	perform	VERB
easat-4112	139	7	almost	almost	ADV
easat-4112	139	8	perfectly	perfectly	ADV
easat-4112	139	9	for	for	ADP
easat-4112	139	10	biskra	biskra	NOUN
easat-4112	139	11	when	when	SCONJ
easat-4112	139	12	validating	validate	VERB
easat-4112	139	13	the	the	DET
easat-4112	139	14	observed	observe	VERB
easat-4112	139	15	and	and	CCONJ
easat-4112	139	16	predicted	predict	VERB
easat-4112	139	17	values	value	NOUN
easat-4112	139	18	against	against	ADP
easat-4112	139	19	each	each	DET
easat-4112	139	20	other	other	ADJ
easat-4112	139	21	.	.	PUNCT
easat-4112	140	1	this	this	DET
easat-4112	140	2	results	result	NOUN
easat-4112	140	3	in	in	ADP
easat-4112	140	4	minor	minor	ADJ
easat-4112	140	5	divergences	divergence	NOUN
easat-4112	140	6	for	for	ADP
easat-4112	140	7	adrar	adrar	NOUN
easat-4112	140	8	,	,	PUNCT
easat-4112	140	9	tamanrasset	tamanrasset	NOUN
easat-4112	140	10	,	,	PUNCT
easat-4112	140	11	and	and	CCONJ
easat-4112	140	12	tindouf	tindouf	PROPN
easat-4112	140	13	,	,	PUNCT
easat-4112	140	14	justified	justify	VERB
easat-4112	140	15	by	by	ADP
easat-4112	140	16	the	the	DET
easat-4112	140	17	higher	high	ADJ
easat-4112	140	18	variability	variability	NOUN
easat-4112	140	19	of	of	ADP
easat-4112	140	20	the	the	DET
easat-4112	140	21	meteorological	meteorological	ADJ
easat-4112	140	22	condition	condition	NOUN
easat-4112	140	23	of	of	ADP
easat-4112	140	24	these	these	DET
easat-4112	140	25	locations	location	NOUN
easat-4112	140	26	.	.	PUNCT
easat-4112	141	1	however	however	ADV
easat-4112	141	2	,	,	PUNCT
easat-4112	141	3	it	it	PRON
easat-4112	141	4	remained	remain	VERB
easat-4112	141	5	highly	highly	ADV
easat-4112	141	6	predictable	predictable	ADJ
easat-4112	141	7	with	with	ADP
easat-4112	141	8	a	a	DET
easat-4112	141	9	very	very	ADV
easat-4112	141	10	high	high	ADJ
easat-4112	141	11	degree	degree	NOUN
easat-4112	141	12	of	of	ADP
easat-4112	141	13	accuracy	accuracy	NOUN
easat-4112	141	14	.	.	PUNCT
easat-4112	142	1	this	this	PRON
easat-4112	142	2	therefore	therefore	ADV
easat-4112	142	3	qualifies	qualify	VERB
easat-4112	142	4	the	the	DET
easat-4112	142	5	eemd	eemd	PROPN
easat-4112	142	6	-	-	PROPN
easat-4112	142	7	ga	ga	NOUN
easat-4112	142	8	-	-	PUNCT
easat-4112	142	9	lstm	lstm	ADJ
easat-4112	142	10	model	model	NOUN
easat-4112	142	11	for	for	ADP
easat-4112	142	12	the	the	DET
easat-4112	142	13	most	most	ADV
easat-4112	142	14	suitable	suitable	ADJ
easat-4112	142	15	in	in	ADP
easat-4112	142	16	regions	region	NOUN
easat-4112	142	17	with	with	ADP
easat-4112	142	18	limited	limited	ADJ
easat-4112	142	19	meteorological	meteorological	ADJ
easat-4112	142	20	infrastructure	infrastructure	NOUN
easat-4112	142	21	since	since	SCONJ
easat-4112	142	22	the	the	DET
easat-4112	142	23	performance	performance	NOUN
easat-4112	142	24	was	be	AUX
easat-4112	142	25	with	with	ADP
easat-4112	142	26	limited	limited	ADJ
easat-4112	142	27	data	datum	NOUN
easat-4112	142	28	.	.	PUNCT
easat-4112	143	1	this	this	DET
easat-4112	143	2	characteristic	characteristic	NOUN
easat-4112	143	3	is	be	AUX
easat-4112	143	4	essential	essential	ADJ
easat-4112	143	5	for	for	ADP
easat-4112	143	6	applications	application	NOUN
easat-4112	143	7	in	in	ADP
easat-4112	143	8	remote	remote	ADJ
easat-4112	143	9	or	or	CCONJ
easat-4112	143	10	data	datum	NOUN
easat-4112	143	11	-	-	PUNCT
easat-4112	143	12	scarce	scarce	ADJ
easat-4112	143	13	areas	area	NOUN
easat-4112	143	14	,	,	PUNCT
easat-4112	143	15	where	where	SCONJ
easat-4112	143	16	reliable	reliable	ADJ
easat-4112	143	17	solar	solar	ADJ
easat-4112	143	18	radiation	radiation	NOUN
easat-4112	143	19	estimates	estimate	NOUN
easat-4112	143	20	are	be	AUX
easat-4112	143	21	critical	critical	ADJ
easat-4112	143	22	for	for	ADP
easat-4112	143	23	energy	energy	NOUN
easat-4112	143	24	planning	planning	NOUN
easat-4112	143	25	and	and	CCONJ
easat-4112	143	26	other	other	ADJ
easat-4112	143	27	applications	application	NOUN
easat-4112	143	28	.	.	PUNCT
easat-4112	144	1	overall	overall	ADV
easat-4112	144	2	,	,	PUNCT
easat-4112	144	3	the	the	DET
easat-4112	144	4	results	result	NOUN
easat-4112	144	5	confirm	confirm	VERB
easat-4112	144	6	the	the	DET
easat-4112	144	7	model	model	NOUN
easat-4112	144	8	’s	’s	PART
easat-4112	144	9	potential	potential	NOUN
easat-4112	144	10	as	as	ADP
easat-4112	144	11	a	a	DET
easat-4112	144	12	powerful	powerful	ADJ
easat-4112	144	13	tool	tool	NOUN
easat-4112	144	14	for	for	ADP
easat-4112	144	15	solar	solar	ADJ
easat-4112	144	16	radiation	radiation	NOUN
easat-4112	144	17	estimation	estimation	NOUN
easat-4112	144	18	,	,	PUNCT
easat-4112	144	19	with	with	ADP
easat-4112	144	20	broad	broad	ADJ
easat-4112	144	21	applicability	applicability	NOUN
easat-4112	144	22	in	in	ADP
easat-4112	144	23	regions	region	NOUN
easat-4112	144	24	with	with	ADP
easat-4112	144	25	limited	limited	ADJ
easat-4112	144	26	access	access	NOUN
easat-4112	144	27	to	to	ADP
easat-4112	144	28	detailed	detailed	ADJ
easat-4112	144	29	meteorological	meteorological	ADJ
easat-4112	144	30	data	datum	NOUN
easat-4112	144	31	.	.	PUNCT
easat-4112	145	1	transparency	transparency	NOUN
easat-4112	145	2	:	:	PUNCT
easat-4112	145	3	the	the	DET
easat-4112	145	4	authors	author	NOUN
easat-4112	145	5	confirm	confirm	VERB
easat-4112	145	6	that	that	SCONJ
easat-4112	145	7	the	the	DET
easat-4112	145	8	manuscript	manuscript	NOUN
easat-4112	145	9	is	be	AUX
easat-4112	145	10	an	an	DET
easat-4112	145	11	honest	honest	ADJ
easat-4112	145	12	,	,	PUNCT
easat-4112	145	13	accurate	accurate	ADJ
easat-4112	145	14	,	,	PUNCT
easat-4112	145	15	and	and	CCONJ
easat-4112	145	16	transparent	transparent	ADJ
easat-4112	145	17	account	account	NOUN
easat-4112	145	18	of	of	ADP
easat-4112	145	19	the	the	DET
easat-4112	145	20	study	study	NOUN
easat-4112	145	21	;	;	PUNCT
easat-4112	145	22	that	that	SCONJ
easat-4112	145	23	no	no	DET
easat-4112	145	24	vital	vital	ADJ
easat-4112	145	25	features	feature	NOUN
easat-4112	145	26	of	of	ADP
easat-4112	145	27	the	the	DET
easat-4112	145	28	study	study	NOUN
easat-4112	145	29	have	have	AUX
easat-4112	145	30	been	be	AUX
easat-4112	145	31	omitted	omit	VERB
easat-4112	145	32	;	;	PUNCT
easat-4112	145	33	and	and	CCONJ
easat-4112	145	34	that	that	SCONJ
easat-4112	145	35	any	any	DET
easat-4112	145	36	discrepancies	discrepancy	NOUN
easat-4112	145	37	from	from	ADP
easat-4112	145	38	the	the	DET
easat-4112	145	39	study	study	NOUN
easat-4112	145	40	as	as	SCONJ
easat-4112	145	41	planned	plan	VERB
easat-4112	145	42	have	have	AUX
easat-4112	145	43	been	be	AUX
easat-4112	145	44	explained	explain	VERB
easat-4112	145	45	.	.	PUNCT
easat-4112	146	1	this	this	DET
easat-4112	146	2	study	study	NOUN
easat-4112	146	3	followed	follow	VERB
easat-4112	146	4	all	all	DET
easat-4112	146	5	ethical	ethical	ADJ
easat-4112	146	6	practices	practice	NOUN
easat-4112	146	7	during	during	ADP
easat-4112	146	8	writing	writing	NOUN
easat-4112	146	9	.	.	PUNCT
easat-4112	147	1	290	290	NUM
easat-4112	147	2	edelweiss	edelweiss	PROPN
easat-4112	147	3	applied	apply	VERB
easat-4112	147	4	science	science	NOUN
easat-4112	147	5	and	and	CCONJ
easat-4112	147	6	technology	technology	NOUN
easat-4112	147	7	issn	issn	PROPN
easat-4112	147	8	:	:	PUNCT
easat-4112	147	9	2576	2576	NUM
easat-4112	147	10	-	-	SYM
easat-4112	147	11	8484	8484	NUM
easat-4112	147	12	vol	vol	NOUN
easat-4112	147	13	.	.	PROPN
easat-4112	148	1	9	9	NUM
easat-4112	148	2	,	,	PUNCT
easat-4112	148	3	no	no	INTJ
easat-4112	148	4	.	.	NOUN
easat-4112	148	5	1	1	NUM
easat-4112	148	6	:	:	PUNCT
easat-4112	148	7	278	278	NUM
easat-4112	148	8	-	-	SYM
easat-4112	148	9	291	291	NUM
easat-4112	148	10	,	,	PUNCT
easat-4112	148	11	2025	2025	NUM
easat-4112	148	12	doi	doi	NOUN
easat-4112	148	13	:	:	PUNCT
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easat-4112	148	15	©	©	PROPN
easat-4112	148	16	2025	2025	NUM
easat-4112	148	17	by	by	ADP
easat-4112	148	18	the	the	DET
easat-4112	148	19	authors	author	NOUN
easat-4112	148	20	;	;	PUNCT
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easat-4112	149	2	learning	learn	VERB
easat-4112	149	3	gate	gate	NOUN
easat-4112	149	4	copyright	copyright	NOUN
easat-4112	149	5	:	:	PUNCT
easat-4112	149	6	©	©	PROPN
easat-4112	149	7	2025	2025	NUM
easat-4112	149	8	by	by	ADP
easat-4112	149	9	the	the	DET
easat-4112	149	10	authors	author	NOUN
easat-4112	149	11	.	.	PUNCT
easat-4112	150	1	this	this	DET
easat-4112	150	2	open	open	ADJ
easat-4112	150	3	-	-	PUNCT
easat-4112	150	4	access	access	NOUN
easat-4112	150	5	article	article	NOUN
easat-4112	150	6	is	be	AUX
easat-4112	150	7	distributed	distribute	VERB
easat-4112	150	8	under	under	ADP
easat-4112	150	9	the	the	DET
easat-4112	150	10	terms	term	NOUN
easat-4112	150	11	and	and	CCONJ
easat-4112	150	12	conditions	condition	NOUN
easat-4112	150	13	of	of	ADP
easat-4112	150	14	the	the	DET
easat-4112	150	15	creative	creative	ADJ
easat-4112	150	16	commons	common	NOUN
easat-4112	150	17	attribution	attribution	NOUN
easat-4112	150	18	(	(	PUNCT
easat-4112	150	19	cc	cc	NOUN
easat-4112	150	20	by	by	ADP
easat-4112	150	21	)	)	PUNCT
easat-4112	150	22	license	license	NOUN
easat-4112	150	23	(	(	PUNCT
easat-4112	150	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4112	150	25	)	)	PUNCT
easat-4112	150	26	.	.	PUNCT
easat-4112	151	1	references	reference	NOUN
easat-4112	151	2	[	[	X
easat-4112	151	3	1	1	NUM
easat-4112	151	4	]	]	PUNCT
easat-4112	151	5	a.	a.	PROPN
easat-4112	151	6	b.	b.	PROPN
easat-4112	151	7	stambouli	stambouli	PROPN
easat-4112	151	8	,	,	PUNCT
easat-4112	151	9	z.	z.	PROPN
easat-4112	151	10	khiat	khiat	PROPN
easat-4112	151	11	,	,	PUNCT
easat-4112	151	12	s.	s.	PROPN
easat-4112	151	13	flazi	flazi	PROPN
easat-4112	151	14	,	,	PUNCT
easat-4112	151	15	and	and	CCONJ
easat-4112	151	16	y.	y.	PROPN
easat-4112	151	17	kitamura	kitamura	PROPN
easat-4112	151	18	,	,	PUNCT
easat-4112	151	19	"	"	PUNCT
easat-4112	151	20	a	a	DET
easat-4112	151	21	review	review	NOUN
easat-4112	151	22	on	on	ADP
easat-4112	151	23	the	the	DET
easat-4112	151	24	renewable	renewable	ADJ
easat-4112	151	25	energy	energy	NOUN
easat-4112	151	26	development	development	NOUN
easat-4112	151	27	in	in	ADP
easat-4112	151	28	algeria	algeria	PROPN
easat-4112	151	29	:	:	PUNCT
easat-4112	151	30	current	current	ADJ
easat-4112	151	31	perspective	perspective	NOUN
easat-4112	151	32	,	,	PUNCT
easat-4112	151	33	energy	energy	NOUN
easat-4112	151	34	scenario	scenario	NOUN
easat-4112	151	35	and	and	CCONJ
easat-4112	151	36	sustainability	sustainability	NOUN
easat-4112	151	37	issues	issue	NOUN
easat-4112	151	38	,	,	PUNCT
easat-4112	151	39	"	"	PUNCT
easat-4112	151	40	renewable	renewable	ADJ
easat-4112	151	41	and	and	CCONJ
easat-4112	151	42	sustainable	sustainable	ADJ
easat-4112	151	43	energy	energy	NOUN
easat-4112	151	44	reviews	review	NOUN
easat-4112	151	45	,	,	PUNCT
easat-4112	151	46	vol	vol	NOUN
easat-4112	151	47	.	.	PROPN
easat-4112	151	48	16	16	NUM
easat-4112	151	49	,	,	PUNCT
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easat-4112	151	51	.	.	NOUN
easat-4112	151	52	7	7	NUM
easat-4112	151	53	,	,	PUNCT
easat-4112	151	54	pp	pp	ADJ
easat-4112	151	55	.	.	PUNCT
easat-4112	152	1	4445	4445	NUM
easat-4112	152	2	-	-	SYM
easat-4112	152	3	4460	4460	NUM
easat-4112	152	4	,	,	PUNCT
easat-4112	152	5	2012	2012	NUM
easat-4112	152	6	.	.	PUNCT
easat-4112	153	1	https://doi.org/10.1016/j.rser.2012.04.031	https://doi.org/10.1016/j.rser.2012.04.031	PRON
easat-4112	153	2	[	[	X
easat-4112	153	3	2	2	NUM
easat-4112	153	4	]	]	X
easat-4112	153	5	y.	y.	PROPN
easat-4112	153	6	zahraoui	zahraoui	PROPN
easat-4112	153	7	,	,	PUNCT
easat-4112	153	8	m.	m.	PROPN
easat-4112	153	9	r.	r.	PROPN
easat-4112	153	10	b.	b.	PROPN
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easat-4112	153	12	,	,	PUNCT
easat-4112	153	13	i.	i.	PROPN
easat-4112	153	14	alhamrouni	alhamrouni	PROPN
easat-4112	153	15	,	,	PUNCT
easat-4112	153	16	s.	s.	PROPN
easat-4112	153	17	mekhilef	mekhilef	PROPN
easat-4112	153	18	,	,	PUNCT
easat-4112	153	19	and	and	CCONJ
easat-4112	153	20	m.	m.	NOUN
easat-4112	153	21	ahmed	ahmed	PROPN
easat-4112	153	22	,	,	PUNCT
easat-4112	153	23	"	"	PUNCT
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easat-4112	153	26	,	,	PUNCT
easat-4112	153	27	scenario	scenario	NOUN
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easat-4112	153	29	and	and	CCONJ
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easat-4112	153	33	energy	energy	NOUN
easat-4112	153	34	in	in	ADP
easat-4112	153	35	algeria	algeria	PROPN
easat-4112	153	36	:	:	PUNCT
easat-4112	153	37	a	a	DET
easat-4112	153	38	review	review	NOUN
easat-4112	153	39	,	,	PUNCT
easat-4112	153	40	"	"	PUNCT
easat-4112	153	41	energies	energy	NOUN
easat-4112	153	42	,	,	PUNCT
easat-4112	153	43	vol	vol	NOUN
easat-4112	153	44	.	.	PROPN
easat-4112	153	45	14	14	NUM
easat-4112	153	46	,	,	PUNCT
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easat-4112	153	48	.	.	NOUN
easat-4112	153	49	9	9	NUM
easat-4112	153	50	,	,	PUNCT
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easat-4112	153	53	,	,	PUNCT
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easat-4112	153	55	.	.	PUNCT
easat-4112	154	1	https://doi.org/10.3390/en14092354	https://doi.org/10.3390/en14092354	X
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easat-4112	154	3	3	3	X
easat-4112	154	4	]	]	PUNCT
easat-4112	154	5	s.	s.	PROPN
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easat-4112	154	7	,	,	PUNCT
easat-4112	154	8	e.	e.	PROPN
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easat-4112	154	10	,	,	PUNCT
easat-4112	154	11	v.	v.	PROPN
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easat-4112	154	13	,	,	PUNCT
easat-4112	154	14	a.-a	a.-a	NOUN
easat-4112	154	15	.	.	PUNCT
easat-4112	155	1	semenoglou	semenoglou	PROPN
easat-4112	155	2	,	,	PUNCT
easat-4112	155	3	g.	g.	PROPN
easat-4112	155	4	mulder	mulder	PROPN
easat-4112	155	5	,	,	PUNCT
easat-4112	155	6	and	and	CCONJ
easat-4112	155	7	k.	k.	PROPN
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easat-4112	155	9	,	,	PUNCT
easat-4112	155	10	"	"	PUNCT
easat-4112	155	11	statistical	statistical	ADJ
easat-4112	155	12	,	,	PUNCT
easat-4112	155	13	machine	machine	NOUN
easat-4112	155	14	learning	learning	NOUN
easat-4112	155	15	and	and	CCONJ
easat-4112	155	16	deep	deep	ADJ
easat-4112	155	17	learning	learning	NOUN
easat-4112	155	18	forecasting	forecasting	NOUN
easat-4112	155	19	methods	method	NOUN
easat-4112	155	20	:	:	PUNCT
easat-4112	155	21	comparisons	comparison	NOUN
easat-4112	155	22	and	and	CCONJ
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easat-4112	155	25	,	,	PUNCT
easat-4112	155	26	"	"	PUNCT
easat-4112	155	27	journal	journal	NOUN
easat-4112	155	28	of	of	ADP
easat-4112	155	29	the	the	DET
easat-4112	155	30	operational	operational	ADJ
easat-4112	155	31	research	research	NOUN
easat-4112	155	32	society	society	NOUN
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easat-4112	155	34	vol	vol	NOUN
easat-4112	155	35	.	.	PROPN
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easat-4112	156	5	3	3	NUM
easat-4112	156	6	,	,	PUNCT
easat-4112	156	7	pp	pp	ADJ
easat-4112	156	8	.	.	PUNCT
easat-4112	157	1	840	840	NUM
easat-4112	157	2	-	-	SYM
easat-4112	157	3	859	859	NUM
easat-4112	157	4	,	,	PUNCT
easat-4112	157	5	2023	2023	NUM
easat-4112	157	6	.	.	PUNCT
easat-4112	158	1	https://doi.org/10.1080/01605682.2022.2118629	https://doi.org/10.1080/01605682.2022.2118629	PROPN
easat-4112	159	1	[	[	X
easat-4112	159	2	4	4	X
easat-4112	159	3	]	]	X
easat-4112	159	4	e.	e.	PROPN
easat-4112	159	5	spiliotis	spiliotis	PROPN
easat-4112	159	6	,	,	PUNCT
easat-4112	159	7	s.	s.	PROPN
easat-4112	159	8	makridakis	makridakis	PROPN
easat-4112	159	9	,	,	PUNCT
easat-4112	159	10	a.-a	a.-a	PROPN
easat-4112	159	11	.	.	PUNCT
easat-4112	160	1	semenoglou	semenoglou	NOUN
easat-4112	160	2	,	,	PUNCT
easat-4112	160	3	and	and	CCONJ
easat-4112	160	4	v.	v.	ADP
easat-4112	160	5	assimakopoulos	assimakopoulo	NOUN
easat-4112	160	6	,	,	PUNCT
easat-4112	160	7	"	"	PUNCT
easat-4112	160	8	comparison	comparison	NOUN
easat-4112	160	9	of	of	ADP
easat-4112	160	10	statistical	statistical	ADJ
easat-4112	160	11	and	and	CCONJ
easat-4112	160	12	machine	machine	NOUN
easat-4112	160	13	learning	learning	NOUN
easat-4112	160	14	methods	method	NOUN
easat-4112	160	15	for	for	ADP
easat-4112	160	16	daily	daily	ADJ
easat-4112	160	17	sku	sku	NOUN
easat-4112	160	18	demand	demand	NOUN
easat-4112	160	19	forecasting	forecasting	NOUN
easat-4112	160	20	,	,	PUNCT
easat-4112	160	21	"	"	PUNCT
easat-4112	160	22	operational	operational	ADJ
easat-4112	160	23	research	research	NOUN
easat-4112	160	24	,	,	PUNCT
easat-4112	160	25	vol	vol	NOUN
easat-4112	160	26	.	.	PROPN
easat-4112	161	1	22	22	NUM
easat-4112	161	2	,	,	PUNCT
easat-4112	161	3	no	no	INTJ
easat-4112	161	4	.	.	NOUN
easat-4112	161	5	3	3	NUM
easat-4112	161	6	,	,	PUNCT
easat-4112	161	7	pp	pp	ADJ
easat-4112	161	8	.	.	PUNCT
easat-4112	162	1	3037	3037	NUM
easat-4112	162	2	-	-	SYM
easat-4112	162	3	3061	3061	NUM
easat-4112	162	4	,	,	PUNCT
easat-4112	162	5	2022	2022	NUM
easat-4112	162	6	.	.	PUNCT
easat-4112	163	1	https://doi.org/10.1007/s12351-020-00605-2	https://doi.org/10.1007/s12351-020-00605-2	PUNCT
easat-4112	164	1	[	[	X
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easat-4112	164	3	]	]	PUNCT
easat-4112	164	4	t.	t.	PROPN
easat-4112	164	5	ahmad	ahmad	PROPN
easat-4112	164	6	and	and	CCONJ
easat-4112	164	7	h.	h.	PROPN
easat-4112	164	8	chen	chen	PROPN
easat-4112	164	9	,	,	PUNCT
easat-4112	164	10	"	"	PUNCT
easat-4112	164	11	a	a	DET
easat-4112	164	12	review	review	NOUN
easat-4112	164	13	on	on	ADP
easat-4112	164	14	machine	machine	NOUN
easat-4112	164	15	learning	learn	VERB
easat-4112	164	16	forecasting	forecast	VERB
easat-4112	164	17	growth	growth	NOUN
easat-4112	164	18	trends	trend	NOUN
easat-4112	164	19	and	and	CCONJ
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easat-4112	164	21	real	real	ADJ
easat-4112	164	22	-	-	PUNCT
easat-4112	164	23	time	time	NOUN
easat-4112	164	24	applications	application	NOUN
easat-4112	164	25	in	in	ADP
easat-4112	164	26	different	different	ADJ
easat-4112	164	27	energy	energy	NOUN
easat-4112	164	28	systems	system	NOUN
easat-4112	164	29	,	,	PUNCT
easat-4112	164	30	"	"	PUNCT
easat-4112	164	31	sustainable	sustainable	ADJ
easat-4112	164	32	cities	city	NOUN
easat-4112	164	33	and	and	CCONJ
easat-4112	164	34	society	society	NOUN
easat-4112	164	35	,	,	PUNCT
easat-4112	164	36	vol	vol	NOUN
easat-4112	164	37	.	.	PROPN
easat-4112	164	38	54	54	NUM
easat-4112	164	39	,	,	PUNCT
easat-4112	164	40	p.	p.	NOUN
easat-4112	164	41	102010	102010	NUM
easat-4112	164	42	,	,	PUNCT
easat-4112	164	43	2020	2020	NUM
easat-4112	164	44	.	.	PUNCT
easat-4112	165	1	https://doi.org/10.1016/j.scs.2019.102010	https://doi.org/10.1016/j.scs.2019.102010	PUNCT
easat-4112	166	1	[	[	X
easat-4112	166	2	6	6	NUM
easat-4112	166	3	]	]	PUNCT
easat-4112	166	4	a.	a.	NOUN
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easat-4112	166	6	and	and	CCONJ
easat-4112	166	7	m.	m.	NOUN
easat-4112	166	8	uzunoglu	uzunoglu	NOUN
easat-4112	166	9	,	,	PUNCT
easat-4112	166	10	"	"	PUNCT
easat-4112	166	11	a	a	DET
easat-4112	166	12	review	review	NOUN
easat-4112	166	13	of	of	ADP
easat-4112	166	14	combined	combined	ADJ
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easat-4112	166	18	of	of	ADP
easat-4112	166	19	short	short	ADJ
easat-4112	166	20	-	-	PUNCT
easat-4112	166	21	term	term	NOUN
easat-4112	166	22	wind	wind	NOUN
easat-4112	166	23	speed	speed	NOUN
easat-4112	166	24	and	and	CCONJ
easat-4112	166	25	power	power	NOUN
easat-4112	166	26	,	,	PUNCT
easat-4112	166	27	"	"	PUNCT
easat-4112	166	28	renewable	renewable	ADJ
easat-4112	166	29	and	and	CCONJ
easat-4112	166	30	sustainable	sustainable	ADJ
easat-4112	166	31	energy	energy	NOUN
easat-4112	166	32	reviews	review	NOUN
easat-4112	166	33	,	,	PUNCT
easat-4112	166	34	vol	vol	NOUN
easat-4112	166	35	.	.	PROPN
easat-4112	166	36	34	34	NUM
easat-4112	166	37	,	,	PUNCT
easat-4112	166	38	pp	pp	ADJ
easat-4112	166	39	.	.	PUNCT
easat-4112	166	40	243	243	NUM
easat-4112	166	41	-	-	SYM
easat-4112	166	42	254	254	NUM
easat-4112	166	43	,	,	PUNCT
easat-4112	166	44	2014	2014	NUM
easat-4112	166	45	.	.	PUNCT
easat-4112	167	1	https://doi.org/10.1016/j.rser.2014.03.033	https://doi.org/10.1016/j.rser.2014.03.033	PROPN
easat-4112	167	2	[	[	X
easat-4112	167	3	7	7	NUM
easat-4112	167	4	]	]	ADJ
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easat-4112	167	6	.	.	PUNCT
easat-4112	168	1	yang	yang	PROPN
easat-4112	168	2	and	and	CCONJ
easat-4112	168	3	y.-p	y.-p	PROPN
easat-4112	168	4	.	.	PUNCT
easat-4112	169	1	p.	p.	NOUN
easat-4112	169	2	chen	chen	PROPN
easat-4112	169	3	,	,	PUNCT
easat-4112	169	4	"	"	PUNCT
easat-4112	169	5	hybrid	hybrid	ADJ
easat-4112	169	6	deep	deep	ADJ
easat-4112	169	7	learning	learning	NOUN
easat-4112	169	8	and	and	CCONJ
easat-4112	169	9	empirical	empirical	ADJ
easat-4112	169	10	mode	mode	NOUN
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easat-4112	169	12	model	model	NOUN
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easat-4112	169	14	time	time	NOUN
easat-4112	169	15	series	series	PROPN
easat-4112	169	16	applications	application	NOUN
easat-4112	169	17	,	,	PUNCT
easat-4112	169	18	"	"	PUNCT
easat-4112	169	19	expert	expert	NOUN
easat-4112	169	20	systems	system	NOUN
easat-4112	169	21	with	with	ADP
easat-4112	169	22	applications	application	NOUN
easat-4112	169	23	,	,	PUNCT
easat-4112	169	24	vol	vol	NOUN
easat-4112	169	25	.	.	PROPN
easat-4112	170	1	120	120	NUM
easat-4112	170	2	,	,	PUNCT
easat-4112	170	3	pp	pp	ADJ
easat-4112	170	4	.	.	PUNCT
easat-4112	171	1	128	128	NUM
easat-4112	171	2	-	-	SYM
easat-4112	171	3	138	138	NUM
easat-4112	171	4	,	,	PUNCT
easat-4112	171	5	2019	2019	NUM
easat-4112	171	6	.	.	PUNCT
easat-4112	172	1	https://doi.org/10.1016/j.eswa.2018.11.019	https://doi.org/10.1016/j.eswa.2018.11.019	NUM
easat-4112	172	2	[	[	X
easat-4112	172	3	8	8	NUM
easat-4112	172	4	]	]	PUNCT
easat-4112	172	5	s.-x	s.-x	NOUN
easat-4112	172	6	.	.	PUNCT
easat-4112	173	1	lv	lv	PROPN
easat-4112	173	2	and	and	CCONJ
easat-4112	173	3	l.	l.	PROPN
easat-4112	173	4	wang	wang	PROPN
easat-4112	173	5	,	,	PUNCT
easat-4112	173	6	"	"	PUNCT
easat-4112	173	7	deep	deep	ADJ
easat-4112	173	8	learning	learn	VERB
easat-4112	173	9	combined	combine	VERB
easat-4112	173	10	wind	wind	NOUN
easat-4112	173	11	speed	speed	NOUN
easat-4112	173	12	forecasting	forecasting	NOUN
easat-4112	173	13	with	with	ADP
easat-4112	173	14	hybrid	hybrid	ADJ
easat-4112	173	15	time	time	NOUN
easat-4112	173	16	series	series	NOUN
easat-4112	173	17	decomposition	decomposition	NOUN
easat-4112	173	18	and	and	CCONJ
easat-4112	173	19	multi	multi	ADJ
easat-4112	173	20	-	-	ADJ
easat-4112	173	21	objective	objective	ADJ
easat-4112	173	22	parameter	parameter	NOUN
easat-4112	173	23	optimization	optimization	NOUN
easat-4112	173	24	,	,	PUNCT
easat-4112	173	25	"	"	PUNCT
easat-4112	173	26	applied	apply	VERB
easat-4112	173	27	energy	energy	NOUN
easat-4112	173	28	,	,	PUNCT
easat-4112	173	29	vol	vol	NOUN
easat-4112	173	30	.	.	PROPN
easat-4112	173	31	311	311	NUM
easat-4112	173	32	,	,	PUNCT
easat-4112	173	33	p.	p.	NOUN
easat-4112	173	34	118674	118674	NUM
easat-4112	173	35	,	,	PUNCT
easat-4112	173	36	2022	2022	NUM
easat-4112	173	37	.	.	PUNCT
easat-4112	174	1	https://doi.org/10.1016/j.apenergy.2022.118674	https://doi.org/10.1016/j.apenergy.2022.118674	NOUN
easat-4112	174	2	[	[	X
easat-4112	174	3	9	9	NUM
easat-4112	174	4	]	]	PUNCT
easat-4112	174	5	p.	p.	NOUN
easat-4112	174	6	hawinkel	hawinkel	PROPN
easat-4112	174	7	,	,	PUNCT
easat-4112	174	8	e.	e.	PROPN
easat-4112	174	9	swinnen	swinnen	PROPN
easat-4112	174	10	,	,	PUNCT
easat-4112	174	11	s.	s.	PROPN
easat-4112	174	12	lhermitte	lhermitte	PROPN
easat-4112	174	13	,	,	PUNCT
easat-4112	174	14	b.	b.	PROPN
easat-4112	174	15	verbist	verbist	PROPN
easat-4112	174	16	,	,	PUNCT
easat-4112	174	17	j.	j.	PROPN
easat-4112	174	18	van	van	PROPN
easat-4112	174	19	orshoven	orshoven	PROPN
easat-4112	174	20	,	,	PUNCT
easat-4112	174	21	and	and	CCONJ
easat-4112	174	22	b.	b.	PROPN
easat-4112	174	23	muys	muys	PROPN
easat-4112	174	24	,	,	PUNCT
easat-4112	174	25	"	"	PUNCT
easat-4112	174	26	a	a	DET
easat-4112	174	27	time	time	NOUN
easat-4112	174	28	series	series	NOUN
easat-4112	174	29	processing	processing	NOUN
easat-4112	174	30	tool	tool	NOUN
easat-4112	174	31	to	to	PART
easat-4112	174	32	extract	extract	VERB
easat-4112	174	33	climate	climate	NOUN
easat-4112	174	34	-	-	PUNCT
easat-4112	174	35	driven	drive	VERB
easat-4112	174	36	interannual	interannual	ADJ
easat-4112	174	37	vegetation	vegetation	NOUN
easat-4112	174	38	dynamics	dynamic	NOUN
easat-4112	174	39	using	use	VERB
easat-4112	174	40	ensemble	ensemble	ADJ
easat-4112	174	41	empirical	empirical	ADJ
easat-4112	174	42	mode	mode	NOUN
easat-4112	174	43	decomposition	decomposition	NOUN
easat-4112	174	44	(	(	PUNCT
easat-4112	174	45	eemd	eemd	PROPN
easat-4112	174	46	)	)	PUNCT
easat-4112	174	47	,	,	PUNCT
easat-4112	174	48	"	"	PUNCT
easat-4112	174	49	remote	remote	ADJ
easat-4112	174	50	sensing	sensing	NOUN
easat-4112	174	51	of	of	ADP
easat-4112	174	52	environment	environment	NOUN
easat-4112	174	53	,	,	PUNCT
easat-4112	174	54	vol	vol	NOUN
easat-4112	174	55	.	.	PROPN
easat-4112	174	56	169	169	NUM
easat-4112	174	57	,	,	PUNCT
easat-4112	174	58	pp	pp	ADJ
easat-4112	174	59	.	.	PUNCT
easat-4112	175	1	375	375	NUM
easat-4112	175	2	-	-	SYM
easat-4112	175	3	389	389	NUM
easat-4112	175	4	,	,	PUNCT
easat-4112	175	5	2015	2015	NUM
easat-4112	175	6	.	.	PUNCT
easat-4112	176	1	https://doi.org/10.1016/j.rse.2015.08.024	https://doi.org/10.1016/j.rse.2015.08.024	NOUN
easat-4112	177	1	[	[	X
easat-4112	177	2	10	10	NUM
easat-4112	177	3	]	]	PUNCT
easat-4112	177	4	s.-y	s.-y	NOUN
easat-4112	177	5	.	.	PUNCT
easat-4112	178	1	wang	wang	PROPN
easat-4112	178	2	,	,	PUNCT
easat-4112	178	3	j.	j.	PROPN
easat-4112	178	4	qiu	qiu	PROPN
easat-4112	178	5	,	,	PUNCT
easat-4112	178	6	and	and	CCONJ
easat-4112	178	7	f.-f	f.-f	NOUN
easat-4112	178	8	.	.	PUNCT
easat-4112	179	1	li	li	PROPN
easat-4112	179	2	,	,	PUNCT
easat-4112	179	3	"	"	PUNCT
easat-4112	179	4	hybrid	hybrid	ADJ
easat-4112	179	5	decomposition	decomposition	NOUN
easat-4112	179	6	-	-	PUNCT
easat-4112	179	7	reconfiguration	reconfiguration	NOUN
easat-4112	179	8	models	model	NOUN
easat-4112	179	9	for	for	ADP
easat-4112	179	10	long	long	ADJ
easat-4112	179	11	-	-	PUNCT
easat-4112	179	12	term	term	NOUN
easat-4112	179	13	solar	solar	ADJ
easat-4112	179	14	radiation	radiation	NOUN
easat-4112	179	15	prediction	prediction	NOUN
easat-4112	179	16	only	only	ADV
easat-4112	179	17	using	use	VERB
easat-4112	179	18	historical	historical	ADJ
easat-4112	179	19	radiation	radiation	NOUN
easat-4112	179	20	records	record	NOUN
easat-4112	179	21	,	,	PUNCT
easat-4112	179	22	"	"	PUNCT
easat-4112	179	23	energies	energy	NOUN
easat-4112	179	24	,	,	PUNCT
easat-4112	179	25	vol	vol	NOUN
easat-4112	179	26	.	.	PROPN
easat-4112	179	27	11	11	NUM
easat-4112	179	28	,	,	PUNCT
easat-4112	179	29	no	no	INTJ
easat-4112	179	30	.	.	NOUN
easat-4112	179	31	6	6	NUM
easat-4112	179	32	,	,	PUNCT
easat-4112	179	33	p.	p.	NOUN
easat-4112	179	34	1376	1376	NUM
easat-4112	179	35	,	,	PUNCT
easat-4112	179	36	2018	2018	NUM
easat-4112	179	37	.	.	PUNCT
easat-4112	180	1	https://doi.org/10.3390/en11061376	https://doi.org/10.3390/en11061376	X
easat-4112	181	1	[	[	X
easat-4112	181	2	11	11	NUM
easat-4112	181	3	]	]	PUNCT
easat-4112	181	4	h.	h.	PROPN
easat-4112	181	5	chung	chung	PROPN
easat-4112	181	6	and	and	CCONJ
easat-4112	181	7	k.-s	k.-s	PROPN
easat-4112	181	8	.	.	PUNCT
easat-4112	182	1	shin	shin	PROPN
easat-4112	182	2	,	,	PUNCT
easat-4112	182	3	"	"	PUNCT
easat-4112	182	4	genetic	genetic	ADJ
easat-4112	182	5	algorithm	algorithm	NOUN
easat-4112	182	6	-	-	PUNCT
easat-4112	182	7	optimized	optimize	VERB
easat-4112	182	8	long	long	ADJ
easat-4112	182	9	short	short	ADJ
easat-4112	182	10	-	-	PUNCT
easat-4112	182	11	term	term	NOUN
easat-4112	182	12	memory	memory	NOUN
easat-4112	182	13	network	network	NOUN
easat-4112	182	14	for	for	ADP
easat-4112	182	15	stock	stock	NOUN
easat-4112	182	16	market	market	NOUN
easat-4112	182	17	prediction	prediction	NOUN
easat-4112	182	18	,	,	PUNCT
easat-4112	182	19	"	"	PUNCT
easat-4112	182	20	sustainability	sustainability	NOUN
easat-4112	182	21	,	,	PUNCT
easat-4112	182	22	vol	vol	NOUN
easat-4112	182	23	.	.	PROPN
easat-4112	182	24	10	10	NUM
easat-4112	182	25	,	,	PUNCT
easat-4112	182	26	no	no	INTJ
easat-4112	182	27	.	.	NOUN
easat-4112	182	28	10	10	NUM
easat-4112	182	29	,	,	PUNCT
easat-4112	182	30	p.	p.	NOUN
easat-4112	182	31	3765	3765	NUM
easat-4112	182	32	,	,	PUNCT
easat-4112	182	33	2018	2018	NUM
easat-4112	182	34	.	.	PUNCT
easat-4112	183	1	https://doi.org/10.3390/su10103765	https://doi.org/10.3390/su10103765	X
easat-4112	184	1	[	[	X
easat-4112	184	2	12	12	NUM
easat-4112	184	3	]	]	X
easat-4112	184	4	b.	b.	PROPN
easat-4112	184	5	rogers	rogers	PROPN
easat-4112	184	6	,	,	PUNCT
easat-4112	184	7	n.	n.	PROPN
easat-4112	184	8	noman	noman	PROPN
easat-4112	184	9	,	,	PUNCT
easat-4112	184	10	s.	s.	PROPN
easat-4112	184	11	chalup	chalup	PROPN
easat-4112	184	12	,	,	PUNCT
easat-4112	184	13	and	and	CCONJ
easat-4112	184	14	p.	p.	PROPN
easat-4112	184	15	moscato	moscato	PROPN
easat-4112	184	16	,	,	PUNCT
easat-4112	184	17	"	"	PUNCT
easat-4112	184	18	a	a	DET
easat-4112	184	19	comparative	comparative	ADJ
easat-4112	184	20	analysis	analysis	NOUN
easat-4112	184	21	of	of	ADP
easat-4112	184	22	deep	deep	ADJ
easat-4112	184	23	neural	neural	ADJ
easat-4112	184	24	network	network	NOUN
easat-4112	184	25	architectures	architecture	NOUN
easat-4112	184	26	for	for	ADP
easat-4112	184	27	sentence	sentence	NOUN
easat-4112	184	28	classification	classification	NOUN
easat-4112	184	29	using	use	VERB
easat-4112	184	30	genetic	genetic	ADJ
easat-4112	184	31	algorithm	algorithm	NOUN
easat-4112	184	32	,	,	PUNCT
easat-4112	184	33	"	"	PUNCT
easat-4112	184	34	evolutionary	evolutionary	ADJ
easat-4112	184	35	intelligence	intelligence	NOUN
easat-4112	184	36	,	,	PUNCT
easat-4112	184	37	vol	vol	NOUN
easat-4112	184	38	.	.	PROPN
easat-4112	184	39	17	17	NUM
easat-4112	184	40	,	,	PUNCT
easat-4112	184	41	no	no	INTJ
easat-4112	184	42	.	.	NOUN
easat-4112	184	43	3	3	NUM
easat-4112	184	44	,	,	PUNCT
easat-4112	184	45	pp	pp	ADJ
easat-4112	184	46	.	.	PUNCT
easat-4112	185	1	1933	1933	NUM
easat-4112	185	2	-	-	SYM
easat-4112	185	3	1952	1952	NUM
easat-4112	185	4	,	,	PUNCT
easat-4112	185	5	2024	2024	NUM
easat-4112	185	6	.	.	PUNCT
easat-4112	186	1	https://doi.org/10.1007/s12065-023-00874-8	https://doi.org/10.1007/s12065-023-00874-8	NUM
easat-4112	187	1	[	[	X
easat-4112	187	2	13	13	NUM
easat-4112	187	3	]	]	PUNCT
easat-4112	187	4	a.	a.	NOUN
easat-4112	187	5	gupta	gupta	PROPN
easat-4112	187	6	and	and	CCONJ
easat-4112	187	7	k.	k.	PROPN
easat-4112	187	8	gupta	gupta	PROPN
easat-4112	187	9	,	,	PUNCT
easat-4112	187	10	"	"	PUNCT
easat-4112	187	11	short	short	ADJ
easat-4112	187	12	term	term	NOUN
easat-4112	187	13	solar	solar	ADJ
easat-4112	187	14	irradiation	irradiation	NOUN
easat-4112	187	15	prediction	prediction	NOUN
easat-4112	187	16	framework	framework	NOUN
easat-4112	187	17	based	base	VERB
easat-4112	187	18	on	on	ADP
easat-4112	187	19	eemd	eemd	PROPN
easat-4112	187	20	-	-	PROPN
easat-4112	187	21	ga	ga	NOUN
easat-4112	187	22	-	-	PUNCT
easat-4112	187	23	lstm	lstm	PROPN
easat-4112	187	24	method	method	NOUN
easat-4112	187	25	,	,	PUNCT
easat-4112	187	26	"	"	PUNCT
easat-4112	187	27	strategic	strategic	ADJ
easat-4112	187	28	planning	planning	NOUN
easat-4112	187	29	for	for	ADP
easat-4112	187	30	energy	energy	NOUN
easat-4112	187	31	and	and	CCONJ
easat-4112	187	32	the	the	DET
easat-4112	187	33	environment	environment	NOUN
easat-4112	187	34	,	,	PUNCT
easat-4112	187	35	pp	pp	ADV
easat-4112	187	36	.	.	PUNCT
easat-4112	188	1	255	255	NUM
easat-4112	188	2	-	-	SYM
easat-4112	188	3	280	280	NUM
easat-4112	188	4	,	,	PUNCT
easat-4112	188	5	2022	2022	NUM
easat-4112	188	6	.	.	PUNCT
easat-4112	188	7	https://doi.org/10.13052/spee1048-5236.4132	https://doi.org/10.13052/spee1048-5236.4132	X
easat-4112	189	1	[	[	X
easat-4112	189	2	14	14	NUM
easat-4112	189	3	]	]	X
easat-4112	189	4	y.	y.	PROPN
easat-4112	189	5	chen	chen	PROPN
easat-4112	189	6	et	et	PROPN
easat-4112	189	7	al	al	PROPN
easat-4112	189	8	.	.	PROPN
easat-4112	189	9	,	,	PUNCT
easat-4112	189	10	"	"	PUNCT
easat-4112	189	11	short	short	ADJ
easat-4112	189	12	-	-	PUNCT
easat-4112	189	13	term	term	NOUN
easat-4112	189	14	wind	wind	NOUN
easat-4112	189	15	speed	speed	NOUN
easat-4112	189	16	predicting	predict	VERB
easat-4112	189	17	framework	framework	NOUN
easat-4112	189	18	based	base	VERB
easat-4112	189	19	on	on	ADP
easat-4112	189	20	eemd	eemd	PROPN
easat-4112	189	21	-	-	PROPN
easat-4112	189	22	ga	ga	NOUN
easat-4112	189	23	-	-	PUNCT
easat-4112	189	24	lstm	lstm	ADJ
easat-4112	189	25	method	method	NOUN
easat-4112	189	26	under	under	ADP
easat-4112	189	27	large	large	ADJ
easat-4112	189	28	scaled	scale	VERB
easat-4112	189	29	wind	wind	NOUN
easat-4112	189	30	history	history	NOUN
easat-4112	189	31	,	,	PUNCT
easat-4112	189	32	"	"	PUNCT
easat-4112	189	33	energy	energy	NOUN
easat-4112	189	34	conversion	conversion	NOUN
easat-4112	189	35	and	and	CCONJ
easat-4112	189	36	management	management	NOUN
easat-4112	189	37	,	,	PUNCT
easat-4112	189	38	vol	vol	NOUN
easat-4112	189	39	.	.	PROPN
easat-4112	189	40	227	227	NUM
easat-4112	189	41	,	,	PUNCT
easat-4112	189	42	p.	p.	NOUN
easat-4112	189	43	113559	113559	NUM
easat-4112	189	44	,	,	PUNCT
easat-4112	189	45	2021	2021	NUM
easat-4112	189	46	.	.	PUNCT
easat-4112	190	1	https://doi.org/10.1016/j.enconman.2020.113559	https://doi.org/10.1016/j.enconman.2020.113559	ADJ
easat-4112	190	2	[	[	X
easat-4112	190	3	15	15	NUM
easat-4112	190	4	]	]	X
easat-4112	190	5	s.	s.	PROPN
easat-4112	190	6	ahlam	ahlam	PROPN
easat-4112	190	7	,	,	PUNCT
easat-4112	190	8	m.	m.	PROPN
easat-4112	190	9	rachid	rachid	PROPN
easat-4112	190	10	,	,	PUNCT
easat-4112	190	11	b.	b.	PROPN
easat-4112	190	12	ali	ali	PROPN
easat-4112	190	13	,	,	PUNCT
easat-4112	190	14	b.	b.	PROPN
easat-4112	190	15	djelloul	djelloul	PROPN
easat-4112	190	16	,	,	PUNCT
easat-4112	190	17	and	and	CCONJ
easat-4112	190	18	b.	b.	PROPN
easat-4112	190	19	kada	kada	PROPN
easat-4112	190	20	,	,	PUNCT
easat-4112	190	21	"	"	PUNCT
easat-4112	190	22	enhanced	enhance	VERB
easat-4112	190	23	daily	daily	ADJ
easat-4112	190	24	global	global	ADJ
easat-4112	190	25	solar	solar	ADJ
easat-4112	190	26	radiation	radiation	NOUN
easat-4112	190	27	prediction	prediction	NOUN
easat-4112	190	28	through	through	ADP
easat-4112	190	29	hybrid	hybrid	ADJ
easat-4112	190	30	artificial	artificial	ADJ
easat-4112	190	31	neural	neural	ADJ
easat-4112	190	32	network	network	NOUN
easat-4112	190	33	and	and	CCONJ
easat-4112	190	34	adaptive	adaptive	ADJ
easat-4112	190	35	neuro	neuro	NOUN
easat-4112	190	36	-	-	PUNCT
easat-4112	190	37	fuzzy	fuzzy	ADJ
easat-4112	190	38	inference	inference	NOUN
easat-4112	190	39	system	system	NOUN
easat-4112	190	40	with	with	ADP
easat-4112	190	41	meta	meta	ADJ
easat-4112	190	42	-	-	PUNCT
easat-4112	190	43	heuristic	heuristic	ADJ
easat-4112	190	44	algorithm	algorithm	NOUN
easat-4112	190	45	integration	integration	NOUN
easat-4112	190	46	,	,	PUNCT
easat-4112	190	47	"	"	PUNCT
easat-4112	190	48	instrumentation	instrumentation	NOUN
easat-4112	190	49	,	,	PUNCT
easat-4112	190	50	mesures	mesure	NOUN
easat-4112	190	51	,	,	PUNCT
easat-4112	190	52	métrologies	métrologie	NOUN
easat-4112	190	53	,	,	PUNCT
easat-4112	190	54	vol	vol	NOUN
easat-4112	190	55	.	.	PROPN
easat-4112	191	1	22	22	NUM
easat-4112	191	2	,	,	PUNCT
easat-4112	191	3	no	no	INTJ
easat-4112	191	4	.	.	NOUN
easat-4112	191	5	6	6	NUM
easat-4112	191	6	,	,	PUNCT
easat-4112	191	7	p.	p.	NOUN
easat-4112	191	8	241	241	NUM
easat-4112	191	9	,	,	PUNCT
easat-4112	191	10	2023	2023	NUM
easat-4112	191	11	.	.	PUNCT
easat-4112	192	1	https://doi.org/10.18280/i2m.220603	https://doi.org/10.18280/i2m.220603	PROPN
easat-4112	193	1	[	[	X
easat-4112	193	2	16	16	NUM
easat-4112	193	3	]	]	PUNCT
easat-4112	193	4	s.	s.	PROPN
easat-4112	193	5	semahi	semahi	PROPN
easat-4112	193	6	,	,	PUNCT
easat-4112	193	7	m.	m.	NOUN
easat-4112	193	8	a.	a.	NOUN
easat-4112	193	9	benbouras	benbouras	PROPN
easat-4112	193	10	,	,	PUNCT
easat-4112	193	11	w.	w.	PROPN
easat-4112	193	12	a.	a.	PROPN
easat-4112	193	13	mahar	mahar	PROPN
easat-4112	193	14	,	,	PUNCT
easat-4112	193	15	n.	n.	PROPN
easat-4112	193	16	zemmouri	zemmouri	PROPN
easat-4112	193	17	,	,	PUNCT
easat-4112	193	18	and	and	CCONJ
easat-4112	193	19	s.	s.	PROPN
easat-4112	193	20	attia	attia	PROPN
easat-4112	193	21	,	,	PUNCT
easat-4112	193	22	"	"	PUNCT
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easat-4112	193	24	of	of	ADP
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easat-4112	193	26	distribution	distribution	NOUN
easat-4112	193	27	maps	map	NOUN
easat-4112	193	28	for	for	ADP
easat-4112	193	29	energy	energy	NOUN
easat-4112	193	30	demand	demand	NOUN
easat-4112	193	31	and	and	CCONJ
easat-4112	193	32	thermal	thermal	ADJ
easat-4112	193	33	comfort	comfort	NOUN
easat-4112	193	34	estimation	estimation	NOUN
easat-4112	193	35	in	in	ADP
easat-4112	193	36	algeria	algeria	PROPN
easat-4112	193	37	,	,	PUNCT
easat-4112	193	38	"	"	PUNCT
easat-4112	193	39	sustainability	sustainability	NOUN
easat-4112	193	40	,	,	PUNCT
easat-4112	193	41	vol	vol	NOUN
easat-4112	193	42	.	.	PROPN
easat-4112	193	43	12	12	NUM
easat-4112	193	44	,	,	PUNCT
easat-4112	193	45	no	no	INTJ
easat-4112	193	46	.	.	NOUN
easat-4112	193	47	15	15	NUM
easat-4112	193	48	,	,	PUNCT
easat-4112	193	49	p.	p.	NOUN
easat-4112	193	50	6066	6066	NUM
easat-4112	193	51	,	,	PUNCT
easat-4112	193	52	2020	2020	NUM
easat-4112	193	53	.	.	PUNCT
easat-4112	194	1	https://doi.org/10.3390/su12156066	https://doi.org/10.3390/su12156066	X
easat-4112	195	1	[	[	X
easat-4112	195	2	17	17	NUM
easat-4112	195	3	]	]	PUNCT
easat-4112	195	4	s.	s.	PROPN
easat-4112	195	5	semahi	semahi	PROPN
easat-4112	195	6	,	,	PUNCT
easat-4112	195	7	"	"	PUNCT
easat-4112	195	8	development	development	NOUN
easat-4112	195	9	of	of	ADP
easat-4112	195	10	a	a	DET
easat-4112	195	11	decision	decision	NOUN
easat-4112	195	12	-	-	PUNCT
easat-4112	195	13	support	support	NOUN
easat-4112	195	14	model	model	NOUN
easat-4112	195	15	based	base	VERB
easat-4112	195	16	on	on	ADP
easat-4112	195	17	fuzzy	fuzzy	ADJ
easat-4112	195	18	logic	logic	NOUN
easat-4112	195	19	for	for	ADP
easat-4112	195	20	optimizing	optimize	VERB
easat-4112	195	21	of	of	ADP
easat-4112	195	22	high	high	ADJ
easat-4112	195	23	energy	energy	NOUN
easat-4112	195	24	performance	performance	NOUN
easat-4112	195	25	(	(	PUNCT
easat-4112	195	26	hpe	hpe	PROPN
easat-4112	195	27	)	)	PUNCT
easat-4112	195	28	housing	housing	NOUN
easat-4112	195	29	design	design	NOUN
easat-4112	195	30	in	in	ADP
easat-4112	195	31	algeria	algeria	PROPN
easat-4112	195	32	,	,	PUNCT
easat-4112	195	33	"	"	PUNCT
easat-4112	195	34	doctoral	doctoral	ADJ
easat-4112	195	35	dissertation	dissertation	NOUN
easat-4112	195	36	,	,	PUNCT
easat-4112	195	37	université	université	PROPN
easat-4112	195	38	mohamed	mohamed	PROPN
easat-4112	195	39	khider	khider	PROPN
easat-4112	195	40	–	–	PUNCT
easat-4112	195	41	biskra	biskra	NOUN
easat-4112	195	42	,	,	PUNCT
easat-4112	195	43	2021	2021	NUM
easat-4112	195	44	.	.	PUNCT
easat-4112	196	1	[	[	X
easat-4112	196	2	18	18	NUM
easat-4112	196	3	]	]	PUNCT
easat-4112	196	4	b.	b.	PROPN
easat-4112	196	5	selahdja	selahdja	PROPN
easat-4112	196	6	,	,	PUNCT
easat-4112	196	7	"	"	PUNCT
easat-4112	196	8	the	the	DET
easat-4112	196	9	geographical	geographical	ADJ
easat-4112	196	10	distribution	distribution	NOUN
easat-4112	196	11	of	of	ADP
easat-4112	196	12	prehistoric	prehistoric	ADJ
easat-4112	196	13	sites	site	NOUN
easat-4112	196	14	in	in	ADP
easat-4112	196	15	the	the	DET
easat-4112	196	16	region	region	NOUN
easat-4112	196	17	of	of	ADP
easat-4112	196	18	biskra	biskra	NOUN
easat-4112	196	19	,	,	PUNCT
easat-4112	196	20	"	"	PUNCT
easat-4112	196	21	journal	journal	PROPN
easat-4112	196	22	el	el	PROPN
easat-4112	196	23	-	-	PROPN
easat-4112	196	24	baheth	baheth	PROPN
easat-4112	196	25	in	in	ADP
easat-4112	196	26	human	human	ADJ
easat-4112	196	27	and	and	CCONJ
easat-4112	196	28	social	social	ADJ
easat-4112	196	29	sciences	science	NOUN
easat-4112	196	30	,	,	PUNCT
easat-4112	196	31	vol	vol	NOUN
easat-4112	196	32	.	.	PROPN
easat-4112	196	33	15	15	NUM
easat-4112	196	34	,	,	PUNCT
easat-4112	196	35	no	no	INTJ
easat-4112	196	36	.	.	NOUN
easat-4112	196	37	1	1	NUM
easat-4112	196	38	,	,	PUNCT
easat-4112	196	39	pp	pp	ADJ
easat-4112	196	40	.	.	PUNCT
easat-4112	197	1	135	135	NUM
easat-4112	197	2	-	-	SYM
easat-4112	197	3	147	147	NUM
easat-4112	197	4	,	,	PUNCT
easat-4112	197	5	2024	2024	NUM
easat-4112	197	6	.	.	PUNCT
easat-4112	198	1	[	[	X
easat-4112	198	2	19	19	NUM
easat-4112	198	3	]	]	PUNCT
easat-4112	198	4	a.	a.	PROPN
easat-4112	198	5	d.	d.	PROPN
easat-4112	198	6	hidaoui	hidaoui	PROPN
easat-4112	198	7	,	,	PUNCT
easat-4112	198	8	a.	a.	PROPN
easat-4112	198	9	k.	k.	PROPN
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easat-4112	198	11	,	,	PUNCT
easat-4112	198	12	and	and	CCONJ
easat-4112	198	13	d.	d.	PROPN
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easat-4112	198	15	,	,	PUNCT
easat-4112	198	16	"	"	PUNCT
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easat-4112	198	18	of	of	ADP
easat-4112	198	19	a	a	DET
easat-4112	198	20	geographic	geographic	ADJ
easat-4112	198	21	information	information	NOUN
easat-4112	198	22	system	system	NOUN
easat-4112	198	23	to	to	PART
easat-4112	198	24	support	support	VERB
easat-4112	198	25	decision	decision	NOUN
easat-4112	198	26	-	-	PUNCT
easat-4112	198	27	making	making	NOUN
easat-4112	198	28	in	in	ADP
easat-4112	198	29	the	the	DET
easat-4112	198	30	agricultural	agricultural	ADJ
easat-4112	198	31	sector	sector	NOUN
easat-4112	198	32	,	,	PUNCT
easat-4112	198	33	"	"	PUNCT
easat-4112	198	34	doctoral	doctoral	ADJ
easat-4112	198	35	dissertation	dissertation	NOUN
easat-4112	198	36	,	,	PUNCT
easat-4112	198	37	universite	universite	PROPN
easat-4112	198	38	ahmed	ahmed	PROPN
easat-4112	198	39	draia	draia	PROPN
easat-4112	198	40	-	-	PUNCT
easat-4112	198	41	adrar	adrar	NOUN
easat-4112	198	42	,	,	PUNCT
easat-4112	198	43	2023	2023	NUM
easat-4112	198	44	.	.	PUNCT
easat-4112	199	1	[	[	X
easat-4112	199	2	20	20	NUM
easat-4112	199	3	]	]	X
easat-4112	199	4	d.	d.	PROPN
easat-4112	199	5	benatiallah	benatiallah	PROPN
easat-4112	199	6	,	,	PUNCT
easat-4112	199	7	k.	k.	PROPN
easat-4112	199	8	bouchouicha	bouchouicha	PROPN
easat-4112	199	9	,	,	PUNCT
easat-4112	199	10	a.	a.	NOUN
easat-4112	199	11	benatiallah	benatiallah	NOUN
easat-4112	199	12	,	,	PUNCT
easat-4112	199	13	a.	a.	NOUN
easat-4112	199	14	harrouz	harrouz	NOUN
easat-4112	199	15	,	,	PUNCT
easat-4112	199	16	and	and	CCONJ
easat-4112	199	17	b.	b.	PROPN
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easat-4112	199	20	"	"	PUNCT
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easat-4112	199	23	solar	solar	ADJ
easat-4112	199	24	radiation	radiation	NOUN
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easat-4112	199	26	an	an	DET
easat-4112	199	27	empirical	empirical	ADJ
easat-4112	199	28	model	model	NOUN
easat-4112	199	29	,	,	PUNCT
easat-4112	199	30	"	"	PUNCT
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easat-4112	199	32	journal	journal	NOUN
easat-4112	199	33	of	of	ADP
easat-4112	199	34	renewable	renewable	ADJ
easat-4112	199	35	energy	energy	NOUN
easat-4112	199	36	and	and	CCONJ
easat-4112	199	37	sustainable	sustainable	ADJ
easat-4112	199	38	development	development	NOUN
easat-4112	199	39	,	,	PUNCT
easat-4112	199	40	vol	vol	NOUN
easat-4112	199	41	.	.	PROPN
easat-4112	199	42	1	1	NUM
easat-4112	199	43	,	,	PUNCT
easat-4112	199	44	no	no	INTJ
easat-4112	199	45	.	.	NOUN
easat-4112	199	46	2	2	NUM
easat-4112	199	47	,	,	PUNCT
easat-4112	199	48	pp	pp	ADJ
easat-4112	199	49	.	.	PUNCT
easat-4112	200	1	212	212	NUM
easat-4112	200	2	-	-	SYM
easat-4112	200	3	219	219	NUM
easat-4112	200	4	,	,	PUNCT
easat-4112	200	5	2019	2019	NUM
easat-4112	200	6	.	.	PUNCT
easat-4112	201	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4112	202	1	https://doi.org/10.1016/j.rser.2012.04.031	https://doi.org/10.1016/j.rser.2012.04.031	NOUN
easat-4112	203	1	https://doi.org/10.3390/en14092354	https://doi.org/10.3390/en14092354	PROPN
easat-4112	203	2	https://doi.org/10.1080/01605682.2022.2118629	https://doi.org/10.1080/01605682.2022.2118629	PROPN
easat-4112	203	3	https://doi.org/10.1007/s12351-020-00605-2	https://doi.org/10.1007/s12351-020-00605-2	NUM
easat-4112	204	1	https://doi.org/10.1016/j.scs.2019.102010	https://doi.org/10.1016/j.scs.2019.102010	PROPN
easat-4112	204	2	https://doi.org/10.1016/j.rser.2014.03.033	https://doi.org/10.1016/j.rser.2014.03.033	PROPN
easat-4112	204	3	https://doi.org/10.1016/j.eswa.2018.11.019	https://doi.org/10.1016/j.eswa.2018.11.019	NUM
easat-4112	204	4	https://doi.org/10.1016/j.apenergy.2022.118674	https://doi.org/10.1016/j.apenergy.2022.118674	NOUN
easat-4112	204	5	https://doi.org/10.1016/j.rse.2015.08.024	https://doi.org/10.1016/j.rse.2015.08.024	NOUN
easat-4112	204	6	https://doi.org/10.3390/en11061376	https://doi.org/10.3390/en11061376	NOUN
easat-4112	204	7	https://doi.org/10.3390/su10103765	https://doi.org/10.3390/su10103765	NUM
easat-4112	204	8	https://doi.org/10.1007/s12065-023-00874-8	https://doi.org/10.1007/s12065-023-00874-8	NUM
easat-4112	204	9	https://doi.org/10.13052/spee1048-5236.4132	https://doi.org/10.13052/spee1048-5236.4132	PUNCT
easat-4112	205	1	https://doi.org/10.1016/j.enconman.2020.113559	https://doi.org/10.1016/j.enconman.2020.113559	ADJ
easat-4112	205	2	https://doi.org/10.18280/i2m.220603	https://doi.org/10.18280/i2m.220603	PROPN
easat-4112	205	3	https://doi.org/10.3390/su12156066	https://doi.org/10.3390/su12156066	PROPN
easat-4112	205	4	291	291	NUM
easat-4112	205	5	edelweiss	edelweiss	PROPN
easat-4112	205	6	applied	apply	VERB
easat-4112	205	7	science	science	NOUN
easat-4112	205	8	and	and	CCONJ
easat-4112	205	9	technology	technology	NOUN
easat-4112	205	10	issn	issn	PROPN
easat-4112	205	11	:	:	PUNCT
easat-4112	205	12	2576	2576	NUM
easat-4112	205	13	-	-	SYM
easat-4112	205	14	8484	8484	NUM
easat-4112	205	15	vol	vol	NOUN
easat-4112	205	16	.	.	PROPN
easat-4112	206	1	9	9	NUM
easat-4112	206	2	,	,	PUNCT
easat-4112	206	3	no	no	INTJ
easat-4112	206	4	.	.	NOUN
easat-4112	206	5	1	1	NUM
easat-4112	206	6	:	:	PUNCT
easat-4112	206	7	278	278	NUM
easat-4112	206	8	-	-	SYM
easat-4112	206	9	291	291	NUM
easat-4112	206	10	,	,	PUNCT
easat-4112	206	11	2025	2025	NUM
easat-4112	206	12	doi	doi	NOUN
easat-4112	206	13	:	:	PUNCT
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easat-4112	206	15	©	©	PROPN
easat-4112	206	16	2025	2025	NUM
easat-4112	206	17	by	by	ADP
easat-4112	206	18	the	the	DET
easat-4112	206	19	authors	author	NOUN
easat-4112	206	20	;	;	PUNCT
easat-4112	206	21	licensee	licensee	PROPN
easat-4112	206	22	learning	learning	NOUN
easat-4112	206	23	gate	gate	NOUN
easat-4112	207	1	[	[	X
easat-4112	207	2	21	21	NUM
easat-4112	207	3	]	]	X
easat-4112	207	4	n.	n.	PROPN
easat-4112	207	5	aoun	aoun	PROPN
easat-4112	207	6	and	and	CCONJ
easat-4112	207	7	k.	k.	PROPN
easat-4112	207	8	bouchouicha	bouchouicha	PROPN
easat-4112	207	9	,	,	PUNCT
easat-4112	207	10	"	"	PUNCT
easat-4112	207	11	estimating	estimate	VERB
easat-4112	207	12	daily	daily	ADJ
easat-4112	207	13	global	global	ADJ
easat-4112	207	14	solar	solar	ADJ
easat-4112	207	15	radiation	radiation	NOUN
easat-4112	207	16	by	by	ADP
easat-4112	207	17	day	day	NOUN
easat-4112	207	18	of	of	ADP
easat-4112	207	19	the	the	DET
easat-4112	207	20	year	year	NOUN
easat-4112	207	21	in	in	ADP
easat-4112	207	22	algeria	algeria	PROPN
easat-4112	207	23	,	,	PUNCT
easat-4112	207	24	"	"	PUNCT
easat-4112	207	25	the	the	DET
easat-4112	207	26	european	european	PROPN
easat-4112	207	27	physical	physical	PROPN
easat-4112	207	28	journal	journal	PROPN
easat-4112	207	29	plus	plus	CCONJ
easat-4112	207	30	,	,	PUNCT
easat-4112	207	31	vol	vol	NOUN
easat-4112	207	32	.	.	PROPN
easat-4112	207	33	132	132	NUM
easat-4112	207	34	,	,	PUNCT
easat-4112	207	35	pp	pp	ADJ
easat-4112	207	36	.	.	PUNCT
easat-4112	208	1	1	1	NUM
easat-4112	208	2	-	-	SYM
easat-4112	208	3	12	12	NUM
easat-4112	208	4	,	,	PUNCT
easat-4112	208	5	2017	2017	NUM
easat-4112	208	6	.	.	PUNCT
easat-4112	208	7	https://doi.org/10.1140/epjp/i2017-11495-7	https://doi.org/10.1140/epjp/i2017-11495-7	PUNCT
easat-4112	209	1	[	[	X
easat-4112	209	2	22	22	NUM
easat-4112	209	3	]	]	PUNCT
easat-4112	209	4	a.	a.	NOUN
easat-4112	209	5	khosravi	khosravi	PROPN
easat-4112	209	6	,	,	PUNCT
easat-4112	209	7	r.	r.	PROPN
easat-4112	209	8	koury	koury	PROPN
easat-4112	209	9	,	,	PUNCT
easat-4112	209	10	l.	l.	PROPN
easat-4112	209	11	machado	machado	PROPN
easat-4112	209	12	,	,	PUNCT
easat-4112	209	13	and	and	CCONJ
easat-4112	209	14	j.	j.	PROPN
easat-4112	209	15	pabon	pabon	PROPN
easat-4112	209	16	,	,	PUNCT
easat-4112	209	17	"	"	PUNCT
easat-4112	209	18	prediction	prediction	NOUN
easat-4112	209	19	of	of	ADP
easat-4112	209	20	wind	wind	NOUN
easat-4112	209	21	speed	speed	NOUN
easat-4112	209	22	and	and	CCONJ
easat-4112	209	23	wind	wind	NOUN
easat-4112	209	24	direction	direction	NOUN
easat-4112	209	25	using	use	VERB
easat-4112	209	26	artificial	artificial	ADJ
easat-4112	209	27	neural	neural	ADJ
easat-4112	209	28	network	network	NOUN
easat-4112	209	29	,	,	PUNCT
easat-4112	209	30	support	support	NOUN
easat-4112	209	31	vector	vector	NOUN
easat-4112	209	32	regression	regression	NOUN
easat-4112	209	33	and	and	CCONJ
easat-4112	209	34	adaptive	adaptive	ADJ
easat-4112	209	35	neuro	neuro	NOUN
easat-4112	209	36	-	-	PUNCT
easat-4112	209	37	fuzzy	fuzzy	ADJ
easat-4112	209	38	inference	inference	NOUN
easat-4112	209	39	system	system	NOUN
easat-4112	209	40	,	,	PUNCT
easat-4112	209	41	"	"	PUNCT
easat-4112	209	42	sustainable	sustainable	ADJ
easat-4112	209	43	energy	energy	NOUN
easat-4112	209	44	technologies	technology	NOUN
easat-4112	209	45	and	and	CCONJ
easat-4112	209	46	assessments	assessment	NOUN
easat-4112	209	47	,	,	PUNCT
easat-4112	209	48	vol	vol	NOUN
easat-4112	209	49	.	.	PROPN
easat-4112	209	50	25	25	NUM
easat-4112	209	51	,	,	PUNCT
easat-4112	209	52	pp	pp	ADJ
easat-4112	209	53	.	.	PUNCT
easat-4112	210	1	146	146	NUM
easat-4112	210	2	-	-	SYM
easat-4112	210	3	160	160	NUM
easat-4112	210	4	,	,	PUNCT
easat-4112	210	5	2018	2018	NUM
easat-4112	210	6	.	.	PUNCT
easat-4112	211	1	http://doi.org/10.1016/j.seta.2018.01.001	http://doi.org/10.1016/j.seta.2018.01.001	X
easat-4112	211	2	[	[	X
easat-4112	211	3	23	23	NUM
easat-4112	211	4	]	]	PUNCT
easat-4112	211	5	m.	m.	NOUN
easat-4112	211	6	hossin	hossin	NOUN
easat-4112	211	7	and	and	CCONJ
easat-4112	211	8	m.	m.	PROPN
easat-4112	211	9	n.	n.	PROPN
easat-4112	211	10	sulaiman	sulaiman	PROPN
easat-4112	211	11	,	,	PUNCT
easat-4112	211	12	"	"	PUNCT
easat-4112	211	13	a	a	DET
easat-4112	211	14	review	review	NOUN
easat-4112	211	15	on	on	ADP
easat-4112	211	16	evaluation	evaluation	NOUN
easat-4112	211	17	metrics	metric	NOUN
easat-4112	211	18	for	for	ADP
easat-4112	211	19	data	data	NOUN
easat-4112	211	20	classification	classification	NOUN
easat-4112	211	21	evaluations	evaluation	NOUN
easat-4112	211	22	,	,	PUNCT
easat-4112	211	23	"	"	PUNCT
easat-4112	211	24	international	international	ADJ
easat-4112	211	25	journal	journal	NOUN
easat-4112	211	26	of	of	ADP
easat-4112	211	27	data	data	PROPN
easat-4112	211	28	mining	mining	PROPN
easat-4112	211	29	&	&	CCONJ
easat-4112	211	30	knowledge	knowledge	PROPN
easat-4112	211	31	management	management	NOUN
easat-4112	211	32	process	process	NOUN
easat-4112	211	33	,	,	PUNCT
easat-4112	211	34	vol	vol	NOUN
easat-4112	211	35	.	.	PROPN
easat-4112	211	36	5	5	NUM
easat-4112	211	37	,	,	PUNCT
easat-4112	211	38	no	no	INTJ
easat-4112	211	39	.	.	NOUN
easat-4112	211	40	2	2	NUM
easat-4112	211	41	,	,	PUNCT
easat-4112	211	42	p.	p.	NOUN
easat-4112	211	43	1	1	NUM
easat-4112	211	44	,	,	PUNCT
easat-4112	211	45	2015	2015	NUM
easat-4112	211	46	.	.	PUNCT
easat-4112	212	1	https://doi.org/10.5121/ijdkp.2015.5201	https://doi.org/10.5121/ijdkp.2015.5201	PROPN
easat-4112	213	1	[	[	X
easat-4112	213	2	24	24	NUM
easat-4112	213	3	]	]	X
easat-4112	213	4	g.	g.	PROPN
easat-4112	213	5	lópez	lópez	PROPN
easat-4112	213	6	,	,	PUNCT
easat-4112	213	7	f.	f.	PROPN
easat-4112	213	8	batlles	batlles	PROPN
easat-4112	213	9	,	,	PUNCT
easat-4112	213	10	and	and	CCONJ
easat-4112	213	11	j.	j.	PROPN
easat-4112	213	12	tovar	tovar	PROPN
easat-4112	213	13	-	-	PUNCT
easat-4112	213	14	pescador	pescador	PROPN
easat-4112	213	15	,	,	PUNCT
easat-4112	213	16	"	"	PUNCT
easat-4112	213	17	selection	selection	NOUN
easat-4112	213	18	of	of	ADP
easat-4112	213	19	input	input	NOUN
easat-4112	213	20	parameters	parameter	NOUN
easat-4112	213	21	to	to	PART
easat-4112	213	22	model	model	VERB
easat-4112	213	23	direct	direct	ADJ
easat-4112	213	24	solar	solar	ADJ
easat-4112	213	25	irradiance	irradiance	NOUN
easat-4112	213	26	by	by	ADP
easat-4112	213	27	using	use	VERB
easat-4112	213	28	artificial	artificial	ADJ
easat-4112	213	29	neural	neural	ADJ
easat-4112	213	30	networks	network	NOUN
easat-4112	213	31	,	,	PUNCT
easat-4112	213	32	"	"	PUNCT
easat-4112	213	33	energy	energy	NOUN
easat-4112	213	34	,	,	PUNCT
easat-4112	213	35	vol	vol	NOUN
easat-4112	213	36	.	.	PROPN
easat-4112	213	37	30	30	NUM
easat-4112	213	38	,	,	PUNCT
easat-4112	213	39	no	no	INTJ
easat-4112	213	40	.	.	NOUN
easat-4112	213	41	9	9	NUM
easat-4112	213	42	,	,	PUNCT
easat-4112	213	43	pp	pp	ADJ
easat-4112	213	44	.	.	PUNCT
easat-4112	214	1	1675	1675	NUM
easat-4112	214	2	-	-	SYM
easat-4112	214	3	1684	1684	NUM
easat-4112	214	4	,	,	PUNCT
easat-4112	214	5	2005	2005	NUM
easat-4112	214	6	.	.	PUNCT
easat-4112	215	1	http://doi.org/10.1016/j.energy.2004.04.035	http://doi.org/10.1016/j.energy.2004.04.035	PROPN
easat-4112	215	2	[	[	X
easat-4112	215	3	25	25	NUM
easat-4112	215	4	]	]	PUNCT
easat-4112	215	5	s.	s.	PROPN
easat-4112	215	6	pereira	pereira	PROPN
easat-4112	215	7	,	,	PUNCT
easat-4112	215	8	p.	p.	PROPN
easat-4112	215	9	canhoto	canhoto	PROPN
easat-4112	215	10	,	,	PUNCT
easat-4112	215	11	and	and	CCONJ
easat-4112	215	12	r.	r.	PROPN
easat-4112	215	13	salgado	salgado	PROPN
easat-4112	215	14	,	,	PUNCT
easat-4112	215	15	"	"	PUNCT
easat-4112	215	16	development	development	NOUN
easat-4112	215	17	and	and	CCONJ
easat-4112	215	18	assessment	assessment	NOUN
easat-4112	215	19	of	of	ADP
easat-4112	215	20	artificial	artificial	ADJ
easat-4112	215	21	neural	neural	ADJ
easat-4112	215	22	network	network	NOUN
easat-4112	215	23	models	model	NOUN
easat-4112	215	24	for	for	ADP
easat-4112	215	25	direct	direct	ADJ
easat-4112	215	26	normal	normal	ADJ
easat-4112	215	27	solar	solar	ADJ
easat-4112	215	28	irradiance	irradiance	NOUN
easat-4112	215	29	forecasting	forecasting	NOUN
easat-4112	215	30	using	use	VERB
easat-4112	215	31	operational	operational	ADJ
easat-4112	215	32	numerical	numerical	PROPN
easat-4112	215	33	weather	weather	PROPN
easat-4112	215	34	prediction	prediction	NOUN
easat-4112	215	35	data	datum	NOUN
easat-4112	215	36	,	,	PUNCT
easat-4112	215	37	"	"	PUNCT
easat-4112	215	38	energy	energy	NOUN
easat-4112	215	39	and	and	CCONJ
easat-4112	215	40	ai	ai	VERB
easat-4112	215	41	,	,	PUNCT
easat-4112	215	42	vol	vol	NOUN
easat-4112	215	43	.	.	PROPN
easat-4112	215	44	15	15	NUM
easat-4112	215	45	,	,	PUNCT
easat-4112	215	46	p.	p.	NOUN
easat-4112	215	47	100314	100314	NUM
easat-4112	215	48	,	,	PUNCT
easat-4112	215	49	2024	2024	NUM
easat-4112	215	50	.	.	PUNCT
easat-4112	216	1	https://doi.org/10.1016/j.egyai.2023.100314	https://doi.org/10.1016/j.egyai.2023.100314	PROPN
easat-4112	216	2	[	[	X
easat-4112	216	3	26	26	NUM
easat-4112	216	4	]	]	X
easat-4112	216	5	b.	b.	PROPN
easat-4112	216	6	güzel	güzel	PROPN
easat-4112	216	7	,	,	PUNCT
easat-4112	216	8	o.	o.	PROPN
easat-4112	216	9	sevli	sevli	PROPN
easat-4112	216	10	,	,	PUNCT
easat-4112	216	11	and	and	CCONJ
easat-4112	216	12	e.	e.	PROPN
easat-4112	216	13	okatan	okatan	PROPN
easat-4112	216	14	,	,	PUNCT
easat-4112	216	15	"	"	PUNCT
easat-4112	216	16	forecasting	forecast	VERB
easat-4112	216	17	solar	solar	ADJ
easat-4112	216	18	radiation	radiation	NOUN
easat-4112	216	19	based	base	VERB
easat-4112	216	20	on	on	ADP
easat-4112	216	21	meteorological	meteorological	ADJ
easat-4112	216	22	data	datum	NOUN
easat-4112	216	23	using	use	VERB
easat-4112	216	24	machine	machine	NOUN
easat-4112	216	25	learning	learn	VERB
easat-4112	216	26	techniques	technique	NOUN
easat-4112	216	27	:	:	PUNCT
easat-4112	216	28	a	a	DET
easat-4112	216	29	case	case	NOUN
easat-4112	216	30	study	study	NOUN
easat-4112	216	31	of	of	ADP
easat-4112	216	32	isparta	isparta	NOUN
easat-4112	216	33	,	,	PUNCT
easat-4112	216	34	"	"	PUNCT
easat-4112	216	35	international	international	ADJ
easat-4112	216	36	journal	journal	NOUN
easat-4112	216	37	of	of	ADP
easat-4112	216	38	engineering	engineering	NOUN
easat-4112	216	39	research	research	NOUN
easat-4112	216	40	and	and	CCONJ
easat-4112	216	41	development	development	NOUN
easat-4112	216	42	,	,	PUNCT
easat-4112	216	43	vol	vol	NOUN
easat-4112	216	44	.	.	PROPN
easat-4112	216	45	15	15	NUM
easat-4112	216	46	,	,	PUNCT
easat-4112	216	47	no	no	INTJ
easat-4112	216	48	.	.	NOUN
easat-4112	216	49	2	2	NUM
easat-4112	216	50	,	,	PUNCT
easat-4112	216	51	pp	pp	ADJ
easat-4112	216	52	.	.	PUNCT
easat-4112	217	1	704	704	NUM
easat-4112	217	2	-	-	SYM
easat-4112	217	3	713	713	NUM
easat-4112	217	4	,	,	PUNCT
easat-4112	217	5	2023	2023	NUM
easat-4112	217	6	.	.	PUNCT
easat-4112	218	1	https://doi.org/	https://doi.org/	VERB
easat-4112	218	2	10.29137	10.29137	NUM
easat-4112	218	3	/	/	SYM
easat-4112	218	4	umagd.1268055	umagd.1268055	PRON
easat-4112	218	5	https://doi.org/10.1140/epjp/i2017-11495-7	https://doi.org/10.1140/epjp/i2017-11495-7	PRON
easat-4112	218	6	http://doi.org/10.1016/j.seta.2018.01.001	http://doi.org/10.1016/j.seta.2018.01.001	PROPN
easat-4112	218	7	https://doi.org/10.5121/ijdkp.2015.5201	https://doi.org/10.5121/ijdkp.2015.5201	PROPN
easat-4112	218	8	http://doi.org/10.1016/j.energy.2004.04.035	http://doi.org/10.1016/j.energy.2004.04.035	VERB
easat-4112	218	9	https://doi.org/10.1016/j.egyai.2023.100314	https://doi.org/10.1016/j.egyai.2023.100314	PROPN
easat-4112	218	10	https://doi.org/	https://doi.org/	NOUN