id	sid	tid	token	lemma	pos
futech-629	1	1	aq	aq	X
futech-629	1	2	.	.	PROPN
futech-629	1	3	almousawi	almousawi	PROPN
futech-629	2	1	et	et	PROPN
futech-629	2	2	al	al	PROPN
futech-629	2	3	.	.	PROPN
futech-629	2	4	/future	/future	PUNCT
futech-629	2	5	technology	technology	PROPN
futech-629	2	6	february	february	PROPN
futech-629	2	7	2026|	2026|	NUM
futech-629	2	8	volume	volume	NOUN
futech-629	2	9	05	05	NUM
futech-629	3	1	|	|	ADV
futech-629	3	2	issue	issue	NOUN
futech-629	3	3	01	01	NUM
futech-629	4	1	|	|	ADV
futech-629	4	2	pages	page	NOUN
futech-629	4	3	303	303	NUM
futech-629	4	4	-	-	SYM
futech-629	4	5	313	313	NUM
futech-629	4	6	303	303	NUM
futech-629	4	7	article	article	NOUN
futech-629	4	8	an	an	DET
futech-629	4	9	efficient	efficient	ADJ
futech-629	4	10	novel	novel	NOUN
futech-629	4	11	deep	deep	ADJ
futech-629	4	12	learning	learning	NOUN
futech-629	4	13	-	-	PUNCT
futech-629	4	14	based	base	VERB
futech-629	4	15	predicting	predicting	NOUN
futech-629	4	16	model	model	NOUN
futech-629	4	17	optimized	optimize	VERB
futech-629	4	18	by	by	ADP
futech-629	4	19	an	an	DET
futech-629	4	20	improved	improve	VERB
futech-629	4	21	daoa	daoa	NOUN
futech-629	4	22	algorithm	algorithm	NOUN
futech-629	4	23	for	for	ADP
futech-629	4	24	microgrid	microgrid	ADJ
futech-629	4	25	energy	energy	NOUN
futech-629	4	26	management	management	NOUN
futech-629	4	27	ali	ali	PROPN
futech-629	4	28	q.	q.	PROPN
futech-629	4	29	almousawi	almousawi	PROPN
futech-629	4	30	1	1	NUM
futech-629	4	31	*	*	PROPN
futech-629	4	32	,	,	PUNCT
futech-629	4	33	nabil	nabil	PROPN
futech-629	4	34	jalil	jalil	PROPN
futech-629	4	35	aklo	aklo	PROPN
futech-629	4	36	2	2	NUM
futech-629	4	37	,	,	PUNCT
futech-629	4	38	zaid	zaid	ADJ
futech-629	4	39	alhadrawi	alhadrawi	ADJ
futech-629	4	40	3	3	NUM
futech-629	4	41	1electrical	1electrical	NUM
futech-629	4	42	engineering	engineering	NOUN
futech-629	4	43	department	department	NOUN
futech-629	4	44	,	,	PUNCT
futech-629	4	45	faculty	faculty	NOUN
futech-629	4	46	of	of	ADP
futech-629	4	47	engineering	engineering	NOUN
futech-629	4	48	,	,	PUNCT
futech-629	4	49	university	university	PROPN
futech-629	4	50	of	of	ADP
futech-629	4	51	kufa	kufa	PROPN
futech-629	4	52	,	,	PUNCT
futech-629	4	53	iraq	iraq	PROPN
futech-629	4	54	2department	2department	NUM
futech-629	4	55	of	of	ADP
futech-629	4	56	biomedical	biomedical	ADJ
futech-629	4	57	engineering	engineering	NOUN
futech-629	4	58	,	,	PUNCT
futech-629	4	59	college	college	NOUN
futech-629	4	60	of	of	ADP
futech-629	4	61	engineering	engineering	NOUN
futech-629	4	62	,	,	PUNCT
futech-629	4	63	university	university	NOUN
futech-629	4	64	of	of	ADP
futech-629	4	65	thi	thi	PROPN
futech-629	4	66	-	-	PUNCT
futech-629	4	67	qar	qar	PROPN
futech-629	4	68	,	,	PUNCT
futech-629	4	69	thi	thi	PROPN
futech-629	4	70	-	-	PUNCT
futech-629	4	71	qar,64001	qar,64001	VERB
futech-629	4	72	,	,	PUNCT
futech-629	4	73	iraq	iraq	PROPN
futech-629	4	74	a	a	DET
futech-629	4	75	r	r	NOUN
futech-629	4	76	t	t	NOUN
futech-629	5	1	i	i	PRON
futech-629	5	2	c	c	NOUN
futech-629	5	3	l	l	NOUN
futech-629	5	4	e	e	NOUN
futech-629	6	1	i	i	PRON
futech-629	6	2	n	n	VERB
futech-629	6	3	f	f	NOUN
futech-629	6	4	o	o	NOUN
futech-629	6	5	article	article	NOUN
futech-629	6	6	history	history	NOUN
futech-629	6	7	:	:	PUNCT
futech-629	6	8	received	receive	VERB
futech-629	6	9	29	29	NUM
futech-629	6	10	august	august	PROPN
futech-629	6	11	2025	2025	NUM
futech-629	6	12	received	receive	VERB
futech-629	6	13	in	in	ADP
futech-629	6	14	revised	revise	VERB
futech-629	6	15	form	form	NOUN
futech-629	6	16	20	20	NUM
futech-629	6	17	october	october	NOUN
futech-629	6	18	2025	2025	NUM
futech-629	6	19	accepted	accept	VERB
futech-629	6	20	04	04	NUM
futech-629	6	21	december	december	PROPN
futech-629	6	22	2025	2025	NUM
futech-629	6	23	keywords	keyword	NOUN
futech-629	6	24	:	:	PUNCT
futech-629	6	25	energy	energy	NOUN
futech-629	6	26	management	management	NOUN
futech-629	6	27	,	,	PUNCT
futech-629	6	28	lstm	lstm	PROPN
futech-629	6	29	,	,	PUNCT
futech-629	6	30	improved	improve	VERB
futech-629	6	31	dynamic	dynamic	ADJ
futech-629	6	32	arithmetic	arithmetic	ADJ
futech-629	6	33	optimization	optimization	NOUN
futech-629	6	34	,	,	PUNCT
futech-629	6	35	photovoltaic	photovoltaic	NOUN
futech-629	6	36	,	,	PUNCT
futech-629	6	37	wind	wind	NOUN
futech-629	6	38	turbine	turbine	NOUN
futech-629	6	39	,	,	PUNCT
futech-629	6	40	deep	deep	ADJ
futech-629	6	41	learning	learning	NOUN
futech-629	6	42	*	*	PUNCT
futech-629	6	43	corresponding	correspond	VERB
futech-629	6	44	author	author	NOUN
futech-629	6	45	email	email	NOUN
futech-629	6	46	address	address	NOUN
futech-629	6	47	:	:	PUNCT
futech-629	6	48	ali.almousawi@uokufa.edu.iq	ali.almousawi@uokufa.edu.iq	NOUN
futech-629	6	49	doi	doi	NOUN
futech-629	6	50	:	:	PUNCT
futech-629	6	51	10.55670	10.55670	NUM
futech-629	6	52	/	/	SYM
futech-629	6	53	fpll.futech.5.1.26	fpll.futech.5.1.26	NOUN
futech-629	6	54	a	a	DET
futech-629	6	55	b	b	PROPN
futech-629	6	56	s	s	ADP
futech-629	6	57	t	t	PROPN
futech-629	6	58	r	r	NOUN
futech-629	6	59	a	a	DET
futech-629	6	60	c	c	NOUN
futech-629	6	61	t	t	NOUN
futech-629	6	62	this	this	DET
futech-629	6	63	paper	paper	NOUN
futech-629	6	64	presents	present	VERB
futech-629	6	65	robust	robust	ADJ
futech-629	6	66	energy	energy	NOUN
futech-629	6	67	-	-	PUNCT
futech-629	6	68	demand	demand	NOUN
futech-629	6	69	and	and	CCONJ
futech-629	6	70	renewable	renewable	ADJ
futech-629	6	71	power	power	NOUN
futech-629	6	72	forecasts	forecast	NOUN
futech-629	6	73	for	for	ADP
futech-629	6	74	the	the	DET
futech-629	6	75	microgrid	microgrid	NOUN
futech-629	6	76	using	use	VERB
futech-629	6	77	deep	deep	ADJ
futech-629	6	78	learning	learning	NOUN
futech-629	6	79	-	-	PUNCT
futech-629	6	80	based	base	VERB
futech-629	6	81	forecasting	forecasting	NOUN
futech-629	6	82	and	and	CCONJ
futech-629	6	83	a	a	DET
futech-629	6	84	metaheuristic	metaheuristic	ADV
futech-629	6	85	-	-	PUNCT
futech-629	6	86	based	base	VERB
futech-629	6	87	optimization	optimization	NOUN
futech-629	6	88	model	model	NOUN
futech-629	6	89	.	.	PUNCT
futech-629	7	1	a	a	DET
futech-629	7	2	long	long	ADJ
futech-629	7	3	short	short	ADJ
futech-629	7	4	-	-	PUNCT
futech-629	7	5	term	term	NOUN
futech-629	7	6	memory	memory	NOUN
futech-629	7	7	(	(	PUNCT
futech-629	7	8	lstm	lstm	NOUN
futech-629	7	9	)	)	PUNCT
futech-629	7	10	is	be	AUX
futech-629	7	11	used	use	VERB
futech-629	7	12	to	to	PART
futech-629	7	13	model	model	VERB
futech-629	7	14	the	the	DET
futech-629	7	15	temporal	temporal	ADJ
futech-629	7	16	nonlinear	nonlinear	ADJ
futech-629	7	17	dynamics	dynamic	NOUN
futech-629	7	18	of	of	ADP
futech-629	7	19	the	the	DET
futech-629	7	20	energy	energy	NOUN
futech-629	7	21	datasets	dataset	NOUN
futech-629	7	22	.	.	PUNCT
futech-629	8	1	a	a	DET
futech-629	8	2	new	new	ADJ
futech-629	8	3	improved	improve	VERB
futech-629	8	4	dynamic	dynamic	ADJ
futech-629	8	5	arithmetic	arithmetic	ADJ
futech-629	8	6	optimization	optimization	NOUN
futech-629	8	7	algorithm	algorithm	NOUN
futech-629	8	8	(	(	PUNCT
futech-629	8	9	idaoa	idaoa	PROPN
futech-629	8	10	)	)	PUNCT
futech-629	8	11	is	be	AUX
futech-629	8	12	developed	develop	VERB
futech-629	8	13	to	to	ADP
futech-629	8	14	fine	fine	ADJ
futech-629	8	15	-	-	PUNCT
futech-629	8	16	tune	tune	NOUN
futech-629	8	17	lstm	lstm	NOUN
futech-629	8	18	parameters	parameter	NOUN
futech-629	8	19	,	,	PUNCT
futech-629	8	20	incorporating	incorporate	VERB
futech-629	8	21	inertial	inertial	ADJ
futech-629	8	22	weights	weight	NOUN
futech-629	8	23	,	,	PUNCT
futech-629	8	24	a	a	DET
futech-629	8	25	mutation	mutation	NOUN
futech-629	8	26	factor	factor	NOUN
futech-629	8	27	,	,	PUNCT
futech-629	8	28	and	and	CCONJ
futech-629	8	29	the	the	DET
futech-629	8	30	triangle	triangle	NOUN
futech-629	8	31	mutation	mutation	NOUN
futech-629	8	32	operator	operator	NOUN
futech-629	8	33	to	to	PART
futech-629	8	34	balance	balance	VERB
futech-629	8	35	exploration	exploration	NOUN
futech-629	8	36	and	and	CCONJ
futech-629	8	37	exploitation	exploitation	NOUN
futech-629	8	38	.	.	PUNCT
futech-629	9	1	the	the	DET
futech-629	9	2	model	model	NOUN
futech-629	9	3	's	's	PART
futech-629	9	4	performance	performance	NOUN
futech-629	9	5	is	be	AUX
futech-629	9	6	verified	verify	VERB
futech-629	9	7	on	on	ADP
futech-629	9	8	various	various	ADJ
futech-629	9	9	datasets	dataset	NOUN
futech-629	9	10	,	,	PUNCT
futech-629	9	11	including	include	VERB
futech-629	9	12	wind	wind	NOUN
futech-629	9	13	turbines	turbine	NOUN
futech-629	9	14	(	(	PUNCT
futech-629	9	15	wt	wt	NOUN
futech-629	9	16	)	)	PUNCT
futech-629	9	17	,	,	PUNCT
futech-629	9	18	photovoltaic	photovoltaic	NOUN
futech-629	9	19	(	(	PUNCT
futech-629	9	20	pv	pv	NOUN
futech-629	9	21	)	)	PUNCT
futech-629	9	22	systems	system	NOUN
futech-629	9	23	,	,	PUNCT
futech-629	9	24	load	load	NOUN
futech-629	9	25	demands	demand	NOUN
futech-629	9	26	,	,	PUNCT
futech-629	9	27	and	and	CCONJ
futech-629	9	28	day	day	NOUN
futech-629	9	29	-	-	PUNCT
futech-629	9	30	ahead	ahead	NOUN
futech-629	9	31	electricity	electricity	NOUN
futech-629	9	32	pricing	pricing	NOUN
futech-629	9	33	.	.	PUNCT
futech-629	10	1	this	this	DET
futech-629	10	2	work	work	NOUN
futech-629	10	3	shows	show	VERB
futech-629	10	4	that	that	SCONJ
futech-629	10	5	the	the	DET
futech-629	10	6	idaoa	idaoa	PROPN
futech-629	10	7	-	-	PUNCT
futech-629	10	8	lstm	lstm	NOUN
futech-629	10	9	model	model	NOUN
futech-629	10	10	outperforms	outperform	VERB
futech-629	10	11	other	other	ADJ
futech-629	10	12	strategies	strategy	NOUN
futech-629	10	13	.	.	PUNCT
futech-629	11	1	practically	practically	ADV
futech-629	11	2	,	,	PUNCT
futech-629	11	3	the	the	DET
futech-629	11	4	root	root	NOUN
futech-629	11	5	mean	mean	VERB
futech-629	11	6	squared	square	VERB
futech-629	11	7	error	error	NOUN
futech-629	11	8	(	(	PUNCT
futech-629	11	9	rmse	rmse	NOUN
futech-629	11	10	)	)	PUNCT
futech-629	11	11	was	be	AUX
futech-629	11	12	0.021	0.021	NUM
futech-629	11	13	in	in	ADP
futech-629	11	14	the	the	DET
futech-629	11	15	forecast	forecast	NOUN
futech-629	11	16	of	of	ADP
futech-629	11	17	wt	wt	NOUN
futech-629	11	18	power	power	NOUN
futech-629	11	19	and	and	CCONJ
futech-629	11	20	0.031	0.031	NUM
futech-629	11	21	in	in	ADP
futech-629	11	22	the	the	DET
futech-629	11	23	case	case	NOUN
futech-629	11	24	of	of	ADP
futech-629	11	25	pv	pv	PROPN
futech-629	11	26	power	power	NOUN
futech-629	11	27	.	.	PUNCT
futech-629	12	1	the	the	DET
futech-629	12	2	model	model	NOUN
futech-629	12	3	performs	perform	VERB
futech-629	12	4	well	well	ADV
futech-629	12	5	in	in	ADP
futech-629	12	6	predictions	prediction	NOUN
futech-629	12	7	,	,	PUNCT
futech-629	12	8	with	with	ADP
futech-629	12	9	high	high	ADJ
futech-629	12	10	coefficient	coefficient	NOUN
futech-629	12	11	of	of	ADP
futech-629	12	12	determination	determination	NOUN
futech-629	12	13	(	(	PUNCT
futech-629	12	14	r²	r²	NOUN
futech-629	12	15	)	)	PUNCT
futech-629	12	16	values	value	NOUN
futech-629	12	17	(	(	PUNCT
futech-629	12	18	r²	r²	VERB
futech-629	12	19	≥	≥	NOUN
futech-629	12	20	0.98	0.98	NUM
futech-629	12	21	)	)	PUNCT
futech-629	12	22	throughout	throughout	ADP
futech-629	12	23	all	all	DET
futech-629	12	24	tasks	task	NOUN
futech-629	12	25	.	.	PUNCT
futech-629	13	1	these	these	DET
futech-629	13	2	findings	finding	NOUN
futech-629	13	3	strengthen	strengthen	VERB
futech-629	13	4	the	the	DET
futech-629	13	5	applicability	applicability	NOUN
futech-629	13	6	of	of	ADP
futech-629	13	7	the	the	DET
futech-629	13	8	proposed	propose	VERB
futech-629	13	9	method	method	NOUN
futech-629	13	10	to	to	PART
futech-629	13	11	enhance	enhance	VERB
futech-629	13	12	energy	energy	NOUN
futech-629	13	13	-	-	PUNCT
futech-629	13	14	saving	save	VERB
futech-629	13	15	measures	measure	NOUN
futech-629	13	16	while	while	SCONJ
futech-629	13	17	preserving	preserve	VERB
futech-629	13	18	the	the	DET
futech-629	13	19	stable	stable	ADJ
futech-629	13	20	operation	operation	NOUN
futech-629	13	21	of	of	ADP
futech-629	13	22	those	those	DET
futech-629	13	23	microgrid	microgrid	NOUN
futech-629	13	24	(	(	PUNCT
futech-629	13	25	mg	mg	NOUN
futech-629	13	26	)	)	PUNCT
futech-629	13	27	systems	system	NOUN
futech-629	13	28	.	.	PUNCT
futech-629	14	1	1	1	X
futech-629	14	2	.	.	X
futech-629	14	3	introduction	introduction	NOUN
futech-629	14	4	examples	example	NOUN
futech-629	14	5	of	of	ADP
futech-629	14	6	renewable	renewable	ADJ
futech-629	14	7	energy	energy	NOUN
futech-629	14	8	generation	generation	NOUN
futech-629	14	9	systems	system	NOUN
futech-629	14	10	that	that	PRON
futech-629	14	11	have	have	AUX
futech-629	14	12	recently	recently	ADV
futech-629	14	13	gained	gain	VERB
futech-629	14	14	popularity	popularity	NOUN
futech-629	14	15	are	be	AUX
futech-629	14	16	wind	wind	NOUN
futech-629	14	17	turbines	turbine	NOUN
futech-629	14	18	(	(	PUNCT
futech-629	14	19	wt	wt	NOUN
futech-629	14	20	)	)	PUNCT
futech-629	14	21	and	and	CCONJ
futech-629	14	22	photovoltaic	photovoltaic	NOUN
futech-629	14	23	(	(	PUNCT
futech-629	14	24	pv	pv	NOUN
futech-629	14	25	)	)	PUNCT
futech-629	14	26	systems	system	NOUN
futech-629	15	1	[	[	X
futech-629	15	2	1	1	NUM
futech-629	15	3	]	]	PUNCT
futech-629	15	4	.	.	PUNCT
futech-629	16	1	this	this	DET
futech-629	16	2	integration	integration	NOUN
futech-629	16	3	into	into	ADP
futech-629	16	4	microgrid	microgrid	PROPN
futech-629	16	5	(	(	PUNCT
futech-629	16	6	mg	mg	NOUN
futech-629	16	7	)	)	PUNCT
futech-629	16	8	systems	system	NOUN
futech-629	16	9	has	have	VERB
futech-629	16	10	the	the	DET
futech-629	16	11	potential	potential	NOUN
futech-629	16	12	to	to	PART
futech-629	16	13	reduce	reduce	VERB
futech-629	16	14	dependence	dependence	NOUN
futech-629	16	15	on	on	ADP
futech-629	16	16	fossil	fossil	ADJ
futech-629	16	17	fuels	fuel	NOUN
futech-629	16	18	and	and	CCONJ
futech-629	16	19	their	their	PRON
futech-629	16	20	associated	associated	ADJ
futech-629	16	21	greenhouse	greenhouse	NOUN
futech-629	16	22	gas	gas	NOUN
futech-629	16	23	emissions	emission	NOUN
futech-629	16	24	,	,	PUNCT
futech-629	16	25	resulting	result	VERB
futech-629	16	26	in	in	ADP
futech-629	16	27	a	a	DET
futech-629	16	28	more	more	ADV
futech-629	16	29	secure	secure	ADJ
futech-629	16	30	electricity	electricity	NOUN
futech-629	16	31	supply	supply	NOUN
futech-629	16	32	and	and	CCONJ
futech-629	16	33	a	a	DET
futech-629	16	34	cleaner	clean	ADJ
futech-629	16	35	environment	environment	NOUN
futech-629	16	36	.	.	PUNCT
futech-629	17	1	however	however	ADV
futech-629	17	2	,	,	PUNCT
futech-629	17	3	renewable	renewable	ADJ
futech-629	17	4	energy	energy	NOUN
futech-629	17	5	sources	source	NOUN
futech-629	17	6	exhibit	exhibit	VERB
futech-629	17	7	irregular	irregular	ADJ
futech-629	17	8	,	,	PUNCT
futech-629	17	9	non	non	ADJ
futech-629	17	10	-	-	ADJ
futech-629	17	11	continuous	continuous	ADJ
futech-629	17	12	power	power	NOUN
futech-629	17	13	generation	generation	NOUN
futech-629	17	14	,	,	PUNCT
futech-629	17	15	as	as	ADV
futech-629	17	16	well	well	ADV
futech-629	17	17	as	as	ADP
futech-629	17	18	load	load	NOUN
futech-629	17	19	demand	demand	NOUN
futech-629	17	20	patterns	pattern	NOUN
futech-629	17	21	,	,	PUNCT
futech-629	17	22	which	which	PRON
futech-629	17	23	must	must	AUX
futech-629	17	24	be	be	AUX
futech-629	17	25	addressed	address	VERB
futech-629	17	26	to	to	PART
futech-629	17	27	schedule	schedule	VERB
futech-629	17	28	and	and	CCONJ
futech-629	17	29	maintain	maintain	VERB
futech-629	17	30	grid	grid	NOUN
futech-629	17	31	stability	stability	NOUN
futech-629	17	32	[	[	X
futech-629	17	33	2,3	2,3	NUM
futech-629	17	34	]	]	PUNCT
futech-629	17	35	.	.	PUNCT
futech-629	18	1	forecasting	forecast	VERB
futech-629	18	2	renewable	renewable	ADJ
futech-629	18	3	energy	energy	NOUN
futech-629	18	4	in	in	ADP
futech-629	18	5	addition	addition	NOUN
futech-629	18	6	to	to	ADP
futech-629	18	7	load	load	NOUN
futech-629	18	8	demand	demand	NOUN
futech-629	18	9	is	be	AUX
futech-629	18	10	essential	essential	ADJ
futech-629	18	11	for	for	ADP
futech-629	18	12	mg	mg	PROPN
futech-629	18	13	operations	operation	NOUN
futech-629	18	14	,	,	PUNCT
futech-629	18	15	cost	cost	NOUN
futech-629	18	16	control	control	NOUN
futech-629	18	17	,	,	PUNCT
futech-629	18	18	and	and	CCONJ
futech-629	18	19	energy	energy	NOUN
futech-629	18	20	storage	storage	NOUN
futech-629	18	21	scheduling	scheduling	NOUN
futech-629	18	22	[	[	X
futech-629	18	23	4	4	NUM
futech-629	18	24	]	]	PUNCT
futech-629	18	25	.	.	PUNCT
futech-629	19	1	conventional	conventional	ADJ
futech-629	19	2	approaches	approach	NOUN
futech-629	19	3	for	for	ADP
futech-629	19	4	predicting	predict	VERB
futech-629	19	5	mg	mg	PROPN
futech-629	19	6	uncertainty	uncertainty	NOUN
futech-629	19	7	may	may	AUX
futech-629	19	8	be	be	AUX
futech-629	19	9	ineffective	ineffective	ADJ
futech-629	19	10	at	at	ADP
futech-629	19	11	capturing	capture	VERB
futech-629	19	12	the	the	DET
futech-629	19	13	temporal	temporal	ADJ
futech-629	19	14	characteristics	characteristic	NOUN
futech-629	19	15	and	and	CCONJ
futech-629	19	16	nonlinearities	nonlinearitie	NOUN
futech-629	19	17	inherent	inherent	ADJ
futech-629	19	18	in	in	ADP
futech-629	19	19	renewable	renewable	ADJ
futech-629	19	20	energy	energy	NOUN
futech-629	19	21	supplies	supply	NOUN
futech-629	19	22	,	,	PUNCT
futech-629	19	23	as	as	SCONJ
futech-629	19	24	mgs	mgs	NOUN
futech-629	19	25	become	become	VERB
futech-629	19	26	more	more	ADV
futech-629	19	27	complex	complex	ADJ
futech-629	19	28	when	when	SCONJ
futech-629	19	29	multiple	multiple	ADJ
futech-629	19	30	energy	energy	NOUN
futech-629	19	31	sources	source	NOUN
futech-629	19	32	are	be	AUX
futech-629	19	33	added	add	VERB
futech-629	19	34	[	[	X
futech-629	19	35	5	5	NUM
futech-629	19	36	]	]	PUNCT
futech-629	19	37	.	.	PUNCT
futech-629	20	1	therefore	therefore	ADV
futech-629	20	2	,	,	PUNCT
futech-629	20	3	more	more	ADV
futech-629	20	4	complex	complex	ADJ
futech-629	20	5	models	model	NOUN
futech-629	20	6	that	that	PRON
futech-629	20	7	adequately	adequately	ADV
futech-629	20	8	capture	capture	VERB
futech-629	20	9	the	the	DET
futech-629	20	10	stochastic	stochastic	ADJ
futech-629	20	11	nature	nature	NOUN
futech-629	20	12	of	of	ADP
futech-629	20	13	renewable	renewable	ADJ
futech-629	20	14	energy	energy	NOUN
futech-629	20	15	generation	generation	NOUN
futech-629	20	16	are	be	AUX
futech-629	20	17	urgently	urgently	ADV
futech-629	20	18	needed	need	VERB
futech-629	20	19	[	[	PUNCT
futech-629	20	20	6,7	6,7	NUM
futech-629	20	21	]	]	PUNCT
futech-629	20	22	.	.	PUNCT
futech-629	21	1	because	because	SCONJ
futech-629	21	2	of	of	ADP
futech-629	21	3	its	its	PRON
futech-629	21	4	ability	ability	NOUN
futech-629	21	5	to	to	PART
futech-629	21	6	extract	extract	VERB
futech-629	21	7	hierarchical	hierarchical	ADJ
futech-629	21	8	features	feature	NOUN
futech-629	21	9	independently	independently	ADV
futech-629	21	10	and	and	CCONJ
futech-629	21	11	model	model	VERB
futech-629	21	12	nonlinear	nonlinear	ADJ
futech-629	21	13	relationships	relationship	NOUN
futech-629	21	14	,	,	PUNCT
futech-629	21	15	deep	deep	ADJ
futech-629	21	16	learning	learning	NOUN
futech-629	21	17	approaches	approach	NOUN
futech-629	21	18	have	have	AUX
futech-629	21	19	emerged	emerge	VERB
futech-629	21	20	as	as	ADP
futech-629	21	21	a	a	DET
futech-629	21	22	viable	viable	ADJ
futech-629	21	23	alternative	alternative	NOUN
futech-629	21	24	for	for	ADP
futech-629	21	25	processing	processing	NOUN
futech-629	21	26	complex	complex	ADJ
futech-629	21	27	processes	process	NOUN
futech-629	21	28	[	[	X
futech-629	21	29	8	8	NUM
futech-629	21	30	]	]	PUNCT
futech-629	21	31	.	.	PUNCT
futech-629	22	1	despite	despite	SCONJ
futech-629	22	2	their	their	PRON
futech-629	22	3	potential	potential	NOUN
futech-629	22	4	,	,	PUNCT
futech-629	22	5	many	many	ADJ
futech-629	22	6	fundamental	fundamental	ADJ
futech-629	22	7	challenges	challenge	NOUN
futech-629	22	8	remain	remain	VERB
futech-629	22	9	unresolved	unresolved	ADJ
futech-629	22	10	in	in	ADP
futech-629	22	11	the	the	DET
futech-629	22	12	literature	literature	NOUN
futech-629	22	13	,	,	PUNCT
futech-629	22	14	particularly	particularly	ADV
futech-629	22	15	in	in	ADP
futech-629	22	16	hyperparameter	hyperparameter	NOUN
futech-629	22	17	selection	selection	NOUN
futech-629	22	18	and	and	CCONJ
futech-629	22	19	tuning	tuning	NOUN
futech-629	22	20	,	,	PUNCT
futech-629	22	21	which	which	PRON
futech-629	22	22	are	be	AUX
futech-629	22	23	critical	critical	ADJ
futech-629	22	24	to	to	ADP
futech-629	22	25	achieving	achieve	VERB
futech-629	22	26	optimal	optimal	ADJ
futech-629	22	27	model	model	NOUN
futech-629	22	28	performance	performance	NOUN
futech-629	22	29	.	.	PUNCT
futech-629	23	1	as	as	ADP
futech-629	23	2	a	a	DET
futech-629	23	3	result	result	NOUN
futech-629	23	4	,	,	PUNCT
futech-629	23	5	ongoing	ongoing	ADJ
futech-629	23	6	research	research	NOUN
futech-629	23	7	investigates	investigate	VERB
futech-629	23	8	effective	effective	ADJ
futech-629	23	9	strategies	strategy	NOUN
futech-629	23	10	for	for	ADP
futech-629	23	11	hyperparameter	hyperparameter	NOUN
futech-629	23	12	modification	modification	NOUN
futech-629	23	13	that	that	PRON
futech-629	23	14	enhance	enhance	VERB
futech-629	23	15	the	the	DET
futech-629	23	16	robustness	robustness	NOUN
futech-629	23	17	,	,	PUNCT
futech-629	23	18	precision	precision	NOUN
futech-629	23	19	,	,	PUNCT
futech-629	23	20	and	and	CCONJ
futech-629	23	21	generalization	generalization	NOUN
futech-629	23	22	capabilities	capability	NOUN
futech-629	23	23	of	of	ADP
futech-629	23	24	deep	deep	ADJ
futech-629	23	25	learning	learning	NOUN
futech-629	23	26	models	model	NOUN
futech-629	24	1	[	[	X
futech-629	24	2	9	9	NUM
futech-629	24	3	]	]	PUNCT
futech-629	24	4	.	.	PUNCT
futech-629	25	1	although	although	SCONJ
futech-629	25	2	deep	deep	ADJ
futech-629	25	3	neural	neural	ADJ
futech-629	25	4	networks	network	NOUN
futech-629	25	5	,	,	PUNCT
futech-629	25	6	particularly	particularly	ADV
futech-629	25	7	lstms	lstms	ADJ
futech-629	25	8	,	,	PUNCT
futech-629	25	9	have	have	AUX
futech-629	25	10	demonstrated	demonstrate	VERB
futech-629	25	11	promising	promising	ADJ
futech-629	25	12	results	result	NOUN
futech-629	25	13	in	in	ADP
futech-629	25	14	sequence	sequence	NOUN
futech-629	25	15	prediction	prediction	NOUN
futech-629	25	16	,	,	PUNCT
futech-629	25	17	their	their	PRON
futech-629	25	18	effectiveness	effectiveness	NOUN
futech-629	25	19	depends	depend	VERB
futech-629	25	20	heavily	heavily	ADV
futech-629	25	21	on	on	ADP
futech-629	25	22	the	the	DET
futech-629	25	23	selection	selection	NOUN
futech-629	25	24	of	of	ADP
futech-629	25	25	key	key	ADJ
futech-629	25	26	hyperparameters	hyperparameter	NOUN
futech-629	25	27	,	,	PUNCT
futech-629	25	28	such	such	ADJ
futech-629	25	29	as	as	ADP
futech-629	25	30	the	the	DET
futech-629	25	31	number	number	NOUN
futech-629	25	32	of	of	ADP
futech-629	25	33	hidden	hidden	ADJ
futech-629	25	34	layers	layer	NOUN
futech-629	25	35	[	[	X
futech-629	25	36	10	10	NUM
futech-629	25	37	]	]	PUNCT
futech-629	25	38	.	.	PUNCT
futech-629	26	1	most	most	ADJ
futech-629	26	2	optimization	optimization	NOUN
futech-629	26	3	algorithms	algorithm	NOUN
futech-629	26	4	suffer	suffer	VERB
futech-629	26	5	from	from	ADP
futech-629	26	6	premature	premature	ADJ
futech-629	26	7	convergence	convergence	NOUN
futech-629	26	8	or	or	CCONJ
futech-629	26	9	limited	limited	ADJ
futech-629	26	10	search	search	NOUN
futech-629	26	11	capabilities	capability	NOUN
futech-629	26	12	in	in	ADP
futech-629	26	13	the	the	DET
futech-629	26	14	global	global	ADJ
futech-629	26	15	search	search	NOUN
futech-629	26	16	space	space	NOUN
futech-629	26	17	,	,	PUNCT
futech-629	26	18	which	which	PRON
futech-629	26	19	significantly	significantly	ADV
futech-629	26	20	affects	affect	VERB
futech-629	26	21	the	the	DET
futech-629	26	22	fine	fine	ADV
futech-629	26	23	-	-	PUNCT
futech-629	26	24	tuning	tuning	NOUN
futech-629	26	25	of	of	ADP
futech-629	26	26	complex	complex	ADJ
futech-629	26	27	models	model	NOUN
futech-629	26	28	[	[	X
futech-629	26	29	11	11	NUM
futech-629	26	30	]	]	PUNCT
futech-629	26	31	.	.	PUNCT
futech-629	27	1	to	to	PART
futech-629	27	2	do	do	VERB
futech-629	27	3	this	this	PRON
futech-629	27	4	,	,	PUNCT
futech-629	27	5	this	this	DET
futech-629	27	6	study	study	NOUN
futech-629	27	7	developed	develop	VERB
futech-629	27	8	a	a	DET
futech-629	27	9	technique	technique	NOUN
futech-629	27	10	that	that	PRON
futech-629	27	11	combines	combine	VERB
futech-629	27	12	lstm	lstm	ADJ
futech-629	27	13	networks	network	NOUN
futech-629	27	14	with	with	ADP
futech-629	27	15	an	an	DET
futech-629	27	16	improved	improved	ADJ
futech-629	27	17	dynamic	dynamic	ADJ
futech-629	27	18	arithmetic	arithmetic	ADJ
futech-629	27	19	optimization	optimization	NOUN
futech-629	27	20	algorithm	algorithm	NOUN
futech-629	27	21	(	(	PUNCT
futech-629	27	22	idaoa	idaoa	PROPN
futech-629	27	23	)	)	PUNCT
futech-629	27	24	to	to	PART
futech-629	27	25	select	select	VERB
futech-629	27	26	hyperparameters	hyperparameter	NOUN
futech-629	27	27	efficiently	efficiently	ADV
futech-629	27	28	.	.	PUNCT
futech-629	28	1	the	the	DET
futech-629	28	2	primary	primary	ADJ
futech-629	28	3	goal	goal	NOUN
futech-629	28	4	is	be	AUX
futech-629	28	5	to	to	PART
futech-629	28	6	develop	develop	VERB
futech-629	28	7	a	a	DET
futech-629	28	8	reliable	reliable	ADJ
futech-629	28	9	,	,	PUNCT
futech-629	28	10	accurate	accurate	ADJ
futech-629	28	11	,	,	PUNCT
futech-629	28	12	and	and	CCONJ
futech-629	28	13	efficient	efficient	ADJ
futech-629	28	14	forecasting	forecasting	NOUN
futech-629	28	15	model	model	NOUN
futech-629	28	16	for	for	ADP
futech-629	28	17	photovoltaic	photovoltaic	NOUN
futech-629	28	18	power	power	NOUN
futech-629	28	19	,	,	PUNCT
futech-629	28	20	wind	wind	NOUN
futech-629	28	21	energy	energy	NOUN
futech-629	28	22	,	,	PUNCT
futech-629	28	23	and	and	CCONJ
futech-629	28	24	load	load	NOUN
futech-629	28	25	demand	demand	NOUN
futech-629	28	26	in	in	ADP
futech-629	28	27	microgrid	microgrid	NOUN
futech-629	28	28	systems	system	NOUN
futech-629	28	29	.	.	PUNCT
futech-629	29	1	this	this	PRON
futech-629	29	2	means	mean	VERB
futech-629	29	3	that	that	SCONJ
futech-629	29	4	the	the	DET
futech-629	29	5	proposed	propose	VERB
futech-629	29	6	methodology	methodology	NOUN
futech-629	29	7	in	in	ADP
futech-629	29	8	this	this	DET
futech-629	29	9	paper	paper	NOUN
futech-629	29	10	not	not	PART
futech-629	29	11	only	only	ADV
futech-629	29	12	seeks	seek	VERB
futech-629	29	13	to	to	PART
futech-629	29	14	enhance	enhance	VERB
futech-629	29	15	the	the	DET
futech-629	29	16	model	model	NOUN
futech-629	29	17	accuracy	accuracy	NOUN
futech-629	29	18	but	but	CCONJ
futech-629	29	19	also	also	ADV
futech-629	29	20	to	to	PART
futech-629	29	21	provide	provide	VERB
futech-629	29	22	real	real	ADJ
futech-629	29	23	-	-	PUNCT
futech-629	29	24	time	time	NOUN
futech-629	29	25	energy	energy	NOUN
futech-629	29	26	management	management	NOUN
futech-629	29	27	in	in	ADP
futech-629	29	28	dynamic	dynamic	ADJ
futech-629	29	29	systems	system	NOUN
futech-629	29	30	.	.	PUNCT
futech-629	30	1	future	future	ADJ
futech-629	30	2	technology	technology	NOUN
futech-629	30	3	open	open	ADJ
futech-629	30	4	access	access	NOUN
futech-629	30	5	journal	journal	PROPN
futech-629	30	6	https://doi.org/10.55670/fpll.futech.5.1.26	https://doi.org/10.55670/fpll.futech.5.1.26	PROPN
futech-629	30	7	journal	journal	PROPN
futech-629	30	8	homepage	homepage	NOUN
futech-629	30	9	:	:	PUNCT
futech-629	30	10	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-629	30	11	issn	issn	VERB
futech-629	30	12	2832	2832	NUM
futech-629	30	13	-	-	SYM
futech-629	30	14	0379	0379	NUM
futech-629	30	15	february	february	PROPN
futech-629	30	16	2026|	2026|	NUM
futech-629	30	17	volume	volume	NOUN
futech-629	30	18	05	05	NUM
futech-629	31	1	|	|	ADV
futech-629	31	2	issue	issue	NOUN
futech-629	31	3	01	01	NUM
futech-629	32	1	|	|	ADV
futech-629	32	2	pages	page	NOUN
futech-629	32	3	303	303	NUM
futech-629	32	4	-	-	SYM
futech-629	32	5	313	313	NUM
futech-629	32	6	mailto:ali.almousawi@uokufa.edu.iq	mailto:ali.almousawi@uokufa.edu.iq	NOUN
futech-629	32	7	https://doi.org/10.55670/fpll.futech.5.1.26	https://doi.org/10.55670/fpll.futech.5.1.26	X
futech-629	32	8	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-629	32	9	aq	aq	PROPN
futech-629	32	10	.	.	PROPN
futech-629	32	11	almousawi	almousawi	PROPN
futech-629	33	1	et	et	PROPN
futech-629	33	2	al	al	PROPN
futech-629	33	3	.	.	PROPN
futech-629	33	4	/future	/future	PUNCT
futech-629	33	5	technology	technology	PROPN
futech-629	33	6	february	february	PROPN
futech-629	33	7	2026|	2026|	NUM
futech-629	33	8	volume	volume	NOUN
futech-629	33	9	05	05	NUM
futech-629	34	1	|	|	ADV
futech-629	34	2	issue	issue	NOUN
futech-629	34	3	01	01	NUM
futech-629	35	1	|	|	ADV
futech-629	35	2	pages	page	NOUN
futech-629	35	3	303	303	NUM
futech-629	35	4	-	-	SYM
futech-629	35	5	313	313	NUM
futech-629	35	6	304	304	NUM
futech-629	35	7	the	the	DET
futech-629	35	8	rest	rest	NOUN
futech-629	35	9	of	of	ADP
futech-629	35	10	the	the	DET
futech-629	35	11	paper	paper	NOUN
futech-629	35	12	is	be	AUX
futech-629	35	13	structured	structure	VERB
futech-629	35	14	as	as	SCONJ
futech-629	35	15	follows	follow	VERB
futech-629	35	16	:	:	PUNCT
futech-629	35	17	section	section	NOUN
futech-629	35	18	2	2	NUM
futech-629	35	19	reviews	review	NOUN
futech-629	35	20	related	relate	VERB
futech-629	35	21	works	work	NOUN
futech-629	35	22	on	on	ADP
futech-629	35	23	forecasting	forecasting	NOUN
futech-629	35	24	and	and	CCONJ
futech-629	35	25	optimization	optimization	NOUN
futech-629	35	26	methods	method	NOUN
futech-629	35	27	for	for	ADP
futech-629	35	28	renewable	renewable	ADJ
futech-629	35	29	energy	energy	NOUN
futech-629	35	30	.	.	PUNCT
futech-629	36	1	section	section	NOUN
futech-629	36	2	3	3	NUM
futech-629	36	3	describes	describe	VERB
futech-629	36	4	the	the	DET
futech-629	36	5	proposed	propose	VERB
futech-629	36	6	technique	technique	NOUN
futech-629	36	7	,	,	PUNCT
futech-629	36	8	data	datum	NOUN
futech-629	36	9	preprocessing	preprocessing	NOUN
futech-629	36	10	,	,	PUNCT
futech-629	36	11	the	the	DET
futech-629	36	12	lstm	lstm	PROPN
futech-629	36	13	model	model	NOUN
futech-629	36	14	structure	structure	NOUN
futech-629	36	15	,	,	PUNCT
futech-629	36	16	and	and	CCONJ
futech-629	36	17	idaoa	idaoa	PROPN
futech-629	36	18	optimization	optimization	NOUN
futech-629	36	19	.	.	PUNCT
futech-629	37	1	section	section	NOUN
futech-629	37	2	4	4	NUM
futech-629	37	3	discusses	discuss	VERB
futech-629	37	4	the	the	DET
futech-629	37	5	outcomes	outcome	NOUN
futech-629	37	6	and	and	CCONJ
futech-629	37	7	performance	performance	NOUN
futech-629	37	8	evaluations	evaluation	NOUN
futech-629	37	9	,	,	PUNCT
futech-629	37	10	as	as	ADV
futech-629	37	11	well	well	ADV
futech-629	37	12	as	as	ADP
futech-629	37	13	the	the	DET
futech-629	37	14	superiority	superiority	NOUN
futech-629	37	15	of	of	ADP
futech-629	37	16	the	the	DET
futech-629	37	17	proposed	propose	VERB
futech-629	37	18	approach	approach	NOUN
futech-629	37	19	.	.	PUNCT
futech-629	38	1	the	the	DET
futech-629	38	2	work	work	NOUN
futech-629	38	3	is	be	AUX
futech-629	38	4	summarized	summarize	VERB
futech-629	38	5	in	in	ADP
futech-629	38	6	section	section	NOUN
futech-629	38	7	5	5	NUM
futech-629	38	8	,	,	PUNCT
futech-629	38	9	which	which	PRON
futech-629	38	10	focuses	focus	VERB
futech-629	38	11	on	on	ADP
futech-629	38	12	major	major	ADJ
futech-629	38	13	results	result	NOUN
futech-629	38	14	and	and	CCONJ
futech-629	38	15	suggests	suggest	VERB
futech-629	38	16	potential	potential	ADJ
futech-629	38	17	directions	direction	NOUN
futech-629	38	18	for	for	ADP
futech-629	38	19	future	future	ADJ
futech-629	38	20	research	research	NOUN
futech-629	38	21	.	.	PUNCT
futech-629	39	1	2	2	X
futech-629	39	2	.	.	X
futech-629	39	3	related	relate	VERB
futech-629	39	4	works	work	VERB
futech-629	39	5	many	many	ADJ
futech-629	39	6	researchers	researcher	NOUN
futech-629	39	7	throughout	throughout	ADP
futech-629	39	8	the	the	DET
futech-629	39	9	world	world	NOUN
futech-629	39	10	have	have	AUX
futech-629	39	11	investigated	investigate	VERB
futech-629	39	12	various	various	ADJ
futech-629	39	13	strategies	strategy	NOUN
futech-629	39	14	and	and	CCONJ
futech-629	39	15	techniques	technique	NOUN
futech-629	39	16	linked	link	VERB
futech-629	39	17	to	to	ADP
futech-629	39	18	this	this	DET
futech-629	39	19	work	work	NOUN
futech-629	39	20	.	.	PUNCT
futech-629	40	1	zarma	zarma	PROPN
futech-629	40	2	et	et	PROPN
futech-629	40	3	al	al	PROPN
futech-629	40	4	.	.	PUNCT
futech-629	41	1	[	[	X
futech-629	41	2	12	12	NUM
futech-629	41	3	]	]	PUNCT
futech-629	41	4	proposed	propose	VERB
futech-629	41	5	energy	energy	NOUN
futech-629	41	6	demand	demand	NOUN
futech-629	41	7	forecasting	forecasting	NOUN
futech-629	41	8	models	model	NOUN
futech-629	41	9	for	for	ADP
futech-629	41	10	hybrid	hybrid	ADJ
futech-629	41	11	mg	mg	PROPN
futech-629	41	12	energy	energy	NOUN
futech-629	41	13	management	management	NOUN
futech-629	41	14	,	,	PUNCT
futech-629	41	15	using	use	VERB
futech-629	41	16	five	five	NUM
futech-629	41	17	algorithms	algorithm	NOUN
futech-629	41	18	:	:	PUNCT
futech-629	41	19	linear	linear	ADJ
futech-629	41	20	regression	regression	NOUN
futech-629	41	21	,	,	PUNCT
futech-629	41	22	random	random	ADJ
futech-629	41	23	forest	forest	NOUN
futech-629	41	24	,	,	PUNCT
futech-629	41	25	artificial	artificial	ADJ
futech-629	41	26	neural	neural	ADJ
futech-629	41	27	network	network	NOUN
futech-629	41	28	,	,	PUNCT
futech-629	41	29	extreme	extreme	ADJ
futech-629	41	30	gradient	gradient	NOUN
futech-629	41	31	boosting	boosting	NOUN
futech-629	41	32	,	,	PUNCT
futech-629	41	33	and	and	CCONJ
futech-629	41	34	support	support	VERB
futech-629	41	35	vector	vector	NOUN
futech-629	41	36	regression	regression	NOUN
futech-629	41	37	.	.	PUNCT
futech-629	42	1	the	the	DET
futech-629	42	2	study	study	NOUN
futech-629	42	3	sought	seek	VERB
futech-629	42	4	to	to	PART
futech-629	42	5	investigate	investigate	VERB
futech-629	42	6	many	many	ADJ
futech-629	42	7	parameters	parameter	NOUN
futech-629	42	8	,	,	PUNCT
futech-629	42	9	including	include	VERB
futech-629	42	10	irradiance	irradiance	NOUN
futech-629	42	11	,	,	PUNCT
futech-629	42	12	temperature	temperature	NOUN
futech-629	42	13	,	,	PUNCT
futech-629	42	14	time	time	NOUN
futech-629	42	15	of	of	ADP
futech-629	42	16	day	day	NOUN
futech-629	42	17	,	,	PUNCT
futech-629	42	18	humidity	humidity	NOUN
futech-629	42	19	,	,	PUNCT
futech-629	42	20	and	and	CCONJ
futech-629	42	21	season	season	NOUN
futech-629	42	22	.	.	PUNCT
futech-629	43	1	these	these	DET
futech-629	43	2	elements	element	NOUN
futech-629	43	3	specify	specify	VERB
futech-629	43	4	the	the	DET
futech-629	43	5	performance	performance	NOUN
futech-629	43	6	of	of	ADP
futech-629	43	7	generators	generator	NOUN
futech-629	43	8	,	,	PUNCT
futech-629	43	9	grid	grid	NOUN
futech-629	43	10	systems	system	NOUN
futech-629	43	11	,	,	PUNCT
futech-629	43	12	and	and	CCONJ
futech-629	43	13	photovoltaics	photovoltaic	NOUN
futech-629	43	14	.	.	PUNCT
futech-629	44	1	cavus	cavus	PROPN
futech-629	44	2	et	et	PROPN
futech-629	44	3	al	al	PROPN
futech-629	44	4	.	.	PUNCT
futech-629	45	1	[	[	X
futech-629	45	2	13	13	NUM
futech-629	45	3	]	]	PUNCT
futech-629	45	4	presented	present	VERB
futech-629	45	5	a	a	DET
futech-629	45	6	new	new	ADJ
futech-629	45	7	energy	energy	NOUN
futech-629	45	8	management	management	NOUN
futech-629	45	9	technique	technique	NOUN
futech-629	45	10	known	know	VERB
futech-629	45	11	as	as	ADP
futech-629	45	12	deep	deep	ADJ
futech-629	45	13	-	-	PUNCT
futech-629	45	14	fuzzy	fuzzy	ADJ
futech-629	45	15	logic	logic	NOUN
futech-629	45	16	control	control	NOUN
futech-629	45	17	,	,	PUNCT
futech-629	45	18	which	which	PRON
futech-629	45	19	integrates	integrate	VERB
futech-629	45	20	lstm	lstm	NOUN
futech-629	45	21	-	-	PUNCT
futech-629	45	22	based	base	VERB
futech-629	45	23	conceptual	conceptual	ADJ
futech-629	45	24	modelling	modelling	NOUN
futech-629	45	25	with	with	ADP
futech-629	45	26	adaptive	adaptive	ADJ
futech-629	45	27	fuzzy	fuzzy	ADJ
futech-629	45	28	logic	logic	NOUN
futech-629	45	29	to	to	PART
futech-629	45	30	improve	improve	VERB
futech-629	45	31	the	the	DET
futech-629	45	32	outcome	outcome	NOUN
futech-629	45	33	in	in	ADP
futech-629	45	34	a	a	DET
futech-629	45	35	microgrid	microgrid	ADJ
futech-629	45	36	system	system	NOUN
futech-629	45	37	connected	connect	VERB
futech-629	45	38	to	to	ADP
futech-629	45	39	the	the	DET
futech-629	45	40	grid	grid	NOUN
futech-629	45	41	.	.	PUNCT
futech-629	46	1	mahmoudabadi	mahmoudabadi	NOUN
futech-629	46	2	et	et	PROPN
futech-629	46	3	al	al	PROPN
futech-629	46	4	.	.	PUNCT
futech-629	47	1	[	[	X
futech-629	47	2	14	14	NUM
futech-629	47	3	]	]	PUNCT
futech-629	47	4	introduced	introduce	VERB
futech-629	47	5	a	a	DET
futech-629	47	6	detailed	detailed	ADJ
futech-629	47	7	energy	energy	NOUN
futech-629	47	8	management	management	NOUN
futech-629	47	9	strategy	strategy	NOUN
futech-629	47	10	for	for	ADP
futech-629	47	11	scheduling	scheduling	NOUN
futech-629	47	12	distributed	distribute	VERB
futech-629	47	13	generation	generation	NOUN
futech-629	47	14	systems	system	NOUN
futech-629	47	15	in	in	ADP
futech-629	47	16	both	both	CCONJ
futech-629	47	17	normal	normal	ADJ
futech-629	47	18	and	and	CCONJ
futech-629	47	19	abnormal	abnormal	ADJ
futech-629	47	20	modes	mode	NOUN
futech-629	47	21	within	within	ADP
futech-629	47	22	microgrids	microgrid	NOUN
futech-629	47	23	connected	connect	VERB
futech-629	47	24	to	to	ADP
futech-629	47	25	a	a	DET
futech-629	47	26	distribution	distribution	NOUN
futech-629	47	27	network	network	NOUN
futech-629	47	28	.	.	PUNCT
futech-629	48	1	this	this	DET
futech-629	48	2	strategy	strategy	NOUN
futech-629	48	3	utilized	utilize	VERB
futech-629	48	4	an	an	DET
futech-629	48	5	extreme	extreme	ADJ
futech-629	48	6	learning	learning	NOUN
futech-629	48	7	machine	machine	NOUN
futech-629	48	8	model	model	NOUN
futech-629	48	9	to	to	PART
futech-629	48	10	predict	predict	VERB
futech-629	48	11	solar	solar	ADJ
futech-629	48	12	and	and	CCONJ
futech-629	48	13	wind	wind	NOUN
futech-629	48	14	power	power	NOUN
futech-629	48	15	outputs	output	NOUN
futech-629	48	16	.	.	PUNCT
futech-629	49	1	the	the	DET
futech-629	49	2	authors	author	NOUN
futech-629	49	3	in	in	ADP
futech-629	49	4	[	[	X
futech-629	49	5	15	15	NUM
futech-629	49	6	]	]	PUNCT
futech-629	49	7	analyzed	analyze	VERB
futech-629	49	8	a	a	DET
futech-629	49	9	networked	networked	ADJ
futech-629	49	10	microgrid	microgrid	NOUN
futech-629	49	11	system	system	NOUN
futech-629	49	12	that	that	PRON
futech-629	49	13	includes	include	VERB
futech-629	49	14	biomass	biomass	NOUN
futech-629	49	15	,	,	PUNCT
futech-629	49	16	pv	pv	NOUN
futech-629	49	17	panels	panel	NOUN
futech-629	49	18	,	,	PUNCT
futech-629	49	19	a	a	DET
futech-629	49	20	wind	wind	NOUN
futech-629	49	21	turbine	turbine	NOUN
futech-629	49	22	,	,	PUNCT
futech-629	49	23	a	a	DET
futech-629	49	24	battery	battery	NOUN
futech-629	49	25	system	system	NOUN
futech-629	49	26	,	,	PUNCT
futech-629	49	27	and	and	CCONJ
futech-629	49	28	pumped	pump	VERB
futech-629	49	29	-	-	PUNCT
futech-629	49	30	hydro	hydro	NOUN
futech-629	49	31	storage	storage	NOUN
futech-629	49	32	.	.	PUNCT
futech-629	50	1	the	the	DET
futech-629	50	2	paper	paper	NOUN
futech-629	50	3	presents	present	VERB
futech-629	50	4	a	a	DET
futech-629	50	5	hierarchical	hierarchical	ADJ
futech-629	50	6	deep	deep	ADJ
futech-629	50	7	learning	learn	VERB
futech-629	50	8	energy	energy	NOUN
futech-629	50	9	management	management	NOUN
futech-629	50	10	method	method	NOUN
futech-629	50	11	that	that	PRON
futech-629	50	12	is	be	AUX
futech-629	50	13	implemented	implement	VERB
futech-629	50	14	under	under	ADP
futech-629	50	15	normal	normal	ADJ
futech-629	50	16	conditions	condition	NOUN
futech-629	50	17	,	,	PUNCT
futech-629	50	18	high	high	ADJ
futech-629	50	19	demand	demand	NOUN
futech-629	50	20	,	,	PUNCT
futech-629	50	21	variation	variation	NOUN
futech-629	50	22	in	in	ADP
futech-629	50	23	renewable	renewable	ADJ
futech-629	50	24	generation	generation	NOUN
futech-629	50	25	,	,	PUNCT
futech-629	50	26	and	and	CCONJ
futech-629	50	27	the	the	DET
futech-629	50	28	worst	bad	ADJ
futech-629	50	29	weather	weather	NOUN
futech-629	50	30	conditions	condition	NOUN
futech-629	50	31	.	.	PUNCT
futech-629	51	1	authors	author	NOUN
futech-629	51	2	in	in	ADP
futech-629	51	3	[	[	X
futech-629	51	4	16	16	NUM
futech-629	51	5	]	]	PUNCT
futech-629	51	6	developed	develop	VERB
futech-629	51	7	microgrids	microgrid	NOUN
futech-629	51	8	that	that	PRON
futech-629	51	9	can	can	AUX
futech-629	51	10	operate	operate	VERB
futech-629	51	11	in	in	ADP
futech-629	51	12	parallel	parallel	NOUN
futech-629	51	13	with	with	ADP
futech-629	51	14	the	the	DET
futech-629	51	15	grid	grid	NOUN
futech-629	51	16	-	-	PUNCT
futech-629	51	17	connected	connect	VERB
futech-629	51	18	mode	mode	NOUN
futech-629	51	19	and	and	CCONJ
futech-629	51	20	the	the	DET
futech-629	51	21	island	island	NOUN
futech-629	51	22	mode	mode	NOUN
futech-629	51	23	,	,	PUNCT
futech-629	51	24	utilizing	utilize	VERB
futech-629	51	25	synchronizing	synchronize	VERB
futech-629	51	26	controllers	controller	NOUN
futech-629	51	27	for	for	ADP
futech-629	51	28	voltage	voltage	NOUN
futech-629	51	29	,	,	PUNCT
futech-629	51	30	phase	phase	NOUN
futech-629	51	31	,	,	PUNCT
futech-629	51	32	and	and	CCONJ
futech-629	51	33	frequency	frequency	NOUN
futech-629	51	34	stability	stability	NOUN
futech-629	51	35	based	base	VERB
futech-629	51	36	on	on	ADP
futech-629	51	37	a	a	DET
futech-629	51	38	deep	deep	ADJ
futech-629	51	39	learning	learning	NOUN
futech-629	51	40	control	control	NOUN
futech-629	51	41	scheme	scheme	NOUN
futech-629	51	42	.	.	PUNCT
futech-629	52	1	mahjoub	mahjoub	VERB
futech-629	52	2	et	et	PROPN
futech-629	52	3	al	al	PROPN
futech-629	52	4	.	.	PUNCT
futech-629	53	1	[	[	X
futech-629	53	2	17	17	NUM
futech-629	53	3	]	]	PUNCT
futech-629	53	4	employ	employ	NOUN
futech-629	53	5	lstm	lstm	NOUN
futech-629	53	6	as	as	ADP
futech-629	53	7	a	a	DET
futech-629	53	8	prediction	prediction	NOUN
futech-629	53	9	strategy	strategy	NOUN
futech-629	53	10	in	in	ADP
futech-629	53	11	the	the	DET
futech-629	53	12	microgrid	microgrid	ADJ
futech-629	53	13	energy	energy	NOUN
futech-629	53	14	management	management	NOUN
futech-629	53	15	,	,	PUNCT
futech-629	53	16	which	which	PRON
futech-629	53	17	comprises	comprise	VERB
futech-629	53	18	a	a	DET
futech-629	53	19	pv	pv	NOUN
futech-629	53	20	system	system	NOUN
futech-629	53	21	,	,	PUNCT
futech-629	53	22	a	a	DET
futech-629	53	23	permanent	permanent	ADJ
futech-629	53	24	magnet	magnet	NOUN
futech-629	53	25	generator	generator	NOUN
futech-629	53	26	,	,	PUNCT
futech-629	53	27	a	a	DET
futech-629	53	28	wind	wind	NOUN
futech-629	53	29	turbine	turbine	NOUN
futech-629	53	30	,	,	PUNCT
futech-629	53	31	and	and	CCONJ
futech-629	53	32	a	a	DET
futech-629	53	33	battery	battery	NOUN
futech-629	53	34	system	system	NOUN
futech-629	53	35	,	,	PUNCT
futech-629	53	36	to	to	PART
futech-629	53	37	track	track	VERB
futech-629	53	38	energy	energy	NOUN
futech-629	53	39	generation	generation	NOUN
futech-629	53	40	and	and	CCONJ
futech-629	53	41	power	power	NOUN
futech-629	53	42	flow	flow	NOUN
futech-629	53	43	.	.	PUNCT
futech-629	54	1	the	the	DET
futech-629	54	2	authors	author	NOUN
futech-629	54	3	in	in	ADP
futech-629	54	4	[	[	X
futech-629	54	5	18	18	NUM
futech-629	54	6	]	]	PUNCT
futech-629	54	7	suggest	suggest	VERB
futech-629	54	8	shortterm	shortterm	NOUN
futech-629	54	9	load	load	NOUN
futech-629	54	10	prediction	prediction	NOUN
futech-629	54	11	in	in	ADP
futech-629	54	12	a	a	DET
futech-629	54	13	hybrid	hybrid	ADJ
futech-629	54	14	system	system	NOUN
futech-629	54	15	using	use	VERB
futech-629	54	16	two	two	NUM
futech-629	54	17	approaches	approach	NOUN
futech-629	54	18	:	:	PUNCT
futech-629	54	19	an	an	DET
futech-629	54	20	artificial	artificial	ADJ
futech-629	54	21	neural	neural	ADJ
futech-629	54	22	network	network	NOUN
futech-629	54	23	(	(	PUNCT
futech-629	54	24	ann	ann	PROPN
futech-629	54	25	)	)	PUNCT
futech-629	54	26	and	and	CCONJ
futech-629	54	27	an	an	DET
futech-629	54	28	adaptive	adaptive	ADJ
futech-629	54	29	barnacle	barnacle	NOUN
futech-629	54	30	-	-	PUNCT
futech-629	54	31	mating	mate	VERB
futech-629	54	32	optimizer	optimizer	NOUN
futech-629	54	33	(	(	PUNCT
futech-629	54	34	abmo	abmo	PROPN
futech-629	54	35	)	)	PUNCT
futech-629	54	36	by	by	ADP
futech-629	54	37	selecting	select	VERB
futech-629	54	38	and	and	CCONJ
futech-629	54	39	adjusting	adjust	VERB
futech-629	54	40	the	the	DET
futech-629	54	41	key	key	ADJ
futech-629	54	42	features	feature	NOUN
futech-629	54	43	of	of	ADP
futech-629	54	44	parameters	parameter	NOUN
futech-629	54	45	to	to	PART
futech-629	54	46	increase	increase	VERB
futech-629	54	47	the	the	DET
futech-629	54	48	efficiency	efficiency	NOUN
futech-629	54	49	of	of	ADP
futech-629	54	50	prediction	prediction	NOUN
futech-629	54	51	,	,	PUNCT
futech-629	54	52	while	while	SCONJ
futech-629	54	53	the	the	DET
futech-629	54	54	job	job	NOUN
futech-629	54	55	of	of	ADP
futech-629	54	56	[	[	X
futech-629	54	57	19	19	NUM
futech-629	54	58	]	]	PUNCT
futech-629	54	59	is	be	AUX
futech-629	54	60	to	to	PART
futech-629	54	61	predict	predict	VERB
futech-629	54	62	output	output	NOUN
futech-629	54	63	energy	energy	NOUN
futech-629	54	64	from	from	ADP
futech-629	54	65	wind	wind	NOUN
futech-629	54	66	turbines	turbine	NOUN
futech-629	54	67	and	and	CCONJ
futech-629	54	68	pv	pv	VERB
futech-629	54	69	in	in	ADP
futech-629	54	70	a	a	DET
futech-629	54	71	microgrid	microgrid	NOUN
futech-629	54	72	,	,	PUNCT
futech-629	54	73	where	where	SCONJ
futech-629	54	74	the	the	DET
futech-629	54	75	authors	author	NOUN
futech-629	54	76	apply	apply	VERB
futech-629	54	77	support	support	NOUN
futech-629	54	78	vector	vector	NOUN
futech-629	54	79	regression	regression	NOUN
futech-629	54	80	(	(	PUNCT
futech-629	54	81	svr	svr	PROPN
futech-629	54	82	)	)	PUNCT
futech-629	54	83	to	to	PART
futech-629	54	84	increase	increase	VERB
futech-629	54	85	the	the	DET
futech-629	54	86	accuracy	accuracy	NOUN
futech-629	54	87	and	and	CCONJ
futech-629	54	88	efficiency	efficiency	NOUN
futech-629	54	89	of	of	ADP
futech-629	54	90	power	power	NOUN
futech-629	54	91	prediction	prediction	NOUN
futech-629	54	92	.	.	PUNCT
futech-629	55	1	the	the	DET
futech-629	55	2	proposed	propose	VERB
futech-629	55	3	method	method	NOUN
futech-629	55	4	is	be	AUX
futech-629	55	5	compared	compare	VERB
futech-629	55	6	with	with	ADP
futech-629	55	7	a	a	DET
futech-629	55	8	linear	linear	ADJ
futech-629	55	9	regression	regression	NOUN
futech-629	55	10	model	model	NOUN
futech-629	55	11	to	to	PART
futech-629	55	12	minimize	minimize	VERB
futech-629	55	13	error	error	NOUN
futech-629	55	14	variance	variance	NOUN
futech-629	55	15	,	,	PUNCT
futech-629	55	16	using	use	VERB
futech-629	55	17	historical	historical	ADJ
futech-629	55	18	data	datum	NOUN
futech-629	55	19	on	on	ADP
futech-629	55	20	weather	weather	NOUN
futech-629	55	21	,	,	PUNCT
futech-629	55	22	energy	energy	NOUN
futech-629	55	23	use	use	NOUN
futech-629	55	24	,	,	PUNCT
futech-629	55	25	and	and	CCONJ
futech-629	55	26	a	a	DET
futech-629	55	27	dynamic	dynamic	ADJ
futech-629	55	28	grid	grid	NOUN
futech-629	55	29	environment	environment	NOUN
futech-629	55	30	.	.	PUNCT
futech-629	56	1	the	the	DET
futech-629	56	2	authors	author	NOUN
futech-629	56	3	in	in	ADP
futech-629	56	4	[	[	X
futech-629	56	5	20	20	NUM
futech-629	56	6	]	]	PUNCT
futech-629	56	7	proposed	propose	VERB
futech-629	56	8	to	to	PART
futech-629	56	9	predict	predict	VERB
futech-629	56	10	three	three	NUM
futech-629	56	11	main	main	ADJ
futech-629	56	12	factors	factor	NOUN
futech-629	56	13	in	in	ADP
futech-629	56	14	a	a	DET
futech-629	56	15	microgrid	microgrid	NOUN
futech-629	56	16	:	:	PUNCT
futech-629	56	17	next	next	ADJ
futech-629	56	18	-	-	PUNCT
futech-629	56	19	day	day	NOUN
futech-629	56	20	energy	energy	NOUN
futech-629	56	21	prices	price	NOUN
futech-629	56	22	,	,	PUNCT
futech-629	56	23	energy	energy	NOUN
futech-629	56	24	demand	demand	NOUN
futech-629	56	25	,	,	PUNCT
futech-629	56	26	and	and	CCONJ
futech-629	56	27	generation	generation	NOUN
futech-629	56	28	capacity	capacity	NOUN
futech-629	56	29	,	,	PUNCT
futech-629	56	30	using	use	VERB
futech-629	56	31	intelligent	intelligent	ADJ
futech-629	56	32	forecasting	forecasting	NOUN
futech-629	56	33	based	base	VERB
futech-629	56	34	on	on	ADP
futech-629	56	35	deep	deep	ADJ
futech-629	56	36	learning	learning	NOUN
futech-629	56	37	.	.	PUNCT
futech-629	57	1	an	an	DET
futech-629	57	2	lstm	lstm	ADJ
futech-629	57	3	network	network	NOUN
futech-629	57	4	is	be	AUX
futech-629	57	5	proposed	propose	VERB
futech-629	57	6	in	in	ADP
futech-629	57	7	conjunction	conjunction	NOUN
futech-629	57	8	with	with	ADP
futech-629	57	9	a	a	DET
futech-629	57	10	global	global	ADJ
futech-629	57	11	attention	attention	NOUN
futech-629	57	12	mechanism	mechanism	NOUN
futech-629	57	13	(	(	PUNCT
futech-629	57	14	gam	gam	NOUN
futech-629	57	15	)	)	PUNCT
futech-629	57	16	and	and	CCONJ
futech-629	57	17	genetic	genetic	ADJ
futech-629	57	18	algorithm	algorithm	NOUN
futech-629	57	19	–	–	PUNCT
futech-629	57	20	adaptive	adaptive	ADJ
futech-629	57	21	weight	weight	NOUN
futech-629	57	22	particle	particle	NOUN
futech-629	57	23	swarm	swarm	NOUN
futech-629	57	24	optimization	optimization	NOUN
futech-629	57	25	(	(	PUNCT
futech-629	57	26	ga	ga	NOUN
futech-629	57	27	-	-	NOUN
futech-629	57	28	awpso	awpso	NOUN
futech-629	57	29	)	)	PUNCT
futech-629	57	30	to	to	PART
futech-629	57	31	maximize	maximize	VERB
futech-629	57	32	prediction	prediction	NOUN
futech-629	57	33	accuracy	accuracy	NOUN
futech-629	57	34	.	.	PUNCT
futech-629	58	1	alabi	alabi	NOUN
futech-629	58	2	et	et	PROPN
futech-629	58	3	al	al	PROPN
futech-629	58	4	.	.	PUNCT
futech-629	59	1	[	[	X
futech-629	59	2	21	21	NUM
futech-629	59	3	]	]	PUNCT
futech-629	59	4	put	put	VERB
futech-629	59	5	forward	forward	ADV
futech-629	59	6	a	a	DET
futech-629	59	7	deep	deep	ADJ
futech-629	59	8	learning	learning	NOUN
futech-629	59	9	-	-	PUNCT
futech-629	59	10	based	base	VERB
futech-629	59	11	optimization	optimization	NOUN
futech-629	59	12	approach	approach	NOUN
futech-629	59	13	for	for	ADP
futech-629	59	14	the	the	DET
futech-629	59	15	day	day	NOUN
futech-629	59	16	-	-	PUNCT
futech-629	59	17	ahead	ahead	NOUN
futech-629	59	18	scheduling	scheduling	NOUN
futech-629	59	19	of	of	ADP
futech-629	59	20	zcmes	zcme	NOUN
futech-629	59	21	-	-	PUNCT
futech-629	59	22	vpps	vpps	NOUN
futech-629	59	23	.	.	PUNCT
futech-629	60	1	unlike	unlike	ADP
futech-629	60	2	base	base	NOUN
futech-629	60	3	model	model	NOUN
futech-629	60	4	approaches	approach	NOUN
futech-629	60	5	,	,	PUNCT
futech-629	60	6	the	the	DET
futech-629	60	7	proposed	propose	VERB
futech-629	60	8	model	model	NOUN
futech-629	60	9	incorporates	incorporate	VERB
futech-629	60	10	ccs	ccs	PROPN
futech-629	60	11	to	to	PART
futech-629	60	12	address	address	VERB
futech-629	60	13	emissions	emission	NOUN
futech-629	60	14	and	and	CCONJ
futech-629	60	15	ev	ev	ADP
futech-629	60	16	flexibility	flexibility	NOUN
futech-629	60	17	,	,	PUNCT
futech-629	60	18	and	and	CCONJ
futech-629	60	19	features	feature	VERB
futech-629	60	20	a	a	DET
futech-629	60	21	cem	cem	NOUN
futech-629	60	22	to	to	PART
futech-629	60	23	ensure	ensure	VERB
futech-629	60	24	system	system	NOUN
futech-629	60	25	reliability	reliability	NOUN
futech-629	60	26	.	.	PUNCT
futech-629	61	1	it	it	PRON
futech-629	61	2	should	should	AUX
futech-629	61	3	be	be	AUX
futech-629	61	4	clearly	clearly	ADV
futech-629	61	5	mentioned	mention	VERB
futech-629	61	6	that	that	SCONJ
futech-629	61	7	the	the	DET
futech-629	61	8	objectives	objective	NOUN
futech-629	61	9	of	of	ADP
futech-629	61	10	the	the	DET
futech-629	61	11	paper	paper	NOUN
futech-629	61	12	are	be	AUX
futech-629	61	13	as	as	SCONJ
futech-629	61	14	follows	follow	VERB
futech-629	61	15	:	:	PUNCT
futech-629	61	16	•	•	ADP
futech-629	61	17	an	an	DET
futech-629	61	18	efficient	efficient	ADJ
futech-629	61	19	deep	deep	ADJ
futech-629	61	20	learning	learning	NOUN
futech-629	61	21	and	and	CCONJ
futech-629	61	22	metaheuristic	metaheuristic	ADJ
futech-629	61	23	optimizationbased	optimizationbased	ADJ
futech-629	61	24	framework	framework	NOUN
futech-629	61	25	is	be	AUX
futech-629	61	26	introduced	introduce	VERB
futech-629	61	27	that	that	SCONJ
futech-629	61	28	leverages	leverage	VERB
futech-629	61	29	advanced	advanced	ADJ
futech-629	61	30	exploratory	exploratory	ADJ
futech-629	61	31	capabilities	capability	NOUN
futech-629	61	32	to	to	PART
futech-629	61	33	identify	identify	VERB
futech-629	61	34	and	and	CCONJ
futech-629	61	35	configure	configure	VERB
futech-629	61	36	the	the	DET
futech-629	61	37	lstm	lstm	PROPN
futech-629	61	38	neural	neural	ADJ
futech-629	61	39	network	network	NOUN
futech-629	61	40	parameters	parameter	NOUN
futech-629	61	41	optimally	optimally	ADV
futech-629	61	42	to	to	PART
futech-629	61	43	maximize	maximize	VERB
futech-629	61	44	the	the	DET
futech-629	61	45	energy	energy	NOUN
futech-629	61	46	prediction	prediction	NOUN
futech-629	61	47	performance	performance	NOUN
futech-629	61	48	and	and	CCONJ
futech-629	61	49	management	management	NOUN
futech-629	61	50	systems	system	NOUN
futech-629	61	51	in	in	ADP
futech-629	61	52	mgs	mgs	PROPN
futech-629	61	53	.	.	PUNCT
futech-629	62	1	•	•	NUM
futech-629	62	2	an	an	DET
futech-629	62	3	enhanced	enhanced	ADJ
futech-629	62	4	dynamic	dynamic	ADJ
futech-629	62	5	arithmetic	arithmetic	ADJ
futech-629	62	6	optimization	optimization	NOUN
futech-629	62	7	algorithm	algorithm	NOUN
futech-629	62	8	(	(	PUNCT
futech-629	62	9	idaoa	idaoa	PROPN
futech-629	62	10	)	)	PUNCT
futech-629	62	11	is	be	AUX
futech-629	62	12	proposed	propose	VERB
futech-629	62	13	,	,	PUNCT
futech-629	62	14	which	which	PRON
futech-629	62	15	incorporates	incorporate	VERB
futech-629	62	16	a	a	DET
futech-629	62	17	dynamic	dynamic	ADJ
futech-629	62	18	inertia	inertia	NOUN
futech-629	62	19	weight	weight	NOUN
futech-629	62	20	update	update	NOUN
futech-629	62	21	mechanism	mechanism	NOUN
futech-629	62	22	along	along	ADP
futech-629	62	23	with	with	ADP
futech-629	62	24	an	an	DET
futech-629	62	25	adaptive	adaptive	ADJ
futech-629	62	26	mutation	mutation	NOUN
futech-629	62	27	coefficient	coefficient	NOUN
futech-629	62	28	.	.	PUNCT
futech-629	63	1	this	this	DET
futech-629	63	2	strategy	strategy	NOUN
futech-629	63	3	adeptly	adeptly	ADV
futech-629	63	4	balances	balance	VERB
futech-629	63	5	the	the	DET
futech-629	63	6	exploration	exploration	NOUN
futech-629	63	7	and	and	CCONJ
futech-629	63	8	exploitation	exploitation	NOUN
futech-629	63	9	stages	stage	NOUN
futech-629	63	10	,	,	PUNCT
futech-629	63	11	thus	thus	ADV
futech-629	63	12	reducing	reduce	VERB
futech-629	63	13	the	the	DET
futech-629	63	14	possibility	possibility	NOUN
futech-629	63	15	of	of	ADP
futech-629	63	16	prematurely	prematurely	ADV
futech-629	63	17	converging	converge	VERB
futech-629	63	18	on	on	ADP
futech-629	63	19	local	local	ADJ
futech-629	63	20	minima	minima	PROPN
futech-629	63	21	.	.	PROPN
futech-629	64	1	•	•	NUM
futech-629	64	2	a	a	DET
futech-629	64	3	dynamic	dynamic	ADJ
futech-629	64	4	exploration	exploration	NOUN
futech-629	64	5	technique	technique	NOUN
futech-629	64	6	is	be	AUX
futech-629	64	7	presented	present	VERB
futech-629	64	8	,	,	PUNCT
futech-629	64	9	which	which	PRON
futech-629	64	10	combines	combine	VERB
futech-629	64	11	a	a	DET
futech-629	64	12	dynamic	dynamic	ADJ
futech-629	64	13	mutation	mutation	NOUN
futech-629	64	14	coefficient	coefficient	NOUN
futech-629	64	15	with	with	ADP
futech-629	64	16	a	a	DET
futech-629	64	17	triangle	triangle	NOUN
futech-629	64	18	mutation	mutation	NOUN
futech-629	64	19	approach	approach	NOUN
futech-629	64	20	.	.	PUNCT
futech-629	65	1	this	this	DET
futech-629	65	2	strategy	strategy	NOUN
futech-629	65	3	encourages	encourage	VERB
futech-629	65	4	population	population	NOUN
futech-629	65	5	variety	variety	NOUN
futech-629	65	6	and	and	CCONJ
futech-629	65	7	improves	improve	VERB
futech-629	65	8	the	the	DET
futech-629	65	9	capability	capability	NOUN
futech-629	65	10	to	to	PART
futech-629	65	11	search	search	VERB
futech-629	65	12	globally	globally	ADV
futech-629	65	13	by	by	ADP
futech-629	65	14	restricting	restrict	VERB
futech-629	65	15	the	the	DET
futech-629	65	16	algorithm	algorithm	NOUN
futech-629	65	17	from	from	ADP
futech-629	65	18	updating	update	VERB
futech-629	65	19	candidate	candidate	NOUN
futech-629	65	20	solutions	solution	NOUN
futech-629	65	21	only	only	ADV
futech-629	65	22	dependent	dependent	ADJ
futech-629	65	23	on	on	ADP
futech-629	65	24	the	the	DET
futech-629	65	25	proximity	proximity	NOUN
futech-629	65	26	of	of	ADP
futech-629	65	27	the	the	DET
futech-629	65	28	best	good	ADJ
futech-629	65	29	local	local	ADJ
futech-629	65	30	solution	solution	NOUN
futech-629	65	31	at	at	ADP
futech-629	65	32	the	the	DET
futech-629	65	33	moment	moment	NOUN
futech-629	65	34	.	.	PUNCT
futech-629	66	1	3	3	X
futech-629	66	2	.	.	X
futech-629	66	3	methodology	methodology	NOUN
futech-629	66	4	this	this	DET
futech-629	66	5	work	work	NOUN
futech-629	66	6	aims	aim	VERB
futech-629	66	7	to	to	PART
futech-629	66	8	create	create	VERB
futech-629	66	9	an	an	DET
futech-629	66	10	accurate	accurate	ADJ
futech-629	66	11	energy	energy	NOUN
futech-629	66	12	forecast	forecast	NOUN
futech-629	66	13	system	system	NOUN
futech-629	66	14	for	for	ADP
futech-629	66	15	effective	effective	ADJ
futech-629	66	16	microgrid	microgrid	ADJ
futech-629	66	17	energy	energy	NOUN
futech-629	66	18	management	management	NOUN
futech-629	66	19	.	.	PUNCT
futech-629	67	1	it	it	PRON
futech-629	67	2	uses	use	VERB
futech-629	67	3	a	a	DET
futech-629	67	4	deep	deep	ADJ
futech-629	67	5	learning	learning	NOUN
futech-629	67	6	framework	framework	NOUN
futech-629	67	7	based	base	VERB
futech-629	67	8	on	on	ADP
futech-629	67	9	long	long	ADJ
futech-629	67	10	short	short	ADJ
futech-629	67	11	-	-	PUNCT
futech-629	67	12	term	term	NOUN
futech-629	67	13	memory	memory	NOUN
futech-629	67	14	(	(	PUNCT
futech-629	67	15	lstm	lstm	NOUN
futech-629	67	16	)	)	PUNCT
futech-629	67	17	networks	network	NOUN
futech-629	67	18	.	.	PUNCT
futech-629	68	1	lstm	lstm	NOUN
futech-629	68	2	is	be	AUX
futech-629	68	3	a	a	DET
futech-629	68	4	suitable	suitable	ADJ
futech-629	68	5	solution	solution	NOUN
futech-629	68	6	for	for	ADP
futech-629	68	7	time	time	NOUN
futech-629	68	8	-	-	PUNCT
futech-629	68	9	series	series	NOUN
futech-629	68	10	research	research	NOUN
futech-629	68	11	since	since	SCONJ
futech-629	68	12	it	it	PRON
futech-629	68	13	effectively	effectively	ADV
futech-629	68	14	addresses	address	VERB
futech-629	68	15	the	the	DET
futech-629	68	16	disadvantages	disadvantage	NOUN
futech-629	68	17	of	of	ADP
futech-629	68	18	classic	classic	ADJ
futech-629	68	19	rnns	rnn	NOUN
futech-629	68	20	by	by	ADP
futech-629	68	21	preserving	preserve	VERB
futech-629	68	22	long	long	ADJ
futech-629	68	23	-	-	PUNCT
futech-629	68	24	term	term	NOUN
futech-629	68	25	temporal	temporal	ADJ
futech-629	68	26	relationships	relationship	NOUN
futech-629	68	27	[	[	X
futech-629	68	28	22	22	NUM
futech-629	68	29	,	,	PUNCT
futech-629	68	30	23	23	NUM
futech-629	68	31	]	]	PUNCT
futech-629	68	32	.	.	PUNCT
futech-629	69	1	as	as	ADP
futech-629	69	2	a	a	DET
futech-629	69	3	result	result	NOUN
futech-629	69	4	,	,	PUNCT
futech-629	69	5	lstms	lstms	NOUN
futech-629	69	6	have	have	AUX
futech-629	69	7	achieved	achieve	VERB
futech-629	69	8	excellent	excellent	ADJ
futech-629	69	9	predictive	predictive	ADJ
futech-629	69	10	accuracy	accuracy	NOUN
futech-629	69	11	across	across	ADP
futech-629	69	12	both	both	CCONJ
futech-629	69	13	sequential	sequential	ADJ
futech-629	69	14	and	and	CCONJ
futech-629	69	15	nonlinear	nonlinear	ADJ
futech-629	69	16	datasets	dataset	NOUN
futech-629	69	17	.	.	PUNCT
futech-629	70	1	the	the	DET
futech-629	70	2	performance	performance	NOUN
futech-629	70	3	of	of	ADP
futech-629	70	4	an	an	DET
futech-629	70	5	lstm	lstm	ADJ
futech-629	70	6	network	network	NOUN
futech-629	70	7	is	be	AUX
futech-629	70	8	highly	highly	ADV
futech-629	70	9	influenced	influence	VERB
futech-629	70	10	by	by	ADP
futech-629	70	11	its	its	PRON
futech-629	70	12	configuration	configuration	NOUN
futech-629	70	13	parameters	parameter	NOUN
futech-629	70	14	,	,	PUNCT
futech-629	70	15	which	which	PRON
futech-629	70	16	are	be	AUX
futech-629	70	17	usually	usually	ADV
futech-629	70	18	selected	select	VERB
futech-629	70	19	at	at	ADP
futech-629	70	20	random	random	ADJ
futech-629	70	21	.	.	PUNCT
futech-629	71	1	the	the	DET
futech-629	71	2	size	size	NOUN
futech-629	71	3	of	of	ADP
futech-629	71	4	the	the	DET
futech-629	71	5	hidden	hide	VERB
futech-629	71	6	layer	layer	NOUN
futech-629	71	7	is	be	AUX
futech-629	71	8	an	an	DET
futech-629	71	9	important	important	ADJ
futech-629	71	10	factor	factor	NOUN
futech-629	71	11	to	to	PART
futech-629	71	12	consider	consider	VERB
futech-629	71	13	when	when	SCONJ
futech-629	71	14	designing	design	VERB
futech-629	71	15	an	an	DET
futech-629	71	16	lstm	lstm	NOUN
futech-629	71	17	.	.	PUNCT
futech-629	72	1	this	this	DET
futech-629	72	2	parameter	parameter	NOUN
futech-629	72	3	is	be	AUX
futech-629	72	4	optimally	optimally	ADV
futech-629	72	5	set	set	VERB
futech-629	72	6	in	in	ADP
futech-629	72	7	this	this	DET
futech-629	72	8	work	work	NOUN
futech-629	72	9	to	to	PART
futech-629	72	10	increase	increase	VERB
futech-629	72	11	lstm	lstm	ADJ
futech-629	72	12	performance	performance	NOUN
futech-629	72	13	using	use	VERB
futech-629	72	14	the	the	DET
futech-629	72	15	proposed	propose	VERB
futech-629	72	16	improved	improve	VERB
futech-629	72	17	dynamic	dynamic	ADJ
futech-629	72	18	arithmetic	arithmetic	ADJ
futech-629	72	19	optimization	optimization	NOUN
futech-629	72	20	algorithm	algorithm	NOUN
futech-629	72	21	(	(	PUNCT
futech-629	72	22	idaoa	idaoa	PROPN
futech-629	72	23	)	)	PUNCT
futech-629	72	24	.	.	PUNCT
futech-629	73	1	figure	figure	NOUN
futech-629	73	2	1	1	NUM
futech-629	73	3	shows	show	VERB
futech-629	73	4	the	the	DET
futech-629	73	5	suggested	suggest	VERB
futech-629	73	6	methodology	methodology	NOUN
futech-629	73	7	.	.	PUNCT
futech-629	74	1	our	our	PRON
futech-629	74	2	proposed	propose	VERB
futech-629	74	3	model	model	NOUN
futech-629	74	4	comprises	comprise	VERB
futech-629	74	5	a	a	DET
futech-629	74	6	sequential	sequential	ADJ
futech-629	74	7	process	process	NOUN
futech-629	74	8	into	into	ADP
futech-629	74	9	four	four	NUM
futech-629	74	10	principal	principal	ADJ
futech-629	74	11	stages	stage	NOUN
futech-629	74	12	to	to	PART
futech-629	74	13	elicit	elicit	VERB
futech-629	74	14	maximum	maximum	ADJ
futech-629	74	15	synergy	synergy	NOUN
futech-629	74	16	between	between	ADP
futech-629	74	17	its	its	PRON
futech-629	74	18	components	component	NOUN
futech-629	74	19	:	:	PUNCT
futech-629	74	20	a.	a.	NOUN
futech-629	74	21	data	data	PROPN
futech-629	74	22	preprocessing	preprocessing	NOUN
futech-629	74	23	:	:	PUNCT
futech-629	74	24	this	this	DET
futech-629	74	25	phase	phase	NOUN
futech-629	74	26	gathers	gather	VERB
futech-629	74	27	pure	pure	ADJ
futech-629	74	28	time	time	NOUN
futech-629	74	29	-	-	PUNCT
futech-629	74	30	series	series	NOUN
futech-629	74	31	information	information	NOUN
futech-629	74	32	on	on	ADP
futech-629	74	33	microgrid	microgrid	ADJ
futech-629	74	34	energy	energy	NOUN
futech-629	74	35	supply	supply	NOUN
futech-629	74	36	and	and	CCONJ
futech-629	74	37	demand	demand	NOUN
futech-629	74	38	.	.	PUNCT
futech-629	75	1	the	the	DET
futech-629	75	2	data	data	NOUN
futech-629	75	3	is	be	AUX
futech-629	75	4	then	then	ADV
futech-629	75	5	normalized	normalize	VERB
futech-629	75	6	,	,	PUNCT
futech-629	75	7	allowing	allow	VERB
futech-629	75	8	the	the	DET
futech-629	75	9	model	model	NOUN
futech-629	75	10	to	to	PART
futech-629	75	11	learn	learn	VERB
futech-629	75	12	without	without	ADP
futech-629	75	13	scale	scale	NOUN
futech-629	75	14	bias	bias	NOUN
futech-629	75	15	between	between	ADP
futech-629	75	16	variables	variable	NOUN
futech-629	75	17	.	.	PUNCT
futech-629	76	1	the	the	DET
futech-629	76	2	last	last	ADJ
futech-629	76	3	step	step	NOUN
futech-629	76	4	is	be	AUX
futech-629	76	5	to	to	PART
futech-629	76	6	transform	transform	VERB
futech-629	76	7	the	the	DET
futech-629	76	8	whole	whole	ADJ
futech-629	76	9	normalized	normalize	VERB
futech-629	76	10	data	datum	NOUN
futech-629	76	11	into	into	ADP
futech-629	76	12	the	the	DET
futech-629	76	13	input	input	NOUN
futech-629	76	14	-	-	PUNCT
futech-629	76	15	output	output	NOUN
futech-629	76	16	sequences	sequence	NOUN
futech-629	76	17	expected	expect	VERB
futech-629	76	18	for	for	ADP
futech-629	76	19	training	train	VERB
futech-629	76	20	the	the	DET
futech-629	76	21	lstm	lstm	PROPN
futech-629	76	22	network	network	NOUN
futech-629	76	23	.	.	PUNCT
futech-629	77	1	abbreviations	abbreviation	NOUN
futech-629	77	2	lstm	lstm	VERB
futech-629	77	3	long	long	ADJ
futech-629	77	4	short	short	ADJ
futech-629	77	5	-	-	PUNCT
futech-629	77	6	term	term	NOUN
futech-629	77	7	memory	memory	NOUN
futech-629	77	8	idaoa	idaoa	PROPN
futech-629	77	9	improved	improve	VERB
futech-629	77	10	dynamic	dynamic	ADJ
futech-629	77	11	arithmetic	arithmetic	ADJ
futech-629	77	12	optimization	optimization	NOUN
futech-629	77	13	algorithm	algorithm	NOUN
futech-629	77	14	pv	pv	INTJ
futech-629	77	15	photovoltaic	photovoltaic	VERB
futech-629	77	16	wt	wt	NOUN
futech-629	77	17	wind	wind	NOUN
futech-629	77	18	turbines	turbine	NOUN
futech-629	77	19	rmse	rmse	PROPN
futech-629	77	20	root	root	NOUN
futech-629	77	21	mean	mean	VERB
futech-629	77	22	squared	square	VERB
futech-629	77	23	error	error	NOUN
futech-629	77	24	mg	mg	PROPN
futech-629	77	25	microgrid	microgrid	PROPN
futech-629	77	26	ann	ann	PROPN
futech-629	77	27	artificial	artificial	ADJ
futech-629	77	28	-	-	PUNCT
futech-629	77	29	neural	neural	ADJ
futech-629	77	30	network	network	NOUN
futech-629	77	31	abmo	abmo	NOUN
futech-629	77	32	adaptive	adaptive	ADJ
futech-629	77	33	barnacle	barnacle	NOUN
futech-629	77	34	-	-	PUNCT
futech-629	77	35	mating	mate	VERB
futech-629	77	36	optimizer	optimizer	NOUN
futech-629	77	37	svr	svr	NOUN
futech-629	77	38	support	support	VERB
futech-629	77	39	vector	vector	NOUN
futech-629	77	40	regression	regression	NOUN
futech-629	77	41	gam	gam	PRON
futech-629	77	42	global	global	ADJ
futech-629	77	43	attention	attention	NOUN
futech-629	77	44	mechanism	mechanism	NOUN
futech-629	77	45	aq	aq	NOUN
futech-629	77	46	.	.	PROPN
futech-629	77	47	almousawi	almousawi	PROPN
futech-629	78	1	et	et	PROPN
futech-629	78	2	al	al	PROPN
futech-629	78	3	.	.	PROPN
futech-629	78	4	/future	/future	PUNCT
futech-629	78	5	technology	technology	PROPN
futech-629	78	6	february	february	PROPN
futech-629	78	7	2026|	2026|	NUM
futech-629	78	8	volume	volume	NOUN
futech-629	78	9	05	05	NUM
futech-629	79	1	|	|	ADV
futech-629	79	2	issue	issue	NOUN
futech-629	79	3	01	01	NUM
futech-629	80	1	|	|	ADV
futech-629	80	2	pages	page	NOUN
futech-629	80	3	303	303	NUM
futech-629	80	4	-	-	SYM
futech-629	80	5	313	313	NUM
futech-629	80	6	305	305	NUM
futech-629	80	7	figure	figure	NOUN
futech-629	80	8	1	1	NUM
futech-629	80	9	.	.	PUNCT
futech-629	81	1	the	the	DET
futech-629	81	2	suggested	suggest	VERB
futech-629	81	3	framework	framework	NOUN
futech-629	81	4	’s	’s	PART
futech-629	81	5	flowchart	flowchart	PROPN
futech-629	81	6	b.	b.	PROPN
futech-629	81	7	building	build	VERB
futech-629	81	8	a	a	DET
futech-629	81	9	baseline	baseline	ADJ
futech-629	81	10	lstm	lstm	ADJ
futech-629	81	11	model	model	NOUN
futech-629	81	12	:	:	PUNCT
futech-629	81	13	at	at	ADP
futech-629	81	14	this	this	DET
futech-629	81	15	point	point	NOUN
futech-629	81	16	we	we	PRON
futech-629	81	17	have	have	AUX
futech-629	81	18	defined	define	VERB
futech-629	81	19	and	and	CCONJ
futech-629	81	20	built	build	VERB
futech-629	81	21	the	the	DET
futech-629	81	22	baseline	baseline	ADJ
futech-629	81	23	architecture	architecture	NOUN
futech-629	81	24	of	of	ADP
futech-629	81	25	the	the	DET
futech-629	81	26	lstm	lstm	ADJ
futech-629	81	27	neural	neural	ADJ
futech-629	81	28	network	network	NOUN
futech-629	81	29	.	.	PUNCT
futech-629	82	1	such	such	ADJ
futech-629	82	2	decisions	decision	NOUN
futech-629	82	3	entail	entail	VERB
futech-629	82	4	the	the	DET
futech-629	82	5	design	design	NOUN
futech-629	82	6	of	of	ADP
futech-629	82	7	the	the	DET
futech-629	82	8	underlying	underlying	ADJ
futech-629	82	9	lstm	lstm	ADJ
futech-629	82	10	network	network	NOUN
futech-629	82	11	topology	topology	NOUN
futech-629	82	12	and	and	CCONJ
futech-629	82	13	architecture	architecture	NOUN
futech-629	82	14	,	,	PUNCT
futech-629	82	15	the	the	DET
futech-629	82	16	output	output	NOUN
futech-629	82	17	and	and	CCONJ
futech-629	82	18	input	input	NOUN
futech-629	82	19	layer	layer	NOUN
futech-629	82	20	sizes	size	NOUN
futech-629	82	21	via	via	ADP
futech-629	82	22	time	time	NOUN
futech-629	82	23	-	-	PUNCT
futech-629	82	24	series	series	NOUN
futech-629	82	25	data	datum	NOUN
futech-629	82	26	preprocessing	preprocessing	NOUN
futech-629	82	27	,	,	PUNCT
futech-629	82	28	baseline	baseline	ADJ
futech-629	82	29	hyperparameter	hyperparameter	NOUN
futech-629	82	30	values	value	NOUN
futech-629	82	31	prior	prior	ADV
futech-629	82	32	to	to	ADP
futech-629	82	33	optimization	optimization	NOUN
futech-629	82	34	,	,	PUNCT
futech-629	82	35	and	and	CCONJ
futech-629	82	36	the	the	DET
futech-629	82	37	choice	choice	NOUN
futech-629	82	38	of	of	ADP
futech-629	82	39	activation	activation	NOUN
futech-629	82	40	function	function	NOUN
futech-629	82	41	.	.	PUNCT
futech-629	83	1	the	the	DET
futech-629	83	2	base	base	NOUN
futech-629	83	3	topology	topology	NOUN
futech-629	83	4	of	of	ADP
futech-629	83	5	this	this	DET
futech-629	83	6	network	network	NOUN
futech-629	83	7	determines	determine	VERB
futech-629	83	8	the	the	DET
futech-629	83	9	search	search	NOUN
futech-629	83	10	space	space	NOUN
futech-629	83	11	in	in	ADP
futech-629	83	12	the	the	DET
futech-629	83	13	idaoa	idaoa	PROPN
futech-629	83	14	algorithm	algorithm	NOUN
futech-629	83	15	.	.	PUNCT
futech-629	84	1	c.	c.	PROPN
futech-629	84	2	hyperparameter	hyperparameter	PROPN
futech-629	84	3	optimization	optimization	NOUN
futech-629	84	4	with	with	ADP
futech-629	84	5	idaoa	idaoa	PROPN
futech-629	84	6	:	:	PUNCT
futech-629	84	7	during	during	ADP
futech-629	84	8	this	this	DET
futech-629	84	9	step	step	NOUN
futech-629	84	10	,	,	PUNCT
futech-629	84	11	the	the	DET
futech-629	84	12	idaoa	idaoa	NOUN
futech-629	84	13	begins	begin	VERB
futech-629	84	14	searching	search	VERB
futech-629	84	15	for	for	ADP
futech-629	84	16	the	the	DET
futech-629	84	17	best	good	ADJ
futech-629	84	18	hyperparameters	hyperparameter	NOUN
futech-629	84	19	of	of	ADP
futech-629	84	20	the	the	DET
futech-629	84	21	lstm	lstm	PROPN
futech-629	84	22	model	model	NOUN
futech-629	84	23	.	.	PUNCT
futech-629	85	1	for	for	ADP
futech-629	85	2	each	each	DET
futech-629	85	3	cycle	cycle	NOUN
futech-629	85	4	in	in	ADP
futech-629	85	5	idaoa	idaoa	PROPN
futech-629	85	6	,	,	PUNCT
futech-629	85	7	the	the	DET
futech-629	85	8	lstm	lstm	PROPN
futech-629	85	9	model	model	NOUN
futech-629	85	10	is	be	AUX
futech-629	85	11	trained	train	VERB
futech-629	85	12	on	on	ADP
futech-629	85	13	the	the	DET
futech-629	85	14	training	training	NOUN
futech-629	85	15	data	datum	NOUN
futech-629	85	16	using	use	VERB
futech-629	85	17	a	a	DET
futech-629	85	18	set	set	NOUN
futech-629	85	19	of	of	ADP
futech-629	85	20	hyperparameters	hyperparameter	NOUN
futech-629	85	21	.	.	PUNCT
futech-629	86	1	the	the	DET
futech-629	86	2	prediction	prediction	NOUN
futech-629	86	3	error(e.g	error(e.g	PROPN
futech-629	86	4	.	.	PUNCT
futech-629	87	1	this	this	DET
futech-629	87	2	process	process	NOUN
futech-629	87	3	is	be	AUX
futech-629	87	4	repeated	repeat	VERB
futech-629	87	5	until	until	SCONJ
futech-629	87	6	the	the	DET
futech-629	87	7	parameters	parameter	NOUN
futech-629	87	8	that	that	PRON
futech-629	87	9	would	would	AUX
futech-629	87	10	give	give	VERB
futech-629	87	11	the	the	DET
futech-629	87	12	lowest	low	ADJ
futech-629	87	13	possible	possible	ADJ
futech-629	87	14	error	error	NOUN
futech-629	87	15	are	be	AUX
futech-629	87	16	obtained	obtain	VERB
futech-629	87	17	.	.	PUNCT
futech-629	88	1	d.	d.	PROPN
futech-629	88	2	final	final	ADJ
futech-629	88	3	modeling	modeling	NOUN
futech-629	88	4	and	and	CCONJ
futech-629	88	5	forecasting	forecasting	NOUN
futech-629	88	6	:	:	PUNCT
futech-629	88	7	once	once	SCONJ
futech-629	88	8	the	the	DET
futech-629	88	9	optimal	optimal	ADJ
futech-629	88	10	hyperparameters	hyperparameter	NOUN
futech-629	88	11	are	be	AUX
futech-629	88	12	identified	identify	VERB
futech-629	88	13	and	and	CCONJ
futech-629	88	14	idaoa	idaoa	PROPN
futech-629	88	15	converges	converge	NOUN
futech-629	88	16	,	,	PUNCT
futech-629	88	17	the	the	DET
futech-629	88	18	final	final	ADJ
futech-629	88	19	lstm	lstm	NOUN
futech-629	88	20	model	model	NOUN
futech-629	88	21	with	with	ADP
futech-629	88	22	these	these	DET
futech-629	88	23	optimal	optimal	ADJ
futech-629	88	24	parameters	parameter	NOUN
futech-629	88	25	is	be	AUX
futech-629	88	26	fitted	fit	VERB
futech-629	88	27	on	on	ADP
futech-629	88	28	the	the	DET
futech-629	88	29	entire	entire	ADJ
futech-629	88	30	training	training	NOUN
futech-629	88	31	dataset	dataset	NOUN
futech-629	88	32	.	.	PUNCT
futech-629	89	1	finally	finally	ADV
futech-629	89	2	,	,	PUNCT
futech-629	89	3	we	we	PRON
futech-629	89	4	run	run	VERB
futech-629	89	5	the	the	DET
futech-629	89	6	test	test	NOUN
futech-629	89	7	dataset	dataset	VERB
futech-629	89	8	through	through	ADP
futech-629	89	9	the	the	DET
futech-629	89	10	trained	train	VERB
futech-629	89	11	model	model	NOUN
futech-629	89	12	,	,	PUNCT
futech-629	89	13	which	which	PRON
futech-629	89	14	yields	yield	VERB
futech-629	89	15	the	the	DET
futech-629	89	16	final	final	ADJ
futech-629	89	17	predictions	prediction	NOUN
futech-629	89	18	.	.	PUNCT
futech-629	90	1	these	these	DET
futech-629	90	2	estimated	estimate	VERB
futech-629	90	3	values	value	NOUN
futech-629	90	4	later	later	ADV
futech-629	90	5	guide	guide	VERB
futech-629	90	6	performance	performance	NOUN
futech-629	90	7	evaluation	evaluation	NOUN
futech-629	90	8	and	and	CCONJ
futech-629	90	9	integration	integration	NOUN
futech-629	90	10	into	into	ADP
futech-629	90	11	the	the	DET
futech-629	90	12	microgrid	microgrid	ADJ
futech-629	90	13	energy	energy	NOUN
futech-629	90	14	management	management	NOUN
futech-629	90	15	system	system	NOUN
futech-629	90	16	.	.	PUNCT
futech-629	91	1	3.1	3.1	NUM
futech-629	91	2	data	datum	NOUN
futech-629	91	3	preprocessing	preprocessing	NOUN
futech-629	91	4	in	in	ADP
futech-629	91	5	this	this	DET
futech-629	91	6	work	work	NOUN
futech-629	91	7	,	,	PUNCT
futech-629	91	8	data	datum	NOUN
futech-629	91	9	preprocessing	preprocessing	NOUN
futech-629	91	10	is	be	AUX
futech-629	91	11	separated	separate	VERB
futech-629	91	12	into	into	ADP
futech-629	91	13	three	three	NUM
futech-629	91	14	main	main	ADJ
futech-629	91	15	steps	step	NOUN
futech-629	91	16	:	:	PUNCT
futech-629	91	17	data	datum	NOUN
futech-629	91	18	cleaning	cleaning	NOUN
futech-629	91	19	,	,	PUNCT
futech-629	91	20	normalization	normalization	NOUN
futech-629	91	21	,	,	PUNCT
futech-629	91	22	and	and	CCONJ
futech-629	91	23	partitioning	partitioning	NOUN
futech-629	91	24	.	.	PUNCT
futech-629	92	1	•	•	NUM
futech-629	92	2	data	datum	NOUN
futech-629	92	3	cleaning	clean	VERB
futech-629	92	4	data	datum	NOUN
futech-629	92	5	cleaning	cleaning	NOUN
futech-629	92	6	is	be	AUX
futech-629	92	7	primarily	primarily	ADV
futech-629	92	8	done	do	VERB
futech-629	92	9	to	to	PART
futech-629	92	10	remove	remove	VERB
futech-629	92	11	irregularities	irregularity	NOUN
futech-629	92	12	from	from	ADP
futech-629	92	13	the	the	DET
futech-629	92	14	dataset	dataset	NOUN
futech-629	92	15	,	,	PUNCT
futech-629	92	16	such	such	ADJ
futech-629	92	17	as	as	ADP
futech-629	92	18	duplicates	duplicate	NOUN
futech-629	92	19	,	,	PUNCT
futech-629	92	20	missing	miss	VERB
futech-629	92	21	items	item	NOUN
futech-629	92	22	,	,	PUNCT
futech-629	92	23	and	and	CCONJ
futech-629	92	24	invalid	invalid	ADJ
futech-629	92	25	entries	entry	NOUN
futech-629	92	26	.	.	PUNCT
futech-629	93	1	missing	miss	VERB
futech-629	93	2	values	value	NOUN
futech-629	93	3	are	be	AUX
futech-629	93	4	imputed	impute	VERB
futech-629	93	5	using	use	VERB
futech-629	93	6	the	the	DET
futech-629	93	7	average	average	NOUN
futech-629	93	8	of	of	ADP
futech-629	93	9	the	the	DET
futech-629	93	10	preceding	precede	VERB
futech-629	93	11	and	and	CCONJ
futech-629	93	12	succeeding	succeed	VERB
futech-629	93	13	values	value	NOUN
futech-629	93	14	,	,	PUNCT
futech-629	93	15	as	as	SCONJ
futech-629	93	16	expressed	express	VERB
futech-629	93	17	in	in	ADP
futech-629	93	18	equation	equation	NOUN
futech-629	93	19	(	(	PUNCT
futech-629	93	20	1	1	NUM
futech-629	93	21	):	):	PUNCT
futech-629	93	22	𝑥𝑖	𝑥𝑖	PROPN
futech-629	93	23	=	=	PUNCT
futech-629	93	24	𝑥𝑖−1+𝑥𝑖+1	𝑥𝑖−1+𝑥𝑖+1	PROPN
futech-629	93	25	2	2	NUM
futech-629	93	26	(	(	PUNCT
futech-629	93	27	1	1	NUM
futech-629	93	28	)	)	PUNCT
futech-629	93	29	where	where	SCONJ
futech-629	93	30	xi	xi	PROPN
futech-629	93	31	,	,	PUNCT
futech-629	93	32	x(i-1	x(i-1	NOUN
futech-629	93	33	)	)	PUNCT
futech-629	93	34	,	,	PUNCT
futech-629	93	35	and	and	CCONJ
futech-629	93	36	x(i+1	x(i+1	PUNCT
futech-629	93	37	)	)	PUNCT
futech-629	93	38	represent	represent	VERB
futech-629	93	39	the	the	DET
futech-629	93	40	missing	miss	VERB
futech-629	93	41	value	value	NOUN
futech-629	93	42	,	,	PUNCT
futech-629	93	43	the	the	DET
futech-629	93	44	value	value	NOUN
futech-629	93	45	one	one	NUM
futech-629	93	46	hour	hour	NOUN
futech-629	93	47	before	before	ADV
futech-629	93	48	,	,	PUNCT
futech-629	93	49	and	and	CCONJ
futech-629	93	50	the	the	DET
futech-629	93	51	value	value	NOUN
futech-629	93	52	one	one	NUM
futech-629	93	53	hour	hour	NOUN
futech-629	93	54	after	after	ADP
futech-629	93	55	,	,	PUNCT
futech-629	93	56	respectively	respectively	ADV
futech-629	93	57	.	.	PUNCT
futech-629	94	1	in	in	ADP
futech-629	94	2	our	our	PRON
futech-629	94	3	dataset	dataset	NOUN
futech-629	94	4	,	,	PUNCT
futech-629	94	5	the	the	DET
futech-629	94	6	missing	miss	VERB
futech-629	94	7	data	data	NOUN
futech-629	94	8	rate	rate	NOUN
futech-629	94	9	was	be	AUX
futech-629	94	10	very	very	ADV
futech-629	94	11	low	low	ADJ
futech-629	94	12	,	,	PUNCT
futech-629	94	13	and	and	CCONJ
futech-629	94	14	most	most	ADV
futech-629	94	15	missing	missing	ADJ
futech-629	94	16	points	point	NOUN
futech-629	94	17	occurred	occur	VERB
futech-629	94	18	as	as	ADP
futech-629	94	19	single	single	ADJ
futech-629	94	20	points	point	NOUN
futech-629	94	21	or	or	CCONJ
futech-629	94	22	within	within	ADP
futech-629	94	23	very	very	ADV
futech-629	94	24	short	short	ADJ
futech-629	94	25	time	time	NOUN
futech-629	94	26	intervals	interval	NOUN
futech-629	94	27	(	(	PUNCT
futech-629	94	28	e.g.	e.g.	ADV
futech-629	94	29	,	,	PUNCT
futech-629	94	30	1	1	NUM
futech-629	94	31	or	or	CCONJ
futech-629	94	32	2	2	NUM
futech-629	94	33	time	time	NOUN
futech-629	94	34	steps	step	NOUN
futech-629	94	35	)	)	PUNCT
futech-629	94	36	.	.	PUNCT
futech-629	95	1	under	under	ADP
futech-629	95	2	such	such	ADJ
futech-629	95	3	conditions	condition	NOUN
futech-629	95	4	,	,	PUNCT
futech-629	95	5	where	where	SCONJ
futech-629	95	6	the	the	DET
futech-629	95	7	gap	gap	NOUN
futech-629	95	8	between	between	ADP
futech-629	95	9	observed	observe	VERB
futech-629	95	10	points	point	NOUN
futech-629	95	11	is	be	AUX
futech-629	95	12	minimal	minimal	ADJ
futech-629	95	13	,	,	PUNCT
futech-629	95	14	the	the	DET
futech-629	95	15	difference	difference	NOUN
futech-629	95	16	between	between	ADP
futech-629	95	17	the	the	DET
futech-629	95	18	output	output	NOUN
futech-629	95	19	of	of	ADP
futech-629	95	20	simple	simple	ADJ
futech-629	95	21	linear	linear	ADJ
futech-629	95	22	interpolation	interpolation	NOUN
futech-629	95	23	and	and	CCONJ
futech-629	95	24	more	more	ADJ
futech-629	95	25	complex	complex	ADJ
futech-629	95	26	techniques	technique	NOUN
futech-629	95	27	such	such	ADJ
futech-629	95	28	as	as	ADP
futech-629	95	29	spline	spline	NOUN
futech-629	95	30	interpolation	interpolation	NOUN
futech-629	95	31	or	or	CCONJ
futech-629	95	32	knn	knn	NOUN
futech-629	95	33	imputation	imputation	NOUN
futech-629	95	34	is	be	AUX
futech-629	95	35	negligible	negligible	ADJ
futech-629	95	36	in	in	ADP
futech-629	95	37	terms	term	NOUN
futech-629	95	38	of	of	ADP
futech-629	95	39	their	their	PRON
futech-629	95	40	impact	impact	NOUN
futech-629	95	41	on	on	ADP
futech-629	95	42	the	the	DET
futech-629	95	43	final	final	ADJ
futech-629	95	44	model	model	NOUN
futech-629	95	45	accuracy	accuracy	NOUN
futech-629	95	46	.	.	PUNCT
futech-629	96	1	in	in	ADP
futech-629	96	2	other	other	ADJ
futech-629	96	3	words	word	NOUN
futech-629	96	4	,	,	PUNCT
futech-629	96	5	nonlinear	nonlinear	ADJ
futech-629	96	6	effects	effect	NOUN
futech-629	96	7	over	over	ADP
futech-629	96	8	such	such	ADJ
futech-629	96	9	short	short	ADJ
futech-629	96	10	time	time	NOUN
futech-629	96	11	intervals	interval	NOUN
futech-629	96	12	are	be	AUX
futech-629	96	13	of	of	ADP
futech-629	96	14	lesser	less	ADJ
futech-629	96	15	importance	importance	NOUN
futech-629	96	16	.	.	PUNCT
futech-629	97	1	in	in	ADP
futech-629	97	2	this	this	DET
futech-629	97	3	case	case	NOUN
futech-629	97	4	,	,	PUNCT
futech-629	97	5	linear	linear	ADJ
futech-629	97	6	interpolation	interpolation	NOUN
futech-629	97	7	gives	give	VERB
futech-629	97	8	a	a	DET
futech-629	97	9	sufficient	sufficient	ADJ
futech-629	97	10	and	and	CCONJ
futech-629	97	11	consistent	consistent	ADJ
futech-629	97	12	local	local	ADJ
futech-629	97	13	estimate	estimate	NOUN
futech-629	97	14	while	while	SCONJ
futech-629	97	15	improving	improve	VERB
futech-629	97	16	the	the	DET
futech-629	97	17	code	code	NOUN
futech-629	97	18	's	's	PART
futech-629	97	19	simplicity	simplicity	NOUN
futech-629	97	20	and	and	CCONJ
futech-629	97	21	efficiency	efficiency	NOUN
futech-629	97	22	.	.	PUNCT
futech-629	98	1	•	•	NOUN
futech-629	98	2	data	datum	NOUN
futech-629	98	3	normalization	normalization	NOUN
futech-629	98	4	variables	variable	NOUN
futech-629	98	5	with	with	ADP
futech-629	98	6	lower	low	ADJ
futech-629	98	7	values	value	NOUN
futech-629	98	8	may	may	AUX
futech-629	98	9	have	have	VERB
futech-629	98	10	a	a	DET
futech-629	98	11	disproportionately	disproportionately	ADV
futech-629	98	12	low	low	ADJ
futech-629	98	13	impact	impact	NOUN
futech-629	98	14	on	on	ADP
futech-629	98	15	the	the	DET
futech-629	98	16	prediction	prediction	NOUN
futech-629	98	17	model	model	NOUN
futech-629	98	18	because	because	SCONJ
futech-629	98	19	the	the	DET
futech-629	98	20	numerical	numerical	ADJ
futech-629	98	21	ranges	range	NOUN
futech-629	98	22	of	of	ADP
futech-629	98	23	distinct	distinct	ADJ
futech-629	98	24	attributes	attribute	NOUN
futech-629	98	25	differ	differ	VERB
futech-629	98	26	.	.	PUNCT
futech-629	99	1	this	this	PRON
futech-629	99	2	is	be	AUX
futech-629	99	3	solved	solve	VERB
futech-629	99	4	by	by	ADP
futech-629	99	5	translating	translate	VERB
futech-629	99	6	all	all	DET
futech-629	99	7	feature	feature	NOUN
futech-629	99	8	values	value	NOUN
futech-629	99	9	to	to	ADP
futech-629	99	10	the	the	DET
futech-629	99	11	[	[	X
futech-629	99	12	0	0	NUM
futech-629	99	13	,	,	PUNCT
futech-629	99	14	1	1	NUM
futech-629	99	15	]	]	X
futech-629	99	16	range	range	NOUN
futech-629	99	17	,	,	PUNCT
futech-629	99	18	a	a	DET
futech-629	99	19	common	common	ADJ
futech-629	99	20	technique	technique	NOUN
futech-629	99	21	to	to	PART
futech-629	99	22	improve	improve	VERB
futech-629	99	23	training	training	NOUN
futech-629	99	24	convergence	convergence	NOUN
futech-629	99	25	and	and	CCONJ
futech-629	99	26	model	model	NOUN
futech-629	99	27	performance	performance	NOUN
futech-629	99	28	.	.	PUNCT
futech-629	100	1	to	to	PART
futech-629	100	2	ensure	ensure	VERB
futech-629	100	3	reproducibility	reproducibility	NOUN
futech-629	100	4	and	and	CCONJ
futech-629	100	5	consistency	consistency	NOUN
futech-629	100	6	,	,	PUNCT
futech-629	100	7	min	min	PROPN
futech-629	100	8	-	-	ADJ
futech-629	100	9	max	max	PROPN
futech-629	100	10	normalization	normalization	NOUN
futech-629	100	11	was	be	AUX
futech-629	100	12	applied	apply	VERB
futech-629	100	13	to	to	ADP
futech-629	100	14	each	each	DET
futech-629	100	15	feature	feature	NOUN
futech-629	100	16	separately	separately	ADV
futech-629	100	17	(	(	PUNCT
futech-629	100	18	per	per	ADP
futech-629	100	19	-	-	PUNCT
futech-629	100	20	feature	feature	NOUN
futech-629	100	21	scaling	scaling	NOUN
futech-629	100	22	)	)	PUNCT
futech-629	100	23	.	.	PUNCT
futech-629	101	1	the	the	DET
futech-629	101	2	normalized	normalize	VERB
futech-629	101	3	value	value	NOUN
futech-629	101	4	was	be	AUX
futech-629	101	5	determined	determine	VERB
futech-629	101	6	for	for	ADP
futech-629	101	7	each	each	DET
futech-629	101	8	characteristic	characteristic	NOUN
futech-629	101	9	𝑥𝑗	𝑥𝑗	INTJ
futech-629	101	10	,	,	PUNCT
futech-629	101	11	as	as	SCONJ
futech-629	101	12	follows	follow	VERB
futech-629	101	13	:	:	PUNCT
futech-629	101	14	𝑥𝑗	𝑥𝑗	NOUN
futech-629	101	15	𝑛𝑜𝑟𝑚	𝑛𝑜𝑟𝑚	NOUN
futech-629	101	16	=	=	SYM
futech-629	101	17	𝑥𝑗−𝑚𝑖𝑛⁡(𝑥𝑗	𝑥𝑗−𝑚𝑖𝑛⁡(𝑥𝑗	NOUN
futech-629	101	18	)	)	PUNCT
futech-629	101	19	𝑚𝑎𝑥(𝑥𝑗)−𝑚𝑖𝑛⁡(𝑥𝑗	𝑚𝑎𝑥(𝑥𝑗)−𝑚𝑖𝑛⁡(𝑥𝑗	PROPN
futech-629	101	20	)	)	PUNCT
futech-629	101	21	(	(	PUNCT
futech-629	101	22	2	2	X
futech-629	101	23	)	)	PUNCT
futech-629	101	24	the	the	DET
futech-629	101	25	max⁡(𝑥𝑗	max⁡(𝑥𝑗	NOUN
futech-629	101	26	)	)	PUNCT
futech-629	101	27	and	and	CCONJ
futech-629	101	28	min(𝑥𝑗	min(𝑥𝑗	NOUN
futech-629	101	29	)	)	PUNCT
futech-629	101	30	represent	represent	VERB
futech-629	101	31	the	the	DET
futech-629	101	32	maximum	maximum	ADJ
futech-629	101	33	and	and	CCONJ
futech-629	101	34	minimum	minimum	ADJ
futech-629	101	35	values	value	NOUN
futech-629	101	36	of	of	ADP
futech-629	101	37	the	the	DET
futech-629	101	38	j	j	PROPN
futech-629	101	39	-	-	PUNCT
futech-629	101	40	th	th	VERB
futech-629	101	41	feature	feature	NOUN
futech-629	101	42	calculated	calculate	VERB
futech-629	101	43	across	across	ADP
futech-629	101	44	the	the	DET
futech-629	101	45	training	training	NOUN
futech-629	101	46	set	set	NOUN
futech-629	101	47	.	.	PUNCT
futech-629	102	1	this	this	DET
futech-629	102	2	per	per	ADP
futech-629	102	3	-	-	PUNCT
futech-629	102	4	feature	feature	NOUN
futech-629	102	5	min	min	PROPN
futech-629	102	6	-	-	ADJ
futech-629	102	7	max	max	ADJ
futech-629	102	8	scaling	scaling	NOUN
futech-629	102	9	avoids	avoid	VERB
futech-629	102	10	features	feature	NOUN
futech-629	102	11	with	with	ADP
futech-629	102	12	higher	high	ADJ
futech-629	102	13	numerical	numerical	ADJ
futech-629	102	14	ranges	range	NOUN
futech-629	102	15	from	from	ADP
futech-629	102	16	dominating	dominate	VERB
futech-629	102	17	the	the	DET
futech-629	102	18	learning	learning	NOUN
futech-629	102	19	process	process	NOUN
futech-629	102	20	,	,	PUNCT
futech-629	102	21	while	while	SCONJ
futech-629	102	22	simultaneously	simultaneously	ADV
futech-629	102	23	ensuring	ensure	VERB
futech-629	102	24	that	that	SCONJ
futech-629	102	25	all	all	DET
futech-629	102	26	input	input	NOUN
futech-629	102	27	variables	variable	NOUN
futech-629	102	28	contribute	contribute	VERB
futech-629	102	29	appropriately	appropriately	ADV
futech-629	102	30	to	to	AUX
futech-629	102	31	model	model	VERB
futech-629	102	32	optimization	optimization	NOUN
futech-629	102	33	.	.	PUNCT
futech-629	103	1	•	•	NUM
futech-629	103	2	data	datum	NOUN
futech-629	103	3	segmentation	segmentation	NOUN
futech-629	103	4	the	the	DET
futech-629	103	5	dataset	dataset	NOUN
futech-629	103	6	is	be	AUX
futech-629	103	7	divided	divide	VERB
futech-629	103	8	into	into	ADP
futech-629	103	9	two	two	NUM
futech-629	103	10	sets	set	NOUN
futech-629	103	11	:	:	PUNCT
futech-629	103	12	training	training	NOUN
futech-629	103	13	and	and	CCONJ
futech-629	103	14	testing	testing	NOUN
futech-629	103	15	.	.	PUNCT
futech-629	104	1	the	the	DET
futech-629	104	2	current	current	ADJ
futech-629	104	3	methodology	methodology	NOUN
futech-629	104	4	employs	employ	VERB
futech-629	104	5	70	70	NUM
futech-629	104	6	%	%	NOUN
futech-629	104	7	of	of	ADP
futech-629	104	8	the	the	DET
futech-629	104	9	data	datum	NOUN
futech-629	104	10	for	for	ADP
futech-629	104	11	training	training	NOUN
futech-629	104	12	and	and	CCONJ
futech-629	104	13	30	30	NUM
futech-629	104	14	%	%	NOUN
futech-629	104	15	for	for	ADP
futech-629	104	16	testing	testing	NOUN
futech-629	104	17	.	.	PUNCT
futech-629	105	1	the	the	DET
futech-629	105	2	testing	testing	NOUN
futech-629	105	3	subset	subset	NOUN
futech-629	105	4	is	be	AUX
futech-629	105	5	used	use	VERB
futech-629	105	6	to	to	PART
futech-629	105	7	evaluate	evaluate	VERB
futech-629	105	8	the	the	DET
futech-629	105	9	performance	performance	NOUN
futech-629	105	10	of	of	ADP
futech-629	105	11	the	the	DET
futech-629	105	12	proposed	propose	VERB
futech-629	105	13	model	model	NOUN
futech-629	105	14	,	,	PUNCT
futech-629	105	15	while	while	SCONJ
futech-629	105	16	the	the	DET
futech-629	105	17	training	training	NOUN
futech-629	105	18	subset	subset	NOUN
futech-629	105	19	is	be	AUX
futech-629	105	20	used	use	VERB
futech-629	105	21	to	to	PART
futech-629	105	22	optimize	optimize	VERB
futech-629	105	23	the	the	DET
futech-629	105	24	suggested	suggest	VERB
futech-629	105	25	lstm	lstm	PROPN
futech-629	105	26	's	's	PART
futech-629	105	27	learning	learning	NOUN
futech-629	105	28	process	process	NOUN
futech-629	105	29	and	and	CCONJ
futech-629	105	30	identify	identify	VERB
futech-629	105	31	the	the	DET
futech-629	105	32	appropriate	appropriate	ADJ
futech-629	105	33	size	size	NOUN
futech-629	105	34	of	of	ADP
futech-629	105	35	its	its	PRON
futech-629	105	36	hidden	hide	VERB
futech-629	105	37	layer	layer	NOUN
futech-629	105	38	.	.	PUNCT
futech-629	106	1	to	to	PART
futech-629	106	2	prevent	prevent	VERB
futech-629	106	3	information	information	NOUN
futech-629	106	4	leakage	leakage	NOUN
futech-629	106	5	and	and	CCONJ
futech-629	106	6	ensure	ensure	VERB
futech-629	106	7	methodological	methodological	ADJ
futech-629	106	8	accuracy	accuracy	NOUN
futech-629	106	9	in	in	ADP
futech-629	106	10	time	time	NOUN
futech-629	106	11	-	-	PUNCT
futech-629	106	12	series	series	NOUN
futech-629	106	13	prediction	prediction	NOUN
futech-629	106	14	,	,	PUNCT
futech-629	106	15	the	the	DET
futech-629	106	16	data	datum	NOUN
futech-629	106	17	's	's	PART
futech-629	106	18	chronological	chronological	ADJ
futech-629	106	19	sequence	sequence	NOUN
futech-629	106	20	was	be	AUX
futech-629	106	21	strictly	strictly	ADV
futech-629	106	22	maintained	maintain	VERB
futech-629	106	23	during	during	ADP
futech-629	106	24	segmentation	segmentation	NOUN
futech-629	106	25	.	.	PUNCT
futech-629	107	1	there	there	PRON
futech-629	107	2	was	be	VERB
futech-629	107	3	no	no	DET
futech-629	107	4	random	random	ADJ
futech-629	107	5	shuffling	shuffling	NOUN
futech-629	107	6	used	use	VERB
futech-629	107	7	.	.	PUNCT
futech-629	108	1	the	the	DET
futech-629	108	2	dataset	dataset	NOUN
futech-629	108	3	was	be	AUX
futech-629	108	4	divided	divide	VERB
futech-629	108	5	into	into	ADP
futech-629	108	6	time	time	NOUN
futech-629	108	7	intervals	interval	NOUN
futech-629	108	8	,	,	PUNCT
futech-629	108	9	with	with	ADP
futech-629	108	10	the	the	DET
futech-629	108	11	first	first	ADJ
futech-629	108	12	70	70	NUM
futech-629	108	13	%	%	NOUN
futech-629	108	14	of	of	ADP
futech-629	108	15	observations	observation	NOUN
futech-629	108	16	(	(	PUNCT
futech-629	108	17	earliest	early	ADJ
futech-629	108	18	timestamps	timestamp	NOUN
futech-629	108	19	)	)	PUNCT
futech-629	108	20	assigned	assign	VERB
futech-629	108	21	to	to	ADP
futech-629	108	22	the	the	DET
futech-629	108	23	training	training	NOUN
futech-629	108	24	set	set	NOUN
futech-629	108	25	and	and	CCONJ
futech-629	108	26	the	the	DET
futech-629	108	27	remaining	remain	VERB
futech-629	108	28	30	30	NUM
futech-629	108	29	%	%	NOUN
futech-629	108	30	reserved	reserve	VERB
futech-629	108	31	for	for	ADP
futech-629	108	32	testing	testing	NOUN
futech-629	108	33	.	.	PUNCT
futech-629	109	1	3.2	3.2	NUM
futech-629	109	2	lstm	lstm	NOUN
futech-629	109	3	network	network	NOUN
futech-629	109	4	this	this	DET
futech-629	109	5	study	study	NOUN
futech-629	109	6	uses	use	VERB
futech-629	109	7	an	an	DET
futech-629	109	8	lstm	lstm	ADJ
futech-629	109	9	network	network	NOUN
futech-629	109	10	to	to	PART
futech-629	109	11	estimate	estimate	VERB
futech-629	109	12	energy	energy	NOUN
futech-629	109	13	use	use	NOUN
futech-629	109	14	because	because	SCONJ
futech-629	109	15	it	it	PRON
futech-629	109	16	can	can	AUX
futech-629	109	17	efficiently	efficiently	ADV
futech-629	109	18	handle	handle	VERB
futech-629	109	19	temporal	temporal	ADJ
futech-629	109	20	dependencies	dependency	NOUN
futech-629	109	21	and	and	CCONJ
futech-629	109	22	sudden	sudden	ADJ
futech-629	109	23	variations	variation	NOUN
futech-629	109	24	in	in	ADP
futech-629	109	25	the	the	DET
futech-629	109	26	data	datum	NOUN
futech-629	109	27	.	.	PUNCT
futech-629	110	1	due	due	ADP
futech-629	110	2	to	to	ADP
futech-629	110	3	its	its	PRON
futech-629	110	4	ability	ability	NOUN
futech-629	110	5	to	to	PART
futech-629	110	6	preserve	preserve	VERB
futech-629	110	7	long	long	ADJ
futech-629	110	8	-	-	PUNCT
futech-629	110	9	term	term	NOUN
futech-629	110	10	dependencies	dependency	NOUN
futech-629	110	11	and	and	CCONJ
futech-629	110	12	alleviate	alleviate	VERB
futech-629	110	13	the	the	DET
futech-629	110	14	vanishing	vanish	VERB
futech-629	110	15	gradient	gradient	NOUN
futech-629	110	16	problem	problem	NOUN
futech-629	110	17	,	,	PUNCT
futech-629	110	18	the	the	DET
futech-629	110	19	lstm	lstm	PROPN
futech-629	110	20	network	network	NOUN
futech-629	110	21	demonstrates	demonstrate	VERB
futech-629	110	22	excellent	excellent	ADJ
futech-629	110	23	performance	performance	NOUN
futech-629	110	24	across	across	ADP
futech-629	110	25	a	a	DET
futech-629	110	26	range	range	NOUN
futech-629	110	27	of	of	ADP
futech-629	110	28	sequence	sequence	NOUN
futech-629	110	29	-	-	PUNCT
futech-629	110	30	based	base	VERB
futech-629	110	31	tasks	task	NOUN
futech-629	110	32	.	.	PUNCT
futech-629	111	1	aq	aq	PROPN
futech-629	111	2	.	.	PROPN
futech-629	111	3	almousawi	almousawi	PROPN
futech-629	112	1	et	et	PROPN
futech-629	112	2	al	al	PROPN
futech-629	112	3	.	.	PROPN
futech-629	112	4	/future	/future	PUNCT
futech-629	112	5	technology	technology	PROPN
futech-629	112	6	february	february	PROPN
futech-629	112	7	2026|	2026|	NUM
futech-629	112	8	volume	volume	NOUN
futech-629	112	9	05	05	NUM
futech-629	113	1	|	|	ADV
futech-629	113	2	issue	issue	NOUN
futech-629	113	3	01	01	NUM
futech-629	114	1	|	|	ADV
futech-629	114	2	pages	page	NOUN
futech-629	114	3	303	303	NUM
futech-629	114	4	-	-	SYM
futech-629	114	5	313	313	NUM
futech-629	114	6	306	306	NUM
futech-629	114	7	figure	figure	NOUN
futech-629	114	8	2	2	NUM
futech-629	114	9	illustrates	illustrate	VERB
futech-629	114	10	the	the	DET
futech-629	114	11	scheme	scheme	NOUN
futech-629	114	12	of	of	ADP
futech-629	114	13	the	the	DET
futech-629	114	14	lstm	lstm	PROPN
futech-629	114	15	recurrent	recurrent	ADJ
futech-629	114	16	neural	neural	ADJ
futech-629	114	17	network	network	NOUN
futech-629	114	18	[	[	X
futech-629	114	19	24	24	NUM
futech-629	114	20	]	]	PUNCT
futech-629	114	21	.	.	PUNCT
futech-629	115	1	the	the	DET
futech-629	115	2	cell	cell	NOUN
futech-629	115	3	is	be	AUX
futech-629	115	4	the	the	DET
futech-629	115	5	most	most	ADV
futech-629	115	6	important	important	ADJ
futech-629	115	7	part	part	NOUN
futech-629	115	8	of	of	ADP
futech-629	115	9	the	the	DET
futech-629	115	10	structure	structure	NOUN
futech-629	115	11	of	of	ADP
futech-629	115	12	the	the	DET
futech-629	115	13	lstm	lstm	NOUN
futech-629	115	14	.	.	PUNCT
futech-629	116	1	every	every	DET
futech-629	116	2	cell	cell	NOUN
futech-629	116	3	is	be	AUX
futech-629	116	4	equipped	equip	VERB
futech-629	116	5	with	with	ADP
futech-629	116	6	a	a	DET
futech-629	116	7	recurrent	recurrent	ADJ
futech-629	116	8	unit	unit	NOUN
futech-629	116	9	preserving	preserve	VERB
futech-629	116	10	the	the	DET
futech-629	116	11	input	input	NOUN
futech-629	116	12	and	and	CCONJ
futech-629	116	13	output	output	NOUN
futech-629	116	14	side	side	NOUN
futech-629	116	15	information	information	NOUN
futech-629	116	16	sequences	sequence	NOUN
futech-629	116	17	.	.	PUNCT
futech-629	117	1	an	an	DET
futech-629	117	2	lstm	lstm	ADJ
futech-629	117	3	cell	cell	NOUN
futech-629	117	4	consists	consist	VERB
futech-629	117	5	of	of	ADP
futech-629	117	6	four	four	NUM
futech-629	117	7	main	main	ADJ
futech-629	117	8	parts	part	NOUN
futech-629	117	9	:	:	PUNCT
futech-629	117	10	the	the	DET
futech-629	117	11	input	input	NOUN
futech-629	117	12	gate	gate	NOUN
futech-629	117	13	,	,	PUNCT
futech-629	117	14	the	the	DET
futech-629	117	15	output	output	NOUN
futech-629	117	16	gate	gate	NOUN
futech-629	117	17	,	,	PUNCT
futech-629	117	18	the	the	DET
futech-629	117	19	forget	forget	NOUN
futech-629	117	20	gate	gate	NOUN
futech-629	117	21	,	,	PUNCT
futech-629	117	22	and	and	CCONJ
futech-629	117	23	the	the	DET
futech-629	117	24	cell	cell	NOUN
futech-629	117	25	state	state	NOUN
futech-629	117	26	.	.	PUNCT
futech-629	118	1	the	the	DET
futech-629	118	2	gates	gate	NOUN
futech-629	118	3	use	use	VERB
futech-629	118	4	the	the	DET
futech-629	118	5	sigmoid	sigmoid	NOUN
futech-629	118	6	function	function	NOUN
futech-629	118	7	to	to	PART
futech-629	118	8	generate	generate	VERB
futech-629	118	9	activation	activation	NOUN
futech-629	118	10	values	value	NOUN
futech-629	118	11	ranging	range	VERB
futech-629	118	12	from	from	ADP
futech-629	118	13	zero	zero	NUM
futech-629	118	14	to	to	ADP
futech-629	118	15	one	one	NUM
futech-629	118	16	,	,	PUNCT
futech-629	118	17	indicating	indicate	VERB
futech-629	118	18	how	how	SCONJ
futech-629	118	19	much	much	ADJ
futech-629	118	20	information	information	NOUN
futech-629	118	21	is	be	AUX
futech-629	118	22	lost	lose	VERB
futech-629	118	23	,	,	PUNCT
futech-629	118	24	updated	update	VERB
futech-629	118	25	,	,	PUNCT
futech-629	118	26	or	or	CCONJ
futech-629	118	27	transmitted	transmit	VERB
futech-629	118	28	to	to	ADP
futech-629	118	29	the	the	DET
futech-629	118	30	next	next	ADJ
futech-629	118	31	state	state	NOUN
futech-629	118	32	.	.	PUNCT
futech-629	119	1	however	however	ADV
futech-629	119	2	,	,	PUNCT
futech-629	119	3	the	the	DET
futech-629	119	4	underlying	underlie	VERB
futech-629	119	5	trainable	trainable	ADJ
futech-629	119	6	weights	weight	NOUN
futech-629	119	7	associated	associate	VERB
futech-629	119	8	with	with	ADP
futech-629	119	9	these	these	DET
futech-629	119	10	gates	gate	NOUN
futech-629	119	11	are	be	AUX
futech-629	119	12	real	real	ADV
futech-629	119	13	-	-	PUNCT
futech-629	119	14	valued	value	VERB
futech-629	119	15	parameters	parameter	NOUN
futech-629	119	16	that	that	PRON
futech-629	119	17	lack	lack	VERB
futech-629	119	18	such	such	ADJ
futech-629	119	19	limitations	limitation	NOUN
futech-629	119	20	.	.	PUNCT
futech-629	120	1	these	these	DET
futech-629	120	2	weights	weight	NOUN
futech-629	120	3	are	be	AUX
futech-629	120	4	learned	learn	VERB
futech-629	120	5	during	during	ADP
futech-629	120	6	training	training	NOUN
futech-629	120	7	to	to	PART
futech-629	120	8	optimize	optimize	VERB
futech-629	120	9	the	the	DET
futech-629	120	10	network	network	NOUN
futech-629	120	11	’s	’s	PART
futech-629	120	12	performance	performance	NOUN
futech-629	120	13	.	.	PUNCT
futech-629	121	1	the	the	DET
futech-629	121	2	input	input	NOUN
futech-629	121	3	gate	gate	NOUN
futech-629	121	4	is	be	AUX
futech-629	121	5	responsible	responsible	ADJ
futech-629	121	6	for	for	ADP
futech-629	121	7	incorporating	incorporate	VERB
futech-629	121	8	new	new	ADJ
futech-629	121	9	information	information	NOUN
futech-629	121	10	into	into	ADP
futech-629	121	11	the	the	DET
futech-629	121	12	cell	cell	NOUN
futech-629	121	13	state	state	NOUN
futech-629	121	14	;	;	PUNCT
futech-629	121	15	it	it	PRON
futech-629	121	16	selectively	selectively	ADV
futech-629	121	17	admits	admit	VERB
futech-629	121	18	relevant	relevant	ADJ
futech-629	121	19	sections	section	NOUN
futech-629	121	20	of	of	ADP
futech-629	121	21	the	the	DET
futech-629	121	22	new	new	ADJ
futech-629	121	23	input	input	NOUN
futech-629	121	24	.	.	PUNCT
futech-629	122	1	the	the	DET
futech-629	122	2	output	output	NOUN
futech-629	122	3	gate	gate	NOUN
futech-629	122	4	determines	determine	VERB
futech-629	122	5	the	the	DET
futech-629	122	6	output	output	NOUN
futech-629	122	7	of	of	ADP
futech-629	122	8	the	the	DET
futech-629	122	9	lstm	lstm	NOUN
futech-629	122	10	cell	cell	NOUN
futech-629	122	11	based	base	VERB
futech-629	122	12	on	on	ADP
futech-629	122	13	the	the	DET
futech-629	122	14	updated	update	VERB
futech-629	122	15	cell	cell	NOUN
futech-629	122	16	state	state	NOUN
futech-629	122	17	,	,	PUNCT
futech-629	122	18	controlling	control	VERB
futech-629	122	19	which	which	DET
futech-629	122	20	portions	portion	NOUN
futech-629	122	21	of	of	ADP
futech-629	122	22	the	the	DET
futech-629	122	23	state	state	NOUN
futech-629	122	24	are	be	AUX
futech-629	122	25	revealed	reveal	VERB
futech-629	122	26	as	as	ADP
futech-629	122	27	output	output	NOUN
futech-629	122	28	.	.	PUNCT
futech-629	123	1	additionally	additionally	ADV
futech-629	123	2	,	,	PUNCT
futech-629	123	3	the	the	DET
futech-629	123	4	cell	cell	NOUN
futech-629	123	5	state	state	NOUN
futech-629	123	6	serves	serve	VERB
futech-629	123	7	to	to	PART
futech-629	123	8	maintain	maintain	VERB
futech-629	123	9	longterm	longterm	ADJ
futech-629	123	10	dependencies	dependency	NOUN
futech-629	123	11	and	and	CCONJ
futech-629	123	12	is	be	AUX
futech-629	123	13	not	not	PART
futech-629	123	14	modified	modify	VERB
futech-629	123	15	directly	directly	ADV
futech-629	123	16	;	;	PUNCT
futech-629	123	17	rather	rather	ADV
futech-629	123	18	,	,	PUNCT
futech-629	123	19	it	it	PRON
futech-629	123	20	is	be	AUX
futech-629	123	21	regulated	regulate	VERB
futech-629	123	22	by	by	ADP
futech-629	123	23	the	the	DET
futech-629	123	24	operations	operation	NOUN
futech-629	123	25	of	of	ADP
futech-629	123	26	the	the	DET
futech-629	123	27	forget	forget	NOUN
futech-629	123	28	,	,	PUNCT
futech-629	123	29	input	input	NOUN
futech-629	123	30	,	,	PUNCT
futech-629	123	31	and	and	CCONJ
futech-629	123	32	output	output	NOUN
futech-629	123	33	gates	gate	NOUN
futech-629	123	34	.	.	PUNCT
futech-629	124	1	figure	figure	NOUN
futech-629	124	2	2	2	NUM
futech-629	124	3	.	.	PUNCT
futech-629	125	1	structure	structure	NOUN
futech-629	125	2	of	of	ADP
futech-629	125	3	the	the	DET
futech-629	125	4	lstm	lstm	PROPN
futech-629	125	5	recurrent	recurrent	ADJ
futech-629	125	6	neural	neural	ADJ
futech-629	125	7	network	network	NOUN
futech-629	125	8	3.3	3.3	NUM
futech-629	125	9	lstm	lstm	PROPN
futech-629	125	10	neural	neural	ADJ
futech-629	125	11	network	network	NOUN
futech-629	125	12	optimization	optimization	NOUN
futech-629	125	13	using	use	VERB
futech-629	125	14	idaoa	idaoa	PROPN
futech-629	125	15	the	the	DET
futech-629	125	16	size	size	NOUN
futech-629	125	17	of	of	ADP
futech-629	125	18	its	its	PRON
futech-629	125	19	hidden	hide	VERB
futech-629	125	20	layer	layer	NOUN
futech-629	125	21	heavily	heavily	ADV
futech-629	125	22	affects	affect	VERB
futech-629	125	23	an	an	DET
futech-629	125	24	lstm	lstm	ADJ
futech-629	125	25	network	network	NOUN
futech-629	125	26	's	's	PART
futech-629	125	27	learnability	learnability	NOUN
futech-629	125	28	,	,	PUNCT
futech-629	125	29	and	and	CCONJ
futech-629	125	30	larger	large	ADJ
futech-629	125	31	hidden	hide	VERB
futech-629	125	32	layers	layer	NOUN
futech-629	125	33	can	can	AUX
futech-629	125	34	capture	capture	VERB
futech-629	125	35	overly	overly	ADV
futech-629	125	36	complex	complex	ADJ
futech-629	125	37	patterns	pattern	NOUN
futech-629	125	38	,	,	PUNCT
futech-629	125	39	leading	lead	VERB
futech-629	125	40	to	to	ADP
futech-629	125	41	overfitting	overfitte	VERB
futech-629	125	42	.	.	PUNCT
futech-629	126	1	to	to	PART
futech-629	126	2	improve	improve	VERB
futech-629	126	3	the	the	DET
futech-629	126	4	model	model	NOUN
futech-629	126	5	’s	’s	PART
futech-629	126	6	accuracy	accuracy	NOUN
futech-629	126	7	,	,	PUNCT
futech-629	126	8	idaoa	idaoa	PROPN
futech-629	126	9	is	be	AUX
futech-629	126	10	recommended	recommend	VERB
futech-629	126	11	to	to	PART
futech-629	126	12	solve	solve	VERB
futech-629	126	13	this	this	DET
futech-629	126	14	problem	problem	NOUN
futech-629	126	15	.	.	PUNCT
futech-629	127	1	it	it	PRON
futech-629	127	2	is	be	AUX
futech-629	127	3	particularly	particularly	ADV
futech-629	127	4	well	well	ADV
futech-629	127	5	adapted	adapt	VERB
futech-629	127	6	to	to	ADP
futech-629	127	7	this	this	DET
futech-629	127	8	task	task	NOUN
futech-629	127	9	,	,	PUNCT
futech-629	127	10	as	as	SCONJ
futech-629	127	11	its	its	PRON
futech-629	127	12	unique	unique	ADJ
futech-629	127	13	structure	structure	NOUN
futech-629	127	14	enables	enable	VERB
futech-629	127	15	highly	highly	ADV
futech-629	127	16	efficient	efficient	ADJ
futech-629	127	17	sampling	sampling	NOUN
futech-629	127	18	of	of	ADP
futech-629	127	19	the	the	DET
futech-629	127	20	highdimensional	highdimensional	ADJ
futech-629	127	21	space	space	NOUN
futech-629	127	22	and	and	CCONJ
futech-629	127	23	increases	increase	VERB
futech-629	127	24	the	the	DET
futech-629	127	25	likelihood	likelihood	NOUN
futech-629	127	26	of	of	ADP
futech-629	127	27	finding	find	VERB
futech-629	127	28	a	a	DET
futech-629	127	29	near	near	ADV
futech-629	127	30	-	-	PUNCT
futech-629	127	31	optimal	optimal	ADJ
futech-629	127	32	solution	solution	NOUN
futech-629	127	33	.	.	PUNCT
futech-629	128	1	the	the	DET
futech-629	128	2	key	key	ADJ
futech-629	128	3	idaoa	idaoa	NOUN
futech-629	128	4	steps	step	NOUN
futech-629	128	5	for	for	ADP
futech-629	128	6	optimizing	optimize	VERB
futech-629	128	7	the	the	DET
futech-629	128	8	hidden	hide	VERB
futech-629	128	9	layer	layer	NOUN
futech-629	128	10	size	size	NOUN
futech-629	128	11	are	be	AUX
futech-629	128	12	summarized	summarize	VERB
futech-629	128	13	here	here	ADV
futech-629	128	14	:	:	PUNCT
futech-629	128	15	•	•	NUM
futech-629	128	16	step	step	NOUN
futech-629	128	17	1	1	NUM
futech-629	128	18	:	:	PUNCT
futech-629	128	19	parameter	parameter	PROPN
futech-629	128	20	initialization	initialization	NOUN
futech-629	128	21	this	this	DET
futech-629	128	22	step	step	NOUN
futech-629	128	23	comprises	comprise	VERB
futech-629	128	24	initializing	initialize	VERB
futech-629	128	25	the	the	DET
futech-629	128	26	idaoa	idaoa	NOUN
futech-629	128	27	's	's	PART
futech-629	128	28	control	control	NOUN
futech-629	128	29	parameters	parameter	NOUN
futech-629	128	30	(	(	PUNCT
futech-629	128	31	α	α	NOUN
futech-629	128	32	and	and	CCONJ
futech-629	128	33	μ	μ	NUM
futech-629	128	34	)	)	PUNCT
futech-629	128	35	.	.	PUNCT
futech-629	129	1	the	the	DET
futech-629	129	2	parameter	parameter	PROPN
futech-629	129	3	α	α	PROPN
futech-629	129	4	,	,	PUNCT
futech-629	129	5	set	set	VERB
futech-629	129	6	to	to	ADP
futech-629	129	7	5	5	NUM
futech-629	129	8	,	,	PUNCT
futech-629	129	9	determines	determine	VERB
futech-629	129	10	the	the	DET
futech-629	129	11	level	level	NOUN
futech-629	129	12	of	of	ADP
futech-629	129	13	exploitation	exploitation	NOUN
futech-629	129	14	precision	precision	NOUN
futech-629	129	15	in	in	ADP
futech-629	129	16	each	each	DET
futech-629	129	17	iteration	iteration	NOUN
futech-629	129	18	.	.	PUNCT
futech-629	130	1	with	with	ADP
futech-629	130	2	an	an	DET
futech-629	130	3	initial	initial	ADJ
futech-629	130	4	value	value	NOUN
futech-629	130	5	of	of	ADP
futech-629	130	6	0.5	0.5	NUM
futech-629	130	7	,	,	PUNCT
futech-629	130	8	the	the	DET
futech-629	130	9	parameter	parameter	PROPN
futech-629	130	10	μ	μ	PROPN
futech-629	130	11	balances	balance	VERB
futech-629	130	12	exploration	exploration	NOUN
futech-629	130	13	and	and	CCONJ
futech-629	130	14	exploitation	exploitation	NOUN
futech-629	130	15	equally	equally	ADV
futech-629	130	16	.	.	PUNCT
futech-629	131	1	•	•	NUM
futech-629	131	2	step	step	NOUN
futech-629	131	3	2	2	NUM
futech-629	131	4	:	:	PUNCT
futech-629	131	5	generation	generation	NOUN
futech-629	131	6	of	of	ADP
futech-629	131	7	initial	initial	ADJ
futech-629	131	8	candidate	candidate	NOUN
futech-629	131	9	solutions	solution	NOUN
futech-629	131	10	every	every	DET
futech-629	131	11	idaoa	idaoa	NOUN
futech-629	131	12	possible	possible	ADJ
futech-629	131	13	solution	solution	NOUN
futech-629	131	14	x	x	PRON
futech-629	131	15	indicates	indicate	VERB
futech-629	131	16	a	a	DET
futech-629	131	17	potential	potential	ADJ
futech-629	131	18	lstm	lstm	NOUN
futech-629	131	19	network	network	NOUN
futech-629	131	20	configuration	configuration	NOUN
futech-629	131	21	.	.	PUNCT
futech-629	132	1	these	these	DET
futech-629	132	2	solutions	solution	NOUN
futech-629	132	3	are	be	AUX
futech-629	132	4	iteratively	iteratively	ADV
futech-629	132	5	improved	improve	VERB
futech-629	132	6	after	after	ADP
futech-629	132	7	being	be	AUX
futech-629	132	8	randomly	randomly	ADV
futech-629	132	9	initialized	initialize	VERB
futech-629	132	10	within	within	ADP
futech-629	132	11	the	the	DET
futech-629	132	12	problem	problem	NOUN
futech-629	132	13	's	's	PART
futech-629	132	14	search	search	NOUN
futech-629	132	15	space	space	NOUN
futech-629	132	16	.	.	PUNCT
futech-629	133	1	each	each	DET
futech-629	133	2	solution	solution	NOUN
futech-629	133	3	x	x	PUNCT
futech-629	133	4	encodes	encode	VERB
futech-629	133	5	a	a	DET
futech-629	133	6	possible	possible	ADJ
futech-629	133	7	hidden	hidden	ADJ
futech-629	133	8	layer	layer	NOUN
futech-629	133	9	size	size	NOUN
futech-629	133	10	,	,	PUNCT
futech-629	133	11	and	and	CCONJ
futech-629	133	12	the	the	DET
futech-629	133	13	algorithm	algorithm	NOUN
futech-629	133	14	progressively	progressively	ADV
futech-629	133	15	updates	update	VERB
futech-629	133	16	them	they	PRON
futech-629	133	17	to	to	PART
futech-629	133	18	move	move	VERB
futech-629	133	19	toward	toward	ADP
futech-629	133	20	the	the	DET
futech-629	133	21	optimal	optimal	ADJ
futech-629	133	22	configuration	configuration	NOUN
futech-629	133	23	.	.	PUNCT
futech-629	134	1	the	the	DET
futech-629	134	2	initial	initial	ADJ
futech-629	134	3	candidate	candidate	NOUN
futech-629	134	4	solutions	solution	NOUN
futech-629	134	5	are	be	AUX
futech-629	134	6	produced	produce	VERB
futech-629	134	7	using	use	VERB
futech-629	134	8	eq	eq	X
futech-629	134	9	.	.	PUNCT
futech-629	135	1	(	(	PUNCT
futech-629	135	2	3	3	X
futech-629	135	3	)	)	PUNCT
futech-629	135	4	with	with	ADP
futech-629	135	5	a	a	DET
futech-629	135	6	size	size	NOUN
futech-629	135	7	of	of	ADP
futech-629	135	8	n*n	n*n	NOUN
futech-629	135	9	(	(	PUNCT
futech-629	135	10	where	where	SCONJ
futech-629	135	11	n	n	PRON
futech-629	135	12	represents	represent	VERB
futech-629	135	13	the	the	DET
futech-629	135	14	population	population	NOUN
futech-629	135	15	size	size	NOUN
futech-629	135	16	and	and	CCONJ
futech-629	135	17	n	n	NOUN
futech-629	135	18	is	be	AUX
futech-629	135	19	the	the	DET
futech-629	135	20	dimension	dimension	NOUN
futech-629	135	21	)	)	PUNCT
futech-629	135	22	,	,	PUNCT
futech-629	135	23	and	and	CCONJ
futech-629	135	24	during	during	ADP
futech-629	135	25	the	the	DET
futech-629	135	26	iterative	iterative	NOUN
futech-629	135	27	process	process	NOUN
futech-629	135	28	,	,	PUNCT
futech-629	135	29	the	the	DET
futech-629	135	30	optimum	optimum	ADJ
futech-629	135	31	solution	solution	NOUN
futech-629	135	32	set	set	VERB
futech-629	135	33	in	in	ADP
futech-629	135	34	each	each	DET
futech-629	135	35	iteration	iteration	NOUN
futech-629	135	36	is	be	AUX
futech-629	135	37	retained	retain	VERB
futech-629	135	38	as	as	ADP
futech-629	135	39	the	the	DET
futech-629	135	40	current	current	ADJ
futech-629	135	41	optimal	optimal	ADJ
futech-629	135	42	or	or	CCONJ
futech-629	135	43	near	near	ADV
futech-629	135	44	-	-	PUNCT
futech-629	135	45	optimal	optimal	ADJ
futech-629	135	46	value	value	NOUN
futech-629	135	47	:	:	PUNCT
futech-629	135	48	x	x	SYM
futech-629	135	49	=	=	PUNCT
futech-629	135	50	[	[	PUNCT
futech-629	135	51	𝑥1,1	𝑥1,1	PROPN
futech-629	135	52	⋯	⋯	PROPN
futech-629	135	53	…	…	PUNCT
futech-629	135	54	𝑥2,1	𝑥2,1	PROPN
futech-629	135	55	⋯	⋯	PROPN
futech-629	135	56	⋯	⋯	PROPN
futech-629	135	57	⋯	⋯	NOUN
futech-629	135	58	⋮	⋮	NOUN
futech-629	135	59	𝑥𝑁−1,1	𝑥𝑁−1,1	PROPN
futech-629	135	60	𝑥𝑁,1	𝑥𝑁,1	PROPN
futech-629	135	61	⋯	⋯	NOUN
futech-629	135	62	⋮	⋮	NOUN
futech-629	135	63	⋯	⋯	PROPN
futech-629	135	64	⋯	⋯	PROPN
futech-629	135	65	⋯	⋯	NOUN
futech-629	135	66	⋮	⋮	NOUN
futech-629	135	67	⋯	⋯	PROPN
futech-629	135	68	⋯	⋯	PROPN
futech-629	135	69	⁡⁡⁡	⁡⁡⁡	PUNCT
futech-629	135	70	𝑥1,𝑗	𝑥1,𝑗	PROPN
futech-629	135	71	𝑥1,𝑛−1	𝑥1,𝑛−1	NOUN
futech-629	135	72	𝑥1,𝑛−1	𝑥1,𝑛−1	NOUN
futech-629	135	73	𝑥2,𝑗	𝑥2,𝑗	PROPN
futech-629	135	74	⋯	⋯	ADP
futech-629	135	75	𝑥2,𝑛	𝑥2,𝑛	PROPN
futech-629	135	76	⋯	⋯	NOUN
futech-629	135	77	⋮	⋮	NOUN
futech-629	135	78	𝑥𝑁−1,𝑗	𝑥𝑁−1,𝑗	PROPN
futech-629	135	79	𝑥𝑁,𝑗	𝑥𝑁,𝑗	ADV
futech-629	135	80	⋯	⋯	AUX
futech-629	135	81	⋮	⋮	NOUN
futech-629	135	82	⋯	⋯	X
futech-629	135	83	𝑥𝑁,𝑛−1	𝑥𝑁,𝑛−1	NUM
futech-629	135	84	⋯	⋯	VERB
futech-629	135	85	⋮	⋮	NOUN
futech-629	135	86	𝑥𝑁−1,𝑛	𝑥𝑁−1,𝑛	PROPN
futech-629	135	87	𝑥𝑁,𝑛	𝑥𝑁,𝑛	ADV
futech-629	135	88	]	]	PUNCT
futech-629	135	89	(	(	PUNCT
futech-629	135	90	3	3	X
futech-629	135	91	)	)	PUNCT
futech-629	135	92	•	•	NUM
futech-629	135	93	step	step	NOUN
futech-629	135	94	3	3	NUM
futech-629	135	95	:	:	PUNCT
futech-629	135	96	fitness	fitness	NOUN
futech-629	135	97	function	function	NOUN
futech-629	135	98	evaluation	evaluation	NOUN
futech-629	135	99	a	a	DET
futech-629	135	100	core	core	NOUN
futech-629	135	101	aspect	aspect	NOUN
futech-629	135	102	of	of	ADP
futech-629	135	103	any	any	DET
futech-629	135	104	optimization	optimization	NOUN
futech-629	135	105	algorithm	algorithm	NOUN
futech-629	135	106	is	be	AUX
futech-629	135	107	the	the	DET
futech-629	135	108	formulation	formulation	NOUN
futech-629	135	109	of	of	ADP
futech-629	135	110	an	an	DET
futech-629	135	111	appropriate	appropriate	ADJ
futech-629	135	112	fitness	fitness	NOUN
futech-629	135	113	function	function	NOUN
futech-629	135	114	(	(	PUNCT
futech-629	135	115	or	or	CCONJ
futech-629	135	116	objective	objective	ADJ
futech-629	135	117	function	function	NOUN
futech-629	135	118	)	)	PUNCT
futech-629	135	119	.	.	PUNCT
futech-629	136	1	in	in	ADP
futech-629	136	2	this	this	DET
futech-629	136	3	study	study	NOUN
futech-629	136	4	,	,	PUNCT
futech-629	136	5	the	the	DET
futech-629	136	6	rmse	rmse	NOUN
futech-629	136	7	is	be	AUX
futech-629	136	8	used	use	VERB
futech-629	136	9	to	to	PART
futech-629	136	10	evaluate	evaluate	VERB
futech-629	136	11	the	the	DET
futech-629	136	12	quality	quality	NOUN
futech-629	136	13	of	of	ADP
futech-629	136	14	each	each	DET
futech-629	136	15	candidate	candidate	NOUN
futech-629	136	16	solution	solution	NOUN
futech-629	136	17	.	.	PUNCT
futech-629	137	1	for	for	ADP
futech-629	137	2	each	each	DET
futech-629	137	3	candidate	candidate	NOUN
futech-629	137	4	hidden	hide	VERB
futech-629	137	5	layer	layer	NOUN
futech-629	137	6	size	size	NOUN
futech-629	137	7	proposed	propose	VERB
futech-629	137	8	by	by	ADP
futech-629	137	9	the	the	DET
futech-629	137	10	idaoa	idaoa	PROPN
futech-629	137	11	,	,	PUNCT
futech-629	137	12	an	an	DET
futech-629	137	13	lstm	lstm	NOUN
futech-629	137	14	model	model	NOUN
futech-629	137	15	is	be	AUX
futech-629	137	16	trained	train	VERB
futech-629	137	17	and	and	CCONJ
futech-629	137	18	evaluated	evaluate	VERB
futech-629	137	19	on	on	ADP
futech-629	137	20	the	the	DET
futech-629	137	21	energy	energy	NOUN
futech-629	137	22	prediction	prediction	NOUN
futech-629	137	23	task	task	NOUN
futech-629	137	24	.	.	PUNCT
futech-629	138	1	the	the	DET
futech-629	138	2	fitness	fitness	NOUN
futech-629	138	3	score	score	NOUN
futech-629	138	4	is	be	AUX
futech-629	138	5	then	then	ADV
futech-629	138	6	determined	determine	VERB
futech-629	138	7	using	use	VERB
futech-629	138	8	the	the	DET
futech-629	138	9	corresponding	correspond	VERB
futech-629	138	10	rmse	rmse	NOUN
futech-629	138	11	:	:	PUNCT
futech-629	138	12	𝑅𝑀𝑆𝐸	𝑅𝑀𝑆𝐸	NOUN
futech-629	138	13	=	=	NOUN
futech-629	138	14	√	√	ADP
futech-629	138	15	1	1	NUM
futech-629	138	16	𝑁	𝑁	PROPN
futech-629	138	17	∑	∑	PUNCT
futech-629	138	18	(	(	PUNCT
futech-629	138	19	𝑋𝑎𝑏𝑠.𝑖	𝑋𝑎𝑏𝑠.𝑖	PROPN
futech-629	138	20	−	−	PROPN
futech-629	138	21	𝑋𝑚𝑜𝑑𝑒𝑙.𝑖	𝑋𝑚𝑜𝑑𝑒𝑙.𝑖	PROPN
futech-629	138	22	)	)	PUNCT
futech-629	138	23	2𝑁	2𝑁	NOUN
futech-629	138	24	𝑖=1	𝑖=1	PROPN
futech-629	138	25	(	(	PUNCT
futech-629	138	26	4	4	X
futech-629	138	27	)	)	PUNCT
futech-629	138	28	where	where	SCONJ
futech-629	138	29	n	n	PRON
futech-629	138	30	denotes	denote	VERB
futech-629	138	31	the	the	DET
futech-629	138	32	total	total	ADJ
futech-629	138	33	count	count	NOUN
futech-629	138	34	of	of	ADP
futech-629	138	35	observations	observation	NOUN
futech-629	138	36	,	,	PUNCT
futech-629	138	37	xmodel.i	xmodel.i	X
futech-629	138	38	is	be	AUX
futech-629	138	39	the	the	DET
futech-629	138	40	forecasted	forecast	VERB
futech-629	138	41	value	value	NOUN
futech-629	138	42	from	from	ADP
futech-629	138	43	the	the	DET
futech-629	138	44	lstm	lstm	PROPN
futech-629	138	45	model	model	NOUN
futech-629	138	46	,	,	PUNCT
futech-629	138	47	and	and	CCONJ
futech-629	138	48	xobs.i	xobs.i	NUM
futech-629	138	49	is	be	AUX
futech-629	138	50	the	the	DET
futech-629	138	51	actual	actual	ADJ
futech-629	138	52	value	value	NOUN
futech-629	138	53	.	.	PUNCT
futech-629	139	1	•	•	NUM
futech-629	139	2	step	step	NOUN
futech-629	139	3	4	4	NUM
futech-629	139	4	:	:	PUNCT
futech-629	139	5	determining	determine	VERB
futech-629	139	6	the	the	DET
futech-629	139	7	best	good	ADJ
futech-629	139	8	solution	solution	NOUN
futech-629	139	9	based	base	VERB
futech-629	139	10	on	on	ADP
futech-629	139	11	the	the	DET
futech-629	139	12	fitness	fitness	NOUN
futech-629	139	13	values	value	NOUN
futech-629	139	14	(	(	PUNCT
futech-629	139	15	calculated	calculate	VERB
futech-629	139	16	in	in	ADP
futech-629	139	17	the	the	DET
futech-629	139	18	previous	previous	ADJ
futech-629	139	19	step	step	NOUN
futech-629	139	20	)	)	PUNCT
futech-629	139	21	,	,	PUNCT
futech-629	139	22	the	the	DET
futech-629	139	23	best	good	ADJ
futech-629	139	24	solution	solution	NOUN
futech-629	139	25	is	be	AUX
futech-629	139	26	selected	select	VERB
futech-629	139	27	at	at	ADP
futech-629	139	28	each	each	DET
futech-629	139	29	iteration	iteration	NOUN
futech-629	139	30	.	.	PUNCT
futech-629	140	1	this	this	DET
futech-629	140	2	solution	solution	NOUN
futech-629	140	3	represents	represent	VERB
futech-629	140	4	the	the	DET
futech-629	140	5	most	most	ADV
futech-629	140	6	promising	promising	ADJ
futech-629	140	7	configuration	configuration	NOUN
futech-629	140	8	of	of	ADP
futech-629	140	9	the	the	DET
futech-629	140	10	hidden	hide	VERB
futech-629	140	11	layer	layer	NOUN
futech-629	140	12	size	size	NOUN
futech-629	140	13	at	at	ADP
futech-629	140	14	the	the	DET
futech-629	140	15	current	current	ADJ
futech-629	140	16	stage	stage	NOUN
futech-629	140	17	of	of	ADP
futech-629	140	18	the	the	DET
futech-629	140	19	optimization	optimization	NOUN
futech-629	140	20	process	process	NOUN
futech-629	140	21	.	.	PUNCT
futech-629	141	1	•	•	NUM
futech-629	141	2	step	step	NOUN
futech-629	141	3	5	5	NUM
futech-629	141	4	:	:	PUNCT
futech-629	141	5	updating	update	VERB
futech-629	141	6	the	the	DET
futech-629	141	7	math	math	NOUN
futech-629	141	8	optimizer	optimizer	NOUN
futech-629	141	9	accelerated	accelerate	VERB
futech-629	141	10	function	function	NOUN
futech-629	141	11	(	(	PUNCT
futech-629	141	12	moa	moa	NOUN
futech-629	141	13	)	)	PUNCT
futech-629	141	14	before	before	SCONJ
futech-629	141	15	the	the	DET
futech-629	141	16	arithmetic	arithmetic	ADJ
futech-629	141	17	optimization	optimization	NOUN
futech-629	141	18	algorithm	algorithm	NOUN
futech-629	141	19	(	(	PUNCT
futech-629	141	20	aoa	aoa	PROPN
futech-629	141	21	)	)	PUNCT
futech-629	141	22	begins	begin	VERB
futech-629	141	23	its	its	PRON
futech-629	141	24	main	main	ADJ
futech-629	141	25	process	process	NOUN
futech-629	141	26	,	,	PUNCT
futech-629	141	27	it	it	PRON
futech-629	141	28	must	must	AUX
futech-629	141	29	decide	decide	VERB
futech-629	141	30	whether	whether	SCONJ
futech-629	141	31	to	to	PART
futech-629	141	32	enter	enter	VERB
futech-629	141	33	the	the	DET
futech-629	141	34	exploration	exploration	NOUN
futech-629	141	35	or	or	CCONJ
futech-629	141	36	exploitation	exploitation	NOUN
futech-629	141	37	phase	phase	NOUN
futech-629	141	38	.	.	PUNCT
futech-629	142	1	the	the	DET
futech-629	142	2	moa	moa	NOUN
futech-629	142	3	function	function	NOUN
futech-629	142	4	is	be	AUX
futech-629	142	5	computed	compute	VERB
futech-629	142	6	using	use	VERB
futech-629	142	7	the	the	DET
futech-629	142	8	following	follow	VERB
futech-629	142	9	equation	equation	NOUN
futech-629	142	10	:	:	PUNCT
futech-629	142	11	𝑀𝑂𝐴(𝐶𝐼𝑡𝑒𝑟	𝑀𝑂𝐴(𝐶𝐼𝑡𝑒𝑟	X
futech-629	142	12	)	)	PUNCT
futech-629	143	1	=	=	SYM
futech-629	143	2	𝑀𝑖𝑛	𝑀𝑖𝑛	PROPN
futech-629	143	3	+	+	CCONJ
futech-629	143	4	𝐶𝐼𝑡𝑒𝑟	𝐶𝐼𝑡𝑒𝑟	PROPN
futech-629	143	5	(	(	PUNCT
futech-629	143	6	𝑀𝑎𝑥−𝑀𝑖𝑛	𝑀𝑎𝑥−𝑀𝑖𝑛	ADP
futech-629	143	7	𝑀𝐼𝑡𝑒𝑟	𝑀𝐼𝑡𝑒𝑟	PROPN
futech-629	143	8	)	)	PUNCT
futech-629	143	9	⁡⁡⁡⁡⁡	⁡⁡⁡⁡⁡	PROPN
futech-629	143	10	(	(	PUNCT
futech-629	143	11	5	5	NUM
futech-629	143	12	)	)	PUNCT
futech-629	143	13	definition	definition	NOUN
futech-629	143	14	:	:	PUNCT
futech-629	143	15	moa(citer	moa(citer	NUM
futech-629	143	16	)	)	PUNCT
futech-629	143	17	is	be	AUX
futech-629	143	18	the	the	DET
futech-629	143	19	moa	moa	NOUN
futech-629	143	20	function	function	NOUN
futech-629	143	21	value	value	NOUN
futech-629	143	22	at	at	ADP
futech-629	143	23	iteration	iteration	NOUN
futech-629	143	24	t	t	PROPN
futech-629	143	25	computed	compute	VERB
futech-629	143	26	by	by	ADP
futech-629	143	27	(	(	PUNCT
futech-629	143	28	4	4	NUM
futech-629	143	29	)	)	PUNCT
futech-629	143	30	.	.	PUNCT
futech-629	144	1	citer	citer	PROPN
futech-629	144	2	represents	represent	VERB
futech-629	144	3	the	the	DET
futech-629	144	4	current	current	ADJ
futech-629	144	5	iteration	iteration	NOUN
futech-629	144	6	.	.	PUNCT
futech-629	145	1	min	min	NOUN
futech-629	145	2	and	and	CCONJ
futech-629	145	3	max	max	PROPN
futech-629	145	4	are	be	AUX
futech-629	145	5	the	the	DET
futech-629	145	6	smallest	small	ADJ
futech-629	145	7	and	and	CCONJ
futech-629	145	8	largest	large	ADJ
futech-629	145	9	values	value	NOUN
futech-629	145	10	of	of	ADP
futech-629	145	11	the	the	DET
futech-629	145	12	acceleration	acceleration	NOUN
futech-629	145	13	function	function	NOUN
futech-629	145	14	.	.	PUNCT
futech-629	146	1	•	•	NUM
futech-629	146	2	step	step	NOUN
futech-629	146	3	6	6	NUM
futech-629	146	4	:	:	PUNCT
futech-629	146	5	updating	update	VERB
futech-629	146	6	the	the	DET
futech-629	146	7	math	math	NOUN
futech-629	146	8	optimizer	optimizer	NOUN
futech-629	146	9	probability	probability	NOUN
futech-629	146	10	(	(	PUNCT
futech-629	146	11	mop	mop	PROPN
futech-629	146	12	)	)	PUNCT
futech-629	146	13	the	the	DET
futech-629	146	14	mop	mop	NOUN
futech-629	146	15	function	function	NOUN
futech-629	146	16	determines	determine	VERB
futech-629	146	17	the	the	DET
futech-629	146	18	probability	probability	NOUN
futech-629	146	19	of	of	ADP
futech-629	146	20	entering	enter	VERB
futech-629	146	21	either	either	CCONJ
futech-629	146	22	the	the	DET
futech-629	146	23	exploration	exploration	NOUN
futech-629	146	24	or	or	CCONJ
futech-629	146	25	exploitation	exploitation	NOUN
futech-629	146	26	phase	phase	NOUN
futech-629	146	27	and	and	CCONJ
futech-629	146	28	is	be	AUX
futech-629	146	29	defined	define	VERB
futech-629	146	30	as	as	ADP
futech-629	146	31	:	:	PUNCT
futech-629	146	32	𝑀𝑂𝑃(𝐶𝐼𝑡𝑒𝑟	𝑀𝑂𝑃(𝐶𝐼𝑡𝑒𝑟	PROPN
futech-629	146	33	+	+	NOUN
futech-629	146	34	1	1	X
futech-629	146	35	)	)	PUNCT
futech-629	146	36	=	=	SYM
futech-629	147	1	1	1	NUM
futech-629	147	2	−	−	NOUN
futech-629	147	3	𝐶𝐼𝑡𝑒𝑟	𝐶𝐼𝑡𝑒𝑟	PROPN
futech-629	147	4	1	1	NUM
futech-629	147	5	∝	∝	PROPN
futech-629	147	6	𝑀𝐼𝑡𝑒𝑟	𝑀𝐼𝑡𝑒𝑟	PROPN
futech-629	147	7	1	1	NUM
futech-629	147	8	∝	∝	PROPN
futech-629	147	9	(	(	PUNCT
futech-629	147	10	6	6	NUM
futech-629	147	11	)	)	PUNCT
futech-629	147	12	where	where	SCONJ
futech-629	147	13	mop(citer	mop(citer	NOUN
futech-629	147	14	)	)	PUNCT
futech-629	147	15	is	be	AUX
futech-629	147	16	the	the	DET
futech-629	147	17	current	current	ADJ
futech-629	147	18	iteration	iteration	NOUN
futech-629	147	19	,	,	PUNCT
futech-629	147	20	α	α	PROPN
futech-629	147	21	is	be	AUX
futech-629	147	22	a	a	DET
futech-629	147	23	control	control	NOUN
futech-629	147	24	parameter	parameter	NOUN
futech-629	147	25	(	(	PUNCT
futech-629	147	26	set	set	VERB
futech-629	147	27	in	in	ADP
futech-629	147	28	step	step	NOUN
futech-629	147	29	1	1	NUM
futech-629	147	30	)	)	PUNCT
futech-629	147	31	,	,	PUNCT
futech-629	147	32	and	and	CCONJ
futech-629	147	33	miter	miter	NOUN
futech-629	147	34	is	be	AUX
futech-629	147	35	the	the	DET
futech-629	147	36	maximum	maximum	ADJ
futech-629	147	37	count	count	NOUN
futech-629	147	38	of	of	ADP
futech-629	147	39	iterations	iteration	NOUN
futech-629	147	40	.	.	PUNCT
futech-629	148	1	aq	aq	X
futech-629	148	2	.	.	PROPN
futech-629	148	3	almousawi	almousawi	PROPN
futech-629	149	1	et	et	PROPN
futech-629	149	2	al	al	PROPN
futech-629	149	3	.	.	PROPN
futech-629	149	4	/future	/future	PUNCT
futech-629	149	5	technology	technology	PROPN
futech-629	149	6	february	february	PROPN
futech-629	149	7	2026|	2026|	NUM
futech-629	149	8	volume	volume	NOUN
futech-629	149	9	05	05	NUM
futech-629	150	1	|	|	ADV
futech-629	150	2	issue	issue	NOUN
futech-629	150	3	01	01	NUM
futech-629	151	1	|	|	ADV
futech-629	151	2	pages	page	NOUN
futech-629	151	3	303	303	NUM
futech-629	151	4	-	-	SYM
futech-629	151	5	313	313	NUM
futech-629	151	6	307	307	NUM
futech-629	151	7	•	•	NOUN
futech-629	151	8	step	step	NOUN
futech-629	151	9	7	7	NUM
futech-629	151	10	:	:	PUNCT
futech-629	151	11	updating	update	VERB
futech-629	151	12	the	the	DET
futech-629	151	13	positions	position	NOUN
futech-629	151	14	of	of	ADP
futech-629	151	15	the	the	DET
futech-629	151	16	candidate	candidate	NOUN
futech-629	151	17	solutions	solution	NOUN
futech-629	151	18	for	for	ADP
futech-629	151	19	each	each	DET
futech-629	151	20	candidate	candidate	NOUN
futech-629	151	21	solution	solution	NOUN
futech-629	151	22	in	in	ADP
futech-629	151	23	the	the	DET
futech-629	151	24	population	population	NOUN
futech-629	151	25	x	x	PRON
futech-629	151	26	,	,	PUNCT
futech-629	151	27	three	three	NUM
futech-629	151	28	random	random	ADJ
futech-629	151	29	values	value	NOUN
futech-629	151	30	r1,r2,r3∈[0,1	r1,r2,r3∈[0,1	NOUN
futech-629	151	31	]	]	PUNCT
futech-629	151	32	are	be	AUX
futech-629	151	33	initialized	initialize	VERB
futech-629	151	34	.	.	PUNCT
futech-629	152	1	if	if	SCONJ
futech-629	152	2	r1	r1	PROPN
futech-629	152	3	>	>	X
futech-629	152	4	moa	moa	PROPN
futech-629	152	5	,	,	PUNCT
futech-629	152	6	the	the	DET
futech-629	152	7	exploration	exploration	NOUN
futech-629	152	8	phase	phase	NOUN
futech-629	152	9	is	be	AUX
futech-629	152	10	triggered	trigger	VERB
futech-629	152	11	;	;	PUNCT
futech-629	152	12	otherwise	otherwise	ADV
futech-629	152	13	,	,	PUNCT
futech-629	152	14	the	the	DET
futech-629	152	15	exploitation	exploitation	NOUN
futech-629	152	16	phase	phase	NOUN
futech-629	152	17	is	be	AUX
futech-629	152	18	executed	execute	VERB
futech-629	152	19	.	.	PUNCT
futech-629	153	1	•	•	NUM
futech-629	153	2	step	step	NOUN
futech-629	153	3	8	8	NUM
futech-629	153	4	:	:	PUNCT
futech-629	153	5	exploration	exploration	NOUN
futech-629	153	6	phase	phase	NOUN
futech-629	153	7	if	if	SCONJ
futech-629	153	8	r2<0.5	r2<0.5	PROPN
futech-629	153	9	,	,	PUNCT
futech-629	153	10	the	the	DET
futech-629	153	11	division	division	NOUN
futech-629	153	12	operator	operator	NOUN
futech-629	153	13	(	(	PUNCT
futech-629	153	14	d	d	X
futech-629	153	15	)	)	PUNCT
futech-629	153	16	is	be	AUX
futech-629	153	17	applied	apply	VERB
futech-629	153	18	to	to	PART
futech-629	153	19	update	update	VERB
futech-629	153	20	the	the	DET
futech-629	153	21	position	position	NOUN
futech-629	153	22	;	;	PUNCT
futech-629	153	23	otherwise	otherwise	ADV
futech-629	153	24	,	,	PUNCT
futech-629	153	25	the	the	DET
futech-629	153	26	multiplication	multiplication	NOUN
futech-629	153	27	operator	operator	NOUN
futech-629	153	28	(	(	PUNCT
futech-629	153	29	m	m	NOUN
futech-629	153	30	)	)	PUNCT
futech-629	153	31	is	be	AUX
futech-629	153	32	used	use	VERB
futech-629	153	33	.	.	PUNCT
futech-629	154	1	the	the	DET
futech-629	154	2	position	position	NOUN
futech-629	154	3	update	update	NOUN
futech-629	154	4	equations	equation	NOUN
futech-629	154	5	in	in	ADP
futech-629	154	6	this	this	DET
futech-629	154	7	phase	phase	NOUN
futech-629	154	8	are	be	AUX
futech-629	154	9	defined	define	VERB
futech-629	154	10	as	as	ADP
futech-629	154	11	:	:	PUNCT
futech-629	154	12	𝑥𝑖.𝑗(𝐶𝐼𝑡𝑒𝑟	𝑥𝑖.𝑗(𝐶𝐼𝑡𝑒𝑟	NOUN
futech-629	154	13	+	+	X
futech-629	154	14	1	1	X
futech-629	154	15	)	)	PUNCT
futech-629	154	16	=	=	PRON
futech-629	154	17	{	{	PUNCT
futech-629	154	18	𝑏𝑒𝑠𝑡(𝑥𝑖	𝑏𝑒𝑠𝑡(𝑥𝑖	PROPN
futech-629	154	19	)	)	PUNCT
futech-629	154	20	÷	÷	NOUN
futech-629	155	1	(	(	PUNCT
futech-629	155	2	𝑀𝑂𝑃	𝑀𝑂𝑃	PROPN
futech-629	155	3	+	+	CCONJ
futech-629	155	4	𝜀	𝜀	PROPN
futech-629	155	5	)	)	PUNCT
futech-629	155	6	×	×	NOUN
futech-629	155	7	(	(	PUNCT
futech-629	155	8	(	(	PUNCT
futech-629	155	9	𝑈𝐵𝑗	𝑈𝐵𝑗	ADJ
futech-629	155	10	)	)	PUNCT
futech-629	155	11	−	−	PROPN
futech-629	155	12	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	155	13	)	)	PUNCT
futech-629	155	14	×	×	NOUN
futech-629	155	15	𝜇	𝜇	ADP
futech-629	155	16	×	×	NOUN
futech-629	155	17	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	155	18	)	)	PUNCT
futech-629	155	19	,	,	PUNCT
futech-629	155	20	𝑟2	𝑟2	NOUN
futech-629	155	21	<	<	X
futech-629	155	22	0.5	0.5	NUM
futech-629	155	23	𝑏𝑒𝑠𝑡(𝑥𝑗	𝑏𝑒𝑠𝑡(𝑥𝑗	NOUN
futech-629	155	24	)	)	PUNCT
futech-629	155	25	÷	÷	NOUN
futech-629	155	26	(	(	PUNCT
futech-629	155	27	𝑀𝑂𝑃	𝑀𝑂𝑃	PROPN
futech-629	155	28	)	)	PUNCT
futech-629	155	29	×	×	NOUN
futech-629	155	30	(	(	PUNCT
futech-629	155	31	(	(	PUNCT
futech-629	155	32	𝑈𝐵𝑗	𝑈𝐵𝑗	ADJ
futech-629	155	33	)	)	PUNCT
futech-629	155	34	−	−	PROPN
futech-629	155	35	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	155	36	)	)	PUNCT
futech-629	155	37	×	×	NOUN
futech-629	155	38	𝜇	𝜇	ADP
futech-629	155	39	×	×	NOUN
futech-629	155	40	𝐿𝐵𝑖),⁡⁡⁡⁡𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝐿𝐵𝑖),⁡⁡⁡⁡𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	NUM
futech-629	155	41	⁡	⁡	ADV
futech-629	155	42	⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡(7	⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡(7	ADJ
futech-629	155	43	)	)	PUNCT
futech-629	155	44	where	where	SCONJ
futech-629	155	45	xi.j	xi.j	PROPN
futech-629	155	46	(	(	PUNCT
futech-629	155	47	citer+1	citer+1	PROPN
futech-629	155	48	)	)	PUNCT
futech-629	155	49	is	be	AUX
futech-629	155	50	the	the	DET
futech-629	155	51	new	new	ADJ
futech-629	155	52	position	position	NOUN
futech-629	155	53	of	of	ADP
futech-629	155	54	the	the	DET
futech-629	155	55	j	j	PROPN
futech-629	155	56	-	-	PUNCT
futech-629	155	57	th	th	VERB
futech-629	155	58	dimension	dimension	NOUN
futech-629	155	59	of	of	ADP
futech-629	155	60	solution	solution	NOUN
futech-629	155	61	i	i	PRON
futech-629	155	62	,	,	PUNCT
futech-629	155	63	best	good	ADJ
futech-629	155	64	(	(	PUNCT
futech-629	155	65	xi	xi	NOUN
futech-629	155	66	)	)	PUNCT
futech-629	155	67	is	be	AUX
futech-629	155	68	the	the	DET
futech-629	155	69	best	well	ADV
futech-629	155	70	-	-	PUNCT
futech-629	155	71	known	know	VERB
futech-629	155	72	solution	solution	NOUN
futech-629	155	73	so	so	ADV
futech-629	155	74	far	far	ADV
futech-629	155	75	,	,	PUNCT
futech-629	156	1	ubj	ubj	PROPN
futech-629	156	2	and	and	CCONJ
futech-629	156	3	lbj	lbj	PROPN
futech-629	156	4	are	be	AUX
futech-629	156	5	the	the	DET
futech-629	156	6	upper	upper	ADJ
futech-629	156	7	and	and	CCONJ
futech-629	156	8	lower	low	ADJ
futech-629	156	9	bounds	bound	NOUN
futech-629	156	10	of	of	ADP
futech-629	156	11	dimension	dimension	PROPN
futech-629	156	12	j	j	PROPN
futech-629	156	13	,	,	PUNCT
futech-629	156	14	ԑ	ԑ	PROPN
futech-629	156	15	is	be	AUX
futech-629	156	16	a	a	DET
futech-629	156	17	small	small	ADJ
futech-629	156	18	positive	positive	ADJ
futech-629	156	19	number	number	NOUN
futech-629	156	20	to	to	PART
futech-629	156	21	prevent	prevent	VERB
futech-629	156	22	division	division	NOUN
futech-629	156	23	by	by	ADP
futech-629	156	24	zero	zero	NUM
futech-629	156	25	.	.	PUNCT
futech-629	157	1	•	•	NUM
futech-629	157	2	step	step	NOUN
futech-629	157	3	9	9	NUM
futech-629	157	4	:	:	PUNCT
futech-629	157	5	exploitation	exploitation	NOUN
futech-629	157	6	phase	phase	NOUN
futech-629	157	7	if	if	SCONJ
futech-629	157	8	r3	r3	PROPN
futech-629	157	9	is	be	AUX
futech-629	157	10	less	less	ADJ
futech-629	157	11	than	than	ADP
futech-629	157	12	0.5	0.5	NUM
futech-629	157	13	,	,	PUNCT
futech-629	158	1	the	the	DET
futech-629	158	2	subtraction	subtraction	NOUN
futech-629	158	3	operation	operation	NOUN
futech-629	158	4	(	(	PUNCT
futech-629	158	5	s	s	X
futech-629	158	6	)	)	PUNCT
futech-629	158	7	is	be	AUX
futech-629	158	8	applied	apply	VERB
futech-629	158	9	to	to	PART
futech-629	158	10	update	update	VERB
futech-629	158	11	the	the	DET
futech-629	158	12	position	position	NOUN
futech-629	158	13	;	;	PUNCT
futech-629	158	14	otherwise	otherwise	ADV
futech-629	158	15	,	,	PUNCT
futech-629	158	16	the	the	DET
futech-629	158	17	addition	addition	NOUN
futech-629	158	18	operation	operation	NOUN
futech-629	158	19	(	(	PUNCT
futech-629	158	20	a	a	X
futech-629	158	21	)	)	PUNCT
futech-629	158	22	is	be	AUX
futech-629	158	23	used	use	VERB
futech-629	158	24	.	.	PUNCT
futech-629	159	1	the	the	DET
futech-629	159	2	update	update	NOUN
futech-629	159	3	rules	rule	VERB
futech-629	159	4	for	for	ADP
futech-629	159	5	this	this	DET
futech-629	159	6	phase	phase	NOUN
futech-629	159	7	are	be	AUX
futech-629	159	8	:	:	PUNCT
futech-629	159	9	𝑥𝑖.𝑗(𝐶𝐼𝑡𝑒𝑟	𝑥𝑖.𝑗(𝐶𝐼𝑡𝑒𝑟	NOUN
futech-629	159	10	+	+	X
futech-629	159	11	1	1	X
futech-629	159	12	)	)	PUNCT
futech-629	159	13	=	=	NOUN
futech-629	159	14	{	{	PUNCT
futech-629	159	15	𝑏𝑒𝑠𝑡(𝑥𝑗	𝑏𝑒𝑠𝑡(𝑥𝑗	PROPN
futech-629	159	16	)	)	PUNCT
futech-629	159	17	÷	÷	NOUN
futech-629	159	18	(	(	PUNCT
futech-629	159	19	𝑀𝑂𝑃	𝑀𝑂𝑃	PROPN
futech-629	159	20	)	)	PUNCT
futech-629	159	21	×	×	NOUN
futech-629	159	22	(	(	PUNCT
futech-629	159	23	(	(	PUNCT
futech-629	159	24	𝑈𝐵𝑗	𝑈𝐵𝑗	ADJ
futech-629	159	25	)	)	PUNCT
futech-629	159	26	−	−	PROPN
futech-629	159	27	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	159	28	)	)	PUNCT
futech-629	159	29	×	×	NOUN
futech-629	159	30	𝜇	𝜇	ADP
futech-629	159	31	×	×	NOUN
futech-629	159	32	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	159	33	)	)	PUNCT
futech-629	159	34	,	,	PUNCT
futech-629	159	35	𝑟3	𝑟3	NOUN
futech-629	159	36	<	<	X
futech-629	159	37	0.5	0.5	NUM
futech-629	159	38	𝑏𝑒𝑠𝑡(𝑥𝑗	𝑏𝑒𝑠𝑡(𝑥𝑗	NOUN
futech-629	159	39	)	)	PUNCT
futech-629	159	40	÷	÷	NOUN
futech-629	159	41	(	(	PUNCT
futech-629	159	42	𝑀𝑂𝑃	𝑀𝑂𝑃	PROPN
futech-629	159	43	)	)	PUNCT
futech-629	159	44	×	×	NOUN
futech-629	159	45	(	(	PUNCT
futech-629	159	46	(	(	PUNCT
futech-629	159	47	𝑈𝐵𝑗	𝑈𝐵𝑗	ADJ
futech-629	159	48	)	)	PUNCT
futech-629	159	49	−	−	PROPN
futech-629	159	50	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	159	51	)	)	PUNCT
futech-629	159	52	×	×	NOUN
futech-629	159	53	𝜇	𝜇	ADP
futech-629	159	54	×	×	PROPN
futech-629	159	55	𝐿𝐵𝑖),⁡⁡⁡⁡𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝐿𝐵𝑖),⁡⁡⁡⁡𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	NUM
futech-629	159	56	⁡⁡⁡	⁡⁡⁡	NOUN
futech-629	159	57	(	(	PUNCT
futech-629	159	58	8)	8)	NUM
futech-629	159	59	•	•	NUM
futech-629	159	60	step	step	NOUN
futech-629	159	61	10	10	NUM
futech-629	159	62	:	:	PUNCT
futech-629	159	63	updating	update	VERB
futech-629	159	64	the	the	DET
futech-629	159	65	dynamic	dynamic	ADJ
futech-629	159	66	inertia	inertia	NOUN
futech-629	159	67	weights	weight	VERB
futech-629	159	68	the	the	DET
futech-629	159	69	arithmetic	arithmetic	ADJ
futech-629	159	70	optimization	optimization	NOUN
futech-629	159	71	algorithm	algorithm	NOUN
futech-629	159	72	(	(	PUNCT
futech-629	159	73	aoa	aoa	PROPN
futech-629	159	74	)	)	PUNCT
futech-629	159	75	often	often	ADV
futech-629	159	76	suffers	suffer	VERB
futech-629	159	77	from	from	ADP
futech-629	159	78	local	local	ADJ
futech-629	159	79	optima	optima	NOUN
futech-629	159	80	and	and	CCONJ
futech-629	159	81	slow	slow	ADJ
futech-629	159	82	convergence	convergence	NOUN
futech-629	159	83	,	,	PUNCT
futech-629	159	84	mainly	mainly	ADV
futech-629	159	85	because	because	SCONJ
futech-629	159	86	it	it	PRON
futech-629	159	87	relies	rely	VERB
futech-629	159	88	on	on	ADP
futech-629	159	89	the	the	DET
futech-629	159	90	global	global	ADJ
futech-629	159	91	best	good	ADJ
futech-629	159	92	solution	solution	NOUN
futech-629	159	93	to	to	PART
futech-629	159	94	update	update	VERB
futech-629	159	95	candidate	candidate	NOUN
futech-629	159	96	positions	position	NOUN
futech-629	159	97	.	.	PUNCT
futech-629	160	1	to	to	PART
futech-629	160	2	address	address	VERB
futech-629	160	3	this	this	DET
futech-629	160	4	limitation	limitation	NOUN
futech-629	160	5	,	,	PUNCT
futech-629	160	6	idaoa	idaoa	PROPN
futech-629	160	7	is	be	AUX
futech-629	160	8	employed	employ	VERB
futech-629	160	9	to	to	PART
futech-629	160	10	incorporate	incorporate	VERB
futech-629	160	11	dynamic	dynamic	ADJ
futech-629	160	12	inertia	inertia	NOUN
futech-629	160	13	weights	weight	NOUN
futech-629	160	14	,	,	PUNCT
futech-629	160	15	thereby	thereby	ADV
futech-629	160	16	accelerating	accelerate	VERB
futech-629	160	17	aoa	aoa	PROPN
futech-629	160	18	convergence	convergence	NOUN
futech-629	160	19	.	.	PUNCT
futech-629	161	1	the	the	DET
futech-629	161	2	rate	rate	NOUN
futech-629	161	3	at	at	ADP
futech-629	161	4	which	which	PRON
futech-629	161	5	the	the	DET
futech-629	161	6	solutions	solution	NOUN
futech-629	161	7	are	be	AUX
futech-629	161	8	updated	update	VERB
futech-629	161	9	throughout	throughout	ADP
futech-629	161	10	each	each	DET
futech-629	161	11	optimization	optimization	NOUN
futech-629	161	12	step	step	NOUN
futech-629	161	13	is	be	AUX
futech-629	161	14	directly	directly	ADV
futech-629	161	15	controlled	control	VERB
futech-629	161	16	by	by	ADP
futech-629	161	17	the	the	DET
futech-629	161	18	inertia	inertia	NOUN
futech-629	161	19	weight	weight	NOUN
futech-629	161	20	.	.	PUNCT
futech-629	162	1	greater	great	ADJ
futech-629	162	2	exploration	exploration	NOUN
futech-629	162	3	is	be	AUX
futech-629	162	4	enabled	enable	VERB
futech-629	162	5	in	in	ADP
futech-629	162	6	the	the	DET
futech-629	162	7	early	early	ADJ
futech-629	162	8	stages	stage	NOUN
futech-629	162	9	of	of	ADP
futech-629	162	10	the	the	DET
futech-629	162	11	optimization	optimization	NOUN
futech-629	162	12	process	process	NOUN
futech-629	162	13	by	by	ADP
futech-629	162	14	using	use	VERB
futech-629	162	15	larger	large	ADJ
futech-629	162	16	inertia	inertia	NOUN
futech-629	162	17	weights	weight	NOUN
futech-629	162	18	,	,	PUNCT
futech-629	162	19	which	which	PRON
futech-629	162	20	cause	cause	VERB
futech-629	162	21	high	high	ADJ
futech-629	162	22	-	-	PUNCT
futech-629	162	23	potential	potential	ADJ
futech-629	162	24	solutions	solution	NOUN
futech-629	162	25	within	within	ADP
futech-629	162	26	the	the	DET
futech-629	162	27	search	search	NOUN
futech-629	162	28	space	space	NOUN
futech-629	162	29	to	to	PART
futech-629	162	30	evolve	evolve	VERB
futech-629	162	31	more	more	ADV
futech-629	162	32	slowly	slowly	ADV
futech-629	162	33	.	.	PUNCT
futech-629	163	1	on	on	ADP
futech-629	163	2	the	the	DET
futech-629	163	3	other	other	ADJ
futech-629	163	4	hand	hand	NOUN
futech-629	163	5	,	,	PUNCT
futech-629	163	6	solutions	solution	NOUN
futech-629	163	7	might	might	AUX
futech-629	163	8	move	move	VERB
futech-629	163	9	more	more	ADV
futech-629	163	10	finely	finely	ADV
futech-629	163	11	within	within	ADP
futech-629	163	12	a	a	DET
futech-629	163	13	smaller	small	ADJ
futech-629	163	14	area	area	NOUN
futech-629	163	15	as	as	SCONJ
futech-629	163	16	the	the	DET
futech-629	163	17	inertia	inertia	NOUN
futech-629	163	18	weights	weight	NOUN
futech-629	163	19	are	be	AUX
futech-629	163	20	decreased	decrease	VERB
futech-629	163	21	later	later	ADV
futech-629	163	22	.	.	PUNCT
futech-629	164	1	to	to	PART
futech-629	164	2	put	put	VERB
futech-629	164	3	it	it	PRON
futech-629	164	4	another	another	DET
futech-629	164	5	way	way	NOUN
futech-629	164	6	,	,	PUNCT
futech-629	164	7	exploration	exploration	NOUN
futech-629	164	8	is	be	AUX
futech-629	164	9	facilitated	facilitate	VERB
futech-629	164	10	by	by	ADP
futech-629	164	11	bigger	big	ADJ
futech-629	164	12	inertia	inertia	NOUN
futech-629	164	13	weights	weight	NOUN
futech-629	164	14	,	,	PUNCT
futech-629	164	15	whereas	whereas	SCONJ
futech-629	164	16	exploitation	exploitation	NOUN
futech-629	164	17	is	be	AUX
futech-629	164	18	supported	support	VERB
futech-629	164	19	by	by	ADP
futech-629	164	20	smaller	small	ADJ
futech-629	164	21	weights	weight	NOUN
futech-629	164	22	.	.	PUNCT
futech-629	165	1	to	to	PART
futech-629	165	2	enhance	enhance	VERB
futech-629	165	3	idaoa	idaoa	PROPN
futech-629	165	4	's	's	PART
futech-629	165	5	search	search	NOUN
futech-629	165	6	effectiveness	effectiveness	NOUN
futech-629	165	7	and	and	CCONJ
futech-629	165	8	accelerate	accelerate	VERB
futech-629	165	9	convergence	convergence	NOUN
futech-629	165	10	,	,	PUNCT
futech-629	165	11	this	this	DET
futech-629	165	12	work	work	NOUN
futech-629	165	13	proposes	propose	VERB
futech-629	165	14	a	a	DET
futech-629	165	15	dynamic	dynamic	ADJ
futech-629	165	16	inertia	inertia	NOUN
futech-629	165	17	weight	weight	NOUN
futech-629	165	18	mechanism	mechanism	NOUN
futech-629	165	19	that	that	PRON
futech-629	165	20	reduces	reduce	VERB
futech-629	165	21	nonlinearity	nonlinearity	NOUN
futech-629	165	22	with	with	ADP
futech-629	165	23	increasing	increase	VERB
futech-629	165	24	iterations	iteration	NOUN
futech-629	165	25	.	.	PUNCT
futech-629	166	1	the	the	DET
futech-629	166	2	dynamic	dynamic	ADJ
futech-629	166	3	inertia	inertia	NOUN
futech-629	166	4	weight	weight	NOUN
futech-629	166	5	computation	computation	NOUN
futech-629	166	6	is	be	AUX
futech-629	166	7	shown	show	VERB
futech-629	166	8	in	in	ADP
futech-629	166	9	eq	eq	ADP
futech-629	166	10	.	.	PUNCT
futech-629	167	1	(	(	PUNCT
futech-629	167	2	9	9	NUM
futech-629	167	3	):	):	PUNCT
futech-629	167	4	𝑤(𝑡	𝑤(𝑡	NOUN
futech-629	167	5	)	)	PUNCT
futech-629	167	6	=	=	PUNCT
futech-629	168	1	𝑐	𝑐	NOUN
futech-629	168	2	×	×	NOUN
futech-629	168	3	𝑤𝑏𝑒𝑔𝑖𝑛	𝑤𝑏𝑒𝑔𝑖𝑛	SCONJ
futech-629	168	4	(	(	PUNCT
futech-629	168	5	𝑤𝑏𝑒𝑔𝑖𝑛	𝑤𝑏𝑒𝑔𝑖𝑛	ADP
futech-629	168	6	𝑤𝑒𝑛𝑑	𝑤𝑒𝑛𝑑	ADJ
futech-629	168	7	)	)	PUNCT
futech-629	168	8	1	1	NUM
futech-629	168	9	(	(	PUNCT
futech-629	168	10	1+𝑡	1+𝑡	NUM
futech-629	168	11	𝑇	𝑇	NOUN
futech-629	168	12	)	)	PUNCT
futech-629	168	13	(	(	PUNCT
futech-629	168	14	9	9	NUM
futech-629	168	15	)	)	PUNCT
futech-629	168	16	in	in	ADP
futech-629	168	17	this	this	DET
futech-629	168	18	equation	equation	NOUN
futech-629	168	19	,	,	PUNCT
futech-629	168	20	wbegin	wbegin	NOUN
futech-629	168	21	and	and	CCONJ
futech-629	168	22	wend	wend	VERB
futech-629	168	23	are	be	AUX
futech-629	168	24	the	the	DET
futech-629	168	25	maximum	maximum	ADJ
futech-629	168	26	and	and	CCONJ
futech-629	168	27	minimum	minimum	ADJ
futech-629	168	28	weights	weight	NOUN
futech-629	168	29	,	,	PUNCT
futech-629	168	30	and	and	CCONJ
futech-629	168	31	c	c	NOUN
futech-629	168	32	is	be	AUX
futech-629	168	33	a	a	DET
futech-629	168	34	randomly	randomly	ADV
futech-629	168	35	generated	generate	VERB
futech-629	168	36	coefficient	coefficient	NOUN
futech-629	168	37	that	that	SCONJ
futech-629	168	38	dynamically	dynamically	ADV
futech-629	168	39	varies	vary	VERB
futech-629	168	40	around	around	ADP
futech-629	168	41	1	1	NUM
futech-629	168	42	.	.	PUNCT
futech-629	169	1	here	here	ADV
futech-629	169	2	,	,	PUNCT
futech-629	169	3	t	t	PROPN
futech-629	169	4	refers	refer	VERB
futech-629	169	5	to	to	ADP
futech-629	169	6	the	the	DET
futech-629	169	7	current	current	ADJ
futech-629	169	8	iteration	iteration	NOUN
futech-629	169	9	,	,	PUNCT
futech-629	169	10	and	and	CCONJ
futech-629	169	11	t	t	PROPN
futech-629	169	12	denotes	denote	VERB
futech-629	169	13	the	the	DET
futech-629	169	14	maximum	maximum	ADJ
futech-629	169	15	number	number	NOUN
futech-629	169	16	of	of	ADP
futech-629	169	17	iterations	iteration	NOUN
futech-629	169	18	.	.	PUNCT
futech-629	170	1	by	by	ADP
futech-629	170	2	integrating	integrate	VERB
futech-629	170	3	the	the	DET
futech-629	170	4	dynamic	dynamic	ADJ
futech-629	170	5	inertia	inertia	NOUN
futech-629	170	6	weights	weight	NOUN
futech-629	170	7	into	into	ADP
futech-629	170	8	the	the	DET
futech-629	170	9	position	position	NOUN
futech-629	170	10	updating	update	VERB
futech-629	170	11	equations	equation	NOUN
futech-629	170	12	of	of	ADP
futech-629	170	13	the	the	DET
futech-629	170	14	aoa	aoa	PROPN
futech-629	170	15	,	,	PUNCT
futech-629	170	16	equations	equation	NOUN
futech-629	170	17	(	(	PUNCT
futech-629	170	18	7	7	NUM
futech-629	170	19	)	)	PUNCT
futech-629	170	20	and	and	CCONJ
futech-629	170	21	(	(	PUNCT
futech-629	170	22	8)	8)	NUM
futech-629	170	23	are	be	AUX
futech-629	170	24	respectively	respectively	ADV
futech-629	170	25	reformulated	reformulate	VERB
futech-629	170	26	as	as	ADP
futech-629	170	27	equations	equation	NOUN
futech-629	170	28	(	(	PUNCT
futech-629	170	29	10	10	NUM
futech-629	170	30	)	)	PUNCT
futech-629	170	31	and	and	CCONJ
futech-629	170	32	(	(	PUNCT
futech-629	170	33	11	11	NUM
futech-629	170	34	):	):	PUNCT
futech-629	170	35	𝑥𝑖.𝑗(𝐶𝐼𝑡𝑒𝑟	𝑥𝑖.𝑗(𝐶𝐼𝑡𝑒𝑟	NOUN
futech-629	170	36	+	+	X
futech-629	170	37	1	1	X
futech-629	170	38	)	)	PUNCT
futech-629	170	39	=	=	PRON
futech-629	170	40	{	{	PUNCT
futech-629	170	41	𝑤(𝑡	𝑤(𝑡	PROPN
futech-629	170	42	)	)	PUNCT
futech-629	170	43	×	×	NOUN
futech-629	170	44	𝑏𝑒𝑠𝑡⁡(𝑥𝑖	𝑏𝑒𝑠𝑡⁡(𝑥𝑖	NUM
futech-629	170	45	)	)	PUNCT
futech-629	170	46	÷	÷	NOUN
futech-629	170	47	(	(	PUNCT
futech-629	170	48	𝑀𝑂𝑃+⁡∈	𝑀𝑂𝑃+⁡∈	PROPN
futech-629	170	49	)	)	PUNCT
futech-629	170	50	×	×	NOUN
futech-629	170	51	(	(	PUNCT
futech-629	170	52	(	(	PUNCT
futech-629	170	53	𝑈𝐵𝑗⁡	𝑈𝐵𝑗⁡	NOUN
futech-629	170	54	)	)	PUNCT
futech-629	170	55	−	−	PROPN
futech-629	170	56	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	170	57	)	)	PUNCT
futech-629	170	58	×	×	NOUN
futech-629	170	59	𝜇	𝜇	ADP
futech-629	170	60	×	×	NOUN
futech-629	170	61	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	170	62	)	)	PUNCT
futech-629	170	63	,	,	PUNCT
futech-629	170	64	𝑟2	𝑟2	NOUN
futech-629	170	65	<	<	X
futech-629	170	66	0.5	0.5	NUM
futech-629	170	67	𝑤(𝑡	𝑤(𝑡	PROPN
futech-629	170	68	)	)	PUNCT
futech-629	170	69	×	×	NOUN
futech-629	170	70	𝑏𝑒𝑠𝑡⁡(𝑥𝑗	𝑏𝑒𝑠𝑡⁡(𝑥𝑗	NOUN
futech-629	170	71	)	)	PUNCT
futech-629	170	72	×	×	NOUN
futech-629	170	73	𝑀𝑂𝑃	𝑀𝑂𝑃	PROPN
futech-629	170	74	×	×	NOUN
futech-629	170	75	(	(	PUNCT
futech-629	170	76	(	(	PUNCT
futech-629	170	77	𝑈𝐵𝑗⁡	𝑈𝐵𝑗⁡	NOUN
futech-629	170	78	)	)	PUNCT
futech-629	170	79	−	−	PROPN
futech-629	170	80	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	170	81	)	)	PUNCT
futech-629	170	82	×	×	NOUN
futech-629	170	83	𝜇	𝜇	ADP
futech-629	170	84	×	×	NOUN
futech-629	170	85	𝐿𝐵𝑖	𝐿𝐵𝑖	NOUN
futech-629	170	86	)	)	PUNCT
futech-629	170	87	,	,	PUNCT
futech-629	170	88	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	X
futech-629	170	89	(	(	PUNCT
futech-629	170	90	10	10	NUM
futech-629	170	91	)	)	PUNCT
futech-629	170	92	𝑥𝑖.𝑗(𝐶𝐼𝑡𝑒𝑟	𝑥𝑖.𝑗(𝐶𝐼𝑡𝑒𝑟	NOUN
futech-629	170	93	+	+	X
futech-629	170	94	1	1	X
futech-629	170	95	)	)	PUNCT
futech-629	170	96	=	=	PRON
futech-629	170	97	{	{	PUNCT
futech-629	170	98	𝑤(𝑡	𝑤(𝑡	NOUN
futech-629	170	99	)	)	PUNCT
futech-629	170	100	×	×	NOUN
futech-629	170	101	𝑏𝑒𝑠𝑡⁡(𝑥𝑗	𝑏𝑒𝑠𝑡⁡(𝑥𝑗	NOUN
futech-629	170	102	)	)	PUNCT
futech-629	171	1	−	−	PROPN
futech-629	171	2	𝑀𝑂𝑃	𝑀𝑂𝑃	PROPN
futech-629	171	3	×	×	NOUN
futech-629	171	4	(	(	PUNCT
futech-629	171	5	(	(	PUNCT
futech-629	171	6	𝑈𝐵𝑗⁡	𝑈𝐵𝑗⁡	NOUN
futech-629	171	7	)	)	PUNCT
futech-629	172	1	−	−	PROPN
futech-629	172	2	𝐿𝐵𝑗	𝐿𝐵𝑗	PROPN
futech-629	172	3	)	)	PUNCT
futech-629	172	4	×	×	NOUN
futech-629	172	5	𝜇	𝜇	ADP
futech-629	172	6	+	+	X
futech-629	172	7	𝐿𝐵𝑗),⁡⁡⁡⁡⁡𝑟3	𝐿𝐵𝑗),⁡⁡⁡⁡⁡𝑟3	X
futech-629	172	8	<	<	X
futech-629	172	9	0.5	0.5	NUM
futech-629	172	10	𝑤(𝑡	𝑤(𝑡	PROPN
futech-629	172	11	)	)	PUNCT
futech-629	172	12	×	×	NOUN
futech-629	172	13	𝑏𝑒𝑠𝑡⁡(𝑥𝑗	𝑏𝑒𝑠𝑡⁡(𝑥𝑗	NUM
futech-629	172	14	)	)	PUNCT
futech-629	173	1	+	+	CCONJ
futech-629	173	2	𝑀𝑂𝑃	𝑀𝑂𝑃	PROPN
futech-629	173	3	×	×	NOUN
futech-629	173	4	(	(	PUNCT
futech-629	173	5	(	(	PUNCT
futech-629	173	6	𝑈𝐵𝑗⁡	𝑈𝐵𝑗⁡	NOUN
futech-629	173	7	)	)	PUNCT
futech-629	173	8	−	−	PROPN
futech-629	173	9	𝐿𝐵𝑗	𝐿𝐵𝑗	PROPN
futech-629	173	10	)	)	PUNCT
futech-629	173	11	×	×	NOUN
futech-629	173	12	𝜇	𝜇	ADP
futech-629	173	13	×	×	NOUN
futech-629	173	14	𝐿𝐵𝑗),⁡⁡⁡⁡⁡𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝐿𝐵𝑗),⁡⁡⁡⁡⁡𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	NOUN
futech-629	173	15	(	(	PUNCT
futech-629	173	16	11	11	NUM
futech-629	173	17	)	)	PUNCT
futech-629	173	18	•	•	NUM
futech-629	173	19	step	step	NOUN
futech-629	173	20	11	11	NUM
futech-629	173	21	:	:	PUNCT
futech-629	173	22	dynamic	dynamic	ADJ
futech-629	173	23	mutation	mutation	NOUN
futech-629	173	24	in	in	ADP
futech-629	173	25	this	this	DET
futech-629	173	26	study	study	NOUN
futech-629	173	27	,	,	PUNCT
futech-629	173	28	a	a	DET
futech-629	173	29	dynamic	dynamic	ADJ
futech-629	173	30	coefficient	coefficient	NOUN
futech-629	173	31	mutation	mutation	NOUN
futech-629	173	32	is	be	AUX
futech-629	173	33	introduced	introduce	VERB
futech-629	173	34	,	,	PUNCT
futech-629	173	35	which	which	PRON
futech-629	173	36	grows	grow	VERB
futech-629	173	37	as	as	ADP
futech-629	173	38	the	the	DET
futech-629	173	39	number	number	NOUN
futech-629	173	40	of	of	ADP
futech-629	173	41	iterations	iteration	NOUN
futech-629	173	42	progresses	progress	NOUN
futech-629	173	43	.	.	PUNCT
futech-629	174	1	through	through	ADP
futech-629	174	2	this	this	DET
futech-629	174	3	strategy	strategy	NOUN
futech-629	174	4	,	,	PUNCT
futech-629	174	5	the	the	DET
futech-629	174	6	algorithm	algorithm	NOUN
futech-629	174	7	's	's	PART
futech-629	174	8	ability	ability	NOUN
futech-629	174	9	to	to	PART
futech-629	174	10	avoid	avoid	VERB
futech-629	174	11	local	local	ADJ
futech-629	174	12	optima	optima	NOUN
futech-629	174	13	is	be	AUX
futech-629	174	14	enhanced	enhance	VERB
futech-629	174	15	by	by	ADP
futech-629	174	16	increasing	increase	VERB
futech-629	174	17	the	the	DET
futech-629	174	18	probability	probability	NOUN
futech-629	174	19	that	that	SCONJ
futech-629	174	20	parts	part	NOUN
futech-629	174	21	of	of	ADP
futech-629	174	22	the	the	DET
futech-629	174	23	population	population	NOUN
futech-629	174	24	will	will	AUX
futech-629	174	25	explore	explore	VERB
futech-629	174	26	alternative	alternative	ADJ
futech-629	174	27	search	search	NOUN
futech-629	174	28	areas	area	NOUN
futech-629	174	29	.	.	PUNCT
futech-629	175	1	the	the	DET
futech-629	175	2	following	follow	VERB
futech-629	175	3	equation	equation	NOUN
futech-629	175	4	computes	compute	VERB
futech-629	175	5	the	the	DET
futech-629	175	6	mutation	mutation	NOUN
futech-629	175	7	coefficient	coefficient	NOUN
futech-629	175	8	:	:	PUNCT
futech-629	175	9	𝑝	𝑝	NOUN
futech-629	175	10	=	=	PUNCT
futech-629	175	11	0.2	0.2	NUM
futech-629	175	12	+	+	NUM
futech-629	175	13	0.5	0.5	NUM
futech-629	175	14	×	×	NOUN
futech-629	175	15	𝑡	𝑡	PROPN
futech-629	175	16	𝑇	𝑇	PROPN
futech-629	175	17	(	(	PUNCT
futech-629	175	18	12	12	NUM
futech-629	175	19	)	)	PUNCT
futech-629	175	20	where	where	SCONJ
futech-629	175	21	p	p	NOUN
futech-629	175	22	is	be	AUX
futech-629	175	23	the	the	DET
futech-629	175	24	mutation	mutation	NOUN
futech-629	175	25	probability	probability	NOUN
futech-629	175	26	coefficient	coefficient	NOUN
futech-629	175	27	,	,	PUNCT
futech-629	175	28	which	which	PRON
futech-629	175	29	is	be	AUX
futech-629	175	30	gradually	gradually	ADV
futech-629	175	31	increased	increase	VERB
futech-629	175	32	as	as	SCONJ
futech-629	175	33	t	t	NOUN
futech-629	175	34	repetitions	repetition	NOUN
futech-629	175	35	are	be	AUX
futech-629	175	36	carried	carry	VERB
futech-629	175	37	out	out	ADP
futech-629	175	38	.	.	PUNCT
futech-629	176	1	three	three	NUM
futech-629	176	2	solutions	solution	NOUN
futech-629	176	3	are	be	AUX
futech-629	176	4	chosen	choose	VERB
futech-629	176	5	at	at	ADP
futech-629	176	6	random	random	ADJ
futech-629	176	7	and	and	CCONJ
futech-629	176	8	merged	merge	VERB
futech-629	176	9	in	in	ADP
futech-629	176	10	this	this	DET
futech-629	176	11	strategy	strategy	NOUN
futech-629	176	12	by	by	ADP
futech-629	176	13	the	the	DET
futech-629	176	14	following	follow	VERB
futech-629	176	15	function	function	NOUN
futech-629	176	16	:	:	PUNCT
futech-629	176	17	𝑋(𝑡	𝑋(𝑡	NUM
futech-629	176	18	)	)	PUNCT
futech-629	176	19	=	=	PUNCT
futech-629	176	20	𝑋𝑟1+𝑋𝑟2+𝑋𝑟3	𝑋𝑟1+𝑋𝑟2+𝑋𝑟3	X
futech-629	176	21	3	3	NUM
futech-629	176	22	+	+	CCONJ
futech-629	176	23	(	(	PUNCT
futech-629	176	24	𝑝2	𝑝2	NOUN
futech-629	176	25	−	−	PROPN
futech-629	176	26	𝑝1	𝑝1	PROPN
futech-629	176	27	)	)	PUNCT
futech-629	176	28	×	×	NOUN
futech-629	176	29	(	(	PUNCT
futech-629	176	30	𝑋𝑟1	𝑋𝑟1	NOUN
futech-629	176	31	−	−	PROPN
futech-629	176	32	𝑋𝑟2	𝑋𝑟2	NOUN
futech-629	176	33	)	)	PUNCT
futech-629	177	1	+	+	CCONJ
futech-629	177	2	(	(	PUNCT
futech-629	177	3	𝑝3	𝑝3	ADV
futech-629	177	4	−	−	PROPN
futech-629	177	5	𝑝2	𝑝2	NOUN
futech-629	177	6	)	)	PUNCT
futech-629	177	7	×	×	NOUN
futech-629	177	8	(	(	PUNCT
futech-629	177	9	𝑋𝑟2	𝑋𝑟2	NOUN
futech-629	177	10	−	−	PROPN
futech-629	177	11	𝑋𝑟3	𝑋𝑟3	NOUN
futech-629	177	12	)	)	PUNCT
futech-629	178	1	+	+	CCONJ
futech-629	178	2	(	(	PUNCT
futech-629	178	3	𝑝1	𝑝1	NOUN
futech-629	178	4	−	−	PROPN
futech-629	178	5	𝑝3	𝑝3	NOUN
futech-629	178	6	)	)	PUNCT
futech-629	178	7	×	×	NOUN
futech-629	178	8	(	(	PUNCT
futech-629	178	9	𝑋𝑟3	𝑋𝑟3	NOUN
futech-629	178	10	−	−	PROPN
futech-629	178	11	𝑋𝑟1)⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡(13	𝑋𝑟1)⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡⁡(13	NUM
futech-629	178	12	)	)	PUNCT
futech-629	179	1	where	where	SCONJ
futech-629	179	2	xr1	xr1	PROPN
futech-629	179	3	,	,	PUNCT
futech-629	179	4	xr2	xr2	PROPN
futech-629	179	5	and	and	CCONJ
futech-629	179	6	xr3	xr3	PROPN
futech-629	179	7	are	be	AUX
futech-629	179	8	three	three	NUM
futech-629	179	9	solutions	solution	NOUN
futech-629	179	10	selected	select	VERB
futech-629	179	11	randomly	randomly	ADV
futech-629	179	12	by	by	ADP
futech-629	179	13	(	(	PUNCT
futech-629	179	14	p2	p2	NOUN
futech-629	179	15	-	-	PUNCT
futech-629	179	16	p1	p1	NOUN
futech-629	179	17	)	)	PUNCT
futech-629	179	18	,	,	PUNCT
futech-629	179	19	(	(	PUNCT
futech-629	179	20	p1	p1	NOUN
futech-629	179	21	-	-	PUNCT
futech-629	179	22	p3	p3	NOUN
futech-629	179	23	)	)	PUNCT
futech-629	179	24	and	and	CCONJ
futech-629	179	25	(	(	PUNCT
futech-629	179	26	p1	p1	NOUN
futech-629	179	27	-	-	PUNCT
futech-629	179	28	p3	p3	NOUN
futech-629	179	29	)	)	PUNCT
futech-629	179	30	respectively	respectively	ADV
futech-629	179	31	,	,	PUNCT
futech-629	179	32	and	and	CCONJ
futech-629	179	33	computed	compute	VERB
futech-629	179	34	as	as	SCONJ
futech-629	179	35	follows	follow	VERB
futech-629	179	36	:	:	PUNCT
futech-629	179	37	𝑝1	𝑝1	NOUN
futech-629	179	38	=	=	PROPN
futech-629	179	39	|𝑓(𝑋𝑟1)|	|𝑓(𝑋𝑟1)|	PROPN
futech-629	179	40	�	�	PROPN
futech-629	179	41	́	́	PROPN
futech-629	179	42	�	�	PROPN
futech-629	179	43	⁡	⁡	X
futech-629	179	44	(	(	PUNCT
futech-629	179	45	14	14	NUM
futech-629	179	46	)	)	PUNCT
futech-629	179	47	𝑝2	𝑝2	NOUN
futech-629	179	48	=	=	SYM
futech-629	179	49	|𝑓(𝑋𝑟2)|	|𝑓(𝑋𝑟2)|	PROPN
futech-629	179	50	�	�	PROPN
futech-629	179	51	́	́	PROPN
futech-629	179	52	�	�	PROPN
futech-629	179	53	⁡	⁡	X
futech-629	179	54	(	(	PUNCT
futech-629	179	55	15	15	NUM
futech-629	179	56	)	)	PUNCT
futech-629	179	57	here	here	ADV
futech-629	179	58	,	,	PUNCT
futech-629	179	59	f	f	X
futech-629	179	60	(	(	PUNCT
futech-629	179	61	)	)	PUNCT
futech-629	179	62	is	be	AUX
futech-629	179	63	the	the	DET
futech-629	179	64	fitness	fitness	NOUN
futech-629	179	65	function	function	NOUN
futech-629	179	66	,	,	PUNCT
futech-629	179	67	and	and	CCONJ
futech-629	179	68	p	p	NOUN
futech-629	179	69	́	́	PROPN
futech-629	179	70	is	be	AUX
futech-629	179	71	defined	define	VERB
futech-629	179	72	as	as	ADP
futech-629	179	73	follows	follow	VERB
futech-629	179	74	:	:	PUNCT
futech-629	179	75	�	�	PROPN
futech-629	179	76	́	́	PROPN
futech-629	179	77	�	�	PROPN
futech-629	179	78	=	=	SYM
futech-629	179	79	|𝑓(𝑋𝑟1)|	|𝑓(𝑋𝑟1)|	PROPN
futech-629	180	1	+	+	CCONJ
futech-629	180	2	|𝑓(𝑋𝑟2)|	|𝑓(𝑋𝑟2)|	NOUN
futech-629	181	1	+	+	PUNCT
futech-629	181	2	|𝑓(𝑋𝑟3)|⁡	|𝑓(𝑋𝑟3)|⁡	ADJ
futech-629	181	3	(	(	PUNCT
futech-629	181	4	16	16	NUM
futech-629	181	5	)	)	PUNCT
futech-629	181	6	the	the	DET
futech-629	181	7	triangular	triangular	NOUN
futech-629	181	8	mutation	mutation	NOUN
futech-629	181	9	technique	technique	NOUN
futech-629	181	10	facilitates	facilitate	VERB
futech-629	181	11	the	the	DET
futech-629	181	12	generation	generation	NOUN
futech-629	181	13	of	of	ADP
futech-629	181	14	datasets	dataset	NOUN
futech-629	181	15	from	from	ADP
futech-629	181	16	a	a	DET
futech-629	181	17	randomly	randomly	ADV
futech-629	181	18	chosen	choose	VERB
futech-629	181	19	pattern	pattern	NOUN
futech-629	181	20	while	while	SCONJ
futech-629	181	21	maintaining	maintain	VERB
futech-629	181	22	updated	update	VERB
futech-629	181	23	solutions	solution	NOUN
futech-629	181	24	at	at	ADP
futech-629	181	25	the	the	DET
futech-629	181	26	local	local	ADJ
futech-629	181	27	optimum	optimum	NOUN
futech-629	181	28	.	.	PUNCT
futech-629	182	1	therefore	therefore	ADV
futech-629	182	2	,	,	PUNCT
futech-629	182	3	triangular	triangular	NOUN
futech-629	182	4	mutation	mutation	NOUN
futech-629	182	5	increases	increase	VERB
futech-629	182	6	the	the	DET
futech-629	182	7	capability	capability	NOUN
futech-629	182	8	of	of	ADP
futech-629	182	9	the	the	DET
futech-629	182	10	algorithm	algorithm	NOUN
futech-629	182	11	to	to	PART
futech-629	182	12	escape	escape	VERB
futech-629	182	13	local	local	ADJ
futech-629	182	14	optimal	optimal	ADJ
futech-629	182	15	points	point	NOUN
futech-629	182	16	.	.	PUNCT
futech-629	183	1	•	•	NUM
futech-629	183	2	step	step	NOUN
futech-629	183	3	12	12	NUM
futech-629	183	4	:	:	PUNCT
futech-629	183	5	stopping	stop	VERB
futech-629	183	6	criterion	criterion	NOUN
futech-629	183	7	steps	step	NOUN
futech-629	183	8	3	3	NUM
futech-629	183	9	to	to	PART
futech-629	183	10	11	11	NUM
futech-629	183	11	are	be	AUX
futech-629	183	12	repeated	repeat	VERB
futech-629	183	13	until	until	SCONJ
futech-629	183	14	the	the	DET
futech-629	183	15	stopping	stopping	NOUN
futech-629	183	16	condition	condition	NOUN
futech-629	183	17	is	be	AUX
futech-629	183	18	met	meet	VERB
futech-629	183	19	or	or	CCONJ
futech-629	183	20	the	the	DET
futech-629	183	21	maximum	maximum	ADJ
futech-629	183	22	number	number	NOUN
futech-629	183	23	of	of	ADP
futech-629	183	24	iterations	iteration	NOUN
futech-629	183	25	is	be	AUX
futech-629	183	26	reached	reach	VERB
futech-629	183	27	.	.	PUNCT
futech-629	184	1	4	4	X
futech-629	184	2	.	.	NOUN
futech-629	184	3	results	result	NOUN
futech-629	184	4	and	and	CCONJ
futech-629	184	5	discussion	discussion	NOUN
futech-629	184	6	the	the	DET
futech-629	184	7	outcomes	outcome	NOUN
futech-629	184	8	presented	present	VERB
futech-629	184	9	in	in	ADP
futech-629	184	10	this	this	DET
futech-629	184	11	section	section	NOUN
futech-629	184	12	aim	aim	VERB
futech-629	184	13	to	to	PART
futech-629	184	14	evaluate	evaluate	VERB
futech-629	184	15	the	the	DET
futech-629	184	16	effectiveness	effectiveness	NOUN
futech-629	184	17	and	and	CCONJ
futech-629	184	18	efficiency	efficiency	NOUN
futech-629	184	19	of	of	ADP
futech-629	184	20	the	the	DET
futech-629	184	21	proposed	propose	VERB
futech-629	184	22	algorithm	algorithm	NOUN
futech-629	184	23	in	in	ADP
futech-629	184	24	predicting	predict	VERB
futech-629	184	25	the	the	DET
futech-629	184	26	four	four	NUM
futech-629	184	27	main	main	ADJ
futech-629	184	28	factors	factor	NOUN
futech-629	184	29	:	:	PUNCT
futech-629	185	1	pv	pv	INTJ
futech-629	185	2	,	,	PUNCT
futech-629	185	3	wt	wt	NOUN
futech-629	185	4	,	,	PUNCT
futech-629	185	5	day	day	NOUN
futech-629	185	6	-	-	PUNCT
futech-629	185	7	ahead	ahead	NOUN
futech-629	185	8	price	price	NOUN
futech-629	185	9	,	,	PUNCT
futech-629	185	10	and	and	CCONJ
futech-629	185	11	load	load	NOUN
futech-629	185	12	,	,	PUNCT
futech-629	185	13	respectively	respectively	ADV
futech-629	185	14	.	.	PUNCT
futech-629	186	1	the	the	DET
futech-629	186	2	ultimate	ultimate	ADJ
futech-629	186	3	aim	aim	NOUN
futech-629	186	4	of	of	ADP
futech-629	186	5	this	this	DET
futech-629	186	6	strategy	strategy	NOUN
futech-629	186	7	is	be	AUX
futech-629	186	8	to	to	PART
futech-629	186	9	balance	balance	VERB
futech-629	186	10	demand	demand	NOUN
futech-629	186	11	with	with	ADP
futech-629	186	12	supply	supply	NOUN
futech-629	186	13	,	,	PUNCT
futech-629	186	14	so	so	SCONJ
futech-629	186	15	that	that	SCONJ
futech-629	186	16	grid	grid	NOUN
futech-629	186	17	stress	stress	NOUN
futech-629	186	18	is	be	AUX
futech-629	186	19	minimized	minimize	VERB
futech-629	186	20	,	,	PUNCT
futech-629	186	21	energy	energy	NOUN
futech-629	186	22	prices	price	NOUN
futech-629	186	23	drop	drop	VERB
futech-629	186	24	,	,	PUNCT
futech-629	186	25	and	and	CCONJ
futech-629	186	26	end	end	NOUN
futech-629	186	27	-	-	PUNCT
futech-629	186	28	use	use	NOUN
futech-629	186	29	consumer	consumer	NOUN
futech-629	186	30	satisfaction	satisfaction	NOUN
futech-629	186	31	improves	improve	VERB
futech-629	186	32	.	.	PUNCT
futech-629	187	1	additionally	additionally	ADV
futech-629	187	2	,	,	PUNCT
futech-629	187	3	forecasting	forecast	VERB
futech-629	187	4	the	the	DET
futech-629	187	5	above	above	ADJ
futech-629	187	6	four	four	NUM
futech-629	187	7	aspects	aspect	NOUN
futech-629	187	8	can	can	AUX
futech-629	187	9	provide	provide	VERB
futech-629	187	10	clear	clear	ADJ
futech-629	187	11	prospects	prospect	NOUN
futech-629	187	12	for	for	ADP
futech-629	187	13	the	the	DET
futech-629	187	14	system	system	NOUN
futech-629	187	15	in	in	ADP
futech-629	187	16	the	the	DET
futech-629	187	17	medium	medium	ADJ
futech-629	187	18	and	and	CCONJ
futech-629	187	19	long	long	ADJ
futech-629	187	20	term	term	NOUN
futech-629	187	21	and	and	CCONJ
futech-629	187	22	be	be	AUX
futech-629	187	23	beneficial	beneficial	ADJ
futech-629	187	24	for	for	ADP
futech-629	187	25	constructing	construct	VERB
futech-629	187	26	a	a	DET
futech-629	187	27	sound	sound	ADJ
futech-629	187	28	management	management	NOUN
futech-629	187	29	system	system	NOUN
futech-629	187	30	that	that	PRON
futech-629	187	31	uses	use	VERB
futech-629	187	32	renewables	renewable	NOUN
futech-629	187	33	on	on	ADP
futech-629	187	34	the	the	DET
futech-629	187	35	supplydemand	supplydemand	NOUN
futech-629	187	36	side	side	NOUN
futech-629	187	37	to	to	PART
futech-629	187	38	moderate	moderate	VERB
futech-629	187	39	the	the	DET
futech-629	187	40	system	system	NOUN
futech-629	187	41	's	's	PART
futech-629	187	42	uncertainty	uncertainty	NOUN
futech-629	187	43	or	or	CCONJ
futech-629	187	44	aq	aq	NOUN
futech-629	187	45	.	.	PROPN
futech-629	187	46	almousawi	almousawi	PROPN
futech-629	188	1	et	et	PROPN
futech-629	188	2	al	al	PROPN
futech-629	188	3	.	.	PROPN
futech-629	188	4	/future	/future	PUNCT
futech-629	188	5	technology	technology	PROPN
futech-629	188	6	february	february	PROPN
futech-629	188	7	2026|	2026|	NUM
futech-629	188	8	volume	volume	NOUN
futech-629	188	9	05	05	NUM
futech-629	189	1	|	|	ADV
futech-629	189	2	issue	issue	NOUN
futech-629	189	3	01	01	NUM
futech-629	190	1	|	|	ADV
futech-629	190	2	pages	page	NOUN
futech-629	190	3	303	303	NUM
futech-629	190	4	-	-	SYM
futech-629	190	5	313	313	NUM
futech-629	190	6	308	308	NUM
futech-629	190	7	randomness	randomness	NOUN
futech-629	190	8	.	.	PUNCT
futech-629	191	1	to	to	PART
futech-629	191	2	evaluate	evaluate	VERB
futech-629	191	3	the	the	DET
futech-629	191	4	proposed	propose	VERB
futech-629	191	5	model	model	NOUN
futech-629	191	6	,	,	PUNCT
futech-629	191	7	the	the	DET
futech-629	191	8	computational	computational	ADJ
futech-629	191	9	cost	cost	NOUN
futech-629	191	10	challenge	challenge	NOUN
futech-629	191	11	posed	pose	VERB
futech-629	191	12	by	by	ADP
futech-629	191	13	repeated	repeat	VERB
futech-629	191	14	training	training	NOUN
futech-629	191	15	of	of	ADP
futech-629	191	16	the	the	DET
futech-629	191	17	lstm	lstm	PROPN
futech-629	191	18	network	network	NOUN
futech-629	191	19	within	within	ADP
futech-629	191	20	the	the	DET
futech-629	191	21	ga	ga	NOUN
futech-629	191	22	-	-	PUNCT
futech-629	191	23	awpso	awpso	ADJ
futech-629	191	24	algorithm	algorithm	NOUN
futech-629	191	25	's	's	PART
futech-629	191	26	fitness	fitness	NOUN
futech-629	191	27	function	function	NOUN
futech-629	191	28	was	be	AUX
futech-629	191	29	carefully	carefully	ADV
futech-629	191	30	managed	manage	VERB
futech-629	191	31	.	.	PUNCT
futech-629	192	1	to	to	PART
futech-629	192	2	achieve	achieve	VERB
futech-629	192	3	an	an	DET
futech-629	192	4	optimal	optimal	ADJ
futech-629	192	5	balance	balance	NOUN
futech-629	192	6	between	between	ADP
futech-629	192	7	result	result	NOUN
futech-629	192	8	accuracy	accuracy	NOUN
futech-629	192	9	and	and	CCONJ
futech-629	192	10	operational	operational	ADJ
futech-629	192	11	runtime	runtime	NOUN
futech-629	192	12	,	,	PUNCT
futech-629	192	13	the	the	DET
futech-629	192	14	main	main	ADJ
futech-629	192	15	parameters	parameter	NOUN
futech-629	192	16	of	of	ADP
futech-629	192	17	the	the	DET
futech-629	192	18	ga	ga	NOUN
futech-629	192	19	-	-	ADJ
futech-629	192	20	awpso	awpso	ADJ
futech-629	192	21	algorithm	algorithm	NOUN
futech-629	192	22	were	be	AUX
futech-629	192	23	set	set	VERB
futech-629	192	24	as	as	SCONJ
futech-629	192	25	follows	follow	VERB
futech-629	192	26	:	:	PUNCT
futech-629	192	27	the	the	DET
futech-629	192	28	population	population	NOUN
futech-629	192	29	size	size	NOUN
futech-629	192	30	was	be	AUX
futech-629	192	31	set	set	VERB
futech-629	192	32	to	to	ADP
futech-629	192	33	15	15	NUM
futech-629	192	34	particles	particle	NOUN
futech-629	192	35	and	and	CCONJ
futech-629	192	36	the	the	DET
futech-629	192	37	iteration	iteration	NOUN
futech-629	192	38	number	number	NOUN
futech-629	192	39	to	to	ADP
futech-629	192	40	20	20	NUM
futech-629	192	41	,	,	PUNCT
futech-629	192	42	resulting	result	VERB
futech-629	192	43	in	in	ADP
futech-629	192	44	300	300	NUM
futech-629	192	45	fitness	fitness	NOUN
futech-629	192	46	evaluations	evaluation	NOUN
futech-629	192	47	throughout	throughout	ADP
futech-629	192	48	the	the	DET
futech-629	192	49	entire	entire	ADJ
futech-629	192	50	optimization	optimization	NOUN
futech-629	192	51	process	process	NOUN
futech-629	192	52	.	.	PUNCT
futech-629	193	1	it	it	PRON
futech-629	193	2	should	should	AUX
futech-629	193	3	be	be	AUX
futech-629	193	4	noted	note	VERB
futech-629	193	5	that	that	SCONJ
futech-629	193	6	the	the	DET
futech-629	193	7	hyperparameter	hyperparameter	NOUN
futech-629	193	8	optimization	optimization	NOUN
futech-629	193	9	process	process	NOUN
futech-629	193	10	is	be	AUX
futech-629	193	11	performed	perform	VERB
futech-629	193	12	only	only	ADV
futech-629	193	13	once	once	ADV
futech-629	193	14	,	,	PUNCT
futech-629	193	15	and	and	CCONJ
futech-629	193	16	after	after	ADP
futech-629	193	17	convergence	convergence	NOUN
futech-629	193	18	,	,	PUNCT
futech-629	193	19	the	the	DET
futech-629	193	20	optimal	optimal	ADJ
futech-629	193	21	parameters	parameter	NOUN
futech-629	193	22	are	be	AUX
futech-629	193	23	fixed	fix	VERB
futech-629	193	24	in	in	ADP
futech-629	193	25	the	the	DET
futech-629	193	26	model	model	NOUN
futech-629	193	27	;	;	PUNCT
futech-629	193	28	this	this	DET
futech-629	193	29	approach	approach	NOUN
futech-629	193	30	ensures	ensure	VERB
futech-629	193	31	that	that	SCONJ
futech-629	193	32	during	during	ADP
futech-629	193	33	the	the	DET
futech-629	193	34	evaluation	evaluation	NOUN
futech-629	193	35	(	(	PUNCT
futech-629	193	36	testing	testing	NOUN
futech-629	193	37	)	)	PUNCT
futech-629	193	38	phase	phase	NOUN
futech-629	193	39	,	,	PUNCT
futech-629	193	40	the	the	DET
futech-629	193	41	model	model	NOUN
futech-629	193	42	is	be	AUX
futech-629	193	43	applied	apply	VERB
futech-629	193	44	only	only	ADV
futech-629	193	45	once	once	ADV
futech-629	193	46	with	with	ADP
futech-629	193	47	the	the	DET
futech-629	193	48	optimized	optimize	VERB
futech-629	193	49	parameters	parameter	NOUN
futech-629	193	50	on	on	ADP
futech-629	193	51	new	new	ADJ
futech-629	193	52	data	datum	NOUN
futech-629	193	53	,	,	PUNCT
futech-629	193	54	thereby	thereby	ADV
futech-629	193	55	significantly	significantly	ADV
futech-629	193	56	reducing	reduce	VERB
futech-629	193	57	the	the	DET
futech-629	193	58	testing	testing	NOUN
futech-629	193	59	time	time	NOUN
futech-629	193	60	.	.	PUNCT
futech-629	194	1	simulations	simulation	NOUN
futech-629	194	2	were	be	AUX
futech-629	194	3	performed	perform	VERB
futech-629	194	4	using	use	VERB
futech-629	194	5	matlab	matlab	PROPN
futech-629	194	6	on	on	ADP
futech-629	194	7	hardware	hardware	NOUN
futech-629	194	8	comprising	comprise	VERB
futech-629	194	9	a	a	DET
futech-629	194	10	10th	10th	ADJ
futech-629	194	11	-	-	PUNCT
futech-629	194	12	generation	generation	NOUN
futech-629	194	13	intel	intel	NOUN
futech-629	194	14	core	core	NOUN
futech-629	194	15	i7	i7	NOUN
futech-629	194	16	cpu	cpu	NOUN
futech-629	194	17	and	and	CCONJ
futech-629	194	18	an	an	DET
futech-629	194	19	nvidia	nvidia	PROPN
futech-629	194	20	geforce	geforce	NOUN
futech-629	194	21	gtx	gtx	PROPN
futech-629	194	22	1660	1660	NUM
futech-629	194	23	ti	ti	PROPN
futech-629	194	24	gpu	gpu	PROPN
futech-629	194	25	.	.	PROPN
futech-629	195	1	under	under	ADP
futech-629	195	2	these	these	DET
futech-629	195	3	conditions	condition	NOUN
futech-629	195	4	,	,	PUNCT
futech-629	195	5	the	the	DET
futech-629	195	6	time	time	NOUN
futech-629	195	7	required	require	VERB
futech-629	195	8	to	to	PART
futech-629	195	9	train	train	VERB
futech-629	195	10	the	the	DET
futech-629	195	11	lstm	lstm	PROPN
futech-629	195	12	model	model	NOUN
futech-629	195	13	with	with	ADP
futech-629	195	14	optimized	optimize	VERB
futech-629	195	15	parameters	parameter	NOUN
futech-629	195	16	was	be	AUX
futech-629	195	17	25	25	NUM
futech-629	195	18	minutes	minute	NOUN
futech-629	195	19	on	on	ADP
futech-629	195	20	average	average	ADJ
futech-629	195	21	,	,	PUNCT
futech-629	195	22	while	while	SCONJ
futech-629	195	23	the	the	DET
futech-629	195	24	time	time	NOUN
futech-629	195	25	required	require	VERB
futech-629	195	26	for	for	ADP
futech-629	195	27	prediction	prediction	NOUN
futech-629	195	28	on	on	ADP
futech-629	195	29	the	the	DET
futech-629	195	30	entire	entire	ADJ
futech-629	195	31	test	test	NOUN
futech-629	195	32	dataset	dataset	NOUN
futech-629	195	33	was	be	AUX
futech-629	195	34	only	only	ADV
futech-629	195	35	3	3	NUM
futech-629	195	36	seconds	second	NOUN
futech-629	195	37	.	.	PUNCT
futech-629	196	1	given	give	VERB
futech-629	196	2	the	the	DET
futech-629	196	3	limited	limited	ADJ
futech-629	196	4	number	number	NOUN
futech-629	196	5	of	of	ADP
futech-629	196	6	evaluations	evaluation	NOUN
futech-629	196	7	(	(	PUNCT
futech-629	196	8	300	300	NUM
futech-629	196	9	)	)	PUNCT
futech-629	196	10	and	and	CCONJ
futech-629	196	11	the	the	DET
futech-629	196	12	very	very	ADV
futech-629	196	13	low	low	ADJ
futech-629	196	14	runtime	runtime	NOUN
futech-629	196	15	during	during	ADP
futech-629	196	16	testing	testing	NOUN
futech-629	196	17	,	,	PUNCT
futech-629	196	18	this	this	DET
futech-629	196	19	model	model	NOUN
futech-629	196	20	is	be	AUX
futech-629	196	21	operationally	operationally	ADV
futech-629	196	22	assessed	assess	VERB
futech-629	196	23	as	as	ADP
futech-629	196	24	highly	highly	ADV
futech-629	196	25	suitable	suitable	ADJ
futech-629	196	26	for	for	ADP
futech-629	196	27	forecasting	forecasting	NOUN
futech-629	196	28	applications	application	NOUN
futech-629	196	29	.	.	PUNCT
futech-629	197	1	to	to	PART
futech-629	197	2	verify	verify	VERB
futech-629	197	3	the	the	DET
futech-629	197	4	validity	validity	NOUN
futech-629	197	5	and	and	CCONJ
futech-629	197	6	stability	stability	NOUN
futech-629	197	7	of	of	ADP
futech-629	197	8	the	the	DET
futech-629	197	9	proposed	propose	VERB
futech-629	197	10	method	method	NOUN
futech-629	197	11	,	,	PUNCT
futech-629	197	12	the	the	DET
futech-629	197	13	predicted	predict	VERB
futech-629	197	14	results	result	NOUN
futech-629	197	15	will	will	AUX
futech-629	197	16	be	be	AUX
futech-629	197	17	compared	compare	VERB
futech-629	197	18	based	base	VERB
futech-629	197	19	on	on	ADP
futech-629	197	20	three	three	NUM
futech-629	197	21	statistical	statistical	ADJ
futech-629	197	22	parameters	parameter	NOUN
futech-629	197	23	(	(	PUNCT
futech-629	197	24	mse	mse	PROPN
futech-629	197	25	,	,	PUNCT
futech-629	197	26	rmse	rmse	NOUN
futech-629	197	27	,	,	PUNCT
futech-629	197	28	and	and	CCONJ
futech-629	197	29	r²	r²	NOUN
futech-629	197	30	)	)	PUNCT
futech-629	197	31	.	.	PUNCT
futech-629	198	1	these	these	DET
futech-629	198	2	statistics	statistic	NOUN
futech-629	198	3	are	be	AUX
futech-629	198	4	critical	critical	ADJ
futech-629	198	5	for	for	ADP
futech-629	198	6	comparing	compare	VERB
futech-629	198	7	real	real	ADJ
futech-629	198	8	and	and	CCONJ
futech-629	198	9	predicted	predict	VERB
futech-629	198	10	performance	performance	NOUN
futech-629	198	11	using	use	VERB
futech-629	198	12	a	a	DET
futech-629	198	13	model	model	NOUN
futech-629	198	14	error	error	NOUN
futech-629	198	15	calculation	calculation	NOUN
futech-629	198	16	and	and	CCONJ
futech-629	198	17	for	for	ADP
futech-629	198	18	assessing	assess	VERB
futech-629	198	19	generalization	generalization	NOUN
futech-629	198	20	across	across	ADP
futech-629	198	21	families	family	NOUN
futech-629	198	22	of	of	ADP
futech-629	198	23	materials	material	NOUN
futech-629	198	24	.	.	PUNCT
futech-629	199	1	the	the	DET
futech-629	199	2	model	model	NOUN
futech-629	199	3	's	's	PART
futech-629	199	4	performance	performance	NOUN
futech-629	199	5	is	be	AUX
futech-629	199	6	measured	measure	VERB
futech-629	199	7	at	at	ADP
futech-629	199	8	several	several	ADJ
futech-629	199	9	key	key	ADJ
futech-629	199	10	points	point	NOUN
futech-629	199	11	,	,	PUNCT
futech-629	199	12	where	where	SCONJ
futech-629	199	13	r2	r2	PROPN
futech-629	199	14	indicates	indicate	VERB
futech-629	199	15	the	the	DET
futech-629	199	16	degree	degree	NOUN
futech-629	199	17	of	of	ADP
futech-629	199	18	convergence	convergence	NOUN
futech-629	199	19	between	between	ADP
futech-629	199	20	actual	actual	ADJ
futech-629	199	21	and	and	CCONJ
futech-629	199	22	estimated	estimated	ADJ
futech-629	199	23	values	value	NOUN
futech-629	199	24	,	,	PUNCT
futech-629	199	25	and	and	CCONJ
futech-629	199	26	mse	mse	NOUN
futech-629	199	27	and	and	CCONJ
futech-629	199	28	rmse	rmse	PROPN
futech-629	199	29	assess	assess	VERB
futech-629	199	30	the	the	DET
futech-629	199	31	predictive	predictive	ADJ
futech-629	199	32	precision	precision	NOUN
futech-629	199	33	.	.	PUNCT
futech-629	200	1	the	the	DET
futech-629	200	2	three	three	NUM
futech-629	200	3	parameters	parameter	NOUN
futech-629	200	4	are	be	AUX
futech-629	200	5	shown	show	VERB
futech-629	200	6	in	in	ADP
futech-629	200	7	equations	equation	NOUN
futech-629	200	8	(	(	PUNCT
futech-629	200	9	17	17	NUM
futech-629	200	10	)	)	PUNCT
futech-629	200	11	(	(	PUNCT
futech-629	200	12	19	19	NUM
futech-629	200	13	)	)	PUNCT
futech-629	200	14	.	.	PUNCT
futech-629	201	1	𝑅𝑀𝑆𝐸	𝑅𝑀𝑆𝐸	NOUN
futech-629	201	2	=	=	PUNCT
futech-629	202	1	√	√	ADP
futech-629	202	2	1	1	NUM
futech-629	202	3	𝑁	𝑁	PROPN
futech-629	202	4	∑	∑	PART
futech-629	202	5	 	 	SPACE
futech-629	202	6	𝑛	𝑛	PRON
futech-629	202	7	𝑖=1	𝑖=1	PROPN
futech-629	202	8	(	(	PUNCT
futech-629	202	9	𝑋𝑜𝑏𝑠.𝑖	𝑋𝑜𝑏𝑠.𝑖	VERB
futech-629	202	10	−	−	PROPN
futech-629	202	11	𝑋model	𝑋model	PROPN
futech-629	202	12	.𝑖	.𝑖	PROPN
futech-629	202	13	)	)	PUNCT
futech-629	202	14	2	2	NUM
futech-629	202	15	(	(	PUNCT
futech-629	202	16	17	17	NUM
futech-629	202	17	)	)	PUNCT
futech-629	202	18	𝑀𝑆𝐸	𝑀𝑆𝐸	NOUN
futech-629	202	19	=	=	SYM
futech-629	202	20	1	1	NUM
futech-629	202	21	𝑁	𝑁	PROPN
futech-629	202	22	∑	∑	PART
futech-629	202	23	 	 	SPACE
futech-629	202	24	𝑛	𝑛	PRON
futech-629	202	25	𝑖=1	𝑖=1	PROPN
futech-629	202	26	(	(	PUNCT
futech-629	202	27	𝑋𝑜𝑏𝑠.𝑖	𝑋𝑜𝑏𝑠.𝑖	VERB
futech-629	202	28	−	−	PROPN
futech-629	202	29	𝑋model	𝑋model	PROPN
futech-629	202	30	.𝑖	.𝑖	PROPN
futech-629	202	31	)	)	PUNCT
futech-629	202	32	2	2	NUM
futech-629	202	33	(	(	PUNCT
futech-629	202	34	18	18	NUM
futech-629	202	35	)	)	PUNCT
futech-629	202	36	𝑅2	𝑅2	NOUN
futech-629	202	37	=	=	NOUN
futech-629	202	38	1	1	NUM
futech-629	202	39	−	−	NUM
futech-629	202	40	∑	∑	DET
futech-629	202	41	 	 	SPACE
futech-629	202	42	𝑛	𝑛	PRON
futech-629	202	43	𝑖=1	𝑖=1	PROPN
futech-629	202	44	(	(	PUNCT
futech-629	202	45	𝑋𝑜𝑏𝑠.𝑖−𝑋model	𝑋𝑜𝑏𝑠.𝑖−𝑋model	PROPN
futech-629	202	46	.𝑖	.𝑖	PROPN
futech-629	202	47	)	)	PUNCT
futech-629	202	48	2	2	NUM
futech-629	202	49	∑	∑	PART
futech-629	202	50	 	 	SPACE
futech-629	202	51	𝑛	𝑛	PRON
futech-629	202	52	𝑖=1	𝑖=1	PROPN
futech-629	202	53	(	(	PUNCT
futech-629	202	54	𝑋𝑜𝑏𝑠.𝑖−	𝑋𝑜𝑏𝑠.𝑖−	NOUN
futech-629	202	55	�	�	PROPN
futech-629	202	56	̅	̅	NOUN
futech-629	202	57	�	�	NOUN
futech-629	202	58	𝑜𝑏𝑠.𝑖	𝑜𝑏𝑠.𝑖	PROPN
futech-629	202	59	)	)	PUNCT
futech-629	202	60	2	2	NUM
futech-629	202	61	(	(	PUNCT
futech-629	202	62	19	19	NUM
futech-629	202	63	)	)	PUNCT
futech-629	202	64	where	where	SCONJ
futech-629	202	65	n	n	PRON
futech-629	202	66	is	be	AUX
futech-629	202	67	the	the	DET
futech-629	202	68	number	number	NOUN
futech-629	202	69	of	of	ADP
futech-629	202	70	observations	observation	NOUN
futech-629	202	71	,	,	PUNCT
futech-629	202	72	𝑋model	𝑋model	PROPN
futech-629	202	73	.𝑖	.𝑖	PROPN
futech-629	202	74	is	be	AUX
futech-629	202	75	the	the	DET
futech-629	202	76	predicted	predict	VERB
futech-629	202	77	value	value	NOUN
futech-629	202	78	,	,	PUNCT
futech-629	202	79	𝑋𝑜𝑏𝑠.𝑖	𝑋𝑜𝑏𝑠.𝑖	PROPN
futech-629	202	80	is	be	AUX
futech-629	202	81	the	the	DET
futech-629	202	82	actual	actual	ADJ
futech-629	202	83	value	value	NOUN
futech-629	202	84	,	,	PUNCT
futech-629	202	85	�	�	PROPN
futech-629	202	86	̅	̅	NOUN
futech-629	202	87	�	�	NOUN
futech-629	202	88	𝑜𝑏𝑠.𝑖	𝑜𝑏𝑠.𝑖	PROPN
futech-629	202	89	is	be	AUX
futech-629	202	90	the	the	DET
futech-629	202	91	mean	mean	NOUN
futech-629	202	92	of	of	ADP
futech-629	202	93	the	the	DET
futech-629	202	94	observed	observe	VERB
futech-629	202	95	values	value	NOUN
futech-629	202	96	.	.	PUNCT
futech-629	203	1	4.1	4.1	NUM
futech-629	203	2	dataset	dataset	VERB
futech-629	203	3	to	to	PART
futech-629	203	4	assess	assess	VERB
futech-629	203	5	the	the	DET
futech-629	203	6	efficiency	efficiency	NOUN
futech-629	203	7	of	of	ADP
futech-629	203	8	the	the	DET
futech-629	203	9	suggested	suggest	VERB
futech-629	203	10	prediction	prediction	NOUN
futech-629	203	11	model	model	NOUN
futech-629	203	12	,	,	PUNCT
futech-629	203	13	a	a	DET
futech-629	203	14	real	real	ADJ
futech-629	203	15	dataset	dataset	NOUN
futech-629	203	16	on	on	ADP
futech-629	203	17	microgrid	microgrid	ADJ
futech-629	203	18	energy	energy	NOUN
futech-629	203	19	management	management	NOUN
futech-629	203	20	was	be	AUX
futech-629	203	21	employed	employ	VERB
futech-629	203	22	.	.	PUNCT
futech-629	204	1	this	this	DET
futech-629	204	2	dataset	dataset	NOUN
futech-629	204	3	covers	cover	VERB
futech-629	204	4	wind	wind	NOUN
futech-629	204	5	turbines	turbine	NOUN
futech-629	204	6	,	,	PUNCT
futech-629	204	7	photovoltaic	photovoltaic	NOUN
futech-629	204	8	(	(	PUNCT
futech-629	204	9	pv	pv	NOUN
futech-629	204	10	)	)	PUNCT
futech-629	204	11	,	,	PUNCT
futech-629	204	12	and	and	CCONJ
futech-629	204	13	load	load	NOUN
futech-629	204	14	demand	demand	NOUN
futech-629	204	15	.	.	PUNCT
futech-629	205	1	data	datum	NOUN
futech-629	205	2	quality	quality	NOUN
futech-629	205	3	was	be	AUX
futech-629	205	4	ensured	ensure	VERB
futech-629	205	5	through	through	ADP
futech-629	205	6	preprocessing	preprocessing	NOUN
futech-629	205	7	,	,	PUNCT
futech-629	205	8	enabling	enable	VERB
futech-629	205	9	the	the	DET
futech-629	205	10	model	model	NOUN
futech-629	205	11	to	to	PART
futech-629	205	12	achieve	achieve	VERB
futech-629	205	13	high	high	ADJ
futech-629	205	14	accuracy	accuracy	NOUN
futech-629	205	15	during	during	ADP
futech-629	205	16	training	training	NOUN
futech-629	205	17	.	.	PUNCT
futech-629	206	1	the	the	DET
futech-629	206	2	dataset	dataset	NOUN
futech-629	206	3	used	use	VERB
futech-629	206	4	for	for	ADP
futech-629	206	5	forecasting	forecasting	NOUN
futech-629	206	6	model	model	NOUN
futech-629	206	7	evaluation	evaluation	NOUN
futech-629	206	8	was	be	AUX
futech-629	206	9	obtained	obtain	VERB
futech-629	206	10	from	from	ADP
futech-629	206	11	the	the	DET
futech-629	206	12	pjm	pjm	PROPN
futech-629	206	13	interconnection	interconnection	PROPN
futech-629	206	14	database	database	NOUN
futech-629	206	15	.	.	PUNCT
futech-629	207	1	the	the	DET
futech-629	207	2	data	datum	NOUN
futech-629	207	3	refer	refer	VERB
futech-629	207	4	to	to	ADP
futech-629	207	5	the	the	DET
futech-629	207	6	pjm	pjm	PROPN
futech-629	207	7	west	west	PROPN
futech-629	207	8	zone	zone	PROPN
futech-629	207	9	[	[	X
futech-629	207	10	25	25	NUM
futech-629	207	11	]	]	PUNCT
futech-629	207	12	.	.	PUNCT
futech-629	208	1	this	this	DET
futech-629	208	2	zone	zone	NOUN
futech-629	208	3	,	,	PUNCT
futech-629	208	4	which	which	PRON
futech-629	208	5	includes	include	VERB
futech-629	208	6	western	western	ADJ
futech-629	208	7	pennsylvania	pennsylvania	PROPN
futech-629	208	8	,	,	PUNCT
futech-629	208	9	the	the	DET
futech-629	208	10	states	state	NOUN
futech-629	208	11	of	of	ADP
futech-629	208	12	ohio	ohio	PROPN
futech-629	208	13	,	,	PUNCT
futech-629	208	14	and	and	CCONJ
futech-629	208	15	west	west	PROPN
futech-629	208	16	virginia	virginia	PROPN
futech-629	208	17	,	,	PUNCT
futech-629	208	18	is	be	AUX
futech-629	208	19	regarded	regard	VERB
futech-629	208	20	as	as	ADP
futech-629	208	21	one	one	NUM
futech-629	208	22	of	of	ADP
futech-629	208	23	the	the	DET
futech-629	208	24	most	most	ADV
futech-629	208	25	important	important	ADJ
futech-629	208	26	areas	area	NOUN
futech-629	208	27	for	for	ADP
futech-629	208	28	power	power	NOUN
futech-629	208	29	generation	generation	NOUN
futech-629	208	30	and	and	CCONJ
futech-629	208	31	load	load	NOUN
futech-629	208	32	management	management	NOUN
futech-629	208	33	.	.	PUNCT
futech-629	209	1	in	in	ADP
futech-629	209	2	total	total	ADJ
futech-629	209	3	,	,	PUNCT
futech-629	209	4	800	800	NUM
futech-629	209	5	hours	hour	NOUN
futech-629	209	6	of	of	ADP
futech-629	209	7	data	datum	NOUN
futech-629	209	8	(	(	PUNCT
futech-629	209	9	800	800	NUM
futech-629	209	10	samples	sample	NOUN
futech-629	209	11	)	)	PUNCT
futech-629	209	12	were	be	AUX
futech-629	209	13	selected	select	VERB
futech-629	209	14	for	for	ADP
futech-629	209	15	the	the	DET
futech-629	209	16	experiments	experiment	NOUN
futech-629	209	17	,	,	PUNCT
futech-629	209	18	corresponding	correspond	VERB
futech-629	209	19	to	to	ADP
futech-629	209	20	a	a	DET
futech-629	209	21	34	34	NUM
futech-629	209	22	-	-	PUNCT
futech-629	209	23	day	day	NOUN
futech-629	209	24	span	span	NOUN
futech-629	209	25	in	in	ADP
futech-629	209	26	2020	2020	NUM
futech-629	209	27	.	.	PUNCT
futech-629	210	1	this	this	DET
futech-629	210	2	period	period	NOUN
futech-629	210	3	lasts	last	VERB
futech-629	210	4	from	from	ADP
futech-629	210	5	january	january	PROPN
futech-629	210	6	1	1	NUM
futech-629	210	7	,	,	PUNCT
futech-629	210	8	2020	2020	NUM
futech-629	210	9	,	,	PUNCT
futech-629	210	10	to	to	ADP
futech-629	210	11	february	february	PROPN
futech-629	210	12	3	3	NUM
futech-629	210	13	,	,	PUNCT
futech-629	210	14	2020	2020	NUM
futech-629	210	15	.	.	PUNCT
futech-629	211	1	the	the	DET
futech-629	211	2	data	datum	NOUN
futech-629	211	3	were	be	AUX
futech-629	211	4	split	split	VERB
futech-629	211	5	into	into	ADP
futech-629	211	6	training	training	NOUN
futech-629	211	7	and	and	CCONJ
futech-629	211	8	test	test	NOUN
futech-629	211	9	subgroups	subgroup	NOUN
futech-629	211	10	.	.	PUNCT
futech-629	212	1	30	30	NUM
futech-629	212	2	%	%	NOUN
futech-629	212	3	of	of	ADP
futech-629	212	4	the	the	DET
futech-629	212	5	total	total	ADJ
futech-629	212	6	data	datum	NOUN
futech-629	212	7	was	be	AUX
futech-629	212	8	allocated	allocate	VERB
futech-629	212	9	to	to	ADP
futech-629	212	10	the	the	DET
futech-629	212	11	test	test	NOUN
futech-629	212	12	set	set	VERB
futech-629	212	13	to	to	PART
futech-629	212	14	assess	assess	VERB
futech-629	212	15	the	the	DET
futech-629	212	16	model	model	NOUN
futech-629	212	17	's	's	PART
futech-629	212	18	validity	validity	NOUN
futech-629	212	19	during	during	ADP
futech-629	212	20	the	the	DET
futech-629	212	21	trials	trial	NOUN
futech-629	212	22	[	[	X
futech-629	212	23	20	20	NUM
futech-629	212	24	]	]	PUNCT
futech-629	212	25	.	.	PUNCT
futech-629	213	1	before	before	ADP
futech-629	213	2	applying	apply	VERB
futech-629	213	3	our	our	PRON
futech-629	213	4	algorithms	algorithm	NOUN
futech-629	213	5	,	,	PUNCT
futech-629	213	6	the	the	DET
futech-629	213	7	dataset	dataset	VERB
futech-629	213	8	underwent	underwent	NOUN
futech-629	213	9	initial	initial	ADJ
futech-629	213	10	data	datum	NOUN
futech-629	213	11	cleaning	clean	VERB
futech-629	213	12	.	.	PUNCT
futech-629	214	1	this	this	DET
futech-629	214	2	stage	stage	NOUN
futech-629	214	3	identified	identify	VERB
futech-629	214	4	missing	miss	VERB
futech-629	214	5	values	value	NOUN
futech-629	214	6	,	,	PUNCT
futech-629	214	7	which	which	PRON
futech-629	214	8	were	be	AUX
futech-629	214	9	recovered	recover	VERB
futech-629	214	10	using	use	VERB
futech-629	214	11	a	a	DET
futech-629	214	12	simple	simple	ADJ
futech-629	214	13	linear	linear	ADJ
futech-629	214	14	interpolation	interpolation	NOUN
futech-629	214	15	method	method	NOUN
futech-629	214	16	(	(	PUNCT
futech-629	214	17	eq	eq	NOUN
futech-629	214	18	.	.	PROPN
futech-629	214	19	1	1	NUM
futech-629	214	20	)	)	PUNCT
futech-629	214	21	.	.	PUNCT
futech-629	215	1	figure	figure	NOUN
futech-629	215	2	3	3	NUM
futech-629	215	3	provides	provide	VERB
futech-629	215	4	an	an	DET
futech-629	215	5	overview	overview	NOUN
futech-629	215	6	of	of	ADP
futech-629	215	7	the	the	DET
futech-629	215	8	data	datum	NOUN
futech-629	215	9	used	use	VERB
futech-629	215	10	in	in	ADP
futech-629	215	11	this	this	DET
futech-629	215	12	work	work	NOUN
futech-629	215	13	.	.	PUNCT
futech-629	216	1	all	all	DET
futech-629	216	2	parameters	parameter	NOUN
futech-629	216	3	for	for	ADP
futech-629	216	4	the	the	DET
futech-629	216	5	lstm	lstm	ADJ
futech-629	216	6	structure	structure	NOUN
futech-629	216	7	and	and	CCONJ
futech-629	216	8	training	training	NOUN
futech-629	216	9	requirements	requirement	NOUN
futech-629	216	10	are	be	AUX
futech-629	216	11	listed	list	VERB
futech-629	216	12	in	in	ADP
futech-629	216	13	table	table	NOUN
futech-629	216	14	1	1	NUM
futech-629	216	15	.	.	PUNCT
futech-629	217	1	figure	figure	NOUN
futech-629	217	2	3	3	NUM
futech-629	217	3	.	.	PUNCT
futech-629	217	4	dataset	dataset	NOUN
futech-629	217	5	used	use	VERB
futech-629	217	6	in	in	ADP
futech-629	217	7	the	the	DET
futech-629	217	8	work	work	NOUN
futech-629	217	9	table	table	NOUN
futech-629	217	10	1	1	NUM
futech-629	217	11	.	.	PUNCT
futech-629	218	1	the	the	DET
futech-629	218	2	essential	essential	ADJ
futech-629	218	3	parameters	parameter	NOUN
futech-629	218	4	for	for	ADP
futech-629	218	5	the	the	DET
futech-629	218	6	lstm	lstm	ADJ
futech-629	218	7	structure	structure	NOUN
futech-629	218	8	parameters	parameter	NOUN
futech-629	218	9	values	value	NOUN
futech-629	218	10	number	number	NOUN
futech-629	218	11	of	of	ADP
futech-629	218	12	hidden	hide	VERB
futech-629	218	13	units	unit	NOUN
futech-629	218	14	in	in	ADP
futech-629	218	15	lstm	lstm	ADJ
futech-629	218	16	layers	layer	NOUN
futech-629	218	17	100	100	NUM
futech-629	218	18	dropout	dropout	NOUN
futech-629	218	19	rate	rate	NOUN
futech-629	218	20	0.2	0.2	NUM
futech-629	218	21	max	max	PROPN
futech-629	218	22	epochs	epoch	NOUN
futech-629	218	23	100	100	NUM
futech-629	218	24	mini	mini	NOUN
futech-629	218	25	batch	batch	NOUN
futech-629	218	26	size	size	NOUN
futech-629	218	27	32	32	NUM
futech-629	218	28	learning	learning	NOUN
futech-629	218	29	rate	rate	NOUN
futech-629	218	30	0.001	0.001	NUM
futech-629	218	31	activation	activation	NOUN
futech-629	218	32	function	function	NOUN
futech-629	218	33	sigmoid	sigmoid	NOUN
futech-629	218	34	optimizer	optimizer	NOUN
futech-629	218	35	type	type	NOUN
futech-629	218	36	adam	adam	PROPN
futech-629	218	37	gradient	gradient	PROPN
futech-629	218	38	threshold	threshold	NOUN
futech-629	218	39	10	10	NUM
futech-629	218	40	number	number	NOUN
futech-629	218	41	of	of	ADP
futech-629	218	42	time	time	NOUN
futech-629	218	43	steps	step	NOUN
futech-629	218	44	in	in	ADP
futech-629	218	45	each	each	DET
futech-629	218	46	input	input	NOUN
futech-629	218	47	sequence	sequence	NOUN
futech-629	218	48	10	10	NUM
futech-629	218	49	4.2	4.2	NUM
futech-629	218	50	evaluation	evaluation	NOUN
futech-629	218	51	of	of	ADP
futech-629	218	52	proposed	propose	VERB
futech-629	218	53	method	method	NOUN
futech-629	218	54	performance	performance	NOUN
futech-629	218	55	in	in	ADP
futech-629	218	56	the	the	DET
futech-629	218	57	training	training	NOUN
futech-629	218	58	phase	phase	NOUN
futech-629	218	59	figure	figure	NOUN
futech-629	218	60	4	4	NUM
futech-629	218	61	shows	show	VERB
futech-629	218	62	the	the	DET
futech-629	218	63	convergence	convergence	NOUN
futech-629	218	64	curve	curve	NOUN
futech-629	218	65	of	of	ADP
futech-629	218	66	the	the	DET
futech-629	218	67	proposed	propose	VERB
futech-629	218	68	method	method	NOUN
futech-629	218	69	during	during	ADP
futech-629	218	70	training	training	NOUN
futech-629	218	71	.	.	PUNCT
futech-629	219	1	the	the	DET
futech-629	219	2	red	red	ADJ
futech-629	219	3	curve	curve	NOUN
futech-629	219	4	shows	show	VERB
futech-629	219	5	the	the	DET
futech-629	219	6	network	network	NOUN
futech-629	219	7	loss	loss	NOUN
futech-629	219	8	over	over	ADP
futech-629	219	9	iterations	iteration	NOUN
futech-629	219	10	,	,	PUNCT
futech-629	219	11	while	while	SCONJ
futech-629	219	12	the	the	DET
futech-629	219	13	blue	blue	ADJ
futech-629	219	14	curve	curve	NOUN
futech-629	219	15	shows	show	VERB
futech-629	219	16	the	the	DET
futech-629	219	17	rmse	rmse	NOUN
futech-629	219	18	at	at	ADP
futech-629	219	19	each	each	DET
futech-629	219	20	iteration	iteration	NOUN
futech-629	219	21	.	.	PUNCT
futech-629	220	1	as	as	SCONJ
futech-629	220	2	shown	show	VERB
futech-629	220	3	,	,	PUNCT
futech-629	220	4	the	the	DET
futech-629	220	5	network	network	NOUN
futech-629	220	6	loss	loss	NOUN
futech-629	220	7	decreases	decrease	VERB
futech-629	220	8	steadily	steadily	ADV
futech-629	220	9	with	with	ADP
futech-629	220	10	the	the	DET
futech-629	220	11	number	number	NOUN
futech-629	220	12	of	of	ADP
futech-629	220	13	iterations	iteration	NOUN
futech-629	220	14	.	.	PUNCT
futech-629	221	1	the	the	DET
futech-629	221	2	network	network	NOUN
futech-629	221	3	loss	loss	NOUN
futech-629	221	4	converges	converge	NOUN
futech-629	221	5	after	after	ADP
futech-629	221	6	3000	3000	NUM
futech-629	221	7	iterations	iteration	NOUN
futech-629	221	8	,	,	PUNCT
futech-629	221	9	at	at	ADP
futech-629	221	10	which	which	DET
futech-629	221	11	point	point	NOUN
futech-629	221	12	the	the	DET
futech-629	221	13	loss	loss	NOUN
futech-629	221	14	variations	variation	NOUN
futech-629	221	15	become	become	VERB
futech-629	221	16	minimal	minimal	ADJ
futech-629	221	17	.	.	PUNCT
futech-629	222	1	this	this	PRON
futech-629	222	2	indicates	indicate	VERB
futech-629	222	3	that	that	SCONJ
futech-629	222	4	the	the	DET
futech-629	222	5	model	model	NOUN
futech-629	222	6	has	have	AUX
futech-629	222	7	successfully	successfully	ADV
futech-629	222	8	captured	capture	VERB
futech-629	222	9	the	the	DET
futech-629	222	10	patterns	pattern	NOUN
futech-629	222	11	.	.	PUNCT
futech-629	223	1	4.3	4.3	NUM
futech-629	223	2	performance	performance	NOUN
futech-629	223	3	evaluation	evaluation	NOUN
futech-629	223	4	in	in	ADP
futech-629	223	5	pv	pv	NOUN
futech-629	223	6	power	power	NOUN
futech-629	223	7	forecasting	forecast	VERB
futech-629	223	8	the	the	DET
futech-629	223	9	effectiveness	effectiveness	NOUN
futech-629	223	10	of	of	ADP
futech-629	223	11	the	the	DET
futech-629	223	12	suggested	suggest	VERB
futech-629	223	13	approach	approach	NOUN
futech-629	223	14	in	in	ADP
futech-629	223	15	predicting	predict	VERB
futech-629	223	16	the	the	DET
futech-629	223	17	output	output	NOUN
futech-629	223	18	power	power	NOUN
futech-629	223	19	of	of	ADP
futech-629	223	20	photovoltaic	photovoltaic	NOUN
futech-629	223	21	(	(	PUNCT
futech-629	223	22	pv	pv	NOUN
futech-629	223	23	)	)	PUNCT
futech-629	223	24	systems	system	NOUN
futech-629	223	25	is	be	AUX
futech-629	223	26	analyzed	analyze	VERB
futech-629	223	27	in	in	ADP
futech-629	223	28	figure	figure	NOUN
futech-629	223	29	5	5	NUM
futech-629	223	30	.	.	PUNCT
futech-629	224	1	the	the	DET
futech-629	224	2	actual	actual	ADJ
futech-629	224	3	pv	pv	NOUN
futech-629	224	4	power	power	NOUN
futech-629	224	5	curve	curve	NOUN
futech-629	224	6	(	(	PUNCT
futech-629	224	7	solid	solid	ADJ
futech-629	224	8	blue	blue	ADJ
futech-629	224	9	line	line	NOUN
futech-629	224	10	)	)	PUNCT
futech-629	224	11	and	and	CCONJ
futech-629	224	12	the	the	DET
futech-629	224	13	prediction	prediction	NOUN
futech-629	224	14	curve	curve	NOUN
futech-629	224	15	from	from	ADP
futech-629	224	16	the	the	DET
futech-629	224	17	suggested	suggest	VERB
futech-629	224	18	model	model	NOUN
futech-629	224	19	(	(	PUNCT
futech-629	224	20	dashed	dash	VERB
futech-629	224	21	red	red	ADJ
futech-629	224	22	line	line	NOUN
futech-629	224	23	)	)	PUNCT
futech-629	224	24	are	be	AUX
futech-629	224	25	shown	show	VERB
futech-629	224	26	in	in	ADP
futech-629	224	27	the	the	DET
futech-629	224	28	upper	upper	ADJ
futech-629	224	29	part	part	NOUN
futech-629	224	30	of	of	ADP
futech-629	224	31	the	the	DET
futech-629	224	32	figure	figure	NOUN
futech-629	224	33	.	.	PUNCT
futech-629	225	1	the	the	DET
futech-629	225	2	nearly	nearly	ADV
futech-629	225	3	perfect	perfect	ADJ
futech-629	225	4	match	match	NOUN
futech-629	225	5	between	between	ADP
futech-629	225	6	the	the	DET
futech-629	225	7	actual	actual	ADJ
futech-629	225	8	and	and	CCONJ
futech-629	225	9	expected	expect	VERB
futech-629	225	10	curves	curve	NOUN
futech-629	225	11	demonstrates	demonstrate	VERB
futech-629	225	12	the	the	DET
futech-629	225	13	model	model	NOUN
futech-629	225	14	's	's	PART
futech-629	225	15	high	high	ADJ
futech-629	225	16	accuracy	accuracy	NOUN
futech-629	225	17	and	and	CCONJ
futech-629	225	18	ability	ability	NOUN
futech-629	225	19	to	to	PART
futech-629	225	20	aq	aq	VERB
futech-629	225	21	.	.	PUNCT
futech-629	225	22	almousawi	almousawi	PROPN
futech-629	226	1	et	et	PROPN
futech-629	226	2	al	al	PROPN
futech-629	226	3	.	.	PROPN
futech-629	226	4	/future	/future	PUNCT
futech-629	226	5	technology	technology	PROPN
futech-629	226	6	february	february	PROPN
futech-629	226	7	2026|	2026|	NUM
futech-629	226	8	volume	volume	NOUN
futech-629	226	9	05	05	NUM
futech-629	227	1	|	|	ADV
futech-629	227	2	issue	issue	NOUN
futech-629	227	3	01	01	NUM
futech-629	228	1	|	|	ADV
futech-629	228	2	pages	page	NOUN
futech-629	228	3	303	303	NUM
futech-629	228	4	-	-	SYM
futech-629	228	5	313	313	NUM
futech-629	228	6	309	309	NUM
futech-629	228	7	track	track	NOUN
futech-629	228	8	dynamic	dynamic	ADJ
futech-629	228	9	trends	trend	NOUN
futech-629	228	10	and	and	CCONJ
futech-629	228	11	changes	change	NOUN
futech-629	228	12	in	in	ADP
futech-629	228	13	solar	solar	ADJ
futech-629	228	14	power	power	NOUN
futech-629	228	15	generation	generation	NOUN
futech-629	228	16	over	over	ADP
futech-629	228	17	time	time	NOUN
futech-629	228	18	.	.	PUNCT
futech-629	229	1	furthermore	furthermore	ADV
futech-629	229	2	,	,	PUNCT
futech-629	229	3	the	the	DET
futech-629	229	4	error	error	NOUN
futech-629	229	5	is	be	AUX
futech-629	229	6	limited	limit	VERB
futech-629	229	7	to	to	ADP
futech-629	229	8	the	the	DET
futech-629	229	9	range	range	NOUN
futech-629	230	1	[	[	X
futech-629	230	2	-0.1	-0.1	X
futech-629	230	3	,	,	PUNCT
futech-629	230	4	0.1	0.1	NUM
futech-629	230	5	]	]	PUNCT
futech-629	230	6	,	,	PUNCT
futech-629	230	7	suggesting	suggest	VERB
futech-629	230	8	that	that	SCONJ
futech-629	230	9	the	the	DET
futech-629	230	10	approach	approach	NOUN
futech-629	230	11	is	be	AUX
futech-629	230	12	stable	stable	ADJ
futech-629	230	13	and	and	CCONJ
futech-629	230	14	generalizable	generalizable	ADJ
futech-629	230	15	across	across	ADP
futech-629	230	16	a	a	DET
futech-629	230	17	wide	wide	ADJ
futech-629	230	18	range	range	NOUN
futech-629	230	19	of	of	ADP
futech-629	230	20	cases	case	NOUN
futech-629	230	21	.	.	PUNCT
futech-629	231	1	figure	figure	VERB
futech-629	231	2	4	4	NUM
futech-629	231	3	.	.	PUNCT
futech-629	232	1	the	the	DET
futech-629	232	2	lstm	lstm	PROPN
futech-629	232	3	convergence	convergence	NOUN
futech-629	232	4	curve	curve	NOUN
futech-629	232	5	tuned	tune	VERB
futech-629	232	6	with	with	ADP
futech-629	232	7	idaoa	idaoa	PROPN
futech-629	232	8	figure	figure	NOUN
futech-629	232	9	5	5	NUM
futech-629	232	10	.	.	PUNCT
futech-629	232	11	performance	performance	NOUN
futech-629	232	12	evaluation	evaluation	NOUN
futech-629	232	13	in	in	ADP
futech-629	232	14	pv	pv	NOUN
futech-629	232	15	prediction	prediction	NOUN
futech-629	232	16	the	the	DET
futech-629	232	17	regression	regression	NOUN
futech-629	232	18	indicator	indicator	NOUN
futech-629	232	19	between	between	ADP
futech-629	232	20	forecast	forecast	NOUN
futech-629	232	21	and	and	CCONJ
futech-629	232	22	actual	actual	ADJ
futech-629	232	23	pv	pv	NOUN
futech-629	232	24	power	power	NOUN
futech-629	232	25	,	,	PUNCT
futech-629	232	26	shown	show	VERB
futech-629	232	27	in	in	ADP
futech-629	232	28	figure	figure	NOUN
futech-629	232	29	6	6	NUM
futech-629	232	30	,	,	PUNCT
futech-629	232	31	is	be	AUX
futech-629	232	32	used	use	VERB
futech-629	232	33	to	to	PART
futech-629	232	34	assess	assess	VERB
futech-629	232	35	the	the	DET
futech-629	232	36	accuracy	accuracy	NOUN
futech-629	232	37	of	of	ADP
futech-629	232	38	the	the	DET
futech-629	232	39	suggested	suggest	VERB
futech-629	232	40	method	method	NOUN
futech-629	232	41	.	.	PUNCT
futech-629	233	1	a	a	PRON
futech-629	233	2	:	:	PUNCT
futech-629	233	3	this	this	DET
futech-629	233	4	graph	graph	NOUN
futech-629	233	5	shows	show	VERB
futech-629	233	6	the	the	DET
futech-629	233	7	x	x	NOUN
futech-629	233	8	,	,	PUNCT
futech-629	233	9	y	y	PROPN
futech-629	233	10	coordinates	coordinate	NOUN
futech-629	233	11	of	of	ADP
futech-629	233	12	real	real	ADJ
futech-629	233	13	value	value	NOUN
futech-629	233	14	(	(	PUNCT
futech-629	233	15	x	x	X
futech-629	233	16	)	)	PUNCT
futech-629	233	17	against	against	ADP
futech-629	233	18	the	the	DET
futech-629	233	19	output	output	NOUN
futech-629	233	20	value	value	NOUN
futech-629	233	21	of	of	ADP
futech-629	233	22	the	the	DET
futech-629	233	23	model	model	NOUN
futech-629	233	24	(	(	PUNCT
futech-629	233	25	y	y	NOUN
futech-629	233	26	)	)	PUNCT
futech-629	233	27	.	.	PUNCT
futech-629	234	1	the	the	DET
futech-629	234	2	black	black	ADJ
futech-629	234	3	circles	circle	NOUN
futech-629	234	4	show	show	VERB
futech-629	234	5	the	the	DET
futech-629	234	6	data	data	NOUN
futech-629	234	7	points	point	NOUN
futech-629	234	8	,	,	PUNCT
futech-629	234	9	and	and	CCONJ
futech-629	234	10	the	the	DET
futech-629	234	11	blue	blue	ADJ
futech-629	234	12	line	line	NOUN
futech-629	234	13	shows	show	VERB
futech-629	234	14	the	the	DET
futech-629	234	15	regression	regression	NOUN
futech-629	234	16	line	line	NOUN
futech-629	234	17	between	between	ADP
futech-629	234	18	the	the	DET
futech-629	234	19	two	two	NUM
futech-629	234	20	variables	variable	NOUN
futech-629	234	21	.	.	PUNCT
futech-629	235	1	the	the	DET
futech-629	235	2	dashed	dash	VERB
futech-629	235	3	diagonal	diagonal	ADJ
futech-629	235	4	line	line	NOUN
futech-629	235	5	shows	show	VERB
futech-629	235	6	the	the	DET
futech-629	235	7	optimal	optimal	ADJ
futech-629	235	8	fit	fit	ADJ
futech-629	235	9	line	line	NOUN
futech-629	235	10	(	(	PUNCT
futech-629	235	11	y	y	NOUN
futech-629	235	12	=	=	PROPN
futech-629	235	13	t	t	PROPN
futech-629	235	14	)	)	PUNCT
futech-629	235	15	.	.	PUNCT
futech-629	236	1	most	most	ADJ
futech-629	236	2	of	of	ADP
futech-629	236	3	the	the	DET
futech-629	236	4	points	point	NOUN
futech-629	236	5	lie	lie	VERB
futech-629	236	6	around	around	ADP
futech-629	236	7	the	the	DET
futech-629	236	8	perfect	perfect	ADJ
futech-629	236	9	line	line	NOUN
futech-629	236	10	,	,	PUNCT
futech-629	236	11	and	and	CCONJ
futech-629	236	12	the	the	DET
futech-629	236	13	regression	regression	NOUN
futech-629	236	14	line	line	NOUN
futech-629	236	15	overlaps	overlap	VERB
futech-629	236	16	this	this	DET
futech-629	236	17	line	line	NOUN
futech-629	236	18	clearly	clearly	ADV
futech-629	236	19	.	.	PUNCT
futech-629	237	1	this	this	PRON
futech-629	237	2	illustrates	illustrate	VERB
futech-629	237	3	that	that	SCONJ
futech-629	237	4	the	the	DET
futech-629	237	5	predicted	predict	VERB
futech-629	237	6	values	value	NOUN
futech-629	237	7	fit	fit	VERB
futech-629	237	8	very	very	ADV
futech-629	237	9	well	well	ADV
futech-629	237	10	with	with	ADP
futech-629	237	11	the	the	DET
futech-629	237	12	actual	actual	ADJ
futech-629	237	13	values	value	NOUN
futech-629	237	14	for	for	ADP
futech-629	237	15	our	our	PRON
futech-629	237	16	proposed	propose	VERB
futech-629	237	17	model	model	NOUN
futech-629	237	18	.	.	PUNCT
futech-629	238	1	real	real	ADJ
futech-629	238	2	vs	vs	ADP
futech-629	238	3	model	model	NOUN
futech-629	238	4	output	output	NOUN
futech-629	238	5	form	form	VERB
futech-629	238	6	a	a	DET
futech-629	238	7	linear	linear	ADJ
futech-629	238	8	relationship	relationship	NOUN
futech-629	238	9	with	with	ADP
futech-629	238	10	r	r	NOUN
futech-629	238	11	=	=	SYM
futech-629	238	12	0.99852	0.99852	NUM
futech-629	238	13	,	,	PUNCT
futech-629	238	14	confirming	confirm	VERB
futech-629	238	15	strong	strong	ADJ
futech-629	238	16	linearity	linearity	NOUN
futech-629	238	17	.	.	PUNCT
futech-629	239	1	this	this	DET
futech-629	239	2	value	value	NOUN
futech-629	239	3	,	,	PUNCT
futech-629	239	4	which	which	PRON
futech-629	239	5	is	be	AUX
futech-629	239	6	close	close	ADJ
futech-629	239	7	to	to	ADP
futech-629	239	8	one	one	NUM
futech-629	239	9	,	,	PUNCT
futech-629	239	10	indicates	indicate	VERB
futech-629	239	11	that	that	SCONJ
futech-629	239	12	the	the	DET
futech-629	239	13	learning	learning	NOUN
futech-629	239	14	model	model	NOUN
futech-629	239	15	did	do	VERB
futech-629	239	16	well	well	ADV
futech-629	239	17	in	in	ADP
futech-629	239	18	producing	produce	VERB
futech-629	239	19	a	a	DET
futech-629	239	20	linear	linear	ADJ
futech-629	239	21	function	function	NOUN
futech-629	239	22	that	that	PRON
futech-629	239	23	accurately	accurately	ADV
futech-629	239	24	relates	relate	VERB
futech-629	239	25	the	the	DET
futech-629	239	26	inputs	input	NOUN
futech-629	239	27	to	to	ADP
futech-629	239	28	the	the	DET
futech-629	239	29	target	target	NOUN
futech-629	239	30	output	output	NOUN
futech-629	239	31	.	.	PUNCT
futech-629	240	1	thus	thus	ADV
futech-629	240	2	,	,	PUNCT
futech-629	240	3	the	the	DET
futech-629	240	4	curves	curve	NOUN
futech-629	240	5	in	in	ADP
futech-629	240	6	figure	figure	NOUN
futech-629	240	7	6	6	NUM
futech-629	240	8	prove	prove	VERB
futech-629	240	9	that	that	SCONJ
futech-629	240	10	the	the	DET
futech-629	240	11	prediction	prediction	NOUN
futech-629	240	12	of	of	ADP
futech-629	240	13	pv	pv	NOUN
futech-629	240	14	production	production	NOUN
futech-629	240	15	using	use	VERB
futech-629	240	16	the	the	DET
futech-629	240	17	proposed	propose	VERB
futech-629	240	18	method	method	NOUN
futech-629	240	19	behaves	behave	VERB
futech-629	240	20	very	very	ADV
futech-629	240	21	closely	closely	ADV
futech-629	240	22	to	to	ADP
futech-629	240	23	the	the	DET
futech-629	240	24	actual	actual	ADJ
futech-629	240	25	curve	curve	NOUN
futech-629	240	26	,	,	PUNCT
futech-629	240	27	and	and	CCONJ
futech-629	240	28	it	it	PRON
futech-629	240	29	can	can	AUX
futech-629	240	30	confidently	confidently	ADV
futech-629	240	31	be	be	AUX
futech-629	240	32	used	use	VERB
futech-629	240	33	in	in	ADP
futech-629	240	34	renewable	renewable	ADJ
futech-629	240	35	energy	energy	NOUN
futech-629	240	36	-	-	PUNCT
futech-629	240	37	based	base	VERB
futech-629	240	38	energy	energy	NOUN
futech-629	240	39	management	management	NOUN
futech-629	240	40	systems	system	NOUN
futech-629	240	41	.	.	PUNCT
futech-629	241	1	figure	figure	NOUN
futech-629	241	2	6	6	NUM
futech-629	241	3	.	.	PUNCT
futech-629	242	1	regression	regression	NOUN
futech-629	242	2	plot	plot	NOUN
futech-629	242	3	comparing	compare	VERB
futech-629	242	4	the	the	DET
futech-629	242	5	actual	actual	ADJ
futech-629	242	6	and	and	CCONJ
futech-629	242	7	forecasted	forecast	VERB
futech-629	242	8	pv	pv	NOUN
futech-629	242	9	power	power	NOUN
futech-629	242	10	values	value	NOUN
futech-629	242	11	4.4	4.4	NUM
futech-629	242	12	performance	performance	NOUN
futech-629	242	13	evaluation	evaluation	NOUN
futech-629	242	14	in	in	ADP
futech-629	242	15	wind	wind	NOUN
futech-629	242	16	turbine	turbine	NOUN
futech-629	242	17	(	(	PUNCT
futech-629	242	18	wt	wt	NOUN
futech-629	242	19	)	)	PUNCT
futech-629	242	20	power	power	NOUN
futech-629	242	21	prediction	prediction	NOUN
futech-629	242	22	the	the	DET
futech-629	242	23	results	result	NOUN
futech-629	242	24	of	of	ADP
futech-629	242	25	wind	wind	NOUN
futech-629	242	26	turbine	turbine	NOUN
futech-629	242	27	(	(	PUNCT
futech-629	242	28	wt	wt	NOUN
futech-629	242	29	)	)	PUNCT
futech-629	242	30	output	output	NOUN
futech-629	242	31	power	power	NOUN
futech-629	242	32	forecasting	forecasting	NOUN
futech-629	242	33	using	use	VERB
futech-629	242	34	the	the	DET
futech-629	242	35	model	model	NOUN
futech-629	242	36	described	describe	VERB
futech-629	242	37	are	be	AUX
futech-629	242	38	shown	show	VERB
futech-629	242	39	in	in	ADP
futech-629	242	40	figure	figure	NOUN
futech-629	242	41	7	7	NUM
futech-629	242	42	.	.	PUNCT
futech-629	243	1	the	the	DET
futech-629	243	2	top	top	ADJ
futech-629	243	3	half	half	NOUN
futech-629	243	4	of	of	ADP
futech-629	243	5	the	the	DET
futech-629	243	6	plot	plot	NOUN
futech-629	243	7	shows	show	VERB
futech-629	243	8	the	the	DET
futech-629	243	9	expected	expect	VERB
futech-629	243	10	values	value	NOUN
futech-629	243	11	(	(	PUNCT
futech-629	243	12	dashed	dash	VERB
futech-629	243	13	red	red	ADJ
futech-629	243	14	line	line	NOUN
futech-629	243	15	)	)	PUNCT
futech-629	243	16	and	and	CCONJ
futech-629	243	17	the	the	DET
futech-629	243	18	actual	actual	ADJ
futech-629	243	19	power	power	NOUN
futech-629	243	20	(	(	PUNCT
futech-629	243	21	solid	solid	ADJ
futech-629	243	22	blue	blue	ADJ
futech-629	243	23	line	line	NOUN
futech-629	243	24	)	)	PUNCT
futech-629	243	25	.	.	PUNCT
futech-629	244	1	as	as	SCONJ
futech-629	244	2	shown	show	VERB
futech-629	244	3	,	,	PUNCT
futech-629	244	4	the	the	DET
futech-629	244	5	proposed	propose	VERB
futech-629	244	6	model	model	NOUN
futech-629	244	7	captures	capture	VERB
futech-629	244	8	the	the	DET
futech-629	244	9	complex	complex	ADJ
futech-629	244	10	temporal	temporal	ADJ
futech-629	244	11	-	-	PUNCT
futech-629	244	12	spatial	spatial	ADJ
futech-629	244	13	structures	structure	NOUN
futech-629	244	14	and	and	CCONJ
futech-629	244	15	seasonal	seasonal	ADJ
futech-629	244	16	variations	variation	NOUN
futech-629	244	17	in	in	ADP
futech-629	244	18	wind	wind	NOUN
futech-629	244	19	power	power	NOUN
futech-629	244	20	generation	generation	NOUN
futech-629	244	21	across	across	ADP
futech-629	244	22	different	different	ADJ
futech-629	244	23	timescales	timescale	NOUN
futech-629	244	24	.	.	PUNCT
futech-629	245	1	the	the	DET
futech-629	245	2	model	model	NOUN
futech-629	245	3	's	's	PART
futech-629	245	4	hallmark	hallmark	NOUN
futech-629	245	5	is	be	AUX
futech-629	245	6	its	its	PRON
futech-629	245	7	ability	ability	NOUN
futech-629	245	8	to	to	PART
futech-629	245	9	detect	detect	VERB
futech-629	245	10	rapid	rapid	ADJ
futech-629	245	11	,	,	PUNCT
futech-629	245	12	nonlinear	nonlinear	ADJ
futech-629	245	13	variations	variation	NOUN
futech-629	245	14	in	in	ADP
futech-629	245	15	delivered	deliver	VERB
futech-629	245	16	power	power	NOUN
futech-629	245	17	.	.	PUNCT
futech-629	246	1	energy	energy	NOUN
futech-629	246	2	systems	system	NOUN
futech-629	246	3	based	base	VERB
futech-629	246	4	on	on	ADP
futech-629	246	5	wind	wind	NOUN
futech-629	246	6	,	,	PUNCT
futech-629	246	7	which	which	PRON
futech-629	246	8	can	can	AUX
futech-629	246	9	be	be	AUX
futech-629	246	10	quite	quite	ADV
futech-629	246	11	variable	variable	ADJ
futech-629	246	12	,	,	PUNCT
futech-629	246	13	depend	depend	VERB
futech-629	246	14	heavily	heavily	ADV
futech-629	246	15	on	on	ADP
futech-629	246	16	this	this	PRON
futech-629	246	17	.	.	PUNCT
futech-629	247	1	the	the	DET
futech-629	247	2	bottom	bottom	ADJ
futech-629	247	3	half	half	NOUN
futech-629	247	4	of	of	ADP
futech-629	247	5	the	the	DET
futech-629	247	6	figure	figure	NOUN
futech-629	247	7	shows	show	VERB
futech-629	247	8	the	the	DET
futech-629	247	9	normalized	normalize	VERB
futech-629	247	10	prediction	prediction	NOUN
futech-629	247	11	error	error	NOUN
futech-629	247	12	over	over	ADP
futech-629	247	13	time	time	NOUN
futech-629	247	14	.	.	PUNCT
futech-629	248	1	global	global	ADJ
futech-629	248	2	error	error	NOUN
futech-629	248	3	distribution	distribution	NOUN
futech-629	248	4	is	be	AUX
futech-629	248	5	narrow	narrow	ADJ
futech-629	248	6	.	.	PUNCT
futech-629	249	1	most	most	ADJ
futech-629	249	2	of	of	ADP
futech-629	249	3	the	the	DET
futech-629	249	4	data	data	NOUN
futech-629	249	5	is	be	AUX
futech-629	249	6	between	between	ADP
futech-629	249	7	±0.2	±0.2	PROPN
futech-629	249	8	.	.	PUNCT
futech-629	250	1	this	this	PRON
futech-629	250	2	shows	show	VERB
futech-629	250	3	the	the	DET
futech-629	250	4	model	model	NOUN
futech-629	250	5	's	's	PART
futech-629	250	6	consistency	consistency	NOUN
futech-629	250	7	and	and	CCONJ
futech-629	250	8	reliability	reliability	NOUN
futech-629	250	9	during	during	ADP
futech-629	250	10	evaluation	evaluation	NOUN
futech-629	250	11	.	.	PUNCT
futech-629	251	1	the	the	DET
futech-629	251	2	lack	lack	NOUN
futech-629	251	3	of	of	ADP
futech-629	251	4	clear	clear	ADJ
futech-629	251	5	systematic	systematic	ADJ
futech-629	251	6	errors	error	NOUN
futech-629	251	7	indicates	indicate	VERB
futech-629	251	8	proper	proper	ADJ
futech-629	251	9	generalization	generalization	NOUN
futech-629	251	10	and	and	CCONJ
futech-629	251	11	no	no	DET
futech-629	251	12	overfitting	overfitting	NOUN
futech-629	251	13	on	on	ADP
futech-629	251	14	the	the	DET
futech-629	251	15	training	training	NOUN
futech-629	251	16	dataset	dataset	NOUN
futech-629	251	17	.	.	PUNCT
futech-629	252	1	figure	figure	NOUN
futech-629	252	2	7	7	NUM
futech-629	252	3	.	.	PUNCT
futech-629	253	1	evaluation	evaluation	NOUN
futech-629	253	2	of	of	ADP
futech-629	253	3	the	the	DET
futech-629	253	4	wts	wts	PROPN
futech-629	253	5	'	'	PART
futech-629	253	6	power	power	NOUN
futech-629	253	7	prediction	prediction	NOUN
futech-629	253	8	using	use	VERB
futech-629	253	9	the	the	DET
futech-629	253	10	proposed	propose	VERB
futech-629	253	11	model	model	NOUN
futech-629	253	12	aq	aq	PROPN
futech-629	253	13	.	.	PROPN
futech-629	253	14	almousawi	almousawi	PROPN
futech-629	254	1	et	et	PROPN
futech-629	254	2	al	al	PROPN
futech-629	254	3	.	.	PROPN
futech-629	254	4	/future	/future	PUNCT
futech-629	254	5	technology	technology	PROPN
futech-629	254	6	february	february	PROPN
futech-629	254	7	2026|	2026|	NUM
futech-629	254	8	volume	volume	NOUN
futech-629	254	9	05	05	NUM
futech-629	255	1	|	|	ADV
futech-629	255	2	issue	issue	NOUN
futech-629	255	3	01	01	NUM
futech-629	256	1	|	|	ADV
futech-629	256	2	pages	page	NOUN
futech-629	256	3	303	303	NUM
futech-629	256	4	-	-	SYM
futech-629	256	5	313	313	NUM
futech-629	256	6	310	310	NUM
futech-629	256	7	expected	expect	VERB
futech-629	256	8	and	and	CCONJ
futech-629	256	9	real	real	ADJ
futech-629	256	10	wind	wind	NOUN
futech-629	256	11	turbine	turbine	NOUN
futech-629	256	12	output	output	NOUN
futech-629	256	13	power	power	NOUN
futech-629	256	14	values	value	NOUN
futech-629	256	15	are	be	AUX
futech-629	256	16	presented	present	VERB
futech-629	256	17	in	in	ADP
futech-629	256	18	figure	figure	NOUN
futech-629	256	19	8	8	NUM
futech-629	256	20	.	.	PUNCT
futech-629	257	1	the	the	DET
futech-629	257	2	data	data	NOUN
futech-629	257	3	points	point	NOUN
futech-629	257	4	(	(	PUNCT
futech-629	257	5	black	black	ADJ
futech-629	257	6	circles	circle	NOUN
futech-629	257	7	)	)	PUNCT
futech-629	257	8	are	be	AUX
futech-629	257	9	close	close	ADJ
futech-629	257	10	to	to	ADP
futech-629	257	11	the	the	DET
futech-629	257	12	y	y	PROPN
futech-629	257	13	=	=	SYM
futech-629	257	14	t	t	PROPN
futech-629	257	15	line	line	NOUN
futech-629	257	16	,	,	PUNCT
futech-629	257	17	showing	show	VERB
futech-629	257	18	that	that	SCONJ
futech-629	257	19	the	the	DET
futech-629	257	20	model	model	NOUN
futech-629	257	21	output	output	NOUN
futech-629	257	22	represents	represent	VERB
futech-629	257	23	well	well	ADV
futech-629	257	24	real	real	ADJ
futech-629	257	25	values	value	NOUN
futech-629	257	26	.	.	PUNCT
futech-629	258	1	the	the	DET
futech-629	258	2	slope	slope	NOUN
futech-629	258	3	of	of	ADP
futech-629	258	4	the	the	DET
futech-629	258	5	regression	regression	NOUN
futech-629	258	6	line	line	NOUN
futech-629	258	7	(	(	PUNCT
futech-629	258	8	blue	blue	ADJ
futech-629	258	9	)	)	PUNCT
futech-629	258	10	is	be	AUX
futech-629	258	11	near	near	ADP
futech-629	258	12	one	one	NUM
futech-629	258	13	,	,	PUNCT
futech-629	258	14	and	and	CCONJ
futech-629	258	15	the	the	DET
futech-629	258	16	intercept	intercept	NOUN
futech-629	258	17	is	be	AUX
futech-629	258	18	small	small	ADJ
futech-629	258	19	(	(	PUNCT
futech-629	258	20	around	around	ADP
futech-629	258	21	-0.21	-0.21	NUM
futech-629	258	22	)	)	PUNCT
futech-629	258	23	.	.	PUNCT
futech-629	259	1	we	we	PRON
futech-629	259	2	can	can	AUX
futech-629	259	3	tell	tell	VERB
futech-629	259	4	that	that	SCONJ
futech-629	259	5	the	the	DET
futech-629	259	6	recommended	recommend	VERB
futech-629	259	7	model	model	NOUN
futech-629	259	8	performs	perform	VERB
futech-629	259	9	uniformly	uniformly	ADV
futech-629	259	10	through	through	ADP
futech-629	259	11	the	the	DET
futech-629	259	12	spectrum	spectrum	NOUN
futech-629	259	13	of	of	ADP
futech-629	259	14	target	target	NOUN
futech-629	259	15	values	value	NOUN
futech-629	259	16	due	due	ADP
futech-629	259	17	to	to	ADP
futech-629	259	18	the	the	DET
futech-629	259	19	high	high	ADJ
futech-629	259	20	density	density	NOUN
futech-629	259	21	of	of	ADP
futech-629	259	22	points	point	NOUN
futech-629	259	23	around	around	ADP
futech-629	259	24	the	the	DET
futech-629	259	25	ideal	ideal	ADJ
futech-629	259	26	line	line	NOUN
futech-629	259	27	and	and	CCONJ
futech-629	259	28	the	the	DET
futech-629	259	29	lack	lack	NOUN
futech-629	259	30	of	of	ADP
futech-629	259	31	significant	significant	ADJ
futech-629	259	32	point	point	NOUN
futech-629	259	33	scattering	scatter	VERB
futech-629	259	34	on	on	ADP
futech-629	259	35	high	high	ADJ
futech-629	259	36	and	and	CCONJ
futech-629	259	37	low	low	ADJ
futech-629	259	38	value	value	NOUN
futech-629	259	39	ranges	range	NOUN
futech-629	259	40	.	.	PUNCT
futech-629	260	1	this	this	PRON
futech-629	260	2	is	be	AUX
futech-629	260	3	particularly	particularly	ADV
futech-629	260	4	useful	useful	ADJ
futech-629	260	5	in	in	ADP
futech-629	260	6	applications	application	NOUN
futech-629	260	7	such	such	ADJ
futech-629	260	8	as	as	ADP
futech-629	260	9	wind	wind	NOUN
futech-629	260	10	power	power	NOUN
futech-629	260	11	planning	planning	NOUN
futech-629	260	12	,	,	PUNCT
futech-629	260	13	where	where	SCONJ
futech-629	260	14	it	it	PRON
futech-629	260	15	is	be	AUX
futech-629	260	16	important	important	ADJ
futech-629	260	17	to	to	PART
futech-629	260	18	have	have	VERB
futech-629	260	19	an	an	DET
futech-629	260	20	accurate	accurate	ADJ
futech-629	260	21	estimate	estimate	NOUN
futech-629	260	22	of	of	ADP
futech-629	260	23	performance	performance	NOUN
futech-629	260	24	across	across	ADP
futech-629	260	25	the	the	DET
futech-629	260	26	full	full	ADJ
futech-629	260	27	range	range	NOUN
futech-629	260	28	of	of	ADP
futech-629	260	29	operation	operation	NOUN
futech-629	260	30	.	.	PUNCT
futech-629	261	1	the	the	DET
futech-629	261	2	fact	fact	NOUN
futech-629	261	3	that	that	SCONJ
futech-629	261	4	the	the	DET
futech-629	261	5	model	model	NOUN
futech-629	261	6	accurately	accurately	ADV
futech-629	261	7	reproduces	reproduce	VERB
futech-629	261	8	wind	wind	NOUN
futech-629	261	9	production	production	NOUN
futech-629	261	10	on	on	ADP
futech-629	261	11	this	this	DET
futech-629	261	12	dimension	dimension	NOUN
futech-629	261	13	,	,	PUNCT
futech-629	261	14	as	as	SCONJ
futech-629	261	15	shown	show	VERB
futech-629	261	16	by	by	ADP
futech-629	261	17	the	the	DET
futech-629	261	18	close	close	ADJ
futech-629	261	19	match	match	NOUN
futech-629	261	20	between	between	ADP
futech-629	261	21	actual	actual	ADJ
futech-629	261	22	values	value	NOUN
futech-629	261	23	and	and	CCONJ
futech-629	261	24	projections	projection	NOUN
futech-629	261	25	,	,	PUNCT
futech-629	261	26	indicates	indicate	VERB
futech-629	261	27	its	its	PRON
futech-629	261	28	structural	structural	ADJ
futech-629	261	29	accuracy	accuracy	NOUN
futech-629	261	30	and	and	CCONJ
futech-629	261	31	its	its	PRON
futech-629	261	32	ability	ability	NOUN
futech-629	261	33	to	to	PART
futech-629	261	34	effectively	effectively	ADV
futech-629	261	35	portray	portray	VERB
futech-629	261	36	variability	variability	NOUN
futech-629	261	37	among	among	ADP
futech-629	261	38	wind	wind	NOUN
futech-629	261	39	production	production	NOUN
futech-629	261	40	.	.	PUNCT
futech-629	262	1	figure	figure	NOUN
futech-629	262	2	8	8	NUM
futech-629	262	3	.	.	PUNCT
futech-629	263	1	regression	regression	VERB
futech-629	263	2	analysis	analysis	NOUN
futech-629	263	3	of	of	ADP
futech-629	263	4	the	the	DET
futech-629	263	5	wt	wt	PROPN
futech-629	263	6	output	output	NOUN
futech-629	263	7	power	power	NOUN
futech-629	263	8	4.5	4.5	NUM
futech-629	263	9	performance	performance	NOUN
futech-629	263	10	evaluation	evaluation	NOUN
futech-629	263	11	in	in	ADP
futech-629	263	12	load	load	NOUN
futech-629	263	13	power	power	NOUN
futech-629	263	14	prediction	prediction	NOUN
futech-629	263	15	the	the	DET
futech-629	263	16	performance	performance	NOUN
futech-629	263	17	of	of	ADP
futech-629	263	18	the	the	DET
futech-629	263	19	proposed	propose	VERB
futech-629	263	20	method	method	NOUN
futech-629	263	21	for	for	ADP
futech-629	263	22	load	load	NOUN
futech-629	263	23	demand	demand	NOUN
futech-629	263	24	forecasting	forecasting	NOUN
futech-629	263	25	is	be	AUX
futech-629	263	26	shown	show	VERB
futech-629	263	27	in	in	ADP
futech-629	263	28	figure	figure	NOUN
futech-629	263	29	9	9	NUM
futech-629	263	30	.	.	PUNCT
futech-629	264	1	the	the	DET
futech-629	264	2	dashed	dash	VERB
futech-629	264	3	red	red	ADJ
futech-629	264	4	line	line	NOUN
futech-629	264	5	corresponds	correspond	VERB
futech-629	264	6	to	to	ADP
futech-629	264	7	estimated	estimate	VERB
futech-629	264	8	quantities	quantity	NOUN
futech-629	264	9	,	,	PUNCT
futech-629	264	10	whereas	whereas	SCONJ
futech-629	264	11	the	the	DET
futech-629	264	12	solid	solid	ADJ
futech-629	264	13	blue	blue	ADJ
futech-629	264	14	line	line	NOUN
futech-629	264	15	displays	display	VERB
futech-629	264	16	real	real	ADJ
futech-629	264	17	data	datum	NOUN
futech-629	264	18	;	;	PUNCT
futech-629	264	19	their	their	PRON
futech-629	264	20	correlation	correlation	NOUN
futech-629	264	21	is	be	AUX
futech-629	264	22	obviously	obviously	ADV
futech-629	264	23	significant	significant	ADJ
futech-629	264	24	,	,	PUNCT
futech-629	264	25	as	as	SCONJ
futech-629	264	26	shown	show	VERB
futech-629	264	27	by	by	ADP
futech-629	264	28	the	the	DET
futech-629	264	29	curves	curve	NOUN
futech-629	264	30	shown	show	VERB
futech-629	264	31	earlier	early	ADV
futech-629	264	32	.	.	PUNCT
futech-629	265	1	it	it	PRON
futech-629	265	2	has	have	AUX
futech-629	265	3	enabled	enable	VERB
futech-629	265	4	us	we	PRON
futech-629	265	5	to	to	PART
futech-629	265	6	observe	observe	VERB
futech-629	265	7	temporal	temporal	ADJ
futech-629	265	8	variations	variation	NOUN
futech-629	265	9	in	in	ADP
futech-629	265	10	electricity	electricity	NOUN
futech-629	265	11	demand	demand	NOUN
futech-629	265	12	,	,	PUNCT
futech-629	265	13	especially	especially	ADV
futech-629	265	14	at	at	ADP
futech-629	265	15	load	load	NOUN
futech-629	265	16	troughs	trough	NOUN
futech-629	265	17	and	and	CCONJ
futech-629	265	18	peaks	peak	NOUN
futech-629	265	19	.	.	PUNCT
futech-629	266	1	reflecting	reflect	VERB
futech-629	266	2	this	this	PRON
futech-629	266	3	,	,	PUNCT
futech-629	266	4	the	the	DET
futech-629	266	5	model	model	NOUN
futech-629	266	6	can	can	AUX
futech-629	266	7	capture	capture	VERB
futech-629	266	8	short	short	ADJ
futech-629	266	9	-	-	PUNCT
futech-629	266	10	term	term	NOUN
futech-629	266	11	fluctuations	fluctuation	NOUN
futech-629	266	12	and	and	CCONJ
futech-629	266	13	cyclical	cyclical	ADJ
futech-629	266	14	consumption	consumption	NOUN
futech-629	266	15	patterns	pattern	NOUN
futech-629	266	16	,	,	PUNCT
futech-629	266	17	indicating	indicate	VERB
futech-629	266	18	that	that	SCONJ
futech-629	266	19	it	it	PRON
futech-629	266	20	has	have	VERB
futech-629	266	21	great	great	ADJ
futech-629	266	22	potential	potential	NOUN
futech-629	266	23	to	to	PART
futech-629	266	24	identify	identify	VERB
futech-629	266	25	time	time	NOUN
futech-629	266	26	-	-	PUNCT
futech-629	266	27	related	relate	VERB
futech-629	266	28	and	and	CCONJ
futech-629	266	29	nonlinear	nonlinear	ADJ
futech-629	266	30	characteristics	characteristic	NOUN
futech-629	266	31	of	of	ADP
futech-629	266	32	load	load	NOUN
futech-629	266	33	signals	signal	NOUN
futech-629	266	34	.	.	PUNCT
futech-629	267	1	the	the	DET
futech-629	267	2	normalized	normalize	VERB
futech-629	267	3	error	error	NOUN
futech-629	267	4	between	between	ADP
futech-629	267	5	the	the	DET
futech-629	267	6	predicted	predict	VERB
futech-629	267	7	and	and	CCONJ
futech-629	267	8	actual	actual	ADJ
futech-629	267	9	quantities	quantity	NOUN
futech-629	267	10	is	be	AUX
futech-629	267	11	displayed	display	VERB
futech-629	267	12	in	in	ADP
futech-629	267	13	the	the	DET
futech-629	267	14	lower	low	ADJ
futech-629	267	15	portion	portion	NOUN
futech-629	267	16	of	of	ADP
futech-629	267	17	the	the	DET
futech-629	267	18	figure	figure	NOUN
futech-629	267	19	.	.	PUNCT
futech-629	268	1	there	there	PRON
futech-629	268	2	is	be	VERB
futech-629	268	3	no	no	DET
futech-629	268	4	evident	evident	ADJ
futech-629	268	5	pattern	pattern	NOUN
futech-629	268	6	of	of	ADP
futech-629	268	7	systematic	systematic	ADJ
futech-629	268	8	departure	departure	NOUN
futech-629	268	9	in	in	ADP
futech-629	268	10	the	the	DET
futech-629	268	11	error	error	NOUN
futech-629	268	12	distribution	distribution	NOUN
futech-629	268	13	,	,	PUNCT
futech-629	268	14	which	which	PRON
futech-629	268	15	is	be	AUX
futech-629	268	16	uniform	uniform	ADJ
futech-629	268	17	and	and	CCONJ
futech-629	268	18	roughly	roughly	ADV
futech-629	268	19	symmetric	symmetric	ADJ
futech-629	268	20	around	around	ADP
futech-629	268	21	the	the	DET
futech-629	268	22	zero	zero	NUM
futech-629	268	23	axis	axis	NOUN
futech-629	268	24	.	.	PUNCT
futech-629	269	1	this	this	PRON
futech-629	269	2	indicates	indicate	VERB
futech-629	269	3	there	there	PRON
futech-629	269	4	is	be	VERB
futech-629	269	5	no	no	DET
futech-629	269	6	systemic	systemic	ADJ
futech-629	269	7	bias	bias	NOUN
futech-629	269	8	in	in	ADP
futech-629	269	9	the	the	DET
futech-629	269	10	model	model	NOUN
futech-629	269	11	.	.	PUNCT
futech-629	270	1	figure	figure	VERB
futech-629	270	2	10	10	NUM
futech-629	270	3	examines	examine	VERB
futech-629	270	4	the	the	DET
futech-629	270	5	association	association	NOUN
futech-629	270	6	between	between	ADP
futech-629	270	7	the	the	DET
futech-629	270	8	actual	actual	ADJ
futech-629	270	9	and	and	CCONJ
futech-629	270	10	predicted	predict	VERB
futech-629	270	11	load	load	NOUN
futech-629	270	12	.	.	PUNCT
futech-629	271	1	with	with	ADP
futech-629	271	2	a	a	DET
futech-629	271	3	correlation	correlation	NOUN
futech-629	271	4	coefficient	coefficient	NOUN
futech-629	271	5	of	of	ADP
futech-629	271	6	r	r	NOUN
futech-629	271	7	=	=	SYM
futech-629	271	8	0.99634	0.99634	NUM
futech-629	271	9	,	,	PUNCT
futech-629	271	10	the	the	DET
futech-629	271	11	linear	linear	ADJ
futech-629	271	12	regression	regression	NOUN
futech-629	271	13	line	line	NOUN
futech-629	271	14	fits	fit	VERB
futech-629	271	15	the	the	DET
futech-629	271	16	data	datum	NOUN
futech-629	271	17	very	very	ADV
futech-629	271	18	well	well	ADV
futech-629	271	19	,	,	PUNCT
futech-629	271	20	demonstrating	demonstrate	VERB
futech-629	271	21	a	a	DET
futech-629	271	22	high	high	ADJ
futech-629	271	23	degree	degree	NOUN
futech-629	271	24	of	of	ADP
futech-629	271	25	agreement	agreement	NOUN
futech-629	271	26	between	between	ADP
futech-629	271	27	the	the	DET
futech-629	271	28	predicted	predict	VERB
futech-629	271	29	and	and	CCONJ
futech-629	271	30	actual	actual	ADJ
futech-629	271	31	values	value	NOUN
futech-629	271	32	.	.	PUNCT
futech-629	272	1	the	the	DET
futech-629	272	2	large	large	ADJ
futech-629	272	3	r	r	NOUN
futech-629	272	4	-	-	PUNCT
futech-629	272	5	value	value	NOUN
futech-629	272	6	indicates	indicate	VERB
futech-629	272	7	the	the	DET
futech-629	272	8	model	model	NOUN
futech-629	272	9	's	's	PART
futech-629	272	10	ability	ability	NOUN
futech-629	272	11	to	to	PART
futech-629	272	12	faithfully	faithfully	ADV
futech-629	272	13	capture	capture	VERB
futech-629	272	14	complex	complex	ADJ
futech-629	272	15	consumption	consumption	NOUN
futech-629	272	16	behavior	behavior	NOUN
futech-629	272	17	.	.	PUNCT
futech-629	273	1	in	in	ADP
futech-629	273	2	general	general	ADJ
futech-629	273	3	,	,	PUNCT
futech-629	273	4	the	the	DET
futech-629	273	5	regression	regression	NOUN
futech-629	273	6	line	line	NOUN
futech-629	273	7	indicates	indicate	VERB
futech-629	273	8	that	that	SCONJ
futech-629	273	9	the	the	DET
futech-629	273	10	proposed	propose	VERB
futech-629	273	11	model	model	NOUN
futech-629	273	12	has	have	VERB
futech-629	273	13	strong	strong	ADJ
futech-629	273	14	reliability	reliability	NOUN
futech-629	273	15	for	for	ADP
futech-629	273	16	practical	practical	ADJ
futech-629	273	17	load	load	NOUN
futech-629	273	18	demand	demand	NOUN
futech-629	273	19	control	control	NOUN
futech-629	273	20	and	and	CCONJ
futech-629	273	21	performs	perform	VERB
futech-629	273	22	well	well	ADV
futech-629	273	23	across	across	ADP
futech-629	273	24	a	a	DET
futech-629	273	25	wide	wide	ADJ
futech-629	273	26	range	range	NOUN
futech-629	273	27	of	of	ADP
futech-629	273	28	load	load	NOUN
futech-629	273	29	demand	demand	NOUN
futech-629	273	30	from	from	ADP
futech-629	273	31	real	real	ADJ
futech-629	273	32	data	datum	NOUN
futech-629	273	33	,	,	PUNCT
futech-629	273	34	with	with	ADP
futech-629	273	35	strong	strong	ADJ
futech-629	273	36	statistical	statistical	ADJ
futech-629	273	37	coherence	coherence	NOUN
futech-629	273	38	with	with	ADP
futech-629	273	39	the	the	DET
futech-629	273	40	real	real	ADJ
futech-629	273	41	data	datum	NOUN
futech-629	273	42	.	.	PUNCT
futech-629	274	1	figure	figure	NOUN
futech-629	274	2	9	9	NUM
futech-629	274	3	.	.	PUNCT
futech-629	275	1	performance	performance	NOUN
futech-629	275	2	of	of	ADP
futech-629	275	3	the	the	DET
futech-629	275	4	proposed	propose	VERB
futech-629	275	5	method	method	NOUN
futech-629	275	6	for	for	ADP
futech-629	275	7	load	load	NOUN
futech-629	275	8	prediction	prediction	NOUN
futech-629	275	9	figure	figure	NOUN
futech-629	275	10	10	10	NUM
futech-629	275	11	.	.	PUNCT
futech-629	276	1	regression	regression	VERB
futech-629	276	2	analysis	analysis	NOUN
futech-629	276	3	of	of	ADP
futech-629	276	4	the	the	DET
futech-629	276	5	actual	actual	ADJ
futech-629	276	6	and	and	CCONJ
futech-629	276	7	predicted	predict	VERB
futech-629	276	8	load	load	NOUN
futech-629	276	9	4.6	4.6	NUM
futech-629	276	10	performance	performance	NOUN
futech-629	276	11	evaluation	evaluation	NOUN
futech-629	276	12	in	in	ADP
futech-629	276	13	day	day	NOUN
futech-629	276	14	-	-	PUNCT
futech-629	276	15	ahead	ahead	NOUN
futech-629	276	16	price	price	NOUN
futech-629	276	17	(	(	PUNCT
futech-629	276	18	dap	dap	NOUN
futech-629	276	19	)	)	PUNCT
futech-629	276	20	forecasting	forecasting	NOUN
futech-629	276	21	figure	figure	NOUN
futech-629	276	22	11	11	NUM
futech-629	276	23	shows	show	VERB
futech-629	276	24	that	that	SCONJ
futech-629	276	25	the	the	DET
futech-629	276	26	proposed	propose	VERB
futech-629	276	27	method	method	NOUN
futech-629	276	28	is	be	AUX
futech-629	276	29	highly	highly	ADV
futech-629	276	30	effective	effective	ADJ
futech-629	276	31	at	at	ADP
futech-629	276	32	forecasting	forecast	VERB
futech-629	276	33	the	the	DET
futech-629	276	34	day	day	NOUN
futech-629	276	35	-	-	PUNCT
futech-629	276	36	ahead	ahead	NOUN
futech-629	276	37	price	price	NOUN
futech-629	276	38	.	.	PUNCT
futech-629	277	1	by	by	ADP
futech-629	277	2	comparing	compare	VERB
futech-629	277	3	the	the	DET
futech-629	277	4	actual	actual	ADJ
futech-629	277	5	and	and	CCONJ
futech-629	277	6	predicted	predict	VERB
futech-629	277	7	price	price	NOUN
futech-629	277	8	curves	curve	NOUN
futech-629	277	9	,	,	PUNCT
futech-629	277	10	it	it	PRON
futech-629	277	11	is	be	AUX
futech-629	277	12	evident	evident	ADJ
futech-629	277	13	that	that	SCONJ
futech-629	277	14	the	the	DET
futech-629	277	15	system	system	NOUN
futech-629	277	16	has	have	AUX
futech-629	277	17	successfully	successfully	ADV
futech-629	277	18	reconstructed	reconstruct	VERB
futech-629	277	19	price	price	NOUN
futech-629	277	20	fluctuations	fluctuation	NOUN
futech-629	277	21	.	.	PUNCT
futech-629	278	1	this	this	PRON
futech-629	278	2	is	be	AUX
futech-629	278	3	especially	especially	ADV
futech-629	278	4	important	important	ADJ
futech-629	278	5	in	in	ADP
futech-629	278	6	competitive	competitive	ADJ
futech-629	278	7	energy	energy	NOUN
futech-629	278	8	markets	market	NOUN
futech-629	278	9	with	with	ADP
futech-629	278	10	significant	significant	ADJ
futech-629	278	11	price	price	NOUN
futech-629	278	12	sensitivity	sensitivity	NOUN
futech-629	278	13	,	,	PUNCT
futech-629	278	14	where	where	SCONJ
futech-629	278	15	even	even	ADV
futech-629	278	16	small	small	ADJ
futech-629	278	17	price	price	NOUN
futech-629	278	18	movements	movement	NOUN
futech-629	278	19	can	can	AUX
futech-629	278	20	have	have	VERB
futech-629	278	21	exaggerated	exaggerated	ADJ
futech-629	278	22	effects	effect	NOUN
futech-629	278	23	on	on	ADP
futech-629	278	24	buying	buy	VERB
futech-629	278	25	behavior	behavior	NOUN
futech-629	278	26	.	.	PUNCT
futech-629	279	1	a	a	DET
futech-629	279	2	second	second	ADJ
futech-629	279	3	important	important	ADJ
futech-629	279	4	characteristic	characteristic	NOUN
futech-629	279	5	that	that	PRON
futech-629	279	6	illustrates	illustrate	VERB
futech-629	279	7	the	the	DET
futech-629	279	8	model	model	NOUN
futech-629	279	9	's	's	PART
futech-629	279	10	potential	potential	NOUN
futech-629	279	11	to	to	PART
futech-629	279	12	learn	learn	VERB
futech-629	279	13	complex	complex	ADJ
futech-629	279	14	economic	economic	ADJ
futech-629	279	15	and	and	CCONJ
futech-629	279	16	temporal	temporal	ADJ
futech-629	279	17	features	feature	NOUN
futech-629	279	18	is	be	AUX
futech-629	279	19	its	its	PRON
futech-629	279	20	ability	ability	NOUN
futech-629	279	21	to	to	PART
futech-629	279	22	capture	capture	VERB
futech-629	279	23	both	both	DET
futech-629	279	24	nonlinear	nonlinear	ADJ
futech-629	279	25	dynamics	dynamic	NOUN
futech-629	279	26	and	and	CCONJ
futech-629	279	27	periodic	periodic	ADJ
futech-629	279	28	behavior	behavior	NOUN
futech-629	279	29	in	in	ADP
futech-629	279	30	price	price	NOUN
futech-629	279	31	time	time	NOUN
futech-629	279	32	series	series	NOUN
futech-629	279	33	.	.	PUNCT
futech-629	280	1	the	the	DET
futech-629	280	2	normalized	normalize	VERB
futech-629	280	3	error	error	NOUN
futech-629	280	4	(	(	PUNCT
futech-629	280	5	forecast	forecast	NOUN
futech-629	280	6	vs.	vs.	ADP
futech-629	280	7	actual	actual	ADJ
futech-629	280	8	price	price	NOUN
futech-629	280	9	)	)	PUNCT
futech-629	280	10	is	be	AUX
futech-629	280	11	shown	show	VERB
futech-629	280	12	in	in	ADP
futech-629	280	13	the	the	DET
futech-629	280	14	lower	low	ADJ
futech-629	280	15	part	part	NOUN
futech-629	280	16	of	of	ADP
futech-629	280	17	the	the	DET
futech-629	280	18	figure	figure	NOUN
futech-629	280	19	.	.	PUNCT
futech-629	281	1	the	the	DET
futech-629	281	2	low	low	ADJ
futech-629	281	3	amplitude	amplitude	NOUN
futech-629	281	4	and	and	CCONJ
futech-629	281	5	symmetric	symmetric	ADJ
futech-629	281	6	spread	spread	NOUN
futech-629	281	7	of	of	ADP
futech-629	281	8	errors	error	NOUN
futech-629	281	9	support	support	VERB
futech-629	281	10	the	the	DET
futech-629	281	11	idea	idea	NOUN
futech-629	281	12	that	that	SCONJ
futech-629	281	13	the	the	DET
futech-629	281	14	model	model	NOUN
futech-629	281	15	is	be	AUX
futech-629	281	16	stable	stable	ADJ
futech-629	281	17	and	and	CCONJ
futech-629	281	18	not	not	PART
futech-629	281	19	biased	bias	VERB
futech-629	281	20	toward	toward	ADP
futech-629	281	21	any	any	DET
futech-629	281	22	price	price	NOUN
futech-629	281	23	level	level	NOUN
futech-629	281	24	,	,	PUNCT
futech-629	281	25	while	while	SCONJ
futech-629	281	26	showing	show	VERB
futech-629	281	27	low	low	ADJ
futech-629	281	28	-	-	PUNCT
futech-629	281	29	amplitude	amplitude	NOUN
futech-629	281	30	errors	error	NOUN
futech-629	281	31	,	,	PUNCT
futech-629	281	32	especially	especially	ADV
futech-629	281	33	during	during	ADP
futech-629	281	34	price	price	NOUN
futech-629	281	35	-	-	PUNCT
futech-629	281	36	making	make	VERB
futech-629	281	37	price	price	NOUN
futech-629	281	38	fluctuations	fluctuation	NOUN
futech-629	281	39	.	.	PUNCT
futech-629	282	1	as	as	SCONJ
futech-629	282	2	seen	see	VERB
futech-629	282	3	in	in	ADP
futech-629	282	4	figure	figure	NOUN
futech-629	282	5	12	12	NUM
futech-629	282	6	,	,	PUNCT
futech-629	282	7	the	the	DET
futech-629	282	8	comparison	comparison	NOUN
futech-629	282	9	is	be	AUX
futech-629	282	10	the	the	DET
futech-629	282	11	day	day	NOUN
futech-629	282	12	-	-	PUNCT
futech-629	282	13	ahead	ahead	NOUN
futech-629	282	14	energy	energy	NOUN
futech-629	282	15	cost	cost	NOUN
futech-629	282	16	versus	versus	ADP
futech-629	282	17	system	system	NOUN
futech-629	282	18	production	production	NOUN
futech-629	282	19	.	.	PUNCT
futech-629	283	1	the	the	DET
futech-629	283	2	correlation	correlation	NOUN
futech-629	283	3	coefficient	coefficient	NOUN
futech-629	283	4	(	(	PUNCT
futech-629	283	5	r	r	NOUN
futech-629	283	6	=	=	SYM
futech-629	283	7	0.99863	0.99863	NUM
futech-629	283	8	)	)	PUNCT
futech-629	283	9	of	of	ADP
futech-629	283	10	the	the	DET
futech-629	283	11	regression	regression	NOUN
futech-629	283	12	line	line	NOUN
futech-629	283	13	we	we	PRON
futech-629	283	14	computed	compute	VERB
futech-629	283	15	is	be	AUX
futech-629	283	16	almost	almost	ADV
futech-629	283	17	perfect	perfect	ADJ
futech-629	283	18	,	,	PUNCT
futech-629	283	19	which	which	PRON
futech-629	283	20	,	,	PUNCT
futech-629	283	21	as	as	SCONJ
futech-629	283	22	seen	see	VERB
futech-629	283	23	below	below	ADV
futech-629	283	24	,	,	PUNCT
futech-629	283	25	shows	show	VERB
futech-629	283	26	that	that	SCONJ
futech-629	283	27	we	we	PRON
futech-629	283	28	can	can	AUX
futech-629	283	29	accurately	accurately	ADV
futech-629	283	30	replicate	replicate	VERB
futech-629	283	31	the	the	DET
futech-629	283	32	price	price	NOUN
futech-629	283	33	levels	level	NOUN
futech-629	283	34	aq	aq	VERB
futech-629	283	35	.	.	PROPN
futech-629	283	36	almousawi	almousawi	PROPN
futech-629	284	1	et	et	PROPN
futech-629	284	2	al	al	PROPN
futech-629	284	3	.	.	PROPN
futech-629	284	4	/future	/future	PUNCT
futech-629	284	5	technology	technology	PROPN
futech-629	284	6	february	february	PROPN
futech-629	284	7	2026|	2026|	NUM
futech-629	284	8	volume	volume	NOUN
futech-629	284	9	05	05	NUM
futech-629	285	1	|	|	ADV
futech-629	285	2	issue	issue	NOUN
futech-629	285	3	01	01	NUM
futech-629	286	1	|	|	ADV
futech-629	286	2	pages	page	NOUN
futech-629	286	3	303	303	NUM
futech-629	286	4	-	-	SYM
futech-629	286	5	313	313	NUM
futech-629	286	6	311	311	NUM
futech-629	286	7	we	we	PRON
futech-629	286	8	see	see	VERB
futech-629	286	9	in	in	ADP
futech-629	286	10	the	the	DET
futech-629	286	11	real	real	ADJ
futech-629	286	12	world	world	NOUN
futech-629	286	13	.	.	PUNCT
futech-629	287	1	in	in	ADP
futech-629	287	2	other	other	ADJ
futech-629	287	3	words	word	NOUN
futech-629	287	4	,	,	PUNCT
futech-629	287	5	the	the	DET
futech-629	287	6	model	model	NOUN
futech-629	287	7	predicts	predict	VERB
futech-629	287	8	absolute	absolute	ADJ
futech-629	287	9	numbers	number	NOUN
futech-629	287	10	and	and	CCONJ
futech-629	287	11	also	also	ADV
futech-629	287	12	the	the	DET
futech-629	287	13	overall	overall	ADJ
futech-629	287	14	tendency	tendency	NOUN
futech-629	287	15	.	.	PUNCT
futech-629	288	1	the	the	DET
futech-629	288	2	model	model	NOUN
futech-629	288	3	's	's	PART
futech-629	288	4	predictions	prediction	NOUN
futech-629	288	5	show	show	VERB
futech-629	288	6	no	no	DET
futech-629	288	7	apparent	apparent	ADJ
futech-629	288	8	systematic	systematic	ADJ
futech-629	288	9	bias	bias	NOUN
futech-629	288	10	,	,	PUNCT
futech-629	288	11	as	as	SCONJ
futech-629	288	12	evidenced	evidence	VERB
futech-629	288	13	by	by	ADP
futech-629	288	14	the	the	DET
futech-629	288	15	regression	regression	NOUN
futech-629	288	16	curve	curve	NOUN
futech-629	288	17	's	's	PART
futech-629	288	18	intercept	intercept	NOUN
futech-629	288	19	of	of	ADP
futech-629	288	20	around	around	ADP
futech-629	288	21	0.0037	0.0037	NUM
futech-629	288	22	,	,	PUNCT
futech-629	288	23	which	which	PRON
futech-629	288	24	is	be	AUX
futech-629	288	25	small	small	ADJ
futech-629	288	26	in	in	ADP
futech-629	288	27	the	the	DET
futech-629	288	28	context	context	NOUN
futech-629	288	29	of	of	ADP
futech-629	288	30	energy	energy	NOUN
futech-629	288	31	market	market	NOUN
futech-629	288	32	prices	price	NOUN
futech-629	288	33	.	.	PUNCT
futech-629	289	1	real	real	ADJ
futech-629	289	2	-	-	PUNCT
futech-629	289	3	time	time	NOUN
futech-629	289	4	and	and	CCONJ
futech-629	289	5	operational	operational	ADJ
futech-629	289	6	forecasting	forecasting	NOUN
futech-629	289	7	situations	situation	NOUN
futech-629	289	8	benefit	benefit	VERB
futech-629	289	9	significantly	significantly	ADV
futech-629	289	10	from	from	ADP
futech-629	289	11	this	this	DET
futech-629	289	12	level	level	NOUN
futech-629	289	13	of	of	ADP
futech-629	289	14	accuracy	accuracy	NOUN
futech-629	289	15	in	in	ADP
futech-629	289	16	estimating	estimate	VERB
futech-629	289	17	variable	variable	ADJ
futech-629	289	18	pricing	pricing	NOUN
futech-629	289	19	values	value	NOUN
futech-629	289	20	.	.	PUNCT
futech-629	290	1	in	in	ADP
futech-629	290	2	general	general	ADJ
futech-629	290	3	,	,	PUNCT
futech-629	290	4	the	the	DET
futech-629	290	5	analysis	analysis	NOUN
futech-629	290	6	of	of	ADP
futech-629	290	7	figure	figure	NOUN
futech-629	290	8	11	11	NUM
futech-629	290	9	and	and	CCONJ
futech-629	290	10	figure	figure	VERB
futech-629	290	11	12	12	NUM
futech-629	290	12	shows	show	VERB
futech-629	290	13	that	that	SCONJ
futech-629	290	14	the	the	DET
futech-629	290	15	suggested	suggest	VERB
futech-629	290	16	model	model	NOUN
futech-629	290	17	is	be	AUX
futech-629	290	18	a	a	DET
futech-629	290	19	viable	viable	ADJ
futech-629	290	20	tool	tool	NOUN
futech-629	290	21	for	for	ADP
futech-629	290	22	maximizing	maximize	VERB
futech-629	290	23	electricity	electricity	NOUN
futech-629	290	24	trading	trading	NOUN
futech-629	290	25	strategies	strategy	NOUN
futech-629	290	26	in	in	ADP
futech-629	290	27	day	day	NOUN
futech-629	290	28	-	-	PUNCT
futech-629	290	29	ahead	ahead	NOUN
futech-629	290	30	markets	market	NOUN
futech-629	290	31	since	since	SCONJ
futech-629	290	32	it	it	PRON
futech-629	290	33	produces	produce	VERB
futech-629	290	34	extremely	extremely	ADV
futech-629	290	35	accurate	accurate	ADJ
futech-629	290	36	predictions	prediction	NOUN
futech-629	290	37	,	,	PUNCT
futech-629	290	38	successfully	successfully	ADV
futech-629	290	39	adjusts	adjust	VERB
futech-629	290	40	to	to	ADP
futech-629	290	41	market	market	NOUN
futech-629	290	42	volatility	volatility	NOUN
futech-629	290	43	,	,	PUNCT
futech-629	290	44	and	and	CCONJ
futech-629	290	45	maintains	maintain	VERB
futech-629	290	46	an	an	DET
futech-629	290	47	impartial	impartial	ADJ
futech-629	290	48	behavior	behavior	NOUN
futech-629	290	49	.	.	PUNCT
futech-629	291	1	figure	figure	VERB
futech-629	291	2	11	11	NUM
futech-629	291	3	.	.	PUNCT
futech-629	292	1	the	the	DET
futech-629	292	2	proposed	propose	VERB
futech-629	292	3	model	model	NOUN
futech-629	292	4	's	's	PART
futech-629	292	5	dap	dap	PROPN
futech-629	292	6	effectiveness	effectiveness	NOUN
futech-629	292	7	figure	figure	NOUN
futech-629	292	8	12	12	NUM
futech-629	292	9	.	.	PUNCT
futech-629	293	1	the	the	DET
futech-629	293	2	regression	regression	NOUN
futech-629	293	3	plot	plot	NOUN
futech-629	293	4	between	between	ADP
futech-629	293	5	the	the	DET
futech-629	293	6	dap	dap	PROPN
futech-629	293	7	's	's	PART
futech-629	293	8	actual	actual	ADJ
futech-629	293	9	and	and	CCONJ
futech-629	293	10	predicted	predict	VERB
futech-629	293	11	values	value	NOUN
futech-629	293	12	4.7	4.7	NUM
futech-629	293	13	comparative	comparative	ADJ
futech-629	293	14	evaluation	evaluation	NOUN
futech-629	293	15	of	of	ADP
futech-629	293	16	prediction	prediction	NOUN
futech-629	293	17	methods	method	NOUN
futech-629	293	18	table	table	NOUN
futech-629	293	19	2	2	NUM
futech-629	293	20	provides	provide	VERB
futech-629	293	21	a	a	DET
futech-629	293	22	quantitative	quantitative	ADJ
futech-629	293	23	comparison	comparison	NOUN
futech-629	293	24	of	of	ADP
futech-629	293	25	the	the	DET
futech-629	293	26	suggested	suggest	VERB
futech-629	293	27	method	method	NOUN
futech-629	293	28	,	,	PUNCT
futech-629	293	29	idaoa	idaoa	NOUN
futech-629	293	30	-	-	PUNCT
futech-629	293	31	lstm	lstm	PROPN
futech-629	293	32	,	,	PUNCT
futech-629	293	33	with	with	ADP
futech-629	293	34	other	other	ADJ
futech-629	293	35	comparable	comparable	ADJ
futech-629	293	36	state	state	NOUN
futech-629	293	37	-	-	PUNCT
futech-629	293	38	of	of	ADP
futech-629	293	39	-	-	PUNCT
futech-629	293	40	the	the	DET
futech-629	293	41	-	-	PUNCT
futech-629	293	42	art	art	NOUN
futech-629	293	43	models	model	NOUN
futech-629	293	44	for	for	ADP
futech-629	293	45	pv	pv	NOUN
futech-629	293	46	and	and	CCONJ
futech-629	293	47	wt	wt	NOUN
futech-629	293	48	power	power	NOUN
futech-629	293	49	prediction	prediction	NOUN
futech-629	293	50	.	.	PUNCT
futech-629	294	1	three	three	NUM
futech-629	294	2	common	common	ADJ
futech-629	294	3	metrics	metric	NOUN
futech-629	294	4	are	be	AUX
futech-629	294	5	used	use	VERB
futech-629	294	6	to	to	PART
futech-629	294	7	evaluate	evaluate	VERB
futech-629	294	8	the	the	DET
futech-629	294	9	performance	performance	NOUN
futech-629	294	10	:	:	PUNCT
futech-629	294	11	rmse	rmse	PROPN
futech-629	294	12	,	,	PUNCT
futech-629	294	13	mse	mse	PROPN
futech-629	294	14	,	,	PUNCT
futech-629	294	15	and	and	CCONJ
futech-629	294	16	r²	r²	VERB
futech-629	294	17	.	.	PUNCT
futech-629	295	1	the	the	DET
futech-629	295	2	suggested	suggest	VERB
futech-629	295	3	model	model	NOUN
futech-629	295	4	much	much	ADJ
futech-629	295	5	outperforms	outperform	VERB
futech-629	295	6	the	the	DET
futech-629	295	7	best	good	ADJ
futech-629	295	8	previous	previous	ADJ
futech-629	295	9	approach	approach	NOUN
futech-629	295	10	,	,	PUNCT
futech-629	295	11	ga	ga	NOUN
futech-629	295	12	-	-	PUNCT
futech-629	295	13	awpso	awpso	ADJ
futech-629	295	14	-	-	PUNCT
futech-629	295	15	lstm	lstm	NOUN
futech-629	295	16	-	-	PUNCT
futech-629	295	17	gam	gam	NOUN
futech-629	295	18	,	,	PUNCT
futech-629	295	19	which	which	PRON
futech-629	295	20	produced	produce	VERB
futech-629	295	21	an	an	DET
futech-629	295	22	rmse	rmse	NOUN
futech-629	295	23	of	of	ADP
futech-629	295	24	0.055	0.055	NUM
futech-629	295	25	and	and	CCONJ
futech-629	295	26	an	an	DET
futech-629	295	27	mse	mse	NOUN
futech-629	295	28	of	of	ADP
futech-629	295	29	0.031	0.031	NUM
futech-629	295	30	,	,	PUNCT
futech-629	295	31	in	in	ADP
futech-629	295	32	pv	pv	PROPN
futech-629	295	33	power	power	NOUN
futech-629	295	34	prediction	prediction	NOUN
futech-629	295	35	,	,	PUNCT
futech-629	295	36	achieving	achieve	VERB
futech-629	295	37	an	an	DET
futech-629	295	38	rmse	rmse	NOUN
futech-629	295	39	of	of	ADP
futech-629	295	40	0.031	0.031	NUM
futech-629	295	41	and	and	CCONJ
futech-629	295	42	an	an	DET
futech-629	295	43	mse	mse	NOUN
futech-629	295	44	of	of	ADP
futech-629	295	45	0.0009	0.0009	NUM
futech-629	295	46	.	.	PUNCT
futech-629	296	1	additionally	additionally	ADV
futech-629	296	2	,	,	PUNCT
futech-629	296	3	the	the	DET
futech-629	296	4	model	model	NOUN
futech-629	296	5	's	's	PART
futech-629	296	6	excellent	excellent	ADJ
futech-629	296	7	ability	ability	NOUN
futech-629	296	8	to	to	PART
futech-629	296	9	correctly	correctly	ADV
futech-629	296	10	reproduce	reproduce	VERB
futech-629	296	11	fluctuations	fluctuation	NOUN
futech-629	296	12	in	in	ADP
futech-629	296	13	pv	pv	NOUN
futech-629	296	14	production	production	NOUN
futech-629	296	15	is	be	AUX
futech-629	296	16	confirmed	confirm	VERB
futech-629	296	17	by	by	ADP
futech-629	296	18	an	an	DET
futech-629	296	19	r²	r²	NOUN
futech-629	296	20	of	of	ADP
futech-629	296	21	0.98	0.98	NUM
futech-629	296	22	.	.	PUNCT
futech-629	297	1	again	again	ADV
futech-629	297	2	,	,	PUNCT
futech-629	297	3	the	the	DET
futech-629	297	4	suggested	suggest	VERB
futech-629	297	5	model	model	NOUN
futech-629	297	6	outperforms	outperform	VERB
futech-629	297	7	the	the	DET
futech-629	297	8	best	good	ADJ
futech-629	297	9	reference	reference	NOUN
futech-629	297	10	model	model	NOUN
futech-629	297	11	in	in	ADP
futech-629	297	12	wind	wind	NOUN
futech-629	297	13	power	power	NOUN
futech-629	297	14	forecasting	forecasting	NOUN
futech-629	297	15	,	,	PUNCT
futech-629	297	16	with	with	ADP
futech-629	297	17	rmse	rmse	NOUN
futech-629	297	18	=	=	PROPN
futech-629	297	19	0.021	0.021	NUM
futech-629	297	20	and	and	CCONJ
futech-629	297	21	mse	mse	NOUN
futech-629	297	22	=	=	NOUN
futech-629	297	23	0.0004	0.0004	NUM
futech-629	297	24	as	as	SCONJ
futech-629	297	25	compared	compare	VERB
futech-629	297	26	to	to	ADP
futech-629	297	27	0.064	0.064	NUM
futech-629	297	28	and	and	CCONJ
futech-629	297	29	0.037	0.037	NUM
futech-629	297	30	.	.	PUNCT
futech-629	298	1	in	in	ADP
futech-629	298	2	this	this	DET
futech-629	298	3	case	case	NOUN
futech-629	298	4	,	,	PUNCT
futech-629	298	5	the	the	DET
futech-629	298	6	model	model	NOUN
futech-629	298	7	's	's	PART
futech-629	298	8	robustness	robustness	NOUN
futech-629	298	9	and	and	CCONJ
futech-629	298	10	strong	strong	ADJ
futech-629	298	11	relationship	relationship	NOUN
futech-629	298	12	over	over	ADP
futech-629	298	13	the	the	DET
futech-629	298	14	whole	whole	ADJ
futech-629	298	15	range	range	NOUN
futech-629	298	16	of	of	ADP
futech-629	298	17	real	real	ADJ
futech-629	298	18	wind	wind	NOUN
futech-629	298	19	power	power	NOUN
futech-629	298	20	outputs	output	NOUN
futech-629	298	21	are	be	AUX
futech-629	298	22	supported	support	VERB
futech-629	298	23	by	by	ADP
futech-629	298	24	the	the	DET
futech-629	298	25	r²	r²	NOUN
futech-629	298	26	value	value	NOUN
futech-629	298	27	of	of	ADP
futech-629	298	28	0.98	0.98	NUM
futech-629	298	29	.	.	PUNCT
futech-629	299	1	the	the	DET
futech-629	299	2	simultaneous	simultaneous	ADJ
futech-629	299	3	improvement	improvement	NOUN
futech-629	299	4	across	across	ADP
futech-629	299	5	all	all	DET
futech-629	299	6	three	three	NUM
futech-629	299	7	measures	measure	NOUN
futech-629	299	8	in	in	ADP
futech-629	299	9	both	both	DET
futech-629	299	10	types	type	NOUN
futech-629	299	11	of	of	ADP
futech-629	299	12	renewable	renewable	ADJ
futech-629	299	13	energy	energy	NOUN
futech-629	299	14	sources	source	NOUN
futech-629	299	15	is	be	AUX
futech-629	299	16	an	an	DET
futech-629	299	17	essential	essential	ADJ
futech-629	299	18	result	result	NOUN
futech-629	299	19	from	from	ADP
futech-629	299	20	table	table	NOUN
futech-629	299	21	2	2	NUM
futech-629	299	22	,	,	PUNCT
futech-629	299	23	showing	show	VERB
futech-629	299	24	that	that	SCONJ
futech-629	299	25	the	the	DET
futech-629	299	26	idaoalstm	idaoalstm	NOUN
futech-629	299	27	model	model	NOUN
futech-629	299	28	retains	retain	VERB
futech-629	299	29	excellent	excellent	ADJ
futech-629	299	30	statistical	statistical	ADJ
futech-629	299	31	alignment	alignment	NOUN
futech-629	299	32	while	while	SCONJ
futech-629	299	33	simultaneously	simultaneously	ADV
futech-629	299	34	lowering	lower	VERB
futech-629	299	35	numerical	numerical	ADJ
futech-629	299	36	prediction	prediction	NOUN
futech-629	299	37	errors	error	NOUN
futech-629	299	38	.	.	PUNCT
futech-629	300	1	these	these	DET
futech-629	300	2	enhancements	enhancement	NOUN
futech-629	300	3	are	be	AUX
futech-629	300	4	the	the	DET
futech-629	300	5	result	result	NOUN
futech-629	300	6	of	of	ADP
futech-629	300	7	the	the	DET
futech-629	300	8	lstm	lstm	NOUN
futech-629	300	9	architecture	architecture	NOUN
futech-629	300	10	's	's	PART
futech-629	300	11	intelligent	intelligent	ADJ
futech-629	300	12	layout	layout	NOUN
futech-629	300	13	and	and	CCONJ
futech-629	300	14	parameter	parameter	NOUN
futech-629	300	15	optimization	optimization	NOUN
futech-629	300	16	via	via	ADP
futech-629	300	17	the	the	DET
futech-629	300	18	idaoa	idaoa	PROPN
futech-629	300	19	approach	approach	NOUN
futech-629	300	20	,	,	PUNCT
futech-629	300	21	which	which	PRON
futech-629	300	22	enables	enable	VERB
futech-629	300	23	it	it	PRON
futech-629	300	24	to	to	PART
futech-629	300	25	learn	learn	VERB
futech-629	300	26	complex	complex	ADJ
futech-629	300	27	,	,	PUNCT
futech-629	300	28	nonlinear	nonlinear	ADJ
futech-629	300	29	patterns	pattern	NOUN
futech-629	300	30	in	in	ADP
futech-629	300	31	renewable	renewable	ADJ
futech-629	300	32	energy	energy	NOUN
futech-629	300	33	.	.	PUNCT
futech-629	301	1	table	table	NOUN
futech-629	301	2	2	2	NUM
futech-629	301	3	.	.	PUNCT
futech-629	301	4	performance	performance	NOUN
futech-629	301	5	evaluation	evaluation	NOUN
futech-629	301	6	for	for	ADP
futech-629	301	7	forecasting	forecast	VERB
futech-629	301	8	renewable	renewable	ADJ
futech-629	301	9	energy	energy	NOUN
futech-629	301	10	(	(	PUNCT
futech-629	301	11	pv	pv	NOUN
futech-629	301	12	and	and	CCONJ
futech-629	301	13	wt	wt	NOUN
futech-629	301	14	power	power	NOUN
futech-629	301	15	)	)	PUNCT
futech-629	301	16	method	method	PROPN
futech-629	301	17	pvs	pvs	PROPN
futech-629	301	18	wts	wts	PROPN
futech-629	301	19	rmse	rmse	PROPN
futech-629	301	20	mse	mse	PROPN
futech-629	301	21	r2	r2	PROPN
futech-629	301	22	rmse	rmse	PROPN
futech-629	301	23	mse	mse	PROPN
futech-629	301	24	r2	r2	PROPN
futech-629	301	25	lstm[20	lstm[20	PROPN
futech-629	301	26	]	]	PUNCT
futech-629	301	27	0.099	0.099	NUM
futech-629	301	28	0.065	0.065	NUM
futech-629	301	29	0.85	0.85	NUM
futech-629	301	30	0.112	0.112	NUM
futech-629	301	31	0.077	0.077	NUM
futech-629	301	32	0.80	0.80	NUM
futech-629	301	33	lstmgam[20	lstmgam[20	NOUN
futech-629	301	34	]	]	PUNCT
futech-629	302	1	0.071	0.071	NUM
futech-629	302	2	0.047	0.047	NUM
futech-629	302	3	0.89	0.89	NUM
futech-629	302	4	0.083	0.083	NUM
futech-629	302	5	0.051	0.051	NUM
futech-629	302	6	0.83	0.83	NUM
futech-629	302	7	psolstm[20	psolstm[20	NOUN
futech-629	302	8	]	]	X
futech-629	302	9	0.066	0.066	NUM
futech-629	302	10	0.042	0.042	NUM
futech-629	302	11	0.91	0.91	NUM
futech-629	302	12	0.073	0.073	NUM
futech-629	302	13	0.045	0.045	NUM
futech-629	302	14	0.86	0.86	NUM
futech-629	302	15	ga	ga	NOUN
futech-629	302	16	-	-	PUNCT
futech-629	302	17	awpsolstm[20	awpsolstm[20	NOUN
futech-629	302	18	]	]	PUNCT
futech-629	302	19	0.062	0.062	NUM
futech-629	302	20	0.039	0.039	NUM
futech-629	302	21	0.93	0.93	NUM
futech-629	302	22	0.071	0.071	NUM
futech-629	302	23	0.042	0.042	NUM
futech-629	302	24	0.88	0.88	NUM
futech-629	302	25	grubilstm[21	grubilstm[21	NOUN
futech-629	302	26	]	]	PUNCT
futech-629	302	27	0.058	0.058	NUM
futech-629	302	28	0.034	0.034	NUM
futech-629	302	29	0.94	0.94	NUM
futech-629	302	30	0.067	0.067	NUM
futech-629	302	31	0.039	0.039	NUM
futech-629	302	32	0.89	0.89	NUM
futech-629	302	33	gan[21	gan[21	NOUN
futech-629	302	34	]	]	X
futech-629	302	35	0.057	0.057	NUM
futech-629	302	36	0.033	0.033	NUM
futech-629	302	37	0.94	0.94	NUM
futech-629	302	38	0.069	0.069	NUM
futech-629	302	39	0.040	0.040	NUM
futech-629	302	40	0.89	0.89	NUM
futech-629	302	41	ga	ga	NOUN
futech-629	302	42	-	-	PUNCT
futech-629	302	43	awpsolstmgam[20	awpsolstmgam[20	NOUN
futech-629	302	44	]	]	X
futech-629	302	45	0.055	0.055	NUM
futech-629	302	46	0.031	0.031	NUM
futech-629	302	47	0.96	0.96	NUM
futech-629	302	48	0.064	0.064	NUM
futech-629	302	49	0.037	0.037	NUM
futech-629	302	50	0.91	0.91	NUM
futech-629	302	51	idaoalstm(propo	idaoalstm(propo	PROPN
futech-629	302	52	sed	se	VERB
futech-629	302	53	)	)	PUNCT
futech-629	302	54	0.031	0.031	PROPN
futech-629	302	55	0.0009	0.0009	NUM
futech-629	302	56	0.98	0.98	NUM
futech-629	302	57	0.021	0.021	NUM
futech-629	302	58	0.0004	0.0004	NUM
futech-629	302	59	0.98	0.98	NUM
futech-629	302	60	table	table	NOUN
futech-629	302	61	3	3	NUM
futech-629	302	62	.	.	PUNCT
futech-629	303	1	performance	performance	NOUN
futech-629	303	2	analysis	analysis	NOUN
futech-629	303	3	of	of	ADP
futech-629	303	4	mg	mg	PROPN
futech-629	303	5	,	,	PUNCT
futech-629	303	6	load	load	NOUN
futech-629	303	7	,	,	PUNCT
futech-629	303	8	and	and	CCONJ
futech-629	303	9	dap	dap	PROPN
futech-629	303	10	method	method	NOUN
futech-629	303	11	load	load	PROPN
futech-629	303	12	dap	dap	PROPN
futech-629	303	13	rmse	rmse	PROPN
futech-629	303	14	mse	mse	PROPN
futech-629	303	15	r2	r2	PROPN
futech-629	303	16	rmse	rmse	PROPN
futech-629	303	17	mse	mse	PROPN
futech-629	303	18	r2	r2	PROPN
futech-629	303	19	lstm[20	lstm[20	PROPN
futech-629	303	20	]	]	PUNCT
futech-629	303	21	0.058	0.058	NUM
futech-629	303	22	0.043	0.043	NUM
futech-629	303	23	0.84	0.84	NUM
futech-629	303	24	0.066	0.066	NUM
futech-629	303	25	0.047	0.047	NUM
futech-629	303	26	0.85	0.85	NUM
futech-629	303	27	lstm	lstm	NOUN
futech-629	303	28	-	-	PUNCT
futech-629	303	29	gam[20	gam[20	NOUN
futech-629	303	30	]	]	PUNCT
futech-629	303	31	0.67	0.67	NUM
futech-629	303	32	0.049	0.049	NUM
futech-629	303	33	0.86	0.86	NUM
futech-629	303	34	0.059	0.059	NUM
futech-629	303	35	0.042	0.042	NUM
futech-629	303	36	0.88	0.88	NUM
futech-629	303	37	pso	pso	NOUN
futech-629	303	38	-	-	PUNCT
futech-629	303	39	lstm[20	lstm[20	NOUN
futech-629	303	40	]	]	PUNCT
futech-629	303	41	0.060	0.060	NUM
futech-629	303	42	0.045	0.045	NUM
futech-629	303	43	0.91	0.91	NUM
futech-629	303	44	0.058	0.058	NUM
futech-629	303	45	0.042	0.042	NUM
futech-629	303	46	0.91	0.91	NUM
futech-629	303	47	ga	ga	NOUN
futech-629	303	48	-	-	PUNCT
futech-629	303	49	awpsolstm[20	awpsolstm[20	NOUN
futech-629	303	50	]	]	PUNCT
futech-629	303	51	0.043	0.043	NUM
futech-629	303	52	0.033	0.033	NUM
futech-629	303	53	0.84	0.84	NUM
futech-629	303	54	0.052	0.052	NUM
futech-629	303	55	0.040	0.040	NUM
futech-629	303	56	0.93	0.93	NUM
futech-629	303	57	grubilstm[21	grubilstm[21	NOUN
futech-629	303	58	]	]	PUNCT
futech-629	304	1	0.035	0.035	NUM
futech-629	304	2	0.024	0.024	NUM
futech-629	304	3	0.96	0.96	NUM
futech-629	304	4	0.049	0.049	NUM
futech-629	304	5	0.037	0.037	NUM
futech-629	304	6	0.93	0.93	NUM
futech-629	304	7	gan[21	gan[21	PROPN
futech-629	304	8	]	]	PUNCT
futech-629	304	9	0.039	0.039	NUM
futech-629	304	10	0.030	0.030	NUM
futech-629	304	11	0.95	0.95	NUM
futech-629	304	12	0.041	0.041	NUM
futech-629	304	13	0.033	0.033	NUM
futech-629	304	14	0.94	0.94	NUM
futech-629	304	15	ga	ga	PROPN
futech-629	304	16	-	-	PUNCT
futech-629	304	17	awpsolstm	awpsolstm	NOUN
futech-629	304	18	-	-	PUNCT
futech-629	304	19	gam[20	gam[20	PROPN
futech-629	304	20	]	]	PUNCT
futech-629	304	21	0.029	0.029	NUM
futech-629	304	22	0.021	0.021	NUM
futech-629	304	23	0.97	0.97	NUM
futech-629	304	24	0.039	0.039	NUM
futech-629	304	25	0.028	0.028	NUM
futech-629	304	26	0.95	0.95	NUM
futech-629	304	27	idaoalstm(proposed	idaoalstm(propose	VERB
futech-629	304	28	)	)	PUNCT
futech-629	304	29	0.024	0.024	NUM
futech-629	304	30	0.0005	0.0005	NUM
futech-629	304	31	0.99	0.99	NUM
futech-629	304	32	0.013	0.013	NUM
futech-629	304	33	0.0001	0.0001	NUM
futech-629	304	34	0.99	0.99	NUM
futech-629	304	35	the	the	DET
futech-629	304	36	idaoa	idaoa	NOUN
futech-629	304	37	-	-	PUNCT
futech-629	304	38	lstm	lstm	PROPN
futech-629	304	39	approach	approach	NOUN
futech-629	304	40	's	's	PART
futech-629	304	41	prediction	prediction	NOUN
futech-629	304	42	ability	ability	NOUN
futech-629	304	43	on	on	ADP
futech-629	304	44	two	two	NUM
futech-629	304	45	additional	additional	ADJ
futech-629	304	46	key	key	ADJ
futech-629	304	47	parameters	parameter	NOUN
futech-629	304	48	,	,	PUNCT
futech-629	304	49	load	load	NOUN
futech-629	304	50	demand	demand	NOUN
futech-629	304	51	and	and	CCONJ
futech-629	304	52	dap	dap	PROPN
futech-629	304	53	forecast	forecast	NOUN
futech-629	304	54	,	,	PUNCT
futech-629	304	55	is	be	AUX
futech-629	304	56	studied	study	VERB
futech-629	304	57	in	in	ADP
futech-629	304	58	table	table	NOUN
futech-629	304	59	3	3	NUM
futech-629	304	60	.	.	PUNCT
futech-629	305	1	this	this	DET
futech-629	305	2	comparison	comparison	NOUN
futech-629	305	3	uses	use	VERB
futech-629	305	4	the	the	DET
futech-629	305	5	same	same	ADJ
futech-629	305	6	metrics	metric	NOUN
futech-629	305	7	as	as	ADP
futech-629	305	8	benchmark	benchmark	NOUN
futech-629	305	9	approaches	approach	NOUN
futech-629	305	10	:	:	PUNCT
futech-629	305	11	r²	r²	NOUN
futech-629	305	12	,	,	PUNCT
futech-629	305	13	mse	mse	NOUN
futech-629	305	14	,	,	PUNCT
futech-629	305	15	and	and	CCONJ
futech-629	305	16	rmse	rmse	NOUN
futech-629	305	17	.	.	PUNCT
futech-629	306	1	the	the	DET
futech-629	306	2	suggested	suggest	VERB
futech-629	306	3	method	method	NOUN
futech-629	306	4	accurately	accurately	ADV
futech-629	306	5	predicts	predict	VERB
futech-629	306	6	load	load	NOUN
futech-629	306	7	patterns	pattern	NOUN
futech-629	306	8	,	,	PUNCT
futech-629	306	9	with	with	ADP
futech-629	306	10	an	an	DET
futech-629	306	11	rmse	rmse	NOUN
futech-629	306	12	of	of	ADP
futech-629	306	13	just	just	ADV
futech-629	306	14	0.024	0.024	NUM
futech-629	306	15	,	,	PUNCT
futech-629	306	16	an	an	DET
futech-629	306	17	r²	r²	NOUN
futech-629	306	18	of	of	ADP
futech-629	306	19	0.99	0.99	NUM
futech-629	306	20	,	,	PUNCT
futech-629	306	21	and	and	CCONJ
futech-629	306	22	an	an	DET
futech-629	306	23	extraordinarily	extraordinarily	ADV
futech-629	306	24	low	low	ADJ
futech-629	306	25	mse	mse	NOUN
futech-629	306	26	of	of	ADP
futech-629	306	27	0.0005	0.0005	NUM
futech-629	306	28	.	.	PUNCT
futech-629	307	1	these	these	DET
futech-629	307	2	results	result	NOUN
futech-629	307	3	outperform	outperform	VERB
futech-629	307	4	even	even	ADV
futech-629	307	5	the	the	DET
futech-629	307	6	best	well	ADV
futech-629	307	7	-	-	PUNCT
futech-629	307	8	performing	perform	VERB
futech-629	307	9	models	model	NOUN
futech-629	307	10	,	,	PUNCT
futech-629	307	11	such	such	ADJ
futech-629	307	12	as	as	ADP
futech-629	307	13	ga	ga	NOUN
futech-629	307	14	-	-	ADJ
futech-629	307	15	awpso	awpso	ADJ
futech-629	307	16	-	-	PUNCT
futech-629	307	17	lstm	lstm	NOUN
futech-629	307	18	-	-	PUNCT
futech-629	307	19	gam	gam	NOUN
futech-629	307	20	(	(	PUNCT
futech-629	307	21	rmse	rmse	NOUN
futech-629	307	22	=	=	PROPN
futech-629	307	23	0.029	0.029	NUM
futech-629	307	24	,	,	PUNCT
futech-629	307	25	r²	r²	NOUN
futech-629	307	26	=	=	NOUN
futech-629	307	27	0.97	0.97	NUM
futech-629	307	28	)	)	PUNCT
futech-629	307	29	.	.	PUNCT
futech-629	308	1	the	the	DET
futech-629	308	2	prediction	prediction	NOUN
futech-629	308	3	of	of	ADP
futech-629	308	4	dap	dap	PROPN
futech-629	308	5	by	by	ADP
futech-629	308	6	idaoa	idaoa	PROPN
futech-629	308	7	-	-	PUNCT
futech-629	308	8	lstm	lstm	PROPN
futech-629	308	9	has	have	VERB
futech-629	308	10	a	a	DET
futech-629	308	11	high	high	ADJ
futech-629	308	12	aq	aq	NOUN
futech-629	308	13	.	.	PROPN
futech-629	308	14	almousawi	almousawi	PROPN
futech-629	309	1	et	et	PROPN
futech-629	309	2	al	al	PROPN
futech-629	309	3	.	.	PROPN
futech-629	309	4	/future	/future	PUNCT
futech-629	309	5	technology	technology	PROPN
futech-629	309	6	february	february	PROPN
futech-629	309	7	2026|	2026|	NUM
futech-629	309	8	volume	volume	NOUN
futech-629	309	9	05	05	NUM
futech-629	310	1	|	|	ADV
futech-629	310	2	issue	issue	NOUN
futech-629	310	3	01	01	NUM
futech-629	311	1	|	|	ADV
futech-629	311	2	pages	page	NOUN
futech-629	311	3	303	303	NUM
futech-629	311	4	-	-	SYM
futech-629	311	5	313	313	NUM
futech-629	311	6	312	312	NUM
futech-629	311	7	r²=0.99	r²=0.99	NOUN
futech-629	311	8	,	,	PUNCT
futech-629	311	9	rmse=0.013	rmse=0.013	NOUN
futech-629	311	10	,	,	PUNCT
futech-629	311	11	and	and	CCONJ
futech-629	311	12	mse=0.0001	mse=0.0001	VERB
futech-629	311	13	against	against	ADP
futech-629	311	14	the	the	DET
futech-629	311	15	best	good	ADJ
futech-629	311	16	benchmark	benchmark	NOUN
futech-629	311	17	model	model	NOUN
futech-629	311	18	(	(	PUNCT
futech-629	311	19	ga	ga	NOUN
futech-629	311	20	-	-	PUNCT
futech-629	311	21	awpso	awpso	ADJ
futech-629	311	22	-	-	PUNCT
futech-629	311	23	lstm	lstm	NOUN
futech-629	311	24	-	-	PUNCT
futech-629	311	25	gam	gam	NOUN
futech-629	311	26	)	)	PUNCT
futech-629	311	27	that	that	PRON
futech-629	311	28	achieves	achieve	VERB
futech-629	311	29	an	an	DET
futech-629	311	30	rmse	rmse	NOUN
futech-629	311	31	of	of	ADP
futech-629	311	32	0.039	0.039	NUM
futech-629	311	33	and	and	CCONJ
futech-629	311	34	r²	r²	NOUN
futech-629	311	35	=	=	SYM
futech-629	311	36	0.95	0.95	NUM
futech-629	311	37	,	,	PUNCT
futech-629	311	38	showing	show	VERB
futech-629	311	39	a	a	DET
futech-629	311	40	significant	significant	ADJ
futech-629	311	41	improvement	improvement	NOUN
futech-629	311	42	.	.	PUNCT
futech-629	312	1	the	the	DET
futech-629	312	2	r²	r²	NOUN
futech-629	312	3	value	value	NOUN
futech-629	312	4	,	,	PUNCT
futech-629	312	5	which	which	PRON
futech-629	312	6	is	be	AUX
futech-629	312	7	close	close	ADJ
futech-629	312	8	to	to	ADP
futech-629	312	9	1	1	NUM
futech-629	312	10	,	,	PUNCT
futech-629	312	11	indicates	indicate	VERB
futech-629	312	12	that	that	SCONJ
futech-629	312	13	the	the	DET
futech-629	312	14	proposed	propose	VERB
futech-629	312	15	model	model	NOUN
futech-629	312	16	's	's	PART
futech-629	312	17	fit	fit	NOUN
futech-629	312	18	to	to	ADP
futech-629	312	19	the	the	DET
futech-629	312	20	actual	actual	ADJ
futech-629	312	21	data	datum	NOUN
futech-629	312	22	is	be	AUX
futech-629	312	23	generally	generally	ADV
futech-629	312	24	high	high	ADJ
futech-629	312	25	.	.	PUNCT
futech-629	313	1	the	the	DET
futech-629	313	2	small	small	ADJ
futech-629	313	3	rmse	rmse	NOUN
futech-629	313	4	and	and	CCONJ
futech-629	313	5	mse	mse	NOUN
futech-629	313	6	values	value	NOUN
futech-629	313	7	,	,	PUNCT
futech-629	313	8	as	as	SCONJ
futech-629	313	9	shown	show	VERB
futech-629	313	10	in	in	ADP
futech-629	313	11	the	the	DET
futech-629	313	12	table	table	NOUN
futech-629	313	13	,	,	PUNCT
futech-629	313	14	exhibit	exhibit	VERB
futech-629	313	15	how	how	SCONJ
futech-629	313	16	efficiently	efficiently	ADV
futech-629	313	17	it	it	PRON
futech-629	313	18	mitigates	mitigate	VERB
futech-629	313	19	prediction	prediction	NOUN
futech-629	313	20	error	error	NOUN
futech-629	313	21	.	.	PUNCT
futech-629	314	1	with	with	ADP
futech-629	314	2	these	these	DET
futech-629	314	3	characteristics	characteristic	NOUN
futech-629	314	4	,	,	PUNCT
futech-629	314	5	idaoa	idaoa	NOUN
futech-629	314	6	-	-	PUNCT
futech-629	314	7	lstm	lstm	PROPN
futech-629	314	8	is	be	AUX
futech-629	314	9	a	a	DET
futech-629	314	10	reliable	reliable	ADJ
futech-629	314	11	and	and	CCONJ
futech-629	314	12	practical	practical	ADJ
futech-629	314	13	model	model	NOUN
futech-629	314	14	that	that	PRON
futech-629	314	15	can	can	AUX
futech-629	314	16	be	be	AUX
futech-629	314	17	applied	apply	VERB
futech-629	314	18	in	in	ADP
futech-629	314	19	intelligent	intelligent	ADJ
futech-629	314	20	energy	energy	NOUN
futech-629	314	21	management	management	NOUN
futech-629	314	22	systems	system	NOUN
futech-629	314	23	.	.	PUNCT
futech-629	315	1	5	5	X
futech-629	315	2	.	.	X
futech-629	315	3	conclusion	conclusion	NOUN
futech-629	315	4	in	in	ADP
futech-629	315	5	this	this	DET
futech-629	315	6	paper	paper	NOUN
futech-629	315	7	,	,	PUNCT
futech-629	315	8	a	a	DET
futech-629	315	9	new	new	ADJ
futech-629	315	10	fusion	fusion	NOUN
futech-629	315	11	model	model	NOUN
futech-629	315	12	is	be	AUX
futech-629	315	13	proposed	propose	VERB
futech-629	315	14	,	,	PUNCT
futech-629	315	15	which	which	PRON
futech-629	315	16	can	can	AUX
futech-629	315	17	improve	improve	VERB
futech-629	315	18	the	the	DET
futech-629	315	19	energy	energy	NOUN
futech-629	315	20	prediction	prediction	NOUN
futech-629	315	21	accuracy	accuracy	NOUN
futech-629	315	22	of	of	ADP
futech-629	315	23	a	a	DET
futech-629	315	24	microgrid	microgrid	NOUN
futech-629	315	25	by	by	ADP
futech-629	315	26	combining	combine	VERB
futech-629	315	27	an	an	DET
futech-629	315	28	idaoa	idaoa	NOUN
futech-629	315	29	algorithm	algorithm	NOUN
futech-629	315	30	and	and	CCONJ
futech-629	315	31	an	an	DET
futech-629	315	32	lstm	lstm	ADJ
futech-629	315	33	network	network	NOUN
futech-629	315	34	.	.	PUNCT
futech-629	316	1	essentially	essentially	ADV
futech-629	316	2	,	,	PUNCT
futech-629	316	3	modeling	model	VERB
futech-629	316	4	temporal	temporal	ADJ
futech-629	316	5	data	datum	NOUN
futech-629	316	6	should	should	AUX
futech-629	316	7	exploit	exploit	VERB
futech-629	316	8	the	the	DET
futech-629	316	9	strengths	strength	NOUN
futech-629	316	10	of	of	ADP
futech-629	316	11	deep	deep	ADJ
futech-629	316	12	learning	learning	NOUN
futech-629	316	13	.	.	PUNCT
futech-629	317	1	the	the	DET
futech-629	317	2	adaptive	adaptive	ADJ
futech-629	317	3	determination	determination	NOUN
futech-629	317	4	of	of	ADP
futech-629	317	5	hyperparameters	hyperparameter	NOUN
futech-629	317	6	,	,	PUNCT
futech-629	317	7	including	include	VERB
futech-629	317	8	the	the	DET
futech-629	317	9	number	number	NOUN
futech-629	317	10	of	of	ADP
futech-629	317	11	nodes	node	NOUN
futech-629	317	12	in	in	ADP
futech-629	317	13	the	the	DET
futech-629	317	14	hidden	hide	VERB
futech-629	317	15	layer	layer	NOUN
futech-629	317	16	,	,	PUNCT
futech-629	317	17	is	be	AUX
futech-629	317	18	also	also	ADV
futech-629	317	19	done	do	VERB
futech-629	317	20	via	via	ADP
futech-629	317	21	idaoa	idaoa	PROPN
futech-629	317	22	.	.	PUNCT
futech-629	318	1	the	the	DET
futech-629	318	2	proposed	propose	VERB
futech-629	318	3	idaoalstm	idaoalstm	NOUN
futech-629	318	4	model	model	NOUN
futech-629	318	5	demonstrated	demonstrate	VERB
futech-629	318	6	high	high	ADJ
futech-629	318	7	forecasting	forecasting	NOUN
futech-629	318	8	accuracy	accuracy	NOUN
futech-629	318	9	across	across	ADP
futech-629	318	10	key	key	ADJ
futech-629	318	11	energy	energy	NOUN
futech-629	318	12	parameters	parameter	NOUN
futech-629	318	13	in	in	ADP
futech-629	318	14	microgrid	microgrid	NOUN
futech-629	318	15	systems	system	NOUN
futech-629	318	16	.	.	PUNCT
futech-629	319	1	for	for	ADP
futech-629	319	2	photovoltaic	photovoltaic	NOUN
futech-629	319	3	(	(	PUNCT
futech-629	319	4	pv	pv	NOUN
futech-629	319	5	)	)	PUNCT
futech-629	319	6	power	power	NOUN
futech-629	319	7	prediction	prediction	NOUN
futech-629	319	8	,	,	PUNCT
futech-629	319	9	the	the	DET
futech-629	319	10	model	model	NOUN
futech-629	319	11	achieved	achieve	VERB
futech-629	319	12	an	an	DET
futech-629	319	13	rmse	rmse	NOUN
futech-629	319	14	of	of	ADP
futech-629	319	15	0.031	0.031	NUM
futech-629	319	16	,	,	PUNCT
futech-629	319	17	and	and	CCONJ
futech-629	319	18	for	for	ADP
futech-629	319	19	wind	wind	NOUN
futech-629	319	20	turbine	turbine	NOUN
futech-629	319	21	(	(	PUNCT
futech-629	319	22	wt	wt	NOUN
futech-629	319	23	)	)	PUNCT
futech-629	319	24	output	output	NOUN
futech-629	319	25	,	,	PUNCT
futech-629	319	26	an	an	DET
futech-629	319	27	rmse	rmse	NOUN
futech-629	319	28	of	of	ADP
futech-629	319	29	0.021	0.021	NUM
futech-629	319	30	.	.	PUNCT
futech-629	320	1	in	in	ADP
futech-629	320	2	forecasting	forecast	VERB
futech-629	320	3	electrical	electrical	ADJ
futech-629	320	4	load	load	NOUN
futech-629	320	5	demand	demand	NOUN
futech-629	320	6	and	and	CCONJ
futech-629	320	7	dap	dap	PROPN
futech-629	320	8	,	,	PUNCT
futech-629	320	9	the	the	DET
futech-629	320	10	model	model	NOUN
futech-629	320	11	achieved	achieve	VERB
futech-629	320	12	rmse	rmse	ADJ
futech-629	320	13	values	value	NOUN
futech-629	320	14	of	of	ADP
futech-629	320	15	0.024	0.024	NUM
futech-629	320	16	and	and	CCONJ
futech-629	320	17	0.013	0.013	NUM
futech-629	320	18	,	,	PUNCT
futech-629	320	19	respectively	respectively	ADV
futech-629	320	20	.	.	PUNCT
futech-629	321	1	across	across	ADP
futech-629	321	2	all	all	DET
futech-629	321	3	prediction	prediction	NOUN
futech-629	321	4	tasks	task	NOUN
futech-629	321	5	,	,	PUNCT
futech-629	321	6	the	the	DET
futech-629	321	7	model	model	NOUN
futech-629	321	8	consistently	consistently	ADV
futech-629	321	9	achieved	achieve	VERB
futech-629	321	10	coefficient	coefficient	NOUN
futech-629	321	11	of	of	ADP
futech-629	321	12	determination	determination	NOUN
futech-629	321	13	(	(	PUNCT
futech-629	321	14	r²	r²	NOUN
futech-629	321	15	)	)	PUNCT
futech-629	321	16	values	value	NOUN
futech-629	321	17	of	of	ADP
futech-629	321	18	0.98	0.98	NUM
futech-629	321	19	or	or	CCONJ
futech-629	321	20	higher	high	ADJ
futech-629	321	21	,	,	PUNCT
futech-629	321	22	indicating	indicate	VERB
futech-629	321	23	strong	strong	ADJ
futech-629	321	24	alignment	alignment	NOUN
futech-629	321	25	between	between	ADP
futech-629	321	26	predicted	predict	VERB
futech-629	321	27	and	and	CCONJ
futech-629	321	28	actual	actual	ADJ
futech-629	321	29	values	value	NOUN
futech-629	321	30	.	.	PUNCT
futech-629	322	1	these	these	DET
futech-629	322	2	results	result	NOUN
futech-629	322	3	corroborated	corroborate	VERB
futech-629	322	4	the	the	DET
futech-629	322	5	utility	utility	NOUN
futech-629	322	6	of	of	ADP
futech-629	322	7	the	the	DET
futech-629	322	8	method	method	NOUN
futech-629	322	9	developed	develop	VERB
futech-629	322	10	herein	herein	NOUN
futech-629	322	11	for	for	ADP
futech-629	322	12	simulating	simulate	VERB
futech-629	322	13	and	and	CCONJ
futech-629	322	14	quantifying	quantify	VERB
futech-629	322	15	the	the	DET
futech-629	322	16	nonlinear	nonlinear	ADJ
futech-629	322	17	energy	energy	NOUN
futech-629	322	18	response	response	NOUN
futech-629	322	19	of	of	ADP
futech-629	322	20	a	a	DET
futech-629	322	21	structure	structure	NOUN
futech-629	322	22	in	in	ADP
futech-629	322	23	order	order	NOUN
futech-629	322	24	to	to	PART
futech-629	322	25	achieve	achieve	VERB
futech-629	322	26	accurate	accurate	ADJ
futech-629	322	27	energy	energy	NOUN
futech-629	322	28	control	control	NOUN
futech-629	322	29	decisions	decision	NOUN
futech-629	322	30	.	.	PUNCT
futech-629	323	1	the	the	DET
futech-629	323	2	findings	finding	NOUN
futech-629	323	3	indicate	indicate	VERB
futech-629	323	4	potential	potential	NOUN
futech-629	323	5	for	for	ADP
futech-629	323	6	integrating	integrate	VERB
futech-629	323	7	deep	deep	ADJ
futech-629	323	8	learning	learning	NOUN
futech-629	323	9	architectures	architecture	NOUN
futech-629	323	10	that	that	PRON
futech-629	323	11	predict	predict	VERB
futech-629	323	12	challenges	challenge	NOUN
futech-629	323	13	in	in	ADP
futech-629	323	14	microgrid	microgrid	ADJ
futech-629	323	15	and	and	CCONJ
futech-629	323	16	renewable	renewable	ADJ
futech-629	323	17	-	-	PUNCT
futech-629	323	18	oriented	orient	VERB
futech-629	323	19	problems	problem	NOUN
futech-629	323	20	into	into	ADP
futech-629	323	21	metaheuristic	metaheuristic	ADJ
futech-629	323	22	optimization	optimization	NOUN
futech-629	323	23	at	at	ADP
futech-629	323	24	the	the	DET
futech-629	323	25	upper	upper	ADJ
futech-629	323	26	level	level	NOUN
futech-629	323	27	.	.	PUNCT
futech-629	324	1	ethical	ethical	ADJ
futech-629	324	2	issue	issue	NOUN
futech-629	324	3	the	the	DET
futech-629	324	4	authors	author	NOUN
futech-629	324	5	are	be	AUX
futech-629	324	6	aware	aware	ADJ
futech-629	324	7	of	of	ADP
futech-629	324	8	and	and	CCONJ
futech-629	324	9	comply	comply	ADJ
futech-629	324	10	with	with	ADP
futech-629	324	11	best	good	ADJ
futech-629	324	12	practices	practice	NOUN
futech-629	324	13	in	in	ADP
futech-629	324	14	publication	publication	NOUN
futech-629	324	15	ethics	ethic	NOUN
futech-629	324	16	,	,	PUNCT
futech-629	324	17	specifically	specifically	ADV
futech-629	324	18	regarding	regard	VERB
futech-629	324	19	authorship	authorship	NOUN
futech-629	324	20	(	(	PUNCT
futech-629	324	21	avoidance	avoidance	NOUN
futech-629	324	22	of	of	ADP
futech-629	324	23	guest	guest	NOUN
futech-629	324	24	authorship	authorship	NOUN
futech-629	324	25	)	)	PUNCT
futech-629	324	26	,	,	PUNCT
futech-629	324	27	dual	dual	ADJ
futech-629	324	28	submission	submission	NOUN
futech-629	324	29	,	,	PUNCT
futech-629	324	30	manipulation	manipulation	NOUN
futech-629	324	31	of	of	ADP
futech-629	324	32	figures	figure	NOUN
futech-629	324	33	,	,	PUNCT
futech-629	324	34	competing	compete	VERB
futech-629	324	35	interests	interest	NOUN
futech-629	324	36	,	,	PUNCT
futech-629	324	37	and	and	CCONJ
futech-629	324	38	compliance	compliance	NOUN
futech-629	324	39	with	with	ADP
futech-629	324	40	research	research	NOUN
futech-629	324	41	ethics	ethic	NOUN
futech-629	324	42	policies	policy	NOUN
futech-629	324	43	.	.	PUNCT
futech-629	325	1	the	the	DET
futech-629	325	2	authors	author	NOUN
futech-629	325	3	adhere	adhere	VERB
futech-629	325	4	to	to	ADP
futech-629	325	5	publication	publication	NOUN
futech-629	325	6	requirements	requirement	NOUN
futech-629	325	7	that	that	SCONJ
futech-629	325	8	the	the	DET
futech-629	325	9	submitted	submit	VERB
futech-629	325	10	work	work	NOUN
futech-629	325	11	is	be	AUX
futech-629	325	12	original	original	ADJ
futech-629	325	13	and	and	CCONJ
futech-629	325	14	has	have	AUX
futech-629	325	15	not	not	PART
futech-629	325	16	been	be	AUX
futech-629	325	17	published	publish	VERB
futech-629	325	18	elsewhere	elsewhere	ADV
futech-629	325	19	.	.	PUNCT
futech-629	326	1	data	datum	NOUN
futech-629	326	2	availability	availability	NOUN
futech-629	326	3	statement	statement	NOUN
futech-629	326	4	the	the	DET
futech-629	326	5	manuscript	manuscript	NOUN
futech-629	326	6	contains	contain	VERB
futech-629	326	7	all	all	DET
futech-629	326	8	the	the	DET
futech-629	326	9	data	datum	NOUN
futech-629	326	10	.	.	PUNCT
futech-629	327	1	however	however	ADV
futech-629	327	2	,	,	PUNCT
futech-629	327	3	more	more	ADJ
futech-629	327	4	data	datum	NOUN
futech-629	327	5	will	will	AUX
futech-629	327	6	be	be	AUX
futech-629	327	7	available	available	ADJ
futech-629	327	8	upon	upon	SCONJ
futech-629	327	9	request	request	NOUN
futech-629	327	10	from	from	ADP
futech-629	327	11	the	the	DET
futech-629	327	12	authors	author	NOUN
futech-629	327	13	.	.	PUNCT
futech-629	328	1	conflict	conflict	NOUN
futech-629	328	2	of	of	ADP
futech-629	328	3	interest	interest	NOUN
futech-629	328	4	the	the	DET
futech-629	328	5	authors	author	NOUN
futech-629	328	6	declare	declare	VERB
futech-629	328	7	no	no	DET
futech-629	328	8	potential	potential	ADJ
futech-629	328	9	conflict	conflict	NOUN
futech-629	328	10	of	of	ADP
futech-629	328	11	interest	interest	NOUN
futech-629	328	12	.	.	PUNCT
futech-629	329	1	references	reference	NOUN
futech-629	329	2	[	[	X
futech-629	329	3	1	1	NUM
futech-629	329	4	]	]	X
futech-629	329	5	khalid	khalid	PROPN
futech-629	329	6	,	,	PUNCT
futech-629	329	7	m	m	PROPN
futech-629	329	8	,	,	PUNCT
futech-629	329	9	‘	'	PUNCT
futech-629	329	10	smart	smart	ADJ
futech-629	329	11	grids	grid	NOUN
futech-629	329	12	and	and	CCONJ
futech-629	329	13	renewable	renewable	ADJ
futech-629	329	14	energy	energy	NOUN
futech-629	329	15	systems	system	NOUN
futech-629	329	16	:	:	PUNCT
futech-629	329	17	perspectives	perspective	NOUN
futech-629	329	18	and	and	CCONJ
futech-629	329	19	grid	grid	NOUN
futech-629	329	20	integration	integration	NOUN
futech-629	329	21	challenges	challenge	NOUN
futech-629	329	22	’	'	PUNCT
futech-629	329	23	energy	energy	NOUN
futech-629	329	24	strategy	strategy	NOUN
futech-629	329	25	reviews	review	NOUN
futech-629	329	26	,	,	PUNCT
futech-629	329	27	51	51	NUM
futech-629	329	28	,	,	PUNCT
futech-629	329	29	101299	101299	NUM
futech-629	329	30	,	,	PUNCT
futech-629	329	31	2024	2024	NUM
futech-629	329	32	.	.	PUNCT
futech-629	330	1	doi	doi	NOUN
futech-629	330	2	:	:	PUNCT
futech-629	330	3	https://doi.org/10.1016/j.esr.2024.101299	https://doi.org/10.1016/j.esr.2024.101299	PROPN
futech-629	331	1	[	[	X
futech-629	331	2	2	2	NUM
futech-629	331	3	]	]	PUNCT
futech-629	331	4	nassar	nassar	PROPN
futech-629	331	5	,	,	PUNCT
futech-629	331	6	y.	y.	PROPN
futech-629	331	7	f.	f.	PROPN
futech-629	331	8	,	,	PUNCT
futech-629	331	9	el	el	PROPN
futech-629	331	10	-	-	PUNCT
futech-629	331	11	khozondar	khozondar	NOUN
futech-629	331	12	,	,	PUNCT
futech-629	331	13	h.	h.	PROPN
futech-629	331	14	j.	j.	PROPN
futech-629	331	15	,	,	PUNCT
futech-629	331	16	&	&	CCONJ
futech-629	331	17	fakher	fakher	PROPN
futech-629	331	18	,	,	PUNCT
futech-629	331	19	m.	m.	NOUN
futech-629	331	20	a.	a.	NOUN
futech-629	332	1	‘	'	PUNCT
futech-629	332	2	the	the	DET
futech-629	332	3	role	role	NOUN
futech-629	332	4	of	of	ADP
futech-629	332	5	hybrid	hybrid	ADJ
futech-629	332	6	renewable	renewable	ADJ
futech-629	332	7	energy	energy	NOUN
futech-629	332	8	systems	system	NOUN
futech-629	332	9	in	in	ADP
futech-629	332	10	covering	cover	VERB
futech-629	332	11	power	power	NOUN
futech-629	332	12	shortages	shortage	NOUN
futech-629	332	13	in	in	ADP
futech-629	332	14	public	public	ADJ
futech-629	332	15	electricity	electricity	NOUN
futech-629	332	16	grid	grid	NOUN
futech-629	332	17	:	:	PUNCT
futech-629	332	18	an	an	DET
futech-629	332	19	economic	economic	ADJ
futech-629	332	20	,	,	PUNCT
futech-629	332	21	environmental	environmental	ADJ
futech-629	332	22	and	and	CCONJ
futech-629	332	23	technical	technical	ADJ
futech-629	332	24	optimization	optimization	NOUN
futech-629	332	25	analysis	analysis	NOUN
futech-629	332	26	’	'	PUNCT
futech-629	332	27	,	,	PUNCT
futech-629	332	28	journal	journal	NOUN
futech-629	332	29	of	of	ADP
futech-629	332	30	energy	energy	NOUN
futech-629	332	31	storage	storage	NOUN
futech-629	332	32	,	,	PUNCT
futech-629	332	33	108	108	NUM
futech-629	332	34	,	,	PUNCT
futech-629	332	35	115224	115224	NUM
futech-629	332	36	,	,	PUNCT
futech-629	332	37	2025	2025	NUM
futech-629	332	38	.	.	PUNCT
futech-629	333	1	doi	doi	NOUN
futech-629	333	2	:	:	PUNCT
futech-629	333	3	https://doi.org/10.1016/j.prime.2024.100887	https://doi.org/10.1016/j.prime.2024.100887	ADJ
futech-629	333	4	[	[	X
futech-629	333	5	3	3	NUM
futech-629	333	6	]	]	PUNCT
futech-629	333	7	thirunavukkarasu	thirunavukkarasu	NOUN
futech-629	333	8	,	,	PUNCT
futech-629	333	9	g.	g.	PROPN
futech-629	333	10	s.	s.	PROPN
futech-629	333	11	,	,	PUNCT
futech-629	333	12	seyedmahmoudian	seyedmahmoudian	PROPN
futech-629	333	13	,	,	PUNCT
futech-629	333	14	m.	m.	NOUN
futech-629	333	15	,	,	PUNCT
futech-629	333	16	jamei	jamei	PROPN
futech-629	333	17	,	,	PUNCT
futech-629	333	18	e.	e.	PROPN
futech-629	333	19	,	,	PUNCT
futech-629	333	20	horan	horan	PROPN
futech-629	333	21	,	,	PUNCT
futech-629	333	22	b.	b.	PROPN
futech-629	333	23	,	,	PUNCT
futech-629	333	24	mekhilef	mekhilef	PROPN
futech-629	333	25	,	,	PUNCT
futech-629	333	26	s.	s.	PROPN
futech-629	333	27	,	,	PUNCT
futech-629	333	28	&	&	CCONJ
futech-629	333	29	stojcevski	stojcevski	PROPN
futech-629	333	30	,	,	PUNCT
futech-629	333	31	a.	a.	NOUN
futech-629	333	32	‘	'	PUNCT
futech-629	333	33	role	role	NOUN
futech-629	333	34	of	of	ADP
futech-629	333	35	optimization	optimization	NOUN
futech-629	333	36	techniques	technique	NOUN
futech-629	333	37	in	in	ADP
futech-629	333	38	microgrid	microgrid	ADJ
futech-629	333	39	energy	energy	NOUN
futech-629	333	40	management	management	NOUN
futech-629	333	41	systems	system	NOUN
futech-629	333	42	—	—	PUNCT
futech-629	333	43	a	a	DET
futech-629	333	44	review	review	NOUN
futech-629	333	45	’	'	PUNCT
futech-629	333	46	,	,	PUNCT
futech-629	333	47	energy	energy	NOUN
futech-629	333	48	strategy	strategy	NOUN
futech-629	333	49	reviews	review	NOUN
futech-629	333	50	,	,	PUNCT
futech-629	333	51	43	43	NUM
futech-629	333	52	,	,	PUNCT
futech-629	333	53	100899	100899	NUM
futech-629	333	54	,	,	PUNCT
futech-629	333	55	2022	2022	NUM
futech-629	333	56	.	.	PUNCT
futech-629	334	1	doi	doi	NOUN
futech-629	334	2	:	:	PUNCT
futech-629	334	3	https://doi.org/10.1016/j.esr.2022.100899	https://doi.org/10.1016/j.esr.2022.100899	PROPN
futech-629	335	1	[	[	X
futech-629	335	2	4	4	NUM
futech-629	335	3	]	]	PUNCT
futech-629	335	4	teixeira	teixeira	PROPN
futech-629	335	5	,	,	PUNCT
futech-629	335	6	r.	r.	PROPN
futech-629	335	7	,	,	PUNCT
futech-629	335	8	cerveira	cerveira	PROPN
futech-629	335	9	,	,	PUNCT
futech-629	335	10	a.	a.	PROPN
futech-629	335	11	,	,	PUNCT
futech-629	335	12	pires	pire	NOUN
futech-629	335	13	,	,	PUNCT
futech-629	335	14	e.	e.	PROPN
futech-629	335	15	j.	j.	PROPN
futech-629	335	16	s.	s.	PROPN
futech-629	335	17	,	,	PUNCT
futech-629	335	18	&	&	CCONJ
futech-629	335	19	baptista	baptista	PROPN
futech-629	335	20	,	,	PUNCT
futech-629	335	21	j.	j.	PROPN
futech-629	335	22	‘	'	PUNCT
futech-629	335	23	advancing	advance	VERB
futech-629	335	24	renewable	renewable	ADJ
futech-629	335	25	energy	energy	NOUN
futech-629	335	26	forecasting	forecasting	NOUN
futech-629	335	27	:	:	PUNCT
futech-629	335	28	a	a	DET
futech-629	335	29	comprehensive	comprehensive	ADJ
futech-629	335	30	review	review	NOUN
futech-629	335	31	of	of	ADP
futech-629	335	32	renewable	renewable	ADJ
futech-629	335	33	energy	energy	NOUN
futech-629	335	34	forecasting	forecasting	NOUN
futech-629	335	35	methods	method	NOUN
futech-629	335	36	’	'	PUNCT
futech-629	335	37	,	,	PUNCT
futech-629	335	38	energies	energy	NOUN
futech-629	335	39	,	,	PUNCT
futech-629	335	40	17(14	17(14	PROPN
futech-629	335	41	)	)	PUNCT
futech-629	335	42	,	,	PUNCT
futech-629	335	43	3480	3480	NUM
futech-629	335	44	,	,	PUNCT
futech-629	335	45	2024	2024	NUM
futech-629	335	46	.	.	PUNCT
futech-629	336	1	doi	doi	NOUN
futech-629	336	2	:	:	PUNCT
futech-629	336	3	https://doi.org/10.3390/en17143480	https://doi.org/10.3390/en17143480	PROPN
futech-629	336	4	[	[	X
futech-629	336	5	5	5	NUM
futech-629	336	6	]	]	X
futech-629	336	7	gonzález	gonzález	PROPN
futech-629	336	8	-	-	PUNCT
futech-629	336	9	niño	niño	PROPN
futech-629	336	10	,	,	PUNCT
futech-629	336	11	m.	m.	PROPN
futech-629	336	12	e.	e.	PROPN
futech-629	336	13	,	,	PUNCT
futech-629	336	14	sierra	sierra	PROPN
futech-629	336	15	-	-	PUNCT
futech-629	336	16	herrera	herrera	PROPN
futech-629	336	17	,	,	PUNCT
futech-629	336	18	o.	o.	PROPN
futech-629	336	19	h.	h.	PROPN
futech-629	336	20	,	,	PUNCT
futech-629	336	21	pinedamuñoz	pinedamuñoz	PROPN
futech-629	336	22	,	,	PUNCT
futech-629	336	23	w.	w.	PROPN
futech-629	336	24	a.	a.	PROPN
futech-629	336	25	,	,	PUNCT
futech-629	336	26	muñoz	muñoz	PROPN
futech-629	336	27	-	-	PUNCT
futech-629	336	28	galeano	galeano	PROPN
futech-629	336	29	,	,	PUNCT
futech-629	336	30	n.	n.	NOUN
futech-629	336	31	,	,	PUNCT
futech-629	336	32	&	&	CCONJ
futech-629	336	33	lópez	lópez	PROPN
futech-629	336	34	-	-	PUNCT
futech-629	336	35	lezama	lezama	PROPN
futech-629	336	36	,	,	PUNCT
futech-629	336	37	j.	j.	PROPN
futech-629	336	38	m.	m.	PROPN
futech-629	336	39	‘	'	PUNCT
futech-629	336	40	exploring	explore	VERB
futech-629	336	41	technology	technology	NOUN
futech-629	336	42	trends	trend	NOUN
futech-629	336	43	and	and	CCONJ
futech-629	336	44	future	future	ADJ
futech-629	336	45	directions	direction	NOUN
futech-629	336	46	for	for	ADP
futech-629	336	47	optimized	optimize	VERB
futech-629	336	48	energy	energy	NOUN
futech-629	336	49	management	management	NOUN
futech-629	336	50	in	in	ADP
futech-629	336	51	microgrids	microgrid	NOUN
futech-629	336	52	’	'	PUNCT
futech-629	336	53	,	,	PUNCT
futech-629	336	54	information	information	NOUN
futech-629	336	55	,	,	PUNCT
futech-629	336	56	16(3	16(3	NOUN
futech-629	336	57	)	)	PUNCT
futech-629	336	58	,	,	PUNCT
futech-629	336	59	183	183	NUM
futech-629	336	60	,	,	PUNCT
futech-629	336	61	2025	2025	NUM
futech-629	336	62	.	.	PUNCT
futech-629	337	1	doi	doi	NOUN
futech-629	337	2	:	:	PUNCT
futech-629	337	3	https://doi.org/10.3390/info16030183	https://doi.org/10.3390/info16030183	NOUN
futech-629	338	1	[	[	X
futech-629	338	2	6	6	NUM
futech-629	338	3	]	]	X
futech-629	338	4	aslam	aslam	PROPN
futech-629	338	5	,	,	PUNCT
futech-629	338	6	s.	s.	PROPN
futech-629	338	7	,	,	PUNCT
futech-629	338	8	herodotou	herodotou	PROPN
futech-629	338	9	,	,	PUNCT
futech-629	338	10	h.	h.	PROPN
futech-629	338	11	,	,	PUNCT
futech-629	338	12	mohsin	mohsin	PROPN
futech-629	338	13	,	,	PUNCT
futech-629	338	14	s.	s.	PROPN
futech-629	338	15	m.	m.	PROPN
futech-629	338	16	,	,	PUNCT
futech-629	338	17	javaid	javaid	NOUN
futech-629	338	18	,	,	PUNCT
futech-629	338	19	n.	n.	NOUN
futech-629	338	20	,	,	PUNCT
futech-629	338	21	ashraf	ashraf	NOUN
futech-629	338	22	,	,	PUNCT
futech-629	338	23	n.	n.	NOUN
futech-629	338	24	,	,	PUNCT
futech-629	338	25	&	&	CCONJ
futech-629	338	26	aslam	aslam	PROPN
futech-629	338	27	,	,	PUNCT
futech-629	338	28	s.	s.	PROPN
futech-629	338	29	‘	'	PUNCT
futech-629	338	30	a	a	DET
futech-629	338	31	survey	survey	NOUN
futech-629	338	32	on	on	ADP
futech-629	338	33	deep	deep	ADJ
futech-629	338	34	learning	learning	NOUN
futech-629	338	35	methods	method	NOUN
futech-629	338	36	for	for	ADP
futech-629	338	37	power	power	NOUN
futech-629	338	38	load	load	NOUN
futech-629	338	39	and	and	CCONJ
futech-629	338	40	renewable	renewable	ADJ
futech-629	338	41	energy	energy	NOUN
futech-629	338	42	forecasting	forecasting	NOUN
futech-629	338	43	in	in	ADP
futech-629	338	44	smart	smart	ADJ
futech-629	338	45	microgrids	microgrid	NOUN
futech-629	338	46	’	'	PUNCT
futech-629	338	47	,	,	PUNCT
futech-629	338	48	renewable	renewable	ADJ
futech-629	338	49	and	and	CCONJ
futech-629	338	50	sustainable	sustainable	ADJ
futech-629	338	51	energy	energy	NOUN
futech-629	338	52	reviews	review	NOUN
futech-629	338	53	,	,	PUNCT
futech-629	338	54	144	144	NUM
futech-629	338	55	,	,	PUNCT
futech-629	338	56	110992	110992	NUM
futech-629	338	57	,	,	PUNCT
futech-629	338	58	2021	2021	NUM
futech-629	338	59	.	.	PUNCT
futech-629	339	1	doi	doi	NOUN
futech-629	339	2	:	:	PUNCT
futech-629	339	3	https://doi.org/10.1016/j.rser.2021.110992	https://doi.org/10.1016/j.rser.2021.110992	PROPN
futech-629	339	4	[	[	X
futech-629	339	5	7	7	NUM
futech-629	339	6	]	]	X
futech-629	339	7	benti	benti	ADJ
futech-629	339	8	,	,	PUNCT
futech-629	339	9	n.	n.	PROPN
futech-629	339	10	e.	e.	PROPN
futech-629	339	11	,	,	PUNCT
futech-629	339	12	chaka	chaka	PROPN
futech-629	339	13	,	,	PUNCT
futech-629	339	14	m.	m.	PROPN
futech-629	339	15	d.	d.	PROPN
futech-629	339	16	,	,	PUNCT
futech-629	339	17	&	&	CCONJ
futech-629	339	18	semie	semie	PROPN
futech-629	339	19	,	,	PUNCT
futech-629	339	20	a.	a.	NOUN
futech-629	339	21	g.	g.	PROPN
futech-629	339	22	‘	'	PUNCT
futech-629	339	23	forecasting	forecast	VERB
futech-629	339	24	renewable	renewable	ADJ
futech-629	339	25	energy	energy	NOUN
futech-629	339	26	generation	generation	NOUN
futech-629	339	27	with	with	ADP
futech-629	339	28	machine	machine	NOUN
futech-629	339	29	learning	learning	NOUN
futech-629	339	30	and	and	CCONJ
futech-629	339	31	deep	deep	ADJ
futech-629	339	32	learning	learning	NOUN
futech-629	339	33	:	:	PUNCT
futech-629	339	34	current	current	ADJ
futech-629	339	35	advances	advance	NOUN
futech-629	339	36	and	and	CCONJ
futech-629	339	37	future	future	ADJ
futech-629	339	38	prospects	prospect	NOUN
futech-629	339	39	’	'	PUNCT
futech-629	339	40	,	,	PUNCT
futech-629	339	41	sustainability	sustainability	NOUN
futech-629	339	42	,	,	PUNCT
futech-629	339	43	15(9	15(9	NUM
futech-629	339	44	)	)	PUNCT
futech-629	339	45	,	,	PUNCT
futech-629	339	46	7087	7087	NUM
futech-629	339	47	,	,	PUNCT
futech-629	339	48	2023	2023	NUM
futech-629	339	49	.	.	PUNCT
futech-629	340	1	doi	doi	NOUN
futech-629	340	2	:	:	PUNCT
futech-629	341	1	https://doi.org/10.3390/su15097087	https://doi.org/10.3390/su15097087	PROPN
futech-629	341	2	[	[	X
futech-629	341	3	8	8	NUM
futech-629	341	4	]	]	PUNCT
futech-629	341	5	hazim	hazim	NOUN
futech-629	341	6	obaid	obaid	PROPN
futech-629	341	7	,	,	PUNCT
futech-629	341	8	z.	z.	PROPN
futech-629	341	9	,	,	PUNCT
futech-629	341	10	mirzaei	mirzaei	PROPN
futech-629	341	11	,	,	PUNCT
futech-629	341	12	b.	b.	PROPN
futech-629	341	13	,	,	PUNCT
futech-629	341	14	&	&	CCONJ
futech-629	341	15	darroudi	darroudi	PROPN
futech-629	341	16	,	,	PUNCT
futech-629	342	1	a.	a.	NOUN
futech-629	342	2	‘	'	PUNCT
futech-629	342	3	an	an	DET
futech-629	342	4	efficient	efficient	ADJ
futech-629	342	5	automatic	automatic	ADJ
futech-629	342	6	modulation	modulation	NOUN
futech-629	342	7	recognition	recognition	NOUN
futech-629	342	8	using	use	VERB
futech-629	342	9	time	time	NOUN
futech-629	342	10	–	–	PUNCT
futech-629	342	11	frequency	frequency	NOUN
futech-629	342	12	information	information	NOUN
futech-629	342	13	based	base	VERB
futech-629	342	14	on	on	ADP
futech-629	342	15	hybrid	hybrid	ADJ
futech-629	342	16	deep	deep	ADJ
futech-629	342	17	learning	learning	NOUN
futech-629	342	18	and	and	CCONJ
futech-629	342	19	bagging	bagging	NOUN
futech-629	342	20	approach	approach	NOUN
futech-629	342	21	’	'	PUNCT
futech-629	342	22	,	,	PUNCT
futech-629	342	23	knowledge	knowledge	NOUN
futech-629	342	24	and	and	CCONJ
futech-629	342	25	information	information	NOUN
futech-629	342	26	systems	system	NOUN
futech-629	342	27	,	,	PUNCT
futech-629	342	28	66(4	66(4	NUM
futech-629	342	29	)	)	PUNCT
futech-629	342	30	,	,	PUNCT
futech-629	342	31	2607	2607	NUM
futech-629	342	32	-	-	SYM
futech-629	342	33	2624	2624	NUM
futech-629	342	34	,	,	PUNCT
futech-629	342	35	2024	2024	NUM
futech-629	342	36	.	.	PUNCT
futech-629	343	1	doi	doi	NOUN
futech-629	343	2	:	:	PUNCT
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futech-629	344	1	[	[	X
futech-629	344	2	9	9	NUM
futech-629	344	3	]	]	X
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futech-629	344	5	,	,	PUNCT
futech-629	344	6	r.	r.	PROPN
futech-629	344	7	,	,	PUNCT
futech-629	344	8	yaghoubi	yaghoubi	PROPN
futech-629	344	9	,	,	PUNCT
futech-629	344	10	e.	e.	PROPN
futech-629	344	11	,	,	PUNCT
futech-629	344	12	abujazar	abujazar	PROPN
futech-629	344	13	,	,	PUNCT
futech-629	344	14	m.	m.	NOUN
futech-629	344	15	s.	s.	PROPN
futech-629	344	16	s.	s.	PROPN
futech-629	344	17	,	,	PUNCT
futech-629	344	18	ahmad	ahmad	PROPN
futech-629	344	19	,	,	PUNCT
futech-629	344	20	r.	r.	PROPN
futech-629	344	21	,	,	PUNCT
futech-629	344	22	&	&	CCONJ
futech-629	344	23	vakili	vakili	PROPN
futech-629	344	24	,	,	PUNCT
futech-629	345	1	a.	a.	PROPN
futech-629	345	2	h.	h.	PROPN
futech-629	346	1	‘	'	PUNCT
futech-629	346	2	state	state	NOUN
futech-629	346	3	-	-	PUNCT
futech-629	346	4	of	of	ADP
futech-629	346	5	-	-	PUNCT
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futech-629	346	7	-	-	PUNCT
futech-629	346	8	art	art	NOUN
futech-629	346	9	review	review	NOUN
futech-629	346	10	on	on	ADP
futech-629	346	11	energy	energy	NOUN
futech-629	346	12	and	and	CCONJ
futech-629	346	13	load	load	NOUN
futech-629	346	14	forecasting	forecasting	NOUN
futech-629	346	15	in	in	ADP
futech-629	346	16	microgrids	microgrid	NOUN
futech-629	346	17	using	use	VERB
futech-629	346	18	artificial	artificial	ADJ
futech-629	346	19	neural	neural	ADJ
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futech-629	346	21	,	,	PUNCT
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futech-629	346	28	techniques	technique	NOUN
futech-629	346	29	’	'	PUNCT
futech-629	346	30	,	,	PUNCT
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futech-629	346	32	power	power	NOUN
futech-629	346	33	systems	system	NOUN
futech-629	346	34	research	research	NOUN
futech-629	346	35	,	,	PUNCT
futech-629	346	36	225	225	NUM
futech-629	346	37	,	,	PUNCT
futech-629	346	38	109792	109792	NUM
futech-629	346	39	,	,	PUNCT
futech-629	346	40	2023	2023	NUM
futech-629	346	41	.	.	PUNCT
futech-629	347	1	doi	doi	NOUN
futech-629	347	2	:	:	PUNCT
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futech-629	347	8	,	,	PUNCT
futech-629	347	9	u.	u.	PROPN
futech-629	347	10	b.	b.	PROPN
futech-629	347	11	,	,	PUNCT
futech-629	347	12	yang	yang	PROPN
futech-629	347	13	,	,	PUNCT
futech-629	347	14	f.	f.	PROPN
futech-629	347	15	,	,	PUNCT
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futech-629	347	17	,	,	PUNCT
futech-629	347	18	a.	a.	PROPN
futech-629	347	19	s.	s.	PROPN
futech-629	347	20	m.	m.	PROPN
futech-629	347	21	,	,	PUNCT
futech-629	347	22	&	&	CCONJ
futech-629	347	23	lu	lu	PROPN
futech-629	347	24	,	,	PUNCT
futech-629	347	25	j.	j.	PROPN
futech-629	347	26	‘	'	PUNCT
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futech-629	347	28	photovoltaic	photovoltaic	NOUN
futech-629	347	29	power	power	NOUN
futech-629	347	30	forecasting	forecasting	NOUN
futech-629	347	31	for	for	ADP
futech-629	347	32	microgrid	microgrid	ADJ
futech-629	347	33	energy	energy	NOUN
futech-629	347	34	management	management	NOUN
futech-629	347	35	system	system	NOUN
futech-629	347	36	using	use	VERB
futech-629	347	37	an	an	DET
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futech-629	347	41	’	'	PUNCT
futech-629	347	42	,	,	PUNCT
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futech-629	347	44	sources	source	NOUN
futech-629	347	45	,	,	PUNCT
futech-629	347	46	part	part	NOUN
futech-629	347	47	a	a	DET
futech-629	347	48	:	:	PUNCT
futech-629	347	49	recovery	recovery	NOUN
futech-629	347	50	,	,	PUNCT
futech-629	347	51	utilization	utilization	NOUN
futech-629	347	52	,	,	PUNCT
futech-629	347	53	and	and	CCONJ
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futech-629	347	55	effects	effect	NOUN
futech-629	347	56	,	,	PUNCT
futech-629	347	57	44(4	44(4	NOUN
futech-629	347	58	)	)	PUNCT
futech-629	347	59	,	,	PUNCT
futech-629	347	60	10045	10045	NUM
futech-629	347	61	-	-	SYM
futech-629	347	62	10070	10070	NUM
futech-629	347	63	,	,	PUNCT
futech-629	347	64	2022	2022	NUM
futech-629	347	65	.	.	PUNCT
futech-629	348	1	doi	doi	NOUN
futech-629	348	2	:	:	PUNCT
futech-629	348	3	https://doi.org/10.1080/15567036.2022.2143945	https://doi.org/10.1080/15567036.2022.2143945	PROPN
futech-629	349	1	[	[	X
futech-629	349	2	11	11	NUM
futech-629	349	3	]	]	X
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futech-629	349	5	,	,	PUNCT
futech-629	349	6	a.	a.	PROPN
futech-629	349	7	,	,	PUNCT
futech-629	349	8	capezza	capezza	PROPN
futech-629	349	9	,	,	PUNCT
futech-629	349	10	s.	s.	PROPN
futech-629	349	11	,	,	PUNCT
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futech-629	349	13	,	,	PUNCT
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futech-629	349	15	,	,	PUNCT
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futech-629	349	21	‘	'	PUNCT
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futech-629	349	31	energy	energy	NOUN
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futech-629	349	33	systems	system	NOUN
futech-629	349	34	’	'	PUNCT
futech-629	349	35	,	,	PUNCT
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futech-629	349	43	,	,	PUNCT
futech-629	349	44	10(7	10(7	NUM
futech-629	349	45	)	)	PUNCT
futech-629	349	46	,	,	PUNCT
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futech-629	349	48	-	-	SYM
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futech-629	349	50	,	,	PUNCT
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futech-629	349	52	.	.	PUNCT
futech-629	350	1	doi	doi	NOUN
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futech-629	351	20	t.	t.	PROPN
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futech-629	352	1	doi	doi	NOUN
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futech-629	353	13	&	&	CCONJ
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futech-629	354	3	aq	aq	PROPN
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futech-629	355	1	et	et	PROPN
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futech-629	355	7	2026|	2026|	NUM
futech-629	355	8	volume	volume	NOUN
futech-629	355	9	05	05	NUM
futech-629	356	1	|	|	ADV
futech-629	356	2	issue	issue	NOUN
futech-629	356	3	01	01	NUM
futech-629	357	1	|	|	ADV
futech-629	357	2	pages	page	NOUN
futech-629	357	3	303	303	NUM
futech-629	357	4	-	-	SYM
futech-629	357	5	313	313	NUM
futech-629	357	6	313	313	NUM
futech-629	357	7	microgrids	microgrid	NOUN
futech-629	357	8	’	'	PUNCT
futech-629	357	9	,	,	PUNCT
futech-629	357	10	energies	energy	NOUN
futech-629	357	11	,	,	PUNCT
futech-629	357	12	18(4	18(4	NUM
futech-629	357	13	)	)	PUNCT
futech-629	357	14	,	,	PUNCT
futech-629	357	15	995	995	NUM
futech-629	357	16	,	,	PUNCT
futech-629	357	17	2025	2025	NUM
futech-629	357	18	.	.	PUNCT
futech-629	358	1	doi	doi	NOUN
futech-629	358	2	:	:	PUNCT
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futech-629	358	4	[	[	X
futech-629	358	5	14	14	NUM
futech-629	358	6	]	]	X
futech-629	358	7	mahmoudabadi	mahmoudabadi	NOUN
futech-629	358	8	,	,	PUNCT
futech-629	358	9	n.	n.	PROPN
futech-629	358	10	d.	d.	PROPN
futech-629	358	11	,	,	PUNCT
futech-629	358	12	khalaj	khalaj	NOUN
futech-629	358	13	,	,	PUNCT
futech-629	358	14	m.	m.	NOUN
futech-629	358	15	,	,	PUNCT
futech-629	358	16	jafari	jafari	PROPN
futech-629	358	17	,	,	PUNCT
futech-629	358	18	d.	d.	PROPN
futech-629	358	19	,	,	PUNCT
futech-629	358	20	herat	herat	PROPN
futech-629	358	21	,	,	PUNCT
futech-629	358	22	a.	a.	NOUN
futech-629	358	23	t.	t.	PROPN
futech-629	358	24	,	,	PUNCT
futech-629	358	25	&	&	CCONJ
futech-629	358	26	ahranjani	ahranjani	PROPN
futech-629	358	27	,	,	PUNCT
futech-629	358	28	p.	p.	NOUN
futech-629	358	29	m.	m.	NOUN
futech-629	359	1	‘	'	PUNCT
futech-629	359	2	energy	energy	NOUN
futech-629	359	3	management	management	NOUN
futech-629	359	4	of	of	ADP
futech-629	359	5	microgrid	microgrid	ADJ
futech-629	359	6	coalitions	coalition	NOUN
futech-629	359	7	considering	consider	VERB
futech-629	359	8	renewable	renewable	ADJ
futech-629	359	9	energy	energy	NOUN
futech-629	359	10	prediction	prediction	NOUN
futech-629	359	11	based	base	VERB
futech-629	359	12	on	on	ADP
futech-629	359	13	machine	machine	NOUN
futech-629	359	14	learning	learn	VERB
futech-629	359	15	algorithms	algorithm	NOUN
futech-629	359	16	’	'	PUNCT
futech-629	359	17	,	,	PUNCT
futech-629	359	18	aip	aip	PROPN
futech-629	359	19	advances	advance	NOUN
futech-629	359	20	,	,	PUNCT
futech-629	359	21	15(4	15(4	NUM
futech-629	359	22	)	)	PUNCT
futech-629	359	23	,	,	PUNCT
futech-629	359	24	2025	2025	NUM
futech-629	359	25	.	.	PUNCT
futech-629	360	1	doi	doi	NOUN
futech-629	360	2	:	:	PUNCT
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futech-629	361	2	15	15	NUM
futech-629	361	3	]	]	X
futech-629	361	4	khosravi	khosravi	NOUN
futech-629	361	5	,	,	PUNCT
futech-629	361	6	n.	n.	NOUN
futech-629	361	7	,	,	PUNCT
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futech-629	361	9	,	,	PUNCT
futech-629	361	10	a.	a.	NOUN
futech-629	361	11	,	,	PUNCT
futech-629	361	12	&	&	CCONJ
futech-629	361	13	belkhier	belkhi	ADJ
futech-629	361	14	,	,	PUNCT
futech-629	361	15	y.	y.	NOUN
futech-629	361	16	‘	'	PUNCT
futech-629	361	17	energy	energy	NOUN
futech-629	361	18	management	management	NOUN
futech-629	361	19	in	in	ADP
futech-629	361	20	networked	networked	ADJ
futech-629	361	21	microgrids	microgrid	NOUN
futech-629	361	22	:	:	PUNCT
futech-629	361	23	a	a	DET
futech-629	361	24	comparative	comparative	ADJ
futech-629	361	25	study	study	NOUN
futech-629	361	26	of	of	ADP
futech-629	361	27	hierarchical	hierarchical	ADJ
futech-629	361	28	deep	deep	ADJ
futech-629	361	29	learning	learning	NOUN
futech-629	361	30	and	and	CCONJ
futech-629	361	31	predictive	predictive	ADJ
futech-629	361	32	analytics	analytic	NOUN
futech-629	361	33	techniques	technique	NOUN
futech-629	361	34	’	'	PUNCT
futech-629	361	35	,	,	PUNCT
futech-629	361	36	energy	energy	NOUN
futech-629	361	37	conversion	conversion	NOUN
futech-629	361	38	and	and	CCONJ
futech-629	361	39	management	management	NOUN
futech-629	361	40	:	:	PUNCT
futech-629	361	41	x	x	X
futech-629	361	42	,	,	PUNCT
futech-629	361	43	25	25	NUM
futech-629	361	44	,	,	PUNCT
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futech-629	361	46	,	,	PUNCT
futech-629	361	47	2025	2025	NUM
futech-629	361	48	.	.	PUNCT
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futech-629	362	2	:	:	PUNCT
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futech-629	362	6	]	]	PUNCT
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futech-629	362	9	,	,	PUNCT
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futech-629	362	11	,	,	PUNCT
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futech-629	362	14	,	,	PUNCT
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futech-629	362	17	,	,	PUNCT
futech-629	362	18	siva	siva	PROPN
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futech-629	362	22	,	,	PUNCT
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futech-629	362	25	,	,	PUNCT
futech-629	362	26	m.	m.	NOUN
futech-629	362	27	,	,	PUNCT
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futech-629	362	30	,	,	PUNCT
futech-629	362	31	g.	g.	PROPN
futech-629	362	32	,	,	PUNCT
futech-629	362	33	&	&	CCONJ
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futech-629	362	35	,	,	PUNCT
futech-629	362	36	r.	r.	NOUN
futech-629	362	37	‘	'	PUNCT
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futech-629	362	40	and	and	CCONJ
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futech-629	362	42	for	for	ADP
futech-629	362	43	power	power	NOUN
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futech-629	362	49	in	in	ADP
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futech-629	362	55	power	power	NOUN
futech-629	362	56	components	component	NOUN
futech-629	362	57	and	and	CCONJ
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futech-629	362	59	,	,	PUNCT
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futech-629	362	61	)	)	PUNCT
futech-629	362	62	,	,	PUNCT
futech-629	362	63	219232	219232	NUM
futech-629	362	64	,	,	PUNCT
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futech-629	362	66	.	.	PUNCT
futech-629	363	1	doi	doi	NOUN
futech-629	363	2	:	:	PUNCT
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futech-629	364	2	17	17	NUM
futech-629	364	3	]	]	X
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futech-629	364	5	,	,	PUNCT
futech-629	364	6	s.	s.	PROPN
futech-629	364	7	,	,	PUNCT
futech-629	364	8	chrifi	chrifi	NOUN
futech-629	364	9	-	-	PUNCT
futech-629	364	10	alaoui	alaoui	NOUN
futech-629	364	11	,	,	PUNCT
futech-629	364	12	l.	l.	PROPN
futech-629	364	13	,	,	PUNCT
futech-629	364	14	drid	drid	PROPN
futech-629	364	15	,	,	PUNCT
futech-629	364	16	s.	s.	PROPN
futech-629	364	17	,	,	PUNCT
futech-629	364	18	&	&	CCONJ
futech-629	364	19	derbel	derbel	PROPN
futech-629	364	20	,	,	PUNCT
futech-629	364	21	n.	n.	NOUN
futech-629	364	22	‘	'	PUNCT
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futech-629	364	24	and	and	CCONJ
futech-629	364	25	implementation	implementation	NOUN
futech-629	364	26	of	of	ADP
futech-629	364	27	an	an	DET
futech-629	364	28	energy	energy	NOUN
futech-629	364	29	management	management	NOUN
futech-629	364	30	strategy	strategy	NOUN
futech-629	364	31	for	for	ADP
futech-629	364	32	a	a	DET
futech-629	364	33	pv	pv	NOUN
futech-629	364	34	–	–	PUNCT
futech-629	364	35	wind	wind	NOUN
futech-629	364	36	–	–	PUNCT
futech-629	364	37	battery	battery	NOUN
futech-629	364	38	microgrid	microgrid	NOUN
futech-629	364	39	based	base	VERB
futech-629	364	40	on	on	ADP
futech-629	364	41	an	an	DET
futech-629	364	42	intelligent	intelligent	ADJ
futech-629	364	43	prediction	prediction	NOUN
futech-629	364	44	algorithm	algorithm	NOUN
futech-629	364	45	of	of	ADP
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futech-629	364	47	production	production	NOUN
futech-629	364	48	’	'	PUNCT
futech-629	364	49	,	,	PUNCT
futech-629	364	50	energies	energy	NOUN
futech-629	364	51	,	,	PUNCT
futech-629	364	52	16(4	16(4	NUM
futech-629	364	53	)	)	PUNCT
futech-629	364	54	,	,	PUNCT
futech-629	364	55	1883	1883	NUM
futech-629	364	56	,	,	PUNCT
futech-629	364	57	2023	2023	NUM
futech-629	364	58	.	.	PUNCT
futech-629	365	1	doi	doi	NOUN
futech-629	365	2	:	:	PUNCT
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futech-629	366	1	[	[	X
futech-629	366	2	18	18	NUM
futech-629	366	3	]	]	X
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futech-629	366	5	,	,	PUNCT
futech-629	366	6	g.	g.	PROPN
futech-629	366	7	,	,	PUNCT
futech-629	366	8	bhavani	bhavani	PROPN
futech-629	366	9	,	,	PUNCT
futech-629	366	10	m.	m.	NOUN
futech-629	366	11	,	,	PUNCT
futech-629	366	12	brinda	brinda	PROPN
futech-629	366	13	,	,	PUNCT
futech-629	366	14	r.	r.	PROPN
futech-629	366	15	,	,	PUNCT
futech-629	366	16	&	&	CCONJ
futech-629	366	17	zahira	zahira	PROPN
futech-629	366	18	,	,	PUNCT
futech-629	366	19	r.	r.	NOUN
futech-629	366	20	‘	'	PUNCT
futech-629	366	21	electricity	electricity	NOUN
futech-629	366	22	load	load	NOUN
futech-629	366	23	demand	demand	NOUN
futech-629	366	24	prediction	prediction	NOUN
futech-629	366	25	for	for	ADP
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futech-629	366	27	energy	energy	NOUN
futech-629	366	28	management	management	NOUN
futech-629	366	29	system	system	NOUN
futech-629	366	30	using	use	VERB
futech-629	366	31	hybrid	hybrid	ADJ
futech-629	366	32	adaptive	adaptive	ADJ
futech-629	366	33	barnacle‐mating	barnacle‐mate	VERB
futech-629	366	34	optimizer	optimizer	NOUN
futech-629	366	35	with	with	ADP
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futech-629	366	39	algorithm	algorithm	NOUN
futech-629	366	40	’	'	PUNCT
futech-629	366	41	,	,	PUNCT
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futech-629	366	44	,	,	PUNCT
futech-629	366	45	12(5	12(5	NUM
futech-629	366	46	)	)	PUNCT
futech-629	366	47	,	,	PUNCT
futech-629	366	48	2301091	2301091	NUM
futech-629	366	49	,	,	PUNCT
futech-629	366	50	2024	2024	NUM
futech-629	366	51	.	.	PUNCT
futech-629	367	1	doi	doi	NOUN
futech-629	367	2	:	:	PUNCT
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futech-629	367	4	/	/	SYM
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futech-629	368	10	,	,	PUNCT
futech-629	368	11	r.	r.	PROPN
futech-629	368	12	s.	s.	PROPN
futech-629	368	13	,	,	PUNCT
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futech-629	368	22	,	,	PUNCT
futech-629	368	23	&	&	CCONJ
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futech-629	368	25	,	,	PUNCT
futech-629	368	26	i.	i.	NOUN
futech-629	368	27	‘	'	PUNCT
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futech-629	368	30	-	-	PUNCT
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futech-629	368	33	management	management	NOUN
futech-629	368	34	and	and	CCONJ
futech-629	368	35	power	power	NOUN
futech-629	368	36	forecasting	forecasting	NOUN
futech-629	368	37	in	in	ADP
futech-629	368	38	grid	grid	NOUN
futech-629	368	39	-	-	PUNCT
futech-629	368	40	connected	connect	VERB
futech-629	368	41	microgrids	microgrid	NOUN
futech-629	368	42	with	with	ADP
futech-629	368	43	multiple	multiple	ADJ
futech-629	368	44	distributed	distribute	VERB
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futech-629	368	46	sources	source	NOUN
futech-629	368	47	’	'	PUNCT
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futech-629	368	50	reports	report	NOUN
futech-629	368	51	,	,	PUNCT
futech-629	368	52	14(1	14(1	NUM
futech-629	368	53	)	)	PUNCT
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futech-629	368	58	.	.	PUNCT
futech-629	369	1	doi	doi	NOUN
futech-629	369	2	:	:	PUNCT
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futech-629	369	5	20	20	NUM
futech-629	369	6	]	]	X
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futech-629	369	8	,	,	PUNCT
futech-629	369	9	h.	h.	PROPN
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futech-629	369	11	,	,	PUNCT
futech-629	369	12	&	&	CCONJ
futech-629	369	13	kim	kim	PROPN
futech-629	369	14	,	,	PUNCT
futech-629	369	15	m.	m.	PROPN
futech-629	369	16	k.	k.	PROPN
futech-629	370	1	‘	'	PUNCT
futech-629	370	2	a	a	DET
futech-629	370	3	novel	novel	ADJ
futech-629	370	4	deep	deep	ADJ
futech-629	370	5	learning	learning	NOUN
futech-629	370	6	-	-	PUNCT
futech-629	370	7	based	base	VERB
futech-629	370	8	forecasting	forecasting	NOUN
futech-629	370	9	model	model	NOUN
futech-629	370	10	optimized	optimize	VERB
futech-629	370	11	by	by	ADP
futech-629	370	12	heuristic	heuristic	ADJ
futech-629	370	13	algorithm	algorithm	NOUN
futech-629	370	14	for	for	ADP
futech-629	370	15	energy	energy	NOUN
futech-629	370	16	management	management	NOUN
futech-629	370	17	of	of	ADP
futech-629	370	18	microgrid	microgrid	NOUN
futech-629	370	19	’	'	PUNCT
futech-629	370	20	,	,	PUNCT
futech-629	370	21	applied	apply	VERB
futech-629	370	22	energy	energy	NOUN
futech-629	370	23	,	,	PUNCT
futech-629	370	24	332	332	NUM
futech-629	370	25	,	,	PUNCT
futech-629	370	26	120525	120525	NUM
futech-629	370	27	,	,	PUNCT
futech-629	370	28	2023	2023	NUM
futech-629	370	29	.	.	PUNCT
futech-629	371	1	doi	doi	NOUN
futech-629	371	2	:	:	PUNCT
futech-629	371	3	https://doi.org/10.1016/j.apenergy.2022.120525	https://doi.org/10.1016/j.apenergy.2022.120525	PROPN
futech-629	371	4	[	[	X
futech-629	371	5	21	21	NUM
futech-629	371	6	]	]	PUNCT
futech-629	371	7	alabi	alabi	NOUN
futech-629	371	8	,	,	PUNCT
futech-629	371	9	t.	t.	NOUN
futech-629	371	10	m.	m.	NOUN
futech-629	371	11	,	,	PUNCT
futech-629	371	12	lu	lu	PROPN
futech-629	371	13	,	,	PUNCT
futech-629	371	14	l.	l.	PROPN
futech-629	371	15	,	,	PUNCT
futech-629	371	16	&	&	CCONJ
futech-629	371	17	yang	yang	PROPN
futech-629	371	18	,	,	PUNCT
futech-629	371	19	z.	z.	PROPN
futech-629	371	20	‘	'	PUNCT
futech-629	371	21	data	data	NOUN
futech-629	371	22	-	-	PUNCT
futech-629	371	23	driven	drive	VERB
futech-629	371	24	optimal	optimal	ADJ
futech-629	371	25	scheduling	scheduling	NOUN
futech-629	371	26	of	of	ADP
futech-629	371	27	multi	multi	ADJ
futech-629	371	28	-	-	ADJ
futech-629	371	29	energy	energy	ADJ
futech-629	371	30	system	system	NOUN
futech-629	371	31	virtual	virtual	ADJ
futech-629	371	32	power	power	NOUN
futech-629	371	33	plant	plant	NOUN
futech-629	371	34	(	(	PUNCT
futech-629	371	35	mevpp	mevpp	NOUN
futech-629	371	36	)	)	PUNCT
futech-629	371	37	incorporating	incorporate	VERB
futech-629	371	38	carbon	carbon	NOUN
futech-629	371	39	capture	capture	NOUN
futech-629	371	40	system	system	NOUN
futech-629	371	41	(	(	PUNCT
futech-629	371	42	ccs	ccs	PROPN
futech-629	371	43	)	)	PUNCT
futech-629	371	44	,	,	PUNCT
futech-629	371	45	electric	electric	ADJ
futech-629	371	46	vehicle	vehicle	NOUN
futech-629	371	47	flexibility	flexibility	NOUN
futech-629	371	48	,	,	PUNCT
futech-629	371	49	and	and	CCONJ
futech-629	371	50	clean	clean	ADJ
futech-629	371	51	energy	energy	NOUN
futech-629	371	52	marketer	marketer	NOUN
futech-629	371	53	(	(	PUNCT
futech-629	371	54	cem	cem	NOUN
futech-629	371	55	)	)	PUNCT
futech-629	371	56	strategy	strategy	NOUN
futech-629	371	57	’	'	PUNCT
futech-629	371	58	,	,	PUNCT
futech-629	371	59	applied	apply	VERB
futech-629	371	60	energy	energy	NOUN
futech-629	371	61	,	,	PUNCT
futech-629	371	62	314	314	NUM
futech-629	371	63	,	,	PUNCT
futech-629	371	64	118997	118997	NUM
futech-629	371	65	.	.	PUNCT
futech-629	372	1	doi	doi	NOUN
futech-629	372	2	:	:	PUNCT
futech-629	372	3	https://doi.org/10.1016/j.apenergy.2022.118997	https://doi.org/10.1016/j.apenergy.2022.118997	PROPN
futech-629	372	4	[	[	X
futech-629	372	5	22	22	NUM
futech-629	372	6	]	]	X
futech-629	372	7	youyuan	youyuan	PROPN
futech-629	372	8	peng	peng	PROPN
futech-629	372	9	,	,	PUNCT
futech-629	372	10	feng	feng	PROPN
futech-629	372	11	huang	huang	PROPN
futech-629	372	12	,	,	PUNCT
futech-629	372	13	xin	xin	PROPN
futech-629	372	14	xie	xie	PROPN
futech-629	372	15	,	,	PUNCT
futech-629	372	16	guocai	guocai	PROPN
futech-629	372	17	gui	gui	PROPN
futech-629	372	18	,	,	PUNCT
futech-629	372	19	fei	fei	PROPN
futech-629	372	20	zhao	zhao	PROPN
futech-629	372	21	,	,	PUNCT
futech-629	372	22	yuliu	yuliu	NOUN
futech-629	372	23	ou	ou	ADP
futech-629	372	24	,	,	PUNCT
futech-629	372	25	and	and	CCONJ
futech-629	372	26	hai	hai	PROPN
futech-629	372	27	xu	xu	PROPN
futech-629	372	28	.	.	PUNCT
futech-629	373	1	‘	'	PUNCT
futech-629	373	2	a	a	DET
futech-629	373	3	predictive	predictive	ADJ
futech-629	373	4	approach	approach	NOUN
futech-629	373	5	for	for	ADP
futech-629	373	6	lithium	lithium	NOUN
futech-629	373	7	-	-	PUNCT
futech-629	373	8	ion	ion	NOUN
futech-629	373	9	battery	battery	NOUN
futech-629	373	10	soh	soh	NOUN
futech-629	373	11	using	use	VERB
futech-629	373	12	lstm	lstm	ADJ
futech-629	373	13	neural	neural	ADJ
futech-629	373	14	networks	network	NOUN
futech-629	373	15	enhanced	enhance	VERB
futech-629	373	16	by	by	ADP
futech-629	373	17	health	health	NOUN
futech-629	373	18	matrix	matrix	NOUN
futech-629	373	19	optimization	optimization	NOUN
futech-629	373	20	’	'	PUNCT
futech-629	373	21	,	,	PUNCT
futech-629	373	22	distributed	distribute	VERB
futech-629	373	23	generation	generation	NOUN
futech-629	373	24	&	&	CCONJ
futech-629	373	25	alternative	alternative	ADJ
futech-629	373	26	energy	energy	NOUN
futech-629	373	27	journal	journal	NOUN
futech-629	373	28	,	,	PUNCT
futech-629	373	29	39(04	39(04	PROPN
futech-629	373	30	)	)	PUNCT
futech-629	373	31	,	,	PUNCT
futech-629	373	32	pp	pp	ADP
futech-629	373	33	.	.	PUNCT
futech-629	374	1	831–850	831–850	NUM
futech-629	374	2	,	,	PUNCT
futech-629	374	3	2024	2024	NUM
futech-629	374	4	.	.	PUNCT
futech-629	375	1	doi	doi	NOUN
futech-629	375	2	:	:	PUNCT
futech-629	375	3	https://doi.org/10.13052/dgaej2156-3306.3947	https://doi.org/10.13052/dgaej2156-3306.3947	PROPN
futech-629	376	1	[	[	X
futech-629	376	2	23	23	NUM
futech-629	376	3	]	]	PUNCT
futech-629	376	4	srinivas	srinivas	PROPN
futech-629	376	5	singirikonda	singirikonda	NOUN
futech-629	376	6	and	and	CCONJ
futech-629	376	7	yeddula	yeddula	NOUN
futech-629	376	8	pedda	pedda	PROPN
futech-629	376	9	obulesu	obulesu	PROPN
futech-629	376	10	.	.	PUNCT
futech-629	377	1	‘	'	PUNCT
futech-629	377	2	lithium	lithium	NOUN
futech-629	377	3	-	-	PUNCT
futech-629	377	4	ion	ion	NOUN
futech-629	377	5	battery	battery	NOUN
futech-629	377	6	state	state	NOUN
futech-629	377	7	of	of	ADP
futech-629	377	8	charge	charge	NOUN
futech-629	377	9	estimation	estimation	NOUN
futech-629	377	10	using	use	VERB
futech-629	377	11	deep	deep	ADJ
futech-629	377	12	neural	neural	ADJ
futech-629	377	13	network	network	NOUN
futech-629	377	14	’	'	PUNCT
futech-629	377	15	,	,	PUNCT
futech-629	377	16	distributed	distribute	VERB
futech-629	377	17	generation	generation	NOUN
futech-629	377	18	&	&	CCONJ
futech-629	377	19	alternative	alternative	ADJ
futech-629	377	20	energy	energy	NOUN
futech-629	377	21	journal	journal	NOUN
futech-629	377	22	,	,	PUNCT
futech-629	377	23	38(03	38(03	NUM
futech-629	377	24	)	)	PUNCT
futech-629	377	25	,	,	PUNCT
futech-629	377	26	pp	pp	ADP
futech-629	377	27	.	.	PUNCT
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futech-629	378	2	,	,	PUNCT
futech-629	378	3	2023	2023	NUM
futech-629	378	4	.	.	PUNCT
futech-629	379	1	doi	doi	NOUN
futech-629	379	2	:	:	PUNCT
futech-629	379	3	https://doi.org/10.13052/dgaej2156-3306.3833	https://doi.org/10.13052/dgaej2156-3306.3833	X
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futech-629	380	2	24	24	NUM
futech-629	380	3	]	]	PUNCT
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futech-629	380	5	,	,	PUNCT
futech-629	380	6	n.j	n.j	PROPN
futech-629	380	7	.	.	PROPN
futech-629	380	8	,	,	PUNCT
futech-629	380	9	rashid	rashid	PROPN
futech-629	380	10	,	,	PUNCT
futech-629	380	11	m.t	m.t	PROPN
futech-629	380	12	.	.	PUNCT
futech-629	381	1	‘	'	PUNCT
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futech-629	381	4	take	take	VERB
futech-629	381	5	-	-	PUNCT
futech-629	381	6	or	or	CCONJ
futech-629	381	7	-	-	PUNCT
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futech-629	381	9	concept	concept	NOUN
futech-629	381	10	drawbacks	drawback	NOUN
futech-629	381	11	in	in	ADP
futech-629	381	12	hybrid	hybrid	ADJ
futech-629	381	13	microgrid	microgrid	NOUN
futech-629	381	14	’	'	PUNCT
futech-629	381	15	,	,	PUNCT
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futech-629	381	18	,	,	PUNCT
futech-629	381	19	105(1	105(1	NUM
futech-629	381	20	)	)	PUNCT
futech-629	381	21	,	,	PUNCT
futech-629	381	22	pp	pp	ADJ
futech-629	381	23	.	.	PUNCT
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futech-629	382	2	,	,	PUNCT
futech-629	382	3	2023	2023	NUM
futech-629	382	4	.	.	PUNCT
futech-629	383	1	doi	doi	NOUN
futech-629	383	2	:	:	PUNCT
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futech-629	384	1	[	[	X
futech-629	384	2	25	25	NUM
futech-629	384	3	]	]	X
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futech-629	384	6	,	,	PUNCT
futech-629	384	7	“	"	PUNCT
futech-629	384	8	data	data	NOUN
futech-629	384	9	miner	miner	NOUN
futech-629	384	10	2	2	NUM
futech-629	384	11	,	,	PUNCT
futech-629	384	12	”	"	PUNCT
futech-629	384	13	pjm	pjm	PROPN
futech-629	384	14	interconnection	interconnection	PROPN
futech-629	384	15	llc	llc	PROPN
futech-629	384	16	.	.	PUNCT
futech-629	385	1	[	[	X
futech-629	385	2	online	online	X
futech-629	385	3	]	]	X
futech-629	385	4	.	.	PUNCT
futech-629	386	1	available	available	ADJ
futech-629	386	2	:	:	PUNCT
futech-629	387	1	https://dataminer2.pjm.com	https://dataminer2.pjm.com	X
futech-629	387	2	.	.	PUNCT
futech-629	388	1	this	this	DET
futech-629	388	2	article	article	NOUN
futech-629	388	3	is	be	AUX
futech-629	388	4	an	an	DET
futech-629	388	5	open	open	ADJ
futech-629	388	6	-	-	PUNCT
futech-629	388	7	access	access	NOUN
futech-629	388	8	article	article	NOUN
futech-629	388	9	distributed	distribute	VERB
futech-629	388	10	under	under	ADP
futech-629	388	11	the	the	DET
futech-629	388	12	terms	term	NOUN
futech-629	388	13	and	and	CCONJ
futech-629	388	14	conditions	condition	NOUN
futech-629	388	15	of	of	ADP
futech-629	388	16	the	the	DET
futech-629	388	17	creative	creative	ADJ
futech-629	388	18	commons	common	NOUN
futech-629	388	19	attribution	attribution	NOUN
futech-629	388	20	(	(	PUNCT
futech-629	388	21	cc	cc	NOUN
futech-629	388	22	by	by	ADP
futech-629	388	23	)	)	PUNCT
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futech-629	388	25	(	(	PUNCT
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futech-629	388	27	)	)	PUNCT
futech-629	388	28	.	.	PUNCT
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futech-629	389	6	https://doi.org/10.1002/ente.202301091	https://doi.org/10.1002/ente.202301091	ADJ
futech-629	389	7	https://doi.org/10.1016/j.apenergy.2022.120525	https://doi.org/10.1016/j.apenergy.2022.120525	PROPN
futech-629	389	8	https://doi.org/10.1016/j.apenergy.2022.118997	https://doi.org/10.1016/j.apenergy.2022.118997	PROPN
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