id	sid	tid	token	lemma	pos
cana-3853	1	1	communications	communication	NOUN
cana-3853	1	2	on	on	ADP
cana-3853	1	3	applied	apply	VERB
cana-3853	1	4	nonlinear	nonlinear	ADJ
cana-3853	1	5	analysis	analysis	NOUN
cana-3853	1	6	issn	issn	NOUN
cana-3853	1	7	:	:	PUNCT
cana-3853	1	8	1074	1074	NUM
cana-3853	1	9	-	-	PUNCT
cana-3853	1	10	133x	133x	NUM
cana-3853	1	11	vol	vol	NOUN
cana-3853	1	12	32	32	NUM
cana-3853	1	13	no	no	NOUN
cana-3853	1	14	.	.	PUNCT
cana-3853	2	1	9s	9s	NUM
cana-3853	2	2	(	(	PUNCT
cana-3853	2	3	2025	2025	NUM
cana-3853	2	4	)	)	PUNCT
cana-3853	2	5	236	236	NUM
cana-3853	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	2	7	optimal	optimal	ADJ
cana-3853	2	8	resource	resource	NOUN
cana-3853	2	9	planning	planning	NOUN
cana-3853	2	10	using	use	VERB
cana-3853	2	11	homer	homer	NOUN
cana-3853	2	12	pro	pro	NOUN
cana-3853	2	13	with	with	ADP
cana-3853	2	14	monthly	monthly	ADJ
cana-3853	2	15	predictions	prediction	NOUN
cana-3853	2	16	from	from	ADP
cana-3853	2	17	tcn	tcn	NOUN
cana-3853	2	18	-	-	PUNCT
cana-3853	2	19	based	base	VERB
cana-3853	2	20	bidirectional	bidirectional	PROPN
cana-3853	2	21	-	-	PUNCT
cana-3853	2	22	gru	gru	NOUN
cana-3853	2	23	-	-	ADJ
cana-3853	2	24	lstm	lstm	ADJ
cana-3853	2	25	models	model	NOUN
cana-3853	2	26	anuku	anuku	PROPN
cana-3853	2	27	arjuna	arjuna	PROPN
cana-3853	2	28	rao	rao	PROPN
cana-3853	2	29	,	,	PUNCT
cana-3853	2	30	p.	p.	PROPN
cana-3853	2	31	mallikarjuna	mallikarjuna	PROPN
cana-3853	2	32	rao	rao	PROPN
cana-3853	2	33	,	,	PUNCT
cana-3853	2	34	d.	d.	PROPN
cana-3853	2	35	vijaya	vijaya	PROPN
cana-3853	2	36	kumar	kumar	PROPN
cana-3853	2	37	anuku	anuku	PROPN
cana-3853	2	38	arjuna	arjuna	PROPN
cana-3853	2	39	rao	rao	PROPN
cana-3853	2	40	,	,	PUNCT
cana-3853	2	41	research	research	NOUN
cana-3853	2	42	scholar	scholar	NOUN
cana-3853	2	43	,	,	PUNCT
cana-3853	2	44	department	department	NOUN
cana-3853	2	45	of	of	ADP
cana-3853	2	46	electrical	electrical	ADJ
cana-3853	2	47	engineering	engineering	NOUN
cana-3853	2	48	,	,	PUNCT
cana-3853	2	49	andhra	andhra	PROPN
cana-3853	2	50	university	university	PROPN
cana-3853	2	51	,	,	PUNCT
cana-3853	2	52	visakhapatnam	visakhapatnam	PROPN
cana-3853	2	53	,	,	PUNCT
cana-3853	2	54	andhra	andhra	PROPN
cana-3853	2	55	pradesh	pradesh	PROPN
cana-3853	2	56	,	,	PUNCT
cana-3853	2	57	india	india	PROPN
cana-3853	2	58	,	,	PUNCT
cana-3853	2	59	callarjun.eee@gmail.com	callarjun.eee@gmail.com	X
cana-3853	3	1	p.	p.	NOUN
cana-3853	3	2	mallikarjuna	mallikarjuna	PROPN
cana-3853	3	3	rao	rao	PROPN
cana-3853	3	4	,	,	PUNCT
cana-3853	3	5	professor	professor	NOUN
cana-3853	3	6	,	,	PUNCT
cana-3853	3	7	department	department	NOUN
cana-3853	3	8	of	of	ADP
cana-3853	3	9	electrical	electrical	ADJ
cana-3853	3	10	engineering	engineering	NOUN
cana-3853	3	11	,	,	PUNCT
cana-3853	3	12	andhra	andhra	PROPN
cana-3853	3	13	university	university	PROPN
cana-3853	3	14	,	,	PUNCT
cana-3853	3	15	au	au	PROPN
cana-3853	3	16	college	college	PROPN
cana-3853	3	17	of	of	ADP
cana-3853	3	18	engineering	engineering	PROPN
cana-3853	3	19	,	,	PUNCT
cana-3853	3	20	visakhapatnam	visakhapatnam	PROPN
cana-3853	3	21	,	,	PUNCT
cana-3853	3	22	andhra	andhra	PROPN
cana-3853	3	23	pradesh	pradesh	PROPN
cana-3853	3	24	,	,	PUNCT
cana-3853	3	25	india	india	PROPN
cana-3853	3	26	,	,	PUNCT
cana-3853	3	27	electricalprofessor@gmail.com	electricalprofessor@gmail.com	PROPN
cana-3853	4	1	*	*	PUNCT
cana-3853	4	2	d.	d.	PROPN
cana-3853	4	3	vijaya	vijaya	PROPN
cana-3853	4	4	kumar	kumar	PROPN
cana-3853	4	5	,	,	PUNCT
cana-3853	4	6	*	*	PUNCT
cana-3853	4	7	professor	professor	NOUN
cana-3853	4	8	,	,	PUNCT
cana-3853	4	9	department	department	NOUN
cana-3853	4	10	of	of	ADP
cana-3853	4	11	electrical	electrical	ADJ
cana-3853	4	12	and	and	CCONJ
cana-3853	4	13	electronics	electronic	NOUN
cana-3853	4	14	engineering	engineering	NOUN
cana-3853	4	15	,	,	PUNCT
cana-3853	4	16	aditya	aditya	PROPN
cana-3853	4	17	institute	institute	PROPN
cana-3853	4	18	of	of	ADP
cana-3853	4	19	technology	technology	NOUN
cana-3853	4	20	and	and	CCONJ
cana-3853	4	21	management	management	NOUN
cana-3853	4	22	,	,	PUNCT
cana-3853	4	23	tekkali	tekkali	PROPN
cana-3853	4	24	,	,	PUNCT
cana-3853	4	25	srikakulam	srikakulam	PROPN
cana-3853	4	26	district	district	PROPN
cana-3853	4	27	,	,	PUNCT
cana-3853	4	28	andhra	andhra	PROPN
cana-3853	4	29	pradesh	pradesh	PROPN
cana-3853	4	30	,	,	PUNCT
cana-3853	4	31	india	india	PROPN
cana-3853	4	32	,	,	PUNCT
cana-3853	4	33	drdvk2010@gmail.com	drdvk2010@gmail.com	NOUN
cana-3853	4	34	article	article	NOUN
cana-3853	4	35	history	history	NOUN
cana-3853	4	36	:	:	PUNCT
cana-3853	4	37	received	receive	VERB
cana-3853	4	38	:	:	PUNCT
cana-3853	4	39	13	13	NUM
cana-3853	4	40	-	-	SYM
cana-3853	4	41	11	11	NUM
cana-3853	4	42	-	-	PUNCT
cana-3853	4	43	2024	2024	NUM
cana-3853	4	44	revised:25	revised:25	NOUN
cana-3853	4	45	-	-	PUNCT
cana-3853	4	46	12	12	NUM
cana-3853	4	47	-	-	PUNCT
cana-3853	4	48	2024	2024	NUM
cana-3853	4	49	accepted:09	accepted:09	NOUN
cana-3853	4	50	-	-	PUNCT
cana-3853	4	51	01	01	NUM
cana-3853	4	52	-	-	PUNCT
cana-3853	4	53	2025	2025	NUM
cana-3853	4	54	abstract	abstract	NOUN
cana-3853	4	55	:	:	PUNCT
cana-3853	4	56	this	this	DET
cana-3853	4	57	paper	paper	NOUN
cana-3853	4	58	introduces	introduce	VERB
cana-3853	4	59	an	an	DET
cana-3853	4	60	innovative	innovative	ADJ
cana-3853	4	61	approach	approach	NOUN
cana-3853	4	62	for	for	ADP
cana-3853	4	63	optimizing	optimize	VERB
cana-3853	4	64	resource	resource	NOUN
cana-3853	4	65	allocation	allocation	NOUN
cana-3853	4	66	in	in	ADP
cana-3853	4	67	hybrid	hybrid	ADJ
cana-3853	4	68	energy	energy	NOUN
cana-3853	4	69	systems	system	NOUN
cana-3853	4	70	by	by	ADP
cana-3853	4	71	utilizing	utilize	VERB
cana-3853	4	72	homer	homer	NOUN
cana-3853	4	73	pro	pro	NOUN
cana-3853	4	74	,	,	PUNCT
cana-3853	4	75	which	which	PRON
cana-3853	4	76	incorporates	incorporate	VERB
cana-3853	4	77	monthly	monthly	ADJ
cana-3853	4	78	load	load	NOUN
cana-3853	4	79	forecasts	forecast	NOUN
cana-3853	4	80	produced	produce	VERB
cana-3853	4	81	by	by	ADP
cana-3853	4	82	a	a	DET
cana-3853	4	83	temporal	temporal	ADJ
cana-3853	4	84	convolutional	convolutional	ADJ
cana-3853	4	85	network	network	NOUN
cana-3853	4	86	(	(	PUNCT
cana-3853	4	87	tcn)-based	tcn)-base	VERB
cana-3853	4	88	bidirectionalgru	bidirectionalgru	NOUN
cana-3853	4	89	-	-	PUNCT
cana-3853	4	90	lstm	lstm	NOUN
cana-3853	4	91	(	(	PUNCT
cana-3853	4	92	bigru	bigru	NOUN
cana-3853	4	93	-	-	PUNCT
cana-3853	4	94	lstm	lstm	ADJ
cana-3853	4	95	)	)	PUNCT
cana-3853	4	96	model	model	NOUN
cana-3853	4	97	.	.	PUNCT
cana-3853	5	1	the	the	DET
cana-3853	5	2	proposed	propose	VERB
cana-3853	5	3	technique	technique	NOUN
cana-3853	5	4	seeks	seek	VERB
cana-3853	5	5	to	to	PART
cana-3853	5	6	overcome	overcome	VERB
cana-3853	5	7	the	the	DET
cana-3853	5	8	shortcomings	shortcoming	NOUN
cana-3853	5	9	of	of	ADP
cana-3853	5	10	traditional	traditional	ADJ
cana-3853	5	11	load	load	NOUN
cana-3853	5	12	forecasting	forecasting	NOUN
cana-3853	5	13	methods	method	NOUN
cana-3853	5	14	by	by	ADP
cana-3853	5	15	employing	employ	VERB
cana-3853	5	16	deep	deep	ADJ
cana-3853	5	17	learning	learning	NOUN
cana-3853	5	18	strategies	strategy	NOUN
cana-3853	5	19	to	to	PART
cana-3853	5	20	effectively	effectively	ADV
cana-3853	5	21	capture	capture	VERB
cana-3853	5	22	both	both	DET
cana-3853	5	23	local	local	ADJ
cana-3853	5	24	and	and	CCONJ
cana-3853	5	25	long	long	ADJ
cana-3853	5	26	-	-	PUNCT
cana-3853	5	27	term	term	NOUN
cana-3853	5	28	dependencies	dependency	NOUN
cana-3853	5	29	within	within	ADP
cana-3853	5	30	timeseries	timeserie	NOUN
cana-3853	5	31	data	datum	NOUN
cana-3853	5	32	.	.	PUNCT
cana-3853	6	1	the	the	DET
cana-3853	6	2	forecasted	forecast	VERB
cana-3853	6	3	load	load	NOUN
cana-3853	6	4	serves	serve	VERB
cana-3853	6	5	as	as	ADP
cana-3853	6	6	an	an	DET
cana-3853	6	7	input	input	NOUN
cana-3853	6	8	for	for	ADP
cana-3853	6	9	homer	homer	NOUN
cana-3853	6	10	simulations	simulation	NOUN
cana-3853	6	11	,	,	PUNCT
cana-3853	6	12	facilitating	facilitate	VERB
cana-3853	6	13	a	a	DET
cana-3853	6	14	comprehensive	comprehensive	ADJ
cana-3853	6	15	analysis	analysis	NOUN
cana-3853	6	16	of	of	ADP
cana-3853	6	17	costs	cost	NOUN
cana-3853	6	18	and	and	CCONJ
cana-3853	6	19	performance	performance	NOUN
cana-3853	6	20	for	for	ADP
cana-3853	6	21	renewable	renewable	ADJ
cana-3853	6	22	energy	energy	NOUN
cana-3853	6	23	systems	system	NOUN
cana-3853	6	24	.	.	PUNCT
cana-3853	7	1	significant	significant	ADJ
cana-3853	7	2	challenges	challenge	NOUN
cana-3853	7	3	have	have	AUX
cana-3853	7	4	been	be	AUX
cana-3853	7	5	identified	identify	VERB
cana-3853	7	6	,	,	PUNCT
cana-3853	7	7	such	such	ADJ
cana-3853	7	8	as	as	ADP
cana-3853	7	9	the	the	DET
cana-3853	7	10	static	static	ADJ
cana-3853	7	11	nature	nature	NOUN
cana-3853	7	12	of	of	ADP
cana-3853	7	13	homer	homer	NOUN
cana-3853	7	14	’s	’s	PART
cana-3853	7	15	load	load	NOUN
cana-3853	7	16	assumptions	assumption	NOUN
cana-3853	7	17	and	and	CCONJ
cana-3853	7	18	the	the	DET
cana-3853	7	19	potential	potential	NOUN
cana-3853	7	20	for	for	ADP
cana-3853	7	21	misrepresentation	misrepresentation	NOUN
cana-3853	7	22	in	in	ADP
cana-3853	7	23	renewable	renewable	ADJ
cana-3853	7	24	energy	energy	NOUN
cana-3853	7	25	penetration	penetration	NOUN
cana-3853	7	26	during	during	ADP
cana-3853	7	27	specific	specific	ADJ
cana-3853	7	28	periods	period	NOUN
cana-3853	7	29	.	.	PUNCT
cana-3853	8	1	our	our	PRON
cana-3853	8	2	findings	finding	NOUN
cana-3853	8	3	reveal	reveal	VERB
cana-3853	8	4	that	that	SCONJ
cana-3853	8	5	although	although	SCONJ
cana-3853	8	6	the	the	DET
cana-3853	8	7	tcn	tcn	NOUN
cana-3853	8	8	-	-	PUNCT
cana-3853	8	9	bigru	bigru	NOUN
cana-3853	8	10	-	-	PUNCT
cana-3853	8	11	lstm	lstm	ADJ
cana-3853	8	12	model	model	NOUN
cana-3853	8	13	greatly	greatly	ADV
cana-3853	8	14	enhances	enhance	VERB
cana-3853	8	15	the	the	DET
cana-3853	8	16	accuracy	accuracy	NOUN
cana-3853	8	17	of	of	ADP
cana-3853	8	18	load	load	NOUN
cana-3853	8	19	forecasting	forecasting	NOUN
cana-3853	8	20	,	,	PUNCT
cana-3853	8	21	discrepancies	discrepancy	NOUN
cana-3853	8	22	in	in	ADP
cana-3853	8	23	homer	homer	NOUN
cana-3853	8	24	’s	’s	PART
cana-3853	8	25	simulations	simulation	NOUN
cana-3853	8	26	may	may	AUX
cana-3853	8	27	arise	arise	VERB
cana-3853	8	28	when	when	SCONJ
cana-3853	8	29	relying	rely	VERB
cana-3853	8	30	on	on	ADP
cana-3853	8	31	monthly	monthly	ADJ
cana-3853	8	32	averaged	average	VERB
cana-3853	8	33	data	datum	NOUN
cana-3853	8	34	,	,	PUNCT
cana-3853	8	35	particularly	particularly	ADV
cana-3853	8	36	in	in	ADP
cana-3853	8	37	scenarios	scenario	NOUN
cana-3853	8	38	with	with	ADP
cana-3853	8	39	high	high	ADJ
cana-3853	8	40	renewable	renewable	ADJ
cana-3853	8	41	penetration	penetration	NOUN
cana-3853	8	42	.	.	PUNCT
cana-3853	9	1	the	the	DET
cana-3853	9	2	work	work	NOUN
cana-3853	9	3	emphasizes	emphasize	VERB
cana-3853	9	4	the	the	DET
cana-3853	9	5	necessity	necessity	NOUN
cana-3853	9	6	for	for	ADP
cana-3853	9	7	more	more	ADV
cana-3853	9	8	sophisticated	sophisticated	ADJ
cana-3853	9	9	simulation	simulation	NOUN
cana-3853	9	10	frameworks	framework	NOUN
cana-3853	9	11	that	that	PRON
cana-3853	9	12	take	take	VERB
cana-3853	9	13	into	into	ADP
cana-3853	9	14	account	account	NOUN
cana-3853	9	15	real	real	ADJ
cana-3853	9	16	-	-	PUNCT
cana-3853	9	17	time	time	NOUN
cana-3853	9	18	variations	variation	NOUN
cana-3853	9	19	in	in	ADP
cana-3853	9	20	load	load	NOUN
cana-3853	9	21	and	and	CCONJ
cana-3853	9	22	generation	generation	NOUN
cana-3853	9	23	data	datum	NOUN
cana-3853	9	24	.	.	PUNCT
cana-3853	10	1	this	this	DET
cana-3853	10	2	research	research	NOUN
cana-3853	10	3	offers	offer	VERB
cana-3853	10	4	important	important	ADJ
cana-3853	10	5	insights	insight	NOUN
cana-3853	10	6	into	into	ADP
cana-3853	10	7	the	the	DET
cana-3853	10	8	improvement	improvement	NOUN
cana-3853	10	9	of	of	ADP
cana-3853	10	10	hybrid	hybrid	ADJ
cana-3853	10	11	energy	energy	NOUN
cana-3853	10	12	system	system	NOUN
cana-3853	10	13	design	design	NOUN
cana-3853	10	14	and	and	CCONJ
cana-3853	10	15	optimization	optimization	NOUN
cana-3853	10	16	through	through	ADP
cana-3853	10	17	the	the	DET
cana-3853	10	18	application	application	NOUN
cana-3853	10	19	of	of	ADP
cana-3853	10	20	advanced	advanced	ADJ
cana-3853	10	21	forecasting	forecasting	NOUN
cana-3853	10	22	techniques	technique	NOUN
cana-3853	10	23	.	.	PUNCT
cana-3853	11	1	keywords	keyword	NOUN
cana-3853	11	2	:	:	PUNCT
cana-3853	11	3	homer	homer	NOUN
cana-3853	11	4	pro	pro	NOUN
cana-3853	11	5	,	,	PUNCT
cana-3853	11	6	tcn	tcn	PROPN
cana-3853	11	7	,	,	PUNCT
cana-3853	11	8	gru	gru	NOUN
cana-3853	11	9	-	-	NOUN
cana-3853	11	10	lstm	lstm	ADJ
cana-3853	11	11	,	,	PUNCT
cana-3853	11	12	time	time	NOUN
cana-3853	11	13	series	series	PROPN
cana-3853	11	14	prediction	prediction	NOUN
cana-3853	11	15	,	,	PUNCT
cana-3853	11	16	renewable	renewable	ADJ
cana-3853	11	17	energy	energy	NOUN
cana-3853	11	18	systems	system	NOUN
cana-3853	11	19	,	,	PUNCT
cana-3853	11	20	load	load	NOUN
cana-3853	11	21	forecasting	forecasting	NOUN
cana-3853	11	22	,	,	PUNCT
cana-3853	11	23	resource	resource	NOUN
cana-3853	11	24	allocation	allocation	NOUN
cana-3853	11	25	,	,	PUNCT
cana-3853	11	26	optimization	optimization	NOUN
cana-3853	11	27	1	1	NUM
cana-3853	11	28	.	.	PUNCT
cana-3853	12	1	introduction	introduction	NOUN
cana-3853	12	2	one	one	NUM
cana-3853	12	3	of	of	ADP
cana-3853	12	4	the	the	DET
cana-3853	12	5	main	main	ADJ
cana-3853	12	6	challenges	challenge	NOUN
cana-3853	12	7	in	in	ADP
cana-3853	12	8	the	the	DET
cana-3853	12	9	energy	energy	NOUN
cana-3853	12	10	sector	sector	NOUN
cana-3853	12	11	today	today	NOUN
cana-3853	12	12	is	be	AUX
cana-3853	12	13	finding	find	VERB
cana-3853	12	14	effective	effective	ADJ
cana-3853	12	15	ways	way	NOUN
cana-3853	12	16	to	to	PART
cana-3853	12	17	utilize	utilize	VERB
cana-3853	12	18	renewable	renewable	ADJ
cana-3853	12	19	energy	energy	NOUN
cana-3853	12	20	sources	source	NOUN
cana-3853	12	21	.	.	PUNCT
cana-3853	13	1	a	a	DET
cana-3853	13	2	solution	solution	NOUN
cana-3853	13	3	to	to	ADP
cana-3853	13	4	this	this	DET
cana-3853	13	5	issue	issue	NOUN
cana-3853	13	6	is	be	AUX
cana-3853	13	7	the	the	DET
cana-3853	13	8	innovative	innovative	ADJ
cana-3853	13	9	microgrid	microgrid	NOUN
cana-3853	13	10	concept	concept	NOUN
cana-3853	13	11	,	,	PUNCT
cana-3853	13	12	which	which	PRON
cana-3853	13	13	integrates	integrate	VERB
cana-3853	13	14	renewable	renewable	ADJ
cana-3853	13	15	energy	energy	NOUN
cana-3853	13	16	sources	source	NOUN
cana-3853	13	17	,	,	PUNCT
cana-3853	13	18	distributed	distributed	ADJ
cana-3853	13	19	generation	generation	NOUN
cana-3853	13	20	,	,	PUNCT
cana-3853	13	21	and	and	CCONJ
cana-3853	13	22	energy	energy	NOUN
cana-3853	13	23	storage	storage	NOUN
cana-3853	13	24	.	.	PUNCT
cana-3853	14	1	microgrid	microgrid	NOUN
cana-3853	14	2	systems	system	NOUN
cana-3853	14	3	can	can	AUX
cana-3853	14	4	operate	operate	VERB
cana-3853	14	5	in	in	ADP
cana-3853	14	6	both	both	CCONJ
cana-3853	14	7	connected	connected	ADJ
cana-3853	14	8	and	and	CCONJ
cana-3853	14	9	isolated	isolated	ADJ
cana-3853	14	10	modes	mode	NOUN
cana-3853	14	11	,	,	PUNCT
cana-3853	14	12	offering	offer	VERB
cana-3853	14	13	advantages	advantage	NOUN
cana-3853	14	14	over	over	ADP
cana-3853	14	15	traditional	traditional	ADJ
cana-3853	14	16	power	power	NOUN
cana-3853	14	17	systems	system	NOUN
cana-3853	14	18	.	.	PUNCT
cana-3853	15	1	with	with	ADP
cana-3853	15	2	microgrids	microgrid	NOUN
cana-3853	15	3	,	,	PUNCT
cana-3853	15	4	individuals	individual	NOUN
cana-3853	15	5	can	can	AUX
cana-3853	15	6	shift	shift	VERB
cana-3853	15	7	from	from	ADP
cana-3853	15	8	being	be	AUX
cana-3853	15	9	mere	mere	ADJ
cana-3853	15	10	consumers	consumer	NOUN
cana-3853	15	11	to	to	ADP
cana-3853	15	12	active	active	ADJ
cana-3853	15	13	participants	participant	NOUN
cana-3853	15	14	as	as	ADP
cana-3853	15	15	producers	producer	NOUN
cana-3853	15	16	in	in	ADP
cana-3853	15	17	the	the	DET
cana-3853	15	18	energy	energy	NOUN
cana-3853	15	19	market	market	NOUN
cana-3853	15	20	.	.	PUNCT
cana-3853	16	1	conventional	conventional	ADJ
cana-3853	16	2	energy	energy	NOUN
cana-3853	16	3	markets	market	NOUN
cana-3853	16	4	rely	rely	VERB
cana-3853	16	5	on	on	ADP
cana-3853	16	6	centralized	centralized	ADJ
cana-3853	16	7	,	,	PUNCT
cana-3853	16	8	long	long	ADJ
cana-3853	16	9	-	-	PUNCT
cana-3853	16	10	distance	distance	NOUN
cana-3853	16	11	transmission	transmission	NOUN
cana-3853	16	12	of	of	ADP
cana-3853	16	13	non	non	ADJ
cana-3853	16	14	-	-	ADJ
cana-3853	16	15	renewable	renewable	ADJ
cana-3853	16	16	energy	energy	NOUN
cana-3853	16	17	,	,	PUNCT
cana-3853	16	18	leading	lead	VERB
cana-3853	16	19	to	to	ADP
cana-3853	16	20	inefficiencies	inefficiency	NOUN
cana-3853	16	21	.	.	PUNCT
cana-3853	17	1	in	in	ADP
cana-3853	17	2	contrast	contrast	NOUN
cana-3853	17	3	,	,	PUNCT
cana-3853	17	4	microgrids	microgrid	NOUN
cana-3853	17	5	focus	focus	VERB
cana-3853	17	6	on	on	ADP
cana-3853	17	7	localized	localized	ADJ
cana-3853	17	8	production	production	NOUN
cana-3853	17	9	and	and	CCONJ
cana-3853	17	10	consumption	consumption	NOUN
cana-3853	17	11	of	of	ADP
cana-3853	17	12	energy	energy	NOUN
cana-3853	17	13	.	.	PUNCT
cana-3853	18	1	this	this	DET
cana-3853	18	2	approach	approach	NOUN
cana-3853	18	3	allows	allow	VERB
cana-3853	18	4	for	for	ADP
cana-3853	18	5	the	the	DET
cana-3853	18	6	integration	integration	NOUN
cana-3853	18	7	of	of	ADP
cana-3853	18	8	renewable	renewable	ADJ
cana-3853	18	9	sources	source	NOUN
cana-3853	18	10	,	,	PUNCT
cana-3853	18	11	enhancing	enhance	VERB
cana-3853	18	12	energy	energy	NOUN
cana-3853	18	13	sustainability	sustainability	NOUN
cana-3853	18	14	and	and	CCONJ
cana-3853	18	15	efficiency	efficiency	NOUN
cana-3853	18	16	.	.	PUNCT
cana-3853	19	1	additionally	additionally	ADV
cana-3853	19	2	,	,	PUNCT
cana-3853	19	3	utilizing	utilize	VERB
cana-3853	19	4	diverse	diverse	ADJ
cana-3853	19	5	energy	energy	NOUN
cana-3853	19	6	communications	communication	NOUN
cana-3853	19	7	on	on	ADP
cana-3853	19	8	applied	apply	VERB
cana-3853	19	9	nonlinear	nonlinear	ADJ
cana-3853	19	10	analysis	analysis	NOUN
cana-3853	19	11	issn	issn	NOUN
cana-3853	19	12	:	:	PUNCT
cana-3853	19	13	1074	1074	NUM
cana-3853	19	14	-	-	PUNCT
cana-3853	19	15	133x	133x	NUM
cana-3853	19	16	vol	vol	NOUN
cana-3853	19	17	32	32	NUM
cana-3853	19	18	no	no	NOUN
cana-3853	19	19	.	.	PUNCT
cana-3853	20	1	9s	9s	NUM
cana-3853	20	2	(	(	PUNCT
cana-3853	20	3	2025	2025	NUM
cana-3853	20	4	)	)	PUNCT
cana-3853	20	5	237	237	NUM
cana-3853	20	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3853	20	7	resources	resource	NOUN
cana-3853	20	8	leverages	leverage	VERB
cana-3853	20	9	regional	regional	ADJ
cana-3853	20	10	potentials	potential	NOUN
cana-3853	20	11	,	,	PUNCT
cana-3853	20	12	such	such	ADJ
cana-3853	20	13	as	as	ADP
cana-3853	20	14	solar	solar	ADJ
cana-3853	20	15	and	and	CCONJ
cana-3853	20	16	wind	wind	NOUN
cana-3853	20	17	,	,	PUNCT
cana-3853	20	18	promoting	promote	VERB
cana-3853	20	19	increased	increase	VERB
cana-3853	20	20	energy	energy	NOUN
cana-3853	20	21	production	production	NOUN
cana-3853	20	22	and	and	CCONJ
cana-3853	20	23	a	a	DET
cana-3853	20	24	greener	green	ADJ
cana-3853	20	25	future	future	NOUN
cana-3853	20	26	.	.	PUNCT
cana-3853	21	1	in	in	ADP
cana-3853	21	2	recent	recent	ADJ
cana-3853	21	3	years	year	NOUN
cana-3853	21	4	,	,	PUNCT
cana-3853	21	5	the	the	DET
cana-3853	21	6	shift	shift	NOUN
cana-3853	21	7	to	to	ADP
cana-3853	21	8	renewable	renewable	ADJ
cana-3853	21	9	energy	energy	NOUN
cana-3853	21	10	has	have	AUX
cana-3853	21	11	driven	drive	VERB
cana-3853	21	12	the	the	DET
cana-3853	21	13	need	need	NOUN
cana-3853	21	14	for	for	ADP
cana-3853	21	15	hybrid	hybrid	ADJ
cana-3853	21	16	energy	energy	NOUN
cana-3853	21	17	systems	system	NOUN
cana-3853	21	18	that	that	PRON
cana-3853	21	19	optimize	optimize	VERB
cana-3853	21	20	both	both	CCONJ
cana-3853	21	21	renewable	renewable	ADJ
cana-3853	21	22	and	and	CCONJ
cana-3853	21	23	conventional	conventional	ADJ
cana-3853	21	24	sources	source	NOUN
cana-3853	21	25	.	.	PUNCT
cana-3853	22	1	effective	effective	ADJ
cana-3853	22	2	load	load	NOUN
cana-3853	22	3	forecasting	forecasting	NOUN
cana-3853	22	4	is	be	AUX
cana-3853	22	5	crucial	crucial	ADJ
cana-3853	22	6	for	for	ADP
cana-3853	22	7	creating	create	VERB
cana-3853	22	8	cost	cost	NOUN
cana-3853	22	9	-	-	PUNCT
cana-3853	22	10	efficient	efficient	ADJ
cana-3853	22	11	,	,	PUNCT
cana-3853	22	12	efficient	efficient	ADJ
cana-3853	22	13	,	,	PUNCT
cana-3853	22	14	and	and	CCONJ
cana-3853	22	15	reliable	reliable	ADJ
cana-3853	22	16	energy	energy	NOUN
cana-3853	22	17	systems	system	NOUN
cana-3853	22	18	.	.	PUNCT
cana-3853	23	1	conventional	conventional	ADJ
cana-3853	23	2	forecasting	forecasting	NOUN
cana-3853	23	3	methods	method	NOUN
cana-3853	23	4	like	like	ADP
cana-3853	23	5	arima	arima	NOUN
cana-3853	23	6	and	and	CCONJ
cana-3853	23	7	basic	basic	ADJ
cana-3853	23	8	neural	neural	ADJ
cana-3853	23	9	networks	network	NOUN
cana-3853	23	10	struggle	struggle	VERB
cana-3853	23	11	to	to	PART
cana-3853	23	12	account	account	VERB
cana-3853	23	13	for	for	ADP
cana-3853	23	14	the	the	DET
cana-3853	23	15	complexities	complexity	NOUN
cana-3853	23	16	in	in	ADP
cana-3853	23	17	load	load	NOUN
cana-3853	23	18	profiles	profile	NOUN
cana-3853	23	19	,	,	PUNCT
cana-3853	23	20	especially	especially	ADV
cana-3853	23	21	in	in	ADP
cana-3853	23	22	renewable	renewable	ADJ
cana-3853	23	23	energy	energy	NOUN
cana-3853	23	24	systems	system	NOUN
cana-3853	23	25	.	.	PUNCT
cana-3853	24	1	this	this	DET
cana-3853	24	2	work	work	NOUN
cana-3853	24	3	aims	aim	VERB
cana-3853	24	4	to	to	PART
cana-3853	24	5	introduce	introduce	VERB
cana-3853	24	6	a	a	DET
cana-3853	24	7	forecasting	forecasting	NOUN
cana-3853	24	8	model	model	NOUN
cana-3853	24	9	based	base	VERB
cana-3853	24	10	on	on	ADP
cana-3853	24	11	deep	deep	ADJ
cana-3853	24	12	learning	learning	NOUN
cana-3853	24	13	that	that	PRON
cana-3853	24	14	employs	employ	VERB
cana-3853	24	15	temporal	temporal	ADJ
cana-3853	24	16	convolutional	convolutional	ADJ
cana-3853	24	17	networks	network	NOUN
cana-3853	24	18	(	(	PUNCT
cana-3853	24	19	tcn	tcn	PROPN
cana-3853	24	20	)	)	PUNCT
cana-3853	24	21	and	and	CCONJ
cana-3853	24	22	bidirectional	bidirectional	PROPN
cana-3853	24	23	gru	gru	PROPN
cana-3853	24	24	-	-	NOUN
cana-3853	24	25	lstm	lstm	ADJ
cana-3853	24	26	to	to	PART
cana-3853	24	27	produce	produce	VERB
cana-3853	24	28	monthly	monthly	ADJ
cana-3853	24	29	forecasts	forecast	NOUN
cana-3853	24	30	for	for	ADP
cana-3853	24	31	load	load	NOUN
cana-3853	24	32	demand	demand	NOUN
cana-3853	24	33	.	.	PUNCT
cana-3853	25	1	these	these	DET
cana-3853	25	2	forecasts	forecast	NOUN
cana-3853	25	3	are	be	AUX
cana-3853	25	4	subsequently	subsequently	ADV
cana-3853	25	5	utilized	utilize	VERB
cana-3853	25	6	in	in	ADP
cana-3853	25	7	homer	homer	NOUN
cana-3853	25	8	pro	pro	NOUN
cana-3853	25	9	to	to	AUX
cana-3853	25	10	model	model	VERB
cana-3853	25	11	and	and	CCONJ
cana-3853	25	12	enhance	enhance	VERB
cana-3853	25	13	resource	resource	NOUN
cana-3853	25	14	allocation	allocation	NOUN
cana-3853	25	15	.	.	PUNCT
cana-3853	26	1	by	by	ADP
cana-3853	26	2	integrating	integrate	VERB
cana-3853	26	3	sophisticated	sophisticated	ADJ
cana-3853	26	4	predictive	predictive	ADJ
cana-3853	26	5	modeling	modeling	NOUN
cana-3853	26	6	with	with	ADP
cana-3853	26	7	energy	energy	NOUN
cana-3853	26	8	system	system	NOUN
cana-3853	26	9	simulation	simulation	NOUN
cana-3853	26	10	,	,	PUNCT
cana-3853	26	11	the	the	DET
cana-3853	26	12	objective	objective	NOUN
cana-3853	26	13	is	be	AUX
cana-3853	26	14	to	to	PART
cana-3853	26	15	lower	lower	VERB
cana-3853	26	16	overall	overall	ADJ
cana-3853	26	17	system	system	NOUN
cana-3853	26	18	expenses	expense	NOUN
cana-3853	26	19	and	and	CCONJ
cana-3853	26	20	enhance	enhance	VERB
cana-3853	26	21	the	the	DET
cana-3853	26	22	reliability	reliability	NOUN
cana-3853	26	23	of	of	ADP
cana-3853	26	24	hybrid	hybrid	ADJ
cana-3853	26	25	energy	energy	NOUN
cana-3853	26	26	systems	system	NOUN
cana-3853	26	27	.	.	PUNCT
cana-3853	27	1	in	in	ADP
cana-3853	27	2	recent	recent	ADJ
cana-3853	27	3	years	year	NOUN
cana-3853	27	4	,	,	PUNCT
cana-3853	27	5	advanced	advanced	ADJ
cana-3853	27	6	machine	machine	NOUN
cana-3853	27	7	learning	learning	NOUN
cana-3853	27	8	has	have	AUX
cana-3853	27	9	transformed	transform	VERB
cana-3853	27	10	resource	resource	NOUN
cana-3853	27	11	allocation	allocation	NOUN
cana-3853	27	12	across	across	ADP
cana-3853	27	13	sectors	sector	NOUN
cana-3853	27	14	.	.	PUNCT
cana-3853	28	1	resource	resource	NOUN
cana-3853	28	2	allocation	allocation	NOUN
cana-3853	28	3	in	in	ADP
cana-3853	28	4	energy	energy	NOUN
cana-3853	28	5	systems	system	NOUN
cana-3853	28	6	is	be	AUX
cana-3853	28	7	vital	vital	ADJ
cana-3853	28	8	for	for	ADP
cana-3853	28	9	efficiency	efficiency	NOUN
cana-3853	28	10	.	.	PUNCT
cana-3853	29	1	advanced	advanced	ADJ
cana-3853	29	2	computational	computational	ADJ
cana-3853	29	3	techniques	technique	NOUN
cana-3853	29	4	have	have	AUX
cana-3853	29	5	improved	improve	VERB
cana-3853	29	6	energy	energy	NOUN
cana-3853	29	7	demand	demand	NOUN
cana-3853	29	8	forecasting	forecasting	NOUN
cana-3853	29	9	and	and	CCONJ
cana-3853	29	10	resource	resource	NOUN
cana-3853	29	11	optimization	optimization	NOUN
cana-3853	29	12	.	.	PUNCT
cana-3853	30	1	this	this	DET
cana-3853	30	2	literature	literature	NOUN
cana-3853	30	3	review	review	NOUN
cana-3853	30	4	examines	examine	VERB
cana-3853	30	5	the	the	DET
cana-3853	30	6	use	use	NOUN
cana-3853	30	7	of	of	ADP
cana-3853	30	8	homer	homer	NOUN
cana-3853	30	9	pro	pro	ADJ
cana-3853	30	10	with	with	ADP
cana-3853	30	11	advanced	advanced	ADJ
cana-3853	30	12	forecasting	forecasting	NOUN
cana-3853	30	13	models	model	NOUN
cana-3853	30	14	like	like	ADP
cana-3853	30	15	tcn	tcn	NOUN
cana-3853	30	16	and	and	CCONJ
cana-3853	30	17	bidirectional	bidirectional	NOUN
cana-3853	30	18	-	-	PUNCT
cana-3853	30	19	grulstm	grulstm	NOUN
cana-3853	30	20	for	for	ADP
cana-3853	30	21	monthly	monthly	ADJ
cana-3853	30	22	predictions	prediction	NOUN
cana-3853	30	23	.	.	PUNCT
cana-3853	31	1	this	this	DET
cana-3853	31	2	integration	integration	NOUN
cana-3853	31	3	enhances	enhance	VERB
cana-3853	31	4	forecast	forecast	NOUN
cana-3853	31	5	accuracy	accuracy	NOUN
cana-3853	31	6	and	and	CCONJ
cana-3853	31	7	supports	support	VERB
cana-3853	31	8	better	well	ADJ
cana-3853	31	9	renewable	renewable	ADJ
cana-3853	31	10	energy	energy	NOUN
cana-3853	31	11	deployment	deployment	NOUN
cana-3853	31	12	,	,	PUNCT
cana-3853	31	13	promoting	promote	VERB
cana-3853	31	14	a	a	DET
cana-3853	31	15	sustainable	sustainable	ADJ
cana-3853	31	16	energy	energy	NOUN
cana-3853	31	17	infrastructure	infrastructure	NOUN
cana-3853	31	18	.	.	PUNCT
cana-3853	32	1	additionally	additionally	ADV
cana-3853	32	2	,	,	PUNCT
cana-3853	32	3	it	it	PRON
cana-3853	32	4	enables	enable	VERB
cana-3853	32	5	real	real	ADJ
cana-3853	32	6	-	-	PUNCT
cana-3853	32	7	time	time	NOUN
cana-3853	32	8	energy	energy	NOUN
cana-3853	32	9	distribution	distribution	NOUN
cana-3853	32	10	adjustments	adjustment	NOUN
cana-3853	32	11	to	to	PART
cana-3853	32	12	match	match	VERB
cana-3853	32	13	changing	change	VERB
cana-3853	32	14	demand	demand	NOUN
cana-3853	32	15	patterns	pattern	NOUN
cana-3853	32	16	.	.	PUNCT
cana-3853	33	1	meta	meta	ADJ
cana-3853	33	2	-	-	PUNCT
cana-3853	33	3	heuristics	heuristic	NOUN
cana-3853	33	4	and	and	CCONJ
cana-3853	33	5	deep	deep	ADJ
cana-3853	33	6	learning	learning	NOUN
cana-3853	33	7	are	be	AUX
cana-3853	33	8	increasingly	increasingly	ADV
cana-3853	33	9	used	use	VERB
cana-3853	33	10	for	for	ADP
cana-3853	33	11	energy	energy	NOUN
cana-3853	33	12	challenges	challenge	NOUN
cana-3853	33	13	,	,	PUNCT
cana-3853	33	14	particularly	particularly	ADV
cana-3853	33	15	in	in	ADP
cana-3853	33	16	optimization	optimization	NOUN
cana-3853	33	17	and	and	CCONJ
cana-3853	33	18	forecasting	forecasting	NOUN
cana-3853	33	19	.	.	PUNCT
cana-3853	34	1	ref[1]emphasises	ref[1]emphasise	VERB
cana-3853	34	2	the	the	DET
cana-3853	34	3	role	role	NOUN
cana-3853	34	4	of	of	ADP
cana-3853	34	5	ai	ai	VERB
cana-3853	34	6	in	in	ADP
cana-3853	34	7	addressing	address	VERB
cana-3853	34	8	complex	complex	ADJ
cana-3853	34	9	energy	energy	NOUN
cana-3853	34	10	issues	issue	NOUN
cana-3853	34	11	,	,	PUNCT
cana-3853	34	12	particularly	particularly	ADV
cana-3853	34	13	the	the	DET
cana-3853	34	14	uncertainties	uncertainty	NOUN
cana-3853	34	15	of	of	ADP
cana-3853	34	16	renewable	renewable	ADJ
cana-3853	34	17	energy	energy	NOUN
cana-3853	34	18	.	.	PUNCT
cana-3853	35	1	the	the	DET
cana-3853	35	2	authors	author	NOUN
cana-3853	35	3	point	point	VERB
cana-3853	35	4	out	out	ADP
cana-3853	35	5	key	key	ADJ
cana-3853	35	6	research	research	NOUN
cana-3853	35	7	challenges	challenge	NOUN
cana-3853	35	8	,	,	PUNCT
cana-3853	35	9	including	include	VERB
cana-3853	35	10	enhancing	enhance	VERB
cana-3853	35	11	algorithm	algorithm	NOUN
cana-3853	35	12	efficiency	efficiency	NOUN
cana-3853	35	13	and	and	CCONJ
cana-3853	35	14	managing	manage	VERB
cana-3853	35	15	larger	large	ADJ
cana-3853	35	16	datasets	dataset	NOUN
cana-3853	35	17	from	from	ADP
cana-3853	35	18	various	various	ADJ
cana-3853	35	19	energy	energy	NOUN
cana-3853	35	20	systems	system	NOUN
cana-3853	35	21	.	.	PUNCT
cana-3853	36	1	[	[	X
cana-3853	36	2	2	2	X
cana-3853	36	3	]	]	AUX
cana-3853	36	4	examines	examine	VERB
cana-3853	36	5	the	the	DET
cana-3853	36	6	role	role	NOUN
cana-3853	36	7	of	of	ADP
cana-3853	36	8	artificial	artificial	ADJ
cana-3853	36	9	intelligence	intelligence	NOUN
cana-3853	36	10	(	(	PUNCT
cana-3853	36	11	ai	ai	NOUN
cana-3853	36	12	)	)	PUNCT
cana-3853	36	13	methods	method	NOUN
cana-3853	36	14	in	in	ADP
cana-3853	36	15	managing	manage	VERB
cana-3853	36	16	renewable	renewable	ADJ
cana-3853	36	17	energy	energy	NOUN
cana-3853	36	18	through	through	ADP
cana-3853	36	19	forecasting	forecasting	NOUN
cana-3853	36	20	and	and	CCONJ
cana-3853	36	21	resource	resource	NOUN
cana-3853	36	22	allocation	allocation	NOUN
cana-3853	36	23	.	.	PUNCT
cana-3853	37	1	the	the	DET
cana-3853	37	2	researchers	researcher	NOUN
cana-3853	37	3	highlighted	highlight	VERB
cana-3853	37	4	various	various	ADJ
cana-3853	37	5	machine	machine	NOUN
cana-3853	37	6	learning	learning	NOUN
cana-3853	37	7	and	and	CCONJ
cana-3853	37	8	deep	deep	ADJ
cana-3853	37	9	learning	learning	NOUN
cana-3853	37	10	methods	method	NOUN
cana-3853	37	11	that	that	PRON
cana-3853	37	12	tackle	tackle	VERB
cana-3853	37	13	non	non	ADJ
cana-3853	37	14	-	-	ADJ
cana-3853	37	15	linear	linear	ADJ
cana-3853	37	16	dynamics	dynamic	NOUN
cana-3853	37	17	in	in	ADP
cana-3853	37	18	such	such	ADJ
cana-3853	37	19	systems	system	NOUN
cana-3853	37	20	.	.	PUNCT
cana-3853	38	1	ai	ai	PROPN
cana-3853	38	2	's	's	PART
cana-3853	38	3	adaptability	adaptability	NOUN
cana-3853	38	4	to	to	ADP
cana-3853	38	5	real	real	ADJ
cana-3853	38	6	-	-	PUNCT
cana-3853	38	7	time	time	NOUN
cana-3853	38	8	data	datum	NOUN
cana-3853	38	9	enhances	enhance	VERB
cana-3853	38	10	performance	performance	NOUN
cana-3853	38	11	and	and	CCONJ
cana-3853	38	12	reliability	reliability	NOUN
cana-3853	38	13	in	in	ADP
cana-3853	38	14	uncertain	uncertain	ADJ
cana-3853	38	15	conditions.ml	conditions.ml	NOUN
cana-3853	38	16	and	and	CCONJ
cana-3853	38	17	dl	dl	PROPN
cana-3853	38	18	methods	method	NOUN
cana-3853	38	19	for	for	ADP
cana-3853	38	20	building	build	VERB
cana-3853	38	21	energy	energy	NOUN
cana-3853	38	22	simulation	simulation	NOUN
cana-3853	38	23	and	and	CCONJ
cana-3853	38	24	management	management	NOUN
cana-3853	38	25	are	be	AUX
cana-3853	38	26	tested	test	VERB
cana-3853	38	27	in	in	ADP
cana-3853	38	28	[	[	X
cana-3853	38	29	3	3	NUM
cana-3853	38	30	]	]	PUNCT
cana-3853	38	31	.	.	PUNCT
cana-3853	39	1	researchers	researcher	NOUN
cana-3853	39	2	concluded	conclude	VERB
cana-3853	39	3	that	that	SCONJ
cana-3853	39	4	supervised	supervised	ADJ
cana-3853	39	5	,	,	PUNCT
cana-3853	39	6	unsupervised	unsupervised	ADJ
cana-3853	39	7	,	,	PUNCT
cana-3853	39	8	and	and	CCONJ
cana-3853	39	9	reinforcement	reinforcement	NOUN
cana-3853	39	10	learning	learning	NOUN
cana-3853	39	11	models	model	NOUN
cana-3853	39	12	as	as	ADP
cana-3853	39	13	vital	vital	ADJ
cana-3853	39	14	for	for	ADP
cana-3853	39	15	predicting	predict	VERB
cana-3853	39	16	energy	energy	NOUN
cana-3853	39	17	use	use	NOUN
cana-3853	39	18	and	and	CCONJ
cana-3853	39	19	optimizing	optimize	VERB
cana-3853	39	20	hvac	hvac	PROPN
cana-3853	39	21	systems	system	NOUN
cana-3853	39	22	.	.	PUNCT
cana-3853	40	1	moreover	moreover	ADV
cana-3853	40	2	,	,	PUNCT
cana-3853	40	3	combining	combine	VERB
cana-3853	40	4	dl	dl	PROPN
cana-3853	40	5	with	with	ADP
cana-3853	40	6	optimization	optimization	NOUN
cana-3853	40	7	algorithms	algorithm	NOUN
cana-3853	40	8	has	have	AUX
cana-3853	40	9	enhanced	enhance	VERB
cana-3853	40	10	forecasting	forecasting	NOUN
cana-3853	40	11	precision	precision	NOUN
cana-3853	40	12	and	and	CCONJ
cana-3853	40	13	energy	energy	NOUN
cana-3853	40	14	efficiency	efficiency	NOUN
cana-3853	40	15	.	.	PUNCT
cana-3853	41	1	deep	deep	ADJ
cana-3853	41	2	learning	learning	NOUN
cana-3853	41	3	models	model	NOUN
cana-3853	41	4	,	,	PUNCT
cana-3853	41	5	in	in	ADP
cana-3853	41	6	particular	particular	ADJ
cana-3853	41	7	lstm	lstm	NOUN
cana-3853	41	8	networks	network	NOUN
cana-3853	41	9	,	,	PUNCT
cana-3853	41	10	are	be	AUX
cana-3853	41	11	widely	widely	ADV
cana-3853	41	12	used	use	VERB
cana-3853	41	13	in	in	ADP
cana-3853	41	14	energy	energy	NOUN
cana-3853	41	15	forecasting	forecasting	NOUN
cana-3853	41	16	for	for	ADP
cana-3853	41	17	their	their	PRON
cana-3853	41	18	time	time	NOUN
cana-3853	41	19	-	-	PUNCT
cana-3853	41	20	series	series	NOUN
cana-3853	41	21	capabilities	capability	NOUN
cana-3853	42	1	[	[	X
cana-3853	42	2	4]suggesting	4]suggeste	VERB
cana-3853	42	3	an	an	DET
cana-3853	42	4	improved	improved	ADJ
cana-3853	42	5	alpha	alpha	NOUN
cana-3853	42	6	value	value	NOUN
cana-3853	42	7	for	for	ADP
cana-3853	42	8	lstm	lstm	NOUN
cana-3853	42	9	models	model	NOUN
cana-3853	42	10	to	to	PART
cana-3853	42	11	boost	boost	VERB
cana-3853	42	12	energy	energy	NOUN
cana-3853	42	13	usage	usage	NOUN
cana-3853	42	14	forecasting	forecasting	NOUN
cana-3853	42	15	accuracy	accuracy	NOUN
cana-3853	42	16	.	.	PUNCT
cana-3853	43	1	the	the	DET
cana-3853	43	2	research	research	NOUN
cana-3853	43	3	highlights	highlight	NOUN
cana-3853	43	4	that	that	PRON
cana-3853	43	5	deep	deep	ADJ
cana-3853	43	6	learning	learning	NOUN
cana-3853	43	7	models	model	NOUN
cana-3853	43	8	are	be	AUX
cana-3853	43	9	better	well	ADJ
cana-3853	43	10	than	than	ADP
cana-3853	43	11	traditional	traditional	ADJ
cana-3853	43	12	methods	method	NOUN
cana-3853	43	13	for	for	ADP
cana-3853	43	14	large	large	ADJ
cana-3853	43	15	-	-	PUNCT
cana-3853	43	16	scale	scale	NOUN
cana-3853	43	17	,	,	PUNCT
cana-3853	43	18	high	high	ADJ
cana-3853	43	19	-	-	PUNCT
cana-3853	43	20	dimensional	dimensional	ADJ
cana-3853	43	21	energy	energy	NOUN
cana-3853	43	22	data.[56	data.[56	PROPN
cana-3853	43	23	]	]	PUNCT
cana-3853	43	24	highlights	highlight	NOUN
cana-3853	43	25	how	how	SCONJ
cana-3853	43	26	ml	ml	NOUN
cana-3853	43	27	models	model	NOUN
cana-3853	43	28	can	can	AUX
cana-3853	43	29	improve	improve	VERB
cana-3853	43	30	the	the	DET
cana-3853	43	31	efficiency	efficiency	NOUN
cana-3853	43	32	and	and	CCONJ
cana-3853	43	33	reliability	reliability	NOUN
cana-3853	43	34	of	of	ADP
cana-3853	43	35	energy	energy	NOUN
cana-3853	43	36	systems	system	NOUN
cana-3853	43	37	when	when	SCONJ
cana-3853	43	38	dealing	deal	VERB
cana-3853	43	39	with	with	ADP
cana-3853	43	40	the	the	DET
cana-3853	43	41	variables	variable	NOUN
cana-3853	43	42	of	of	ADP
cana-3853	43	43	sources	source	NOUN
cana-3853	43	44	like	like	ADP
cana-3853	43	45	solar	solar	ADJ
cana-3853	43	46	and	and	CCONJ
cana-3853	43	47	wind	wind	NOUN
cana-3853	43	48	.	.	PUNCT
cana-3853	44	1	the	the	DET
cana-3853	44	2	importance	importance	NOUN
cana-3853	44	3	of	of	ADP
cana-3853	44	4	enhancing	enhance	VERB
cana-3853	44	5	energy	energy	NOUN
cana-3853	44	6	distribution	distribution	NOUN
cana-3853	44	7	and	and	CCONJ
cana-3853	44	8	storage	storage	NOUN
cana-3853	44	9	decisions	decision	NOUN
cana-3853	44	10	,	,	PUNCT
cana-3853	44	11	transforming	transform	VERB
cana-3853	44	12	urban	urban	ADJ
cana-3853	44	13	energy	energy	NOUN
cana-3853	44	14	planning	planning	NOUN
cana-3853	44	15	by	by	ADP
cana-3853	44	16	making	make	VERB
cana-3853	44	17	systems	system	NOUN
cana-3853	44	18	more	more	ADV
cana-3853	44	19	responsive	responsive	ADJ
cana-3853	44	20	to	to	ADP
cana-3853	44	21	real	real	ADJ
cana-3853	44	22	-	-	PUNCT
cana-3853	44	23	time	time	NOUN
cana-3853	44	24	needs	need	NOUN
cana-3853	44	25	.	.	PUNCT
cana-3853	45	1	however	however	ADV
cana-3853	45	2	,	,	PUNCT
cana-3853	45	3	there	there	PRON
cana-3853	45	4	is	be	VERB
cana-3853	45	5	a	a	DET
cana-3853	45	6	necessity	necessity	NOUN
cana-3853	45	7	for	for	ADP
cana-3853	45	8	stronger	strong	ADJ
cana-3853	45	9	models	model	NOUN
cana-3853	45	10	that	that	PRON
cana-3853	45	11	can	can	AUX
cana-3853	45	12	manage	manage	VERB
cana-3853	45	13	diverse	diverse	ADJ
cana-3853	45	14	urban	urban	ADJ
cana-3853	45	15	energy	energy	NOUN
cana-3853	45	16	systems	system	NOUN
cana-3853	45	17	and	and	CCONJ
cana-3853	45	18	provide	provide	VERB
cana-3853	45	19	more	more	ADV
cana-3853	45	20	accurate	accurate	ADJ
cana-3853	45	21	demand	demand	NOUN
cana-3853	45	22	forecasts	forecast	NOUN
cana-3853	45	23	.	.	PUNCT
cana-3853	46	1	recent	recent	ADJ
cana-3853	46	2	advancements	advancement	NOUN
cana-3853	46	3	in	in	ADP
cana-3853	46	4	optimization	optimization	NOUN
cana-3853	46	5	,	,	PUNCT
cana-3853	46	6	such	such	ADJ
cana-3853	46	7	as	as	ADP
cana-3853	46	8	lstm	lstm	NOUN
cana-3853	46	9	models	model	NOUN
cana-3853	46	10	with	with	ADP
cana-3853	46	11	pso	pso	NOUN
cana-3853	46	12	and	and	CCONJ
cana-3853	46	13	grid	grid	NOUN
cana-3853	46	14	search	search	NOUN
cana-3853	46	15	,	,	PUNCT
cana-3853	46	16	have	have	AUX
cana-3853	46	17	been	be	AUX
cana-3853	46	18	investigated	investigate	VERB
cana-3853	46	19	[	[	PUNCT
cana-3853	46	20	7	7	NUM
cana-3853	46	21	-	-	SYM
cana-3853	46	22	10	10	NUM
cana-3853	46	23	]	]	PUNCT
cana-3853	46	24	.	.	PUNCT
cana-3853	47	1	these	these	DET
cana-3853	47	2	optimized	optimize	VERB
cana-3853	47	3	models	model	NOUN
cana-3853	47	4	enhance	enhance	VERB
cana-3853	47	5	time	time	NOUN
cana-3853	47	6	series	series	PROPN
cana-3853	47	7	forecasting	forecasting	NOUN
cana-3853	47	8	performance	performance	NOUN
cana-3853	47	9	for	for	ADP
cana-3853	47	10	energy	energy	NOUN
cana-3853	47	11	demand	demand	NOUN
cana-3853	47	12	,	,	PUNCT
cana-3853	47	13	revealing	reveal	VERB
cana-3853	47	14	that	that	SCONJ
cana-3853	47	15	communications	communication	NOUN
cana-3853	47	16	on	on	ADP
cana-3853	47	17	applied	apply	VERB
cana-3853	47	18	nonlinear	nonlinear	ADJ
cana-3853	47	19	analysis	analysis	NOUN
cana-3853	47	20	issn	issn	NOUN
cana-3853	47	21	:	:	PUNCT
cana-3853	47	22	1074	1074	NUM
cana-3853	47	23	-	-	PUNCT
cana-3853	47	24	133x	133x	NUM
cana-3853	47	25	vol	vol	NOUN
cana-3853	47	26	32	32	NUM
cana-3853	47	27	no	no	NOUN
cana-3853	47	28	.	.	PUNCT
cana-3853	48	1	9s	9s	NUM
cana-3853	48	2	(	(	PUNCT
cana-3853	48	3	2025	2025	NUM
cana-3853	48	4	)	)	PUNCT
cana-3853	48	5	238	238	NUM
cana-3853	48	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	48	7	hybrid	hybrid	ADJ
cana-3853	48	8	methods	method	NOUN
cana-3853	48	9	can	can	AUX
cana-3853	48	10	boost	boost	VERB
cana-3853	48	11	accuracy	accuracy	NOUN
cana-3853	48	12	and	and	CCONJ
cana-3853	48	13	robustness	robustness	NOUN
cana-3853	48	14	.	.	PUNCT
cana-3853	49	1	the	the	DET
cana-3853	49	2	literature	literature	NOUN
cana-3853	49	3	proved	prove	VERB
cana-3853	49	4	that	that	SCONJ
cana-3853	49	5	deep	deep	ADJ
cana-3853	49	6	learning	learning	NOUN
cana-3853	49	7	models	model	NOUN
cana-3853	49	8	outperform	outperform	VERB
cana-3853	49	9	traditional	traditional	ADJ
cana-3853	49	10	forecasting	forecasting	NOUN
cana-3853	49	11	but	but	CCONJ
cana-3853	49	12	call	call	VERB
cana-3853	49	13	for	for	ADP
cana-3853	49	14	more	more	ADJ
cana-3853	49	15	generalized	generalized	ADJ
cana-3853	49	16	models	model	NOUN
cana-3853	49	17	applicable	applicable	ADJ
cana-3853	49	18	to	to	ADP
cana-3853	49	19	various	various	ADJ
cana-3853	49	20	energy	energy	NOUN
cana-3853	49	21	sources	source	NOUN
cana-3853	49	22	.	.	PUNCT
cana-3853	50	1	[	[	X
cana-3853	50	2	11	11	NUM
cana-3853	50	3	-	-	SYM
cana-3853	50	4	13	13	NUM
cana-3853	50	5	]	]	PUNCT
cana-3853	50	6	investigated	investigate	VERB
cana-3853	50	7	rnn	rnn	PROPN
cana-3853	50	8	architectures	architecture	NOUN
cana-3853	50	9	like	like	ADP
cana-3853	50	10	lstm	lstm	NOUN
cana-3853	50	11	and	and	CCONJ
cana-3853	50	12	gru	gru	VERB
cana-3853	50	13	for	for	ADP
cana-3853	50	14	predicting	predict	VERB
cana-3853	50	15	energy	energy	NOUN
cana-3853	50	16	consumption	consumption	NOUN
cana-3853	50	17	in	in	ADP
cana-3853	50	18	multivariate	multivariate	NOUN
cana-3853	50	19	time	time	NOUN
cana-3853	50	20	series	series	NOUN
cana-3853	50	21	and	and	CCONJ
cana-3853	50	22	emphasised	emphasise	VERB
cana-3853	50	23	their	their	PRON
cana-3853	50	24	advantages	advantage	NOUN
cana-3853	50	25	in	in	ADP
cana-3853	50	26	optimizing	optimize	VERB
cana-3853	50	27	grid	grid	NOUN
cana-3853	50	28	operations	operation	NOUN
cana-3853	50	29	and	and	CCONJ
cana-3853	50	30	promoting	promote	VERB
cana-3853	50	31	renewable	renewable	ADJ
cana-3853	50	32	energy	energy	NOUN
cana-3853	50	33	policies	policy	NOUN
cana-3853	50	34	.	.	PUNCT
cana-3853	51	1	[	[	X
cana-3853	51	2	14	14	NUM
cana-3853	51	3	-	-	SYM
cana-3853	51	4	15]provides	15]provides	NUM
cana-3853	51	5	optimized	optimize	VERB
cana-3853	51	6	hybrid	hybrid	ADJ
cana-3853	51	7	solar	solar	ADJ
cana-3853	51	8	pv	pv	NOUN
cana-3853	51	9	-	-	PUNCT
cana-3853	51	10	wind	wind	NOUN
cana-3853	51	11	-	-	PUNCT
cana-3853	51	12	battery	battery	NOUN
cana-3853	51	13	systems	system	NOUN
cana-3853	51	14	in	in	ADP
cana-3853	51	15	remote	remote	ADJ
cana-3853	51	16	areas	area	NOUN
cana-3853	51	17	with	with	ADP
cana-3853	51	18	homer	homer	NOUN
cana-3853	51	19	pro	pro	NOUN
cana-3853	51	20	,	,	PUNCT
cana-3853	51	21	showing	show	VERB
cana-3853	51	22	reduced	reduce	VERB
cana-3853	51	23	energy	energy	NOUN
cana-3853	51	24	costs	cost	NOUN
cana-3853	51	25	and	and	CCONJ
cana-3853	51	26	fossil	fossil	NOUN
cana-3853	51	27	fuel	fuel	NOUN
cana-3853	51	28	dependence	dependence	NOUN
cana-3853	51	29	.	.	PUNCT
cana-3853	52	1	homer	homer	NOUN
cana-3853	52	2	pro	pro	X
cana-3853	52	3	facilitates	facilitate	VERB
cana-3853	52	4	simulations	simulation	NOUN
cana-3853	52	5	to	to	PART
cana-3853	52	6	determine	determine	VERB
cana-3853	52	7	the	the	DET
cana-3853	52	8	most	most	ADV
cana-3853	52	9	cost	cost	NOUN
cana-3853	52	10	-	-	PUNCT
cana-3853	52	11	effective	effective	ADJ
cana-3853	52	12	system	system	NOUN
cana-3853	52	13	designs	design	NOUN
cana-3853	52	14	based	base	VERB
cana-3853	52	15	on	on	ADP
cana-3853	52	16	geographical	geographical	ADJ
cana-3853	52	17	and	and	CCONJ
cana-3853	52	18	economic	economic	ADJ
cana-3853	52	19	factors	factor	NOUN
cana-3853	52	20	.	.	PUNCT
cana-3853	53	1	they	they	PRON
cana-3853	53	2	demonstrated	demonstrate	VERB
cana-3853	53	3	that	that	SCONJ
cana-3853	53	4	enhancing	enhance	VERB
cana-3853	53	5	renewable	renewable	ADJ
cana-3853	53	6	energy	energy	NOUN
cana-3853	53	7	use	use	NOUN
cana-3853	53	8	can	can	AUX
cana-3853	53	9	decrease	decrease	VERB
cana-3853	53	10	reliance	reliance	NOUN
cana-3853	53	11	on	on	ADP
cana-3853	53	12	diesel	diesel	NOUN
cana-3853	53	13	generators	generator	NOUN
cana-3853	53	14	and	and	CCONJ
cana-3853	53	15	mitigate	mitigate	VERB
cana-3853	53	16	environmental	environmental	ADJ
cana-3853	53	17	effects	effect	NOUN
cana-3853	53	18	.	.	PUNCT
cana-3853	54	1	however	however	ADV
cana-3853	54	2	,	,	PUNCT
cana-3853	54	3	such	such	ADJ
cana-3853	54	4	studies	study	NOUN
cana-3853	54	5	depend	depend	VERB
cana-3853	54	6	on	on	ADP
cana-3853	54	7	historical	historical	ADJ
cana-3853	54	8	or	or	CCONJ
cana-3853	54	9	static	static	ADJ
cana-3853	54	10	data	datum	NOUN
cana-3853	54	11	for	for	ADP
cana-3853	54	12	load	load	NOUN
cana-3853	54	13	demands	demand	NOUN
cana-3853	54	14	,	,	PUNCT
cana-3853	54	15	which	which	PRON
cana-3853	54	16	may	may	AUX
cana-3853	54	17	delay	delay	VERB
cana-3853	54	18	system	system	NOUN
cana-3853	54	19	adaptability	adaptability	NOUN
cana-3853	54	20	to	to	ADP
cana-3853	54	21	changes	change	NOUN
cana-3853	54	22	.	.	PUNCT
cana-3853	55	1	employing	employ	VERB
cana-3853	55	2	accurate	accurate	ADJ
cana-3853	55	3	,	,	PUNCT
cana-3853	55	4	real	real	ADJ
cana-3853	55	5	-	-	PUNCT
cana-3853	55	6	time	time	NOUN
cana-3853	55	7	load	load	NOUN
cana-3853	55	8	forecasting	forecasting	NOUN
cana-3853	55	9	methods	method	NOUN
cana-3853	55	10	can	can	AUX
cana-3853	55	11	improve	improve	VERB
cana-3853	55	12	system	system	NOUN
cana-3853	55	13	efficiency	efficiency	NOUN
cana-3853	55	14	by	by	ADP
cana-3853	55	15	aligning	align	VERB
cana-3853	55	16	energy	energy	NOUN
cana-3853	55	17	generation	generation	NOUN
cana-3853	55	18	and	and	CCONJ
cana-3853	55	19	storage	storage	NOUN
cana-3853	55	20	with	with	ADP
cana-3853	55	21	anticipated	anticipate	VERB
cana-3853	55	22	future	future	ADJ
cana-3853	55	23	demands	demand	NOUN
cana-3853	55	24	.	.	PUNCT
cana-3853	56	1	load	load	NOUN
cana-3853	56	2	forecasting	forecasting	NOUN
cana-3853	56	3	is	be	AUX
cana-3853	56	4	essential	essential	ADJ
cana-3853	56	5	for	for	ADP
cana-3853	56	6	energy	energy	NOUN
cana-3853	56	7	demand	demand	NOUN
cana-3853	56	8	assessment	assessment	NOUN
cana-3853	56	9	and	and	CCONJ
cana-3853	56	10	resource	resource	NOUN
cana-3853	56	11	optimization	optimization	NOUN
cana-3853	56	12	.	.	PUNCT
cana-3853	57	1	traditional	traditional	ADJ
cana-3853	57	2	forecasting	forecasting	NOUN
cana-3853	57	3	methods	method	NOUN
cana-3853	57	4	struggle	struggle	VERB
cana-3853	57	5	with	with	ADP
cana-3853	57	6	complex	complex	ADJ
cana-3853	57	7	patterns	pattern	NOUN
cana-3853	57	8	and	and	CCONJ
cana-3853	57	9	non	non	ADJ
cana-3853	57	10	-	-	ADJ
cana-3853	57	11	linearity	linearity	ADJ
cana-3853	57	12	,	,	PUNCT
cana-3853	57	13	making	make	VERB
cana-3853	57	14	them	they	PRON
cana-3853	57	15	less	less	ADV
cana-3853	57	16	suitable	suitable	ADJ
cana-3853	57	17	for	for	ADP
cana-3853	57	18	today	today	NOUN
cana-3853	57	19	's	's	PART
cana-3853	57	20	energy	energy	NOUN
cana-3853	57	21	systems	system	NOUN
cana-3853	57	22	.	.	PUNCT
cana-3853	58	1	in	in	ADP
cana-3853	58	2	[	[	X
cana-3853	58	3	16	16	NUM
cana-3853	58	4	]	]	X
cana-3853	58	5	deep	deep	ADJ
cana-3853	58	6	learning	learning	NOUN
cana-3853	58	7	models	model	NOUN
cana-3853	58	8	like	like	ADP
cana-3853	58	9	gru	gru	PROPN
cana-3853	58	10	and	and	CCONJ
cana-3853	58	11	lstm	lstm	PROPN
cana-3853	58	12	capture	capture	VERB
cana-3853	58	13	non	non	ADJ
cana-3853	58	14	-	-	ADJ
cana-3853	58	15	linear	linear	ADJ
cana-3853	58	16	patterns	pattern	NOUN
cana-3853	58	17	in	in	ADP
cana-3853	58	18	renewable	renewable	ADJ
cana-3853	58	19	energy	energy	NOUN
cana-3853	58	20	data	datum	NOUN
cana-3853	58	21	from	from	ADP
cana-3853	58	22	traditional	traditional	ADJ
cana-3853	58	23	methods	method	NOUN
cana-3853	58	24	by	by	ADP
cana-3853	58	25	handling	handle	VERB
cana-3853	58	26	long	long	ADJ
cana-3853	58	27	-	-	PUNCT
cana-3853	58	28	term	term	NOUN
cana-3853	58	29	dependencies	dependency	NOUN
cana-3853	58	30	effectively	effectively	ADV
cana-3853	58	31	.	.	PUNCT
cana-3853	59	1	despite	despite	SCONJ
cana-3853	59	2	their	their	PRON
cana-3853	59	3	advantages	advantage	NOUN
cana-3853	59	4	,	,	PUNCT
cana-3853	59	5	integrating	integrate	VERB
cana-3853	59	6	these	these	DET
cana-3853	59	7	predictive	predictive	ADJ
cana-3853	59	8	models	model	NOUN
cana-3853	59	9	with	with	ADP
cana-3853	59	10	optimization	optimization	NOUN
cana-3853	59	11	tools	tool	NOUN
cana-3853	59	12	like	like	ADP
cana-3853	59	13	homer	homer	NOUN
cana-3853	59	14	pro	pro	NOUN
cana-3853	59	15	is	be	AUX
cana-3853	59	16	still	still	ADV
cana-3853	59	17	developing	develop	VERB
cana-3853	59	18	.	.	PUNCT
cana-3853	60	1	there	there	PRON
cana-3853	60	2	is	be	VERB
cana-3853	60	3	great	great	ADJ
cana-3853	60	4	potential	potential	NOUN
cana-3853	60	5	to	to	PART
cana-3853	60	6	enhance	enhance	VERB
cana-3853	60	7	resource	resource	NOUN
cana-3853	60	8	planning	planning	NOUN
cana-3853	60	9	and	and	CCONJ
cana-3853	60	10	allocation	allocation	NOUN
cana-3853	60	11	in	in	ADP
cana-3853	60	12	energy	energy	NOUN
cana-3853	60	13	systems	system	NOUN
cana-3853	60	14	through	through	ADP
cana-3853	60	15	this	this	DET
cana-3853	60	16	integration	integration	NOUN
cana-3853	60	17	.	.	PUNCT
cana-3853	61	1	temporal	temporal	ADJ
cana-3853	61	2	convolutional	convolutional	ADJ
cana-3853	61	3	networks	network	NOUN
cana-3853	61	4	(	(	PUNCT
cana-3853	61	5	tcns	tcns	NOUN
cana-3853	61	6	)	)	PUNCT
cana-3853	61	7	serve	serve	VERB
cana-3853	61	8	as	as	ADP
cana-3853	61	9	an	an	DET
cana-3853	61	10	effective	effective	ADJ
cana-3853	61	11	alternative	alternative	NOUN
cana-3853	61	12	to	to	PART
cana-3853	61	13	recurrent	recurrent	VERB
cana-3853	61	14	neural	neural	ADJ
cana-3853	61	15	networks	network	NOUN
cana-3853	61	16	like	like	ADP
cana-3853	61	17	gru	gru	NOUN
cana-3853	61	18	and	and	CCONJ
cana-3853	61	19	lstm	lstm	NOUN
cana-3853	61	20	for	for	ADP
cana-3853	61	21	forecasting	forecasting	NOUN
cana-3853	61	22	time	time	NOUN
cana-3853	61	23	series	series	NOUN
cana-3853	61	24	.	.	PUNCT
cana-3853	62	1	they	they	PRON
cana-3853	62	2	utilize	utilize	VERB
cana-3853	62	3	causal	causal	ADJ
cana-3853	62	4	convolutional	convolutional	ADJ
cana-3853	62	5	layers	layer	NOUN
cana-3853	62	6	,	,	PUNCT
cana-3853	62	7	making	make	VERB
cana-3853	62	8	them	they	PRON
cana-3853	62	9	ideal	ideal	ADJ
cana-3853	62	10	for	for	ADP
cana-3853	62	11	sequence	sequence	NOUN
cana-3853	62	12	tasks	task	NOUN
cana-3853	62	13	such	such	ADJ
cana-3853	62	14	as	as	ADP
cana-3853	62	15	load	load	NOUN
cana-3853	62	16	forecasting	forecasting	NOUN
cana-3853	62	17	.	.	PUNCT
cana-3853	63	1	[	[	X
cana-3853	63	2	17	17	NUM
cana-3853	63	3	-	-	SYM
cana-3853	63	4	18]discusses	18]discusses	NUM
cana-3853	63	5	the	the	DET
cana-3853	63	6	superiority	superiority	NOUN
cana-3853	63	7	of	of	ADP
cana-3853	63	8	tcns	tcns	NOUN
cana-3853	63	9	in	in	ADP
cana-3853	63	10	capturing	capture	VERB
cana-3853	63	11	both	both	DET
cana-3853	63	12	short	short	ADJ
cana-3853	63	13	-	-	PUNCT
cana-3853	63	14	term	term	NOUN
cana-3853	63	15	and	and	CCONJ
cana-3853	63	16	long	long	ADJ
cana-3853	63	17	-	-	PUNCT
cana-3853	63	18	term	term	NOUN
cana-3853	63	19	patterns	pattern	NOUN
cana-3853	63	20	in	in	ADP
cana-3853	63	21	energy	energy	NOUN
cana-3853	63	22	load	load	NOUN
cana-3853	63	23	data	datum	NOUN
cana-3853	63	24	makes	make	VERB
cana-3853	63	25	tcns	tcns	ADJ
cana-3853	63	26	highly	highly	ADV
cana-3853	63	27	suitable	suitable	ADJ
cana-3853	63	28	for	for	ADP
cana-3853	63	29	dynamic	dynamic	ADJ
cana-3853	63	30	energy	energy	NOUN
cana-3853	63	31	systems	system	NOUN
cana-3853	63	32	.	.	PUNCT
cana-3853	64	1	although	although	SCONJ
cana-3853	64	2	tcns	tcns	PROPN
cana-3853	64	3	excel	excel	VERB
cana-3853	64	4	at	at	ADP
cana-3853	64	5	extracting	extract	VERB
cana-3853	64	6	temporal	temporal	ADJ
cana-3853	64	7	features	feature	NOUN
cana-3853	64	8	,	,	PUNCT
cana-3853	64	9	gru	gru	NOUN
cana-3853	64	10	and	and	CCONJ
cana-3853	64	11	lstm	lstm	NOUN
cana-3853	64	12	are	be	AUX
cana-3853	64	13	effective	effective	ADJ
cana-3853	64	14	at	at	ADP
cana-3853	64	15	maintaining	maintain	VERB
cana-3853	64	16	long	long	ADJ
cana-3853	64	17	-	-	PUNCT
cana-3853	64	18	term	term	NOUN
cana-3853	64	19	memory	memory	NOUN
cana-3853	64	20	,	,	PUNCT
cana-3853	64	21	which	which	PRON
cana-3853	64	22	is	be	AUX
cana-3853	64	23	necessary	necessary	ADJ
cana-3853	64	24	for	for	ADP
cana-3853	64	25	modelling	model	VERB
cana-3853	64	26	sequences	sequence	NOUN
cana-3853	64	27	with	with	ADP
cana-3853	64	28	significant	significant	ADJ
cana-3853	64	29	temporal	temporal	ADJ
cana-3853	64	30	dependencies	dependency	NOUN
cana-3853	64	31	.	.	PUNCT
cana-3853	65	1	combining	combine	VERB
cana-3853	65	2	these	these	DET
cana-3853	65	3	models	model	NOUN
cana-3853	65	4	into	into	ADP
cana-3853	65	5	hybrid	hybrid	ADJ
cana-3853	65	6	architectures	architecture	NOUN
cana-3853	65	7	influences	influence	VERB
cana-3853	65	8	the	the	DET
cana-3853	65	9	strengths	strength	NOUN
cana-3853	65	10	of	of	ADP
cana-3853	65	11	each	each	PRON
cana-3853	65	12	,	,	PUNCT
cana-3853	65	13	improving	improve	VERB
cana-3853	65	14	overall	overall	ADJ
cana-3853	65	15	forecasting	forecasting	NOUN
cana-3853	65	16	performance	performance	NOUN
cana-3853	65	17	.	.	PUNCT
cana-3853	66	1	[	[	X
cana-3853	66	2	18	18	NUM
cana-3853	66	3	-	-	SYM
cana-3853	66	4	20	20	NUM
cana-3853	66	5	]	]	PUNCT
cana-3853	66	6	discussed	discuss	VERB
cana-3853	66	7	the	the	DET
cana-3853	66	8	importance	importance	NOUN
cana-3853	66	9	of	of	ADP
cana-3853	66	10	combining	combine	VERB
cana-3853	66	11	tcn	tcn	PROPN
cana-3853	66	12	’s	’s	PART
cana-3853	66	13	ability	ability	NOUN
cana-3853	66	14	to	to	PART
cana-3853	66	15	model	model	VERB
cana-3853	66	16	temporal	temporal	ADJ
cana-3853	66	17	relationships	relationship	NOUN
cana-3853	66	18	with	with	ADP
cana-3853	66	19	gru	gru	PROPN
cana-3853	66	20	’s	’s	PART
cana-3853	66	21	efficiency	efficiency	NOUN
cana-3853	66	22	in	in	ADP
cana-3853	66	23	handling	handle	VERB
cana-3853	66	24	sequential	sequential	ADJ
cana-3853	66	25	dependencies	dependency	NOUN
cana-3853	66	26	.	.	PUNCT
cana-3853	67	1	the	the	DET
cana-3853	67	2	combination	combination	NOUN
cana-3853	67	3	of	of	ADP
cana-3853	67	4	tcn	tcn	PROPN
cana-3853	67	5	,	,	PUNCT
cana-3853	67	6	gru	gru	PROPN
cana-3853	67	7	,	,	PUNCT
cana-3853	67	8	and	and	CCONJ
cana-3853	67	9	lstm	lstm	NOUN
cana-3853	67	10	represented	represent	VERB
cana-3853	67	11	a	a	DET
cana-3853	67	12	promising	promising	ADJ
cana-3853	67	13	path	path	NOUN
cana-3853	67	14	for	for	ADP
cana-3853	67	15	improving	improve	VERB
cana-3853	67	16	load	load	NOUN
cana-3853	67	17	forecasting	forecasting	NOUN
cana-3853	67	18	accuracy	accuracy	NOUN
cana-3853	67	19	in	in	ADP
cana-3853	67	20	hybrid	hybrid	ADJ
cana-3853	67	21	energy	energy	NOUN
cana-3853	67	22	systems	system	NOUN
cana-3853	67	23	.	.	PUNCT
cana-3853	68	1	therefore	therefore	ADV
cana-3853	68	2	these	these	DET
cana-3853	68	3	techniques	technique	NOUN
cana-3853	68	4	when	when	SCONJ
cana-3853	68	5	integrated	integrate	VERB
cana-3853	68	6	with	with	ADP
cana-3853	68	7	energy	energy	NOUN
cana-3853	68	8	system	system	NOUN
cana-3853	68	9	simulation	simulation	NOUN
cana-3853	68	10	tools	tool	NOUN
cana-3853	68	11	like	like	ADP
cana-3853	68	12	homer	homer	NOUN
cana-3853	68	13	pro	pro	ADV
cana-3853	68	14	,	,	PUNCT
cana-3853	68	15	these	these	DET
cana-3853	68	16	models	model	NOUN
cana-3853	68	17	can	can	AUX
cana-3853	68	18	significantly	significantly	ADV
cana-3853	68	19	enhance	enhance	VERB
cana-3853	68	20	the	the	DET
cana-3853	68	21	system	system	NOUN
cana-3853	68	22	's	's	PART
cana-3853	68	23	ability	ability	NOUN
cana-3853	68	24	to	to	PART
cana-3853	68	25	optimize	optimize	VERB
cana-3853	68	26	resource	resource	NOUN
cana-3853	68	27	allocation	allocation	NOUN
cana-3853	68	28	based	base	VERB
cana-3853	68	29	on	on	ADP
cana-3853	68	30	accurate	accurate	ADJ
cana-3853	68	31	demand	demand	NOUN
cana-3853	68	32	predictions	prediction	NOUN
cana-3853	68	33	.	.	PUNCT
cana-3853	69	1	[	[	X
cana-3853	69	2	21	21	NUM
cana-3853	69	3	]	]	X
cana-3853	69	4	hybrid	hybrid	ADJ
cana-3853	69	5	energy	energy	NOUN
cana-3853	69	6	system	system	NOUN
cana-3853	69	7	optimization	optimization	NOUN
cana-3853	69	8	with	with	ADP
cana-3853	69	9	integrated	integrate	VERB
cana-3853	69	10	lstm	lstm	NOUN
cana-3853	69	11	load	load	NOUN
cana-3853	69	12	forecasting	forecasting	NOUN
cana-3853	69	13	with	with	ADP
cana-3853	69	14	homer	homer	NOUN
cana-3853	69	15	pro	pro	NOUN
cana-3853	69	16	indicated	indicate	VERB
cana-3853	69	17	that	that	SCONJ
cana-3853	69	18	predictive	predictive	ADJ
cana-3853	69	19	load	load	NOUN
cana-3853	69	20	models	model	NOUN
cana-3853	69	21	increased	increase	VERB
cana-3853	69	22	simulation	simulation	NOUN
cana-3853	69	23	accuracy	accuracy	NOUN
cana-3853	69	24	and	and	CCONJ
cana-3853	69	25	lowered	lower	VERB
cana-3853	69	26	both	both	CCONJ
cana-3853	69	27	net	net	ADJ
cana-3853	69	28	present	present	ADJ
cana-3853	69	29	cost	cost	NOUN
cana-3853	69	30	(	(	PUNCT
cana-3853	69	31	npc	npc	NOUN
cana-3853	69	32	)	)	PUNCT
cana-3853	69	33	and	and	CCONJ
cana-3853	69	34	levelized	levelize	VERB
cana-3853	69	35	cost	cost	NOUN
cana-3853	69	36	of	of	ADP
cana-3853	69	37	energy	energy	NOUN
cana-3853	69	38	(	(	PUNCT
cana-3853	69	39	lcoe	lcoe	ADJ
cana-3853	69	40	)	)	PUNCT
cana-3853	69	41	.	.	PUNCT
cana-3853	70	1	lstm	lstm	NOUN
cana-3853	70	2	models	model	NOUN
cana-3853	70	3	facilitated	facilitate	VERB
cana-3853	70	4	improved	improved	ADJ
cana-3853	70	5	planning	planning	NOUN
cana-3853	70	6	for	for	ADP
cana-3853	70	7	energy	energy	NOUN
cana-3853	70	8	storage	storage	NOUN
cana-3853	70	9	and	and	CCONJ
cana-3853	70	10	renewable	renewable	ADJ
cana-3853	70	11	generation	generation	NOUN
cana-3853	70	12	,	,	PUNCT
cana-3853	70	13	decreasing	decrease	VERB
cana-3853	70	14	reliance	reliance	NOUN
cana-3853	70	15	on	on	ADP
cana-3853	70	16	non	non	ADJ
cana-3853	70	17	-	-	ADJ
cana-3853	70	18	renewable	renewable	ADJ
cana-3853	70	19	sources	source	NOUN
cana-3853	70	20	.	.	PUNCT
cana-3853	71	1	although	although	SCONJ
cana-3853	71	2	there	there	PRON
cana-3853	71	3	is	be	VERB
cana-3853	71	4	growing	grow	VERB
cana-3853	71	5	interest	interest	NOUN
cana-3853	71	6	in	in	ADP
cana-3853	71	7	deep	deep	ADJ
cana-3853	71	8	learning	learning	NOUN
cana-3853	71	9	and	and	CCONJ
cana-3853	71	10	optimization	optimization	NOUN
cana-3853	71	11	integration	integration	NOUN
cana-3853	71	12	,	,	PUNCT
cana-3853	71	13	tcn	tcn	NOUN
cana-3853	71	14	-	-	PUNCT
cana-3853	71	15	based	base	VERB
cana-3853	71	16	hybrid	hybrid	NOUN
cana-3853	71	17	models	model	NOUN
cana-3853	71	18	with	with	ADP
cana-3853	71	19	homer	homer	NOUN
cana-3853	71	20	pro	pro	NOUN
cana-3853	71	21	are	be	AUX
cana-3853	71	22	still	still	ADV
cana-3853	71	23	underexplored	underexplored	ADJ
cana-3853	71	24	.	.	PUNCT
cana-3853	72	1	integrating	integrate	VERB
cana-3853	72	2	tcn	tcn	PROPN
cana-3853	72	3	-	-	PUNCT
cana-3853	72	4	gru	gru	NOUN
cana-3853	72	5	-	-	ADJ
cana-3853	72	6	lstm	lstm	ADJ
cana-3853	72	7	models	model	NOUN
cana-3853	72	8	with	with	ADP
cana-3853	72	9	homer	homer	NOUN
cana-3853	72	10	pro	pro	NOUN
cana-3853	72	11	may	may	AUX
cana-3853	72	12	enhance	enhance	VERB
cana-3853	72	13	load	load	NOUN
cana-3853	72	14	prediction	prediction	NOUN
cana-3853	72	15	accuracy	accuracy	NOUN
cana-3853	72	16	and	and	CCONJ
cana-3853	72	17	lead	lead	VERB
cana-3853	72	18	to	to	ADP
cana-3853	72	19	more	more	ADJ
cana-3853	72	20	cost	cost	NOUN
cana-3853	72	21	-	-	PUNCT
cana-3853	72	22	effective	effective	ADJ
cana-3853	72	23	,	,	PUNCT
cana-3853	72	24	reliable	reliable	ADJ
cana-3853	72	25	energy	energy	NOUN
cana-3853	72	26	systems	system	NOUN
cana-3853	72	27	.	.	PUNCT
cana-3853	73	1	nevertheless	nevertheless	ADV
cana-3853	73	2	,	,	PUNCT
cana-3853	73	3	a	a	DET
cana-3853	73	4	significant	significant	ADJ
cana-3853	73	5	drawback	drawback	NOUN
cana-3853	73	6	of	of	ADP
cana-3853	73	7	homer	homer	NOUN
cana-3853	73	8	is	be	AUX
cana-3853	73	9	its	its	PRON
cana-3853	73	10	dependence	dependence	NOUN
cana-3853	73	11	on	on	ADP
cana-3853	73	12	fixed	fix	VERB
cana-3853	73	13	assumptions	assumption	NOUN
cana-3853	73	14	communications	communication	NOUN
cana-3853	73	15	on	on	ADP
cana-3853	73	16	applied	apply	VERB
cana-3853	73	17	nonlinear	nonlinear	ADJ
cana-3853	73	18	analysis	analysis	NOUN
cana-3853	73	19	issn	issn	NOUN
cana-3853	73	20	:	:	PUNCT
cana-3853	73	21	1074	1074	NUM
cana-3853	73	22	-	-	PUNCT
cana-3853	73	23	133x	133x	NUM
cana-3853	73	24	vol	vol	NOUN
cana-3853	73	25	32	32	NUM
cana-3853	73	26	no	no	NOUN
cana-3853	73	27	.	.	PUNCT
cana-3853	74	1	9s	9s	NUM
cana-3853	74	2	(	(	PUNCT
cana-3853	74	3	2025	2025	NUM
cana-3853	74	4	)	)	PUNCT
cana-3853	74	5	239	239	NUM
cana-3853	74	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	74	7	regarding	regard	VERB
cana-3853	74	8	future	future	ADJ
cana-3853	74	9	load	load	NOUN
cana-3853	74	10	distributions	distribution	NOUN
cana-3853	74	11	,	,	PUNCT
cana-3853	74	12	which	which	PRON
cana-3853	74	13	may	may	AUX
cana-3853	74	14	result	result	VERB
cana-3853	74	15	in	in	ADP
cana-3853	74	16	errors	error	NOUN
cana-3853	74	17	when	when	SCONJ
cana-3853	74	18	modelling	model	VERB
cana-3853	74	19	complex	complex	ADJ
cana-3853	74	20	systems	system	NOUN
cana-3853	74	21	with	with	ADP
cana-3853	74	22	varying	vary	VERB
cana-3853	74	23	energy	energy	NOUN
cana-3853	74	24	requirements	requirement	NOUN
cana-3853	74	25	.	.	PUNCT
cana-3853	75	1	hence	hence	ADV
cana-3853	75	2	the	the	DET
cana-3853	75	3	objective	objective	NOUN
cana-3853	75	4	of	of	ADP
cana-3853	75	5	this	this	DET
cana-3853	75	6	paper	paper	NOUN
cana-3853	75	7	is	be	AUX
cana-3853	75	8	to	to	PART
cana-3853	75	9	examine	examine	VERB
cana-3853	75	10	the	the	DET
cana-3853	75	11	incorporation	incorporation	NOUN
cana-3853	75	12	of	of	ADP
cana-3853	75	13	a	a	DET
cana-3853	75	14	tcn	tcn	NOUN
cana-3853	75	15	-	-	PUNCT
cana-3853	75	16	based	base	VERB
cana-3853	75	17	bidirectionalgru	bidirectionalgru	NOUN
cana-3853	75	18	-	-	PUNCT
cana-3853	75	19	lstm	lstm	PROPN
cana-3853	75	20	model	model	NOUN
cana-3853	75	21	for	for	ADP
cana-3853	75	22	predicting	predict	VERB
cana-3853	75	23	monthly	monthly	ADJ
cana-3853	75	24	loads	load	NOUN
cana-3853	75	25	,	,	PUNCT
cana-3853	75	26	which	which	PRON
cana-3853	75	27	subsequently	subsequently	ADV
cana-3853	75	28	serve	serve	VERB
cana-3853	75	29	as	as	ADP
cana-3853	75	30	inputs	input	NOUN
cana-3853	75	31	for	for	ADP
cana-3853	75	32	homer	homer	NOUN
cana-3853	75	33	simulations	simulation	NOUN
cana-3853	75	34	.	.	PUNCT
cana-3853	76	1	the	the	DET
cana-3853	76	2	paper	paper	NOUN
cana-3853	76	3	analyses	analyse	VERB
cana-3853	76	4	the	the	DET
cana-3853	76	5	benefits	benefit	NOUN
cana-3853	76	6	of	of	ADP
cana-3853	76	7	this	this	DET
cana-3853	76	8	methodology	methodology	NOUN
cana-3853	76	9	regarding	regard	VERB
cana-3853	76	10	forecasting	forecasting	NOUN
cana-3853	76	11	precision	precision	NOUN
cana-3853	76	12	,	,	PUNCT
cana-3853	76	13	as	as	ADV
cana-3853	76	14	well	well	ADV
cana-3853	76	15	as	as	ADP
cana-3853	76	16	the	the	DET
cana-3853	76	17	possible	possible	ADJ
cana-3853	76	18	limitations	limitation	NOUN
cana-3853	76	19	associated	associate	VERB
cana-3853	76	20	with	with	ADP
cana-3853	76	21	homer	homer	NOUN
cana-3853	76	22	's	's	PART
cana-3853	76	23	rigid	rigid	ADJ
cana-3853	76	24	treatment	treatment	NOUN
cana-3853	76	25	of	of	ADP
cana-3853	76	26	monthly	monthly	ADJ
cana-3853	76	27	load	load	NOUN
cana-3853	76	28	inputs	input	NOUN
cana-3853	76	29	.	.	PUNCT
cana-3853	77	1	through	through	ADP
cana-3853	77	2	various	various	ADJ
cana-3853	77	3	case	case	NOUN
cana-3853	77	4	studies	study	NOUN
cana-3853	77	5	and	and	CCONJ
cana-3853	77	6	simulation	simulation	NOUN
cana-3853	77	7	outcomes	outcome	NOUN
cana-3853	77	8	,	,	PUNCT
cana-3853	77	9	it	it	PRON
cana-3853	77	10	demonstrates	demonstrate	VERB
cana-3853	77	11	how	how	SCONJ
cana-3853	77	12	this	this	DET
cana-3853	77	13	combined	combined	ADJ
cana-3853	77	14	approach	approach	NOUN
cana-3853	77	15	can	can	AUX
cana-3853	77	16	improve	improve	VERB
cana-3853	77	17	the	the	DET
cana-3853	77	18	planning	planning	NOUN
cana-3853	77	19	and	and	CCONJ
cana-3853	77	20	optimization	optimization	NOUN
cana-3853	77	21	of	of	ADP
cana-3853	77	22	hybrid	hybrid	ADJ
cana-3853	77	23	energy	energy	NOUN
cana-3853	77	24	systems	system	NOUN
cana-3853	77	25	,	,	PUNCT
cana-3853	77	26	while	while	SCONJ
cana-3853	77	27	also	also	ADV
cana-3853	77	28	pinpointing	pinpoint	VERB
cana-3853	77	29	critical	critical	ADJ
cana-3853	77	30	areas	area	NOUN
cana-3853	77	31	where	where	SCONJ
cana-3853	77	32	additional	additional	ADJ
cana-3853	77	33	enhancements	enhancement	NOUN
cana-3853	77	34	are	be	AUX
cana-3853	77	35	necessary	necessary	ADJ
cana-3853	77	36	to	to	PART
cana-3853	77	37	manage	manage	VERB
cana-3853	77	38	real	real	ADJ
cana-3853	77	39	-	-	PUNCT
cana-3853	77	40	time	time	NOUN
cana-3853	77	41	variability	variability	NOUN
cana-3853	77	42	and	and	CCONJ
cana-3853	77	43	the	the	DET
cana-3853	77	44	integration	integration	NOUN
cana-3853	77	45	of	of	ADP
cana-3853	77	46	renewable	renewable	ADJ
cana-3853	77	47	energy	energy	NOUN
cana-3853	77	48	sources	source	NOUN
cana-3853	77	49	.	.	PUNCT
cana-3853	78	1	in	in	ADP
cana-3853	78	2	this	this	DET
cana-3853	78	3	research	research	NOUN
cana-3853	78	4	real	real	ADJ
cana-3853	78	5	-	-	PUNCT
cana-3853	78	6	time	time	NOUN
cana-3853	78	7	load	load	NOUN
cana-3853	78	8	data	datum	NOUN
cana-3853	78	9	for	for	ADP
cana-3853	78	10	the	the	DET
cana-3853	78	11	year	year	NOUN
cana-3853	78	12	2023	2023	NUM
cana-3853	78	13	is	be	AUX
cana-3853	78	14	considered	consider	VERB
cana-3853	78	15	from	from	ADP
cana-3853	78	16	the	the	DET
cana-3853	78	17	available	available	ADJ
cana-3853	78	18	reports	report	NOUN
cana-3853	78	19	on	on	ADP
cana-3853	78	20	the	the	DET
cana-3853	78	21	website	website	NOUN
cana-3853	78	22	of	of	ADP
cana-3853	78	23	the	the	DET
cana-3853	78	24	andhra	andhra	PROPN
cana-3853	78	25	pradesh	pradesh	PROPN
cana-3853	78	26	state	state	PROPN
cana-3853	78	27	load	load	NOUN
cana-3853	78	28	despatch	despatch	NOUN
cana-3853	78	29	centre	centre	NOUN
cana-3853	78	30	[	[	X
cana-3853	78	31	22	22	NUM
cana-3853	78	32	]	]	PUNCT
cana-3853	78	33	.	.	PUNCT
cana-3853	79	1	this	this	DET
cana-3853	79	2	paper	paper	NOUN
cana-3853	79	3	provides	provide	VERB
cana-3853	79	4	a	a	DET
cana-3853	79	5	framework	framework	NOUN
cana-3853	79	6	using	use	VERB
cana-3853	79	7	monthly	monthly	ADJ
cana-3853	79	8	predictions	prediction	NOUN
cana-3853	79	9	from	from	ADP
cana-3853	79	10	the	the	DET
cana-3853	79	11	tcn	tcn	PROPN
cana-3853	79	12	-	-	PUNCT
cana-3853	79	13	based	base	VERB
cana-3853	79	14	bidirectional	bidirectional	PROPN
cana-3853	79	15	-	-	PUNCT
cana-3853	79	16	gru	gru	NOUN
cana-3853	79	17	-	-	ADJ
cana-3853	79	18	lstm	lstm	ADJ
cana-3853	79	19	model	model	NOUN
cana-3853	79	20	for	for	ADP
cana-3853	79	21	resource	resource	NOUN
cana-3853	79	22	allocation	allocation	NOUN
cana-3853	79	23	through	through	ADP
cana-3853	79	24	homer	homer	NOUN
cana-3853	79	25	pro	pro	ADJ
cana-3853	79	26	simulations	simulation	NOUN
cana-3853	79	27	.	.	PUNCT
cana-3853	80	1	2	2	X
cana-3853	80	2	.	.	X
cana-3853	80	3	overview	overview	NOUN
cana-3853	80	4	of	of	ADP
cana-3853	80	5	homer	homer	NOUN
cana-3853	80	6	pro	pro	ADJ
cana-3853	80	7	for	for	ADP
cana-3853	80	8	the	the	DET
cana-3853	80	9	design	design	NOUN
cana-3853	80	10	,	,	PUNCT
cana-3853	80	11	planning	planning	NOUN
cana-3853	80	12	,	,	PUNCT
cana-3853	80	13	and	and	CCONJ
cana-3853	80	14	simulation	simulation	NOUN
cana-3853	80	15	of	of	ADP
cana-3853	80	16	the	the	DET
cana-3853	80	17	microgrid	microgrid	PROPN
cana-3853	80	18	model	model	NOUN
cana-3853	80	19	,	,	PUNCT
cana-3853	80	20	the	the	DET
cana-3853	80	21	homer	homer	NOUN
cana-3853	80	22	pro	pro	ADJ
cana-3853	80	23	software	software	NOUN
cana-3853	80	24	offers	offer	VERB
cana-3853	80	25	numerous	numerous	ADJ
cana-3853	80	26	advantages	advantage	NOUN
cana-3853	80	27	.	.	PUNCT
cana-3853	81	1	these	these	DET
cana-3853	81	2	advantages	advantage	NOUN
cana-3853	81	3	encompass	encompass	VERB
cana-3853	81	4	its	its	PRON
cana-3853	81	5	capacity	capacity	NOUN
cana-3853	81	6	to	to	PART
cana-3853	81	7	integrate	integrate	VERB
cana-3853	81	8	various	various	ADJ
cana-3853	81	9	renewable	renewable	ADJ
cana-3853	81	10	energy	energy	NOUN
cana-3853	81	11	sources	source	NOUN
cana-3853	81	12	along	along	ADP
cana-3853	81	13	with	with	ADP
cana-3853	81	14	multiple	multiple	ADJ
cana-3853	81	15	other	other	ADJ
cana-3853	81	16	elements	element	NOUN
cana-3853	81	17	essential	essential	ADJ
cana-3853	81	18	for	for	ADP
cana-3853	81	19	a	a	DET
cana-3853	81	20	stable	stable	ADJ
cana-3853	81	21	microgrid	microgrid	NOUN
cana-3853	81	22	model	model	NOUN
cana-3853	81	23	.	.	PUNCT
cana-3853	82	1	the	the	DET
cana-3853	82	2	software	software	NOUN
cana-3853	82	3	is	be	AUX
cana-3853	82	4	highly	highly	ADV
cana-3853	82	5	proficient	proficient	ADJ
cana-3853	82	6	in	in	ADP
cana-3853	82	7	assessing	assess	VERB
cana-3853	82	8	both	both	CCONJ
cana-3853	82	9	the	the	DET
cana-3853	82	10	economic	economic	ADJ
cana-3853	82	11	and	and	CCONJ
cana-3853	82	12	technical	technical	ADJ
cana-3853	82	13	viability	viability	NOUN
cana-3853	82	14	of	of	ADP
cana-3853	82	15	the	the	DET
cana-3853	82	16	model	model	NOUN
cana-3853	82	17	under	under	ADP
cana-3853	82	18	constrained	constrained	ADJ
cana-3853	82	19	circumstances	circumstance	NOUN
cana-3853	82	20	[	[	X
cana-3853	82	21	23	23	NUM
cana-3853	82	22	-	-	SYM
cana-3853	82	23	24	24	NUM
cana-3853	82	24	]	]	PUNCT
cana-3853	82	25	.	.	PUNCT
cana-3853	83	1	figure	figure	NOUN
cana-3853	83	2	1	1	NUM
cana-3853	83	3	illustrates	illustrate	VERB
cana-3853	83	4	the	the	DET
cana-3853	83	5	step	step	NOUN
cana-3853	83	6	-	-	PUNCT
cana-3853	83	7	by	by	ADP
cana-3853	83	8	-	-	PUNCT
cana-3853	83	9	step	step	NOUN
cana-3853	83	10	workflow	workflow	NOUN
cana-3853	83	11	of	of	ADP
cana-3853	83	12	homer	homer	NOUN
cana-3853	83	13	pro	pro	ADJ
cana-3853	83	14	software	software	NOUN
cana-3853	83	15	,	,	PUNCT
cana-3853	83	16	highlighting	highlight	VERB
cana-3853	83	17	its	its	PRON
cana-3853	83	18	diverse	diverse	ADJ
cana-3853	83	19	components	component	NOUN
cana-3853	83	20	.	.	PUNCT
cana-3853	84	1	2.1	2.1	NUM
cana-3853	84	2	economic	economic	ADJ
cana-3853	84	3	aspects	aspect	NOUN
cana-3853	84	4	net	net	ADJ
cana-3853	84	5	present	present	ADJ
cana-3853	84	6	cost	cost	NOUN
cana-3853	84	7	(	(	PUNCT
cana-3853	84	8	npc	npc	NOUN
cana-3853	84	9	)	)	PUNCT
cana-3853	84	10	the	the	DET
cana-3853	84	11	npc	npc	NOUN
cana-3853	84	12	reflects	reflect	VERB
cana-3853	84	13	the	the	DET
cana-3853	84	14	total	total	ADJ
cana-3853	84	15	expenses	expense	NOUN
cana-3853	84	16	of	of	ADP
cana-3853	84	17	a	a	DET
cana-3853	84	18	system	system	NOUN
cana-3853	84	19	,	,	PUNCT
cana-3853	84	20	minus	minus	CCONJ
cana-3853	84	21	the	the	DET
cana-3853	84	22	revenues	revenue	NOUN
cana-3853	84	23	earned	earn	VERB
cana-3853	84	24	during	during	ADP
cana-3853	84	25	its	its	PRON
cana-3853	84	26	lifetime	lifetime	NOUN
cana-3853	84	27	.	.	PUNCT
cana-3853	85	1	expenses	expense	NOUN
cana-3853	85	2	include	include	VERB
cana-3853	85	3	capital	capital	NOUN
cana-3853	85	4	costs	cost	NOUN
cana-3853	85	5	,	,	PUNCT
cana-3853	85	6	replacement	replacement	NOUN
cana-3853	85	7	costs	cost	NOUN
cana-3853	85	8	,	,	PUNCT
cana-3853	85	9	o&m	o&m	PROPN
cana-3853	85	10	costs	cost	NOUN
cana-3853	85	11	,	,	PUNCT
cana-3853	85	12	fuel	fuel	NOUN
cana-3853	85	13	costs	cost	NOUN
cana-3853	85	14	,	,	PUNCT
cana-3853	85	15	emission	emission	NOUN
cana-3853	85	16	penalties	penalty	NOUN
cana-3853	85	17	,	,	PUNCT
cana-3853	85	18	and	and	CCONJ
cana-3853	85	19	grid	grid	NOUN
cana-3853	85	20	power	power	NOUN
cana-3853	85	21	purchases	purchase	NOUN
cana-3853	85	22	.	.	PUNCT
cana-3853	86	1	revenues	revenue	NOUN
cana-3853	86	2	are	be	AUX
cana-3853	86	3	derived	derive	VERB
cana-3853	86	4	from	from	ADP
cana-3853	86	5	salvage	salvage	NOUN
cana-3853	86	6	value	value	NOUN
cana-3853	86	7	and	and	CCONJ
cana-3853	86	8	grid	grid	NOUN
cana-3853	86	9	sales	sale	NOUN
cana-3853	86	10	.	.	PUNCT
cana-3853	87	1	homer	homer	NOUN
cana-3853	87	2	calculates	calculate	VERB
cana-3853	87	3	the	the	DET
cana-3853	87	4	total	total	ADJ
cana-3853	87	5	npc	npc	NOUN
cana-3853	87	6	by	by	ADP
cana-3853	87	7	summing	sum	VERB
cana-3853	87	8	the	the	DET
cana-3853	87	9	discounted	discount	VERB
cana-3853	87	10	cash	cash	NOUN
cana-3853	87	11	flows	flow	NOUN
cana-3853	87	12	for	for	ADP
cana-3853	87	13	each	each	DET
cana-3853	87	14	project	project	NOUN
cana-3853	87	15	year	year	NOUN
cana-3853	87	16	during	during	ADP
cana-3853	87	17	project	project	NOUN
cana-3853	87	18	's	's	PART
cana-3853	87	19	lifespan	lifespan	NOUN
cana-3853	87	20	.	.	PUNCT
cana-3853	88	1	total	total	ADJ
cana-3853	88	2	annualized	annualize	VERB
cana-3853	88	3	cost	cost	NOUN
cana-3853	88	4	(	(	PUNCT
cana-3853	88	5	tac	tac	NOUN
cana-3853	88	6	)	)	PUNCT
cana-3853	88	7	it	it	PRON
cana-3853	88	8	indicates	indicate	VERB
cana-3853	88	9	the	the	DET
cana-3853	88	10	yearly	yearly	ADJ
cana-3853	88	11	total	total	ADJ
cana-3853	88	12	net	net	ADJ
cana-3853	88	13	present	present	ADJ
cana-3853	88	14	cost	cost	NOUN
cana-3853	88	15	.	.	PUNCT
cana-3853	89	1	the	the	DET
cana-3853	89	2	annualised	annualise	VERB
cana-3853	89	3	cost	cost	NOUN
cana-3853	89	4	reflects	reflect	VERB
cana-3853	89	5	the	the	DET
cana-3853	89	6	expense	expense	NOUN
cana-3853	89	7	equal	equal	ADJ
cana-3853	89	8	to	to	ADP
cana-3853	89	9	the	the	DET
cana-3853	89	10	net	net	ADJ
cana-3853	89	11	present	present	ADJ
cana-3853	89	12	cost	cost	NOUN
cana-3853	89	13	if	if	SCONJ
cana-3853	89	14	spread	spread	VERB
cana-3853	89	15	evenly	evenly	ADV
cana-3853	89	16	throughout	throughout	ADP
cana-3853	89	17	the	the	DET
cana-3853	89	18	project	project	NOUN
cana-3853	89	19	.	.	PUNCT
cana-3853	90	1	homer	homer	NOUN
cana-3853	90	2	calculates	calculate	VERB
cana-3853	90	3	the	the	DET
cana-3853	90	4	annualized	annualize	VERB
cana-3853	90	5	cost	cost	NOUN
cana-3853	90	6	by	by	ADP
cana-3853	90	7	finding	find	VERB
cana-3853	90	8	the	the	DET
cana-3853	90	9	net	net	ADJ
cana-3853	90	10	present	present	ADJ
cana-3853	90	11	cost	cost	NOUN
cana-3853	90	12	and	and	CCONJ
cana-3853	90	13	multiplying	multiply	VERB
cana-3853	90	14	it	it	PRON
cana-3853	90	15	by	by	ADP
cana-3853	90	16	the	the	DET
cana-3853	90	17	capital	capital	NOUN
cana-3853	90	18	recovery	recovery	NOUN
cana-3853	90	19	factor	factor	NOUN
cana-3853	90	20	(	(	PUNCT
cana-3853	90	21	crf	crf	NOUN
cana-3853	90	22	)	)	PUNCT
cana-3853	90	23	.	.	PUNCT
cana-3853	91	1	𝐂𝐚𝐧𝐧,𝐭𝐨𝐭	𝐂𝐚𝐧𝐧,𝐭𝐨𝐭	PROPN
cana-3853	91	2	=	=	SYM
cana-3853	91	3	𝐂𝐑𝐅(𝐢	𝐂𝐑𝐅(𝐢	NUM
cana-3853	91	4	,	,	PUNCT
cana-3853	91	5	𝐑𝐩𝐫𝐨𝐣	𝐑𝐩𝐫𝐨𝐣	PROPN
cana-3853	91	6	)	)	PUNCT
cana-3853	91	7	.	.	PUNCT
cana-3853	92	1	𝐂𝐍𝐏𝐂,𝐭𝐨𝐭	𝐂𝐍𝐏𝐂,𝐭𝐨𝐭	ADJ
cana-3853	92	2	(	(	PUNCT
cana-3853	92	3	1	1	NUM
cana-3853	92	4	)	)	PUNCT
cana-3853	92	5	where	where	SCONJ
cana-3853	92	6	,	,	PUNCT
cana-3853	92	7	‘	'	PUNCT
cana-3853	92	8	c(npc	c(npc	ADJ
cana-3853	92	9	,	,	PUNCT
cana-3853	92	10	tot)’=	tot)’=	PROPN
cana-3853	92	11	the	the	DET
cana-3853	92	12	total	total	ADJ
cana-3853	92	13	npc	npc	NOUN
cana-3853	92	14	‘	'	PUNCT
cana-3853	92	15	i	i	PRON
cana-3853	92	16	’	'	PUNCT
cana-3853	92	17	=	=	NOUN
cana-3853	92	18	the	the	DET
cana-3853	92	19	annual	annual	ADJ
cana-3853	92	20	real	real	ADJ
cana-3853	92	21	discount	discount	NOUN
cana-3853	92	22	rate	rate	NOUN
cana-3853	93	1	[	[	X
cana-3853	93	2	%	%	X
cana-3853	93	3	]	]	X
cana-3853	93	4	‘	'	PUNCT
cana-3853	93	5	rproj’=	rproj’=	X
cana-3853	93	6	the	the	DET
cana-3853	93	7	project	project	NOUN
cana-3853	93	8	lifespan	lifespan	NOUN
cana-3853	94	1	[	[	X
cana-3853	94	2	yr	yr	X
cana-3853	94	3	]	]	X
cana-3853	94	4	‘	'	PUNCT
cana-3853	94	5	crf	crf	NOUN
cana-3853	94	6	(	(	PUNCT
cana-3853	94	7	)	)	PUNCT
cana-3853	94	8	’	'	PUNCT
cana-3853	94	9	=	=	NOUN
cana-3853	95	1	the	the	DET
cana-3853	95	2	function	function	NOUN
cana-3853	95	3	returning	return	VERB
cana-3853	95	4	the	the	DET
cana-3853	95	5	crf	crf	PROPN
cana-3853	95	6	simple	simple	ADJ
cana-3853	95	7	payback	payback	NOUN
cana-3853	95	8	it	it	PRON
cana-3853	95	9	reflects	reflect	VERB
cana-3853	95	10	the	the	DET
cana-3853	95	11	number	number	NOUN
cana-3853	95	12	of	of	ADP
cana-3853	95	13	years	year	NOUN
cana-3853	95	14	necessary	necessary	ADJ
cana-3853	95	15	for	for	ADP
cana-3853	95	16	the	the	DET
cana-3853	95	17	cumulative	cumulative	ADJ
cana-3853	95	18	cash	cash	NOUN
cana-3853	95	19	flow	flow	NOUN
cana-3853	95	20	generated	generate	VERB
cana-3853	95	21	from	from	ADP
cana-3853	95	22	the	the	DET
cana-3853	95	23	difference	difference	NOUN
cana-3853	95	24	between	between	ADP
cana-3853	95	25	the	the	DET
cana-3853	95	26	current	current	ADJ
cana-3853	95	27	system	system	NOUN
cana-3853	95	28	and	and	CCONJ
cana-3853	95	29	the	the	DET
cana-3853	95	30	base	base	NOUN
cana-3853	95	31	case	case	NOUN
cana-3853	95	32	system	system	NOUN
cana-3853	95	33	to	to	PART
cana-3853	95	34	turn	turn	VERB
cana-3853	95	35	positive	positive	ADJ
cana-3853	95	36	.	.	PUNCT
cana-3853	96	1	the	the	DET
cana-3853	96	2	payback	payback	NOUN
cana-3853	96	3	period	period	NOUN
cana-3853	96	4	demonstrates	demonstrate	VERB
cana-3853	96	5	the	the	DET
cana-3853	96	6	time	time	NOUN
cana-3853	96	7	required	require	VERB
cana-3853	96	8	to	to	PART
cana-3853	96	9	recover	recover	VERB
cana-3853	96	10	the	the	DET
cana-3853	96	11	investment	investment	NOUN
cana-3853	96	12	cost	cost	NOUN
cana-3853	96	13	difference	difference	NOUN
cana-3853	96	14	between	between	ADP
cana-3853	96	15	the	the	DET
cana-3853	96	16	current	current	ADJ
cana-3853	96	17	system	system	NOUN
cana-3853	96	18	and	and	CCONJ
cana-3853	96	19	the	the	DET
cana-3853	96	20	base	base	NOUN
cana-3853	96	21	case	case	NOUN
cana-3853	96	22	system	system	NOUN
cana-3853	96	23	.	.	PUNCT
cana-3853	97	1	communications	communication	NOUN
cana-3853	97	2	on	on	ADP
cana-3853	97	3	applied	apply	VERB
cana-3853	97	4	nonlinear	nonlinear	ADJ
cana-3853	97	5	analysis	analysis	NOUN
cana-3853	97	6	issn	issn	NOUN
cana-3853	97	7	:	:	PUNCT
cana-3853	97	8	1074	1074	NUM
cana-3853	97	9	-	-	PUNCT
cana-3853	97	10	133x	133x	NUM
cana-3853	97	11	vol	vol	NOUN
cana-3853	97	12	32	32	NUM
cana-3853	97	13	no	no	NOUN
cana-3853	97	14	.	.	PUNCT
cana-3853	98	1	9s	9s	NUM
cana-3853	98	2	(	(	PUNCT
cana-3853	98	3	2025	2025	NUM
cana-3853	98	4	)	)	PUNCT
cana-3853	98	5	240	240	NUM
cana-3853	99	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	99	2	return	return	NOUN
cana-3853	99	3	on	on	ADP
cana-3853	99	4	investment	investment	NOUN
cana-3853	99	5	(	(	PUNCT
cana-3853	99	6	roi	roi	NOUN
cana-3853	99	7	)	)	PUNCT
cana-3853	99	8	the	the	DET
cana-3853	99	9	annual	annual	ADJ
cana-3853	99	10	savings	saving	NOUN
cana-3853	99	11	associated	associate	VERB
cana-3853	99	12	with	with	ADP
cana-3853	99	13	the	the	DET
cana-3853	99	14	initial	initial	ADJ
cana-3853	99	15	investment	investment	NOUN
cana-3853	99	16	.	.	PUNCT
cana-3853	100	1	roi	roi	NOUN
cana-3853	100	2	signifies	signify	VERB
cana-3853	100	3	the	the	DET
cana-3853	100	4	yearly	yearly	ADJ
cana-3853	100	5	average	average	ADJ
cana-3853	100	6	fluctuation	fluctuation	NOUN
cana-3853	100	7	in	in	ADP
cana-3853	100	8	nominal	nominal	ADJ
cana-3853	100	9	cash	cash	NOUN
cana-3853	100	10	flows	flow	NOUN
cana-3853	100	11	throughout	throughout	ADP
cana-3853	100	12	the	the	DET
cana-3853	100	13	project	project	NOUN
cana-3853	100	14	,	,	PUNCT
cana-3853	100	15	divided	divide	VERB
cana-3853	100	16	by	by	ADP
cana-3853	100	17	the	the	DET
cana-3853	100	18	capital	capital	NOUN
cana-3853	100	19	expenditure	expenditure	NOUN
cana-3853	100	20	.	.	PUNCT
cana-3853	101	1	operating	operate	VERB
cana-3853	101	2	cost	cost	NOUN
cana-3853	101	3	it	it	PRON
cana-3853	101	4	is	be	AUX
cana-3853	101	5	defined	define	VERB
cana-3853	101	6	as	as	ADP
cana-3853	101	7	the	the	DET
cana-3853	101	8	mathematical	mathematical	ADJ
cana-3853	101	9	relationship	relationship	NOUN
cana-3853	101	10	between	between	ADP
cana-3853	101	11	the	the	DET
cana-3853	101	12	total	total	ADJ
cana-3853	101	13	annualized	annualize	VERB
cana-3853	101	14	cost	cost	NOUN
cana-3853	101	15	of	of	ADP
cana-3853	101	16	the	the	DET
cana-3853	101	17	component	component	NOUN
cana-3853	101	18	and	and	CCONJ
cana-3853	101	19	its	its	PRON
cana-3853	101	20	overall	overall	ADJ
cana-3853	101	21	capital	capital	NOUN
cana-3853	101	22	investment	investment	NOUN
cana-3853	101	23	.	.	PUNCT
cana-3853	102	1	the	the	DET
cana-3853	102	2	evaluation	evaluation	NOUN
cana-3853	102	3	of	of	ADP
cana-3853	102	4	operating	operating	NOUN
cana-3853	102	5	costs	cost	NOUN
cana-3853	102	6	delivers	deliver	VERB
cana-3853	102	7	the	the	DET
cana-3853	102	8	analytical	analytical	ADJ
cana-3853	102	9	worth	worth	NOUN
cana-3853	102	10	of	of	ADP
cana-3853	102	11	the	the	DET
cana-3853	102	12	component	component	NOUN
cana-3853	102	13	while	while	SCONJ
cana-3853	102	14	excluding	exclude	VERB
cana-3853	102	15	its	its	PRON
cana-3853	102	16	initial	initial	ADJ
cana-3853	102	17	capital	capital	NOUN
cana-3853	102	18	and	and	CCONJ
cana-3853	102	19	installation	installation	NOUN
cana-3853	102	20	costs	cost	NOUN
cana-3853	102	21	.	.	PUNCT
cana-3853	103	1	fig.1	fig.1	ADJ
cana-3853	103	2	working	working	NOUN
cana-3853	103	3	flow	flow	NOUN
cana-3853	103	4	of	of	ADP
cana-3853	103	5	homer	homer	NOUN
cana-3853	103	6	software	software	NOUN
cana-3853	103	7	.	.	PUNCT
cana-3853	104	1	𝐂𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐧𝐠	𝐂𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐧𝐠	PROPN
cana-3853	104	2	=	=	SYM
cana-3853	104	3	𝑪𝐚𝐧𝐧,𝐭𝐨𝐭	𝑪𝐚𝐧𝐧,𝐭𝐨𝐭	PROPN
cana-3853	104	4	−	−	PROPN
cana-3853	104	5	𝐂𝒂𝒏𝒏,𝒄𝒂𝒑	𝐂𝒂𝒏𝒏,𝒄𝒂𝒑	NUM
cana-3853	104	6	(	(	PUNCT
cana-3853	104	7	2	2	NUM
cana-3853	104	8	)	)	PUNCT
cana-3853	104	9	where	where	SCONJ
cana-3853	104	10	,	,	PUNCT
cana-3853	104	11	‘	'	PUNCT
cana-3853	104	12	cann	cann	X
cana-3853	104	13	,	,	PUNCT
cana-3853	104	14	tot’=	tot’=	PRON
cana-3853	104	15	total	total	VERB
cana-3853	104	16	annualized	annualize	VERB
cana-3853	104	17	cost	cost	NOUN
cana-3853	104	18	(	(	PUNCT
cana-3853	104	19	rs	rs	NOUN
cana-3853	104	20	.	.	PUNCT
cana-3853	105	1	per	per	ADP
cana-3853	105	2	yr	yr	NOUN
cana-3853	105	3	)	)	PUNCT
cana-3853	105	4	‘	'	PUNCT
cana-3853	105	5	cann	cann	ADJ
cana-3853	105	6	,	,	PUNCT
cana-3853	105	7	cap	cap	NOUN
cana-3853	105	8	’	'	PUNCT
cana-3853	105	9	=	=	SYM
cana-3853	105	10	total	total	ADJ
cana-3853	105	11	annualized	annualize	VERB
cana-3853	105	12	capital	capital	NOUN
cana-3853	105	13	cost	cost	NOUN
cana-3853	105	14	(	(	PUNCT
cana-3853	105	15	rs	rs	NOUN
cana-3853	105	16	.	.	PUNCT
cana-3853	106	1	per	per	ADP
cana-3853	106	2	yr	yr	NOUN
cana-3853	106	3	)	)	PUNCT
cana-3853	106	4	2.2	2.2	NUM
cana-3853	106	5	.	.	PUNCT
cana-3853	107	1	tcn	tcn	PROPN
cana-3853	107	2	-	-	PUNCT
cana-3853	107	3	bidirectional	bidirectional	PROPN
cana-3853	107	4	gru	gru	PROPN
cana-3853	107	5	-	-	NOUN
cana-3853	107	6	lstm	lstm	ADJ
cana-3853	107	7	model	model	NOUN
cana-3853	107	8	the	the	DET
cana-3853	107	9	combination	combination	NOUN
cana-3853	107	10	of	of	ADP
cana-3853	107	11	temporal	temporal	ADJ
cana-3853	107	12	convolutional	convolutional	ADJ
cana-3853	107	13	networks	network	NOUN
cana-3853	107	14	(	(	PUNCT
cana-3853	107	15	tcn	tcn	PROPN
cana-3853	107	16	)	)	PUNCT
cana-3853	107	17	with	with	ADP
cana-3853	108	1	bidirectional	bidirectional	ADJ
cana-3853	108	2	gated	gate	VERB
cana-3853	108	3	recurrent	recurrent	ADJ
cana-3853	108	4	units	unit	NOUN
cana-3853	108	5	(	(	PUNCT
cana-3853	108	6	bigru	bigru	NOUN
cana-3853	108	7	)	)	PUNCT
cana-3853	108	8	and	and	CCONJ
cana-3853	108	9	long	long	ADJ
cana-3853	108	10	short	short	ADJ
cana-3853	108	11	-	-	PUNCT
cana-3853	108	12	term	term	NOUN
cana-3853	108	13	memory	memory	NOUN
cana-3853	108	14	(	(	PUNCT
cana-3853	108	15	lstm	lstm	NOUN
cana-3853	108	16	)	)	PUNCT
cana-3853	108	17	networks	network	NOUN
cana-3853	108	18	marks	mark	VERB
cana-3853	108	19	a	a	DET
cana-3853	108	20	notable	notable	ADJ
cana-3853	108	21	improvement	improvement	NOUN
cana-3853	108	22	in	in	ADP
cana-3853	108	23	sequence	sequence	NOUN
cana-3853	108	24	modelling	modelling	NOUN
cana-3853	108	25	,	,	PUNCT
cana-3853	108	26	especially	especially	ADV
cana-3853	108	27	for	for	ADP
cana-3853	108	28	tasks	task	NOUN
cana-3853	108	29	needing	need	VERB
cana-3853	108	30	long	long	ADJ
cana-3853	108	31	-	-	PUNCT
cana-3853	108	32	range	range	NOUN
cana-3853	108	33	dependency	dependency	NOUN
cana-3853	108	34	capture	capture	NOUN
cana-3853	108	35	.	.	PUNCT
cana-3853	109	1	2.2.1	2.2.1	NUM
cana-3853	109	2	model	model	NOUN
cana-3853	109	3	architecture	architecture	NOUN
cana-3853	109	4	communications	communication	NOUN
cana-3853	109	5	on	on	ADP
cana-3853	109	6	applied	apply	VERB
cana-3853	109	7	nonlinear	nonlinear	ADJ
cana-3853	109	8	analysis	analysis	NOUN
cana-3853	109	9	issn	issn	NOUN
cana-3853	109	10	:	:	PUNCT
cana-3853	109	11	1074	1074	NUM
cana-3853	109	12	-	-	PUNCT
cana-3853	109	13	133x	133x	NUM
cana-3853	109	14	vol	vol	NOUN
cana-3853	109	15	32	32	NUM
cana-3853	109	16	no	no	NOUN
cana-3853	109	17	.	.	PUNCT
cana-3853	110	1	9s	9s	NUM
cana-3853	110	2	(	(	PUNCT
cana-3853	110	3	2025	2025	NUM
cana-3853	110	4	)	)	PUNCT
cana-3853	110	5	241	241	NUM
cana-3853	110	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	110	7	the	the	DET
cana-3853	110	8	tcn	tcn	PROPN
cana-3853	110	9	-	-	PUNCT
cana-3853	110	10	based	base	VERB
cana-3853	110	11	bidirectional	bidirectional	PROPN
cana-3853	110	12	gru	gru	PROPN
cana-3853	110	13	-	-	PROPN
cana-3853	110	14	lstm	lstm	ADJ
cana-3853	110	15	model	model	NOUN
cana-3853	110	16	effectively	effectively	ADV
cana-3853	110	17	captures	capture	VERB
cana-3853	110	18	temporal	temporal	ADJ
cana-3853	110	19	dependencies	dependency	NOUN
cana-3853	110	20	in	in	ADP
cana-3853	110	21	historical	historical	ADJ
cana-3853	110	22	load	load	NOUN
cana-3853	110	23	data	datum	NOUN
cana-3853	110	24	.	.	PUNCT
cana-3853	111	1	the	the	DET
cana-3853	111	2	following	follow	VERB
cana-3853	111	3	is	be	AUX
cana-3853	111	4	the	the	DET
cana-3853	111	5	learning	learning	NOUN
cana-3853	111	6	framework	framework	NOUN
cana-3853	111	7	.	.	PUNCT
cana-3853	112	1	fig.2	fig.2	PROPN
cana-3853	112	2	learning	learn	VERB
cana-3853	112	3	framework	framework	NOUN
cana-3853	112	4	of	of	ADP
cana-3853	112	5	tcn	tcn	PROPN
cana-3853	112	6	-	-	PUNCT
cana-3853	112	7	based	base	VERB
cana-3853	112	8	bigru	bigru	NOUN
cana-3853	112	9	-	-	PUNCT
cana-3853	112	10	lstm	lstm	NOUN
cana-3853	112	11	for	for	ADP
cana-3853	112	12	monthly	monthly	ADJ
cana-3853	112	13	load	load	NOUN
cana-3853	112	14	forecasting	forecast	VERB
cana-3853	112	15	the	the	DET
cana-3853	112	16	proposed	propose	VERB
cana-3853	112	17	learning	learning	NOUN
cana-3853	112	18	framework	framework	NOUN
cana-3853	112	19	integrates	integrate	VERB
cana-3853	112	20	a	a	DET
cana-3853	112	21	temporal	temporal	ADJ
cana-3853	112	22	convolutional	convolutional	ADJ
cana-3853	112	23	network	network	NOUN
cana-3853	112	24	(	(	PUNCT
cana-3853	112	25	tcn	tcn	PROPN
cana-3853	112	26	)	)	PUNCT
cana-3853	112	27	,	,	PUNCT
cana-3853	112	28	bi	bi	PROPN
cana-3853	112	29	-	-	NOUN
cana-3853	112	30	gru	gru	NOUN
cana-3853	112	31	,	,	PUNCT
cana-3853	112	32	and	and	CCONJ
cana-3853	112	33	lstm	lstm	NOUN
cana-3853	112	34	for	for	ADP
cana-3853	112	35	monthly	monthly	ADJ
cana-3853	112	36	load	load	NOUN
cana-3853	112	37	forecasting	forecasting	NOUN
cana-3853	112	38	.	.	PUNCT
cana-3853	113	1	fig.2	fig.2	PROPN
cana-3853	113	2	illustrates	illustrate	VERB
cana-3853	113	3	the	the	DET
cana-3853	113	4	data	datum	NOUN
cana-3853	113	5	's	's	PART
cana-3853	113	6	progression	progression	NOUN
cana-3853	113	7	through	through	ADP
cana-3853	113	8	the	the	DET
cana-3853	113	9	model	model	NOUN
cana-3853	113	10	,	,	PUNCT
cana-3853	113	11	highlighting	highlight	VERB
cana-3853	113	12	its	its	PRON
cana-3853	113	13	various	various	ADJ
cana-3853	113	14	layers	layer	NOUN
cana-3853	113	15	and	and	CCONJ
cana-3853	113	16	components	component	NOUN
cana-3853	113	17	.	.	PUNCT
cana-3853	114	1	this	this	DET
cana-3853	114	2	proposed	propose	VERB
cana-3853	114	3	framework	framework	NOUN
cana-3853	114	4	leverages	leverage	VERB
cana-3853	114	5	the	the	DET
cana-3853	114	6	advantages	advantage	NOUN
cana-3853	114	7	of	of	ADP
cana-3853	114	8	temporal	temporal	ADJ
cana-3853	114	9	convolutional	convolutional	ADJ
cana-3853	114	10	networks	network	NOUN
cana-3853	114	11	(	(	PUNCT
cana-3853	114	12	tcns	tcns	NOUN
cana-3853	114	13	)	)	PUNCT
cana-3853	114	14	for	for	ADP
cana-3853	114	15	localised	localised	ADJ
cana-3853	114	16	temporal	temporal	ADJ
cana-3853	114	17	structures	structure	NOUN
cana-3853	114	18	and	and	CCONJ
cana-3853	114	19	bidirectional	bidirectional	ADJ
cana-3853	114	20	gated	gate	VERB
cana-3853	114	21	recurrent	recurrent	ADJ
cana-3853	114	22	unit	unit	NOUN
cana-3853	114	23	-	-	PUNCT
cana-3853	114	24	long	long	ADJ
cana-3853	114	25	short	short	ADJ
cana-3853	114	26	-	-	PUNCT
cana-3853	114	27	term	term	NOUN
cana-3853	114	28	memory	memory	NOUN
cana-3853	114	29	(	(	PUNCT
cana-3853	114	30	gru	gru	NOUN
cana-3853	114	31	-	-	ADJ
cana-3853	114	32	lstm	lstm	ADJ
cana-3853	114	33	)	)	PUNCT
cana-3853	114	34	layers	layer	NOUN
cana-3853	114	35	for	for	ADP
cana-3853	114	36	long	long	ADJ
cana-3853	114	37	-	-	PUNCT
cana-3853	114	38	term	term	NOUN
cana-3853	114	39	dependencies	dependency	NOUN
cana-3853	114	40	,	,	PUNCT
cana-3853	114	41	making	make	VERB
cana-3853	114	42	it	it	PRON
cana-3853	114	43	exceptionally	exceptionally	ADV
cana-3853	114	44	suitable	suitable	ADJ
cana-3853	114	45	for	for	ADP
cana-3853	114	46	time	time	NOUN
cana-3853	114	47	series	series	PROPN
cana-3853	114	48	load	load	VERB
cana-3853	114	49	forecasting.the	forecasting.the	DET
cana-3853	114	50	complete	complete	ADJ
cana-3853	114	51	process	process	NOUN
cana-3853	114	52	implemented	implement	VERB
cana-3853	114	53	in	in	ADP
cana-3853	114	54	this	this	DET
cana-3853	114	55	paper	paper	NOUN
cana-3853	114	56	is	be	AUX
cana-3853	114	57	as	as	SCONJ
cana-3853	114	58	follows	follow	VERB
cana-3853	114	59	:	:	PUNCT
cana-3853	114	60	i	i	NOUN
cana-3853	114	61	)	)	PUNCT
cana-3853	114	62	input	input	NOUN
cana-3853	114	63	layer	layer	NOUN
cana-3853	114	64	:	:	PUNCT
cana-3853	114	65	the	the	DET
cana-3853	114	66	input	input	NOUN
cana-3853	114	67	consists	consist	VERB
cana-3853	114	68	of	of	ADP
cana-3853	114	69	a	a	DET
cana-3853	114	70	sequence	sequence	NOUN
cana-3853	114	71	of	of	ADP
cana-3853	114	72	monthly	monthly	ADJ
cana-3853	114	73	historical	historical	ADJ
cana-3853	114	74	data	datum	NOUN
cana-3853	114	75	for	for	ADP
cana-3853	114	76	load	load	NOUN
cana-3853	114	77	forecasting	forecasting	NOUN
cana-3853	114	78	.	.	PUNCT
cana-3853	115	1	a.	a.	NOUN
cana-3853	115	2	time	time	PROPN
cana-3853	115	3	series	series	PROPN
cana-3853	115	4	data	data	PROPN
cana-3853	115	5	and	and	CCONJ
cana-3853	115	6	resampling	resample	VERB
cana-3853	115	7	:	:	PUNCT
cana-3853	115	8	a	a	DET
cana-3853	115	9	time	time	NOUN
cana-3853	115	10	series	series	NOUN
cana-3853	115	11	refers	refer	VERB
cana-3853	115	12	to	to	ADP
cana-3853	115	13	the	the	DET
cana-3853	115	14	sequence	sequence	NOUN
cana-3853	115	15	of	of	ADP
cana-3853	115	16	data	datum	NOUN
cana-3853	115	17	points	point	NOUN
cana-3853	115	18	gathered	gather	VERB
cana-3853	115	19	at	at	ADP
cana-3853	115	20	particular	particular	ADJ
cana-3853	115	21	time	time	NOUN
cana-3853	115	22	intervals	interval	NOUN
cana-3853	115	23	.	.	PUNCT
cana-3853	116	1	this	this	DET
cana-3853	116	2	paper	paper	NOUN
cana-3853	116	3	considers	consider	VERB
cana-3853	116	4	electrical	electrical	ADJ
cana-3853	116	5	load	load	NOUN
cana-3853	116	6	data	datum	NOUN
cana-3853	116	7	throughout	throughout	ADP
cana-3853	116	8	time	time	NOUN
cana-3853	116	9	.	.	PUNCT
cana-3853	117	1	the	the	DET
cana-3853	117	2	objective	objective	NOUN
cana-3853	117	3	is	be	AUX
cana-3853	117	4	communications	communication	NOUN
cana-3853	117	5	on	on	ADP
cana-3853	117	6	applied	apply	VERB
cana-3853	117	7	nonlinear	nonlinear	ADJ
cana-3853	117	8	analysis	analysis	NOUN
cana-3853	117	9	issn	issn	NOUN
cana-3853	117	10	:	:	PUNCT
cana-3853	117	11	1074	1074	NUM
cana-3853	117	12	-	-	PUNCT
cana-3853	117	13	133x	133x	NUM
cana-3853	117	14	vol	vol	NOUN
cana-3853	117	15	32	32	NUM
cana-3853	117	16	no	no	NOUN
cana-3853	117	17	.	.	PUNCT
cana-3853	118	1	9s	9s	NUM
cana-3853	118	2	(	(	PUNCT
cana-3853	118	3	2025	2025	NUM
cana-3853	118	4	)	)	PUNCT
cana-3853	118	5	242	242	NUM
cana-3853	118	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	118	7	to	to	PART
cana-3853	118	8	forecast	forecast	VERB
cana-3853	118	9	forthcoming	forthcoming	ADJ
cana-3853	118	10	values	value	NOUN
cana-3853	118	11	based	base	VERB
cana-3853	118	12	on	on	ADP
cana-3853	118	13	previous	previous	ADJ
cana-3853	118	14	observations	observation	NOUN
cana-3853	118	15	.	.	PUNCT
cana-3853	119	1	the	the	DET
cana-3853	119	2	data	data	NOUN
cana-3853	119	3	is	be	AUX
cana-3853	119	4	then	then	ADV
cana-3853	119	5	converted	convert	VERB
cana-3853	119	6	from	from	ADP
cana-3853	119	7	its	its	PRON
cana-3853	119	8	initial	initial	ADJ
cana-3853	119	9	frequency	frequency	NOUN
cana-3853	119	10	for	for	ADP
cana-3853	119	11	instance	instance	NOUN
cana-3853	119	12	,	,	PUNCT
cana-3853	119	13	“	"	PUNCT
cana-3853	119	14	daily	daily	ADJ
cana-3853	119	15	or	or	CCONJ
cana-3853	119	16	hourly	hourly	ADJ
cana-3853	119	17	”	"	PUNCT
cana-3853	119	18	to	to	ADP
cana-3853	119	19	a	a	DET
cana-3853	119	20	“	"	PUNCT
cana-3853	119	21	monthly	monthly	ADJ
cana-3853	119	22	”	"	PUNCT
cana-3853	119	23	frequency	frequency	NOUN
cana-3853	119	24	to	to	PART
cana-3853	119	25	identify	identify	VERB
cana-3853	119	26	long	long	ADJ
cana-3853	119	27	-	-	PUNCT
cana-3853	119	28	term	term	NOUN
cana-3853	119	29	trends	trend	NOUN
cana-3853	119	30	.	.	PUNCT
cana-3853	120	1	resampling	resample	VERB
cana-3853	120	2	is	be	AUX
cana-3853	120	3	essential	essential	ADJ
cana-3853	120	4	to	to	PART
cana-3853	120	5	highlight	highlight	VERB
cana-3853	120	6	broader	broad	ADJ
cana-3853	120	7	patterns	pattern	NOUN
cana-3853	120	8	instead	instead	ADV
cana-3853	120	9	of	of	ADP
cana-3853	120	10	minute	minute	NOUN
cana-3853	120	11	variations	variation	NOUN
cana-3853	120	12	.	.	PUNCT
cana-3853	121	1	b.	b.	PROPN
cana-3853	121	2	normalization	normalization	NOUN
cana-3853	121	3	:	:	PUNCT
cana-3853	121	4	machine	machine	NOUN
cana-3853	121	5	learning	learning	NOUN
cana-3853	121	6	models	model	NOUN
cana-3853	121	7	typically	typically	ADV
cana-3853	121	8	yield	yield	VERB
cana-3853	121	9	improved	improved	ADJ
cana-3853	121	10	results	result	NOUN
cana-3853	121	11	when	when	SCONJ
cana-3853	121	12	features	feature	NOUN
cana-3853	121	13	are	be	AUX
cana-3853	121	14	scaled	scale	VERB
cana-3853	121	15	comparably	comparably	ADV
cana-3853	121	16	.	.	PUNCT
cana-3853	122	1	eq.(3	eq.(3	VERB
cana-3853	122	2	)	)	PUNCT
cana-3853	123	1	describes	describe	VERB
cana-3853	123	2	how	how	SCONJ
cana-3853	123	3	“	"	PUNCT
cana-3853	123	4	minmaxscaler	minmaxscaler	NOUN
cana-3853	123	5	”	"	PUNCT
cana-3853	123	6	adjusts	adjust	VERB
cana-3853	123	7	the	the	DET
cana-3853	123	8	features	feature	NOUN
cana-3853	123	9	by	by	ADP
cana-3853	123	10	normalizing	normalize	VERB
cana-3853	123	11	each	each	DET
cana-3853	123	12	value	value	NOUN
cana-3853	123	13	within	within	ADP
cana-3853	123	14	a	a	DET
cana-3853	123	15	range	range	NOUN
cana-3853	123	16	of	of	ADP
cana-3853	123	17	0	0	NUM
cana-3853	123	18	to	to	PART
cana-3853	123	19	1	1	NUM
cana-3853	123	20	.	.	PUNCT
cana-3853	124	1	in	in	ADP
cana-3853	124	2	time	time	NOUN
cana-3853	124	3	series	series	PROPN
cana-3853	124	4	forecasting	forecasting	PROPN
cana-3853	124	5	,	,	PUNCT
cana-3853	124	6	normalization	normalization	NOUN
cana-3853	124	7	guarantees	guarantee	VERB
cana-3853	124	8	that	that	SCONJ
cana-3853	124	9	varying	vary	VERB
cana-3853	124	10	value	value	NOUN
cana-3853	124	11	ranges	range	NOUN
cana-3853	124	12	do	do	AUX
cana-3853	124	13	not	not	PART
cana-3853	124	14	unfairly	unfairly	ADV
cana-3853	124	15	influence	influence	VERB
cana-3853	124	16	the	the	DET
cana-3853	124	17	learning	learning	NOUN
cana-3853	124	18	process	process	NOUN
cana-3853	124	19	.	.	PUNCT
cana-3853	125	1	the	the	DET
cana-3853	125	2	application	application	NOUN
cana-3853	125	3	of	of	ADP
cana-3853	125	4	“	"	PUNCT
cana-3853	125	5	minmaxscaler	minmaxscaler	NOUN
cana-3853	125	6	”	"	PUNCT
cana-3853	125	7	guarantees	guarantee	VERB
cana-3853	125	8	that	that	SCONJ
cana-3853	125	9	the	the	DET
cana-3853	125	10	data	data	NOUN
cana-3853	125	11	is	be	AUX
cana-3853	125	12	uniformly	uniformly	ADV
cana-3853	125	13	scaled	scale	VERB
cana-3853	125	14	,	,	PUNCT
cana-3853	125	15	avoiding	avoid	VERB
cana-3853	125	16	the	the	DET
cana-3853	125	17	scenario	scenario	NOUN
cana-3853	125	18	where	where	SCONJ
cana-3853	125	19	specific	specific	ADJ
cana-3853	125	20	values	value	NOUN
cana-3853	125	21	overpower	overpower	VERB
cana-3853	125	22	the	the	DET
cana-3853	125	23	loss	loss	NOUN
cana-3853	125	24	function	function	NOUN
cana-3853	125	25	owing	owe	VERB
cana-3853	125	26	to	to	ADP
cana-3853	125	27	significant	significant	ADJ
cana-3853	125	28	magnitude	magnitude	NOUN
cana-3853	125	29	disparities	disparity	NOUN
cana-3853	125	30	.	.	PUNCT
cana-3853	126	1	𝑋𝑛𝑜𝑟𝑚𝑎𝑙𝑖𝑧𝑒𝑑	𝑋𝑛𝑜𝑟𝑚𝑎𝑙𝑖𝑧𝑒𝑑	PROPN
cana-3853	126	2	=	=	SYM
cana-3853	126	3	𝑋−𝑋𝑚𝑖𝑛	𝑋−𝑋𝑚𝑖𝑛	PROPN
cana-3853	126	4	𝑋𝑚𝑎𝑥	𝑋𝑚𝑎𝑥	PROPN
cana-3853	126	5	−𝑋𝑚𝑖𝑛	−𝑋𝑚𝑖𝑛	INTJ
cana-3853	126	6	(	(	PUNCT
cana-3853	126	7	3	3	NUM
cana-3853	126	8	)	)	PUNCT
cana-3853	126	9	c.	c.	NOUN
cana-3853	126	10	sequence	sequence	NOUN
cana-3853	126	11	generation	generation	NOUN
cana-3853	126	12	:	:	PUNCT
cana-3853	126	13	time	time	NOUN
cana-3853	126	14	-	-	PUNCT
cana-3853	126	15	series	series	NOUN
cana-3853	126	16	forecasting	forecasting	NOUN
cana-3853	126	17	challenges	challenge	VERB
cana-3853	126	18	necessitate	necessitate	ADJ
cana-3853	126	19	utilising	utilise	VERB
cana-3853	126	20	prior	prior	ADJ
cana-3853	126	21	observation	observation	NOUN
cana-3853	126	22	sequences	sequence	NOUN
cana-3853	126	23	to	to	PART
cana-3853	126	24	estimate	estimate	VERB
cana-3853	126	25	upcoming	upcoming	ADJ
cana-3853	126	26	values	value	NOUN
cana-3853	126	27	.	.	PUNCT
cana-3853	127	1	the	the	DET
cana-3853	127	2	sliding	slide	VERB
cana-3853	127	3	window	window	NOUN
cana-3853	127	4	technique	technique	NOUN
cana-3853	127	5	generates	generate	VERB
cana-3853	127	6	overlapping	overlap	VERB
cana-3853	127	7	data	datum	NOUN
cana-3853	127	8	sequences	sequence	NOUN
cana-3853	127	9	(	(	PUNCT
cana-3853	127	10	windows	window	NOUN
cana-3853	127	11	)	)	PUNCT
cana-3853	127	12	that	that	PRON
cana-3853	127	13	represent	represent	VERB
cana-3853	127	14	a	a	DET
cana-3853	127	15	continuous	continuous	ADJ
cana-3853	127	16	context	context	NOUN
cana-3853	127	17	.	.	PUNCT
cana-3853	128	1	time	time	NOUN
cana-3853	128	2	-	-	PUNCT
cana-3853	128	3	series	series	NOUN
cana-3853	128	4	data	datum	NOUN
cana-3853	128	5	exhibits	exhibit	VERB
cana-3853	128	6	temporal	temporal	ADJ
cana-3853	128	7	relationships	relationship	NOUN
cana-3853	128	8	,	,	PUNCT
cana-3853	128	9	indicating	indicate	VERB
cana-3853	128	10	that	that	SCONJ
cana-3853	128	11	upcoming	upcoming	ADJ
cana-3853	128	12	values	value	NOUN
cana-3853	128	13	are	be	AUX
cana-3853	128	14	influenced	influence	VERB
cana-3853	128	15	by	by	ADP
cana-3853	128	16	preceding	precede	VERB
cana-3853	128	17	values	value	NOUN
cana-3853	128	18	.	.	PUNCT
cana-3853	129	1	sequences	sequence	NOUN
cana-3853	129	2	embody	embody	VERB
cana-3853	129	3	this	this	DET
cana-3853	129	4	relationship	relationship	NOUN
cana-3853	129	5	,	,	PUNCT
cana-3853	129	6	and	and	CCONJ
cana-3853	129	7	deep	deep	ADJ
cana-3853	129	8	learning	learning	NOUN
cana-3853	129	9	models	model	NOUN
cana-3853	129	10	are	be	AUX
cana-3853	129	11	capable	capable	ADJ
cana-3853	129	12	of	of	ADP
cana-3853	129	13	analysing	analyse	VERB
cana-3853	129	14	these	these	DET
cana-3853	129	15	sequences	sequence	NOUN
cana-3853	129	16	to	to	PART
cana-3853	129	17	identify	identify	VERB
cana-3853	129	18	patterns	pattern	NOUN
cana-3853	129	19	and	and	CCONJ
cana-3853	129	20	trends	trend	NOUN
cana-3853	129	21	.	.	PUNCT
cana-3853	130	1	for	for	ADP
cana-3853	130	2	sequence	sequence	NOUN
cana-3853	130	3	generation	generation	NOUN
cana-3853	130	4	,	,	PUNCT
cana-3853	130	5	consecutive	consecutive	ADJ
cana-3853	130	6	time	time	NOUN
cana-3853	130	7	steps	step	NOUN
cana-3853	130	8	are	be	AUX
cana-3853	130	9	used	use	VERB
cana-3853	130	10	and	and	CCONJ
cana-3853	130	11	consider	consider	VERB
cana-3853	130	12	sequence	sequence	NOUN
cana-3853	130	13	length	length	NOUN
cana-3853	130	14	‘s	‘s	X
cana-3853	130	15	’	'	PUNCT
cana-3853	130	16	,	,	PUNCT
cana-3853	130	17	for	for	ADP
cana-3853	130	18	each	each	DET
cana-3853	130	19	time	time	NOUN
cana-3853	130	20	‘	'	PUNCT
cana-3853	130	21	t	t	NOUN
cana-3853	130	22	’	'	PUNCT
cana-3853	130	23	.	.	PUNCT
cana-3853	131	1	therefore	therefore	ADV
cana-3853	131	2	,	,	PUNCT
cana-3853	131	3	features	feature	VERB
cana-3853	131	4	for	for	ADP
cana-3853	131	5	time	time	NOUN
cana-3853	131	6	‘	'	PUNCT
cana-3853	131	7	t	t	NOUN
cana-3853	131	8	’	'	PUNCT
cana-3853	131	9	are	be	AUX
cana-3853	131	10	in	in	ADP
cana-3853	131	11	eq(4	eq(4	PROPN
cana-3853	131	12	)	)	PUNCT
cana-3853	131	13	&	&	CCONJ
cana-3853	131	14	eq(5	eq(5	NOUN
cana-3853	131	15	)	)	PUNCT
cana-3853	131	16	that	that	PRON
cana-3853	131	17	are	be	AUX
cana-3853	131	18	done	do	VERB
cana-3853	131	19	for	for	ADP
cana-3853	131	20	each	each	DET
cana-3853	131	21	time	time	NOUN
cana-3853	131	22	step	step	NOUN
cana-3853	131	23	‘	'	PUNCT
cana-3853	131	24	t	t	NOUN
cana-3853	131	25	’	'	PUNCT
cana-3853	131	26	where	where	SCONJ
cana-3853	131	27	t	t	PROPN
cana-3853	131	28	>	>	X
cana-3853	131	29	s.	s.	PROPN
cana-3853	132	1	𝑋𝑡	𝑋𝑡	PROPN
cana-3853	132	2	=	=	PUNCT
cana-3853	133	1	[	[	X
cana-3853	133	2	𝑋𝑡−𝑠	𝑋𝑡−𝑠	NOUN
cana-3853	133	3	,	,	PUNCT
cana-3853	133	4	𝑋𝑡−𝑆+1	𝑋𝑡−𝑆+1	PROPN
cana-3853	133	5	,	,	PUNCT
cana-3853	133	6	…	…	PUNCT
cana-3853	133	7	…	…	PUNCT
cana-3853	133	8	.	.	PUNCT
cana-3853	133	9	,	,	PUNCT
cana-3853	133	10	𝑋𝑡−1	𝑋𝑡−1	VERB
cana-3853	133	11	]	]	X
cana-3853	133	12	(	(	PUNCT
cana-3853	133	13	4	4	NUM
cana-3853	133	14	)	)	PUNCT
cana-3853	133	15	and	and	CCONJ
cana-3853	133	16	the	the	DET
cana-3853	133	17	label	label	NOUN
cana-3853	133	18	for	for	ADP
cana-3853	133	19	time	time	NOUN
cana-3853	133	20	‘	'	PUNCT
cana-3853	133	21	t	t	NOUN
cana-3853	133	22	’	'	PUNCT
cana-3853	133	23	is	be	AUX
cana-3853	133	24	defined	define	VERB
cana-3853	133	25	as	as	ADP
cana-3853	133	26	𝑦𝑡	𝑦𝑡	NOUN
cana-3853	133	27	=	=	SYM
cana-3853	133	28	𝑋𝑡	𝑋𝑡	PROPN
cana-3853	133	29	(	(	PUNCT
cana-3853	133	30	5	5	NUM
cana-3853	133	31	)	)	PUNCT
cana-3853	133	32	d.	d.	PROPN
cana-3853	133	33	train	train	NOUN
cana-3853	133	34	-	-	PUNCT
cana-3853	133	35	test	test	NOUN
cana-3853	133	36	split	split	NOUN
cana-3853	133	37	:	:	PUNCT
cana-3853	133	38	in	in	ADP
cana-3853	133	39	contrast	contrast	NOUN
cana-3853	133	40	to	to	ADP
cana-3853	133	41	standard	standard	ADJ
cana-3853	133	42	machine	machine	NOUN
cana-3853	133	43	learning	learn	VERB
cana-3853	133	44	scenarios	scenario	NOUN
cana-3853	133	45	that	that	PRON
cana-3853	133	46	utilize	utilize	VERB
cana-3853	133	47	random	random	ADJ
cana-3853	133	48	sampling	sampling	NOUN
cana-3853	133	49	for	for	ADP
cana-3853	133	50	data	data	NOUN
cana-3853	133	51	division	division	NOUN
cana-3853	133	52	,	,	PUNCT
cana-3853	133	53	in	in	ADP
cana-3853	133	54	time	time	NOUN
cana-3853	133	55	series	series	PROPN
cana-3853	133	56	analysis	analysis	NOUN
cana-3853	133	57	,	,	PUNCT
cana-3853	133	58	“	"	PUNCT
cana-3853	133	59	shuffle	shuffle	VERB
cana-3853	133	60	=	=	SYM
cana-3853	133	61	false	false	ADJ
cana-3853	133	62	”	"	PUNCT
cana-3853	133	63	guarantees	guarantee	NOUN
cana-3853	133	64	that	that	SCONJ
cana-3853	133	65	the	the	DET
cana-3853	133	66	chronological	chronological	ADJ
cana-3853	133	67	sequence	sequence	NOUN
cana-3853	133	68	remains	remain	VERB
cana-3853	133	69	intact	intact	ADJ
cana-3853	133	70	.	.	PUNCT
cana-3853	134	1	here	here	ADV
cana-3853	134	2	,	,	PUNCT
cana-3853	134	3	shuffling	shuffle	VERB
cana-3853	134	4	is	be	AUX
cana-3853	134	5	avoided	avoid	VERB
cana-3853	134	6	since	since	SCONJ
cana-3853	134	7	future	future	ADJ
cana-3853	134	8	values	value	NOUN
cana-3853	134	9	need	need	VERB
cana-3853	134	10	to	to	PART
cana-3853	134	11	rely	rely	VERB
cana-3853	134	12	on	on	ADP
cana-3853	134	13	preceding	precede	VERB
cana-3853	134	14	values	value	NOUN
cana-3853	134	15	.	.	PUNCT
cana-3853	135	1	ii	ii	X
cana-3853	135	2	)	)	PUNCT
cana-3853	135	3	model	model	NOUN
cana-3853	135	4	architecture	architecture	NOUN
cana-3853	135	5	a.	a.	NOUN
cana-3853	135	6	temporary	temporary	ADJ
cana-3853	135	7	convolution	convolution	NOUN
cana-3853	135	8	layer	layer	NOUN
cana-3853	135	9	(	(	PUNCT
cana-3853	135	10	tcn	tcn	NOUN
cana-3853	135	11	)	)	PUNCT
cana-3853	135	12	layer	layer	NOUN
cana-3853	135	13	:	:	PUNCT
cana-3853	135	14	the	the	DET
cana-3853	135	15	tcn	tcn	NOUN
cana-3853	135	16	is	be	AUX
cana-3853	135	17	a	a	DET
cana-3853	135	18	convolutional	convolutional	ADJ
cana-3853	135	19	neural	neural	ADJ
cana-3853	135	20	network	network	NOUN
cana-3853	135	21	that	that	PRON
cana-3853	135	22	extracts	extract	VERB
cana-3853	135	23	high	high	ADJ
cana-3853	135	24	-	-	PUNCT
cana-3853	135	25	level	level	NOUN
cana-3853	135	26	temporal	temporal	ADJ
cana-3853	135	27	features	feature	NOUN
cana-3853	135	28	from	from	ADP
cana-3853	135	29	the	the	DET
cana-3853	135	30	input	input	NOUN
cana-3853	135	31	sequence	sequence	NOUN
cana-3853	135	32	,	,	PUNCT
cana-3853	135	33	allowing	allow	VERB
cana-3853	135	34	for	for	ADP
cana-3853	135	35	more	more	ADV
cana-3853	135	36	effective	effective	ADJ
cana-3853	135	37	modelling	modelling	NOUN
cana-3853	135	38	of	of	ADP
cana-3853	135	39	long	long	ADJ
cana-3853	135	40	-	-	PUNCT
cana-3853	135	41	range	range	NOUN
cana-3853	135	42	dependencies	dependency	NOUN
cana-3853	135	43	in	in	ADP
cana-3853	135	44	the	the	DET
cana-3853	135	45	data	datum	NOUN
cana-3853	135	46	.	.	PUNCT
cana-3853	136	1	a	a	DET
cana-3853	136	2	one	one	NUM
cana-3853	136	3	-	-	PUNCT
cana-3853	136	4	dimensional	dimensional	ADJ
cana-3853	136	5	convolution	convolution	NOUN
cana-3853	136	6	layer	layer	NOUN
cana-3853	136	7	is	be	AUX
cana-3853	136	8	employed	employ	VERB
cana-3853	136	9	to	to	PART
cana-3853	136	10	detect	detect	VERB
cana-3853	136	11	“	"	PUNCT
cana-3853	136	12	local	local	ADJ
cana-3853	136	13	temporal	temporal	ADJ
cana-3853	136	14	patterns	pattern	NOUN
cana-3853	136	15	”	"	PUNCT
cana-3853	136	16	within	within	ADP
cana-3853	136	17	the	the	DET
cana-3853	136	18	time	time	NOUN
cana-3853	136	19	series	series	PROPN
cana-3853	136	20	data	data	PROPN
cana-3853	136	21	.	.	PUNCT
cana-3853	137	1	it	it	PRON
cana-3853	137	2	utilizes	utilize	VERB
cana-3853	137	3	convolutional	convolutional	ADJ
cana-3853	137	4	filters	filter	NOUN
cana-3853	137	5	to	to	PART
cana-3853	137	6	reveal	reveal	VERB
cana-3853	137	7	shortterm	shortterm	NOUN
cana-3853	137	8	dependencies	dependency	NOUN
cana-3853	137	9	by	by	ADP
cana-3853	137	10	examining	examine	VERB
cana-3853	137	11	neighbouring	neighbouring	ADJ
cana-3853	137	12	time	time	NOUN
cana-3853	137	13	steps	step	NOUN
cana-3853	137	14	.	.	PUNCT
cana-3853	138	1	convolutions	convolution	NOUN
cana-3853	138	2	excel	excel	VERB
cana-3853	138	3	at	at	ADP
cana-3853	138	4	identifying	identify	VERB
cana-3853	138	5	patterns	pattern	NOUN
cana-3853	138	6	such	such	ADJ
cana-3853	138	7	as	as	ADP
cana-3853	138	8	trends	trend	NOUN
cana-3853	138	9	and	and	CCONJ
cana-3853	138	10	seasonality	seasonality	NOUN
cana-3853	138	11	.	.	PUNCT
cana-3853	139	1	the	the	DET
cana-3853	139	2	causal	causal	ADJ
cana-3853	139	3	padding	padding	NOUN
cana-3853	139	4	guarantees	guarantee	VERB
cana-3853	139	5	that	that	SCONJ
cana-3853	139	6	the	the	DET
cana-3853	139	7	convolution	convolution	NOUN
cana-3853	139	8	does	do	AUX
cana-3853	139	9	not	not	PART
cana-3853	139	10	“	"	PUNCT
cana-3853	139	11	observe	observe	VERB
cana-3853	139	12	”	"	PUNCT
cana-3853	139	13	future	future	ADJ
cana-3853	139	14	data	datum	NOUN
cana-3853	139	15	,	,	PUNCT
cana-3853	139	16	preserving	preserve	VERB
cana-3853	139	17	the	the	DET
cana-3853	139	18	proper	proper	ADJ
cana-3853	139	19	temporal	temporal	ADJ
cana-3853	139	20	sequence	sequence	NOUN
cana-3853	139	21	.	.	PUNCT
cana-3853	140	1	𝑋𝑐𝑜𝑛𝑣(𝑡	𝑋𝑐𝑜𝑛𝑣(𝑡	NOUN
cana-3853	140	2	)	)	PUNCT
cana-3853	141	1	=	=	PUNCT
cana-3853	141	2	∑	∑	PUNCT
cana-3853	142	1	𝑊𝑘	𝑊𝑘	PROPN
cana-3853	142	2	𝐾−1	𝐾−1	PROPN
cana-3853	142	3	𝑘=0	𝑘=0	PROPN
cana-3853	142	4	∗	∗	PROPN
cana-3853	142	5	𝑋(𝑡	𝑋(𝑡	NUM
cana-3853	142	6	−	−	PROPN
cana-3853	142	7	𝑘	𝑘	NOUN
cana-3853	142	8	)	)	PUNCT
cana-3853	142	9	(	(	PUNCT
cana-3853	142	10	6	6	NUM
cana-3853	142	11	)	)	PUNCT
cana-3853	142	12	where	where	SCONJ
cana-3853	142	13	➢	➢	X
cana-3853	142	14	wk	wk	NOUN
cana-3853	142	15	are	be	AUX
cana-3853	142	16	the	the	DET
cana-3853	142	17	kernel	kernel	PROPN
cana-3853	142	18	weights	weight	NOUN
cana-3853	142	19	of	of	ADP
cana-3853	142	20	convolution	convolution	NOUN
cana-3853	142	21	➢	➢	NOUN
cana-3853	143	1	k	k	PROPN
cana-3853	143	2	is	be	AUX
cana-3853	143	3	the	the	DET
cana-3853	143	4	kernel	kernel	NOUN
cana-3853	143	5	size	size	NOUN
cana-3853	143	6	➢	➢	VERB
cana-3853	143	7	x(t	x(t	PROPN
cana-3853	143	8	-	-	PUNCT
cana-3853	143	9	k	k	NOUN
cana-3853	143	10	)	)	PUNCT
cana-3853	143	11	are	be	AUX
cana-3853	143	12	the	the	DET
cana-3853	143	13	inputs	input	NOUN
cana-3853	143	14	at	at	ADP
cana-3853	143	15	different	different	ADJ
cana-3853	143	16	time	time	NOUN
cana-3853	143	17	steps	step	NOUN
cana-3853	143	18	➢	➢	VERB
cana-3853	143	19	xconv(t	xconv(t	NUM
cana-3853	143	20	)	)	PUNCT
cana-3853	143	21	is	be	AUX
cana-3853	143	22	the	the	DET
cana-3853	143	23	convolved	convolve	VERB
cana-3853	143	24	output	output	NOUN
cana-3853	143	25	b.	b.	PROPN
cana-3853	143	26	batch	batch	NOUN
cana-3853	143	27	normalization	normalization	NOUN
cana-3853	143	28	and	and	CCONJ
cana-3853	143	29	relu	relu	NOUN
cana-3853	143	30	activation	activation	NOUN
cana-3853	143	31	:	:	PUNCT
cana-3853	143	32	the	the	DET
cana-3853	143	33	normalization	normalization	NOUN
cana-3853	143	34	process	process	NOUN
cana-3853	143	35	standardizes	standardize	VERB
cana-3853	143	36	the	the	DET
cana-3853	143	37	results	result	NOUN
cana-3853	143	38	from	from	ADP
cana-3853	143	39	the	the	DET
cana-3853	143	40	convolutional	convolutional	ADJ
cana-3853	143	41	layer	layer	NOUN
cana-3853	143	42	as	as	ADP
cana-3853	143	43	in	in	ADP
cana-3853	143	44	eq(7	eq(7	NOUN
cana-3853	143	45	)	)	PUNCT
cana-3853	143	46	,	,	PUNCT
cana-3853	143	47	accelerating	accelerate	VERB
cana-3853	143	48	convergence	convergence	NOUN
cana-3853	143	49	in	in	ADP
cana-3853	143	50	training	training	NOUN
cana-3853	143	51	and	and	CCONJ
cana-3853	143	52	enhancing	enhance	VERB
cana-3853	143	53	model	model	NOUN
cana-3853	143	54	communications	communication	NOUN
cana-3853	143	55	on	on	ADP
cana-3853	143	56	applied	apply	VERB
cana-3853	143	57	nonlinear	nonlinear	ADJ
cana-3853	143	58	analysis	analysis	NOUN
cana-3853	143	59	issn	issn	NOUN
cana-3853	143	60	:	:	PUNCT
cana-3853	143	61	1074	1074	NUM
cana-3853	143	62	-	-	PUNCT
cana-3853	143	63	133x	133x	NUM
cana-3853	143	64	vol	vol	NOUN
cana-3853	143	65	32	32	NUM
cana-3853	143	66	no	no	NOUN
cana-3853	143	67	.	.	PUNCT
cana-3853	144	1	9s	9s	NUM
cana-3853	144	2	(	(	PUNCT
cana-3853	144	3	2025	2025	NUM
cana-3853	144	4	)	)	PUNCT
cana-3853	145	1	243	243	NUM
cana-3853	145	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	145	3	stability	stability	NOUN
cana-3853	145	4	by	by	ADP
cana-3853	145	5	mitigating	mitigate	VERB
cana-3853	145	6	internal	internal	ADJ
cana-3853	145	7	covariate	covariate	ADJ
cana-3853	145	8	shifts	shift	NOUN
cana-3853	145	9	.	.	PUNCT
cana-3853	146	1	relu	relu	NOUN
cana-3853	146	2	adds	add	VERB
cana-3853	146	3	non	non	ADJ
cana-3853	146	4	-	-	ADJ
cana-3853	146	5	linearity	linearity	ADJ
cana-3853	146	6	to	to	ADP
cana-3853	146	7	the	the	DET
cana-3853	146	8	model	model	NOUN
cana-3853	146	9	,	,	PUNCT
cana-3853	146	10	allowing	allow	VERB
cana-3853	146	11	it	it	PRON
cana-3853	146	12	to	to	PART
cana-3853	146	13	recognize	recognize	VERB
cana-3853	146	14	intricate	intricate	ADJ
cana-3853	146	15	patterns	pattern	NOUN
cana-3853	146	16	.	.	PUNCT
cana-3853	147	1	it	it	PRON
cana-3853	147	2	directly	directly	ADV
cana-3853	147	3	transmits	transmit	VERB
cana-3853	147	4	the	the	DET
cana-3853	147	5	input	input	NOUN
cana-3853	147	6	when	when	SCONJ
cana-3853	147	7	it	it	PRON
cana-3853	147	8	is	be	AUX
cana-3853	147	9	positive	positive	ADJ
cana-3853	147	10	;	;	PUNCT
cana-3853	147	11	if	if	SCONJ
cana-3853	147	12	not	not	PART
cana-3853	147	13	,	,	PUNCT
cana-3853	147	14	it	it	PRON
cana-3853	147	15	returns	return	VERB
cana-3853	147	16	zero	zero	NUM
cana-3853	147	17	by	by	ADP
cana-3853	147	18	effectively	effectively	ADV
cana-3853	147	19	avoiding	avoid	VERB
cana-3853	147	20	saturation	saturation	NOUN
cana-3853	147	21	problems	problem	NOUN
cana-3853	147	22	where	where	SCONJ
cana-3853	147	23	gradients	gradient	NOUN
cana-3853	147	24	diminish	diminish	VERB
cana-3853	147	25	excessively	excessively	ADV
cana-3853	147	26	.	.	PUNCT
cana-3853	148	1	𝑋𝐵𝑁	𝑋𝐵𝑁	PROPN
cana-3853	148	2	=	=	PUNCT
cana-3853	149	1	𝛾	𝛾	PROPN
cana-3853	149	2	∗	∗	NOUN
cana-3853	149	3	𝑋−𝜇	𝑋−𝜇	X
cana-3853	149	4	𝜎	𝜎	PROPN
cana-3853	150	1	+	+	CCONJ
cana-3853	150	2	𝛽	𝛽	PROPN
cana-3853	150	3	(	(	PUNCT
cana-3853	150	4	7	7	NUM
cana-3853	150	5	)	)	PUNCT
cana-3853	150	6	where	where	SCONJ
cana-3853	150	7	➢	➢	NOUN
cana-3853	150	8	µ	µ	X
cana-3853	150	9	is	be	AUX
cana-3853	150	10	the	the	DET
cana-3853	150	11	mean	mean	NOUN
cana-3853	150	12	of	of	ADP
cana-3853	150	13	the	the	DET
cana-3853	150	14	batch	batch	NOUN
cana-3853	150	15	➢	➢	NOUN
cana-3853	150	16	σ	σ	PROPN
cana-3853	150	17	is	be	AUX
cana-3853	150	18	the	the	DET
cana-3853	150	19	standard	standard	ADJ
cana-3853	150	20	deviation	deviation	NOUN
cana-3853	150	21	➢	➢	NOUN
cana-3853	150	22	γ	γ	PROPN
cana-3853	150	23	&	&	CCONJ
cana-3853	150	24	β	β	PROPN
cana-3853	150	25	are	be	AUX
cana-3853	150	26	learning	learn	VERB
cana-3853	150	27	parameters	parameter	NOUN
cana-3853	150	28	c.	c.	PROPN
cana-3853	150	29	bidirectional	bidirectional	PROPN
cana-3853	150	30	gru	gru	PROPN
cana-3853	150	31	layer	layer	NOUN
cana-3853	150	32	:	:	PUNCT
cana-3853	150	33	gated	gate	VERB
cana-3853	150	34	recurring	recur	VERB
cana-3853	150	35	unit	unit	NOUN
cana-3853	150	36	(	(	PUNCT
cana-3853	150	37	gru	gru	PROPN
cana-3853	150	38	)	)	PUNCT
cana-3853	150	39	is	be	AUX
cana-3853	150	40	a	a	DET
cana-3853	150	41	type	type	NOUN
cana-3853	150	42	of	of	ADP
cana-3853	150	43	recurrent	recurrent	ADJ
cana-3853	150	44	neural	neural	ADJ
cana-3853	150	45	network	network	NOUN
cana-3853	150	46	(	(	PUNCT
cana-3853	150	47	rnn	rnn	PROPN
cana-3853	150	48	)	)	PUNCT
cana-3853	150	49	that	that	PRON
cana-3853	150	50	is	be	AUX
cana-3853	150	51	specifically	specifically	ADV
cana-3853	150	52	engineered	engineer	VERB
cana-3853	150	53	to	to	PART
cana-3853	150	54	grasp	grasp	VERB
cana-3853	150	55	temporal	temporal	ADJ
cana-3853	150	56	dependencies	dependency	NOUN
cana-3853	150	57	within	within	ADP
cana-3853	150	58	sequential	sequential	ADJ
cana-3853	150	59	data	datum	NOUN
cana-3853	150	60	.	.	PUNCT
cana-3853	151	1	gru	gru	PROPN
cana-3853	151	2	employs	employ	VERB
cana-3853	151	3	gating	gate	VERB
cana-3853	151	4	mechanisms	mechanism	NOUN
cana-3853	151	5	to	to	PART
cana-3853	151	6	regulate	regulate	VERB
cana-3853	151	7	the	the	DET
cana-3853	151	8	flow	flow	NOUN
cana-3853	151	9	of	of	ADP
cana-3853	151	10	information	information	NOUN
cana-3853	151	11	,	,	PUNCT
cana-3853	151	12	thus	thus	ADV
cana-3853	151	13	preventing	prevent	VERB
cana-3853	151	14	the	the	DET
cana-3853	151	15	vanishing	vanish	VERB
cana-3853	151	16	gradient	gradient	NOUN
cana-3853	151	17	issue	issue	NOUN
cana-3853	151	18	in	in	ADP
cana-3853	151	19	extended	extended	ADJ
cana-3853	151	20	sequences	sequence	NOUN
cana-3853	151	21	.	.	PUNCT
cana-3853	152	1	bidirectional	bidirectional	PROPN
cana-3853	152	2	gru	gru	PROPN
cana-3853	152	3	(	(	PUNCT
cana-3853	152	4	bigru	bigru	NOUN
cana-3853	152	5	)	)	PUNCT
cana-3853	152	6	analyzes	analyze	VERB
cana-3853	152	7	the	the	DET
cana-3853	152	8	input	input	NOUN
cana-3853	152	9	in	in	ADP
cana-3853	152	10	both	both	CCONJ
cana-3853	152	11	forward	forward	ADJ
cana-3853	152	12	and	and	CCONJ
cana-3853	152	13	backward	backward	ADJ
cana-3853	152	14	directions	direction	NOUN
cana-3853	152	15	.	.	PUNCT
cana-3853	153	1	this	this	PRON
cana-3853	153	2	enables	enable	VERB
cana-3853	153	3	it	it	PRON
cana-3853	153	4	to	to	PART
cana-3853	153	5	learn	learn	VERB
cana-3853	153	6	from	from	ADP
cana-3853	153	7	both	both	PRON
cana-3853	153	8	past	past	NOUN
cana-3853	153	9	and	and	CCONJ
cana-3853	153	10	future	future	ADJ
cana-3853	153	11	contexts	context	NOUN
cana-3853	153	12	in	in	ADP
cana-3853	153	13	the	the	DET
cana-3853	153	14	sequence	sequence	NOUN
cana-3853	153	15	,	,	PUNCT
cana-3853	153	16	although	although	SCONJ
cana-3853	153	17	caution	caution	NOUN
cana-3853	153	18	is	be	AUX
cana-3853	153	19	necessary	necessary	ADJ
cana-3853	153	20	when	when	SCONJ
cana-3853	153	21	applying	apply	VERB
cana-3853	153	22	it	it	PRON
cana-3853	153	23	to	to	PART
cana-3853	153	24	strictly	strictly	ADV
cana-3853	153	25	forward	forward	ADV
cana-3853	153	26	-	-	PUNCT
cana-3853	153	27	looking	look	VERB
cana-3853	153	28	forecasting	forecasting	NOUN
cana-3853	153	29	,	,	PUNCT
cana-3853	153	30	precautions	precaution	NOUN
cana-3853	153	31	are	be	AUX
cana-3853	153	32	taken	take	VERB
cana-3853	153	33	to	to	PART
cana-3853	153	34	prevent	prevent	VERB
cana-3853	153	35	future	future	ADJ
cana-3853	153	36	data	datum	NOUN
cana-3853	153	37	leakage	leakage	NOUN
cana-3853	153	38	.	.	PUNCT
cana-3853	154	1	a	a	DET
cana-3853	154	2	gru	gru	NOUN
cana-3853	154	3	calculates	calculate	VERB
cana-3853	154	4	the	the	DET
cana-3853	154	5	hidden	hidden	ADJ
cana-3853	154	6	state	state	NOUN
cana-3853	154	7	at	at	ADP
cana-3853	154	8	each	each	DET
cana-3853	154	9	time	time	NOUN
cana-3853	154	10	step	step	NOUN
cana-3853	154	11	.	.	PUNCT
cana-3853	155	1	the	the	DET
cana-3853	155	2	forward	forward	ADJ
cana-3853	155	3	and	and	CCONJ
cana-3853	155	4	backward	backward	ADJ
cana-3853	155	5	grus	grus	NOUN
cana-3853	155	6	are	be	AUX
cana-3853	155	7	derived	derive	VERB
cana-3853	155	8	as	as	ADP
cana-3853	155	9	in	in	ADP
cana-3853	155	10	eq(8	eq(8	NOUN
cana-3853	155	11	-	-	PUNCT
cana-3853	155	12	10	10	NUM
cana-3853	155	13	)	)	PUNCT
cana-3853	155	14	ℎ𝑡	ℎ𝑡	NOUN
cana-3853	155	15	𝑓𝑜𝑟𝑤𝑎𝑟𝑑	𝑓𝑜𝑟𝑤𝑎𝑟𝑑	NOUN
cana-3853	155	16	=	=	SYM
cana-3853	155	17	𝐺𝑅𝑈(𝑋𝑡	𝐺𝑅𝑈(𝑋𝑡	PROPN
cana-3853	155	18	,	,	PUNCT
cana-3853	155	19	ℎ𝑡−1	ℎ𝑡−1	VERB
cana-3853	155	20	𝑓𝑜𝑟𝑤𝑎𝑟𝑑	𝑓𝑜𝑟𝑤𝑎𝑟𝑑	NOUN
cana-3853	155	21	)	)	PUNCT
cana-3853	155	22	(	(	PUNCT
cana-3853	155	23	8)	8)	NUM
cana-3853	155	24	ℎ𝑡	ℎ𝑡	NOUN
cana-3853	155	25	𝑏𝑎𝑐𝑘𝑤𝑎𝑟𝑑	𝑏𝑎𝑐𝑘𝑤𝑎𝑟𝑑	NOUN
cana-3853	155	26	=	=	SYM
cana-3853	155	27	𝐺𝑅𝑈(𝑋𝑡	𝐺𝑅𝑈(𝑋𝑡	PROPN
cana-3853	155	28	,	,	PUNCT
cana-3853	155	29	ℎ𝑡+1	ℎ𝑡+1	NOUN
cana-3853	155	30	𝑏𝑎𝑐𝑘𝑤𝑎𝑟𝑑	𝑏𝑎𝑐𝑘𝑤𝑎𝑟𝑑	NOUN
cana-3853	155	31	)	)	PUNCT
cana-3853	155	32	(	(	PUNCT
cana-3853	155	33	9	9	X
cana-3853	155	34	)	)	PUNCT
cana-3853	155	35	𝑇ℎ𝑒	𝑇ℎ𝑒	PROPN
cana-3853	155	36	𝑜𝑢𝑡𝑝𝑢𝑡	𝑜𝑢𝑡𝑝𝑢𝑡	PROPN
cana-3853	155	37	𝑖𝑠	𝑖𝑠	CCONJ
cana-3853	155	38	𝑎	𝑎	DET
cana-3853	155	39	𝑐𝑜𝑛𝑐𝑎𝑡𝑒𝑛𝑎𝑡𝑖𝑜𝑛	𝑐𝑜𝑛𝑐𝑎𝑡𝑒𝑛𝑎𝑡𝑖𝑜𝑛	NOUN
cana-3853	155	40	𝑜𝑓	𝑜𝑓	ADP
cana-3853	155	41	𝑡ℎ𝑒	𝑡ℎ𝑒	ADJ
cana-3853	155	42	𝑓𝑜𝑟𝑤𝑎𝑟𝑑	𝑓𝑜𝑟𝑤𝑎𝑟𝑑	PROPN
cana-3853	155	43	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
cana-3853	155	44	𝑏𝑎𝑐𝑘𝑤𝑎𝑟𝑑	𝑏𝑎𝑐𝑘𝑤𝑎𝑟𝑑	NOUN
cana-3853	155	45	𝑠𝑡𝑎𝑡𝑒𝑠	𝑠𝑡𝑎𝑡𝑒𝑠	NOUN
cana-3853	155	46	ℎ𝑡	ℎ𝑡	NOUN
cana-3853	155	47	=	=	PUNCT
cana-3853	156	1	[	[	PUNCT
cana-3853	156	2	ℎ𝑡−1	ℎ𝑡−1	VERB
cana-3853	156	3	𝑓𝑜𝑟𝑤𝑎𝑟𝑑	𝑓𝑜𝑟𝑤𝑎𝑟𝑑	NOUN
cana-3853	156	4	,	,	PUNCT
cana-3853	156	5	ℎ𝑡+1	ℎ𝑡+1	NOUN
cana-3853	156	6	𝑏𝑎𝑐𝑘𝑤𝑎𝑟𝑑	𝑏𝑎𝑐𝑘𝑤𝑎𝑟𝑑	VERB
cana-3853	156	7	]	]	X
cana-3853	156	8	(	(	PUNCT
cana-3853	156	9	10	10	NUM
cana-3853	156	10	)	)	PUNCT
cana-3853	156	11	long	long	ADJ
cana-3853	156	12	short	short	ADJ
cana-3853	156	13	-	-	PUNCT
cana-3853	156	14	term	term	NOUN
cana-3853	156	15	memory	memory	NOUN
cana-3853	156	16	(	(	PUNCT
cana-3853	156	17	lstm	lstm	NOUN
cana-3853	156	18	)	)	PUNCT
cana-3853	156	19	layer	layer	NOUN
cana-3853	156	20	:	:	PUNCT
cana-3853	156	21	lstm	lstm	NOUN
cana-3853	156	22	is	be	AUX
cana-3853	156	23	another	another	DET
cana-3853	156	24	variant	variant	NOUN
cana-3853	156	25	of	of	ADP
cana-3853	156	26	rnn	rnn	NOUN
cana-3853	156	27	that	that	PRON
cana-3853	156	28	is	be	AUX
cana-3853	156	29	particularly	particularly	ADV
cana-3853	156	30	adept	adept	ADJ
cana-3853	156	31	at	at	ADP
cana-3853	156	32	capturing	capture	VERB
cana-3853	156	33	“	"	PUNCT
cana-3853	156	34	long	long	ADJ
cana-3853	156	35	-	-	PUNCT
cana-3853	156	36	term	term	NOUN
cana-3853	156	37	dependencies	dependency	NOUN
cana-3853	156	38	”	"	PUNCT
cana-3853	156	39	within	within	ADP
cana-3853	156	40	data	datum	NOUN
cana-3853	156	41	,	,	PUNCT
cana-3853	156	42	effectively	effectively	ADV
cana-3853	156	43	addressing	address	VERB
cana-3853	156	44	the	the	DET
cana-3853	156	45	vanishing	vanish	VERB
cana-3853	156	46	gradient	gradient	NOUN
cana-3853	156	47	issue	issue	NOUN
cana-3853	156	48	through	through	ADP
cana-3853	156	49	its	its	PRON
cana-3853	156	50	gating	gate	VERB
cana-3853	156	51	mechanisms	mechanism	NOUN
cana-3853	156	52	(	(	PUNCT
cana-3853	156	53	input	input	NOUN
cana-3853	156	54	,	,	PUNCT
cana-3853	156	55	forget	forget	VERB
cana-3853	156	56	,	,	PUNCT
cana-3853	156	57	and	and	CCONJ
cana-3853	156	58	output	output	NOUN
cana-3853	156	59	gates	gate	NOUN
cana-3853	156	60	)	)	PUNCT
cana-3853	156	61	.	.	PUNCT
cana-3853	157	1	lstms	lstms	PROPN
cana-3853	157	2	preserve	preserve	VERB
cana-3853	157	3	a	a	DET
cana-3853	157	4	memory	memory	NOUN
cana-3853	157	5	of	of	ADP
cana-3853	157	6	significant	significant	ADJ
cana-3853	157	7	previous	previous	ADJ
cana-3853	157	8	data	data	NOUN
cana-3853	157	9	points	point	NOUN
cana-3853	157	10	over	over	ADP
cana-3853	157	11	extended	extended	ADJ
cana-3853	157	12	sequences	sequence	NOUN
cana-3853	157	13	,	,	PUNCT
cana-3853	157	14	making	make	VERB
cana-3853	157	15	certain	certain	ADJ
cana-3853	157	16	that	that	SCONJ
cana-3853	157	17	long	long	ADJ
cana-3853	157	18	-	-	PUNCT
cana-3853	157	19	term	term	NOUN
cana-3853	157	20	trends	trend	NOUN
cana-3853	157	21	in	in	ADP
cana-3853	157	22	the	the	DET
cana-3853	157	23	time	time	NOUN
cana-3853	157	24	series	series	NOUN
cana-3853	157	25	are	be	AUX
cana-3853	157	26	taken	take	VERB
cana-3853	157	27	into	into	ADP
cana-3853	157	28	account	account	NOUN
cana-3853	157	29	.	.	PUNCT
cana-3853	158	1	in	in	ADP
cana-3853	158	2	time	time	NOUN
cana-3853	158	3	series	series	PROPN
cana-3853	158	4	forecasting	forecasting	PROPN
cana-3853	158	5	,	,	PUNCT
cana-3853	158	6	the	the	DET
cana-3853	158	7	significance	significance	NOUN
cana-3853	158	8	of	of	ADP
cana-3853	158	9	longterm	longterm	ADJ
cana-3853	158	10	dependencies	dependency	NOUN
cana-3853	158	11	can	can	AUX
cana-3853	158	12	not	not	PART
cana-3853	158	13	be	be	AUX
cana-3853	158	14	overlooked	overlook	VERB
cana-3853	158	15	.	.	PUNCT
cana-3853	159	1	for	for	ADP
cana-3853	159	2	example	example	NOUN
cana-3853	159	3	,	,	PUNCT
cana-3853	159	4	seasonality	seasonality	NOUN
cana-3853	159	5	such	such	ADJ
cana-3853	159	6	as	as	ADP
cana-3853	159	7	yearly	yearly	ADJ
cana-3853	159	8	cycles	cycle	NOUN
cana-3853	159	9	can	can	AUX
cana-3853	159	10	be	be	AUX
cana-3853	159	11	identified	identify	VERB
cana-3853	159	12	through	through	ADP
cana-3853	159	13	lstm	lstm	ADJ
cana-3853	159	14	layers	layer	NOUN
cana-3853	159	15	,	,	PUNCT
cana-3853	159	16	as	as	SCONJ
cana-3853	159	17	they	they	PRON
cana-3853	159	18	efficiently	efficiently	ADV
cana-3853	159	19	preserve	preserve	VERB
cana-3853	159	20	historical	historical	ADJ
cana-3853	159	21	information	information	NOUN
cana-3853	159	22	.	.	PUNCT
cana-3853	160	1	lstm	lstm	NOUN
cana-3853	160	2	updates	update	VERB
cana-3853	160	3	the	the	DET
cana-3853	160	4	cell	cell	NOUN
cana-3853	160	5	state	state	NOUN
cana-3853	160	6	and	and	CCONJ
cana-3853	160	7	hidden	hide	VERB
cana-3853	160	8	state	state	NOUN
cana-3853	160	9	for	for	ADP
cana-3853	160	10	each	each	DET
cana-3853	160	11	time	time	NOUN
cana-3853	160	12	step	step	NOUN
cana-3853	160	13	as	as	ADP
cana-3853	160	14	in	in	ADP
cana-3853	160	15	eq(11	eq(11	NOUN
cana-3853	160	16	-	-	SYM
cana-3853	160	17	15	15	NUM
cana-3853	160	18	)	)	PUNCT
cana-3853	160	19	where	where	SCONJ
cana-3853	160	20	‘	'	PUNCT
cana-3853	160	21	ft	ft	PRON
cana-3853	160	22	’	'	PUNCT
cana-3853	160	23	,	,	PUNCT
cana-3853	160	24	‘	'	PUNCT
cana-3853	160	25	it	it	PRON
cana-3853	160	26	’	'	PUNCT
cana-3853	160	27	,	,	PUNCT
cana-3853	160	28	‘	'	PUNCT
cana-3853	160	29	ot	ot	INTJ
cana-3853	160	30	’	'	PUNCT
cana-3853	160	31	are	be	AUX
cana-3853	160	32	the	the	DET
cana-3853	160	33	forget	forget	NOUN
cana-3853	160	34	,	,	PUNCT
cana-3853	160	35	input	input	NOUN
cana-3853	160	36	and	and	CCONJ
cana-3853	160	37	out	out	ADP
cana-3853	160	38	gates	gate	NOUN
cana-3853	160	39	respectively	respectively	ADV
cana-3853	160	40	.	.	PUNCT
cana-3853	161	1	𝑓𝑡	𝑓𝑡	PROPN
cana-3853	161	2	=	=	PUNCT
cana-3853	161	3	𝜎	𝜎	PROPN
cana-3853	161	4	∗	∗	NOUN
cana-3853	161	5	(	(	PUNCT
cana-3853	161	6	𝑊𝑓	𝑊𝑓	PROPN
cana-3853	161	7	∗	∗	VERB
cana-3853	162	1	[	[	X
cana-3853	162	2	ℎ𝑡−1	ℎ𝑡−1	ADJ
cana-3853	162	3	,	,	PUNCT
cana-3853	162	4	𝑋𝑡	𝑋𝑡	PROPN
cana-3853	162	5	]	]	PUNCT
cana-3853	162	6	)	)	PUNCT
cana-3853	163	1	+	+	CCONJ
cana-3853	163	2	𝑏𝑓	𝑏𝑓	X
cana-3853	163	3	(	(	PUNCT
cana-3853	163	4	11	11	NUM
cana-3853	163	5	)	)	PUNCT
cana-3853	163	6	𝑖𝑡	𝑖𝑡	NOUN
cana-3853	164	1	=	=	SYM
cana-3853	164	2	𝜎	𝜎	PROPN
cana-3853	164	3	∗	∗	NOUN
cana-3853	164	4	(	(	PUNCT
cana-3853	164	5	𝑊𝑖	𝑊𝑖	PROPN
cana-3853	164	6	∗	∗	NOUN
cana-3853	164	7	[	[	X
cana-3853	164	8	ℎ𝑡−1	ℎ𝑡−1	ADJ
cana-3853	164	9	,	,	PUNCT
cana-3853	164	10	𝑋𝑡	𝑋𝑡	PROPN
cana-3853	164	11	]	]	PUNCT
cana-3853	164	12	+	+	CCONJ
cana-3853	164	13	𝑏𝑖	𝑏𝑖	X
cana-3853	164	14	)	)	PUNCT
cana-3853	164	15	(	(	PUNCT
cana-3853	164	16	12	12	NUM
cana-3853	164	17	)	)	PUNCT
cana-3853	164	18	�	�	PROPN
cana-3853	164	19	̃	̃	NOUN
cana-3853	164	20	�	�	NOUN
cana-3853	164	21	𝑡	𝑡	NOUN
cana-3853	164	22	=	=	NOUN
cana-3853	164	23	𝑡𝑎𝑛ℎ(𝑊𝐶	𝑡𝑎𝑛ℎ(𝑊𝐶	X
cana-3853	164	24	∗	∗	NOUN
cana-3853	165	1	[	[	X
cana-3853	165	2	ℎ𝑡−1	ℎ𝑡−1	ADJ
cana-3853	165	3	,	,	PUNCT
cana-3853	165	4	𝑋𝑡	𝑋𝑡	PROPN
cana-3853	165	5	]	]	PUNCT
cana-3853	165	6	+	+	PUNCT
cana-3853	165	7	𝑏𝐶	𝑏𝐶	X
cana-3853	165	8	)	)	PUNCT
cana-3853	165	9	(	(	PUNCT
cana-3853	166	1	13	13	X
cana-3853	166	2	)	)	PUNCT
cana-3853	166	3	𝐶𝑡	𝐶𝑡	PROPN
cana-3853	166	4	=	=	SYM
cana-3853	166	5	𝑓𝑡	𝑓𝑡	PROPN
cana-3853	166	6	∗	∗	X
cana-3853	166	7	𝐶𝑡−1	𝐶𝑡−1	PROPN
cana-3853	166	8	+	+	CCONJ
cana-3853	166	9	𝑖𝑡	𝑖𝑡	PROPN
cana-3853	166	10	∗	∗	PROPN
cana-3853	166	11	�	�	PROPN
cana-3853	166	12	̃	̃	PROPN
cana-3853	166	13	�	�	PROPN
cana-3853	166	14	𝑡	𝑡	PROPN
cana-3853	166	15	(	(	PUNCT
cana-3853	166	16	14	14	NUM
cana-3853	166	17	)	)	PUNCT
cana-3853	166	18	ℎ𝑡	ℎ𝑡	NOUN
cana-3853	166	19	=	=	PUNCT
cana-3853	166	20	𝑜𝑡	𝑜𝑡	NOUN
cana-3853	166	21	∗	∗	NOUN
cana-3853	166	22	𝑡𝑎𝑛ℎ(𝐶𝑡	𝑡𝑎𝑛ℎ(𝐶𝑡	PROPN
cana-3853	166	23	)	)	PUNCT
cana-3853	166	24	(	(	PUNCT
cana-3853	166	25	15	15	X
cana-3853	166	26	)	)	PUNCT
cana-3853	166	27	d.	d.	NOUN
cana-3853	166	28	dense	dense	ADJ
cana-3853	166	29	layer(output	layer(output	ADJ
cana-3853	166	30	layer	layer	NOUN
cana-3853	166	31	):	):	PUNCT
cana-3853	166	32	a	a	DET
cana-3853	166	33	fully	fully	ADV
cana-3853	166	34	connected	connect	VERB
cana-3853	166	35	layer	layer	NOUN
cana-3853	166	36	that	that	PRON
cana-3853	166	37	converts	convert	VERB
cana-3853	166	38	the	the	DET
cana-3853	166	39	features	feature	NOUN
cana-3853	166	40	learned	learn	VERB
cana-3853	166	41	from	from	ADP
cana-3853	166	42	earlier	early	ADJ
cana-3853	166	43	layers	layer	NOUN
cana-3853	166	44	into	into	ADP
cana-3853	166	45	a	a	DET
cana-3853	166	46	singular	singular	ADJ
cana-3853	166	47	output	output	NOUN
cana-3853	166	48	value	value	NOUN
cana-3853	166	49	.	.	PUNCT
cana-3853	167	1	this	this	DET
cana-3853	167	2	output	output	NOUN
cana-3853	167	3	signifies	signify	VERB
cana-3853	167	4	the	the	DET
cana-3853	167	5	anticipated	anticipated	ADJ
cana-3853	167	6	load	load	NOUN
cana-3853	167	7	for	for	ADP
cana-3853	167	8	the	the	DET
cana-3853	167	9	forthcoming	forthcoming	ADJ
cana-3853	167	10	time	time	NOUN
cana-3853	167	11	step	step	NOUN
cana-3853	167	12	.	.	PUNCT
cana-3853	168	1	it	it	PRON
cana-3853	168	2	synthesizes	synthesize	VERB
cana-3853	168	3	all	all	DET
cana-3853	168	4	the	the	DET
cana-3853	168	5	knowledge	knowledge	NOUN
cana-3853	168	6	gained	gain	VERB
cana-3853	168	7	from	from	ADP
cana-3853	168	8	earlier	early	ADJ
cana-3853	168	9	layers	layer	NOUN
cana-3853	168	10	to	to	PART
cana-3853	168	11	arrive	arrive	VERB
cana-3853	168	12	at	at	ADP
cana-3853	168	13	the	the	DET
cana-3853	168	14	ultimate	ultimate	ADJ
cana-3853	168	15	prediction	prediction	NOUN
cana-3853	168	16	.	.	PUNCT
cana-3853	169	1	communications	communication	NOUN
cana-3853	169	2	on	on	ADP
cana-3853	169	3	applied	apply	VERB
cana-3853	169	4	nonlinear	nonlinear	ADJ
cana-3853	169	5	analysis	analysis	NOUN
cana-3853	169	6	issn	issn	NOUN
cana-3853	169	7	:	:	PUNCT
cana-3853	169	8	1074	1074	NUM
cana-3853	169	9	-	-	PUNCT
cana-3853	169	10	133x	133x	NUM
cana-3853	169	11	vol	vol	NOUN
cana-3853	169	12	32	32	NUM
cana-3853	169	13	no	no	NOUN
cana-3853	169	14	.	.	PUNCT
cana-3853	170	1	9s	9s	NUM
cana-3853	170	2	(	(	PUNCT
cana-3853	170	3	2025	2025	NUM
cana-3853	170	4	)	)	PUNCT
cana-3853	170	5	244	244	NUM
cana-3853	171	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	171	2	𝑦𝑝𝑟𝑒𝑑	𝑦𝑝𝑟𝑒𝑑	VERB
cana-3853	171	3	=	=	SYM
cana-3853	171	4	𝑊𝑑𝑒𝑛𝑠𝑒	𝑊𝑑𝑒𝑛𝑠𝑒	PROPN
cana-3853	171	5	∗	∗	NOUN
cana-3853	171	6	ℎ	ℎ	PROPN
cana-3853	171	7	+	+	NOUN
cana-3853	171	8	𝑏𝑑𝑒𝑛𝑠𝑒-------(16	𝑏𝑑𝑒𝑛𝑠𝑒-------(16	NOUN
cana-3853	171	9	)	)	PUNCT
cana-3853	171	10	where	where	SCONJ
cana-3853	171	11	➢	➢	NOUN
cana-3853	171	12	wdenseare	wdenseare	VERB
cana-3853	171	13	the	the	DET
cana-3853	171	14	weights	weight	NOUN
cana-3853	171	15	of	of	ADP
cana-3853	171	16	dense	dense	ADJ
cana-3853	171	17	layers	layer	NOUN
cana-3853	171	18	➢	➢	VERB
cana-3853	171	19	bdenseis	bdenseis	VERB
cana-3853	171	20	the	the	DET
cana-3853	171	21	bias	bias	NOUN
cana-3853	171	22	term	term	NOUN
cana-3853	171	23	➢	➢	NOUN
cana-3853	171	24	h	h	NOUN
cana-3853	171	25	is	be	AUX
cana-3853	171	26	the	the	DET
cana-3853	171	27	hidden	hidden	ADJ
cana-3853	171	28	state	state	NOUN
cana-3853	171	29	from	from	ADP
cana-3853	171	30	previous	previous	ADJ
cana-3853	171	31	layer	layer	NOUN
cana-3853	171	32	2.2.2	2.2.2	NUM
cana-3853	171	33	training	training	NOUN
cana-3853	171	34	process	process	NOUN
cana-3853	171	35	,	,	PUNCT
cana-3853	171	36	prediction	prediction	NOUN
cana-3853	171	37	and	and	CCONJ
cana-3853	171	38	evaluation	evaluation	NOUN
cana-3853	171	39	a.	a.	NOUN
cana-3853	171	40	loss	loss	NOUN
cana-3853	171	41	function	function	NOUN
cana-3853	171	42	:	:	PUNCT
cana-3853	171	43	the	the	DET
cana-3853	171	44	model	model	NOUN
cana-3853	171	45	is	be	AUX
cana-3853	171	46	developed	develop	VERB
cana-3853	171	47	using	use	VERB
cana-3853	171	48	the	the	DET
cana-3853	171	49	"	"	PUNCT
cana-3853	171	50	mean	mean	ADJ
cana-3853	171	51	squared	square	VERB
cana-3853	171	52	error	error	NOUN
cana-3853	171	53	(	(	PUNCT
cana-3853	171	54	mse	mse	NOUN
cana-3853	171	55	)	)	PUNCT
cana-3853	171	56	"	"	PUNCT
cana-3853	171	57	loss	loss	NOUN
cana-3853	171	58	function	function	NOUN
cana-3853	171	59	specified	specify	VERB
cana-3853	171	60	in	in	ADP
cana-3853	171	61	eq(17	eq(17	PROPN
cana-3853	171	62	)	)	PUNCT
cana-3853	171	63	.	.	PUNCT
cana-3853	172	1	this	this	DET
cana-3853	172	2	loss	loss	NOUN
cana-3853	172	3	function	function	NOUN
cana-3853	172	4	is	be	AUX
cana-3853	172	5	commonly	commonly	ADV
cana-3853	172	6	employed	employ	VERB
cana-3853	172	7	in	in	ADP
cana-3853	172	8	regression	regression	NOUN
cana-3853	172	9	tasks	task	NOUN
cana-3853	172	10	,	,	PUNCT
cana-3853	172	11	measuring	measure	VERB
cana-3853	172	12	the	the	DET
cana-3853	172	13	average	average	ADJ
cana-3853	172	14	squared	square	VERB
cana-3853	172	15	difference	difference	NOUN
cana-3853	172	16	between	between	ADP
cana-3853	172	17	predicted	predict	VERB
cana-3853	172	18	outcomes	outcome	NOUN
cana-3853	172	19	and	and	CCONJ
cana-3853	172	20	actual	actual	ADJ
cana-3853	172	21	target	target	NOUN
cana-3853	172	22	values	value	NOUN
cana-3853	172	23	.	.	PUNCT
cana-3853	173	1	by	by	ADP
cana-3853	173	2	reducing	reduce	VERB
cana-3853	173	3	mse	mse	NOUN
cana-3853	173	4	,	,	PUNCT
cana-3853	173	5	the	the	DET
cana-3853	173	6	model	model	NOUN
cana-3853	173	7	's	's	PART
cana-3853	173	8	predictions	prediction	NOUN
cana-3853	173	9	gradually	gradually	ADV
cana-3853	173	10	become	become	VERB
cana-3853	173	11	more	more	ADV
cana-3853	173	12	consistent	consistent	ADJ
cana-3853	173	13	with	with	ADP
cana-3853	173	14	actual	actual	ADJ
cana-3853	173	15	values	value	NOUN
cana-3853	173	16	over	over	ADP
cana-3853	173	17	time	time	NOUN
cana-3853	173	18	.	.	PUNCT
cana-3853	174	1	𝑀𝑆𝐸	𝑀𝑆𝐸	NOUN
cana-3853	174	2	=	=	NOUN
cana-3853	174	3	1	1	NUM
cana-3853	174	4	𝑁	𝑁	PROPN
cana-3853	174	5	∑	∑	PUNCT
cana-3853	174	6	(	(	PUNCT
cana-3853	174	7	𝑦𝑎𝑐𝑡𝑢𝑎𝑙,𝑖	𝑦𝑎𝑐𝑡𝑢𝑎𝑙,𝑖	PROPN
cana-3853	174	8	−	−	PROPN
cana-3853	174	9	𝑦𝑝𝑟𝑒𝑑,𝑖	𝑦𝑝𝑟𝑒𝑑,𝑖	NUM
cana-3853	174	10	)	)	PUNCT
cana-3853	174	11	2𝑁	2𝑁	NOUN
cana-3853	174	12	𝑖=1	𝑖=1	PROPN
cana-3853	174	13	(	(	PUNCT
cana-3853	174	14	17	17	NUM
cana-3853	174	15	)	)	PUNCT
cana-3853	174	16	where	where	SCONJ
cana-3853	174	17	➢	➢	X
cana-3853	174	18	yactual	yactual	ADJ
cana-3853	174	19	,	,	PUNCT
cana-3853	174	20	actual	actual	ADJ
cana-3853	174	21	load	load	NOUN
cana-3853	174	22	➢	➢	NOUN
cana-3853	174	23	ypred	ypre	VERB
cana-3853	174	24	,	,	PUNCT
cana-3853	174	25	predicted	predict	VERB
cana-3853	174	26	load	load	NOUN
cana-3853	174	27	➢	➢	NOUN
cana-3853	174	28	n	n	CCONJ
cana-3853	174	29	,	,	PUNCT
cana-3853	174	30	number	number	NOUN
cana-3853	174	31	of	of	ADP
cana-3853	174	32	samples	sample	NOUN
cana-3853	174	33	b.	b.	PROPN
cana-3853	174	34	optimizer	optimizer	NOUN
cana-3853	174	35	:	:	PUNCT
cana-3853	174	36	the	the	DET
cana-3853	174	37	“	"	PUNCT
cana-3853	174	38	adam	adam	ADJ
cana-3853	174	39	”	"	PUNCT
cana-3853	174	40	optimizer	optimizer	NOUN
cana-3853	174	41	is	be	AUX
cana-3853	174	42	employed	employ	VERB
cana-3853	174	43	for	for	ADP
cana-3853	174	44	training	training	NOUN
cana-3853	174	45	,	,	PUNCT
cana-3853	174	46	representing	represent	VERB
cana-3853	174	47	a	a	DET
cana-3853	174	48	modified	modified	ADJ
cana-3853	174	49	approach	approach	NOUN
cana-3853	174	50	to	to	ADP
cana-3853	174	51	gradient	gradient	ADJ
cana-3853	174	52	descent	descent	NOUN
cana-3853	174	53	that	that	PRON
cana-3853	174	54	adjusts	adjust	VERB
cana-3853	174	55	the	the	DET
cana-3853	174	56	learning	learning	NOUN
cana-3853	174	57	rate	rate	NOUN
cana-3853	174	58	of	of	ADP
cana-3853	174	59	0.001	0.001	NUM
cana-3853	174	60	for	for	ADP
cana-3853	174	61	every	every	DET
cana-3853	174	62	parameter	parameter	NOUN
cana-3853	174	63	,	,	PUNCT
cana-3853	174	64	resulting	result	VERB
cana-3853	174	65	in	in	ADP
cana-3853	174	66	quicker	quick	ADJ
cana-3853	174	67	convergence	convergence	NOUN
cana-3853	174	68	as	as	ADP
cana-3853	174	69	in	in	ADP
cana-3853	174	70	eq(18	eq(18	PROPN
cana-3853	174	71	-	-	PUNCT
cana-3853	174	72	20	20	NUM
cana-3853	174	73	)	)	PUNCT
cana-3853	174	74	.	.	PUNCT
cana-3853	175	1	adam	adam	PROPN
cana-3853	175	2	merges	merge	VERB
cana-3853	175	3	the	the	DET
cana-3853	175	4	benefits	benefit	NOUN
cana-3853	175	5	of	of	ADP
cana-3853	175	6	two	two	NUM
cana-3853	175	7	additional	additional	ADJ
cana-3853	175	8	techniques	technique	NOUN
cana-3853	175	9	:	:	PUNCT
cana-3853	175	10	rms	rm	NOUN
cana-3853	175	11	prop	prop	NOUN
cana-3853	175	12	and	and	CCONJ
cana-3853	175	13	momentum	momentum	NOUN
cana-3853	175	14	.	.	PUNCT
cana-3853	176	1	𝑚𝑡	𝑚𝑡	PROPN
cana-3853	176	2	=	=	PROPN
cana-3853	176	3	𝛽1	𝛽1	NOUN
cana-3853	176	4	∗	∗	NOUN
cana-3853	176	5	𝑚𝑡−1	𝑚𝑡−1	VERB
cana-3853	176	6	+	+	CCONJ
cana-3853	176	7	(	(	PUNCT
cana-3853	176	8	1	1	NUM
cana-3853	176	9	−	−	PROPN
cana-3853	176	10	𝛽1	𝛽1	NOUN
cana-3853	176	11	)	)	PUNCT
cana-3853	176	12	∗	∗	NOUN
cana-3853	176	13	𝑔𝑡	𝑔𝑡	X
cana-3853	176	14	(	(	PUNCT
cana-3853	176	15	18	18	NUM
cana-3853	176	16	)	)	PUNCT
cana-3853	176	17	𝑣𝑡	𝑣𝑡	NOUN
cana-3853	176	18	=	=	SYM
cana-3853	176	19	𝛽2	𝛽2	NOUN
cana-3853	176	20	∗	∗	NOUN
cana-3853	176	21	𝑣𝑡−1	𝑣𝑡−1	VERB
cana-3853	176	22	+	+	CCONJ
cana-3853	176	23	(	(	PUNCT
cana-3853	176	24	1	1	NUM
cana-3853	176	25	−	−	PROPN
cana-3853	176	26	𝛽2	𝛽2	NOUN
cana-3853	176	27	)	)	PUNCT
cana-3853	176	28	∗	∗	NOUN
cana-3853	176	29	𝑔𝑡	𝑔𝑡	ADP
cana-3853	176	30	2	2	NUM
cana-3853	176	31	(	(	PUNCT
cana-3853	176	32	19	19	NUM
cana-3853	176	33	)	)	PUNCT
cana-3853	176	34	𝜃𝑡	𝜃𝑡	ADV
cana-3853	176	35	=	=	PUNCT
cana-3853	176	36	𝜃𝑡−1	𝜃𝑡−1	PROPN
cana-3853	176	37	−	−	PUNCT
cana-3853	176	38	𝛼	𝛼	NOUN
cana-3853	176	39	∗	∗	NOUN
cana-3853	176	40	𝑚𝑡	𝑚𝑡	ADP
cana-3853	176	41	√𝑣𝑡+𝜖	√𝑣𝑡+𝜖	X
cana-3853	176	42	(	(	PUNCT
cana-3853	176	43	20	20	NUM
cana-3853	176	44	)	)	PUNCT
cana-3853	176	45	where	where	SCONJ
cana-3853	176	46	➢	➢	VERB
cana-3853	176	47	gt	gt	PROPN
cana-3853	176	48	,	,	PUNCT
cana-3853	176	49	gradient	gradient	NOUN
cana-3853	176	50	at	at	ADP
cana-3853	176	51	time	time	NOUN
cana-3853	176	52	step	step	NOUN
cana-3853	176	53	t	t	PROPN
cana-3853	176	54	➢	➢	X
cana-3853	176	55	mt	mt	PROPN
cana-3853	176	56	,	,	PUNCT
cana-3853	176	57	first	first	ADJ
cana-3853	176	58	moment	moment	NOUN
cana-3853	176	59	estimate	estimate	VERB
cana-3853	176	60	➢	➢	VERB
cana-3853	176	61	vt	vt	PROPN
cana-3853	176	62	,	,	PUNCT
cana-3853	176	63	second	second	ADJ
cana-3853	176	64	moment	moment	NOUN
cana-3853	176	65	estimate	estimate	VERB
cana-3853	176	66	➢	➢	X
cana-3853	176	67	θt	θt	ADJ
cana-3853	176	68	,	,	PUNCT
cana-3853	176	69	weights	weight	NOUN
cana-3853	176	70	being	be	AUX
cana-3853	176	71	updated	update	VERB
cana-3853	176	72	➢	➢	NOUN
cana-3853	177	1	α	α	PRON
cana-3853	177	2	is	be	AUX
cana-3853	177	3	the	the	DET
cana-3853	177	4	learning	learning	NOUN
cana-3853	177	5	rate	rate	NOUN
cana-3853	177	6	➢	➢	NOUN
cana-3853	177	7	β1,β2	β1,β2	PUNCT
cana-3853	177	8	are	be	AUX
cana-3853	177	9	initial	initial	ADJ
cana-3853	177	10	decay	decay	NOUN
cana-3853	177	11	rates	rate	NOUN
cana-3853	177	12	c.	c.	PROPN
cana-3853	177	13	hyperparameter	hyperparameter	PROPN
cana-3853	177	14	tuning	tune	VERB
cana-3853	177	15	:	:	PUNCT
cana-3853	177	16	keras	keras	PROPN
cana-3853	177	17	tuner	tuner	NOUN
cana-3853	177	18	is	be	AUX
cana-3853	177	19	used	use	VERB
cana-3853	177	20	to	to	PART
cana-3853	177	21	enhance	enhance	VERB
cana-3853	177	22	the	the	DET
cana-3853	177	23	count	count	NOUN
cana-3853	177	24	of	of	ADP
cana-3853	177	25	units	unit	NOUN
cana-3853	177	26	in	in	ADP
cana-3853	177	27	both	both	CCONJ
cana-3853	177	28	the	the	DET
cana-3853	177	29	gru	gru	PROPN
cana-3853	177	30	and	and	CCONJ
cana-3853	177	31	lstm	lstm	NOUN
cana-3853	177	32	layers	layer	NOUN
cana-3853	177	33	,	,	PUNCT
cana-3853	177	34	adjust	adjust	VERB
cana-3853	177	35	the	the	DET
cana-3853	177	36	learning	learning	NOUN
cana-3853	177	37	rate	rate	NOUN
cana-3853	177	38	,	,	PUNCT
cana-3853	177	39	and	and	CCONJ
cana-3853	177	40	determine	determine	VERB
cana-3853	177	41	the	the	DET
cana-3853	177	42	batch	batch	NOUN
cana-3853	177	43	size	size	NOUN
cana-3853	177	44	.	.	PUNCT
cana-3853	178	1	d.	d.	PROPN
cana-3853	178	2	prediction	prediction	NOUN
cana-3853	178	3	and	and	CCONJ
cana-3853	178	4	evaluation	evaluation	NOUN
cana-3853	178	5	:	:	PUNCT
cana-3853	178	6	once	once	SCONJ
cana-3853	178	7	the	the	DET
cana-3853	178	8	model	model	NOUN
cana-3853	178	9	has	have	AUX
cana-3853	178	10	been	be	AUX
cana-3853	178	11	trained	train	VERB
cana-3853	178	12	,	,	PUNCT
cana-3853	178	13	it	it	PRON
cana-3853	178	14	is	be	AUX
cana-3853	178	15	employed	employ	VERB
cana-3853	178	16	to	to	PART
cana-3853	178	17	forecast	forecast	VERB
cana-3853	178	18	the	the	DET
cana-3853	178	19	load	load	NOUN
cana-3853	178	20	values	value	NOUN
cana-3853	178	21	for	for	ADP
cana-3853	178	22	the	the	DET
cana-3853	178	23	test	test	NOUN
cana-3853	178	24	dataset	dataset	NOUN
cana-3853	178	25	.	.	PUNCT
cana-3853	179	1	this	this	DET
cana-3853	179	2	process	process	NOUN
cana-3853	179	3	involves	involve	VERB
cana-3853	179	4	inputting	inputte	VERB
cana-3853	179	5	the	the	DET
cana-3853	179	6	test	test	NOUN
cana-3853	179	7	sequences	sequence	NOUN
cana-3853	179	8	into	into	ADP
cana-3853	179	9	the	the	DET
cana-3853	179	10	trained	train	VERB
cana-3853	179	11	model	model	NOUN
cana-3853	179	12	.	.	PUNCT
cana-3853	180	1	2.2.3	2.2.3	NUM
cana-3853	180	2	pseudocode	pseudocode	NOUN
cana-3853	180	3	1	1	NUM
cana-3853	180	4	.	.	PUNCT
cana-3853	180	5	load	load	NOUN
cana-3853	180	6	data	datum	NOUN
cana-3853	180	7	from	from	ADP
cana-3853	180	8	csv	csv	NOUN
cana-3853	180	9	2	2	NUM
cana-3853	180	10	.	.	PUNCT
cana-3853	180	11	parse	parse	NOUN
cana-3853	180	12	datetime	datetime	NOUN
cana-3853	180	13	-	-	PUNCT
cana-3853	180	14	column	column	NOUN
cana-3853	180	15	and	and	CCONJ
cana-3853	180	16	set	set	VERB
cana-3853	180	17	it	it	PRON
cana-3853	180	18	as	as	ADP
cana-3853	180	19	index	index	NOUN
cana-3853	180	20	3	3	NUM
cana-3853	180	21	.	.	PUNCT
cana-3853	180	22	resample	resample	ADJ
cana-3853	180	23	data	datum	NOUN
cana-3853	180	24	to	to	ADP
cana-3853	180	25	monthly	monthly	ADJ
cana-3853	180	26	frequency	frequency	NOUN
cana-3853	180	27	communications	communication	NOUN
cana-3853	180	28	on	on	ADP
cana-3853	180	29	applied	apply	VERB
cana-3853	180	30	nonlinear	nonlinear	ADJ
cana-3853	180	31	analysis	analysis	NOUN
cana-3853	180	32	issn	issn	NOUN
cana-3853	180	33	:	:	PUNCT
cana-3853	180	34	1074	1074	NUM
cana-3853	180	35	-	-	PUNCT
cana-3853	180	36	133x	133x	NUM
cana-3853	180	37	vol	vol	NOUN
cana-3853	180	38	32	32	NUM
cana-3853	180	39	no	no	NOUN
cana-3853	180	40	.	.	PUNCT
cana-3853	181	1	9s	9s	NUM
cana-3853	181	2	(	(	PUNCT
cana-3853	181	3	2025	2025	NUM
cana-3853	181	4	)	)	PUNCT
cana-3853	181	5	245	245	NUM
cana-3853	181	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	181	7	4	4	NUM
cana-3853	181	8	.	.	X
cana-3853	182	1	normalize	normalize	VERB
cana-3853	182	2	data	datum	NOUN
cana-3853	182	3	using	use	VERB
cana-3853	182	4	minmaxscaler	minmaxscaler	NOUN
cana-3853	182	5	5	5	NUM
cana-3853	182	6	.	.	PUNCT
cana-3853	182	7	create	create	VERB
cana-3853	182	8	sequences	sequence	NOUN
cana-3853	182	9	:	:	PUNCT
cana-3853	182	10	•	•	NOUN
cana-3853	182	11	for	for	ADP
cana-3853	182	12	‘	'	PUNCT
cana-3853	182	13	i	i	PRON
cana-3853	182	14	’	'	PUNCT
cana-3853	182	15	in	in	ADP
cana-3853	182	16	range(len(data	range(len(data	NOUN
cana-3853	182	17	)	)	PUNCT
cana-3853	182	18	seq_length	seq_length	NOUN
cana-3853	182	19	)	)	PUNCT
cana-3853	182	20	•	•	NOUN
cana-3853	182	21	x.append(data[i	x.append(data[i	PROPN
cana-3853	182	22	:	:	PUNCT
cana-3853	182	23	i+seq_length	i+seq_length	NOUN
cana-3853	182	24	]	]	PUNCT
cana-3853	182	25	)	)	PUNCT
cana-3853	182	26	•	•	ADP
cana-3853	183	1	y.append(data[i+seq_length	y.append(data[i+seq_length	NOUN
cana-3853	183	2	]	]	X
cana-3853	183	3	)	)	PUNCT
cana-3853	183	4	•	•	ADP
cana-3853	183	5	return	return	NOUN
cana-3853	183	6	x	x	PRON
cana-3853	183	7	,	,	PUNCT
cana-3853	183	8	y	y	PROPN
cana-3853	183	9	as	as	ADP
cana-3853	183	10	arrays	array	VERB
cana-3853	183	11	6	6	NUM
cana-3853	183	12	.	.	PUNCT
cana-3853	183	13	split	split	PROPN
cana-3853	183	14	x	x	SYM
cana-3853	183	15	,	,	PUNCT
cana-3853	183	16	y	y	PROPN
cana-3853	183	17	into	into	ADP
cana-3853	183	18	training	training	NOUN
cana-3853	183	19	and	and	CCONJ
cana-3853	183	20	testing	testing	NOUN
cana-3853	183	21	sets	set	NOUN
cana-3853	183	22	(	(	PUNCT
cana-3853	183	23	80	80	NUM
cana-3853	183	24	%	%	NOUN
cana-3853	183	25	train	train	NOUN
cana-3853	183	26	,	,	PUNCT
cana-3853	183	27	20	20	NUM
cana-3853	183	28	%	%	NOUN
cana-3853	183	29	test	test	NOUN
cana-3853	183	30	)	)	PUNCT
cana-3853	183	31	7	7	X
cana-3853	183	32	.	.	X
cana-3853	184	1	build	build	NOUN
cana-3853	184	2	model	model	NOUN
cana-3853	184	3	:	:	PUNCT
cana-3853	184	4	•	•	ADJ
cana-3853	184	5	input	input	NOUN
cana-3853	184	6	layer	layer	NOUN
cana-3853	184	7	characterized	characterize	VERB
cana-3853	184	8	by	by	ADP
cana-3853	184	9	dimensions	dimension	NOUN
cana-3853	184	10	(	(	PUNCT
cana-3853	184	11	seq_length	seq_length	NOUN
cana-3853	184	12	,	,	PUNCT
cana-3853	184	13	num_features	num_feature	NOUN
cana-3853	184	14	)	)	PUNCT
cana-3853	184	15	•	•	NOUN
cana-3853	184	16	convolutional	convolutional	ADJ
cana-3853	184	17	1d	1d	NOUN
cana-3853	184	18	layer	layer	NOUN
cana-3853	184	19	incorporating	incorporate	VERB
cana-3853	184	20	64	64	NUM
cana-3853	184	21	filters	filter	NOUN
cana-3853	184	22	•	•	NOUN
cana-3853	184	23	batch	batch	NOUN
cana-3853	184	24	normalization	normalization	NOUN
cana-3853	184	25	accompanied	accompany	VERB
cana-3853	184	26	by	by	ADP
cana-3853	184	27	relu	relu	NOUN
cana-3853	184	28	activation	activation	NOUN
cana-3853	184	29	function	function	VERB
cana-3853	184	30	•	•	NOUN
cana-3853	184	31	bidirectional	bidirectional	NOUN
cana-3853	184	32	gated	gate	VERB
cana-3853	184	33	recurrent	recurrent	ADJ
cana-3853	184	34	unit	unit	NOUN
cana-3853	184	35	(	(	PUNCT
cana-3853	184	36	gru	gru	NOUN
cana-3853	184	37	)	)	PUNCT
cana-3853	184	38	layer	layer	NOUN
cana-3853	184	39	comprising	comprise	VERB
cana-3853	184	40	64	64	NUM
cana-3853	184	41	units	unit	NOUN
cana-3853	184	42	•	•	PRON
cana-3853	184	43	lstm	lstm	NOUN
cana-3853	184	44	layer	layer	NOUN
cana-3853	184	45	consisting	consist	VERB
cana-3853	184	46	of	of	ADP
cana-3853	184	47	64	64	NUM
cana-3853	184	48	units	unit	NOUN
cana-3853	184	49	•	•	ADP
cana-3853	184	50	dense	dense	ADJ
cana-3853	184	51	output	output	NOUN
cana-3853	184	52	layer	layer	NOUN
cana-3853	184	53	featuring	feature	VERB
cana-3853	184	54	a	a	DET
cana-3853	184	55	single	single	ADJ
cana-3853	184	56	unit	unit	NOUN
cana-3853	184	57	•	•	NUM
cana-3853	184	58	compile	compile	NOUN
cana-3853	184	59	model	model	NOUN
cana-3853	184	60	to	to	ADP
cana-3853	184	61	minimise	minimise	VERB
cana-3853	184	62	mse	mse	NOUN
cana-3853	184	63	loss	loss	NOUN
cana-3853	184	64	using	use	VERB
cana-3853	184	65	adam	adam	PROPN
cana-3853	184	66	optimizer	optimizer	NOUN
cana-3853	184	67	8	8	NUM
cana-3853	184	68	.	.	PUNCT
cana-3853	185	1	train	train	NOUN
cana-3853	185	2	model	model	NOUN
cana-3853	185	3	for	for	ADP
cana-3853	185	4	50	50	NUM
cana-3853	185	5	epochs	epoch	NOUN
cana-3853	185	6	and	and	CCONJ
cana-3853	185	7	validate	validate	VERB
cana-3853	185	8	on	on	ADP
cana-3853	185	9	test	test	NOUN
cana-3853	185	10	set	set	VERB
cana-3853	185	11	with	with	ADP
cana-3853	185	12	batch	batch	NOUN
cana-3853	185	13	size	size	NOUN
cana-3853	185	14	32	32	NUM
cana-3853	185	15	9	9	NUM
cana-3853	185	16	.	.	PUNCT
cana-3853	186	1	predict	predict	VERB
cana-3853	186	2	on	on	ADP
cana-3853	186	3	test	test	NOUN
cana-3853	186	4	set	set	VERB
cana-3853	186	5	10	10	NUM
cana-3853	186	6	.	.	PUNCT
cana-3853	186	7	inverse	inverse	NOUN
cana-3853	186	8	scale	scale	NOUN
cana-3853	186	9	y_test	y_t	ADJ
cana-3853	186	10	and	and	CCONJ
cana-3853	186	11	y_pred	y_pre	VERB
cana-3853	186	12	back	back	ADV
cana-3853	186	13	to	to	ADP
cana-3853	186	14	original	original	ADJ
cana-3853	186	15	scale	scale	NOUN
cana-3853	186	16	11	11	NUM
cana-3853	186	17	.	.	PUNCT
cana-3853	187	1	plot	plot	NOUN
cana-3853	187	2	actual	actual	ADJ
cana-3853	187	3	vs	vs	ADP
cana-3853	187	4	predicted	predict	VERB
cana-3853	187	5	values	value	NOUN
cana-3853	187	6	for	for	ADP
cana-3853	187	7	test	test	NOUN
cana-3853	187	8	set	set	VERB
cana-3853	187	9	12	12	NUM
cana-3853	187	10	.	.	PUNCT
cana-3853	188	1	save	save	VERB
cana-3853	188	2	predicted	predict	VERB
cana-3853	188	3	values	value	NOUN
cana-3853	188	4	to	to	ADP
cana-3853	188	5	a	a	DET
cana-3853	188	6	csv	csv	NOUN
cana-3853	188	7	file	file	NOUN
cana-3853	188	8	2.3	2.3	NUM
cana-3853	188	9	.	.	PUNCT
cana-3853	189	1	incorporating	incorporate	VERB
cana-3853	189	2	forecasts	forecast	NOUN
cana-3853	189	3	into	into	ADP
cana-3853	189	4	homer	homer	NOUN
cana-3853	189	5	pro	pro	X
cana-3853	189	6	the	the	DET
cana-3853	189	7	monthly	monthly	ADJ
cana-3853	189	8	forecasts	forecast	NOUN
cana-3853	189	9	produced	produce	VERB
cana-3853	189	10	by	by	ADP
cana-3853	189	11	the	the	DET
cana-3853	189	12	tcn	tcn	PROPN
cana-3853	189	13	-	-	PUNCT
cana-3853	189	14	bidirectional	bidirectional	PROPN
cana-3853	189	15	gru	gru	PROPN
cana-3853	189	16	-	-	ADJ
cana-3853	189	17	lstm	lstm	ADJ
cana-3853	189	18	model	model	NOUN
cana-3853	189	19	are	be	AUX
cana-3853	189	20	incorporated	incorporate	VERB
cana-3853	189	21	into	into	ADP
cana-3853	189	22	homer	homer	NOUN
cana-3853	189	23	pro	pro	NOUN
cana-3853	189	24	as	as	ADP
cana-3853	189	25	input	input	NOUN
cana-3853	189	26	for	for	ADP
cana-3853	189	27	the	the	DET
cana-3853	189	28	load	load	NOUN
cana-3853	189	29	profile	profile	NOUN
cana-3853	189	30	.	.	PUNCT
cana-3853	190	1	subsequently	subsequently	ADV
cana-3853	190	2	,	,	PUNCT
cana-3853	190	3	homer	homer	NOUN
cana-3853	190	4	pro	pro	NOUN
cana-3853	190	5	evaluates	evaluate	VERB
cana-3853	190	6	the	the	DET
cana-3853	190	7	system	system	NOUN
cana-3853	190	8	's	's	PART
cana-3853	190	9	performance	performance	NOUN
cana-3853	190	10	across	across	ADP
cana-3853	190	11	different	different	ADJ
cana-3853	190	12	scenarios	scenario	NOUN
cana-3853	190	13	and	and	CCONJ
cana-3853	190	14	optimizes	optimize	VERB
cana-3853	190	15	the	the	DET
cana-3853	190	16	allocation	allocation	NOUN
cana-3853	190	17	of	of	ADP
cana-3853	190	18	resources	resource	NOUN
cana-3853	190	19	based	base	VERB
cana-3853	190	20	on	on	ADP
cana-3853	190	21	the	the	DET
cana-3853	190	22	predicted	predict	VERB
cana-3853	190	23	monthly	monthly	ADJ
cana-3853	190	24	load	load	NOUN
cana-3853	190	25	from	from	ADP
cana-3853	190	26	the	the	DET
cana-3853	190	27	tcn	tcn	PROPN
cana-3853	190	28	-	-	PUNCT
cana-3853	190	29	bidirectional	bidirectional	PROPN
cana-3853	190	30	gru	gru	PROPN
cana-3853	190	31	-	-	ADJ
cana-3853	190	32	lstm	lstm	ADJ
cana-3853	190	33	model	model	NOUN
cana-3853	190	34	and	and	CCONJ
cana-3853	190	35	fig.3	fig.3	PROPN
cana-3853	190	36	is	be	AUX
cana-3853	190	37	the	the	DET
cana-3853	190	38	generated	generate	VERB
cana-3853	190	39	daily	daily	ADJ
cana-3853	190	40	load	load	NOUN
cana-3853	190	41	profile	profile	NOUN
cana-3853	190	42	.	.	PUNCT
cana-3853	191	1	the	the	DET
cana-3853	191	2	optimal	optimal	ADJ
cana-3853	191	3	resources	resource	NOUN
cana-3853	191	4	are	be	AUX
cana-3853	191	5	obtained	obtain	VERB
cana-3853	191	6	via	via	ADP
cana-3853	191	7	simulating	simulate	VERB
cana-3853	191	8	the	the	DET
cana-3853	191	9	proposed	propose	VERB
cana-3853	191	10	architecture	architecture	NOUN
cana-3853	191	11	in	in	ADP
cana-3853	191	12	fig.4	fig.4	PRON
cana-3853	191	13	the	the	DET
cana-3853	191	14	simulation	simulation	NOUN
cana-3853	191	15	scenarios	scenario	NOUN
cana-3853	191	16	are	be	AUX
cana-3853	191	17	as	as	SCONJ
cana-3853	191	18	follows	follow	VERB
cana-3853	191	19	:	:	PUNCT
cana-3853	191	20	2.3.1	2.3.1	NUM
cana-3853	191	21	baseline	baseline	PROPN
cana-3853	191	22	scenario	scenario	NOUN
cana-3853	191	23	:	:	PUNCT
cana-3853	191	24	the	the	DET
cana-3853	191	25	electric	electric	ADJ
cana-3853	191	26	needs	need	NOUN
cana-3853	191	27	of	of	ADP
cana-3853	191	28	the	the	DET
cana-3853	191	29	system	system	NOUN
cana-3853	191	30	shown	show	VERB
cana-3853	191	31	in	in	ADP
cana-3853	191	32	table.i	table.i	PROPN
cana-3853	191	33	is	be	AUX
cana-3853	191	34	predicted	predict	VERB
cana-3853	191	35	to	to	PART
cana-3853	191	36	be	be	AUX
cana-3853	191	37	met	meet	VERB
cana-3853	191	38	with	with	ADP
cana-3853	191	39	7,700,000	7,700,000	NUM
cana-3853	191	40	kw	kw	NOUN
cana-3853	191	41	of	of	ADP
cana-3853	191	42	generator	generator	NOUN
cana-3853	191	43	capacity	capacity	NOUN
cana-3853	191	44	.	.	PUNCT
cana-3853	192	1	your	your	PRON
cana-3853	192	2	operating	operating	NOUN
cana-3853	192	3	costs	cost	NOUN
cana-3853	192	4	for	for	ADP
cana-3853	192	5	energy	energy	NOUN
cana-3853	192	6	are	be	AUX
cana-3853	192	7	currently	currently	ADV
cana-3853	192	8	$	$	SYM
cana-3853	192	9	8.13b	8.13b	NUM
cana-3853	192	10	per	per	ADP
cana-3853	192	11	year	year	NOUN
cana-3853	192	12	over	over	ADP
cana-3853	192	13	25	25	NUM
cana-3853	192	14	year	year	NOUN
cana-3853	192	15	project	project	NOUN
cana-3853	192	16	life	life	NOUN
cana-3853	192	17	.	.	PUNCT
cana-3853	193	1	table.i	table.i	PROPN
cana-3853	193	2	details	detail	NOUN
cana-3853	193	3	of	of	ADP
cana-3853	193	4	the	the	DET
cana-3853	193	5	current	current	ADJ
cana-3853	193	6	system	system	NOUN
cana-3853	193	7	base	base	NOUN
cana-3853	193	8	case	case	NOUN
cana-3853	193	9	latitude	latitude	NOUN
cana-3853	193	10	longitude	longitude	VERB
cana-3853	193	11	operating	operate	VERB
cana-3853	193	12	cost	cost	NOUN
cana-3853	193	13	/	/	SYM
cana-3853	193	14	year	year	NOUN
cana-3853	193	15	16030’.4	16030’.4	NUM
cana-3853	193	16	”	"	PUNCT
cana-3853	193	17	80o	80o	X
cana-3853	193	18	38’9	38’9	PROPN
cana-3853	193	19	”	"	PUNCT
cana-3853	193	20	$	$	SYM
cana-3853	193	21	8.13b	8.13b	NUM
cana-3853	193	22	communications	communication	NOUN
cana-3853	193	23	on	on	ADP
cana-3853	193	24	applied	apply	VERB
cana-3853	193	25	nonlinear	nonlinear	ADJ
cana-3853	193	26	analysis	analysis	NOUN
cana-3853	193	27	issn	issn	NOUN
cana-3853	193	28	:	:	PUNCT
cana-3853	193	29	1074	1074	NUM
cana-3853	193	30	-	-	PUNCT
cana-3853	193	31	133x	133x	NUM
cana-3853	193	32	vol	vol	NOUN
cana-3853	193	33	32	32	NUM
cana-3853	193	34	no	no	NOUN
cana-3853	193	35	.	.	PUNCT
cana-3853	194	1	9s	9s	NUM
cana-3853	194	2	(	(	PUNCT
cana-3853	194	3	2025	2025	NUM
cana-3853	194	4	)	)	PUNCT
cana-3853	195	1	246	246	NUM
cana-3853	195	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	195	3	fig.3	fig.3	PROPN
cana-3853	195	4	daily	daily	ADJ
cana-3853	195	5	load	load	NOUN
cana-3853	195	6	profile	profile	PROPN
cana-3853	195	7	2.3.2prediction	2.3.2prediction	NOUN
cana-3853	195	8	-	-	PUNCT
cana-3853	195	9	based	base	VERB
cana-3853	195	10	scenario	scenario	NOUN
cana-3853	195	11	:	:	PUNCT
cana-3853	195	12	this	this	DET
cana-3853	195	13	work	work	NOUN
cana-3853	195	14	is	be	AUX
cana-3853	195	15	proposed	propose	VERB
cana-3853	195	16	to	to	PART
cana-3853	195	17	incorporate	incorporate	VERB
cana-3853	195	18	22,819	22,819	NUM
cana-3853	195	19	kw	kw	NOUN
cana-3853	195	20	of	of	ADP
cana-3853	195	21	photovoltaic	photovoltaic	NOUN
cana-3853	195	22	power	power	NOUN
cana-3853	195	23	and	and	CCONJ
cana-3853	195	24	184	184	NUM
cana-3853	195	25	kwh	kwh	NOUN
cana-3853	195	26	of	of	ADP
cana-3853	195	27	energy	energy	NOUN
cana-3853	195	28	storage	storage	NOUN
cana-3853	195	29	capacity	capacity	NOUN
cana-3853	195	30	.	.	PUNCT
cana-3853	196	1	this	this	DET
cana-3853	196	2	implementation	implementation	NOUN
cana-3853	196	3	would	would	AUX
cana-3853	196	4	bring	bring	VERB
cana-3853	196	5	the	the	DET
cana-3853	196	6	annual	annual	ADJ
cana-3853	196	7	operating	operating	NOUN
cana-3853	196	8	expenses	expense	NOUN
cana-3853	196	9	down	down	ADP
cana-3853	196	10	to	to	ADP
cana-3853	196	11	$	$	SYM
cana-3853	196	12	526	526	NUM
cana-3853	196	13	million	million	NUM
cana-3853	196	14	.	.	PUNCT
cana-3853	197	1	the	the	DET
cana-3853	197	2	return	return	NOUN
cana-3853	197	3	on	on	ADP
cana-3853	197	4	investment	investment	NOUN
cana-3853	197	5	is	be	AUX
cana-3853	197	6	calculated	calculate	VERB
cana-3853	197	7	to	to	PART
cana-3853	197	8	be	be	AUX
cana-3853	197	9	0.000829	0.000829	NUM
cana-3853	197	10	years	year	NOUN
cana-3853	197	11	.	.	PUNCT
cana-3853	198	1	fig	fig	NOUN
cana-3853	198	2	.	.	PUNCT
cana-3853	199	1	4	4	NUM
cana-3853	199	2	illustrates	illustrate	VERB
cana-3853	199	3	the	the	DET
cana-3853	199	4	schematic	schematic	ADJ
cana-3853	199	5	representation	representation	NOUN
cana-3853	199	6	of	of	ADP
cana-3853	199	7	the	the	DET
cana-3853	199	8	proposed	propose	VERB
cana-3853	199	9	system	system	NOUN
cana-3853	199	10	along	along	ADP
cana-3853	199	11	with	with	ADP
cana-3853	199	12	the	the	DET
cana-3853	199	13	available	available	ADJ
cana-3853	199	14	resources	resource	NOUN
cana-3853	199	15	.	.	PUNCT
cana-3853	200	1	the	the	DET
cana-3853	200	2	specifics	specific	NOUN
cana-3853	200	3	of	of	ADP
cana-3853	200	4	the	the	DET
cana-3853	200	5	available	available	ADJ
cana-3853	200	6	resources	resource	NOUN
cana-3853	200	7	are	be	AUX
cana-3853	200	8	outlined	outline	VERB
cana-3853	200	9	in	in	ADP
cana-3853	200	10	the	the	DET
cana-3853	200	11	following	follow	VERB
cana-3853	200	12	discussion	discussion	NOUN
cana-3853	200	13	.	.	PUNCT
cana-3853	201	1	a.	a.	NOUN
cana-3853	201	2	pv	pv	PROPN
cana-3853	201	3	:	:	PUNCT
cana-3853	201	4	canadian	canadian	ADJ
cana-3853	201	5	solar	solar	ADJ
cana-3853	201	6	dymond	dymond	PROPN
cana-3853	201	7	cs6k-285m	cs6k-285m	PROPN
cana-3853	201	8	-	-	PUNCT
cana-3853	201	9	fg	fg	PROPN
cana-3853	201	10	:	:	PUNCT
cana-3853	201	11	table	table	NOUN
cana-3853	201	12	ii	ii	PROPN
cana-3853	201	13	delineates	delineate	VERB
cana-3853	201	14	the	the	DET
cana-3853	201	15	specifications	specification	NOUN
cana-3853	201	16	of	of	ADP
cana-3853	201	17	the	the	DET
cana-3853	201	18	canadian	canadian	ADJ
cana-3853	201	19	solar	solar	ADJ
cana-3853	201	20	photovoltaic	photovoltaic	NOUN
cana-3853	201	21	system	system	NOUN
cana-3853	201	22	,	,	PUNCT
cana-3853	201	23	which	which	PRON
cana-3853	201	24	possesses	possess	VERB
cana-3853	201	25	a	a	DET
cana-3853	201	26	nominal	nominal	ADJ
cana-3853	201	27	capacity	capacity	NOUN
cana-3853	201	28	of	of	ADP
cana-3853	201	29	2,819	2,819	NUM
cana-3853	201	30	kilowatts(kw	kilowatts(kw	NOUN
cana-3853	201	31	)	)	PUNCT
cana-3853	201	32	.	.	PUNCT
cana-3853	202	1	the	the	DET
cana-3853	202	2	annual	annual	ADJ
cana-3853	202	3	energy	energy	NOUN
cana-3853	202	4	output	output	NOUN
cana-3853	202	5	is	be	AUX
cana-3853	202	6	quantified	quantify	VERB
cana-3853	202	7	at	at	ADP
cana-3853	202	8	4,400,532	4,400,532	NUM
cana-3853	202	9	kilowatt	kilowatt	NOUN
cana-3853	202	10	-	-	PUNCT
cana-3853	202	11	hours	hour	NOUN
cana-3853	202	12	per	per	ADP
cana-3853	202	13	annum(kw	annum(kw	NOUN
cana-3853	202	14	/	/	SYM
cana-3853	202	15	yr	yr	NOUN
cana-3853	202	16	)	)	PUNCT
cana-3853	202	17	.	.	PUNCT
cana-3853	203	1	table.ii	table.ii	NUM
cana-3853	203	2	optimized	optimize	VERB
cana-3853	203	3	results	result	NOUN
cana-3853	203	4	of	of	ADP
cana-3853	203	5	canadian	canadian	ADJ
cana-3853	203	6	solar	solar	ADJ
cana-3853	203	7	dymond	dymond	PROPN
cana-3853	203	8	cs6	cs6	PROPN
cana-3853	203	9	-	-	PUNCT
cana-3853	203	10	285m	285m	PROPN
cana-3853	203	11	-	-	PUNCT
cana-3853	203	12	fg	fg	NOUN
cana-3853	203	13	rated	rate	VERB
cana-3853	203	14	capacity	capacity	NOUN
cana-3853	203	15	2819	2819	NUM
cana-3853	203	16	kw	kw	PROPN
cana-3853	203	17	total	total	NOUN
cana-3853	203	18	production	production	NOUN
cana-3853	203	19	4400532	4400532	NUM
cana-3853	203	20	kw	kw	NOUN
cana-3853	203	21	capital	capital	NOUN
cana-3853	203	22	cost	cost	VERB
cana-3853	203	23	$	$	SYM
cana-3853	203	24	440	440	NUM
cana-3853	203	25	m	m	NOUN
cana-3853	203	26	maintenance	maintenance	NOUN
cana-3853	203	27	cost	cost	NOUN
cana-3853	203	28	131913	131913	NUM
cana-3853	203	29	$	$	SYM
cana-3853	203	30	/yr	/yr	PRON
cana-3853	203	31	specific	specific	ADJ
cana-3853	203	32	yield	yield	NOUN
cana-3853	203	33	1561	1561	NUM
cana-3853	203	34	kwh	kwh	PROPN
cana-3853	203	35	/	/	SYM
cana-3853	203	36	kw	kw	PROPN
cana-3853	203	37	lcoe	lcoe	VERB
cana-3853	203	38	0.107	0.107	NUM
cana-3853	203	39	$	$	SYM
cana-3853	203	40	/kwh	/kwh	NOUN
cana-3853	203	41	pv	pv	NOUN
cana-3853	203	42	penetration	penetration	NOUN
cana-3853	203	43	0.210	0.210	NUM
cana-3853	203	44	%	%	NOUN
cana-3853	204	1	fig.4.schematic	fig.4.schematic	ADJ
cana-3853	204	2	diagram	diagram	NOUN
cana-3853	204	3	of	of	ADP
cana-3853	204	4	the	the	DET
cana-3853	204	5	proposed	propose	VERB
cana-3853	204	6	system	system	NOUN
cana-3853	204	7	b.	b.	PROPN
cana-3853	204	8	generator	generator	PROPN
cana-3853	204	9	:	:	PUNCT
cana-3853	204	10	autosize	autosize	PROPN
cana-3853	204	11	genset	genset	PROPN
cana-3853	204	12	(	(	PUNCT
cana-3853	204	13	diesel	diesel	NOUN
cana-3853	204	14	):	):	PUNCT
cana-3853	204	15	table	table	NOUN
cana-3853	204	16	iii	iii	NOUN
cana-3853	204	17	illustrates	illustrate	VERB
cana-3853	204	18	that	that	SCONJ
cana-3853	204	19	the	the	DET
cana-3853	204	20	power	power	NOUN
cana-3853	204	21	output	output	NOUN
cana-3853	204	22	generated	generate	VERB
cana-3853	204	23	by	by	ADP
cana-3853	204	24	the	the	DET
cana-3853	204	25	generic	generic	PROPN
cana-3853	204	26	generator	generator	NOUN
cana-3853	204	27	system	system	NOUN
cana-3853	204	28	,	,	PUNCT
cana-3853	204	29	which	which	PRON
cana-3853	204	30	is	be	AUX
cana-3853	204	31	rated	rate	VERB
cana-3853	204	32	at	at	ADP
cana-3853	204	33	7,700,000	7,700,000	NUM
cana-3853	204	34	kw	kw	NOUN
cana-3853	204	35	utilizing	utilize	VERB
cana-3853	204	36	diesel	diesel	NOUN
cana-3853	204	37	as	as	ADP
cana-3853	204	38	the	the	DET
cana-3853	204	39	fuel	fuel	NOUN
cana-3853	204	40	source	source	NOUN
cana-3853	204	41	,	,	PUNCT
cana-3853	204	42	amounts	amount	VERB
cana-3853	204	43	to	to	ADP
cana-3853	204	44	2,108,249,728	2,108,249,728	PROPN
cana-3853	204	45	kwh	kwh	PROPN
cana-3853	204	46	per	per	ADP
cana-3853	204	47	annum	annum	NOUN
cana-3853	204	48	.	.	PUNCT
cana-3853	205	1	table.iii	table.iii	X
cana-3853	205	2	optimized	optimize	VERB
cana-3853	205	3	results	result	NOUN
cana-3853	205	4	of	of	ADP
cana-3853	205	5	generic	generic	ADJ
cana-3853	205	6	generator	generator	NOUN
cana-3853	205	7	system	system	NOUN
cana-3853	205	8	capacity	capacity	NOUN
cana-3853	205	9	7,700,000	7,700,000	NUM
cana-3853	205	10	kw	kw	NOUN
cana-3853	205	11	generator	generator	NOUN
cana-3853	205	12	fuel	fuel	NOUN
cana-3853	205	13	diesel	diesel	NOUN
cana-3853	205	14	operational	operational	ADJ
cana-3853	205	15	life	life	NOUN
cana-3853	205	16	46.4	46.4	NUM
cana-3853	205	17	yr	yr	NOUN
cana-3853	205	18	generator	generator	NOUN
cana-3853	205	19	fuel	fuel	NOUN
cana-3853	205	20	price	price	NOUN
cana-3853	205	21	1.00	1.00	NUM
cana-3853	205	22	$	$	SYM
cana-3853	205	23	/l	/l	SYM
cana-3853	205	24	capital	capital	NOUN
cana-3853	205	25	cost	cost	VERB
cana-3853	205	26	$	$	SYM
cana-3853	205	27	3.85b	3.85b	NUM
cana-3853	205	28	maintenance	maintenance	NOUN
cana-3853	205	29	cost	cost	VERB
cana-3853	205	30	24,871,000	24,871,000	NUM
cana-3853	205	31	$	$	SYM
cana-3853	205	32	/yr	/yr	PRON
cana-3853	205	33	communications	communication	NOUN
cana-3853	205	34	on	on	ADP
cana-3853	205	35	applied	apply	VERB
cana-3853	205	36	nonlinear	nonlinear	ADJ
cana-3853	205	37	analysis	analysis	NOUN
cana-3853	205	38	issn	issn	NOUN
cana-3853	205	39	:	:	PUNCT
cana-3853	205	40	1074	1074	NUM
cana-3853	205	41	-	-	PUNCT
cana-3853	205	42	133x	133x	NUM
cana-3853	205	43	vol	vol	NOUN
cana-3853	205	44	32	32	NUM
cana-3853	205	45	no	no	NOUN
cana-3853	205	46	.	.	PUNCT
cana-3853	206	1	9s	9s	NUM
cana-3853	206	2	(	(	PUNCT
cana-3853	206	3	2025	2025	NUM
cana-3853	206	4	)	)	PUNCT
cana-3853	206	5	247	247	NUM
cana-3853	206	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	206	7	fuel	fuel	NOUN
cana-3853	206	8	consumption	consumption	NOUN
cana-3853	206	9	533,978,272	533,978,272	NUM
cana-3853	206	10	l	l	NOUN
cana-3853	206	11	electrical	electrical	ADJ
cana-3853	206	12	production	production	NOUN
cana-3853	206	13	2,108,249,728	2,108,249,728	NOUN
cana-3853	206	14	kwh	kwh	PROPN
cana-3853	206	15	/	/	SYM
cana-3853	206	16	yr	yr	NOUN
cana-3853	206	17	hours	hour	NOUN
cana-3853	206	18	of	of	ADP
cana-3853	206	19	operation	operation	NOUN
cana-3853	206	20	323	323	NUM
cana-3853	206	21	hrs	hrs	NOUN
cana-3853	206	22	/	/	SYM
cana-3853	206	23	yr	yr	NOUN
cana-3853	206	24	marginal	marginal	ADJ
cana-3853	206	25	generation	generation	NOUN
cana-3853	206	26	cost	cost	VERB
cana-3853	206	27	0.236	0.236	NUM
cana-3853	206	28	$	$	SYM
cana-3853	206	29	/kwh	/kwh	NUM
cana-3853	206	30	fixed	fix	VERB
cana-3853	206	31	generation	generation	NOUN
cana-3853	206	32	cost	cost	VERB
cana-3853	206	33	446,616	446,616	NUM
cana-3853	206	34	$	$	SYM
cana-3853	206	35	/hr	/hr	NOUN
cana-3853	206	36	c.	c.	NOUN
cana-3853	206	37	storage	storage	NOUN
cana-3853	206	38	:	:	PUNCT
cana-3853	207	1	generic	generic	ADJ
cana-3853	207	2	1kwh	1kwh	NUM
cana-3853	207	3	li	li	NOUN
cana-3853	207	4	-	-	NOUN
cana-3853	207	5	ion	ion	NOUN
cana-3853	207	6	:	:	PUNCT
cana-3853	207	7	table	table	NOUN
cana-3853	207	8	iv	iv	NUM
cana-3853	207	9	presents	present	NOUN
cana-3853	207	10	information	information	NOUN
cana-3853	207	11	indicating	indicate	VERB
cana-3853	207	12	that	that	SCONJ
cana-3853	207	13	the	the	DET
cana-3853	207	14	nominal	nominal	ADJ
cana-3853	207	15	capacity	capacity	NOUN
cana-3853	207	16	of	of	ADP
cana-3853	207	17	the	the	DET
cana-3853	207	18	generic	generic	ADJ
cana-3853	207	19	storage	storage	NOUN
cana-3853	207	20	system	system	NOUN
cana-3853	207	21	is	be	AUX
cana-3853	207	22	184	184	NUM
cana-3853	207	23	kwh	kwh	NOUN
cana-3853	207	24	.	.	PUNCT
cana-3853	208	1	the	the	DET
cana-3853	208	2	yearly	yearly	ADJ
cana-3853	208	3	throughput	throughput	NOUN
cana-3853	208	4	amounts	amount	VERB
cana-3853	208	5	to	to	ADP
cana-3853	208	6	32,545	32,545	NUM
cana-3853	208	7	kwh	kwh	NOUN
cana-3853	208	8	per	per	ADP
cana-3853	208	9	year	year	NOUN
cana-3853	208	10	.	.	PUNCT
cana-3853	209	1	table.iv	table.iv	PRON
cana-3853	209	2	optimized	optimize	VERB
cana-3853	209	3	results	result	NOUN
cana-3853	209	4	of	of	ADP
cana-3853	209	5	generic	generic	ADJ
cana-3853	209	6	storage	storage	NOUN
cana-3853	209	7	system	system	NOUN
cana-3853	209	8	rated	rate	VERB
cana-3853	209	9	capacity	capacity	NOUN
cana-3853	209	10	184	184	NUM
cana-3853	209	11	kwh	kwh	NOUN
cana-3853	209	12	expected	expect	VERB
cana-3853	209	13	life	life	NOUN
cana-3853	209	14	15.0	15.0	NUM
cana-3853	209	15	yr	yr	NOUN
cana-3853	209	16	annual	annual	ADJ
cana-3853	209	17	throughput	throughput	NOUN
cana-3853	209	18	32,545	32,545	NUM
cana-3853	209	19	kwh	kwh	NOUN
cana-3853	209	20	/	/	SYM
cana-3853	209	21	yr	yr	PROPN
cana-3853	209	22	capital	capital	NOUN
cana-3853	209	23	costs	cost	VERB
cana-3853	209	24	$	$	SYM
cana-3853	209	25	99,158	99,158	NUM
cana-3853	209	26	maintenance	maintenance	NOUN
cana-3853	209	27	cost	cost	VERB
cana-3853	209	28	1,611	1,611	NUM
cana-3853	209	29	$	$	SYM
cana-3853	209	30	/yr	/yr	PRON
cana-3853	209	31	losses	losse	VERB
cana-3853	209	32	3,180	3,180	NUM
cana-3853	209	33	kwh	kwh	NOUN
cana-3853	209	34	/	/	SYM
cana-3853	209	35	yr	yr	PROPN
cana-3853	209	36	autonomy	autonomy	NOUN
cana-3853	209	37	0.000538	0.000538	NUM
cana-3853	209	38	hr	hr	PROPN
cana-3853	209	39	d.	d.	PROPN
cana-3853	209	40	system	system	NOUN
cana-3853	209	41	converter	converter	NOUN
cana-3853	209	42	:	:	PUNCT
cana-3853	209	43	table.v	table.v	NUM
cana-3853	209	44	provides	provide	VERB
cana-3853	209	45	the	the	DET
cana-3853	209	46	details	detail	NOUN
cana-3853	209	47	of	of	ADP
cana-3853	209	48	system	system	NOUN
cana-3853	209	49	converter	converter	NOUN
cana-3853	209	50	that	that	PRON
cana-3853	209	51	has	have	VERB
cana-3853	209	52	a	a	DET
cana-3853	209	53	capacity	capacity	NOUN
cana-3853	209	54	of	of	ADP
cana-3853	209	55	29.2kw	29.2kw	NUM
cana-3853	209	56	table.v	table.v	NUM
cana-3853	209	57	optimized	optimize	VERB
cana-3853	209	58	results	result	NOUN
cana-3853	209	59	of	of	ADP
cana-3853	209	60	system	system	NOUN
cana-3853	209	61	converter	converter	NOUN
cana-3853	209	62	capacity	capacity	NOUN
cana-3853	209	63	29.2	29.2	NUM
cana-3853	209	64	kw	kw	NOUN
cana-3853	209	65	hours	hour	NOUN
cana-3853	209	66	of	of	ADP
cana-3853	209	67	operation	operation	NOUN
cana-3853	209	68	8,580	8,580	NUM
cana-3853	209	69	hrs	hrs	NOUN
cana-3853	209	70	/	/	SYM
cana-3853	210	1	yr	yr	NOUN
cana-3853	210	2	mean	mean	NOUN
cana-3853	210	3	output	output	NOUN
cana-3853	210	4	7.22	7.22	NUM
cana-3853	210	5	kw	kw	NOUN
cana-3853	210	6	energy	energy	NOUN
cana-3853	210	7	out	out	ADP
cana-3853	210	8	63,237	63,237	NUM
cana-3853	210	9	kwh	kwh	NUM
cana-3853	210	10	/	/	SYM
cana-3853	210	11	yr	yr	PROPN
cana-3853	210	12	minimum	minimum	ADJ
cana-3853	210	13	output	output	NOUN
cana-3853	210	14	0	0	NUM
cana-3853	211	1	kw	kw	PRON
cana-3853	211	2	energy	energy	NOUN
cana-3853	211	3	in	in	ADP
cana-3853	211	4	66,565	66,565	NUM
cana-3853	211	5	kwh	kwh	NOUN
cana-3853	211	6	/	/	SYM
cana-3853	211	7	yr	yr	PROPN
cana-3853	211	8	maximum	maximum	PROPN
cana-3853	211	9	output	output	PROPN
cana-3853	211	10	29.2	29.2	NUM
cana-3853	211	11	kw	kw	NOUN
cana-3853	211	12	losses	loss	NOUN
cana-3853	211	13	3,328	3,328	NUM
cana-3853	211	14	kwh	kwh	NOUN
cana-3853	211	15	/	/	SYM
cana-3853	211	16	yr	yr	NOUN
cana-3853	211	17	capacity	capacity	NOUN
cana-3853	211	18	factor	factor	NOUN
cana-3853	211	19	24.7	24.7	NUM
cana-3853	211	20	%	%	NOUN
cana-3853	211	21	3	3	NUM
cana-3853	211	22	.	.	NOUN
cana-3853	211	23	results	result	NOUN
cana-3853	211	24	and	and	CCONJ
cana-3853	211	25	discussion	discussion	NOUN
cana-3853	211	26	3.1	3.1	NUM
cana-3853	211	27	performance	performance	NOUN
cana-3853	211	28	of	of	ADP
cana-3853	211	29	the	the	DET
cana-3853	211	30	proposed	propose	VERB
cana-3853	211	31	model	model	NOUN
cana-3853	211	32	:	:	PUNCT
cana-3853	211	33	the	the	DET
cana-3853	211	34	tcn	tcn	PROPN
cana-3853	211	35	-	-	PUNCT
cana-3853	211	36	bidirectional	bidirectional	PROPN
cana-3853	211	37	gru	gru	PROPN
cana-3853	211	38	-	-	ADJ
cana-3853	211	39	lstm	lstm	ADJ
cana-3853	211	40	model	model	NOUN
cana-3853	211	41	demonstrates	demonstrate	VERB
cana-3853	211	42	superior	superior	ADJ
cana-3853	211	43	performance	performance	NOUN
cana-3853	211	44	in	in	ADP
cana-3853	211	45	predicting	predict	VERB
cana-3853	211	46	monthly	monthly	ADJ
cana-3853	211	47	load	load	NOUN
cana-3853	211	48	data	datum	NOUN
cana-3853	211	49	when	when	SCONJ
cana-3853	211	50	compared	compare	VERB
cana-3853	211	51	to	to	ADP
cana-3853	211	52	traditional	traditional	ADJ
cana-3853	211	53	methods	method	NOUN
cana-3853	211	54	such	such	ADJ
cana-3853	211	55	as	as	ADP
cana-3853	211	56	lstm	lstm	NOUN
cana-3853	211	57	by	by	ADP
cana-3853	211	58	tuning	tune	VERB
cana-3853	211	59	with	with	ADP
cana-3853	211	60	the	the	DET
cana-3853	211	61	hyperparameters	hyperparameter	NOUN
cana-3853	211	62	as	as	ADP
cana-3853	211	63	in	in	ADP
cana-3853	211	64	table.vi	table.vi	NUM
cana-3853	211	65	.	.	PUNCT
cana-3853	212	1	the	the	DET
cana-3853	212	2	model	model	NOUN
cana-3853	212	3	has	have	AUX
cana-3853	212	4	been	be	AUX
cana-3853	212	5	configured	configure	VERB
cana-3853	212	6	using	use	VERB
cana-3853	212	7	the	the	DET
cana-3853	212	8	adam	adam	PROPN
cana-3853	212	9	optimizer	optimizer	NOUN
cana-3853	212	10	along	along	ADP
cana-3853	212	11	with	with	ADP
cana-3853	212	12	mean	mean	ADJ
cana-3853	212	13	squared	square	VERB
cana-3853	212	14	error	error	NOUN
cana-3853	212	15	(	(	PUNCT
cana-3853	212	16	mse	mse	NOUN
cana-3853	212	17	)	)	PUNCT
cana-3853	212	18	as	as	ADP
cana-3853	212	19	its	its	PRON
cana-3853	212	20	loss	loss	NOUN
cana-3853	212	21	function	function	NOUN
cana-3853	212	22	.	.	PUNCT
cana-3853	213	1	mse	mse	PROPN
cana-3853	213	2	quantifies	quantifie	NOUN
cana-3853	213	3	the	the	DET
cana-3853	213	4	mean	mean	NOUN
cana-3853	213	5	of	of	ADP
cana-3853	213	6	the	the	DET
cana-3853	213	7	squared	square	VERB
cana-3853	213	8	discrepancies	discrepancy	NOUN
cana-3853	213	9	between	between	ADP
cana-3853	213	10	the	the	DET
cana-3853	213	11	actual	actual	ADJ
cana-3853	213	12	values	value	NOUN
cana-3853	213	13	and	and	CCONJ
cana-3853	213	14	the	the	DET
cana-3853	213	15	predicted	predict	VERB
cana-3853	213	16	outcomes	outcome	NOUN
cana-3853	213	17	.	.	PUNCT
cana-3853	214	1	the	the	DET
cana-3853	214	2	model	model	NOUN
cana-3853	214	3	achieves	achieve	VERB
cana-3853	214	4	a	a	DET
cana-3853	214	5	root	root	NOUN
cana-3853	214	6	mean	mean	NOUN
cana-3853	214	7	squared	square	VERB
cana-3853	214	8	error	error	NOUN
cana-3853	214	9	(	(	PUNCT
cana-3853	214	10	rmse	rmse	NOUN
cana-3853	214	11	)	)	PUNCT
cana-3853	214	12	of	of	ADP
cana-3853	214	13	0.1071	0.1071	NUM
cana-3853	214	14	and	and	CCONJ
cana-3853	214	15	a	a	DET
cana-3853	214	16	mean	mean	ADJ
cana-3853	214	17	absolute	absolute	ADJ
cana-3853	214	18	percentage	percentage	NOUN
cana-3853	214	19	error	error	NOUN
cana-3853	214	20	(	(	PUNCT
cana-3853	214	21	mape	mape	NOUN
cana-3853	214	22	)	)	PUNCT
cana-3853	214	23	of	of	ADP
cana-3853	214	24	0.1073	0.1073	NUM
cana-3853	214	25	%	%	NOUN
cana-3853	214	26	,	,	PUNCT
cana-3853	214	27	outperforming	outperform	VERB
cana-3853	214	28	baseline	baseline	NOUN
cana-3853	214	29	models	model	NOUN
cana-3853	214	30	by	by	ADP
cana-3853	214	31	a	a	DET
cana-3853	214	32	significant	significant	ADJ
cana-3853	214	33	margin.fig.5	margin.fig.5	NOUN
cana-3853	214	34	shows	show	VERB
cana-3853	214	35	the	the	DET
cana-3853	214	36	comparison	comparison	NOUN
cana-3853	214	37	of	of	ADP
cana-3853	214	38	actual	actual	ADJ
cana-3853	214	39	and	and	CCONJ
cana-3853	214	40	predicted	predict	VERB
cana-3853	214	41	monthly	monthly	ADJ
cana-3853	214	42	load	load	NOUN
cana-3853	214	43	.	.	PUNCT
cana-3853	215	1	table.vi	table.vi	X
cana-3853	215	2	list	list	NOUN
cana-3853	215	3	of	of	ADP
cana-3853	215	4	hyperparameters	hyperparameter	NOUN
cana-3853	215	5	for	for	ADP
cana-3853	215	6	the	the	DET
cana-3853	215	7	proposed	propose	VERB
cana-3853	215	8	model	model	NOUN
cana-3853	215	9	s.no	s.no	VERB
cana-3853	215	10	hyperparameters	hyperparameter	NOUN
cana-3853	215	11	considered	consider	VERB
cana-3853	215	12	communications	communication	NOUN
cana-3853	215	13	on	on	ADP
cana-3853	215	14	applied	apply	VERB
cana-3853	215	15	nonlinear	nonlinear	ADJ
cana-3853	215	16	analysis	analysis	NOUN
cana-3853	215	17	issn	issn	NOUN
cana-3853	215	18	:	:	PUNCT
cana-3853	215	19	1074	1074	NUM
cana-3853	215	20	-	-	PUNCT
cana-3853	215	21	133x	133x	NUM
cana-3853	215	22	vol	vol	NOUN
cana-3853	215	23	32	32	NUM
cana-3853	215	24	no	no	NOUN
cana-3853	215	25	.	.	PUNCT
cana-3853	216	1	9s	9s	NUM
cana-3853	216	2	(	(	PUNCT
cana-3853	216	3	2025	2025	NUM
cana-3853	216	4	)	)	PUNCT
cana-3853	216	5	248	248	NUM
cana-3853	216	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-3853	216	7	1	1	NUM
cana-3853	216	8	filter	filter	NOUN
cana-3853	216	9	size	size	NOUN
cana-3853	216	10	conv1d	conv1d	NOUN
cana-3853	216	11	for	for	ADP
cana-3853	216	12	64	64	NUM
cana-3853	216	13	filters	filter	NOUN
cana-3853	216	14	2	2	NUM
cana-3853	216	15	no.of	no.of	PROPN
cana-3853	216	16	units	unit	NOUN
cana-3853	216	17	gru	gru	PROPN
cana-3853	216	18	and	and	CCONJ
cana-3853	216	19	lstm	lstm	NOUN
cana-3853	216	20	layers	layer	NOUN
cana-3853	216	21	use	use	VERB
cana-3853	216	22	64	64	NUM
cana-3853	216	23	units	unit	NOUN
cana-3853	216	24	3	3	NUM
cana-3853	216	25	kernel	kernel	NOUN
cana-3853	216	26	size	size	NOUN
cana-3853	216	27	conv1d-3	conv1d-3	PROPN
cana-3853	216	28	4	4	NUM
cana-3853	216	29	learning	learn	VERB
cana-3853	216	30	rate	rate	NOUN
cana-3853	216	31	0.001	0.001	NUM
cana-3853	216	32	5	5	NUM
cana-3853	216	33	batch	batch	NOUN
cana-3853	216	34	size	size	NOUN
cana-3853	216	35	32	32	NUM
cana-3853	216	36	6	6	NUM
cana-3853	216	37	number	number	NOUN
cana-3853	216	38	of	of	ADP
cana-3853	216	39	epochs	epoch	NOUN
cana-3853	216	40	50	50	NUM
cana-3853	216	41	fig	fig	NOUN
cana-3853	216	42	.	.	PUNCT
cana-3853	217	1	5actual	5actual	NUM
cana-3853	217	2	vs	vs	ADP
cana-3853	217	3	predicted	predict	VERB
cana-3853	217	4	monthly	monthly	ADJ
cana-3853	217	5	load	load	NOUN
cana-3853	217	6	using	use	VERB
cana-3853	217	7	tcn	tcn	PROPN
cana-3853	217	8	based	base	VERB
cana-3853	217	9	bigru	bigru	NOUN
cana-3853	217	10	-	-	PUNCT
cana-3853	217	11	lstm	lstm	ADJ
cana-3853	217	12	3.2	3.2	NUM
cana-3853	217	13	homer	homer	NOUN
cana-3853	217	14	pro	pro	X
cana-3853	217	15	simulation	simulation	PROPN
cana-3853	217	16	results	result	VERB
cana-3853	217	17	the	the	DET
cana-3853	217	18	overall	overall	ADJ
cana-3853	217	19	npc	npc	NOUN
cana-3853	217	20	for	for	ADP
cana-3853	217	21	each	each	DET
cana-3853	217	22	scenario	scenario	NOUN
cana-3853	217	23	has	have	AUX
cana-3853	217	24	been	be	AUX
cana-3853	217	25	documented	document	VERB
cana-3853	217	26	.	.	PUNCT
cana-3853	218	1	to	to	PART
cana-3853	218	2	achieve	achieve	VERB
cana-3853	218	3	the	the	DET
cana-3853	218	4	goals	goal	NOUN
cana-3853	218	5	,	,	PUNCT
cana-3853	218	6	the	the	DET
cana-3853	218	7	cost	cost	NOUN
cana-3853	218	8	ramifications	ramification	NOUN
cana-3853	218	9	of	of	ADP
cana-3853	218	10	all	all	DET
cana-3853	218	11	scenarios	scenario	NOUN
cana-3853	218	12	were	be	AUX
cana-3853	218	13	analyzed	analyze	VERB
cana-3853	218	14	in	in	ADP
cana-3853	218	15	this	this	DET
cana-3853	218	16	research	research	NOUN
cana-3853	218	17	.	.	PUNCT
cana-3853	219	1	for	for	ADP
cana-3853	219	2	the	the	DET
cana-3853	219	3	simulation	simulation	NOUN
cana-3853	219	4	,	,	PUNCT
cana-3853	219	5	the	the	DET
cana-3853	219	6	sizes	size	NOUN
cana-3853	219	7	of	of	ADP
cana-3853	219	8	the	the	DET
cana-3853	219	9	system	system	NOUN
cana-3853	219	10	components	component	NOUN
cana-3853	219	11	were	be	AUX
cana-3853	219	12	modified	modify	VERB
cana-3853	219	13	in	in	ADP
cana-3853	219	14	accordance	accordance	NOUN
cana-3853	219	15	with	with	ADP
cana-3853	219	16	the	the	DET
cana-3853	219	17	established	establish	VERB
cana-3853	219	18	constraints	constraint	NOUN
cana-3853	219	19	,	,	PUNCT
cana-3853	219	20	and	and	CCONJ
cana-3853	219	21	the	the	DET
cana-3853	219	22	results	result	NOUN
cana-3853	219	23	were	be	AUX
cana-3853	219	24	summarized	summarize	VERB
cana-3853	219	25	in	in	ADP
cana-3853	219	26	table	table	NOUN
cana-3853	219	27	-	-	PUNCT
cana-3853	219	28	iii	iii	NOUN
cana-3853	219	29	based	base	VERB
cana-3853	219	30	on	on	ADP
cana-3853	219	31	the	the	DET
cana-3853	219	32	lowest	low	ADJ
cana-3853	219	33	npc	npc	NOUN
cana-3853	219	34	value	value	NOUN
cana-3853	219	35	.	.	PUNCT
cana-3853	220	1	homer	homer	NOUN
cana-3853	220	2	evaluates	evaluate	VERB
cana-3853	220	3	the	the	DET
cana-3853	220	4	results	result	NOUN
cana-3853	220	5	of	of	ADP
cana-3853	220	6	every	every	DET
cana-3853	220	7	possible	possible	ADJ
cana-3853	220	8	combination	combination	NOUN
cana-3853	220	9	of	of	ADP
cana-3853	220	10	resources	resource	NOUN
cana-3853	220	11	for	for	ADP
cana-3853	220	12	the	the	DET
cana-3853	220	13	predicted	predict	VERB
cana-3853	220	14	monthly	monthly	ADJ
cana-3853	220	15	load	load	NOUN
cana-3853	220	16	.	.	PUNCT
cana-3853	221	1	in	in	ADP
cana-3853	221	2	this	this	DET
cana-3853	221	3	research	research	NOUN
cana-3853	221	4	,	,	PUNCT
cana-3853	221	5	two	two	NUM
cana-3853	221	6	alternative	alternative	ADJ
cana-3853	221	7	models	model	NOUN
cana-3853	221	8	were	be	AUX
cana-3853	221	9	assessed	assess	VERB
cana-3853	221	10	.	.	PUNCT
cana-3853	222	1	after	after	ADP
cana-3853	222	2	comparing	compare	VERB
cana-3853	222	3	the	the	DET
cana-3853	222	4	base	base	NOUN
cana-3853	222	5	case	case	NOUN
cana-3853	222	6	and	and	CCONJ
cana-3853	222	7	proposed	propose	VERB
cana-3853	222	8	case	case	NOUN
cana-3853	222	9	significant	significant	ADJ
cana-3853	222	10	findings	finding	NOUN
cana-3853	222	11	from	from	ADP
cana-3853	222	12	table	table	NOUN
cana-3853	222	13	vii	vii	PROPN
cana-3853	222	14	include	include	VERB
cana-3853	222	15	:	:	PUNCT
cana-3853	222	16	•	•	NUM
cana-3853	222	17	resource	resource	NOUN
cana-3853	222	18	allocation	allocation	NOUN
cana-3853	222	19	:	:	PUNCT
cana-3853	222	20	the	the	DET
cana-3853	222	21	proposed	propose	VERB
cana-3853	222	22	system	system	NOUN
cana-3853	222	23	setup	setup	NOUN
cana-3853	222	24	incorporates	incorporate	VERB
cana-3853	222	25	a	a	DET
cana-3853	222	26	greater	great	ADJ
cana-3853	222	27	dependence	dependence	NOUN
cana-3853	222	28	on	on	ADP
cana-3853	222	29	solar	solar	ADJ
cana-3853	222	30	pv	pv	NOUN
cana-3853	222	31	and	and	CCONJ
cana-3853	222	32	battery	battery	NOUN
cana-3853	222	33	storage	storage	NOUN
cana-3853	222	34	based	base	VERB
cana-3853	222	35	on	on	ADP
cana-3853	222	36	the	the	DET
cana-3853	222	37	predicted	predict	VERB
cana-3853	222	38	load	load	NOUN
cana-3853	222	39	data	datum	NOUN
cana-3853	222	40	,	,	PUNCT
cana-3853	222	41	thereby	thereby	ADV
cana-3853	222	42	minimizing	minimize	VERB
cana-3853	222	43	reliance	reliance	NOUN
cana-3853	222	44	on	on	ADP
cana-3853	222	45	diesel	diesel	NOUN
cana-3853	222	46	generators	generator	NOUN
cana-3853	222	47	reducing	reduce	VERB
cana-3853	222	48	the	the	DET
cana-3853	222	49	fuel	fuel	NOUN
cana-3853	222	50	consumption	consumption	NOUN
cana-3853	222	51	•	•	NOUN
cana-3853	222	52	cost	cost	NOUN
cana-3853	222	53	savings	saving	NOUN
cana-3853	222	54	:	:	PUNCT
cana-3853	222	55	the	the	DET
cana-3853	222	56	system	system	NOUN
cana-3853	222	57	that	that	PRON
cana-3853	222	58	incorporates	incorporate	VERB
cana-3853	222	59	load	load	NOUN
cana-3853	222	60	forecasts	forecast	NOUN
cana-3853	222	61	realizes	realize	VERB
cana-3853	222	62	reduced	reduce	VERB
cana-3853	222	63	operational	operational	ADJ
cana-3853	222	64	expenses	expense	NOUN
cana-3853	222	65	,	,	PUNCT
cana-3853	222	66	more	more	ADV
cana-3853	222	67	effective	effective	ADJ
cana-3853	222	68	synchronization	synchronization	NOUN
cana-3853	222	69	of	of	ADP
cana-3853	222	70	renewable	renewable	ADJ
cana-3853	222	71	energy	energy	NOUN
cana-3853	222	72	production	production	NOUN
cana-3853	222	73	with	with	ADP
cana-3853	222	74	anticipated	anticipated	ADJ
cana-3853	222	75	demand	demand	NOUN
cana-3853	222	76	reduced	reduce	VERB
cana-3853	222	77	the	the	DET
cana-3853	222	78	npc	npc	NOUN
cana-3853	222	79	to	to	ADP
cana-3853	222	80	$	$	SYM
cana-3853	222	81	10.6b	10.6b	NUM
cana-3853	222	82	and	and	CCONJ
cana-3853	222	83	operating	operate	VERB
cana-3853	222	84	cost	cost	NOUN
cana-3853	222	85	to	to	ADP
cana-3853	222	86	$	$	SYM
cana-3853	222	87	0.394	0.394	NUM
cana-3853	222	88	/	/	SYM
cana-3853	222	89	kwh	kwh	NOUN
cana-3853	222	90	table.vii	table.vii	SYM
cana-3853	222	91	simulation	simulation	NOUN
cana-3853	222	92	results	result	VERB
cana-3853	222	93	for	for	ADP
cana-3853	222	94	optimal	optimal	ADJ
cana-3853	222	95	resource	resource	NOUN
cana-3853	222	96	planning	planning	NOUN
cana-3853	222	97	base	base	NOUN
cana-3853	222	98	case	case	NOUN
cana-3853	222	99	proposed	propose	VERB
cana-3853	222	100	case	case	NOUN
cana-3853	222	101	cost	cost	NOUN
cana-3853	222	102	npc	npc	NOUN
cana-3853	222	103	(	(	PUNCT
cana-3853	222	104	$	$	SYM
cana-3853	222	105	)	)	PUNCT
cana-3853	222	106	109b	109b	NOUN
cana-3853	222	107	10.6b	10.6b	NUM
cana-3853	222	108	coe	coe	PROPN
cana-3853	222	109	(	(	PUNCT
cana-3853	222	110	$	$	SYM
cana-3853	222	111	)	)	PUNCT
cana-3853	222	112	4.02/	4.02/	NUM
cana-3853	222	113	kwh	kwh	NOUN
cana-3853	222	114	0.394/	0.394/	NUM
cana-3853	222	115	kwh	kwh	NOUN
cana-3853	222	116	operating	operating	NOUN
cana-3853	222	117	cost	cost	NOUN
cana-3853	222	118	(	(	PUNCT
cana-3853	222	119	$	$	SYM
cana-3853	222	120	yr	yr	NOUN
cana-3853	222	121	)	)	PUNCT
cana-3853	222	122	8.13b	8.13b	NUM
cana-3853	222	123	/	/	SYM
cana-3853	222	124	yr	yr	PROPN
cana-3853	222	125	526m	526m	PROPN
cana-3853	222	126	/	/	SYM
cana-3853	222	127	yr	yr	NOUN
cana-3853	222	128	communications	communication	NOUN
cana-3853	222	129	on	on	ADP
cana-3853	222	130	applied	apply	VERB
cana-3853	222	131	nonlinear	nonlinear	ADJ
cana-3853	222	132	analysis	analysis	NOUN
cana-3853	222	133	issn	issn	NOUN
cana-3853	222	134	:	:	PUNCT
cana-3853	222	135	1074	1074	NUM
cana-3853	222	136	-	-	PUNCT
cana-3853	222	137	133x	133x	NUM
cana-3853	222	138	vol	vol	NOUN
cana-3853	222	139	32	32	NUM
cana-3853	222	140	no	no	NOUN
cana-3853	222	141	.	.	PUNCT
cana-3853	223	1	9s	9s	NUM
cana-3853	223	2	(	(	PUNCT
cana-3853	223	3	2025	2025	NUM
cana-3853	223	4	)	)	PUNCT
cana-3853	224	1	249	249	NUM
cana-3853	224	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	224	3	initial	initial	ADJ
cana-3853	224	4	capital	capital	NOUN
cana-3853	224	5	(	(	PUNCT
cana-3853	224	6	$	$	SYM
cana-3853	224	7	)	)	PUNCT
cana-3853	224	8	3.85b	3.85b	NUM
cana-3853	224	9	3.85b	3.85b	NUM
cana-3853	224	10	3.3	3.3	NUM
cana-3853	224	11	time	time	NOUN
cana-3853	224	12	series	series	PROPN
cana-3853	224	13	simulation	simulation	PROPN
cana-3853	224	14	results	result	VERB
cana-3853	224	15	the	the	DET
cana-3853	224	16	daily	daily	ADJ
cana-3853	224	17	production	production	NOUN
cana-3853	224	18	of	of	ADP
cana-3853	224	19	the	the	DET
cana-3853	224	20	power	power	NOUN
cana-3853	224	21	from	from	ADP
cana-3853	224	22	pv	pv	ADV
cana-3853	224	23	in	in	ADP
cana-3853	224	24	fig.6is	fig.6is	PROPN
cana-3853	224	25	observed	observe	VERB
cana-3853	224	26	to	to	PART
cana-3853	224	27	be	be	AUX
cana-3853	224	28	4,400,532	4,400,532	NUM
cana-3853	224	29	kw	kw	NOUN
cana-3853	224	30	and	and	CCONJ
cana-3853	224	31	fig.7	fig.7	ADJ
cana-3853	224	32	shows	show	VERB
cana-3853	224	33	that	that	SCONJ
cana-3853	224	34	the	the	DET
cana-3853	224	35	daily	daily	ADJ
cana-3853	224	36	production	production	NOUN
cana-3853	224	37	of	of	ADP
cana-3853	224	38	power	power	NOUN
cana-3853	224	39	from	from	ADP
cana-3853	224	40	the	the	DET
cana-3853	224	41	generator	generator	NOUN
cana-3853	224	42	and	and	CCONJ
cana-3853	224	43	the	the	DET
cana-3853	224	44	total	total	ADJ
cana-3853	224	45	production	production	NOUN
cana-3853	224	46	is	be	AUX
cana-3853	224	47	7,700,000	7,700,000	NUM
cana-3853	224	48	kw	kw	NOUN
cana-3853	224	49	.	.	PROPN
cana-3853	224	50	fig	fig	PROPN
cana-3853	224	51	.8	.8	PROPN
cana-3853	224	52	represents	represent	VERB
cana-3853	224	53	that	that	SCONJ
cana-3853	224	54	the	the	DET
cana-3853	224	55	state	state	NOUN
cana-3853	224	56	of	of	ADP
cana-3853	224	57	charge(soc	charge(soc	NOUN
cana-3853	224	58	)	)	PUNCT
cana-3853	224	59	of	of	ADP
cana-3853	224	60	the	the	DET
cana-3853	224	61	battery	battery	NOUN
cana-3853	224	62	at	at	ADP
cana-3853	224	63	4	4	NUM
cana-3853	224	64	am	am	NOUN
cana-3853	224	65	on	on	ADP
cana-3853	224	66	18th	18th	ADJ
cana-3853	224	67	february	february	NOUN
cana-3853	224	68	is	be	AUX
cana-3853	224	69	53.97	53.97	NUM
cana-3853	224	70	%	%	NOUN
cana-3853	224	71	.	.	PUNCT
cana-3853	225	1	fig.9	fig.9	PROPN
cana-3853	225	2	is	be	AUX
cana-3853	225	3	showing	show	VERB
cana-3853	225	4	that	that	SCONJ
cana-3853	225	5	the	the	DET
cana-3853	225	6	soc	soc	NOUN
cana-3853	225	7	of	of	ADP
cana-3853	225	8	battery	battery	NOUN
cana-3853	225	9	is	be	AUX
cana-3853	225	10	100	100	NUM
cana-3853	225	11	%	%	NOUN
cana-3853	225	12	at	at	ADP
cana-3853	225	13	11	11	NUM
cana-3853	225	14	am	am	NOUN
cana-3853	225	15	on	on	ADP
cana-3853	225	16	8th	8th	ADJ
cana-3853	225	17	january	january	PROPN
cana-3853	225	18	.	.	PUNCT
cana-3853	226	1	the	the	DET
cana-3853	226	2	results	result	NOUN
cana-3853	226	3	presented	present	VERB
cana-3853	226	4	in	in	ADP
cana-3853	226	5	fig10	fig10	PROPN
cana-3853	226	6	-	-	PUNCT
cana-3853	226	7	fig13	fig13	PROPN
cana-3853	226	8	are	be	AUX
cana-3853	226	9	a	a	DET
cana-3853	226	10	comparison	comparison	NOUN
cana-3853	226	11	between	between	ADP
cana-3853	226	12	time	time	NOUN
cana-3853	226	13	series	series	NOUN
cana-3853	226	14	analysis	analysis	NOUN
cana-3853	226	15	plots	plot	NOUN
cana-3853	226	16	of	of	ADP
cana-3853	226	17	total	total	ADJ
cana-3853	226	18	electrical	electrical	ADJ
cana-3853	226	19	load	load	NOUN
cana-3853	226	20	served	serve	VERB
cana-3853	226	21	,	,	PUNCT
cana-3853	226	22	renewable	renewable	ADJ
cana-3853	226	23	penetration	penetration	NOUN
cana-3853	226	24	,	,	PUNCT
cana-3853	226	25	generic	generic	ADJ
cana-3853	226	26	1kwh	1kwh	NUM
cana-3853	226	27	li	li	NOUN
cana-3853	226	28	-	-	PUNCT
cana-3853	226	29	ion(asm	ion(asm	NOUN
cana-3853	226	30	)	)	PUNCT
cana-3853	226	31	state	state	NOUN
cana-3853	226	32	of	of	ADP
cana-3853	226	33	charge	charge	NOUN
cana-3853	226	34	,	,	PUNCT
cana-3853	226	35	auto	auto	NOUN
cana-3853	226	36	genset	genset	NOUN
cana-3853	226	37	power	power	NOUN
cana-3853	226	38	output	output	NOUN
cana-3853	226	39	,	,	PUNCT
cana-3853	226	40	generic	generic	ADJ
cana-3853	226	41	1kwh	1kwh	NUM
cana-3853	226	42	li	li	NOUN
cana-3853	226	43	-	-	NOUN
cana-3853	226	44	ion(asm	ion(asm	NOUN
cana-3853	226	45	)	)	PUNCT
cana-3853	226	46	discharge	discharge	NOUN
cana-3853	226	47	power	power	NOUN
cana-3853	226	48	,	,	PUNCT
cana-3853	226	49	ac	ac	PROPN
cana-3853	226	50	primary	primary	ADJ
cana-3853	226	51	load	load	NOUN
cana-3853	226	52	served	serve	VERB
cana-3853	226	53	,	,	PUNCT
cana-3853	226	54	ac	ac	PROPN
cana-3853	226	55	primary	primary	ADJ
cana-3853	226	56	load	load	NOUN
cana-3853	226	57	,	,	PUNCT
cana-3853	226	58	renewable	renewable	ADJ
cana-3853	226	59	power	power	NOUN
cana-3853	226	60	output	output	NOUN
cana-3853	226	61	in	in	ADP
cana-3853	226	62	different	different	ADJ
cana-3853	226	63	months	month	NOUN
cana-3853	226	64	at	at	ADP
cana-3853	226	65	various	various	ADJ
cana-3853	226	66	timings	timing	NOUN
cana-3853	226	67	on	on	ADP
cana-3853	226	68	different	different	ADJ
cana-3853	226	69	days	day	NOUN
cana-3853	226	70	.	.	PUNCT
cana-3853	227	1	table.v	table.v	NUM
cana-3853	228	1	iii	iii	NUM
cana-3853	228	2	comparative	comparative	ADJ
cana-3853	228	3	time	time	NOUN
cana-3853	228	4	series	series	PROPN
cana-3853	228	5	analysis	analysis	NOUN
cana-3853	228	6	sl.no	sl.no	NOUN
cana-3853	228	7	description	description	NOUN
cana-3853	228	8	saturday	saturday	PROPN
cana-3853	228	9	4	4	NUM
cana-3853	228	10	am	am	NOUN
cana-3853	228	11	on	on	ADP
cana-3853	228	12	18th	18th	ADJ
cana-3853	228	13	february	february	PROPN
cana-3853	228	14	sunday	sunday	PROPN
cana-3853	228	15	11	11	NUM
cana-3853	228	16	am	am	NOUN
cana-3853	228	17	on	on	ADP
cana-3853	228	18	8th	8th	ADJ
cana-3853	228	19	january	january	PROPN
cana-3853	228	20	sunday	sunday	PROPN
cana-3853	228	21	12	12	NUM
cana-3853	228	22	pm	pm	NOUN
cana-3853	228	23	on	on	ADP
cana-3853	228	24	16th	16th	ADJ
cana-3853	228	25	july	july	PROPN
cana-3853	228	26	tuesday	tuesday	PROPN
cana-3853	228	27	6	6	NUM
cana-3853	228	28	pm	pm	NOUN
cana-3853	228	29	on	on	ADP
cana-3853	228	30	25th	25th	ADJ
cana-3853	228	31	december	december	PROPN
cana-3853	228	32	1	1	NUM
cana-3853	228	33	total	total	ADJ
cana-3853	228	34	electrical	electrical	ADJ
cana-3853	228	35	load	load	NOUN
cana-3853	228	36	served	serve	VERB
cana-3853	228	37	,	,	PUNCT
cana-3853	228	38	7.00kw	7.00kw	NUM
cana-3853	228	39	6999998kw	6999998kw	ADJ
cana-3853	228	40	7kw	7kw	NOUN
cana-3853	228	41	7.00kw	7.00kw	ADJ
cana-3853	228	42	2	2	NUM
cana-3853	228	43	renewable	renewable	ADJ
cana-3853	228	44	penetration	penetration	NOUN
cana-3853	228	45	,	,	PUNCT
cana-3853	228	46	0	0	NUM
cana-3853	228	47	%	%	NOUN
cana-3853	228	48	0.02	0.02	NUM
cana-3853	228	49	%	%	NOUN
cana-3853	228	50	26887.75	26887.75	NUM
cana-3853	228	51	%	%	NOUN
cana-3853	228	52	0	0	NUM
cana-3853	228	53	%	%	NOUN
cana-3853	228	54	3	3	NUM
cana-3853	228	55	generic	generic	ADJ
cana-3853	228	56	1kwh	1kwh	PROPN
cana-3853	228	57	liion(asm	liion(asm	NOUN
cana-3853	228	58	)	)	PUNCT
cana-3853	228	59	state	state	NOUN
cana-3853	228	60	of	of	ADP
cana-3853	228	61	charge	charge	NOUN
cana-3853	228	62	,	,	PUNCT
cana-3853	228	63	53.97	53.97	NUM
cana-3853	228	64	%	%	NOUN
cana-3853	228	65	100	100	NUM
cana-3853	228	66	%	%	NOUN
cana-3853	228	67	100	100	NUM
cana-3853	228	68	%	%	NOUN
cana-3853	228	69	95.74	95.74	NUM
cana-3853	228	70	%	%	NOUN
cana-3853	228	71	4	4	NUM
cana-3853	228	72	auto	auto	NOUN
cana-3853	228	73	genset	genset	NOUN
cana-3853	228	74	power	power	NOUN
cana-3853	228	75	output	output	NOUN
cana-3853	228	76	,	,	PUNCT
cana-3853	229	1	0kw	0kw	NOUN
cana-3853	229	2	6999970kw	6999970kw	PROPN
cana-3853	229	3	0kw	0kw	PROPN
cana-3853	229	4	0kw	0kw	NOUN
cana-3853	229	5	5	5	NUM
cana-3853	229	6	generic	generic	ADJ
cana-3853	229	7	1kwh	1kwh	PROPN
cana-3853	229	8	liion(asm	liion(asm	NOUN
cana-3853	229	9	)	)	PUNCT
cana-3853	229	10	discharge	discharge	NOUN
cana-3853	229	11	power	power	NOUN
cana-3853	229	12	,	,	PUNCT
cana-3853	229	13	7.37kw	7.37kw	NOUN
cana-3853	229	14	134.06kw	134.06kw	NOUN
cana-3853	229	15	132.58kw	132.58kw	NUM
cana-3853	229	16	131.38kw	131.38kw	NUM
cana-3853	229	17	6	6	NUM
cana-3853	229	18	ac	ac	PROPN
cana-3853	229	19	primary	primary	ADJ
cana-3853	229	20	load	load	NOUN
cana-3853	229	21	served	serve	VERB
cana-3853	229	22	,	,	PUNCT
cana-3853	229	23	7.00kw	7.00kw	NUM
cana-3853	229	24	6999998kw	6999998kw	NOUN
cana-3853	229	25	7.00kw	7.00kw	NUM
cana-3853	229	26	7.00kw	7.00kw	NUM
cana-3853	229	27	7	7	NUM
cana-3853	229	28	ac	ac	PROPN
cana-3853	229	29	primary	primary	ADJ
cana-3853	229	30	load	load	NOUN
cana-3853	229	31	,	,	PUNCT
cana-3853	229	32	7.00kw	7.00kw	NOUN
cana-3853	229	33	6999998kw	6999998kw	NOUN
cana-3853	229	34	7.00kw	7.00kw	NUM
cana-3853	229	35	7.00kw	7.00kw	NUM
cana-3853	229	36	8	8	NUM
cana-3853	229	37	renewable	renewable	ADJ
cana-3853	229	38	power	power	NOUN
cana-3853	229	39	output	output	NOUN
cana-3853	229	40	0kw	0kw	NOUN
cana-3853	230	1	1570.1kw	1570.1kw	NUM
cana-3853	230	2	1882.14kw	1882.14kw	NUM
cana-3853	230	3	communications	communication	NOUN
cana-3853	230	4	on	on	ADP
cana-3853	230	5	applied	apply	VERB
cana-3853	230	6	nonlinear	nonlinear	ADJ
cana-3853	230	7	analysis	analysis	NOUN
cana-3853	230	8	issn	issn	NOUN
cana-3853	230	9	:	:	PUNCT
cana-3853	230	10	1074	1074	NUM
cana-3853	230	11	-	-	PUNCT
cana-3853	230	12	133x	133x	NUM
cana-3853	230	13	vol	vol	NOUN
cana-3853	230	14	32	32	NUM
cana-3853	230	15	no	no	NOUN
cana-3853	230	16	.	.	PUNCT
cana-3853	231	1	9s	9s	NUM
cana-3853	231	2	(	(	PUNCT
cana-3853	231	3	2025	2025	NUM
cana-3853	231	4	)	)	PUNCT
cana-3853	232	1	250	250	NUM
cana-3853	232	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	232	3	fig.6	fig.6	PROPN
cana-3853	232	4	daily	daily	ADJ
cana-3853	232	5	production	production	NOUN
cana-3853	232	6	of	of	ADP
cana-3853	232	7	the	the	DET
cana-3853	232	8	power	power	NOUN
cana-3853	232	9	from	from	ADP
cana-3853	232	10	pv	pv	INTJ
cana-3853	232	11	fig.7	fig.7	ADV
cana-3853	232	12	daily	daily	ADJ
cana-3853	232	13	production	production	NOUN
cana-3853	232	14	of	of	ADP
cana-3853	232	15	the	the	DET
cana-3853	232	16	power	power	NOUN
cana-3853	232	17	from	from	ADP
cana-3853	232	18	generator	generator	PROPN
cana-3853	232	19	fig.8	fig.8	PROPN
cana-3853	232	20	state	state	NOUN
cana-3853	232	21	of	of	ADP
cana-3853	232	22	charge	charge	NOUN
cana-3853	232	23	of	of	ADP
cana-3853	232	24	the	the	DET
cana-3853	232	25	battery	battery	NOUN
cana-3853	232	26	at	at	ADP
cana-3853	232	27	4.00am	4.00am	NUM
cana-3853	232	28	in	in	ADP
cana-3853	232	29	february	february	PROPN
cana-3853	232	30	fig.8	fig.8	PROPN
cana-3853	232	31	state	state	NOUN
cana-3853	232	32	of	of	ADP
cana-3853	232	33	charge	charge	NOUN
cana-3853	232	34	of	of	ADP
cana-3853	232	35	the	the	DET
cana-3853	232	36	battery	battery	NOUN
cana-3853	232	37	at	at	ADP
cana-3853	232	38	11.00am	11.00am	NUM
cana-3853	232	39	in	in	ADP
cana-3853	232	40	january	january	PROPN
cana-3853	232	41	fig.10	fig.10	DET
cana-3853	232	42	time	time	NOUN
cana-3853	232	43	series	series	NOUN
cana-3853	232	44	analysis	analysis	NOUN
cana-3853	232	45	at	at	ADP
cana-3853	232	46	4.00am	4.00am	NUM
cana-3853	232	47	february	february	PROPN
cana-3853	232	48	communications	communication	NOUN
cana-3853	232	49	on	on	ADP
cana-3853	232	50	applied	apply	VERB
cana-3853	232	51	nonlinear	nonlinear	ADJ
cana-3853	232	52	analysis	analysis	NOUN
cana-3853	232	53	issn	issn	NOUN
cana-3853	232	54	:	:	PUNCT
cana-3853	232	55	1074	1074	NUM
cana-3853	232	56	-	-	PUNCT
cana-3853	232	57	133x	133x	NUM
cana-3853	232	58	vol	vol	NOUN
cana-3853	232	59	32	32	NUM
cana-3853	232	60	no	no	NOUN
cana-3853	232	61	.	.	PUNCT
cana-3853	233	1	9s	9s	NUM
cana-3853	233	2	(	(	PUNCT
cana-3853	233	3	2025	2025	NUM
cana-3853	233	4	)	)	PUNCT
cana-3853	233	5	251	251	NUM
cana-3853	234	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	234	2	fig.11time	fig.11time	NOUN
cana-3853	234	3	analysis	analysis	NOUN
cana-3853	234	4	at	at	ADP
cana-3853	234	5	11.00am	11.00am	NUM
cana-3853	234	6	january	january	PROPN
cana-3853	234	7	fig.12	fig.12	NOUN
cana-3853	234	8	time	time	NOUN
cana-3853	234	9	analysis	analysis	NOUN
cana-3853	234	10	at	at	ADP
cana-3853	234	11	12.00pm	12.00pm	NUM
cana-3853	234	12	july	july	PROPN
cana-3853	234	13	communications	communication	NOUN
cana-3853	234	14	on	on	ADP
cana-3853	234	15	applied	apply	VERB
cana-3853	234	16	nonlinear	nonlinear	ADJ
cana-3853	234	17	analysis	analysis	NOUN
cana-3853	234	18	issn	issn	NOUN
cana-3853	234	19	:	:	PUNCT
cana-3853	234	20	1074	1074	NUM
cana-3853	234	21	-	-	PUNCT
cana-3853	234	22	133x	133x	NUM
cana-3853	234	23	vol	vol	NOUN
cana-3853	234	24	32	32	NUM
cana-3853	234	25	no	no	NOUN
cana-3853	234	26	.	.	PUNCT
cana-3853	235	1	9s	9s	NUM
cana-3853	235	2	(	(	PUNCT
cana-3853	235	3	2025	2025	NUM
cana-3853	235	4	)	)	PUNCT
cana-3853	235	5	252	252	NUM
cana-3853	235	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	235	7	fig.13	fig.13	VERB
cana-3853	235	8	time	time	NOUN
cana-3853	235	9	analysis	analysis	NOUN
cana-3853	235	10	at	at	ADP
cana-3853	235	11	6.00pm	6.00pm	NUM
cana-3853	235	12	december	december	PROPN
cana-3853	235	13	3.4	3.4	NUM
cana-3853	235	14	observations	observation	NOUN
cana-3853	235	15	and	and	CCONJ
cana-3853	235	16	findings	finding	NOUN
cana-3853	235	17	:	:	PUNCT
cana-3853	235	18	the	the	DET
cana-3853	235	19	monthly	monthly	ADJ
cana-3853	235	20	load	load	NOUN
cana-3853	235	21	forecasts	forecast	NOUN
cana-3853	235	22	used	use	VERB
cana-3853	235	23	for	for	ADP
cana-3853	235	24	homer	homer	NOUN
cana-3853	235	25	simulations	simulation	NOUN
cana-3853	235	26	are	be	AUX
cana-3853	235	27	derived	derive	VERB
cana-3853	235	28	from	from	ADP
cana-3853	235	29	a	a	DET
cana-3853	235	30	tcn	tcn	PROPN
cana-3853	235	31	-	-	PUNCT
cana-3853	235	32	based	base	VERB
cana-3853	235	33	bigrulstm	bigrulstm	NOUN
cana-3853	235	34	model	model	NOUN
cana-3853	235	35	.	.	PUNCT
cana-3853	236	1	this	this	DET
cana-3853	236	2	approach	approach	NOUN
cana-3853	236	3	provides	provide	VERB
cana-3853	236	4	an	an	DET
cana-3853	236	5	in	in	ADP
cana-3853	236	6	-	-	PUNCT
cana-3853	236	7	depth	depth	NOUN
cana-3853	236	8	understanding	understanding	NOUN
cana-3853	236	9	of	of	ADP
cana-3853	236	10	anticipated	anticipate	VERB
cana-3853	236	11	energy	energy	NOUN
cana-3853	236	12	requirements	requirement	NOUN
cana-3853	236	13	.	.	PUNCT
cana-3853	237	1	nonetheless	nonetheless	ADV
cana-3853	237	2	,	,	PUNCT
cana-3853	237	3	there	there	PRON
cana-3853	237	4	are	be	VERB
cana-3853	237	5	many	many	ADJ
cana-3853	237	6	limitations	limitation	NOUN
cana-3853	237	7	associated	associate	VERB
cana-3853	237	8	with	with	ADP
cana-3853	237	9	employing	employ	VERB
cana-3853	237	10	such	such	ADJ
cana-3853	237	11	forecasts	forecast	NOUN
cana-3853	237	12	in	in	ADP
cana-3853	237	13	homer	homer	NOUN
cana-3853	237	14	simulations	simulation	NOUN
cana-3853	237	15	.	.	PUNCT
cana-3853	238	1	to	to	PART
cana-3853	238	2	overcome	overcome	VERB
cana-3853	238	3	these	these	DET
cana-3853	238	4	limitations	limitation	NOUN
cana-3853	238	5	in	in	ADP
cana-3853	238	6	homer	homer	NOUN
cana-3853	238	7	,	,	PUNCT
cana-3853	238	8	it	it	PRON
cana-3853	238	9	is	be	AUX
cana-3853	238	10	essential	essential	ADJ
cana-3853	238	11	to	to	PART
cana-3853	238	12	continuously	continuously	ADV
cana-3853	238	13	observe	observe	VERB
cana-3853	238	14	actual	actual	ADJ
cana-3853	238	15	load	load	NOUN
cana-3853	238	16	patterns	pattern	NOUN
cana-3853	238	17	and	and	CCONJ
cana-3853	238	18	regularly	regularly	ADV
cana-3853	238	19	revise	revise	VERB
cana-3853	238	20	load	load	NOUN
cana-3853	238	21	forecasts	forecast	NOUN
cana-3853	238	22	.	.	PUNCT
cana-3853	239	1	the	the	DET
cana-3853	239	2	following	follow	VERB
cana-3853	239	3	are	be	AUX
cana-3853	239	4	the	the	DET
cana-3853	239	5	observations	observation	NOUN
cana-3853	239	6	and	and	CCONJ
cana-3853	239	7	findings	finding	NOUN
cana-3853	239	8	from	from	ADP
cana-3853	239	9	the	the	DET
cana-3853	239	10	proposed	propose	VERB
cana-3853	239	11	work	work	NOUN
cana-3853	239	12	i.	i.	PROPN
cana-3853	239	13	homer	homer	PROPN
cana-3853	239	14	presumes	presume	VERB
cana-3853	239	15	that	that	SCONJ
cana-3853	239	16	load	load	NOUN
cana-3853	239	17	patterns	pattern	NOUN
cana-3853	239	18	will	will	AUX
cana-3853	239	19	exhibit	exhibit	VERB
cana-3853	239	20	comparable	comparable	ADJ
cana-3853	239	21	trends	trend	NOUN
cana-3853	239	22	in	in	ADP
cana-3853	239	23	the	the	DET
cana-3853	239	24	upcoming	upcoming	ADJ
cana-3853	239	25	months	month	NOUN
cana-3853	239	26	,	,	PUNCT
cana-3853	239	27	which	which	PRON
cana-3853	239	28	do	do	AUX
cana-3853	239	29	not	not	PART
cana-3853	239	30	need	need	VERB
cana-3853	239	31	to	to	PART
cana-3853	239	32	be	be	AUX
cana-3853	239	33	correct	correct	ADJ
cana-3853	239	34	.	.	PUNCT
cana-3853	240	1	this	this	PRON
cana-3853	240	2	constrains	constrain	VERB
cana-3853	240	3	the	the	DET
cana-3853	240	4	adaptability	adaptability	NOUN
cana-3853	240	5	of	of	ADP
cana-3853	240	6	the	the	DET
cana-3853	240	7	simulation	simulation	NOUN
cana-3853	240	8	when	when	SCONJ
cana-3853	240	9	real	real	ADJ
cana-3853	240	10	load	load	NOUN
cana-3853	240	11	patterns	pattern	NOUN
cana-3853	240	12	diverge	diverge	VERB
cana-3853	240	13	from	from	ADP
cana-3853	240	14	the	the	DET
cana-3853	240	15	predicted	predict	VERB
cana-3853	240	16	model	model	NOUN
cana-3853	240	17	's	's	PART
cana-3853	240	18	expectations	expectation	NOUN
cana-3853	240	19	.	.	PUNCT
cana-3853	241	1	ii	ii	PROPN
cana-3853	241	2	.	.	PUNCT
cana-3853	241	3	homer	homer	NOUN
cana-3853	241	4	evaluates	evaluate	VERB
cana-3853	241	5	the	the	DET
cana-3853	241	6	share	share	NOUN
cana-3853	241	7	of	of	ADP
cana-3853	241	8	renewables	renewable	NOUN
cana-3853	241	9	based	base	VERB
cana-3853	241	10	on	on	ADP
cana-3853	241	11	the	the	DET
cana-3853	241	12	existing	exist	VERB
cana-3853	241	13	load	load	NOUN
cana-3853	241	14	and	and	CCONJ
cana-3853	241	15	the	the	DET
cana-3853	241	16	generation	generation	NOUN
cana-3853	241	17	of	of	ADP
cana-3853	241	18	renewable	renewable	ADJ
cana-3853	241	19	energy	energy	NOUN
cana-3853	241	20	.	.	PUNCT
cana-3853	242	1	when	when	SCONJ
cana-3853	242	2	the	the	DET
cana-3853	242	3	forecasted	forecast	VERB
cana-3853	242	4	load	load	NOUN
cana-3853	242	5	fluctuates	fluctuate	NOUN
cana-3853	242	6	drastically	drastically	ADV
cana-3853	242	7	as	as	SCONJ
cana-3853	242	8	seen	see	VERB
cana-3853	242	9	in	in	ADP
cana-3853	242	10	table.viii	table.viii	NUM
cana-3853	242	11	with	with	ADP
cana-3853	242	12	a	a	DET
cana-3853	242	13	26887.75	26887.75	NUM
cana-3853	242	14	%	%	NOUN
cana-3853	242	15	penetration	penetration	NOUN
cana-3853	242	16	.	.	PUNCT
cana-3853	243	1	this	this	PRON
cana-3853	243	2	depicts	depict	VERB
cana-3853	243	3	an	an	DET
cana-3853	243	4	inflated	inflated	ADJ
cana-3853	243	5	or	or	CCONJ
cana-3853	243	6	unrealistic	unrealistic	ADJ
cana-3853	243	7	representation	representation	NOUN
cana-3853	243	8	of	of	ADP
cana-3853	243	9	renewable	renewable	ADJ
cana-3853	243	10	energy	energy	NOUN
cana-3853	243	11	efficacy	efficacy	NOUN
cana-3853	243	12	.	.	PUNCT
cana-3853	244	1	iii	iii	X
cana-3853	244	2	.	.	PUNCT
cana-3853	245	1	while	while	SCONJ
cana-3853	245	2	the	the	DET
cana-3853	245	3	proposed	propose	VERB
cana-3853	245	4	tcn	tcn	NOUN
cana-3853	245	5	-	-	PUNCT
cana-3853	245	6	based	base	VERB
cana-3853	245	7	bigru	bigru	NOUN
cana-3853	245	8	-	-	PUNCT
cana-3853	245	9	lstm	lstm	ADJ
cana-3853	245	10	model	model	NOUN
cana-3853	245	11	effectively	effectively	ADV
cana-3853	245	12	incorporates	incorporate	VERB
cana-3853	245	13	historical	historical	ADJ
cana-3853	245	14	data	datum	NOUN
cana-3853	245	15	,	,	PUNCT
cana-3853	245	16	homer	homer	NOUN
cana-3853	245	17	fails	fail	VERB
cana-3853	245	18	to	to	PART
cana-3853	245	19	adjust	adjust	VERB
cana-3853	245	20	to	to	ADP
cana-3853	245	21	swift	swift	ADJ
cana-3853	245	22	alterations	alteration	NOUN
cana-3853	245	23	in	in	ADP
cana-3853	245	24	external	external	ADJ
cana-3853	245	25	factors	factor	NOUN
cana-3853	245	26	such	such	ADJ
cana-3853	245	27	as	as	ADP
cana-3853	245	28	seasonality	seasonality	NOUN
cana-3853	245	29	,	,	PUNCT
cana-3853	245	30	economic	economic	ADJ
cana-3853	245	31	changes	change	NOUN
cana-3853	245	32	,	,	PUNCT
cana-3853	245	33	or	or	CCONJ
cana-3853	245	34	policy	policy	NOUN
cana-3853	245	35	shifts	shift	NOUN
cana-3853	245	36	that	that	PRON
cana-3853	245	37	could	could	AUX
cana-3853	245	38	influence	influence	VERB
cana-3853	245	39	energy	energy	NOUN
cana-3853	245	40	consumption	consumption	NOUN
cana-3853	245	41	trends	trend	NOUN
cana-3853	245	42	in	in	ADP
cana-3853	245	43	real	real	ADJ
cana-3853	245	44	-	-	PUNCT
cana-3853	245	45	time	time	NOUN
cana-3853	245	46	.	.	PUNCT
cana-3853	246	1	iv	iv	X
cana-3853	246	2	.	.	PUNCT
cana-3853	247	1	the	the	DET
cana-3853	247	2	tcn	tcn	PROPN
cana-3853	247	3	-	-	PUNCT
cana-3853	247	4	based	base	VERB
cana-3853	247	5	bigru	bigru	NOUN
cana-3853	247	6	-	-	PUNCT
cana-3853	247	7	lstm	lstm	ADJ
cana-3853	247	8	models	model	NOUN
cana-3853	247	9	excel	excel	VERB
cana-3853	247	10	in	in	ADP
cana-3853	247	11	making	make	VERB
cana-3853	247	12	short	short	ADJ
cana-3853	247	13	-	-	PUNCT
cana-3853	247	14	term	term	NOUN
cana-3853	247	15	predictions	prediction	NOUN
cana-3853	247	16	,	,	PUNCT
cana-3853	247	17	but	but	CCONJ
cana-3853	247	18	their	their	PRON
cana-3853	247	19	accuracy	accuracy	NOUN
cana-3853	247	20	may	may	AUX
cana-3853	247	21	decline	decline	VERB
cana-3853	247	22	when	when	SCONJ
cana-3853	247	23	it	it	PRON
cana-3853	247	24	comes	come	VERB
cana-3853	247	25	to	to	ADP
cana-3853	247	26	long	long	ADJ
cana-3853	247	27	-	-	PUNCT
cana-3853	247	28	term	term	NOUN
cana-3853	247	29	monthly	monthly	ADJ
cana-3853	247	30	forecasts	forecast	NOUN
cana-3853	247	31	.	.	PUNCT
cana-3853	248	1	this	this	DET
cana-3853	248	2	discrepancy	discrepancy	NOUN
cana-3853	248	3	could	could	AUX
cana-3853	248	4	lead	lead	VERB
cana-3853	248	5	to	to	ADP
cana-3853	248	6	differences	difference	NOUN
cana-3853	248	7	between	between	ADP
cana-3853	248	8	the	the	DET
cana-3853	248	9	actual	actual	ADJ
cana-3853	248	10	load	load	NOUN
cana-3853	248	11	and	and	CCONJ
cana-3853	248	12	the	the	DET
cana-3853	248	13	predicted	predict	VERB
cana-3853	248	14	load	load	NOUN
cana-3853	248	15	,	,	PUNCT
cana-3853	248	16	which	which	PRON
cana-3853	248	17	homer	homer	NOUN
cana-3853	248	18	utilizes	utilize	VERB
cana-3853	248	19	as	as	ADP
cana-3853	248	20	a	a	DET
cana-3853	248	21	fundamental	fundamental	ADJ
cana-3853	248	22	reference	reference	NOUN
cana-3853	248	23	for	for	ADP
cana-3853	248	24	its	its	PRON
cana-3853	248	25	simulation	simulation	NOUN
cana-3853	248	26	.	.	PUNCT
cana-3853	249	1	v.	v.	ADP
cana-3853	249	2	homer	homer	NOUN
cana-3853	249	3	assumed	assume	VERB
cana-3853	249	4	that	that	SCONJ
cana-3853	249	5	the	the	DET
cana-3853	249	6	responses	response	NOUN
cana-3853	249	7	of	of	ADP
cana-3853	249	8	storage	storage	NOUN
cana-3853	249	9	and	and	CCONJ
cana-3853	249	10	generators	generator	NOUN
cana-3853	249	11	are	be	AUX
cana-3853	249	12	closely	closely	ADV
cana-3853	249	13	linked	link	VERB
cana-3853	249	14	to	to	ADP
cana-3853	249	15	the	the	DET
cana-3853	249	16	predicted	predict	VERB
cana-3853	249	17	load	load	NOUN
cana-3853	249	18	.	.	PUNCT
cana-3853	250	1	if	if	SCONJ
cana-3853	250	2	the	the	DET
cana-3853	250	3	predicted	predict	VERB
cana-3853	250	4	load	load	NOUN
cana-3853	250	5	varies	vary	VERB
cana-3853	250	6	considerably	considerably	ADV
cana-3853	250	7	from	from	ADP
cana-3853	250	8	the	the	DET
cana-3853	250	9	actual	actual	ADJ
cana-3853	250	10	conditions	condition	NOUN
cana-3853	250	11	,	,	PUNCT
cana-3853	250	12	it	it	PRON
cana-3853	250	13	results	result	VERB
cana-3853	250	14	in	in	ADP
cana-3853	250	15	inadequate	inadequate	ADJ
cana-3853	250	16	or	or	CCONJ
cana-3853	250	17	impractical	impractical	ADJ
cana-3853	250	18	sizing	sizing	NOUN
cana-3853	250	19	of	of	ADP
cana-3853	250	20	energy	energy	NOUN
cana-3853	250	21	storage	storage	NOUN
cana-3853	250	22	solutions	solution	NOUN
cana-3853	250	23	and	and	CCONJ
cana-3853	250	24	generators	generator	NOUN
cana-3853	250	25	.	.	PUNCT
cana-3853	251	1	vi	vi	X
cana-3853	251	2	.	.	PROPN
cana-3853	251	3	homer	homer	NOUN
cana-3853	251	4	's	's	PART
cana-3853	251	5	deterministic	deterministic	ADJ
cana-3853	251	6	method	method	NOUN
cana-3853	251	7	could	could	AUX
cana-3853	251	8	not	not	PART
cana-3853	251	9	adequately	adequately	ADV
cana-3853	251	10	reflect	reflect	VERB
cana-3853	251	11	the	the	DET
cana-3853	251	12	unpredictable	unpredictable	ADJ
cana-3853	251	13	characteristics	characteristic	NOUN
cana-3853	251	14	of	of	ADP
cana-3853	251	15	renewable	renewable	ADJ
cana-3853	251	16	resources	resource	NOUN
cana-3853	251	17	and	and	CCONJ
cana-3853	251	18	their	their	PRON
cana-3853	251	19	influence	influence	NOUN
cana-3853	251	20	on	on	ADP
cana-3853	251	21	load	load	NOUN
cana-3853	251	22	fluctuations	fluctuation	NOUN
cana-3853	251	23	throughout	throughout	ADP
cana-3853	251	24	the	the	DET
cana-3853	251	25	months	month	NOUN
cana-3853	251	26	.	.	PUNCT
cana-3853	252	1	thus	thus	ADV
cana-3853	252	2	resulted	result	VERB
cana-3853	252	3	in	in	ADP
cana-3853	252	4	unrealistic	unrealistic	ADJ
cana-3853	252	5	forecasts	forecast	NOUN
cana-3853	252	6	during	during	ADP
cana-3853	252	7	months	month	NOUN
cana-3853	252	8	of	of	ADP
cana-3853	252	9	february	february	PROPN
cana-3853	252	10	,	,	PUNCT
cana-3853	252	11	july	july	PROPN
cana-3853	252	12	and	and	CCONJ
cana-3853	252	13	december	december	PROPN
cana-3853	252	14	.	.	PUNCT
cana-3853	253	1	4	4	X
cana-3853	253	2	.	.	X
cana-3853	253	3	conclusion	conclusion	VERB
cana-3853	253	4	the	the	DET
cana-3853	253	5	application	application	NOUN
cana-3853	253	6	of	of	ADP
cana-3853	253	7	a	a	DET
cana-3853	253	8	tcn	tcn	NOUN
cana-3853	253	9	-	-	PUNCT
cana-3853	253	10	based	base	VERB
cana-3853	253	11	bigru	bigru	NOUN
cana-3853	253	12	-	-	PUNCT
cana-3853	253	13	lstm	lstm	ADJ
cana-3853	253	14	model	model	NOUN
cana-3853	253	15	for	for	ADP
cana-3853	253	16	forecasting	forecast	VERB
cana-3853	253	17	monthly	monthly	ADJ
cana-3853	253	18	loads	load	NOUN
cana-3853	253	19	in	in	ADP
cana-3853	253	20	homer	homer	NOUN
cana-3853	253	21	establishes	establish	VERB
cana-3853	253	22	a	a	DET
cana-3853	253	23	solid	solid	ADJ
cana-3853	253	24	foundation	foundation	NOUN
cana-3853	253	25	for	for	ADP
cana-3853	253	26	time	time	NOUN
cana-3853	253	27	-	-	PUNCT
cana-3853	253	28	series	series	NOUN
cana-3853	253	29	predictions	prediction	NOUN
cana-3853	253	30	,	,	PUNCT
cana-3853	253	31	delivering	deliver	VERB
cana-3853	253	32	more	more	ADV
cana-3853	253	33	accurate	accurate	ADJ
cana-3853	253	34	projections	projection	NOUN
cana-3853	253	35	of	of	ADP
cana-3853	253	36	future	future	ADJ
cana-3853	253	37	energy	energy	NOUN
cana-3853	253	38	requirements	requirement	NOUN
cana-3853	253	39	derived	derive	VERB
cana-3853	253	40	from	from	ADP
cana-3853	253	41	past	past	ADJ
cana-3853	253	42	data	datum	NOUN
cana-3853	253	43	.	.	PUNCT
cana-3853	254	1	this	this	PRON
cana-3853	254	2	contributes	contribute	VERB
cana-3853	254	3	to	to	ADP
cana-3853	254	4	the	the	DET
cana-3853	254	5	enhancement	enhancement	NOUN
cana-3853	254	6	of	of	ADP
cana-3853	254	7	energy	energy	NOUN
cana-3853	254	8	system	system	NOUN
cana-3853	254	9	simulations	simulation	NOUN
cana-3853	254	10	and	and	CCONJ
cana-3853	254	11	strategic	strategic	ADJ
cana-3853	254	12	planning	planning	NOUN
cana-3853	254	13	.	.	PUNCT
cana-3853	255	1	while	while	SCONJ
cana-3853	255	2	homer	homer	NOUN
cana-3853	255	3	serves	serve	VERB
cana-3853	255	4	as	as	ADP
cana-3853	255	5	a	a	DET
cana-3853	255	6	robust	robust	ADJ
cana-3853	255	7	instrument	instrument	NOUN
cana-3853	255	8	for	for	ADP
cana-3853	255	9	modelling	model	VERB
cana-3853	255	10	energy	energy	NOUN
cana-3853	255	11	systems	system	NOUN
cana-3853	255	12	,	,	PUNCT
cana-3853	255	13	it	it	PRON
cana-3853	255	14	can	can	AUX
cana-3853	255	15	yield	yield	VERB
cana-3853	255	16	discrepancies	discrepancy	NOUN
cana-3853	255	17	when	when	SCONJ
cana-3853	255	18	projecting	project	VERB
cana-3853	255	19	future	future	ADJ
cana-3853	255	20	energy	energy	NOUN
cana-3853	255	21	demands	demand	NOUN
cana-3853	255	22	based	base	VERB
cana-3853	255	23	on	on	ADP
cana-3853	255	24	monthly	monthly	ADJ
cana-3853	255	25	estimates	estimate	NOUN
cana-3853	255	26	.	.	PUNCT
cana-3853	256	1	homer	homer	NOUN
cana-3853	256	2	presumes	presume	VERB
cana-3853	256	3	uniform	uniform	ADJ
cana-3853	256	4	load	load	NOUN
cana-3853	256	5	patterns	pattern	NOUN
cana-3853	256	6	throughout	throughout	ADP
cana-3853	256	7	the	the	DET
cana-3853	256	8	months	month	NOUN
cana-3853	256	9	,	,	PUNCT
cana-3853	256	10	which	which	PRON
cana-3853	256	11	can	can	AUX
cana-3853	256	12	not	not	PART
cana-3853	256	13	accurately	accurately	ADV
cana-3853	256	14	represent	represent	VERB
cana-3853	256	15	the	the	DET
cana-3853	256	16	real	real	ADJ
cana-3853	256	17	fluctuations	fluctuation	NOUN
cana-3853	256	18	or	or	CCONJ
cana-3853	256	19	irregularities	irregularity	NOUN
cana-3853	256	20	identified	identify	VERB
cana-3853	256	21	by	by	ADP
cana-3853	256	22	the	the	DET
cana-3853	256	23	forecasting	forecasting	NOUN
cana-3853	256	24	model	model	NOUN
cana-3853	256	25	.	.	PUNCT
cana-3853	257	1	the	the	DET
cana-3853	257	2	results	result	NOUN
cana-3853	257	3	showing	show	VERB
cana-3853	257	4	renewable	renewable	ADJ
cana-3853	257	5	penetration	penetration	NOUN
cana-3853	257	6	for	for	ADP
cana-3853	257	7	e.g.	e.g.	ADV
cana-3853	257	8	,	,	PUNCT
cana-3853	257	9	26887.75	26887.75	NUM
cana-3853	257	10	%	%	NOUN
cana-3853	257	11	,	,	PUNCT
cana-3853	257	12	point	point	VERB
cana-3853	257	13	to	to	ADP
cana-3853	257	14	possible	possible	ADJ
cana-3853	257	15	discrepancies	discrepancy	NOUN
cana-3853	257	16	between	between	ADP
cana-3853	257	17	the	the	DET
cana-3853	257	18	anticipated	anticipated	ADJ
cana-3853	257	19	demand	demand	NOUN
cana-3853	257	20	and	and	CCONJ
cana-3853	257	21	the	the	DET
cana-3853	257	22	renewable	renewable	ADJ
cana-3853	257	23	generation	generation	NOUN
cana-3853	257	24	statistics	statistic	NOUN
cana-3853	257	25	during	during	ADP
cana-3853	257	26	certain	certain	ADJ
cana-3853	257	27	months	month	NOUN
cana-3853	257	28	.	.	PUNCT
cana-3853	258	1	this	this	PRON
cana-3853	258	2	implies	imply	VERB
cana-3853	258	3	a	a	DET
cana-3853	258	4	necessity	necessity	NOUN
cana-3853	258	5	for	for	ADP
cana-3853	258	6	a	a	DET
cana-3853	258	7	more	more	ADV
cana-3853	258	8	refined	refined	ADJ
cana-3853	258	9	approach	approach	NOUN
cana-3853	258	10	to	to	ADP
cana-3853	258	11	managing	manage	VERB
cana-3853	258	12	renewable	renewable	ADJ
cana-3853	258	13	energy	energy	NOUN
cana-3853	258	14	variations	variation	NOUN
cana-3853	258	15	within	within	ADP
cana-3853	258	16	homer	homer	NOUN
cana-3853	258	17	simulations	simulation	NOUN
cana-3853	258	18	to	to	PART
cana-3853	258	19	prevent	prevent	VERB
cana-3853	258	20	overestimation	overestimation	NOUN
cana-3853	258	21	.	.	PUNCT
cana-3853	259	1	homer	homer	NOUN
cana-3853	259	2	’s	’s	PART
cana-3853	259	3	fixed	fix	VERB
cana-3853	259	4	methodology	methodology	NOUN
cana-3853	259	5	for	for	ADP
cana-3853	259	6	forecasting	forecasting	NOUN
cana-3853	259	7	load	load	NOUN
cana-3853	259	8	and	and	CCONJ
cana-3853	259	9	generation	generation	NOUN
cana-3853	259	10	constrains	constrain	VERB
cana-3853	259	11	its	its	PRON
cana-3853	259	12	ability	ability	NOUN
cana-3853	259	13	to	to	PART
cana-3853	259	14	adapt	adapt	VERB
cana-3853	259	15	to	to	ADP
cana-3853	259	16	real	real	ADJ
cana-3853	259	17	-	-	PUNCT
cana-3853	259	18	time	time	NOUN
cana-3853	259	19	fluctuations	fluctuation	NOUN
cana-3853	259	20	within	within	ADP
cana-3853	259	21	energy	energy	NOUN
cana-3853	259	22	systems	system	NOUN
cana-3853	259	23	.	.	PUNCT
cana-3853	260	1	this	this	DET
cana-3853	260	2	communications	communication	NOUN
cana-3853	260	3	on	on	ADP
cana-3853	260	4	applied	apply	VERB
cana-3853	260	5	nonlinear	nonlinear	ADJ
cana-3853	260	6	analysis	analysis	NOUN
cana-3853	260	7	issn	issn	NOUN
cana-3853	260	8	:	:	PUNCT
cana-3853	260	9	1074	1074	NUM
cana-3853	260	10	-	-	PUNCT
cana-3853	260	11	133x	133x	NUM
cana-3853	260	12	vol	vol	NOUN
cana-3853	260	13	32	32	NUM
cana-3853	260	14	no	no	NOUN
cana-3853	260	15	.	.	PUNCT
cana-3853	261	1	9s	9s	NUM
cana-3853	261	2	(	(	PUNCT
cana-3853	261	3	2025	2025	NUM
cana-3853	261	4	)	)	PUNCT
cana-3853	261	5	253	253	NUM
cana-3853	261	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	261	7	could	could	AUX
cana-3853	261	8	lead	lead	VERB
cana-3853	261	9	to	to	ADP
cana-3853	261	10	less	less	ADJ
cana-3853	261	11	-	-	PUNCT
cana-3853	261	12	than	than	ADP
cana-3853	261	13	-	-	PUNCT
cana-3853	261	14	ideal	ideal	ADJ
cana-3853	261	15	choices	choice	NOUN
cana-3853	261	16	when	when	SCONJ
cana-3853	261	17	strategizing	strategize	VERB
cana-3853	261	18	for	for	ADP
cana-3853	261	19	upcoming	upcoming	ADJ
cana-3853	261	20	energy	energy	NOUN
cana-3853	261	21	infrastructure	infrastructure	NOUN
cana-3853	261	22	,	,	PUNCT
cana-3853	261	23	particularly	particularly	ADV
cana-3853	261	24	in	in	ADP
cana-3853	261	25	systems	system	NOUN
cana-3853	261	26	characterized	characterize	VERB
cana-3853	261	27	by	by	ADP
cana-3853	261	28	significant	significant	ADJ
cana-3853	261	29	renewable	renewable	ADJ
cana-3853	261	30	integration	integration	NOUN
cana-3853	261	31	and	and	CCONJ
cana-3853	261	32	storage	storage	NOUN
cana-3853	261	33	capabilities	capability	NOUN
cana-3853	261	34	.	.	PUNCT
cana-3853	262	1	while	while	SCONJ
cana-3853	262	2	tcn	tcn	NOUN
cana-3853	262	3	-	-	PUNCT
cana-3853	262	4	based	base	VERB
cana-3853	262	5	bigru	bigru	NOUN
cana-3853	262	6	-	-	PUNCT
cana-3853	262	7	lstm	lstm	ADJ
cana-3853	262	8	predictions	prediction	NOUN
cana-3853	262	9	offer	offer	VERB
cana-3853	262	10	important	important	ADJ
cana-3853	262	11	insights	insight	NOUN
cana-3853	262	12	into	into	ADP
cana-3853	262	13	load	load	NOUN
cana-3853	262	14	trends	trend	NOUN
cana-3853	262	15	,	,	PUNCT
cana-3853	262	16	ongoing	ongoing	ADJ
cana-3853	262	17	updates	update	NOUN
cana-3853	262	18	and	and	CCONJ
cana-3853	262	19	adjustments	adjustment	NOUN
cana-3853	262	20	to	to	ADP
cana-3853	262	21	the	the	DET
cana-3853	262	22	projected	project	VERB
cana-3853	262	23	load	load	NOUN
cana-3853	262	24	data	datum	NOUN
cana-3853	262	25	are	be	AUX
cana-3853	262	26	crucial	crucial	ADJ
cana-3853	262	27	for	for	ADP
cana-3853	262	28	enhancing	enhance	VERB
cana-3853	262	29	homer	homer	NOUN
cana-3853	262	30	's	's	PART
cana-3853	262	31	simulation	simulation	NOUN
cana-3853	262	32	precision	precision	NOUN
cana-3853	262	33	.	.	PUNCT
cana-3853	263	1	furthermore	furthermore	ADV
cana-3853	263	2	,	,	PUNCT
cana-3853	263	3	incorporating	incorporate	VERB
cana-3853	263	4	variability	variability	NOUN
cana-3853	263	5	,	,	PUNCT
cana-3853	263	6	seasonality	seasonality	NOUN
cana-3853	263	7	,	,	PUNCT
cana-3853	263	8	and	and	CCONJ
cana-3853	263	9	external	external	ADJ
cana-3853	263	10	influences	influence	NOUN
cana-3853	263	11	could	could	AUX
cana-3853	263	12	significantly	significantly	ADV
cana-3853	263	13	boost	boost	VERB
cana-3853	263	14	the	the	DET
cana-3853	263	15	dependability	dependability	NOUN
cana-3853	263	16	of	of	ADP
cana-3853	263	17	these	these	DET
cana-3853	263	18	forecasts	forecast	NOUN
cana-3853	263	19	.	.	PUNCT
cana-3853	264	1	to	to	PART
cana-3853	264	2	address	address	VERB
cana-3853	264	3	these	these	DET
cana-3853	264	4	limitations	limitation	NOUN
cana-3853	264	5	,	,	PUNCT
cana-3853	264	6	the	the	DET
cana-3853	264	7	integration	integration	NOUN
cana-3853	264	8	of	of	ADP
cana-3853	264	9	real	real	ADJ
cana-3853	264	10	-	-	PUNCT
cana-3853	264	11	time	time	NOUN
cana-3853	264	12	data	datum	NOUN
cana-3853	264	13	with	with	ADP
cana-3853	264	14	adaptive	adaptive	ADJ
cana-3853	264	15	modelling	modelling	NOUN
cana-3853	264	16	techniques	technique	NOUN
cana-3853	264	17	and	and	CCONJ
cana-3853	264	18	the	the	DET
cana-3853	264	19	ongoing	ongoing	ADJ
cana-3853	264	20	incorporation	incorporation	NOUN
cana-3853	264	21	of	of	ADP
cana-3853	264	22	feedback	feedback	NOUN
cana-3853	264	23	mechanisms	mechanism	NOUN
cana-3853	264	24	derived	derive	VERB
cana-3853	264	25	from	from	ADP
cana-3853	264	26	actual	actual	ADJ
cana-3853	264	27	load	load	NOUN
cana-3853	264	28	and	and	CCONJ
cana-3853	264	29	renewable	renewable	ADJ
cana-3853	264	30	energy	energy	NOUN
cana-3853	264	31	performance	performance	NOUN
cana-3853	264	32	can	can	AUX
cana-3853	264	33	enhance	enhance	VERB
cana-3853	264	34	the	the	DET
cana-3853	264	35	dependability	dependability	NOUN
cana-3853	264	36	of	of	ADP
cana-3853	264	37	homer	homer	NOUN
cana-3853	264	38	simulations	simulation	NOUN
cana-3853	264	39	,	,	PUNCT
cana-3853	264	40	thereby	thereby	ADV
cana-3853	264	41	ensuring	ensure	VERB
cana-3853	264	42	that	that	SCONJ
cana-3853	264	43	energy	energy	NOUN
cana-3853	264	44	systems	system	NOUN
cana-3853	264	45	are	be	AUX
cana-3853	264	46	configured	configure	VERB
cana-3853	264	47	more	more	ADV
cana-3853	264	48	optimally	optimally	ADV
cana-3853	264	49	for	for	ADP
cana-3853	264	50	actual	actual	ADJ
cana-3853	264	51	environmental	environmental	ADJ
cana-3853	264	52	conditions	condition	NOUN
cana-3853	264	53	.	.	PUNCT
cana-3853	265	1	references	reference	NOUN
cana-3853	265	2	[	[	X
cana-3853	265	3	1	1	NUM
cana-3853	265	4	]	]	PUNCT
cana-3853	265	5	eghbal	eghbal	PROPN
cana-3853	265	6	hosseini	hosseini	PROPN
cana-3853	265	7	,	,	PUNCT
cana-3853	265	8	etal	etal	NOUN
cana-3853	265	9	.	.	PUNCT
cana-3853	265	10	,	,	PUNCT
cana-3853	265	11	‘	'	PUNCT
cana-3853	265	12	meta	meta	ADJ
cana-3853	265	13	-	-	PUNCT
cana-3853	265	14	heuristics	heuristic	NOUN
cana-3853	265	15	and	and	CCONJ
cana-3853	265	16	deep	deep	ADJ
cana-3853	265	17	learning	learning	NOUN
cana-3853	265	18	for	for	ADP
cana-3853	265	19	energy	energy	NOUN
cana-3853	265	20	applications	application	NOUN
cana-3853	265	21	:	:	PUNCT
cana-3853	265	22	review	review	NOUN
cana-3853	265	23	and	and	CCONJ
cana-3853	265	24	open	open	ADJ
cana-3853	265	25	research	research	NOUN
cana-3853	265	26	challenges	challenge	NOUN
cana-3853	265	27	,	,	PUNCT
cana-3853	265	28	energy	energy	NOUN
cana-3853	265	29	strategy	strategy	NOUN
cana-3853	265	30	reviews	review	NOUN
cana-3853	265	31	’	'	PUNCT
cana-3853	265	32	,	,	PUNCT
cana-3853	265	33	volume	volume	NOUN
cana-3853	265	34	53	53	NUM
cana-3853	265	35	,	,	PUNCT
cana-3853	265	36	pgs:2018–2023	pgs:2018–2023	PROPN
cana-3853	265	37	,	,	PUNCT
cana-3853	265	38	2024	2024	NUM
cana-3853	265	39	,	,	PUNCT
cana-3853	265	40	issn	issn	PROPN
cana-3853	265	41	2211	2211	NUM
cana-3853	265	42	-	-	PUNCT
cana-3853	265	43	467x	467x	NOUN
cana-3853	265	44	.	.	PUNCT
cana-3853	266	1	[	[	X
cana-3853	266	2	2	2	NUM
cana-3853	266	3	]	]	PUNCT
cana-3853	266	4	mersad	mersad	ADJ
cana-3853	266	5	shoaei	shoaei	PROPN
cana-3853	266	6	,	,	PUNCT
cana-3853	266	7	younes	younes	PROPN
cana-3853	266	8	noorollahi	noorollahi	PROPN
cana-3853	266	9	,	,	PUNCT
cana-3853	266	10	ahmad	ahmad	PROPN
cana-3853	266	11	hajinezhad	hajinezhad	PROPN
cana-3853	266	12	,	,	PUNCT
cana-3853	266	13	seyed	seyed	PROPN
cana-3853	266	14	farhan	farhan	PROPN
cana-3853	266	15	moosavian	moosavian	PROPN
cana-3853	266	16	,	,	PUNCT
cana-3853	266	17	‘	'	PUNCT
cana-3853	266	18	a	a	DET
cana-3853	266	19	review	review	NOUN
cana-3853	266	20	of	of	ADP
cana-3853	266	21	the	the	DET
cana-3853	266	22	applications	application	NOUN
cana-3853	266	23	of	of	ADP
cana-3853	266	24	artificial	artificial	ADJ
cana-3853	266	25	intelligence	intelligence	NOUN
cana-3853	266	26	in	in	ADP
cana-3853	266	27	renewable	renewable	ADJ
cana-3853	266	28	energy	energy	NOUN
cana-3853	266	29	systems	system	NOUN
cana-3853	266	30	:	:	PUNCT
cana-3853	266	31	an	an	DET
cana-3853	266	32	approach	approach	NOUN
cana-3853	266	33	-	-	PUNCT
cana-3853	266	34	based	base	VERB
cana-3853	266	35	study	study	NOUN
cana-3853	266	36	,	,	PUNCT
cana-3853	266	37	energy	energy	NOUN
cana-3853	266	38	conversion	conversion	NOUN
cana-3853	266	39	and	and	CCONJ
cana-3853	266	40	management	management	NOUN
cana-3853	266	41	’	'	PUNCT
cana-3853	266	42	,	,	PUNCT
cana-3853	266	43	volume	volume	NOUN
cana-3853	266	44	306	306	NUM
cana-3853	266	45	,	,	PUNCT
cana-3853	266	46	2024	2024	NUM
cana-3853	266	47	,	,	PUNCT
cana-3853	266	48	118207,issn	118207,issn	NUM
cana-3853	266	49	0196	0196	NUM
cana-3853	266	50	-	-	SYM
cana-3853	266	51	8904	8904	NUM
cana-3853	266	52	.	.	PUNCT
cana-3853	267	1	[	[	X
cana-3853	267	2	3	3	X
cana-3853	267	3	]	]	X
cana-3853	267	4	villano	villano	PROPN
cana-3853	267	5	f	f	PROPN
cana-3853	267	6	,	,	PUNCT
cana-3853	267	7	mauro	mauro	PROPN
cana-3853	267	8	gm	gm	PROPN
cana-3853	267	9	,	,	PUNCT
cana-3853	267	10	pedace	pedace	NOUN
cana-3853	267	11	a	a	PRON
cana-3853	267	12	,	,	PUNCT
cana-3853	267	13	‘	'	PUNCT
cana-3853	267	14	a	a	DET
cana-3853	267	15	review	review	NOUN
cana-3853	267	16	on	on	ADP
cana-3853	267	17	machine	machine	NOUN
cana-3853	267	18	/	/	SYM
cana-3853	267	19	deep	deep	ADJ
cana-3853	267	20	learning	learning	NOUN
cana-3853	267	21	techniques	technique	NOUN
cana-3853	267	22	applied	apply	VERB
cana-3853	267	23	to	to	ADP
cana-3853	267	24	building	build	VERB
cana-3853	267	25	energy	energy	NOUN
cana-3853	267	26	simulation	simulation	NOUN
cana-3853	267	27	,	,	PUNCT
cana-3853	267	28	optimization	optimization	NOUN
cana-3853	267	29	and	and	CCONJ
cana-3853	267	30	management	management	NOUN
cana-3853	267	31	’	'	PUNCT
cana-3853	267	32	,	,	PUNCT
cana-3853	267	33	thermo	thermo	NOUN
cana-3853	267	34	.	.	PUNCT
cana-3853	267	35	,	,	PUNCT
cana-3853	267	36	vol.4(1	vol.4(1	NOUN
cana-3853	267	37	)	)	PUNCT
cana-3853	267	38	,	,	PUNCT
cana-3853	267	39	pgs:100	pgs:100	PROPN
cana-3853	267	40	-	-	PUNCT
cana-3853	267	41	139	139	NUM
cana-3853	267	42	,	,	PUNCT
cana-3853	267	43	2024	2024	NUM
cana-3853	267	44	[	[	X
cana-3853	267	45	4	4	NUM
cana-3853	267	46	]	]	X
cana-3853	267	47	aji	aji	NOUN
cana-3853	267	48	,	,	PUNCT
cana-3853	267	49	prasetya	prasetya	NOUN
cana-3853	267	50	,	,	PUNCT
cana-3853	267	51	wibawa	wibawa	PROPN
cana-3853	267	52	.	.	PUNCT
cana-3853	267	53	,	,	PUNCT
cana-3853	267	54	etal	etal	NOUN
cana-3853	267	55	,	,	PUNCT
cana-3853	267	56	‘	'	PUNCT
cana-3853	267	57	deep	deep	ADJ
cana-3853	267	58	learning	learning	NOUN
cana-3853	267	59	approaches	approach	NOUN
cana-3853	267	60	with	with	ADP
cana-3853	267	61	optimum	optimum	ADJ
cana-3853	267	62	alpha	alpha	NOUN
cana-3853	267	63	for	for	ADP
cana-3853	267	64	energy	energy	NOUN
cana-3853	267	65	usage	usage	NOUN
cana-3853	267	66	forecasting	forecasting	NOUN
cana-3853	267	67	’	'	PUNCT
cana-3853	267	68	,	,	PUNCT
cana-3853	267	69	knowledge	knowledge	NOUN
cana-3853	267	70	engineering	engineering	NOUN
cana-3853	267	71	and	and	CCONJ
cana-3853	267	72	data	datum	NOUN
cana-3853	267	73	science	science	NOUN
cana-3853	267	74	,	,	PUNCT
cana-3853	267	75	vol.6	vol.6	PROPN
cana-3853	267	76	no.2	no.2	NUM
cana-3853	267	77	pgs	pgs	NOUN
cana-3853	267	78	170	170	NUM
cana-3853	267	79	-	-	SYM
cana-3853	267	80	187	187	NUM
cana-3853	267	81	oct	oct	NOUN
cana-3853	267	82	2023	2023	NUM
cana-3853	267	83	[	[	X
cana-3853	267	84	5	5	NUM
cana-3853	267	85	]	]	X
cana-3853	267	86	zahra	zahra	NOUN
cana-3853	267	87	,	,	PUNCT
cana-3853	267	88	eddaoudi	eddaoudi	NOUN
cana-3853	267	89	.	.	PUNCT
cana-3853	267	90	,	,	PUNCT
cana-3853	267	91	et.al	et.al	PROPN
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cana-3853	267	93	,	,	PUNCT
cana-3853	267	94	‘	'	PUNCT
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cana-3853	267	96	review	review	NOUN
cana-3853	267	97	of	of	ADP
cana-3853	267	98	energy	energy	NOUN
cana-3853	267	99	consumption	consumption	NOUN
cana-3853	267	100	forecasting	forecasting	NOUN
cana-3853	267	101	using	use	VERB
cana-3853	267	102	machine	machine	NOUN
cana-3853	267	103	learning	learning	NOUN
cana-3853	267	104	models	model	NOUN
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cana-3853	267	106	,	,	PUNCT
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cana-3853	267	108	computer	computer	NOUN
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cana-3853	267	110	)	)	PUNCT
cana-3853	267	111	,	,	PUNCT
cana-3853	267	112	vol.236	vol.236	PROPN
cana-3853	267	113	pgs.33	pgs.33	PROPN
cana-3853	267	114	-	-	PUNCT
cana-3853	267	115	40	40	NUM
cana-3853	267	116	.	.	PUNCT
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cana-3853	268	2	[	[	X
cana-3853	268	3	6	6	NUM
cana-3853	268	4	]	]	SYM
cana-3853	268	5	talal	talal	PROPN
cana-3853	268	6	,	,	PUNCT
cana-3853	268	7	lafi	lafi	PROPN
cana-3853	268	8	,	,	PUNCT
cana-3853	268	9	alazemi	alazemi	ADV
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cana-3853	268	11	,	,	PUNCT
cana-3853	268	12	mohamed	mohamed	PROPN
cana-3853	268	13	,	,	PUNCT
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cana-3853	268	15	.	.	PROPN
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cana-3853	268	17	mohammed	mohammed	PROPN
cana-3853	268	18	,	,	PUNCT
cana-3853	268	19	radi,‘renewable	radi,‘renewable	ADJ
cana-3853	268	20	energy	energy	NOUN
cana-3853	268	21	sources	source	NOUN
cana-3853	268	22	integration	integration	NOUN
cana-3853	268	23	via	via	ADP
cana-3853	268	24	machine	machine	NOUN
cana-3853	268	25	learning	learn	VERB
cana-3853	268	26	modelling	modelling	NOUN
cana-3853	268	27	:	:	PUNCT
cana-3853	268	28	a	a	DET
cana-3853	268	29	systematic	systematic	ADJ
cana-3853	268	30	literature	literature	NOUN
cana-3853	268	31	review	review	NOUN
cana-3853	268	32	’	'	PUNCT
cana-3853	268	33	.	.	PUNCT
cana-3853	269	1	heliyon	heliyon	NOUN
cana-3853	269	2	,	,	PUNCT
cana-3853	269	3	elsevier	elsevier	PROPN
cana-3853	269	4	volume	volume	NOUN
cana-3853	269	5	10	10	NUM
cana-3853	269	6	,	,	PUNCT
cana-3853	269	7	issue	issue	VERB
cana-3853	269	8	4	4	NUM
cana-3853	269	9	2024	2024	NUM
cana-3853	269	10	.	.	PUNCT
cana-3853	270	1	[	[	X
cana-3853	270	2	7	7	NUM
cana-3853	270	3	]	]	X
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cana-3853	270	5	,	,	PUNCT
cana-3853	270	6	manandhar	manandhar	NOUN
cana-3853	270	7	.	.	PUNCT
cana-3853	270	8	,	,	PUNCT
cana-3853	270	9	hasan	hasan	PROPN
cana-3853	270	10	,	,	PUNCT
cana-3853	270	11	rafiq	rafiq	PROPN
cana-3853	270	12	.	.	PROPN
cana-3853	270	13	,	,	PUNCT
cana-3853	270	14	edwin	edwin	PROPN
cana-3853	270	15	,	,	PUNCT
cana-3853	270	16	rodriguez	rodriguez	NOUN
cana-3853	270	17	-	-	PUNCT
cana-3853	270	18	ubinas	ubina	NOUN
cana-3853	270	19	.	.	PUNCT
cana-3853	271	1	‘	'	PUNCT
cana-3853	271	2	current	current	ADJ
cana-3853	271	3	status	status	NOUN
cana-3853	271	4	,	,	PUNCT
cana-3853	271	5	challenges	challenge	NOUN
cana-3853	271	6	,	,	PUNCT
cana-3853	271	7	and	and	CCONJ
cana-3853	271	8	prospects	prospect	NOUN
cana-3853	271	9	of	of	ADP
cana-3853	271	10	data	data	NOUN
cana-3853	271	11	-	-	PUNCT
cana-3853	271	12	driven	drive	VERB
cana-3853	271	13	urban	urban	ADJ
cana-3853	271	14	energy	energy	NOUN
cana-3853	271	15	modeling	modeling	NOUN
cana-3853	271	16	:	:	PUNCT
cana-3853	271	17	a	a	DET
cana-3853	271	18	review	review	NOUN
cana-3853	271	19	of	of	ADP
cana-3853	271	20	machine	machine	NOUN
cana-3853	271	21	learning	learning	NOUN
cana-3853	271	22	methods	method	NOUN
cana-3853	271	23	’	'	PUNCT
cana-3853	271	24	,	,	PUNCT
cana-3853	271	25	energy	energy	NOUN
cana-3853	271	26	reports	report	NOUN
cana-3853	271	27	,	,	PUNCT
cana-3853	271	28	9:2757	9:2757	NOUN
cana-3853	271	29	-	-	SYM
cana-3853	271	30	2776	2776	NUM
cana-3853	271	31	,	,	PUNCT
cana-3853	271	32	2023	2023	NUM
cana-3853	271	33	[	[	X
cana-3853	271	34	8	8	NUM
cana-3853	271	35	]	]	PUNCT
cana-3853	271	36	andri	andri	PROPN
cana-3853	271	37	,	,	PUNCT
cana-3853	271	38	pranolo	pranolo	NOUN
cana-3853	271	39	.	.	PUNCT
cana-3853	271	40	,	,	PUNCT
cana-3853	271	41	etal	etal	NOUN
cana-3853	271	42	.	.	PUNCT
cana-3853	271	43	,	,	PUNCT
cana-3853	271	44	‘	'	PUNCT
cana-3853	271	45	exploring	explore	VERB
cana-3853	271	46	lstm	lstm	NOUN
cana-3853	271	47	-	-	PUNCT
cana-3853	271	48	based	base	VERB
cana-3853	271	49	attention	attention	NOUN
cana-3853	271	50	mechanisms	mechanism	NOUN
cana-3853	271	51	with	with	ADP
cana-3853	271	52	pso	pso	NOUN
cana-3853	271	53	and	and	CCONJ
cana-3853	271	54	grid	grid	NOUN
cana-3853	271	55	search	search	NOUN
cana-3853	271	56	under	under	ADP
cana-3853	271	57	different	different	ADJ
cana-3853	271	58	normalization	normalization	NOUN
cana-3853	271	59	techniques	technique	NOUN
cana-3853	271	60	for	for	ADP
cana-3853	271	61	energy	energy	NOUN
cana-3853	271	62	demands	demand	NOUN
cana-3853	271	63	time	time	NOUN
cana-3853	271	64	series	series	PROPN
cana-3853	271	65	forecasting	forecasting	PROPN
cana-3853	271	66	’	'	PUNCT
cana-3853	271	67	,	,	PUNCT
cana-3853	271	68	knowledge	knowledge	NOUN
cana-3853	271	69	engineering	engineering	NOUN
cana-3853	271	70	and	and	CCONJ
cana-3853	271	71	data	datum	NOUN
cana-3853	271	72	science	science	NOUN
cana-3853	271	73	,	,	PUNCT
cana-3853	271	74	vol:7(1):1	vol:7(1):1	PROPN
cana-3853	271	75	-	-	ADJ
cana-3853	271	76	1	1	NUM
cana-3853	271	77	2024	2024	NUM
cana-3853	271	78	[	[	X
cana-3853	271	79	9	9	NUM
cana-3853	271	80	]	]	X
cana-3853	271	81	gabriel	gabriel	PROPN
cana-3853	271	82	,	,	PUNCT
cana-3853	271	83	antonesi	antonesi	PROPN
cana-3853	271	84	.	.	PROPN
cana-3853	271	85	,	,	PUNCT
cana-3853	271	86	tudor	tudor	PROPN
cana-3853	271	87	,	,	PUNCT
cana-3853	271	88	cioara	cioara	PROPN
cana-3853	271	89	.	.	PROPN
cana-3853	271	90	,	,	PUNCT
cana-3853	271	91	ionuț	ionuț	VERB
cana-3853	271	92	,	,	PUNCT
cana-3853	271	93	anghel	anghel	PROPN
cana-3853	271	94	.	.	PROPN
cana-3853	271	95	,	,	PUNCT
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cana-3853	271	97	,	,	PUNCT
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cana-3853	271	99	.	.	PROPN
cana-3853	271	100	,	,	PUNCT
cana-3853	271	101	massimo	massimo	PROPN
cana-3853	271	102	,	,	PUNCT
cana-3853	271	103	bertoncini	bertoncini	PROPN
cana-3853	271	104	,	,	PUNCT
cana-3853	271	105	‘	'	PUNCT
cana-3853	271	106	an	an	DET
cana-3853	271	107	energy	energy	NOUN
cana-3853	271	108	consumption	consumption	NOUN
cana-3853	271	109	forecasting	forecasting	NOUN
cana-3853	271	110	tool	tool	NOUN
cana-3853	271	111	for	for	ADP
cana-3853	271	112	buildings	building	NOUN
cana-3853	271	113	based	base	VERB
cana-3853	271	114	on	on	ADP
cana-3853	271	115	multivariate	multivariate	NOUN
cana-3853	271	116	deep	deep	ADJ
cana-3853	271	117	neural	neural	ADJ
cana-3853	271	118	network	network	NOUN
cana-3853	271	119	model	model	NOUN
cana-3853	271	120	’	'	PUNCT
cana-3853	271	121	,	,	PUNCT
cana-3853	271	122	ieee	ieee	NOUN
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cana-3853	271	124	workshop	workshop	NOUN
cana-3853	271	125	on	on	ADP
cana-3853	271	126	metrology	metrology	NOUN
cana-3853	271	127	for	for	ADP
cana-3853	271	128	living	living	NOUN
cana-3853	271	129	environment	environment	NOUN
cana-3853	271	130	(	(	PUNCT
cana-3853	271	131	metrolivenv	metrolivenv	NOUN
cana-3853	271	132	)	)	PUNCT
cana-3853	271	133	,	,	PUNCT
cana-3853	271	134	2024doi	2024doi	NUM
cana-3853	271	135	:	:	PUNCT
cana-3853	271	136	10.1109	10.1109	NUM
cana-3853	271	137	/	/	SYM
cana-3853	271	138	metrolivenv60384.2024.10615728	metrolivenv60384.2024.10615728	PROPN
cana-3853	272	1	[	[	X
cana-3853	272	2	10	10	NUM
cana-3853	272	3	]	]	X
cana-3853	272	4	changtian	changtian	ADJ
cana-3853	272	5	ying	ying	PROPN
cana-3853	272	6	,	,	PUNCT
cana-3853	272	7	weiqing	weiqe	VERB
cana-3853	272	8	wang	wang	PROPN
cana-3853	272	9	,	,	PUNCT
cana-3853	272	10	jiong	jiong	PROPN
cana-3853	272	11	yu	yu	PROPN
cana-3853	272	12	,	,	PUNCT
cana-3853	272	13	qi	qi	PROPN
cana-3853	272	14	li	li	PROPN
cana-3853	272	15	,	,	PUNCT
cana-3853	272	16	donghua	donghua	PROPN
cana-3853	272	17	yu	yu	PROPN
cana-3853	272	18	,	,	PUNCT
cana-3853	272	19	jianhua	jianhua	PROPN
cana-3853	272	20	liu	liu	PROPN
cana-3853	272	21	,	,	PUNCT
cana-3853	272	22	‘	'	PUNCT
cana-3853	272	23	deep	deep	ADJ
cana-3853	272	24	learning	learning	NOUN
cana-3853	272	25	for	for	ADP
cana-3853	272	26	renewable	renewable	ADJ
cana-3853	272	27	energy	energy	NOUN
cana-3853	272	28	forecasting	forecasting	NOUN
cana-3853	272	29	:	:	PUNCT
cana-3853	272	30	a	a	DET
cana-3853	272	31	taxonomy	taxonomy	NOUN
cana-3853	272	32	,	,	PUNCT
cana-3853	272	33	and	and	CCONJ
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cana-3853	272	35	literature	literature	PROPN
cana-3853	272	36	review	review	PROPN
cana-3853	272	37	’	'	PUNCT
cana-3853	272	38	,	,	PUNCT
cana-3853	272	39	journal	journal	NOUN
cana-3853	272	40	of	of	ADP
cana-3853	272	41	cleaner	clean	ADJ
cana-3853	272	42	production	production	NOUN
cana-3853	272	43	,	,	PUNCT
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cana-3853	272	46	0959	0959	NUM
cana-3853	272	47	-	-	SYM
cana-3853	272	48	6526	6526	NUM
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cana-3853	273	2	11	11	NUM
cana-3853	273	3	]	]	PUNCT
cana-3853	273	4	ibtissam	ibtissam	NOUN
cana-3853	273	5	,	,	PUNCT
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cana-3853	273	10	,	,	PUNCT
cana-3853	273	11	mouhni	mouhni	PROPN
cana-3853	273	12	.	.	PUNCT
cana-3853	273	13	,	,	PUNCT
cana-3853	273	14	abdelmounaim	abdelmounaim	NOUN
cana-3853	273	15	,	,	PUNCT
cana-3853	273	16	abdali	abdali	ADJ
cana-3853	273	17	,	,	PUNCT
cana-3853	273	18	‘	'	PUNCT
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cana-3853	273	20	time	time	NOUN
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cana-3853	273	26	for	for	ADP
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cana-3853	273	28	consumption	consumption	NOUN
cana-3853	273	29	forecasting	forecasting	NOUN
cana-3853	273	30	’	'	PUNCT
cana-3853	273	31	,	,	PUNCT
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cana-3853	273	33	reports	report	NOUN
cana-3853	273	34	,	,	PUNCT
cana-3853	273	35	26	26	NUM
cana-3853	273	36	,	,	PUNCT
cana-3853	273	37	2022	2022	NUM
cana-3853	273	38	doi	doi	NOUN
cana-3853	273	39	:	:	PUNCT
cana-3853	273	40	10.1016	10.1016	NUM
cana-3853	273	41	/	/	SYM
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cana-3853	273	43	communications	communication	NOUN
cana-3853	273	44	on	on	ADP
cana-3853	273	45	applied	apply	VERB
cana-3853	273	46	nonlinear	nonlinear	ADJ
cana-3853	273	47	analysis	analysis	NOUN
cana-3853	273	48	issn	issn	NOUN
cana-3853	273	49	:	:	PUNCT
cana-3853	273	50	1074	1074	NUM
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cana-3853	273	52	133x	133x	NUM
cana-3853	273	53	vol	vol	NOUN
cana-3853	273	54	32	32	NUM
cana-3853	273	55	no	no	NOUN
cana-3853	273	56	.	.	PUNCT
cana-3853	274	1	9s	9s	NUM
cana-3853	274	2	(	(	PUNCT
cana-3853	274	3	2025	2025	NUM
cana-3853	274	4	)	)	PUNCT
cana-3853	274	5	254	254	NUM
cana-3853	274	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3853	275	1	[	[	X
cana-3853	275	2	12	12	NUM
cana-3853	275	3	]	]	X
cana-3853	275	4	saman	saman	PROPN
cana-3853	275	5	,	,	PUNCT
cana-3853	275	6	taheri	taheri	PROPN
cana-3853	275	7	.	.	PUNCT
cana-3853	275	8	,	,	PUNCT
cana-3853	275	9	mohammad	mohammad	PROPN
cana-3853	275	10	,	,	PUNCT
cana-3853	275	11	jooshaki	jooshaki	PROPN
cana-3853	275	12	.	.	PROPN
cana-3853	275	13	,	,	PUNCT
cana-3853	275	14	moein	moein	PROPN
cana-3853	275	15	,	,	PUNCT
cana-3853	275	16	moeini	moeini	NOUN
cana-3853	275	17	-	-	PUNCT
cana-3853	275	18	aghtaie	aghtaie	PROPN
cana-3853	275	19	,	,	PUNCT
cana-3853	275	20	‘	'	PUNCT
cana-3853	275	21	long	long	ADJ
cana-3853	275	22	-	-	PUNCT
cana-3853	275	23	term	term	NOUN
cana-3853	275	24	planning	planning	NOUN
cana-3853	275	25	of	of	ADP
cana-3853	275	26	integrated	integrate	VERB
cana-3853	275	27	local	local	ADJ
cana-3853	275	28	energy	energy	NOUN
cana-3853	275	29	systems	system	NOUN
cana-3853	275	30	using	use	VERB
cana-3853	275	31	deep	deep	ADJ
cana-3853	275	32	learning	learning	NOUN
cana-3853	275	33	algorithms	algorithm	NOUN
cana-3853	275	34	’	'	PUNCT
cana-3853	275	35	.	.	PUNCT
cana-3853	276	1	international	international	ADJ
cana-3853	276	2	journal	journal	NOUN
cana-3853	276	3	of	of	ADP
cana-3853	276	4	electrical	electrical	ADJ
cana-3853	276	5	power	power	NOUN
cana-3853	276	6	&	&	CCONJ
cana-3853	276	7	energy	energy	NOUN
cana-3853	276	8	systems	system	NOUN
cana-3853	276	9	,	,	PUNCT
cana-3853	276	10	31	31	NUM
cana-3853	276	11	,	,	PUNCT
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cana-3853	276	16	/	/	SYM
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cana-3853	277	1	[	[	X
cana-3853	277	2	13	13	NUM
cana-3853	277	3	]	]	PUNCT
cana-3853	277	4	bertsekas	bertsekas	PROPN
cana-3853	277	5	,	,	PUNCT
cana-3853	277	6	d.p	d.p	PROPN
cana-3853	277	7	.	.	PROPN
cana-3853	277	8	,	,	PUNCT
cana-3853	277	9	‘	'	PUNCT
cana-3853	277	10	neuro	neuro	ADJ
cana-3853	277	11	-	-	PUNCT
cana-3853	277	12	dynamic	dynamic	ADJ
cana-3853	277	13	programming	programming	NOUN
cana-3853	277	14	’	'	PUNCT
cana-3853	277	15	.	.	PUNCT
cana-3853	278	1	athena	athena	PROPN
cana-3853	278	2	scientific	scientific	PROPN
cana-3853	278	3	,	,	PUNCT
cana-3853	278	4	1996	1996	NUM
cana-3853	278	5	.	.	PUNCT
cana-3853	279	1	[	[	X
cana-3853	279	2	14	14	NUM
cana-3853	279	3	]	]	X
cana-3853	279	4	ali	ali	PROPN
cana-3853	279	5	,	,	PUNCT
cana-3853	279	6	s.	s.	PROPN
cana-3853	279	7	,	,	PUNCT
cana-3853	279	8	et	et	PROPN
cana-3853	279	9	al	al	PROPN
cana-3853	279	10	.	.	PROPN
cana-3853	279	11	,	,	PUNCT
cana-3853	279	12	‘	'	PUNCT
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cana-3853	279	14	of	of	ADP
cana-3853	279	15	hybrid	hybrid	ADJ
cana-3853	279	16	solar	solar	ADJ
cana-3853	279	17	pv	pv	NOUN
cana-3853	279	18	-	-	PUNCT
cana-3853	279	19	wind	wind	NOUN
cana-3853	279	20	-	-	PUNCT
cana-3853	279	21	battery	battery	NOUN
cana-3853	279	22	systems	system	NOUN
cana-3853	279	23	using	use	VERB
cana-3853	279	24	homer	homer	NOUN
cana-3853	279	25	pro	pro	NOUN
cana-3853	279	26	for	for	ADP
cana-3853	279	27	remote	remote	ADJ
cana-3853	279	28	areas	area	NOUN
cana-3853	279	29	’	'	PUNCT
cana-3853	279	30	.	.	PUNCT
cana-3853	280	1	energy	energy	NOUN
cana-3853	280	2	,	,	PUNCT
cana-3853	280	3	245	245	NUM
cana-3853	280	4	,	,	PUNCT
cana-3853	280	5	123564,2022	123564,2022	NOUN
cana-3853	281	1	[	[	X
cana-3853	281	2	15	15	NUM
cana-3853	281	3	]	]	X
cana-3853	281	4	sambo	sambo	PROPN
cana-3853	281	5	,	,	PUNCT
cana-3853	281	6	h.	h.	PROPN
cana-3853	281	7	,	,	PUNCT
cana-3853	281	8	et	et	PROPN
cana-3853	281	9	al	al	PROPN
cana-3853	281	10	.	.	PROPN
cana-3853	281	11	,‘optimal	,‘optimal	PUNCT
cana-3853	281	12	design	design	NOUN
cana-3853	281	13	of	of	ADP
cana-3853	281	14	hybrid	hybrid	ADJ
cana-3853	281	15	renewable	renewable	ADJ
cana-3853	281	16	energy	energy	NOUN
cana-3853	281	17	systems	system	NOUN
cana-3853	281	18	for	for	ADP
cana-3853	281	19	isolated	isolated	ADJ
cana-3853	281	20	communities	community	NOUN
cana-3853	281	21	using	use	VERB
cana-3853	281	22	homer	homer	NOUN
cana-3853	281	23	pro	pro	ADJ
cana-3853	281	24	’	'	PUNCT
cana-3853	281	25	.	.	PUNCT
cana-3853	282	1	renewable	renewable	ADJ
cana-3853	282	2	energy	energy	NOUN
cana-3853	282	3	,	,	PUNCT
cana-3853	282	4	168	168	NUM
cana-3853	282	5	,	,	PUNCT
cana-3853	282	6	259	259	NUM
cana-3853	282	7	-	-	SYM
cana-3853	282	8	270	270	NUM
cana-3853	282	9	,	,	PUNCT
cana-3853	282	10	2021	2021	NUM
cana-3853	282	11	[	[	X
cana-3853	282	12	16	16	NUM
cana-3853	282	13	]	]	SYM
cana-3853	282	14	wu	wu	PROPN
cana-3853	282	15	,	,	PUNCT
cana-3853	282	16	q.	q.	PROPN
cana-3853	282	17	,	,	PUNCT
cana-3853	282	18	et	et	PROPN
cana-3853	282	19	al	al	PROPN
cana-3853	282	20	.	.	PROPN
cana-3853	282	21	,‘comparative	,‘comparative	PUNCT
cana-3853	282	22	study	study	NOUN
cana-3853	282	23	of	of	ADP
cana-3853	282	24	load	load	NOUN
cana-3853	282	25	forecasting	forecasting	NOUN
cana-3853	282	26	models	model	NOUN
cana-3853	282	27	for	for	ADP
cana-3853	282	28	renewable	renewable	ADJ
cana-3853	282	29	energy	energy	NOUN
cana-3853	282	30	integration	integration	NOUN
cana-3853	282	31	:	:	PUNCT
cana-3853	282	32	traditional	traditional	ADJ
cana-3853	282	33	methods	method	NOUN
cana-3853	282	34	vs	vs	ADP
cana-3853	282	35	deep	deep	ADJ
cana-3853	282	36	learning	learning	NOUN
cana-3853	282	37	approaches	approach	NOUN
cana-3853	282	38	’	'	PUNCT
cana-3853	282	39	.	.	PUNCT
cana-3853	283	1	ieee	ieee	NOUN
cana-3853	283	2	transactions	transaction	NOUN
cana-3853	283	3	on	on	ADP
cana-3853	283	4	smart	smart	ADJ
cana-3853	283	5	grid	grid	NOUN
cana-3853	283	6	,	,	PUNCT
cana-3853	283	7	13(3	13(3	NUM
cana-3853	283	8	)	)	PUNCT
cana-3853	283	9	,	,	PUNCT
cana-3853	283	10	21232135,2022	21232135,2022	NUM
cana-3853	284	1	[	[	X
cana-3853	284	2	17	17	NUM
cana-3853	284	3	]	]	X
cana-3853	284	4	bai	bai	PROPN
cana-3853	284	5	,	,	PUNCT
cana-3853	284	6	s.	s.	PROPN
cana-3853	284	7	,	,	PUNCT
cana-3853	284	8	et	et	PROPN
cana-3853	284	9	al	al	PROPN
cana-3853	284	10	.	.	PROPN
cana-3853	284	11	,	,	PUNCT
cana-3853	284	12	‘	'	PUNCT
cana-3853	284	13	an	an	DET
cana-3853	284	14	empirical	empirical	ADJ
cana-3853	284	15	evaluation	evaluation	NOUN
cana-3853	284	16	of	of	ADP
cana-3853	284	17	generic	generic	ADJ
cana-3853	284	18	convolutional	convolutional	ADJ
cana-3853	284	19	and	and	CCONJ
cana-3853	284	20	recurrent	recurrent	ADJ
cana-3853	284	21	networks	network	NOUN
cana-3853	284	22	for	for	ADP
cana-3853	284	23	sequence	sequence	NOUN
cana-3853	284	24	modelling	modelling	NOUN
cana-3853	284	25	’	'	PUNCT
cana-3853	284	26	.	.	PUNCT
cana-3853	285	1	arxiv	arxiv	PROPN
cana-3853	285	2	preprint	preprint	NOUN
cana-3853	285	3	arxiv:1803.01271,2018	arxiv:1803.01271,2018	PROPN
cana-3853	285	4	.	.	PUNCT
cana-3853	286	1	[	[	X
cana-3853	286	2	18	18	NUM
cana-3853	286	3	]	]	X
cana-3853	286	4	zhang	zhang	PROPN
cana-3853	286	5	,	,	PUNCT
cana-3853	286	6	l.	l.	PROPN
cana-3853	286	7	,	,	PUNCT
cana-3853	286	8	et	et	PROPN
cana-3853	286	9	al	al	PROPN
cana-3853	286	10	.	.	PUNCT
cana-3853	286	11	‘	'	PUNCT
cana-3853	286	12	application	application	NOUN
cana-3853	286	13	of	of	ADP
cana-3853	286	14	temporal	temporal	ADJ
cana-3853	286	15	convolutional	convolutional	ADJ
cana-3853	286	16	networks	network	NOUN
cana-3853	286	17	for	for	ADP
cana-3853	286	18	energy	energy	NOUN
cana-3853	286	19	load	load	NOUN
cana-3853	286	20	forecasting	forecasting	NOUN
cana-3853	286	21	in	in	ADP
cana-3853	286	22	smart	smart	ADJ
cana-3853	286	23	grids	grid	NOUN
cana-3853	286	24	’	'	PUNCT
cana-3853	286	25	.	.	PUNCT
cana-3853	287	1	ieee	ieee	NOUN
cana-3853	287	2	access	access	NOUN
cana-3853	287	3	,	,	PUNCT
cana-3853	287	4	11	11	NUM
cana-3853	287	5	,	,	PUNCT
cana-3853	287	6	99832	99832	NUM
cana-3853	287	7	-	-	SYM
cana-3853	287	8	99845,2023	99845,2023	NUM
cana-3853	288	1	[	[	X
cana-3853	288	2	19	19	NUM
cana-3853	288	3	]	]	X
cana-3853	288	4	wang	wang	PROPN
cana-3853	288	5	,	,	PUNCT
cana-3853	288	6	j.	j.	PROPN
cana-3853	288	7	,	,	PUNCT
cana-3853	288	8	et	et	PROPN
cana-3853	288	9	al	al	PROPN
cana-3853	288	10	.	.	PROPN
cana-3853	288	11	,‘hybrid	,‘hybrid	PUNCT
cana-3853	288	12	models	model	NOUN
cana-3853	288	13	combining	combine	VERB
cana-3853	288	14	tcn	tcn	NOUN
cana-3853	288	15	and	and	CCONJ
cana-3853	288	16	lstm	lstm	NOUN
cana-3853	288	17	for	for	ADP
cana-3853	288	18	load	load	NOUN
cana-3853	288	19	forecasting	forecasting	NOUN
cana-3853	288	20	in	in	ADP
cana-3853	288	21	microgrids	microgrid	NOUN
cana-3853	288	22	’	'	PUNCT
cana-3853	288	23	.	.	PUNCT
cana-3853	289	1	applied	apply	VERB
cana-3853	289	2	energy	energy	NOUN
cana-3853	289	3	,	,	PUNCT
cana-3853	289	4	329	329	NUM
cana-3853	289	5	,	,	PUNCT
cana-3853	289	6	120237	120237	NUM
cana-3853	289	7	,	,	PUNCT
cana-3853	289	8	2023	2023	NUM
cana-3853	289	9	[	[	X
cana-3853	289	10	20	20	NUM
cana-3853	289	11	]	]	X
cana-3853	289	12	chen	chen	PROPN
cana-3853	289	13	,	,	PUNCT
cana-3853	289	14	y.	y.	PROPN
cana-3853	289	15	,	,	PUNCT
cana-3853	289	16	et	et	PROPN
cana-3853	289	17	al	al	PROPN
cana-3853	289	18	.	.	PROPN
cana-3853	289	19	,‘short	,‘short	ADJ
cana-3853	289	20	-	-	PUNCT
cana-3853	289	21	term	term	NOUN
cana-3853	289	22	load	load	NOUN
cana-3853	289	23	forecasting	forecasting	NOUN
cana-3853	289	24	using	use	VERB
cana-3853	289	25	hybrid	hybrid	ADJ
cana-3853	289	26	tcn	tcn	PROPN
cana-3853	289	27	-	-	PUNCT
cana-3853	289	28	gru	gru	NOUN
cana-3853	289	29	models	model	NOUN
cana-3853	289	30	in	in	ADP
cana-3853	289	31	energy	energy	NOUN
cana-3853	289	32	systems	system	NOUN
cana-3853	289	33	’	'	PUNCT
cana-3853	289	34	.	.	PUNCT
cana-3853	290	1	energy	energy	NOUN
cana-3853	290	2	reports	report	NOUN
cana-3853	290	3	,	,	PUNCT
cana-3853	290	4	8	8	NUM
cana-3853	290	5	,	,	PUNCT
cana-3853	290	6	4589	4589	NUM
cana-3853	290	7	-	-	SYM
cana-3853	290	8	4601	4601	NUM
cana-3853	290	9	,	,	PUNCT
cana-3853	290	10	2022	2022	NUM
cana-3853	290	11	.	.	PUNCT
cana-3853	291	1	[	[	X
cana-3853	291	2	21	21	NUM
cana-3853	291	3	]	]	X
cana-3853	291	4	shi	shi	PROPN
cana-3853	291	5	,	,	PUNCT
cana-3853	291	6	x.	x.	PROPN
cana-3853	291	7	,	,	PUNCT
cana-3853	291	8	et	et	PROPN
cana-3853	291	9	al	al	PROPN
cana-3853	291	10	..	..	PROPN
cana-3853	291	11	‘integration	‘integration	NUM
cana-3853	291	12	of	of	ADP
cana-3853	291	13	load	load	NOUN
cana-3853	291	14	forecasting	forecasting	NOUN
cana-3853	291	15	and	and	CCONJ
cana-3853	291	16	system	system	NOUN
cana-3853	291	17	optimization	optimization	NOUN
cana-3853	291	18	in	in	ADP
cana-3853	291	19	hybrid	hybrid	ADJ
cana-3853	291	20	energy	energy	NOUN
cana-3853	291	21	systems	system	NOUN
cana-3853	291	22	:	:	PUNCT
cana-3853	291	23	a	a	DET
cana-3853	291	24	case	case	NOUN
cana-3853	291	25	study	study	NOUN
cana-3853	291	26	using	use	VERB
cana-3853	291	27	lstm	lstm	NOUN
cana-3853	291	28	and	and	CCONJ
cana-3853	291	29	homer	homer	NOUN
cana-3853	291	30	pro’,energy	pro’,energy	NOUN
cana-3853	291	31	conversion	conversion	NOUN
cana-3853	291	32	and	and	CCONJ
cana-3853	291	33	management	management	NOUN
cana-3853	291	34	,	,	PUNCT
cana-3853	291	35	232	232	NUM
cana-3853	291	36	,	,	PUNCT
cana-3853	291	37	113854	113854	NUM
cana-3853	291	38	2021	2021	NUM
cana-3853	291	39	[	[	X
cana-3853	291	40	22	22	NUM
cana-3853	291	41	]	]	X
cana-3853	291	42	https://sldc.aptransco.co.in/reports	https://sldc.aptransco.co.in/report	NOUN
cana-3853	291	43	[	[	X
cana-3853	291	44	23	23	NUM
cana-3853	291	45	]	]	PUNCT
cana-3853	291	46	https://homerenergy.com	https://homerenergy.com	X
cana-3853	292	1	[	[	X
cana-3853	292	2	24	24	NUM
cana-3853	292	3	]	]	PUNCT
cana-3853	292	4	k.	k.	PROPN
cana-3853	292	5	karthick	karthick	PROPN
cana-3853	292	6	,	,	PUNCT
cana-3853	292	7	k.	k.	PROPN
cana-3853	292	8	jaiganesh	jaiganesh	PROPN
cana-3853	292	9	,	,	PUNCT
cana-3853	292	10	and	and	CCONJ
cana-3853	292	11	s.	s.	PROPN
cana-3853	292	12	kavaskar	kavaskar	PROPN
cana-3853	292	13	,	,	PUNCT
cana-3853	292	14	‘	'	PUNCT
cana-3853	292	15	comprehensive	comprehensive	ADJ
cana-3853	292	16	study	study	NOUN
cana-3853	292	17	,	,	PUNCT
cana-3853	292	18	design	design	NOUN
cana-3853	292	19	and	and	CCONJ
cana-3853	292	20	economic	economic	ADJ
cana-3853	292	21	feasibility	feasibility	NOUN
cana-3853	292	22	analysis	analysis	NOUN
cana-3853	292	23	of	of	ADP
cana-3853	292	24	solar	solar	ADJ
cana-3853	292	25	pv	pv	NOUN
cana-3853	292	26	powered	power	VERB
cana-3853	292	27	water	water	NOUN
cana-3853	292	28	pumping	pumping	NOUN
cana-3853	292	29	system	system	NOUN
cana-3853	292	30	’	'	PUNCT
cana-3853	292	31	,	,	PUNCT
cana-3853	292	32	energ	energ	PROPN
cana-3853	292	33	.	.	PUNCT
cana-3853	293	1	eng	eng	PROPN
cana-3853	293	2	.	.	PROPN
cana-3853	293	3	,	,	PUNCT
cana-3853	293	4	vol	vol	NOUN
cana-3853	293	5	.	.	PROPN
cana-3853	293	6	118	118	NUM
cana-3853	293	7	,	,	PUNCT
cana-3853	293	8	no	no	INTJ
cana-3853	293	9	.	.	NOUN
cana-3853	293	10	6	6	NUM
cana-3853	293	11	,	,	PUNCT
cana-3853	293	12	pp	pp	ADJ
cana-3853	293	13	.	.	PUNCT
cana-3853	294	1	1887	1887	NUM
cana-3853	294	2	-	-	SYM
cana-3853	294	3	1904	1904	NUM
cana-3853	294	4	.	.	PUNCT
cana-3853	295	1	2021	2021	NUM
cana-3853	295	2	.	.	PUNCT
cana-3853	296	1	https://sldc.aptransco.co.in/reports	https://sldc.aptransco.co.in/report	NOUN
cana-3853	296	2	https://homerenergy.com/	https://homerenergy.com/	NOUN