id	sid	tid	token	lemma	pos
iogr-1326	1	1	copyright	copyright	NOUN
iogr-1326	1	2	©	©	ADP
iogr-1326	1	3	the	the	DET
iogr-1326	1	4	author(s	author(s	NOUN
iogr-1326	1	5	)	)	PUNCT
iogr-1326	1	6	.	.	PUNCT
iogr-1326	2	1	this	this	DET
iogr-1326	2	2	work	work	NOUN
iogr-1326	2	3	is	be	AUX
iogr-1326	2	4	licensed	license	VERB
iogr-1326	2	5	under	under	ADP
iogr-1326	2	6	a	a	DET
iogr-1326	2	7	creative	creative	ADJ
iogr-1326	2	8	commons	common	NOUN
iogr-1326	2	9	attribution	attribution	NOUN
iogr-1326	2	10	4.0	4.0	NUM
iogr-1326	2	11	international	international	ADJ
iogr-1326	2	12	license	license	NOUN
iogr-1326	2	13	.	.	PUNCT
iogr-1326	3	1	improved	improve	VERB
iogr-1326	3	2	oil	oil	NOUN
iogr-1326	3	3	and	and	CCONJ
iogr-1326	3	4	gas	gas	NOUN
iogr-1326	3	5	recovery	recovery	NOUN
iogr-1326	3	6	doi	doi	NOUN
iogr-1326	3	7	:	:	PUNCT
iogr-1326	3	8	10.14800	10.14800	NUM
iogr-1326	3	9	/	/	SYM
iogr-1326	3	10	iogr.1326	iogr.1326	PROPN
iogr-1326	3	11	received	receive	VERB
iogr-1326	3	12	october	october	PROPN
iogr-1326	3	13	15	15	NUM
iogr-1326	3	14	,	,	PUNCT
iogr-1326	3	15	2024	2024	NUM
iogr-1326	3	16	;	;	PUNCT
iogr-1326	3	17	revised	revise	VERB
iogr-1326	3	18	november	november	PROPN
iogr-1326	3	19	18	18	NUM
iogr-1326	3	20	,	,	PUNCT
iogr-1326	3	21	2024	2024	NUM
iogr-1326	3	22	;	;	PUNCT
iogr-1326	3	23	accepted	accept	VERB
iogr-1326	3	24	december	december	PROPN
iogr-1326	3	25	2	2	NUM
iogr-1326	3	26	,	,	PUNCT
iogr-1326	3	27	2024	2024	NUM
iogr-1326	3	28	.	.	PUNCT
iogr-1326	4	1	*	*	PUNCT
iogr-1326	4	2	corresponding	correspond	VERB
iogr-1326	4	3	author	author	NOUN
iogr-1326	4	4	:	:	PUNCT
iogr-1326	4	5	christian.okalla@futo.edu.ng	christian.okalla@futo.edu.ng	NOUN
iogr-1326	4	6	1	1	NUM
iogr-1326	4	7	modelling	model	VERB
iogr-1326	4	8	annual	annual	ADJ
iogr-1326	4	9	natural	natural	ADJ
iogr-1326	4	10	gas	gas	NOUN
iogr-1326	4	11	demand	demand	NOUN
iogr-1326	4	12	forecasting	forecasting	NOUN
iogr-1326	4	13	using	use	VERB
iogr-1326	4	14	non	non	ADJ
iogr-1326	4	15	-	-	ADJ
iogr-1326	4	16	linear	linear	ADJ
iogr-1326	4	17	autoregressive	autoregressive	ADJ
iogr-1326	4	18	with	with	ADP
iogr-1326	4	19	exogenous	exogenous	ADJ
iogr-1326	4	20	input	input	NOUN
iogr-1326	4	21	(	(	PUNCT
iogr-1326	4	22	narx	narx	NOUN
iogr-1326	4	23	)	)	PUNCT
iogr-1326	4	24	neural	neural	ADJ
iogr-1326	4	25	networks	network	NOUN
iogr-1326	4	26	hussein	hussein	PROPN
iogr-1326	4	27	mohammed	mohammed	PROPN
iogr-1326	4	28	and	and	CCONJ
iogr-1326	4	29	christian	christian	PROPN
iogr-1326	4	30	emelu	emelu	PROPN
iogr-1326	4	31	okalla	okalla	PROPN
iogr-1326	4	32	*	*	PROPN
iogr-1326	4	33	,	,	PUNCT
iogr-1326	4	34	federal	federal	ADJ
iogr-1326	4	35	university	university	PROPN
iogr-1326	4	36	of	of	ADP
iogr-1326	4	37	technology	technology	PROPN
iogr-1326	4	38	owerri	owerri	PROPN
iogr-1326	4	39	,	,	PUNCT
iogr-1326	4	40	imo	imo	PROPN
iogr-1326	4	41	state	state	PROPN
iogr-1326	4	42	,	,	PUNCT
iogr-1326	4	43	nigeria	nigeria	PROPN
iogr-1326	4	44	abstract	abstract	ADJ
iogr-1326	4	45	accurate	accurate	ADJ
iogr-1326	4	46	natural	natural	ADJ
iogr-1326	4	47	gas	gas	NOUN
iogr-1326	4	48	demand	demand	NOUN
iogr-1326	4	49	forecasting	forecasting	NOUN
iogr-1326	4	50	is	be	AUX
iogr-1326	4	51	critical	critical	ADJ
iogr-1326	4	52	for	for	ADP
iogr-1326	4	53	ensuring	ensure	VERB
iogr-1326	4	54	efficient	efficient	ADJ
iogr-1326	4	55	resource	resource	NOUN
iogr-1326	4	56	allocation	allocation	NOUN
iogr-1326	4	57	,	,	PUNCT
iogr-1326	4	58	infrastructure	infrastructure	NOUN
iogr-1326	4	59	planning	planning	NOUN
iogr-1326	4	60	,	,	PUNCT
iogr-1326	4	61	and	and	CCONJ
iogr-1326	4	62	energy	energy	NOUN
iogr-1326	4	63	security	security	NOUN
iogr-1326	4	64	.	.	PUNCT
iogr-1326	5	1	this	this	DET
iogr-1326	5	2	study	study	NOUN
iogr-1326	5	3	presents	present	VERB
iogr-1326	5	4	the	the	DET
iogr-1326	5	5	implementation	implementation	NOUN
iogr-1326	5	6	of	of	ADP
iogr-1326	5	7	a	a	DET
iogr-1326	5	8	narx	narx	ADJ
iogr-1326	5	9	artificial	artificial	ADJ
iogr-1326	5	10	neural	neural	ADJ
iogr-1326	5	11	network	network	NOUN
iogr-1326	5	12	(	(	PUNCT
iogr-1326	5	13	ann	ann	PROPN
iogr-1326	5	14	)	)	PUNCT
iogr-1326	5	15	model	model	NOUN
iogr-1326	5	16	using	use	VERB
iogr-1326	5	17	matlab	matlab	PROPN
iogr-1326	5	18	(	(	PUNCT
iogr-1326	5	19	r2022b	r2022b	NOUN
iogr-1326	5	20	)	)	PUNCT
iogr-1326	5	21	to	to	PART
iogr-1326	5	22	forecast	forecast	VERB
iogr-1326	5	23	nigeria	nigeria	PROPN
iogr-1326	5	24	’s	’s	PART
iogr-1326	5	25	natural	natural	ADJ
iogr-1326	5	26	gas	gas	NOUN
iogr-1326	5	27	demand	demand	NOUN
iogr-1326	5	28	.	.	PUNCT
iogr-1326	6	1	the	the	DET
iogr-1326	6	2	narx	narx	PROPN
iogr-1326	6	3	model	model	NOUN
iogr-1326	6	4	,	,	PUNCT
iogr-1326	6	5	known	know	VERB
iogr-1326	6	6	for	for	ADP
iogr-1326	6	7	its	its	PRON
iogr-1326	6	8	capability	capability	NOUN
iogr-1326	6	9	to	to	PART
iogr-1326	6	10	handle	handle	VERB
iogr-1326	6	11	nonlinear	nonlinear	ADJ
iogr-1326	6	12	time	time	NOUN
iogr-1326	6	13	series	series	PROPN
iogr-1326	6	14	data	datum	NOUN
iogr-1326	6	15	with	with	ADP
iogr-1326	6	16	external	external	ADJ
iogr-1326	6	17	inputs	input	NOUN
iogr-1326	6	18	,	,	PUNCT
iogr-1326	6	19	was	be	AUX
iogr-1326	6	20	applied	apply	VERB
iogr-1326	6	21	using	use	VERB
iogr-1326	6	22	key	key	ADJ
iogr-1326	6	23	variables	variable	NOUN
iogr-1326	6	24	such	such	ADJ
iogr-1326	6	25	as	as	ADP
iogr-1326	6	26	population	population	NOUN
iogr-1326	6	27	,	,	PUNCT
iogr-1326	6	28	gdp	gdp	NOUN
iogr-1326	6	29	per	per	ADP
iogr-1326	6	30	capita	capita	NOUN
iogr-1326	6	31	,	,	PUNCT
iogr-1326	6	32	natural	natural	ADJ
iogr-1326	6	33	gas	gas	NOUN
iogr-1326	6	34	reserves	reserve	NOUN
iogr-1326	6	35	,	,	PUNCT
iogr-1326	6	36	and	and	CCONJ
iogr-1326	6	37	price	price	NOUN
iogr-1326	6	38	,	,	PUNCT
iogr-1326	6	39	with	with	ADP
iogr-1326	6	40	the	the	DET
iogr-1326	6	41	target	target	NOUN
iogr-1326	6	42	output	output	NOUN
iogr-1326	6	43	being	be	AUX
iogr-1326	6	44	natural	natural	ADJ
iogr-1326	6	45	gas	gas	NOUN
iogr-1326	6	46	demand	demand	NOUN
iogr-1326	6	47	.	.	PUNCT
iogr-1326	7	1	the	the	DET
iogr-1326	7	2	methodology	methodology	NOUN
iogr-1326	7	3	involved	involve	VERB
iogr-1326	7	4	data	datum	NOUN
iogr-1326	7	5	sourcing	sourcing	NOUN
iogr-1326	7	6	,	,	PUNCT
iogr-1326	7	7	cleaning	cleaning	NOUN
iogr-1326	7	8	,	,	PUNCT
iogr-1326	7	9	and	and	CCONJ
iogr-1326	7	10	normalization	normalization	NOUN
iogr-1326	7	11	,	,	PUNCT
iogr-1326	7	12	followed	follow	VERB
iogr-1326	7	13	by	by	ADP
iogr-1326	7	14	model	model	NOUN
iogr-1326	7	15	training	training	NOUN
iogr-1326	7	16	with	with	ADP
iogr-1326	7	17	the	the	DET
iogr-1326	7	18	levenberg	levenberg	PROPN
iogr-1326	7	19	-	-	PUNCT
iogr-1326	7	20	marquardt	marquardt	PROPN
iogr-1326	7	21	(	(	PUNCT
iogr-1326	7	22	lm	lm	PROPN
iogr-1326	7	23	)	)	PUNCT
iogr-1326	7	24	algorithm	algorithm	NOUN
iogr-1326	7	25	in	in	ADP
iogr-1326	7	26	matlab	matlab	PROPN
iogr-1326	7	27	,	,	PUNCT
iogr-1326	7	28	validation	validation	NOUN
iogr-1326	7	29	,	,	PUNCT
iogr-1326	7	30	and	and	CCONJ
iogr-1326	7	31	testing	testing	NOUN
iogr-1326	7	32	.	.	PUNCT
iogr-1326	8	1	three	three	NUM
iogr-1326	8	2	different	different	ADJ
iogr-1326	8	3	narx	narx	NOUN
iogr-1326	8	4	configurations	configuration	NOUN
iogr-1326	8	5	(	(	PUNCT
iogr-1326	8	6	narx-1	narx-1	PROPN
iogr-1326	8	7	,	,	PUNCT
iogr-1326	8	8	narx-2	narx-2	NUM
iogr-1326	8	9	,	,	PUNCT
iogr-1326	8	10	and	and	CCONJ
iogr-1326	8	11	narx-3	narx-3	NUM
iogr-1326	8	12	)	)	PUNCT
iogr-1326	8	13	were	be	AUX
iogr-1326	8	14	tested	test	VERB
iogr-1326	8	15	,	,	PUNCT
iogr-1326	8	16	with	with	ADP
iogr-1326	8	17	sensitivity	sensitivity	NOUN
iogr-1326	8	18	analyses	analysis	NOUN
iogr-1326	8	19	conducted	conduct	VERB
iogr-1326	8	20	on	on	ADP
iogr-1326	8	21	the	the	DET
iogr-1326	8	22	number	number	NOUN
iogr-1326	8	23	of	of	ADP
iogr-1326	8	24	time	time	NOUN
iogr-1326	8	25	delays	delay	NOUN
iogr-1326	8	26	and	and	CCONJ
iogr-1326	8	27	neurons	neuron	NOUN
iogr-1326	8	28	to	to	PART
iogr-1326	8	29	optimize	optimize	VERB
iogr-1326	8	30	the	the	DET
iogr-1326	8	31	model	model	NOUN
iogr-1326	8	32	's	's	PART
iogr-1326	8	33	structure	structure	NOUN
iogr-1326	8	34	.	.	PUNCT
iogr-1326	9	1	performance	performance	NOUN
iogr-1326	9	2	was	be	AUX
iogr-1326	9	3	evaluated	evaluate	VERB
iogr-1326	9	4	using	use	VERB
iogr-1326	9	5	metrics	metric	NOUN
iogr-1326	9	6	like	like	INTJ
iogr-1326	9	7	mean	mean	VERB
iogr-1326	9	8	squared	square	VERB
iogr-1326	9	9	error	error	NOUN
iogr-1326	9	10	(	(	PUNCT
iogr-1326	9	11	mse	mse	NOUN
iogr-1326	9	12	)	)	PUNCT
iogr-1326	9	13	and	and	CCONJ
iogr-1326	9	14	coefficient	coefficient	NOUN
iogr-1326	9	15	of	of	ADP
iogr-1326	9	16	determination	determination	NOUN
iogr-1326	9	17	(	(	PUNCT
iogr-1326	9	18	r2	r2	PROPN
iogr-1326	9	19	)	)	PUNCT
iogr-1326	9	20	,	,	PUNCT
iogr-1326	9	21	with	with	ADP
iogr-1326	9	22	results	result	NOUN
iogr-1326	9	23	indicating	indicate	VERB
iogr-1326	9	24	that	that	SCONJ
iogr-1326	9	25	the	the	DET
iogr-1326	9	26	narx-1	narx-1	NOUN
iogr-1326	9	27	model	model	NOUN
iogr-1326	9	28	with	with	ADP
iogr-1326	9	29	20	20	NUM
iogr-1326	9	30	neurons	neuron	NOUN
iogr-1326	9	31	achieved	achieve	VERB
iogr-1326	9	32	the	the	DET
iogr-1326	9	33	best	good	ADJ
iogr-1326	9	34	performance	performance	NOUN
iogr-1326	9	35	,	,	PUNCT
iogr-1326	9	36	boasting	boast	VERB
iogr-1326	9	37	an	an	DET
iogr-1326	9	38	r2	r2	NOUN
iogr-1326	9	39	of	of	ADP
iogr-1326	9	40	0.988	0.988	NUM
iogr-1326	9	41	.	.	PUNCT
iogr-1326	10	1	the	the	DET
iogr-1326	10	2	result	result	NOUN
iogr-1326	10	3	showed	show	VERB
iogr-1326	10	4	that	that	SCONJ
iogr-1326	10	5	natural	natural	ADJ
iogr-1326	10	6	gas	gas	NOUN
iogr-1326	10	7	demand	demand	NOUN
iogr-1326	10	8	in	in	ADP
iogr-1326	10	9	nigeria	nigeria	PROPN
iogr-1326	10	10	has	have	AUX
iogr-1326	10	11	steadily	steadily	ADV
iogr-1326	10	12	increased	increase	VERB
iogr-1326	10	13	over	over	ADP
iogr-1326	10	14	time	time	NOUN
iogr-1326	10	15	,	,	PUNCT
iogr-1326	10	16	with	with	ADP
iogr-1326	10	17	fluctuations	fluctuation	NOUN
iogr-1326	10	18	in	in	ADP
iogr-1326	10	19	response	response	NOUN
iogr-1326	10	20	to	to	ADP
iogr-1326	10	21	global	global	ADJ
iogr-1326	10	22	economic	economic	ADJ
iogr-1326	10	23	crises	crisis	NOUN
iogr-1326	10	24	like	like	ADP
iogr-1326	10	25	the	the	DET
iogr-1326	10	26	2008	2008	NUM
iogr-1326	10	27	recession	recession	NOUN
iogr-1326	10	28	and	and	CCONJ
iogr-1326	10	29	the	the	DET
iogr-1326	10	30	covid-19	covid-19	PROPN
iogr-1326	10	31	pandemic	pandemic	NOUN
iogr-1326	10	32	.	.	PUNCT
iogr-1326	11	1	sensitivity	sensitivity	NOUN
iogr-1326	11	2	analyses	analysis	NOUN
iogr-1326	11	3	revealed	reveal	VERB
iogr-1326	11	4	that	that	SCONJ
iogr-1326	11	5	the	the	DET
iogr-1326	11	6	narx-1	narx-1	NOUN
iogr-1326	11	7	configuration	configuration	NOUN
iogr-1326	11	8	,	,	PUNCT
iogr-1326	11	9	with	with	ADP
iogr-1326	11	10	20	20	NUM
iogr-1326	11	11	neurons	neuron	NOUN
iogr-1326	11	12	,	,	PUNCT
iogr-1326	11	13	provided	provide	VERB
iogr-1326	11	14	the	the	DET
iogr-1326	11	15	most	most	ADV
iogr-1326	11	16	accurate	accurate	ADJ
iogr-1326	11	17	forecasting	forecasting	NOUN
iogr-1326	11	18	results	result	NOUN
iogr-1326	11	19	based	base	VERB
iogr-1326	11	20	on	on	ADP
iogr-1326	11	21	its	its	PRON
iogr-1326	11	22	low	low	ADJ
iogr-1326	11	23	mse	mse	NOUN
iogr-1326	11	24	of	of	ADP
iogr-1326	11	25	0.003396	0.003396	NUM
iogr-1326	11	26	and	and	CCONJ
iogr-1326	11	27	high	high	ADJ
iogr-1326	11	28	r2	r2	NOUN
iogr-1326	11	29	value	value	NOUN
iogr-1326	11	30	of	of	ADP
iogr-1326	11	31	0.988155	0.988155	NUM
iogr-1326	11	32	,	,	PUNCT
iogr-1326	11	33	outperforming	outperform	VERB
iogr-1326	11	34	other	other	ADJ
iogr-1326	11	35	models	model	NOUN
iogr-1326	11	36	.	.	PUNCT
iogr-1326	12	1	these	these	DET
iogr-1326	12	2	findings	finding	NOUN
iogr-1326	12	3	demonstrate	demonstrate	VERB
iogr-1326	12	4	the	the	DET
iogr-1326	12	5	effectiveness	effectiveness	NOUN
iogr-1326	12	6	of	of	ADP
iogr-1326	12	7	the	the	DET
iogr-1326	12	8	narx	narx	NOUN
iogr-1326	12	9	model	model	NOUN
iogr-1326	12	10	for	for	ADP
iogr-1326	12	11	forecasting	forecast	VERB
iogr-1326	12	12	natural	natural	ADJ
iogr-1326	12	13	gas	gas	NOUN
iogr-1326	12	14	demand	demand	NOUN
iogr-1326	12	15	,	,	PUNCT
iogr-1326	12	16	making	make	VERB
iogr-1326	12	17	it	it	PRON
iogr-1326	12	18	a	a	DET
iogr-1326	12	19	valuable	valuable	ADJ
iogr-1326	12	20	tool	tool	NOUN
iogr-1326	12	21	for	for	ADP
iogr-1326	12	22	energy	energy	NOUN
iogr-1326	12	23	planning	planning	NOUN
iogr-1326	12	24	and	and	CCONJ
iogr-1326	12	25	decisionmaking	decisionmake	VERB
iogr-1326	12	26	in	in	ADP
iogr-1326	12	27	nigeria	nigeria	PROPN
iogr-1326	12	28	.	.	PUNCT
iogr-1326	13	1	introduction	introduction	NOUN
iogr-1326	13	2	energy	energy	NOUN
iogr-1326	13	3	plays	play	VERB
iogr-1326	13	4	a	a	DET
iogr-1326	13	5	crucial	crucial	ADJ
iogr-1326	13	6	role	role	NOUN
iogr-1326	13	7	in	in	ADP
iogr-1326	13	8	the	the	DET
iogr-1326	13	9	progress	progress	NOUN
iogr-1326	13	10	of	of	ADP
iogr-1326	13	11	societies	society	NOUN
iogr-1326	13	12	and	and	CCONJ
iogr-1326	13	13	global	global	ADJ
iogr-1326	13	14	economies	economy	NOUN
iogr-1326	13	15	,	,	PUNCT
iogr-1326	13	16	with	with	ADP
iogr-1326	13	17	its	its	PRON
iogr-1326	13	18	significance	significance	NOUN
iogr-1326	13	19	increasing	increase	VERB
iogr-1326	13	20	due	due	ADJ
iogr-1326	13	21	to	to	ADP
iogr-1326	13	22	factors	factor	NOUN
iogr-1326	13	23	such	such	ADJ
iogr-1326	13	24	as	as	ADP
iogr-1326	13	25	economic	economic	ADJ
iogr-1326	13	26	growth	growth	NOUN
iogr-1326	13	27	,	,	PUNCT
iogr-1326	13	28	population	population	NOUN
iogr-1326	13	29	expansion	expansion	NOUN
iogr-1326	13	30	,	,	PUNCT
iogr-1326	13	31	and	and	CCONJ
iogr-1326	13	32	rapid	rapid	ADJ
iogr-1326	13	33	urbanization	urbanization	NOUN
iogr-1326	13	34	worldwide	worldwide	ADV
iogr-1326	13	35	(	(	PUNCT
iogr-1326	13	36	toren	toren	NOUN
iogr-1326	13	37	2023	2023	NUM
iogr-1326	13	38	)	)	PUNCT
iogr-1326	13	39	.	.	PUNCT
iogr-1326	14	1	there	there	PRON
iogr-1326	14	2	is	be	VERB
iogr-1326	14	3	a	a	DET
iogr-1326	14	4	greater	great	ADJ
iogr-1326	14	5	emphasis	emphasis	NOUN
iogr-1326	14	6	on	on	ADP
iogr-1326	14	7	energy	energy	NOUN
iogr-1326	14	8	modelling	modelling	NOUN
iogr-1326	14	9	and	and	CCONJ
iogr-1326	14	10	forecasting	forecasting	NOUN
iogr-1326	14	11	within	within	ADP
iogr-1326	14	12	the	the	DET
iogr-1326	14	13	energy	energy	NOUN
iogr-1326	14	14	sectors	sector	NOUN
iogr-1326	14	15	due	due	ADP
iogr-1326	14	16	to	to	ADP
iogr-1326	14	17	the	the	DET
iogr-1326	14	18	government	government	NOUN
iogr-1326	14	19	’s	’s	PART
iogr-1326	14	20	strict	strict	ADJ
iogr-1326	14	21	energy	energy	NOUN
iogr-1326	14	22	production	production	NOUN
iogr-1326	14	23	regulations	regulation	NOUN
iogr-1326	14	24	and	and	CCONJ
iogr-1326	14	25	growing	grow	VERB
iogr-1326	14	26	environmental	environmental	ADJ
iogr-1326	14	27	concerns	concern	NOUN
iogr-1326	14	28	.	.	PUNCT
iogr-1326	15	1	a	a	DET
iogr-1326	15	2	reliable	reliable	ADJ
iogr-1326	15	3	and	and	CCONJ
iogr-1326	15	4	consistent	consistent	ADJ
iogr-1326	15	5	energy	energy	NOUN
iogr-1326	15	6	supply	supply	NOUN
iogr-1326	15	7	is	be	AUX
iogr-1326	15	8	crucial	crucial	ADJ
iogr-1326	15	9	for	for	ADP
iogr-1326	15	10	a	a	DET
iogr-1326	15	11	nation	nation	NOUN
iogr-1326	15	12	's	's	PART
iogr-1326	15	13	economic	economic	ADJ
iogr-1326	15	14	and	and	CCONJ
iogr-1326	15	15	societal	societal	ADJ
iogr-1326	15	16	advancement	advancement	NOUN
iogr-1326	15	17	.	.	PUNCT
iogr-1326	16	1	therefore	therefore	ADV
iogr-1326	16	2	,	,	PUNCT
iogr-1326	16	3	policymakers	policymaker	NOUN
iogr-1326	16	4	need	need	VERB
iogr-1326	16	5	to	to	PART
iogr-1326	16	6	understand	understand	VERB
iogr-1326	16	7	the	the	DET
iogr-1326	16	8	future	future	ADJ
iogr-1326	16	9	energy	energy	NOUN
iogr-1326	16	10	needs	need	VERB
iogr-1326	16	11	to	to	PART
iogr-1326	16	12	develop	develop	VERB
iogr-1326	16	13	a	a	DET
iogr-1326	16	14	plan	plan	NOUN
iogr-1326	16	15	for	for	ADP
iogr-1326	16	16	the	the	DET
iogr-1326	16	17	country	country	NOUN
iogr-1326	16	18	's	's	PART
iogr-1326	16	19	energy	energy	NOUN
iogr-1326	16	20	provision	provision	NOUN
iogr-1326	16	21	(	(	PUNCT
iogr-1326	16	22	sharma	sharma	PROPN
iogr-1326	16	23	et	et	PROPN
iogr-1326	16	24	al	al	PROPN
iogr-1326	16	25	.	.	PROPN
iogr-1326	16	26	2021	2021	NUM
iogr-1326	16	27	)	)	PUNCT
iogr-1326	16	28	.	.	PUNCT
iogr-1326	17	1	predicting	predict	VERB
iogr-1326	17	2	energy	energy	NOUN
iogr-1326	17	3	consumption	consumption	NOUN
iogr-1326	17	4	and	and	CCONJ
iogr-1326	17	5	demand	demand	NOUN
iogr-1326	17	6	,	,	PUNCT
iogr-1326	17	7	considering	consider	VERB
iogr-1326	17	8	limitations	limitation	NOUN
iogr-1326	17	9	such	such	ADJ
iogr-1326	17	10	as	as	ADP
iogr-1326	17	11	resource	resource	NOUN
iogr-1326	17	12	availability	availability	NOUN
iogr-1326	17	13	,	,	PUNCT
iogr-1326	17	14	fuel	fuel	NOUN
iogr-1326	17	15	costs	cost	NOUN
iogr-1326	17	16	,	,	PUNCT
iogr-1326	17	17	capacity	capacity	NOUN
iogr-1326	17	18	needs	need	NOUN
iogr-1326	17	19	,	,	PUNCT
iogr-1326	17	20	and	and	CCONJ
iogr-1326	17	21	investments	investment	NOUN
iogr-1326	17	22	,	,	PUNCT
iogr-1326	17	23	has	have	AUX
iogr-1326	17	24	become	become	VERB
iogr-1326	17	25	essential	essential	ADJ
iogr-1326	17	26	for	for	ADP
iogr-1326	17	27	managing	manage	VERB
iogr-1326	17	28	the	the	DET
iogr-1326	17	29	rising	rise	VERB
iogr-1326	17	30	trend	trend	NOUN
iogr-1326	17	31	of	of	ADP
iogr-1326	17	32	energy	energy	NOUN
iogr-1326	17	33	use	use	NOUN
iogr-1326	17	34	.	.	PUNCT
iogr-1326	18	1	mailto:christian.okalla@futo.edu.ng	mailto:christian.okalla@futo.edu.ng	NUM
iogr-1326	18	2	improved	improve	VERB
iogr-1326	18	3	oil	oil	NOUN
iogr-1326	18	4	and	and	CCONJ
iogr-1326	18	5	gas	gas	NOUN
iogr-1326	18	6	recovery	recovery	NOUN
iogr-1326	18	7	2	2	NUM
iogr-1326	18	8	natural	natural	ADJ
iogr-1326	18	9	gas	gas	NOUN
iogr-1326	18	10	has	have	AUX
iogr-1326	18	11	long	long	ADV
iogr-1326	18	12	been	be	AUX
iogr-1326	18	13	considered	consider	VERB
iogr-1326	18	14	a	a	DET
iogr-1326	18	15	“	"	PUNCT
iogr-1326	18	16	cleaner	clean	ADJ
iogr-1326	18	17	”	"	PUNCT
iogr-1326	18	18	alternative	alternative	NOUN
iogr-1326	18	19	to	to	ADP
iogr-1326	18	20	traditional	traditional	ADJ
iogr-1326	18	21	fossil	fossil	ADJ
iogr-1326	18	22	fuels	fuel	NOUN
iogr-1326	18	23	like	like	ADP
iogr-1326	18	24	crude	crude	ADJ
iogr-1326	18	25	oil	oil	NOUN
iogr-1326	18	26	and	and	CCONJ
iogr-1326	18	27	coal	coal	NOUN
iogr-1326	18	28	due	due	ADP
iogr-1326	18	29	to	to	ADP
iogr-1326	18	30	its	its	PRON
iogr-1326	18	31	lower	low	ADJ
iogr-1326	18	32	carbon	carbon	NOUN
iogr-1326	18	33	footprint	footprint	NOUN
iogr-1326	18	34	(	(	PUNCT
iogr-1326	18	35	mohammad	mohammad	PROPN
iogr-1326	18	36	et	et	PROPN
iogr-1326	18	37	al	al	PROPN
iogr-1326	18	38	.	.	PROPN
iogr-1326	18	39	2021	2021	NUM
iogr-1326	18	40	)	)	PUNCT
iogr-1326	18	41	.	.	PUNCT
iogr-1326	19	1	it	it	PRON
iogr-1326	19	2	is	be	AUX
iogr-1326	19	3	often	often	ADV
iogr-1326	19	4	regarded	regard	VERB
iogr-1326	19	5	as	as	ADP
iogr-1326	19	6	a	a	DET
iogr-1326	19	7	more	more	ADV
iogr-1326	19	8	reliable	reliable	ADJ
iogr-1326	19	9	power	power	NOUN
iogr-1326	19	10	generation	generation	NOUN
iogr-1326	19	11	option	option	NOUN
iogr-1326	19	12	compared	compare	VERB
iogr-1326	19	13	to	to	ADP
iogr-1326	19	14	renewable	renewable	ADJ
iogr-1326	19	15	sources	source	NOUN
iogr-1326	19	16	such	such	ADJ
iogr-1326	19	17	as	as	ADP
iogr-1326	19	18	solar	solar	ADJ
iogr-1326	19	19	and	and	CCONJ
iogr-1326	19	20	wind	wind	NOUN
iogr-1326	19	21	,	,	PUNCT
iogr-1326	19	22	owing	owe	VERB
iogr-1326	19	23	to	to	ADP
iogr-1326	19	24	its	its	PRON
iogr-1326	19	25	consistent	consistent	ADJ
iogr-1326	19	26	availability	availability	NOUN
iogr-1326	19	27	and	and	CCONJ
iogr-1326	19	28	ability	ability	NOUN
iogr-1326	19	29	to	to	PART
iogr-1326	19	30	provide	provide	VERB
iogr-1326	19	31	stable	stable	ADJ
iogr-1326	19	32	power	power	NOUN
iogr-1326	19	33	output	output	NOUN
iogr-1326	19	34	regardless	regardless	ADV
iogr-1326	19	35	of	of	ADP
iogr-1326	19	36	weather	weather	NOUN
iogr-1326	19	37	conditions	condition	NOUN
iogr-1326	19	38	(	(	PUNCT
iogr-1326	19	39	lehner	lehner	PROPN
iogr-1326	19	40	et	et	PROPN
iogr-1326	19	41	al	al	PROPN
iogr-1326	19	42	.	.	PROPN
iogr-1326	19	43	2023	2023	NUM
iogr-1326	19	44	)	)	PUNCT
iogr-1326	19	45	.	.	PUNCT
iogr-1326	20	1	given	give	VERB
iogr-1326	20	2	its	its	PRON
iogr-1326	20	3	reliability	reliability	NOUN
iogr-1326	20	4	and	and	CCONJ
iogr-1326	20	5	accessibility	accessibility	NOUN
iogr-1326	20	6	,	,	PUNCT
iogr-1326	20	7	natural	natural	ADJ
iogr-1326	20	8	gas	gas	NOUN
iogr-1326	20	9	is	be	AUX
iogr-1326	20	10	favoured	favour	VERB
iogr-1326	20	11	for	for	ADP
iogr-1326	20	12	power	power	NOUN
iogr-1326	20	13	generation	generation	NOUN
iogr-1326	20	14	,	,	PUNCT
iogr-1326	20	15	urban	urban	ADJ
iogr-1326	20	16	heating	heating	NOUN
iogr-1326	20	17	,	,	PUNCT
iogr-1326	20	18	public	public	ADJ
iogr-1326	20	19	transportation	transportation	NOUN
iogr-1326	20	20	,	,	PUNCT
iogr-1326	20	21	and	and	CCONJ
iogr-1326	20	22	manufacturing	manufacturing	NOUN
iogr-1326	20	23	.	.	PUNCT
iogr-1326	21	1	as	as	ADP
iogr-1326	21	2	the	the	DET
iogr-1326	21	3	global	global	ADJ
iogr-1326	21	4	emphasis	emphasis	NOUN
iogr-1326	21	5	on	on	ADP
iogr-1326	21	6	decarbonization	decarbonization	NOUN
iogr-1326	21	7	and	and	CCONJ
iogr-1326	21	8	sustainability	sustainability	NOUN
iogr-1326	21	9	grows	grow	NOUN
iogr-1326	21	10	,	,	PUNCT
iogr-1326	21	11	natural	natural	ADJ
iogr-1326	21	12	gas	gas	NOUN
iogr-1326	21	13	is	be	AUX
iogr-1326	21	14	expected	expect	VERB
iogr-1326	21	15	to	to	PART
iogr-1326	21	16	continue	continue	VERB
iogr-1326	21	17	playing	play	VERB
iogr-1326	21	18	a	a	DET
iogr-1326	21	19	significant	significant	ADJ
iogr-1326	21	20	role	role	NOUN
iogr-1326	21	21	as	as	ADP
iogr-1326	21	22	an	an	DET
iogr-1326	21	23	energy	energy	NOUN
iogr-1326	21	24	source	source	NOUN
iogr-1326	21	25	.	.	PUNCT
iogr-1326	22	1	it	it	PRON
iogr-1326	22	2	is	be	AUX
iogr-1326	22	3	anticipated	anticipate	VERB
iogr-1326	22	4	to	to	PART
iogr-1326	22	5	play	play	VERB
iogr-1326	22	6	a	a	DET
iogr-1326	22	7	pivotal	pivotal	ADJ
iogr-1326	22	8	part	part	NOUN
iogr-1326	22	9	in	in	ADP
iogr-1326	22	10	the	the	DET
iogr-1326	22	11	transition	transition	NOUN
iogr-1326	22	12	from	from	ADP
iogr-1326	22	13	fossil	fossil	ADJ
iogr-1326	22	14	fuels	fuel	NOUN
iogr-1326	22	15	to	to	AUX
iogr-1326	22	16	"	"	PUNCT
iogr-1326	22	17	green	green	ADJ
iogr-1326	22	18	"	"	PUNCT
iogr-1326	22	19	and	and	CCONJ
iogr-1326	22	20	renewable	renewable	ADJ
iogr-1326	22	21	energies	energy	NOUN
iogr-1326	22	22	,	,	PUNCT
iogr-1326	22	23	contributing	contribute	VERB
iogr-1326	22	24	significantly	significantly	ADV
iogr-1326	22	25	to	to	ADP
iogr-1326	22	26	the	the	DET
iogr-1326	22	27	social	social	ADJ
iogr-1326	22	28	and	and	CCONJ
iogr-1326	22	29	economic	economic	ADJ
iogr-1326	22	30	progress	progress	NOUN
iogr-1326	22	31	of	of	ADP
iogr-1326	22	32	nations	nation	NOUN
iogr-1326	22	33	and	and	CCONJ
iogr-1326	22	34	aligning	align	VERB
iogr-1326	22	35	with	with	ADP
iogr-1326	22	36	sustainable	sustainable	ADJ
iogr-1326	22	37	energy	energy	NOUN
iogr-1326	22	38	trends	trend	NOUN
iogr-1326	22	39	(	(	PUNCT
iogr-1326	22	40	kuzemko	kuzemko	PROPN
iogr-1326	22	41	et	et	PROPN
iogr-1326	22	42	al	al	PROPN
iogr-1326	22	43	.	.	PROPN
iogr-1326	22	44	2020	2020	NUM
iogr-1326	22	45	;	;	PUNCT
iogr-1326	22	46	zhukovskiy	zhukovskiy	NOUN
iogr-1326	22	47	et	et	NOUN
iogr-1326	22	48	al	al	PROPN
iogr-1326	22	49	.	.	PROPN
iogr-1326	22	50	2021	2021	NUM
iogr-1326	22	51	;	;	PUNCT
iogr-1326	22	52	zaytsev	zaytsev	NOUN
iogr-1326	22	53	et	et	PROPN
iogr-1326	22	54	al	al	PROPN
iogr-1326	22	55	.	.	PROPN
iogr-1326	22	56	2022	2022	NUM
iogr-1326	22	57	)	)	PUNCT
iogr-1326	22	58	.	.	PUNCT
iogr-1326	23	1	the	the	DET
iogr-1326	23	2	energy	energy	NOUN
iogr-1326	23	3	shortage	shortage	NOUN
iogr-1326	23	4	in	in	ADP
iogr-1326	23	5	nigeria	nigeria	PROPN
iogr-1326	23	6	has	have	AUX
iogr-1326	23	7	been	be	AUX
iogr-1326	23	8	a	a	DET
iogr-1326	23	9	longstanding	longstanding	ADJ
iogr-1326	23	10	concern	concern	NOUN
iogr-1326	23	11	for	for	ADP
iogr-1326	23	12	both	both	CCONJ
iogr-1326	23	13	the	the	DET
iogr-1326	23	14	government	government	NOUN
iogr-1326	23	15	and	and	CCONJ
iogr-1326	23	16	the	the	DET
iogr-1326	23	17	populace	populace	NOUN
iogr-1326	23	18	(	(	PUNCT
iogr-1326	23	19	omidih	omidih	ADJ
iogr-1326	23	20	and	and	CCONJ
iogr-1326	23	21	omotehinse	omotehinse	NOUN
iogr-1326	23	22	2020	2020	NUM
iogr-1326	23	23	)	)	PUNCT
iogr-1326	23	24	.	.	PUNCT
iogr-1326	24	1	various	various	ADJ
iogr-1326	24	2	interventions	intervention	NOUN
iogr-1326	24	3	at	at	ADP
iogr-1326	24	4	the	the	DET
iogr-1326	24	5	community	community	NOUN
iogr-1326	24	6	,	,	PUNCT
iogr-1326	24	7	state	state	NOUN
iogr-1326	24	8	,	,	PUNCT
iogr-1326	24	9	and	and	CCONJ
iogr-1326	24	10	national	national	ADJ
iogr-1326	24	11	levels	level	NOUN
iogr-1326	24	12	have	have	AUX
iogr-1326	24	13	had	have	VERB
iogr-1326	24	14	limited	limit	VERB
iogr-1326	24	15	impact	impact	NOUN
iogr-1326	24	16	on	on	ADP
iogr-1326	24	17	addressing	address	VERB
iogr-1326	24	18	the	the	DET
iogr-1326	24	19	energy	energy	NOUN
iogr-1326	24	20	challenges	challenge	NOUN
iogr-1326	24	21	(	(	PUNCT
iogr-1326	24	22	endurance	endurance	NOUN
iogr-1326	24	23	et	et	PROPN
iogr-1326	24	24	al	al	PROPN
iogr-1326	24	25	.	.	PROPN
iogr-1326	24	26	2021	2021	NUM
iogr-1326	24	27	)	)	PUNCT
iogr-1326	24	28	.	.	PUNCT
iogr-1326	25	1	the	the	DET
iogr-1326	25	2	federal	federal	ADJ
iogr-1326	25	3	government	government	NOUN
iogr-1326	25	4	of	of	ADP
iogr-1326	25	5	nigeria	nigeria	PROPN
iogr-1326	25	6	has	have	AUX
iogr-1326	25	7	made	make	VERB
iogr-1326	25	8	efforts	effort	NOUN
iogr-1326	25	9	to	to	PART
iogr-1326	25	10	diversify	diversify	VERB
iogr-1326	25	11	the	the	DET
iogr-1326	25	12	energy	energy	NOUN
iogr-1326	25	13	mix	mix	NOUN
iogr-1326	25	14	to	to	PART
iogr-1326	25	15	include	include	VERB
iogr-1326	25	16	conventional	conventional	ADJ
iogr-1326	25	17	energy	energy	NOUN
iogr-1326	25	18	generation	generation	NOUN
iogr-1326	25	19	,	,	PUNCT
iogr-1326	25	20	renewable	renewable	ADJ
iogr-1326	25	21	energy	energy	NOUN
iogr-1326	25	22	technologies	technology	NOUN
iogr-1326	25	23	(	(	PUNCT
iogr-1326	25	24	rets	ret	NOUN
iogr-1326	25	25	)	)	PUNCT
iogr-1326	25	26	,	,	PUNCT
iogr-1326	25	27	and	and	CCONJ
iogr-1326	25	28	nuclear	nuclear	ADJ
iogr-1326	25	29	energy	energy	NOUN
iogr-1326	25	30	(	(	PUNCT
iogr-1326	25	31	diemuodeke	diemuodeke	VERB
iogr-1326	25	32	et	et	PROPN
iogr-1326	25	33	al	al	PROPN
iogr-1326	25	34	.	.	PROPN
iogr-1326	25	35	2021	2021	NUM
iogr-1326	25	36	)	)	PUNCT
iogr-1326	25	37	.	.	PUNCT
iogr-1326	26	1	however	however	ADV
iogr-1326	26	2	,	,	PUNCT
iogr-1326	26	3	despite	despite	SCONJ
iogr-1326	26	4	these	these	DET
iogr-1326	26	5	initiatives	initiative	NOUN
iogr-1326	26	6	,	,	PUNCT
iogr-1326	26	7	the	the	DET
iogr-1326	26	8	issue	issue	NOUN
iogr-1326	26	9	of	of	ADP
iogr-1326	26	10	energy	energy	NOUN
iogr-1326	26	11	scarcity	scarcity	NOUN
iogr-1326	26	12	persists	persist	VERB
iogr-1326	26	13	,	,	PUNCT
iogr-1326	26	14	with	with	ADP
iogr-1326	26	15	demand	demand	NOUN
iogr-1326	26	16	for	for	ADP
iogr-1326	26	17	electricity	electricity	NOUN
iogr-1326	26	18	outpacing	outpace	VERB
iogr-1326	26	19	supply	supply	NOUN
iogr-1326	26	20	(	(	PUNCT
iogr-1326	26	21	bassey	bassey	NOUN
iogr-1326	26	22	et	et	PROPN
iogr-1326	26	23	al	al	PROPN
iogr-1326	26	24	.	.	PROPN
iogr-1326	26	25	2022	2022	NUM
iogr-1326	26	26	)	)	PUNCT
iogr-1326	26	27	.	.	PUNCT
iogr-1326	27	1	the	the	DET
iogr-1326	27	2	gas	gas	NOUN
iogr-1326	27	3	sub	sub	NOUN
iogr-1326	27	4	-	-	NOUN
iogr-1326	27	5	sector	sector	NOUN
iogr-1326	27	6	,	,	PUNCT
iogr-1326	27	7	including	include	VERB
iogr-1326	27	8	power	power	NOUN
iogr-1326	27	9	generation	generation	NOUN
iogr-1326	27	10	,	,	PUNCT
iogr-1326	27	11	petrochemicals	petrochemical	NOUN
iogr-1326	27	12	,	,	PUNCT
iogr-1326	27	13	cement	cement	NOUN
iogr-1326	27	14	,	,	PUNCT
iogr-1326	27	15	and	and	CCONJ
iogr-1326	27	16	residential	residential	ADJ
iogr-1326	27	17	applications	application	NOUN
iogr-1326	27	18	,	,	PUNCT
iogr-1326	27	19	has	have	AUX
iogr-1326	27	20	been	be	AUX
iogr-1326	27	21	identified	identify	VERB
iogr-1326	27	22	as	as	ADP
iogr-1326	27	23	a	a	DET
iogr-1326	27	24	critical	critical	ADJ
iogr-1326	27	25	area	area	NOUN
iogr-1326	27	26	capable	capable	ADJ
iogr-1326	27	27	of	of	ADP
iogr-1326	27	28	driving	drive	VERB
iogr-1326	27	29	the	the	DET
iogr-1326	27	30	country	country	NOUN
iogr-1326	27	31	's	's	PART
iogr-1326	27	32	economic	economic	ADJ
iogr-1326	27	33	development	development	NOUN
iogr-1326	27	34	(	(	PUNCT
iogr-1326	27	35	agbonifo	agbonifo	PROPN
iogr-1326	27	36	2016	2016	NUM
iogr-1326	27	37	)	)	PUNCT
iogr-1326	27	38	.	.	PUNCT
iogr-1326	28	1	natural	natural	ADJ
iogr-1326	28	2	gas	gas	NOUN
iogr-1326	28	3	is	be	AUX
iogr-1326	28	4	among	among	ADP
iogr-1326	28	5	nigeria	nigeria	PROPN
iogr-1326	28	6	's	's	PART
iogr-1326	28	7	abundant	abundant	ADJ
iogr-1326	28	8	indigenous	indigenous	ADJ
iogr-1326	28	9	energy	energy	NOUN
iogr-1326	28	10	sources	source	NOUN
iogr-1326	28	11	,	,	PUNCT
iogr-1326	28	12	making	make	VERB
iogr-1326	28	13	it	it	PRON
iogr-1326	28	14	essential	essential	ADJ
iogr-1326	28	15	to	to	PART
iogr-1326	28	16	grasp	grasp	VERB
iogr-1326	28	17	how	how	SCONJ
iogr-1326	28	18	its	its	PRON
iogr-1326	28	19	demand	demand	NOUN
iogr-1326	28	20	will	will	AUX
iogr-1326	28	21	change	change	VERB
iogr-1326	28	22	to	to	PART
iogr-1326	28	23	support	support	VERB
iogr-1326	28	24	rapid	rapid	ADJ
iogr-1326	28	25	economic	economic	ADJ
iogr-1326	28	26	growth	growth	NOUN
iogr-1326	28	27	(	(	PUNCT
iogr-1326	28	28	ekwueme	ekwueme	NOUN
iogr-1326	28	29	et	et	PROPN
iogr-1326	28	30	al	al	PROPN
iogr-1326	28	31	.	.	PROPN
iogr-1326	28	32	2022	2022	NUM
iogr-1326	28	33	)	)	PUNCT
iogr-1326	28	34	.	.	PUNCT
iogr-1326	29	1	given	give	VERB
iogr-1326	29	2	the	the	DET
iogr-1326	29	3	growing	grow	VERB
iogr-1326	29	4	importance	importance	NOUN
iogr-1326	29	5	of	of	ADP
iogr-1326	29	6	natural	natural	ADJ
iogr-1326	29	7	gas	gas	NOUN
iogr-1326	29	8	in	in	ADP
iogr-1326	29	9	the	the	DET
iogr-1326	29	10	global	global	ADJ
iogr-1326	29	11	energy	energy	NOUN
iogr-1326	29	12	landscape	landscape	NOUN
iogr-1326	29	13	,	,	PUNCT
iogr-1326	29	14	there	there	PRON
iogr-1326	29	15	exists	exist	VERB
iogr-1326	29	16	an	an	DET
iogr-1326	29	17	intriguing	intriguing	ADJ
iogr-1326	29	18	research	research	NOUN
iogr-1326	29	19	opportunity	opportunity	NOUN
iogr-1326	29	20	in	in	ADP
iogr-1326	29	21	developing	develop	VERB
iogr-1326	29	22	quantitative	quantitative	ADJ
iogr-1326	29	23	demand	demand	NOUN
iogr-1326	29	24	models	model	NOUN
iogr-1326	29	25	for	for	ADP
iogr-1326	29	26	this	this	DET
iogr-1326	29	27	essential	essential	ADJ
iogr-1326	29	28	energy	energy	NOUN
iogr-1326	29	29	source	source	NOUN
iogr-1326	29	30	(	(	PUNCT
iogr-1326	29	31	cai	cai	X
iogr-1326	29	32	et	et	PROPN
iogr-1326	29	33	al	al	PROPN
iogr-1326	29	34	.	.	PROPN
iogr-1326	29	35	2021	2021	NUM
iogr-1326	29	36	;	;	PUNCT
iogr-1326	29	37	liu	liu	PROPN
iogr-1326	29	38	et	et	PROPN
iogr-1326	29	39	al	al	PROPN
iogr-1326	29	40	.	.	PROPN
iogr-1326	29	41	2023	2023	NUM
iogr-1326	29	42	)	)	PUNCT
iogr-1326	29	43	.	.	PUNCT
iogr-1326	30	1	forecasting	forecast	VERB
iogr-1326	30	2	natural	natural	ADJ
iogr-1326	30	3	gas	gas	NOUN
iogr-1326	30	4	demand	demand	NOUN
iogr-1326	30	5	holds	hold	VERB
iogr-1326	30	6	immense	immense	ADJ
iogr-1326	30	7	importance	importance	NOUN
iogr-1326	30	8	in	in	ADP
iogr-1326	30	9	nigeria	nigeria	PROPN
iogr-1326	30	10	's	's	PART
iogr-1326	30	11	energy	energy	NOUN
iogr-1326	30	12	policy	policy	NOUN
iogr-1326	30	13	and	and	CCONJ
iogr-1326	30	14	planning	planning	NOUN
iogr-1326	30	15	.	.	PUNCT
iogr-1326	31	1	an	an	DET
iogr-1326	31	2	inaccurate	inaccurate	ADJ
iogr-1326	31	3	estimation	estimation	NOUN
iogr-1326	31	4	of	of	ADP
iogr-1326	31	5	natural	natural	ADJ
iogr-1326	31	6	gas	gas	NOUN
iogr-1326	31	7	consumption	consumption	NOUN
iogr-1326	31	8	can	can	AUX
iogr-1326	31	9	have	have	VERB
iogr-1326	31	10	significant	significant	ADJ
iogr-1326	31	11	repercussions	repercussion	NOUN
iogr-1326	31	12	,	,	PUNCT
iogr-1326	31	13	leading	lead	VERB
iogr-1326	31	14	to	to	ADP
iogr-1326	31	15	economic	economic	ADJ
iogr-1326	31	16	losses	loss	NOUN
iogr-1326	31	17	for	for	ADP
iogr-1326	31	18	end	end	NOUN
iogr-1326	31	19	consumers	consumer	NOUN
iogr-1326	31	20	and	and	CCONJ
iogr-1326	31	21	mismanagement	mismanagement	NOUN
iogr-1326	31	22	of	of	ADP
iogr-1326	31	23	supplies	supply	NOUN
iogr-1326	31	24	and	and	CCONJ
iogr-1326	31	25	infrastructure	infrastructure	NOUN
iogr-1326	31	26	.	.	PUNCT
iogr-1326	32	1	this	this	DET
iogr-1326	32	2	misestimation	misestimation	NOUN
iogr-1326	32	3	can	can	AUX
iogr-1326	32	4	result	result	VERB
iogr-1326	32	5	in	in	ADP
iogr-1326	32	6	disruptions	disruption	NOUN
iogr-1326	32	7	in	in	ADP
iogr-1326	32	8	natural	natural	ADJ
iogr-1326	32	9	gas	gas	NOUN
iogr-1326	32	10	supply	supply	NOUN
iogr-1326	32	11	,	,	PUNCT
iogr-1326	32	12	causing	cause	VERB
iogr-1326	32	13	substantial	substantial	ADJ
iogr-1326	32	14	economic	economic	ADJ
iogr-1326	32	15	costs	cost	NOUN
iogr-1326	32	16	.	.	PUNCT
iogr-1326	33	1	for	for	ADP
iogr-1326	33	2	instance	instance	NOUN
iogr-1326	33	3	,	,	PUNCT
iogr-1326	33	4	disruptions	disruption	NOUN
iogr-1326	33	5	in	in	ADP
iogr-1326	33	6	natural	natural	ADJ
iogr-1326	33	7	gas	gas	NOUN
iogr-1326	33	8	supply	supply	NOUN
iogr-1326	33	9	have	have	AUX
iogr-1326	33	10	led	lead	VERB
iogr-1326	33	11	to	to	ADP
iogr-1326	33	12	losses	loss	NOUN
iogr-1326	33	13	in	in	ADP
iogr-1326	33	14	productivity	productivity	NOUN
iogr-1326	33	15	in	in	ADP
iogr-1326	33	16	manufacturing	manufacturing	NOUN
iogr-1326	33	17	industries	industry	NOUN
iogr-1326	33	18	,	,	PUNCT
iogr-1326	33	19	with	with	ADP
iogr-1326	33	20	reported	report	VERB
iogr-1326	33	21	losses	loss	NOUN
iogr-1326	33	22	amounting	amount	VERB
iogr-1326	33	23	to	to	ADP
iogr-1326	33	24	billions	billion	NOUN
iogr-1326	33	25	of	of	ADP
iogr-1326	33	26	dollars	dollar	NOUN
iogr-1326	33	27	(	(	PUNCT
iogr-1326	33	28	duhalt	duhalt	NOUN
iogr-1326	33	29	2022	2022	NUM
iogr-1326	33	30	)	)	PUNCT
iogr-1326	33	31	.	.	PUNCT
iogr-1326	34	1	moreover	moreover	ADV
iogr-1326	34	2	,	,	PUNCT
iogr-1326	34	3	the	the	DET
iogr-1326	34	4	nexus	nexus	NOUN
iogr-1326	34	5	between	between	ADP
iogr-1326	34	6	natural	natural	ADJ
iogr-1326	34	7	gas	gas	NOUN
iogr-1326	34	8	consumption	consumption	NOUN
iogr-1326	34	9	and	and	CCONJ
iogr-1326	34	10	economic	economic	ADJ
iogr-1326	34	11	growth	growth	NOUN
iogr-1326	34	12	is	be	AUX
iogr-1326	34	13	non	non	ADJ
iogr-1326	34	14	-	-	ADJ
iogr-1326	34	15	linear	linear	ADJ
iogr-1326	34	16	,	,	PUNCT
iogr-1326	34	17	emphasizing	emphasize	VERB
iogr-1326	34	18	the	the	DET
iogr-1326	34	19	importance	importance	NOUN
iogr-1326	34	20	of	of	ADP
iogr-1326	34	21	accurate	accurate	ADJ
iogr-1326	34	22	estimations	estimation	NOUN
iogr-1326	34	23	to	to	PART
iogr-1326	34	24	ensure	ensure	VERB
iogr-1326	34	25	sustainable	sustainable	ADJ
iogr-1326	34	26	economic	economic	ADJ
iogr-1326	34	27	development	development	NOUN
iogr-1326	34	28	(	(	PUNCT
iogr-1326	34	29	sohail	sohail	PROPN
iogr-1326	34	30	et	et	PROPN
iogr-1326	34	31	al	al	PROPN
iogr-1326	34	32	.	.	PROPN
iogr-1326	34	33	2021	2021	NUM
iogr-1326	34	34	)	)	PUNCT
iogr-1326	34	35	.	.	PUNCT
iogr-1326	35	1	natural	natural	ADJ
iogr-1326	35	2	gas	gas	NOUN
iogr-1326	35	3	demand	demand	NOUN
iogr-1326	35	4	forecasting	forecasting	NOUN
iogr-1326	35	5	is	be	AUX
iogr-1326	35	6	a	a	DET
iogr-1326	35	7	crucial	crucial	ADJ
iogr-1326	35	8	aspect	aspect	NOUN
iogr-1326	35	9	of	of	ADP
iogr-1326	35	10	energy	energy	NOUN
iogr-1326	35	11	planning	planning	NOUN
iogr-1326	35	12	,	,	PUNCT
iogr-1326	35	13	particularly	particularly	ADV
iogr-1326	35	14	in	in	ADP
iogr-1326	35	15	an	an	DET
iogr-1326	35	16	industry	industry	NOUN
iogr-1326	35	17	marked	mark	VERB
iogr-1326	35	18	by	by	ADP
iogr-1326	35	19	risks	risk	NOUN
iogr-1326	35	20	and	and	CCONJ
iogr-1326	35	21	uncertainties	uncertainty	NOUN
iogr-1326	35	22	.	.	PUNCT
iogr-1326	36	1	it	it	PRON
iogr-1326	36	2	involves	involve	VERB
iogr-1326	36	3	utilizing	utilize	VERB
iogr-1326	36	4	models	model	NOUN
iogr-1326	36	5	to	to	PART
iogr-1326	36	6	analyse	analyse	VERB
iogr-1326	36	7	historical	historical	ADJ
iogr-1326	36	8	data	datum	NOUN
iogr-1326	36	9	and	and	CCONJ
iogr-1326	36	10	offer	offer	VERB
iogr-1326	36	11	insights	insight	NOUN
iogr-1326	36	12	into	into	ADP
iogr-1326	36	13	future	future	ADJ
iogr-1326	36	14	energy	energy	NOUN
iogr-1326	36	15	demand	demand	NOUN
iogr-1326	36	16	trends	trend	NOUN
iogr-1326	36	17	(	(	PUNCT
iogr-1326	36	18	petkovic	petkovic	PROPN
iogr-1326	36	19	et	et	PROPN
iogr-1326	36	20	al	al	PROPN
iogr-1326	36	21	.	.	PROPN
iogr-1326	36	22	2021	2021	NUM
iogr-1326	36	23	)	)	PUNCT
iogr-1326	36	24	.	.	PUNCT
iogr-1326	37	1	this	this	DET
iogr-1326	37	2	process	process	NOUN
iogr-1326	37	3	primarily	primarily	ADV
iogr-1326	37	4	deals	deal	VERB
iogr-1326	37	5	with	with	ADP
iogr-1326	37	6	time	time	NOUN
iogr-1326	37	7	-	-	PUNCT
iogr-1326	37	8	series	series	NOUN
iogr-1326	37	9	forecasting	forecasting	NOUN
iogr-1326	37	10	,	,	PUNCT
iogr-1326	37	11	focusing	focus	VERB
iogr-1326	37	12	on	on	ADP
iogr-1326	37	13	data	datum	NOUN
iogr-1326	37	14	points	point	NOUN
iogr-1326	37	15	sampled	sample	VERB
iogr-1326	37	16	at	at	ADP
iogr-1326	37	17	regular	regular	ADJ
iogr-1326	37	18	intervals	interval	NOUN
iogr-1326	37	19	(	(	PUNCT
iogr-1326	37	20	hurn	hurn	PROPN
iogr-1326	37	21	et	et	PROPN
iogr-1326	37	22	al	al	PROPN
iogr-1326	37	23	.	.	PROPN
iogr-1326	37	24	2023	2023	NUM
iogr-1326	37	25	)	)	PUNCT
iogr-1326	37	26	.	.	PUNCT
iogr-1326	38	1	the	the	DET
iogr-1326	38	2	classification	classification	NOUN
iogr-1326	38	3	of	of	ADP
iogr-1326	38	4	natural	natural	ADJ
iogr-1326	38	5	gas	gas	NOUN
iogr-1326	38	6	demand	demand	NOUN
iogr-1326	38	7	modelling	modelling	NOUN
iogr-1326	38	8	involves	involve	VERB
iogr-1326	38	9	criteria	criterion	NOUN
iogr-1326	38	10	such	such	ADJ
iogr-1326	38	11	as	as	ADP
iogr-1326	38	12	the	the	DET
iogr-1326	38	13	forecasting	forecasting	NOUN
iogr-1326	38	14	horizon	horizon	NOUN
iogr-1326	38	15	,	,	PUNCT
iogr-1326	38	16	tools	tool	NOUN
iogr-1326	38	17	used	use	VERB
iogr-1326	38	18	,	,	PUNCT
iogr-1326	38	19	data	datum	NOUN
iogr-1326	38	20	types	type	NOUN
iogr-1326	38	21	,	,	PUNCT
iogr-1326	38	22	and	and	CCONJ
iogr-1326	38	23	the	the	DET
iogr-1326	38	24	specific	specific	ADJ
iogr-1326	38	25	area	area	NOUN
iogr-1326	38	26	of	of	ADP
iogr-1326	38	27	application	application	NOUN
iogr-1326	38	28	(	(	PUNCT
iogr-1326	38	29	hong	hong	NOUN
iogr-1326	38	30	2023	2023	NUM
iogr-1326	38	31	)	)	PUNCT
iogr-1326	38	32	.	.	PUNCT
iogr-1326	39	1	the	the	DET
iogr-1326	39	2	forecasting	forecasting	NOUN
iogr-1326	39	3	horizon	horizon	NOUN
iogr-1326	39	4	can	can	AUX
iogr-1326	39	5	range	range	VERB
iogr-1326	39	6	from	from	ADP
iogr-1326	39	7	hourly	hourly	ADJ
iogr-1326	39	8	and	and	CCONJ
iogr-1326	39	9	daily	daily	ADV
iogr-1326	39	10	to	to	ADP
iogr-1326	39	11	monthly	monthly	ADJ
iogr-1326	39	12	,	,	PUNCT
iogr-1326	39	13	annually	annually	ADV
iogr-1326	39	14	,	,	PUNCT
iogr-1326	39	15	or	or	CCONJ
iogr-1326	39	16	a	a	DET
iogr-1326	39	17	combination	combination	NOUN
iogr-1326	39	18	of	of	ADP
iogr-1326	39	19	these	these	DET
iogr-1326	39	20	periods	period	NOUN
iogr-1326	39	21	.	.	PUNCT
iogr-1326	40	1	methods	method	NOUN
iogr-1326	40	2	for	for	ADP
iogr-1326	40	3	forecasting	forecast	VERB
iogr-1326	40	4	natural	natural	ADJ
iogr-1326	40	5	gas	gas	NOUN
iogr-1326	40	6	demand	demand	NOUN
iogr-1326	40	7	include	include	VERB
iogr-1326	40	8	analytical	analytical	ADJ
iogr-1326	40	9	,	,	PUNCT
iogr-1326	40	10	statistical	statistical	ADJ
iogr-1326	40	11	,	,	PUNCT
iogr-1326	40	12	artificial	artificial	ADJ
iogr-1326	40	13	intelligence	intelligence	NOUN
iogr-1326	40	14	,	,	PUNCT
iogr-1326	40	15	and	and	CCONJ
iogr-1326	40	16	hybrid	hybrid	ADJ
iogr-1326	40	17	approaches	approach	NOUN
iogr-1326	40	18	(	(	PUNCT
iogr-1326	40	19	manowska	manowska	PROPN
iogr-1326	40	20	et	et	PROPN
iogr-1326	40	21	al	al	PROPN
iogr-1326	40	22	.	.	PROPN
iogr-1326	40	23	2021	2021	NUM
iogr-1326	40	24	)	)	PUNCT
iogr-1326	40	25	.	.	PUNCT
iogr-1326	41	1	analytical	analytical	ADJ
iogr-1326	41	2	or	or	CCONJ
iogr-1326	41	3	physical	physical	ADJ
iogr-1326	41	4	methods	method	NOUN
iogr-1326	41	5	heavily	heavily	ADV
iogr-1326	41	6	rely	rely	VERB
iogr-1326	41	7	on	on	ADP
iogr-1326	41	8	variables	variable	NOUN
iogr-1326	41	9	influencing	influence	VERB
iogr-1326	41	10	natural	natural	ADJ
iogr-1326	41	11	gas	gas	NOUN
iogr-1326	41	12	consumption	consumption	NOUN
iogr-1326	41	13	,	,	PUNCT
iogr-1326	41	14	including	include	VERB
iogr-1326	41	15	weather	weather	NOUN
iogr-1326	41	16	-	-	PUNCT
iogr-1326	41	17	related	relate	VERB
iogr-1326	41	18	parameters	parameter	NOUN
iogr-1326	41	19	(	(	PUNCT
iogr-1326	41	20	temperature	temperature	NOUN
iogr-1326	41	21	,	,	PUNCT
iogr-1326	41	22	humidity	humidity	NOUN
iogr-1326	41	23	,	,	PUNCT
iogr-1326	41	24	sunshine	sunshine	NOUN
iogr-1326	41	25	,	,	PUNCT
iogr-1326	41	26	wind	wind	NOUN
iogr-1326	41	27	speed	speed	NOUN
iogr-1326	41	28	)	)	PUNCT
iogr-1326	41	29	,	,	PUNCT
iogr-1326	41	30	economic	economic	ADJ
iogr-1326	41	31	factors	factor	NOUN
iogr-1326	41	32	(	(	PUNCT
iogr-1326	41	33	gross	gross	ADJ
iogr-1326	41	34	domestic	domestic	ADJ
iogr-1326	41	35	or	or	CCONJ
iogr-1326	41	36	national	national	ADJ
iogr-1326	41	37	product	product	NOUN
iogr-1326	41	38	,	,	PUNCT
iogr-1326	41	39	gas	gas	NOUN
iogr-1326	41	40	prices	price	NOUN
iogr-1326	41	41	)	)	PUNCT
iogr-1326	41	42	,	,	PUNCT
iogr-1326	41	43	and	and	CCONJ
iogr-1326	41	44	demographic	demographic	ADJ
iogr-1326	41	45	factors	factor	NOUN
iogr-1326	41	46	(	(	PUNCT
iogr-1326	41	47	general	general	ADJ
iogr-1326	41	48	population	population	NOUN
iogr-1326	41	49	,	,	PUNCT
iogr-1326	41	50	household	household	NOUN
iogr-1326	41	51	composition	composition	NOUN
iogr-1326	41	52	,	,	PUNCT
iogr-1326	41	53	birth	birth	NOUN
iogr-1326	41	54	rate	rate	NOUN
iogr-1326	41	55	)	)	PUNCT
iogr-1326	41	56	.	.	PUNCT
iogr-1326	42	1	these	these	DET
iogr-1326	42	2	methods	method	NOUN
iogr-1326	42	3	leverage	leverage	VERB
iogr-1326	42	4	mathematical	mathematical	ADJ
iogr-1326	42	5	equations	equation	NOUN
iogr-1326	42	6	to	to	PART
iogr-1326	42	7	model	model	VERB
iogr-1326	42	8	interactions	interaction	NOUN
iogr-1326	42	9	between	between	ADP
iogr-1326	42	10	input	input	NOUN
iogr-1326	42	11	parameters	parameter	NOUN
iogr-1326	42	12	and	and	CCONJ
iogr-1326	42	13	natural	natural	ADJ
iogr-1326	42	14	gas	gas	NOUN
iogr-1326	42	15	demand	demand	NOUN
iogr-1326	42	16	(	(	PUNCT
iogr-1326	42	17	delcroix	delcroix	NOUN
iogr-1326	42	18	et	et	PROPN
iogr-1326	42	19	al	al	PROPN
iogr-1326	42	20	.	.	PROPN
iogr-1326	42	21	2021	2021	NUM
iogr-1326	42	22	)	)	PUNCT
iogr-1326	42	23	.	.	PUNCT
iogr-1326	43	1	however	however	ADV
iogr-1326	43	2	,	,	PUNCT
iogr-1326	43	3	due	due	ADP
iogr-1326	43	4	to	to	ADP
iogr-1326	43	5	the	the	DET
iogr-1326	43	6	inherent	inherent	ADJ
iogr-1326	43	7	non	non	ADJ
iogr-1326	43	8	-	-	ADJ
iogr-1326	43	9	linear	linear	ADJ
iogr-1326	43	10	nature	nature	NOUN
iogr-1326	43	11	of	of	ADP
iogr-1326	43	12	natural	natural	ADJ
iogr-1326	43	13	gas	gas	NOUN
iogr-1326	43	14	demand	demand	NOUN
iogr-1326	43	15	as	as	ADP
iogr-1326	43	16	a	a	DET
iogr-1326	43	17	time	time	NOUN
iogr-1326	43	18	series	series	NOUN
iogr-1326	43	19	problem	problem	NOUN
iogr-1326	43	20	,	,	PUNCT
iogr-1326	43	21	analytical	analytical	ADJ
iogr-1326	43	22	modelling	modelling	NOUN
iogr-1326	43	23	becomes	become	VERB
iogr-1326	43	24	increasingly	increasingly	ADV
iogr-1326	43	25	challenging	challenging	ADJ
iogr-1326	43	26	(	(	PUNCT
iogr-1326	43	27	rahmoune	rahmoune	NOUN
iogr-1326	43	28	et	et	PROPN
iogr-1326	43	29	al	al	PROPN
iogr-1326	43	30	.	.	PROPN
iogr-1326	43	31	2021	2021	NUM
iogr-1326	43	32	)	)	PUNCT
iogr-1326	43	33	.	.	PUNCT
iogr-1326	44	1	this	this	DET
iogr-1326	44	2	complexity	complexity	NOUN
iogr-1326	44	3	has	have	AUX
iogr-1326	44	4	driven	drive	VERB
iogr-1326	44	5	the	the	DET
iogr-1326	44	6	development	development	NOUN
iogr-1326	44	7	of	of	ADP
iogr-1326	44	8	new	new	ADJ
iogr-1326	44	9	research	research	NOUN
iogr-1326	44	10	techniques	technique	NOUN
iogr-1326	44	11	,	,	PUNCT
iogr-1326	44	12	such	such	ADJ
iogr-1326	44	13	as	as	ADP
iogr-1326	44	14	statistical	statistical	ADJ
iogr-1326	44	15	methods	method	NOUN
iogr-1326	44	16	and	and	CCONJ
iogr-1326	44	17	artificial	artificial	ADJ
iogr-1326	44	18	intelligence	intelligence	NOUN
iogr-1326	44	19	methods	method	NOUN
iogr-1326	44	20	,	,	PUNCT
iogr-1326	44	21	as	as	ADV
iogr-1326	44	22	well	well	ADV
iogr-1326	44	23	as	as	ADP
iogr-1326	44	24	hybrid	hybrid	ADJ
iogr-1326	44	25	approaches	approach	NOUN
iogr-1326	44	26	,	,	PUNCT
iogr-1326	44	27	to	to	PART
iogr-1326	44	28	address	address	VERB
iogr-1326	44	29	the	the	DET
iogr-1326	44	30	evolving	evolve	VERB
iogr-1326	44	31	demands	demand	NOUN
iogr-1326	44	32	of	of	ADP
iogr-1326	44	33	forecasting	forecasting	NOUN
iogr-1326	44	34	in	in	ADP
iogr-1326	44	35	the	the	DET
iogr-1326	44	36	energy	energy	NOUN
iogr-1326	44	37	sector	sector	NOUN
iogr-1326	44	38	.	.	PUNCT
iogr-1326	45	1	artificial	artificial	ADJ
iogr-1326	45	2	neural	neural	ADJ
iogr-1326	45	3	networks	network	NOUN
iogr-1326	45	4	(	(	PUNCT
iogr-1326	45	5	anns	anns	PROPN
iogr-1326	45	6	)	)	PUNCT
iogr-1326	45	7	are	be	AUX
iogr-1326	45	8	widely	widely	ADV
iogr-1326	45	9	used	use	VERB
iogr-1326	45	10	for	for	ADP
iogr-1326	45	11	natural	natural	ADJ
iogr-1326	45	12	gas	gas	NOUN
iogr-1326	45	13	demand	demand	NOUN
iogr-1326	45	14	forecasting	forecasting	NOUN
iogr-1326	45	15	,	,	PUNCT
iogr-1326	45	16	alongside	alongside	ADP
iogr-1326	45	17	other	other	ADJ
iogr-1326	45	18	ai	ai	VERB
iogr-1326	45	19	techniques	technique	NOUN
iogr-1326	45	20	like	like	ADP
iogr-1326	45	21	support	support	NOUN
iogr-1326	45	22	vector	vector	NOUN
iogr-1326	45	23	machines	machine	NOUN
iogr-1326	45	24	,	,	PUNCT
iogr-1326	45	25	adaptive	adaptive	ADJ
iogr-1326	45	26	neurofuzzy	neurofuzzy	PROPN
iogr-1326	45	27	inference	inference	NOUN
iogr-1326	45	28	systems	system	NOUN
iogr-1326	45	29	(	(	PUNCT
iogr-1326	45	30	anfis	anfis	PROPN
iogr-1326	45	31	)	)	PUNCT
iogr-1326	45	32	,	,	PUNCT
iogr-1326	45	33	long	long	ADJ
iogr-1326	45	34	short	short	ADJ
iogr-1326	45	35	-	-	PUNCT
iogr-1326	45	36	term	term	NOUN
iogr-1326	45	37	memory	memory	NOUN
iogr-1326	45	38	(	(	PUNCT
iogr-1326	45	39	lstm	lstm	NOUN
iogr-1326	45	40	)	)	PUNCT
iogr-1326	45	41	,	,	PUNCT
iogr-1326	45	42	and	and	CCONJ
iogr-1326	45	43	meta	meta	ADJ
iogr-1326	45	44	-	-	PUNCT
iogr-1326	45	45	heuristic	heuristic	ADJ
iogr-1326	45	46	algorithms	algorithm	NOUN
iogr-1326	45	47	such	such	ADJ
iogr-1326	45	48	as	as	ADP
iogr-1326	45	49	genetic	genetic	ADJ
iogr-1326	45	50	algorithms	algorithm	NOUN
iogr-1326	45	51	and	and	CCONJ
iogr-1326	45	52	particle	particle	NOUN
iogr-1326	45	53	swarm	swarm	NOUN
iogr-1326	45	54	optimization	optimization	NOUN
iogr-1326	45	55	improved	improve	VERB
iogr-1326	45	56	oil	oil	NOUN
iogr-1326	45	57	and	and	CCONJ
iogr-1326	45	58	gas	gas	NOUN
iogr-1326	45	59	recovery	recovery	NOUN
iogr-1326	45	60	3	3	NUM
iogr-1326	45	61	algorithms	algorithm	NOUN
iogr-1326	45	62	(	(	PUNCT
iogr-1326	45	63	panapakidis	panapakidi	NOUN
iogr-1326	45	64	and	and	CCONJ
iogr-1326	45	65	dagoumas	dagouma	NOUN
iogr-1326	45	66	2017	2017	NUM
iogr-1326	45	67	)	)	PUNCT
iogr-1326	45	68	.	.	PUNCT
iogr-1326	46	1	anns	anns	PROPN
iogr-1326	46	2	are	be	AUX
iogr-1326	46	3	preferred	prefer	VERB
iogr-1326	46	4	due	due	ADP
iogr-1326	46	5	to	to	ADP
iogr-1326	46	6	their	their	PRON
iogr-1326	46	7	superior	superior	ADJ
iogr-1326	46	8	accuracy	accuracy	NOUN
iogr-1326	46	9	,	,	PUNCT
iogr-1326	46	10	especially	especially	ADV
iogr-1326	46	11	in	in	ADP
iogr-1326	46	12	handling	handle	VERB
iogr-1326	46	13	nonlinear	nonlinear	ADJ
iogr-1326	46	14	datasets	dataset	NOUN
iogr-1326	46	15	without	without	ADP
iogr-1326	46	16	predefined	predefine	VERB
iogr-1326	46	17	hypotheses	hypothesis	NOUN
iogr-1326	46	18	.	.	PUNCT
iogr-1326	47	1	understanding	understand	VERB
iogr-1326	47	2	ann	ann	PROPN
iogr-1326	47	3	architecture	architecture	NOUN
iogr-1326	47	4	,	,	PUNCT
iogr-1326	47	5	including	include	VERB
iogr-1326	47	6	the	the	DET
iogr-1326	47	7	combination	combination	NOUN
iogr-1326	47	8	and	and	CCONJ
iogr-1326	47	9	activation	activation	NOUN
iogr-1326	47	10	functions	function	NOUN
iogr-1326	47	11	,	,	PUNCT
iogr-1326	47	12	is	be	AUX
iogr-1326	47	13	essential	essential	ADJ
iogr-1326	47	14	for	for	ADP
iogr-1326	47	15	effective	effective	ADJ
iogr-1326	47	16	utilization	utilization	NOUN
iogr-1326	47	17	.	.	PUNCT
iogr-1326	48	1	various	various	ADJ
iogr-1326	48	2	ann	ann	PROPN
iogr-1326	48	3	algorithms	algorithm	NOUN
iogr-1326	48	4	,	,	PUNCT
iogr-1326	48	5	such	such	ADJ
iogr-1326	48	6	as	as	ADP
iogr-1326	48	7	multilayer	multilayer	ADJ
iogr-1326	48	8	perceptron	perceptron	PROPN
iogr-1326	48	9	(	(	PUNCT
iogr-1326	48	10	mlp	mlp	PROPN
iogr-1326	48	11	)	)	PUNCT
iogr-1326	48	12	,	,	PUNCT
iogr-1326	48	13	radial	radial	ADJ
iogr-1326	48	14	basis	basis	NOUN
iogr-1326	48	15	function	function	NOUN
iogr-1326	48	16	neural	neural	ADJ
iogr-1326	48	17	network	network	NOUN
iogr-1326	48	18	(	(	PUNCT
iogr-1326	48	19	rbf	rbf	PROPN
iogr-1326	48	20	)	)	PUNCT
iogr-1326	48	21	,	,	PUNCT
iogr-1326	48	22	and	and	CCONJ
iogr-1326	48	23	general	general	ADJ
iogr-1326	48	24	regression	regression	NOUN
iogr-1326	48	25	neural	neural	ADJ
iogr-1326	48	26	network	network	NOUN
iogr-1326	48	27	(	(	PUNCT
iogr-1326	48	28	grnn	grnn	PROPN
iogr-1326	48	29	)	)	PUNCT
iogr-1326	48	30	,	,	PUNCT
iogr-1326	48	31	are	be	AUX
iogr-1326	48	32	commonly	commonly	ADV
iogr-1326	48	33	used	use	VERB
iogr-1326	48	34	for	for	ADP
iogr-1326	48	35	energy	energy	NOUN
iogr-1326	48	36	demand	demand	NOUN
iogr-1326	48	37	forecasting	forecasting	NOUN
iogr-1326	48	38	(	(	PUNCT
iogr-1326	48	39	aruta	aruta	PROPN
iogr-1326	48	40	et	et	PROPN
iogr-1326	48	41	al	al	PROPN
iogr-1326	48	42	.	.	PROPN
iogr-1326	48	43	2022	2022	NUM
iogr-1326	48	44	)	)	PUNCT
iogr-1326	48	45	.	.	PUNCT
iogr-1326	49	1	dynamic	dynamic	ADJ
iogr-1326	49	2	anns	ann	NOUN
iogr-1326	49	3	,	,	PUNCT
iogr-1326	49	4	including	include	VERB
iogr-1326	49	5	recurrent	recurrent	ADJ
iogr-1326	49	6	neural	neural	ADJ
iogr-1326	49	7	networks	network	NOUN
iogr-1326	49	8	like	like	ADP
iogr-1326	49	9	nar	nar	NOUN
iogr-1326	49	10	,	,	PUNCT
iogr-1326	49	11	narx	narx	NOUN
iogr-1326	49	12	,	,	PUNCT
iogr-1326	49	13	and	and	CCONJ
iogr-1326	49	14	lrn	lrn	NOUN
iogr-1326	49	15	,	,	PUNCT
iogr-1326	49	16	are	be	AUX
iogr-1326	49	17	also	also	ADV
iogr-1326	49	18	effective	effective	ADJ
iogr-1326	49	19	in	in	ADP
iogr-1326	49	20	estimating	estimate	VERB
iogr-1326	49	21	nonlinear	nonlinear	ADJ
iogr-1326	49	22	input	input	NOUN
iogr-1326	49	23	-	-	PUNCT
iogr-1326	49	24	output	output	NOUN
iogr-1326	49	25	correlations	correlation	NOUN
iogr-1326	49	26	in	in	ADP
iogr-1326	49	27	time	time	NOUN
iogr-1326	49	28	sequence	sequence	NOUN
iogr-1326	49	29	data	datum	NOUN
iogr-1326	49	30	(	(	PUNCT
iogr-1326	49	31	hassan	hassan	PROPN
iogr-1326	49	32	et	et	PROPN
iogr-1326	49	33	al	al	PROPN
iogr-1326	49	34	.	.	PROPN
iogr-1326	49	35	2021	2021	NUM
iogr-1326	49	36	)	)	PUNCT
iogr-1326	49	37	.	.	PUNCT
iogr-1326	50	1	in	in	ADP
iogr-1326	50	2	this	this	DET
iogr-1326	50	3	study	study	NOUN
iogr-1326	50	4	,	,	PUNCT
iogr-1326	50	5	we	we	PRON
iogr-1326	50	6	employ	employ	VERB
iogr-1326	50	7	a	a	DET
iogr-1326	50	8	non	non	ADJ
iogr-1326	50	9	-	-	ADJ
iogr-1326	50	10	linear	linear	ADJ
iogr-1326	50	11	autoregressive	autoregressive	ADJ
iogr-1326	50	12	with	with	ADP
iogr-1326	50	13	exogenous	exogenous	ADJ
iogr-1326	50	14	input	input	NOUN
iogr-1326	50	15	(	(	PUNCT
iogr-1326	50	16	narx	narx	NOUN
iogr-1326	50	17	)	)	PUNCT
iogr-1326	50	18	neural	neural	ADJ
iogr-1326	50	19	network	network	NOUN
iogr-1326	50	20	model	model	NOUN
iogr-1326	50	21	for	for	ADP
iogr-1326	50	22	natural	natural	ADJ
iogr-1326	50	23	gas	gas	NOUN
iogr-1326	50	24	demand	demand	NOUN
iogr-1326	50	25	forecasting	forecasting	NOUN
iogr-1326	50	26	.	.	PUNCT
iogr-1326	51	1	this	this	DET
iogr-1326	51	2	model	model	NOUN
iogr-1326	51	3	utilizes	utilize	VERB
iogr-1326	51	4	a	a	DET
iogr-1326	51	5	multivariate	multivariate	NOUN
iogr-1326	51	6	approach	approach	NOUN
iogr-1326	51	7	incorporating	incorporate	VERB
iogr-1326	51	8	input	input	NOUN
iogr-1326	51	9	variables	variable	NOUN
iogr-1326	51	10	such	such	ADJ
iogr-1326	51	11	as	as	ADP
iogr-1326	51	12	population	population	NOUN
iogr-1326	51	13	,	,	PUNCT
iogr-1326	51	14	gdp	gdp	NOUN
iogr-1326	51	15	per	per	ADP
iogr-1326	51	16	capita	capita	NOUN
iogr-1326	51	17	,	,	PUNCT
iogr-1326	51	18	average	average	ADJ
iogr-1326	51	19	natural	natural	ADJ
iogr-1326	51	20	gas	gas	NOUN
iogr-1326	51	21	price	price	NOUN
iogr-1326	51	22	,	,	PUNCT
iogr-1326	51	23	and	and	CCONJ
iogr-1326	51	24	gas	gas	NOUN
iogr-1326	51	25	reserves	reserve	NOUN
iogr-1326	51	26	,	,	PUNCT
iogr-1326	51	27	with	with	ADP
iogr-1326	51	28	data	datum	NOUN
iogr-1326	51	29	specific	specific	ADJ
iogr-1326	51	30	to	to	ADP
iogr-1326	51	31	nigeria	nigeria	PROPN
iogr-1326	51	32	.	.	PUNCT
iogr-1326	52	1	materials	material	NOUN
iogr-1326	52	2	and	and	CCONJ
iogr-1326	52	3	method	method	NOUN
iogr-1326	52	4	materials	material	NOUN
iogr-1326	52	5	.	.	PUNCT
iogr-1326	53	1	the	the	DET
iogr-1326	53	2	implementation	implementation	NOUN
iogr-1326	53	3	of	of	ADP
iogr-1326	53	4	the	the	DET
iogr-1326	53	5	narx	narx	PROPN
iogr-1326	53	6	ann	ann	PROPN
iogr-1326	53	7	modelling	modelling	NOUN
iogr-1326	53	8	was	be	AUX
iogr-1326	53	9	conducted	conduct	VERB
iogr-1326	53	10	using	use	VERB
iogr-1326	53	11	matlab	matlab	PROPN
iogr-1326	53	12	(	(	PUNCT
iogr-1326	53	13	r2022b	r2022b	NOUN
iogr-1326	53	14	)	)	PUNCT
iogr-1326	53	15	.	.	PUNCT
iogr-1326	54	1	matlab	matlab	PROPN
iogr-1326	54	2	has	have	VERB
iogr-1326	54	3	various	various	ADJ
iogr-1326	54	4	toolboxes	toolbox	NOUN
iogr-1326	54	5	specifically	specifically	ADV
iogr-1326	54	6	designed	design	VERB
iogr-1326	54	7	for	for	ADP
iogr-1326	54	8	neural	neural	ADJ
iogr-1326	54	9	network	network	NOUN
iogr-1326	54	10	modelling	modelling	NOUN
iogr-1326	54	11	,	,	PUNCT
iogr-1326	54	12	which	which	PRON
iogr-1326	54	13	covers	cover	VERB
iogr-1326	54	14	areas	area	NOUN
iogr-1326	54	15	such	such	ADJ
iogr-1326	54	16	as	as	ADP
iogr-1326	54	17	neural	neural	ADJ
iogr-1326	54	18	net	net	NOUN
iogr-1326	54	19	fitting	fitting	ADJ
iogr-1326	54	20	,	,	PUNCT
iogr-1326	54	21	clustering	clustering	NOUN
iogr-1326	54	22	,	,	PUNCT
iogr-1326	54	23	pattern	pattern	NOUN
iogr-1326	54	24	recognition	recognition	NOUN
iogr-1326	54	25	,	,	PUNCT
iogr-1326	54	26	and	and	CCONJ
iogr-1326	54	27	time	time	NOUN
iogr-1326	54	28	series	series	PROPN
iogr-1326	54	29	models	model	NOUN
iogr-1326	54	30	.	.	PUNCT
iogr-1326	55	1	neural	neural	ADJ
iogr-1326	55	2	net	net	ADJ
iogr-1326	55	3	time	time	PROPN
iogr-1326	55	4	series	series	PROPN
iogr-1326	55	5	toolbox	toolbox	PROPN
iogr-1326	55	6	(	(	PUNCT
iogr-1326	55	7	in	in	ADP
iogr-1326	55	8	matlab	matlab	PROPN
iogr-1326	55	9	)	)	PUNCT
iogr-1326	55	10	was	be	AUX
iogr-1326	55	11	deployed	deploy	VERB
iogr-1326	55	12	to	to	PART
iogr-1326	55	13	address	address	VERB
iogr-1326	55	14	this	this	DET
iogr-1326	55	15	nonlinear	nonlinear	ADJ
iogr-1326	55	16	time	time	NOUN
iogr-1326	55	17	series	series	PROPN
iogr-1326	55	18	problem	problem	NOUN
iogr-1326	55	19	.	.	PUNCT
iogr-1326	56	1	methods	method	NOUN
iogr-1326	56	2	.	.	PUNCT
iogr-1326	57	1	the	the	DET
iogr-1326	57	2	method	method	NOUN
iogr-1326	57	3	employed	employ	VERB
iogr-1326	57	4	in	in	ADP
iogr-1326	57	5	this	this	DET
iogr-1326	57	6	study	study	NOUN
iogr-1326	57	7	involves	involve	VERB
iogr-1326	57	8	modelling	modelling	NOUN
iogr-1326	57	9	and	and	CCONJ
iogr-1326	57	10	simulation	simulation	NOUN
iogr-1326	57	11	to	to	PART
iogr-1326	57	12	achieve	achieve	VERB
iogr-1326	57	13	the	the	DET
iogr-1326	57	14	desired	desire	VERB
iogr-1326	57	15	objectives	objective	NOUN
iogr-1326	57	16	.	.	PUNCT
iogr-1326	58	1	specifically	specifically	ADV
iogr-1326	58	2	,	,	PUNCT
iogr-1326	58	3	the	the	DET
iogr-1326	58	4	narx	narx	PROPN
iogr-1326	58	5	model	model	NOUN
iogr-1326	58	6	principle	principle	NOUN
iogr-1326	58	7	,	,	PUNCT
iogr-1326	58	8	its	its	PRON
iogr-1326	58	9	implementation	implementation	NOUN
iogr-1326	58	10	strategy	strategy	NOUN
iogr-1326	58	11	,	,	PUNCT
iogr-1326	58	12	and	and	CCONJ
iogr-1326	58	13	simulation	simulation	NOUN
iogr-1326	58	14	processes	process	NOUN
iogr-1326	58	15	are	be	AUX
iogr-1326	58	16	described	describe	VERB
iogr-1326	58	17	in	in	ADP
iogr-1326	58	18	detail	detail	NOUN
iogr-1326	58	19	.	.	PUNCT
iogr-1326	59	1	the	the	DET
iogr-1326	59	2	overall	overall	ADJ
iogr-1326	59	3	methods	method	NOUN
iogr-1326	59	4	can	can	AUX
iogr-1326	59	5	be	be	AUX
iogr-1326	59	6	succinctly	succinctly	ADV
iogr-1326	59	7	summarized	summarize	VERB
iogr-1326	59	8	through	through	ADP
iogr-1326	59	9	the	the	DET
iogr-1326	59	10	block	block	NOUN
iogr-1326	59	11	diagram	diagram	NOUN
iogr-1326	59	12	provided	provide	VERB
iogr-1326	59	13	in	in	ADP
iogr-1326	59	14	figure	figure	NOUN
iogr-1326	59	15	1	1	NUM
iogr-1326	59	16	.	.	PUNCT
iogr-1326	60	1	figure	figure	NOUN
iogr-1326	60	2	1	1	NUM
iogr-1326	60	3	—	—	PUNCT
iogr-1326	60	4	methodology	methodology	NOUN
iogr-1326	60	5	flowchart	flowchart	NOUN
iogr-1326	60	6	.	.	PUNCT
iogr-1326	61	1	the	the	DET
iogr-1326	61	2	process	process	NOUN
iogr-1326	61	3	begins	begin	VERB
iogr-1326	61	4	with	with	ADP
iogr-1326	61	5	an	an	DET
iogr-1326	61	6	explanation	explanation	NOUN
iogr-1326	61	7	of	of	ADP
iogr-1326	61	8	the	the	DET
iogr-1326	61	9	narx	narx	NOUN
iogr-1326	61	10	model	model	NOUN
iogr-1326	61	11	and	and	CCONJ
iogr-1326	61	12	its	its	PRON
iogr-1326	61	13	fundamental	fundamental	ADJ
iogr-1326	61	14	equation	equation	NOUN
iogr-1326	61	15	,	,	PUNCT
iogr-1326	61	16	followed	follow	VERB
iogr-1326	61	17	by	by	ADP
iogr-1326	61	18	data	datum	NOUN
iogr-1326	61	19	preparation	preparation	NOUN
iogr-1326	61	20	steps	step	NOUN
iogr-1326	61	21	like	like	ADP
iogr-1326	61	22	sourcing	sourcing	NOUN
iogr-1326	61	23	,	,	PUNCT
iogr-1326	61	24	cleansing	cleansing	NOUN
iogr-1326	61	25	,	,	PUNCT
iogr-1326	61	26	and	and	CCONJ
iogr-1326	61	27	normalization	normalization	NOUN
iogr-1326	61	28	to	to	PART
iogr-1326	61	29	refine	refine	VERB
iogr-1326	61	30	the	the	DET
iogr-1326	61	31	dataset	dataset	NOUN
iogr-1326	61	32	.	.	PUNCT
iogr-1326	62	1	then	then	ADV
iogr-1326	62	2	,	,	PUNCT
iogr-1326	62	3	modelling	model	VERB
iogr-1326	62	4	involves	involve	VERB
iogr-1326	62	5	training	training	NOUN
iogr-1326	62	6	,	,	PUNCT
iogr-1326	62	7	validation	validation	NOUN
iogr-1326	62	8	,	,	PUNCT
iogr-1326	62	9	and	and	CCONJ
iogr-1326	62	10	testing	testing	NOUN
iogr-1326	62	11	,	,	PUNCT
iogr-1326	62	12	with	with	ADP
iogr-1326	62	13	sensitivity	sensitivity	NOUN
iogr-1326	62	14	analyses	analysis	NOUN
iogr-1326	62	15	determining	determine	VERB
iogr-1326	62	16	the	the	DET
iogr-1326	62	17	optimal	optimal	ADJ
iogr-1326	62	18	model	model	NOUN
iogr-1326	62	19	structure	structure	NOUN
iogr-1326	62	20	for	for	ADP
iogr-1326	62	21	forecasting	forecasting	NOUN
iogr-1326	62	22	based	base	VERB
iogr-1326	62	23	on	on	ADP
iogr-1326	62	24	input	input	NOUN
iogr-1326	62	25	variables	variable	NOUN
iogr-1326	62	26	.	.	PUNCT
iogr-1326	63	1	ann	ann	PROPN
iogr-1326	63	2	narx	narx	PROPN
iogr-1326	63	3	model	model	PROPN
iogr-1326	63	4	.	.	PUNCT
iogr-1326	64	1	the	the	DET
iogr-1326	64	2	narx	narx	PROPN
iogr-1326	64	3	neural	neural	ADJ
iogr-1326	64	4	network	network	NOUN
iogr-1326	64	5	,	,	PUNCT
iogr-1326	64	6	which	which	PRON
iogr-1326	64	7	stands	stand	VERB
iogr-1326	64	8	for	for	ADP
iogr-1326	64	9	non	non	ADJ
iogr-1326	64	10	-	-	ADJ
iogr-1326	64	11	linear	linear	ADJ
iogr-1326	64	12	autoregressive	autoregressive	ADJ
iogr-1326	64	13	exogenous	exogenous	ADJ
iogr-1326	64	14	with	with	ADP
iogr-1326	64	15	external	external	ADJ
iogr-1326	64	16	input	input	NOUN
iogr-1326	64	17	,	,	PUNCT
iogr-1326	64	18	is	be	AUX
iogr-1326	64	19	a	a	DET
iogr-1326	64	20	dynamic	dynamic	ADJ
iogr-1326	64	21	tool	tool	NOUN
iogr-1326	64	22	for	for	ADP
iogr-1326	64	23	time	time	NOUN
iogr-1326	64	24	series	series	PROPN
iogr-1326	64	25	modelling	modelling	NOUN
iogr-1326	64	26	.	.	PUNCT
iogr-1326	65	1	it	it	PRON
iogr-1326	65	2	distinguishes	distinguish	VERB
iogr-1326	65	3	itself	itself	PRON
iogr-1326	65	4	by	by	ADP
iogr-1326	65	5	incorporating	incorporate	VERB
iogr-1326	65	6	external	external	ADJ
iogr-1326	65	7	inputs	input	NOUN
iogr-1326	65	8	,	,	PUNCT
iogr-1326	65	9	enabling	enable	VERB
iogr-1326	65	10	it	it	PRON
iogr-1326	65	11	to	to	PART
iogr-1326	65	12	analyse	analyse	VERB
iogr-1326	65	13	relationships	relationship	NOUN
iogr-1326	65	14	among	among	ADP
iogr-1326	65	15	current	current	ADJ
iogr-1326	65	16	and	and	CCONJ
iogr-1326	65	17	past	past	ADJ
iogr-1326	65	18	values	value	NOUN
iogr-1326	65	19	of	of	ADP
iogr-1326	65	20	a	a	DET
iogr-1326	65	21	time	time	NOUN
iogr-1326	65	22	series	series	NOUN
iogr-1326	65	23	and	and	CCONJ
iogr-1326	65	24	external	external	ADJ
iogr-1326	65	25	data	datum	NOUN
iogr-1326	65	26	.	.	PUNCT
iogr-1326	66	1	with	with	ADP
iogr-1326	66	2	its	its	PRON
iogr-1326	66	3	high	high	ADJ
iogr-1326	66	4	memory	memory	NOUN
iogr-1326	66	5	capacity	capacity	NOUN
iogr-1326	66	6	,	,	PUNCT
iogr-1326	66	7	it	it	PRON
iogr-1326	66	8	effectively	effectively	ADV
iogr-1326	66	9	captures	capture	VERB
iogr-1326	66	10	time	time	NOUN
iogr-1326	66	11	-	-	PUNCT
iogr-1326	66	12	varying	vary	VERB
iogr-1326	66	13	patterns	pattern	NOUN
iogr-1326	66	14	in	in	ADP
iogr-1326	66	15	datasets	dataset	NOUN
iogr-1326	66	16	(	(	PUNCT
iogr-1326	66	17	alsumaiei	alsumaiei	PROPN
iogr-1326	66	18	2020	2020	NUM
iogr-1326	66	19	)	)	PUNCT
iogr-1326	66	20	.	.	PUNCT
iogr-1326	67	1	eq	eq	X
iogr-1326	67	2	.	.	PUNCT
iogr-1326	68	1	(	(	PUNCT
iogr-1326	68	2	1	1	X
iogr-1326	68	3	)	)	PUNCT
iogr-1326	68	4	provides	provide	VERB
iogr-1326	68	5	the	the	DET
iogr-1326	68	6	mathematical	mathematical	ADJ
iogr-1326	68	7	representation	representation	NOUN
iogr-1326	68	8	of	of	ADP
iogr-1326	68	9	the	the	DET
iogr-1326	68	10	narx	narx	PROPN
iogr-1326	68	11	model	model	NOUN
iogr-1326	68	12	,	,	PUNCT
iogr-1326	68	13	predicting	predict	VERB
iogr-1326	68	14	the	the	DET
iogr-1326	68	15	output	output	NOUN
iogr-1326	68	16	f(t	f(t	NOUN
iogr-1326	68	17	)	)	PUNCT
iogr-1326	68	18	based	base	VERB
iogr-1326	68	19	on	on	ADP
iogr-1326	68	20	input	input	NOUN
iogr-1326	68	21	parameters	parameter	NOUN
iogr-1326	68	22	x(t	x(t	PROPN
iogr-1326	68	23	)	)	PUNCT
iogr-1326	68	24	and	and	CCONJ
iogr-1326	68	25	past	past	ADJ
iogr-1326	68	26	values	value	NOUN
iogr-1326	68	27	of	of	ADP
iogr-1326	68	28	the	the	DET
iogr-1326	68	29	series	series	NOUN
iogr-1326	68	30	y(t	y(t	PROPN
iogr-1326	68	31	)	)	PUNCT
iogr-1326	68	32	and	and	CCONJ
iogr-1326	68	33	x(t	x(t	PROPN
iogr-1326	68	34	)	)	PUNCT
iogr-1326	68	35	.	.	PUNCT
iogr-1326	69	1	f(t	f(t	NOUN
iogr-1326	69	2	)	)	PUNCT
iogr-1326	69	3	=	=	SYM
iogr-1326	69	4	f[x(t	f[x(t	X
iogr-1326	69	5	−	−	PROPN
iogr-1326	69	6	1	1	NUM
iogr-1326	69	7	)	)	PUNCT
iogr-1326	69	8	,	,	PUNCT
iogr-1326	69	9	…	…	PUNCT
iogr-1326	69	10	x(t	x(t	PROPN
iogr-1326	69	11	−	−	NUM
iogr-1326	70	1	d	d	X
iogr-1326	70	2	)	)	PUNCT
iogr-1326	70	3	,	,	PUNCT
iogr-1326	70	4	y(t	y(t	NOUN
iogr-1326	70	5	−	−	PROPN
iogr-1326	70	6	1	1	NUM
iogr-1326	70	7	)	)	PUNCT
iogr-1326	70	8	…	…	PUNCT
iogr-1326	70	9	.	.	PUNCT
iogr-1326	71	1	,	,	PUNCT
iogr-1326	71	2	y(t	y(t	NOUN
iogr-1326	71	3	−	−	PROPN
iogr-1326	71	4	d)],	d)],	X
iogr-1326	71	5	....................................................................................	....................................................................................	X
iogr-1326	71	6	(1	(1	X
iogr-1326	71	7	)	)	PUNCT
iogr-1326	71	8	the	the	DET
iogr-1326	71	9	narx	narx	PROPN
iogr-1326	71	10	model	model	NOUN
iogr-1326	71	11	operates	operate	VERB
iogr-1326	71	12	on	on	ADP
iogr-1326	71	13	the	the	DET
iogr-1326	71	14	principle	principle	NOUN
iogr-1326	71	15	that	that	SCONJ
iogr-1326	71	16	the	the	DET
iogr-1326	71	17	current	current	ADJ
iogr-1326	71	18	value	value	NOUN
iogr-1326	71	19	of	of	ADP
iogr-1326	71	20	y(t	y(t	PROPN
iogr-1326	71	21	)	)	PUNCT
iogr-1326	71	22	is	be	AUX
iogr-1326	71	23	influenced	influence	VERB
iogr-1326	71	24	by	by	ADP
iogr-1326	71	25	past	past	ADJ
iogr-1326	71	26	values	value	NOUN
iogr-1326	71	27	of	of	ADP
iogr-1326	71	28	both	both	DET
iogr-1326	71	29	y(t	y(t	NUM
iogr-1326	71	30	)	)	PUNCT
iogr-1326	71	31	and	and	CCONJ
iogr-1326	71	32	x(t	x(t	PROPN
iogr-1326	71	33	)	)	PUNCT
iogr-1326	71	34	(	(	PUNCT
iogr-1326	71	35	necesito	necesito	PROPN
iogr-1326	71	36	et	et	PROPN
iogr-1326	71	37	al	al	PROPN
iogr-1326	71	38	.	.	PROPN
iogr-1326	71	39	2022	2022	NUM
iogr-1326	71	40	)	)	PUNCT
iogr-1326	71	41	.	.	PUNCT
iogr-1326	72	1	in	in	ADP
iogr-1326	72	2	this	this	DET
iogr-1326	72	3	model	model	NOUN
iogr-1326	72	4	,	,	PUNCT
iogr-1326	72	5	inputs	input	NOUN
iogr-1326	72	6	are	be	AUX
iogr-1326	72	7	linked	link	VERB
iogr-1326	72	8	to	to	ADP
iogr-1326	72	9	network	network	NOUN
iogr-1326	72	10	weights	weight	NOUN
iogr-1326	72	11	,	,	PUNCT
iogr-1326	72	12	and	and	CCONJ
iogr-1326	72	13	adjustments	adjustment	NOUN
iogr-1326	72	14	to	to	ADP
iogr-1326	72	15	hidden	hide	VERB
iogr-1326	72	16	neurons	neuron	NOUN
iogr-1326	72	17	occur	occur	VERB
iogr-1326	72	18	iteratively	iteratively	ADV
iogr-1326	72	19	for	for	ADP
iogr-1326	72	20	different	different	ADJ
iogr-1326	72	21	time	time	NOUN
iogr-1326	72	22	delays	delay	NOUN
iogr-1326	72	23	.	.	PUNCT
iogr-1326	73	1	network	network	NOUN
iogr-1326	73	2	configuration	configuration	NOUN
iogr-1326	73	3	is	be	AUX
iogr-1326	73	4	chosen	choose	VERB
iogr-1326	73	5	to	to	PART
iogr-1326	73	6	minimize	minimize	VERB
iogr-1326	73	7	mean	mean	ADJ
iogr-1326	73	8	square	square	ADJ
iogr-1326	73	9	error	error	NOUN
iogr-1326	73	10	(	(	PUNCT
iogr-1326	73	11	mse	mse	NOUN
iogr-1326	73	12	)	)	PUNCT
iogr-1326	73	13	.	.	PUNCT
iogr-1326	74	1	the	the	DET
iogr-1326	74	2	hidden	hide	VERB
iogr-1326	74	3	layer	layer	NOUN
iogr-1326	74	4	includes	include	VERB
iogr-1326	74	5	weight	weight	NOUN
iogr-1326	74	6	matrices	matrix	NOUN
iogr-1326	74	7	connecting	connect	VERB
iogr-1326	74	8	to	to	ADP
iogr-1326	74	9	other	other	ADJ
iogr-1326	74	10	layers	layer	NOUN
iogr-1326	74	11	,	,	PUNCT
iogr-1326	74	12	each	each	PRON
iogr-1326	74	13	associated	associate	VERB
iogr-1326	74	14	with	with	ADP
iogr-1326	74	15	specific	specific	ADJ
iogr-1326	74	16	narx	narx	NOUN
iogr-1326	74	17	model	model	NOUN
iogr-1326	74	18	description	description	NOUN
iogr-1326	74	19	data	data	NOUN
iogr-1326	74	20	preparation	preparation	NOUN
iogr-1326	74	21	modelling	modelling	NOUN
iogr-1326	74	22	sensitivity	sensitivity	NOUN
iogr-1326	74	23	analyses	analysis	NOUN
iogr-1326	74	24	forecasting	forecast	VERB
iogr-1326	74	25	improved	improve	VERB
iogr-1326	74	26	oil	oil	NOUN
iogr-1326	74	27	and	and	CCONJ
iogr-1326	74	28	gas	gas	NOUN
iogr-1326	74	29	recovery	recovery	NOUN
iogr-1326	74	30	4	4	NUM
iogr-1326	74	31	inputs	input	NOUN
iogr-1326	74	32	and	and	CCONJ
iogr-1326	74	33	biases	bias	NOUN
iogr-1326	74	34	based	base	VERB
iogr-1326	74	35	on	on	ADP
iogr-1326	74	36	weight	weight	NOUN
iogr-1326	74	37	function	function	NOUN
iogr-1326	74	38	rules	rule	NOUN
iogr-1326	74	39	.	.	PUNCT
iogr-1326	75	1	the	the	DET
iogr-1326	75	2	net	net	ADJ
iogr-1326	75	3	input	input	NOUN
iogr-1326	75	4	,	,	PUNCT
iogr-1326	75	5	formed	form	VERB
iogr-1326	75	6	by	by	ADP
iogr-1326	75	7	combining	combine	VERB
iogr-1326	75	8	the	the	DET
iogr-1326	75	9	outputs	output	NOUN
iogr-1326	75	10	of	of	ADP
iogr-1326	75	11	these	these	DET
iogr-1326	75	12	weight	weight	NOUN
iogr-1326	75	13	functions	function	NOUN
iogr-1326	75	14	with	with	ADP
iogr-1326	75	15	the	the	DET
iogr-1326	75	16	bias	bias	NOUN
iogr-1326	75	17	using	use	VERB
iogr-1326	75	18	the	the	DET
iogr-1326	75	19	net	net	ADJ
iogr-1326	75	20	input	input	NOUN
iogr-1326	75	21	function	function	NOUN
iogr-1326	75	22	rule	rule	NOUN
iogr-1326	75	23	,	,	PUNCT
iogr-1326	75	24	drives	drive	VERB
iogr-1326	75	25	the	the	DET
iogr-1326	75	26	network	network	NOUN
iogr-1326	75	27	.	.	PUNCT
iogr-1326	76	1	the	the	DET
iogr-1326	76	2	narx	narx	NOUN
iogr-1326	76	3	network	network	NOUN
iogr-1326	76	4	is	be	AUX
iogr-1326	76	5	trained	train	VERB
iogr-1326	76	6	using	use	VERB
iogr-1326	76	7	matlab	matlab	PROPN
iogr-1326	76	8	's	's	PART
iogr-1326	76	9	neural	neural	ADJ
iogr-1326	76	10	net	net	ADJ
iogr-1326	76	11	time	time	NOUN
iogr-1326	76	12	series	series	PROPN
iogr-1326	76	13	toolbox	toolbox	NOUN
iogr-1326	76	14	,	,	PUNCT
iogr-1326	76	15	employing	employ	VERB
iogr-1326	76	16	the	the	DET
iogr-1326	76	17	hyperbolic	hyperbolic	ADJ
iogr-1326	76	18	tangent	tangent	NOUN
iogr-1326	76	19	sigmoid	sigmoid	NOUN
iogr-1326	76	20	function	function	NOUN
iogr-1326	76	21	for	for	ADP
iogr-1326	76	22	activation	activation	NOUN
iogr-1326	76	23	in	in	ADP
iogr-1326	76	24	both	both	CCONJ
iogr-1326	76	25	hidden	hidden	ADJ
iogr-1326	76	26	and	and	CCONJ
iogr-1326	76	27	output	output	NOUN
iogr-1326	76	28	layers	layer	NOUN
iogr-1326	76	29	.	.	PUNCT
iogr-1326	77	1	performance	performance	NOUN
iogr-1326	77	2	is	be	AUX
iogr-1326	77	3	assessed	assess	VERB
iogr-1326	77	4	using	use	VERB
iogr-1326	77	5	metrics	metric	NOUN
iogr-1326	77	6	like	like	ADP
iogr-1326	77	7	mse	mse	NOUN
iogr-1326	77	8	and	and	CCONJ
iogr-1326	77	9	r2	r2	PROPN
iogr-1326	77	10	.	.	PUNCT
iogr-1326	78	1	successful	successful	ADJ
iogr-1326	78	2	training	training	NOUN
iogr-1326	78	3	is	be	AUX
iogr-1326	78	4	indicated	indicate	VERB
iogr-1326	78	5	by	by	ADP
iogr-1326	78	6	minimal	minimal	ADJ
iogr-1326	78	7	mse	mse	NOUN
iogr-1326	78	8	and	and	CCONJ
iogr-1326	78	9	a	a	DET
iogr-1326	78	10	high	high	ADJ
iogr-1326	78	11	r2	r2	NOUN
iogr-1326	78	12	value	value	NOUN
iogr-1326	78	13	,	,	PUNCT
iogr-1326	78	14	ensuring	ensure	VERB
iogr-1326	78	15	the	the	DET
iogr-1326	78	16	model	model	NOUN
iogr-1326	78	17	's	's	PART
iogr-1326	78	18	effectiveness	effectiveness	NOUN
iogr-1326	78	19	for	for	ADP
iogr-1326	78	20	forecasting	forecasting	NOUN
iogr-1326	78	21	.	.	PUNCT
iogr-1326	79	1	data	datum	NOUN
iogr-1326	79	2	sourcing	sourcing	NOUN
iogr-1326	79	3	and	and	CCONJ
iogr-1326	79	4	preparation	preparation	NOUN
iogr-1326	79	5	.	.	PUNCT
iogr-1326	80	1	the	the	DET
iogr-1326	80	2	dataset	dataset	NOUN
iogr-1326	80	3	utilized	utilize	VERB
iogr-1326	80	4	in	in	ADP
iogr-1326	80	5	this	this	DET
iogr-1326	80	6	study	study	NOUN
iogr-1326	80	7	includes	include	VERB
iogr-1326	80	8	key	key	ADJ
iogr-1326	80	9	inputs	input	NOUN
iogr-1326	80	10	such	such	ADJ
iogr-1326	80	11	as	as	ADP
iogr-1326	80	12	nigeria	nigeria	PROPN
iogr-1326	80	13	’s	’s	PART
iogr-1326	80	14	population	population	NOUN
iogr-1326	80	15	,	,	PUNCT
iogr-1326	80	16	gdp	gdp	NOUN
iogr-1326	80	17	per	per	ADP
iogr-1326	80	18	capita	capita	NOUN
iogr-1326	80	19	,	,	PUNCT
iogr-1326	80	20	natural	natural	ADJ
iogr-1326	80	21	gas	gas	NOUN
iogr-1326	80	22	price	price	NOUN
iogr-1326	80	23	,	,	PUNCT
iogr-1326	80	24	and	and	CCONJ
iogr-1326	80	25	reserves	reserve	NOUN
iogr-1326	80	26	,	,	PUNCT
iogr-1326	80	27	with	with	ADP
iogr-1326	80	28	the	the	DET
iogr-1326	80	29	target	target	NOUN
iogr-1326	80	30	output	output	NOUN
iogr-1326	80	31	being	be	AUX
iogr-1326	80	32	natural	natural	ADJ
iogr-1326	80	33	gas	gas	NOUN
iogr-1326	80	34	consumption	consumption	NOUN
iogr-1326	80	35	demand	demand	NOUN
iogr-1326	80	36	.	.	PUNCT
iogr-1326	81	1	covering	cover	VERB
iogr-1326	81	2	the	the	DET
iogr-1326	81	3	period	period	NOUN
iogr-1326	81	4	from	from	ADP
iogr-1326	81	5	1975	1975	NUM
iogr-1326	81	6	to	to	ADP
iogr-1326	81	7	2023	2023	NUM
iogr-1326	81	8	,	,	PUNCT
iogr-1326	81	9	the	the	DET
iogr-1326	81	10	data	datum	NOUN
iogr-1326	81	11	were	be	AUX
iogr-1326	81	12	obtained	obtain	VERB
iogr-1326	81	13	from	from	ADP
iogr-1326	81	14	multiple	multiple	ADJ
iogr-1326	81	15	credible	credible	ADJ
iogr-1326	81	16	sources	source	NOUN
iogr-1326	81	17	:	:	PUNCT
iogr-1326	81	18	population	population	NOUN
iogr-1326	81	19	figures	figure	NOUN
iogr-1326	81	20	from	from	ADP
iogr-1326	81	21	the	the	DET
iogr-1326	81	22	national	national	ADJ
iogr-1326	81	23	population	population	PROPN
iogr-1326	81	24	commission	commission	PROPN
iogr-1326	81	25	(	(	PUNCT
iogr-1326	81	26	npc	npc	PROPN
iogr-1326	81	27	)	)	PUNCT
iogr-1326	81	28	,	,	PUNCT
iogr-1326	81	29	gdp	gdp	NOUN
iogr-1326	81	30	per	per	ADP
iogr-1326	81	31	capita	capita	X
iogr-1326	81	32	data	datum	NOUN
iogr-1326	81	33	from	from	ADP
iogr-1326	81	34	the	the	DET
iogr-1326	81	35	national	national	PROPN
iogr-1326	81	36	bureau	bureau	PROPN
iogr-1326	81	37	of	of	ADP
iogr-1326	81	38	statistics	statistic	NOUN
iogr-1326	81	39	(	(	PUNCT
iogr-1326	81	40	nbs	nbs	PROPN
iogr-1326	81	41	)	)	PUNCT
iogr-1326	81	42	,	,	PUNCT
iogr-1326	81	43	natural	natural	ADJ
iogr-1326	81	44	gas	gas	NOUN
iogr-1326	81	45	prices	price	NOUN
iogr-1326	81	46	from	from	ADP
iogr-1326	81	47	the	the	DET
iogr-1326	81	48	henry	henry	PROPN
iogr-1326	81	49	hub	hub	PROPN
iogr-1326	81	50	natural	natural	ADJ
iogr-1326	81	51	gas	gas	NOUN
iogr-1326	81	52	spot	spot	NOUN
iogr-1326	81	53	price	price	NOUN
iogr-1326	81	54	statistics	statistic	NOUN
iogr-1326	81	55	,	,	PUNCT
iogr-1326	81	56	natural	natural	ADJ
iogr-1326	81	57	gas	gas	NOUN
iogr-1326	81	58	reserves	reserve	NOUN
iogr-1326	81	59	from	from	ADP
iogr-1326	81	60	the	the	DET
iogr-1326	81	61	nigerian	nigerian	ADJ
iogr-1326	81	62	upstream	upstream	ADJ
iogr-1326	81	63	petroleum	petroleum	PROPN
iogr-1326	81	64	regulatory	regulatory	ADJ
iogr-1326	81	65	commission	commission	NOUN
iogr-1326	81	66	(	(	PUNCT
iogr-1326	81	67	nuprc	nuprc	PROPN
iogr-1326	81	68	)	)	PUNCT
iogr-1326	81	69	,	,	PUNCT
iogr-1326	81	70	and	and	CCONJ
iogr-1326	81	71	natural	natural	ADJ
iogr-1326	81	72	gas	gas	NOUN
iogr-1326	81	73	demand	demand	NOUN
iogr-1326	81	74	metrics	metric	NOUN
iogr-1326	81	75	from	from	ADP
iogr-1326	81	76	the	the	DET
iogr-1326	81	77	nigeria	nigeria	PROPN
iogr-1326	81	78	gas	gas	PROPN
iogr-1326	81	79	company	company	NOUN
iogr-1326	81	80	(	(	PUNCT
iogr-1326	81	81	ngc	ngc	PROPN
iogr-1326	81	82	)	)	PUNCT
iogr-1326	81	83	.	.	PUNCT
iogr-1326	82	1	this	this	DET
iogr-1326	82	2	comprehensive	comprehensive	ADJ
iogr-1326	82	3	dataset	dataset	NOUN
iogr-1326	82	4	serves	serve	VERB
iogr-1326	82	5	as	as	ADP
iogr-1326	82	6	the	the	DET
iogr-1326	82	7	foundation	foundation	NOUN
iogr-1326	82	8	for	for	ADP
iogr-1326	82	9	modeling	modeling	NOUN
iogr-1326	82	10	and	and	CCONJ
iogr-1326	82	11	forecasting	forecast	VERB
iogr-1326	82	12	natural	natural	ADJ
iogr-1326	82	13	gas	gas	NOUN
iogr-1326	82	14	demand	demand	NOUN
iogr-1326	82	15	in	in	ADP
iogr-1326	82	16	nigeria	nigeria	PROPN
iogr-1326	82	17	.	.	PUNCT
iogr-1326	83	1	before	before	ADP
iogr-1326	83	2	training	training	NOUN
iogr-1326	83	3	,	,	PUNCT
iogr-1326	83	4	thorough	thorough	ADJ
iogr-1326	83	5	data	datum	NOUN
iogr-1326	83	6	cleaning	cleaning	NOUN
iogr-1326	83	7	and	and	CCONJ
iogr-1326	83	8	normalization	normalization	NOUN
iogr-1326	83	9	were	be	AUX
iogr-1326	83	10	conducted	conduct	VERB
iogr-1326	83	11	to	to	PART
iogr-1326	83	12	rectify	rectify	VERB
iogr-1326	83	13	errors	error	NOUN
iogr-1326	83	14	and	and	CCONJ
iogr-1326	83	15	eliminate	eliminate	VERB
iogr-1326	83	16	noisy	noisy	ADJ
iogr-1326	83	17	data	datum	NOUN
iogr-1326	83	18	points	point	NOUN
iogr-1326	83	19	.	.	PUNCT
iogr-1326	84	1	the	the	DET
iogr-1326	84	2	specific	specific	ADJ
iogr-1326	84	3	dataset	dataset	NOUN
iogr-1326	84	4	used	use	VERB
iogr-1326	84	5	for	for	ADP
iogr-1326	84	6	simulation	simulation	NOUN
iogr-1326	84	7	is	be	AUX
iogr-1326	84	8	detailed	detail	VERB
iogr-1326	84	9	in	in	ADP
iogr-1326	84	10	table	table	NOUN
iogr-1326	84	11	1	1	NUM
iogr-1326	84	12	.	.	PUNCT
iogr-1326	85	1	the	the	DET
iogr-1326	85	2	simulation	simulation	NOUN
iogr-1326	85	3	dataset	dataset	NOUN
iogr-1326	85	4	comprises	comprise	VERB
iogr-1326	85	5	forty	forty	NUM
iogr-1326	85	6	-	-	PUNCT
iogr-1326	85	7	nine	nine	NUM
iogr-1326	85	8	data	datum	NOUN
iogr-1326	85	9	points	point	NOUN
iogr-1326	85	10	for	for	ADP
iogr-1326	85	11	both	both	CCONJ
iogr-1326	85	12	the	the	DET
iogr-1326	85	13	input	input	NOUN
iogr-1326	85	14	and	and	CCONJ
iogr-1326	85	15	target	target	VERB
iogr-1326	85	16	output	output	NOUN
iogr-1326	85	17	datasets	dataset	NOUN
iogr-1326	85	18	.	.	PUNCT
iogr-1326	86	1	table	table	NOUN
iogr-1326	86	2	1	1	NUM
iogr-1326	86	3	—	—	PUNCT
iogr-1326	86	4	simulation	simulation	NOUN
iogr-1326	86	5	data	data	PROPN
iogr-1326	86	6	.	.	PUNCT
iogr-1326	87	1	year	year	NOUN
iogr-1326	87	2	population	population	NOUN
iogr-1326	87	3	,	,	PUNCT
iogr-1326	87	4	billion	billion	NUM
iogr-1326	87	5	gdp	gdp	NOUN
iogr-1326	87	6	per	per	ADP
iogr-1326	87	7	capita	capita	X
iogr-1326	87	8	m$/person	m$/person	PROPN
iogr-1326	87	9	ng	ng	PROPN
iogr-1326	87	10	reserves	reserves	PROPN
iogr-1326	87	11	tcm	tcm	PROPN
iogr-1326	87	12	ng	ng	PROPN
iogr-1326	87	13	price	price	PROPN
iogr-1326	87	14	,	,	PUNCT
iogr-1326	87	15	$	$	SYM
iogr-1326	87	16	/mmbtu	/mmbtu	NOUN
iogr-1326	87	17	ng	ng	PROPN
iogr-1326	87	18	demand	demand	NOUN
iogr-1326	87	19	,	,	PUNCT
iogr-1326	87	20	bcm	bcm	NOUN
iogr-1326	87	21	1975	1975	NUM
iogr-1326	87	22	0.0710	0.0710	NUM
iogr-1326	87	23	0.442	0.442	NUM
iogr-1326	87	24	1.2546	1.2546	NUM
iogr-1326	87	25	0.43	0.43	NUM
iogr-1326	87	26	0.4000	0.4000	NUM
iogr-1326	87	27	1976	1976	NUM
iogr-1326	87	28	0.0727	0.0727	NUM
iogr-1326	87	29	0.562	0.562	NUM
iogr-1326	87	30	1.24611	1.24611	NUM
iogr-1326	87	31	0.58	0.58	NUM
iogr-1326	87	32	0.6300	0.6300	NUM
iogr-1326	87	33	1977	1977	NUM
iogr-1326	87	34	0.0746	0.0746	NUM
iogr-1326	87	35	0.541	0.541	NUM
iogr-1326	87	36	1.224	1.224	NUM
iogr-1326	87	37	0.79	0.79	NUM
iogr-1326	87	38	0.5000	0.5000	NUM
iogr-1326	87	39	1978	1978	NUM
iogr-1326	87	40	0.0765	0.0765	NUM
iogr-1326	87	41	0.532	0.532	NUM
iogr-1326	87	42	1.203	1.203	NUM
iogr-1326	87	43	0.91	0.91	NUM
iogr-1326	87	44	0.3800	0.3800	NUM
iogr-1326	87	45	1979	1979	NUM
iogr-1326	87	46	0.0786	0.0786	NUM
iogr-1326	87	47	0.668	0.668	NUM
iogr-1326	87	48	1.183	1.183	NUM
iogr-1326	87	49	1.18	1.18	NUM
iogr-1326	87	50	1.3800	1.3800	NUM
iogr-1326	87	51	1980	1980	NUM
iogr-1326	87	52	0.0807	0.0807	NUM
iogr-1326	87	53	0.88	0.88	NUM
iogr-1326	87	54	1.16114	1.16114	NUM
iogr-1326	87	55	1.59	1.59	NUM
iogr-1326	87	56	1.0702	1.0702	NUM
iogr-1326	87	57	1981	1981	NUM
iogr-1326	87	58	0.0828	0.0828	NUM
iogr-1326	87	59	2.188	2.188	NUM
iogr-1326	87	60	1.14698	1.14698	NUM
iogr-1326	87	61	1.98	1.98	NUM
iogr-1326	87	62	2.1524	2.1524	NUM
iogr-1326	87	63	1982	1982	NUM
iogr-1326	87	64	0.0848	0.0848	NUM
iogr-1326	87	65	1.845	1.845	NUM
iogr-1326	87	66	1.38501	1.38501	NUM
iogr-1326	87	67	2.47	2.47	NUM
iogr-1326	87	68	1.4160	1.4160	NUM
iogr-1326	87	69	1983	1983	NUM
iogr-1326	87	70	0.0868	0.0868	NUM
iogr-1326	87	71	1.224	1.224	NUM
iogr-1326	87	72	1.37	1.37	NUM
iogr-1326	87	73	2.59	2.59	NUM
iogr-1326	87	74	2.2996	2.2996	NUM
iogr-1326	87	75	1984	1984	NUM
iogr-1326	87	76	0.0888	0.0888	NUM
iogr-1326	87	77	0.903	0.903	NUM
iogr-1326	87	78	1.355	1.355	NUM
iogr-1326	87	79	2.66	2.66	NUM
iogr-1326	87	80	2.7471	2.7471	NUM
iogr-1326	87	81	1985	1985	NUM
iogr-1326	87	82	0.0908	0.0908	NUM
iogr-1326	87	83	0.882	0.882	NUM
iogr-1326	87	84	1.34	1.34	NUM
iogr-1326	87	85	2.51	2.51	NUM
iogr-1326	87	86	3.0586	3.0586	NUM
iogr-1326	87	87	1986	1986	NUM
iogr-1326	87	88	0.0929	0.0929	NUM
iogr-1326	87	89	0.639	0.639	NUM
iogr-1326	87	90	2.4	2.4	NUM
iogr-1326	87	91	1.94	1.94	NUM
iogr-1326	87	92	3.2852	3.2852	NUM
iogr-1326	87	93	1987	1987	NUM
iogr-1326	87	94	0.0952	0.0952	NUM
iogr-1326	87	95	0.598	0.598	NUM
iogr-1326	87	96	2.407	2.407	NUM
iogr-1326	87	97	1.66	1.66	NUM
iogr-1326	87	98	3.7015	3.7015	NUM
iogr-1326	87	99	1988	1988	NUM
iogr-1326	87	100	0.0974	0.0974	NUM
iogr-1326	87	101	0.55	0.55	NUM
iogr-1326	87	102	2.476	2.476	NUM
iogr-1326	87	103	1.68	1.68	NUM
iogr-1326	87	104	3.7706	3.7706	NUM
iogr-1326	87	105	1989	1989	NUM
iogr-1326	87	106	0.0998	0.0998	NUM
iogr-1326	87	107	0.474	0.474	NUM
iogr-1326	87	108	2.832	2.832	NUM
iogr-1326	87	109	1.7	1.7	NUM
iogr-1326	87	110	4.7007	4.7007	NUM
iogr-1326	87	111	1990	1990	NUM
iogr-1326	87	112	0.1022	0.1022	NUM
iogr-1326	87	113	0.568	0.568	NUM
iogr-1326	87	114	2.84	2.84	NUM
iogr-1326	87	115	1.7	1.7	NUM
iogr-1326	87	116	3.7100	3.7100	NUM
iogr-1326	87	117	1991	1991	NUM
iogr-1326	87	118	0.1046	0.1046	NUM
iogr-1326	87	119	0.503	0.503	NUM
iogr-1326	87	120	3.4	3.4	NUM
iogr-1326	87	121	1.49	1.49	NUM
iogr-1326	87	122	4.7579	4.7579	NUM
iogr-1326	87	123	1992	1992	NUM
iogr-1326	87	124	0.1071	0.1071	NUM
iogr-1326	87	125	0.477	0.477	NUM
iogr-1326	87	126	3.7162	3.7162	NUM
iogr-1326	87	127	1.77	1.77	NUM
iogr-1326	87	128	4.9007	4.9007	NUM
iogr-1326	87	129	1993	1993	NUM
iogr-1326	87	130	0.1096	0.1096	NUM
iogr-1326	87	131	0.27	0.27	NUM
iogr-1326	87	132	3.683	3.683	NUM
iogr-1326	87	133	2.12	2.12	NUM
iogr-1326	87	134	5.0507	5.0507	NUM
iogr-1326	87	135	1994	1994	NUM
iogr-1326	87	136	0.1121	0.1121	NUM
iogr-1326	87	137	0.321	0.321	NUM
iogr-1326	87	138	3.45	3.45	NUM
iogr-1326	87	139	1.92	1.92	NUM
iogr-1326	87	140	4.5506	4.5506	NUM
iogr-1326	87	141	1995	1995	NUM
iogr-1326	87	142	0.1147	0.1147	NUM
iogr-1326	87	143	0.407	0.407	NUM
iogr-1326	87	144	3.474	3.474	NUM
iogr-1326	87	145	1.72	1.72	NUM
iogr-1326	87	146	5.1906	5.1906	NUM
iogr-1326	87	147	1996	1996	NUM
iogr-1326	87	148	0.1173	0.1173	NUM
iogr-1326	87	149	0.46	0.46	NUM
iogr-1326	87	150	3.475	3.475	NUM
iogr-1326	87	151	2.73	2.73	NUM
iogr-1326	87	152	5.4608	5.4608	NUM
iogr-1326	87	153	improved	improved	ADJ
iogr-1326	87	154	oil	oil	NOUN
iogr-1326	87	155	and	and	CCONJ
iogr-1326	87	156	gas	gas	NOUN
iogr-1326	87	157	recovery	recovery	NOUN
iogr-1326	87	158	5	5	NUM
iogr-1326	87	159	1997	1997	NUM
iogr-1326	87	160	0.1201	0.1201	NUM
iogr-1326	87	161	0.479	0.479	NUM
iogr-1326	87	162	3.483	3.483	NUM
iogr-1326	87	163	2.48	2.48	NUM
iogr-1326	87	164	5.8508	5.8508	NUM
iogr-1326	87	165	1998	1998	NUM
iogr-1326	87	166	0.1229	0.1229	NUM
iogr-1326	87	167	0.468	0.468	NUM
iogr-1326	87	168	3.512	3.512	NUM
iogr-1326	87	169	2.09	2.09	NUM
iogr-1326	87	170	5.9008	5.9008	NUM
iogr-1326	87	171	1999	1999	NUM
iogr-1326	87	172	0.1257	0.1257	NUM
iogr-1326	87	173	0.496	0.496	NUM
iogr-1326	87	174	3.512	3.512	NUM
iogr-1326	87	175	2.27	2.27	NUM
iogr-1326	87	176	6.2109	6.2109	NUM
iogr-1326	87	177	2000	2000	NUM
iogr-1326	87	178	0.1287	0.1287	NUM
iogr-1326	87	179	0.565	0.565	NUM
iogr-1326	87	180	4.106	4.106	NUM
iogr-1326	87	181	4.31	4.31	NUM
iogr-1326	87	182	6.7310	6.7310	NUM
iogr-1326	87	183	2001	2001	NUM
iogr-1326	87	184	0.1317	0.1317	NUM
iogr-1326	87	185	0.587	0.587	NUM
iogr-1326	87	186	4.6327	4.6327	NUM
iogr-1326	87	187	3.96	3.96	NUM
iogr-1326	87	188	6.2109	6.2109	NUM
iogr-1326	87	189	2002	2002	NUM
iogr-1326	87	190	0.1348	0.1348	NUM
iogr-1326	87	191	0.734	0.734	NUM
iogr-1326	87	192	4.9973	4.9973	NUM
iogr-1326	87	193	3.36	3.36	NUM
iogr-1326	87	194	6.3609	6.3609	NUM
iogr-1326	87	195	2003	2003	NUM
iogr-1326	87	196	0.1380	0.1380	NUM
iogr-1326	87	197	0.787	0.787	NUM
iogr-1326	87	198	5.055	5.055	NUM
iogr-1326	87	199	5.49	5.49	NUM
iogr-1326	87	200	8.5112	8.5112	NUM
iogr-1326	87	201	2004	2004	NUM
iogr-1326	88	1	0.1413	0.1413	NUM
iogr-1326	88	2	0.993	0.993	NUM
iogr-1326	88	3	5.2289	5.2289	NUM
iogr-1326	88	4	5.89	5.89	NUM
iogr-1326	88	5	9.3213	9.3213	NUM
iogr-1326	88	6	2005	2005	NUM
iogr-1326	88	7	0.1447	0.1447	NUM
iogr-1326	88	8	1.25	1.25	NUM
iogr-1326	88	9	5.1518	5.1518	NUM
iogr-1326	88	10	8.92	8.92	NUM
iogr-1326	88	11	10.3615	10.3615	NUM
iogr-1326	88	12	2006	2006	NUM
iogr-1326	88	13	0.1483	0.1483	NUM
iogr-1326	88	14	1.652	1.652	NUM
iogr-1326	88	15	5.207	5.207	NUM
iogr-1326	88	16	6.72	6.72	NUM
iogr-1326	88	17	10.9215	10.9215	NUM
iogr-1326	88	18	2007	2007	NUM
iogr-1326	88	19	0.1519	0.1519	NUM
iogr-1326	88	20	1.876	1.876	NUM
iogr-1326	88	21	5.292	5.292	NUM
iogr-1326	88	22	6.98	6.98	NUM
iogr-1326	88	23	10.6015	10.6015	NUM
iogr-1326	88	24	2008	2008	NUM
iogr-1326	88	25	0.1557	0.1557	NUM
iogr-1326	88	26	2.228	2.228	NUM
iogr-1326	88	27	5.292	5.292	NUM
iogr-1326	88	28	8.86	8.86	NUM
iogr-1326	88	29	12.2767	12.2767	NUM
iogr-1326	88	30	2009	2009	NUM
iogr-1326	88	31	0.1597	0.1597	NUM
iogr-1326	88	32	1.884	1.884	NUM
iogr-1326	88	33	5.292	5.292	NUM
iogr-1326	88	34	3.95	3.95	NUM
iogr-1326	88	35	9.8457	9.8457	NUM
iogr-1326	88	36	2010	2010	NUM
iogr-1326	88	37	0.1637	0.1637	NUM
iogr-1326	88	38	2.28	2.28	NUM
iogr-1326	88	39	5.1775701	5.1775701	NUM
iogr-1326	88	40	4.39	4.39	NUM
iogr-1326	88	41	5.0307	5.0307	NUM
iogr-1326	88	42	2011	2011	NUM
iogr-1326	88	43	0.1679	0.1679	NUM
iogr-1326	88	44	2.505	2.505	NUM
iogr-1326	88	45	5.1755877	5.1755877	NUM
iogr-1326	88	46	4	4	NUM
iogr-1326	88	47	5.4008	5.4008	NUM
iogr-1326	88	48	2012	2012	NUM
iogr-1326	88	49	0.1722	0.1722	NUM
iogr-1326	88	50	2.728	2.728	NUM
iogr-1326	88	51	5.1183801	5.1183801	NUM
iogr-1326	88	52	2.75	2.75	NUM
iogr-1326	88	53	14.3070	14.3070	NUM
iogr-1326	88	54	2013	2013	NUM
iogr-1326	88	55	0.1766	0.1766	NUM
iogr-1326	88	56	2.977	2.977	NUM
iogr-1326	88	57	5.1070518	5.1070518	NUM
iogr-1326	88	58	3.72	3.72	NUM
iogr-1326	88	59	15.6932	15.6932	NUM
iogr-1326	88	60	2014	2014	NUM
iogr-1326	88	61	0.1819	0.1819	NUM
iogr-1326	88	62	3.201	3.201	NUM
iogr-1326	88	63	5.3239875	5.3239875	NUM
iogr-1326	88	64	4.37	4.37	NUM
iogr-1326	88	65	18.3704	18.3704	NUM
iogr-1326	88	66	2015	2015	NUM
iogr-1326	88	67	0.1871	0.1871	NUM
iogr-1326	88	68	2.68	2.68	NUM
iogr-1326	88	69	5.2842779	5.2842779	NUM
iogr-1326	88	70	2.61	2.61	NUM
iogr-1326	88	71	18.4446	18.4446	NUM
iogr-1326	88	72	2016	2016	NUM
iogr-1326	88	73	0.1924	0.1924	NUM
iogr-1326	88	74	2.145	2.145	NUM
iogr-1326	88	75	5.4752043	5.4752043	NUM
iogr-1326	88	76	2.49	2.49	NUM
iogr-1326	88	77	18.1679	18.1679	NUM
iogr-1326	88	78	2017	2017	NUM
iogr-1326	88	79	0.1977	0.1977	NUM
iogr-1326	88	80	1.942	1.942	NUM
iogr-1326	88	81	5.62687	5.62687	NUM
iogr-1326	88	82	2.96	2.96	NUM
iogr-1326	88	83	12.7952	12.7952	NUM
iogr-1326	88	84	2018	2018	NUM
iogr-1326	88	85	0.2030	0.2030	NUM
iogr-1326	88	86	2.126	2.126	NUM
iogr-1326	88	87	5.6749974	5.6749974	NUM
iogr-1326	88	88	3.16	3.16	NUM
iogr-1326	88	89	10.7556	10.7556	NUM
iogr-1326	88	90	2019	2019	NUM
iogr-1326	88	91	0.2033	0.2033	NUM
iogr-1326	88	92	2.334	2.334	NUM
iogr-1326	88	93	5.626	5.626	NUM
iogr-1326	88	94	2.57	2.57	NUM
iogr-1326	88	95	12.7050	12.7050	NUM
iogr-1326	88	96	2020	2020	NUM
iogr-1326	88	97	0.2083	0.2083	NUM
iogr-1326	88	98	2.075	2.075	NUM
iogr-1326	88	99	5.674	5.674	NUM
iogr-1326	88	100	2.01	2.01	NUM
iogr-1326	88	101	14.3610	14.3610	NUM
iogr-1326	88	102	2021	2021	NUM
iogr-1326	88	103	0.2134	0.2134	NUM
iogr-1326	88	104	2.066	2.066	NUM
iogr-1326	88	105	5.76	5.76	NUM
iogr-1326	88	106	3.85	3.85	NUM
iogr-1326	88	107	15.1652	15.1652	NUM
iogr-1326	88	108	2022	2022	NUM
iogr-1326	88	109	0.2185	0.2185	NUM
iogr-1326	88	110	2.184	2.184	NUM
iogr-1326	88	111	5.832	5.832	NUM
iogr-1326	88	112	6.45	6.45	NUM
iogr-1326	88	113	15.6425	15.6425	NUM
iogr-1326	88	114	2023	2023	NUM
iogr-1326	88	115	0.2262	0.2262	NUM
iogr-1326	88	116	0.211	0.211	NUM
iogr-1326	88	117	5.91	5.91	NUM
iogr-1326	88	118	2.57	2.57	NUM
iogr-1326	88	119	15.9922	15.9922	NUM
iogr-1326	88	120	the	the	DET
iogr-1326	88	121	narx	narx	NOUN
iogr-1326	88	122	modelling	modelling	NOUN
iogr-1326	88	123	technique	technique	NOUN
iogr-1326	88	124	.	.	PUNCT
iogr-1326	89	1	the	the	DET
iogr-1326	89	2	modelling	modelling	NOUN
iogr-1326	89	3	and	and	CCONJ
iogr-1326	89	4	forecasting	forecasting	NOUN
iogr-1326	89	5	of	of	ADP
iogr-1326	89	6	average	average	ADJ
iogr-1326	89	7	annual	annual	ADJ
iogr-1326	89	8	natural	natural	ADJ
iogr-1326	89	9	gas	gas	NOUN
iogr-1326	89	10	demand	demand	NOUN
iogr-1326	89	11	was	be	AUX
iogr-1326	89	12	conducted	conduct	VERB
iogr-1326	89	13	using	use	VERB
iogr-1326	89	14	the	the	DET
iogr-1326	89	15	narx	narx	PROPN
iogr-1326	89	16	model	model	NOUN
iogr-1326	89	17	.	.	PUNCT
iogr-1326	90	1	three	three	NUM
iogr-1326	90	2	distinct	distinct	ADJ
iogr-1326	90	3	narx	narx	NOUN
iogr-1326	90	4	configurations	configuration	NOUN
iogr-1326	90	5	,	,	PUNCT
iogr-1326	90	6	denoted	denote	VERB
iogr-1326	90	7	as	as	ADP
iogr-1326	90	8	narx-1	narx-1	PROPN
iogr-1326	90	9	,	,	PUNCT
iogr-1326	90	10	narx-2	narx-2	NUM
iogr-1326	90	11	,	,	PUNCT
iogr-1326	90	12	and	and	CCONJ
iogr-1326	90	13	narx-3	narx-3	PROPN
iogr-1326	90	14	,	,	PUNCT
iogr-1326	90	15	were	be	AUX
iogr-1326	90	16	analysed	analyse	VERB
iogr-1326	90	17	,	,	PUNCT
iogr-1326	90	18	with	with	ADP
iogr-1326	90	19	the	the	DET
iogr-1326	90	20	numerical	numerical	ADJ
iogr-1326	90	21	suffix	suffix	PROPN
iogr-1326	90	22	indicating	indicate	VERB
iogr-1326	90	23	the	the	DET
iogr-1326	90	24	number	number	NOUN
iogr-1326	90	25	of	of	ADP
iogr-1326	90	26	time	time	NOUN
iogr-1326	90	27	delays	delay	NOUN
iogr-1326	90	28	in	in	ADP
iogr-1326	90	29	each	each	DET
iogr-1326	90	30	configuration	configuration	NOUN
iogr-1326	90	31	.	.	PUNCT
iogr-1326	91	1	these	these	DET
iogr-1326	91	2	time	time	NOUN
iogr-1326	91	3	delays	delay	NOUN
iogr-1326	91	4	play	play	VERB
iogr-1326	91	5	a	a	DET
iogr-1326	91	6	crucial	crucial	ADJ
iogr-1326	91	7	role	role	NOUN
iogr-1326	91	8	in	in	ADP
iogr-1326	91	9	measuring	measure	VERB
iogr-1326	91	10	dataset	dataset	NOUN
iogr-1326	91	11	autocorrelation	autocorrelation	NOUN
iogr-1326	91	12	,	,	PUNCT
iogr-1326	91	13	filtering	filter	VERB
iogr-1326	91	14	nonlinear	nonlinear	ADJ
iogr-1326	91	15	data	datum	NOUN
iogr-1326	91	16	,	,	PUNCT
iogr-1326	91	17	and	and	CCONJ
iogr-1326	91	18	aiding	aid	VERB
iogr-1326	91	19	in	in	ADP
iogr-1326	91	20	prediction	prediction	NOUN
iogr-1326	91	21	.	.	PUNCT
iogr-1326	92	1	moreover	moreover	ADV
iogr-1326	92	2	,	,	PUNCT
iogr-1326	92	3	sensitivity	sensitivity	NOUN
iogr-1326	92	4	analyses	analysis	NOUN
iogr-1326	92	5	were	be	AUX
iogr-1326	92	6	performed	perform	VERB
iogr-1326	92	7	on	on	ADP
iogr-1326	92	8	the	the	DET
iogr-1326	92	9	number	number	NOUN
iogr-1326	92	10	of	of	ADP
iogr-1326	92	11	neurons	neuron	NOUN
iogr-1326	92	12	,	,	PUNCT
iogr-1326	92	13	exploring	explore	VERB
iogr-1326	92	14	configurations	configuration	NOUN
iogr-1326	92	15	with	with	ADP
iogr-1326	92	16	5	5	NUM
iogr-1326	92	17	,	,	PUNCT
iogr-1326	92	18	10	10	NUM
iogr-1326	92	19	,	,	PUNCT
iogr-1326	92	20	15	15	NUM
iogr-1326	92	21	,	,	PUNCT
iogr-1326	92	22	and	and	CCONJ
iogr-1326	92	23	20	20	NUM
iogr-1326	92	24	neurons	neuron	NOUN
iogr-1326	92	25	,	,	PUNCT
iogr-1326	92	26	respectively	respectively	ADV
iogr-1326	92	27	.	.	PUNCT
iogr-1326	93	1	the	the	DET
iogr-1326	93	2	performance	performance	NOUN
iogr-1326	93	3	of	of	ADP
iogr-1326	93	4	the	the	DET
iogr-1326	93	5	narx	narx	NOUN
iogr-1326	93	6	models	model	NOUN
iogr-1326	93	7	was	be	AUX
iogr-1326	93	8	systematically	systematically	ADV
iogr-1326	93	9	compared	compare	VERB
iogr-1326	93	10	,	,	PUNCT
iogr-1326	93	11	and	and	CCONJ
iogr-1326	93	12	the	the	DET
iogr-1326	93	13	most	most	ADV
iogr-1326	93	14	effective	effective	ADJ
iogr-1326	93	15	model	model	NOUN
iogr-1326	93	16	,	,	PUNCT
iogr-1326	93	17	determined	determine	VERB
iogr-1326	93	18	by	by	ADP
iogr-1326	93	19	considering	consider	VERB
iogr-1326	93	20	both	both	DET
iogr-1326	93	21	time	time	NOUN
iogr-1326	93	22	delays	delay	NOUN
iogr-1326	93	23	and	and	CCONJ
iogr-1326	93	24	the	the	DET
iogr-1326	93	25	number	number	NOUN
iogr-1326	93	26	of	of	ADP
iogr-1326	93	27	neurons	neuron	NOUN
iogr-1326	93	28	,	,	PUNCT
iogr-1326	93	29	was	be	AUX
iogr-1326	93	30	selected	select	VERB
iogr-1326	93	31	for	for	ADP
iogr-1326	93	32	forecasting	forecasting	NOUN
iogr-1326	93	33	.	.	PUNCT
iogr-1326	94	1	the	the	DET
iogr-1326	94	2	narx	narx	PROPN
iogr-1326	94	3	network	network	NOUN
iogr-1326	94	4	was	be	AUX
iogr-1326	94	5	trained	train	VERB
iogr-1326	94	6	using	use	VERB
iogr-1326	94	7	the	the	DET
iogr-1326	94	8	levenberg	levenberg	PROPN
iogr-1326	94	9	-	-	PUNCT
iogr-1326	94	10	marquardt	marquardt	PROPN
iogr-1326	94	11	training	training	NOUN
iogr-1326	94	12	algorithm	algorithm	NOUN
iogr-1326	94	13	,	,	PUNCT
iogr-1326	94	14	involving	involve	VERB
iogr-1326	94	15	multiple	multiple	ADJ
iogr-1326	94	16	iterations	iteration	NOUN
iogr-1326	94	17	and	and	CCONJ
iogr-1326	94	18	investigations	investigation	NOUN
iogr-1326	94	19	.	.	PUNCT
iogr-1326	95	1	the	the	DET
iogr-1326	95	2	dataset	dataset	NOUN
iogr-1326	95	3	was	be	AUX
iogr-1326	95	4	divided	divide	VERB
iogr-1326	95	5	into	into	ADP
iogr-1326	95	6	70	70	NUM
iogr-1326	95	7	%	%	NOUN
iogr-1326	95	8	training	training	NOUN
iogr-1326	95	9	,	,	PUNCT
iogr-1326	95	10	15	15	NUM
iogr-1326	95	11	%	%	NOUN
iogr-1326	95	12	validation	validation	NOUN
iogr-1326	95	13	,	,	PUNCT
iogr-1326	95	14	and	and	CCONJ
iogr-1326	95	15	15	15	NUM
iogr-1326	95	16	%	%	NOUN
iogr-1326	95	17	testing	testing	NOUN
iogr-1326	95	18	data	datum	NOUN
iogr-1326	95	19	.	.	PUNCT
iogr-1326	96	1	the	the	DET
iogr-1326	96	2	network	network	NOUN
iogr-1326	96	3	structure	structure	NOUN
iogr-1326	96	4	for	for	ADP
iogr-1326	96	5	the	the	DET
iogr-1326	96	6	narx	narx	PROPN
iogr-1326	96	7	model	model	NOUN
iogr-1326	96	8	,	,	PUNCT
iogr-1326	96	9	considering	consider	VERB
iogr-1326	96	10	a	a	DET
iogr-1326	96	11	time	time	NOUN
iogr-1326	96	12	delay	delay	NOUN
iogr-1326	96	13	of	of	ADP
iogr-1326	96	14	1	1	NUM
iogr-1326	96	15	and	and	CCONJ
iogr-1326	96	16	20	20	NUM
iogr-1326	96	17	neurons	neuron	NOUN
iogr-1326	96	18	,	,	PUNCT
iogr-1326	96	19	is	be	AUX
iogr-1326	96	20	depicted	depict	VERB
iogr-1326	96	21	in	in	ADP
iogr-1326	96	22	figure	figure	NOUN
iogr-1326	96	23	2(a	2(a	NUM
iogr-1326	96	24	)	)	PUNCT
iogr-1326	96	25	,	,	PUNCT
iogr-1326	96	26	while	while	SCONJ
iogr-1326	96	27	the	the	DET
iogr-1326	96	28	step	step	NOUN
iogr-1326	96	29	-	-	PUNCT
iogr-1326	96	30	ahead	ahead	NOUN
iogr-1326	96	31	predictions	prediction	NOUN
iogr-1326	96	32	(	(	PUNCT
iogr-1326	96	33	forecasting	forecasting	NOUN
iogr-1326	96	34	)	)	PUNCT
iogr-1326	96	35	are	be	AUX
iogr-1326	96	36	illustrated	illustrate	VERB
iogr-1326	96	37	in	in	ADP
iogr-1326	96	38	figure	figure	NOUN
iogr-1326	96	39	2(b	2(b	NUM
iogr-1326	96	40	)	)	PUNCT
iogr-1326	96	41	.	.	PUNCT
iogr-1326	97	1	figure	figure	VERB
iogr-1326	97	2	2(a	2(a	NUM
iogr-1326	97	3	)	)	PUNCT
iogr-1326	97	4	illustrates	illustrate	VERB
iogr-1326	97	5	the	the	DET
iogr-1326	97	6	structure	structure	NOUN
iogr-1326	97	7	of	of	ADP
iogr-1326	97	8	the	the	DET
iogr-1326	97	9	training	training	NOUN
iogr-1326	97	10	model	model	NOUN
iogr-1326	97	11	,	,	PUNCT
iogr-1326	97	12	with	with	ADP
iogr-1326	97	13	x(t	x(t	PROPN
iogr-1326	97	14	)	)	PUNCT
iogr-1326	97	15	representing	represent	VERB
iogr-1326	97	16	the	the	DET
iogr-1326	97	17	input	input	NOUN
iogr-1326	97	18	data	datum	NOUN
iogr-1326	97	19	and	and	CCONJ
iogr-1326	97	20	y(t	y(t	NUM
iogr-1326	97	21	)	)	PUNCT
iogr-1326	97	22	indicating	indicate	VERB
iogr-1326	97	23	the	the	DET
iogr-1326	97	24	target	target	NOUN
iogr-1326	97	25	(	(	PUNCT
iogr-1326	97	26	actual	actual	ADJ
iogr-1326	97	27	data	datum	NOUN
iogr-1326	97	28	)	)	PUNCT
iogr-1326	97	29	at	at	ADP
iogr-1326	97	30	1	1	NUM
iogr-1326	97	31	.	.	PUNCT
iogr-1326	98	1	the	the	DET
iogr-1326	98	2	artificial	artificial	ADJ
iogr-1326	98	3	neural	neural	ADJ
iogr-1326	98	4	network	network	NOUN
iogr-1326	98	5	time	time	NOUN
iogr-1326	98	6	series	series	PROPN
iogr-1326	98	7	model	model	PROPN
iogr-1326	98	8	engages	engage	VERB
iogr-1326	98	9	in	in	ADP
iogr-1326	98	10	simulation	simulation	NOUN
iogr-1326	98	11	by	by	ADP
iogr-1326	98	12	analyzing	analyze	VERB
iogr-1326	98	13	the	the	DET
iogr-1326	98	14	input	input	NOUN
iogr-1326	98	15	and	and	CCONJ
iogr-1326	98	16	target	target	NOUN
iogr-1326	98	17	to	to	PART
iogr-1326	98	18	create	create	VERB
iogr-1326	98	19	a	a	DET
iogr-1326	98	20	model	model	NOUN
iogr-1326	98	21	that	that	PRON
iogr-1326	98	22	generates	generate	VERB
iogr-1326	98	23	the	the	DET
iogr-1326	98	24	modeled	model	VERB
iogr-1326	98	25	target	target	NOUN
iogr-1326	98	26	y(t	y(t	NUM
iogr-1326	98	27	)	)	PUNCT
iogr-1326	98	28	from	from	ADP
iogr-1326	98	29	the	the	DET
iogr-1326	98	30	provided	provide	VERB
iogr-1326	98	31	output	output	NOUN
iogr-1326	98	32	data	datum	NOUN
iogr-1326	98	33	during	during	ADP
iogr-1326	98	34	training	training	NOUN
iogr-1326	98	35	.	.	PUNCT
iogr-1326	99	1	implementation	implementation	NOUN
iogr-1326	99	2	of	of	ADP
iogr-1326	99	3	the	the	DET
iogr-1326	99	4	narx	narx	NOUN
iogr-1326	99	5	model	model	NOUN
iogr-1326	99	6	involves	involve	VERB
iogr-1326	99	7	introducing	introduce	VERB
iogr-1326	99	8	a	a	DET
iogr-1326	99	9	time	time	NOUN
iogr-1326	99	10	delay	delay	NOUN
iogr-1326	99	11	,	,	PUNCT
iogr-1326	99	12	which	which	PRON
iogr-1326	99	13	excludes	exclude	VERB
iogr-1326	99	14	a	a	DET
iogr-1326	99	15	certain	certain	ADJ
iogr-1326	99	16	number	number	NOUN
iogr-1326	99	17	of	of	ADP
iogr-1326	99	18	data	datum	NOUN
iogr-1326	99	19	points	point	NOUN
iogr-1326	99	20	from	from	ADP
iogr-1326	99	21	the	the	DET
iogr-1326	99	22	beginning	beginning	NOUN
iogr-1326	99	23	of	of	ADP
iogr-1326	99	24	the	the	DET
iogr-1326	99	25	dataset	dataset	NOUN
iogr-1326	99	26	.	.	PUNCT
iogr-1326	100	1	specifically	specifically	ADV
iogr-1326	100	2	,	,	PUNCT
iogr-1326	100	3	a	a	DET
iogr-1326	100	4	time	time	NOUN
iogr-1326	100	5	delay	delay	NOUN
iogr-1326	100	6	of	of	ADP
iogr-1326	100	7	1:1	1:1	NUM
iogr-1326	100	8	means	mean	VERB
iogr-1326	100	9	one	one	NUM
iogr-1326	100	10	data	data	NOUN
iogr-1326	100	11	point	point	NOUN
iogr-1326	100	12	was	be	AUX
iogr-1326	100	13	omitted	omit	VERB
iogr-1326	100	14	from	from	ADP
iogr-1326	100	15	both	both	DET
iogr-1326	100	16	the	the	DET
iogr-1326	100	17	predicted	predict	VERB
iogr-1326	100	18	output	output	NOUN
iogr-1326	100	19	response	response	NOUN
iogr-1326	100	20	(	(	PUNCT
iogr-1326	100	21	x(t	x(t	PROPN
iogr-1326	100	22	)	)	PUNCT
iogr-1326	100	23	)	)	PUNCT
iogr-1326	100	24	improved	improve	VERB
iogr-1326	100	25	oil	oil	NOUN
iogr-1326	100	26	and	and	CCONJ
iogr-1326	100	27	gas	gas	NOUN
iogr-1326	100	28	recovery	recovery	NOUN
iogr-1326	100	29	6	6	NUM
iogr-1326	100	30	and	and	CCONJ
iogr-1326	100	31	the	the	DET
iogr-1326	100	32	actual	actual	ADJ
iogr-1326	100	33	response	response	NOUN
iogr-1326	100	34	(	(	PUNCT
iogr-1326	100	35	y(t	y(t	NOUN
iogr-1326	100	36	)	)	PUNCT
iogr-1326	100	37	)	)	PUNCT
iogr-1326	100	38	after	after	ADP
iogr-1326	100	39	training	training	NOUN
iogr-1326	100	40	.	.	PUNCT
iogr-1326	101	1	additionally	additionally	ADV
iogr-1326	101	2	,	,	PUNCT
iogr-1326	101	3	the	the	DET
iogr-1326	101	4	step	step	NOUN
iogr-1326	101	5	-	-	PUNCT
iogr-1326	101	6	ahead	ahead	NOUN
iogr-1326	101	7	prediction	prediction	NOUN
iogr-1326	101	8	of	of	ADP
iogr-1326	101	9	the	the	DET
iogr-1326	101	10	narx	narx	NOUN
iogr-1326	101	11	model	model	NOUN
iogr-1326	101	12	incorporates	incorporate	VERB
iogr-1326	101	13	an	an	DET
iogr-1326	101	14	additional	additional	ADJ
iogr-1326	101	15	future	future	ADJ
iogr-1326	101	16	value	value	NOUN
iogr-1326	101	17	,	,	PUNCT
iogr-1326	101	18	one	one	NUM
iogr-1326	101	19	step	step	NOUN
iogr-1326	101	20	ahead	ahead	ADV
iogr-1326	101	21	,	,	PUNCT
iogr-1326	101	22	into	into	ADP
iogr-1326	101	23	the	the	DET
iogr-1326	101	24	predicted	predict	VERB
iogr-1326	101	25	output	output	NOUN
iogr-1326	101	26	data	datum	NOUN
iogr-1326	101	27	,	,	PUNCT
iogr-1326	101	28	accounting	account	VERB
iogr-1326	101	29	for	for	ADP
iogr-1326	101	30	the	the	DET
iogr-1326	101	31	forecasted	forecast	VERB
iogr-1326	101	32	value	value	NOUN
iogr-1326	101	33	.	.	PUNCT
iogr-1326	102	1	(	(	PUNCT
iogr-1326	102	2	a	a	X
iogr-1326	102	3	)	)	PUNCT
iogr-1326	102	4	open	open	ADJ
iogr-1326	102	5	-	-	PUNCT
iogr-1326	102	6	loop	loop	NOUN
iogr-1326	102	7	view	view	NOUN
iogr-1326	102	8	for	for	ADP
iogr-1326	102	9	training	training	NOUN
iogr-1326	102	10	(	(	PUNCT
iogr-1326	102	11	b)one	b)one	NOUN
iogr-1326	102	12	-	-	PUNCT
iogr-1326	102	13	step	step	NOUN
iogr-1326	102	14	ahead	ahead	NOUN
iogr-1326	102	15	prediction	prediction	NOUN
iogr-1326	102	16	view	view	NOUN
iogr-1326	102	17	figure	figure	NOUN
iogr-1326	102	18	2	2	NUM
iogr-1326	102	19	—	—	PUNCT
iogr-1326	102	20	ann	ann	PROPN
iogr-1326	102	21	narx	narx	PROPN
iogr-1326	102	22	neural	neural	ADJ
iogr-1326	102	23	network	network	PROPN
iogr-1326	102	24	.	.	PUNCT
iogr-1326	103	1	model	model	NOUN
iogr-1326	103	2	performance	performance	NOUN
iogr-1326	103	3	evaluation	evaluation	NOUN
iogr-1326	103	4	metrics	metric	NOUN
iogr-1326	103	5	.	.	PUNCT
iogr-1326	104	1	the	the	DET
iogr-1326	104	2	model	model	NOUN
iogr-1326	104	3	's	's	PART
iogr-1326	104	4	performance	performance	NOUN
iogr-1326	104	5	was	be	AUX
iogr-1326	104	6	evaluated	evaluate	VERB
iogr-1326	104	7	using	use	VERB
iogr-1326	104	8	several	several	ADJ
iogr-1326	104	9	metrics	metric	NOUN
iogr-1326	104	10	,	,	PUNCT
iogr-1326	104	11	such	such	ADJ
iogr-1326	104	12	as	as	ADP
iogr-1326	104	13	mean	mean	NOUN
iogr-1326	104	14	squared	square	VERB
iogr-1326	104	15	error	error	NOUN
iogr-1326	104	16	(	(	PUNCT
iogr-1326	104	17	mse	mse	NOUN
iogr-1326	104	18	)	)	PUNCT
iogr-1326	104	19	,	,	PUNCT
iogr-1326	104	20	coefficient	coefficient	NOUN
iogr-1326	104	21	of	of	ADP
iogr-1326	104	22	determination	determination	NOUN
iogr-1326	104	23	(	(	PUNCT
iogr-1326	104	24	r2	r2	PROPN
iogr-1326	104	25	)	)	PUNCT
iogr-1326	104	26	,	,	PUNCT
iogr-1326	104	27	root	root	NOUN
iogr-1326	104	28	-	-	PUNCT
iogr-1326	104	29	mean	mean	ADJ
iogr-1326	104	30	-	-	PUNCT
iogr-1326	104	31	square	square	NOUN
iogr-1326	104	32	error	error	NOUN
iogr-1326	104	33	(	(	PUNCT
iogr-1326	104	34	rmse	rmse	NOUN
iogr-1326	104	35	)	)	PUNCT
iogr-1326	104	36	,	,	PUNCT
iogr-1326	104	37	mean	mean	VERB
iogr-1326	104	38	absolute	absolute	ADJ
iogr-1326	104	39	error	error	NOUN
iogr-1326	104	40	(	(	PUNCT
iogr-1326	104	41	mae	mae	PROPN
iogr-1326	104	42	)	)	PUNCT
iogr-1326	104	43	,	,	PUNCT
iogr-1326	104	44	and	and	CCONJ
iogr-1326	104	45	mean	mean	VERB
iogr-1326	104	46	absolute	absolute	ADJ
iogr-1326	104	47	percentage	percentage	NOUN
iogr-1326	104	48	error	error	NOUN
iogr-1326	104	49	(	(	PUNCT
iogr-1326	104	50	mape	mape	NOUN
iogr-1326	104	51	)	)	PUNCT
iogr-1326	104	52	.	.	PUNCT
iogr-1326	105	1	the	the	DET
iogr-1326	105	2	formulas	formula	NOUN
iogr-1326	105	3	for	for	ADP
iogr-1326	105	4	these	these	DET
iogr-1326	105	5	statistical	statistical	ADJ
iogr-1326	105	6	parameters	parameter	NOUN
iogr-1326	105	7	are	be	AUX
iogr-1326	105	8	as	as	SCONJ
iogr-1326	105	9	follows	follow	VERB
iogr-1326	105	10	:	:	PUNCT
iogr-1326	105	11	r2	r2	PROPN
iogr-1326	105	12	=	=	PUNCT
iogr-1326	105	13	∑	∑	PROPN
iogr-1326	105	14	(	(	PUNCT
iogr-1326	105	15	xa	xa	PROPN
iogr-1326	105	16	,	,	PUNCT
iogr-1326	105	17	i−xp	i−xp	ADV
iogr-1326	105	18	,	,	PUNCT
iogr-1326	105	19	i	i	NOUN
iogr-1326	105	20	)	)	PUNCT
iogr-1326	105	21	2n	2n	NUM
iogr-1326	105	22	i=1	i=1	X
iogr-1326	105	23	∑	∑	PROPN
iogr-1326	105	24	(	(	PUNCT
iogr-1326	105	25	xp	xp	INTJ
iogr-1326	105	26	,	,	PUNCT
iogr-1326	105	27	i−xa	i−xa	PROPN
iogr-1326	105	28	,	,	PUNCT
iogr-1326	105	29	ave	ave	NOUN
iogr-1326	105	30	)	)	PUNCT
iogr-1326	105	31	2n	2n	NUM
iogr-1326	105	32	i=1	i=1	PROPN
iogr-1326	105	33	,	,	PUNCT
iogr-1326	105	34	........................................................................................................................................	........................................................................................................................................	PROPN
iogr-1326	106	1	(	(	PUNCT
iogr-1326	106	2	2	2	X
iogr-1326	106	3	)	)	PUNCT
iogr-1326	106	4	mse	mse	NOUN
iogr-1326	106	5	=	=	SYM
iogr-1326	106	6	1	1	NUM
iogr-1326	106	7	n	n	NUM
iogr-1326	106	8	∑	∑	PROPN
iogr-1326	106	9	(	(	PUNCT
iogr-1326	106	10	xp	xp	INTJ
iogr-1326	106	11	,	,	PUNCT
iogr-1326	106	12	i	i	PRON
iogr-1326	106	13	−	−	PROPN
iogr-1326	106	14	xa	xa	PROPN
iogr-1326	106	15	,	,	PUNCT
iogr-1326	106	16	i	i	PROPN
iogr-1326	106	17	)	)	PUNCT
iogr-1326	106	18	2n	2n	NUM
iogr-1326	106	19	i=1	i=1	PROPN
iogr-1326	106	20	,	,	PUNCT
iogr-1326	106	21	...............................................................................................................................	...............................................................................................................................	PUNCT
iogr-1326	106	22	(	(	PUNCT
iogr-1326	106	23	3	3	NUM
iogr-1326	106	24	)	)	PUNCT
iogr-1326	106	25	rmse	rmse	NOUN
iogr-1326	106	26	=	=	SYM
iogr-1326	106	27	√	√	ADV
iogr-1326	106	28	1	1	NUM
iogr-1326	106	29	n	n	NOUN
iogr-1326	106	30	∑	∑	PROPN
iogr-1326	106	31	(	(	PUNCT
iogr-1326	106	32	xp	xp	INTJ
iogr-1326	106	33	,	,	PUNCT
iogr-1326	106	34	i	i	PRON
iogr-1326	106	35	−	−	PROPN
iogr-1326	106	36	xa	xa	PROPN
iogr-1326	106	37	,	,	PUNCT
iogr-1326	106	38	i	i	PROPN
iogr-1326	106	39	)	)	PUNCT
iogr-1326	106	40	2n	2n	NUM
iogr-1326	106	41	i=1	i=1	PROPN
iogr-1326	106	42	,	,	PUNCT
iogr-1326	106	43	.........................................................................................................................	.........................................................................................................................	PROPN
iogr-1326	106	44	(	(	PUNCT
iogr-1326	106	45	4	4	X
iogr-1326	106	46	)	)	PUNCT
iogr-1326	106	47	mae	mae	PROPN
iogr-1326	106	48	=	=	SYM
iogr-1326	106	49	1	1	NUM
iogr-1326	106	50	n	n	PROPN
iogr-1326	106	51	∑	∑	PROPN
iogr-1326	106	52	|(xa	|(xa	NUM
iogr-1326	106	53	,	,	PUNCT
iogr-1326	106	54	i	i	PRON
iogr-1326	106	55	−	−	VERB
iogr-1326	106	56	xp	xp	INTJ
iogr-1326	106	57	,	,	PUNCT
iogr-1326	106	58	i)|n	i)|n	VERB
iogr-1326	106	59	i=1	i=1	PRON
iogr-1326	106	60	,	,	PUNCT
iogr-1326	106	61	.............................................................................................................................	.............................................................................................................................	PUNCT
iogr-1326	107	1	(	(	PUNCT
iogr-1326	107	2	5	5	NUM
iogr-1326	107	3	)	)	PUNCT
iogr-1326	107	4	mape	mape	NOUN
iogr-1326	107	5	=	=	SYM
iogr-1326	107	6	1	1	NUM
iogr-1326	107	7	n	n	NUM
iogr-1326	107	8	∑	∑	ADV
iogr-1326	107	9	|(xa	|(xa	NUM
iogr-1326	107	10	,	,	PUNCT
iogr-1326	107	11	i−xp	i−xp	ADV
iogr-1326	107	12	,	,	PUNCT
iogr-1326	107	13	i)|n	i)|n	VERB
iogr-1326	107	14	i=1	i=1	PRON
iogr-1326	107	15	1	1	NUM
iogr-1326	107	16	n	n	PROPN
iogr-1326	107	17	∑	∑	PROPN
iogr-1326	107	18	xa	xa	PROPN
iogr-1326	107	19	,	,	PUNCT
iogr-1326	107	20	i	i	PRON
iogr-1326	107	21	n	n	VERB
iogr-1326	107	22	i=1	i=1	PRON
iogr-1326	107	23	....................................................................................................................................	....................................................................................................................................	PUNCT
iogr-1326	107	24	(	(	PUNCT
iogr-1326	107	25	6	6	NUM
iogr-1326	107	26	)	)	PUNCT
iogr-1326	107	27	where	where	SCONJ
iogr-1326	107	28	n	n	PRON
iogr-1326	107	29	is	be	AUX
iogr-1326	107	30	the	the	DET
iogr-1326	107	31	number	number	NOUN
iogr-1326	107	32	of	of	ADP
iogr-1326	107	33	experimental	experimental	ADJ
iogr-1326	107	34	runs	run	NOUN
iogr-1326	107	35	,	,	PUNCT
iogr-1326	107	36	xp	xp	INTJ
iogr-1326	107	37	,	,	PUNCT
iogr-1326	107	38	i	i	PRON
iogr-1326	107	39	is	be	AUX
iogr-1326	107	40	the	the	DET
iogr-1326	107	41	estimated	estimate	VERB
iogr-1326	107	42	values	value	NOUN
iogr-1326	107	43	,	,	PUNCT
iogr-1326	107	44	xa	xa	PROPN
iogr-1326	107	45	,	,	PUNCT
iogr-1326	107	46	i	i	PRON
iogr-1326	107	47	is	be	AUX
iogr-1326	107	48	the	the	DET
iogr-1326	107	49	experimental	experimental	ADJ
iogr-1326	107	50	values	value	NOUN
iogr-1326	107	51	,	,	PUNCT
iogr-1326	107	52	xa	xa	PROPN
iogr-1326	107	53	,	,	PUNCT
iogr-1326	107	54	ave	ave	PROPN
iogr-1326	107	55	is	be	AUX
iogr-1326	107	56	the	the	DET
iogr-1326	107	57	average	average	ADJ
iogr-1326	107	58	experimental	experimental	ADJ
iogr-1326	107	59	values	value	NOUN
iogr-1326	107	60	.	.	PUNCT
iogr-1326	108	1	results	result	NOUN
iogr-1326	108	2	and	and	CCONJ
iogr-1326	108	3	discussions	discussion	NOUN
iogr-1326	108	4	time	time	NOUN
iogr-1326	108	5	series	series	PROPN
iogr-1326	108	6	data	datum	NOUN
iogr-1326	108	7	trends	trend	NOUN
iogr-1326	108	8	.	.	PUNCT
iogr-1326	109	1	the	the	DET
iogr-1326	109	2	trends	trend	NOUN
iogr-1326	109	3	in	in	ADP
iogr-1326	109	4	the	the	DET
iogr-1326	109	5	time	time	NOUN
iogr-1326	109	6	series	series	PROPN
iogr-1326	109	7	data	datum	NOUN
iogr-1326	109	8	were	be	AUX
iogr-1326	109	9	evaluated	evaluate	VERB
iogr-1326	109	10	by	by	ADP
iogr-1326	109	11	plotting	plot	VERB
iogr-1326	109	12	both	both	CCONJ
iogr-1326	109	13	the	the	DET
iogr-1326	109	14	input	input	NOUN
iogr-1326	109	15	and	and	CCONJ
iogr-1326	109	16	target	target	VERB
iogr-1326	109	17	output	output	NOUN
iogr-1326	109	18	variables	variable	NOUN
iogr-1326	109	19	against	against	ADP
iogr-1326	109	20	the	the	DET
iogr-1326	109	21	year	year	NOUN
iogr-1326	109	22	.	.	PUNCT
iogr-1326	110	1	figure	figure	NOUN
iogr-1326	110	2	3	3	NUM
iogr-1326	110	3	displays	display	VERB
iogr-1326	110	4	the	the	DET
iogr-1326	110	5	trend	trend	NOUN
iogr-1326	110	6	of	of	ADP
iogr-1326	110	7	the	the	DET
iogr-1326	110	8	time	time	NOUN
iogr-1326	110	9	series	series	PROPN
iogr-1326	110	10	data	data	PROPN
iogr-1326	110	11	.	.	PUNCT
iogr-1326	111	1	in	in	ADP
iogr-1326	111	2	general	general	ADJ
iogr-1326	111	3	,	,	PUNCT
iogr-1326	111	4	the	the	DET
iogr-1326	111	5	analysis	analysis	NOUN
iogr-1326	111	6	reveals	reveal	VERB
iogr-1326	111	7	a	a	DET
iogr-1326	111	8	rising	rise	VERB
iogr-1326	111	9	trend	trend	NOUN
iogr-1326	111	10	in	in	ADP
iogr-1326	111	11	natural	natural	ADJ
iogr-1326	111	12	gas	gas	NOUN
iogr-1326	111	13	demand	demand	NOUN
iogr-1326	111	14	over	over	ADP
iogr-1326	111	15	time	time	NOUN
iogr-1326	111	16	,	,	PUNCT
iogr-1326	111	17	with	with	ADP
iogr-1326	111	18	notable	notable	ADJ
iogr-1326	111	19	declines	decline	NOUN
iogr-1326	111	20	in	in	ADP
iogr-1326	111	21	2010	2010	NUM
iogr-1326	111	22	,	,	PUNCT
iogr-1326	111	23	2019	2019	NUM
iogr-1326	111	24	,	,	PUNCT
iogr-1326	111	25	and	and	CCONJ
iogr-1326	111	26	2020	2020	NUM
iogr-1326	111	27	due	due	ADP
iogr-1326	111	28	to	to	ADP
iogr-1326	111	29	global	global	ADJ
iogr-1326	111	30	economic	economic	ADJ
iogr-1326	111	31	downturns	downturn	NOUN
iogr-1326	111	32	such	such	ADJ
iogr-1326	111	33	as	as	ADP
iogr-1326	111	34	the	the	DET
iogr-1326	111	35	2008	2008	NUM
iogr-1326	111	36	recession	recession	NOUN
iogr-1326	111	37	and	and	CCONJ
iogr-1326	111	38	the	the	DET
iogr-1326	111	39	covid-19	covid-19	PROPN
iogr-1326	111	40	pandemic	pandemic	NOUN
iogr-1326	111	41	which	which	PRON
iogr-1326	111	42	impacted	impact	VERB
iogr-1326	111	43	various	various	ADJ
iogr-1326	111	44	economies	economy	NOUN
iogr-1326	111	45	and	and	CCONJ
iogr-1326	111	46	led	lead	VERB
iogr-1326	111	47	to	to	ADP
iogr-1326	111	48	reduced	reduce	VERB
iogr-1326	111	49	natural	natural	ADJ
iogr-1326	111	50	gas	gas	NOUN
iogr-1326	111	51	prices	price	NOUN
iogr-1326	111	52	in	in	ADP
iogr-1326	111	53	2009	2009	NUM
iogr-1326	111	54	.	.	PUNCT
iogr-1326	112	1	this	this	DET
iogr-1326	112	2	demand	demand	NOUN
iogr-1326	112	3	is	be	AUX
iogr-1326	112	4	paralleled	parallel	VERB
iogr-1326	112	5	by	by	ADP
iogr-1326	112	6	continuous	continuous	ADJ
iogr-1326	112	7	growth	growth	NOUN
iogr-1326	112	8	in	in	ADP
iogr-1326	112	9	population	population	NOUN
iogr-1326	112	10	and	and	CCONJ
iogr-1326	112	11	natural	natural	ADJ
iogr-1326	112	12	gas	gas	NOUN
iogr-1326	112	13	reserves	reserve	NOUN
iogr-1326	112	14	.	.	PUNCT
iogr-1326	113	1	additionally	additionally	ADV
iogr-1326	113	2	,	,	PUNCT
iogr-1326	113	3	the	the	DET
iogr-1326	113	4	gdp	gdp	NOUN
iogr-1326	113	5	per	per	ADP
iogr-1326	113	6	capita	capita	NOUN
iogr-1326	113	7	of	of	ADP
iogr-1326	113	8	nigeria	nigeria	PROPN
iogr-1326	113	9	shows	show	VERB
iogr-1326	113	10	fluctuations	fluctuation	NOUN
iogr-1326	113	11	over	over	ADP
iogr-1326	113	12	time	time	NOUN
iogr-1326	113	13	,	,	PUNCT
iogr-1326	113	14	with	with	ADP
iogr-1326	113	15	distinct	distinct	ADJ
iogr-1326	113	16	phases	phase	NOUN
iogr-1326	113	17	of	of	ADP
iogr-1326	113	18	growth	growth	NOUN
iogr-1326	113	19	and	and	CCONJ
iogr-1326	113	20	decline	decline	NOUN
iogr-1326	113	21	,	,	PUNCT
iogr-1326	113	22	ultimately	ultimately	ADV
iogr-1326	113	23	stabilizing	stabilize	VERB
iogr-1326	113	24	at	at	ADP
iogr-1326	113	25	a	a	DET
iogr-1326	113	26	relatively	relatively	ADV
iogr-1326	113	27	constant	constant	ADJ
iogr-1326	113	28	level	level	NOUN
iogr-1326	113	29	.	.	PUNCT
iogr-1326	114	1	improved	improve	VERB
iogr-1326	114	2	oil	oil	NOUN
iogr-1326	114	3	and	and	CCONJ
iogr-1326	114	4	gas	gas	NOUN
iogr-1326	114	5	recovery	recovery	NOUN
iogr-1326	114	6	7	7	NUM
iogr-1326	114	7	figure	figure	NOUN
iogr-1326	114	8	3	3	NUM
iogr-1326	114	9	—	—	PUNCT
iogr-1326	114	10	trend	trend	NOUN
iogr-1326	114	11	of	of	ADP
iogr-1326	114	12	time	time	NOUN
iogr-1326	114	13	series	series	PROPN
iogr-1326	114	14	data	data	PROPN
iogr-1326	114	15	.	.	PUNCT
iogr-1326	115	1	modelling	model	VERB
iogr-1326	115	2	sensitivity	sensitivity	NOUN
iogr-1326	115	3	analysis	analysis	NOUN
iogr-1326	115	4	.	.	PUNCT
iogr-1326	116	1	sensitivity	sensitivity	NOUN
iogr-1326	116	2	analyses	analysis	NOUN
iogr-1326	116	3	were	be	AUX
iogr-1326	116	4	conducted	conduct	VERB
iogr-1326	116	5	to	to	PART
iogr-1326	116	6	examine	examine	VERB
iogr-1326	116	7	time	time	NOUN
iogr-1326	116	8	-	-	PUNCT
iogr-1326	116	9	delays	delay	NOUN
iogr-1326	116	10	and	and	CCONJ
iogr-1326	116	11	the	the	DET
iogr-1326	116	12	number	number	NOUN
iogr-1326	116	13	of	of	ADP
iogr-1326	116	14	neurons	neuron	NOUN
iogr-1326	116	15	,	,	PUNCT
iogr-1326	116	16	aiming	aim	VERB
iogr-1326	116	17	to	to	PART
iogr-1326	116	18	evaluate	evaluate	VERB
iogr-1326	116	19	the	the	DET
iogr-1326	116	20	parametric	parametric	ADJ
iogr-1326	116	21	sensitivity	sensitivity	NOUN
iogr-1326	116	22	of	of	ADP
iogr-1326	116	23	the	the	DET
iogr-1326	116	24	models	model	NOUN
iogr-1326	116	25	and	and	CCONJ
iogr-1326	116	26	understand	understand	VERB
iogr-1326	116	27	the	the	DET
iogr-1326	116	28	relationship	relationship	NOUN
iogr-1326	116	29	between	between	ADP
iogr-1326	116	30	input	input	NOUN
iogr-1326	116	31	variables	variable	NOUN
iogr-1326	116	32	and	and	CCONJ
iogr-1326	116	33	the	the	DET
iogr-1326	116	34	target	target	NOUN
iogr-1326	116	35	output	output	NOUN
iogr-1326	116	36	response	response	NOUN
iogr-1326	116	37	.	.	PUNCT
iogr-1326	117	1	table	table	NOUN
iogr-1326	117	2	2	2	NUM
iogr-1326	117	3	provides	provide	VERB
iogr-1326	117	4	a	a	DET
iogr-1326	117	5	summary	summary	NOUN
iogr-1326	117	6	of	of	ADP
iogr-1326	117	7	the	the	DET
iogr-1326	117	8	results	result	NOUN
iogr-1326	117	9	for	for	ADP
iogr-1326	117	10	the	the	DET
iogr-1326	117	11	narx-1	narx-1	PROPN
iogr-1326	117	12	model	model	NOUN
iogr-1326	117	13	.	.	PUNCT
iogr-1326	118	1	the	the	DET
iogr-1326	118	2	analysis	analysis	NOUN
iogr-1326	118	3	of	of	ADP
iogr-1326	118	4	table	table	NOUN
iogr-1326	118	5	2	2	NUM
iogr-1326	118	6	reveals	reveal	VERB
iogr-1326	118	7	that	that	SCONJ
iogr-1326	118	8	the	the	DET
iogr-1326	118	9	optimal	optimal	ADJ
iogr-1326	118	10	number	number	NOUN
iogr-1326	118	11	of	of	ADP
iogr-1326	118	12	neurons	neuron	NOUN
iogr-1326	118	13	for	for	ADP
iogr-1326	118	14	the	the	DET
iogr-1326	118	15	narx-1	narx-1	PROPN
iogr-1326	118	16	model	model	NOUN
iogr-1326	118	17	configuration	configuration	NOUN
iogr-1326	118	18	is	be	AUX
iogr-1326	118	19	twenty	twenty	NUM
iogr-1326	118	20	.	.	PUNCT
iogr-1326	119	1	this	this	DET
iogr-1326	119	2	conclusion	conclusion	NOUN
iogr-1326	119	3	is	be	AUX
iogr-1326	119	4	drawn	draw	VERB
iogr-1326	119	5	from	from	ADP
iogr-1326	119	6	the	the	DET
iogr-1326	119	7	more	more	ADV
iogr-1326	119	8	favorable	favorable	ADJ
iogr-1326	119	9	training	training	NOUN
iogr-1326	119	10	,	,	PUNCT
iogr-1326	119	11	validation	validation	NOUN
iogr-1326	119	12	,	,	PUNCT
iogr-1326	119	13	and	and	CCONJ
iogr-1326	119	14	testing	testing	NOUN
iogr-1326	119	15	mean	mean	VERB
iogr-1326	119	16	squared	square	VERB
iogr-1326	119	17	error	error	NOUN
iogr-1326	119	18	(	(	PUNCT
iogr-1326	119	19	mse	mse	NOUN
iogr-1326	119	20	)	)	PUNCT
iogr-1326	119	21	and	and	CCONJ
iogr-1326	119	22	coefficient	coefficient	NOUN
iogr-1326	119	23	of	of	ADP
iogr-1326	119	24	determination	determination	NOUN
iogr-1326	119	25	(	(	PUNCT
iogr-1326	119	26	r2	r2	NOUN
iogr-1326	119	27	)	)	PUNCT
iogr-1326	119	28	values	value	NOUN
iogr-1326	119	29	compared	compare	VERB
iogr-1326	119	30	to	to	ADP
iogr-1326	119	31	other	other	ADJ
iogr-1326	119	32	neuron	neuron	NOUN
iogr-1326	119	33	sizes	size	NOUN
iogr-1326	119	34	.	.	PUNCT
iogr-1326	120	1	specifically	specifically	ADV
iogr-1326	120	2	,	,	PUNCT
iogr-1326	120	3	in	in	ADP
iogr-1326	120	4	the	the	DET
iogr-1326	120	5	narx-1	narx-1	PROPN
iogr-1326	120	6	simulation	simulation	NOUN
iogr-1326	120	7	with	with	ADP
iogr-1326	120	8	twenty	twenty	NUM
iogr-1326	120	9	neurons	neuron	NOUN
iogr-1326	120	10	,	,	PUNCT
iogr-1326	120	11	it	it	PRON
iogr-1326	120	12	was	be	AUX
iogr-1326	120	13	observed	observe	VERB
iogr-1326	120	14	that	that	SCONJ
iogr-1326	120	15	the	the	DET
iogr-1326	120	16	training	training	NOUN
iogr-1326	120	17	mse	mse	NOUN
iogr-1326	120	18	was	be	AUX
iogr-1326	120	19	lower	low	ADJ
iogr-1326	120	20	than	than	ADP
iogr-1326	120	21	that	that	PRON
iogr-1326	120	22	for	for	ADP
iogr-1326	120	23	validation	validation	NOUN
iogr-1326	120	24	and	and	CCONJ
iogr-1326	120	25	testing	testing	NOUN
iogr-1326	120	26	.	.	PUNCT
iogr-1326	121	1	table	table	NOUN
iogr-1326	121	2	2	2	NUM
iogr-1326	121	3	—	—	PUNCT
iogr-1326	121	4	detailed	detailed	ADJ
iogr-1326	121	5	analysis	analysis	NOUN
iogr-1326	121	6	of	of	ADP
iogr-1326	121	7	narx-1	narx-1	NOUN
iogr-1326	121	8	configuration	configuration	NOUN
iogr-1326	121	9	to	to	PART
iogr-1326	121	10	determine	determine	VERB
iogr-1326	121	11	the	the	DET
iogr-1326	121	12	optimal	optimal	ADJ
iogr-1326	121	13	hidden	hidden	ADJ
iogr-1326	121	14	neuron	neuron	NOUN
iogr-1326	121	15	.	.	PUNCT
iogr-1326	122	1	hidden	hide	VERB
iogr-1326	122	2	neurons	neuron	NOUN
iogr-1326	122	3	training	train	VERB
iogr-1326	122	4	validation	validation	NOUN
iogr-1326	122	5	testing	testing	NOUN
iogr-1326	122	6	mse	mse	PROPN
iogr-1326	122	7	r2	r2	PROPN
iogr-1326	122	8	mse	mse	PROPN
iogr-1326	122	9	r2	r2	PROPN
iogr-1326	122	10	mse	mse	PROPN
iogr-1326	122	11	r2	r2	PROPN
iogr-1326	122	12	5	5	NUM
iogr-1326	122	13	0.01246	0.01246	NUM
iogr-1326	122	14	0.95645	0.95645	NUM
iogr-1326	122	15	0.00205	0.00205	NUM
iogr-1326	122	16	0.98430	0.98430	NUM
iogr-1326	122	17	0.05489	0.05489	NUM
iogr-1326	122	18	0.86708	0.86708	NUM
iogr-1326	122	19	10	10	NUM
iogr-1326	122	20	0.03551	0.03551	NUM
iogr-1326	122	21	0.90439	0.90439	NUM
iogr-1326	122	22	0.02557	0.02557	NUM
iogr-1326	122	23	0.86814	0.86814	NUM
iogr-1326	122	24	0.39930	0.39930	NUM
iogr-1326	122	25	0.97414	0.97414	NUM
iogr-1326	122	26	15	15	NUM
iogr-1326	122	27	0.00012	0.00012	NUM
iogr-1326	122	28	0.99602	0.99602	NUM
iogr-1326	122	29	0.01098	0.01098	NUM
iogr-1326	122	30	0.99600	0.99600	NUM
iogr-1326	122	31	0.06121	0.06121	NUM
iogr-1326	122	32	0.94387	0.94387	NUM
iogr-1326	122	33	20	20	NUM
iogr-1326	122	34	0.00030	0.00030	NUM
iogr-1326	122	35	0.99879	0.99879	NUM
iogr-1326	122	36	0.00624	0.00624	NUM
iogr-1326	122	37	0.98866	0.98866	NUM
iogr-1326	122	38	0.00443	0.00443	NUM
iogr-1326	122	39	0.98624	0.98624	NUM
iogr-1326	122	40	from	from	ADP
iogr-1326	122	41	table	table	NOUN
iogr-1326	122	42	3	3	NUM
iogr-1326	122	43	,	,	PUNCT
iogr-1326	122	44	it	it	PRON
iogr-1326	122	45	is	be	AUX
iogr-1326	122	46	evident	evident	ADJ
iogr-1326	122	47	that	that	SCONJ
iogr-1326	122	48	the	the	DET
iogr-1326	122	49	optimal	optimal	ADJ
iogr-1326	122	50	configuration	configuration	NOUN
iogr-1326	122	51	for	for	ADP
iogr-1326	122	52	narx-2	narx-2	NUM
iogr-1326	122	53	,	,	PUNCT
iogr-1326	122	54	based	base	VERB
iogr-1326	122	55	on	on	ADP
iogr-1326	122	56	the	the	DET
iogr-1326	122	57	training	training	NOUN
iogr-1326	122	58	,	,	PUNCT
iogr-1326	122	59	validation	validation	NOUN
iogr-1326	122	60	,	,	PUNCT
iogr-1326	122	61	and	and	CCONJ
iogr-1326	122	62	testing	test	VERB
iogr-1326	122	63	mse	mse	NOUN
iogr-1326	122	64	and	and	CCONJ
iogr-1326	122	65	r2	r2	PROPN
iogr-1326	122	66	values	value	NOUN
iogr-1326	122	67	,	,	PUNCT
iogr-1326	122	68	indicates	indicate	VERB
iogr-1326	122	69	that	that	SCONJ
iogr-1326	122	70	the	the	DET
iogr-1326	122	71	most	most	ADV
iogr-1326	122	72	suitable	suitable	ADJ
iogr-1326	122	73	number	number	NOUN
iogr-1326	122	74	of	of	ADP
iogr-1326	122	75	neurons	neuron	NOUN
iogr-1326	122	76	is	be	AUX
iogr-1326	122	77	twenty	twenty	NUM
iogr-1326	122	78	.	.	PUNCT
iogr-1326	123	1	this	this	DET
iogr-1326	123	2	selection	selection	NOUN
iogr-1326	123	3	is	be	AUX
iogr-1326	123	4	justified	justify	VERB
iogr-1326	123	5	by	by	ADP
iogr-1326	123	6	its	its	PRON
iogr-1326	123	7	combination	combination	NOUN
iogr-1326	123	8	of	of	ADP
iogr-1326	123	9	the	the	DET
iogr-1326	123	10	lowest	low	ADJ
iogr-1326	123	11	mse	mse	NOUN
iogr-1326	123	12	and	and	CCONJ
iogr-1326	123	13	favorable	favorable	ADJ
iogr-1326	123	14	r2	r2	NOUN
iogr-1326	123	15	value	value	NOUN
iogr-1326	123	16	.	.	PUNCT
iogr-1326	124	1	therefore	therefore	ADV
iogr-1326	124	2	,	,	PUNCT
iogr-1326	124	3	for	for	ADP
iogr-1326	124	4	narx-2	narx-2	NUM
iogr-1326	124	5	,	,	PUNCT
iogr-1326	124	6	it	it	PRON
iogr-1326	124	7	is	be	AUX
iogr-1326	124	8	recommended	recommend	VERB
iogr-1326	124	9	to	to	PART
iogr-1326	124	10	utilize	utilize	VERB
iogr-1326	124	11	twenty	twenty	NUM
iogr-1326	124	12	neurons	neuron	NOUN
iogr-1326	124	13	to	to	PART
iogr-1326	124	14	achieve	achieve	VERB
iogr-1326	124	15	a	a	DET
iogr-1326	124	16	representative	representative	ADJ
iogr-1326	124	17	and	and	CCONJ
iogr-1326	124	18	accurate	accurate	ADJ
iogr-1326	124	19	forecast	forecast	NOUN
iogr-1326	124	20	.	.	PUNCT
iogr-1326	125	1	0	0	NUM
iogr-1326	125	2	0.05	0.05	NUM
iogr-1326	125	3	0.1	0.1	NUM
iogr-1326	125	4	0.15	0.15	NUM
iogr-1326	125	5	0.2	0.2	NUM
iogr-1326	125	6	0.25	0.25	NUM
iogr-1326	125	7	1970	1970	NUM
iogr-1326	125	8	1980	1980	NUM
iogr-1326	125	9	1990	1990	NUM
iogr-1326	125	10	2000	2000	NUM
iogr-1326	125	11	2010	2010	NUM
iogr-1326	125	12	2020	2020	NUM
iogr-1326	125	13	2030	2030	NUM
iogr-1326	125	14	0	0	SYM
iogr-1326	125	15	2	2	NUM
iogr-1326	125	16	4	4	NUM
iogr-1326	125	17	6	6	NUM
iogr-1326	125	18	8	8	NUM
iogr-1326	125	19	10	10	NUM
iogr-1326	125	20	12	12	NUM
iogr-1326	125	21	14	14	NUM
iogr-1326	125	22	16	16	NUM
iogr-1326	125	23	18	18	NUM
iogr-1326	125	24	20	20	NUM
iogr-1326	125	25	p	p	NOUN
iogr-1326	125	26	o	o	X
iogr-1326	125	27	p	p	X
iogr-1326	125	28	u	u	X
iogr-1326	125	29	la	la	X
iogr-1326	125	30	ti	ti	NOUN
iogr-1326	125	31	o	o	NOUN
iogr-1326	125	32	n	n	PROPN
iogr-1326	125	33	,	,	PUNCT
iogr-1326	125	34	b	b	PROPN
iogr-1326	125	35	il	il	PROPN
iogr-1326	125	36	li	li	PROPN
iogr-1326	125	37	o	o	PROPN
iogr-1326	125	38	n	n	CCONJ
iogr-1326	125	39	p	p	X
iogr-1326	125	40	re	re	PROPN
iogr-1326	125	41	d	d	PROPN
iogr-1326	125	42	ic	ic	PROPN
iogr-1326	125	43	to	to	PART
iogr-1326	125	44	rs	rs	PROPN
iogr-1326	125	45	year	year	PROPN
iogr-1326	125	46	gdp	gdp	NOUN
iogr-1326	125	47	per	per	ADP
iogr-1326	125	48	capita	capita	X
iogr-1326	125	49	m$/person	m$/person	PROPN
iogr-1326	125	50	ng	ng	PROPN
iogr-1326	125	51	reserves	reserves	PROPN
iogr-1326	125	52	tcm	tcm	PROPN
iogr-1326	125	53	ng	ng	PROPN
iogr-1326	125	54	price	price	PROPN
iogr-1326	125	55	,	,	PUNCT
iogr-1326	125	56	$	$	SYM
iogr-1326	125	57	/mmbtu	/mmbtu	NOUN
iogr-1326	125	58	ng	ng	PROPN
iogr-1326	125	59	demand	demand	NOUN
iogr-1326	125	60	,	,	PUNCT
iogr-1326	125	61	bcm	bcm	NOUN
iogr-1326	125	62	population	population	NOUN
iogr-1326	125	63	,	,	PUNCT
iogr-1326	125	64	billion	billion	NUM
iogr-1326	125	65	improved	improved	ADJ
iogr-1326	125	66	oil	oil	NOUN
iogr-1326	125	67	and	and	CCONJ
iogr-1326	125	68	gas	gas	NOUN
iogr-1326	125	69	recovery	recovery	NOUN
iogr-1326	125	70	8	8	NUM
iogr-1326	125	71	table	table	NOUN
iogr-1326	125	72	3	3	NUM
iogr-1326	125	73	—	—	PUNCT
iogr-1326	125	74	detailed	detailed	ADJ
iogr-1326	125	75	analysis	analysis	NOUN
iogr-1326	125	76	of	of	ADP
iogr-1326	125	77	narx-2	narx-2	NUM
iogr-1326	125	78	configuration	configuration	NOUN
iogr-1326	125	79	to	to	PART
iogr-1326	125	80	determine	determine	VERB
iogr-1326	125	81	the	the	DET
iogr-1326	125	82	optimal	optimal	ADJ
iogr-1326	125	83	hidden	hidden	ADJ
iogr-1326	125	84	neuron	neuron	NOUN
iogr-1326	125	85	.	.	PUNCT
iogr-1326	126	1	hidden	hide	VERB
iogr-1326	126	2	neurons	neuron	NOUN
iogr-1326	126	3	training	train	VERB
iogr-1326	126	4	validation	validation	NOUN
iogr-1326	126	5	testing	testing	NOUN
iogr-1326	126	6	mse	mse	PROPN
iogr-1326	126	7	r2	r2	PROPN
iogr-1326	126	8	mse	mse	PROPN
iogr-1326	126	9	r2	r2	PROPN
iogr-1326	126	10	mse	mse	PROPN
iogr-1326	126	11	r2	r2	PROPN
iogr-1326	126	12	5	5	NUM
iogr-1326	126	13	0.01272	0.01272	NUM
iogr-1326	126	14	0.95707	0.95707	NUM
iogr-1326	126	15	0.00546	0.00546	NUM
iogr-1326	126	16	0.96256	0.96256	NUM
iogr-1326	126	17	0.03637	0.03637	NUM
iogr-1326	126	18	0.85711	0.85711	NUM
iogr-1326	126	19	10	10	NUM
iogr-1326	126	20	0.00867	0.00867	NUM
iogr-1326	126	21	0.97535	0.97535	NUM
iogr-1326	126	22	0.01063	0.01063	NUM
iogr-1326	126	23	0.96176	0.96176	NUM
iogr-1326	126	24	0.08585	0.08585	NUM
iogr-1326	126	25	0.90522	0.90522	NUM
iogr-1326	126	26	15	15	NUM
iogr-1326	126	27	0.03552	0.03552	NUM
iogr-1326	126	28	0.91218	0.91218	NUM
iogr-1326	126	29	0.01640	0.01640	NUM
iogr-1326	126	30	0.96999	0.96999	NUM
iogr-1326	126	31	0.06402	0.06402	NUM
iogr-1326	126	32	0.95897	0.95897	NUM
iogr-1326	126	33	20	20	NUM
iogr-1326	126	34	0.00936	0.00936	NUM
iogr-1326	126	35	0.97063	0.97063	NUM
iogr-1326	126	36	0.01877	0.01877	NUM
iogr-1326	126	37	0.98297	0.98297	NUM
iogr-1326	126	38	0.06082	0.06082	NUM
iogr-1326	126	39	0.95263	0.95263	NUM
iogr-1326	126	40	table	table	NOUN
iogr-1326	126	41	4	4	NUM
iogr-1326	126	42	indicates	indicate	VERB
iogr-1326	126	43	that	that	SCONJ
iogr-1326	126	44	the	the	DET
iogr-1326	126	45	narx-3	narx-3	NUM
iogr-1326	126	46	model	model	NOUN
iogr-1326	126	47	performs	perform	VERB
iogr-1326	126	48	best	good	ADJ
iogr-1326	126	49	with	with	ADP
iogr-1326	126	50	ten	ten	NUM
iogr-1326	126	51	neurons	neuron	NOUN
iogr-1326	126	52	,	,	PUNCT
iogr-1326	126	53	based	base	VERB
iogr-1326	126	54	on	on	ADP
iogr-1326	126	55	lower	low	ADJ
iogr-1326	126	56	mse	mse	NOUN
iogr-1326	126	57	values	value	NOUN
iogr-1326	126	58	and	and	CCONJ
iogr-1326	126	59	higher	high	ADJ
iogr-1326	126	60	r2	r2	NOUN
iogr-1326	126	61	values	value	NOUN
iogr-1326	126	62	across	across	ADP
iogr-1326	126	63	training	training	NOUN
iogr-1326	126	64	,	,	PUNCT
iogr-1326	126	65	validation	validation	NOUN
iogr-1326	126	66	,	,	PUNCT
iogr-1326	126	67	and	and	CCONJ
iogr-1326	126	68	testing	testing	NOUN
iogr-1326	126	69	datasets	dataset	NOUN
iogr-1326	126	70	.	.	PUNCT
iogr-1326	127	1	however	however	ADV
iogr-1326	127	2	,	,	PUNCT
iogr-1326	127	3	a	a	DET
iogr-1326	127	4	comprehensive	comprehensive	ADJ
iogr-1326	127	5	examination	examination	NOUN
iogr-1326	127	6	of	of	ADP
iogr-1326	127	7	tables	table	NOUN
iogr-1326	127	8	2	2	NUM
iogr-1326	127	9	,	,	PUNCT
iogr-1326	127	10	3	3	NUM
iogr-1326	127	11	,	,	PUNCT
iogr-1326	127	12	and	and	CCONJ
iogr-1326	127	13	4	4	NUM
iogr-1326	127	14	demonstrates	demonstrate	VERB
iogr-1326	127	15	that	that	SCONJ
iogr-1326	127	16	the	the	DET
iogr-1326	127	17	narx-1	narx-1	PROPN
iogr-1326	127	18	model	model	NOUN
iogr-1326	127	19	consistently	consistently	ADV
iogr-1326	127	20	outperforms	outperform	VERB
iogr-1326	127	21	others	other	NOUN
iogr-1326	127	22	in	in	ADP
iogr-1326	127	23	terms	term	NOUN
iogr-1326	127	24	of	of	ADP
iogr-1326	127	25	mse	mse	NOUN
iogr-1326	127	26	and	and	CCONJ
iogr-1326	127	27	r2	r2	PROPN
iogr-1326	127	28	values	value	NOUN
iogr-1326	127	29	.	.	PUNCT
iogr-1326	128	1	this	this	DET
iogr-1326	128	2	specific	specific	ADJ
iogr-1326	128	3	setup	setup	NOUN
iogr-1326	128	4	consistently	consistently	ADV
iogr-1326	128	5	achieves	achieve	VERB
iogr-1326	128	6	r2	r2	PROPN
iogr-1326	128	7	values	value	NOUN
iogr-1326	128	8	exceeding	exceed	VERB
iogr-1326	128	9	0.99	0.99	NUM
iogr-1326	128	10	and	and	CCONJ
iogr-1326	128	11	mse	mse	NOUN
iogr-1326	128	12	consistently	consistently	ADV
iogr-1326	128	13	below	below	ADP
iogr-1326	128	14	0.01	0.01	NUM
iogr-1326	128	15	,	,	PUNCT
iogr-1326	128	16	indicating	indicate	VERB
iogr-1326	128	17	exceptional	exceptional	ADJ
iogr-1326	128	18	performance	performance	NOUN
iogr-1326	128	19	.	.	PUNCT
iogr-1326	129	1	consequently	consequently	ADV
iogr-1326	129	2	,	,	PUNCT
iogr-1326	129	3	the	the	DET
iogr-1326	129	4	narx-1	narx-1	NOUN
iogr-1326	129	5	model	model	NOUN
iogr-1326	129	6	with	with	ADP
iogr-1326	129	7	twenty	twenty	NUM
iogr-1326	129	8	neurons	neuron	NOUN
iogr-1326	129	9	is	be	AUX
iogr-1326	129	10	chosen	choose	VERB
iogr-1326	129	11	as	as	ADP
iogr-1326	129	12	the	the	DET
iogr-1326	129	13	optimal	optimal	ADJ
iogr-1326	129	14	configuration	configuration	NOUN
iogr-1326	129	15	for	for	ADP
iogr-1326	129	16	forecasting	forecast	VERB
iogr-1326	129	17	natural	natural	ADJ
iogr-1326	129	18	gas	gas	NOUN
iogr-1326	129	19	demand	demand	NOUN
iogr-1326	129	20	.	.	PUNCT
iogr-1326	130	1	table	table	NOUN
iogr-1326	130	2	4	4	NUM
iogr-1326	130	3	—	—	PUNCT
iogr-1326	130	4	detailed	detailed	ADJ
iogr-1326	130	5	analysis	analysis	NOUN
iogr-1326	130	6	of	of	ADP
iogr-1326	130	7	narx-3	narx-3	NOUN
iogr-1326	130	8	configuration	configuration	NOUN
iogr-1326	130	9	to	to	PART
iogr-1326	130	10	determine	determine	VERB
iogr-1326	130	11	the	the	DET
iogr-1326	130	12	optimal	optimal	ADJ
iogr-1326	130	13	hidden	hidden	ADJ
iogr-1326	130	14	neuron	neuron	NOUN
iogr-1326	130	15	.	.	PUNCT
iogr-1326	131	1	hidden	hide	VERB
iogr-1326	131	2	neurons	neuron	NOUN
iogr-1326	131	3	training	train	VERB
iogr-1326	131	4	validation	validation	NOUN
iogr-1326	131	5	testing	testing	NOUN
iogr-1326	131	6	mse	mse	PROPN
iogr-1326	131	7	r2	r2	PROPN
iogr-1326	131	8	mse	mse	PROPN
iogr-1326	131	9	r2	r2	PROPN
iogr-1326	131	10	mse	mse	PROPN
iogr-1326	131	11	r2	r2	PROPN
iogr-1326	131	12	5	5	NUM
iogr-1326	131	13	0.05716	0.05716	NUM
iogr-1326	131	14	0.86065	0.86065	NUM
iogr-1326	131	15	0.10037	0.10037	NUM
iogr-1326	131	16	0.68184	0.68184	NUM
iogr-1326	131	17	0.01806	0.01806	NUM
iogr-1326	131	18	0.98133	0.98133	NUM
iogr-1326	131	19	10	10	NUM
iogr-1326	131	20	0.00245	0.00245	NUM
iogr-1326	131	21	0.99776	0.99776	NUM
iogr-1326	131	22	0.05905	0.05905	NUM
iogr-1326	131	23	0.76065	0.76065	NUM
iogr-1326	131	24	0.01373	0.01373	NUM
iogr-1326	131	25	0.97828	0.97828	NUM
iogr-1326	131	26	15	15	NUM
iogr-1326	131	27	0.00032	0.00032	NUM
iogr-1326	131	28	0.99960	0.99960	NUM
iogr-1326	131	29	0.12961	0.12961	NUM
iogr-1326	131	30	0.73309	0.73309	NUM
iogr-1326	131	31	0.03558	0.03558	NUM
iogr-1326	131	32	0.85381	0.85381	NUM
iogr-1326	131	33	20	20	NUM
iogr-1326	131	34	0.02158	0.02158	NUM
iogr-1326	131	35	0.97164	0.97164	NUM
iogr-1326	131	36	0.02063	0.02063	NUM
iogr-1326	131	37	0.83458	0.83458	NUM
iogr-1326	131	38	0.19178	0.19178	NUM
iogr-1326	131	39	0.61553	0.61553	NUM
iogr-1326	131	40	as	as	SCONJ
iogr-1326	131	41	shown	show	VERB
iogr-1326	131	42	in	in	ADP
iogr-1326	131	43	figure	figure	NOUN
iogr-1326	131	44	4	4	NUM
iogr-1326	131	45	,	,	PUNCT
iogr-1326	131	46	the	the	DET
iogr-1326	131	47	increase	increase	NOUN
iogr-1326	131	48	in	in	ADP
iogr-1326	131	49	hidden	hidden	ADJ
iogr-1326	131	50	neurons	neuron	NOUN
iogr-1326	131	51	led	lead	VERB
iogr-1326	131	52	to	to	ADP
iogr-1326	131	53	different	different	ADJ
iogr-1326	131	54	mean	mean	NOUN
iogr-1326	131	55	squared	square	VERB
iogr-1326	131	56	errors	error	NOUN
iogr-1326	131	57	(	(	PUNCT
iogr-1326	131	58	mse	mse	NOUN
iogr-1326	131	59	)	)	PUNCT
iogr-1326	131	60	for	for	ADP
iogr-1326	131	61	the	the	DET
iogr-1326	131	62	training	training	NOUN
iogr-1326	131	63	,	,	PUNCT
iogr-1326	131	64	validation	validation	NOUN
iogr-1326	131	65	,	,	PUNCT
iogr-1326	131	66	and	and	CCONJ
iogr-1326	131	67	testing	test	VERB
iogr-1326	131	68	phases	phase	NOUN
iogr-1326	131	69	of	of	ADP
iogr-1326	131	70	the	the	DET
iogr-1326	131	71	narx	narx	NOUN
iogr-1326	131	72	network	network	NOUN
iogr-1326	131	73	.	.	PUNCT
iogr-1326	132	1	notably	notably	ADV
iogr-1326	132	2	,	,	PUNCT
iogr-1326	132	3	the	the	DET
iogr-1326	132	4	testing	testing	NOUN
iogr-1326	132	5	mse	mse	NOUN
iogr-1326	132	6	appeared	appear	VERB
iogr-1326	132	7	significantly	significantly	ADV
iogr-1326	132	8	larger	large	ADJ
iogr-1326	132	9	than	than	ADP
iogr-1326	132	10	that	that	PRON
iogr-1326	132	11	of	of	ADP
iogr-1326	132	12	the	the	DET
iogr-1326	132	13	training	training	NOUN
iogr-1326	132	14	and	and	CCONJ
iogr-1326	132	15	validation	validation	NOUN
iogr-1326	132	16	sets	set	NOUN
iogr-1326	132	17	,	,	PUNCT
iogr-1326	132	18	potentially	potentially	ADV
iogr-1326	132	19	due	due	ADP
iogr-1326	132	20	to	to	ADP
iogr-1326	132	21	the	the	DET
iogr-1326	132	22	smaller	small	ADJ
iogr-1326	132	23	dataset	dataset	NOUN
iogr-1326	132	24	volume	volume	NOUN
iogr-1326	132	25	allocated	allocate	VERB
iogr-1326	132	26	for	for	ADP
iogr-1326	132	27	testing	testing	NOUN
iogr-1326	132	28	.	.	PUNCT
iogr-1326	133	1	the	the	DET
iogr-1326	133	2	consistently	consistently	ADV
iogr-1326	133	3	low	low	ADJ
iogr-1326	133	4	testing	testing	NOUN
iogr-1326	133	5	mse	mse	NOUN
iogr-1326	133	6	values	value	NOUN
iogr-1326	133	7	,	,	PUNCT
iogr-1326	133	8	closely	closely	ADV
iogr-1326	133	9	aligned	align	VERB
iogr-1326	133	10	with	with	ADP
iogr-1326	133	11	the	the	DET
iogr-1326	133	12	training	training	NOUN
iogr-1326	133	13	mse	mse	NOUN
iogr-1326	133	14	,	,	PUNCT
iogr-1326	133	15	suggest	suggest	VERB
iogr-1326	133	16	accurate	accurate	ADJ
iogr-1326	133	17	model	model	NOUN
iogr-1326	133	18	performance	performance	NOUN
iogr-1326	133	19	by	by	ADP
iogr-1326	133	20	the	the	DET
iogr-1326	133	21	narx	narx	PROPN
iogr-1326	133	22	network	network	NOUN
iogr-1326	133	23	.	.	PUNCT
iogr-1326	134	1	specifically	specifically	ADV
iogr-1326	134	2	,	,	PUNCT
iogr-1326	134	3	the	the	DET
iogr-1326	134	4	narx	narx	NOUN
iogr-1326	134	5	model	model	NOUN
iogr-1326	134	6	with	with	ADP
iogr-1326	134	7	a	a	DET
iogr-1326	134	8	1	1	NUM
iogr-1326	134	9	-	-	PUNCT
iogr-1326	134	10	time	time	NOUN
iogr-1326	134	11	delay	delay	NOUN
iogr-1326	134	12	exhibited	exhibit	VERB
iogr-1326	134	13	the	the	DET
iogr-1326	134	14	lowest	low	ADJ
iogr-1326	134	15	mse	mse	NOUN
iogr-1326	134	16	values	value	NOUN
iogr-1326	134	17	for	for	ADP
iogr-1326	134	18	both	both	DET
iogr-1326	134	19	training	training	NOUN
iogr-1326	134	20	and	and	CCONJ
iogr-1326	134	21	validation	validation	NOUN
iogr-1326	134	22	,	,	PUNCT
iogr-1326	134	23	highlighting	highlight	VERB
iogr-1326	134	24	its	its	PRON
iogr-1326	134	25	superior	superior	ADJ
iogr-1326	134	26	performance	performance	NOUN
iogr-1326	134	27	.	.	PUNCT
iogr-1326	135	1	improved	improve	VERB
iogr-1326	135	2	oil	oil	NOUN
iogr-1326	135	3	and	and	CCONJ
iogr-1326	135	4	gas	gas	NOUN
iogr-1326	135	5	recovery	recovery	NOUN
iogr-1326	135	6	9	9	NUM
iogr-1326	135	7	(	(	PUNCT
iogr-1326	135	8	a	a	NOUN
iogr-1326	135	9	)	)	PUNCT
iogr-1326	135	10	narx-1	narx-1	PROPN
iogr-1326	135	11	(	(	PUNCT
iogr-1326	135	12	b	b	NOUN
iogr-1326	135	13	)	)	PUNCT
iogr-1326	135	14	narx-2	narx-2	PROPN
iogr-1326	135	15	(	(	PUNCT
iogr-1326	135	16	c	c	X
iogr-1326	135	17	)	)	PUNCT
iogr-1326	135	18	narx-3	narx-3	NUM
iogr-1326	135	19	figure	figure	NOUN
iogr-1326	135	20	4	4	NUM
iogr-1326	135	21	—	—	PUNCT
iogr-1326	135	22	determination	determination	NOUN
iogr-1326	135	23	of	of	ADP
iogr-1326	135	24	hidden	hidden	ADJ
iogr-1326	135	25	neurons	neuron	NOUN
iogr-1326	135	26	for	for	ADP
iogr-1326	135	27	narx	narx	NOUN
iogr-1326	135	28	model	model	NOUN
iogr-1326	135	29	using	use	VERB
iogr-1326	135	30	different	different	ADJ
iogr-1326	135	31	models	model	NOUN
iogr-1326	135	32	.	.	PUNCT
iogr-1326	136	1	performance	performance	NOUN
iogr-1326	136	2	evaluation	evaluation	NOUN
iogr-1326	136	3	of	of	ADP
iogr-1326	136	4	narx	narx	NOUN
iogr-1326	136	5	models	model	NOUN
iogr-1326	136	6	.	.	PUNCT
iogr-1326	137	1	this	this	DET
iogr-1326	137	2	section	section	NOUN
iogr-1326	137	3	evaluates	evaluate	VERB
iogr-1326	137	4	the	the	DET
iogr-1326	137	5	performance	performance	NOUN
iogr-1326	137	6	of	of	ADP
iogr-1326	137	7	three	three	NUM
iogr-1326	137	8	narx	narx	NOUN
iogr-1326	137	9	models	model	NOUN
iogr-1326	137	10	:	:	PUNCT
iogr-1326	137	11	narx-1	narx-1	NOUN
iogr-1326	137	12	,	,	PUNCT
iogr-1326	137	13	narx-2	narx-2	NUM
iogr-1326	137	14	,	,	PUNCT
iogr-1326	137	15	and	and	CCONJ
iogr-1326	137	16	narx-3	narx-3	PROPN
iogr-1326	137	17	.	.	PUNCT
iogr-1326	138	1	throughout	throughout	ADP
iogr-1326	138	2	the	the	DET
iogr-1326	138	3	training	training	NOUN
iogr-1326	138	4	process	process	NOUN
iogr-1326	138	5	,	,	PUNCT
iogr-1326	138	6	the	the	DET
iogr-1326	138	7	entire	entire	ADJ
iogr-1326	138	8	dataset	dataset	NOUN
iogr-1326	138	9	experienced	experience	VERB
iogr-1326	138	10	multiple	multiple	ADJ
iogr-1326	138	11	passes	pass	NOUN
iogr-1326	138	12	referred	refer	VERB
iogr-1326	138	13	to	to	ADP
iogr-1326	138	14	as	as	ADP
iogr-1326	138	15	epochs	epoch	NOUN
iogr-1326	138	16	.	.	PUNCT
iogr-1326	139	1	an	an	DET
iogr-1326	139	2	epoch	epoch	NOUN
iogr-1326	139	3	serves	serve	VERB
iogr-1326	139	4	as	as	ADP
iogr-1326	139	5	a	a	DET
iogr-1326	139	6	parameter	parameter	NOUN
iogr-1326	139	7	denoting	denote	VERB
iogr-1326	139	8	the	the	DET
iogr-1326	139	9	number	number	NOUN
iogr-1326	139	10	of	of	ADP
iogr-1326	139	11	passes	pass	VERB
iogr-1326	139	12	the	the	DET
iogr-1326	139	13	lm	lm	ADJ
iogr-1326	139	14	algorithm	algorithm	NOUN
iogr-1326	139	15	makes	make	VERB
iogr-1326	139	16	over	over	ADP
iogr-1326	139	17	the	the	DET
iogr-1326	139	18	complete	complete	ADJ
iogr-1326	139	19	training	training	NOUN
iogr-1326	139	20	dataset	dataset	NOUN
iogr-1326	139	21	.	.	PUNCT
iogr-1326	140	1	each	each	DET
iogr-1326	140	2	epoch	epoch	NOUN
iogr-1326	140	3	involves	involve	VERB
iogr-1326	140	4	a	a	DET
iogr-1326	140	5	series	series	NOUN
iogr-1326	140	6	of	of	ADP
iogr-1326	140	7	iterative	iterative	NOUN
iogr-1326	140	8	processes	process	NOUN
iogr-1326	140	9	to	to	PART
iogr-1326	140	10	assess	assess	VERB
iogr-1326	140	11	the	the	DET
iogr-1326	140	12	model	model	NOUN
iogr-1326	140	13	's	's	PART
iogr-1326	140	14	performance	performance	NOUN
iogr-1326	140	15	,	,	PUNCT
iogr-1326	140	16	continuing	continue	VERB
iogr-1326	140	17	until	until	SCONJ
iogr-1326	140	18	optimal	optimal	ADJ
iogr-1326	140	19	performance	performance	NOUN
iogr-1326	140	20	is	be	AUX
iogr-1326	140	21	attained	attain	VERB
iogr-1326	140	22	.	.	PUNCT
iogr-1326	141	1	in	in	ADP
iogr-1326	141	2	figure	figure	NOUN
iogr-1326	141	3	5(a	5(a	NUM
iogr-1326	141	4	)	)	PUNCT
iogr-1326	141	5	,	,	PUNCT
iogr-1326	141	6	the	the	DET
iogr-1326	141	7	dataset	dataset	NOUN
iogr-1326	141	8	underwent	underwent	NOUN
iogr-1326	141	9	12	12	NUM
iogr-1326	141	10	epochs	epoch	NOUN
iogr-1326	141	11	,	,	PUNCT
iogr-1326	141	12	while	while	SCONJ
iogr-1326	141	13	for	for	ADP
iogr-1326	141	14	figures	figure	NOUN
iogr-1326	141	15	5(b	5(b	NUM
iogr-1326	141	16	)	)	PUNCT
iogr-1326	141	17	and	and	CCONJ
iogr-1326	141	18	5(c	5(c	NUM
iogr-1326	141	19	)	)	PUNCT
iogr-1326	141	20	,	,	PUNCT
iogr-1326	141	21	the	the	DET
iogr-1326	141	22	datasets	dataset	NOUN
iogr-1326	141	23	underwent	undergo	VERB
iogr-1326	141	24	8	8	NUM
iogr-1326	141	25	and	and	CCONJ
iogr-1326	141	26	7	7	NUM
iogr-1326	141	27	epochs	epoch	NOUN
iogr-1326	141	28	,	,	PUNCT
iogr-1326	141	29	respectively	respectively	ADV
iogr-1326	141	30	.	.	PUNCT
iogr-1326	142	1	0	0	NUM
iogr-1326	142	2	0.1	0.1	NUM
iogr-1326	142	3	0.2	0.2	NUM
iogr-1326	142	4	0.3	0.3	NUM
iogr-1326	142	5	0.4	0.4	NUM
iogr-1326	142	6	0.5	0.5	NUM
iogr-1326	142	7	5	5	NUM
iogr-1326	142	8	10	10	NUM
iogr-1326	142	9	15	15	NUM
iogr-1326	142	10	20	20	NUM
iogr-1326	142	11	m	m	NOUN
iogr-1326	142	12	s	s	PART
iogr-1326	142	13	e	e	NOUN
iogr-1326	142	14	hidden	hide	VERB
iogr-1326	142	15	neurons	neuron	NOUN
iogr-1326	142	16	training	train	VERB
iogr-1326	142	17	validation	validation	NOUN
iogr-1326	142	18	testing	testing	NOUN
iogr-1326	142	19	0	0	NUM
iogr-1326	142	20	0.02	0.02	NUM
iogr-1326	142	21	0.04	0.04	NUM
iogr-1326	142	22	0.06	0.06	NUM
iogr-1326	142	23	0.08	0.08	NUM
iogr-1326	142	24	0.1	0.1	NUM
iogr-1326	142	25	5	5	NUM
iogr-1326	142	26	10	10	NUM
iogr-1326	142	27	15	15	NUM
iogr-1326	142	28	20	20	NUM
iogr-1326	142	29	m	m	NOUN
iogr-1326	142	30	s	s	PART
iogr-1326	142	31	e	e	NOUN
iogr-1326	142	32	hidden	hide	VERB
iogr-1326	142	33	neurons	neuron	NOUN
iogr-1326	142	34	training	train	VERB
iogr-1326	142	35	validation	validation	NOUN
iogr-1326	142	36	testing	testing	NOUN
iogr-1326	142	37	(	(	PUNCT
iogr-1326	142	38	b	b	NOUN
iogr-1326	142	39	)	)	PUNCT
iogr-1326	142	40	0	0	NUM
iogr-1326	142	41	0.02	0.02	NUM
iogr-1326	142	42	0.04	0.04	NUM
iogr-1326	142	43	0.06	0.06	NUM
iogr-1326	142	44	0.08	0.08	NUM
iogr-1326	142	45	0.1	0.1	NUM
iogr-1326	142	46	5	5	NUM
iogr-1326	142	47	10	10	NUM
iogr-1326	142	48	15	15	NUM
iogr-1326	142	49	20	20	NUM
iogr-1326	142	50	m	m	NOUN
iogr-1326	142	51	s	s	PART
iogr-1326	142	52	e	e	NOUN
iogr-1326	142	53	hidden	hide	VERB
iogr-1326	142	54	neurons	neuron	NOUN
iogr-1326	142	55	training	training	NOUN
iogr-1326	142	56	validation	validation	NOUN
iogr-1326	142	57	testing	testing	NOUN
iogr-1326	142	58	improved	improve	VERB
iogr-1326	142	59	oil	oil	NOUN
iogr-1326	142	60	and	and	CCONJ
iogr-1326	142	61	gas	gas	NOUN
iogr-1326	142	62	recovery	recovery	NOUN
iogr-1326	142	63	10	10	NUM
iogr-1326	142	64	(	(	PUNCT
iogr-1326	142	65	a	a	NOUN
iogr-1326	142	66	)	)	PUNCT
iogr-1326	142	67	narx-1	narx-1	PROPN
iogr-1326	142	68	(	(	PUNCT
iogr-1326	142	69	b	b	NOUN
iogr-1326	142	70	)	)	PUNCT
iogr-1326	142	71	narx-2	narx-2	PROPN
iogr-1326	142	72	(	(	PUNCT
iogr-1326	142	73	c	c	X
iogr-1326	142	74	)	)	PUNCT
iogr-1326	142	75	narx-3	narx-3	NUM
iogr-1326	142	76	figure	figure	NOUN
iogr-1326	142	77	5	5	NUM
iogr-1326	142	78	—	—	PUNCT
iogr-1326	142	79	determination	determination	NOUN
iogr-1326	142	80	of	of	ADP
iogr-1326	142	81	the	the	DET
iogr-1326	142	82	best	good	ADJ
iogr-1326	142	83	validation	validation	NOUN
iogr-1326	142	84	performance	performance	NOUN
iogr-1326	142	85	for	for	ADP
iogr-1326	142	86	various	various	ADJ
iogr-1326	142	87	models	model	NOUN
iogr-1326	142	88	.	.	PUNCT
iogr-1326	143	1	in	in	ADP
iogr-1326	143	2	figure	figure	NOUN
iogr-1326	143	3	5	5	NUM
iogr-1326	143	4	,	,	PUNCT
iogr-1326	143	5	the	the	DET
iogr-1326	143	6	validation	validation	NOUN
iogr-1326	143	7	performance	performance	NOUN
iogr-1326	143	8	of	of	ADP
iogr-1326	143	9	narx-1	narx-1	PROPN
iogr-1326	143	10	,	,	PUNCT
iogr-1326	143	11	narx-2	narx-2	NUM
iogr-1326	143	12	,	,	PUNCT
iogr-1326	143	13	and	and	CCONJ
iogr-1326	143	14	narx-3	narx-3	NUM
iogr-1326	143	15	models	model	NOUN
iogr-1326	143	16	is	be	AUX
iogr-1326	143	17	analyzed	analyze	VERB
iogr-1326	143	18	.	.	PUNCT
iogr-1326	144	1	the	the	DET
iogr-1326	144	2	mean	mean	ADJ
iogr-1326	144	3	squared	square	VERB
iogr-1326	144	4	error	error	NOUN
iogr-1326	144	5	(	(	PUNCT
iogr-1326	144	6	mse	mse	NOUN
iogr-1326	144	7	)	)	PUNCT
iogr-1326	144	8	decreases	decrease	VERB
iogr-1326	144	9	across	across	ADP
iogr-1326	144	10	training	training	NOUN
iogr-1326	144	11	,	,	PUNCT
iogr-1326	144	12	validation	validation	NOUN
iogr-1326	144	13	,	,	PUNCT
iogr-1326	144	14	and	and	CCONJ
iogr-1326	144	15	testing	test	VERB
iogr-1326	144	16	datasets	dataset	NOUN
iogr-1326	144	17	with	with	ADP
iogr-1326	144	18	increasing	increase	VERB
iogr-1326	144	19	epochs	epoch	NOUN
iogr-1326	144	20	for	for	ADP
iogr-1326	144	21	each	each	DET
iogr-1326	144	22	model	model	NOUN
iogr-1326	144	23	.	.	PUNCT
iogr-1326	145	1	notably	notably	ADV
iogr-1326	145	2	,	,	PUNCT
iogr-1326	145	3	the	the	DET
iogr-1326	145	4	optimal	optimal	ADJ
iogr-1326	145	5	performance	performance	NOUN
iogr-1326	145	6	for	for	ADP
iogr-1326	145	7	narx-1	narx-1	PROPN
iogr-1326	145	8	is	be	AUX
iogr-1326	145	9	observed	observe	VERB
iogr-1326	145	10	at	at	ADP
iogr-1326	145	11	epoch	epoch	NOUN
iogr-1326	145	12	8	8	NUM
iogr-1326	145	13	with	with	ADP
iogr-1326	145	14	an	an	DET
iogr-1326	145	15	mse	mse	NOUN
iogr-1326	145	16	of	of	ADP
iogr-1326	145	17	6.24	6.24	NUM
iogr-1326	145	18	×	×	NOUN
iogr-1326	145	19	10	10	NUM
iogr-1326	145	20	-	-	SYM
iogr-1326	145	21	3	3	NUM
iogr-1326	145	22	,	,	PUNCT
iogr-1326	145	23	for	for	ADP
iogr-1326	145	24	narx-2	narx-2	NUM
iogr-1326	145	25	at	at	ADP
iogr-1326	145	26	epoch	epoch	NOUN
iogr-1326	145	27	2	2	NUM
iogr-1326	145	28	with	with	ADP
iogr-1326	145	29	an	an	DET
iogr-1326	145	30	mse	mse	NOUN
iogr-1326	145	31	of	of	ADP
iogr-1326	145	32	1.134	1.134	NUM
iogr-1326	145	33	×10	×10	NOUN
iogr-1326	145	34	-	-	SYM
iogr-1326	145	35	2	2	NUM
iogr-1326	145	36	,	,	PUNCT
iogr-1326	145	37	and	and	CCONJ
iogr-1326	145	38	for	for	ADP
iogr-1326	145	39	narx-3	narx-3	NUM
iogr-1326	145	40	at	at	ADP
iogr-1326	145	41	epoch	epoch	NOUN
iogr-1326	145	42	3	3	NUM
iogr-1326	145	43	with	with	ADP
iogr-1326	145	44	an	an	DET
iogr-1326	145	45	mse	mse	NOUN
iogr-1326	145	46	of	of	ADP
iogr-1326	145	47	3.36	3.36	NUM
iogr-1326	145	48	×	×	NOUN
iogr-1326	145	49	10	10	NUM
iogr-1326	145	50	-	-	SYM
iogr-1326	145	51	2	2	NUM
iogr-1326	145	52	.	.	PUNCT
iogr-1326	146	1	the	the	DET
iogr-1326	146	2	decreasing	decrease	VERB
iogr-1326	146	3	trend	trend	NOUN
iogr-1326	146	4	of	of	ADP
iogr-1326	146	5	mse	mse	NOUN
iogr-1326	146	6	curves	curve	NOUN
iogr-1326	146	7	indicates	indicate	VERB
iogr-1326	146	8	prevention	prevention	NOUN
iogr-1326	146	9	of	of	ADP
iogr-1326	146	10	overfitting	overfitting	NOUN
iogr-1326	146	11	.	.	PUNCT
iogr-1326	147	1	the	the	DET
iogr-1326	147	2	time	time	NOUN
iogr-1326	147	3	series	series	PROPN
iogr-1326	147	4	plots	plot	VERB
iogr-1326	147	5	in	in	ADP
iogr-1326	147	6	figures	figure	NOUN
iogr-1326	147	7	6(a	6(a	NUM
iogr-1326	147	8	)	)	PUNCT
iogr-1326	147	9	to	to	ADP
iogr-1326	147	10	(	(	PUNCT
iogr-1326	147	11	c	c	X
iogr-1326	147	12	)	)	PUNCT
iogr-1326	147	13	offer	offer	VERB
iogr-1326	147	14	detailed	detailed	ADJ
iogr-1326	147	15	insights	insight	NOUN
iogr-1326	147	16	into	into	ADP
iogr-1326	147	17	the	the	DET
iogr-1326	147	18	narx	narx	NOUN
iogr-1326	147	19	models	model	NOUN
iogr-1326	147	20	in	in	ADP
iogr-1326	147	21	terms	term	NOUN
iogr-1326	147	22	of	of	ADP
iogr-1326	147	23	output	output	NOUN
iogr-1326	147	24	and	and	CCONJ
iogr-1326	147	25	target	target	NOUN
iogr-1326	147	26	parameters	parameter	NOUN
iogr-1326	147	27	.	.	PUNCT
iogr-1326	148	1	in	in	ADP
iogr-1326	148	2	figure	figure	NOUN
iogr-1326	148	3	6(a	6(a	NUM
iogr-1326	148	4	)	)	PUNCT
iogr-1326	148	5	,	,	PUNCT
iogr-1326	148	6	it	it	PRON
iogr-1326	148	7	is	be	AUX
iogr-1326	148	8	evident	evident	ADJ
iogr-1326	148	9	that	that	SCONJ
iogr-1326	148	10	the	the	DET
iogr-1326	148	11	narx	narx	PROPN
iogr-1326	148	12	algorithm	algorithm	NOUN
iogr-1326	148	13	effectively	effectively	ADV
iogr-1326	148	14	trains	train	VERB
iogr-1326	148	15	the	the	DET
iogr-1326	148	16	dataset	dataset	NOUN
iogr-1326	148	17	,	,	PUNCT
iogr-1326	148	18	with	with	ADP
iogr-1326	148	19	residual	residual	ADJ
iogr-1326	148	20	errors	error	NOUN
iogr-1326	148	21	from	from	ADP
iogr-1326	148	22	the	the	DET
iogr-1326	148	23	training	training	NOUN
iogr-1326	148	24	,	,	PUNCT
iogr-1326	148	25	validation	validation	NOUN
iogr-1326	148	26	,	,	PUNCT
iogr-1326	148	27	and	and	CCONJ
iogr-1326	148	28	testing	testing	NOUN
iogr-1326	148	29	outputs	output	NOUN
iogr-1326	148	30	and	and	CCONJ
iogr-1326	148	31	targets	target	NOUN
iogr-1326	148	32	all	all	PRON
iogr-1326	148	33	falling	fall	VERB
iogr-1326	148	34	below	below	ADP
iogr-1326	148	35	10	10	NUM
iogr-1326	148	36	%	%	NOUN
iogr-1326	148	37	.	.	PUNCT
iogr-1326	149	1	this	this	PRON
iogr-1326	149	2	indicates	indicate	VERB
iogr-1326	149	3	that	that	SCONJ
iogr-1326	149	4	the	the	DET
iogr-1326	149	5	narx-1	narx-1	NOUN
iogr-1326	149	6	model	model	NOUN
iogr-1326	149	7	is	be	AUX
iogr-1326	149	8	well	well	ADV
iogr-1326	149	9	-	-	PUNCT
iogr-1326	149	10	suited	suit	VERB
iogr-1326	149	11	for	for	ADP
iogr-1326	149	12	modelling	model	VERB
iogr-1326	149	13	the	the	DET
iogr-1326	149	14	prediction	prediction	NOUN
iogr-1326	149	15	of	of	ADP
iogr-1326	149	16	natural	natural	ADJ
iogr-1326	149	17	gas	gas	NOUN
iogr-1326	149	18	demand	demand	NOUN
iogr-1326	149	19	.	.	PUNCT
iogr-1326	150	1	similarly	similarly	ADV
iogr-1326	150	2	,	,	PUNCT
iogr-1326	150	3	the	the	DET
iogr-1326	150	4	narx	narx	NOUN
iogr-1326	150	5	model	model	NOUN
iogr-1326	150	6	with	with	ADP
iogr-1326	150	7	a	a	DET
iogr-1326	150	8	time	time	NOUN
iogr-1326	150	9	delay	delay	NOUN
iogr-1326	150	10	of	of	ADP
iogr-1326	150	11	two	two	NUM
iogr-1326	150	12	,	,	PUNCT
iogr-1326	150	13	as	as	SCONJ
iogr-1326	150	14	depicted	depict	VERB
iogr-1326	150	15	in	in	ADP
iogr-1326	150	16	figure	figure	NOUN
iogr-1326	150	17	6(b	6(b	NUM
iogr-1326	150	18	)	)	PUNCT
iogr-1326	150	19	,	,	PUNCT
iogr-1326	150	20	demonstrates	demonstrate	VERB
iogr-1326	150	21	significant	significant	ADJ
iogr-1326	150	22	potential	potential	NOUN
iogr-1326	150	23	in	in	ADP
iogr-1326	150	24	predicting	predict	VERB
iogr-1326	150	25	both	both	DET
iogr-1326	150	26	targets	target	NOUN
iogr-1326	150	27	and	and	CCONJ
iogr-1326	150	28	outputs	output	NOUN
iogr-1326	150	29	.	.	PUNCT
iogr-1326	151	1	the	the	DET
iogr-1326	151	2	training	training	NOUN
iogr-1326	151	3	,	,	PUNCT
iogr-1326	151	4	validation	validation	NOUN
iogr-1326	151	5	,	,	PUNCT
iogr-1326	151	6	and	and	CCONJ
iogr-1326	151	7	testing	testing	NOUN
iogr-1326	151	8	of	of	ADP
iogr-1326	151	9	the	the	DET
iogr-1326	151	10	dataset	dataset	NOUN
iogr-1326	151	11	show	show	NOUN
iogr-1326	151	12	minimal	minimal	ADJ
iogr-1326	151	13	residual	residual	ADJ
iogr-1326	151	14	errors	error	NOUN
iogr-1326	151	15	,	,	PUNCT
iogr-1326	151	16	confirming	confirm	VERB
iogr-1326	151	17	(	(	PUNCT
iogr-1326	151	18	b	b	NOUN
iogr-1326	151	19	)	)	PUNCT
iogr-1326	151	20	improved	improved	ADJ
iogr-1326	151	21	oil	oil	NOUN
iogr-1326	151	22	and	and	CCONJ
iogr-1326	151	23	gas	gas	NOUN
iogr-1326	151	24	recovery	recovery	NOUN
iogr-1326	151	25	11	11	NUM
iogr-1326	151	26	the	the	DET
iogr-1326	151	27	suitability	suitability	NOUN
iogr-1326	151	28	of	of	ADP
iogr-1326	151	29	narx-2	narx-2	NUM
iogr-1326	151	30	network	network	NOUN
iogr-1326	151	31	configurations	configuration	NOUN
iogr-1326	151	32	for	for	ADP
iogr-1326	151	33	time	time	NOUN
iogr-1326	151	34	series	series	PROPN
iogr-1326	151	35	modelling	modelling	NOUN
iogr-1326	151	36	of	of	ADP
iogr-1326	151	37	natural	natural	ADJ
iogr-1326	151	38	gas	gas	NOUN
iogr-1326	151	39	demand	demand	NOUN
iogr-1326	151	40	.	.	PUNCT
iogr-1326	152	1	figure	figure	NOUN
iogr-1326	152	2	6(c	6(c	NUM
iogr-1326	152	3	)	)	PUNCT
iogr-1326	153	1	further	far	ADV
iogr-1326	153	2	illustrates	illustrate	VERB
iogr-1326	153	3	that	that	SCONJ
iogr-1326	153	4	the	the	DET
iogr-1326	153	5	narx	narx	PROPN
iogr-1326	153	6	model	model	NOUN
iogr-1326	153	7	with	with	ADP
iogr-1326	153	8	a	a	DET
iogr-1326	153	9	3	3	NUM
iogr-1326	153	10	-	-	PUNCT
iogr-1326	153	11	time	time	NOUN
iogr-1326	153	12	delay	delay	NOUN
iogr-1326	153	13	configuration	configuration	NOUN
iogr-1326	153	14	is	be	AUX
iogr-1326	153	15	also	also	ADV
iogr-1326	153	16	appropriate	appropriate	ADJ
iogr-1326	153	17	for	for	ADP
iogr-1326	153	18	predicting	predict	VERB
iogr-1326	153	19	natural	natural	ADJ
iogr-1326	153	20	gas	gas	NOUN
iogr-1326	153	21	demand	demand	NOUN
iogr-1326	153	22	,	,	PUNCT
iogr-1326	153	23	supported	support	VERB
iogr-1326	153	24	by	by	ADP
iogr-1326	153	25	the	the	DET
iogr-1326	153	26	minimal	minimal	ADJ
iogr-1326	153	27	residual	residual	ADJ
iogr-1326	153	28	errors	error	NOUN
iogr-1326	153	29	observed	observe	VERB
iogr-1326	153	30	in	in	ADP
iogr-1326	153	31	the	the	DET
iogr-1326	153	32	training	training	NOUN
iogr-1326	153	33	,	,	PUNCT
iogr-1326	153	34	validation	validation	NOUN
iogr-1326	153	35	,	,	PUNCT
iogr-1326	153	36	and	and	CCONJ
iogr-1326	153	37	testing	testing	NOUN
iogr-1326	153	38	outputs	output	NOUN
iogr-1326	153	39	and	and	CCONJ
iogr-1326	153	40	targets	target	NOUN
iogr-1326	153	41	.	.	PUNCT
iogr-1326	154	1	(	(	PUNCT
iogr-1326	154	2	a	a	X
iogr-1326	154	3	)	)	PUNCT
iogr-1326	154	4	narx	narx	NOUN
iogr-1326	154	5	1	1	NUM
iogr-1326	154	6	(	(	PUNCT
iogr-1326	154	7	b)narx	b)narx	PROPN
iogr-1326	154	8	2	2	NUM
iogr-1326	154	9	(	(	PUNCT
iogr-1326	154	10	c	c	NOUN
iogr-1326	154	11	)	)	PUNCT
iogr-1326	154	12	narx-3	narx-3	NUM
iogr-1326	154	13	figure	figure	NOUN
iogr-1326	154	14	6	6	NUM
iogr-1326	154	15	—	—	PUNCT
iogr-1326	154	16	time	time	NOUN
iogr-1326	154	17	series	series	NOUN
iogr-1326	154	18	-	-	PUNCT
iogr-1326	154	19	based	base	VERB
iogr-1326	154	20	prediction	prediction	NOUN
iogr-1326	154	21	of	of	ADP
iogr-1326	154	22	average	average	ADJ
iogr-1326	154	23	annual	annual	ADJ
iogr-1326	154	24	natural	natural	ADJ
iogr-1326	154	25	gas	gas	NOUN
iogr-1326	154	26	demand	demand	NOUN
iogr-1326	154	27	for	for	ADP
iogr-1326	154	28	various	various	ADJ
iogr-1326	154	29	models	model	NOUN
iogr-1326	154	30	.	.	PUNCT
iogr-1326	155	1	pattern	pattern	NOUN
iogr-1326	155	2	trend	trend	NOUN
iogr-1326	155	3	analysis	analysis	NOUN
iogr-1326	155	4	of	of	ADP
iogr-1326	155	5	narx	narx	NOUN
iogr-1326	155	6	models	model	NOUN
iogr-1326	155	7	.	.	PUNCT
iogr-1326	156	1	this	this	DET
iogr-1326	156	2	section	section	NOUN
iogr-1326	156	3	examines	examine	VERB
iogr-1326	156	4	a	a	DET
iogr-1326	156	5	regression	regression	NOUN
iogr-1326	156	6	analysis	analysis	NOUN
iogr-1326	156	7	comparison	comparison	NOUN
iogr-1326	156	8	between	between	ADP
iogr-1326	156	9	actual	actual	ADJ
iogr-1326	156	10	data	datum	NOUN
iogr-1326	156	11	and	and	CCONJ
iogr-1326	156	12	predicted	predict	VERB
iogr-1326	156	13	target	target	NOUN
iogr-1326	156	14	output	output	NOUN
iogr-1326	156	15	responses	response	NOUN
iogr-1326	156	16	for	for	ADP
iogr-1326	156	17	the	the	DET
iogr-1326	156	18	three	three	NUM
iogr-1326	156	19	narx	narx	NOUN
iogr-1326	156	20	models	model	NOUN
iogr-1326	156	21	:	:	PUNCT
iogr-1326	156	22	narx-1	narx-1	NOUN
iogr-1326	156	23	,	,	PUNCT
iogr-1326	156	24	narx-2	narx-2	NUM
iogr-1326	156	25	,	,	PUNCT
iogr-1326	156	26	and	and	CCONJ
iogr-1326	156	27	narx-3	narx-3	PROPN
iogr-1326	156	28	.	.	PUNCT
iogr-1326	156	29	figure	figure	NOUN
iogr-1326	156	30	7	7	NUM
iogr-1326	156	31	illustrates	illustrate	VERB
iogr-1326	156	32	the	the	DET
iogr-1326	156	33	non	non	ADJ
iogr-1326	156	34	-	-	ADJ
iogr-1326	156	35	linear	linear	ADJ
iogr-1326	156	36	fitting	fitting	NOUN
iogr-1326	156	37	of	of	ADP
iogr-1326	156	38	actual	actual	ADJ
iogr-1326	156	39	data	datum	NOUN
iogr-1326	156	40	and	and	CCONJ
iogr-1326	156	41	the	the	DET
iogr-1326	156	42	predicted	predict	VERB
iogr-1326	156	43	output	output	NOUN
iogr-1326	156	44	responses	response	NOUN
iogr-1326	156	45	of	of	ADP
iogr-1326	156	46	the	the	DET
iogr-1326	156	47	narx-1	narx-1	PROPN
iogr-1326	156	48	model	model	NOUN
iogr-1326	156	49	.	.	PUNCT
iogr-1326	157	1	the	the	DET
iogr-1326	157	2	figure	figure	NOUN
iogr-1326	157	3	demonstrates	demonstrate	VERB
iogr-1326	157	4	the	the	DET
iogr-1326	157	5	capability	capability	NOUN
iogr-1326	157	6	of	of	ADP
iogr-1326	157	7	the	the	DET
iogr-1326	157	8	levenberg	levenberg	PROPN
iogr-1326	157	9	-	-	PUNCT
iogr-1326	157	10	marquardt	marquardt	PROPN
iogr-1326	157	11	training	training	NOUN
iogr-1326	157	12	model	model	NOUN
iogr-1326	157	13	to	to	PART
iogr-1326	157	14	fit	fit	VERB
iogr-1326	157	15	the	the	DET
iogr-1326	157	16	actual	actual	ADJ
iogr-1326	157	17	data	datum	NOUN
iogr-1326	157	18	to	to	ADP
iogr-1326	157	19	the	the	DET
iogr-1326	157	20	predicted	predict	VERB
iogr-1326	157	21	target	target	NOUN
iogr-1326	157	22	output	output	NOUN
iogr-1326	157	23	based	base	VERB
iogr-1326	157	24	on	on	ADP
iogr-1326	157	25	the	the	DET
iogr-1326	157	26	input	input	NOUN
iogr-1326	157	27	variables	variable	NOUN
iogr-1326	157	28	.	.	PUNCT
iogr-1326	158	1	improved	improve	VERB
iogr-1326	158	2	oil	oil	NOUN
iogr-1326	158	3	and	and	CCONJ
iogr-1326	158	4	gas	gas	NOUN
iogr-1326	158	5	recovery	recovery	NOUN
iogr-1326	158	6	12	12	NUM
iogr-1326	158	7	figure	figure	NOUN
iogr-1326	158	8	7	7	NUM
iogr-1326	158	9	—	—	PUNCT
iogr-1326	158	10	comparison	comparison	NOUN
iogr-1326	158	11	of	of	ADP
iogr-1326	158	12	the	the	DET
iogr-1326	158	13	pattern	pattern	NOUN
iogr-1326	158	14	of	of	ADP
iogr-1326	158	15	actual	actual	ADJ
iogr-1326	158	16	and	and	CCONJ
iogr-1326	158	17	predicted	predict	VERB
iogr-1326	158	18	average	average	ADJ
iogr-1326	158	19	natural	natural	ADJ
iogr-1326	158	20	gas	gas	NOUN
iogr-1326	158	21	demand	demand	NOUN
iogr-1326	158	22	for	for	ADP
iogr-1326	158	23	the	the	DET
iogr-1326	158	24	narx-1	narx-1	PROPN
iogr-1326	158	25	model	model	NOUN
iogr-1326	158	26	.	.	PUNCT
iogr-1326	159	1	observing	observe	VERB
iogr-1326	159	2	figure	figure	NOUN
iogr-1326	159	3	7	7	NUM
iogr-1326	159	4	reveals	reveal	VERB
iogr-1326	159	5	that	that	SCONJ
iogr-1326	159	6	the	the	DET
iogr-1326	159	7	predicted	predict	VERB
iogr-1326	159	8	response	response	NOUN
iogr-1326	159	9	output	output	NOUN
iogr-1326	159	10	from	from	ADP
iogr-1326	159	11	the	the	DET
iogr-1326	159	12	narx-1	narx-1	NOUN
iogr-1326	159	13	model	model	NOUN
iogr-1326	159	14	closely	closely	ADV
iogr-1326	159	15	mirrors	mirror	VERB
iogr-1326	159	16	the	the	DET
iogr-1326	159	17	path	path	NOUN
iogr-1326	159	18	of	of	ADP
iogr-1326	159	19	the	the	DET
iogr-1326	159	20	actual	actual	ADJ
iogr-1326	159	21	data	datum	NOUN
iogr-1326	159	22	used	use	VERB
iogr-1326	159	23	for	for	ADP
iogr-1326	159	24	training	training	NOUN
iogr-1326	159	25	,	,	PUNCT
iogr-1326	159	26	with	with	ADP
iogr-1326	159	27	minimal	minimal	ADJ
iogr-1326	159	28	deviations	deviation	NOUN
iogr-1326	159	29	.	.	PUNCT
iogr-1326	160	1	this	this	DET
iogr-1326	160	2	observation	observation	NOUN
iogr-1326	160	3	suggests	suggest	VERB
iogr-1326	160	4	that	that	SCONJ
iogr-1326	160	5	the	the	DET
iogr-1326	160	6	model	model	NOUN
iogr-1326	160	7	effectively	effectively	ADV
iogr-1326	160	8	captures	capture	VERB
iogr-1326	160	9	the	the	DET
iogr-1326	160	10	general	general	ADJ
iogr-1326	160	11	trend	trend	NOUN
iogr-1326	160	12	and	and	CCONJ
iogr-1326	160	13	patterns	pattern	NOUN
iogr-1326	160	14	of	of	ADP
iogr-1326	160	15	the	the	DET
iogr-1326	160	16	actual	actual	ADJ
iogr-1326	160	17	data	datum	NOUN
iogr-1326	160	18	and	and	CCONJ
iogr-1326	160	19	input	input	NOUN
iogr-1326	160	20	variables	variable	NOUN
iogr-1326	160	21	.	.	PUNCT
iogr-1326	161	1	the	the	DET
iogr-1326	161	2	close	close	ADJ
iogr-1326	161	3	alignment	alignment	NOUN
iogr-1326	161	4	between	between	ADP
iogr-1326	161	5	the	the	DET
iogr-1326	161	6	trend	trend	NOUN
iogr-1326	161	7	lines	line	NOUN
iogr-1326	161	8	indicates	indicate	VERB
iogr-1326	161	9	that	that	SCONJ
iogr-1326	161	10	the	the	DET
iogr-1326	161	11	model	model	NOUN
iogr-1326	161	12	has	have	AUX
iogr-1326	161	13	successfully	successfully	ADV
iogr-1326	161	14	predicted	predict	VERB
iogr-1326	161	15	the	the	DET
iogr-1326	161	16	target	target	NOUN
iogr-1326	161	17	output	output	NOUN
iogr-1326	161	18	values	value	NOUN
iogr-1326	161	19	with	with	ADP
iogr-1326	161	20	a	a	DET
iogr-1326	161	21	high	high	ADJ
iogr-1326	161	22	degree	degree	NOUN
iogr-1326	161	23	of	of	ADP
iogr-1326	161	24	accuracy	accuracy	NOUN
iogr-1326	161	25	.	.	PUNCT
iogr-1326	162	1	therefore	therefore	ADV
iogr-1326	162	2	,	,	PUNCT
iogr-1326	162	3	figure	figure	VERB
iogr-1326	162	4	7	7	NUM
iogr-1326	162	5	illustrates	illustrate	VERB
iogr-1326	162	6	that	that	SCONJ
iogr-1326	162	7	the	the	DET
iogr-1326	162	8	narx-1	narx-1	PROPN
iogr-1326	162	9	model	model	NOUN
iogr-1326	162	10	,	,	PUNCT
iogr-1326	162	11	trained	train	VERB
iogr-1326	162	12	by	by	ADP
iogr-1326	162	13	the	the	DET
iogr-1326	162	14	levenberg	levenberg	PROPN
iogr-1326	162	15	-	-	PUNCT
iogr-1326	162	16	marquardt	marquardt	PROPN
iogr-1326	162	17	algorithm	algorithm	PROPN
iogr-1326	162	18	,	,	PUNCT
iogr-1326	162	19	has	have	AUX
iogr-1326	162	20	effectively	effectively	ADV
iogr-1326	162	21	modelled	model	VERB
iogr-1326	162	22	the	the	DET
iogr-1326	162	23	nonlinear	nonlinear	ADJ
iogr-1326	162	24	relationship	relationship	NOUN
iogr-1326	162	25	between	between	ADP
iogr-1326	162	26	the	the	DET
iogr-1326	162	27	variables	variable	NOUN
iogr-1326	162	28	(	(	PUNCT
iogr-1326	162	29	including	include	VERB
iogr-1326	162	30	population	population	NOUN
iogr-1326	162	31	,	,	PUNCT
iogr-1326	162	32	gdp	gdp	NOUN
iogr-1326	162	33	per	per	ADP
iogr-1326	162	34	capita	capita	NOUN
iogr-1326	162	35	,	,	PUNCT
iogr-1326	162	36	natural	natural	ADJ
iogr-1326	162	37	gas	gas	NOUN
iogr-1326	162	38	reserves	reserve	NOUN
iogr-1326	162	39	,	,	PUNCT
iogr-1326	162	40	and	and	CCONJ
iogr-1326	162	41	the	the	DET
iogr-1326	162	42	average	average	ADJ
iogr-1326	162	43	annual	annual	ADJ
iogr-1326	162	44	natural	natural	ADJ
iogr-1326	162	45	gas	gas	NOUN
iogr-1326	162	46	price	price	NOUN
iogr-1326	162	47	as	as	ADP
iogr-1326	162	48	inputs	input	NOUN
iogr-1326	162	49	,	,	PUNCT
iogr-1326	162	50	and	and	CCONJ
iogr-1326	162	51	the	the	DET
iogr-1326	162	52	annual	annual	ADJ
iogr-1326	162	53	average	average	ADJ
iogr-1326	162	54	natural	natural	ADJ
iogr-1326	162	55	gas	gas	NOUN
iogr-1326	162	56	demand	demand	NOUN
iogr-1326	162	57	as	as	ADP
iogr-1326	162	58	the	the	DET
iogr-1326	162	59	target	target	NOUN
iogr-1326	162	60	output	output	NOUN
iogr-1326	162	61	)	)	PUNCT
iogr-1326	162	62	.	.	PUNCT
iogr-1326	163	1	figure	figure	NOUN
iogr-1326	163	2	8	8	NUM
iogr-1326	163	3	displays	display	VERB
iogr-1326	163	4	the	the	DET
iogr-1326	163	5	trendline	trendline	NOUN
iogr-1326	163	6	pattern	pattern	NOUN
iogr-1326	163	7	of	of	ADP
iogr-1326	163	8	the	the	DET
iogr-1326	163	9	narx-2	narx-2	NUM
iogr-1326	163	10	model	model	NOUN
iogr-1326	163	11	,	,	PUNCT
iogr-1326	163	12	illustrating	illustrate	VERB
iogr-1326	163	13	the	the	DET
iogr-1326	163	14	relationship	relationship	NOUN
iogr-1326	163	15	between	between	ADP
iogr-1326	163	16	the	the	DET
iogr-1326	163	17	actual	actual	ADJ
iogr-1326	163	18	data	datum	NOUN
iogr-1326	163	19	and	and	CCONJ
iogr-1326	163	20	the	the	DET
iogr-1326	163	21	predicted	predict	VERB
iogr-1326	163	22	target	target	NOUN
iogr-1326	163	23	output	output	NOUN
iogr-1326	163	24	.	.	PUNCT
iogr-1326	164	1	trained	train	VERB
iogr-1326	164	2	using	use	VERB
iogr-1326	164	3	the	the	DET
iogr-1326	164	4	levenberg	levenberg	PROPN
iogr-1326	164	5	-	-	PUNCT
iogr-1326	164	6	marquardt	marquardt	PROPN
iogr-1326	164	7	algorithm	algorithm	PROPN
iogr-1326	164	8	,	,	PUNCT
iogr-1326	164	9	the	the	DET
iogr-1326	164	10	model	model	NOUN
iogr-1326	164	11	closely	closely	ADV
iogr-1326	164	12	aligns	align	VERB
iogr-1326	164	13	its	its	PRON
iogr-1326	164	14	predictions	prediction	NOUN
iogr-1326	164	15	with	with	ADP
iogr-1326	164	16	the	the	DET
iogr-1326	164	17	actual	actual	ADJ
iogr-1326	164	18	data	datum	NOUN
iogr-1326	164	19	,	,	PUNCT
iogr-1326	164	20	indicating	indicate	VERB
iogr-1326	164	21	successful	successful	ADJ
iogr-1326	164	22	pattern	pattern	NOUN
iogr-1326	164	23	recognition	recognition	NOUN
iogr-1326	164	24	and	and	CCONJ
iogr-1326	164	25	effective	effective	ADJ
iogr-1326	164	26	capture	capture	NOUN
iogr-1326	164	27	of	of	ADP
iogr-1326	164	28	the	the	DET
iogr-1326	164	29	inputoutput	inputoutput	NOUN
iogr-1326	164	30	relationship	relationship	NOUN
iogr-1326	164	31	.	.	PUNCT
iogr-1326	165	1	figure	figure	NOUN
iogr-1326	165	2	8	8	NUM
iogr-1326	165	3	—	—	PUNCT
iogr-1326	165	4	comparison	comparison	NOUN
iogr-1326	165	5	of	of	ADP
iogr-1326	165	6	the	the	DET
iogr-1326	165	7	pattern	pattern	NOUN
iogr-1326	165	8	of	of	ADP
iogr-1326	165	9	actual	actual	ADJ
iogr-1326	165	10	and	and	CCONJ
iogr-1326	165	11	predicted	predict	VERB
iogr-1326	165	12	average	average	ADJ
iogr-1326	165	13	natural	natural	ADJ
iogr-1326	165	14	demand	demand	NOUN
iogr-1326	165	15	for	for	ADP
iogr-1326	165	16	the	the	DET
iogr-1326	165	17	narx-2	narx-2	NUM
iogr-1326	165	18	model	model	NOUN
iogr-1326	165	19	.	.	PUNCT
iogr-1326	166	1	0	0	NUM
iogr-1326	166	2	2	2	NUM
iogr-1326	166	3	4	4	NUM
iogr-1326	166	4	6	6	NUM
iogr-1326	166	5	8	8	NUM
iogr-1326	166	6	10	10	NUM
iogr-1326	166	7	12	12	NUM
iogr-1326	166	8	14	14	NUM
iogr-1326	166	9	16	16	NUM
iogr-1326	166	10	18	18	NUM
iogr-1326	166	11	20	20	NUM
iogr-1326	166	12	1975	1975	NUM
iogr-1326	166	13	1985	1985	NUM
iogr-1326	166	14	1995	1995	NUM
iogr-1326	166	15	2005	2005	NUM
iogr-1326	166	16	2015	2015	NUM
iogr-1326	166	17	2025	2025	NUM
iogr-1326	166	18	a	a	DET
iogr-1326	166	19	v	v	NOUN
iogr-1326	166	20	er	er	INTJ
iogr-1326	166	21	ag	ag	PROPN
iogr-1326	166	22	e	e	PROPN
iogr-1326	166	23	a	a	PROPN
iogr-1326	166	24	n	n	CCONJ
iogr-1326	166	25	n	n	ADP
iogr-1326	166	26	u	u	NOUN
iogr-1326	166	27	al	al	PROPN
iogr-1326	166	28	n	n	PROPN
iogr-1326	166	29	at	at	ADP
iogr-1326	166	30	u	u	PROPN
iogr-1326	166	31	ra	ra	PROPN
iogr-1326	166	32	l	l	NOUN
iogr-1326	166	33	g	g	NOUN
iogr-1326	166	34	as	as	ADP
iogr-1326	166	35	d	d	PROPN
iogr-1326	166	36	em	em	PRON
iogr-1326	166	37	an	an	DET
iogr-1326	166	38	d	d	PROPN
iogr-1326	166	39	,	,	PUNCT
iogr-1326	166	40	b	b	PROPN
iogr-1326	166	41	cm	cm	NOUN
iogr-1326	166	42	year	year	NOUN
iogr-1326	166	43	actual	actual	ADJ
iogr-1326	166	44	data	datum	NOUN
iogr-1326	166	45	narx-1	narx-1	PRON
iogr-1326	166	46	predicted	predict	VERB
iogr-1326	166	47	0	0	NUM
iogr-1326	166	48	2	2	NUM
iogr-1326	166	49	4	4	NUM
iogr-1326	166	50	6	6	NUM
iogr-1326	166	51	8	8	NUM
iogr-1326	166	52	10	10	NUM
iogr-1326	166	53	12	12	NUM
iogr-1326	166	54	14	14	NUM
iogr-1326	166	55	16	16	NUM
iogr-1326	166	56	18	18	NUM
iogr-1326	166	57	20	20	NUM
iogr-1326	166	58	1970	1970	NUM
iogr-1326	166	59	1980	1980	NUM
iogr-1326	166	60	1990	1990	NUM
iogr-1326	166	61	2000	2000	NUM
iogr-1326	166	62	2010	2010	NUM
iogr-1326	166	63	2020	2020	NUM
iogr-1326	166	64	2030	2030	NUM
iogr-1326	166	65	a	a	DET
iogr-1326	166	66	v	v	NOUN
iogr-1326	166	67	er	er	INTJ
iogr-1326	166	68	a	a	DET
iogr-1326	166	69	g	g	NOUN
iogr-1326	166	70	e	e	PROPN
iogr-1326	166	71	a	a	PROPN
iogr-1326	166	72	n	n	CCONJ
iogr-1326	166	73	n	n	ADP
iogr-1326	166	74	u	u	NOUN
iogr-1326	166	75	a	a	DET
iogr-1326	166	76	l	l	NOUN
iogr-1326	166	77	n	n	ADP
iogr-1326	166	78	a	a	DET
iogr-1326	166	79	tu	tu	INTJ
iogr-1326	166	80	ra	ra	PROPN
iogr-1326	166	81	l	l	NOUN
iogr-1326	166	82	g	g	PROPN
iogr-1326	167	1	a	a	PRON
iogr-1326	167	2	s	s	X
iogr-1326	167	3	d	d	X
iogr-1326	167	4	em	em	PRON
iogr-1326	167	5	a	a	PRON
iogr-1326	167	6	n	n	NOUN
iogr-1326	167	7	d	d	NOUN
iogr-1326	167	8	,	,	PUNCT
iogr-1326	167	9	b	b	PROPN
iogr-1326	167	10	cm	cm	NOUN
iogr-1326	167	11	year	year	NOUN
iogr-1326	167	12	actual	actual	ADJ
iogr-1326	167	13	data	datum	NOUN
iogr-1326	167	14	narx-2	narx-2	NUM
iogr-1326	167	15	predicted	predict	VERB
iogr-1326	167	16	improved	improved	ADJ
iogr-1326	167	17	oil	oil	NOUN
iogr-1326	167	18	and	and	CCONJ
iogr-1326	167	19	gas	gas	NOUN
iogr-1326	167	20	recovery	recovery	NOUN
iogr-1326	167	21	13	13	NUM
iogr-1326	167	22	figure	figure	NOUN
iogr-1326	167	23	9	9	NUM
iogr-1326	167	24	compares	compare	VERB
iogr-1326	167	25	the	the	DET
iogr-1326	167	26	pattern	pattern	NOUN
iogr-1326	167	27	trendlines	trendline	NOUN
iogr-1326	167	28	of	of	ADP
iogr-1326	167	29	the	the	DET
iogr-1326	167	30	actual	actual	ADJ
iogr-1326	167	31	data	datum	NOUN
iogr-1326	167	32	with	with	ADP
iogr-1326	167	33	the	the	DET
iogr-1326	167	34	predicted	predict	VERB
iogr-1326	167	35	target	target	NOUN
iogr-1326	167	36	output	output	NOUN
iogr-1326	167	37	of	of	ADP
iogr-1326	167	38	the	the	DET
iogr-1326	167	39	narx-3	narx-3	PROPN
iogr-1326	167	40	model	model	NOUN
iogr-1326	167	41	,	,	PUNCT
iogr-1326	167	42	demonstrating	demonstrate	VERB
iogr-1326	167	43	its	its	PRON
iogr-1326	167	44	accurate	accurate	ADJ
iogr-1326	167	45	modelling	modelling	NOUN
iogr-1326	167	46	.	.	PUNCT
iogr-1326	168	1	this	this	PRON
iogr-1326	168	2	highlights	highlight	VERB
iogr-1326	168	3	the	the	DET
iogr-1326	168	4	robustness	robustness	NOUN
iogr-1326	168	5	of	of	ADP
iogr-1326	168	6	the	the	DET
iogr-1326	168	7	narx-3	narx-3	NUM
iogr-1326	168	8	model	model	NOUN
iogr-1326	168	9	in	in	ADP
iogr-1326	168	10	effectively	effectively	ADV
iogr-1326	168	11	capturing	capture	VERB
iogr-1326	168	12	the	the	DET
iogr-1326	168	13	input	input	NOUN
iogr-1326	168	14	-	-	PUNCT
iogr-1326	168	15	output	output	NOUN
iogr-1326	168	16	relationship	relationship	NOUN
iogr-1326	168	17	.	.	PUNCT
iogr-1326	169	1	figure	figure	NOUN
iogr-1326	169	2	9	9	NUM
iogr-1326	169	3	—	—	PUNCT
iogr-1326	169	4	comparison	comparison	NOUN
iogr-1326	169	5	of	of	ADP
iogr-1326	169	6	the	the	DET
iogr-1326	169	7	pattern	pattern	NOUN
iogr-1326	169	8	of	of	ADP
iogr-1326	169	9	actual	actual	ADJ
iogr-1326	169	10	and	and	CCONJ
iogr-1326	169	11	predicted	predict	VERB
iogr-1326	169	12	average	average	ADJ
iogr-1326	169	13	natural	natural	ADJ
iogr-1326	169	14	demand	demand	NOUN
iogr-1326	169	15	for	for	ADP
iogr-1326	169	16	the	the	DET
iogr-1326	169	17	narx-3	narx-3	PROPN
iogr-1326	169	18	model	model	NOUN
iogr-1326	169	19	.	.	PUNCT
iogr-1326	170	1	table	table	NOUN
iogr-1326	170	2	5	5	NUM
iogr-1326	170	3	indicates	indicate	VERB
iogr-1326	170	4	that	that	SCONJ
iogr-1326	170	5	the	the	DET
iogr-1326	170	6	narx-1	narx-1	NOUN
iogr-1326	170	7	model	model	NOUN
iogr-1326	170	8	outperforms	outperform	NOUN
iogr-1326	170	9	narx-2	narx-2	NUM
iogr-1326	170	10	and	and	CCONJ
iogr-1326	170	11	narx-3	narx-3	NUM
iogr-1326	170	12	across	across	ADP
iogr-1326	170	13	all	all	DET
iogr-1326	170	14	metrics	metric	NOUN
iogr-1326	170	15	considered	consider	VERB
iogr-1326	170	16	.	.	PUNCT
iogr-1326	171	1	notably	notably	ADV
iogr-1326	171	2	,	,	PUNCT
iogr-1326	171	3	narx-1	narx-1	PROPN
iogr-1326	171	4	demonstrates	demonstrate	VERB
iogr-1326	171	5	a	a	DET
iogr-1326	171	6	lower	low	ADJ
iogr-1326	171	7	mse	mse	NOUN
iogr-1326	171	8	(	(	PUNCT
iogr-1326	171	9	0.003396	0.003396	NUM
iogr-1326	171	10	)	)	PUNCT
iogr-1326	171	11	and	and	CCONJ
iogr-1326	171	12	a	a	DET
iogr-1326	171	13	higher	high	ADJ
iogr-1326	171	14	r2	r2	NOUN
iogr-1326	171	15	(	(	PUNCT
iogr-1326	171	16	0.988155	0.988155	NUM
iogr-1326	171	17	)	)	PUNCT
iogr-1326	171	18	compared	compare	VERB
iogr-1326	171	19	to	to	ADP
iogr-1326	171	20	the	the	DET
iogr-1326	171	21	other	other	ADJ
iogr-1326	171	22	models	model	NOUN
iogr-1326	171	23	.	.	PUNCT
iogr-1326	172	1	additionally	additionally	ADV
iogr-1326	172	2	,	,	PUNCT
iogr-1326	172	3	narx-1	narx-1	NOUN
iogr-1326	172	4	exhibits	exhibit	VERB
iogr-1326	172	5	lower	low	ADJ
iogr-1326	172	6	rmse	rmse	NOUN
iogr-1326	172	7	,	,	PUNCT
iogr-1326	172	8	mae	mae	PROPN
iogr-1326	172	9	,	,	PUNCT
iogr-1326	172	10	and	and	CCONJ
iogr-1326	172	11	mape	mape	NOUN
iogr-1326	172	12	values	value	NOUN
iogr-1326	172	13	.	.	PUNCT
iogr-1326	173	1	consequently	consequently	ADV
iogr-1326	173	2	,	,	PUNCT
iogr-1326	173	3	narx-1	narx-1	PROPN
iogr-1326	173	4	is	be	AUX
iogr-1326	173	5	chosen	choose	VERB
iogr-1326	173	6	for	for	ADP
iogr-1326	173	7	forecasting	forecasting	NOUN
iogr-1326	173	8	,	,	PUNCT
iogr-1326	173	9	while	while	SCONJ
iogr-1326	173	10	narx-3	narx-3	NUM
iogr-1326	173	11	performs	perform	VERB
iogr-1326	173	12	the	the	DET
iogr-1326	173	13	least	least	ADJ
iogr-1326	173	14	.	.	PUNCT
iogr-1326	174	1	these	these	DET
iogr-1326	174	2	findings	finding	NOUN
iogr-1326	174	3	contrast	contrast	VERB
iogr-1326	174	4	with	with	ADP
iogr-1326	174	5	those	those	PRON
iogr-1326	174	6	of	of	ADP
iogr-1326	174	7	(	(	PUNCT
iogr-1326	174	8	ayodele	ayodele	PROPN
iogr-1326	174	9	et	et	PROPN
iogr-1326	174	10	al	al	PROPN
iogr-1326	174	11	.	.	PROPN
iogr-1326	174	12	2021	2021	NUM
iogr-1326	174	13	)	)	PUNCT
iogr-1326	174	14	,	,	PUNCT
iogr-1326	174	15	who	who	PRON
iogr-1326	174	16	found	find	VERB
iogr-1326	174	17	better	well	ADJ
iogr-1326	174	18	performance	performance	NOUN
iogr-1326	174	19	in	in	ADP
iogr-1326	174	20	narx	narx	NOUN
iogr-1326	174	21	models	model	NOUN
iogr-1326	174	22	with	with	ADP
iogr-1326	174	23	higher	high	ADJ
iogr-1326	174	24	time	time	NOUN
iogr-1326	174	25	-	-	PUNCT
iogr-1326	174	26	delays	delay	NOUN
iogr-1326	174	27	.	.	PUNCT
iogr-1326	175	1	table	table	NOUN
iogr-1326	175	2	5	5	NUM
iogr-1326	175	3	—	—	PUNCT
iogr-1326	175	4	overall	overall	ADJ
iogr-1326	175	5	performance	performance	NOUN
iogr-1326	175	6	summary	summary	NOUN
iogr-1326	175	7	of	of	ADP
iogr-1326	175	8	the	the	DET
iogr-1326	175	9	narx	narx	NOUN
iogr-1326	175	10	models	model	NOUN
iogr-1326	175	11	.	.	PUNCT
iogr-1326	176	1	metric	metric	ADJ
iogr-1326	176	2	narx-1	narx-1	PROPN
iogr-1326	176	3	narx-2	narx-2	NUM
iogr-1326	176	4	narx-3	narx-3	NOUN
iogr-1326	176	5	mse	mse	NOUN
iogr-1326	176	6	0.003396	0.003396	NUM
iogr-1326	176	7	0.011074	0.011074	NUM
iogr-1326	176	8	0.011862	0.011862	NUM
iogr-1326	176	9	rmse	rmse	NOUN
iogr-1326	176	10	0.058271	0.058271	NUM
iogr-1326	176	11	0.105233	0.105233	NUM
iogr-1326	176	12	0.108911	0.108911	NUM
iogr-1326	176	13	mae	mae	PROPN
iogr-1326	176	14	0.025333	0.025333	NUM
iogr-1326	176	15	0.041191	0.041191	NUM
iogr-1326	176	16	0.049559	0.049559	NUM
iogr-1326	176	17	mape	mape	NOUN
iogr-1326	176	18	0.079376	0.079376	NUM
iogr-1326	176	19	0.080255	0.080255	NUM
iogr-1326	176	20	0.145622	0.145622	NUM
iogr-1326	176	21	r2	r2	NOUN
iogr-1326	176	22	0.988155	0.988155	NUM
iogr-1326	176	23	0.961953	0.961953	NUM
iogr-1326	176	24	0.961411	0.961411	NUM
iogr-1326	176	25	forecasting	forecasting	NOUN
iogr-1326	176	26	performance	performance	NOUN
iogr-1326	176	27	of	of	ADP
iogr-1326	176	28	narx	narx	PROPN
iogr-1326	176	29	model	model	NOUN
iogr-1326	176	30	.	.	PUNCT
iogr-1326	177	1	the	the	DET
iogr-1326	177	2	narx-1	narx-1	PROPN
iogr-1326	177	3	model	model	NOUN
iogr-1326	177	4	,	,	PUNCT
iogr-1326	177	5	identified	identify	VERB
iogr-1326	177	6	as	as	ADP
iogr-1326	177	7	the	the	DET
iogr-1326	177	8	best	well	ADV
iogr-1326	177	9	-	-	PUNCT
iogr-1326	177	10	performing	perform	VERB
iogr-1326	177	11	among	among	ADP
iogr-1326	177	12	the	the	DET
iogr-1326	177	13	narx	narx	NOUN
iogr-1326	177	14	models	model	NOUN
iogr-1326	177	15	,	,	PUNCT
iogr-1326	177	16	was	be	AUX
iogr-1326	177	17	chosen	choose	VERB
iogr-1326	177	18	for	for	ADP
iogr-1326	177	19	forecasting	forecast	VERB
iogr-1326	177	20	average	average	ADJ
iogr-1326	177	21	annual	annual	ADJ
iogr-1326	177	22	natural	natural	ADJ
iogr-1326	177	23	gas	gas	NOUN
iogr-1326	177	24	demand	demand	NOUN
iogr-1326	177	25	.	.	PUNCT
iogr-1326	178	1	table	table	NOUN
iogr-1326	178	2	6	6	NUM
iogr-1326	178	3	presents	present	VERB
iogr-1326	178	4	the	the	DET
iogr-1326	178	5	forecasted	forecast	VERB
iogr-1326	178	6	values	value	NOUN
iogr-1326	178	7	of	of	ADP
iogr-1326	178	8	future	future	ADJ
iogr-1326	178	9	average	average	ADJ
iogr-1326	178	10	annual	annual	ADJ
iogr-1326	178	11	natural	natural	ADJ
iogr-1326	178	12	gas	gas	NOUN
iogr-1326	178	13	demand	demand	NOUN
iogr-1326	178	14	based	base	VERB
iogr-1326	178	15	on	on	ADP
iogr-1326	178	16	the	the	DET
iogr-1326	178	17	predictions	prediction	NOUN
iogr-1326	178	18	made	make	VERB
iogr-1326	178	19	by	by	ADP
iogr-1326	178	20	the	the	DET
iogr-1326	178	21	narx-1	narx-1	PROPN
iogr-1326	178	22	model	model	NOUN
iogr-1326	178	23	.	.	PUNCT
iogr-1326	179	1	table	table	NOUN
iogr-1326	179	2	6	6	NUM
iogr-1326	179	3	displays	display	VERB
iogr-1326	179	4	the	the	DET
iogr-1326	179	5	projected	project	VERB
iogr-1326	179	6	values	value	NOUN
iogr-1326	179	7	of	of	ADP
iogr-1326	179	8	average	average	ADJ
iogr-1326	179	9	annual	annual	ADJ
iogr-1326	179	10	natural	natural	ADJ
iogr-1326	179	11	gas	gas	NOUN
iogr-1326	179	12	demand	demand	NOUN
iogr-1326	179	13	over	over	ADP
iogr-1326	179	14	a	a	DET
iogr-1326	179	15	10	10	NUM
iogr-1326	179	16	-	-	PUNCT
iogr-1326	179	17	year	year	NOUN
iogr-1326	179	18	period	period	NOUN
iogr-1326	179	19	from	from	ADP
iogr-1326	179	20	2024	2024	NUM
iogr-1326	179	21	to	to	ADP
iogr-1326	179	22	2033	2033	NUM
iogr-1326	179	23	.	.	PUNCT
iogr-1326	180	1	the	the	DET
iogr-1326	180	2	forecasted	forecast	VERB
iogr-1326	180	3	natural	natural	ADJ
iogr-1326	180	4	gas	gas	NOUN
iogr-1326	180	5	demand	demand	NOUN
iogr-1326	180	6	ranges	range	VERB
iogr-1326	180	7	between	between	ADP
iogr-1326	180	8	twelve	twelve	NUM
iogr-1326	180	9	to	to	PART
iogr-1326	180	10	eighteen	eighteen	NUM
iogr-1326	180	11	billion	billion	NUM
iogr-1326	180	12	cubic	cubic	ADJ
iogr-1326	180	13	meters	meter	NOUN
iogr-1326	180	14	(	(	PUNCT
iogr-1326	180	15	bcm	bcm	NOUN
iogr-1326	180	16	)	)	PUNCT
iogr-1326	180	17	for	for	ADP
iogr-1326	180	18	the	the	DET
iogr-1326	180	19	specified	specify	VERB
iogr-1326	180	20	decade	decade	NOUN
iogr-1326	180	21	.	.	PUNCT
iogr-1326	181	1	0	0	NUM
iogr-1326	181	2	2	2	NUM
iogr-1326	181	3	4	4	NUM
iogr-1326	181	4	6	6	NUM
iogr-1326	181	5	8	8	NUM
iogr-1326	181	6	10	10	NUM
iogr-1326	181	7	12	12	NUM
iogr-1326	181	8	14	14	NUM
iogr-1326	181	9	16	16	NUM
iogr-1326	181	10	18	18	NUM
iogr-1326	181	11	20	20	NUM
iogr-1326	181	12	1975	1975	NUM
iogr-1326	181	13	1985	1985	NUM
iogr-1326	181	14	1995	1995	NUM
iogr-1326	181	15	2005	2005	NUM
iogr-1326	181	16	2015	2015	NUM
iogr-1326	181	17	2025	2025	NUM
iogr-1326	181	18	a	a	DET
iogr-1326	181	19	v	v	NOUN
iogr-1326	181	20	er	er	INTJ
iogr-1326	181	21	ag	ag	PROPN
iogr-1326	181	22	e	e	PROPN
iogr-1326	181	23	a	a	PROPN
iogr-1326	181	24	n	n	CCONJ
iogr-1326	181	25	n	n	ADP
iogr-1326	181	26	u	u	NOUN
iogr-1326	181	27	al	al	PROPN
iogr-1326	181	28	n	n	PROPN
iogr-1326	181	29	at	at	ADP
iogr-1326	181	30	u	u	PROPN
iogr-1326	181	31	ra	ra	PROPN
iogr-1326	181	32	l	l	NOUN
iogr-1326	181	33	g	g	NOUN
iogr-1326	181	34	as	as	ADP
iogr-1326	181	35	d	d	PROPN
iogr-1326	181	36	em	em	PRON
iogr-1326	181	37	an	an	DET
iogr-1326	181	38	d	d	PROPN
iogr-1326	181	39	,	,	PUNCT
iogr-1326	181	40	b	b	PROPN
iogr-1326	181	41	cm	cm	NOUN
iogr-1326	181	42	year	year	NOUN
iogr-1326	181	43	actual	actual	ADJ
iogr-1326	181	44	data	datum	NOUN
iogr-1326	181	45	narx-3	narx-3	NUM
iogr-1326	181	46	predicted	predict	VERB
iogr-1326	181	47	improved	improved	ADJ
iogr-1326	181	48	oil	oil	NOUN
iogr-1326	181	49	and	and	CCONJ
iogr-1326	181	50	gas	gas	NOUN
iogr-1326	181	51	recovery	recovery	NOUN
iogr-1326	181	52	14	14	NUM
iogr-1326	181	53	table	table	NOUN
iogr-1326	181	54	6	6	NUM
iogr-1326	181	55	—	—	PUNCT
iogr-1326	181	56	forecasted	forecast	VERB
iogr-1326	181	57	average	average	ADJ
iogr-1326	181	58	annual	annual	ADJ
iogr-1326	181	59	natural	natural	ADJ
iogr-1326	181	60	gas	gas	NOUN
iogr-1326	181	61	demand	demand	NOUN
iogr-1326	181	62	.	.	PUNCT
iogr-1326	182	1	year	year	NOUN
iogr-1326	182	2	forecast	forecast	NOUN
iogr-1326	182	3	,	,	PUNCT
iogr-1326	182	4	bcm	bcm	NOUN
iogr-1326	182	5	2024	2024	NUM
iogr-1326	182	6	12.58929	12.58929	NUM
iogr-1326	182	7	2025	2025	NUM
iogr-1326	182	8	14.76996	14.76996	NUM
iogr-1326	182	9	2026	2026	NUM
iogr-1326	182	10	16.95775	16.95775	NUM
iogr-1326	182	11	2027	2027	NUM
iogr-1326	182	12	14.0357	14.0357	NUM
iogr-1326	182	13	2028	2028	NUM
iogr-1326	182	14	16.17459	16.17459	NUM
iogr-1326	182	15	2029	2029	NUM
iogr-1326	182	16	15.83146	15.83146	NUM
iogr-1326	182	17	2030	2030	NUM
iogr-1326	182	18	16.14099	16.14099	NUM
iogr-1326	182	19	2031	2031	NUM
iogr-1326	182	20	16.56538	16.56538	NUM
iogr-1326	182	21	2032	2032	NUM
iogr-1326	182	22	15.34007	15.34007	NUM
iogr-1326	182	23	2033	2033	NUM
iogr-1326	182	24	17.71746	17.71746	NUM
iogr-1326	182	25	table	table	NOUN
iogr-1326	182	26	7	7	NUM
iogr-1326	182	27	compares	compare	VERB
iogr-1326	182	28	the	the	DET
iogr-1326	182	29	performance	performance	NOUN
iogr-1326	182	30	of	of	ADP
iogr-1326	182	31	the	the	DET
iogr-1326	182	32	narx	narx	NOUN
iogr-1326	182	33	model	model	NOUN
iogr-1326	182	34	in	in	ADP
iogr-1326	182	35	this	this	DET
iogr-1326	182	36	study	study	NOUN
iogr-1326	182	37	with	with	ADP
iogr-1326	182	38	similar	similar	ADJ
iogr-1326	182	39	studies	study	NOUN
iogr-1326	182	40	in	in	ADP
iogr-1326	182	41	the	the	DET
iogr-1326	182	42	literature	literature	NOUN
iogr-1326	182	43	,	,	PUNCT
iogr-1326	182	44	specifically	specifically	ADV
iogr-1326	182	45	focusing	focus	VERB
iogr-1326	182	46	on	on	ADP
iogr-1326	182	47	forecasting	forecast	VERB
iogr-1326	182	48	energy	energy	NOUN
iogr-1326	182	49	demand	demand	NOUN
iogr-1326	182	50	.	.	PUNCT
iogr-1326	183	1	the	the	DET
iogr-1326	183	2	narx	narx	PROPN
iogr-1326	183	3	-	-	PUNCT
iogr-1326	183	4	ann	ann	PROPN
iogr-1326	183	5	model	model	NOUN
iogr-1326	183	6	utilized	utilize	VERB
iogr-1326	183	7	in	in	ADP
iogr-1326	183	8	this	this	DET
iogr-1326	183	9	study	study	NOUN
iogr-1326	183	10	demonstrates	demonstrate	VERB
iogr-1326	183	11	robust	robust	ADJ
iogr-1326	183	12	predictability	predictability	NOUN
iogr-1326	183	13	,	,	PUNCT
iogr-1326	183	14	outperforming	outperform	VERB
iogr-1326	183	15	many	many	ADJ
iogr-1326	183	16	other	other	ADJ
iogr-1326	183	17	models	model	NOUN
iogr-1326	183	18	with	with	ADP
iogr-1326	183	19	an	an	DET
iogr-1326	183	20	r2	r2	NOUN
iogr-1326	183	21	value	value	NOUN
iogr-1326	183	22	of	of	ADP
iogr-1326	183	23	0.988	0.988	NUM
iogr-1326	183	24	.	.	PUNCT
iogr-1326	184	1	this	this	PRON
iogr-1326	184	2	underscores	underscore	VERB
iogr-1326	184	3	the	the	DET
iogr-1326	184	4	accuracy	accuracy	NOUN
iogr-1326	184	5	of	of	ADP
iogr-1326	184	6	the	the	DET
iogr-1326	184	7	average	average	ADJ
iogr-1326	184	8	natural	natural	ADJ
iogr-1326	184	9	gas	gas	NOUN
iogr-1326	184	10	demand	demand	NOUN
iogr-1326	184	11	forecast	forecast	NOUN
iogr-1326	184	12	,	,	PUNCT
iogr-1326	184	13	with	with	ADP
iogr-1326	184	14	minimized	minimized	ADJ
iogr-1326	184	15	prediction	prediction	NOUN
iogr-1326	184	16	errors	error	NOUN
iogr-1326	184	17	.	.	PUNCT
iogr-1326	185	1	table	table	NOUN
iogr-1326	185	2	7	7	NUM
iogr-1326	185	3	—	—	PUNCT
iogr-1326	185	4	comparison	comparison	NOUN
iogr-1326	185	5	of	of	ADP
iogr-1326	185	6	the	the	DET
iogr-1326	185	7	performance	performance	NOUN
iogr-1326	185	8	of	of	ADP
iogr-1326	185	9	the	the	DET
iogr-1326	185	10	narx	narx	NOUN
iogr-1326	185	11	model	model	NOUN
iogr-1326	185	12	in	in	ADP
iogr-1326	185	13	this	this	DET
iogr-1326	185	14	study	study	NOUN
iogr-1326	185	15	and	and	CCONJ
iogr-1326	185	16	literature	literature	NOUN
iogr-1326	185	17	.	.	PUNCT
iogr-1326	186	1	modelling	model	VERB
iogr-1326	186	2	technique	technique	NOUN
iogr-1326	186	3	country	country	NOUN
iogr-1326	186	4	forecasting	forecasting	NOUN
iogr-1326	186	5	target	target	NOUN
iogr-1326	186	6	performanc	performanc	NOUN
iogr-1326	186	7	e	e	PROPN
iogr-1326	186	8	reference	reference	NOUN
iogr-1326	186	9	narx	narx	PROPN
iogr-1326	186	10	model	model	PROPN
iogr-1326	186	11	nigeria	nigeria	PROPN
iogr-1326	186	12	average	average	ADJ
iogr-1326	186	13	annual	annual	ADJ
iogr-1326	186	14	natural	natural	ADJ
iogr-1326	186	15	gas	gas	NOUN
iogr-1326	186	16	demand	demand	NOUN
iogr-1326	186	17	0.98816	0.98816	NUM
iogr-1326	186	18	this	this	DET
iogr-1326	186	19	study	study	NOUN
iogr-1326	186	20	narx	narx	PROPN
iogr-1326	186	21	model	model	PROPN
iogr-1326	186	22	malaysia	malaysia	PROPN
iogr-1326	186	23	long	long	ADJ
iogr-1326	186	24	term	term	NOUN
iogr-1326	186	25	final	final	ADJ
iogr-1326	186	26	energy	energy	NOUN
iogr-1326	186	27	demand	demand	NOUN
iogr-1326	186	28	per	per	ADP
iogr-1326	186	29	capita	capita	NOUN
iogr-1326	186	30	0.99	0.99	NUM
iogr-1326	186	31	ayodele	ayodele	PROPN
iogr-1326	186	32	et	et	PROPN
iogr-1326	186	33	al	al	PROPN
iogr-1326	186	34	.	.	PROPN
iogr-1326	186	35	2021	2021	NUM
iogr-1326	186	36	narx	narx	PROPN
iogr-1326	186	37	model	model	PROPN
iogr-1326	186	38	usa	usa	PROPN
iogr-1326	186	39	short	short	ADJ
iogr-1326	186	40	-	-	PUNCT
iogr-1326	186	41	term	term	NOUN
iogr-1326	186	42	and	and	CCONJ
iogr-1326	186	43	medium	medium	ADJ
iogr-1326	186	44	-	-	PUNCT
iogr-1326	186	45	term	term	NOUN
iogr-1326	186	46	uncertainty	uncertainty	NOUN
iogr-1326	186	47	for	for	ADP
iogr-1326	186	48	electrical	electrical	ADJ
iogr-1326	186	49	load	load	NOUN
iogr-1326	186	50	and	and	CCONJ
iogr-1326	186	51	wind	wind	NOUN
iogr-1326	186	52	speed	speed	NOUN
iogr-1326	186	53	0.9964	0.9964	NUM
iogr-1326	186	54	jawad	jawad	PROPN
iogr-1326	186	55	et	et	PROPN
iogr-1326	186	56	al	al	PROPN
iogr-1326	186	57	.	.	PROPN
iogr-1326	186	58	2018	2018	NUM
iogr-1326	186	59	narx	narx	PROPN
iogr-1326	186	60	model	model	PROPN
iogr-1326	186	61	nigeria	nigeria	PROPN
iogr-1326	186	62	forecasting	forecasting	NOUN
iogr-1326	186	63	volatility	volatility	NOUN
iogr-1326	186	64	of	of	ADP
iogr-1326	186	65	nigerian	nigerian	ADJ
iogr-1326	186	66	crude	crude	ADJ
iogr-1326	186	67	price	price	NOUN
iogr-1326	186	68	0.986	0.986	NUM
iogr-1326	186	69	gulumbe	gulumbe	NOUN
iogr-1326	186	70	et	et	PROPN
iogr-1326	186	71	al	al	PROPN
iogr-1326	186	72	.	.	PROPN
iogr-1326	186	73	2016	2016	NUM
iogr-1326	186	74	narx	narx	PROPN
iogr-1326	186	75	model	model	PROPN
iogr-1326	186	76	algeria	algeria	PROPN
iogr-1326	186	77	forecasting	forecasting	PROPN
iogr-1326	186	78	natural	natural	ADJ
iogr-1326	186	79	gas	gas	NOUN
iogr-1326	186	80	prices	price	NOUN
iogr-1326	186	81	0.8918	0.8918	PRON
iogr-1326	186	82	sahed	sahe	VERB
iogr-1326	186	83	et	et	PROPN
iogr-1326	186	84	al	al	PROPN
iogr-1326	186	85	.	.	PROPN
iogr-1326	186	86	2020	2020	NUM
iogr-1326	186	87	conclusions	conclusion	NOUN
iogr-1326	186	88	the	the	DET
iogr-1326	186	89	study	study	NOUN
iogr-1326	186	90	utilized	utilize	VERB
iogr-1326	186	91	the	the	DET
iogr-1326	186	92	non	non	ADJ
iogr-1326	186	93	-	-	ADJ
iogr-1326	186	94	linear	linear	ADJ
iogr-1326	186	95	autoregressive	autoregressive	ADJ
iogr-1326	186	96	with	with	ADP
iogr-1326	186	97	external	external	ADJ
iogr-1326	186	98	input	input	NOUN
iogr-1326	186	99	(	(	PUNCT
iogr-1326	186	100	narx	narx	NOUN
iogr-1326	186	101	)	)	PUNCT
iogr-1326	186	102	model	model	NOUN
iogr-1326	186	103	to	to	PART
iogr-1326	186	104	forecast	forecast	VERB
iogr-1326	186	105	the	the	DET
iogr-1326	186	106	average	average	ADJ
iogr-1326	186	107	annual	annual	ADJ
iogr-1326	186	108	natural	natural	ADJ
iogr-1326	186	109	gas	gas	NOUN
iogr-1326	186	110	demand	demand	NOUN
iogr-1326	186	111	in	in	ADP
iogr-1326	186	112	nigeria	nigeria	PROPN
iogr-1326	186	113	.	.	PUNCT
iogr-1326	187	1	the	the	DET
iogr-1326	187	2	narx-1	narx-1	PROPN
iogr-1326	187	3	configuration	configuration	NOUN
iogr-1326	187	4	demonstrated	demonstrate	VERB
iogr-1326	187	5	superior	superior	ADJ
iogr-1326	187	6	accuracy	accuracy	NOUN
iogr-1326	187	7	with	with	ADP
iogr-1326	187	8	an	an	DET
iogr-1326	187	9	r2	r2	NOUN
iogr-1326	187	10	of	of	ADP
iogr-1326	187	11	0.988	0.988	NUM
iogr-1326	187	12	,	,	PUNCT
iogr-1326	187	13	outperforming	outperform	VERB
iogr-1326	187	14	other	other	ADJ
iogr-1326	187	15	configurations	configuration	NOUN
iogr-1326	187	16	.	.	PUNCT
iogr-1326	188	1	long	long	ADJ
iogr-1326	188	2	-	-	PUNCT
iogr-1326	188	3	term	term	NOUN
iogr-1326	188	4	projections	projection	NOUN
iogr-1326	188	5	indicated	indicate	VERB
iogr-1326	188	6	a	a	DET
iogr-1326	188	7	consistent	consistent	ADJ
iogr-1326	188	8	upward	upward	ADJ
iogr-1326	188	9	trend	trend	NOUN
iogr-1326	188	10	in	in	ADP
iogr-1326	188	11	natural	natural	ADJ
iogr-1326	188	12	gas	gas	NOUN
iogr-1326	188	13	demand	demand	NOUN
iogr-1326	188	14	,	,	PUNCT
iogr-1326	188	15	aligning	align	VERB
iogr-1326	188	16	with	with	ADP
iogr-1326	188	17	expected	expect	VERB
iogr-1326	188	18	economic	economic	ADJ
iogr-1326	188	19	and	and	CCONJ
iogr-1326	188	20	demographic	demographic	ADJ
iogr-1326	188	21	growth	growth	NOUN
iogr-1326	188	22	factors	factor	NOUN
iogr-1326	188	23	.	.	PUNCT
iogr-1326	189	1	the	the	DET
iogr-1326	189	2	findings	finding	NOUN
iogr-1326	189	3	highlight	highlight	VERB
iogr-1326	189	4	the	the	DET
iogr-1326	189	5	effectiveness	effectiveness	NOUN
iogr-1326	189	6	of	of	ADP
iogr-1326	189	7	the	the	DET
iogr-1326	189	8	narx	narx	NOUN
iogr-1326	189	9	model	model	NOUN
iogr-1326	189	10	in	in	ADP
iogr-1326	189	11	energy	energy	NOUN
iogr-1326	189	12	demand	demand	NOUN
iogr-1326	189	13	forecasting	forecasting	NOUN
iogr-1326	189	14	and	and	CCONJ
iogr-1326	189	15	its	its	PRON
iogr-1326	189	16	potential	potential	NOUN
iogr-1326	189	17	to	to	PART
iogr-1326	189	18	inform	inform	VERB
iogr-1326	189	19	strategic	strategic	ADJ
iogr-1326	189	20	planning	planning	NOUN
iogr-1326	189	21	for	for	ADP
iogr-1326	189	22	nigeria	nigeria	PROPN
iogr-1326	189	23	's	's	PART
iogr-1326	189	24	natural	natural	ADJ
iogr-1326	189	25	gas	gas	NOUN
iogr-1326	189	26	sector	sector	NOUN
iogr-1326	189	27	.	.	PUNCT
iogr-1326	190	1	overall	overall	ADV
iogr-1326	190	2	,	,	PUNCT
iogr-1326	190	3	the	the	DET
iogr-1326	190	4	research	research	NOUN
iogr-1326	190	5	provides	provide	VERB
iogr-1326	190	6	valuable	valuable	ADJ
iogr-1326	190	7	insights	insight	NOUN
iogr-1326	190	8	for	for	ADP
iogr-1326	190	9	policymakers	policymaker	NOUN
iogr-1326	190	10	,	,	PUNCT
iogr-1326	190	11	energy	energy	NOUN
iogr-1326	190	12	planners	planner	NOUN
iogr-1326	190	13	,	,	PUNCT
iogr-1326	190	14	and	and	CCONJ
iogr-1326	190	15	researchers	researcher	NOUN
iogr-1326	190	16	,	,	PUNCT
iogr-1326	190	17	facilitating	facilitate	VERB
iogr-1326	190	18	informed	informed	ADJ
iogr-1326	190	19	decision	decision	NOUN
iogr-1326	190	20	-	-	PUNCT
iogr-1326	190	21	making	making	NOUN
iogr-1326	190	22	and	and	CCONJ
iogr-1326	190	23	contributing	contribute	VERB
iogr-1326	190	24	to	to	ADP
iogr-1326	190	25	sustainable	sustainable	ADJ
iogr-1326	190	26	development	development	NOUN
iogr-1326	190	27	initiatives	initiative	NOUN
iogr-1326	190	28	.	.	PUNCT
iogr-1326	191	1	improved	improve	VERB
iogr-1326	191	2	oil	oil	NOUN
iogr-1326	191	3	and	and	CCONJ
iogr-1326	191	4	gas	gas	NOUN
iogr-1326	191	5	recovery	recovery	NOUN
iogr-1326	191	6	15	15	NUM
iogr-1326	191	7	conflicting	conflict	VERB
iogr-1326	191	8	interest	interest	NOUN
iogr-1326	191	9	the	the	DET
iogr-1326	191	10	author(s	author(s	NOUN
iogr-1326	191	11	)	)	PUNCT
iogr-1326	191	12	declare	declare	VERB
iogr-1326	191	13	that	that	SCONJ
iogr-1326	191	14	they	they	PRON
iogr-1326	191	15	have	have	VERB
iogr-1326	191	16	no	no	DET
iogr-1326	191	17	conflicting	conflict	VERB
iogr-1326	191	18	interests	interest	NOUN
iogr-1326	191	19	.	.	PUNCT
iogr-1326	192	1	references	reference	NOUN
iogr-1326	192	2	agbonifo	agbonifo	VERB
iogr-1326	192	3	,	,	PUNCT
iogr-1326	192	4	p.	p.	PROPN
iogr-1326	192	5	e.	e.	PROPN
iogr-1326	193	1	2016	2016	NUM
iogr-1326	193	2	.	.	PUNCT
iogr-1326	194	1	natural	natural	ADJ
iogr-1326	194	2	gas	gas	NOUN
iogr-1326	194	3	distribution	distribution	NOUN
iogr-1326	194	4	infrastructure	infrastructure	NOUN
iogr-1326	194	5	and	and	CCONJ
iogr-1326	194	6	the	the	DET
iogr-1326	194	7	quest	quest	NOUN
iogr-1326	194	8	for	for	ADP
iogr-1326	194	9	environmental	environmental	ADJ
iogr-1326	194	10	sustainability	sustainability	NOUN
iogr-1326	194	11	in	in	ADP
iogr-1326	194	12	the	the	DET
iogr-1326	194	13	niger	niger	NOUN
iogr-1326	194	14	delta	delta	NOUN
iogr-1326	194	15	:	:	PUNCT
iogr-1326	194	16	the	the	DET
iogr-1326	194	17	prospect	prospect	NOUN
iogr-1326	194	18	of	of	ADP
iogr-1326	194	19	natural	natural	ADJ
iogr-1326	194	20	gas	gas	NOUN
iogr-1326	194	21	utilization	utilization	NOUN
iogr-1326	194	22	in	in	ADP
iogr-1326	194	23	nigeria	nigeria	PROPN
iogr-1326	194	24	.	.	PUNCT
iogr-1326	195	1	international	international	ADJ
iogr-1326	195	2	journal	journal	PROPN
iogr-1326	195	3	of	of	ADP
iogr-1326	195	4	energy	energy	NOUN
iogr-1326	195	5	economics	economic	NOUN
iogr-1326	195	6	and	and	CCONJ
iogr-1326	195	7	policy	policy	NOUN
iogr-1326	195	8	6(3	6(3	NUM
iogr-1326	195	9	):	):	PUNCT
iogr-1326	195	10	442	442	NUM
iogr-1326	195	11	-	-	SYM
iogr-1326	195	12	448	448	NUM
iogr-1326	195	13	.	.	PUNCT
iogr-1326	196	1	alsumaiei	alsumaiei	PROPN
iogr-1326	196	2	,	,	PUNCT
iogr-1326	196	3	a.	a.	NOUN
iogr-1326	196	4	2020	2020	NUM
iogr-1326	196	5	.	.	PUNCT
iogr-1326	197	1	a	a	DET
iogr-1326	197	2	nonlinear	nonlinear	ADJ
iogr-1326	197	3	autoregressive	autoregressive	ADJ
iogr-1326	197	4	modeling	modeling	NOUN
iogr-1326	197	5	approach	approach	NOUN
iogr-1326	197	6	for	for	ADP
iogr-1326	197	7	forecasting	forecasting	NOUN
iogr-1326	197	8	groundwater	groundwater	NOUN
iogr-1326	197	9	level	level	NOUN
iogr-1326	197	10	fluctuation	fluctuation	NOUN
iogr-1326	197	11	in	in	ADP
iogr-1326	197	12	urban	urban	ADJ
iogr-1326	197	13	aquifers	aquifer	NOUN
iogr-1326	197	14	.	.	PUNCT
iogr-1326	198	1	water	water	NOUN
iogr-1326	198	2	12(3	12(3	NUM
iogr-1326	198	3	):	):	PUNCT
iogr-1326	198	4	820	820	NUM
iogr-1326	198	5	.	.	PUNCT
iogr-1326	199	1	aruta	aruta	PROPN
iogr-1326	199	2	,	,	PUNCT
iogr-1326	199	3	g.	g.	PROPN
iogr-1326	199	4	,	,	PUNCT
iogr-1326	199	5	ascione	ascione	NOUN
iogr-1326	199	6	,	,	PUNCT
iogr-1326	199	7	f.	f.	PROPN
iogr-1326	199	8	,	,	PUNCT
iogr-1326	199	9	boettcher	boettcher	PROPN
iogr-1326	199	10	,	,	PUNCT
iogr-1326	199	11	o.	o.	PROPN
iogr-1326	199	12	,	,	PUNCT
iogr-1326	199	13	et	et	PROPN
iogr-1326	199	14	al	al	PROPN
iogr-1326	199	15	.	.	PROPN
iogr-1326	199	16	2022	2022	NUM
iogr-1326	199	17	.	.	PUNCT
iogr-1326	200	1	machine	machine	NOUN
iogr-1326	200	2	learning	learn	VERB
iogr-1326	200	3	to	to	PART
iogr-1326	200	4	predict	predict	VERB
iogr-1326	200	5	building	build	VERB
iogr-1326	200	6	energy	energy	NOUN
iogr-1326	200	7	performance	performance	NOUN
iogr-1326	200	8	in	in	ADP
iogr-1326	200	9	different	different	ADJ
iogr-1326	200	10	climates	climate	NOUN
iogr-1326	200	11	.	.	PUNCT
iogr-1326	201	1	iop	iop	PROPN
iogr-1326	201	2	conference	conference	PROPN
iogr-1326	201	3	series	series	PROPN
iogr-1326	201	4	earth	earth	NOUN
iogr-1326	201	5	and	and	CCONJ
iogr-1326	201	6	environmental	environmental	ADJ
iogr-1326	201	7	science	science	NOUN
iogr-1326	201	8	1078(1	1078(1	NOUN
iogr-1326	201	9	):	):	PUNCT
iogr-1326	201	10	012137	012137	NUM
iogr-1326	201	11	.	.	PUNCT
iogr-1326	202	1	ayodele	ayodele	PROPN
iogr-1326	202	2	,	,	PUNCT
iogr-1326	202	3	b.	b.	PROPN
iogr-1326	202	4	v.	v.	PROPN
iogr-1326	202	5	,	,	PUNCT
iogr-1326	202	6	mustapa	mustapa	PROPN
iogr-1326	202	7	,	,	PUNCT
iogr-1326	202	8	s.	s.	PROPN
iogr-1326	202	9	i.	i.	PROPN
iogr-1326	202	10	,	,	PUNCT
iogr-1326	202	11	mohammad	mohammad	PROPN
iogr-1326	202	12	,	,	PUNCT
iogr-1326	202	13	n.	n.	PROPN
iogr-1326	202	14	,	,	PUNCT
iogr-1326	202	15	et	et	PROPN
iogr-1326	202	16	al	al	PROPN
iogr-1326	202	17	.	.	PROPN
iogr-1326	202	18	2021	2021	NUM
iogr-1326	202	19	.	.	PUNCT
iogr-1326	203	1	long	long	ADJ
iogr-1326	203	2	-	-	PUNCT
iogr-1326	203	3	term	term	NOUN
iogr-1326	203	4	energy	energy	NOUN
iogr-1326	203	5	demand	demand	NOUN
iogr-1326	203	6	in	in	ADP
iogr-1326	203	7	malaysia	malaysia	PROPN
iogr-1326	203	8	as	as	ADP
iogr-1326	203	9	a	a	DET
iogr-1326	203	10	function	function	NOUN
iogr-1326	203	11	of	of	ADP
iogr-1326	203	12	energy	energy	NOUN
iogr-1326	203	13	supply	supply	NOUN
iogr-1326	203	14	:	:	PUNCT
iogr-1326	203	15	a	a	DET
iogr-1326	203	16	comparative	comparative	ADJ
iogr-1326	203	17	analysis	analysis	NOUN
iogr-1326	203	18	of	of	ADP
iogr-1326	203	19	non	non	ADJ
iogr-1326	203	20	-	-	ADJ
iogr-1326	203	21	linear	linear	ADJ
iogr-1326	203	22	autoregressive	autoregressive	ADJ
iogr-1326	203	23	exogenous	exogenous	ADJ
iogr-1326	203	24	neural	neural	ADJ
iogr-1326	203	25	networks	network	NOUN
iogr-1326	203	26	and	and	CCONJ
iogr-1326	203	27	multiple	multiple	ADJ
iogr-1326	203	28	nonlinear	nonlinear	ADJ
iogr-1326	203	29	regression	regression	NOUN
iogr-1326	203	30	models	model	NOUN
iogr-1326	203	31	.	.	PUNCT
iogr-1326	204	1	energy	energy	NOUN
iogr-1326	204	2	strategy	strategy	NOUN
iogr-1326	204	3	reviews	review	VERB
iogr-1326	204	4	38(1	38(1	NOUN
iogr-1326	204	5	):	):	PUNCT
iogr-1326	204	6	100750	100750	NUM
iogr-1326	204	7	.	.	PUNCT
iogr-1326	205	1	bassey	bassey	PROPN
iogr-1326	205	2	,	,	PUNCT
iogr-1326	205	3	c.	c.	PROPN
iogr-1326	205	4	,	,	PUNCT
iogr-1326	205	5	oduneka	oduneka	PROPN
iogr-1326	205	6	,	,	PUNCT
iogr-1326	205	7	a.	a.	NOUN
iogr-1326	205	8	,	,	PUNCT
iogr-1326	205	9	and	and	CCONJ
iogr-1326	205	10	ikpe	ikpe	NOUN
iogr-1326	205	11	,	,	PUNCT
iogr-1326	205	12	i.	i.	NOUN
iogr-1326	205	13	2022	2022	NUM
iogr-1326	205	14	.	.	PUNCT
iogr-1326	206	1	electricity	electricity	NOUN
iogr-1326	206	2	consumption	consumption	NOUN
iogr-1326	206	3	and	and	CCONJ
iogr-1326	206	4	industrial	industrial	ADJ
iogr-1326	206	5	performance	performance	NOUN
iogr-1326	206	6	in	in	ADP
iogr-1326	206	7	nigeria	nigeria	PROPN
iogr-1326	206	8	.	.	PUNCT
iogr-1326	207	1	journal	journal	PROPN
iogr-1326	207	2	of	of	ADP
iogr-1326	207	3	economics	economic	NOUN
iogr-1326	207	4	and	and	CCONJ
iogr-1326	207	5	public	public	ADJ
iogr-1326	207	6	finance	finance	NOUN
iogr-1326	207	7	8(2	8(2	NUM
iogr-1326	207	8	):	):	PUNCT
iogr-1326	207	9	15	15	NUM
iogr-1326	207	10	-	-	SYM
iogr-1326	207	11	29	29	NUM
iogr-1326	207	12	.	.	PUNCT
iogr-1326	208	1	cai	cai	X
iogr-1326	208	2	,	,	PUNCT
iogr-1326	208	3	y.	y.	PROPN
iogr-1326	208	4	,	,	PUNCT
iogr-1326	208	5	ma	ma	PROPN
iogr-1326	208	6	,	,	PUNCT
iogr-1326	208	7	x.	x.	PROPN
iogr-1326	208	8	,	,	PUNCT
iogr-1326	208	9	wu	wu	PROPN
iogr-1326	208	10	,	,	PUNCT
iogr-1326	208	11	w.	w.	PROPN
iogr-1326	208	12	,	,	PUNCT
iogr-1326	208	13	et	et	PROPN
iogr-1326	208	14	al	al	PROPN
iogr-1326	208	15	.	.	PROPN
iogr-1326	208	16	2021	2021	NUM
iogr-1326	208	17	.	.	PUNCT
iogr-1326	209	1	forecasting	forecast	VERB
iogr-1326	209	2	natural	natural	ADJ
iogr-1326	209	3	gas	gas	NOUN
iogr-1326	209	4	consumption	consumption	NOUN
iogr-1326	209	5	in	in	ADP
iogr-1326	209	6	the	the	DET
iogr-1326	209	7	us	us	PROPN
iogr-1326	209	8	power	power	NOUN
iogr-1326	209	9	sector	sector	NOUN
iogr-1326	209	10	by	by	ADP
iogr-1326	209	11	a	a	DET
iogr-1326	209	12	randomly	randomly	ADV
iogr-1326	209	13	optimized	optimize	VERB
iogr-1326	209	14	fractional	fractional	ADJ
iogr-1326	209	15	grey	grey	NOUN
iogr-1326	209	16	system	system	NOUN
iogr-1326	209	17	model	model	NOUN
iogr-1326	209	18	.	.	PUNCT
iogr-1326	210	1	mathematical	mathematical	ADJ
iogr-1326	210	2	problems	problem	NOUN
iogr-1326	210	3	in	in	ADP
iogr-1326	210	4	engineering	engineering	NOUN
iogr-1326	210	5	2021(1	2021(1	NUM
iogr-1326	210	6	):	):	PUNCT
iogr-1326	210	7	1	1	NUM
iogr-1326	210	8	-	-	SYM
iogr-1326	210	9	11	11	NUM
iogr-1326	210	10	.	.	PUNCT
iogr-1326	211	1	delcroix	delcroix	PROPN
iogr-1326	211	2	,	,	PUNCT
iogr-1326	211	3	b.	b.	PROPN
iogr-1326	211	4	,	,	PUNCT
iogr-1326	211	5	ny	ny	PROPN
iogr-1326	211	6	,	,	PUNCT
iogr-1326	211	7	j.	j.	PROPN
iogr-1326	211	8	l.	l.	PROPN
iogr-1326	211	9	,	,	PUNCT
iogr-1326	211	10	bernier	bernier	NOUN
iogr-1326	211	11	,	,	PUNCT
iogr-1326	211	12	m.	m.	NOUN
iogr-1326	211	13	,	,	PUNCT
iogr-1326	211	14	et	et	PROPN
iogr-1326	211	15	al	al	PROPN
iogr-1326	211	16	.	.	PROPN
iogr-1326	211	17	2021	2021	NUM
iogr-1326	211	18	.	.	PUNCT
iogr-1326	212	1	autoregressive	autoregressive	ADJ
iogr-1326	212	2	neural	neural	ADJ
iogr-1326	212	3	networks	network	NOUN
iogr-1326	212	4	with	with	ADP
iogr-1326	212	5	exogenous	exogenous	ADJ
iogr-1326	212	6	variables	variable	NOUN
iogr-1326	212	7	for	for	ADP
iogr-1326	212	8	indoor	indoor	ADJ
iogr-1326	212	9	temperature	temperature	NOUN
iogr-1326	212	10	prediction	prediction	NOUN
iogr-1326	212	11	in	in	ADP
iogr-1326	212	12	buildings	building	NOUN
iogr-1326	212	13	.	.	PUNCT
iogr-1326	213	1	in	in	ADP
iogr-1326	213	2	building	build	VERB
iogr-1326	213	3	simulation	simulation	NOUN
iogr-1326	213	4	14	14	NUM
iogr-1326	213	5	:	:	PUNCT
iogr-1326	213	6	165	165	NUM
iogr-1326	213	7	-	-	SYM
iogr-1326	213	8	178	178	NUM
iogr-1326	213	9	.	.	PUNCT
iogr-1326	214	1	tsinghua	tsinghua	PROPN
iogr-1326	214	2	university	university	PROPN
iogr-1326	214	3	press	press	NOUN
iogr-1326	214	4	.	.	PUNCT
iogr-1326	215	1	diemuodeke	diemuodeke	ADJ
iogr-1326	215	2	,	,	PUNCT
iogr-1326	215	3	o.	o.	PROPN
iogr-1326	215	4	,	,	PUNCT
iogr-1326	215	5	mulugetta	mulugetta	PROPN
iogr-1326	215	6	,	,	PUNCT
iogr-1326	215	7	y.	y.	PROPN
iogr-1326	215	8	,	,	PUNCT
iogr-1326	215	9	njoku	njoku	PROPN
iogr-1326	215	10	,	,	PUNCT
iogr-1326	215	11	h.	h.	PROPN
iogr-1326	215	12	,	,	PUNCT
iogr-1326	215	13	et	et	PROPN
iogr-1326	215	14	al	al	PROPN
iogr-1326	215	15	.	.	PROPN
iogr-1326	215	16	2021	2021	NUM
iogr-1326	215	17	.	.	PUNCT
iogr-1326	216	1	solar	solar	ADJ
iogr-1326	216	2	pv	pv	NOUN
iogr-1326	216	3	electrification	electrification	NOUN
iogr-1326	216	4	in	in	ADP
iogr-1326	216	5	nigeria	nigeria	PROPN
iogr-1326	216	6	:	:	PUNCT
iogr-1326	216	7	current	current	ADJ
iogr-1326	216	8	status	status	NOUN
iogr-1326	216	9	and	and	CCONJ
iogr-1326	216	10	affordability	affordability	NOUN
iogr-1326	216	11	analysis	analysis	NOUN
iogr-1326	216	12	.	.	PUNCT
iogr-1326	217	1	journal	journal	PROPN
iogr-1326	217	2	of	of	ADP
iogr-1326	217	3	power	power	NOUN
iogr-1326	217	4	and	and	CCONJ
iogr-1326	217	5	energy	energy	NOUN
iogr-1326	217	6	engineering	engineering	NOUN
iogr-1326	217	7	09(5	09(5	NOUN
iogr-1326	217	8	):	):	PUNCT
iogr-1326	217	9	1	1	NUM
iogr-1326	217	10	-	-	SYM
iogr-1326	217	11	25	25	NUM
iogr-1326	217	12	.	.	PUNCT
iogr-1326	218	1	duhalt	duhalt	PROPN
iogr-1326	218	2	,	,	PUNCT
iogr-1326	218	3	a.	a.	NOUN
iogr-1326	218	4	2022	2022	NUM
iogr-1326	218	5	.	.	PUNCT
iogr-1326	219	1	development	development	NOUN
iogr-1326	219	2	of	of	ADP
iogr-1326	219	3	mexico	mexico	PROPN
iogr-1326	219	4	's	's	PART
iogr-1326	219	5	natural	natural	ADJ
iogr-1326	219	6	gas	gas	NOUN
iogr-1326	219	7	market	market	NOUN
iogr-1326	219	8	:	:	PUNCT
iogr-1326	219	9	a	a	DET
iogr-1326	219	10	review	review	NOUN
iogr-1326	219	11	of	of	ADP
iogr-1326	219	12	key	key	ADJ
iogr-1326	219	13	policies	policy	NOUN
iogr-1326	219	14	from	from	ADP
iogr-1326	219	15	1995	1995	NUM
iogr-1326	219	16	to	to	ADP
iogr-1326	219	17	2018	2018	NUM
iogr-1326	219	18	.	.	PUNCT
iogr-1326	220	1	latin	latin	ADJ
iogr-1326	220	2	american	american	ADJ
iogr-1326	220	3	policy	policy	NOUN
iogr-1326	220	4	13(1	13(1	NUM
iogr-1326	220	5	):	):	PUNCT
iogr-1326	220	6	173	173	NUM
iogr-1326	220	7	-	-	SYM
iogr-1326	220	8	188	188	NUM
iogr-1326	220	9	.	.	PUNCT
iogr-1326	221	1	ekwueme	ekwueme	NOUN
iogr-1326	221	2	,	,	PUNCT
iogr-1326	221	3	s.	s.	PROPN
iogr-1326	221	4	t.	t.	PROPN
iogr-1326	221	5	,	,	PUNCT
iogr-1326	221	6	izuwa	izuwa	PROPN
iogr-1326	221	7	,	,	PUNCT
iogr-1326	221	8	n.	n.	PROPN
iogr-1326	221	9	c.	c.	PROPN
iogr-1326	221	10	,	,	PUNCT
iogr-1326	221	11	obibuike	obibuike	INTJ
iogr-1326	221	12	,	,	PUNCT
iogr-1326	221	13	u.	u.	PROPN
iogr-1326	221	14	j.	j.	PROPN
iogr-1326	221	15	,	,	PUNCT
iogr-1326	221	16	et	et	PROPN
iogr-1326	221	17	al	al	PROPN
iogr-1326	221	18	.	.	PROPN
iogr-1326	221	19	2022	2022	NUM
iogr-1326	221	20	.	.	PUNCT
iogr-1326	222	1	development	development	NOUN
iogr-1326	222	2	of	of	ADP
iogr-1326	222	3	sustainable	sustainable	ADJ
iogr-1326	222	4	energy	energy	NOUN
iogr-1326	222	5	strategies	strategy	NOUN
iogr-1326	222	6	for	for	ADP
iogr-1326	222	7	nigeria	nigeria	PROPN
iogr-1326	222	8	's	's	PART
iogr-1326	222	9	power	power	NOUN
iogr-1326	222	10	sector	sector	NOUN
iogr-1326	222	11	.	.	PUNCT
iogr-1326	223	1	energy	energy	NOUN
iogr-1326	223	2	reports	report	VERB
iogr-1326	223	3	8(1	8(1	NOUN
iogr-1326	223	4	):	):	PUNCT
iogr-1326	223	5	512	512	NUM
iogr-1326	223	6	-	-	SYM
iogr-1326	223	7	523	523	NUM
iogr-1326	223	8	.	.	PUNCT
iogr-1326	224	1	endurance	endurance	NOUN
iogr-1326	224	2	,	,	PUNCT
iogr-1326	224	3	o.	o.	PROPN
iogr-1326	224	4	s.	s.	PROPN
iogr-1326	224	5	,	,	PUNCT
iogr-1326	224	6	fasakin	fasakin	ADV
iogr-1326	224	7	,	,	PUNCT
iogr-1326	224	8	j.	j.	PROPN
iogr-1326	224	9	o.	o.	PROPN
iogr-1326	224	10	,	,	PUNCT
iogr-1326	224	11	basorun	basorun	PROPN
iogr-1326	224	12	,	,	PUNCT
iogr-1326	224	13	j.	j.	PROPN
iogr-1326	224	14	,	,	PUNCT
iogr-1326	224	15	et	et	PROPN
iogr-1326	224	16	al	al	PROPN
iogr-1326	224	17	.	.	PROPN
iogr-1326	224	18	2021	2021	NUM
iogr-1326	224	19	.	.	PUNCT
iogr-1326	225	1	investigating	investigate	VERB
iogr-1326	225	2	conjunctive	conjunctive	ADJ
iogr-1326	225	3	household	household	NOUN
iogr-1326	225	4	electric	electric	ADJ
iogr-1326	225	5	power	power	NOUN
iogr-1326	225	6	supply	supply	NOUN
iogr-1326	225	7	in	in	ADP
iogr-1326	225	8	ado	ado	NOUN
iogr-1326	225	9	-	-	PUNCT
iogr-1326	225	10	ekiti	ekiti	PROPN
iogr-1326	225	11	,	,	PUNCT
iogr-1326	225	12	nigeria	nigeria	PROPN
iogr-1326	225	13	.	.	PUNCT
iogr-1326	226	1	are	be	AUX
iogr-1326	226	2	journal	journal	NOUN
iogr-1326	226	3	of	of	ADP
iogr-1326	226	4	electrical	electrical	ADJ
iogr-1326	226	5	and	and	CCONJ
iogr-1326	226	6	electronics	electronic	NOUN
iogr-1326	226	7	engineering	engineering	NOUN
iogr-1326	226	8	1(1	1(1	NUM
iogr-1326	226	9	):	):	PUNCT
iogr-1326	226	10	1	1	NUM
iogr-1326	226	11	-	-	SYM
iogr-1326	226	12	12	12	NUM
iogr-1326	226	13	.	.	PUNCT
iogr-1326	227	1	gulumbe	gulumbe	PROPN
iogr-1326	227	2	,	,	PUNCT
iogr-1326	227	3	s.	s.	PROPN
iogr-1326	227	4	u.	u.	PROPN
iogr-1326	227	5	,	,	PUNCT
iogr-1326	227	6	suleiman	suleiman	PROPN
iogr-1326	227	7	,	,	PUNCT
iogr-1326	227	8	s.	s.	PROPN
iogr-1326	227	9	,	,	PUNCT
iogr-1326	227	10	asare	asare	PROPN
iogr-1326	227	11	,	,	PUNCT
iogr-1326	227	12	b.	b.	PROPN
iogr-1326	227	13	k.	k.	PROPN
iogr-1326	227	14	,	,	PUNCT
iogr-1326	227	15	et	et	PROPN
iogr-1326	227	16	al	al	PROPN
iogr-1326	227	17	.	.	PROPN
iogr-1326	227	18	2016	2016	NUM
iogr-1326	227	19	.	.	PUNCT
iogr-1326	228	1	forecasting	forecast	VERB
iogr-1326	228	2	volatility	volatility	NOUN
iogr-1326	228	3	of	of	ADP
iogr-1326	228	4	nigerian	nigerian	ADJ
iogr-1326	228	5	crude	crude	ADJ
iogr-1326	228	6	price	price	NOUN
iogr-1326	228	7	using	use	VERB
iogr-1326	228	8	non	non	ADJ
iogr-1326	228	9	-	-	ADJ
iogr-1326	228	10	linear	linear	ADJ
iogr-1326	228	11	auto	auto	NOUN
iogr-1326	228	12	-	-	PUNCT
iogr-1326	228	13	regressive	regressive	ADJ
iogr-1326	228	14	with	with	ADP
iogr-1326	228	15	exogenous	exogenous	ADJ
iogr-1326	228	16	(	(	PUNCT
iogr-1326	228	17	narx	narx	NOUN
iogr-1326	228	18	)	)	PUNCT
iogr-1326	228	19	inputs	input	NOUN
iogr-1326	228	20	model	model	NOUN
iogr-1326	228	21	.	.	PUNCT
iogr-1326	229	1	imperial	imperial	ADJ
iogr-1326	229	2	journal	journal	PROPN
iogr-1326	229	3	of	of	ADP
iogr-1326	229	4	interdisciplinary	interdisciplinary	ADJ
iogr-1326	229	5	research	research	NOUN
iogr-1326	229	6	2(5	2(5	NOUN
iogr-1326	229	7	):	):	PUNCT
iogr-1326	229	8	434	434	NUM
iogr-1326	229	9	-	-	SYM
iogr-1326	229	10	438	438	NUM
iogr-1326	229	11	.	.	PUNCT
iogr-1326	230	1	hassan	hassan	PROPN
iogr-1326	230	2	,	,	PUNCT
iogr-1326	230	3	m.	m.	NOUN
iogr-1326	230	4	a.	a.	PROPN
iogr-1326	230	5	,	,	PUNCT
iogr-1326	230	6	bailek	bailek	NOUN
iogr-1326	230	7	,	,	PUNCT
iogr-1326	230	8	n.	n.	NOUN
iogr-1326	230	9	,	,	PUNCT
iogr-1326	230	10	bouchouicha	bouchouicha	PROPN
iogr-1326	230	11	,	,	PUNCT
iogr-1326	230	12	k.	k.	PROPN
iogr-1326	230	13	,	,	PUNCT
iogr-1326	230	14	et	et	PROPN
iogr-1326	230	15	al	al	PROPN
iogr-1326	230	16	.	.	PROPN
iogr-1326	230	17	2021	2021	NUM
iogr-1326	230	18	.	.	PUNCT
iogr-1326	231	1	ultra	ultra	ADJ
iogr-1326	231	2	-	-	ADJ
iogr-1326	231	3	short	short	ADJ
iogr-1326	231	4	-	-	PUNCT
iogr-1326	231	5	term	term	NOUN
iogr-1326	231	6	exogenous	exogenous	ADJ
iogr-1326	231	7	forecasting	forecasting	NOUN
iogr-1326	231	8	of	of	ADP
iogr-1326	231	9	photovoltaic	photovoltaic	NOUN
iogr-1326	231	10	power	power	NOUN
iogr-1326	231	11	production	production	NOUN
iogr-1326	231	12	using	use	VERB
iogr-1326	231	13	genetically	genetically	ADV
iogr-1326	231	14	optimized	optimize	VERB
iogr-1326	231	15	non	non	ADJ
iogr-1326	231	16	-	-	ADJ
iogr-1326	231	17	linear	linear	ADJ
iogr-1326	231	18	auto	auto	NOUN
iogr-1326	231	19	-	-	PUNCT
iogr-1326	231	20	regressive	regressive	ADJ
iogr-1326	231	21	recurrent	recurrent	ADJ
iogr-1326	231	22	neural	neural	ADJ
iogr-1326	231	23	networks	network	NOUN
iogr-1326	231	24	.	.	PUNCT
iogr-1326	232	1	renewable	renewable	ADJ
iogr-1326	232	2	energy	energy	NOUN
iogr-1326	232	3	171(1	171(1	NUM
iogr-1326	232	4	):	):	PUNCT
iogr-1326	232	5	191	191	NUM
iogr-1326	232	6	-	-	SYM
iogr-1326	232	7	209	209	NUM
iogr-1326	232	8	.	.	PUNCT
iogr-1326	233	1	hong	hong	PROPN
iogr-1326	233	2	,	,	PUNCT
iogr-1326	233	3	z.	z.	PROPN
iogr-1326	233	4	2023	2023	NUM
iogr-1326	233	5	.	.	PUNCT
iogr-1326	234	1	a	a	DET
iogr-1326	234	2	system	system	NOUN
iogr-1326	234	3	dynamic	dynamic	ADJ
iogr-1326	234	4	model	model	NOUN
iogr-1326	234	5	for	for	ADP
iogr-1326	234	6	natural	natural	ADJ
iogr-1326	234	7	gas	gas	NOUN
iogr-1326	234	8	safety	safety	NOUN
iogr-1326	234	9	supply	supply	NOUN
iogr-1326	234	10	and	and	CCONJ
iogr-1326	234	11	demand	demand	NOUN
iogr-1326	234	12	balance	balance	NOUN
iogr-1326	234	13	mechanism	mechanism	NOUN
iogr-1326	234	14	.	.	PUNCT
iogr-1326	235	1	energy	energy	NOUN
iogr-1326	235	2	science	science	PROPN
iogr-1326	235	3	&	&	CCONJ
iogr-1326	235	4	engineering	engineering	PROPN
iogr-1326	235	5	11(10	11(10	NUM
iogr-1326	235	6	):	):	PUNCT
iogr-1326	235	7	3768	3768	NUM
iogr-1326	235	8	-	-	SYM
iogr-1326	235	9	3779	3779	NUM
iogr-1326	235	10	.	.	PUNCT
iogr-1326	236	1	hurn	hurn	PROPN
iogr-1326	236	2	,	,	PUNCT
iogr-1326	236	3	s.	s.	PROPN
iogr-1326	236	4	,	,	PUNCT
iogr-1326	236	5	martin	martin	PROPN
iogr-1326	236	6	,	,	PUNCT
iogr-1326	236	7	v.	v.	ADV
iogr-1326	236	8	,	,	PUNCT
iogr-1326	236	9	and	and	CCONJ
iogr-1326	236	10	tian	tian	PROPN
iogr-1326	236	11	,	,	PUNCT
iogr-1326	236	12	j.	j.	PROPN
iogr-1326	236	13	2023	2023	NUM
iogr-1326	236	14	.	.	PUNCT
iogr-1326	237	1	modeling	model	VERB
iogr-1326	237	2	multi	multi	ADJ
iogr-1326	237	3	-	-	ADJ
iogr-1326	237	4	horizon	horizon	ADJ
iogr-1326	237	5	electricity	electricity	NOUN
iogr-1326	237	6	demand	demand	NOUN
iogr-1326	237	7	forecasts	forecast	NOUN
iogr-1326	237	8	in	in	ADP
iogr-1326	237	9	australia	australia	PROPN
iogr-1326	237	10	:	:	PUNCT
iogr-1326	237	11	a	a	DET
iogr-1326	237	12	comparison	comparison	NOUN
iogr-1326	237	13	of	of	ADP
iogr-1326	237	14	methods	method	NOUN
iogr-1326	237	15	.	.	PUNCT
iogr-1326	238	1	energy	energy	NOUN
iogr-1326	238	2	economics	economic	NOUN
iogr-1326	238	3	108(1	108(1	NUM
iogr-1326	238	4	):	):	PUNCT
iogr-1326	238	5	105883	105883	NUM
iogr-1326	238	6	.	.	PUNCT
iogr-1326	239	1	jawad	jawad	PROPN
iogr-1326	239	2	,	,	PUNCT
iogr-1326	239	3	m.	m.	NOUN
iogr-1326	239	4	,	,	PUNCT
iogr-1326	239	5	ali	ali	PROPN
iogr-1326	239	6	,	,	PUNCT
iogr-1326	239	7	s.	s.	PROPN
iogr-1326	239	8	m.	m.	PROPN
iogr-1326	239	9	,	,	PUNCT
iogr-1326	239	10	khan	khan	PROPN
iogr-1326	239	11	,	,	PUNCT
iogr-1326	239	12	b.	b.	PROPN
iogr-1326	239	13	,	,	PUNCT
iogr-1326	239	14	et	et	PROPN
iogr-1326	239	15	al	al	PROPN
iogr-1326	239	16	.	.	PROPN
iogr-1326	239	17	2018	2018	NUM
iogr-1326	239	18	.	.	PUNCT
iogr-1326	240	1	genetic	genetic	ADJ
iogr-1326	240	2	algorithm	algorithm	NOUN
iogr-1326	240	3	-	-	PUNCT
iogr-1326	240	4	based	base	VERB
iogr-1326	240	5	non	non	ADJ
iogr-1326	240	6	-	-	ADJ
iogr-1326	240	7	linear	linear	ADJ
iogr-1326	240	8	auto	auto	NOUN
iogr-1326	240	9	-	-	PUNCT
iogr-1326	240	10	regressive	regressive	ADJ
iogr-1326	240	11	with	with	ADP
iogr-1326	240	12	exogenous	exogenous	ADJ
iogr-1326	240	13	inputs	input	NOUN
iogr-1326	240	14	neural	neural	ADJ
iogr-1326	240	15	network	network	NOUN
iogr-1326	240	16	(	(	PUNCT
iogr-1326	240	17	ga	ga	NOUN
iogr-1326	240	18	-	-	PUNCT
iogr-1326	240	19	narx	narx	NOUN
iogr-1326	240	20	-	-	PUNCT
iogr-1326	240	21	nn	nn	NOUN
iogr-1326	240	22	)	)	PUNCT
iogr-1326	240	23	short	short	ADJ
iogr-1326	240	24	term	term	NOUN
iogr-1326	240	25	and	and	CCONJ
iogr-1326	240	26	medium	medium	ADJ
iogr-1326	240	27	-	-	PUNCT
iogr-1326	240	28	term	term	NOUN
iogr-1326	240	29	uncertainty	uncertainty	NOUN
iogr-1326	240	30	modelling	modelling	NOUN
iogr-1326	240	31	and	and	CCONJ
iogr-1326	240	32	prediction	prediction	NOUN
iogr-1326	240	33	for	for	ADP
iogr-1326	240	34	electrical	electrical	ADJ
iogr-1326	240	35	load	load	NOUN
iogr-1326	240	36	and	and	CCONJ
iogr-1326	240	37	wind	wind	NOUN
iogr-1326	240	38	speed	speed	NOUN
iogr-1326	240	39	.	.	PUNCT
iogr-1326	241	1	the	the	DET
iogr-1326	241	2	journal	journal	NOUN
iogr-1326	241	3	of	of	ADP
iogr-1326	241	4	engineering	engineer	VERB
iogr-1326	241	5	2018(8):1	2018(8):1	PROPN
iogr-1326	241	6	-	-	SYM
iogr-1326	241	7	15	15	NUM
iogr-1326	241	8	.	.	PUNCT
iogr-1326	242	1	kuzemko	kuzemko	PROPN
iogr-1326	242	2	,	,	PUNCT
iogr-1326	242	3	c.	c.	PROPN
iogr-1326	242	4	,	,	PUNCT
iogr-1326	242	5	bradshaw	bradshaw	PROPN
iogr-1326	242	6	,	,	PUNCT
iogr-1326	242	7	m.	m.	NOUN
iogr-1326	242	8	,	,	PUNCT
iogr-1326	242	9	bridge	bridge	PROPN
iogr-1326	242	10	,	,	PUNCT
iogr-1326	242	11	g.	g.	PROPN
iogr-1326	242	12	,	,	PUNCT
iogr-1326	242	13	et	et	PROPN
iogr-1326	242	14	al	al	PROPN
iogr-1326	242	15	.	.	PROPN
iogr-1326	242	16	2020	2020	NUM
iogr-1326	242	17	.	.	PUNCT
iogr-1326	243	1	covid-19	covid-19	PROPN
iogr-1326	243	2	and	and	CCONJ
iogr-1326	243	3	the	the	DET
iogr-1326	243	4	politics	politic	NOUN
iogr-1326	243	5	of	of	ADP
iogr-1326	243	6	sustainable	sustainable	ADJ
iogr-1326	243	7	energy	energy	NOUN
iogr-1326	243	8	transitions	transition	NOUN
iogr-1326	243	9	.	.	PUNCT
iogr-1326	244	1	energy	energy	NOUN
iogr-1326	244	2	research	research	PROPN
iogr-1326	244	3	&	&	CCONJ
iogr-1326	244	4	social	social	ADJ
iogr-1326	244	5	science	science	NOUN
iogr-1326	244	6	68	68	NUM
iogr-1326	244	7	:	:	SYM
iogr-1326	244	8	101685	101685	NUM
iogr-1326	244	9	.	.	PUNCT
iogr-1326	245	1	lehner	lehner	PROPN
iogr-1326	245	2	,	,	PUNCT
iogr-1326	245	3	m.	m.	NOUN
iogr-1326	245	4	,	,	PUNCT
iogr-1326	245	5	biegger	biegger	NOUN
iogr-1326	245	6	,	,	PUNCT
iogr-1326	245	7	p.	p.	NOUN
iogr-1326	245	8	,	,	PUNCT
iogr-1326	245	9	and	and	CCONJ
iogr-1326	245	10	medved	medve	VERB
iogr-1326	245	11	,	,	PUNCT
iogr-1326	245	12	a.	a.	NOUN
iogr-1326	245	13	2023	2023	NUM
iogr-1326	245	14	.	.	PUNCT
iogr-1326	246	1	power	power	NOUN
iogr-1326	246	2	-	-	PUNCT
iogr-1326	246	3	to	to	ADP
iogr-1326	246	4	-	-	PUNCT
iogr-1326	246	5	gas	gas	NOUN
iogr-1326	246	6	:	:	PUNCT
iogr-1326	246	7	the	the	DET
iogr-1326	246	8	role	role	NOUN
iogr-1326	246	9	of	of	ADP
iogr-1326	246	10	chemical	chemical	ADJ
iogr-1326	246	11	storage	storage	NOUN
iogr-1326	246	12	in	in	ADP
iogr-1326	246	13	an	an	DET
iogr-1326	246	14	energy	energy	NOUN
iogr-1326	246	15	system	system	NOUN
iogr-1326	246	16	with	with	ADP
iogr-1326	246	17	high	high	ADJ
iogr-1326	246	18	shares	share	NOUN
iogr-1326	246	19	of	of	ADP
iogr-1326	246	20	renewable	renewable	ADJ
iogr-1326	246	21	energy	energy	NOUN
iogr-1326	246	22	.	.	PUNCT
iogr-1326	247	1	thermal	thermal	ADJ
iogr-1326	247	2	science	science	NOUN
iogr-1326	247	3	and	and	CCONJ
iogr-1326	247	4	engineering	engineering	NOUN
iogr-1326	247	5	6(1):201	6(1):201	NUM
iogr-1326	247	6	-	-	SYM
iogr-1326	247	7	220	220	NUM
iogr-1326	247	8	.	.	PUNCT
iogr-1326	248	1	liu	liu	PROPN
iogr-1326	248	2	,	,	PUNCT
iogr-1326	248	3	h.	h.	PROPN
iogr-1326	248	4	,	,	PUNCT
iogr-1326	248	5	liu	liu	PROPN
iogr-1326	248	6	,	,	PUNCT
iogr-1326	248	7	y.	y.	PROPN
iogr-1326	248	8	,	,	PUNCT
iogr-1326	248	9	yang	yang	PROPN
iogr-1326	248	10	,	,	PUNCT
iogr-1326	248	11	j.	j.	PROPN
iogr-1326	248	12	,	,	PUNCT
iogr-1326	248	13	et	et	PROPN
iogr-1326	248	14	al	al	PROPN
iogr-1326	248	15	.	.	PROPN
iogr-1326	248	16	2023	2023	NUM
iogr-1326	248	17	.	.	PUNCT
iogr-1326	249	1	forecast	forecast	NOUN
iogr-1326	249	2	of	of	ADP
iogr-1326	249	3	natural	natural	ADJ
iogr-1326	249	4	gas	gas	NOUN
iogr-1326	249	5	consumption	consumption	NOUN
iogr-1326	249	6	in	in	ADP
iogr-1326	249	7	jiangsu	jiangsu	PROPN
iogr-1326	249	8	province	province	PROPN
iogr-1326	249	9	based	base	VERB
iogr-1326	249	10	on	on	ADP
iogr-1326	249	11	combination	combination	NOUN
iogr-1326	249	12	forecast	forecast	NOUN
iogr-1326	249	13	.	.	PUNCT
iogr-1326	250	1	paper	paper	NOUN
iogr-1326	250	2	presented	present	VERB
iogr-1326	250	3	at	at	ADP
iogr-1326	250	4	the	the	DET
iogr-1326	250	5	second	second	ADJ
iogr-1326	250	6	international	international	ADJ
iogr-1326	250	7	conference	conference	NOUN
iogr-1326	250	8	on	on	ADP
iogr-1326	250	9	electronic	electronic	ADJ
iogr-1326	250	10	information	information	NOUN
iogr-1326	250	11	engineering	engineering	NOUN
iogr-1326	250	12	,	,	PUNCT
iogr-1326	250	13	big	big	ADJ
iogr-1326	250	14	data	datum	NOUN
iogr-1326	250	15	,	,	PUNCT
iogr-1326	250	16	and	and	CCONJ
iogr-1326	250	17	computer	computer	NOUN
iogr-1326	250	18	technology	technology	NOUN
iogr-1326	250	19	,	,	PUNCT
iogr-1326	250	20	xishuangbanna	xishuangbanna	PROPN
iogr-1326	250	21	,	,	PUNCT
iogr-1326	250	22	china	china	PROPN
iogr-1326	250	23	,	,	PUNCT
iogr-1326	250	24	6	6	NUM
iogr-1326	250	25	-	-	SYM
iogr-1326	250	26	8	8	NUM
iogr-1326	250	27	january	january	NOUN
iogr-1326	250	28	.	.	PUNCT
iogr-1326	251	1	manowska	manowska	PROPN
iogr-1326	251	2	,	,	PUNCT
iogr-1326	251	3	a.	a.	PROPN
iogr-1326	251	4	,	,	PUNCT
iogr-1326	251	5	rybak	rybak	PROPN
iogr-1326	251	6	,	,	PUNCT
iogr-1326	251	7	a.	a.	NOUN
iogr-1326	251	8	,	,	PUNCT
iogr-1326	251	9	dylong	dylong	PROPN
iogr-1326	251	10	,	,	PUNCT
iogr-1326	251	11	a.	a.	NOUN
iogr-1326	251	12	,	,	PUNCT
iogr-1326	251	13	et	et	PROPN
iogr-1326	251	14	al	al	PROPN
iogr-1326	251	15	.	.	PROPN
iogr-1326	251	16	2021	2021	NUM
iogr-1326	251	17	.	.	PUNCT
iogr-1326	252	1	forecasting	forecasting	NOUN
iogr-1326	252	2	of	of	ADP
iogr-1326	252	3	natural	natural	ADJ
iogr-1326	252	4	gas	gas	NOUN
iogr-1326	252	5	consumption	consumption	NOUN
iogr-1326	252	6	in	in	ADP
iogr-1326	252	7	poland	poland	PROPN
iogr-1326	252	8	based	base	VERB
iogr-1326	252	9	on	on	ADP
iogr-1326	252	10	arimalstm	arimalstm	PROPN
iogr-1326	252	11	hybrid	hybrid	NOUN
iogr-1326	252	12	model	model	NOUN
iogr-1326	252	13	.	.	PUNCT
iogr-1326	253	1	energies	energy	NOUN
iogr-1326	253	2	14(24	14(24	NUM
iogr-1326	253	3	):	):	PUNCT
iogr-1326	253	4	8597	8597	NUM
iogr-1326	253	5	.	.	PUNCT
iogr-1326	254	1	improved	improve	VERB
iogr-1326	254	2	oil	oil	NOUN
iogr-1326	254	3	and	and	CCONJ
iogr-1326	254	4	gas	gas	NOUN
iogr-1326	254	5	recovery	recovery	NOUN
iogr-1326	254	6	16	16	NUM
iogr-1326	254	7	mohammad	mohammad	PROPN
iogr-1326	254	8	,	,	PUNCT
iogr-1326	254	9	n.	n.	PROPN
iogr-1326	254	10	,	,	PUNCT
iogr-1326	254	11	mohamad	mohamad	PROPN
iogr-1326	254	12	ishak	ishak	PROPN
iogr-1326	254	13	,	,	PUNCT
iogr-1326	254	14	w.	w.	PROPN
iogr-1326	254	15	w.	w.	PROPN
iogr-1326	254	16	,	,	PUNCT
iogr-1326	254	17	mustapa	mustapa	PROPN
iogr-1326	254	18	,	,	PUNCT
iogr-1326	254	19	s.	s.	PROPN
iogr-1326	254	20	i.	i.	PROPN
iogr-1326	254	21	,	,	PUNCT
iogr-1326	254	22	et	et	PROPN
iogr-1326	254	23	al	al	PROPN
iogr-1326	254	24	.	.	PROPN
iogr-1326	254	25	2021	2021	NUM
iogr-1326	254	26	.	.	PUNCT
iogr-1326	254	27	natural	natural	ADJ
iogr-1326	254	28	gas	gas	NOUN
iogr-1326	254	29	as	as	ADP
iogr-1326	254	30	a	a	DET
iogr-1326	254	31	key	key	ADJ
iogr-1326	254	32	alternative	alternative	ADJ
iogr-1326	254	33	energy	energy	NOUN
iogr-1326	254	34	source	source	NOUN
iogr-1326	254	35	in	in	ADP
iogr-1326	254	36	sustainable	sustainable	ADJ
iogr-1326	254	37	renewable	renewable	ADJ
iogr-1326	254	38	energy	energy	NOUN
iogr-1326	254	39	transition	transition	NOUN
iogr-1326	254	40	:	:	PUNCT
iogr-1326	254	41	a	a	DET
iogr-1326	254	42	mini	mini	ADJ
iogr-1326	254	43	review	review	NOUN
iogr-1326	254	44	.	.	PUNCT
iogr-1326	255	1	frontiers	frontier	NOUN
iogr-1326	255	2	in	in	ADP
iogr-1326	255	3	energy	energy	NOUN
iogr-1326	255	4	research	research	NOUN
iogr-1326	255	5	9(1	9(1	NUM
iogr-1326	255	6	):	):	PUNCT
iogr-1326	255	7	625023	625023	NUM
iogr-1326	255	8	.	.	PUNCT
iogr-1326	256	1	necesito	necesito	PROPN
iogr-1326	256	2	,	,	PUNCT
iogr-1326	256	3	i.	i.	PROPN
iogr-1326	256	4	v.	v.	PROPN
iogr-1326	256	5	,	,	PUNCT
iogr-1326	256	6	velasco	velasco	PROPN
iogr-1326	256	7	,	,	PUNCT
iogr-1326	256	8	j.	j.	PROPN
iogr-1326	256	9	m.	m.	PROPN
iogr-1326	256	10	s.	s.	PROPN
iogr-1326	256	11	,	,	PUNCT
iogr-1326	256	12	jung	jung	PROPN
iogr-1326	256	13	,	,	PUNCT
iogr-1326	256	14	j.	j.	PROPN
iogr-1326	256	15	,	,	PUNCT
iogr-1326	256	16	et	et	PROPN
iogr-1326	256	17	al	al	PROPN
iogr-1326	256	18	.	.	PROPN
iogr-1326	256	19	2022	2022	NUM
iogr-1326	256	20	.	.	PUNCT
iogr-1326	257	1	predicting	predict	VERB
iogr-1326	257	2	covid-19	covid-19	PROPN
iogr-1326	257	3	cases	case	NOUN
iogr-1326	257	4	in	in	ADP
iogr-1326	257	5	south	south	PROPN
iogr-1326	257	6	korea	korea	PROPN
iogr-1326	257	7	using	use	VERB
iogr-1326	257	8	stringency	stringency	NOUN
iogr-1326	257	9	and	and	CCONJ
iogr-1326	257	10	niño	niño	PROPN
iogr-1326	257	11	sea	sea	PROPN
iogr-1326	257	12	surface	surface	NOUN
iogr-1326	257	13	temperature	temperature	NOUN
iogr-1326	257	14	indices	index	NOUN
iogr-1326	257	15	.	.	PUNCT
iogr-1326	258	1	frontiers	frontier	NOUN
iogr-1326	258	2	in	in	ADP
iogr-1326	258	3	public	public	ADJ
iogr-1326	258	4	health	health	NOUN
iogr-1326	258	5	10(1	10(1	NUM
iogr-1326	258	6	):	):	PUNCT
iogr-1326	258	7	871354	871354	NUM
iogr-1326	258	8	.	.	PUNCT
iogr-1326	259	1	omidih	omidih	ADJ
iogr-1326	259	2	,	,	PUNCT
iogr-1326	259	3	l.	l.	NOUN
iogr-1326	259	4	and	and	CCONJ
iogr-1326	259	5	omotehinse	omotehinse	NOUN
iogr-1326	259	6	,	,	PUNCT
iogr-1326	259	7	s.	s.	PROPN
iogr-1326	259	8	2020	2020	NUM
iogr-1326	259	9	.	.	PUNCT
iogr-1326	260	1	analysis	analysis	NOUN
iogr-1326	260	2	of	of	ADP
iogr-1326	260	3	factors	factor	NOUN
iogr-1326	260	4	that	that	PRON
iogr-1326	260	5	influence	influence	VERB
iogr-1326	260	6	the	the	DET
iogr-1326	260	7	calorific	calorific	ADJ
iogr-1326	260	8	value	value	NOUN
iogr-1326	260	9	of	of	ADP
iogr-1326	260	10	mangrove	mangrove	ADJ
iogr-1326	260	11	wood	wood	NOUN
iogr-1326	260	12	for	for	ADP
iogr-1326	260	13	electricity	electricity	NOUN
iogr-1326	260	14	generation	generation	NOUN
iogr-1326	260	15	using	use	VERB
iogr-1326	260	16	split	split	NOUN
iogr-1326	260	17	-	-	PUNCT
iogr-1326	260	18	split	split	NOUN
iogr-1326	260	19	plot	plot	NOUN
iogr-1326	260	20	design	design	NOUN
iogr-1326	260	21	.	.	PUNCT
iogr-1326	261	1	nigerian	nigerian	ADJ
iogr-1326	261	2	journal	journal	PROPN
iogr-1326	261	3	of	of	ADP
iogr-1326	261	4	technology	technology	NOUN
iogr-1326	261	5	39(1	39(1	NUM
iogr-1326	261	6	):	):	PUNCT
iogr-1326	261	7	196	196	NUM
iogr-1326	261	8	-	-	SYM
iogr-1326	261	9	202	202	NUM
iogr-1326	261	10	.	.	PUNCT
iogr-1326	262	1	panapakidis	panapakidi	NOUN
iogr-1326	262	2	,	,	PUNCT
iogr-1326	262	3	i.	i.	PROPN
iogr-1326	262	4	p.	p.	PROPN
iogr-1326	262	5	,	,	PUNCT
iogr-1326	262	6	and	and	CCONJ
iogr-1326	262	7	dagoumas	dagouma	NOUN
iogr-1326	262	8	,	,	PUNCT
iogr-1326	262	9	a.	a.	NOUN
iogr-1326	262	10	s.	s.	PROPN
iogr-1326	262	11	2017	2017	NUM
iogr-1326	262	12	.	.	PUNCT
iogr-1326	263	1	day	day	NOUN
iogr-1326	263	2	-	-	PUNCT
iogr-1326	263	3	ahead	ahead	ADP
iogr-1326	263	4	natural	natural	ADJ
iogr-1326	263	5	gas	gas	NOUN
iogr-1326	263	6	demand	demand	NOUN
iogr-1326	263	7	forecasting	forecasting	NOUN
iogr-1326	263	8	based	base	VERB
iogr-1326	263	9	on	on	ADP
iogr-1326	263	10	the	the	DET
iogr-1326	263	11	combination	combination	NOUN
iogr-1326	263	12	of	of	ADP
iogr-1326	263	13	wavelet	wavelet	NOUN
iogr-1326	263	14	transform	transform	NOUN
iogr-1326	263	15	and	and	CCONJ
iogr-1326	263	16	anfis	anfi	VERB
iogr-1326	263	17	/	/	SYM
iogr-1326	263	18	genetic	genetic	ADJ
iogr-1326	263	19	algorithm	algorithm	NOUN
iogr-1326	263	20	/	/	SYM
iogr-1326	263	21	neural	neural	ADJ
iogr-1326	263	22	network	network	NOUN
iogr-1326	263	23	model	model	NOUN
iogr-1326	263	24	.	.	PUNCT
iogr-1326	264	1	energy	energy	NOUN
iogr-1326	264	2	118(1	118(1	NUM
iogr-1326	264	3	):	):	PUNCT
iogr-1326	264	4	231	231	NUM
iogr-1326	264	5	-	-	SYM
iogr-1326	264	6	245	245	NUM
iogr-1326	264	7	.	.	PUNCT
iogr-1326	265	1	petkovic	petkovic	ADJ
iogr-1326	265	2	,	,	PUNCT
iogr-1326	265	3	m.	m.	NOUN
iogr-1326	265	4	,	,	PUNCT
iogr-1326	265	5	koch	koch	PROPN
iogr-1326	265	6	,	,	PUNCT
iogr-1326	265	7	t.	t.	PROPN
iogr-1326	265	8	,	,	PUNCT
iogr-1326	265	9	and	and	CCONJ
iogr-1326	265	10	zittel	zittel	PROPN
iogr-1326	265	11	,	,	PUNCT
iogr-1326	265	12	j.	j.	PROPN
iogr-1326	265	13	2021	2021	NUM
iogr-1326	265	14	.	.	PUNCT
iogr-1326	266	1	deep	deep	ADJ
iogr-1326	266	2	learning	learning	NOUN
iogr-1326	266	3	for	for	ADP
iogr-1326	266	4	spatio	spatio	PROPN
iogr-1326	266	5	-	-	PUNCT
iogr-1326	266	6	temporal	temporal	ADJ
iogr-1326	266	7	supply	supply	NOUN
iogr-1326	266	8	and	and	CCONJ
iogr-1326	266	9	demand	demand	NOUN
iogr-1326	266	10	forecasting	forecasting	NOUN
iogr-1326	266	11	in	in	ADP
iogr-1326	266	12	natural	natural	ADJ
iogr-1326	266	13	gas	gas	NOUN
iogr-1326	266	14	transmission	transmission	NOUN
iogr-1326	266	15	networks	network	NOUN
iogr-1326	266	16	.	.	PUNCT
iogr-1326	267	1	energy	energy	NOUN
iogr-1326	267	2	science	science	PROPN
iogr-1326	267	3	&	&	CCONJ
iogr-1326	267	4	engineering	engineering	PROPN
iogr-1326	267	5	10(6	10(6	NUM
iogr-1326	267	6	):	):	PUNCT
iogr-1326	267	7	1812	1812	NUM
iogr-1326	267	8	-	-	SYM
iogr-1326	267	9	1825	1825	NUM
iogr-1326	267	10	.	.	PUNCT
iogr-1326	268	1	rahmoune	rahmoune	NOUN
iogr-1326	268	2	,	,	PUNCT
iogr-1326	268	3	m.	m.	PROPN
iogr-1326	268	4	b.	b.	PROPN
iogr-1326	268	5	,	,	PUNCT
iogr-1326	268	6	hafaifa	hafaifa	PROPN
iogr-1326	268	7	,	,	PUNCT
iogr-1326	268	8	a.	a.	NOUN
iogr-1326	268	9	,	,	PUNCT
iogr-1326	268	10	kouzou	kouzou	PROPN
iogr-1326	268	11	,	,	PUNCT
iogr-1326	268	12	a.	a.	PROPN
iogr-1326	268	13	,	,	PUNCT
iogr-1326	268	14	et	et	PROPN
iogr-1326	268	15	al	al	PROPN
iogr-1326	268	16	.	.	PROPN
iogr-1326	268	17	2021	2021	NUM
iogr-1326	268	18	.	.	PUNCT
iogr-1326	269	1	gas	gas	NOUN
iogr-1326	269	2	turbine	turbine	NOUN
iogr-1326	269	3	monitoring	monitoring	NOUN
iogr-1326	269	4	using	use	VERB
iogr-1326	269	5	neural	neural	ADJ
iogr-1326	269	6	network	network	NOUN
iogr-1326	269	7	dynamic	dynamic	ADJ
iogr-1326	269	8	nonlinear	nonlinear	NOUN
iogr-1326	269	9	autoregressive	autoregressive	ADJ
iogr-1326	269	10	with	with	ADP
iogr-1326	269	11	external	external	ADJ
iogr-1326	269	12	exogenous	exogenous	ADJ
iogr-1326	269	13	input	input	NOUN
iogr-1326	269	14	modelling	modelling	NOUN
iogr-1326	269	15	.	.	PUNCT
iogr-1326	270	1	mathematics	mathematic	NOUN
iogr-1326	270	2	and	and	CCONJ
iogr-1326	270	3	computers	computer	NOUN
iogr-1326	270	4	in	in	ADP
iogr-1326	270	5	simulation	simulation	NOUN
iogr-1326	270	6	179(1	179(1	NUM
iogr-1326	270	7	):	):	PUNCT
iogr-1326	270	8	23	23	NUM
iogr-1326	270	9	-	-	SYM
iogr-1326	270	10	47	47	NUM
iogr-1326	270	11	.	.	PUNCT
iogr-1326	271	1	sahed	sahe	VERB
iogr-1326	271	2	,	,	PUNCT
iogr-1326	271	3	a.	a.	NOUN
iogr-1326	271	4	,	,	PUNCT
iogr-1326	271	5	mekidiche	mekidiche	NOUN
iogr-1326	271	6	,	,	PUNCT
iogr-1326	271	7	m.	m.	NOUN
iogr-1326	271	8	,	,	PUNCT
iogr-1326	271	9	and	and	CCONJ
iogr-1326	271	10	kahoui	kahoui	PROPN
iogr-1326	271	11	,	,	PUNCT
iogr-1326	271	12	h.	h.	PROPN
iogr-1326	271	13	2020	2020	NUM
iogr-1326	271	14	.	.	PUNCT
iogr-1326	272	1	forecasting	forecast	VERB
iogr-1326	272	2	natural	natural	ADJ
iogr-1326	272	3	gas	gas	NOUN
iogr-1326	272	4	prices	price	NOUN
iogr-1326	272	5	using	use	VERB
iogr-1326	272	6	nonlinear	nonlinear	ADJ
iogr-1326	272	7	autoregressive	autoregressive	ADJ
iogr-1326	272	8	neural	neural	ADJ
iogr-1326	272	9	network	network	NOUN
iogr-1326	272	10	.	.	PUNCT
iogr-1326	273	1	ij	ij	PROPN
iogr-1326	273	2	mathematical	mathematical	ADJ
iogr-1326	273	3	sciences	sciences	PROPN
iogr-1326	273	4	and	and	CCONJ
iogr-1326	273	5	computing	compute	VERB
iogr-1326	273	6	5(1	5(1	NUM
iogr-1326	273	7	):	):	PUNCT
iogr-1326	273	8	37	37	NUM
iogr-1326	273	9	-	-	SYM
iogr-1326	273	10	46	46	NUM
iogr-1326	273	11	.	.	PUNCT
iogr-1326	274	1	sharma	sharma	PROPN
iogr-1326	274	2	,	,	PUNCT
iogr-1326	274	3	v.	v.	ADV
iogr-1326	274	4	,	,	PUNCT
iogr-1326	274	5	cali	cali	ADJ
iogr-1326	274	6	,	,	PUNCT
iogr-1326	274	7	ü.	ü.	NOUN
iogr-1326	274	8	,	,	PUNCT
iogr-1326	274	9	sardana	sardana	PROPN
iogr-1326	274	10	,	,	PUNCT
iogr-1326	274	11	b.	b.	PROPN
iogr-1326	274	12	,	,	PUNCT
iogr-1326	274	13	et	et	PROPN
iogr-1326	274	14	al	al	PROPN
iogr-1326	274	15	.	.	PROPN
iogr-1326	274	16	2021	2021	NUM
iogr-1326	274	17	.	.	PUNCT
iogr-1326	275	1	data	data	NOUN
iogr-1326	275	2	-	-	PUNCT
iogr-1326	275	3	driven	drive	VERB
iogr-1326	275	4	short	short	ADJ
iogr-1326	275	5	-	-	PUNCT
iogr-1326	275	6	term	term	NOUN
iogr-1326	275	7	natural	natural	ADJ
iogr-1326	275	8	gas	gas	NOUN
iogr-1326	275	9	demand	demand	NOUN
iogr-1326	275	10	forecasting	forecasting	NOUN
iogr-1326	275	11	with	with	ADP
iogr-1326	275	12	machine	machine	NOUN
iogr-1326	275	13	learning	learn	VERB
iogr-1326	275	14	techniques	technique	NOUN
iogr-1326	275	15	.	.	PUNCT
iogr-1326	276	1	journal	journal	PROPN
iogr-1326	276	2	of	of	ADP
iogr-1326	276	3	petroleum	petroleum	NOUN
iogr-1326	276	4	science	science	NOUN
iogr-1326	276	5	and	and	CCONJ
iogr-1326	276	6	engineering	engineering	NOUN
iogr-1326	276	7	206(1	206(1	NUM
iogr-1326	276	8	):	):	PUNCT
iogr-1326	276	9	108979	108979	NUM
iogr-1326	276	10	.	.	PUNCT
iogr-1326	277	1	sohail	sohail	PROPN
iogr-1326	277	2	,	,	PUNCT
iogr-1326	277	3	h.	h.	PROPN
iogr-1326	277	4	,	,	PUNCT
iogr-1326	277	5	li	li	PROPN
iogr-1326	277	6	,	,	PUNCT
iogr-1326	277	7	z.	z.	PROPN
iogr-1326	277	8	,	,	PUNCT
iogr-1326	277	9	murshed	murshed	ADJ
iogr-1326	277	10	,	,	PUNCT
iogr-1326	277	11	m.	m.	NOUN
iogr-1326	277	12	,	,	PUNCT
iogr-1326	277	13	et	et	PROPN
iogr-1326	277	14	al	al	PROPN
iogr-1326	277	15	.	.	PROPN
iogr-1326	277	16	2021	2021	NUM
iogr-1326	277	17	.	.	PUNCT
iogr-1326	278	1	an	an	DET
iogr-1326	278	2	analysis	analysis	NOUN
iogr-1326	278	3	of	of	ADP
iogr-1326	278	4	the	the	DET
iogr-1326	278	5	asymmetric	asymmetric	ADJ
iogr-1326	278	6	effects	effect	NOUN
iogr-1326	278	7	of	of	ADP
iogr-1326	278	8	natural	natural	ADJ
iogr-1326	278	9	gas	gas	NOUN
iogr-1326	278	10	consumption	consumption	NOUN
iogr-1326	278	11	on	on	ADP
iogr-1326	278	12	economic	economic	ADJ
iogr-1326	278	13	growth	growth	NOUN
iogr-1326	278	14	in	in	ADP
iogr-1326	278	15	pakistan	pakistan	PROPN
iogr-1326	278	16	:	:	PUNCT
iogr-1326	278	17	a	a	DET
iogr-1326	278	18	non	non	ADJ
iogr-1326	278	19	-	-	ADJ
iogr-1326	278	20	linear	linear	ADJ
iogr-1326	278	21	autoregressive	autoregressive	ADJ
iogr-1326	278	22	distributed	distribute	VERB
iogr-1326	278	23	lag	lag	NOUN
iogr-1326	278	24	approach	approach	NOUN
iogr-1326	278	25	.	.	PUNCT
iogr-1326	279	1	environmental	environmental	ADJ
iogr-1326	279	2	science	science	NOUN
iogr-1326	279	3	and	and	CCONJ
iogr-1326	279	4	pollution	pollution	NOUN
iogr-1326	279	5	research	research	NOUN
iogr-1326	279	6	29(4	29(4	NOUN
iogr-1326	279	7	):	):	PUNCT
iogr-1326	279	8	5687	5687	NUM
iogr-1326	279	9	-	-	SYM
iogr-1326	279	10	5702	5702	NUM
iogr-1326	279	11	.	.	PUNCT
iogr-1326	280	1	toren	toren	NOUN
iogr-1326	280	2	,	,	PUNCT
iogr-1326	280	3	b.	b.	PROPN
iogr-1326	280	4	2023	2023	NUM
iogr-1326	280	5	.	.	PUNCT
iogr-1326	281	1	comparison	comparison	NOUN
iogr-1326	281	2	of	of	ADP
iogr-1326	281	3	building	build	VERB
iogr-1326	281	4	energy	energy	NOUN
iogr-1326	281	5	performance	performance	NOUN
iogr-1326	281	6	in	in	ADP
iogr-1326	281	7	three	three	NUM
iogr-1326	281	8	urban	urban	ADJ
iogr-1326	281	9	sites	site	NOUN
iogr-1326	281	10	using	use	VERB
iogr-1326	281	11	field	field	NOUN
iogr-1326	281	12	measurements	measurement	NOUN
iogr-1326	281	13	and	and	CCONJ
iogr-1326	281	14	modelling	modelling	NOUN
iogr-1326	281	15	in	in	ADP
iogr-1326	281	16	kayseri	kayseri	PROPN
iogr-1326	281	17	,	,	PUNCT
iogr-1326	281	18	turkey	turkey	PROPN
iogr-1326	281	19	.	.	PUNCT
iogr-1326	282	1	journal	journal	PROPN
iogr-1326	282	2	of	of	ADP
iogr-1326	282	3	physics	physics	PROPN
iogr-1326	282	4	conference	conference	PROPN
iogr-1326	282	5	series	series	PROPN
iogr-1326	282	6	2600(3	2600(3	NUM
iogr-1326	282	7	):	):	PUNCT
iogr-1326	282	8	032007	032007	NUM
iogr-1326	282	9	.	.	PUNCT
iogr-1326	283	1	zaytsev	zaytsev	NOUN
iogr-1326	283	2	,	,	PUNCT
iogr-1326	283	3	a.	a.	PROPN
iogr-1326	283	4	,	,	PUNCT
iogr-1326	283	5	dmitriev	dmitriev	PROPN
iogr-1326	283	6	,	,	PUNCT
iogr-1326	283	7	n.	n.	NOUN
iogr-1326	283	8	,	,	PUNCT
iogr-1326	283	9	and	and	CCONJ
iogr-1326	283	10	sebbaggala	sebbaggala	NOUN
iogr-1326	283	11	,	,	PUNCT
iogr-1326	283	12	t.	t.	NOUN
iogr-1326	283	13	2022	2022	NUM
iogr-1326	283	14	.	.	PUNCT
iogr-1326	284	1	economic	economic	ADJ
iogr-1326	284	2	aspects	aspect	NOUN
iogr-1326	284	3	of	of	ADP
iogr-1326	284	4	green	green	ADJ
iogr-1326	284	5	energy	energy	NOUN
iogr-1326	284	6	development	development	NOUN
iogr-1326	284	7	in	in	ADP
iogr-1326	284	8	the	the	DET
iogr-1326	284	9	context	context	NOUN
iogr-1326	284	10	of	of	ADP
iogr-1326	284	11	maintaining	maintain	VERB
iogr-1326	284	12	strategic	strategic	ADJ
iogr-1326	284	13	sustainability	sustainability	NOUN
iogr-1326	284	14	and	and	CCONJ
iogr-1326	284	15	environmental	environmental	ADJ
iogr-1326	284	16	conservation	conservation	NOUN
iogr-1326	284	17	.	.	PUNCT
iogr-1326	285	1	iop	iop	PROPN
iogr-1326	285	2	conference	conference	PROPN
iogr-1326	285	3	series	series	PROPN
iogr-1326	285	4	earth	earth	NOUN
iogr-1326	285	5	and	and	CCONJ
iogr-1326	285	6	environmental	environmental	ADJ
iogr-1326	285	7	science	science	NOUN
iogr-1326	285	8	1111(1	1111(1	NUM
iogr-1326	285	9	):	):	PUNCT
iogr-1326	285	10	012080	012080	NUM
iogr-1326	285	11	.	.	PUNCT
iogr-1326	286	1	zhukovskiy	zhukovskiy	NOUN
iogr-1326	286	2	,	,	PUNCT
iogr-1326	286	3	y.	y.	PROPN
iogr-1326	286	4	,	,	PUNCT
iogr-1326	286	5	batueva	batueva	PROPN
iogr-1326	286	6	,	,	PUNCT
iogr-1326	286	7	d.	d.	PROPN
iogr-1326	286	8	,	,	PUNCT
iogr-1326	286	9	buldysko	buldysko	PROPN
iogr-1326	286	10	,	,	PUNCT
iogr-1326	286	11	a.	a.	NOUN
iogr-1326	286	12	,	,	PUNCT
iogr-1326	286	13	et	et	PROPN
iogr-1326	286	14	al	al	PROPN
iogr-1326	286	15	.	.	PROPN
iogr-1326	286	16	2021	2021	NUM
iogr-1326	286	17	.	.	PUNCT
iogr-1326	287	1	fossil	fossil	NOUN
iogr-1326	287	2	energy	energy	NOUN
iogr-1326	287	3	in	in	ADP
iogr-1326	287	4	the	the	DET
iogr-1326	287	5	framework	framework	NOUN
iogr-1326	287	6	of	of	ADP
iogr-1326	287	7	sustainable	sustainable	ADJ
iogr-1326	287	8	development	development	NOUN
iogr-1326	287	9	:	:	PUNCT
iogr-1326	287	10	analysis	analysis	NOUN
iogr-1326	287	11	of	of	ADP
iogr-1326	287	12	prospects	prospect	NOUN
iogr-1326	287	13	and	and	CCONJ
iogr-1326	287	14	development	development	NOUN
iogr-1326	287	15	of	of	ADP
iogr-1326	287	16	forecast	forecast	NOUN
iogr-1326	287	17	scenarios	scenario	NOUN
iogr-1326	287	18	.	.	PUNCT
iogr-1326	288	1	energies	energy	NOUN
iogr-1326	288	2	14(17	14(17	NUM
iogr-1326	288	3	):	):	PUNCT
iogr-1326	288	4	5268	5268	NUM
iogr-1326	288	5	.	.	PUNCT
iogr-1326	289	1	hussein	hussein	PROPN
iogr-1326	289	2	mohammed	mohammed	PROPN
iogr-1326	289	3	is	be	AUX
iogr-1326	289	4	a	a	DET
iogr-1326	289	5	petroleum	petroleum	NOUN
iogr-1326	289	6	engineer	engineer	NOUN
iogr-1326	289	7	and	and	CCONJ
iogr-1326	289	8	data	datum	NOUN
iogr-1326	289	9	analyst	analyst	NOUN
iogr-1326	289	10	based	base	VERB
iogr-1326	289	11	in	in	ADP
iogr-1326	289	12	port	port	NOUN
iogr-1326	289	13	harcourt	harcourt	PROPN
iogr-1326	289	14	,	,	PUNCT
iogr-1326	289	15	nigeria	nigeria	PROPN
iogr-1326	289	16	,	,	PUNCT
iogr-1326	289	17	and	and	CCONJ
iogr-1326	289	18	a	a	DET
iogr-1326	289	19	master	master	NOUN
iogr-1326	289	20	’s	’s	PART
iogr-1326	289	21	student	student	NOUN
iogr-1326	289	22	in	in	ADP
iogr-1326	289	23	the	the	DET
iogr-1326	289	24	department	department	NOUN
iogr-1326	289	25	of	of	ADP
iogr-1326	289	26	petroleum	petroleum	NOUN
iogr-1326	289	27	engineering	engineering	NOUN
iogr-1326	289	28	at	at	ADP
iogr-1326	289	29	the	the	DET
iogr-1326	289	30	federal	federal	ADJ
iogr-1326	289	31	university	university	PROPN
iogr-1326	289	32	of	of	ADP
iogr-1326	289	33	technology	technology	NOUN
iogr-1326	289	34	,	,	PUNCT
iogr-1326	289	35	owerri	owerri	PROPN
iogr-1326	289	36	.	.	PUNCT
iogr-1326	290	1	he	he	PRON
iogr-1326	290	2	has	have	VERB
iogr-1326	290	3	expertise	expertise	NOUN
iogr-1326	290	4	in	in	ADP
iogr-1326	290	5	subsea	subsea	NOUN
iogr-1326	290	6	engineering	engineering	NOUN
iogr-1326	290	7	,	,	PUNCT
iogr-1326	290	8	reservoir	reservoir	NOUN
iogr-1326	290	9	management	management	NOUN
iogr-1326	290	10	,	,	PUNCT
iogr-1326	290	11	project	project	NOUN
iogr-1326	290	12	management	management	NOUN
iogr-1326	290	13	,	,	PUNCT
iogr-1326	290	14	and	and	CCONJ
iogr-1326	290	15	process	process	NOUN
iogr-1326	290	16	safety	safety	NOUN
iogr-1326	290	17	management	management	NOUN
iogr-1326	290	18	.	.	PUNCT
iogr-1326	291	1	he	he	PRON
iogr-1326	291	2	holds	hold	VERB
iogr-1326	291	3	a	a	DET
iogr-1326	291	4	b.eng	b.eng	NOUN
iogr-1326	291	5	.	.	PUNCT
iogr-1326	292	1	in	in	ADP
iogr-1326	292	2	petroleum	petroleum	NOUN
iogr-1326	292	3	engineering	engineering	NOUN
iogr-1326	292	4	from	from	ADP
iogr-1326	292	5	abubakar	abubakar	PROPN
iogr-1326	292	6	tafawa	tafawa	PROPN
iogr-1326	292	7	balewa	balewa	PROPN
iogr-1326	292	8	university	university	PROPN
iogr-1326	292	9	,	,	PUNCT
iogr-1326	292	10	bauchi	bauchi	ADJ
iogr-1326	292	11	,	,	PUNCT
iogr-1326	292	12	and	and	CCONJ
iogr-1326	292	13	has	have	AUX
iogr-1326	292	14	contributed	contribute	VERB
iogr-1326	292	15	research	research	NOUN
iogr-1326	292	16	in	in	ADP
iogr-1326	292	17	enhanced	enhanced	ADJ
iogr-1326	292	18	oil	oil	NOUN
iogr-1326	292	19	recovery	recovery	NOUN
iogr-1326	292	20	and	and	CCONJ
iogr-1326	292	21	hydraulic	hydraulic	ADJ
iogr-1326	292	22	fracturing	fracturing	NOUN
iogr-1326	292	23	.	.	PUNCT
iogr-1326	293	1	his	his	PRON
iogr-1326	293	2	professional	professional	ADJ
iogr-1326	293	3	interests	interest	NOUN
iogr-1326	293	4	include	include	VERB
iogr-1326	293	5	subsea	subsea	NOUN
iogr-1326	293	6	engineering	engineering	NOUN
iogr-1326	293	7	,	,	PUNCT
iogr-1326	293	8	reservoir	reservoir	NOUN
iogr-1326	293	9	analysis	analysis	NOUN
iogr-1326	293	10	,	,	PUNCT
iogr-1326	293	11	hydraulic	hydraulic	ADJ
iogr-1326	293	12	fracturing	fracturing	NOUN
iogr-1326	293	13	,	,	PUNCT
iogr-1326	293	14	and	and	CCONJ
iogr-1326	293	15	the	the	DET
iogr-1326	293	16	development	development	NOUN
iogr-1326	293	17	of	of	ADP
iogr-1326	293	18	sustainable	sustainable	ADJ
iogr-1326	293	19	energy	energy	NOUN
iogr-1326	293	20	practices	practice	NOUN
iogr-1326	293	21	.	.	PUNCT
iogr-1326	294	1	christian	christian	PROPN
iogr-1326	294	2	emelu	emelu	PROPN
iogr-1326	294	3	okalla	okalla	PROPN
iogr-1326	294	4	,	,	PUNCT
iogr-1326	294	5	mspe	mspe	ADJ
iogr-1326	294	6	,	,	PUNCT
iogr-1326	294	7	mnse	mnse	NOUN
iogr-1326	294	8	,	,	PUNCT
iogr-1326	294	9	mcoren	mcoren	NOUN
iogr-1326	294	10	is	be	AUX
iogr-1326	294	11	a	a	DET
iogr-1326	294	12	technologist	technologist	NOUN
iogr-1326	294	13	and	and	CCONJ
iogr-1326	294	14	researcher	researcher	NOUN
iogr-1326	294	15	at	at	ADP
iogr-1326	294	16	the	the	DET
iogr-1326	294	17	department	department	NOUN
iogr-1326	294	18	of	of	ADP
iogr-1326	294	19	petroleum	petroleum	NOUN
iogr-1326	294	20	engineering	engineering	NOUN
iogr-1326	294	21	,	,	PUNCT
iogr-1326	294	22	federal	federal	ADJ
iogr-1326	294	23	university	university	PROPN
iogr-1326	294	24	of	of	ADP
iogr-1326	294	25	technology	technology	PROPN
iogr-1326	294	26	owerri	owerri	PROPN
iogr-1326	294	27	.	.	PUNCT
iogr-1326	295	1	he	he	PRON
iogr-1326	295	2	holds	hold	VERB
iogr-1326	295	3	both	both	CCONJ
iogr-1326	295	4	b.eng	b.eng	PROPN
iogr-1326	295	5	and	and	CCONJ
iogr-1326	295	6	m.eng	m.eng	PROPN
iogr-1326	295	7	in	in	ADP
iogr-1326	295	8	petroleum	petroleum	NOUN
iogr-1326	295	9	engineering	engineering	NOUN
iogr-1326	295	10	from	from	ADP
iogr-1326	295	11	the	the	DET
iogr-1326	295	12	federal	federal	ADJ
iogr-1326	295	13	university	university	PROPN
iogr-1326	295	14	of	of	ADP
iogr-1326	295	15	technology	technology	PROPN
iogr-1326	295	16	owerri	owerri	PROPN
iogr-1326	295	17	,	,	PUNCT
iogr-1326	295	18	imo	imo	PROPN
iogr-1326	295	19	state	state	PROPN
iogr-1326	295	20	,	,	PUNCT
iogr-1326	295	21	nigeria	nigeria	PROPN
iogr-1326	295	22	.	.	PUNCT
iogr-1326	296	1	his	his	PRON
iogr-1326	296	2	research	research	NOUN
iogr-1326	296	3	interests	interest	NOUN
iogr-1326	296	4	are	be	AUX
iogr-1326	296	5	in	in	ADP
iogr-1326	296	6	drilling	drilling	NOUN
iogr-1326	296	7	,	,	PUNCT
iogr-1326	296	8	production	production	NOUN
iogr-1326	296	9	,	,	PUNCT
iogr-1326	296	10	natural	natural	ADJ
iogr-1326	296	11	gas	gas	NOUN
iogr-1326	296	12	,	,	PUNCT
iogr-1326	296	13	reservoir	reservoir	NOUN
iogr-1326	296	14	simulation	simulation	NOUN
iogr-1326	296	15	.	.	PUNCT