id	sid	tid	token	lemma	pos
fuen-515	1	1	m.	m.	NOUN
fuen-515	1	2	abdoos	abdoo	VERB
fuen-515	1	3	et	et	PROPN
fuen-515	1	4	al	al	PROPN
fuen-515	1	5	.	.	PROPN
fuen-515	1	6	/future	/future	PROPN
fuen-515	2	1	energy	energy	PROPN
fuen-515	2	2	november	november	PROPN
fuen-515	2	3	2025|	2025|	NUM
fuen-515	2	4	volume	volume	NOUN
fuen-515	2	5	04	04	NUM
fuen-515	3	1	|	|	ADV
fuen-515	3	2	issue	issue	NOUN
fuen-515	3	3	04|	04|	ADP
fuen-515	3	4	pages	page	NOUN
fuen-515	3	5	22	22	NUM
fuen-515	3	6	-	-	SYM
fuen-515	3	7	30	30	NUM
fuen-515	3	8	22	22	NUM
fuen-515	3	9	article	article	NOUN
fuen-515	3	10	managing	manage	VERB
fuen-515	3	11	risk	risk	NOUN
fuen-515	3	12	and	and	CCONJ
fuen-515	3	13	volatility	volatility	NOUN
fuen-515	3	14	in	in	ADP
fuen-515	3	15	oil	oil	NOUN
fuen-515	3	16	-	-	PUNCT
fuen-515	3	17	dependent	dependent	ADJ
fuen-515	3	18	economies	economy	NOUN
fuen-515	3	19	:	:	PUNCT
fuen-515	3	20	the	the	DET
fuen-515	3	21	role	role	NOUN
fuen-515	3	22	of	of	ADP
fuen-515	3	23	advanced	advanced	ADJ
fuen-515	3	24	predictive	predictive	ADJ
fuen-515	3	25	analytics	analytic	NOUN
fuen-515	3	26	mahmood	mahmood	PROPN
fuen-515	3	27	abdoos	abdoo	NOUN
fuen-515	3	28	,	,	PUNCT
fuen-515	3	29	amirali	amirali	VERB
fuen-515	3	30	saifoddin	saifoddin	VERB
fuen-515	3	31	*	*	PROPN
fuen-515	3	32	,	,	PUNCT
fuen-515	3	33	hossein	hossein	PROPN
fuen-515	3	34	yousefi	yousefi	PROPN
fuen-515	3	35	,	,	PUNCT
fuen-515	3	36	sattar	sattar	PROPN
fuen-515	3	37	zavvari	zavvari	PROPN
fuen-515	3	38	,	,	PUNCT
fuen-515	3	39	ali	ali	PROPN
fuen-515	3	40	majnoon	majnoon	PROPN
fuen-515	3	41	school	school	NOUN
fuen-515	3	42	of	of	ADP
fuen-515	3	43	energy	energy	NOUN
fuen-515	3	44	engineering	engineering	NOUN
fuen-515	3	45	and	and	CCONJ
fuen-515	3	46	sustainable	sustainable	ADJ
fuen-515	3	47	resources	resource	NOUN
fuen-515	3	48	,	,	PUNCT
fuen-515	3	49	college	college	NOUN
fuen-515	3	50	of	of	ADP
fuen-515	3	51	interdisciplinary	interdisciplinary	ADJ
fuen-515	3	52	science	science	NOUN
fuen-515	3	53	and	and	CCONJ
fuen-515	3	54	technology	technology	NOUN
fuen-515	3	55	,	,	PUNCT
fuen-515	3	56	university	university	PROPN
fuen-515	3	57	of	of	ADP
fuen-515	3	58	tehran	tehran	PROPN
fuen-515	3	59	,	,	PUNCT
fuen-515	3	60	tehran	tehran	PROPN
fuen-515	3	61	,	,	PUNCT
fuen-515	3	62	iran	iran	PROPN
fuen-515	4	1	a	a	DET
fuen-515	4	2	r	r	NOUN
fuen-515	5	1	t	t	NOUN
fuen-515	6	1	i	i	PRON
fuen-515	6	2	c	c	NOUN
fuen-515	6	3	l	l	NOUN
fuen-515	6	4	e	e	NOUN
fuen-515	7	1	i	i	PRON
fuen-515	7	2	n	n	VERB
fuen-515	7	3	f	f	NOUN
fuen-515	7	4	o	o	NOUN
fuen-515	7	5	article	article	NOUN
fuen-515	7	6	history	history	NOUN
fuen-515	7	7	:	:	PUNCT
fuen-515	7	8	received	receive	VERB
fuen-515	7	9	15	15	NUM
fuen-515	7	10	july	july	PROPN
fuen-515	7	11	2025	2025	NUM
fuen-515	7	12	received	receive	VERB
fuen-515	7	13	in	in	ADP
fuen-515	7	14	revised	revise	VERB
fuen-515	7	15	form	form	NOUN
fuen-515	7	16	20	20	NUM
fuen-515	7	17	august	august	PROPN
fuen-515	7	18	2025	2025	NUM
fuen-515	7	19	accepted	accept	VERB
fuen-515	7	20	05	05	NUM
fuen-515	7	21	september	september	PROPN
fuen-515	7	22	2025	2025	NUM
fuen-515	7	23	keywords	keyword	NOUN
fuen-515	7	24	:	:	PUNCT
fuen-515	7	25	oil	oil	NOUN
fuen-515	7	26	price	price	NOUN
fuen-515	7	27	forecasting	forecasting	NOUN
fuen-515	7	28	,	,	PUNCT
fuen-515	7	29	neural	neural	ADJ
fuen-515	7	30	networks	network	NOUN
fuen-515	7	31	,	,	PUNCT
fuen-515	7	32	economic	economic	ADJ
fuen-515	7	33	policy	policy	NOUN
fuen-515	7	34	,	,	PUNCT
fuen-515	7	35	risk	risk	NOUN
fuen-515	7	36	management	management	NOUN
fuen-515	7	37	,	,	PUNCT
fuen-515	7	38	investment	investment	NOUN
fuen-515	7	39	strategies	strategy	NOUN
fuen-515	7	40	*	*	PUNCT
fuen-515	7	41	corresponding	correspond	VERB
fuen-515	7	42	author	author	NOUN
fuen-515	7	43	email	email	NOUN
fuen-515	7	44	address	address	NOUN
fuen-515	7	45	:	:	PUNCT
fuen-515	7	46	saifoddin@ut.ac.ir	saifoddin@ut.ac.ir	ADJ
fuen-515	7	47	doi	doi	NOUN
fuen-515	7	48	:	:	PUNCT
fuen-515	7	49	10.55670	10.55670	NUM
fuen-515	7	50	/	/	SYM
fuen-515	7	51	fpll.fuen.4.4.3	fpll.fuen.4.4.3	DET
fuen-515	7	52	a	a	DET
fuen-515	7	53	b	b	PROPN
fuen-515	7	54	s	s	ADP
fuen-515	7	55	t	t	PROPN
fuen-515	7	56	r	r	NOUN
fuen-515	7	57	a	a	DET
fuen-515	7	58	c	c	NOUN
fuen-515	7	59	t	t	NOUN
fuen-515	7	60	the	the	DET
fuen-515	7	61	forecasting	forecasting	NOUN
fuen-515	7	62	of	of	ADP
fuen-515	7	63	oil	oil	NOUN
fuen-515	7	64	production	production	NOUN
fuen-515	7	65	,	,	PUNCT
fuen-515	7	66	demand	demand	NOUN
fuen-515	7	67	,	,	PUNCT
fuen-515	7	68	and	and	CCONJ
fuen-515	7	69	prices	price	NOUN
fuen-515	7	70	holds	hold	VERB
fuen-515	7	71	critical	critical	ADJ
fuen-515	7	72	significance	significance	NOUN
fuen-515	7	73	for	for	ADP
fuen-515	7	74	global	global	ADJ
fuen-515	7	75	economic	economic	ADJ
fuen-515	7	76	stability	stability	NOUN
fuen-515	7	77	and	and	CCONJ
fuen-515	7	78	growth	growth	NOUN
fuen-515	7	79	.	.	PUNCT
fuen-515	8	1	oil	oil	NOUN
fuen-515	8	2	plays	play	VERB
fuen-515	8	3	a	a	DET
fuen-515	8	4	crucial	crucial	ADJ
fuen-515	8	5	role	role	NOUN
fuen-515	8	6	in	in	ADP
fuen-515	8	7	determining	determine	VERB
fuen-515	8	8	economic	economic	ADJ
fuen-515	8	9	performance	performance	NOUN
fuen-515	8	10	,	,	PUNCT
fuen-515	8	11	making	make	VERB
fuen-515	8	12	reliable	reliable	ADJ
fuen-515	8	13	price	price	NOUN
fuen-515	8	14	estimations	estimation	NOUN
fuen-515	8	15	essential	essential	ADJ
fuen-515	8	16	for	for	ADP
fuen-515	8	17	shaping	shape	VERB
fuen-515	8	18	public	public	ADJ
fuen-515	8	19	policy	policy	NOUN
fuen-515	8	20	and	and	CCONJ
fuen-515	8	21	guiding	guide	VERB
fuen-515	8	22	investment	investment	NOUN
fuen-515	8	23	decisions	decision	NOUN
fuen-515	8	24	.	.	PUNCT
fuen-515	9	1	in	in	ADP
fuen-515	9	2	this	this	DET
fuen-515	9	3	study	study	NOUN
fuen-515	9	4	,	,	PUNCT
fuen-515	9	5	advanced	advanced	ADJ
fuen-515	9	6	neural	neural	ADJ
fuen-515	9	7	network	network	NOUN
fuen-515	9	8	models	model	NOUN
fuen-515	9	9	were	be	AUX
fuen-515	9	10	employed	employ	VERB
fuen-515	9	11	to	to	PART
fuen-515	9	12	enhance	enhance	VERB
fuen-515	9	13	the	the	DET
fuen-515	9	14	accuracy	accuracy	NOUN
fuen-515	9	15	of	of	ADP
fuen-515	9	16	oil	oil	NOUN
fuen-515	9	17	market	market	NOUN
fuen-515	9	18	forecasts	forecast	NOUN
fuen-515	9	19	,	,	PUNCT
fuen-515	9	20	with	with	ADP
fuen-515	9	21	a	a	DET
fuen-515	9	22	particular	particular	ADJ
fuen-515	9	23	focus	focus	NOUN
fuen-515	9	24	on	on	ADP
fuen-515	9	25	their	their	PRON
fuen-515	9	26	economic	economic	ADJ
fuen-515	9	27	implications	implication	NOUN
fuen-515	9	28	.	.	PUNCT
fuen-515	10	1	using	use	VERB
fuen-515	10	2	pythonbased	pythonbase	VERB
fuen-515	10	3	implementations	implementation	NOUN
fuen-515	10	4	of	of	ADP
fuen-515	10	5	long	long	ADJ
fuen-515	10	6	short	short	ADJ
fuen-515	10	7	-	-	PUNCT
fuen-515	10	8	term	term	NOUN
fuen-515	10	9	memory	memory	NOUN
fuen-515	10	10	(	(	PUNCT
fuen-515	10	11	lstm	lstm	NOUN
fuen-515	10	12	)	)	PUNCT
fuen-515	10	13	,	,	PUNCT
fuen-515	10	14	radial	radial	ADJ
fuen-515	10	15	basis	basis	NOUN
fuen-515	10	16	function	function	NOUN
fuen-515	10	17	(	(	PUNCT
fuen-515	10	18	rbf	rbf	PROPN
fuen-515	10	19	)	)	PUNCT
fuen-515	10	20	,	,	PUNCT
fuen-515	10	21	and	and	CCONJ
fuen-515	10	22	multilayer	multilayer	ADJ
fuen-515	10	23	perceptron	perceptron	PROPN
fuen-515	10	24	(	(	PUNCT
fuen-515	10	25	mlp	mlp	NOUN
fuen-515	10	26	)	)	PUNCT
fuen-515	10	27	networks	network	NOUN
fuen-515	10	28	,	,	PUNCT
fuen-515	10	29	the	the	DET
fuen-515	10	30	research	research	NOUN
fuen-515	10	31	compares	compare	VERB
fuen-515	10	32	the	the	DET
fuen-515	10	33	effectiveness	effectiveness	NOUN
fuen-515	10	34	of	of	ADP
fuen-515	10	35	these	these	DET
fuen-515	10	36	approaches	approach	NOUN
fuen-515	10	37	in	in	ADP
fuen-515	10	38	crude	crude	ADJ
fuen-515	10	39	oil	oil	NOUN
fuen-515	10	40	price	price	NOUN
fuen-515	10	41	forecasting	forecasting	NOUN
fuen-515	10	42	.	.	PUNCT
fuen-515	11	1	the	the	DET
fuen-515	11	2	evaluation	evaluation	NOUN
fuen-515	11	3	of	of	ADP
fuen-515	11	4	model	model	NOUN
fuen-515	11	5	outputs	output	NOUN
fuen-515	11	6	using	use	VERB
fuen-515	11	7	technical	technical	ADJ
fuen-515	11	8	indicators	indicator	NOUN
fuen-515	11	9	revealed	reveal	VERB
fuen-515	11	10	that	that	SCONJ
fuen-515	11	11	the	the	DET
fuen-515	11	12	multilayer	multilayer	PROPN
fuen-515	11	13	perceptron	perceptron	PROPN
fuen-515	11	14	network	network	PROPN
fuen-515	11	15	yielded	yield	VERB
fuen-515	11	16	the	the	DET
fuen-515	11	17	best	good	ADJ
fuen-515	11	18	results	result	NOUN
fuen-515	11	19	.	.	PUNCT
fuen-515	12	1	during	during	ADP
fuen-515	12	2	training	training	NOUN
fuen-515	12	3	,	,	PUNCT
fuen-515	12	4	it	it	PRON
fuen-515	12	5	reached	reach	VERB
fuen-515	12	6	an	an	DET
fuen-515	12	7	average	average	ADJ
fuen-515	12	8	squared	square	VERB
fuen-515	12	9	error	error	NOUN
fuen-515	12	10	of	of	ADP
fuen-515	12	11	55.28	55.28	NUM
fuen-515	12	12	,	,	PUNCT
fuen-515	12	13	a	a	DET
fuen-515	12	14	root	root	NOUN
fuen-515	12	15	mean	mean	VERB
fuen-515	12	16	squared	square	VERB
fuen-515	12	17	error	error	NOUN
fuen-515	12	18	of	of	ADP
fuen-515	12	19	7.43	7.43	NUM
fuen-515	12	20	,	,	PUNCT
fuen-515	12	21	and	and	CCONJ
fuen-515	12	22	a	a	DET
fuen-515	12	23	mean	mean	ADJ
fuen-515	12	24	absolute	absolute	ADJ
fuen-515	12	25	error	error	NOUN
fuen-515	12	26	of	of	ADP
fuen-515	12	27	5.55	5.55	NUM
fuen-515	12	28	;	;	PUNCT
fuen-515	12	29	while	while	SCONJ
fuen-515	12	30	in	in	ADP
fuen-515	12	31	testing	testing	NOUN
fuen-515	12	32	,	,	PUNCT
fuen-515	12	33	the	the	DET
fuen-515	12	34	values	value	NOUN
fuen-515	12	35	were	be	AUX
fuen-515	12	36	116.01	116.01	NUM
fuen-515	12	37	,	,	PUNCT
fuen-515	12	38	12.96	12.96	NUM
fuen-515	12	39	,	,	PUNCT
fuen-515	12	40	and	and	CCONJ
fuen-515	12	41	10.73	10.73	NUM
fuen-515	12	42	,	,	PUNCT
fuen-515	12	43	respectively	respectively	ADV
fuen-515	12	44	.	.	PUNCT
fuen-515	13	1	overall	overall	ADV
fuen-515	13	2	,	,	PUNCT
fuen-515	13	3	the	the	DET
fuen-515	13	4	comparative	comparative	ADJ
fuen-515	13	5	analysis	analysis	NOUN
fuen-515	13	6	indicates	indicate	VERB
fuen-515	13	7	that	that	SCONJ
fuen-515	13	8	the	the	DET
fuen-515	13	9	multilayer	multilayer	PROPN
fuen-515	13	10	perceptron	perceptron	PROPN
fuen-515	13	11	consistently	consistently	ADV
fuen-515	13	12	surpassed	surpass	VERB
fuen-515	13	13	both	both	CCONJ
fuen-515	13	14	lstm	lstm	PROPN
fuen-515	13	15	and	and	CCONJ
fuen-515	13	16	rbf	rbf	PROPN
fuen-515	13	17	models	model	NOUN
fuen-515	13	18	in	in	ADP
fuen-515	13	19	minimizing	minimize	VERB
fuen-515	13	20	prediction	prediction	NOUN
fuen-515	13	21	errors	error	NOUN
fuen-515	13	22	.	.	PUNCT
fuen-515	14	1	the	the	DET
fuen-515	14	2	economic	economic	ADJ
fuen-515	14	3	relevance	relevance	NOUN
fuen-515	14	4	of	of	ADP
fuen-515	14	5	these	these	DET
fuen-515	14	6	findings	finding	NOUN
fuen-515	14	7	is	be	AUX
fuen-515	14	8	underscored	underscore	VERB
fuen-515	14	9	by	by	ADP
fuen-515	14	10	the	the	DET
fuen-515	14	11	model	model	NOUN
fuen-515	14	12	's	's	PART
fuen-515	14	13	potential	potential	NOUN
fuen-515	14	14	to	to	PART
fuen-515	14	15	enhance	enhance	VERB
fuen-515	14	16	decision	decision	NOUN
fuen-515	14	17	-	-	PUNCT
fuen-515	14	18	making	make	VERB
fuen-515	14	19	processes	process	NOUN
fuen-515	14	20	for	for	ADP
fuen-515	14	21	investors	investor	NOUN
fuen-515	14	22	,	,	PUNCT
fuen-515	14	23	policymakers	policymaker	NOUN
fuen-515	14	24	,	,	PUNCT
fuen-515	14	25	and	and	CCONJ
fuen-515	14	26	oil	oil	NOUN
fuen-515	14	27	producers	producer	NOUN
fuen-515	14	28	by	by	ADP
fuen-515	14	29	offering	offer	VERB
fuen-515	14	30	more	more	ADV
fuen-515	14	31	reliable	reliable	ADJ
fuen-515	14	32	forecasts	forecast	NOUN
fuen-515	14	33	.	.	PUNCT
fuen-515	15	1	by	by	ADP
fuen-515	15	2	improving	improve	VERB
fuen-515	15	3	accuracy	accuracy	NOUN
fuen-515	15	4	by	by	ADP
fuen-515	15	5	20	20	NUM
fuen-515	15	6	to	to	PART
fuen-515	15	7	30	30	NUM
fuen-515	15	8	percent	percent	NOUN
fuen-515	15	9	compared	compare	VERB
fuen-515	15	10	to	to	ADP
fuen-515	15	11	previous	previous	ADJ
fuen-515	15	12	studies	study	NOUN
fuen-515	15	13	,	,	PUNCT
fuen-515	15	14	this	this	DET
fuen-515	15	15	research	research	NOUN
fuen-515	15	16	provides	provide	VERB
fuen-515	15	17	valuable	valuable	ADJ
fuen-515	15	18	insights	insight	NOUN
fuen-515	15	19	into	into	ADP
fuen-515	15	20	optimizing	optimize	VERB
fuen-515	15	21	resource	resource	NOUN
fuen-515	15	22	allocation	allocation	NOUN
fuen-515	15	23	and	and	CCONJ
fuen-515	15	24	mitigating	mitigate	VERB
fuen-515	15	25	the	the	DET
fuen-515	15	26	economic	economic	ADJ
fuen-515	15	27	risks	risk	NOUN
fuen-515	15	28	associated	associate	VERB
fuen-515	15	29	with	with	ADP
fuen-515	15	30	oil	oil	NOUN
fuen-515	15	31	price	price	NOUN
fuen-515	15	32	volatility	volatility	NOUN
fuen-515	15	33	.	.	PUNCT
fuen-515	16	1	1	1	X
fuen-515	16	2	.	.	X
fuen-515	16	3	introduction	introduction	NOUN
fuen-515	16	4	the	the	DET
fuen-515	16	5	production	production	NOUN
fuen-515	16	6	of	of	ADP
fuen-515	16	7	oil	oil	NOUN
fuen-515	16	8	is	be	AUX
fuen-515	16	9	undoubtedly	undoubtedly	ADV
fuen-515	16	10	a	a	DET
fuen-515	16	11	critical	critical	ADJ
fuen-515	16	12	input	input	NOUN
fuen-515	16	13	.	.	PUNCT
fuen-515	17	1	all	all	DET
fuen-515	17	2	countries	country	NOUN
fuen-515	17	3	that	that	PRON
fuen-515	17	4	produce	produce	VERB
fuen-515	17	5	and	and	CCONJ
fuen-515	17	6	export	export	NOUN
fuen-515	17	7	oil	oil	NOUN
fuen-515	17	8	are	be	AUX
fuen-515	17	9	affected	affect	VERB
fuen-515	17	10	by	by	ADP
fuen-515	17	11	changes	change	NOUN
fuen-515	17	12	in	in	ADP
fuen-515	17	13	their	their	PRON
fuen-515	17	14	market	market	NOUN
fuen-515	17	15	indicators	indicator	NOUN
fuen-515	17	16	,	,	PUNCT
fuen-515	17	17	including	include	VERB
fuen-515	17	18	price	price	NOUN
fuen-515	17	19	fluctuations	fluctuation	NOUN
fuen-515	17	20	and	and	CCONJ
fuen-515	17	21	instability	instability	NOUN
fuen-515	17	22	.	.	PUNCT
fuen-515	18	1	additionally	additionally	ADV
fuen-515	18	2	,	,	PUNCT
fuen-515	18	3	crude	crude	ADJ
fuen-515	18	4	oil	oil	NOUN
fuen-515	18	5	market	market	NOUN
fuen-515	18	6	shocks	shock	NOUN
fuen-515	18	7	can	can	AUX
fuen-515	18	8	have	have	VERB
fuen-515	18	9	a	a	DET
fuen-515	18	10	profound	profound	ADJ
fuen-515	18	11	economic	economic	ADJ
fuen-515	18	12	impact	impact	NOUN
fuen-515	18	13	.	.	PUNCT
fuen-515	19	1	in	in	ADP
fuen-515	19	2	this	this	DET
fuen-515	19	3	regard	regard	NOUN
fuen-515	19	4	,	,	PUNCT
fuen-515	19	5	an	an	DET
fuen-515	19	6	increase	increase	NOUN
fuen-515	19	7	in	in	ADP
fuen-515	19	8	crude	crude	ADJ
fuen-515	19	9	oil	oil	NOUN
fuen-515	19	10	prices	price	NOUN
fuen-515	19	11	,	,	PUNCT
fuen-515	19	12	for	for	ADP
fuen-515	19	13	example	example	NOUN
fuen-515	19	14	,	,	PUNCT
fuen-515	19	15	results	result	VERB
fuen-515	19	16	in	in	ADP
fuen-515	19	17	a	a	DET
fuen-515	19	18	decrease	decrease	NOUN
fuen-515	19	19	in	in	ADP
fuen-515	19	20	energy	energy	NOUN
fuen-515	19	21	demand	demand	NOUN
fuen-515	19	22	and	and	CCONJ
fuen-515	19	23	,	,	PUNCT
fuen-515	19	24	consequently	consequently	ADV
fuen-515	19	25	,	,	PUNCT
fuen-515	19	26	a	a	DET
fuen-515	19	27	decrease	decrease	NOUN
fuen-515	19	28	in	in	ADP
fuen-515	19	29	capital	capital	NOUN
fuen-515	19	30	productivity	productivity	NOUN
fuen-515	19	31	.	.	PUNCT
fuen-515	20	1	an	an	DET
fuen-515	20	2	event	event	NOUN
fuen-515	20	3	that	that	PRON
fuen-515	20	4	will	will	AUX
fuen-515	20	5	increase	increase	VERB
fuen-515	20	6	unemployment	unemployment	NOUN
fuen-515	20	7	,	,	PUNCT
fuen-515	20	8	assuming	assume	VERB
fuen-515	20	9	nominal	nominal	ADJ
fuen-515	20	10	wages	wage	NOUN
fuen-515	20	11	remain	remain	VERB
fuen-515	20	12	stable	stable	ADJ
fuen-515	20	13	.	.	PUNCT
fuen-515	21	1	oil	oil	NOUN
fuen-515	21	2	shocks	shock	NOUN
fuen-515	21	3	have	have	VERB
fuen-515	21	4	numerous	numerous	ADJ
fuen-515	21	5	and	and	CCONJ
fuen-515	21	6	widespread	widespread	ADJ
fuen-515	21	7	consequences	consequence	NOUN
fuen-515	21	8	.	.	PUNCT
fuen-515	22	1	several	several	ADJ
fuen-515	22	2	studies	study	NOUN
fuen-515	22	3	on	on	ADP
fuen-515	22	4	oil	oil	NOUN
fuen-515	22	5	prices	price	NOUN
fuen-515	22	6	and	and	CCONJ
fuen-515	22	7	demand	demand	NOUN
fuen-515	22	8	are	be	AUX
fuen-515	22	9	cited	cite	VERB
fuen-515	22	10	in	in	ADP
fuen-515	22	11	the	the	DET
fuen-515	22	12	background	background	NOUN
fuen-515	22	13	of	of	ADP
fuen-515	22	14	the	the	DET
fuen-515	22	15	research	research	NOUN
fuen-515	22	16	.	.	PUNCT
fuen-515	23	1	furthermore	furthermore	ADV
fuen-515	23	2	,	,	PUNCT
fuen-515	23	3	the	the	DET
fuen-515	23	4	oil	oil	NOUN
fuen-515	23	5	market	market	NOUN
fuen-515	23	6	has	have	AUX
fuen-515	23	7	always	always	ADV
fuen-515	23	8	been	be	AUX
fuen-515	23	9	a	a	DET
fuen-515	23	10	volatile	volatile	ADJ
fuen-515	23	11	market	market	NOUN
fuen-515	23	12	characterized	characterize	VERB
fuen-515	23	13	by	by	ADP
fuen-515	23	14	unpredictable	unpredictable	ADJ
fuen-515	23	15	events	event	NOUN
fuen-515	23	16	.	.	PUNCT
fuen-515	24	1	an	an	DET
fuen-515	24	2	examination	examination	NOUN
fuen-515	24	3	of	of	ADP
fuen-515	24	4	the	the	DET
fuen-515	24	5	recent	recent	ADJ
fuen-515	24	6	changes	change	NOUN
fuen-515	24	7	in	in	ADP
fuen-515	24	8	oil	oil	NOUN
fuen-515	24	9	prices	price	NOUN
fuen-515	24	10	and	and	CCONJ
fuen-515	24	11	several	several	ADJ
fuen-515	24	12	major	major	ADJ
fuen-515	24	13	oil	oil	NOUN
fuen-515	24	14	shocks	shock	NOUN
fuen-515	24	15	proves	prove	VERB
fuen-515	24	16	this	this	DET
fuen-515	24	17	fact	fact	NOUN
fuen-515	24	18	.	.	PUNCT
fuen-515	25	1	this	this	PRON
fuen-515	25	2	not	not	PART
fuen-515	25	3	only	only	ADV
fuen-515	25	4	motivates	motivate	VERB
fuen-515	25	5	researchers	researcher	NOUN
fuen-515	25	6	to	to	PART
fuen-515	25	7	conduct	conduct	VERB
fuen-515	25	8	research	research	NOUN
fuen-515	25	9	in	in	ADP
fuen-515	25	10	this	this	DET
fuen-515	25	11	field	field	NOUN
fuen-515	25	12	but	but	CCONJ
fuen-515	25	13	has	have	AUX
fuen-515	25	14	also	also	ADV
fuen-515	25	15	served	serve	VERB
fuen-515	25	16	as	as	ADP
fuen-515	25	17	a	a	DET
fuen-515	25	18	platform	platform	NOUN
fuen-515	25	19	for	for	ADP
fuen-515	25	20	innovative	innovative	ADJ
fuen-515	25	21	efforts	effort	NOUN
fuen-515	25	22	and	and	CCONJ
fuen-515	25	23	new	new	ADJ
fuen-515	25	24	models	model	NOUN
fuen-515	25	25	,	,	PUNCT
fuen-515	25	26	as	as	SCONJ
fuen-515	25	27	evidenced	evidence	VERB
fuen-515	25	28	by	by	ADP
fuen-515	25	29	its	its	PRON
fuen-515	25	30	substantial	substantial	ADJ
fuen-515	25	31	research	research	NOUN
fuen-515	25	32	output	output	NOUN
fuen-515	25	33	.	.	PUNCT
fuen-515	26	1	economic	economic	ADJ
fuen-515	26	2	enterprises	enterprise	NOUN
fuen-515	26	3	and	and	CCONJ
fuen-515	26	4	governments	government	NOUN
fuen-515	26	5	have	have	VERB
fuen-515	26	6	a	a	DET
fuen-515	26	7	great	great	ADJ
fuen-515	26	8	deal	deal	NOUN
fuen-515	26	9	of	of	ADP
fuen-515	26	10	interest	interest	NOUN
fuen-515	26	11	in	in	ADP
fuen-515	26	12	accurately	accurately	ADV
fuen-515	26	13	forecasting	forecast	VERB
fuen-515	26	14	oil	oil	NOUN
fuen-515	26	15	market	market	NOUN
fuen-515	26	16	indicators	indicator	NOUN
fuen-515	26	17	[	[	X
fuen-515	26	18	1	1	NUM
fuen-515	26	19	]	]	PUNCT
fuen-515	26	20	.	.	PUNCT
fuen-515	27	1	oil	oil	NOUN
fuen-515	27	2	price	price	NOUN
fuen-515	27	3	changes	change	NOUN
fuen-515	27	4	,	,	PUNCT
fuen-515	27	5	like	like	ADP
fuen-515	27	6	other	other	ADJ
fuen-515	27	7	assets	asset	NOUN
fuen-515	27	8	,	,	PUNCT
fuen-515	27	9	are	be	AUX
fuen-515	27	10	based	base	VERB
fuen-515	27	11	on	on	ADP
fuen-515	27	12	efficient	efficient	ADJ
fuen-515	27	13	markets	market	NOUN
fuen-515	27	14	.	.	PUNCT
fuen-515	28	1	for	for	ADP
fuen-515	28	2	this	this	DET
fuen-515	28	3	reason	reason	NOUN
fuen-515	28	4	,	,	PUNCT
fuen-515	28	5	the	the	DET
fuen-515	28	6	price	price	NOUN
fuen-515	28	7	for	for	ADP
fuen-515	28	8	the	the	DET
fuen-515	28	9	previous	previous	ADJ
fuen-515	28	10	period	period	NOUN
fuen-515	28	11	will	will	AUX
fuen-515	28	12	be	be	AUX
fuen-515	28	13	predicted	predict	VERB
fuen-515	28	14	.	.	PUNCT
fuen-515	29	1	the	the	DET
fuen-515	29	2	changes	change	NOUN
fuen-515	29	3	can	can	AUX
fuen-515	29	4	estimate	estimate	VERB
fuen-515	29	5	price	price	NOUN
fuen-515	29	6	fluctuations	fluctuation	NOUN
fuen-515	29	7	in	in	ADP
fuen-515	29	8	the	the	DET
fuen-515	29	9	following	following	ADJ
fuen-515	29	10	periods	period	NOUN
fuen-515	29	11	.	.	PUNCT
fuen-515	30	1	for	for	ADP
fuen-515	30	2	this	this	DET
fuen-515	30	3	reason	reason	NOUN
fuen-515	30	4	,	,	PUNCT
fuen-515	30	5	forecasting	forecasting	NOUN
fuen-515	30	6	takes	take	VERB
fuen-515	30	7	a	a	DET
fuen-515	30	8	significant	significant	ADJ
fuen-515	30	9	share	share	NOUN
fuen-515	30	10	of	of	ADP
fuen-515	30	11	oil	oil	NOUN
fuen-515	30	12	financial	financial	ADJ
fuen-515	30	13	market	market	NOUN
fuen-515	30	14	studies	study	NOUN
fuen-515	30	15	.	.	PUNCT
fuen-515	31	1	in	in	ADP
fuen-515	31	2	most	most	ADJ
fuen-515	31	3	countries	country	NOUN
fuen-515	31	4	,	,	PUNCT
fuen-515	31	5	the	the	DET
fuen-515	31	6	stability	stability	NOUN
fuen-515	31	7	of	of	ADP
fuen-515	31	8	crude	crude	ADJ
fuen-515	31	9	oil	oil	NOUN
fuen-515	31	10	prices	price	NOUN
fuen-515	31	11	plays	play	VERB
fuen-515	31	12	an	an	DET
fuen-515	31	13	essential	essential	ADJ
fuen-515	31	14	role	role	NOUN
fuen-515	31	15	in	in	ADP
fuen-515	31	16	their	their	PRON
fuen-515	31	17	national	national	ADJ
fuen-515	31	18	security	security	NOUN
fuen-515	31	19	and	and	CCONJ
fuen-515	31	20	economic	economic	ADJ
fuen-515	31	21	development	development	NOUN
fuen-515	31	22	.	.	PUNCT
fuen-515	32	1	research	research	NOUN
fuen-515	32	2	on	on	ADP
fuen-515	32	3	predicting	predict	VERB
fuen-515	32	4	petroleum	petroleum	NOUN
fuen-515	32	5	prices	price	NOUN
fuen-515	32	6	using	use	VERB
fuen-515	32	7	neural	neural	ADJ
fuen-515	32	8	networks	network	NOUN
fuen-515	32	9	has	have	AUX
fuen-515	32	10	led	lead	VERB
fuen-515	32	11	to	to	ADP
fuen-515	32	12	the	the	DET
fuen-515	32	13	development	development	NOUN
fuen-515	32	14	of	of	ADP
fuen-515	32	15	several	several	ADJ
fuen-515	32	16	methodologies	methodology	NOUN
fuen-515	32	17	and	and	CCONJ
fuen-515	32	18	strategies	strategy	NOUN
fuen-515	32	19	for	for	ADP
fuen-515	32	20	analyzing	analyze	VERB
fuen-515	32	21	different	different	ADJ
fuen-515	32	22	crude	crude	ADJ
fuen-515	32	23	oil	oil	NOUN
fuen-515	32	24	price	price	NOUN
fuen-515	32	25	data	datum	NOUN
fuen-515	32	26	forms	form	NOUN
fuen-515	32	27	.	.	PUNCT
fuen-515	33	1	research	research	NOUN
fuen-515	33	2	has	have	AUX
fuen-515	33	3	shown	show	VERB
fuen-515	33	4	the	the	DET
fuen-515	33	5	significance	significance	NOUN
fuen-515	33	6	of	of	ADP
fuen-515	33	7	crude	crude	ADJ
fuen-515	33	8	oil	oil	NOUN
fuen-515	33	9	pricing	pricing	NOUN
fuen-515	33	10	and	and	CCONJ
fuen-515	33	11	its	its	PRON
fuen-515	33	12	influence	influence	NOUN
fuen-515	33	13	on	on	ADP
fuen-515	33	14	corporate	corporate	ADJ
fuen-515	33	15	operations	operation	NOUN
fuen-515	33	16	.	.	PUNCT
fuen-515	34	1	international	international	ADJ
fuen-515	34	2	trade	trade	NOUN
fuen-515	34	3	,	,	PUNCT
fuen-515	34	4	global	global	ADJ
fuen-515	34	5	commerce	commerce	PROPN
fuen-515	34	6	,	,	PUNCT
fuen-515	34	7	and	and	CCONJ
fuen-515	34	8	macroeconomic	macroeconomic	ADJ
fuen-515	34	9	policy	policy	NOUN
fuen-515	34	10	[	[	X
fuen-515	34	11	2	2	NUM
fuen-515	34	12	]	]	PUNCT
fuen-515	34	13	.	.	PUNCT
fuen-515	35	1	additionally	additionally	ADV
fuen-515	35	2	,	,	PUNCT
fuen-515	35	3	artificial	artificial	ADJ
fuen-515	35	4	intelligence	intelligence	NOUN
fuen-515	35	5	techniques	technique	NOUN
fuen-515	35	6	are	be	AUX
fuen-515	35	7	being	be	AUX
fuen-515	35	8	applied	apply	VERB
fuen-515	35	9	to	to	ADP
fuen-515	35	10	many	many	ADJ
fuen-515	35	11	research	research	NOUN
fuen-515	35	12	projects	project	NOUN
fuen-515	35	13	.	.	PUNCT
fuen-515	36	1	researchers	researcher	NOUN
fuen-515	36	2	are	be	AUX
fuen-515	36	3	continually	continually	ADV
fuen-515	36	4	exploring	explore	VERB
fuen-515	36	5	neural	neural	ADJ
fuen-515	36	6	network	network	NOUN
fuen-515	36	7	-	-	PUNCT
fuen-515	36	8	based	base	VERB
fuen-515	36	9	approaches	approach	NOUN
fuen-515	36	10	to	to	ADP
fuen-515	36	11	forecasting	forecast	VERB
fuen-515	36	12	crude	crude	ADJ
fuen-515	36	13	oil	oil	NOUN
fuen-515	36	14	prices	price	NOUN
fuen-515	36	15	.	.	PUNCT
fuen-515	37	1	the	the	DET
fuen-515	37	2	two	two	NUM
fuen-515	37	3	main	main	ADJ
fuen-515	37	4	directions	direction	NOUN
fuen-515	37	5	are	be	AUX
fuen-515	37	6	as	as	ADP
fuen-515	37	7	future	future	ADJ
fuen-515	37	8	energy	energy	NOUN
fuen-515	37	9	open	open	ADJ
fuen-515	37	10	access	access	NOUN
fuen-515	37	11	journal	journal	PROPN
fuen-515	37	12	https://doi.org/10.55670/fpll.fuen.4.4.3	https://doi.org/10.55670/fpll.fuen.4.4.3	VERB
fuen-515	37	13	november	november	PROPN
fuen-515	37	14	2025|	2025|	NUM
fuen-515	38	1	volume	volume	NOUN
fuen-515	38	2	04	04	NUM
fuen-515	39	1	|	|	ADV
fuen-515	39	2	issue	issue	VERB
fuen-515	39	3	04	04	NUM
fuen-515	40	1	|	|	CCONJ
fuen-515	40	2	pages	page	NOUN
fuen-515	40	3	22	22	NUM
fuen-515	40	4	-	-	SYM
fuen-515	40	5	30	30	NUM
fuen-515	40	6	journal	journal	NOUN
fuen-515	40	7	homepage	homepage	NOUN
fuen-515	40	8	:	:	PUNCT
fuen-515	40	9	https://fupubco.com/fuen	https://fupubco.com/fuen	PROPN
fuen-515	40	10	issn	issn	PROPN
fuen-515	40	11	2832	2832	NUM
fuen-515	40	12	-	-	SYM
fuen-515	40	13	0328	0328	NUM
fuen-515	40	14	mailto:saifoddin@ut.ac.ir	mailto:saifoddin@ut.ac.ir	AUX
fuen-515	40	15	https://doi.org/10.55670/fpll.fuen.4.4.3	https://doi.org/10.55670/fpll.fuen.4.4.3	VERB
fuen-515	40	16	https://fupubco.com/fuen	https://fupubco.com/fuen	PROPN
fuen-515	40	17	m.	m.	PROPN
fuen-515	40	18	abdoos	abdoo	NOUN
fuen-515	40	19	et	et	PROPN
fuen-515	40	20	al	al	PROPN
fuen-515	40	21	.	.	PROPN
fuen-515	40	22	/future	/future	PROPN
fuen-515	41	1	energy	energy	PROPN
fuen-515	41	2	november	november	PROPN
fuen-515	41	3	2025|	2025|	NUM
fuen-515	41	4	volume	volume	NOUN
fuen-515	41	5	04	04	NUM
fuen-515	42	1	|	|	ADV
fuen-515	42	2	issue	issue	NOUN
fuen-515	42	3	04|	04|	ADP
fuen-515	42	4	pages	page	NOUN
fuen-515	42	5	22	22	NUM
fuen-515	42	6	-	-	SYM
fuen-515	42	7	30	30	NUM
fuen-515	42	8	23	23	NUM
fuen-515	42	9	follows	follow	VERB
fuen-515	42	10	.	.	PUNCT
fuen-515	43	1	the	the	DET
fuen-515	43	2	first	first	ADJ
fuen-515	43	3	direction	direction	NOUN
fuen-515	43	4	is	be	AUX
fuen-515	43	5	to	to	PART
fuen-515	43	6	develop	develop	VERB
fuen-515	43	7	forecasting	forecasting	NOUN
fuen-515	43	8	tools	tool	NOUN
fuen-515	43	9	that	that	PRON
fuen-515	43	10	utilize	utilize	VERB
fuen-515	43	11	neural	neural	ADJ
fuen-515	43	12	networks	network	NOUN
fuen-515	43	13	as	as	ADP
fuen-515	43	14	a	a	DET
fuen-515	43	15	standalone	standalone	ADJ
fuen-515	43	16	tool	tool	NOUN
fuen-515	43	17	or	or	CCONJ
fuen-515	43	18	in	in	ADP
fuen-515	43	19	combination	combination	NOUN
fuen-515	43	20	with	with	ADP
fuen-515	43	21	other	other	ADJ
fuen-515	43	22	tools	tool	NOUN
fuen-515	43	23	.	.	PUNCT
fuen-515	44	1	without	without	ADP
fuen-515	44	2	considering	consider	VERB
fuen-515	44	3	the	the	DET
fuen-515	44	4	uncertainty	uncertainty	NOUN
fuen-515	44	5	in	in	ADP
fuen-515	44	6	the	the	DET
fuen-515	44	7	price	price	NOUN
fuen-515	44	8	of	of	ADP
fuen-515	44	9	crude	crude	ADJ
fuen-515	44	10	oil	oil	NOUN
fuen-515	44	11	,	,	PUNCT
fuen-515	44	12	theoretical	theoretical	ADJ
fuen-515	44	13	development	development	NOUN
fuen-515	44	14	and	and	CCONJ
fuen-515	44	15	practical	practical	ADJ
fuen-515	44	16	implementation	implementation	NOUN
fuen-515	44	17	will	will	AUX
fuen-515	44	18	suffer	suffer	VERB
fuen-515	44	19	detrimental	detrimental	ADJ
fuen-515	44	20	effects	effect	NOUN
fuen-515	44	21	,	,	PUNCT
fuen-515	44	22	which	which	PRON
fuen-515	44	23	is	be	AUX
fuen-515	44	24	why	why	SCONJ
fuen-515	44	25	forecasting	forecasting	NOUN
fuen-515	44	26	is	be	AUX
fuen-515	44	27	necessary	necessary	ADJ
fuen-515	44	28	.	.	PUNCT
fuen-515	45	1	as	as	ADP
fuen-515	45	2	a	a	DET
fuen-515	45	3	result	result	NOUN
fuen-515	45	4	,	,	PUNCT
fuen-515	45	5	we	we	PRON
fuen-515	45	6	anticipate	anticipate	VERB
fuen-515	45	7	that	that	SCONJ
fuen-515	45	8	crude	crude	ADJ
fuen-515	45	9	oil	oil	NOUN
fuen-515	45	10	prices	price	NOUN
fuen-515	45	11	will	will	AUX
fuen-515	45	12	become	become	VERB
fuen-515	45	13	increasingly	increasingly	ADV
fuen-515	45	14	challenging	challenging	ADJ
fuen-515	45	15	.	.	PUNCT
fuen-515	46	1	neural	neural	ADJ
fuen-515	46	2	networks	network	NOUN
fuen-515	46	3	are	be	AUX
fuen-515	46	4	utilized	utilize	VERB
fuen-515	46	5	to	to	PART
fuen-515	46	6	investigate	investigate	VERB
fuen-515	46	7	the	the	DET
fuen-515	46	8	correlation	correlation	NOUN
fuen-515	46	9	between	between	ADP
fuen-515	46	10	crude	crude	ADJ
fuen-515	46	11	oil	oil	NOUN
fuen-515	46	12	price	price	NOUN
fuen-515	46	13	fluctuations	fluctuation	NOUN
fuen-515	46	14	and	and	CCONJ
fuen-515	46	15	predict	predict	VERB
fuen-515	46	16	trends	trend	NOUN
fuen-515	46	17	in	in	ADP
fuen-515	46	18	critical	critical	ADJ
fuen-515	46	19	crude	crude	ADJ
fuen-515	46	20	oil	oil	NOUN
fuen-515	46	21	markets	market	NOUN
fuen-515	46	22	[	[	X
fuen-515	46	23	3	3	NUM
fuen-515	46	24	]	]	PUNCT
fuen-515	46	25	.	.	PUNCT
fuen-515	47	1	in	in	ADP
fuen-515	47	2	this	this	DET
fuen-515	47	3	article	article	NOUN
fuen-515	47	4	,	,	PUNCT
fuen-515	47	5	an	an	DET
fuen-515	47	6	improved	improved	ADJ
fuen-515	47	7	deep	deep	ADJ
fuen-515	47	8	neural	neural	ADJ
fuen-515	47	9	network	network	NOUN
fuen-515	47	10	is	be	AUX
fuen-515	47	11	employed	employ	VERB
fuen-515	47	12	to	to	PART
fuen-515	47	13	achieve	achieve	VERB
fuen-515	47	14	a	a	DET
fuen-515	47	15	more	more	ADV
fuen-515	47	16	accurate	accurate	ADJ
fuen-515	47	17	prediction	prediction	NOUN
fuen-515	47	18	of	of	ADP
fuen-515	47	19	oil	oil	NOUN
fuen-515	47	20	prices	price	NOUN
fuen-515	47	21	and	and	CCONJ
fuen-515	47	22	demand	demand	NOUN
fuen-515	47	23	,	,	PUNCT
fuen-515	47	24	as	as	SCONJ
fuen-515	47	25	numerous	numerous	ADJ
fuen-515	47	26	factors	factor	NOUN
fuen-515	47	27	,	,	PUNCT
fuen-515	47	28	including	include	VERB
fuen-515	47	29	global	global	ADJ
fuen-515	47	30	supply	supply	NOUN
fuen-515	47	31	and	and	CCONJ
fuen-515	47	32	demand	demand	NOUN
fuen-515	47	33	,	,	PUNCT
fuen-515	47	34	economic	economic	ADJ
fuen-515	47	35	and	and	CCONJ
fuen-515	47	36	political	political	ADJ
fuen-515	47	37	developments	development	NOUN
fuen-515	47	38	,	,	PUNCT
fuen-515	47	39	climate	climate	NOUN
fuen-515	47	40	change	change	NOUN
fuen-515	47	41	,	,	PUNCT
fuen-515	47	42	and	and	CCONJ
fuen-515	47	43	others	other	NOUN
fuen-515	47	44	,	,	PUNCT
fuen-515	47	45	influence	influence	VERB
fuen-515	47	46	the	the	DET
fuen-515	47	47	price	price	NOUN
fuen-515	47	48	and	and	CCONJ
fuen-515	47	49	demand	demand	NOUN
fuen-515	47	50	of	of	ADP
fuen-515	47	51	oil	oil	NOUN
fuen-515	47	52	.	.	PUNCT
fuen-515	48	1	better	well	ADJ
fuen-515	48	2	results	result	NOUN
fuen-515	48	3	are	be	AUX
fuen-515	48	4	achieved	achieve	VERB
fuen-515	48	5	due	due	ADP
fuen-515	48	6	to	to	ADP
fuen-515	48	7	the	the	DET
fuen-515	48	8	use	use	NOUN
fuen-515	48	9	of	of	ADP
fuen-515	48	10	deep	deep	ADJ
fuen-515	48	11	neural	neural	ADJ
fuen-515	48	12	networks	network	NOUN
fuen-515	48	13	.	.	PUNCT
fuen-515	49	1	this	this	DET
fuen-515	49	2	article	article	NOUN
fuen-515	49	3	utilizes	utilize	VERB
fuen-515	49	4	a	a	DET
fuen-515	49	5	developed	developed	ADJ
fuen-515	49	6	deep	deep	ADJ
fuen-515	49	7	neural	neural	ADJ
fuen-515	49	8	network	network	NOUN
fuen-515	49	9	to	to	PART
fuen-515	49	10	analyze	analyze	VERB
fuen-515	49	11	oil	oil	NOUN
fuen-515	49	12	prices	price	NOUN
fuen-515	49	13	and	and	CCONJ
fuen-515	49	14	demand	demand	NOUN
fuen-515	49	15	.	.	PUNCT
fuen-515	50	1	this	this	DET
fuen-515	50	2	article	article	NOUN
fuen-515	50	3	fills	fill	VERB
fuen-515	50	4	in	in	ADP
fuen-515	50	5	the	the	DET
fuen-515	50	6	gaps	gap	NOUN
fuen-515	50	7	in	in	ADP
fuen-515	50	8	previous	previous	ADJ
fuen-515	50	9	articles	article	NOUN
fuen-515	50	10	.	.	PUNCT
fuen-515	51	1	as	as	ADP
fuen-515	51	2	a	a	DET
fuen-515	51	3	result	result	NOUN
fuen-515	51	4	,	,	PUNCT
fuen-515	51	5	it	it	PRON
fuen-515	51	6	is	be	AUX
fuen-515	51	7	possible	possible	ADJ
fuen-515	51	8	to	to	PART
fuen-515	51	9	design	design	VERB
fuen-515	51	10	a	a	DET
fuen-515	51	11	deep	deep	ADJ
fuen-515	51	12	neural	neural	ADJ
fuen-515	51	13	network	network	NOUN
fuen-515	51	14	model	model	NOUN
fuen-515	51	15	with	with	ADP
fuen-515	51	16	layers	layer	NOUN
fuen-515	51	17	appropriate	appropriate	ADJ
fuen-515	51	18	for	for	ADP
fuen-515	51	19	each	each	DET
fuen-515	51	20	feature	feature	NOUN
fuen-515	51	21	or	or	CCONJ
fuen-515	51	22	characteristic	characteristic	NOUN
fuen-515	51	23	of	of	ADP
fuen-515	51	24	the	the	DET
fuen-515	51	25	data	datum	NOUN
fuen-515	51	26	.	.	PUNCT
fuen-515	52	1	it	it	PRON
fuen-515	52	2	is	be	AUX
fuen-515	52	3	possible	possible	ADJ
fuen-515	52	4	to	to	PART
fuen-515	52	5	model	model	VERB
fuen-515	52	6	price	price	NOUN
fuen-515	52	7	and	and	CCONJ
fuen-515	52	8	demand	demand	NOUN
fuen-515	52	9	using	use	VERB
fuen-515	52	10	two	two	NUM
fuen-515	52	11	separate	separate	ADJ
fuen-515	52	12	neural	neural	ADJ
fuen-515	52	13	networks	network	NOUN
fuen-515	52	14	or	or	CCONJ
fuen-515	52	15	a	a	DET
fuen-515	52	16	hybrid	hybrid	ADJ
fuen-515	52	17	model	model	NOUN
fuen-515	52	18	.	.	PUNCT
fuen-515	53	1	moreover	moreover	ADV
fuen-515	53	2	,	,	PUNCT
fuen-515	53	3	the	the	DET
fuen-515	53	4	model	model	NOUN
fuen-515	53	5	must	must	AUX
fuen-515	53	6	be	be	AUX
fuen-515	53	7	optimized	optimize	VERB
fuen-515	53	8	by	by	ADP
fuen-515	53	9	changing	change	VERB
fuen-515	53	10	the	the	DET
fuen-515	53	11	network	network	NOUN
fuen-515	53	12	architecture	architecture	NOUN
fuen-515	53	13	,	,	PUNCT
fuen-515	53	14	adding	add	VERB
fuen-515	53	15	new	new	ADJ
fuen-515	53	16	layers	layer	NOUN
fuen-515	53	17	,	,	PUNCT
fuen-515	53	18	or	or	CCONJ
fuen-515	53	19	updating	update	VERB
fuen-515	53	20	parameters	parameter	NOUN
fuen-515	53	21	.	.	PUNCT
fuen-515	54	1	one	one	NUM
fuen-515	54	2	of	of	ADP
fuen-515	54	3	the	the	DET
fuen-515	54	4	goals	goal	NOUN
fuen-515	54	5	of	of	ADP
fuen-515	54	6	this	this	DET
fuen-515	54	7	research	research	NOUN
fuen-515	54	8	is	be	AUX
fuen-515	54	9	to	to	PART
fuen-515	54	10	improve	improve	VERB
fuen-515	54	11	the	the	DET
fuen-515	54	12	performance	performance	NOUN
fuen-515	54	13	of	of	ADP
fuen-515	54	14	these	these	DET
fuen-515	54	15	three	three	NUM
fuen-515	54	16	methods	method	NOUN
fuen-515	54	17	compared	compare	VERB
fuen-515	54	18	to	to	ADP
fuen-515	54	19	previous	previous	ADJ
fuen-515	54	20	research	research	NOUN
fuen-515	54	21	.	.	PUNCT
fuen-515	55	1	in	in	ADP
fuen-515	55	2	addition	addition	NOUN
fuen-515	55	3	to	to	ADP
fuen-515	55	4	comparing	compare	VERB
fuen-515	55	5	them	they	PRON
fuen-515	55	6	with	with	ADP
fuen-515	55	7	each	each	DET
fuen-515	55	8	other	other	ADJ
fuen-515	55	9	to	to	PART
fuen-515	55	10	select	select	VERB
fuen-515	55	11	the	the	DET
fuen-515	55	12	best	good	ADJ
fuen-515	55	13	prediction	prediction	NOUN
fuen-515	55	14	model	model	NOUN
fuen-515	55	15	,	,	PUNCT
fuen-515	55	16	this	this	DET
fuen-515	55	17	study	study	NOUN
fuen-515	55	18	also	also	ADV
fuen-515	55	19	compares	compare	VERB
fuen-515	55	20	them	they	PRON
fuen-515	55	21	with	with	ADP
fuen-515	55	22	previous	previous	ADJ
fuen-515	55	23	studies	study	NOUN
fuen-515	55	24	mentioned	mention	VERB
fuen-515	55	25	in	in	ADP
fuen-515	55	26	the	the	DET
fuen-515	55	27	introduction	introduction	NOUN
fuen-515	55	28	and	and	CCONJ
fuen-515	55	29	literature	literature	NOUN
fuen-515	55	30	review	review	NOUN
fuen-515	55	31	sections	section	NOUN
fuen-515	55	32	for	for	ADP
fuen-515	55	33	the	the	DET
fuen-515	55	34	single	single	ADJ
fuen-515	55	35	selected	select	VERB
fuen-515	55	36	method	method	NOUN
fuen-515	55	37	.	.	PUNCT
fuen-515	56	1	crude	crude	ADJ
fuen-515	56	2	oil	oil	NOUN
fuen-515	56	3	is	be	AUX
fuen-515	56	4	a	a	DET
fuen-515	56	5	vital	vital	ADJ
fuen-515	56	6	component	component	NOUN
fuen-515	56	7	in	in	ADP
fuen-515	56	8	the	the	DET
fuen-515	56	9	manufacturing	manufacturing	NOUN
fuen-515	56	10	industry	industry	NOUN
fuen-515	56	11	.	.	PUNCT
fuen-515	57	1	crude	crude	ADJ
fuen-515	57	2	oil	oil	NOUN
fuen-515	57	3	prices	price	NOUN
fuen-515	57	4	fluctuate	fluctuate	NOUN
fuen-515	57	5	according	accord	VERB
fuen-515	57	6	to	to	ADP
fuen-515	57	7	the	the	DET
fuen-515	57	8	economic	economic	ADJ
fuen-515	57	9	principles	principle	NOUN
fuen-515	57	10	of	of	ADP
fuen-515	57	11	supply	supply	NOUN
fuen-515	57	12	and	and	CCONJ
fuen-515	57	13	demand	demand	NOUN
fuen-515	57	14	,	,	PUNCT
fuen-515	57	15	making	make	VERB
fuen-515	57	16	them	they	PRON
fuen-515	57	17	challenging	challenge	VERB
fuen-515	57	18	to	to	PART
fuen-515	57	19	predict	predict	VERB
fuen-515	57	20	accurately	accurately	ADV
fuen-515	57	21	.	.	PUNCT
fuen-515	58	1	zhang	zhang	PROPN
fuen-515	58	2	et	et	PROPN
fuen-515	58	3	al	al	PROPN
fuen-515	58	4	.	.	PUNCT
fuen-515	59	1	[	[	X
fuen-515	59	2	4	4	X
fuen-515	59	3	]	]	PUNCT
fuen-515	59	4	suggested	suggest	VERB
fuen-515	59	5	that	that	SCONJ
fuen-515	59	6	an	an	DET
fuen-515	59	7	additional	additional	ADJ
fuen-515	59	8	reason	reason	NOUN
fuen-515	59	9	for	for	ADP
fuen-515	59	10	using	use	VERB
fuen-515	59	11	oil	oil	NOUN
fuen-515	59	12	price	price	NOUN
fuen-515	59	13	fluctuations	fluctuation	NOUN
fuen-515	59	14	is	be	AUX
fuen-515	59	15	the	the	DET
fuen-515	59	16	reaction	reaction	NOUN
fuen-515	59	17	of	of	ADP
fuen-515	59	18	oil	oil	NOUN
fuen-515	59	19	-	-	PUNCT
fuen-515	59	20	related	relate	VERB
fuen-515	59	21	companies	company	NOUN
fuen-515	59	22	along	along	ADP
fuen-515	59	23	the	the	DET
fuen-515	59	24	economic	economic	ADJ
fuen-515	59	25	value	value	NOUN
fuen-515	59	26	chain	chain	NOUN
fuen-515	59	27	.	.	PUNCT
fuen-515	60	1	in	in	ADP
fuen-515	60	2	contrast	contrast	NOUN
fuen-515	60	3	,	,	PUNCT
fuen-515	60	4	when	when	SCONJ
fuen-515	60	5	oil	oil	NOUN
fuen-515	60	6	prices	price	NOUN
fuen-515	60	7	continue	continue	VERB
fuen-515	60	8	to	to	PART
fuen-515	60	9	decline	decline	VERB
fuen-515	60	10	,	,	PUNCT
fuen-515	60	11	the	the	DET
fuen-515	60	12	appetite	appetite	NOUN
fuen-515	60	13	for	for	ADP
fuen-515	60	14	oil	oil	NOUN
fuen-515	60	15	refineries	refinery	NOUN
fuen-515	60	16	and	and	CCONJ
fuen-515	60	17	chemical	chemical	NOUN
fuen-515	60	18	companies	company	NOUN
fuen-515	60	19	will	will	AUX
fuen-515	60	20	decrease	decrease	VERB
fuen-515	60	21	,	,	PUNCT
fuen-515	60	22	resulting	result	VERB
fuen-515	60	23	in	in	ADP
fuen-515	60	24	lower	low	ADJ
fuen-515	60	25	operating	operating	NOUN
fuen-515	60	26	profits	profit	NOUN
fuen-515	60	27	.	.	PUNCT
fuen-515	61	1	companies	company	NOUN
fuen-515	61	2	that	that	PRON
fuen-515	61	3	can	can	AUX
fuen-515	61	4	accurately	accurately	ADV
fuen-515	61	5	predict	predict	VERB
fuen-515	61	6	oil	oil	NOUN
fuen-515	61	7	price	price	NOUN
fuen-515	61	8	fluctuations	fluctuation	NOUN
fuen-515	61	9	will	will	AUX
fuen-515	61	10	be	be	AUX
fuen-515	61	11	able	able	ADJ
fuen-515	61	12	to	to	PART
fuen-515	61	13	reduce	reduce	VERB
fuen-515	61	14	cost	cost	NOUN
fuen-515	61	15	risk	risk	NOUN
fuen-515	61	16	and	and	CCONJ
fuen-515	61	17	maintain	maintain	VERB
fuen-515	61	18	sustainable	sustainable	ADJ
fuen-515	61	19	growth	growth	NOUN
fuen-515	61	20	.	.	PUNCT
fuen-515	62	1	based	base	VERB
fuen-515	62	2	on	on	ADP
fuen-515	62	3	zhang	zhang	PROPN
fuen-515	62	4	et	et	PROPN
fuen-515	62	5	al	al	PROPN
fuen-515	62	6	.	.	PUNCT
fuen-515	63	1	[	[	X
fuen-515	63	2	5	5	NUM
fuen-515	63	3	]	]	X
fuen-515	63	4	findings	finding	NOUN
fuen-515	63	5	,	,	PUNCT
fuen-515	63	6	oil	oil	NOUN
fuen-515	63	7	price	price	NOUN
fuen-515	63	8	fluctuations	fluctuation	NOUN
fuen-515	63	9	significantly	significantly	ADV
fuen-515	63	10	impact	impact	VERB
fuen-515	63	11	both	both	CCONJ
fuen-515	63	12	the	the	DET
fuen-515	63	13	real	real	ADJ
fuen-515	63	14	economy	economy	NOUN
fuen-515	63	15	and	and	CCONJ
fuen-515	63	16	the	the	DET
fuen-515	63	17	virtual	virtual	ADJ
fuen-515	63	18	economy	economy	NOUN
fuen-515	63	19	of	of	ADP
fuen-515	63	20	crude	crude	ADJ
fuen-515	63	21	oil	oil	NOUN
fuen-515	63	22	.	.	PUNCT
fuen-515	64	1	these	these	DET
fuen-515	64	2	factors	factor	NOUN
fuen-515	64	3	impact	impact	VERB
fuen-515	64	4	the	the	DET
fuen-515	64	5	export	export	NOUN
fuen-515	64	6	and	and	CCONJ
fuen-515	64	7	import	import	NOUN
fuen-515	64	8	sectors	sector	NOUN
fuen-515	64	9	of	of	ADP
fuen-515	64	10	oil	oil	NOUN
fuen-515	64	11	-	-	PUNCT
fuen-515	64	12	producing	produce	VERB
fuen-515	64	13	and	and	CCONJ
fuen-515	64	14	exporting	export	VERB
fuen-515	64	15	nations	nation	NOUN
fuen-515	64	16	.	.	PUNCT
fuen-515	65	1	as	as	ADP
fuen-515	65	2	a	a	DET
fuen-515	65	3	result	result	NOUN
fuen-515	65	4	,	,	PUNCT
fuen-515	65	5	it	it	PRON
fuen-515	65	6	is	be	AUX
fuen-515	65	7	appropriate	appropriate	ADJ
fuen-515	65	8	to	to	PART
fuen-515	65	9	focus	focus	VERB
fuen-515	65	10	on	on	ADP
fuen-515	65	11	crude	crude	ADJ
fuen-515	65	12	oil	oil	NOUN
fuen-515	65	13	price	price	NOUN
fuen-515	65	14	forecasting	forecasting	NOUN
fuen-515	65	15	.	.	PUNCT
fuen-515	66	1	forecasting	forecasting	NOUN
fuen-515	66	2	models	model	NOUN
fuen-515	66	3	can	can	AUX
fuen-515	66	4	be	be	AUX
fuen-515	66	5	classified	classify	VERB
fuen-515	66	6	into	into	ADP
fuen-515	66	7	classical	classical	ADJ
fuen-515	66	8	econometric	econometric	ADJ
fuen-515	66	9	and	and	CCONJ
fuen-515	66	10	machine	machine	NOUN
fuen-515	66	11	learning	learning	NOUN
fuen-515	66	12	approaches	approach	VERB
fuen-515	66	13	[	[	X
fuen-515	66	14	6	6	NUM
fuen-515	66	15	]	]	PUNCT
fuen-515	66	16	.	.	PUNCT
fuen-515	67	1	wei	wei	PROPN
fuen-515	67	2	et	et	PROPN
fuen-515	67	3	al	al	PROPN
fuen-515	67	4	.	.	PUNCT
fuen-515	68	1	[	[	X
fuen-515	68	2	7	7	X
fuen-515	68	3	]	]	PUNCT
fuen-515	68	4	employed	employ	VERB
fuen-515	68	5	arima	arima	PROPN
fuen-515	68	6	stochastic	stochastic	ADJ
fuen-515	68	7	implementation	implementation	NOUN
fuen-515	68	8	models	model	NOUN
fuen-515	68	9	and	and	CCONJ
fuen-515	68	10	garch	garch	NOUN
fuen-515	68	11	conditional	conditional	ADJ
fuen-515	68	12	heterogeneity	heterogeneity	NOUN
fuen-515	68	13	models	model	NOUN
fuen-515	68	14	to	to	PART
fuen-515	68	15	predict	predict	VERB
fuen-515	68	16	crude	crude	ADJ
fuen-515	68	17	oil	oil	NOUN
fuen-515	68	18	prices	price	NOUN
fuen-515	68	19	.	.	PUNCT
fuen-515	69	1	garch	garch	NOUN
fuen-515	69	2	-	-	PUNCT
fuen-515	69	3	type	type	NOUN
fuen-515	69	4	models	model	NOUN
fuen-515	69	5	were	be	AUX
fuen-515	69	6	used	use	VERB
fuen-515	69	7	to	to	PART
fuen-515	69	8	capture	capture	VERB
fuen-515	69	9	volatility	volatility	NOUN
fuen-515	69	10	,	,	PUNCT
fuen-515	69	11	and	and	CCONJ
fuen-515	69	12	crack	crack	VERB
fuen-515	69	13	spread	spread	NOUN
fuen-515	69	14	futures	future	NOUN
fuen-515	69	15	outperformed	outperform	VERB
fuen-515	69	16	mass	mass	ADJ
fuen-515	69	17	random	random	ADJ
fuen-515	69	18	walk	walk	NOUN
fuen-515	69	19	models	model	NOUN
fuen-515	69	20	.	.	PUNCT
fuen-515	70	1	as	as	ADP
fuen-515	70	2	a	a	DET
fuen-515	70	3	result	result	NOUN
fuen-515	70	4	,	,	PUNCT
fuen-515	70	5	it	it	PRON
fuen-515	70	6	has	have	AUX
fuen-515	70	7	been	be	AUX
fuen-515	70	8	found	find	VERB
fuen-515	70	9	that	that	SCONJ
fuen-515	70	10	nonlinear	nonlinear	ADJ
fuen-515	70	11	garch	garch	NOUN
fuen-515	70	12	models	model	NOUN
fuen-515	70	13	outperform	outperform	VERB
fuen-515	70	14	linear	linear	NOUN
fuen-515	70	15	models	model	NOUN
fuen-515	70	16	in	in	ADP
fuen-515	70	17	accurately	accurately	ADV
fuen-515	70	18	reflecting	reflect	VERB
fuen-515	70	19	both	both	PRON
fuen-515	70	20	long	long	ADJ
fuen-515	70	21	-	-	PUNCT
fuen-515	70	22	term	term	NOUN
fuen-515	70	23	memory	memory	NOUN
fuen-515	70	24	and	and	CCONJ
fuen-515	70	25	volatility	volatility	NOUN
fuen-515	70	26	asymmetry	asymmetry	NOUN
fuen-515	70	27	in	in	ADP
fuen-515	70	28	prices	price	NOUN
fuen-515	70	29	,	,	PUNCT
fuen-515	70	30	more	more	ADV
fuen-515	70	31	so	so	ADV
fuen-515	70	32	than	than	ADP
fuen-515	70	33	linear	linear	ADJ
fuen-515	70	34	models	model	NOUN
fuen-515	70	35	[	[	X
fuen-515	70	36	8	8	NUM
fuen-515	70	37	]	]	PUNCT
fuen-515	70	38	.	.	PUNCT
fuen-515	71	1	lin	lin	PROPN
fuen-515	71	2	et	et	PROPN
fuen-515	71	3	al	al	PROPN
fuen-515	71	4	.	.	PUNCT
fuen-515	72	1	[	[	X
fuen-515	72	2	9	9	NUM
fuen-515	72	3	]	]	PUNCT
fuen-515	72	4	reported	report	VERB
fuen-515	72	5	in	in	ADP
fuen-515	72	6	their	their	PRON
fuen-515	72	7	study	study	NOUN
fuen-515	72	8	that	that	SCONJ
fuen-515	72	9	,	,	PUNCT
fuen-515	72	10	in	in	ADP
fuen-515	72	11	addition	addition	NOUN
fuen-515	72	12	to	to	ADP
fuen-515	72	13	classical	classical	ADJ
fuen-515	72	14	econometric	econometric	ADJ
fuen-515	72	15	approaches	approach	NOUN
fuen-515	72	16	,	,	PUNCT
fuen-515	72	17	machine	machine	NOUN
fuen-515	72	18	-	-	PUNCT
fuen-515	72	19	learning	learn	VERB
fuen-515	72	20	methods	method	NOUN
fuen-515	72	21	have	have	AUX
fuen-515	72	22	also	also	ADV
fuen-515	72	23	been	be	AUX
fuen-515	72	24	employed	employ	VERB
fuen-515	72	25	in	in	ADP
fuen-515	72	26	recent	recent	ADJ
fuen-515	72	27	years	year	NOUN
fuen-515	72	28	to	to	PART
fuen-515	72	29	forecast	forecast	VERB
fuen-515	72	30	crude	crude	ADJ
fuen-515	72	31	oil	oil	NOUN
fuen-515	72	32	prices	price	NOUN
fuen-515	72	33	.	.	PUNCT
fuen-515	73	1	among	among	ADP
fuen-515	73	2	these	these	DET
fuen-515	73	3	methods	method	NOUN
fuen-515	73	4	,	,	PUNCT
fuen-515	73	5	neural	neural	ADJ
fuen-515	73	6	networks	network	NOUN
fuen-515	73	7	[	[	X
fuen-515	73	8	10	10	NUM
fuen-515	73	9	]	]	PUNCT
fuen-515	73	10	and	and	CCONJ
fuen-515	73	11	support	support	VERB
fuen-515	73	12	vector	vector	NOUN
fuen-515	73	13	machines	machine	NOUN
fuen-515	73	14	(	(	PUNCT
fuen-515	73	15	svms	svms	NOUN
fuen-515	73	16	)	)	PUNCT
fuen-515	74	1	[	[	X
fuen-515	74	2	11	11	NUM
fuen-515	74	3	]	]	PUNCT
fuen-515	74	4	have	have	AUX
fuen-515	74	5	been	be	AUX
fuen-515	74	6	used	use	VERB
fuen-515	74	7	most	most	ADV
fuen-515	74	8	often	often	ADV
fuen-515	74	9	to	to	PART
fuen-515	74	10	simulate	simulate	VERB
fuen-515	74	11	the	the	DET
fuen-515	74	12	complex	complex	ADJ
fuen-515	74	13	characteristics	characteristic	NOUN
fuen-515	74	14	of	of	ADP
fuen-515	74	15	oil	oil	NOUN
fuen-515	74	16	prices	price	NOUN
fuen-515	74	17	.	.	PUNCT
fuen-515	75	1	yu	yu	PROPN
fuen-515	75	2	et	et	PROPN
fuen-515	75	3	al	al	PROPN
fuen-515	75	4	.	.	PUNCT
fuen-515	76	1	[	[	X
fuen-515	76	2	12	12	NUM
fuen-515	76	3	]	]	PUNCT
fuen-515	76	4	propose	propose	VERB
fuen-515	76	5	that	that	SCONJ
fuen-515	76	6	all	all	DET
fuen-515	76	7	methods	method	NOUN
fuen-515	76	8	and	and	CCONJ
fuen-515	76	9	external	external	ADJ
fuen-515	76	10	and	and	CCONJ
fuen-515	76	11	internal	internal	ADJ
fuen-515	76	12	factors	factor	NOUN
fuen-515	76	13	in	in	ADP
fuen-515	76	14	oil	oil	NOUN
fuen-515	76	15	prices	price	NOUN
fuen-515	76	16	are	be	AUX
fuen-515	76	17	aimed	aim	VERB
fuen-515	76	18	at	at	ADP
fuen-515	76	19	achieving	achieve	VERB
fuen-515	76	20	short	short	ADJ
fuen-515	76	21	-	-	PUNCT
fuen-515	76	22	term	term	NOUN
fuen-515	76	23	effects	effect	NOUN
fuen-515	76	24	to	to	PART
fuen-515	76	25	maximize	maximize	VERB
fuen-515	76	26	performance	performance	NOUN
fuen-515	76	27	.	.	PUNCT
fuen-515	77	1	deep	deep	ADJ
fuen-515	77	2	learning	learning	NOUN
fuen-515	77	3	models	model	NOUN
fuen-515	77	4	such	such	ADJ
fuen-515	77	5	as	as	ADP
fuen-515	77	6	cnn	cnn	PROPN
fuen-515	77	7	[	[	X
fuen-515	77	8	13	13	NUM
fuen-515	77	9	]	]	X
fuen-515	77	10	neural	neural	ADJ
fuen-515	77	11	networks	network	NOUN
fuen-515	77	12	,	,	PUNCT
fuen-515	77	13	deep	deep	ADJ
fuen-515	77	14	belief	belief	NOUN
fuen-515	77	15	networks	network	NOUN
fuen-515	77	16	(	(	PUNCT
fuen-515	77	17	dbns	dbns	PROPN
fuen-515	77	18	)	)	PUNCT
fuen-515	78	1	[	[	X
fuen-515	78	2	14	14	NUM
fuen-515	78	3	]	]	PUNCT
fuen-515	78	4	,	,	PUNCT
fuen-515	78	5	and	and	CCONJ
fuen-515	78	6	long	long	ADJ
fuen-515	78	7	short	short	ADJ
fuen-515	78	8	-	-	PUNCT
fuen-515	78	9	term	term	NOUN
fuen-515	78	10	memory	memory	NOUN
fuen-515	78	11	(	(	PUNCT
fuen-515	78	12	lstms	lstms	NOUN
fuen-515	78	13	)	)	PUNCT
fuen-515	79	1	[	[	X
fuen-515	79	2	15	15	NUM
fuen-515	79	3	]	]	X
fuen-515	79	4	may	may	AUX
fuen-515	79	5	be	be	AUX
fuen-515	79	6	helpful	helpful	ADJ
fuen-515	79	7	for	for	ADP
fuen-515	79	8	investors	investor	NOUN
fuen-515	79	9	and	and	CCONJ
fuen-515	79	10	market	market	NOUN
fuen-515	79	11	analysts	analyst	NOUN
fuen-515	79	12	dealing	deal	VERB
fuen-515	79	13	with	with	ADP
fuen-515	79	14	increasingly	increasingly	ADV
fuen-515	79	15	complex	complex	ADJ
fuen-515	79	16	data	datum	NOUN
fuen-515	79	17	.	.	PUNCT
fuen-515	80	1	using	use	VERB
fuen-515	80	2	more	more	ADJ
fuen-515	80	3	layers	layer	NOUN
fuen-515	80	4	in	in	ADP
fuen-515	80	5	these	these	DET
fuen-515	80	6	models	model	NOUN
fuen-515	80	7	is	be	AUX
fuen-515	80	8	intended	intend	VERB
fuen-515	80	9	to	to	PART
fuen-515	80	10	help	help	VERB
fuen-515	80	11	investors	investor	NOUN
fuen-515	80	12	make	make	VERB
fuen-515	80	13	informed	informed	ADJ
fuen-515	80	14	investment	investment	NOUN
fuen-515	80	15	decisions	decision	NOUN
fuen-515	80	16	.	.	PUNCT
fuen-515	81	1	these	these	DET
fuen-515	81	2	components	component	NOUN
fuen-515	81	3	are	be	AUX
fuen-515	81	4	used	use	VERB
fuen-515	81	5	in	in	ADP
fuen-515	81	6	neural	neural	ADJ
fuen-515	81	7	networks	network	NOUN
fuen-515	81	8	[	[	X
fuen-515	81	9	16	16	NUM
fuen-515	81	10	]	]	PUNCT
fuen-515	81	11	.	.	PUNCT
fuen-515	82	1	crude	crude	ADJ
fuen-515	82	2	oil	oil	NOUN
fuen-515	82	3	price	price	NOUN
fuen-515	82	4	forecasting	forecasting	NOUN
fuen-515	82	5	aims	aim	VERB
fuen-515	82	6	to	to	PART
fuen-515	82	7	predict	predict	VERB
fuen-515	82	8	price	price	NOUN
fuen-515	82	9	movement	movement	NOUN
fuen-515	82	10	one	one	NUM
fuen-515	82	11	step	step	NOUN
fuen-515	82	12	ahead	ahead	ADV
fuen-515	82	13	.	.	PUNCT
fuen-515	83	1	to	to	PART
fuen-515	83	2	accomplish	accomplish	VERB
fuen-515	83	3	this	this	PRON
fuen-515	83	4	,	,	PUNCT
fuen-515	83	5	a	a	DET
fuen-515	83	6	modeled	model	VERB
fuen-515	83	7	relationship	relationship	NOUN
fuen-515	83	8	is	be	AUX
fuen-515	83	9	used	use	VERB
fuen-515	83	10	in	in	ADP
fuen-515	83	11	conjunction	conjunction	NOUN
fuen-515	83	12	with	with	ADP
fuen-515	83	13	data	datum	NOUN
fuen-515	83	14	and	and	CCONJ
fuen-515	83	15	crude	crude	ADJ
fuen-515	83	16	oil	oil	NOUN
fuen-515	83	17	prices	price	NOUN
fuen-515	83	18	.	.	PUNCT
fuen-515	84	1	cnn	cnn	PROPN
fuen-515	84	2	is	be	AUX
fuen-515	84	3	considered	consider	VERB
fuen-515	84	4	one	one	NUM
fuen-515	84	5	of	of	ADP
fuen-515	84	6	the	the	DET
fuen-515	84	7	most	most	ADV
fuen-515	84	8	effective	effective	ADJ
fuen-515	84	9	methods	method	NOUN
fuen-515	84	10	[	[	X
fuen-515	84	11	17	17	NUM
fuen-515	84	12	]	]	PUNCT
fuen-515	84	13	.	.	PUNCT
fuen-515	85	1	a	a	DET
fuen-515	85	2	combination	combination	NOUN
fuen-515	85	3	of	of	ADP
fuen-515	85	4	lstm	lstm	NOUN
fuen-515	85	5	and	and	CCONJ
fuen-515	85	6	rnn	rnn	NOUN
fuen-515	85	7	models	model	NOUN
fuen-515	85	8	is	be	AUX
fuen-515	85	9	recommended	recommend	VERB
fuen-515	85	10	for	for	ADP
fuen-515	85	11	long	long	ADJ
fuen-515	85	12	-	-	PUNCT
fuen-515	85	13	term	term	NOUN
fuen-515	85	14	forecasting	forecasting	NOUN
fuen-515	85	15	of	of	ADP
fuen-515	85	16	oil	oil	NOUN
fuen-515	85	17	prices	price	NOUN
fuen-515	85	18	and	and	CCONJ
fuen-515	85	19	demand	demand	NOUN
fuen-515	85	20	[	[	X
fuen-515	85	21	18	18	NUM
fuen-515	85	22	]	]	PUNCT
fuen-515	85	23	.	.	PUNCT
fuen-515	86	1	lstm	lstm	NOUN
fuen-515	86	2	is	be	AUX
fuen-515	86	3	most	most	ADV
fuen-515	86	4	important	important	ADJ
fuen-515	86	5	for	for	ADP
fuen-515	86	6	long	long	ADJ
fuen-515	86	7	-	-	PUNCT
fuen-515	86	8	term	term	NOUN
fuen-515	86	9	storage	storage	NOUN
fuen-515	86	10	.	.	PUNCT
fuen-515	87	1	based	base	VERB
fuen-515	87	2	on	on	ADP
fuen-515	87	3	historical	historical	ADJ
fuen-515	87	4	price	price	NOUN
fuen-515	87	5	data	datum	NOUN
fuen-515	87	6	,	,	PUNCT
fuen-515	87	7	bousari	bousari	NOUN
fuen-515	87	8	et	et	NOUN
fuen-515	87	9	al	al	PROPN
fuen-515	87	10	.	.	PUNCT
fuen-515	88	1	[	[	X
fuen-515	88	2	19	19	NUM
fuen-515	88	3	]	]	PUNCT
fuen-515	88	4	reported	report	VERB
fuen-515	88	5	that	that	SCONJ
fuen-515	88	6	many	many	ADJ
fuen-515	88	7	studies	study	NOUN
fuen-515	88	8	employ	employ	VERB
fuen-515	88	9	the	the	DET
fuen-515	88	10	ann	ann	PROPN
fuen-515	88	11	approach	approach	NOUN
fuen-515	88	12	to	to	PART
fuen-515	88	13	predict	predict	VERB
fuen-515	88	14	crude	crude	ADJ
fuen-515	88	15	oil	oil	NOUN
fuen-515	88	16	prices	price	NOUN
fuen-515	88	17	using	use	VERB
fuen-515	88	18	time	time	NOUN
fuen-515	88	19	series	series	PROPN
fuen-515	88	20	analysis	analysis	NOUN
fuen-515	88	21	.	.	PUNCT
fuen-515	89	1	additionally	additionally	ADV
fuen-515	89	2	,	,	PUNCT
fuen-515	89	3	according	accord	VERB
fuen-515	89	4	to	to	ADP
fuen-515	89	5	research	research	NOUN
fuen-515	89	6	,	,	PUNCT
fuen-515	89	7	a	a	DET
fuen-515	89	8	short	short	ADJ
fuen-515	89	9	-	-	PUNCT
fuen-515	89	10	term	term	NOUN
fuen-515	89	11	memory	memory	NOUN
fuen-515	89	12	neural	neural	ADJ
fuen-515	89	13	network	network	NOUN
fuen-515	89	14	(	(	PUNCT
fuen-515	89	15	lstm	lstm	PROPN
fuen-515	89	16	)	)	PUNCT
fuen-515	89	17	is	be	AUX
fuen-515	89	18	applied	apply	VERB
fuen-515	89	19	to	to	ADP
fuen-515	89	20	sequential	sequential	ADJ
fuen-515	89	21	data	datum	NOUN
fuen-515	89	22	to	to	PART
fuen-515	89	23	learn	learn	VERB
fuen-515	89	24	the	the	DET
fuen-515	89	25	pattern	pattern	NOUN
fuen-515	89	26	of	of	ADP
fuen-515	89	27	past	past	ADJ
fuen-515	89	28	price	price	NOUN
fuen-515	89	29	fluctuations	fluctuation	NOUN
fuen-515	89	30	and	and	CCONJ
fuen-515	89	31	predict	predict	VERB
fuen-515	89	32	the	the	DET
fuen-515	89	33	future	future	NOUN
fuen-515	89	34	.	.	PUNCT
fuen-515	90	1	different	different	ADJ
fuen-515	90	2	approaches	approach	NOUN
fuen-515	90	3	have	have	AUX
fuen-515	90	4	been	be	AUX
fuen-515	90	5	attempted	attempt	VERB
fuen-515	90	6	to	to	PART
fuen-515	90	7	generate	generate	VERB
fuen-515	90	8	and	and	CCONJ
fuen-515	90	9	utilize	utilize	VERB
fuen-515	90	10	neural	neural	ADJ
fuen-515	90	11	networks	network	NOUN
fuen-515	90	12	in	in	ADP
fuen-515	90	13	studies	study	NOUN
fuen-515	90	14	on	on	ADP
fuen-515	90	15	predicting	predict	VERB
fuen-515	90	16	crude	crude	ADJ
fuen-515	90	17	oil	oil	NOUN
fuen-515	90	18	prices	price	NOUN
fuen-515	90	19	.	.	PUNCT
fuen-515	91	1	wang	wang	PROPN
fuen-515	91	2	et	et	PROPN
fuen-515	91	3	al	al	PROPN
fuen-515	91	4	.	.	PROPN
fuen-515	91	5	developed	develop	VERB
fuen-515	91	6	a	a	DET
fuen-515	91	7	model	model	NOUN
fuen-515	91	8	that	that	PRON
fuen-515	91	9	examines	examine	VERB
fuen-515	91	10	variations	variation	NOUN
fuen-515	91	11	in	in	ADP
fuen-515	91	12	data	datum	NOUN
fuen-515	91	13	networks	network	NOUN
fuen-515	91	14	.	.	PUNCT
fuen-515	92	1	crude	crude	ADJ
fuen-515	92	2	oil	oil	NOUN
fuen-515	92	3	price	price	NOUN
fuen-515	92	4	forecasting	forecasting	NOUN
fuen-515	92	5	using	use	VERB
fuen-515	92	6	time	time	NOUN
fuen-515	92	7	series	series	PROPN
fuen-515	92	8	data	data	PROPN
fuen-515	92	9	involves	involve	VERB
fuen-515	92	10	artificial	artificial	ADJ
fuen-515	92	11	intelligence	intelligence	NOUN
fuen-515	92	12	methods	method	NOUN
fuen-515	92	13	,	,	PUNCT
fuen-515	92	14	such	such	ADJ
fuen-515	92	15	as	as	ADP
fuen-515	92	16	backpropagation	backpropagation	NOUN
fuen-515	92	17	neural	neural	ADJ
fuen-515	92	18	networks	network	NOUN
fuen-515	92	19	,	,	PUNCT
fuen-515	92	20	radial	radial	ADJ
fuen-515	92	21	basis	basis	NOUN
fuen-515	92	22	function	function	NOUN
fuen-515	92	23	neural	neural	ADJ
fuen-515	92	24	networks	network	NOUN
fuen-515	92	25	,	,	PUNCT
fuen-515	92	26	and	and	CCONJ
fuen-515	92	27	learning	learn	VERB
fuen-515	92	28	machines	machine	NOUN
fuen-515	92	29	.	.	PUNCT
fuen-515	93	1	crude	crude	ADJ
fuen-515	93	2	oil	oil	NOUN
fuen-515	93	3	price	price	NOUN
fuen-515	93	4	volatility	volatility	NOUN
fuen-515	93	5	remains	remains	AUX
fuen-515	93	6	influenced	influence	VERB
fuen-515	93	7	by	by	ADP
fuen-515	93	8	sentiment	sentiment	NOUN
fuen-515	93	9	data	datum	NOUN
fuen-515	93	10	from	from	ADP
fuen-515	93	11	news	news	NOUN
fuen-515	93	12	sources	source	NOUN
fuen-515	93	13	,	,	PUNCT
fuen-515	93	14	particularly	particularly	ADV
fuen-515	93	15	in	in	ADP
fuen-515	93	16	the	the	DET
fuen-515	93	17	short	short	ADJ
fuen-515	93	18	term	term	NOUN
fuen-515	93	19	.	.	PUNCT
fuen-515	94	1	the	the	DET
fuen-515	94	2	price	price	NOUN
fuen-515	94	3	of	of	ADP
fuen-515	94	4	crude	crude	ADJ
fuen-515	94	5	oil	oil	NOUN
fuen-515	94	6	can	can	AUX
fuen-515	94	7	be	be	AUX
fuen-515	94	8	impacted	impact	VERB
fuen-515	94	9	directly	directly	ADV
fuen-515	94	10	and	and	CCONJ
fuen-515	94	11	indirectly	indirectly	ADV
fuen-515	94	12	by	by	ADP
fuen-515	94	13	emotional	emotional	ADJ
fuen-515	94	14	data	datum	NOUN
fuen-515	94	15	[	[	X
fuen-515	94	16	20	20	NUM
fuen-515	94	17	]	]	PUNCT
fuen-515	94	18	.	.	PUNCT
fuen-515	95	1	according	accord	VERB
fuen-515	95	2	to	to	ADP
fuen-515	95	3	zhang	zhang	PROPN
fuen-515	95	4	et	et	PROPN
fuen-515	95	5	al	al	PROPN
fuen-515	95	6	.	.	PUNCT
fuen-515	96	1	[	[	X
fuen-515	96	2	21	21	NUM
fuen-515	96	3	]	]	PUNCT
fuen-515	96	4	,	,	PUNCT
fuen-515	96	5	factors	factor	NOUN
fuen-515	96	6	such	such	ADJ
fuen-515	96	7	as	as	ADP
fuen-515	96	8	the	the	DET
fuen-515	96	9	persian	persian	PROPN
fuen-515	96	10	gulf	gulf	PROPN
fuen-515	96	11	war	war	PROPN
fuen-515	96	12	or	or	CCONJ
fuen-515	96	13	russia	russia	PROPN
fuen-515	96	14	's	's	PART
fuen-515	96	15	attack	attack	NOUN
fuen-515	96	16	on	on	ADP
fuen-515	96	17	ukraine	ukraine	NOUN
fuen-515	96	18	significantly	significantly	ADV
fuen-515	96	19	impact	impact	VERB
fuen-515	96	20	oil	oil	NOUN
fuen-515	96	21	prices	price	NOUN
fuen-515	96	22	.	.	PUNCT
fuen-515	97	1	due	due	ADP
fuen-515	97	2	to	to	ADP
fuen-515	97	3	the	the	DET
fuen-515	97	4	covid19	covid19	NOUN
fuen-515	97	5	outbreak	outbreak	PROPN
fuen-515	97	6	,	,	PUNCT
fuen-515	97	7	the	the	DET
fuen-515	97	8	crude	crude	ADJ
fuen-515	97	9	oil	oil	NOUN
fuen-515	97	10	market	market	NOUN
fuen-515	97	11	has	have	AUX
fuen-515	97	12	also	also	ADV
fuen-515	97	13	experienced	experience	VERB
fuen-515	97	14	shortterm	shortterm	PROPN
fuen-515	97	15	volatility	volatility	NOUN
fuen-515	97	16	[	[	X
fuen-515	97	17	22	22	NUM
fuen-515	97	18	]	]	PUNCT
fuen-515	97	19	.	.	PUNCT
fuen-515	98	1	studies	study	NOUN
fuen-515	98	2	have	have	AUX
fuen-515	98	3	shown	show	VERB
fuen-515	98	4	that	that	SCONJ
fuen-515	98	5	news	news	NOUN
fuen-515	98	6	is	be	AUX
fuen-515	98	7	a	a	DET
fuen-515	98	8	crucial	crucial	ADJ
fuen-515	98	9	source	source	NOUN
fuen-515	98	10	of	of	ADP
fuen-515	98	11	information	information	NOUN
fuen-515	98	12	for	for	ADP
fuen-515	98	13	gauging	gauge	VERB
fuen-515	98	14	market	market	NOUN
fuen-515	98	15	sentiment	sentiment	NOUN
fuen-515	98	16	[	[	X
fuen-515	98	17	23	23	NUM
fuen-515	98	18	]	]	PUNCT
fuen-515	98	19	.	.	PUNCT
fuen-515	99	1	the	the	DET
fuen-515	99	2	accuracy	accuracy	NOUN
fuen-515	99	3	of	of	ADP
fuen-515	99	4	forecasting	forecast	VERB
fuen-515	99	5	short	short	ADJ
fuen-515	99	6	-	-	PUNCT
fuen-515	99	7	term	term	NOUN
fuen-515	99	8	stock	stock	NOUN
fuen-515	99	9	returns	return	NOUN
fuen-515	99	10	can	can	AUX
fuen-515	99	11	also	also	ADV
fuen-515	99	12	be	be	AUX
fuen-515	99	13	improved	improve	VERB
fuen-515	99	14	,	,	PUNCT
fuen-515	99	15	which	which	PRON
fuen-515	99	16	is	be	AUX
fuen-515	99	17	extremely	extremely	ADV
fuen-515	99	18	important	important	ADJ
fuen-515	99	19	for	for	ADP
fuen-515	99	20	businesses	business	NOUN
fuen-515	99	21	[	[	X
fuen-515	99	22	24	24	NUM
fuen-515	99	23	]	]	PUNCT
fuen-515	99	24	.	.	PUNCT
fuen-515	100	1	as	as	ADP
fuen-515	100	2	crude	crude	ADJ
fuen-515	100	3	oil	oil	NOUN
fuen-515	100	4	prices	price	NOUN
fuen-515	100	5	fluctuate	fluctuate	NOUN
fuen-515	100	6	daily	daily	ADV
fuen-515	100	7	,	,	PUNCT
fuen-515	100	8	forecasts	forecast	NOUN
fuen-515	100	9	based	base	VERB
fuen-515	100	10	on	on	ADP
fuen-515	100	11	longterm	longterm	PROPN
fuen-515	100	12	historical	historical	ADJ
fuen-515	100	13	data	datum	NOUN
fuen-515	100	14	may	may	AUX
fuen-515	100	15	not	not	PART
fuen-515	100	16	be	be	AUX
fuen-515	100	17	accurate	accurate	ADJ
fuen-515	100	18	.	.	PUNCT
fuen-515	101	1	2	2	X
fuen-515	101	2	.	.	X
fuen-515	101	3	mathematical	mathematical	ADJ
fuen-515	101	4	equations	equation	NOUN
fuen-515	101	5	2.1	2.1	NUM
fuen-515	101	6	criteria	criterion	NOUN
fuen-515	101	7	for	for	ADP
fuen-515	101	8	evaluation	evaluation	NOUN
fuen-515	101	9	to	to	PART
fuen-515	101	10	evaluate	evaluate	VERB
fuen-515	101	11	the	the	DET
fuen-515	101	12	performance	performance	NOUN
fuen-515	101	13	of	of	ADP
fuen-515	101	14	rmse	rmse	ADJ
fuen-515	101	15	mean	mean	NOUN
fuen-515	101	16	root	root	NOUN
fuen-515	101	17	errors	error	NOUN
fuen-515	101	18	and	and	CCONJ
fuen-515	101	19	mea	mea	NOUN
fuen-515	101	20	mean	mean	ADJ
fuen-515	101	21	absolute	absolute	ADJ
fuen-515	101	22	errors	error	NOUN
fuen-515	101	23	,	,	PUNCT
fuen-515	101	24	considering	consider	VERB
fuen-515	101	25	the	the	DET
fuen-515	101	26	evaluation	evaluation	NOUN
fuen-515	101	27	criteria	criterion	NOUN
fuen-515	101	28	,	,	PUNCT
fuen-515	101	29	which	which	PRON
fuen-515	101	30	are	be	AUX
fuen-515	101	31	used	use	VERB
fuen-515	101	32	for	for	ADP
fuen-515	101	33	the	the	DET
fuen-515	101	34	accuracy	accuracy	NOUN
fuen-515	101	35	of	of	ADP
fuen-515	101	36	the	the	DET
fuen-515	101	37	evaluation	evaluation	NOUN
fuen-515	101	38	in	in	ADP
fuen-515	101	39	question	question	NOUN
fuen-515	101	40	,	,	PUNCT
fuen-515	101	41	the	the	DET
fuen-515	101	42	following	follow	VERB
fuen-515	101	43	equations	equation	NOUN
fuen-515	101	44	are	be	AUX
fuen-515	101	45	used	use	VERB
fuen-515	101	46	:	:	PUNCT
fuen-515	101	47	rmse	rmse	PROPN
fuen-515	101	48	=	=	SYM
fuen-515	102	1	√	√	ADV
fuen-515	102	2	1	1	NUM
fuen-515	102	3	n	n	ADP
fuen-515	102	4	∗	∗	NOUN
fuen-515	102	5	∑	∑	PUNCT
fuen-515	102	6	(	(	PUNCT
fuen-515	102	7	y1	y1	INTJ
fuen-515	102	8	t	t	PROPN
fuen-515	102	9	in	in	ADP
fuen-515	102	10	i=1	i=1	PROPN
fuen-515	102	11	−	−	PROPN
fuen-515	102	12	yt	yt	PROPN
fuen-515	102	13	i	i	NOUN
fuen-515	102	14	)	)	PUNCT
fuen-515	102	15	(	(	PUNCT
fuen-515	102	16	1	1	X
fuen-515	102	17	)	)	PUNCT
fuen-515	102	18	mae	mae	PROPN
fuen-515	103	1	=	=	NOUN
fuen-515	103	2	√	√	PROPN
fuen-515	103	3	1	1	NUM
fuen-515	103	4	n	n	NOUN
fuen-515	103	5	∑	∑	ADP
fuen-515	103	6	|y1	|y1	VERB
fuen-515	103	7	t	t	NOUN
fuen-515	104	1	i	i	PRON
fuen-515	104	2	−	−	PROPN
fuen-515	104	3	yt	yt	VERB
fuen-515	104	4	i|n	i|n	PUNCT
fuen-515	105	1	i=1	i=1	X
fuen-515	105	2	(	(	PUNCT
fuen-515	105	3	2	2	NUM
fuen-515	105	4	)	)	PUNCT
fuen-515	105	5	where	where	SCONJ
fuen-515	105	6	y1	y1	NOUN
fuen-515	105	7	is	be	AUX
fuen-515	105	8	the	the	DET
fuen-515	105	9	predictive	predictive	ADJ
fuen-515	105	10	value	value	NOUN
fuen-515	105	11	,	,	PUNCT
fuen-515	105	12	y	y	PROPN
fuen-515	105	13	is	be	AUX
fuen-515	105	14	the	the	DET
fuen-515	105	15	actual	actual	ADJ
fuen-515	105	16	value	value	NOUN
fuen-515	105	17	,	,	PUNCT
fuen-515	105	18	and	and	CCONJ
fuen-515	105	19	n	n	PRON
fuen-515	105	20	is	be	AUX
fuen-515	105	21	the	the	DET
fuen-515	105	22	number	number	NOUN
fuen-515	105	23	of	of	ADP
fuen-515	105	24	test	test	NOUN
fuen-515	105	25	samples	sample	NOUN
fuen-515	105	26	.	.	PUNCT
fuen-515	106	1	2.2	2.2	NUM
fuen-515	106	2	multilayer	multilayer	ADJ
fuen-515	106	3	perception	perception	NOUN
fuen-515	106	4	equations	equation	NOUN
fuen-515	106	5	the	the	DET
fuen-515	106	6	neural	neural	ADJ
fuen-515	106	7	network	network	NOUN
fuen-515	106	8	changes	change	VERB
fuen-515	106	9	the	the	DET
fuen-515	106	10	connection	connection	NOUN
fuen-515	106	11	weight	weight	NOUN
fuen-515	106	12	after	after	ADP
fuen-515	106	13	processing	process	VERB
fuen-515	106	14	each	each	DET
fuen-515	106	15	piece	piece	NOUN
fuen-515	106	16	of	of	ADP
fuen-515	106	17	data	datum	NOUN
fuen-515	106	18	,	,	PUNCT
fuen-515	106	19	based	base	VERB
fuen-515	106	20	on	on	ADP
fuen-515	106	21	the	the	DET
fuen-515	106	22	amount	amount	NOUN
fuen-515	106	23	of	of	ADP
fuen-515	106	24	error	error	NOUN
fuen-515	106	25	in	in	ADP
fuen-515	106	26	the	the	DET
fuen-515	106	27	output	output	NOUN
fuen-515	106	28	compared	compare	VERB
fuen-515	106	29	to	to	ADP
fuen-515	106	30	the	the	DET
fuen-515	106	31	expected	expect	VERB
fuen-515	106	32	result	result	NOUN
fuen-515	106	33	.	.	PUNCT
fuen-515	107	1	this	this	DET
fuen-515	107	2	example	example	NOUN
fuen-515	107	3	is	be	AUX
fuen-515	107	4	done	do	VERB
fuen-515	107	5	by	by	ADP
fuen-515	107	6	monitoring	monitoring	NOUN
fuen-515	107	7	and	and	CCONJ
fuen-515	107	8	through	through	ADP
fuen-515	107	9	backtracking	backtrack	VERB
fuen-515	107	10	and	and	CCONJ
fuen-515	107	11	generalizing	generalize	VERB
fuen-515	107	12	the	the	DET
fuen-515	107	13	least	least	ADJ
fuen-515	107	14	squares	square	NOUN
fuen-515	107	15	algorithm	algorithm	NOUN
fuen-515	107	16	in	in	ADP
fuen-515	107	17	linear	linear	ADJ
fuen-515	107	18	perception	perception	NOUN
fuen-515	107	19	.	.	PUNCT
fuen-515	108	1	error	error	NOUN
fuen-515	108	2	in	in	ADP
fuen-515	108	3	the	the	DET
fuen-515	108	4	output	output	NOUN
fuen-515	108	5	node	node	NOUN
fuen-515	108	6	,	,	PUNCT
fuen-515	108	7	we	we	PRON
fuen-515	108	8	show	show	VERB
fuen-515	108	9	n	n	ADP
fuen-515	108	10	data	data	NOUN
fuen-515	108	11	points	point	NOUN
fuen-515	108	12	.	.	PUNCT
fuen-515	109	1	node	node	ADJ
fuen-515	109	2	values	value	NOUN
fuen-515	109	3	are	be	AUX
fuen-515	109	4	adjusted	adjust	VERB
fuen-515	109	5	based	base	VERB
fuen-515	109	6	on	on	ADP
fuen-515	109	7	corrections	correction	NOUN
fuen-515	109	8	that	that	PRON
fuen-515	109	9	minimize	minimize	VERB
fuen-515	109	10	the	the	DET
fuen-515	109	11	amount	amount	NOUN
fuen-515	109	12	of	of	ADP
fuen-515	109	13	error	error	NOUN
fuen-515	109	14	in	in	ADP
fuen-515	109	15	the	the	DET
fuen-515	109	16	total	total	ADJ
fuen-515	109	17	output	output	NOUN
fuen-515	109	18	and	and	CCONJ
fuen-515	109	19	are	be	AUX
fuen-515	109	20	:	:	PUNCT
fuen-515	109	21	𝜀(𝑛	𝜀(𝑛	NOUN
fuen-515	109	22	)	)	PUNCT
fuen-515	109	23	=	=	SYM
fuen-515	109	24	1	1	NUM
fuen-515	109	25	2	2	NUM
fuen-515	109	26	∑	∑	ADP
fuen-515	109	27	𝑒𝑗	𝑒𝑗	PROPN
fuen-515	109	28	2	2	NUM
fuen-515	109	29	𝑗	𝑗	PROPN
fuen-515	109	30	(	(	PUNCT
fuen-515	109	31	𝑛	𝑛	NOUN
fuen-515	109	32	)	)	PUNCT
fuen-515	109	33	(	(	PUNCT
fuen-515	109	34	3	3	X
fuen-515	109	35	)	)	PUNCT
fuen-515	109	36	using	use	VERB
fuen-515	109	37	the	the	DET
fuen-515	109	38	gradient	gradient	NOUN
fuen-515	109	39	,	,	PUNCT
fuen-515	109	40	the	the	DET
fuen-515	109	41	change	change	NOUN
fuen-515	109	42	in	in	ADP
fuen-515	109	43	weight	weight	NOUN
fuen-515	109	44	is	be	AUX
fuen-515	109	45	:	:	PUNCT
fuen-515	109	46	m.	m.	NOUN
fuen-515	109	47	abdoos	abdoo	NOUN
fuen-515	109	48	et	et	PROPN
fuen-515	109	49	al	al	PROPN
fuen-515	109	50	.	.	PROPN
fuen-515	109	51	/future	/future	PROPN
fuen-515	110	1	energy	energy	PROPN
fuen-515	110	2	november	november	PROPN
fuen-515	110	3	2025|	2025|	NUM
fuen-515	110	4	volume	volume	NOUN
fuen-515	110	5	04	04	NUM
fuen-515	111	1	|	|	ADV
fuen-515	111	2	issue	issue	NOUN
fuen-515	111	3	04|	04|	ADP
fuen-515	111	4	pages	page	NOUN
fuen-515	111	5	22	22	NUM
fuen-515	111	6	-	-	SYM
fuen-515	111	7	30	30	NUM
fuen-515	111	8	24	24	NUM
fuen-515	111	9	∆𝜔𝑗𝑖(𝑛	∆𝜔𝑗𝑖(𝑛	NOUN
fuen-515	111	10	)	)	PUNCT
fuen-515	111	11	=	=	PUNCT
fuen-515	111	12	−𝜂	−𝜂	NOUN
fuen-515	111	13	𝜕𝜀(𝑛	𝜕𝜀(𝑛	NOUN
fuen-515	111	14	)	)	PUNCT
fuen-515	111	15	𝜕𝜗𝑗(𝑛	𝜕𝜗𝑗(𝑛	NOUN
fuen-515	111	16	)	)	PUNCT
fuen-515	111	17	𝑦𝑖(𝑛	𝑦𝑖(𝑛	NOUN
fuen-515	111	18	)	)	PUNCT
fuen-515	111	19	(	(	PUNCT
fuen-515	111	20	4	4	X
fuen-515	111	21	)	)	PUNCT
fuen-515	111	22	where	where	SCONJ
fuen-515	111	23	in	in	ADP
fuen-515	111	24	yi	yi	PROPN
fuen-515	111	25	is	be	AUX
fuen-515	111	26	the	the	DET
fuen-515	111	27	output	output	NOUN
fuen-515	111	28	of	of	ADP
fuen-515	111	29	the	the	DET
fuen-515	111	30	previous	previous	ADJ
fuen-515	111	31	neuron	neuron	NOUN
fuen-515	111	32	and	and	CCONJ
fuen-515	111	33	ƞ	ƞ	NOUN
fuen-515	111	34	is	be	AUX
fuen-515	111	35	the	the	DET
fuen-515	111	36	learning	learn	VERB
fuen-515	111	37	rate	rate	NOUN
fuen-515	111	38	chosen	choose	VERB
fuen-515	111	39	to	to	PART
fuen-515	111	40	ensure	ensure	VERB
fuen-515	111	41	that	that	SCONJ
fuen-515	111	42	the	the	DET
fuen-515	111	43	weights	weight	NOUN
fuen-515	111	44	quickly	quickly	ADV
fuen-515	111	45	converge	converge	VERB
fuen-515	111	46	to	to	ADP
fuen-515	111	47	the	the	DET
fuen-515	111	48	oscillation	oscillation	NOUN
fuen-515	111	49	-	-	PUNCT
fuen-515	111	50	free	free	ADJ
fuen-515	111	51	response	response	NOUN
fuen-515	111	52	.	.	PUNCT
fuen-515	112	1	the	the	DET
fuen-515	112	2	calculated	calculate	VERB
fuen-515	112	3	derivative	derivative	NOUN
fuen-515	112	4	depends	depend	VERB
fuen-515	112	5	on	on	ADP
fuen-515	112	6	the	the	DET
fuen-515	112	7	induced	induced	ADJ
fuen-515	112	8	local	local	ADJ
fuen-515	112	9	field	field	NOUN
fuen-515	112	10	.	.	PUNCT
fuen-515	113	1	it	it	PRON
fuen-515	113	2	is	be	AUX
fuen-515	113	3	ʋi	ʋi	NOUN
fuen-515	113	4	that	that	PRON
fuen-515	113	5	changes	change	VERB
fuen-515	113	6	itself	itself	PRON
fuen-515	113	7	.	.	PUNCT
fuen-515	114	1	it	it	PRON
fuen-515	114	2	is	be	AUX
fuen-515	114	3	easy	easy	ADJ
fuen-515	114	4	to	to	PART
fuen-515	114	5	prove	prove	VERB
fuen-515	114	6	that	that	SCONJ
fuen-515	114	7	for	for	ADP
fuen-515	114	8	the	the	DET
fuen-515	114	9	output	output	NOUN
fuen-515	114	10	node	node	NOUN
fuen-515	114	11	,	,	PUNCT
fuen-515	114	12	this	this	DET
fuen-515	114	13	derivation	derivation	NOUN
fuen-515	114	14	can	can	AUX
fuen-515	114	15	be	be	AUX
fuen-515	114	16	simplified	simplify	VERB
fuen-515	114	17	.	.	PUNCT
fuen-515	115	1	−𝜕𝜀(𝑛	−𝜕𝜀(𝑛	NOUN
fuen-515	115	2	)	)	PUNCT
fuen-515	115	3	𝜕𝜗𝑗(𝑛	𝜕𝜗𝑗(𝑛	NOUN
fuen-515	115	4	)	)	PUNCT
fuen-515	115	5	=	=	SYM
fuen-515	116	1	𝑒𝑗(𝑛)∅~	𝑒𝑗(𝑛)∅~	ADV
fuen-515	116	2	(	(	PUNCT
fuen-515	116	3	𝜗𝑗(𝑛	𝜗𝑗(𝑛	NOUN
fuen-515	116	4	)	)	PUNCT
fuen-515	116	5	)	)	PUNCT
fuen-515	116	6	(	(	PUNCT
fuen-515	116	7	5	5	X
fuen-515	116	8	)	)	PUNCT
fuen-515	116	9	where	where	SCONJ
fuen-515	116	10	ϕ	ϕ	NOUN
fuen-515	116	11	is	be	AUX
fuen-515	116	12	the	the	DET
fuen-515	116	13	derivative	derivative	NOUN
fuen-515	116	14	of	of	ADP
fuen-515	116	15	the	the	DET
fuen-515	116	16	activation	activation	NOUN
fuen-515	116	17	function	function	NOUN
fuen-515	116	18	described	describe	VERB
fuen-515	116	19	above	above	ADV
fuen-515	116	20	,	,	PUNCT
fuen-515	116	21	and	and	CCONJ
fuen-515	116	22	does	do	AUX
fuen-515	116	23	not	not	PART
fuen-515	116	24	change	change	VERB
fuen-515	116	25	itself	itself	PRON
fuen-515	116	26	.	.	PUNCT
fuen-515	117	1	the	the	DET
fuen-515	117	2	analysis	analysis	NOUN
fuen-515	117	3	for	for	ADP
fuen-515	117	4	changing	change	VERB
fuen-515	117	5	the	the	DET
fuen-515	117	6	weights	weight	NOUN
fuen-515	117	7	to	to	ADP
fuen-515	117	8	a	a	DET
fuen-515	117	9	hidden	hide	VERB
fuen-515	117	10	node	node	NOUN
fuen-515	117	11	is	be	AUX
fuen-515	117	12	more	more	ADV
fuen-515	117	13	difficult	difficult	ADJ
fuen-515	117	14	,	,	PUNCT
fuen-515	117	15	but	but	CCONJ
fuen-515	117	16	it	it	PRON
fuen-515	117	17	can	can	AUX
fuen-515	117	18	be	be	AUX
fuen-515	117	19	shown	show	VERB
fuen-515	117	20	that	that	SCONJ
fuen-515	117	21	the	the	DET
fuen-515	117	22	corresponding	corresponding	ADJ
fuen-515	117	23	derivative	derivative	NOUN
fuen-515	117	24	is	be	AUX
fuen-515	117	25	:	:	PUNCT
fuen-515	117	26	−	−	PROPN
fuen-515	117	27	𝜕𝜀(𝑛	𝜕𝜀(𝑛	NOUN
fuen-515	117	28	)	)	PUNCT
fuen-515	117	29	𝜕𝜗𝑗(𝑛	𝜕𝜗𝑗(𝑛	NOUN
fuen-515	117	30	)	)	PUNCT
fuen-515	118	1	=	=	SYM
fuen-515	118	2	∅~	∅~	PROPN
fuen-515	118	3	(	(	PUNCT
fuen-515	118	4	𝜗𝑗(𝑛	𝜗𝑗(𝑛	NOUN
fuen-515	118	5	)	)	PUNCT
fuen-515	118	6	)	)	PUNCT
fuen-515	118	7	∑	∑	ADP
fuen-515	118	8	−	−	ADP
fuen-515	118	9	𝜕𝜀(𝑛	𝜕𝜀(𝑛	NOUN
fuen-515	118	10	)	)	PUNCT
fuen-515	118	11	𝜕𝜗𝐾(𝑛	𝜕𝜗𝐾(𝑛	PROPN
fuen-515	118	12	)	)	PUNCT
fuen-515	118	13	𝜔𝑘𝑗𝐾	𝜔𝑘𝑗𝐾	NOUN
fuen-515	118	14	(	(	PUNCT
fuen-515	118	15	𝑛	𝑛	NOUN
fuen-515	118	16	)	)	PUNCT
fuen-515	118	17	(	(	PUNCT
fuen-515	118	18	6	6	X
fuen-515	118	19	)	)	PUNCT
fuen-515	118	20	it	it	PRON
fuen-515	118	21	depends	depend	VERB
fuen-515	118	22	on	on	ADP
fuen-515	118	23	the	the	DET
fuen-515	118	24	change	change	NOUN
fuen-515	118	25	in	in	ADP
fuen-515	118	26	the	the	DET
fuen-515	118	27	weights	weight	NOUN
fuen-515	118	28	of	of	ADP
fuen-515	118	29	the	the	DET
fuen-515	118	30	k	k	PROPN
fuen-515	118	31	nodes	node	NOUN
fuen-515	118	32	that	that	PRON
fuen-515	118	33	represent	represent	VERB
fuen-515	118	34	the	the	DET
fuen-515	118	35	output	output	NOUN
fuen-515	118	36	layer	layer	NOUN
fuen-515	118	37	;	;	PUNCT
fuen-515	118	38	therefore	therefore	ADV
fuen-515	118	39	,	,	PUNCT
fuen-515	118	40	to	to	PART
fuen-515	118	41	change	change	VERB
fuen-515	118	42	the	the	DET
fuen-515	118	43	weights	weight	NOUN
fuen-515	118	44	of	of	ADP
fuen-515	118	45	the	the	DET
fuen-515	118	46	hidden	hide	VERB
fuen-515	118	47	layer	layer	NOUN
fuen-515	118	48	,	,	PUNCT
fuen-515	118	49	the	the	DET
fuen-515	118	50	output	output	NOUN
fuen-515	118	51	layer	layer	NOUN
fuen-515	118	52	changes	change	NOUN
fuen-515	118	53	according	accord	VERB
fuen-515	118	54	to	to	ADP
fuen-515	118	55	the	the	DET
fuen-515	118	56	derivative	derivative	NOUN
fuen-515	118	57	of	of	ADP
fuen-515	118	58	the	the	DET
fuen-515	118	59	activation	activation	NOUN
fuen-515	118	60	function	function	NOUN
fuen-515	118	61	,	,	PUNCT
fuen-515	118	62	and	and	CCONJ
fuen-515	118	63	thus	thus	ADV
fuen-515	118	64	this	this	DET
fuen-515	118	65	algorithm	algorithm	NOUN
fuen-515	118	66	represents	represent	VERB
fuen-515	118	67	a	a	DET
fuen-515	118	68	function	function	NOUN
fuen-515	118	69	of	of	ADP
fuen-515	118	70	the	the	DET
fuen-515	118	71	activation	activation	NOUN
fuen-515	118	72	function	function	NOUN
fuen-515	118	73	.	.	PUNCT
fuen-515	119	1	3	3	X
fuen-515	119	2	.	.	X
fuen-515	119	3	methodology	methodology	NOUN
fuen-515	119	4	3.1	3.1	NUM
fuen-515	119	5	software	software	NOUN
fuen-515	119	6	an	an	DET
fuen-515	119	7	improved	improved	ADJ
fuen-515	119	8	deep	deep	ADJ
fuen-515	119	9	-	-	PUNCT
fuen-515	119	10	learning	learn	VERB
fuen-515	119	11	model	model	NOUN
fuen-515	119	12	was	be	AUX
fuen-515	119	13	used	use	VERB
fuen-515	119	14	in	in	ADP
fuen-515	119	15	this	this	DET
fuen-515	119	16	study	study	NOUN
fuen-515	119	17	to	to	PART
fuen-515	119	18	forecast	forecast	VERB
fuen-515	119	19	production	production	NOUN
fuen-515	119	20	,	,	PUNCT
fuen-515	119	21	demand	demand	NOUN
fuen-515	119	22	,	,	PUNCT
fuen-515	119	23	and	and	CCONJ
fuen-515	119	24	price	price	NOUN
fuen-515	119	25	.	.	PUNCT
fuen-515	120	1	deep	deep	ADJ
fuen-515	120	2	learning	learning	NOUN
fuen-515	120	3	requires	require	VERB
fuen-515	120	4	significant	significant	ADJ
fuen-515	120	5	computing	computing	NOUN
fuen-515	120	6	power	power	NOUN
fuen-515	120	7	.	.	PUNCT
fuen-515	121	1	there	there	PRON
fuen-515	121	2	is	be	VERB
fuen-515	121	3	a	a	DET
fuen-515	121	4	parallel	parallel	ADJ
fuen-515	121	5	architecture	architecture	NOUN
fuen-515	121	6	available	available	ADJ
fuen-515	121	7	in	in	ADP
fuen-515	121	8	high	high	ADJ
fuen-515	121	9	-	-	PUNCT
fuen-515	121	10	performance	performance	NOUN
fuen-515	121	11	gpus	gpu	NOUN
fuen-515	121	12	that	that	PRON
fuen-515	121	13	makes	make	VERB
fuen-515	121	14	them	they	PRON
fuen-515	121	15	suitable	suitable	ADJ
fuen-515	121	16	for	for	ADP
fuen-515	121	17	deep	deep	ADJ
fuen-515	121	18	learning	learning	NOUN
fuen-515	121	19	.	.	PUNCT
fuen-515	122	1	deep	deep	ADJ
fuen-515	122	2	learning	learning	NOUN
fuen-515	122	3	models	model	NOUN
fuen-515	122	4	are	be	AUX
fuen-515	122	5	often	often	ADV
fuen-515	122	6	called	call	VERB
fuen-515	122	7	deep	deep	ADJ
fuen-515	122	8	neural	neural	ADJ
fuen-515	122	9	networks	network	NOUN
fuen-515	122	10	because	because	SCONJ
fuen-515	122	11	they	they	PRON
fuen-515	122	12	utilize	utilize	VERB
fuen-515	122	13	neural	neural	ADJ
fuen-515	122	14	network	network	NOUN
fuen-515	122	15	architecture	architecture	NOUN
fuen-515	122	16	.	.	PUNCT
fuen-515	123	1	deep	deep	ADJ
fuen-515	123	2	neural	neural	ADJ
fuen-515	123	3	networks	network	NOUN
fuen-515	123	4	have	have	VERB
fuen-515	123	5	a	a	DET
fuen-515	123	6	large	large	ADJ
fuen-515	123	7	number	number	NOUN
fuen-515	123	8	of	of	ADP
fuen-515	123	9	hidden	hidden	ADJ
fuen-515	123	10	layers	layer	NOUN
fuen-515	123	11	.	.	PUNCT
fuen-515	124	1	in	in	ADP
fuen-515	124	2	deep	deep	ADJ
fuen-515	124	3	learning	learning	NOUN
fuen-515	124	4	,	,	PUNCT
fuen-515	124	5	data	datum	NOUN
fuen-515	124	6	sets	set	NOUN
fuen-515	124	7	are	be	AUX
fuen-515	124	8	labeled	label	VERB
fuen-515	124	9	,	,	PUNCT
fuen-515	124	10	and	and	CCONJ
fuen-515	124	11	neural	neural	ADJ
fuen-515	124	12	network	network	NOUN
fuen-515	124	13	architectures	architecture	NOUN
fuen-515	124	14	are	be	AUX
fuen-515	124	15	used	use	VERB
fuen-515	124	16	to	to	PART
fuen-515	124	17	learn	learn	VERB
fuen-515	124	18	features	feature	NOUN
fuen-515	124	19	directly	directly	ADV
fuen-515	124	20	from	from	ADP
fuen-515	124	21	the	the	DET
fuen-515	124	22	data	datum	NOUN
fuen-515	124	23	without	without	ADP
fuen-515	124	24	manually	manually	ADV
fuen-515	124	25	extracting	extract	VERB
fuen-515	124	26	them	they	PRON
fuen-515	124	27	.	.	PUNCT
fuen-515	125	1	data	datum	NOUN
fuen-515	125	2	characteristics	characteristic	NOUN
fuen-515	125	3	include	include	VERB
fuen-515	125	4	the	the	DET
fuen-515	125	5	collection	collection	NOUN
fuen-515	125	6	and	and	CCONJ
fuen-515	125	7	processing	processing	NOUN
fuen-515	125	8	of	of	ADP
fuen-515	125	9	oil	oil	NOUN
fuen-515	125	10	market	market	NOUN
fuen-515	125	11	data	datum	NOUN
fuen-515	125	12	(	(	PUNCT
fuen-515	125	13	table	table	NOUN
fuen-515	125	14	1	1	NUM
fuen-515	125	15	)	)	PUNCT
fuen-515	125	16	.	.	PUNCT
fuen-515	126	1	in	in	ADP
fuen-515	126	2	addition	addition	NOUN
fuen-515	126	3	to	to	ADP
fuen-515	126	4	oil	oil	NOUN
fuen-515	126	5	price	price	NOUN
fuen-515	126	6	information	information	NOUN
fuen-515	126	7	,	,	PUNCT
fuen-515	126	8	demand	demand	NOUN
fuen-515	126	9	and	and	CCONJ
fuen-515	126	10	supply	supply	NOUN
fuen-515	126	11	information	information	NOUN
fuen-515	126	12	,	,	PUNCT
fuen-515	126	13	global	global	ADJ
fuen-515	126	14	events	event	NOUN
fuen-515	126	15	,	,	PUNCT
fuen-515	126	16	and	and	CCONJ
fuen-515	126	17	other	other	ADJ
fuen-515	126	18	related	related	ADJ
fuen-515	126	19	information	information	NOUN
fuen-515	126	20	are	be	AUX
fuen-515	126	21	included	include	VERB
fuen-515	126	22	.	.	PUNCT
fuen-515	127	1	moreover	moreover	ADV
fuen-515	127	2	,	,	PUNCT
fuen-515	127	3	model	model	NOUN
fuen-515	127	4	training	training	NOUN
fuen-515	127	5	is	be	AUX
fuen-515	127	6	conducted	conduct	VERB
fuen-515	127	7	to	to	PART
fuen-515	127	8	develop	develop	VERB
fuen-515	127	9	a	a	DET
fuen-515	127	10	model	model	NOUN
fuen-515	127	11	that	that	PRON
fuen-515	127	12	can	can	AUX
fuen-515	127	13	forecast	forecast	VERB
fuen-515	127	14	price	price	NOUN
fuen-515	127	15	and	and	CCONJ
fuen-515	127	16	demand	demand	NOUN
fuen-515	127	17	based	base	VERB
fuen-515	127	18	on	on	ADP
fuen-515	127	19	training	training	NOUN
fuen-515	127	20	data	datum	NOUN
fuen-515	127	21	.	.	PUNCT
fuen-515	128	1	adjusting	adjust	VERB
fuen-515	128	2	parameters	parameter	NOUN
fuen-515	128	3	,	,	PUNCT
fuen-515	128	4	applying	apply	VERB
fuen-515	128	5	improved	improved	ADJ
fuen-515	128	6	techniques	technique	NOUN
fuen-515	128	7	,	,	PUNCT
fuen-515	128	8	and	and	CCONJ
fuen-515	128	9	evaluating	evaluate	VERB
fuen-515	128	10	model	model	NOUN
fuen-515	128	11	accuracy	accuracy	NOUN
fuen-515	128	12	are	be	AUX
fuen-515	128	13	all	all	PRON
fuen-515	128	14	part	part	NOUN
fuen-515	128	15	of	of	ADP
fuen-515	128	16	this	this	DET
fuen-515	128	17	process	process	NOUN
fuen-515	128	18	.	.	PUNCT
fuen-515	129	1	several	several	ADJ
fuen-515	129	2	metrics	metric	NOUN
fuen-515	129	3	,	,	PUNCT
fuen-515	129	4	such	such	ADJ
fuen-515	129	5	as	as	ADP
fuen-515	129	6	mean	mean	ADJ
fuen-515	129	7	square	square	NOUN
fuen-515	129	8	error	error	NOUN
fuen-515	129	9	,	,	PUNCT
fuen-515	129	10	assess	assess	VERB
fuen-515	129	11	the	the	DET
fuen-515	129	12	model	model	NOUN
fuen-515	129	13	's	's	PART
fuen-515	129	14	accuracy	accuracy	NOUN
fuen-515	129	15	on	on	ADP
fuen-515	129	16	test	test	NOUN
fuen-515	129	17	data	datum	NOUN
fuen-515	129	18	over	over	ADP
fuen-515	129	19	different	different	ADJ
fuen-515	129	20	periods	period	NOUN
fuen-515	129	21	.	.	PUNCT
fuen-515	130	1	additionally	additionally	ADV
fuen-515	130	2	,	,	PUNCT
fuen-515	130	3	it	it	PRON
fuen-515	130	4	includes	include	VERB
fuen-515	130	5	criteria	criterion	NOUN
fuen-515	130	6	for	for	ADP
fuen-515	130	7	predicting	predict	VERB
fuen-515	130	8	,	,	PUNCT
fuen-515	130	9	analyzing	analyzing	NOUN
fuen-515	130	10	,	,	PUNCT
fuen-515	130	11	and	and	CCONJ
fuen-515	130	12	modeling	modeling	NOUN
fuen-515	130	13	.	.	PUNCT
fuen-515	131	1	the	the	DET
fuen-515	131	2	program	program	NOUN
fuen-515	131	3	also	also	ADV
fuen-515	131	4	offers	offer	VERB
fuen-515	131	5	optimization	optimization	NOUN
fuen-515	131	6	and	and	CCONJ
fuen-515	131	7	analysis	analysis	NOUN
fuen-515	131	8	of	of	ADP
fuen-515	131	9	model	model	NOUN
fuen-515	131	10	prediction	prediction	NOUN
fuen-515	131	11	results	result	NOUN
fuen-515	131	12	and	and	CCONJ
fuen-515	131	13	solutions	solution	NOUN
fuen-515	131	14	.	.	PUNCT
fuen-515	132	1	optimizing	optimize	VERB
fuen-515	132	2	the	the	DET
fuen-515	132	3	model	model	NOUN
fuen-515	132	4	for	for	ADP
fuen-515	132	5	higher	high	ADJ
fuen-515	132	6	accuracy	accuracy	NOUN
fuen-515	132	7	in	in	ADP
fuen-515	132	8	future	future	ADJ
fuen-515	132	9	predictions	prediction	NOUN
fuen-515	132	10	is	be	AUX
fuen-515	132	11	also	also	ADV
fuen-515	132	12	very	very	ADV
fuen-515	132	13	effective	effective	ADJ
fuen-515	132	14	.	.	PUNCT
fuen-515	133	1	the	the	DET
fuen-515	133	2	project	project	NOUN
fuen-515	133	3	aims	aim	VERB
fuen-515	133	4	to	to	PART
fuen-515	133	5	predict	predict	VERB
fuen-515	133	6	the	the	DET
fuen-515	133	7	final	final	ADJ
fuen-515	133	8	price	price	NOUN
fuen-515	133	9	of	of	ADP
fuen-515	133	10	oil	oil	NOUN
fuen-515	133	11	using	use	VERB
fuen-515	133	12	the	the	DET
fuen-515	133	13	prices	price	NOUN
fuen-515	133	14	and	and	CCONJ
fuen-515	133	15	demand	demand	NOUN
fuen-515	133	16	of	of	ADP
fuen-515	133	17	oil	oil	NOUN
fuen-515	133	18	in	in	ADP
fuen-515	133	19	different	different	ADJ
fuen-515	133	20	parts	part	NOUN
fuen-515	133	21	of	of	ADP
fuen-515	133	22	the	the	DET
fuen-515	133	23	world	world	NOUN
fuen-515	133	24	,	,	PUNCT
fuen-515	133	25	and	and	CCONJ
fuen-515	133	26	to	to	PART
fuen-515	133	27	analyze	analyze	VERB
fuen-515	133	28	the	the	DET
fuen-515	133	29	developments	development	NOUN
fuen-515	133	30	,	,	PUNCT
fuen-515	133	31	which	which	PRON
fuen-515	133	32	include	include	VERB
fuen-515	133	33	three	three	NUM
fuen-515	133	34	key	key	ADJ
fuen-515	133	35	components	component	NOUN
fuen-515	133	36	:	:	PUNCT
fuen-515	133	37	data	datum	NOUN
fuen-515	133	38	preprocessing	preprocessing	NOUN
fuen-515	133	39	,	,	PUNCT
fuen-515	133	40	modeling	modeling	NOUN
fuen-515	133	41	,	,	PUNCT
fuen-515	133	42	and	and	CCONJ
fuen-515	133	43	model	model	NOUN
fuen-515	133	44	evaluation	evaluation	NOUN
fuen-515	133	45	.	.	PUNCT
fuen-515	134	1	3.2	3.2	NUM
fuen-515	134	2	data	datum	NOUN
fuen-515	134	3	preprocessing	preprocesse	VERB
fuen-515	134	4	the	the	DET
fuen-515	134	5	primary	primary	ADJ
fuen-515	134	6	purpose	purpose	NOUN
fuen-515	134	7	of	of	ADP
fuen-515	134	8	data	datum	NOUN
fuen-515	134	9	preparation	preparation	NOUN
fuen-515	134	10	is	be	AUX
fuen-515	134	11	to	to	PART
fuen-515	134	12	arrange	arrange	VERB
fuen-515	134	13	the	the	DET
fuen-515	134	14	data	datum	NOUN
fuen-515	134	15	for	for	ADP
fuen-515	134	16	the	the	DET
fuen-515	134	17	following	follow	VERB
fuen-515	134	18	modeling	model	VERB
fuen-515	134	19	step	step	NOUN
fuen-515	134	20	.	.	PUNCT
fuen-515	135	1	data	datum	NOUN
fuen-515	135	2	preprocessing	preprocessing	NOUN
fuen-515	135	3	is	be	AUX
fuen-515	135	4	a	a	DET
fuen-515	135	5	crucial	crucial	ADJ
fuen-515	135	6	component	component	NOUN
fuen-515	135	7	of	of	ADP
fuen-515	135	8	machine	machine	NOUN
fuen-515	135	9	learning	learning	NOUN
fuen-515	135	10	,	,	PUNCT
fuen-515	135	11	involving	involve	VERB
fuen-515	135	12	the	the	DET
fuen-515	135	13	application	application	NOUN
fuen-515	135	14	of	of	ADP
fuen-515	135	15	mathematical	mathematical	ADJ
fuen-515	135	16	and	and	CCONJ
fuen-515	135	17	logical	logical	ADJ
fuen-515	135	18	filters	filter	NOUN
fuen-515	135	19	to	to	PART
fuen-515	135	20	refine	refine	VERB
fuen-515	135	21	the	the	DET
fuen-515	135	22	data	datum	NOUN
fuen-515	135	23	.	.	PUNCT
fuen-515	136	1	to	to	PART
fuen-515	136	2	achieve	achieve	VERB
fuen-515	136	3	this	this	PRON
fuen-515	136	4	,	,	PUNCT
fuen-515	136	5	the	the	DET
fuen-515	136	6	following	follow	VERB
fuen-515	136	7	steps	step	NOUN
fuen-515	136	8	will	will	AUX
fuen-515	136	9	be	be	AUX
fuen-515	136	10	implemented	implement	VERB
fuen-515	136	11	sequentially	sequentially	ADV
fuen-515	136	12	for	for	ADP
fuen-515	136	13	data	datum	NOUN
fuen-515	136	14	cleaning	cleaning	NOUN
fuen-515	136	15	:	:	PUNCT
fuen-515	136	16	•	•	ADP
fuen-515	136	17	eliminate	eliminate	VERB
fuen-515	136	18	columns	column	NOUN
fuen-515	136	19	with	with	ADP
fuen-515	136	20	more	more	ADJ
fuen-515	136	21	than	than	ADP
fuen-515	136	22	15	15	NUM
fuen-515	136	23	missing	miss	VERB
fuen-515	136	24	values	value	NOUN
fuen-515	136	25	.	.	PUNCT
fuen-515	137	1	in	in	ADP
fuen-515	137	2	this	this	DET
fuen-515	137	3	step	step	NOUN
fuen-515	137	4	,	,	PUNCT
fuen-515	137	5	columns	column	NOUN
fuen-515	137	6	with	with	ADP
fuen-515	137	7	several	several	ADJ
fuen-515	137	8	missing	miss	VERB
fuen-515	137	9	values	value	NOUN
fuen-515	137	10	exceeding	exceed	VERB
fuen-515	137	11	ten	ten	NUM
fuen-515	137	12	percent	percent	NOUN
fuen-515	137	13	of	of	ADP
fuen-515	137	14	the	the	DET
fuen-515	137	15	total	total	ADJ
fuen-515	137	16	dataset	dataset	NOUN
fuen-515	137	17	(	(	PUNCT
fuen-515	137	18	approximately	approximately	ADV
fuen-515	137	19	15	15	NUM
fuen-515	137	20	instances	instance	NOUN
fuen-515	137	21	)	)	PUNCT
fuen-515	137	22	will	will	AUX
fuen-515	137	23	be	be	AUX
fuen-515	137	24	removed	remove	VERB
fuen-515	137	25	.	.	PUNCT
fuen-515	138	1	•	•	NUM
fuen-515	138	2	exclude	exclude	VERB
fuen-515	138	3	the	the	DET
fuen-515	138	4	year	year	NOUN
fuen-515	138	5	column	column	NOUN
fuen-515	138	6	.	.	PUNCT
fuen-515	139	1	as	as	SCONJ
fuen-515	139	2	the	the	DET
fuen-515	139	3	year	year	NOUN
fuen-515	139	4	feature	feature	NOUN
fuen-515	139	5	consists	consist	VERB
fuen-515	139	6	of	of	ADP
fuen-515	139	7	unique	unique	ADJ
fuen-515	139	8	values	value	NOUN
fuen-515	139	9	,	,	PUNCT
fuen-515	139	10	it	it	PRON
fuen-515	139	11	does	do	AUX
fuen-515	139	12	not	not	PART
fuen-515	139	13	contribute	contribute	VERB
fuen-515	139	14	significantly	significantly	ADV
fuen-515	139	15	to	to	ADP
fuen-515	139	16	model	model	NOUN
fuen-515	139	17	training	training	NOUN
fuen-515	139	18	.	.	PUNCT
fuen-515	140	1	consequently	consequently	ADV
fuen-515	140	2	,	,	PUNCT
fuen-515	140	3	it	it	PRON
fuen-515	140	4	will	will	AUX
fuen-515	140	5	be	be	AUX
fuen-515	140	6	excluded	exclude	VERB
fuen-515	140	7	from	from	ADP
fuen-515	140	8	the	the	DET
fuen-515	140	9	dataset	dataset	NOUN
fuen-515	140	10	due	due	ADP
fuen-515	140	11	to	to	ADP
fuen-515	140	12	its	its	PRON
fuen-515	140	13	lack	lack	NOUN
fuen-515	140	14	of	of	ADP
fuen-515	140	15	relevance	relevance	NOUN
fuen-515	140	16	.	.	PUNCT
fuen-515	141	1	by	by	ADP
fuen-515	141	2	following	follow	VERB
fuen-515	141	3	these	these	DET
fuen-515	141	4	steps	step	NOUN
fuen-515	141	5	,	,	PUNCT
fuen-515	141	6	the	the	DET
fuen-515	141	7	dataset	dataset	NOUN
fuen-515	141	8	will	will	AUX
fuen-515	141	9	undergo	undergo	VERB
fuen-515	141	10	effective	effective	ADJ
fuen-515	141	11	cleanup	cleanup	NOUN
fuen-515	141	12	,	,	PUNCT
fuen-515	141	13	enhancing	enhance	VERB
fuen-515	141	14	its	its	PRON
fuen-515	141	15	suitability	suitability	NOUN
fuen-515	141	16	for	for	ADP
fuen-515	141	17	subsequent	subsequent	ADJ
fuen-515	141	18	modeling	modeling	NOUN
fuen-515	141	19	and	and	CCONJ
fuen-515	141	20	analysis	analysis	NOUN
fuen-515	141	21	.	.	PUNCT
fuen-515	142	1	3.3	3.3	NUM
fuen-515	142	2	standardizing	standardize	VERB
fuen-515	142	3	data	datum	NOUN
fuen-515	142	4	the	the	DET
fuen-515	142	5	scaling	scaling	NOUN
fuen-515	142	6	of	of	ADP
fuen-515	142	7	data	datum	NOUN
fuen-515	142	8	varies	vary	VERB
fuen-515	142	9	across	across	ADP
fuen-515	142	10	different	different	ADJ
fuen-515	142	11	columns	column	NOUN
fuen-515	142	12	and	and	CCONJ
fuen-515	142	13	can	can	AUX
fuen-515	142	14	have	have	VERB
fuen-515	142	15	distinct	distinct	ADJ
fuen-515	142	16	impacts	impact	NOUN
fuen-515	142	17	on	on	ADP
fuen-515	142	18	the	the	DET
fuen-515	142	19	learning	learning	NOUN
fuen-515	142	20	of	of	ADP
fuen-515	142	21	data	datum	NOUN
fuen-515	142	22	models	model	NOUN
fuen-515	142	23	.	.	PUNCT
fuen-515	143	1	to	to	PART
fuen-515	143	2	address	address	VERB
fuen-515	143	3	this	this	PRON
fuen-515	143	4	,	,	PUNCT
fuen-515	143	5	we	we	PRON
fuen-515	143	6	employ	employ	VERB
fuen-515	143	7	the	the	DET
fuen-515	143	8	method	method	NOUN
fuen-515	143	9	of	of	ADP
fuen-515	143	10	min	min	ADJ
fuen-515	143	11	-	-	ADJ
fuen-515	143	12	max	max	ADJ
fuen-515	143	13	standardization	standardization	NOUN
fuen-515	143	14	,	,	PUNCT
fuen-515	143	15	which	which	PRON
fuen-515	143	16	rescales	rescale	VERB
fuen-515	143	17	the	the	DET
fuen-515	143	18	entire	entire	ADJ
fuen-515	143	19	dataset	dataset	NOUN
fuen-515	143	20	to	to	ADP
fuen-515	143	21	a	a	DET
fuen-515	143	22	range	range	NOUN
fuen-515	143	23	of	of	ADP
fuen-515	143	24	0	0	NUM
fuen-515	143	25	to	to	PART
fuen-515	143	26	1	1	NUM
fuen-515	143	27	.	.	PUNCT
fuen-515	144	1	additionally	additionally	ADV
fuen-515	144	2	,	,	PUNCT
fuen-515	144	3	we	we	PRON
fuen-515	144	4	undertake	undertake	VERB
fuen-515	144	5	the	the	DET
fuen-515	144	6	following	follow	VERB
fuen-515	144	7	steps	step	NOUN
fuen-515	144	8	for	for	ADP
fuen-515	144	9	data	data	NOUN
fuen-515	144	10	refinement	refinement	NOUN
fuen-515	144	11	:	:	PUNCT
fuen-515	144	12	•	•	NOUN
fuen-515	144	13	remove	remove	VERB
fuen-515	144	14	columns	column	NOUN
fuen-515	144	15	with	with	ADP
fuen-515	144	16	a	a	DET
fuen-515	144	17	correlation	correlation	NOUN
fuen-515	144	18	exceeding	exceed	VERB
fuen-515	144	19	90	90	NUM
fuen-515	144	20	%	%	NOUN
fuen-515	144	21	.	.	PUNCT
fuen-515	145	1	•	•	NUM
fuen-515	145	2	exclude	exclude	VERB
fuen-515	145	3	data	datum	NOUN
fuen-515	145	4	that	that	PRON
fuen-515	145	5	contains	contain	VERB
fuen-515	145	6	null	null	ADJ
fuen-515	145	7	values	value	NOUN
fuen-515	145	8	.	.	PUNCT
fuen-515	146	1	table	table	NOUN
fuen-515	146	2	1	1	NUM
fuen-515	146	3	.	.	PUNCT
fuen-515	147	1	variables	variable	NOUN
fuen-515	147	2	impact	impact	VERB
fuen-515	147	3	the	the	DET
fuen-515	147	4	supply	supply	NOUN
fuen-515	147	5	and	and	CCONJ
fuen-515	147	6	demand	demand	NOUN
fuen-515	147	7	of	of	ADP
fuen-515	147	8	crude	crude	ADJ
fuen-515	147	9	oil	oil	NOUN
fuen-515	147	10	technical	technical	ADJ
fuen-515	147	11	factors	factor	NOUN
fuen-515	147	12	economical	economical	ADJ
fuen-515	147	13	factors	factor	NOUN
fuen-515	147	14	political	political	ADJ
fuen-515	147	15	factors	factor	NOUN
fuen-515	147	16	factors	factor	NOUN
fuen-515	147	17	influencing	influence	VERB
fuen-515	147	18	the	the	DET
fuen-515	147	19	market	market	NOUN
fuen-515	147	20	environmental	environmental	ADJ
fuen-515	147	21	factors	factor	NOUN
fuen-515	147	22	crude	crude	ADJ
fuen-515	147	23	oil	oil	NOUN
fuen-515	147	24	quality	quality	NOUN
fuen-515	147	25	cost	cost	NOUN
fuen-515	147	26	of	of	ADP
fuen-515	147	27	equipment	equipment	NOUN
fuen-515	147	28	political	political	ADJ
fuen-515	147	29	struggles	struggle	NOUN
fuen-515	147	30	transaction	transaction	NOUN
fuen-515	147	31	volume	volume	NOUN
fuen-515	147	32	pressure	pressure	NOUN
fuen-515	147	33	on	on	ADP
fuen-515	147	34	communities	community	NOUN
fuen-515	147	35	to	to	PART
fuen-515	147	36	use	use	VERB
fuen-515	147	37	renewable	renewable	ADJ
fuen-515	147	38	energy	energy	NOUN
fuen-515	147	39	new	new	ADJ
fuen-515	147	40	manufacturers	manufacturer	NOUN
fuen-515	147	41	economic	economic	ADJ
fuen-515	147	42	recession	recession	NOUN
fuen-515	147	43	socio	socio	NOUN
fuen-515	147	44	-	-	PUNCT
fuen-515	147	45	political	political	ADJ
fuen-515	147	46	conditions	condition	NOUN
fuen-515	147	47	of	of	ADP
fuen-515	147	48	oil	oil	NOUN
fuen-515	147	49	extractor	extractor	NOUN
fuen-515	147	50	countries	country	NOUN
fuen-515	147	51	the	the	DET
fuen-515	147	52	pricing	pricing	NOUN
fuen-515	147	53	of	of	ADP
fuen-515	147	54	energy	energy	NOUN
fuen-515	147	55	hubs	hub	NOUN
fuen-515	147	56	temperature	temperature	NOUN
fuen-515	147	57	changes	change	NOUN
fuen-515	147	58	and	and	CCONJ
fuen-515	147	59	seasons	season	NOUN
fuen-515	147	60	crude	crude	ADJ
fuen-515	147	61	oil	oil	NOUN
fuen-515	147	62	transportation	transportation	NOUN
fuen-515	147	63	gold	gold	NOUN
fuen-515	147	64	price	price	NOUN
fuen-515	147	65	oil	oil	NOUN
fuen-515	147	66	crisis	crisis	NOUN
fuen-515	147	67	population	population	NOUN
fuen-515	147	68	growth	growth	NOUN
fuen-515	147	69	completion	completion	NOUN
fuen-515	147	70	of	of	ADP
fuen-515	147	71	green	green	ADJ
fuen-515	147	72	fields	field	NOUN
fuen-515	147	73	and	and	CCONJ
fuen-515	147	74	production	production	NOUN
fuen-515	147	75	from	from	ADP
fuen-515	147	76	brownfields	brownfield	NOUN
fuen-515	147	77	the	the	DET
fuen-515	147	78	amount	amount	NOUN
fuen-515	147	79	of	of	ADP
fuen-515	147	80	oil	oil	NOUN
fuen-515	147	81	extraction	extraction	NOUN
fuen-515	147	82	in	in	ADP
fuen-515	147	83	the	the	DET
fuen-515	147	84	world	world	NOUN
fuen-515	147	85	enhancing	enhance	VERB
fuen-515	147	86	the	the	DET
fuen-515	147	87	value	value	NOUN
fuen-515	147	88	of	of	ADP
fuen-515	147	89	the	the	DET
fuen-515	147	90	dollar	dollar	NOUN
fuen-515	147	91	global	global	ADJ
fuen-515	147	92	crisis	crisis	NOUN
fuen-515	147	93	opec	opec	PROPN
fuen-515	147	94	production	production	NOUN
fuen-515	147	95	risk	risk	NOUN
fuen-515	147	96	and	and	CCONJ
fuen-515	147	97	decisions	decision	NOUN
fuen-515	147	98	focus	focus	VERB
fuen-515	147	99	on	on	ADP
fuen-515	147	100	renewable	renewable	ADJ
fuen-515	147	101	energy	energy	NOUN
fuen-515	147	102	sources	source	NOUN
fuen-515	147	103	oil	oil	NOUN
fuen-515	147	104	storage	storage	NOUN
fuen-515	147	105	and	and	CCONJ
fuen-515	147	106	products	product	NOUN
fuen-515	147	107	geopolitical	geopolitical	ADJ
fuen-515	147	108	occurrences	occurrence	NOUN
fuen-515	147	109	and	and	CCONJ
fuen-515	147	110	oil	oil	NOUN
fuen-515	147	111	market	market	NOUN
fuen-515	147	112	shock	shock	NOUN
fuen-515	147	113	politics	politic	NOUN
fuen-515	147	114	of	of	ADP
fuen-515	147	115	oil	oil	NOUN
fuen-515	147	116	companies	company	NOUN
fuen-515	147	117	non	non	ADJ
fuen-515	147	118	-	-	NOUN
fuen-515	147	119	alignment	alignment	ADJ
fuen-515	147	120	with	with	ADP
fuen-515	147	121	opec	opec	PROPN
fuen-515	147	122	plus	plus	CCONJ
fuen-515	147	123	geographical	geographical	ADJ
fuen-515	147	124	disasters	disaster	NOUN
fuen-515	147	125	innovation	innovation	NOUN
fuen-515	147	126	and	and	CCONJ
fuen-515	147	127	technology	technology	NOUN
fuen-515	147	128	economic	economic	ADJ
fuen-515	147	129	development	development	NOUN
fuen-515	147	130	supply	supply	NOUN
fuen-515	147	131	a	a	PRON
fuen-515	147	132	-	-	PUNCT
fuen-515	147	133	nd	nd	ADV
fuen-515	147	134	dem	dem	ADJ
fuen-515	147	135	-	-	PUNCT
fuen-515	147	136	and	and	CCONJ
fuen-515	147	137	m.	m.	NOUN
fuen-515	147	138	abdoos	abdoo	NOUN
fuen-515	147	139	et	et	PROPN
fuen-515	147	140	al	al	PROPN
fuen-515	147	141	.	.	PROPN
fuen-515	147	142	/future	/future	PROPN
fuen-515	148	1	energy	energy	PROPN
fuen-515	148	2	november	november	PROPN
fuen-515	148	3	2025|	2025|	NUM
fuen-515	148	4	volume	volume	NOUN
fuen-515	148	5	04	04	NUM
fuen-515	149	1	|	|	ADV
fuen-515	149	2	issue	issue	NOUN
fuen-515	149	3	04|	04|	ADP
fuen-515	149	4	pages	page	NOUN
fuen-515	149	5	22	22	NUM
fuen-515	149	6	-	-	SYM
fuen-515	149	7	30	30	NUM
fuen-515	149	8	25	25	NUM
fuen-515	149	9	in	in	ADP
fuen-515	149	10	our	our	PRON
fuen-515	149	11	predictive	predictive	ADJ
fuen-515	149	12	analysis	analysis	NOUN
fuen-515	149	13	,	,	PUNCT
fuen-515	149	14	we	we	PRON
fuen-515	149	15	utilize	utilize	VERB
fuen-515	149	16	three	three	NUM
fuen-515	149	17	distinct	distinct	ADJ
fuen-515	149	18	methods	method	NOUN
fuen-515	149	19	,	,	PUNCT
fuen-515	149	20	which	which	PRON
fuen-515	149	21	we	we	PRON
fuen-515	149	22	shall	shall	AUX
fuen-515	149	23	briefly	briefly	ADV
fuen-515	149	24	introduce	introduce	VERB
fuen-515	149	25	.	.	PUNCT
fuen-515	150	1	the	the	DET
fuen-515	150	2	objective	objective	NOUN
fuen-515	150	3	of	of	ADP
fuen-515	150	4	neural	neural	ADJ
fuen-515	150	5	networks	network	NOUN
fuen-515	150	6	is	be	AUX
fuen-515	150	7	to	to	PART
fuen-515	150	8	emulate	emulate	VERB
fuen-515	150	9	the	the	DET
fuen-515	150	10	patterns	pattern	NOUN
fuen-515	150	11	generated	generate	VERB
fuen-515	150	12	by	by	ADP
fuen-515	150	13	the	the	DET
fuen-515	150	14	human	human	ADJ
fuen-515	150	15	brain	brain	NOUN
fuen-515	150	16	.	.	PUNCT
fuen-515	151	1	neural	neural	ADJ
fuen-515	151	2	networks	network	NOUN
fuen-515	151	3	operate	operate	VERB
fuen-515	151	4	by	by	ADP
fuen-515	151	5	generating	generate	VERB
fuen-515	151	6	an	an	DET
fuen-515	151	7	output	output	NOUN
fuen-515	151	8	pattern	pattern	NOUN
fuen-515	151	9	based	base	VERB
fuen-515	151	10	on	on	ADP
fuen-515	151	11	the	the	DET
fuen-515	151	12	provided	provide	VERB
fuen-515	151	13	input	input	NOUN
fuen-515	151	14	pattern	pattern	NOUN
fuen-515	151	15	.	.	PUNCT
fuen-515	152	1	comprising	comprise	VERB
fuen-515	152	2	multiple	multiple	ADJ
fuen-515	152	3	processing	processing	NOUN
fuen-515	152	4	elements	element	NOUN
fuen-515	152	5	called	call	VERB
fuen-515	152	6	artificial	artificial	ADJ
fuen-515	152	7	neurons	neuron	NOUN
fuen-515	152	8	,	,	PUNCT
fuen-515	152	9	neural	neural	ADJ
fuen-515	152	10	networks	network	NOUN
fuen-515	152	11	receive	receive	VERB
fuen-515	152	12	and	and	CCONJ
fuen-515	152	13	process	process	VERB
fuen-515	152	14	data	datum	NOUN
fuen-515	152	15	within	within	ADP
fuen-515	152	16	the	the	DET
fuen-515	152	17	neurons	neuron	NOUN
fuen-515	152	18	,	,	PUNCT
fuen-515	152	19	ultimately	ultimately	ADV
fuen-515	152	20	generating	generate	VERB
fuen-515	152	21	an	an	DET
fuen-515	152	22	output	output	NOUN
fuen-515	152	23	.	.	PUNCT
fuen-515	153	1	3.4	3.4	NUM
fuen-515	153	2	introduction	introduction	NOUN
fuen-515	153	3	to	to	ADP
fuen-515	153	4	the	the	DET
fuen-515	153	5	lstm	lstm	NOUN
fuen-515	153	6	method	method	NOUN
fuen-515	153	7	(	(	PUNCT
fuen-515	153	8	long	long	ADJ
fuen-515	153	9	short	short	ADJ
fuen-515	153	10	-	-	PUNCT
fuen-515	153	11	term	term	NOUN
fuen-515	153	12	)	)	PUNCT
fuen-515	153	13	long	long	ADJ
fuen-515	153	14	short	short	ADJ
fuen-515	153	15	-	-	PUNCT
fuen-515	153	16	term	term	NOUN
fuen-515	153	17	memory	memory	NOUN
fuen-515	153	18	(	(	PUNCT
fuen-515	153	19	lstm	lstm	NOUN
fuen-515	153	20	)	)	PUNCT
fuen-515	153	21	networks	network	NOUN
fuen-515	153	22	are	be	AUX
fuen-515	153	23	an	an	DET
fuen-515	153	24	improved	improved	ADJ
fuen-515	153	25	iteration	iteration	NOUN
fuen-515	153	26	of	of	ADP
fuen-515	153	27	recursive	recursive	ADJ
fuen-515	153	28	neural	neural	ADJ
fuen-515	153	29	networks	network	NOUN
fuen-515	153	30	that	that	PRON
fuen-515	153	31	are	be	AUX
fuen-515	153	32	designed	design	VERB
fuen-515	153	33	to	to	PART
fuen-515	153	34	effectively	effectively	ADV
fuen-515	153	35	retain	retain	VERB
fuen-515	153	36	past	past	ADJ
fuen-515	153	37	data	datum	NOUN
fuen-515	153	38	within	within	ADP
fuen-515	153	39	memory	memory	NOUN
fuen-515	153	40	.	.	PUNCT
fuen-515	154	1	the	the	DET
fuen-515	154	2	choice	choice	NOUN
fuen-515	154	3	of	of	ADP
fuen-515	154	4	utilizing	utilize	VERB
fuen-515	154	5	the	the	DET
fuen-515	154	6	lstm	lstm	ADJ
fuen-515	154	7	method	method	NOUN
fuen-515	154	8	for	for	ADP
fuen-515	154	9	predicting	predict	VERB
fuen-515	154	10	oil	oil	NOUN
fuen-515	154	11	prices	price	NOUN
fuen-515	154	12	and	and	CCONJ
fuen-515	154	13	supply	supply	NOUN
fuen-515	154	14	-	-	PUNCT
fuen-515	154	15	demand	demand	NOUN
fuen-515	154	16	dynamics	dynamic	NOUN
fuen-515	154	17	aims	aim	VERB
fuen-515	154	18	to	to	PART
fuen-515	154	19	address	address	VERB
fuen-515	154	20	the	the	DET
fuen-515	154	21	inherent	inherent	ADJ
fuen-515	154	22	issue	issue	NOUN
fuen-515	154	23	of	of	ADP
fuen-515	154	24	vanishing	vanish	VERB
fuen-515	154	25	gradients	gradient	NOUN
fuen-515	154	26	common	common	ADJ
fuen-515	154	27	in	in	ADP
fuen-515	154	28	recurrent	recurrent	ADJ
fuen-515	154	29	neural	neural	ADJ
fuen-515	154	30	networks	network	NOUN
fuen-515	154	31	.	.	PUNCT
fuen-515	155	1	by	by	ADP
fuen-515	155	2	overcoming	overcome	VERB
fuen-515	155	3	this	this	DET
fuen-515	155	4	challenge	challenge	NOUN
fuen-515	155	5	,	,	PUNCT
fuen-515	155	6	lstm	lstm	NOUN
fuen-515	155	7	enhances	enhance	VERB
fuen-515	155	8	the	the	DET
fuen-515	155	9	quality	quality	NOUN
fuen-515	155	10	of	of	ADP
fuen-515	155	11	forecasting	forecasting	NOUN
fuen-515	155	12	models	model	NOUN
fuen-515	155	13	for	for	ADP
fuen-515	155	14	price	price	NOUN
fuen-515	155	15	and	and	CCONJ
fuen-515	155	16	demand	demand	NOUN
fuen-515	155	17	analysis	analysis	NOUN
fuen-515	155	18	.	.	PUNCT
fuen-515	156	1	3.5	3.5	NUM
fuen-515	156	2	introduction	introduction	NOUN
fuen-515	156	3	to	to	ADP
fuen-515	156	4	the	the	DET
fuen-515	156	5	rbf	rbf	PROPN
fuen-515	156	6	method	method	NOUN
fuen-515	156	7	the	the	DET
fuen-515	156	8	rbf	rbf	PROPN
fuen-515	156	9	(	(	PUNCT
fuen-515	156	10	radial	radial	ADJ
fuen-515	156	11	basis	basis	NOUN
fuen-515	156	12	function	function	NOUN
fuen-515	156	13	)	)	PUNCT
fuen-515	156	14	method	method	NOUN
fuen-515	156	15	serves	serve	VERB
fuen-515	156	16	as	as	ADP
fuen-515	156	17	the	the	DET
fuen-515	156	18	secondary	secondary	ADJ
fuen-515	156	19	network	network	NOUN
fuen-515	156	20	employed	employ	VERB
fuen-515	156	21	for	for	ADP
fuen-515	156	22	predicting	predict	VERB
fuen-515	156	23	oil	oil	NOUN
fuen-515	156	24	prices	price	NOUN
fuen-515	156	25	and	and	CCONJ
fuen-515	156	26	demand	demand	NOUN
fuen-515	156	27	.	.	PUNCT
fuen-515	157	1	esteemed	esteem	VERB
fuen-515	157	2	for	for	ADP
fuen-515	157	3	its	its	PRON
fuen-515	157	4	application	application	NOUN
fuen-515	157	5	in	in	ADP
fuen-515	157	6	time	time	NOUN
fuen-515	157	7	series	series	PROPN
fuen-515	157	8	prediction	prediction	PROPN
fuen-515	157	9	,	,	PUNCT
fuen-515	157	10	this	this	DET
fuen-515	157	11	method	method	NOUN
fuen-515	157	12	is	be	AUX
fuen-515	157	13	commonly	commonly	ADV
fuen-515	157	14	employed	employ	VERB
fuen-515	157	15	by	by	ADP
fuen-515	157	16	industry	industry	NOUN
fuen-515	157	17	analysts	analyst	NOUN
fuen-515	157	18	within	within	ADP
fuen-515	157	19	oil	oil	NOUN
fuen-515	157	20	prediction	prediction	NOUN
fuen-515	157	21	models	model	NOUN
fuen-515	157	22	.	.	PUNCT
fuen-515	158	1	the	the	DET
fuen-515	158	2	radial	radial	ADJ
fuen-515	158	3	basis	basis	NOUN
fuen-515	158	4	function	function	NOUN
fuen-515	158	5	(	(	PUNCT
fuen-515	158	6	rbf	rbf	PROPN
fuen-515	158	7	)	)	PUNCT
fuen-515	158	8	neural	neural	ADJ
fuen-515	158	9	network	network	NOUN
fuen-515	158	10	is	be	AUX
fuen-515	158	11	designed	design	VERB
fuen-515	158	12	as	as	ADP
fuen-515	158	13	a	a	DET
fuen-515	158	14	feed	feed	NOUN
fuen-515	158	15	-	-	PUNCT
fuen-515	158	16	forward	forward	NOUN
fuen-515	158	17	model	model	NOUN
fuen-515	158	18	in	in	ADP
fuen-515	158	19	which	which	PRON
fuen-515	158	20	radial	radial	ADJ
fuen-515	158	21	basis	basis	NOUN
fuen-515	158	22	functions	function	NOUN
fuen-515	158	23	are	be	AUX
fuen-515	158	24	applied	apply	VERB
fuen-515	158	25	as	as	ADP
fuen-515	158	26	the	the	DET
fuen-515	158	27	activation	activation	NOUN
fuen-515	158	28	mechanism	mechanism	NOUN
fuen-515	158	29	.	.	PUNCT
fuen-515	159	1	its	its	PRON
fuen-515	159	2	structure	structure	NOUN
fuen-515	159	3	consists	consist	VERB
fuen-515	159	4	of	of	ADP
fuen-515	159	5	an	an	DET
fuen-515	159	6	input	input	NOUN
fuen-515	159	7	layer	layer	NOUN
fuen-515	159	8	,	,	PUNCT
fuen-515	159	9	one	one	NUM
fuen-515	159	10	or	or	CCONJ
fuen-515	159	11	more	more	ADV
fuen-515	159	12	hidden	hidden	ADJ
fuen-515	159	13	layers	layer	NOUN
fuen-515	159	14	,	,	PUNCT
fuen-515	159	15	and	and	CCONJ
fuen-515	159	16	an	an	DET
fuen-515	159	17	output	output	NOUN
fuen-515	159	18	layer	layer	NOUN
fuen-515	159	19	.	.	PUNCT
fuen-515	160	1	owing	owe	VERB
fuen-515	160	2	to	to	ADP
fuen-515	160	3	this	this	DET
fuen-515	160	4	architecture	architecture	NOUN
fuen-515	160	5	,	,	PUNCT
fuen-515	160	6	rbf	rbf	PROPN
fuen-515	160	7	networks	network	NOUN
fuen-515	160	8	are	be	AUX
fuen-515	160	9	widely	widely	ADV
fuen-515	160	10	recognized	recognize	VERB
fuen-515	160	11	as	as	ADP
fuen-515	160	12	effective	effective	ADJ
fuen-515	160	13	tools	tool	NOUN
fuen-515	160	14	for	for	ADP
fuen-515	160	15	handling	handle	VERB
fuen-515	160	16	forecasting	forecasting	NOUN
fuen-515	160	17	tasks	task	NOUN
fuen-515	160	18	.	.	PUNCT
fuen-515	161	1	3.6	3.6	NUM
fuen-515	161	2	introduction	introduction	NOUN
fuen-515	161	3	to	to	ADP
fuen-515	161	4	the	the	DET
fuen-515	161	5	multilayer	multilayer	ADJ
fuen-515	161	6	perception	perception	NOUN
fuen-515	161	7	(	(	PUNCT
fuen-515	161	8	mlp	mlp	NOUN
fuen-515	161	9	)	)	PUNCT
fuen-515	161	10	method	method	VERB
fuen-515	161	11	the	the	DET
fuen-515	161	12	multilayer	multilayer	PROPN
fuen-515	161	13	perceptron	perceptron	PROPN
fuen-515	161	14	model	model	NOUN
fuen-515	161	15	represents	represent	VERB
fuen-515	161	16	a	a	DET
fuen-515	161	17	prominent	prominent	ADJ
fuen-515	161	18	category	category	NOUN
fuen-515	161	19	of	of	ADP
fuen-515	161	20	neural	neural	ADJ
fuen-515	161	21	networks	network	NOUN
fuen-515	161	22	,	,	PUNCT
fuen-515	161	23	characterized	characterize	VERB
fuen-515	161	24	by	by	ADP
fuen-515	161	25	interconnected	interconnected	ADJ
fuen-515	161	26	layers	layer	NOUN
fuen-515	161	27	of	of	ADP
fuen-515	161	28	neurons	neuron	NOUN
fuen-515	161	29	.	.	PUNCT
fuen-515	162	1	unlike	unlike	ADP
fuen-515	162	2	other	other	ADJ
fuen-515	162	3	deep	deep	ADJ
fuen-515	162	4	learning	learning	NOUN
fuen-515	162	5	algorithms	algorithm	NOUN
fuen-515	162	6	,	,	PUNCT
fuen-515	162	7	such	such	ADJ
fuen-515	162	8	as	as	ADP
fuen-515	162	9	recurrent	recurrent	ADJ
fuen-515	162	10	neural	neural	ADJ
fuen-515	162	11	networks	network	NOUN
fuen-515	162	12	,	,	PUNCT
fuen-515	162	13	the	the	DET
fuen-515	162	14	mlp	mlp	NOUN
fuen-515	162	15	operates	operate	VERB
fuen-515	162	16	solely	solely	ADV
fuen-515	162	17	in	in	ADP
fuen-515	162	18	a	a	DET
fuen-515	162	19	unidirectional	unidirectional	ADJ
fuen-515	162	20	manner	manner	NOUN
fuen-515	162	21	,	,	PUNCT
fuen-515	162	22	transmitting	transmit	VERB
fuen-515	162	23	data	datum	NOUN
fuen-515	162	24	only	only	ADV
fuen-515	162	25	in	in	ADP
fuen-515	162	26	a	a	DET
fuen-515	162	27	forward	forward	ADJ
fuen-515	162	28	direction	direction	NOUN
fuen-515	162	29	across	across	ADP
fuen-515	162	30	the	the	DET
fuen-515	162	31	network	network	NOUN
fuen-515	162	32	.	.	PUNCT
fuen-515	163	1	mlps	mlp	NOUN
fuen-515	163	2	,	,	PUNCT
fuen-515	163	3	consisting	consist	VERB
fuen-515	163	4	of	of	ADP
fuen-515	163	5	several	several	ADJ
fuen-515	163	6	elements	element	NOUN
fuen-515	163	7	such	such	ADJ
fuen-515	163	8	as	as	ADP
fuen-515	163	9	the	the	DET
fuen-515	163	10	input	input	NOUN
fuen-515	163	11	,	,	PUNCT
fuen-515	163	12	output	output	NOUN
fuen-515	163	13	,	,	PUNCT
fuen-515	163	14	and	and	CCONJ
fuen-515	163	15	hidden	hidden	ADJ
fuen-515	163	16	layers	layer	NOUN
fuen-515	163	17	,	,	PUNCT
fuen-515	163	18	are	be	AUX
fuen-515	163	19	widely	widely	ADV
fuen-515	163	20	acknowledged	acknowledge	VERB
fuen-515	163	21	as	as	ADP
fuen-515	163	22	the	the	DET
fuen-515	163	23	most	most	ADV
fuen-515	163	24	often	often	ADV
fuen-515	163	25	used	use	VERB
fuen-515	163	26	architecture	architecture	NOUN
fuen-515	163	27	in	in	ADP
fuen-515	163	28	neural	neural	ADJ
fuen-515	163	29	networks	network	NOUN
fuen-515	163	30	.	.	PUNCT
fuen-515	164	1	their	their	PRON
fuen-515	164	2	applicability	applicability	NOUN
fuen-515	164	3	in	in	ADP
fuen-515	164	4	forecasting	forecast	VERB
fuen-515	164	5	oil	oil	NOUN
fuen-515	164	6	prices	price	NOUN
fuen-515	164	7	and	and	CCONJ
fuen-515	164	8	demand	demand	NOUN
fuen-515	164	9	is	be	AUX
fuen-515	164	10	highly	highly	ADV
fuen-515	164	11	regarded	regard	VERB
fuen-515	164	12	within	within	ADP
fuen-515	164	13	the	the	DET
fuen-515	164	14	field	field	NOUN
fuen-515	164	15	.	.	PUNCT
fuen-515	165	1	4	4	X
fuen-515	165	2	.	.	NOUN
fuen-515	165	3	results	result	NOUN
fuen-515	165	4	and	and	CCONJ
fuen-515	165	5	discussion	discussion	NOUN
fuen-515	165	6	following	follow	VERB
fuen-515	165	7	the	the	DET
fuen-515	165	8	data	datum	NOUN
fuen-515	165	9	preprocessing	preprocessing	NOUN
fuen-515	165	10	stage	stage	NOUN
fuen-515	165	11	,	,	PUNCT
fuen-515	165	12	149	149	NUM
fuen-515	165	13	instances	instance	NOUN
fuen-515	165	14	and	and	CCONJ
fuen-515	165	15	120	120	NUM
fuen-515	165	16	columns	column	NOUN
fuen-515	165	17	remain	remain	VERB
fuen-515	165	18	.	.	PUNCT
fuen-515	166	1	in	in	ADP
fuen-515	166	2	this	this	DET
fuen-515	166	3	section	section	NOUN
fuen-515	166	4	,	,	PUNCT
fuen-515	166	5	two	two	NUM
fuen-515	166	6	models	model	NOUN
fuen-515	166	7	,	,	PUNCT
fuen-515	166	8	namely	namely	ADV
fuen-515	166	9	lstm	lstm	NOUN
fuen-515	166	10	and	and	CCONJ
fuen-515	166	11	rbf	rbf	PROPN
fuen-515	166	12	,	,	PUNCT
fuen-515	166	13	were	be	AUX
fuen-515	166	14	utilized	utilize	VERB
fuen-515	166	15	.	.	PUNCT
fuen-515	167	1	the	the	DET
fuen-515	167	2	results	result	NOUN
fuen-515	167	3	of	of	ADP
fuen-515	167	4	the	the	DET
fuen-515	167	5	error	error	NOUN
fuen-515	167	6	and	and	CCONJ
fuen-515	167	7	the	the	DET
fuen-515	167	8	accuracy	accuracy	NOUN
fuen-515	167	9	of	of	ADP
fuen-515	167	10	each	each	DET
fuen-515	167	11	model	model	NOUN
fuen-515	167	12	were	be	AUX
fuen-515	167	13	presented	present	VERB
fuen-515	167	14	separately	separately	ADV
fuen-515	167	15	.	.	PUNCT
fuen-515	168	1	to	to	PART
fuen-515	168	2	evaluate	evaluate	VERB
fuen-515	168	3	the	the	DET
fuen-515	168	4	performance	performance	NOUN
fuen-515	168	5	,	,	PUNCT
fuen-515	168	6	the	the	DET
fuen-515	168	7	dataset	dataset	NOUN
fuen-515	168	8	was	be	AUX
fuen-515	168	9	divided	divide	VERB
fuen-515	168	10	into	into	ADP
fuen-515	168	11	two	two	NUM
fuen-515	168	12	subsets	subset	NOUN
fuen-515	168	13	,	,	PUNCT
fuen-515	168	14	namely	namely	ADV
fuen-515	168	15	training	training	NOUN
fuen-515	168	16	and	and	CCONJ
fuen-515	168	17	testing	testing	NOUN
fuen-515	168	18	,	,	PUNCT
fuen-515	168	19	with	with	ADP
fuen-515	168	20	70	70	NUM
fuen-515	168	21	%	%	NOUN
fuen-515	168	22	used	use	VERB
fuen-515	168	23	for	for	ADP
fuen-515	168	24	training	training	NOUN
fuen-515	168	25	and	and	CCONJ
fuen-515	168	26	30	30	NUM
fuen-515	168	27	%	%	NOUN
fuen-515	168	28	reserved	reserve	VERB
fuen-515	168	29	for	for	ADP
fuen-515	168	30	testing	testing	NOUN
fuen-515	168	31	.	.	PUNCT
fuen-515	169	1	before	before	ADP
fuen-515	169	2	splitting	splitting	NOUN
fuen-515	169	3	,	,	PUNCT
fuen-515	169	4	to	to	PART
fuen-515	169	5	avoid	avoid	VERB
fuen-515	169	6	selection	selection	NOUN
fuen-515	169	7	bias	bias	NOUN
fuen-515	169	8	,	,	PUNCT
fuen-515	169	9	the	the	DET
fuen-515	169	10	data	datum	NOUN
fuen-515	169	11	was	be	AUX
fuen-515	169	12	randomly	randomly	ADV
fuen-515	169	13	shuffled	shuffle	VERB
fuen-515	169	14	.	.	PUNCT
fuen-515	170	1	each	each	DET
fuen-515	170	2	model	model	NOUN
fuen-515	170	3	was	be	AUX
fuen-515	170	4	then	then	ADV
fuen-515	170	5	trained	train	VERB
fuen-515	170	6	for	for	ADP
fuen-515	170	7	a	a	DET
fuen-515	170	8	total	total	NOUN
fuen-515	170	9	of	of	ADP
fuen-515	170	10	300	300	NUM
fuen-515	170	11	iterations	iteration	NOUN
fuen-515	170	12	.	.	PUNCT
fuen-515	171	1	4.1	4.1	NUM
fuen-515	171	2	lstm	lstm	PROPN
fuen-515	171	3	model	model	NOUN
fuen-515	171	4	(	(	PUNCT
fuen-515	171	5	long	long	ADJ
fuen-515	171	6	short	short	ADJ
fuen-515	171	7	-	-	PUNCT
fuen-515	171	8	term	term	NOUN
fuen-515	171	9	memory	memory	NOUN
fuen-515	171	10	)	)	PUNCT
fuen-515	171	11	the	the	DET
fuen-515	171	12	long	long	ADJ
fuen-515	171	13	short	short	ADJ
fuen-515	171	14	-	-	PUNCT
fuen-515	171	15	term	term	NOUN
fuen-515	171	16	memory	memory	NOUN
fuen-515	171	17	(	(	PUNCT
fuen-515	171	18	lstm	lstm	NOUN
fuen-515	171	19	)	)	PUNCT
fuen-515	171	20	model	model	NOUN
fuen-515	171	21	shown	show	VERB
fuen-515	171	22	in	in	ADP
fuen-515	171	23	figure	figure	NOUN
fuen-515	171	24	1	1	NUM
fuen-515	171	25	follows	follow	VERB
fuen-515	171	26	a	a	DET
fuen-515	171	27	sequential	sequential	ADJ
fuen-515	171	28	neural	neural	ADJ
fuen-515	171	29	network	network	NOUN
fuen-515	171	30	structure	structure	NOUN
fuen-515	171	31	,	,	PUNCT
fuen-515	171	32	with	with	ADP
fuen-515	171	33	an	an	DET
fuen-515	171	34	lstm	lstm	ADJ
fuen-515	171	35	layer	layer	NOUN
fuen-515	171	36	with	with	ADP
fuen-515	171	37	60	60	NUM
fuen-515	171	38	neurons	neuron	NOUN
fuen-515	171	39	as	as	ADP
fuen-515	171	40	the	the	DET
fuen-515	171	41	main	main	ADJ
fuen-515	171	42	layer	layer	NOUN
fuen-515	171	43	.	.	PUNCT
fuen-515	172	1	the	the	DET
fuen-515	172	2	neurons	neuron	NOUN
fuen-515	172	3	of	of	ADP
fuen-515	172	4	the	the	DET
fuen-515	172	5	lstm	lstm	NOUN
fuen-515	172	6	layer	layer	NOUN
fuen-515	172	7	capture	capture	VERB
fuen-515	172	8	temporal	temporal	ADJ
fuen-515	172	9	dependencies	dependency	NOUN
fuen-515	172	10	and	and	CCONJ
fuen-515	172	11	learn	learn	VERB
fuen-515	172	12	patterns	pattern	NOUN
fuen-515	172	13	in	in	ADP
fuen-515	172	14	time	time	NOUN
fuen-515	172	15	series	series	PROPN
fuen-515	172	16	data	data	PROPN
fuen-515	172	17	,	,	PUNCT
fuen-515	172	18	such	such	ADJ
fuen-515	172	19	as	as	ADP
fuen-515	172	20	changes	change	NOUN
fuen-515	172	21	in	in	ADP
fuen-515	172	22	oil	oil	NOUN
fuen-515	172	23	prices	price	NOUN
fuen-515	172	24	.	.	PUNCT
fuen-515	173	1	the	the	DET
fuen-515	173	2	first	first	ADJ
fuen-515	173	3	layer	layer	NOUN
fuen-515	173	4	is	be	AUX
fuen-515	173	5	an	an	DET
fuen-515	173	6	input	input	NOUN
fuen-515	173	7	layer	layer	NOUN
fuen-515	173	8	that	that	PRON
fuen-515	173	9	encapsulates	encapsulate	VERB
fuen-515	173	10	past	past	ADP
fuen-515	173	11	oil	oil	NOUN
fuen-515	173	12	price	price	NOUN
fuen-515	173	13	data	datum	NOUN
fuen-515	173	14	;	;	PUNCT
fuen-515	173	15	this	this	DET
fuen-515	173	16	data	data	NOUN
fuen-515	173	17	is	be	AUX
fuen-515	173	18	then	then	ADV
fuen-515	173	19	analyzed	analyze	VERB
fuen-515	173	20	by	by	ADP
fuen-515	173	21	the	the	DET
fuen-515	173	22	lstm	lstm	ADJ
fuen-515	173	23	layer	layer	NOUN
fuen-515	173	24	.	.	PUNCT
fuen-515	174	1	at	at	ADP
fuen-515	174	2	this	this	DET
fuen-515	174	3	time	time	NOUN
fuen-515	174	4	,	,	PUNCT
fuen-515	174	5	the	the	DET
fuen-515	174	6	information	information	NOUN
fuen-515	174	7	across	across	ADP
fuen-515	174	8	different	different	ADJ
fuen-515	174	9	intervals	interval	NOUN
fuen-515	174	10	is	be	AUX
fuen-515	174	11	remembered	remember	VERB
fuen-515	174	12	by	by	ADP
fuen-515	174	13	the	the	DET
fuen-515	174	14	60	60	NUM
fuen-515	174	15	neurons	neuron	NOUN
fuen-515	174	16	of	of	ADP
fuen-515	174	17	the	the	DET
fuen-515	174	18	lstm	lstm	ADJ
fuen-515	174	19	layer	layer	NOUN
fuen-515	174	20	.	.	PUNCT
fuen-515	175	1	the	the	DET
fuen-515	175	2	lstm	lstm	ADJ
fuen-515	175	3	layer	layer	NOUN
fuen-515	175	4	specifically	specifically	ADV
fuen-515	175	5	adapts	adapt	VERB
fuen-515	175	6	to	to	PART
fuen-515	175	7	work	work	VERB
fuen-515	175	8	with	with	ADP
fuen-515	175	9	challenges	challenge	NOUN
fuen-515	175	10	,	,	PUNCT
fuen-515	175	11	like	like	ADP
fuen-515	175	12	vanishing	vanish	VERB
fuen-515	175	13	and	and	CCONJ
fuen-515	175	14	exploding	explode	VERB
fuen-515	175	15	gradients	gradient	NOUN
fuen-515	175	16	,	,	PUNCT
fuen-515	175	17	usually	usually	ADV
fuen-515	175	18	raised	raise	VERB
fuen-515	175	19	in	in	ADP
fuen-515	175	20	conventional	conventional	ADJ
fuen-515	175	21	recurrent	recurrent	ADJ
fuen-515	175	22	neural	neural	ADJ
fuen-515	175	23	networks	network	NOUN
fuen-515	175	24	(	(	PUNCT
fuen-515	175	25	rnns	rnns	PROPN
fuen-515	175	26	)	)	PUNCT
fuen-515	175	27	.	.	PUNCT
fuen-515	176	1	this	this	DET
fuen-515	176	2	underlying	underlying	ADJ
fuen-515	176	3	layer	layer	NOUN
fuen-515	176	4	is	be	AUX
fuen-515	176	5	followed	follow	VERB
fuen-515	176	6	by	by	ADP
fuen-515	176	7	other	other	ADJ
fuen-515	176	8	layers	layer	NOUN
fuen-515	176	9	that	that	SCONJ
fuen-515	176	10	fine	fine	ADJ
fuen-515	176	11	-	-	PUNCT
fuen-515	176	12	tune	tune	NOUN
fuen-515	176	13	the	the	DET
fuen-515	176	14	extracted	extract	VERB
fuen-515	176	15	features	feature	NOUN
fuen-515	176	16	,	,	PUNCT
fuen-515	176	17	ultimately	ultimately	ADV
fuen-515	176	18	sending	send	VERB
fuen-515	176	19	the	the	DET
fuen-515	176	20	information	information	NOUN
fuen-515	176	21	to	to	ADP
fuen-515	176	22	the	the	DET
fuen-515	176	23	output	output	NOUN
fuen-515	176	24	layer	layer	NOUN
fuen-515	176	25	,	,	PUNCT
fuen-515	176	26	which	which	PRON
fuen-515	176	27	provides	provide	VERB
fuen-515	176	28	accurate	accurate	ADJ
fuen-515	176	29	price	price	NOUN
fuen-515	176	30	predictions	prediction	NOUN
fuen-515	176	31	.	.	PUNCT
fuen-515	177	1	the	the	DET
fuen-515	177	2	diagram	diagram	NOUN
fuen-515	177	3	in	in	ADP
fuen-515	177	4	figure	figure	NOUN
fuen-515	177	5	1	1	NUM
fuen-515	177	6	illustrates	illustrate	VERB
fuen-515	177	7	how	how	SCONJ
fuen-515	177	8	data	datum	NOUN
fuen-515	177	9	flows	flow	VERB
fuen-515	177	10	through	through	ADP
fuen-515	177	11	these	these	DET
fuen-515	177	12	layers	layer	NOUN
fuen-515	177	13	and	and	CCONJ
fuen-515	177	14	through	through	ADP
fuen-515	177	15	the	the	DET
fuen-515	177	16	60	60	NUM
fuen-515	177	17	neurons	neuron	NOUN
fuen-515	177	18	in	in	ADP
fuen-515	177	19	the	the	DET
fuen-515	177	20	lstm	lstm	NOUN
fuen-515	177	21	layer	layer	NOUN
fuen-515	177	22	;	;	PUNCT
fuen-515	177	23	the	the	DET
fuen-515	177	24	60	60	NUM
fuen-515	177	25	neurons	neuron	NOUN
fuen-515	177	26	express	express	VERB
fuen-515	177	27	long	long	ADJ
fuen-515	177	28	-	-	PUNCT
fuen-515	177	29	term	term	NOUN
fuen-515	177	30	dependencies	dependency	NOUN
fuen-515	177	31	.	.	PUNCT
fuen-515	178	1	the	the	DET
fuen-515	178	2	figure	figure	NOUN
fuen-515	178	3	shows	show	VERB
fuen-515	178	4	how	how	SCONJ
fuen-515	178	5	the	the	DET
fuen-515	178	6	model	model	NOUN
fuen-515	178	7	converts	convert	VERB
fuen-515	178	8	the	the	DET
fuen-515	178	9	input	input	NOUN
fuen-515	178	10	data	datum	NOUN
fuen-515	178	11	into	into	ADP
fuen-515	178	12	trusted	trust	VERB
fuen-515	178	13	predictions	prediction	NOUN
fuen-515	178	14	,	,	PUNCT
fuen-515	178	15	additionally	additionally	ADV
fuen-515	178	16	helping	help	VERB
fuen-515	178	17	the	the	DET
fuen-515	178	18	decision	decision	NOUN
fuen-515	178	19	-	-	PUNCT
fuen-515	178	20	making	make	VERB
fuen-515	178	21	process	process	NOUN
fuen-515	178	22	,	,	PUNCT
fuen-515	178	23	in	in	ADP
fuen-515	178	24	the	the	DET
fuen-515	178	25	economic	economic	ADJ
fuen-515	178	26	and	and	CCONJ
fuen-515	178	27	energy	energy	NOUN
fuen-515	178	28	sectors	sector	NOUN
fuen-515	178	29	,	,	PUNCT
fuen-515	178	30	more	more	ADV
fuen-515	178	31	specifically	specifically	ADV
fuen-515	178	32	.	.	PUNCT
fuen-515	179	1	according	accord	VERB
fuen-515	179	2	to	to	PART
fuen-515	179	3	figure	figure	NOUN
fuen-515	179	4	2	2	NUM
fuen-515	179	5	,	,	PUNCT
fuen-515	179	6	the	the	DET
fuen-515	179	7	long	long	ADJ
fuen-515	179	8	short	short	ADJ
fuen-515	179	9	-	-	PUNCT
fuen-515	179	10	term	term	NOUN
fuen-515	179	11	memory	memory	NOUN
fuen-515	179	12	(	(	PUNCT
fuen-515	179	13	lstm	lstm	NOUN
fuen-515	179	14	)	)	PUNCT
fuen-515	179	15	method	method	NOUN
fuen-515	179	16	demonstrates	demonstrate	VERB
fuen-515	179	17	a	a	DET
fuen-515	179	18	training	training	NOUN
fuen-515	179	19	loss	loss	NOUN
fuen-515	179	20	of	of	ADP
fuen-515	179	21	509.70	509.70	NUM
fuen-515	179	22	and	and	CCONJ
fuen-515	179	23	a	a	DET
fuen-515	179	24	testing	testing	NOUN
fuen-515	179	25	loss	loss	NOUN
fuen-515	179	26	of	of	ADP
fuen-515	179	27	529.98	529.98	NUM
fuen-515	179	28	,	,	PUNCT
fuen-515	179	29	placing	place	VERB
fuen-515	179	30	it	it	PRON
fuen-515	179	31	in	in	ADP
fuen-515	179	32	the	the	DET
fuen-515	179	33	middle	middle	ADJ
fuen-515	179	34	performance	performance	NOUN
fuen-515	179	35	range	range	NOUN
fuen-515	179	36	compared	compare	VERB
fuen-515	179	37	to	to	ADP
fuen-515	179	38	the	the	DET
fuen-515	179	39	other	other	ADJ
fuen-515	179	40	two	two	NUM
fuen-515	179	41	selected	select	VERB
fuen-515	179	42	methods	method	NOUN
fuen-515	179	43	.	.	PUNCT
fuen-515	180	1	while	while	SCONJ
fuen-515	180	2	this	this	PRON
fuen-515	180	3	indicates	indicate	VERB
fuen-515	180	4	that	that	SCONJ
fuen-515	180	5	the	the	DET
fuen-515	180	6	lstm	lstm	PROPN
fuen-515	180	7	model	model	NOUN
fuen-515	180	8	performs	perform	VERB
fuen-515	180	9	reasonably	reasonably	ADV
fuen-515	180	10	well	well	ADV
fuen-515	180	11	,	,	PUNCT
fuen-515	180	12	it	it	PRON
fuen-515	180	13	neither	neither	CCONJ
fuen-515	180	14	outperforms	outperform	NOUN
fuen-515	180	15	nor	nor	CCONJ
fuen-515	180	16	underperforms	underperform	VERB
fuen-515	180	17	the	the	DET
fuen-515	180	18	best	good	ADJ
fuen-515	180	19	and	and	CCONJ
fuen-515	180	20	worst	bad	ADJ
fuen-515	180	21	methods	method	NOUN
fuen-515	180	22	evaluated	evaluate	VERB
fuen-515	180	23	in	in	ADP
fuen-515	180	24	the	the	DET
fuen-515	180	25	study	study	NOUN
fuen-515	180	26	.	.	PUNCT
fuen-515	181	1	this	this	DET
fuen-515	181	2	level	level	NOUN
fuen-515	181	3	of	of	ADP
fuen-515	181	4	loss	loss	NOUN
fuen-515	181	5	suggests	suggest	VERB
fuen-515	181	6	that	that	SCONJ
fuen-515	181	7	the	the	DET
fuen-515	181	8	lstm	lstm	PROPN
fuen-515	181	9	model	model	NOUN
fuen-515	181	10	successfully	successfully	ADV
fuen-515	181	11	captures	capture	VERB
fuen-515	181	12	key	key	ADJ
fuen-515	181	13	patterns	pattern	NOUN
fuen-515	181	14	in	in	ADP
fuen-515	181	15	the	the	DET
fuen-515	181	16	data	datum	NOUN
fuen-515	181	17	during	during	ADP
fuen-515	181	18	training	training	NOUN
fuen-515	181	19	but	but	CCONJ
fuen-515	181	20	exhibits	exhibit	VERB
fuen-515	181	21	some	some	DET
fuen-515	181	22	level	level	NOUN
fuen-515	181	23	of	of	ADP
fuen-515	181	24	prediction	prediction	NOUN
fuen-515	181	25	error	error	NOUN
fuen-515	181	26	during	during	ADP
fuen-515	181	27	testing	testing	NOUN
fuen-515	181	28	,	,	PUNCT
fuen-515	181	29	which	which	PRON
fuen-515	181	30	is	be	AUX
fuen-515	181	31	characteristic	characteristic	ADJ
fuen-515	181	32	of	of	ADP
fuen-515	181	33	time	time	NOUN
fuen-515	181	34	-	-	PUNCT
fuen-515	181	35	series	series	NOUN
fuen-515	181	36	forecasting	forecasting	NOUN
fuen-515	181	37	challenges	challenge	NOUN
fuen-515	181	38	.	.	PUNCT
fuen-515	182	1	compared	compare	VERB
fuen-515	182	2	to	to	ADP
fuen-515	182	3	the	the	DET
fuen-515	182	4	other	other	ADJ
fuen-515	182	5	models	model	NOUN
fuen-515	182	6	,	,	PUNCT
fuen-515	182	7	the	the	DET
fuen-515	182	8	lstm	lstm	NOUN
fuen-515	182	9	strikes	strike	VERB
fuen-515	182	10	a	a	DET
fuen-515	182	11	balance	balance	NOUN
fuen-515	182	12	between	between	ADP
fuen-515	182	13	training	training	NOUN
fuen-515	182	14	and	and	CCONJ
fuen-515	182	15	testing	testing	NOUN
fuen-515	182	16	accuracy	accuracy	NOUN
fuen-515	182	17	,	,	PUNCT
fuen-515	182	18	making	make	VERB
fuen-515	182	19	it	it	PRON
fuen-515	182	20	a	a	DET
fuen-515	182	21	viable	viable	ADJ
fuen-515	182	22	option	option	NOUN
fuen-515	182	23	for	for	ADP
fuen-515	182	24	oil	oil	NOUN
fuen-515	182	25	price	price	NOUN
fuen-515	182	26	forecasting	forecasting	NOUN
fuen-515	182	27	,	,	PUNCT
fuen-515	182	28	although	although	SCONJ
fuen-515	182	29	further	far	ADV
fuen-515	182	30	tuning	tuning	NOUN
fuen-515	182	31	or	or	CCONJ
fuen-515	182	32	alternative	alternative	ADJ
fuen-515	182	33	methods	method	NOUN
fuen-515	182	34	may	may	AUX
fuen-515	182	35	provide	provide	VERB
fuen-515	182	36	additional	additional	ADJ
fuen-515	182	37	improvements	improvement	NOUN
fuen-515	182	38	.	.	PUNCT
fuen-515	183	1	figure	figure	NOUN
fuen-515	183	2	2	2	NUM
fuen-515	183	3	visually	visually	ADV
fuen-515	183	4	highlights	highlight	VERB
fuen-515	183	5	the	the	DET
fuen-515	183	6	lstm	lstm	PROPN
fuen-515	183	7	's	's	PART
fuen-515	183	8	relative	relative	ADJ
fuen-515	183	9	position	position	NOUN
fuen-515	183	10	,	,	PUNCT
fuen-515	183	11	showing	show	VERB
fuen-515	183	12	how	how	SCONJ
fuen-515	183	13	it	it	PRON
fuen-515	183	14	balances	balance	VERB
fuen-515	183	15	accuracy	accuracy	NOUN
fuen-515	183	16	and	and	CCONJ
fuen-515	183	17	loss	loss	NOUN
fuen-515	183	18	compared	compare	VERB
fuen-515	183	19	to	to	ADP
fuen-515	183	20	the	the	DET
fuen-515	183	21	other	other	ADJ
fuen-515	183	22	models	model	NOUN
fuen-515	183	23	(	(	PUNCT
fuen-515	183	24	the	the	DET
fuen-515	183	25	model	model	NOUN
fuen-515	183	26	error	error	NOUN
fuen-515	183	27	diagram	diagram	NOUN
fuen-515	183	28	)	)	PUNCT
fuen-515	183	29	.	.	PUNCT
fuen-515	184	1	figure	figure	NOUN
fuen-515	184	2	1	1	NUM
fuen-515	184	3	.	.	PUNCT
fuen-515	184	4	python	python	PROPN
fuen-515	184	5	code	code	PROPN
fuen-515	184	6	model	model	NOUN
fuen-515	184	7	™	™	PROPN
fuen-515	184	8	for	for	ADP
fuen-515	184	9	price	price	NOUN
fuen-515	184	10	and	and	CCONJ
fuen-515	184	11	demand	demand	VERB
fuen-515	184	12	forecasts	forecast	NOUN
fuen-515	184	13	figure	figure	VERB
fuen-515	184	14	2	2	NUM
fuen-515	184	15	.	.	NOUN
fuen-515	184	16	error	error	NOUN
fuen-515	184	17	chart	chart	NOUN
fuen-515	184	18	using	use	VERB
fuen-515	184	19	the	the	DET
fuen-515	184	20	lstm	lstm	ADJ
fuen-515	184	21	method	method	NOUN
fuen-515	184	22	to	to	PART
fuen-515	184	23	predict	predict	VERB
fuen-515	184	24	demand	demand	NOUN
fuen-515	184	25	and	and	CCONJ
fuen-515	184	26	oil	oil	NOUN
fuen-515	184	27	prices	price	NOUN
fuen-515	184	28	4.2	4.2	NUM
fuen-515	184	29	rbf	rbf	PROPN
fuen-515	184	30	model	model	NOUN
fuen-515	184	31	(	(	PUNCT
fuen-515	184	32	radial	radial	ADJ
fuen-515	184	33	base	base	NOUN
fuen-515	184	34	function	function	NOUN
fuen-515	184	35	)	)	PUNCT
fuen-515	184	36	the	the	DET
fuen-515	184	37	model	model	NOUN
fuen-515	184	38	consists	consist	VERB
fuen-515	184	39	of	of	ADP
fuen-515	184	40	two	two	NUM
fuen-515	184	41	fully	fully	ADV
fuen-515	184	42	connected	connected	ADJ
fuen-515	184	43	layers	layer	NOUN
fuen-515	184	44	and	and	CCONJ
fuen-515	184	45	one	one	NUM
fuen-515	184	46	rbf	rbf	PROPN
fuen-515	184	47	layer	layer	NOUN
fuen-515	184	48	.	.	PUNCT
fuen-515	185	1	a	a	DET
fuen-515	185	2	view	view	NOUN
fuen-515	185	3	of	of	ADP
fuen-515	185	4	the	the	DET
fuen-515	185	5	model	model	NOUN
fuen-515	185	6	is	be	AUX
fuen-515	185	7	shown	show	VERB
fuen-515	185	8	in	in	ADP
fuen-515	185	9	figure	figure	NOUN
fuen-515	185	10	3	3	NUM
fuen-515	185	11	.	.	PUNCT
fuen-515	186	1	the	the	DET
fuen-515	186	2	model	model	NOUN
fuen-515	186	3	error	error	NOUN
fuen-515	186	4	diagram	diagram	NOUN
fuen-515	186	5	is	be	AUX
fuen-515	186	6	shown	show	VERB
fuen-515	186	7	in	in	ADP
fuen-515	186	8	figure	figure	NOUN
fuen-515	186	9	4	4	NUM
fuen-515	186	10	.	.	PUNCT
fuen-515	186	11	according	accord	VERB
fuen-515	186	12	to	to	PART
fuen-515	186	13	figure	figure	VERB
fuen-515	186	14	4	4	NUM
fuen-515	186	15	,	,	PUNCT
fuen-515	186	16	the	the	DET
fuen-515	186	17	radial	radial	ADJ
fuen-515	186	18	basis	basis	NOUN
fuen-515	186	19	function	function	NOUN
fuen-515	186	20	(	(	PUNCT
fuen-515	186	21	rbf	rbf	PROPN
fuen-515	186	22	)	)	PUNCT
fuen-515	186	23	method	method	NOUN
fuen-515	186	24	had	have	VERB
fuen-515	186	25	the	the	DET
fuen-515	186	26	highest	high	ADJ
fuen-515	186	27	m.	m.	NOUN
fuen-515	186	28	abdoos	abdoo	NOUN
fuen-515	186	29	et	et	PROPN
fuen-515	186	30	al	al	PROPN
fuen-515	186	31	.	.	PROPN
fuen-515	186	32	/future	/future	PROPN
fuen-515	187	1	energy	energy	PROPN
fuen-515	187	2	november	november	PROPN
fuen-515	187	3	2025|	2025|	NUM
fuen-515	187	4	volume	volume	NOUN
fuen-515	187	5	04	04	NUM
fuen-515	188	1	|	|	ADV
fuen-515	188	2	issue	issue	NOUN
fuen-515	188	3	04|	04|	ADP
fuen-515	188	4	pages	page	NOUN
fuen-515	188	5	22	22	NUM
fuen-515	188	6	-	-	SYM
fuen-515	188	7	30	30	NUM
fuen-515	188	8	26	26	NUM
fuen-515	188	9	casualty	casualty	NOUN
fuen-515	188	10	rates	rate	NOUN
fuen-515	188	11	of	of	ADP
fuen-515	188	12	the	the	DET
fuen-515	188	13	three	three	NUM
fuen-515	188	14	models	model	NOUN
fuen-515	188	15	,	,	PUNCT
fuen-515	188	16	with	with	ADP
fuen-515	188	17	rbf	rbf	PROPN
fuen-515	188	18	training	training	NOUN
fuen-515	188	19	casualty	casualty	NOUN
fuen-515	188	20	rates	rate	NOUN
fuen-515	188	21	of	of	ADP
fuen-515	188	22	763.51	763.51	NUM
fuen-515	188	23	and	and	CCONJ
fuen-515	188	24	rbf	rbf	PROPN
fuen-515	188	25	testing	testing	NOUN
fuen-515	188	26	casualty	casualty	NOUN
fuen-515	188	27	rates	rate	NOUN
fuen-515	188	28	of	of	ADP
fuen-515	188	29	836.33	836.33	NUM
fuen-515	188	30	.	.	PUNCT
fuen-515	189	1	in	in	ADP
fuen-515	189	2	terms	term	NOUN
fuen-515	189	3	of	of	ADP
fuen-515	189	4	minimizing	minimize	VERB
fuen-515	189	5	loss	loss	NOUN
fuen-515	189	6	,	,	PUNCT
fuen-515	189	7	this	this	PRON
fuen-515	189	8	indicates	indicate	VERB
fuen-515	189	9	it	it	PRON
fuen-515	189	10	performs	perform	VERB
fuen-515	189	11	poorly	poorly	ADV
fuen-515	189	12	and	and	CCONJ
fuen-515	189	13	is	be	AUX
fuen-515	189	14	much	much	ADV
fuen-515	189	15	worse	bad	ADJ
fuen-515	189	16	than	than	ADP
fuen-515	189	17	both	both	CCONJ
fuen-515	189	18	the	the	DET
fuen-515	189	19	lstm	lstm	PROPN
fuen-515	189	20	and	and	CCONJ
fuen-515	189	21	mlp	mlp	PROPN
fuen-515	189	22	methods	method	NOUN
fuen-515	189	23	.	.	PUNCT
fuen-515	190	1	the	the	DET
fuen-515	190	2	increased	increase	VERB
fuen-515	190	3	casualty	casualty	NOUN
fuen-515	190	4	rates	rate	NOUN
fuen-515	190	5	suggest	suggest	VERB
fuen-515	190	6	that	that	SCONJ
fuen-515	190	7	the	the	DET
fuen-515	190	8	rbf	rbf	PROPN
fuen-515	190	9	model	model	NOUN
fuen-515	190	10	is	be	AUX
fuen-515	190	11	having	have	VERB
fuen-515	190	12	trouble	trouble	NOUN
fuen-515	190	13	estimating	estimate	VERB
fuen-515	190	14	patterns	pattern	NOUN
fuen-515	190	15	in	in	ADP
fuen-515	190	16	the	the	DET
fuen-515	190	17	data	datum	NOUN
fuen-515	190	18	during	during	ADP
fuen-515	190	19	the	the	DET
fuen-515	190	20	training	training	NOUN
fuen-515	190	21	and	and	CCONJ
fuen-515	190	22	testing	testing	NOUN
fuen-515	190	23	phases	phase	NOUN
fuen-515	190	24	.	.	PUNCT
fuen-515	191	1	the	the	DET
fuen-515	191	2	higher	high	ADJ
fuen-515	191	3	error	error	NOUN
fuen-515	191	4	rates	rate	NOUN
fuen-515	191	5	in	in	ADP
fuen-515	191	6	both	both	DET
fuen-515	191	7	environments	environment	NOUN
fuen-515	191	8	indicate	indicate	VERB
fuen-515	191	9	a	a	DET
fuen-515	191	10	greater	great	ADJ
fuen-515	191	11	challenge	challenge	NOUN
fuen-515	191	12	in	in	ADP
fuen-515	191	13	providing	provide	VERB
fuen-515	191	14	a	a	DET
fuen-515	191	15	discerning	discern	VERB
fuen-515	191	16	outcome	outcome	NOUN
fuen-515	191	17	,	,	PUNCT
fuen-515	191	18	which	which	PRON
fuen-515	191	19	highlights	highlight	VERB
fuen-515	191	20	the	the	DET
fuen-515	191	21	limitations	limitation	NOUN
fuen-515	191	22	of	of	ADP
fuen-515	191	23	the	the	DET
fuen-515	191	24	rbf	rbf	PROPN
fuen-515	191	25	model	model	NOUN
fuen-515	191	26	for	for	ADP
fuen-515	191	27	forecasting	forecast	VERB
fuen-515	191	28	oil	oil	NOUN
fuen-515	191	29	prices	price	NOUN
fuen-515	191	30	.	.	PUNCT
fuen-515	192	1	on	on	ADP
fuen-515	192	2	the	the	DET
fuen-515	192	3	contrary	contrary	NOUN
fuen-515	192	4	,	,	PUNCT
fuen-515	192	5	both	both	CCONJ
fuen-515	192	6	the	the	DET
fuen-515	192	7	lstm	lstm	PROPN
fuen-515	192	8	model	model	NOUN
fuen-515	192	9	and	and	CCONJ
fuen-515	192	10	the	the	DET
fuen-515	192	11	mlp	mlp	NOUN
fuen-515	192	12	models	model	NOUN
fuen-515	192	13	performed	perform	VERB
fuen-515	192	14	significantly	significantly	ADV
fuen-515	192	15	better	well	ADV
fuen-515	192	16	based	base	VERB
fuen-515	192	17	on	on	ADP
fuen-515	192	18	their	their	PRON
fuen-515	192	19	reduced	reduce	VERB
fuen-515	192	20	casualty	casualty	NOUN
fuen-515	192	21	rates	rate	NOUN
fuen-515	192	22	.	.	PUNCT
fuen-515	193	1	figure	figure	VERB
fuen-515	193	2	4	4	NUM
fuen-515	193	3	visually	visually	ADV
fuen-515	193	4	underscores	underscore	VERB
fuen-515	193	5	the	the	DET
fuen-515	193	6	rbf	rbf	PROPN
fuen-515	193	7	method	method	NOUN
fuen-515	193	8	’s	’s	PART
fuen-515	193	9	comparatively	comparatively	ADV
fuen-515	193	10	poor	poor	ADJ
fuen-515	193	11	performance	performance	NOUN
fuen-515	193	12	,	,	PUNCT
fuen-515	193	13	making	make	VERB
fuen-515	193	14	it	it	PRON
fuen-515	193	15	less	less	ADV
fuen-515	193	16	favorable	favorable	ADJ
fuen-515	193	17	for	for	ADP
fuen-515	193	18	applications	application	NOUN
fuen-515	193	19	that	that	PRON
fuen-515	193	20	require	require	VERB
fuen-515	193	21	high	high	ADJ
fuen-515	193	22	accuracy	accuracy	NOUN
fuen-515	193	23	,	,	PUNCT
fuen-515	193	24	such	such	ADJ
fuen-515	193	25	as	as	ADP
fuen-515	193	26	economic	economic	ADJ
fuen-515	193	27	and	and	CCONJ
fuen-515	193	28	energy	energy	NOUN
fuen-515	193	29	market	market	NOUN
fuen-515	193	30	forecasting	forecasting	NOUN
fuen-515	193	31	.	.	PUNCT
fuen-515	194	1	figure	figure	NOUN
fuen-515	194	2	3	3	NUM
fuen-515	194	3	.	.	PUNCT
fuen-515	194	4	python	python	PROPN
fuen-515	194	5	code	code	NOUN
fuen-515	194	6	of	of	ADP
fuen-515	194	7	the	the	DET
fuen-515	194	8	rbf	rbf	PROPN
fuen-515	194	9	model	model	NOUN
fuen-515	194	10	for	for	ADP
fuen-515	194	11	price	price	NOUN
fuen-515	194	12	and	and	CCONJ
fuen-515	194	13	demand	demand	VERB
fuen-515	194	14	forecasts	forecast	NOUN
fuen-515	194	15	figure	figure	VERB
fuen-515	194	16	4	4	NUM
fuen-515	194	17	.	.	PUNCT
fuen-515	195	1	rbf	rbf	PROPN
fuen-515	195	2	model	model	NOUN
fuen-515	195	3	error	error	NOUN
fuen-515	195	4	in	in	ADP
fuen-515	195	5	python	python	NOUN
fuen-515	195	6	software	software	NOUN
fuen-515	195	7	for	for	ADP
fuen-515	195	8	predicting	predict	VERB
fuen-515	195	9	demand	demand	NOUN
fuen-515	195	10	and	and	CCONJ
fuen-515	195	11	oil	oil	NOUN
fuen-515	195	12	prices	price	NOUN
fuen-515	195	13	4.3	4.3	NUM
fuen-515	195	14	multilayer	multilayer	PROPN
fuen-515	195	15	perceptron	perceptron	PROPN
fuen-515	195	16	model	model	PROPN
fuen-515	195	17	multilayer	multilayer	PROPN
fuen-515	195	18	neural	neural	ADJ
fuen-515	195	19	networks	network	NOUN
fuen-515	195	20	,	,	PUNCT
fuen-515	195	21	particularly	particularly	ADV
fuen-515	195	22	multilayer	multilayer	ADJ
fuen-515	195	23	perception	perception	NOUN
fuen-515	195	24	networks	network	NOUN
fuen-515	195	25	,	,	PUNCT
fuen-515	195	26	are	be	AUX
fuen-515	195	27	widely	widely	ADV
fuen-515	195	28	acknowledged	acknowledge	VERB
fuen-515	195	29	by	by	ADP
fuen-515	195	30	researchers	researcher	NOUN
fuen-515	195	31	as	as	ADP
fuen-515	195	32	powerful	powerful	ADJ
fuen-515	195	33	approximations	approximation	NOUN
fuen-515	195	34	.	.	PUNCT
fuen-515	196	1	it	it	PRON
fuen-515	196	2	is	be	AUX
fuen-515	196	3	believed	believe	VERB
fuen-515	196	4	that	that	SCONJ
fuen-515	196	5	these	these	DET
fuen-515	196	6	networks	network	NOUN
fuen-515	196	7	,	,	PUNCT
fuen-515	196	8	provided	provide	VERB
fuen-515	196	9	they	they	PRON
fuen-515	196	10	possess	possess	VERB
fuen-515	196	11	sufficient	sufficient	ADJ
fuen-515	196	12	layers	layer	NOUN
fuen-515	196	13	and	and	CCONJ
fuen-515	196	14	neurons	neuron	NOUN
fuen-515	196	15	,	,	PUNCT
fuen-515	196	16	can	can	AUX
fuen-515	196	17	estimate	estimate	VERB
fuen-515	196	18	any	any	DET
fuen-515	196	19	nonlinear	nonlinear	ADJ
fuen-515	196	20	transformation	transformation	NOUN
fuen-515	196	21	with	with	ADP
fuen-515	196	22	the	the	DET
fuen-515	196	23	desired	desire	VERB
fuen-515	196	24	level	level	NOUN
fuen-515	196	25	of	of	ADP
fuen-515	196	26	accuracy	accuracy	NOUN
fuen-515	196	27	.	.	PUNCT
fuen-515	197	1	as	as	ADP
fuen-515	197	2	such	such	ADJ
fuen-515	197	3	,	,	PUNCT
fuen-515	197	4	the	the	DET
fuen-515	197	5	multilayer	multilayer	ADJ
fuen-515	197	6	perception	perception	NOUN
fuen-515	197	7	network	network	NOUN
fuen-515	197	8	stands	stand	VERB
fuen-515	197	9	as	as	ADP
fuen-515	197	10	one	one	NUM
fuen-515	197	11	of	of	ADP
fuen-515	197	12	the	the	DET
fuen-515	197	13	most	most	ADV
fuen-515	197	14	versatile	versatile	ADJ
fuen-515	197	15	and	and	CCONJ
fuen-515	197	16	successful	successful	ADJ
fuen-515	197	17	prediction	prediction	NOUN
fuen-515	197	18	models	model	NOUN
fuen-515	197	19	.	.	PUNCT
fuen-515	198	1	the	the	DET
fuen-515	198	2	multilayer	multilayer	ADJ
fuen-515	198	3	perception	perception	NOUN
fuen-515	198	4	neural	neural	ADJ
fuen-515	198	5	network	network	NOUN
fuen-515	198	6	,	,	PUNCT
fuen-515	198	7	also	also	ADV
fuen-515	198	8	known	know	VERB
fuen-515	198	9	as	as	ADP
fuen-515	198	10	mlp	mlp	PROPN
fuen-515	198	11	,	,	PUNCT
fuen-515	198	12	utilizes	utilize	VERB
fuen-515	198	13	the	the	DET
fuen-515	198	14	post	post	ADJ
fuen-515	198	15	-	-	NOUN
fuen-515	198	16	error	error	NOUN
fuen-515	198	17	learning	learning	NOUN
fuen-515	198	18	rule	rule	NOUN
fuen-515	198	19	.	.	PUNCT
fuen-515	199	1	this	this	DET
fuen-515	199	2	learning	learning	NOUN
fuen-515	199	3	method	method	NOUN
fuen-515	199	4	serves	serve	VERB
fuen-515	199	5	as	as	ADP
fuen-515	199	6	a	a	DET
fuen-515	199	7	generalization	generalization	NOUN
fuen-515	199	8	of	of	ADP
fuen-515	199	9	the	the	DET
fuen-515	199	10	least	least	ADJ
fuen-515	199	11	squares	square	NOUN
fuen-515	199	12	error	error	NOUN
fuen-515	199	13	algorithm	algorithm	NOUN
fuen-515	199	14	,	,	PUNCT
fuen-515	199	15	based	base	VERB
fuen-515	199	16	on	on	ADP
fuen-515	199	17	the	the	DET
fuen-515	199	18	principle	principle	NOUN
fuen-515	199	19	of	of	ADP
fuen-515	199	20	error	error	NOUN
fuen-515	199	21	correction	correction	NOUN
fuen-515	199	22	learning	learn	VERB
fuen-515	199	23	.	.	PUNCT
fuen-515	200	1	the	the	DET
fuen-515	200	2	algorithm	algorithm	NOUN
fuen-515	200	3	consists	consist	VERB
fuen-515	200	4	of	of	ADP
fuen-515	200	5	two	two	NUM
fuen-515	200	6	essential	essential	ADJ
fuen-515	200	7	paths	path	NOUN
fuen-515	200	8	:	:	PUNCT
fuen-515	200	9	the	the	DET
fuen-515	200	10	forward	forward	ADJ
fuen-515	200	11	path	path	NOUN
fuen-515	200	12	and	and	CCONJ
fuen-515	200	13	the	the	DET
fuen-515	200	14	backward	backward	ADJ
fuen-515	200	15	path	path	NOUN
fuen-515	200	16	.	.	PUNCT
fuen-515	201	1	during	during	ADP
fuen-515	201	2	the	the	DET
fuen-515	201	3	forward	forward	ADJ
fuen-515	201	4	pass	pass	NOUN
fuen-515	201	5	,	,	PUNCT
fuen-515	201	6	the	the	DET
fuen-515	201	7	input	input	NOUN
fuen-515	201	8	vector	vector	NOUN
fuen-515	201	9	moves	move	VERB
fuen-515	201	10	through	through	ADP
fuen-515	201	11	the	the	DET
fuen-515	201	12	intermediate	intermediate	ADJ
fuen-515	201	13	layers	layer	NOUN
fuen-515	201	14	to	to	ADP
fuen-515	201	15	the	the	DET
fuen-515	201	16	output	output	NOUN
fuen-515	201	17	layers	layer	NOUN
fuen-515	201	18	,	,	PUNCT
fuen-515	201	19	producing	produce	VERB
fuen-515	201	20	their	their	PRON
fuen-515	201	21	effects	effect	NOUN
fuen-515	201	22	.	.	PUNCT
fuen-515	202	1	on	on	ADP
fuen-515	202	2	the	the	DET
fuen-515	202	3	return	return	NOUN
fuen-515	202	4	path	path	NOUN
fuen-515	202	5	,	,	PUNCT
fuen-515	202	6	the	the	DET
fuen-515	202	7	network	network	NOUN
fuen-515	202	8	parameters	parameter	NOUN
fuen-515	202	9	are	be	AUX
fuen-515	202	10	adjusted	adjust	VERB
fuen-515	202	11	,	,	PUNCT
fuen-515	202	12	following	follow	VERB
fuen-515	202	13	the	the	DET
fuen-515	202	14	principles	principle	NOUN
fuen-515	202	15	of	of	ADP
fuen-515	202	16	the	the	DET
fuen-515	202	17	error	error	NOUN
fuen-515	202	18	correction	correction	NOUN
fuen-515	202	19	law	law	NOUN
fuen-515	202	20	.	.	PUNCT
fuen-515	203	1	despite	despite	SCONJ
fuen-515	203	2	the	the	DET
fuen-515	203	3	proficiency	proficiency	NOUN
fuen-515	203	4	of	of	ADP
fuen-515	203	5	the	the	DET
fuen-515	203	6	aforementioned	aforementioned	ADJ
fuen-515	203	7	models	model	NOUN
fuen-515	203	8	,	,	PUNCT
fuen-515	203	9	they	they	PRON
fuen-515	203	10	do	do	AUX
fuen-515	203	11	not	not	PART
fuen-515	203	12	perform	perform	VERB
fuen-515	203	13	optimally	optimally	ADV
fuen-515	203	14	on	on	ADP
fuen-515	203	15	data	datum	NOUN
fuen-515	203	16	lacking	lack	VERB
fuen-515	203	17	a	a	DET
fuen-515	203	18	recursive	recursive	ADJ
fuen-515	203	19	structure	structure	NOUN
fuen-515	203	20	,	,	PUNCT
fuen-515	203	21	where	where	SCONJ
fuen-515	203	22	the	the	DET
fuen-515	203	23	order	order	NOUN
fuen-515	203	24	of	of	ADP
fuen-515	203	25	properties	property	NOUN
fuen-515	203	26	is	be	AUX
fuen-515	203	27	significant	significant	ADJ
fuen-515	203	28	,	,	PUNCT
fuen-515	203	29	such	such	ADJ
fuen-515	203	30	as	as	ADP
fuen-515	203	31	in	in	ADP
fuen-515	203	32	text	text	NOUN
fuen-515	203	33	data	datum	NOUN
fuen-515	203	34	.	.	PUNCT
fuen-515	204	1	to	to	PART
fuen-515	204	2	address	address	VERB
fuen-515	204	3	this	this	DET
fuen-515	204	4	limitation	limitation	NOUN
fuen-515	204	5	,	,	PUNCT
fuen-515	204	6	a	a	DET
fuen-515	204	7	three	three	NUM
fuen-515	204	8	-	-	PUNCT
fuen-515	204	9	layer	layer	NOUN
fuen-515	204	10	perception	perception	NOUN
fuen-515	204	11	with	with	ADP
fuen-515	204	12	a	a	DET
fuen-515	204	13	configuration	configuration	NOUN
fuen-515	204	14	of	of	ADP
fuen-515	204	15	60	60	NUM
fuen-515	204	16	,	,	PUNCT
fuen-515	204	17	50	50	NUM
fuen-515	204	18	,	,	PUNCT
fuen-515	204	19	and	and	CCONJ
fuen-515	204	20	40	40	NUM
fuen-515	204	21	neurons	neuron	NOUN
fuen-515	204	22	,	,	PUNCT
fuen-515	204	23	respectively	respectively	ADV
fuen-515	204	24	,	,	PUNCT
fuen-515	204	25	was	be	AUX
fuen-515	204	26	employed	employ	VERB
fuen-515	204	27	,	,	PUNCT
fuen-515	204	28	yielding	yield	VERB
fuen-515	204	29	the	the	DET
fuen-515	204	30	best	good	ADJ
fuen-515	204	31	performance	performance	NOUN
fuen-515	204	32	.	.	PUNCT
fuen-515	205	1	a	a	DET
fuen-515	205	2	visual	visual	ADJ
fuen-515	205	3	representation	representation	NOUN
fuen-515	205	4	of	of	ADP
fuen-515	205	5	the	the	DET
fuen-515	205	6	model	model	NOUN
fuen-515	205	7	is	be	AUX
fuen-515	205	8	displayed	display	VERB
fuen-515	205	9	in	in	ADP
fuen-515	205	10	figure	figure	NOUN
fuen-515	205	11	5	5	NUM
fuen-515	205	12	,	,	PUNCT
fuen-515	205	13	while	while	SCONJ
fuen-515	205	14	the	the	DET
fuen-515	205	15	error	error	NOUN
fuen-515	205	16	chart	chart	NOUN
fuen-515	205	17	is	be	AUX
fuen-515	205	18	illustrated	illustrate	VERB
fuen-515	205	19	in	in	ADP
fuen-515	205	20	figure	figure	NOUN
fuen-515	205	21	6	6	NUM
fuen-515	205	22	.	.	PUNCT
fuen-515	205	23	figure	figure	NOUN
fuen-515	205	24	5	5	NUM
fuen-515	205	25	.	.	PUNCT
fuen-515	205	26	python	python	PROPN
fuen-515	205	27	code	code	NOUN
fuen-515	205	28	for	for	ADP
fuen-515	205	29	the	the	DET
fuen-515	205	30	three	three	NUM
fuen-515	205	31	-	-	PUNCT
fuen-515	205	32	layer	layer	NOUN
fuen-515	205	33	perceptron	perceptron	PROPN
fuen-515	205	34	model	model	NOUN
fuen-515	205	35	for	for	ADP
fuen-515	205	36	price	price	NOUN
fuen-515	205	37	and	and	CCONJ
fuen-515	205	38	demand	demand	VERB
fuen-515	205	39	forecasts	forecast	NOUN
fuen-515	205	40	figure	figure	VERB
fuen-515	205	41	6	6	NUM
fuen-515	205	42	.	.	PUNCT
fuen-515	205	43	error	error	NOUN
fuen-515	205	44	graph	graph	NOUN
fuen-515	205	45	of	of	ADP
fuen-515	205	46	the	the	DET
fuen-515	205	47	3	3	NUM
fuen-515	205	48	-	-	PUNCT
fuen-515	205	49	layer	layer	NOUN
fuen-515	205	50	perceptron	perceptron	PROPN
fuen-515	205	51	model	model	NOUN
fuen-515	205	52	for	for	ADP
fuen-515	205	53	forecasting	forecasting	NOUN
fuen-515	205	54	demand	demand	NOUN
fuen-515	205	55	and	and	CCONJ
fuen-515	205	56	oil	oil	NOUN
fuen-515	205	57	prices	price	NOUN
fuen-515	205	58	as	as	SCONJ
fuen-515	205	59	depicted	depict	VERB
fuen-515	205	60	in	in	ADP
fuen-515	205	61	figure	figure	NOUN
fuen-515	205	62	5	5	NUM
fuen-515	205	63	,	,	PUNCT
fuen-515	205	64	each	each	DET
fuen-515	205	65	neuron	neuron	NOUN
fuen-515	205	66	within	within	ADP
fuen-515	205	67	these	these	DET
fuen-515	205	68	layers	layer	NOUN
fuen-515	205	69	plays	play	VERB
fuen-515	205	70	a	a	DET
fuen-515	205	71	critical	critical	ADJ
fuen-515	205	72	role	role	NOUN
fuen-515	205	73	in	in	ADP
fuen-515	205	74	transforming	transform	VERB
fuen-515	205	75	the	the	DET
fuen-515	205	76	inputs	input	NOUN
fuen-515	205	77	from	from	ADP
fuen-515	205	78	the	the	DET
fuen-515	205	79	preceding	precede	VERB
fuen-515	205	80	layer	layer	NOUN
fuen-515	205	81	.	.	PUNCT
fuen-515	206	1	the	the	DET
fuen-515	206	2	inputs	input	NOUN
fuen-515	206	3	are	be	AUX
fuen-515	206	4	combined	combine	VERB
fuen-515	206	5	using	use	VERB
fuen-515	206	6	weights	weight	NOUN
fuen-515	206	7	specific	specific	ADJ
fuen-515	206	8	to	to	ADP
fuen-515	206	9	each	each	DET
fuen-515	206	10	neuron	neuron	NOUN
fuen-515	206	11	,	,	PUNCT
fuen-515	206	12	determining	determine	VERB
fuen-515	206	13	the	the	DET
fuen-515	206	14	influence	influence	NOUN
fuen-515	206	15	of	of	ADP
fuen-515	206	16	each	each	DET
fuen-515	206	17	input	input	NOUN
fuen-515	206	18	on	on	ADP
fuen-515	206	19	the	the	DET
fuen-515	206	20	neuron	neuron	NOUN
fuen-515	206	21	's	's	PART
fuen-515	206	22	output	output	NOUN
fuen-515	206	23	.	.	PUNCT
fuen-515	207	1	after	after	ADP
fuen-515	207	2	that	that	PRON
fuen-515	207	3	,	,	PUNCT
fuen-515	207	4	the	the	DET
fuen-515	207	5	sum	sum	NOUN
fuen-515	207	6	of	of	ADP
fuen-515	207	7	inputs	input	NOUN
fuen-515	207	8	is	be	AUX
fuen-515	207	9	passed	pass	VERB
fuen-515	207	10	through	through	ADP
fuen-515	207	11	an	an	DET
fuen-515	207	12	activation	activation	NOUN
fuen-515	207	13	function	function	NOUN
fuen-515	207	14	,	,	PUNCT
fuen-515	207	15	which	which	PRON
fuen-515	207	16	causes	cause	VERB
fuen-515	207	17	nonlinearity	nonlinearity	NOUN
fuen-515	207	18	in	in	ADP
fuen-515	207	19	the	the	DET
fuen-515	207	20	network	network	NOUN
fuen-515	207	21	.	.	PUNCT
fuen-515	208	1	nonlinearity	nonlinearity	NOUN
fuen-515	208	2	is	be	AUX
fuen-515	208	3	crucial	crucial	ADJ
fuen-515	208	4	for	for	ADP
fuen-515	208	5	enabling	enable	VERB
fuen-515	208	6	the	the	DET
fuen-515	208	7	model	model	NOUN
fuen-515	208	8	to	to	PART
fuen-515	208	9	learn	learn	VERB
fuen-515	208	10	complex	complex	ADJ
fuen-515	208	11	patterns	pattern	NOUN
fuen-515	208	12	and	and	CCONJ
fuen-515	208	13	relationships	relationship	NOUN
fuen-515	208	14	within	within	ADP
fuen-515	208	15	the	the	DET
fuen-515	208	16	data	datum	NOUN
fuen-515	208	17	.	.	PUNCT
fuen-515	209	1	at	at	ADP
fuen-515	209	2	this	this	DET
fuen-515	209	3	stage	stage	NOUN
fuen-515	209	4	,	,	PUNCT
fuen-515	209	5	each	each	DET
fuen-515	209	6	neuron	neuron	NOUN
fuen-515	209	7	generates	generate	VERB
fuen-515	209	8	an	an	DET
fuen-515	209	9	output	output	NOUN
fuen-515	209	10	that	that	PRON
fuen-515	209	11	is	be	AUX
fuen-515	209	12	specific	specific	ADJ
fuen-515	209	13	to	to	ADP
fuen-515	209	14	each	each	DET
fuen-515	209	15	neuron	neuron	NOUN
fuen-515	209	16	and	and	CCONJ
fuen-515	209	17	reflects	reflect	VERB
fuen-515	209	18	a	a	DET
fuen-515	209	19	new	new	ADJ
fuen-515	209	20	feature	feature	NOUN
fuen-515	209	21	or	or	CCONJ
fuen-515	209	22	attribute	attribute	NOUN
fuen-515	209	23	that	that	PRON
fuen-515	209	24	is	be	AUX
fuen-515	209	25	the	the	DET
fuen-515	209	26	nonlinear	nonlinear	ADJ
fuen-515	209	27	combination	combination	NOUN
fuen-515	209	28	of	of	ADP
fuen-515	209	29	the	the	DET
fuen-515	209	30	inputs	input	NOUN
fuen-515	209	31	.	.	PUNCT
fuen-515	210	1	the	the	DET
fuen-515	210	2	outputs	output	NOUN
fuen-515	210	3	of	of	ADP
fuen-515	210	4	the	the	DET
fuen-515	210	5	neurons	neuron	NOUN
fuen-515	210	6	of	of	ADP
fuen-515	210	7	this	this	DET
fuen-515	210	8	layer	layer	NOUN
fuen-515	210	9	establish	establish	VERB
fuen-515	210	10	a	a	DET
fuen-515	210	11	feature	feature	NOUN
fuen-515	210	12	vector	vector	NOUN
fuen-515	210	13	of	of	ADP
fuen-515	210	14	the	the	DET
fuen-515	210	15	data	datum	NOUN
fuen-515	210	16	that	that	PRON
fuen-515	210	17	is	be	AUX
fuen-515	210	18	comprised	comprise	VERB
fuen-515	210	19	of	of	ADP
fuen-515	210	20	the	the	DET
fuen-515	210	21	processed	process	VERB
fuen-515	210	22	input	input	NOUN
fuen-515	210	23	.	.	PUNCT
fuen-515	211	1	the	the	DET
fuen-515	211	2	feature	feature	NOUN
fuen-515	211	3	vector	vector	NOUN
fuen-515	211	4	will	will	AUX
fuen-515	211	5	be	be	AUX
fuen-515	211	6	reassigned	reassign	VERB
fuen-515	211	7	as	as	ADP
fuen-515	211	8	input	input	NOUN
fuen-515	211	9	to	to	ADP
fuen-515	211	10	the	the	DET
fuen-515	211	11	next	next	ADJ
fuen-515	211	12	layer	layer	NOUN
fuen-515	211	13	,	,	PUNCT
fuen-515	211	14	and	and	CCONJ
fuen-515	211	15	the	the	DET
fuen-515	211	16	process	process	NOUN
fuen-515	211	17	of	of	ADP
fuen-515	211	18	transformation	transformation	NOUN
fuen-515	211	19	will	will	AUX
fuen-515	211	20	continue	continue	VERB
fuen-515	211	21	.	.	PUNCT
fuen-515	212	1	the	the	DET
fuen-515	212	2	feature	feature	NOUN
fuen-515	212	3	vector	vector	NOUN
fuen-515	212	4	will	will	AUX
fuen-515	212	5	be	be	AUX
fuen-515	212	6	reassigned	reassign	VERB
fuen-515	212	7	as	as	ADP
fuen-515	212	8	input	input	NOUN
fuen-515	212	9	to	to	ADP
fuen-515	212	10	the	the	DET
fuen-515	212	11	next	next	ADJ
fuen-515	212	12	layer	layer	NOUN
fuen-515	212	13	,	,	PUNCT
fuen-515	212	14	and	and	CCONJ
fuen-515	212	15	the	the	DET
fuen-515	212	16	process	process	NOUN
fuen-515	212	17	of	of	ADP
fuen-515	212	18	transformation	transformation	NOUN
fuen-515	212	19	will	will	AUX
fuen-515	212	20	continue	continue	VERB
fuen-515	212	21	.	.	PUNCT
fuen-515	213	1	figure	figure	VERB
fuen-515	213	2	5	5	NUM
fuen-515	213	3	illustrates	illustrate	VERB
fuen-515	213	4	the	the	DET
fuen-515	213	5	effect	effect	NOUN
fuen-515	213	6	of	of	ADP
fuen-515	213	7	this	this	DET
fuen-515	213	8	structure	structure	NOUN
fuen-515	213	9	.	.	PUNCT
fuen-515	214	1	from	from	ADP
fuen-515	214	2	this	this	DET
fuen-515	214	3	figure	figure	NOUN
fuen-515	214	4	,	,	PUNCT
fuen-515	214	5	it	it	PRON
fuen-515	214	6	can	can	AUX
fuen-515	214	7	be	be	AUX
fuen-515	214	8	seen	see	VERB
fuen-515	214	9	that	that	SCONJ
fuen-515	214	10	each	each	DET
fuen-515	214	11	layer	layer	NOUN
fuen-515	214	12	in	in	ADP
fuen-515	214	13	the	the	DET
fuen-515	214	14	network	network	NOUN
fuen-515	214	15	transforms	transform	VERB
fuen-515	214	16	the	the	DET
fuen-515	214	17	data	datum	NOUN
fuen-515	214	18	,	,	PUNCT
fuen-515	214	19	developing	develop	VERB
fuen-515	214	20	to	to	ADP
fuen-515	214	21	deeper	deep	ADJ
fuen-515	214	22	levels	level	NOUN
fuen-515	214	23	of	of	ADP
fuen-515	214	24	abstraction	abstraction	NOUN
fuen-515	214	25	and	and	CCONJ
fuen-515	214	26	therefore	therefore	ADV
fuen-515	214	27	extracting	extract	VERB
fuen-515	214	28	increasingly	increasingly	ADV
fuen-515	214	29	refined	refine	VERB
fuen-515	214	30	features	feature	NOUN
fuen-515	214	31	from	from	ADP
fuen-515	214	32	the	the	DET
fuen-515	214	33	initial	initial	ADJ
fuen-515	214	34	data	datum	NOUN
fuen-515	214	35	,	,	PUNCT
fuen-515	214	36	and	and	CCONJ
fuen-515	214	37	leading	lead	VERB
fuen-515	214	38	to	to	ADP
fuen-515	214	39	more	more	ADV
fuen-515	214	40	reliable	reliable	ADJ
fuen-515	214	41	predictions	prediction	NOUN
fuen-515	214	42	.	.	PUNCT
fuen-515	215	1	neural	neural	ADJ
fuen-515	215	2	networks	network	NOUN
fuen-515	215	3	utilize	utilize	VERB
fuen-515	215	4	this	this	DET
fuen-515	215	5	hierarchical	hierarchical	ADJ
fuen-515	215	6	m.	m.	NOUN
fuen-515	215	7	abdoos	abdoo	NOUN
fuen-515	215	8	et	et	PROPN
fuen-515	215	9	al	al	PROPN
fuen-515	215	10	.	.	PROPN
fuen-515	215	11	/future	/future	PROPN
fuen-515	215	12	energy	energy	PROPN
fuen-515	216	1	november	november	PROPN
fuen-515	216	2	2025|	2025|	NUM
fuen-515	216	3	volume	volume	NOUN
fuen-515	216	4	04	04	NUM
fuen-515	217	1	|	|	ADV
fuen-515	217	2	issue	issue	NOUN
fuen-515	217	3	04|	04|	ADP
fuen-515	217	4	pages	page	NOUN
fuen-515	217	5	22	22	NUM
fuen-515	217	6	-	-	SYM
fuen-515	217	7	30	30	NUM
fuen-515	217	8	27	27	NUM
fuen-515	217	9	structure	structure	NOUN
fuen-515	217	10	,	,	PUNCT
fuen-515	217	11	which	which	PRON
fuen-515	217	12	can	can	AUX
fuen-515	217	13	lead	lead	VERB
fuen-515	217	14	to	to	ADP
fuen-515	217	15	more	more	ADV
fuen-515	217	16	reliable	reliable	ADJ
fuen-515	217	17	information	information	NOUN
fuen-515	217	18	management	management	NOUN
fuen-515	217	19	and	and	CCONJ
fuen-515	217	20	modeling	modeling	NOUN
fuen-515	217	21	in	in	ADP
fuen-515	217	22	complex	complex	ADJ
fuen-515	217	23	systems	system	NOUN
fuen-515	217	24	,	,	PUNCT
fuen-515	217	25	such	such	ADJ
fuen-515	217	26	as	as	ADP
fuen-515	217	27	oil	oil	NOUN
fuen-515	217	28	price	price	NOUN
fuen-515	217	29	fluctuations	fluctuation	NOUN
fuen-515	217	30	.	.	PUNCT
fuen-515	218	1	in	in	ADP
fuen-515	218	2	figure	figure	NOUN
fuen-515	218	3	6	6	NUM
fuen-515	218	4	,	,	PUNCT
fuen-515	218	5	it	it	PRON
fuen-515	218	6	can	can	AUX
fuen-515	218	7	be	be	AUX
fuen-515	218	8	observed	observe	VERB
fuen-515	218	9	that	that	SCONJ
fuen-515	218	10	the	the	DET
fuen-515	218	11	multilayer	multilayer	PROPN
fuen-515	218	12	perceptron	perceptron	PROPN
fuen-515	218	13	(	(	PUNCT
fuen-515	218	14	mlp	mlp	NOUN
fuen-515	218	15	)	)	PUNCT
fuen-515	218	16	approach	approach	NOUN
fuen-515	218	17	has	have	VERB
fuen-515	218	18	the	the	DET
fuen-515	218	19	lowest	low	ADJ
fuen-515	218	20	loss	loss	NOUN
fuen-515	218	21	rates	rate	NOUN
fuen-515	218	22	among	among	ADP
fuen-515	218	23	the	the	DET
fuen-515	218	24	models	model	NOUN
fuen-515	218	25	under	under	ADP
fuen-515	218	26	evaluation	evaluation	NOUN
fuen-515	218	27	,	,	PUNCT
fuen-515	218	28	with	with	ADP
fuen-515	218	29	a	a	DET
fuen-515	218	30	training	training	NOUN
fuen-515	218	31	loss	loss	NOUN
fuen-515	218	32	rate	rate	NOUN
fuen-515	218	33	of	of	ADP
fuen-515	218	34	55.28	55.28	NUM
fuen-515	218	35	%	%	NOUN
fuen-515	218	36	and	and	CCONJ
fuen-515	218	37	a	a	DET
fuen-515	218	38	testing	testing	NOUN
fuen-515	218	39	loss	loss	NOUN
fuen-515	218	40	rate	rate	NOUN
fuen-515	218	41	of	of	ADP
fuen-515	218	42	116.01	116.01	NUM
fuen-515	218	43	%	%	NOUN
fuen-515	218	44	.	.	PUNCT
fuen-515	219	1	this	this	PRON
fuen-515	219	2	indicates	indicate	VERB
fuen-515	219	3	that	that	SCONJ
fuen-515	219	4	,	,	PUNCT
fuen-515	219	5	in	in	ADP
fuen-515	219	6	terms	term	NOUN
fuen-515	219	7	of	of	ADP
fuen-515	219	8	minimizing	minimize	VERB
fuen-515	219	9	loss	loss	NOUN
fuen-515	219	10	,	,	PUNCT
fuen-515	219	11	the	the	DET
fuen-515	219	12	multilayer	multilayer	PROPN
fuen-515	219	13	perceptron	perceptron	PROPN
fuen-515	219	14	model	model	NOUN
fuen-515	219	15	is	be	AUX
fuen-515	219	16	comparatively	comparatively	ADV
fuen-515	219	17	the	the	DET
fuen-515	219	18	best	good	ADJ
fuen-515	219	19	,	,	PUNCT
fuen-515	219	20	and	and	CCONJ
fuen-515	219	21	it	it	PRON
fuen-515	219	22	performed	perform	VERB
fuen-515	219	23	significantly	significantly	ADV
fuen-515	219	24	better	well	ADJ
fuen-515	219	25	than	than	ADP
fuen-515	219	26	the	the	DET
fuen-515	219	27	lstm	lstm	PROPN
fuen-515	219	28	and	and	CCONJ
fuen-515	219	29	rbf	rbf	PROPN
fuen-515	219	30	models	model	NOUN
fuen-515	219	31	.	.	PUNCT
fuen-515	220	1	the	the	DET
fuen-515	220	2	notably	notably	ADV
fuen-515	220	3	low	low	ADJ
fuen-515	220	4	loss	loss	NOUN
fuen-515	220	5	rates	rate	NOUN
fuen-515	220	6	indicate	indicate	VERB
fuen-515	220	7	that	that	SCONJ
fuen-515	220	8	the	the	DET
fuen-515	220	9	mlp	mlp	NOUN
fuen-515	220	10	model	model	NOUN
fuen-515	220	11	is	be	AUX
fuen-515	220	12	highly	highly	ADV
fuen-515	220	13	effective	effective	ADJ
fuen-515	220	14	in	in	ADP
fuen-515	220	15	capturing	capture	VERB
fuen-515	220	16	patterns	pattern	NOUN
fuen-515	220	17	during	during	ADP
fuen-515	220	18	both	both	CCONJ
fuen-515	220	19	the	the	DET
fuen-515	220	20	training	training	NOUN
fuen-515	220	21	and	and	CCONJ
fuen-515	220	22	testing	testing	NOUN
fuen-515	220	23	phases	phase	NOUN
fuen-515	220	24	,	,	PUNCT
fuen-515	220	25	achieving	achieve	VERB
fuen-515	220	26	superior	superior	ADJ
fuen-515	220	27	predictive	predictive	ADJ
fuen-515	220	28	accuracy	accuracy	NOUN
fuen-515	220	29	.	.	PUNCT
fuen-515	221	1	this	this	DET
fuen-515	221	2	reduction	reduction	NOUN
fuen-515	221	3	in	in	ADP
fuen-515	221	4	loss	loss	NOUN
fuen-515	221	5	makes	make	VERB
fuen-515	221	6	it	it	PRON
fuen-515	221	7	an	an	DET
fuen-515	221	8	ideal	ideal	ADJ
fuen-515	221	9	choice	choice	NOUN
fuen-515	221	10	for	for	ADP
fuen-515	221	11	applications	application	NOUN
fuen-515	221	12	where	where	SCONJ
fuen-515	221	13	minimizing	minimize	VERB
fuen-515	221	14	prediction	prediction	NOUN
fuen-515	221	15	error	error	NOUN
fuen-515	221	16	is	be	AUX
fuen-515	221	17	critical	critical	ADJ
fuen-515	221	18	,	,	PUNCT
fuen-515	221	19	such	such	ADJ
fuen-515	221	20	as	as	ADP
fuen-515	221	21	oil	oil	NOUN
fuen-515	221	22	price	price	NOUN
fuen-515	221	23	forecasting	forecasting	NOUN
fuen-515	221	24	.	.	PUNCT
fuen-515	222	1	the	the	DET
fuen-515	222	2	mlp	mlp	NOUN
fuen-515	222	3	method	method	NOUN
fuen-515	222	4	’s	’s	PART
fuen-515	222	5	ability	ability	NOUN
fuen-515	222	6	to	to	PART
fuen-515	222	7	consistently	consistently	ADV
fuen-515	222	8	deliver	deliver	VERB
fuen-515	222	9	the	the	DET
fuen-515	222	10	lowest	low	ADJ
fuen-515	222	11	casualty	casualty	NOUN
fuen-515	222	12	rates	rate	NOUN
fuen-515	222	13	positions	position	VERB
fuen-515	222	14	it	it	PRON
fuen-515	222	15	as	as	ADP
fuen-515	222	16	a	a	DET
fuen-515	222	17	top	top	ADJ
fuen-515	222	18	choice	choice	NOUN
fuen-515	222	19	among	among	ADP
fuen-515	222	20	the	the	DET
fuen-515	222	21	models	model	NOUN
fuen-515	222	22	studied	study	VERB
fuen-515	222	23	.	.	PUNCT
fuen-515	223	1	figure	figure	NOUN
fuen-515	223	2	6	6	NUM
fuen-515	223	3	visually	visually	ADV
fuen-515	223	4	emphasizes	emphasize	VERB
fuen-515	223	5	the	the	DET
fuen-515	223	6	mlp	mlp	NOUN
fuen-515	223	7	method	method	NOUN
fuen-515	223	8	's	's	PART
fuen-515	223	9	clear	clear	ADJ
fuen-515	223	10	advantage	advantage	NOUN
fuen-515	223	11	in	in	ADP
fuen-515	223	12	the	the	DET
fuen-515	223	13	discussion	discussion	NOUN
fuen-515	223	14	of	of	ADP
fuen-515	223	15	casualties	casualty	NOUN
fuen-515	223	16	,	,	PUNCT
fuen-515	223	17	highlighting	highlight	VERB
fuen-515	223	18	its	its	PRON
fuen-515	223	19	potential	potential	NOUN
fuen-515	223	20	for	for	ADP
fuen-515	223	21	making	make	VERB
fuen-515	223	22	highly	highly	ADV
fuen-515	223	23	accurate	accurate	ADJ
fuen-515	223	24	predictions	prediction	NOUN
fuen-515	223	25	and	and	CCONJ
fuen-515	223	26	ensuring	ensure	VERB
fuen-515	223	27	reliability	reliability	NOUN
fuen-515	223	28	in	in	ADP
fuen-515	223	29	decision	decision	NOUN
fuen-515	223	30	-	-	PUNCT
fuen-515	223	31	making	make	VERB
fuen-515	223	32	processes	process	NOUN
fuen-515	223	33	in	in	ADP
fuen-515	223	34	volatile	volatile	ADJ
fuen-515	223	35	markets	market	NOUN
fuen-515	223	36	.	.	PUNCT
fuen-515	224	1	4.4	4.4	NUM
fuen-515	224	2	comparison	comparison	NOUN
fuen-515	224	3	of	of	ADP
fuen-515	224	4	oil	oil	NOUN
fuen-515	224	5	forecast	forecast	NOUN
fuen-515	224	6	models	model	VERB
fuen-515	224	7	the	the	DET
fuen-515	224	8	results	result	NOUN
fuen-515	224	9	of	of	ADP
fuen-515	224	10	the	the	DET
fuen-515	224	11	models	model	NOUN
fuen-515	224	12	are	be	AUX
fuen-515	224	13	presented	present	VERB
fuen-515	224	14	in	in	ADP
fuen-515	224	15	table	table	NOUN
fuen-515	224	16	2	2	NUM
fuen-515	224	17	.	.	PUNCT
fuen-515	225	1	the	the	DET
fuen-515	225	2	average	average	ADJ
fuen-515	225	3	squared	square	VERB
fuen-515	225	4	error	error	NOUN
fuen-515	225	5	in	in	ADP
fuen-515	225	6	the	the	DET
fuen-515	225	7	training	training	NOUN
fuen-515	225	8	mode	mode	NOUN
fuen-515	225	9	for	for	ADP
fuen-515	225	10	the	the	DET
fuen-515	225	11	lstm	lstm	PROPN
fuen-515	225	12	,	,	PUNCT
fuen-515	225	13	rbf	rbf	PROPN
fuen-515	225	14	,	,	PUNCT
fuen-515	225	15	and	and	CCONJ
fuen-515	225	16	perceptron	perceptron	PROPN
fuen-515	225	17	models	model	NOUN
fuen-515	225	18	decreased	decrease	VERB
fuen-515	225	19	significantly	significantly	ADV
fuen-515	225	20	,	,	PUNCT
fuen-515	225	21	reaching	reach	VERB
fuen-515	225	22	55.28	55.28	NUM
fuen-515	225	23	(	(	PUNCT
fuen-515	225	24	from	from	ADP
fuen-515	225	25	the	the	DET
fuen-515	225	26	initial	initial	ADJ
fuen-515	225	27	values	value	NOUN
fuen-515	225	28	of	of	ADP
fuen-515	225	29	509	509	NUM
fuen-515	225	30	and	and	CCONJ
fuen-515	225	31	763.51	763.51	NUM
fuen-515	225	32	,	,	PUNCT
fuen-515	225	33	respectively	respectively	ADV
fuen-515	225	34	)	)	PUNCT
fuen-515	225	35	.	.	PUNCT
fuen-515	226	1	similarly	similarly	ADV
fuen-515	226	2	,	,	PUNCT
fuen-515	226	3	in	in	ADP
fuen-515	226	4	the	the	DET
fuen-515	226	5	testing	testing	NOUN
fuen-515	226	6	mode	mode	NOUN
fuen-515	226	7	,	,	PUNCT
fuen-515	226	8	the	the	DET
fuen-515	226	9	average	average	ADJ
fuen-515	226	10	squared	square	VERB
fuen-515	226	11	error	error	NOUN
fuen-515	226	12	was	be	AUX
fuen-515	226	13	reduced	reduce	VERB
fuen-515	226	14	to	to	ADP
fuen-515	226	15	116.01	116.01	NUM
fuen-515	226	16	(	(	PUNCT
fuen-515	226	17	from	from	ADP
fuen-515	226	18	the	the	DET
fuen-515	226	19	initial	initial	ADJ
fuen-515	226	20	values	value	NOUN
fuen-515	226	21	of	of	ADP
fuen-515	226	22	529.98	529.98	NUM
fuen-515	226	23	and	and	CCONJ
fuen-515	226	24	836.33	836.33	NUM
fuen-515	226	25	)	)	PUNCT
fuen-515	226	26	for	for	ADP
fuen-515	226	27	the	the	DET
fuen-515	226	28	respective	respective	ADJ
fuen-515	226	29	models	model	NOUN
fuen-515	226	30	.	.	PUNCT
fuen-515	227	1	in	in	ADP
fuen-515	227	2	terms	term	NOUN
fuen-515	227	3	of	of	ADP
fuen-515	227	4	the	the	DET
fuen-515	227	5	root	root	NOUN
fuen-515	227	6	mean	mean	VERB
fuen-515	227	7	squared	square	VERB
fuen-515	227	8	error	error	NOUN
fuen-515	227	9	,	,	PUNCT
fuen-515	227	10	the	the	DET
fuen-515	227	11	lstm	lstm	PROPN
fuen-515	227	12	,	,	PUNCT
fuen-515	227	13	rbf	rbf	PROPN
fuen-515	227	14	,	,	PUNCT
fuen-515	227	15	and	and	CCONJ
fuen-515	227	16	perceptron	perceptron	PROPN
fuen-515	227	17	models	model	NOUN
fuen-515	227	18	achieved	achieve	VERB
fuen-515	227	19	values	value	NOUN
fuen-515	227	20	of	of	ADP
fuen-515	227	21	7.43	7.43	NUM
fuen-515	227	22	(	(	PUNCT
fuen-515	227	23	initially	initially	ADV
fuen-515	227	24	starting	start	VERB
fuen-515	227	25	at	at	ADP
fuen-515	227	26	22.57	22.57	NUM
fuen-515	227	27	)	)	PUNCT
fuen-515	227	28	and	and	CCONJ
fuen-515	227	29	12.96	12.96	NUM
fuen-515	227	30	(	(	PUNCT
fuen-515	227	31	from	from	ADP
fuen-515	227	32	the	the	DET
fuen-515	227	33	initial	initial	ADJ
fuen-515	227	34	values	value	NOUN
fuen-515	227	35	of	of	ADP
fuen-515	227	36	23.02	23.02	NUM
fuen-515	227	37	and	and	CCONJ
fuen-515	227	38	28.91	28.91	NUM
fuen-515	227	39	)	)	PUNCT
fuen-515	227	40	in	in	ADP
fuen-515	227	41	the	the	DET
fuen-515	227	42	training	training	NOUN
fuen-515	227	43	and	and	CCONJ
fuen-515	227	44	testing	testing	NOUN
fuen-515	227	45	modes	mode	NOUN
fuen-515	227	46	,	,	PUNCT
fuen-515	227	47	respectively	respectively	ADV
fuen-515	227	48	.	.	PUNCT
fuen-515	228	1	regarding	regard	VERB
fuen-515	228	2	the	the	DET
fuen-515	228	3	mean	mean	ADJ
fuen-515	228	4	absolute	absolute	ADJ
fuen-515	228	5	error	error	NOUN
fuen-515	228	6	,	,	PUNCT
fuen-515	228	7	the	the	DET
fuen-515	228	8	lstm	lstm	PROPN
fuen-515	228	9	,	,	PUNCT
fuen-515	228	10	rbf	rbf	PROPN
fuen-515	228	11	,	,	PUNCT
fuen-515	228	12	and	and	CCONJ
fuen-515	228	13	perceptron	perceptron	PROPN
fuen-515	228	14	models	model	NOUN
fuen-515	228	15	obtained	obtain	VERB
fuen-515	228	16	values	value	NOUN
fuen-515	228	17	of	of	ADP
fuen-515	228	18	5.55	5.55	NUM
fuen-515	228	19	(	(	PUNCT
fuen-515	228	20	from	from	ADP
fuen-515	228	21	the	the	DET
fuen-515	228	22	initial	initial	ADJ
fuen-515	228	23	values	value	NOUN
fuen-515	228	24	of	of	ADP
fuen-515	228	25	19.56	19.56	NUM
fuen-515	228	26	and	and	CCONJ
fuen-515	228	27	21.95	21.95	NUM
fuen-515	228	28	)	)	PUNCT
fuen-515	228	29	and	and	CCONJ
fuen-515	228	30	10.73	10.73	NUM
fuen-515	228	31	(	(	PUNCT
fuen-515	228	32	initially	initially	ADV
fuen-515	228	33	starting	start	VERB
fuen-515	228	34	at	at	ADP
fuen-515	228	35	20.84	20.84	NUM
fuen-515	228	36	and	and	CCONJ
fuen-515	228	37	23.71	23.71	NUM
fuen-515	228	38	)	)	PUNCT
fuen-515	228	39	in	in	ADP
fuen-515	228	40	the	the	DET
fuen-515	228	41	training	training	NOUN
fuen-515	228	42	and	and	CCONJ
fuen-515	228	43	testing	testing	NOUN
fuen-515	228	44	modes	mode	NOUN
fuen-515	228	45	,	,	PUNCT
fuen-515	228	46	respectively	respectively	ADV
fuen-515	228	47	.	.	PUNCT
fuen-515	229	1	4.5	4.5	NUM
fuen-515	229	2	validation	validation	NOUN
fuen-515	229	3	by	by	ADP
fuen-515	229	4	performing	perform	VERB
fuen-515	229	5	validation	validation	NOUN
fuen-515	229	6	using	use	VERB
fuen-515	229	7	the	the	DET
fuen-515	229	8	lstm	lstm	NOUN
fuen-515	229	9	method	method	NOUN
fuen-515	229	10	,	,	PUNCT
fuen-515	229	11	it	it	PRON
fuen-515	229	12	has	have	AUX
fuen-515	229	13	been	be	AUX
fuen-515	229	14	analyzed	analyze	VERB
fuen-515	229	15	that	that	SCONJ
fuen-515	229	16	this	this	DET
fuen-515	229	17	study	study	NOUN
fuen-515	229	18	performed	perform	VERB
fuen-515	229	19	better	well	ADV
fuen-515	229	20	than	than	ADP
fuen-515	229	21	the	the	DET
fuen-515	229	22	previous	previous	ADJ
fuen-515	229	23	studies	study	NOUN
fuen-515	229	24	in	in	ADP
fuen-515	229	25	the	the	DET
fuen-515	229	26	compared	compare	VERB
fuen-515	229	27	parameters	parameter	NOUN
fuen-515	229	28	,	,	PUNCT
fuen-515	229	29	and	and	CCONJ
fuen-515	229	30	it	it	PRON
fuen-515	229	31	can	can	AUX
fuen-515	229	32	be	be	AUX
fuen-515	229	33	used	use	VERB
fuen-515	229	34	for	for	ADP
fuen-515	229	35	more	more	ADV
fuen-515	229	36	accurate	accurate	ADJ
fuen-515	229	37	predictions	prediction	NOUN
fuen-515	229	38	with	with	ADP
fuen-515	229	39	a	a	DET
fuen-515	229	40	lower	low	ADJ
fuen-515	229	41	percentage	percentage	NOUN
fuen-515	229	42	of	of	ADP
fuen-515	229	43	error	error	NOUN
fuen-515	229	44	(	(	PUNCT
fuen-515	229	45	table	table	NOUN
fuen-515	229	46	3	3	NUM
fuen-515	229	47	)	)	PUNCT
fuen-515	229	48	.	.	PUNCT
fuen-515	230	1	the	the	DET
fuen-515	230	2	study	study	NOUN
fuen-515	230	3	's	's	PART
fuen-515	230	4	results	result	NOUN
fuen-515	230	5	on	on	ADP
fuen-515	230	6	oil	oil	NOUN
fuen-515	230	7	price	price	NOUN
fuen-515	230	8	forecasting	forecasting	NOUN
fuen-515	230	9	using	use	VERB
fuen-515	230	10	neural	neural	ADJ
fuen-515	230	11	networks	network	NOUN
fuen-515	230	12	,	,	PUNCT
fuen-515	230	13	specifically	specifically	ADV
fuen-515	230	14	lstm	lstm	ADJ
fuen-515	230	15	,	,	PUNCT
fuen-515	230	16	rbf	rbf	PROPN
fuen-515	230	17	,	,	PUNCT
fuen-515	230	18	and	and	CCONJ
fuen-515	230	19	multilayer	multilayer	ADJ
fuen-515	230	20	perceptron	perceptron	PROPN
fuen-515	230	21	(	(	PUNCT
fuen-515	230	22	mlp	mlp	NOUN
fuen-515	230	23	)	)	PUNCT
fuen-515	230	24	models	model	NOUN
fuen-515	230	25	,	,	PUNCT
fuen-515	230	26	indicate	indicate	VERB
fuen-515	230	27	a	a	DET
fuen-515	230	28	significant	significant	ADJ
fuen-515	230	29	improvement	improvement	NOUN
fuen-515	230	30	in	in	ADP
fuen-515	230	31	predictive	predictive	ADJ
fuen-515	230	32	accuracy	accuracy	NOUN
fuen-515	230	33	compared	compare	VERB
fuen-515	230	34	to	to	ADP
fuen-515	230	35	previous	previous	ADJ
fuen-515	230	36	methodologies	methodology	NOUN
fuen-515	230	37	.	.	PUNCT
fuen-515	231	1	model	model	NOUN
fuen-515	231	2	performance	performance	NOUN
fuen-515	231	3	metrics	metric	NOUN
fuen-515	231	4	:	:	PUNCT
fuen-515	231	5	the	the	DET
fuen-515	231	6	multilayer	multilayer	PROPN
fuen-515	231	7	perceptron	perceptron	PROPN
fuen-515	231	8	(	(	PUNCT
fuen-515	231	9	mlp	mlp	PROPN
fuen-515	231	10	)	)	PUNCT
fuen-515	231	11	model	model	NOUN
fuen-515	231	12	demonstrated	demonstrate	VERB
fuen-515	231	13	superior	superior	ADJ
fuen-515	231	14	performance	performance	NOUN
fuen-515	231	15	with	with	ADP
fuen-515	231	16	the	the	DET
fuen-515	231	17	following	follow	VERB
fuen-515	231	18	metrics	metric	NOUN
fuen-515	231	19	:	:	PUNCT
fuen-515	231	20	training	training	NOUN
fuen-515	231	21	phase	phase	NOUN
fuen-515	231	22	:	:	PUNCT
fuen-515	231	23	average	average	ADJ
fuen-515	231	24	squared	square	VERB
fuen-515	231	25	error	error	NOUN
fuen-515	231	26	(	(	PUNCT
fuen-515	231	27	ase	ase	NOUN
fuen-515	231	28	):	):	PUNCT
fuen-515	231	29	55.28	55.28	NUM
fuen-515	231	30	root	root	NOUN
fuen-515	231	31	mean	mean	VERB
fuen-515	231	32	squared	square	VERB
fuen-515	231	33	error	error	NOUN
fuen-515	231	34	(	(	PUNCT
fuen-515	231	35	rmse	rmse	NOUN
fuen-515	231	36	):	):	PUNCT
fuen-515	231	37	7.43	7.43	NUM
fuen-515	231	38	mean	mean	NOUN
fuen-515	231	39	absolute	absolute	ADJ
fuen-515	231	40	error	error	NOUN
fuen-515	231	41	(	(	PUNCT
fuen-515	231	42	mae	mae	PROPN
fuen-515	231	43	):	):	PUNCT
fuen-515	231	44	5.55	5.55	NUM
fuen-515	231	45	testing	testing	NOUN
fuen-515	231	46	phase	phase	NOUN
fuen-515	231	47	:	:	PUNCT
fuen-515	231	48	average	average	ADJ
fuen-515	231	49	squared	square	VERB
fuen-515	231	50	error	error	NOUN
fuen-515	231	51	(	(	PUNCT
fuen-515	231	52	ase	ase	NOUN
fuen-515	231	53	):	):	PUNCT
fuen-515	231	54	116.01	116.01	NUM
fuen-515	231	55	root	root	NOUN
fuen-515	231	56	mean	mean	VERB
fuen-515	231	57	squared	square	VERB
fuen-515	231	58	error	error	NOUN
fuen-515	231	59	(	(	PUNCT
fuen-515	231	60	rmse	rmse	NOUN
fuen-515	231	61	):	):	PUNCT
fuen-515	231	62	12.96	12.96	NUM
fuen-515	231	63	mean	mean	NOUN
fuen-515	231	64	absolute	absolute	ADJ
fuen-515	231	65	error	error	NOUN
fuen-515	231	66	(	(	PUNCT
fuen-515	231	67	mae	mae	PROPN
fuen-515	231	68	):	):	PUNCT
fuen-515	231	69	10.73	10.73	NUM
fuen-515	231	70	the	the	DET
fuen-515	231	71	study	study	NOUN
fuen-515	231	72	asserts	assert	VERB
fuen-515	231	73	that	that	SCONJ
fuen-515	231	74	the	the	DET
fuen-515	231	75	mlp	mlp	PROPN
fuen-515	231	76	model	model	NOUN
fuen-515	231	77	outperformed	outperform	VERB
fuen-515	231	78	both	both	CCONJ
fuen-515	231	79	lstm	lstm	PROPN
fuen-515	231	80	and	and	CCONJ
fuen-515	231	81	rbf	rbf	PROPN
fuen-515	231	82	models	model	NOUN
fuen-515	231	83	in	in	ADP
fuen-515	231	84	terms	term	NOUN
fuen-515	231	85	of	of	ADP
fuen-515	231	86	error	error	NOUN
fuen-515	231	87	metrics	metric	NOUN
fuen-515	231	88	.	.	PUNCT
fuen-515	232	1	this	this	PRON
fuen-515	232	2	supports	support	VERB
fuen-515	232	3	the	the	DET
fuen-515	232	4	claim	claim	NOUN
fuen-515	232	5	that	that	SCONJ
fuen-515	232	6	the	the	DET
fuen-515	232	7	mlp	mlp	NOUN
fuen-515	232	8	method	method	NOUN
fuen-515	232	9	is	be	AUX
fuen-515	232	10	more	more	ADV
fuen-515	232	11	effective	effective	ADJ
fuen-515	232	12	for	for	ADP
fuen-515	232	13	oil	oil	NOUN
fuen-515	232	14	price	price	NOUN
fuen-515	232	15	forecasting	forecasting	NOUN
fuen-515	232	16	,	,	PUNCT
fuen-515	232	17	achieving	achieve	VERB
fuen-515	232	18	a	a	DET
fuen-515	232	19	performance	performance	NOUN
fuen-515	232	20	improvement	improvement	NOUN
fuen-515	232	21	of	of	ADP
fuen-515	232	22	20	20	NUM
fuen-515	232	23	-	-	SYM
fuen-515	232	24	30	30	NUM
fuen-515	232	25	%	%	NOUN
fuen-515	232	26	over	over	ADP
fuen-515	232	27	traditional	traditional	ADJ
fuen-515	232	28	models	model	NOUN
fuen-515	232	29	that	that	PRON
fuen-515	232	30	utilized	utilize	VERB
fuen-515	232	31	only	only	ADV
fuen-515	232	32	one	one	NUM
fuen-515	232	33	or	or	CCONJ
fuen-515	232	34	two	two	NUM
fuen-515	232	35	methodologies	methodology	NOUN
fuen-515	232	36	.	.	PUNCT
fuen-515	233	1	data	datum	NOUN
fuen-515	233	2	preprocessing	preprocesse	VERB
fuen-515	233	3	involved	involve	VERB
fuen-515	233	4	cleaning	clean	VERB
fuen-515	233	5	and	and	CCONJ
fuen-515	233	6	standardizing	standardize	VERB
fuen-515	233	7	the	the	DET
fuen-515	233	8	dataset	dataset	NOUN
fuen-515	233	9	,	,	PUNCT
fuen-515	233	10	which	which	PRON
fuen-515	233	11	consisted	consist	VERB
fuen-515	233	12	of	of	ADP
fuen-515	233	13	149	149	NUM
fuen-515	233	14	instances	instance	NOUN
fuen-515	233	15	and	and	CCONJ
fuen-515	233	16	120	120	NUM
fuen-515	233	17	columns	column	NOUN
fuen-515	233	18	after	after	ADP
fuen-515	233	19	the	the	DET
fuen-515	233	20	initial	initial	ADJ
fuen-515	233	21	data	datum	NOUN
fuen-515	233	22	cleaning	cleaning	NOUN
fuen-515	233	23	process	process	NOUN
fuen-515	233	24	.	.	PUNCT
fuen-515	234	1	the	the	DET
fuen-515	234	2	dataset	dataset	NOUN
fuen-515	234	3	was	be	AUX
fuen-515	234	4	split	split	VERB
fuen-515	234	5	into	into	ADP
fuen-515	234	6	training	training	NOUN
fuen-515	234	7	(	(	PUNCT
fuen-515	234	8	70	70	NUM
fuen-515	234	9	%	%	NOUN
fuen-515	234	10	)	)	PUNCT
fuen-515	234	11	and	and	CCONJ
fuen-515	234	12	testing	testing	NOUN
fuen-515	234	13	(	(	PUNCT
fuen-515	234	14	30	30	NUM
fuen-515	234	15	%	%	NOUN
fuen-515	234	16	)	)	PUNCT
fuen-515	234	17	sets	set	NOUN
fuen-515	234	18	,	,	PUNCT
fuen-515	234	19	ensuring	ensure	VERB
fuen-515	234	20	unbiased	unbiased	ADJ
fuen-515	234	21	selection	selection	NOUN
fuen-515	234	22	through	through	ADP
fuen-515	234	23	shuffling	shuffle	VERB
fuen-515	234	24	.	.	PUNCT
fuen-515	235	1	model	model	NOUN
fuen-515	235	2	training	training	NOUN
fuen-515	235	3	:	:	PUNCT
fuen-515	235	4	each	each	DET
fuen-515	235	5	model	model	NOUN
fuen-515	235	6	was	be	AUX
fuen-515	235	7	trained	train	VERB
fuen-515	235	8	for	for	ADP
fuen-515	235	9	300	300	NUM
fuen-515	235	10	iterations	iteration	NOUN
fuen-515	235	11	,	,	PUNCT
fuen-515	235	12	with	with	ADP
fuen-515	235	13	the	the	DET
fuen-515	235	14	lstm	lstm	PROPN
fuen-515	235	15	model	model	NOUN
fuen-515	235	16	configured	configure	VERB
fuen-515	235	17	with	with	ADP
fuen-515	235	18	60	60	NUM
fuen-515	235	19	neurons	neuron	NOUN
fuen-515	235	20	in	in	ADP
fuen-515	235	21	its	its	PRON
fuen-515	235	22	layers	layer	NOUN
fuen-515	235	23	.	.	PUNCT
fuen-515	236	1	the	the	DET
fuen-515	236	2	training	training	NOUN
fuen-515	236	3	process	process	NOUN
fuen-515	236	4	aimed	aim	VERB
fuen-515	236	5	to	to	PART
fuen-515	236	6	minimize	minimize	VERB
fuen-515	236	7	prediction	prediction	NOUN
fuen-515	236	8	errors	error	NOUN
fuen-515	236	9	,	,	PUNCT
fuen-515	236	10	as	as	SCONJ
fuen-515	236	11	indicated	indicate	VERB
fuen-515	236	12	by	by	ADP
fuen-515	236	13	the	the	DET
fuen-515	236	14	performance	performance	NOUN
fuen-515	236	15	metrics	metric	NOUN
fuen-515	236	16	.	.	PUNCT
fuen-515	237	1	the	the	DET
fuen-515	237	2	results	result	NOUN
fuen-515	237	3	confirm	confirm	VERB
fuen-515	237	4	the	the	DET
fuen-515	237	5	success	success	NOUN
fuen-515	237	6	of	of	ADP
fuen-515	237	7	the	the	DET
fuen-515	237	8	multilayer	multilayer	PROPN
fuen-515	237	9	perceptron	perceptron	PROPN
fuen-515	237	10	model	model	NOUN
fuen-515	237	11	in	in	ADP
fuen-515	237	12	predicting	predict	VERB
fuen-515	237	13	oil	oil	NOUN
fuen-515	237	14	prices	price	NOUN
fuen-515	237	15	,	,	PUNCT
fuen-515	237	16	consistently	consistently	ADV
fuen-515	237	17	outperforming	outperform	VERB
fuen-515	237	18	lstm	lstm	NOUN
fuen-515	237	19	and	and	CCONJ
fuen-515	237	20	rbf	rbf	PROPN
fuen-515	237	21	in	in	ADP
fuen-515	237	22	terms	term	NOUN
fuen-515	237	23	of	of	ADP
fuen-515	237	24	error	error	NOUN
fuen-515	237	25	rates	rate	NOUN
fuen-515	237	26	.	.	PUNCT
fuen-515	238	1	the	the	DET
fuen-515	238	2	method	method	NOUN
fuen-515	238	3	applied	apply	VERB
fuen-515	238	4	,	,	PUNCT
fuen-515	238	5	which	which	PRON
fuen-515	238	6	includes	include	VERB
fuen-515	238	7	detailed	detailed	ADJ
fuen-515	238	8	data	datum	NOUN
fuen-515	238	9	preprocessing	preprocessing	NOUN
fuen-515	238	10	,	,	PUNCT
fuen-515	238	11	rigorous	rigorous	ADJ
fuen-515	238	12	model	model	NOUN
fuen-515	238	13	training	training	NOUN
fuen-515	238	14	,	,	PUNCT
fuen-515	238	15	and	and	CCONJ
fuen-515	238	16	evaluation	evaluation	NOUN
fuen-515	238	17	,	,	PUNCT
fuen-515	238	18	ensures	ensure	VERB
fuen-515	238	19	that	that	SCONJ
fuen-515	238	20	the	the	DET
fuen-515	238	21	findings	finding	NOUN
fuen-515	238	22	presented	present	VERB
fuen-515	238	23	are	be	AUX
fuen-515	238	24	trustworthy	trustworthy	ADJ
fuen-515	238	25	and	and	CCONJ
fuen-515	238	26	relevant	relevant	ADJ
fuen-515	238	27	,	,	PUNCT
fuen-515	238	28	meeting	meet	VERB
fuen-515	238	29	the	the	DET
fuen-515	238	30	research	research	NOUN
fuen-515	238	31	specifications	specification	NOUN
fuen-515	238	32	outlined	outline	VERB
fuen-515	238	33	in	in	ADP
fuen-515	238	34	the	the	DET
fuen-515	238	35	article	article	NOUN
fuen-515	238	36	.	.	PUNCT
fuen-515	239	1	this	this	DET
fuen-515	239	2	thorough	thorough	ADJ
fuen-515	239	3	process	process	NOUN
fuen-515	239	4	not	not	PART
fuen-515	239	5	only	only	ADV
fuen-515	239	6	fosters	foster	VERB
fuen-515	239	7	confidence	confidence	NOUN
fuen-515	239	8	in	in	ADP
fuen-515	239	9	the	the	DET
fuen-515	239	10	quality	quality	NOUN
fuen-515	239	11	of	of	ADP
fuen-515	239	12	the	the	DET
fuen-515	239	13	findings	finding	NOUN
fuen-515	239	14	but	but	CCONJ
fuen-515	239	15	also	also	ADV
fuen-515	239	16	contributes	contribute	VERB
fuen-515	239	17	to	to	ADP
fuen-515	239	18	the	the	DET
fuen-515	239	19	growing	grow	VERB
fuen-515	239	20	discourse	discourse	NOUN
fuen-515	239	21	on	on	ADP
fuen-515	239	22	oil	oil	NOUN
fuen-515	239	23	price	price	NOUN
fuen-515	239	24	prediction	prediction	NOUN
fuen-515	239	25	techniques	technique	NOUN
fuen-515	239	26	.	.	PUNCT
fuen-515	240	1	accurate	accurate	ADJ
fuen-515	240	2	oil	oil	NOUN
fuen-515	240	3	price	price	NOUN
fuen-515	240	4	forecasts	forecast	NOUN
fuen-515	240	5	are	be	AUX
fuen-515	240	6	crucial	crucial	ADJ
fuen-515	240	7	in	in	ADP
fuen-515	240	8	developing	develop	VERB
fuen-515	240	9	global	global	ADJ
fuen-515	240	10	economic	economic	ADJ
fuen-515	240	11	policy	policy	NOUN
fuen-515	240	12	,	,	PUNCT
fuen-515	240	13	risk	risk	NOUN
fuen-515	240	14	management	management	NOUN
fuen-515	240	15	,	,	PUNCT
fuen-515	240	16	and	and	CCONJ
fuen-515	240	17	resource	resource	NOUN
fuen-515	240	18	allocation	allocation	NOUN
fuen-515	240	19	as	as	SCONJ
fuen-515	240	20	oil	oil	NOUN
fuen-515	240	21	remains	remain	VERB
fuen-515	240	22	a	a	DET
fuen-515	240	23	critical	critical	ADJ
fuen-515	240	24	pillar	pillar	NOUN
fuen-515	240	25	of	of	ADP
fuen-515	240	26	the	the	DET
fuen-515	240	27	economy	economy	NOUN
fuen-515	240	28	.	.	PUNCT
fuen-515	241	1	4.6	4.6	NUM
fuen-515	241	2	global	global	ADJ
fuen-515	241	3	economic	economic	ADJ
fuen-515	241	4	policy	policy	NOUN
fuen-515	241	5	oil	oil	NOUN
fuen-515	241	6	prices	price	NOUN
fuen-515	241	7	have	have	VERB
fuen-515	241	8	significant	significant	ADJ
fuen-515	241	9	effects	effect	NOUN
fuen-515	241	10	on	on	ADP
fuen-515	241	11	the	the	DET
fuen-515	241	12	rate	rate	NOUN
fuen-515	241	13	of	of	ADP
fuen-515	241	14	inflation	inflation	NOUN
fuen-515	241	15	,	,	PUNCT
fuen-515	241	16	the	the	DET
fuen-515	241	17	value	value	NOUN
fuen-515	241	18	of	of	ADP
fuen-515	241	19	exchange	exchange	NOUN
fuen-515	241	20	rates	rate	NOUN
fuen-515	241	21	,	,	PUNCT
fuen-515	241	22	and	and	CCONJ
fuen-515	241	23	the	the	DET
fuen-515	241	24	economic	economic	ADJ
fuen-515	241	25	activity	activity	NOUN
fuen-515	241	26	of	of	ADP
fuen-515	241	27	what	what	PRON
fuen-515	241	28	are	be	AUX
fuen-515	241	29	typically	typically	ADV
fuen-515	241	30	oil	oil	NOUN
fuen-515	241	31	-	-	PUNCT
fuen-515	241	32	importing	import	VERB
fuen-515	241	33	nations	nation	NOUN
fuen-515	241	34	,	,	PUNCT
fuen-515	241	35	as	as	ADV
fuen-515	241	36	well	well	ADV
fuen-515	241	37	as	as	ADP
fuen-515	241	38	oil	oil	NOUN
fuen-515	241	39	-	-	PUNCT
fuen-515	241	40	exporting	export	VERB
fuen-515	241	41	nations	nation	NOUN
fuen-515	241	42	.	.	PUNCT
fuen-515	242	1	with	with	ADP
fuen-515	242	2	credible	credible	ADJ
fuen-515	242	3	forecasts	forecast	NOUN
fuen-515	242	4	,	,	PUNCT
fuen-515	242	5	countries	country	NOUN
fuen-515	242	6	can	can	AUX
fuen-515	242	7	:	:	PUNCT
fuen-515	242	8	formulate	formulate	VERB
fuen-515	242	9	effective	effective	ADJ
fuen-515	242	10	monetary	monetary	ADJ
fuen-515	242	11	and	and	CCONJ
fuen-515	242	12	fiscal	fiscal	ADJ
fuen-515	242	13	policies	policy	NOUN
fuen-515	242	14	:	:	PUNCT
fuen-515	242	15	central	central	ADJ
fuen-515	242	16	banks	bank	NOUN
fuen-515	242	17	and	and	CCONJ
fuen-515	242	18	finance	finance	NOUN
fuen-515	242	19	ministries	ministry	NOUN
fuen-515	242	20	rely	rely	VERB
fuen-515	242	21	on	on	ADP
fuen-515	242	22	oil	oil	NOUN
fuen-515	242	23	price	price	NOUN
fuen-515	242	24	forecasts	forecast	NOUN
fuen-515	242	25	to	to	PART
fuen-515	242	26	adjust	adjust	VERB
fuen-515	242	27	interest	interest	NOUN
fuen-515	242	28	rates	rate	NOUN
fuen-515	242	29	,	,	PUNCT
fuen-515	242	30	manage	manage	VERB
fuen-515	242	31	inflation	inflation	NOUN
fuen-515	242	32	,	,	PUNCT
fuen-515	242	33	and	and	CCONJ
fuen-515	242	34	design	design	VERB
fuen-515	242	35	fiscal	fiscal	ADJ
fuen-515	242	36	policies	policy	NOUN
fuen-515	242	37	that	that	PRON
fuen-515	242	38	strike	strike	VERB
fuen-515	242	39	a	a	DET
fuen-515	242	40	balance	balance	NOUN
fuen-515	242	41	between	between	ADP
fuen-515	242	42	growth	growth	NOUN
fuen-515	242	43	and	and	CCONJ
fuen-515	242	44	stability	stability	NOUN
fuen-515	242	45	.	.	PUNCT
fuen-515	243	1	for	for	ADP
fuen-515	243	2	instance	instance	NOUN
fuen-515	243	3	,	,	PUNCT
fuen-515	243	4	governments	government	NOUN
fuen-515	243	5	may	may	AUX
fuen-515	243	6	take	take	VERB
fuen-515	243	7	steps	step	NOUN
fuen-515	243	8	to	to	PART
fuen-515	243	9	cushion	cushion	VERB
fuen-515	243	10	inflationary	inflationary	ADJ
fuen-515	243	11	impacts	impact	NOUN
fuen-515	243	12	during	during	ADP
fuen-515	243	13	periods	period	NOUN
fuen-515	243	14	of	of	ADP
fuen-515	243	15	forecasted	forecast	VERB
fuen-515	243	16	high	high	ADJ
fuen-515	243	17	oil	oil	NOUN
fuen-515	243	18	prices	price	NOUN
fuen-515	243	19	.	.	PUNCT
fuen-515	244	1	stabilize	stabilize	VERB
fuen-515	244	2	currency	currency	NOUN
fuen-515	244	3	and	and	CCONJ
fuen-515	244	4	trade	trade	NOUN
fuen-515	244	5	balances	balance	NOUN
fuen-515	244	6	:	:	PUNCT
fuen-515	244	7	for	for	ADP
fuen-515	244	8	oil	oil	NOUN
fuen-515	244	9	-	-	PUNCT
fuen-515	244	10	exporting	export	VERB
fuen-515	244	11	countries	country	NOUN
fuen-515	244	12	,	,	PUNCT
fuen-515	244	13	a	a	DET
fuen-515	244	14	good	good	ADJ
fuen-515	244	15	forecast	forecast	NOUN
fuen-515	244	16	allows	allow	VERB
fuen-515	244	17	for	for	ADP
fuen-515	244	18	an	an	DET
fuen-515	244	19	assessment	assessment	NOUN
fuen-515	244	20	of	of	ADP
fuen-515	244	21	export	export	NOUN
fuen-515	244	22	revenues	revenue	NOUN
fuen-515	244	23	,	,	PUNCT
fuen-515	244	24	which	which	PRON
fuen-515	244	25	,	,	PUNCT
fuen-515	244	26	in	in	ADP
fuen-515	244	27	many	many	ADJ
fuen-515	244	28	cases	case	NOUN
fuen-515	244	29	,	,	PUNCT
fuen-515	244	30	constitute	constitute	VERB
fuen-515	244	31	a	a	DET
fuen-515	244	32	significant	significant	ADJ
fuen-515	244	33	portion	portion	NOUN
fuen-515	244	34	of	of	ADP
fuen-515	244	35	gdp	gdp	NOUN
fuen-515	244	36	.	.	PUNCT
fuen-515	245	1	conversely	conversely	ADV
fuen-515	245	2	,	,	PUNCT
fuen-515	245	3	oil	oil	NOUN
fuen-515	245	4	-	-	PUNCT
fuen-515	245	5	importing	import	VERB
fuen-515	245	6	countries	country	NOUN
fuen-515	245	7	can	can	AUX
fuen-515	245	8	better	well	ADV
fuen-515	245	9	plan	plan	VERB
fuen-515	245	10	their	their	PRON
fuen-515	245	11	foreign	foreign	ADJ
fuen-515	245	12	exchange	exchange	NOUN
fuen-515	245	13	requirements	requirement	NOUN
fuen-515	245	14	,	,	PUNCT
fuen-515	245	15	allowing	allow	VERB
fuen-515	245	16	them	they	PRON
fuen-515	245	17	to	to	PART
fuen-515	245	18	control	control	VERB
fuen-515	245	19	currency	currency	NOUN
fuen-515	245	20	volatility	volatility	NOUN
fuen-515	245	21	.	.	PUNCT
fuen-515	246	1	develop	develop	VERB
fuen-515	246	2	energy	energy	NOUN
fuen-515	246	3	policies	policy	NOUN
fuen-515	246	4	:	:	PUNCT
fuen-515	246	5	governments	government	NOUN
fuen-515	246	6	utilize	utilize	VERB
fuen-515	246	7	forecasts	forecast	NOUN
fuen-515	246	8	to	to	PART
fuen-515	246	9	adjust	adjust	VERB
fuen-515	246	10	different	different	ADJ
fuen-515	246	11	energy	energy	NOUN
fuen-515	246	12	subsidies	subsidy	NOUN
fuen-515	246	13	,	,	PUNCT
fuen-515	246	14	taxes	taxis	NOUN
fuen-515	246	15	,	,	PUNCT
fuen-515	246	16	and	and	CCONJ
fuen-515	246	17	strategic	strategic	ADJ
fuen-515	246	18	reserve	reserve	NOUN
fuen-515	246	19	levels	level	NOUN
fuen-515	246	20	.	.	PUNCT
fuen-515	247	1	governments	government	NOUN
fuen-515	247	2	forecast	forecast	VERB
fuen-515	247	3	and	and	CCONJ
fuen-515	247	4	plan	plan	NOUN
fuen-515	247	5	for	for	ADP
fuen-515	247	6	energy	energy	NOUN
fuen-515	247	7	security	security	NOUN
fuen-515	247	8	while	while	SCONJ
fuen-515	247	9	facilitating	facilitate	VERB
fuen-515	247	10	transitions	transition	NOUN
fuen-515	247	11	to	to	PART
fuen-515	247	12	renewable	renewable	VERB
fuen-515	247	13	energy	energy	NOUN
fuen-515	247	14	sources	source	NOUN
fuen-515	247	15	.	.	PUNCT
fuen-515	248	1	table	table	NOUN
fuen-515	248	2	2	2	NUM
fuen-515	248	3	.	.	PUNCT
fuen-515	248	4	comparison	comparison	NOUN
fuen-515	248	5	of	of	ADP
fuen-515	248	6	errors	error	NOUN
fuen-515	248	7	between	between	ADP
fuen-515	248	8	lstm	lstm	PROPN
fuen-515	248	9	&	&	CCONJ
fuen-515	248	10	rbf	rbf	PROPN
fuen-515	248	11	and	and	CCONJ
fuen-515	248	12	perceptron	perceptron	PROPN
fuen-515	248	13	models	model	NOUN
fuen-515	248	14	test	test	VERB
fuen-515	248	15	train	train	NOUN
fuen-515	248	16	model	model	PROPN
fuen-515	248	17	mae	mae	PROPN
fuen-515	248	18	rmse	rmse	PROPN
fuen-515	248	19	mse	mse	PROPN
fuen-515	248	20	loss	loss	PROPN
fuen-515	248	21	mae1	mae1	NOUN
fuen-515	248	22	rmse1	rmse1	PROPN
fuen-515	248	23	mse1	mse1	NOUN
fuen-515	248	24	loss	loss	VERB
fuen-515	248	25	20.84	20.84	NUM
fuen-515	248	26	23.02	23.02	NUM
fuen-515	248	27	529.98	529.98	NUM
fuen-515	248	28	529.98	529.98	NUM
fuen-515	248	29	19.56	19.56	NUM
fuen-515	248	30	22.57	22.57	NUM
fuen-515	248	31	509.70	509.70	NUM
fuen-515	248	32	509.70	509.70	NUM
fuen-515	248	33	lstm	lstm	NOUN
fuen-515	248	34	23.71	23.71	NUM
fuen-515	248	35	28.91	28.91	NUM
fuen-515	249	1	836.33	836.33	NUM
fuen-515	249	2	836.33	836.33	NUM
fuen-515	249	3	21.95	21.95	NUM
fuen-515	249	4	27.63	27.63	NUM
fuen-515	249	5	763.51	763.51	NUM
fuen-515	249	6	763.51	763.51	NUM
fuen-515	249	7	rbf	rbf	PROPN
fuen-515	249	8	10.73	10.73	NUM
fuen-515	249	9	12.96	12.96	NUM
fuen-515	249	10	116.01	116.01	NUM
fuen-515	249	11	116.01	116.01	NUM
fuen-515	249	12	5.55	5.55	NUM
fuen-515	249	13	7.43	7.43	NUM
fuen-515	249	14	55.28	55.28	NUM
fuen-515	249	15	55.28	55.28	NUM
fuen-515	249	16	perceptr	perceptr	VERB
fuen-515	249	17	on	on	ADP
fuen-515	249	18	m.	m.	NOUN
fuen-515	249	19	abdoos	abdoo	NOUN
fuen-515	249	20	et	et	PROPN
fuen-515	249	21	al	al	PROPN
fuen-515	249	22	.	.	PROPN
fuen-515	249	23	/future	/future	PROPN
fuen-515	249	24	energy	energy	PROPN
fuen-515	249	25	november	november	PROPN
fuen-515	249	26	2025|	2025|	NUM
fuen-515	249	27	volume	volume	NOUN
fuen-515	249	28	04	04	NUM
fuen-515	250	1	|	|	ADV
fuen-515	250	2	issue	issue	NOUN
fuen-515	250	3	04|	04|	ADP
fuen-515	250	4	pages	page	NOUN
fuen-515	250	5	22	22	NUM
fuen-515	250	6	-	-	SYM
fuen-515	250	7	30	30	NUM
fuen-515	250	8	28	28	NUM
fuen-515	250	9	accurate	accurate	ADJ
fuen-515	250	10	forecasts	forecast	NOUN
fuen-515	250	11	can	can	AUX
fuen-515	250	12	enable	enable	VERB
fuen-515	250	13	policymakers	policymaker	NOUN
fuen-515	250	14	to	to	PART
fuen-515	250	15	reduce	reduce	VERB
fuen-515	250	16	their	their	PRON
fuen-515	250	17	reliance	reliance	NOUN
fuen-515	250	18	on	on	ADP
fuen-515	250	19	oil	oil	NOUN
fuen-515	250	20	when	when	SCONJ
fuen-515	250	21	prices	price	NOUN
fuen-515	250	22	are	be	AUX
fuen-515	250	23	expected	expect	VERB
fuen-515	250	24	to	to	PART
fuen-515	250	25	rise	rise	VERB
fuen-515	250	26	and	and	CCONJ
fuen-515	250	27	to	to	PART
fuen-515	250	28	make	make	VERB
fuen-515	250	29	more	more	ADV
fuen-515	250	30	informed	informed	ADJ
fuen-515	250	31	decisions	decision	NOUN
fuen-515	250	32	about	about	ADP
fuen-515	250	33	replacing	replace	VERB
fuen-515	250	34	new	new	ADJ
fuen-515	250	35	investments	investment	NOUN
fuen-515	250	36	in	in	ADP
fuen-515	250	37	energy	energy	NOUN
fuen-515	250	38	with	with	ADP
fuen-515	250	39	alternative	alternative	ADJ
fuen-515	250	40	energy	energy	NOUN
fuen-515	250	41	sources	source	NOUN
fuen-515	250	42	.	.	PUNCT
fuen-515	251	1	table	table	NOUN
fuen-515	251	2	3	3	NUM
fuen-515	251	3	.	.	PUNCT
fuen-515	252	1	validation	validation	NOUN
fuen-515	252	2	of	of	ADP
fuen-515	252	3	predictions	prediction	NOUN
fuen-515	252	4	made	make	VERB
fuen-515	252	5	with	with	ADP
fuen-515	252	6	previous	previous	ADJ
fuen-515	252	7	studies	study	NOUN
fuen-515	252	8	model	model	PROPN
fuen-515	252	9	mse	mse	PROPN
fuen-515	252	10	mae	mae	PROPN
fuen-515	252	11	rmse	rmse	PROPN
fuen-515	252	12	proposed	propose	VERB
fuen-515	252	13	lstm	lstm	NOUN
fuen-515	252	14	529.98	529.98	NUM
fuen-515	252	15	20.84	20.84	NUM
fuen-515	252	16	23.02	23.02	NUM
fuen-515	252	17	proposed	propose	VERB
fuen-515	252	18	arima	arima	NOUN
fuen-515	252	19	[	[	X
fuen-515	252	20	4	4	NUM
fuen-515	252	21	]	]	SYM
fuen-515	252	22	1047.851	1047.851	NUM
fuen-515	252	23	28.699	28.699	NUM
fuen-515	252	24	lstm	lstm	NOUN
fuen-515	252	25	-	-	PUNCT
fuen-515	252	26	ann	ann	PROPN
fuen-515	253	1	[	[	X
fuen-515	253	2	25	25	NUM
fuen-515	253	3	]	]	PUNCT
fuen-515	253	4	699.98	699.98	NUM
fuen-515	253	5	14.56	14.56	NUM
fuen-515	253	6	4.7	4.7	NUM
fuen-515	253	7	risk	risk	NOUN
fuen-515	253	8	management	management	NOUN
fuen-515	253	9	unpredictable	unpredictable	ADJ
fuen-515	253	10	oil	oil	NOUN
fuen-515	253	11	prices	price	NOUN
fuen-515	253	12	lead	lead	VERB
fuen-515	253	13	to	to	ADP
fuen-515	253	14	enormous	enormous	ADJ
fuen-515	253	15	risks	risk	NOUN
fuen-515	253	16	for	for	ADP
fuen-515	253	17	a	a	DET
fuen-515	253	18	firm	firm	NOUN
fuen-515	253	19	,	,	PUNCT
fuen-515	253	20	the	the	DET
fuen-515	253	21	financial	financial	ADJ
fuen-515	253	22	market	market	NOUN
fuen-515	253	23	,	,	PUNCT
fuen-515	253	24	and	and	CCONJ
fuen-515	253	25	the	the	DET
fuen-515	253	26	economy	economy	NOUN
fuen-515	253	27	as	as	ADP
fuen-515	253	28	a	a	DET
fuen-515	253	29	whole	whole	NOUN
fuen-515	253	30	.	.	PUNCT
fuen-515	254	1	reliable	reliable	ADJ
fuen-515	254	2	forecasting	forecasting	NOUN
fuen-515	254	3	substantially	substantially	ADV
fuen-515	254	4	reduces	reduce	VERB
fuen-515	254	5	these	these	DET
fuen-515	254	6	risks	risk	NOUN
fuen-515	254	7	by	by	ADP
fuen-515	254	8	allowing	allow	VERB
fuen-515	254	9	them	they	PRON
fuen-515	254	10	to	to	PART
fuen-515	254	11	use	use	VERB
fuen-515	254	12	some	some	DET
fuen-515	254	13	key	key	ADJ
fuen-515	254	14	strategies	strategy	NOUN
fuen-515	254	15	:	:	PUNCT
fuen-515	254	16	facilitating	facilitate	VERB
fuen-515	254	17	hedging	hedging	NOUN
fuen-515	254	18	strategies	strategy	NOUN
fuen-515	254	19	:	:	PUNCT
fuen-515	254	20	firms	firm	NOUN
fuen-515	254	21	that	that	PRON
fuen-515	254	22	have	have	VERB
fuen-515	254	23	a	a	DET
fuen-515	254	24	lot	lot	NOUN
fuen-515	254	25	of	of	ADP
fuen-515	254	26	exposure	exposure	NOUN
fuen-515	254	27	to	to	ADP
fuen-515	254	28	oil	oil	NOUN
fuen-515	254	29	prices	price	NOUN
fuen-515	254	30	,	,	PUNCT
fuen-515	254	31	such	such	ADJ
fuen-515	254	32	as	as	ADP
fuen-515	254	33	petroleum	petroleum	NOUN
fuen-515	254	34	companies	company	NOUN
fuen-515	254	35	,	,	PUNCT
fuen-515	254	36	airlines	airline	NOUN
fuen-515	254	37	,	,	PUNCT
fuen-515	254	38	and	and	CCONJ
fuen-515	254	39	energy	energy	NOUN
fuen-515	254	40	-	-	PUNCT
fuen-515	254	41	dependent	dependent	ADJ
fuen-515	254	42	firms	firm	NOUN
fuen-515	254	43	,	,	PUNCT
fuen-515	254	44	can	can	AUX
fuen-515	254	45	employ	employ	VERB
fuen-515	254	46	accurate	accurate	ADJ
fuen-515	254	47	forecasts	forecast	NOUN
fuen-515	254	48	to	to	PART
fuen-515	254	49	hedge	hedge	VERB
fuen-515	254	50	against	against	ADP
fuen-515	254	51	price	price	NOUN
fuen-515	254	52	movements	movement	NOUN
fuen-515	254	53	.	.	PUNCT
fuen-515	255	1	these	these	DET
fuen-515	255	2	firms	firm	NOUN
fuen-515	255	3	protect	protect	VERB
fuen-515	255	4	themselves	themselves	PRON
fuen-515	255	5	against	against	ADP
fuen-515	255	6	unforeseen	unforeseen	ADJ
fuen-515	255	7	spikes	spike	NOUN
fuen-515	255	8	in	in	ADP
fuen-515	255	9	oil	oil	NOUN
fuen-515	255	10	prices	price	NOUN
fuen-515	255	11	or	or	CCONJ
fuen-515	255	12	dramatic	dramatic	ADJ
fuen-515	255	13	declines	decline	NOUN
fuen-515	255	14	by	by	ADP
fuen-515	255	15	locking	lock	VERB
fuen-515	255	16	in	in	ADP
fuen-515	255	17	prices	price	NOUN
fuen-515	255	18	based	base	VERB
fuen-515	255	19	on	on	ADP
fuen-515	255	20	the	the	DET
fuen-515	255	21	previous	previous	ADJ
fuen-515	255	22	forecasts	forecast	NOUN
fuen-515	255	23	in	in	ADP
fuen-515	255	24	the	the	DET
fuen-515	255	25	future	future	ADJ
fuen-515	255	26	contracts	contract	NOUN
fuen-515	255	27	or	or	CCONJ
fuen-515	255	28	similar	similar	ADJ
fuen-515	255	29	documents	document	NOUN
fuen-515	255	30	.	.	PUNCT
fuen-515	256	1	improving	improve	VERB
fuen-515	256	2	investment	investment	NOUN
fuen-515	256	3	planning	planning	NOUN
fuen-515	256	4	:	:	PUNCT
fuen-515	256	5	investors	investor	NOUN
fuen-515	256	6	in	in	ADP
fuen-515	256	7	the	the	DET
fuen-515	256	8	oil	oil	NOUN
fuen-515	256	9	sector	sector	NOUN
fuen-515	256	10	can	can	AUX
fuen-515	256	11	utilize	utilize	VERB
fuen-515	256	12	forecasting	forecast	VERB
fuen-515	256	13	for	for	ADP
fuen-515	256	14	investment	investment	NOUN
fuen-515	256	15	purposes	purpose	NOUN
fuen-515	256	16	in	in	ADP
fuen-515	256	17	order	order	NOUN
fuen-515	256	18	to	to	PART
fuen-515	256	19	analyze	analyze	VERB
fuen-515	256	20	the	the	DET
fuen-515	256	21	profit	profit	NOUN
fuen-515	256	22	potential	potential	NOUN
fuen-515	256	23	of	of	ADP
fuen-515	256	24	long	long	ADJ
fuen-515	256	25	-	-	PUNCT
fuen-515	256	26	term	term	NOUN
fuen-515	256	27	projects	project	NOUN
fuen-515	256	28	,	,	PUNCT
fuen-515	256	29	including	include	VERB
fuen-515	256	30	exploration	exploration	NOUN
fuen-515	256	31	of	of	ADP
fuen-515	256	32	oil	oil	NOUN
fuen-515	256	33	reserves	reserve	NOUN
fuen-515	256	34	and	and	CCONJ
fuen-515	256	35	capital	capital	NOUN
fuen-515	256	36	projects	project	NOUN
fuen-515	256	37	.	.	PUNCT
fuen-515	257	1	accurate	accurate	ADJ
fuen-515	257	2	forecasting	forecasting	NOUN
fuen-515	257	3	will	will	AUX
fuen-515	257	4	help	help	VERB
fuen-515	257	5	companies	company	NOUN
fuen-515	257	6	avoid	avoid	VERB
fuen-515	257	7	overinvestment	overinvestment	ADJ
fuen-515	257	8	,	,	PUNCT
fuen-515	257	9	and	and	CCONJ
fuen-515	257	10	equally	equally	ADV
fuen-515	257	11	important	important	ADJ
fuen-515	257	12	,	,	PUNCT
fuen-515	257	13	under	under	NOUN
fuen-515	257	14	-	-	PUNCT
fuen-515	257	15	investment	investment	NOUN
fuen-515	257	16	,	,	PUNCT
fuen-515	257	17	while	while	SCONJ
fuen-515	257	18	aiding	aid	VERB
fuen-515	257	19	in	in	ADP
fuen-515	257	20	faster	fast	ADJ
fuen-515	257	21	capital	capital	NOUN
fuen-515	257	22	utilization	utilization	NOUN
fuen-515	257	23	.	.	PUNCT
fuen-515	258	1	managing	manage	VERB
fuen-515	258	2	macroeconomic	macroeconomic	ADJ
fuen-515	258	3	risks	risk	NOUN
fuen-515	258	4	:	:	PUNCT
fuen-515	258	5	countries	country	NOUN
fuen-515	258	6	that	that	PRON
fuen-515	258	7	rely	rely	VERB
fuen-515	258	8	on	on	ADP
fuen-515	258	9	oil	oil	NOUN
fuen-515	258	10	revenues	revenue	NOUN
fuen-515	258	11	can	can	AUX
fuen-515	258	12	experience	experience	VERB
fuen-515	258	13	sudden	sudden	ADJ
fuen-515	258	14	growth	growth	NOUN
fuen-515	258	15	problems	problem	NOUN
fuen-515	258	16	and	and	CCONJ
fuen-515	258	17	deterioration	deterioration	NOUN
fuen-515	258	18	of	of	ADP
fuen-515	258	19	public	public	ADJ
fuen-515	258	20	finances	finance	NOUN
fuen-515	258	21	due	due	ADP
fuen-515	258	22	to	to	ADP
fuen-515	258	23	price	price	NOUN
fuen-515	258	24	shocks	shock	NOUN
fuen-515	258	25	.	.	PUNCT
fuen-515	259	1	forecasting	forecasting	NOUN
fuen-515	259	2	tools	tool	NOUN
fuen-515	259	3	permit	permit	VERB
fuen-515	259	4	governments	government	NOUN
fuen-515	259	5	to	to	PART
fuen-515	259	6	set	set	VERB
fuen-515	259	7	stabilization	stabilization	NOUN
fuen-515	259	8	processes	process	NOUN
fuen-515	259	9	into	into	ADP
fuen-515	259	10	motion	motion	NOUN
fuen-515	259	11	(	(	PUNCT
fuen-515	259	12	e.g.	e.g.	ADV
fuen-515	259	13	,	,	PUNCT
fuen-515	259	14	sovereign	sovereign	ADJ
fuen-515	259	15	wealth	wealth	NOUN
fuen-515	259	16	funds	fund	NOUN
fuen-515	259	17	,	,	PUNCT
fuen-515	259	18	countercyclical	countercyclical	ADJ
fuen-515	259	19	fiscal	fiscal	ADJ
fuen-515	259	20	policies	policy	NOUN
fuen-515	259	21	)	)	PUNCT
fuen-515	259	22	to	to	PART
fuen-515	259	23	help	help	VERB
fuen-515	259	24	insulate	insulate	VERB
fuen-515	259	25	their	their	PRON
fuen-515	259	26	economy	economy	NOUN
fuen-515	259	27	against	against	ADP
fuen-515	259	28	unexpected	unexpected	ADJ
fuen-515	259	29	shocks	shock	NOUN
fuen-515	259	30	.	.	PUNCT
fuen-515	260	1	4.8	4.8	NUM
fuen-515	260	2	resource	resource	NOUN
fuen-515	260	3	allocation	allocation	NOUN
fuen-515	260	4	reliable	reliable	ADJ
fuen-515	260	5	oil	oil	NOUN
fuen-515	260	6	price	price	NOUN
fuen-515	260	7	forecasts	forecast	NOUN
fuen-515	260	8	are	be	AUX
fuen-515	260	9	essential	essential	ADJ
fuen-515	260	10	for	for	ADP
fuen-515	260	11	government	government	NOUN
fuen-515	260	12	and	and	CCONJ
fuen-515	260	13	industry	industry	NOUN
fuen-515	260	14	sector	sector	NOUN
fuen-515	260	15	productivity	productivity	NOUN
fuen-515	260	16	as	as	SCONJ
fuen-515	260	17	they	they	PRON
fuen-515	260	18	guide	guide	VERB
fuen-515	260	19	the	the	DET
fuen-515	260	20	effective	effective	ADJ
fuen-515	260	21	use	use	NOUN
fuen-515	260	22	of	of	ADP
fuen-515	260	23	resources	resource	NOUN
fuen-515	260	24	,	,	PUNCT
fuen-515	260	25	and	and	CCONJ
fuen-515	260	26	economic	economic	ADJ
fuen-515	260	27	stabilization	stabilization	NOUN
fuen-515	260	28	and	and	CCONJ
fuen-515	260	29	growth	growth	NOUN
fuen-515	260	30	potential	potential	NOUN
fuen-515	260	31	.	.	PUNCT
fuen-515	261	1	optimizing	optimize	VERB
fuen-515	261	2	investment	investment	NOUN
fuen-515	261	3	in	in	ADP
fuen-515	261	4	energy	energy	NOUN
fuen-515	261	5	projects	project	NOUN
fuen-515	261	6	:	:	PUNCT
fuen-515	261	7	oil	oil	NOUN
fuen-515	261	8	industry	industry	NOUN
fuen-515	261	9	players	player	NOUN
fuen-515	261	10	use	use	VERB
fuen-515	261	11	forecasts	forecast	NOUN
fuen-515	261	12	to	to	PART
fuen-515	261	13	make	make	VERB
fuen-515	261	14	decisions	decision	NOUN
fuen-515	261	15	about	about	ADP
fuen-515	261	16	where	where	SCONJ
fuen-515	261	17	and	and	CCONJ
fuen-515	261	18	when	when	SCONJ
fuen-515	261	19	to	to	PART
fuen-515	261	20	explore	explore	VERB
fuen-515	261	21	,	,	PUNCT
fuen-515	261	22	drill	drill	NOUN
fuen-515	261	23	,	,	PUNCT
fuen-515	261	24	and	and	CCONJ
fuen-515	261	25	produce	produce	VERB
fuen-515	261	26	.	.	PUNCT
fuen-515	262	1	adequate	adequate	ADJ
fuen-515	262	2	planning	planning	NOUN
fuen-515	262	3	based	base	VERB
fuen-515	262	4	on	on	ADP
fuen-515	262	5	accurate	accurate	ADJ
fuen-515	262	6	predictions	prediction	NOUN
fuen-515	262	7	will	will	AUX
fuen-515	262	8	enable	enable	VERB
fuen-515	262	9	oil	oil	NOUN
fuen-515	262	10	and	and	CCONJ
fuen-515	262	11	gas	gas	NOUN
fuen-515	262	12	companies	company	NOUN
fuen-515	262	13	to	to	PART
fuen-515	262	14	invest	invest	VERB
fuen-515	262	15	their	their	PRON
fuen-515	262	16	capital	capital	NOUN
fuen-515	262	17	efficiently	efficiently	ADV
fuen-515	262	18	,	,	PUNCT
fuen-515	262	19	preventing	prevent	VERB
fuen-515	262	20	production	production	NOUN
fuen-515	262	21	during	during	ADP
fuen-515	262	22	times	time	NOUN
fuen-515	262	23	of	of	ADP
fuen-515	262	24	low	low	ADJ
fuen-515	262	25	demand	demand	NOUN
fuen-515	262	26	and	and	CCONJ
fuen-515	262	27	underproduction	underproduction	NOUN
fuen-515	262	28	during	during	ADP
fuen-515	262	29	periods	period	NOUN
fuen-515	262	30	of	of	ADP
fuen-515	262	31	higher	high	ADJ
fuen-515	262	32	prices	price	NOUN
fuen-515	262	33	.	.	PUNCT
fuen-515	263	1	optimizing	optimize	VERB
fuen-515	263	2	the	the	DET
fuen-515	263	3	energy	energy	NOUN
fuen-515	263	4	mix	mix	NOUN
fuen-515	263	5	:	:	PUNCT
fuen-515	263	6	forecasts	forecast	NOUN
fuen-515	263	7	regarding	regard	VERB
fuen-515	263	8	oil	oil	NOUN
fuen-515	263	9	prices	price	NOUN
fuen-515	263	10	can	can	AUX
fuen-515	263	11	help	help	VERB
fuen-515	263	12	public	public	ADJ
fuen-515	263	13	policymakers	policymaker	NOUN
fuen-515	263	14	know	know	VERB
fuen-515	263	15	how	how	SCONJ
fuen-515	263	16	to	to	PART
fuen-515	263	17	steer	steer	VERB
fuen-515	263	18	the	the	DET
fuen-515	263	19	national	national	ADJ
fuen-515	263	20	energy	energy	NOUN
fuen-515	263	21	portfolio	portfolio	NOUN
fuen-515	263	22	.	.	PUNCT
fuen-515	264	1	oil	oil	NOUN
fuen-515	264	2	prices	price	NOUN
fuen-515	264	3	can	can	AUX
fuen-515	264	4	have	have	VERB
fuen-515	264	5	a	a	DET
fuen-515	264	6	cyclical	cyclical	ADJ
fuen-515	264	7	effect	effect	NOUN
fuen-515	264	8	,	,	PUNCT
fuen-515	264	9	where	where	SCONJ
fuen-515	264	10	higher	high	ADJ
fuen-515	264	11	oil	oil	NOUN
fuen-515	264	12	prices	price	NOUN
fuen-515	264	13	may	may	AUX
fuen-515	264	14	support	support	VERB
fuen-515	264	15	quantitative	quantitative	ADJ
fuen-515	264	16	investment	investment	NOUN
fuen-515	264	17	in	in	ADP
fuen-515	264	18	renewable	renewable	ADJ
fuen-515	264	19	energy	energy	NOUN
fuen-515	264	20	,	,	PUNCT
fuen-515	264	21	and	and	CCONJ
fuen-515	264	22	lower	low	ADJ
fuen-515	264	23	prices	price	NOUN
fuen-515	264	24	are	be	AUX
fuen-515	264	25	likely	likely	ADJ
fuen-515	264	26	to	to	PART
fuen-515	264	27	result	result	VERB
fuen-515	264	28	in	in	ADP
fuen-515	264	29	increased	increase	VERB
fuen-515	264	30	dependence	dependence	NOUN
fuen-515	264	31	on	on	ADP
fuen-515	264	32	fossil	fossil	ADJ
fuen-515	264	33	fuels	fuel	NOUN
fuen-515	264	34	.	.	PUNCT
fuen-515	265	1	if	if	SCONJ
fuen-515	265	2	decisions	decision	NOUN
fuen-515	265	3	are	be	AUX
fuen-515	265	4	based	base	VERB
fuen-515	265	5	on	on	ADP
fuen-515	265	6	accurate	accurate	ADJ
fuen-515	265	7	forecasts	forecast	NOUN
fuen-515	265	8	,	,	PUNCT
fuen-515	265	9	public	public	ADJ
fuen-515	265	10	agencies	agency	NOUN
fuen-515	265	11	and	and	CCONJ
fuen-515	265	12	corporations	corporation	NOUN
fuen-515	265	13	can	can	AUX
fuen-515	265	14	make	make	VERB
fuen-515	265	15	informed	informed	ADJ
fuen-515	265	16	and	and	CCONJ
fuen-515	265	17	productive	productive	ADJ
fuen-515	265	18	arguments	argument	NOUN
fuen-515	265	19	against	against	ADP
fuen-515	265	20	diversification	diversification	NOUN
fuen-515	265	21	as	as	ADP
fuen-515	265	22	a	a	DET
fuen-515	265	23	factor	factor	NOUN
fuen-515	265	24	of	of	ADP
fuen-515	265	25	security	security	NOUN
fuen-515	265	26	,	,	PUNCT
fuen-515	265	27	and	and	CCONJ
fuen-515	265	28	as	as	ADP
fuen-515	265	29	a	a	DET
fuen-515	265	30	cost	cost	NOUN
fuen-515	265	31	management	management	NOUN
fuen-515	265	32	concern	concern	NOUN
fuen-515	265	33	.	.	PUNCT
fuen-515	266	1	guiding	guide	VERB
fuen-515	266	2	infrastructure	infrastructure	NOUN
fuen-515	266	3	development	development	NOUN
fuen-515	266	4	:	:	PUNCT
fuen-515	266	5	forecasting	forecasting	NOUN
fuen-515	266	6	is	be	AUX
fuen-515	266	7	critical	critical	ADJ
fuen-515	266	8	for	for	ADP
fuen-515	266	9	states	state	NOUN
fuen-515	266	10	,	,	PUNCT
fuen-515	266	11	provinces	province	NOUN
fuen-515	266	12	,	,	PUNCT
fuen-515	266	13	or	or	CCONJ
fuen-515	266	14	countries	country	NOUN
fuen-515	266	15	that	that	PRON
fuen-515	266	16	rely	rely	VERB
fuen-515	266	17	on	on	ADP
fuen-515	266	18	oil	oil	NOUN
fuen-515	266	19	imports	import	NOUN
fuen-515	266	20	,	,	PUNCT
fuen-515	266	21	as	as	SCONJ
fuen-515	266	22	they	they	PRON
fuen-515	266	23	must	must	AUX
fuen-515	266	24	make	make	VERB
fuen-515	266	25	long	long	ADJ
fuen-515	266	26	-	-	PUNCT
fuen-515	266	27	term	term	NOUN
fuen-515	266	28	capital	capital	NOUN
fuen-515	266	29	investments	investment	NOUN
fuen-515	266	30	in	in	ADP
fuen-515	266	31	infrastructure	infrastructure	NOUN
fuen-515	266	32	such	such	ADJ
fuen-515	266	33	as	as	ADP
fuen-515	266	34	pipelines	pipeline	NOUN
fuen-515	266	35	,	,	PUNCT
fuen-515	266	36	refineries	refinery	NOUN
fuen-515	266	37	,	,	PUNCT
fuen-515	266	38	and	and	CCONJ
fuen-515	266	39	storage	storage	NOUN
fuen-515	266	40	facilities	facility	NOUN
fuen-515	266	41	.	.	PUNCT
fuen-515	267	1	the	the	DET
fuen-515	267	2	integrity	integrity	NOUN
fuen-515	267	3	of	of	ADP
fuen-515	267	4	forecasting	forecasting	NOUN
fuen-515	267	5	efforts	effort	NOUN
fuen-515	267	6	,	,	PUNCT
fuen-515	267	7	i.e.	i.e.	X
fuen-515	267	8	,	,	PUNCT
fuen-515	267	9	a	a	DET
fuen-515	267	10	better	well	ADJ
fuen-515	267	11	price	price	NOUN
fuen-515	267	12	trend	trend	NOUN
fuen-515	267	13	analysis	analysis	NOUN
fuen-515	267	14	,	,	PUNCT
fuen-515	267	15	better	well	ADJ
fuen-515	267	16	identifies	identify	VERB
fuen-515	267	17	when	when	SCONJ
fuen-515	267	18	you	you	PRON
fuen-515	267	19	are	be	AUX
fuen-515	267	20	overspending	overspend	VERB
fuen-515	267	21	or	or	CCONJ
fuen-515	267	22	underusing	underuse	VERB
fuen-515	267	23	facilities	facility	NOUN
fuen-515	267	24	based	base	VERB
fuen-515	267	25	on	on	ADP
fuen-515	267	26	what	what	PRON
fuen-515	267	27	was	be	AUX
fuen-515	267	28	inaccurately	inaccurately	ADV
fuen-515	267	29	forecasted	forecast	VERB
fuen-515	267	30	.	.	PUNCT
fuen-515	268	1	4.9	4.9	NUM
fuen-515	268	2	policy	policy	NOUN
fuen-515	268	3	implications	implication	NOUN
fuen-515	268	4	better	well	ADJ
fuen-515	268	5	forecasts	forecast	NOUN
fuen-515	268	6	,	,	PUNCT
fuen-515	268	7	particularly	particularly	ADV
fuen-515	268	8	in	in	ADP
fuen-515	268	9	oil	oil	NOUN
fuen-515	268	10	-	-	PUNCT
fuen-515	268	11	dependent	dependent	ADJ
fuen-515	268	12	economies	economy	NOUN
fuen-515	268	13	,	,	PUNCT
fuen-515	268	14	can	can	AUX
fuen-515	268	15	aid	aid	VERB
fuen-515	268	16	the	the	DET
fuen-515	268	17	policy	policy	NOUN
fuen-515	268	18	-	-	PUNCT
fuen-515	268	19	making	make	VERB
fuen-515	268	20	process	process	NOUN
fuen-515	268	21	by	by	ADP
fuen-515	268	22	providing	provide	VERB
fuen-515	268	23	greater	great	ADJ
fuen-515	268	24	clarity	clarity	NOUN
fuen-515	268	25	on	on	ADP
fuen-515	268	26	price	price	NOUN
fuen-515	268	27	movements	movement	NOUN
fuen-515	268	28	now	now	ADV
fuen-515	268	29	and	and	CCONJ
fuen-515	268	30	into	into	ADP
fuen-515	268	31	the	the	DET
fuen-515	268	32	future	future	NOUN
fuen-515	268	33	.	.	PUNCT
fuen-515	269	1	being	be	AUX
fuen-515	269	2	able	able	ADJ
fuen-515	269	3	to	to	PART
fuen-515	269	4	project	project	VERB
fuen-515	269	5	prices	price	NOUN
fuen-515	269	6	accurately	accurately	ADV
fuen-515	269	7	enables	enable	VERB
fuen-515	269	8	policymakers	policymaker	NOUN
fuen-515	269	9	to	to	PART
fuen-515	269	10	create	create	VERB
fuen-515	269	11	policies	policy	NOUN
fuen-515	269	12	that	that	PRON
fuen-515	269	13	mitigate	mitigate	VERB
fuen-515	269	14	the	the	DET
fuen-515	269	15	potential	potential	ADJ
fuen-515	269	16	effects	effect	NOUN
fuen-515	269	17	of	of	ADP
fuen-515	269	18	price	price	NOUN
fuen-515	269	19	volatility	volatility	NOUN
fuen-515	269	20	.	.	PUNCT
fuen-515	270	1	by	by	ADP
fuen-515	270	2	considering	consider	VERB
fuen-515	270	3	and	and	CCONJ
fuen-515	270	4	revising	revise	VERB
fuen-515	270	5	their	their	PRON
fuen-515	270	6	policy	policy	NOUN
fuen-515	270	7	frameworks	framework	NOUN
fuen-515	270	8	and	and	CCONJ
fuen-515	270	9	strategies	strategy	NOUN
fuen-515	270	10	,	,	PUNCT
fuen-515	270	11	they	they	PRON
fuen-515	270	12	can	can	AUX
fuen-515	270	13	proactively	proactively	ADV
fuen-515	270	14	limit	limit	VERB
fuen-515	270	15	the	the	DET
fuen-515	270	16	impacts	impact	NOUN
fuen-515	270	17	of	of	ADP
fuen-515	270	18	price	price	NOUN
fuen-515	270	19	movements	movement	NOUN
fuen-515	270	20	,	,	PUNCT
fuen-515	270	21	such	such	ADJ
fuen-515	270	22	as	as	ADP
fuen-515	270	23	inflationary	inflationary	ADJ
fuen-515	270	24	or	or	CCONJ
fuen-515	270	25	abrupt	abrupt	ADJ
fuen-515	270	26	cuts	cut	NOUN
fuen-515	270	27	resulting	result	VERB
fuen-515	270	28	from	from	ADP
fuen-515	270	29	fiscal	fiscal	ADJ
fuen-515	270	30	practices	practice	NOUN
fuen-515	270	31	.	.	PUNCT
fuen-515	271	1	having	have	VERB
fuen-515	271	2	better	well	ADJ
fuen-515	271	3	forecasts	forecast	NOUN
fuen-515	271	4	provides	provide	VERB
fuen-515	271	5	considerable	considerable	ADJ
fuen-515	271	6	opportunities	opportunity	NOUN
fuen-515	271	7	for	for	SCONJ
fuen-515	271	8	the	the	DET
fuen-515	271	9	government	government	NOUN
fuen-515	271	10	to	to	PART
fuen-515	271	11	enhance	enhance	VERB
fuen-515	271	12	fiscal	fiscal	ADJ
fuen-515	271	13	indicators	indicator	NOUN
fuen-515	271	14	,	,	PUNCT
fuen-515	271	15	such	such	ADJ
fuen-515	271	16	as	as	ADP
fuen-515	271	17	oil	oil	NOUN
fuen-515	271	18	production	production	NOUN
fuen-515	271	19	,	,	PUNCT
fuen-515	271	20	prices	price	NOUN
fuen-515	271	21	,	,	PUNCT
fuen-515	271	22	and	and	CCONJ
fuen-515	271	23	demand	demand	NOUN
fuen-515	271	24	,	,	PUNCT
fuen-515	271	25	similar	similar	ADJ
fuen-515	271	26	to	to	ADP
fuen-515	271	27	those	those	PRON
fuen-515	271	28	from	from	ADP
fuen-515	271	29	this	this	DET
fuen-515	271	30	study	study	NOUN
fuen-515	271	31	,	,	PUNCT
fuen-515	271	32	which	which	PRON
fuen-515	271	33	allows	allow	VERB
fuen-515	271	34	the	the	DET
fuen-515	271	35	government	government	NOUN
fuen-515	271	36	to	to	PART
fuen-515	271	37	adjust	adjust	VERB
fuen-515	271	38	fiscal	fiscal	ADJ
fuen-515	271	39	instruments	instrument	NOUN
fuen-515	271	40	,	,	PUNCT
fuen-515	271	41	i.e.	i.e.	X
fuen-515	271	42	,	,	PUNCT
fuen-515	271	43	subsidies	subsidy	NOUN
fuen-515	271	44	/	/	SYM
fuen-515	271	45	taxation	taxation	NOUN
fuen-515	271	46	,	,	PUNCT
fuen-515	271	47	etc	etc	X
fuen-515	271	48	.	.	X
fuen-515	271	49	,	,	PUNCT
fuen-515	271	50	accordingly	accordingly	ADV
fuen-515	271	51	in	in	ADP
fuen-515	271	52	regard	regard	NOUN
fuen-515	271	53	to	to	ADP
fuen-515	271	54	changes	change	NOUN
fuen-515	271	55	in	in	ADP
fuen-515	271	56	oil	oil	NOUN
fuen-515	271	57	revenues	revenue	NOUN
fuen-515	271	58	.	.	PUNCT
fuen-515	272	1	if	if	SCONJ
fuen-515	272	2	the	the	DET
fuen-515	272	3	government	government	NOUN
fuen-515	272	4	starts	start	VERB
fuen-515	272	5	relying	rely	VERB
fuen-515	272	6	on	on	ADP
fuen-515	272	7	accurate	accurate	ADJ
fuen-515	272	8	forecasting	forecasting	NOUN
fuen-515	272	9	of	of	ADP
fuen-515	272	10	price	price	NOUN
fuen-515	272	11	movements	movement	NOUN
fuen-515	272	12	,	,	PUNCT
fuen-515	272	13	it	it	PRON
fuen-515	272	14	will	will	AUX
fuen-515	272	15	be	be	AUX
fuen-515	272	16	able	able	ADJ
fuen-515	272	17	to	to	PART
fuen-515	272	18	prepare	prepare	VERB
fuen-515	272	19	well	well	ADV
fuen-515	272	20	in	in	ADP
fuen-515	272	21	advance	advance	NOUN
fuen-515	272	22	to	to	PART
fuen-515	272	23	update	update	VERB
fuen-515	272	24	its	its	PRON
fuen-515	272	25	fiscal	fiscal	ADJ
fuen-515	272	26	budget	budget	NOUN
fuen-515	272	27	and	and	CCONJ
fuen-515	272	28	economic	economic	ADJ
fuen-515	272	29	plan	plan	NOUN
fuen-515	272	30	,	,	PUNCT
fuen-515	272	31	thereby	thereby	ADV
fuen-515	272	32	reducing	reduce	VERB
fuen-515	272	33	the	the	DET
fuen-515	272	34	possibility	possibility	NOUN
fuen-515	272	35	of	of	ADP
fuen-515	272	36	unexpected	unexpected	ADJ
fuen-515	272	37	deficits	deficit	NOUN
fuen-515	272	38	or	or	CCONJ
fuen-515	272	39	inflationary	inflationary	ADJ
fuen-515	272	40	policy	policy	NOUN
fuen-515	272	41	practices	practice	NOUN
fuen-515	272	42	caused	cause	VERB
fuen-515	272	43	by	by	ADP
fuen-515	272	44	sudden	sudden	ADJ
fuen-515	272	45	exogenous	exogenous	ADJ
fuen-515	272	46	shocks	shock	NOUN
fuen-515	272	47	.	.	PUNCT
fuen-515	273	1	reliable	reliable	ADJ
fuen-515	273	2	forecasting	forecasting	NOUN
fuen-515	273	3	also	also	ADV
fuen-515	273	4	supports	support	VERB
fuen-515	273	5	the	the	DET
fuen-515	273	6	establishment	establishment	NOUN
fuen-515	273	7	of	of	ADP
fuen-515	273	8	long	long	ADJ
fuen-515	273	9	-	-	PUNCT
fuen-515	273	10	term	term	NOUN
fuen-515	273	11	energy	energy	NOUN
fuen-515	273	12	trajectories	trajectory	NOUN
fuen-515	273	13	.	.	PUNCT
fuen-515	274	1	with	with	ADP
fuen-515	274	2	price	price	NOUN
fuen-515	274	3	projections	projection	NOUN
fuen-515	274	4	,	,	PUNCT
fuen-515	274	5	policymakers	policymaker	NOUN
fuen-515	274	6	can	can	AUX
fuen-515	274	7	decide	decide	VERB
fuen-515	274	8	whether	whether	SCONJ
fuen-515	274	9	to	to	PART
fuen-515	274	10	diversify	diversify	VERB
fuen-515	274	11	the	the	DET
fuen-515	274	12	economy	economy	NOUN
fuen-515	274	13	,	,	PUNCT
fuen-515	274	14	further	far	ADV
fuen-515	274	15	invest	invest	VERB
fuen-515	274	16	in	in	ADP
fuen-515	274	17	renewable	renewable	ADJ
fuen-515	274	18	energy	energy	NOUN
fuen-515	274	19	,	,	PUNCT
fuen-515	274	20	or	or	CCONJ
fuen-515	274	21	expand	expand	VERB
fuen-515	274	22	strategic	strategic	ADJ
fuen-515	274	23	oil	oil	NOUN
fuen-515	274	24	reserve	reserve	NOUN
fuen-515	274	25	inventories	inventory	NOUN
fuen-515	274	26	.	.	PUNCT
fuen-515	275	1	using	use	VERB
fuen-515	275	2	one	one	NUM
fuen-515	275	3	of	of	ADP
fuen-515	275	4	the	the	DET
fuen-515	275	5	more	more	ADV
fuen-515	275	6	accurate	accurate	ADJ
fuen-515	275	7	forecasting	forecasting	NOUN
fuen-515	275	8	methods	method	NOUN
fuen-515	275	9	described	describe	VERB
fuen-515	275	10	in	in	ADP
fuen-515	275	11	hinter	hinter	ADJ
fuen-515	275	12	,	,	PUNCT
fuen-515	275	13	namely	namely	ADV
fuen-515	275	14	,	,	PUNCT
fuen-515	275	15	neural	neural	ADJ
fuen-515	275	16	network	network	NOUN
fuen-515	275	17	models	model	NOUN
fuen-515	275	18	,	,	PUNCT
fuen-515	275	19	and	and	CCONJ
fuen-515	275	20	particularly	particularly	ADV
fuen-515	275	21	the	the	DET
fuen-515	275	22	multilayer	multilayer	PROPN
fuen-515	275	23	perceptron	perceptron	PROPN
fuen-515	275	24	model	model	NOUN
fuen-515	275	25	used	use	VERB
fuen-515	275	26	in	in	ADP
fuen-515	275	27	this	this	DET
fuen-515	275	28	study	study	NOUN
fuen-515	275	29	,	,	PUNCT
fuen-515	275	30	gives	give	VERB
fuen-515	275	31	governments	government	NOUN
fuen-515	275	32	a	a	DET
fuen-515	275	33	better	well	ADJ
fuen-515	275	34	basis	basis	NOUN
fuen-515	275	35	for	for	ADP
fuen-515	275	36	these	these	DET
fuen-515	275	37	decisions	decision	NOUN
fuen-515	275	38	on	on	ADP
fuen-515	275	39	weighing	weigh	VERB
fuen-515	275	40	the	the	DET
fuen-515	275	41	advantages	advantage	NOUN
fuen-515	275	42	and	and	CCONJ
fuen-515	275	43	risks	risk	NOUN
fuen-515	275	44	of	of	ADP
fuen-515	275	45	continued	continue	VERB
fuen-515	275	46	dependency	dependency	NOUN
fuen-515	275	47	on	on	ADP
fuen-515	275	48	oil	oil	NOUN
fuen-515	275	49	,	,	PUNCT
fuen-515	275	50	with	with	ADP
fuen-515	275	51	transitioning	transition	VERB
fuen-515	275	52	toward	toward	ADP
fuen-515	275	53	alternative	alternative	ADJ
fuen-515	275	54	energy	energy	NOUN
fuen-515	275	55	sources	source	NOUN
fuen-515	275	56	.	.	PUNCT
fuen-515	276	1	in	in	ADP
fuen-515	276	2	summary	summary	NOUN
fuen-515	276	3	,	,	PUNCT
fuen-515	276	4	reliable	reliable	ADJ
fuen-515	276	5	oil	oil	NOUN
fuen-515	276	6	price	price	NOUN
fuen-515	276	7	forecasts	forecast	NOUN
fuen-515	276	8	not	not	PART
fuen-515	276	9	only	only	ADV
fuen-515	276	10	provide	provide	VERB
fuen-515	276	11	policymakers	policymaker	NOUN
fuen-515	276	12	with	with	ADP
fuen-515	276	13	the	the	DET
fuen-515	276	14	capacity	capacity	NOUN
fuen-515	276	15	to	to	PART
fuen-515	276	16	support	support	VERB
fuen-515	276	17	stability	stability	NOUN
fuen-515	276	18	in	in	ADP
fuen-515	276	19	national	national	ADJ
fuen-515	276	20	economies	economy	NOUN
fuen-515	276	21	and	and	CCONJ
fuen-515	276	22	improve	improve	VERB
fuen-515	276	23	public	public	ADJ
fuen-515	276	24	financial	financial	ADJ
fuen-515	276	25	management	management	NOUN
fuen-515	276	26	but	but	CCONJ
fuen-515	276	27	also	also	ADV
fuen-515	276	28	enable	enable	VERB
fuen-515	276	29	a	a	DET
fuen-515	276	30	measured	measured	ADJ
fuen-515	276	31	approach	approach	NOUN
fuen-515	276	32	towards	towards	ADP
fuen-515	276	33	policies	policy	NOUN
fuen-515	276	34	that	that	PRON
fuen-515	276	35	balance	balance	VERB
fuen-515	276	36	the	the	DET
fuen-515	276	37	viability	viability	NOUN
fuen-515	276	38	of	of	ADP
fuen-515	276	39	short	short	ADJ
fuen-515	276	40	-	-	PUNCT
fuen-515	276	41	term	term	NOUN
fuen-515	276	42	resilience	resilience	NOUN
fuen-515	276	43	with	with	ADP
fuen-515	276	44	long	long	ADJ
fuen-515	276	45	-	-	PUNCT
fuen-515	276	46	term	term	NOUN
fuen-515	276	47	sustainability	sustainability	NOUN
fuen-515	276	48	.	.	PUNCT
fuen-515	277	1	4.10	4.10	NUM
fuen-515	277	2	management	management	NOUN
fuen-515	277	3	and	and	CCONJ
fuen-515	277	4	strategy	strategy	NOUN
fuen-515	277	5	the	the	DET
fuen-515	277	6	upgraded	upgrade	VERB
fuen-515	277	7	forecasting	forecasting	NOUN
fuen-515	277	8	model	model	NOUN
fuen-515	277	9	developed	develop	VERB
fuen-515	277	10	in	in	ADP
fuen-515	277	11	this	this	DET
fuen-515	277	12	research	research	NOUN
fuen-515	277	13	offers	offer	VERB
fuen-515	277	14	an	an	DET
fuen-515	277	15	excellent	excellent	ADJ
fuen-515	277	16	opportunity	opportunity	NOUN
fuen-515	277	17	for	for	SCONJ
fuen-515	277	18	oil	oil	NOUN
fuen-515	277	19	producers	producer	NOUN
fuen-515	277	20	and	and	CCONJ
fuen-515	277	21	investors	investor	NOUN
fuen-515	277	22	to	to	PART
fuen-515	277	23	enhance	enhance	VERB
fuen-515	277	24	decision	decision	NOUN
fuen-515	277	25	-	-	PUNCT
fuen-515	277	26	making	making	NOUN
fuen-515	277	27	,	,	PUNCT
fuen-515	277	28	mitigate	mitigate	VERB
fuen-515	277	29	uncertainty	uncertainty	NOUN
fuen-515	277	30	,	,	PUNCT
fuen-515	277	31	and	and	CCONJ
fuen-515	277	32	hedge	hedge	VERB
fuen-515	277	33	against	against	ADP
fuen-515	277	34	market	market	NOUN
fuen-515	277	35	fluctuations	fluctuation	NOUN
fuen-515	277	36	.	.	PUNCT
fuen-515	278	1	several	several	ADJ
fuen-515	278	2	potential	potential	ADJ
fuen-515	278	3	applications	application	NOUN
fuen-515	278	4	are	be	AUX
fuen-515	278	5	outlined	outline	VERB
fuen-515	278	6	below	below	ADP
fuen-515	278	7	:	:	PUNCT
fuen-515	278	8	•	•	NUM
fuen-515	278	9	optimizing	optimize	VERB
fuen-515	278	10	investment	investment	NOUN
fuen-515	278	11	timing	timing	NOUN
fuen-515	278	12	:	:	PUNCT
fuen-515	278	13	with	with	ADP
fuen-515	278	14	the	the	DET
fuen-515	278	15	accuracy	accuracy	NOUN
fuen-515	278	16	of	of	ADP
fuen-515	278	17	the	the	DET
fuen-515	278	18	multilayer	multilayer	PROPN
fuen-515	278	19	perceptron	perceptron	PROPN
fuen-515	278	20	model	model	NOUN
fuen-515	278	21	in	in	ADP
fuen-515	278	22	predicting	predict	VERB
fuen-515	278	23	oil	oil	NOUN
fuen-515	278	24	prices	price	NOUN
fuen-515	278	25	,	,	PUNCT
fuen-515	278	26	companies	company	NOUN
fuen-515	278	27	and	and	CCONJ
fuen-515	278	28	investors	investor	NOUN
fuen-515	278	29	can	can	AUX
fuen-515	278	30	use	use	VERB
fuen-515	278	31	the	the	DET
fuen-515	278	32	model	model	NOUN
fuen-515	278	33	to	to	PART
fuen-515	278	34	better	well	ADV
fuen-515	278	35	predict	predict	VERB
fuen-515	278	36	price	price	NOUN
fuen-515	278	37	movements	movement	NOUN
fuen-515	278	38	.	.	PUNCT
fuen-515	279	1	this	this	PRON
fuen-515	279	2	allows	allow	VERB
fuen-515	279	3	them	they	PRON
fuen-515	279	4	to	to	PART
fuen-515	279	5	plan	plan	VERB
fuen-515	279	6	when	when	SCONJ
fuen-515	279	7	to	to	PART
fuen-515	279	8	make	make	VERB
fuen-515	279	9	major	major	ADJ
fuen-515	279	10	decisions	decision	NOUN
fuen-515	279	11	,	,	PUNCT
fuen-515	279	12	such	such	ADJ
fuen-515	279	13	as	as	ADP
fuen-515	279	14	increasing	increase	VERB
fuen-515	279	15	or	or	CCONJ
fuen-515	279	16	decreasing	decrease	VERB
fuen-515	279	17	production	production	NOUN
fuen-515	279	18	,	,	PUNCT
fuen-515	279	19	increasing	increase	VERB
fuen-515	279	20	capacity	capacity	NOUN
fuen-515	279	21	,	,	PUNCT
fuen-515	279	22	or	or	CCONJ
fuen-515	279	23	investing	invest	VERB
fuen-515	279	24	in	in	ADP
fuen-515	279	25	a	a	DET
fuen-515	279	26	new	new	ADJ
fuen-515	279	27	exploration	exploration	NOUN
fuen-515	279	28	program	program	NOUN
fuen-515	279	29	,	,	PUNCT
fuen-515	279	30	so	so	SCONJ
fuen-515	279	31	that	that	SCONJ
fuen-515	279	32	capital	capital	NOUN
fuen-515	279	33	expenditures	expenditure	NOUN
fuen-515	279	34	align	align	VERB
fuen-515	279	35	with	with	ADP
fuen-515	279	36	prices	price	NOUN
fuen-515	279	37	and	and	CCONJ
fuen-515	279	38	yield	yield	VERB
fuen-515	279	39	a	a	DET
fuen-515	279	40	stronger	strong	ADJ
fuen-515	279	41	return	return	NOUN
fuen-515	279	42	on	on	ADP
fuen-515	279	43	investment	investment	NOUN
fuen-515	279	44	.	.	PUNCT
fuen-515	280	1	•	•	NUM
fuen-515	280	2	hedging	hedging	NOUN
fuen-515	280	3	and	and	CCONJ
fuen-515	280	4	risk	risk	NOUN
fuen-515	280	5	management	management	NOUN
fuen-515	280	6	:	:	PUNCT
fuen-515	280	7	in	in	ADP
fuen-515	280	8	the	the	DET
fuen-515	280	9	context	context	NOUN
fuen-515	280	10	of	of	ADP
fuen-515	280	11	hedging	hedging	NOUN
fuen-515	280	12	,	,	PUNCT
fuen-515	280	13	accurate	accurate	ADJ
fuen-515	280	14	price	price	NOUN
fuen-515	280	15	forecasting	forecasting	NOUN
fuen-515	280	16	is	be	AUX
fuen-515	280	17	the	the	DET
fuen-515	280	18	key	key	NOUN
fuen-515	280	19	to	to	ADP
fuen-515	280	20	crystallizing	crystallize	VERB
fuen-515	280	21	effective	effective	ADJ
fuen-515	280	22	hedging	hedging	NOUN
fuen-515	280	23	strategies	strategy	NOUN
fuen-515	280	24	.	.	PUNCT
fuen-515	281	1	the	the	PRON
fuen-515	281	2	greater	great	ADJ
fuen-515	281	3	the	the	DET
fuen-515	281	4	specificity	specificity	NOUN
fuen-515	281	5	in	in	ADP
fuen-515	281	6	price	price	NOUN
fuen-515	281	7	forecasted	forecast	VERB
fuen-515	281	8	moves	move	NOUN
fuen-515	281	9	,	,	PUNCT
fuen-515	281	10	the	the	DET
fuen-515	281	11	better	well	ADJ
fuen-515	281	12	firms	firm	NOUN
fuen-515	281	13	will	will	AUX
fuen-515	281	14	be	be	AUX
fuen-515	281	15	able	able	ADJ
fuen-515	281	16	to	to	PART
fuen-515	281	17	utilize	utilize	VERB
fuen-515	281	18	contracts	contract	NOUN
fuen-515	281	19	,	,	PUNCT
fuen-515	281	20	options	option	NOUN
fuen-515	281	21	,	,	PUNCT
fuen-515	281	22	etc	etc	X
fuen-515	281	23	.	.	X
fuen-515	281	24	to	to	PART
fuen-515	281	25	protect	protect	VERB
fuen-515	281	26	themselves	themselves	PRON
fuen-515	281	27	from	from	ADP
fuen-515	281	28	unpredictable	unpredictable	ADJ
fuen-515	281	29	and	and	CCONJ
fuen-515	281	30	unforeseen	unforeseen	ADJ
fuen-515	281	31	moves	move	NOUN
fuen-515	281	32	,	,	PUNCT
fuen-515	281	33	which	which	PRON
fuen-515	281	34	will	will	AUX
fuen-515	281	35	preserve	preserve	VERB
fuen-515	281	36	their	their	PRON
fuen-515	281	37	profit	profit	NOUN
fuen-515	281	38	margin	margin	NOUN
fuen-515	281	39	and	and	CCONJ
fuen-515	281	40	certainly	certainly	ADV
fuen-515	281	41	make	make	VERB
fuen-515	281	42	their	their	PRON
fuen-515	281	43	revenue	revenue	NOUN
fuen-515	281	44	m.	m.	NOUN
fuen-515	281	45	abdoos	abdoo	VERB
fuen-515	281	46	et	et	PROPN
fuen-515	281	47	al	al	PROPN
fuen-515	281	48	.	.	PROPN
fuen-515	281	49	/future	/future	PROPN
fuen-515	282	1	energy	energy	PROPN
fuen-515	282	2	november	november	PROPN
fuen-515	282	3	2025|	2025|	NUM
fuen-515	282	4	volume	volume	NOUN
fuen-515	282	5	04	04	NUM
fuen-515	283	1	|	|	ADV
fuen-515	283	2	issue	issue	NOUN
fuen-515	283	3	04|	04|	ADP
fuen-515	283	4	pages	page	NOUN
fuen-515	283	5	22	22	NUM
fuen-515	283	6	-	-	SYM
fuen-515	283	7	30	30	NUM
fuen-515	283	8	29	29	NUM
fuen-515	283	9	streams	stream	NOUN
fuen-515	283	10	from	from	ADP
fuen-515	283	11	incredibly	incredibly	ADV
fuen-515	283	12	volatile	volatile	ADJ
fuen-515	283	13	markets	market	NOUN
fuen-515	283	14	to	to	ADP
fuen-515	283	15	some	some	DET
fuen-515	283	16	predictable	predictable	ADJ
fuen-515	283	17	extent	extent	NOUN
fuen-515	283	18	.	.	PUNCT
fuen-515	284	1	•	•	NUM
fuen-515	284	2	reducing	reduce	VERB
fuen-515	284	3	market	market	NOUN
fuen-515	284	4	uncertainty	uncertainty	NOUN
fuen-515	284	5	:	:	PUNCT
fuen-515	284	6	the	the	DET
fuen-515	284	7	level	level	NOUN
fuen-515	284	8	of	of	ADP
fuen-515	284	9	accuracy	accuracy	NOUN
fuen-515	284	10	attached	attach	VERB
fuen-515	284	11	to	to	ADP
fuen-515	284	12	the	the	DET
fuen-515	284	13	neural	neural	ADJ
fuen-515	284	14	network	network	NOUN
fuen-515	284	15	model	model	NOUN
fuen-515	284	16	,	,	PUNCT
fuen-515	284	17	an	an	DET
fuen-515	284	18	improvement	improvement	NOUN
fuen-515	284	19	of	of	ADP
fuen-515	284	20	20–30	20–30	NUM
fuen-515	284	21	%	%	NOUN
fuen-515	284	22	against	against	ADP
fuen-515	284	23	previous	previous	ADJ
fuen-515	284	24	studies	study	NOUN
fuen-515	284	25	,	,	PUNCT
fuen-515	284	26	fundamentally	fundamentally	ADV
fuen-515	284	27	improves	improve	VERB
fuen-515	284	28	the	the	DET
fuen-515	284	29	uncertainty	uncertainty	NOUN
fuen-515	284	30	normally	normally	ADV
fuen-515	284	31	attached	attach	VERB
fuen-515	284	32	to	to	ADP
fuen-515	284	33	oil	oil	NOUN
fuen-515	284	34	price	price	NOUN
fuen-515	284	35	volatility	volatility	NOUN
fuen-515	284	36	.	.	PUNCT
fuen-515	285	1	more	more	ADV
fuen-515	285	2	sophisticated	sophisticated	ADJ
fuen-515	285	3	oil	oil	NOUN
fuen-515	285	4	price	price	NOUN
fuen-515	285	5	forecasting	forecasting	NOUN
fuen-515	285	6	enables	enable	VERB
fuen-515	285	7	firms	firm	NOUN
fuen-515	285	8	to	to	PART
fuen-515	285	9	make	make	VERB
fuen-515	285	10	less	less	ADV
fuen-515	285	11	speculative	speculative	ADJ
fuen-515	285	12	decisions	decision	NOUN
fuen-515	285	13	regarding	regard	VERB
fuen-515	285	14	supply	supply	NOUN
fuen-515	285	15	chain	chain	NOUN
fuen-515	285	16	management	management	NOUN
fuen-515	285	17	,	,	PUNCT
fuen-515	285	18	long	long	ADJ
fuen-515	285	19	-	-	PUNCT
fuen-515	285	20	term	term	NOUN
fuen-515	285	21	contracts	contract	NOUN
fuen-515	285	22	,	,	PUNCT
fuen-515	285	23	and	and	CCONJ
fuen-515	285	24	selling	sell	VERB
fuen-515	285	25	prices	price	NOUN
fuen-515	285	26	.	.	PUNCT
fuen-515	286	1	furthermore	furthermore	ADV
fuen-515	286	2	,	,	PUNCT
fuen-515	286	3	greater	great	ADJ
fuen-515	286	4	predictability	predictability	NOUN
fuen-515	286	5	will	will	AUX
fuen-515	286	6	improve	improve	VERB
fuen-515	286	7	investor	investor	NOUN
fuen-515	286	8	confidence	confidence	NOUN
fuen-515	286	9	in	in	ADP
fuen-515	286	10	firms	firm	NOUN
fuen-515	286	11	'	'	PART
fuen-515	286	12	ability	ability	NOUN
fuen-515	286	13	to	to	PART
fuen-515	286	14	deliver	deliver	VERB
fuen-515	286	15	returns	return	NOUN
fuen-515	286	16	over	over	ADP
fuen-515	286	17	the	the	DET
fuen-515	286	18	investment	investment	NOUN
fuen-515	286	19	horizon	horizon	NOUN
fuen-515	286	20	they	they	PRON
fuen-515	286	21	need	need	VERB
fuen-515	286	22	,	,	PUNCT
fuen-515	286	23	making	make	VERB
fuen-515	286	24	it	it	PRON
fuen-515	286	25	easier	easy	ADJ
fuen-515	286	26	for	for	SCONJ
fuen-515	286	27	them	they	PRON
fuen-515	286	28	to	to	PART
fuen-515	286	29	choose	choose	VERB
fuen-515	286	30	a	a	DET
fuen-515	286	31	stable	stable	ADJ
fuen-515	286	32	sector	sector	NOUN
fuen-515	286	33	and	and	CCONJ
fuen-515	286	34	return	return	NOUN
fuen-515	286	35	,	,	PUNCT
fuen-515	286	36	thereby	thereby	ADV
fuen-515	286	37	placing	place	VERB
fuen-515	286	38	them	they	PRON
fuen-515	286	39	in	in	ADP
fuen-515	286	40	a	a	DET
fuen-515	286	41	less	less	ADV
fuen-515	286	42	volatile	volatile	ADJ
fuen-515	286	43	risk	risk	NOUN
fuen-515	286	44	position	position	NOUN
fuen-515	286	45	.	.	PUNCT
fuen-515	287	1	•	•	NUM
fuen-515	287	2	capital	capital	NOUN
fuen-515	287	3	allocation	allocation	NOUN
fuen-515	287	4	and	and	CCONJ
fuen-515	287	5	portfolio	portfolio	NOUN
fuen-515	287	6	diversification	diversification	NOUN
fuen-515	287	7	:	:	PUNCT
fuen-515	287	8	investors	investor	NOUN
fuen-515	287	9	can	can	AUX
fuen-515	287	10	measure	measure	VERB
fuen-515	287	11	the	the	DET
fuen-515	287	12	type	type	NOUN
fuen-515	287	13	of	of	ADP
fuen-515	287	14	exposure	exposure	NOUN
fuen-515	287	15	they	they	PRON
fuen-515	287	16	want	want	VERB
fuen-515	287	17	to	to	ADP
fuen-515	287	18	oil	oil	NOUN
fuen-515	287	19	-	-	PUNCT
fuen-515	287	20	related	relate	VERB
fuen-515	287	21	assets	asset	NOUN
fuen-515	287	22	or	or	CCONJ
fuen-515	287	23	sectors	sector	NOUN
fuen-515	287	24	and	and	CCONJ
fuen-515	287	25	decide	decide	VERB
fuen-515	287	26	if	if	SCONJ
fuen-515	287	27	they	they	PRON
fuen-515	287	28	want	want	VERB
fuen-515	287	29	to	to	PART
fuen-515	287	30	gain	gain	VERB
fuen-515	287	31	exposure	exposure	NOUN
fuen-515	287	32	at	at	ADP
fuen-515	287	33	any	any	DET
fuen-515	287	34	point	point	NOUN
fuen-515	287	35	going	go	VERB
fuen-515	287	36	forward	forward	ADV
fuen-515	287	37	to	to	ADP
fuen-515	287	38	other	other	ADJ
fuen-515	287	39	sectors	sector	NOUN
fuen-515	287	40	.	.	PUNCT
fuen-515	288	1	the	the	DET
fuen-515	288	2	investment	investment	NOUN
fuen-515	288	3	was	be	AUX
fuen-515	288	4	about	about	ADP
fuen-515	288	5	helping	help	VERB
fuen-515	288	6	improve	improve	VERB
fuen-515	288	7	the	the	DET
fuen-515	288	8	forecast	forecast	NOUN
fuen-515	288	9	capabilities	capability	NOUN
fuen-515	288	10	so	so	SCONJ
fuen-515	288	11	that	that	SCONJ
fuen-515	288	12	there	there	PRON
fuen-515	288	13	is	be	VERB
fuen-515	288	14	more	more	ADJ
fuen-515	288	15	clarity	clarity	NOUN
fuen-515	288	16	on	on	ADP
fuen-515	288	17	future	future	ADJ
fuen-515	288	18	market	market	NOUN
fuen-515	288	19	fundamentals	fundamental	NOUN
fuen-515	288	20	and	and	CCONJ
fuen-515	288	21	conditions	condition	NOUN
fuen-515	288	22	around	around	ADP
fuen-515	288	23	the	the	DET
fuen-515	288	24	oil	oil	NOUN
fuen-515	288	25	price	price	NOUN
fuen-515	288	26	.	.	PUNCT
fuen-515	289	1	this	this	PRON
fuen-515	289	2	helped	help	VERB
fuen-515	289	3	with	with	ADP
fuen-515	289	4	optimizing	optimize	VERB
fuen-515	289	5	the	the	DET
fuen-515	289	6	risk	risk	NOUN
fuen-515	289	7	and	and	CCONJ
fuen-515	289	8	opportunity	opportunity	NOUN
fuen-515	289	9	balance	balance	NOUN
fuen-515	289	10	in	in	ADP
fuen-515	289	11	their	their	PRON
fuen-515	289	12	portfolios	portfolio	NOUN
fuen-515	289	13	across	across	ADP
fuen-515	289	14	the	the	DET
fuen-515	289	15	investment	investment	NOUN
fuen-515	289	16	buckets	bucket	NOUN
fuen-515	289	17	.	.	PUNCT
fuen-515	290	1	in	in	ADP
fuen-515	290	2	conclusion	conclusion	NOUN
fuen-515	290	3	,	,	PUNCT
fuen-515	290	4	as	as	ADP
fuen-515	290	5	the	the	DET
fuen-515	290	6	leading	lead	VERB
fuen-515	290	7	user	user	NOUN
fuen-515	290	8	of	of	ADP
fuen-515	290	9	cost	cost	NOUN
fuen-515	290	10	principles	principle	NOUN
fuen-515	290	11	,	,	PUNCT
fuen-515	290	12	applying	apply	VERB
fuen-515	290	13	new	new	ADJ
fuen-515	290	14	generation	generation	NOUN
fuen-515	290	15	forecasting	forecasting	NOUN
fuen-515	290	16	models	model	NOUN
fuen-515	290	17	has	have	AUX
fuen-515	290	18	significantly	significantly	ADV
fuen-515	290	19	assisted	assist	VERB
fuen-515	290	20	both	both	CCONJ
fuen-515	290	21	the	the	DET
fuen-515	290	22	company	company	NOUN
fuen-515	290	23	and	and	CCONJ
fuen-515	290	24	investors	investor	NOUN
fuen-515	290	25	in	in	ADP
fuen-515	290	26	improving	improve	VERB
fuen-515	290	27	profit	profit	NOUN
fuen-515	290	28	generation	generation	NOUN
fuen-515	290	29	,	,	PUNCT
fuen-515	290	30	developing	develop	VERB
fuen-515	290	31	and	and	CCONJ
fuen-515	290	32	maintaining	maintain	VERB
fuen-515	290	33	risk	risk	NOUN
fuen-515	290	34	prudence	prudence	NOUN
fuen-515	290	35	,	,	PUNCT
fuen-515	290	36	and	and	CCONJ
fuen-515	290	37	enhancing	enhance	VERB
fuen-515	290	38	mechanisms	mechanism	NOUN
fuen-515	290	39	for	for	ADP
fuen-515	290	40	capitalizing	capitalize	VERB
fuen-515	290	41	on	on	ADP
fuen-515	290	42	potential	potential	ADJ
fuen-515	290	43	trading	trading	NOUN
fuen-515	290	44	opportunities	opportunity	NOUN
fuen-515	290	45	.	.	PUNCT
fuen-515	291	1	5	5	X
fuen-515	291	2	.	.	X
fuen-515	291	3	conclusion	conclusion	NOUN
fuen-515	291	4	this	this	DET
fuen-515	291	5	research	research	NOUN
fuen-515	291	6	makes	make	VERB
fuen-515	291	7	a	a	DET
fuen-515	291	8	significant	significant	ADJ
fuen-515	291	9	contribution	contribution	NOUN
fuen-515	291	10	to	to	ADP
fuen-515	291	11	economics	economic	NOUN
fuen-515	291	12	and	and	CCONJ
fuen-515	291	13	management	management	NOUN
fuen-515	291	14	,	,	PUNCT
fuen-515	291	15	as	as	SCONJ
fuen-515	291	16	it	it	PRON
fuen-515	291	17	offers	offer	VERB
fuen-515	291	18	a	a	DET
fuen-515	291	19	broader	broad	ADJ
fuen-515	291	20	and	and	CCONJ
fuen-515	291	21	more	more	ADV
fuen-515	291	22	reliable	reliable	ADJ
fuen-515	291	23	method	method	NOUN
fuen-515	291	24	for	for	ADP
fuen-515	291	25	forecasting	forecast	VERB
fuen-515	291	26	oil	oil	NOUN
fuen-515	291	27	pricing	pricing	NOUN
fuen-515	291	28	and	and	CCONJ
fuen-515	291	29	demand	demand	NOUN
fuen-515	291	30	using	use	VERB
fuen-515	291	31	deep	deep	ADJ
fuen-515	291	32	neural	neural	ADJ
fuen-515	291	33	networks	network	NOUN
fuen-515	291	34	.	.	PUNCT
fuen-515	292	1	of	of	ADP
fuen-515	292	2	the	the	DET
fuen-515	292	3	models	model	NOUN
fuen-515	292	4	employed	employ	VERB
fuen-515	292	5	,	,	PUNCT
fuen-515	292	6	the	the	DET
fuen-515	292	7	threelayer	threelayer	PROPN
fuen-515	292	8	perceptron	perceptron	PROPN
fuen-515	292	9	exhibited	exhibit	VERB
fuen-515	292	10	the	the	DET
fuen-515	292	11	greatest	great	ADJ
fuen-515	292	12	predictive	predictive	ADJ
fuen-515	292	13	power	power	NOUN
fuen-515	292	14	,	,	PUNCT
fuen-515	292	15	which	which	PRON
fuen-515	292	16	is	be	AUX
fuen-515	292	17	a	a	DET
fuen-515	292	18	significant	significant	ADJ
fuen-515	292	19	finding	finding	NOUN
fuen-515	292	20	for	for	ADP
fuen-515	292	21	decision	decision	NOUN
fuen-515	292	22	-	-	PUNCT
fuen-515	292	23	making	making	NOUN
fuen-515	292	24	in	in	ADP
fuen-515	292	25	oildependent	oildependent	ADJ
fuen-515	292	26	economies	economy	NOUN
fuen-515	292	27	,	,	PUNCT
fuen-515	292	28	where	where	SCONJ
fuen-515	292	29	oil	oil	NOUN
fuen-515	292	30	prices	price	NOUN
fuen-515	292	31	can	can	AUX
fuen-515	292	32	create	create	VERB
fuen-515	292	33	significant	significant	ADJ
fuen-515	292	34	uncertainty	uncertainty	NOUN
fuen-515	292	35	and	and	CCONJ
fuen-515	292	36	can	can	AUX
fuen-515	292	37	jeopardize	jeopardize	VERB
fuen-515	292	38	fiscal	fiscal	ADJ
fuen-515	292	39	stability	stability	NOUN
fuen-515	292	40	and	and	CCONJ
fuen-515	292	41	influential	influential	ADJ
fuen-515	292	42	investment	investment	NOUN
fuen-515	292	43	decisions	decision	NOUN
fuen-515	292	44	.	.	PUNCT
fuen-515	293	1	this	this	DET
fuen-515	293	2	improvement	improvement	NOUN
fuen-515	293	3	,	,	PUNCT
fuen-515	293	4	which	which	PRON
fuen-515	293	5	identifies	identify	VERB
fuen-515	293	6	that	that	SCONJ
fuen-515	293	7	the	the	DET
fuen-515	293	8	model	model	NOUN
fuen-515	293	9	's	's	PART
fuen-515	293	10	accuracy	accuracy	NOUN
fuen-515	293	11	is	be	AUX
fuen-515	293	12	improved	improve	VERB
fuen-515	293	13	by	by	ADP
fuen-515	293	14	20%-30	20%-30	NUM
fuen-515	293	15	%	%	NOUN
fuen-515	293	16	compared	compare	VERB
fuen-515	293	17	to	to	ADP
fuen-515	293	18	prior	prior	ADJ
fuen-515	293	19	models	model	NOUN
fuen-515	293	20	,	,	PUNCT
fuen-515	293	21	provides	provide	VERB
fuen-515	293	22	stakeholders	stakeholder	NOUN
fuen-515	293	23	with	with	ADP
fuen-515	293	24	opportunities	opportunity	NOUN
fuen-515	293	25	to	to	PART
fuen-515	293	26	make	make	VERB
fuen-515	293	27	the	the	DET
fuen-515	293	28	best	good	ADJ
fuen-515	293	29	and	and	CCONJ
fuen-515	293	30	most	most	ADV
fuen-515	293	31	informed	informed	ADJ
fuen-515	293	32	capital	capital	NOUN
fuen-515	293	33	allocation	allocation	NOUN
fuen-515	293	34	,	,	PUNCT
fuen-515	293	35	risk	risk	NOUN
fuen-515	293	36	management	management	NOUN
fuen-515	293	37	,	,	PUNCT
fuen-515	293	38	and	and	CCONJ
fuen-515	293	39	long	long	ADJ
fuen-515	293	40	-	-	PUNCT
fuen-515	293	41	term	term	NOUN
fuen-515	293	42	decisions	decision	NOUN
fuen-515	293	43	.	.	PUNCT
fuen-515	294	1	from	from	ADP
fuen-515	294	2	an	an	DET
fuen-515	294	3	economic	economic	ADJ
fuen-515	294	4	perspective	perspective	NOUN
fuen-515	294	5	,	,	PUNCT
fuen-515	294	6	employing	employ	VERB
fuen-515	294	7	these	these	DET
fuen-515	294	8	models	model	NOUN
fuen-515	294	9	can	can	AUX
fuen-515	294	10	mitigate	mitigate	VERB
fuen-515	294	11	some	some	PRON
fuen-515	294	12	of	of	ADP
fuen-515	294	13	the	the	DET
fuen-515	294	14	adverse	adverse	ADJ
fuen-515	294	15	impacts	impact	NOUN
fuen-515	294	16	of	of	ADP
fuen-515	294	17	price	price	NOUN
fuen-515	294	18	volatility	volatility	NOUN
fuen-515	294	19	,	,	PUNCT
fuen-515	294	20	as	as	SCONJ
fuen-515	294	21	they	they	PRON
fuen-515	294	22	enable	enable	VERB
fuen-515	294	23	governments	government	NOUN
fuen-515	294	24	and	and	CCONJ
fuen-515	294	25	businesses	business	NOUN
fuen-515	294	26	to	to	PART
fuen-515	294	27	implement	implement	VERB
fuen-515	294	28	steadier	steady	ADJ
fuen-515	294	29	fiscal	fiscal	ADJ
fuen-515	294	30	policies	policy	NOUN
fuen-515	294	31	,	,	PUNCT
fuen-515	294	32	reduce	reduce	VERB
fuen-515	294	33	uncertainty	uncertainty	NOUN
fuen-515	294	34	surrounding	surround	VERB
fuen-515	294	35	revenues	revenue	NOUN
fuen-515	294	36	,	,	PUNCT
fuen-515	294	37	and	and	CCONJ
fuen-515	294	38	allocate	allocate	VERB
fuen-515	294	39	resources	resource	NOUN
fuen-515	294	40	more	more	ADV
fuen-515	294	41	effectively	effectively	ADV
fuen-515	294	42	.	.	PUNCT
fuen-515	295	1	for	for	ADP
fuen-515	295	2	oil	oil	NOUN
fuen-515	295	3	companies	company	NOUN
fuen-515	295	4	,	,	PUNCT
fuen-515	295	5	such	such	ADJ
fuen-515	295	6	projections	projection	NOUN
fuen-515	295	7	can	can	AUX
fuen-515	295	8	help	help	VERB
fuen-515	295	9	firms	firm	NOUN
fuen-515	295	10	make	make	VERB
fuen-515	295	11	better	well	ADJ
fuen-515	295	12	decisions	decision	NOUN
fuen-515	295	13	around	around	ADP
fuen-515	295	14	production	production	NOUN
fuen-515	295	15	scheduling	scheduling	NOUN
fuen-515	295	16	,	,	PUNCT
fuen-515	295	17	capital	capital	NOUN
fuen-515	295	18	investment	investment	NOUN
fuen-515	295	19	timing	timing	NOUN
fuen-515	295	20	,	,	PUNCT
fuen-515	295	21	and	and	CCONJ
fuen-515	295	22	apply	apply	VERB
fuen-515	295	23	them	they	PRON
fuen-515	295	24	to	to	ADP
fuen-515	295	25	hedging	hedging	NOUN
fuen-515	295	26	strategies	strategy	NOUN
fuen-515	295	27	,	,	PUNCT
fuen-515	295	28	which	which	PRON
fuen-515	295	29	will	will	AUX
fuen-515	295	30	improve	improve	VERB
fuen-515	295	31	profitability	profitability	NOUN
fuen-515	295	32	and	and	CCONJ
fuen-515	295	33	reduce	reduce	VERB
fuen-515	295	34	their	their	PRON
fuen-515	295	35	vulnerability	vulnerability	NOUN
fuen-515	295	36	to	to	ADP
fuen-515	295	37	sudden	sudden	ADJ
fuen-515	295	38	market	market	NOUN
fuen-515	295	39	shocks	shock	NOUN
fuen-515	295	40	.	.	PUNCT
fuen-515	296	1	this	this	DET
fuen-515	296	2	information	information	NOUN
fuen-515	296	3	also	also	ADV
fuen-515	296	4	enables	enable	VERB
fuen-515	296	5	investors	investor	NOUN
fuen-515	296	6	to	to	PART
fuen-515	296	7	utilize	utilize	VERB
fuen-515	296	8	it	it	PRON
fuen-515	296	9	more	more	ADV
fuen-515	296	10	effectively	effectively	ADV
fuen-515	296	11	in	in	ADP
fuen-515	296	12	protecting	protect	VERB
fuen-515	296	13	their	their	PRON
fuen-515	296	14	portfolios	portfolio	NOUN
fuen-515	296	15	and	and	CCONJ
fuen-515	296	16	refining	refining	NOUN
fuen-515	296	17	risk	risk	NOUN
fuen-515	296	18	management	management	NOUN
fuen-515	296	19	strategies	strategy	NOUN
fuen-515	296	20	in	in	ADP
fuen-515	296	21	energy	energy	NOUN
fuen-515	296	22	markets	market	NOUN
fuen-515	296	23	.	.	PUNCT
fuen-515	297	1	moreover	moreover	ADV
fuen-515	297	2	,	,	PUNCT
fuen-515	297	3	the	the	DET
fuen-515	297	4	use	use	NOUN
fuen-515	297	5	of	of	ADP
fuen-515	297	6	advanced	advanced	ADJ
fuen-515	297	7	neural	neural	ADJ
fuen-515	297	8	networks	network	NOUN
fuen-515	297	9	in	in	ADP
fuen-515	297	10	conjunction	conjunction	NOUN
fuen-515	297	11	with	with	ADP
fuen-515	297	12	forecasting	forecasting	NOUN
fuen-515	297	13	processes	process	NOUN
fuen-515	297	14	,	,	PUNCT
fuen-515	297	15	specifically	specifically	ADV
fuen-515	297	16	economic	economic	ADJ
fuen-515	297	17	forecasting	forecasting	NOUN
fuen-515	297	18	,	,	PUNCT
fuen-515	297	19	makes	make	VERB
fuen-515	297	20	analyses	analysis	NOUN
fuen-515	297	21	of	of	ADP
fuen-515	297	22	what	what	PRON
fuen-515	297	23	drives	drive	VERB
fuen-515	297	24	energy	energy	NOUN
fuen-515	297	25	markets	market	NOUN
fuen-515	297	26	more	more	ADV
fuen-515	297	27	systematic	systematic	ADJ
fuen-515	297	28	and	and	CCONJ
fuen-515	297	29	transparent	transparent	ADJ
fuen-515	297	30	for	for	ADP
fuen-515	297	31	stakeholders	stakeholder	NOUN
fuen-515	297	32	,	,	PUNCT
fuen-515	297	33	providing	provide	VERB
fuen-515	297	34	them	they	PRON
fuen-515	297	35	with	with	ADP
fuen-515	297	36	additional	additional	ADJ
fuen-515	297	37	valuable	valuable	ADJ
fuen-515	297	38	data	datum	NOUN
fuen-515	297	39	to	to	PART
fuen-515	297	40	predict	predict	VERB
fuen-515	297	41	trends	trend	NOUN
fuen-515	297	42	and	and	CCONJ
fuen-515	297	43	take	take	VERB
fuen-515	297	44	action	action	NOUN
fuen-515	297	45	based	base	VERB
fuen-515	297	46	on	on	ADP
fuen-515	297	47	facts	fact	NOUN
fuen-515	297	48	rather	rather	ADV
fuen-515	297	49	than	than	ADP
fuen-515	297	50	speculation	speculation	NOUN
fuen-515	297	51	.	.	PUNCT
fuen-515	298	1	when	when	SCONJ
fuen-515	298	2	economic	economic	ADJ
fuen-515	298	3	forecasting	forecasting	NOUN
fuen-515	298	4	incorporates	incorporate	VERB
fuen-515	298	5	the	the	DET
fuen-515	298	6	use	use	NOUN
fuen-515	298	7	of	of	ADP
fuen-515	298	8	artificial	artificial	ADJ
fuen-515	298	9	intelligence	intelligence	NOUN
fuen-515	298	10	,	,	PUNCT
fuen-515	298	11	it	it	PRON
fuen-515	298	12	has	have	VERB
fuen-515	298	13	the	the	DET
fuen-515	298	14	potential	potential	NOUN
fuen-515	298	15	to	to	PART
fuen-515	298	16	be	be	AUX
fuen-515	298	17	influential	influential	ADJ
fuen-515	298	18	in	in	ADP
fuen-515	298	19	reducing	reduce	VERB
fuen-515	298	20	uncertainty	uncertainty	NOUN
fuen-515	298	21	and	and	CCONJ
fuen-515	298	22	facilitating	facilitate	VERB
fuen-515	298	23	more	more	ADV
fuen-515	298	24	consistent	consistent	ADJ
fuen-515	298	25	,	,	PUNCT
fuen-515	298	26	sustainable	sustainable	ADJ
fuen-515	298	27	development	development	NOUN
fuen-515	298	28	and	and	CCONJ
fuen-515	298	29	growth	growth	NOUN
fuen-515	298	30	.	.	PUNCT
fuen-515	299	1	ultimately	ultimately	ADV
fuen-515	299	2	,	,	PUNCT
fuen-515	299	3	this	this	DET
fuen-515	299	4	research	research	NOUN
fuen-515	299	5	also	also	ADV
fuen-515	299	6	demonstrates	demonstrate	VERB
fuen-515	299	7	the	the	DET
fuen-515	299	8	expanding	expand	VERB
fuen-515	299	9	role	role	NOUN
fuen-515	299	10	of	of	ADP
fuen-515	299	11	intelligent	intelligent	ADJ
fuen-515	299	12	predictive	predictive	ADJ
fuen-515	299	13	models	model	NOUN
fuen-515	299	14	that	that	PRON
fuen-515	299	15	futures	future	NOUN
fuen-515	299	16	and	and	CCONJ
fuen-515	299	17	options	option	NOUN
fuen-515	299	18	possess	possess	VERB
fuen-515	299	19	in	in	ADP
fuen-515	299	20	addressing	address	VERB
fuen-515	299	21	global	global	ADJ
fuen-515	299	22	oil	oil	NOUN
fuen-515	299	23	market	market	NOUN
fuen-515	299	24	challenges	challenge	NOUN
fuen-515	299	25	,	,	PUNCT
fuen-515	299	26	and	and	CCONJ
fuen-515	299	27	highlights	highlight	VERB
fuen-515	299	28	the	the	DET
fuen-515	299	29	need	need	NOUN
fuen-515	299	30	for	for	SCONJ
fuen-515	299	31	economists	economist	NOUN
fuen-515	299	32	and	and	CCONJ
fuen-515	299	33	students	student	NOUN
fuen-515	299	34	to	to	PART
fuen-515	299	35	consider	consider	VERB
fuen-515	299	36	investing	invest	VERB
fuen-515	299	37	in	in	ADP
fuen-515	299	38	advanced	advanced	ADJ
fuen-515	299	39	analytical	analytical	ADJ
fuen-515	299	40	capabilities	capability	NOUN
fuen-515	299	41	,	,	PUNCT
fuen-515	299	42	both	both	CCONJ
fuen-515	299	43	in	in	ADP
fuen-515	299	44	economic	economic	ADJ
fuen-515	299	45	and	and	CCONJ
fuen-515	299	46	managerial	managerial	ADJ
fuen-515	299	47	contexts	contexts	NOUN
fuen-515	299	48	.	.	PUNCT
fuen-515	300	1	ethical	ethical	ADJ
fuen-515	300	2	issue	issue	NOUN
fuen-515	300	3	the	the	DET
fuen-515	300	4	authors	author	NOUN
fuen-515	300	5	are	be	AUX
fuen-515	300	6	aware	aware	ADJ
fuen-515	300	7	of	of	ADP
fuen-515	300	8	and	and	CCONJ
fuen-515	300	9	comply	comply	ADJ
fuen-515	300	10	with	with	ADP
fuen-515	300	11	best	good	ADJ
fuen-515	300	12	practices	practice	NOUN
fuen-515	300	13	in	in	ADP
fuen-515	300	14	publication	publication	NOUN
fuen-515	300	15	ethics	ethic	NOUN
fuen-515	300	16	,	,	PUNCT
fuen-515	300	17	specifically	specifically	ADV
fuen-515	300	18	concerning	concern	VERB
fuen-515	300	19	authorship	authorship	NOUN
fuen-515	300	20	(	(	PUNCT
fuen-515	300	21	avoidance	avoidance	NOUN
fuen-515	300	22	of	of	ADP
fuen-515	300	23	guest	guest	NOUN
fuen-515	300	24	authorship	authorship	NOUN
fuen-515	300	25	)	)	PUNCT
fuen-515	300	26	,	,	PUNCT
fuen-515	300	27	dual	dual	ADJ
fuen-515	300	28	submission	submission	NOUN
fuen-515	300	29	,	,	PUNCT
fuen-515	300	30	manipulation	manipulation	NOUN
fuen-515	300	31	of	of	ADP
fuen-515	300	32	figures	figure	NOUN
fuen-515	300	33	,	,	PUNCT
fuen-515	300	34	competing	compete	VERB
fuen-515	300	35	interests	interest	NOUN
fuen-515	300	36	,	,	PUNCT
fuen-515	300	37	and	and	CCONJ
fuen-515	300	38	compliance	compliance	NOUN
fuen-515	300	39	with	with	ADP
fuen-515	300	40	policies	policy	NOUN
fuen-515	300	41	on	on	ADP
fuen-515	300	42	research	research	NOUN
fuen-515	300	43	ethics	ethic	NOUN
fuen-515	300	44	.	.	PUNCT
fuen-515	301	1	the	the	DET
fuen-515	301	2	authors	author	NOUN
fuen-515	301	3	adhere	adhere	VERB
fuen-515	301	4	to	to	ADP
fuen-515	301	5	publication	publication	NOUN
fuen-515	301	6	requirements	requirement	NOUN
fuen-515	301	7	that	that	SCONJ
fuen-515	301	8	the	the	DET
fuen-515	301	9	submitted	submit	VERB
fuen-515	301	10	work	work	NOUN
fuen-515	301	11	is	be	AUX
fuen-515	301	12	original	original	ADJ
fuen-515	301	13	and	and	CCONJ
fuen-515	301	14	has	have	AUX
fuen-515	301	15	not	not	PART
fuen-515	301	16	been	be	AUX
fuen-515	301	17	published	publish	VERB
fuen-515	301	18	elsewhere	elsewhere	ADV
fuen-515	301	19	in	in	ADP
fuen-515	301	20	any	any	DET
fuen-515	301	21	language	language	NOUN
fuen-515	301	22	.	.	PUNCT
fuen-515	302	1	data	datum	NOUN
fuen-515	302	2	availability	availability	NOUN
fuen-515	302	3	statement	statement	NOUN
fuen-515	302	4	the	the	DET
fuen-515	302	5	manuscript	manuscript	NOUN
fuen-515	302	6	contains	contain	VERB
fuen-515	302	7	all	all	DET
fuen-515	302	8	the	the	DET
fuen-515	302	9	data	datum	NOUN
fuen-515	302	10	.	.	PUNCT
fuen-515	303	1	however	however	ADV
fuen-515	303	2	,	,	PUNCT
fuen-515	303	3	more	more	ADJ
fuen-515	303	4	data	datum	NOUN
fuen-515	303	5	will	will	AUX
fuen-515	303	6	be	be	AUX
fuen-515	303	7	available	available	ADJ
fuen-515	303	8	upon	upon	SCONJ
fuen-515	303	9	request	request	NOUN
fuen-515	303	10	from	from	ADP
fuen-515	303	11	the	the	DET
fuen-515	303	12	corresponding	corresponding	ADJ
fuen-515	303	13	author	author	NOUN
fuen-515	303	14	.	.	PUNCT
fuen-515	304	1	conflict	conflict	NOUN
fuen-515	304	2	of	of	ADP
fuen-515	304	3	interest	interest	NOUN
fuen-515	304	4	the	the	DET
fuen-515	304	5	authors	author	NOUN
fuen-515	304	6	declare	declare	VERB
fuen-515	304	7	no	no	DET
fuen-515	304	8	potential	potential	ADJ
fuen-515	304	9	conflict	conflict	NOUN
fuen-515	304	10	of	of	ADP
fuen-515	304	11	interest	interest	NOUN
fuen-515	304	12	.	.	PUNCT
fuen-515	305	1	references	reference	NOUN
fuen-515	305	2	[	[	X
fuen-515	305	3	1	1	NUM
fuen-515	305	4	]	]	PUNCT
fuen-515	305	5	h.	h.	PROPN
fuen-515	305	6	miao	miao	PROPN
fuen-515	305	7	,	,	PUNCT
fuen-515	305	8	s.	s.	PROPN
fuen-515	305	9	ramchander	ramchander	PROPN
fuen-515	305	10	,	,	PUNCT
fuen-515	305	11	t.	t.	PROPN
fuen-515	305	12	wang	wang	PROPN
fuen-515	305	13	,	,	PUNCT
fuen-515	305	14	and	and	CCONJ
fuen-515	305	15	d.	d.	PROPN
fuen-515	305	16	yang	yang	PROPN
fuen-515	305	17	,	,	PUNCT
fuen-515	305	18	"	"	PUNCT
fuen-515	305	19	influential	influential	ADJ
fuen-515	305	20	factors	factor	NOUN
fuen-515	305	21	in	in	ADP
fuen-515	305	22	crude	crude	ADJ
fuen-515	305	23	oil	oil	NOUN
fuen-515	305	24	price	price	NOUN
fuen-515	305	25	forecasting	forecasting	NOUN
fuen-515	305	26	,	,	PUNCT
fuen-515	305	27	"	"	PUNCT
fuen-515	305	28	energy	energy	NOUN
fuen-515	305	29	economics	economic	NOUN
fuen-515	305	30	,	,	PUNCT
fuen-515	305	31	vol	vol	NOUN
fuen-515	305	32	.	.	PROPN
fuen-515	305	33	68	68	NUM
fuen-515	305	34	,	,	PUNCT
fuen-515	305	35	pp	pp	ADJ
fuen-515	305	36	.	.	PUNCT
fuen-515	306	1	77	77	NUM
fuen-515	306	2	-	-	SYM
fuen-515	306	3	88	88	NUM
fuen-515	306	4	,	,	PUNCT
fuen-515	306	5	2017	2017	NUM
fuen-515	306	6	.	.	PUNCT
fuen-515	307	1	[	[	X
fuen-515	307	2	2	2	X
fuen-515	307	3	]	]	PUNCT
fuen-515	307	4	z.	z.	PROPN
fuen-515	307	5	a.	a.	PROPN
fuen-515	307	6	sadik	sadik	PROPN
fuen-515	307	7	,	,	PUNCT
fuen-515	307	8	p.	p.	NOUN
fuen-515	307	9	m.	m.	NOUN
fuen-515	307	10	date	date	NOUN
fuen-515	307	11	,	,	PUNCT
fuen-515	307	12	and	and	CCONJ
fuen-515	307	13	g.	g.	PROPN
fuen-515	307	14	mitra	mitra	PROPN
fuen-515	307	15	,	,	PUNCT
fuen-515	307	16	"	"	PUNCT
fuen-515	307	17	forecasting	forecast	VERB
fuen-515	307	18	crude	crude	ADJ
fuen-515	307	19	oil	oil	NOUN
fuen-515	307	20	futures	future	NOUN
fuen-515	307	21	prices	price	NOUN
fuen-515	307	22	using	use	VERB
fuen-515	307	23	global	global	ADJ
fuen-515	307	24	macroeconomic	macroeconomic	ADJ
fuen-515	307	25	news	news	NOUN
fuen-515	307	26	sentiment	sentiment	NOUN
fuen-515	307	27	,	,	PUNCT
fuen-515	307	28	"	"	PUNCT
fuen-515	307	29	i	i	PRON
fuen-515	307	30	m	m	PROPN
fuen-515	307	31	a	a	DET
fuen-515	307	32	journal	journal	NOUN
fuen-515	307	33	of	of	ADP
fuen-515	307	34	management	management	NOUN
fuen-515	307	35	mathematics	mathematic	NOUN
fuen-515	307	36	,	,	PUNCT
fuen-515	307	37	vol	vol	NOUN
fuen-515	307	38	.	.	PROPN
fuen-515	307	39	31	31	NUM
fuen-515	307	40	,	,	PUNCT
fuen-515	307	41	no	no	INTJ
fuen-515	307	42	.	.	NOUN
fuen-515	307	43	2	2	NUM
fuen-515	307	44	,	,	PUNCT
fuen-515	307	45	pp	pp	ADJ
fuen-515	307	46	.	.	PUNCT
fuen-515	308	1	191	191	NUM
fuen-515	308	2	-	-	SYM
fuen-515	308	3	215	215	NUM
fuen-515	308	4	,	,	PUNCT
fuen-515	308	5	2020	2020	NUM
fuen-515	308	6	.	.	PUNCT
fuen-515	309	1	[	[	X
fuen-515	309	2	3	3	NUM
fuen-515	309	3	]	]	PUNCT
fuen-515	309	4	m.	m.	NOUN
fuen-515	309	5	wang	wang	PROPN
fuen-515	309	6	et	et	PROPN
fuen-515	309	7	al	al	PROPN
fuen-515	309	8	.	.	PROPN
fuen-515	309	9	,	,	PUNCT
fuen-515	309	10	"	"	PUNCT
fuen-515	309	11	a	a	DET
fuen-515	309	12	novel	novel	ADJ
fuen-515	309	13	hybrid	hybrid	NOUN
fuen-515	309	14	method	method	NOUN
fuen-515	309	15	of	of	ADP
fuen-515	309	16	forecasting	forecast	VERB
fuen-515	309	17	crude	crude	ADJ
fuen-515	309	18	oil	oil	NOUN
fuen-515	309	19	prices	price	NOUN
fuen-515	309	20	using	use	VERB
fuen-515	309	21	complex	complex	ADJ
fuen-515	309	22	network	network	NOUN
fuen-515	309	23	science	science	NOUN
fuen-515	309	24	and	and	CCONJ
fuen-515	309	25	artificial	artificial	ADJ
fuen-515	309	26	intelligence	intelligence	NOUN
fuen-515	309	27	algorithms	algorithm	NOUN
fuen-515	309	28	,	,	PUNCT
fuen-515	309	29	"	"	PUNCT
fuen-515	309	30	applied	apply	VERB
fuen-515	309	31	energy	energy	NOUN
fuen-515	309	32	,	,	PUNCT
fuen-515	309	33	vol	vol	NOUN
fuen-515	309	34	.	.	NOUN
fuen-515	309	35	220	220	NUM
fuen-515	309	36	,	,	PUNCT
fuen-515	309	37	pp	pp	ADJ
fuen-515	309	38	.	.	PUNCT
fuen-515	309	39	480	480	NUM
fuen-515	309	40	-	-	SYM
fuen-515	309	41	495	495	NUM
fuen-515	309	42	,	,	PUNCT
fuen-515	309	43	2018	2018	NUM
fuen-515	309	44	.	.	PUNCT
fuen-515	310	1	[	[	X
fuen-515	310	2	4	4	X
fuen-515	310	3	]	]	PUNCT
fuen-515	310	4	k.	k.	PROPN
fuen-515	310	5	zhang	zhang	PROPN
fuen-515	310	6	,	,	PUNCT
fuen-515	310	7	m.	m.	PROPN
fuen-515	310	8	hong	hong	PROPN
fuen-515	310	9	,	,	PUNCT
fuen-515	310	10	k.	k.	PROPN
fuen-515	310	11	zhang	zhang	PROPN
fuen-515	310	12	,	,	PUNCT
fuen-515	310	13	and	and	CCONJ
fuen-515	310	14	m.	m.	PROPN
fuen-515	310	15	hong	hong	PROPN
fuen-515	310	16	,	,	PUNCT
fuen-515	310	17	"	"	PUNCT
fuen-515	310	18	forecasting	forecast	VERB
fuen-515	310	19	crude	crude	ADJ
fuen-515	310	20	oil	oil	NOUN
fuen-515	310	21	price	price	NOUN
fuen-515	310	22	using	use	VERB
fuen-515	310	23	lstm	lstm	ADJ
fuen-515	310	24	neural	neural	ADJ
fuen-515	310	25	networks	network	NOUN
fuen-515	310	26	,	,	PUNCT
fuen-515	310	27	"	"	PUNCT
fuen-515	310	28	data	data	PROPN
fuen-515	310	29	sci	sci	PROPN
fuen-515	310	30	.	.	PROPN
fuen-515	310	31	financ	financ	PROPN
fuen-515	310	32	.	.	PUNCT
fuen-515	310	33	econ	econ	PROPN
fuen-515	310	34	,	,	PUNCT
fuen-515	310	35	vol	vol	NOUN
fuen-515	310	36	.	.	PROPN
fuen-515	310	37	2	2	NUM
fuen-515	310	38	,	,	PUNCT
fuen-515	310	39	pp	pp	ADJ
fuen-515	310	40	.	.	PUNCT
fuen-515	311	1	163	163	NUM
fuen-515	311	2	-	-	SYM
fuen-515	311	3	180	180	NUM
fuen-515	311	4	,	,	PUNCT
fuen-515	311	5	2022	2022	NUM
fuen-515	311	6	.	.	PUNCT
fuen-515	312	1	[	[	X
fuen-515	312	2	5	5	NUM
fuen-515	312	3	]	]	PUNCT
fuen-515	312	4	x.	x.	NOUN
fuen-515	312	5	zhang	zhang	PROPN
fuen-515	312	6	,	,	PUNCT
fuen-515	312	7	c.	c.	PROPN
fuen-515	312	8	zhao	zhao	PROPN
fuen-515	312	9	,	,	PUNCT
fuen-515	312	10	x.	x.	NOUN
fuen-515	312	11	zhou	zhou	PROPN
fuen-515	312	12	,	,	PUNCT
fuen-515	312	13	x.	x.	PROPN
fuen-515	312	14	wu	wu	PROPN
fuen-515	312	15	,	,	PUNCT
fuen-515	312	16	y.	y.	PROPN
fuen-515	312	17	li	li	PROPN
fuen-515	312	18	,	,	PUNCT
fuen-515	312	19	and	and	CCONJ
fuen-515	312	20	m.	m.	PROPN
fuen-515	312	21	wu	wu	PROPN
fuen-515	312	22	,	,	PUNCT
fuen-515	312	23	"	"	PUNCT
fuen-515	312	24	capital	capital	NOUN
fuen-515	312	25	market	market	NOUN
fuen-515	312	26	and	and	CCONJ
fuen-515	312	27	public	public	ADJ
fuen-515	312	28	health	health	NOUN
fuen-515	312	29	emergencies	emergency	NOUN
fuen-515	312	30	in	in	ADP
fuen-515	312	31	chinese	chinese	ADJ
fuen-515	312	32	sports	sport	NOUN
fuen-515	312	33	industry	industry	NOUN
fuen-515	312	34	based	base	VERB
fuen-515	312	35	on	on	ADP
fuen-515	312	36	a	a	DET
fuen-515	312	37	market	market	NOUN
fuen-515	312	38	model	model	NOUN
fuen-515	312	39	,	,	PUNCT
fuen-515	312	40	"	"	PUNCT
fuen-515	312	41	data	datum	NOUN
fuen-515	312	42	science	science	NOUN
fuen-515	312	43	in	in	ADP
fuen-515	312	44	finance	finance	NOUN
fuen-515	312	45	and	and	CCONJ
fuen-515	312	46	economics	economic	NOUN
fuen-515	312	47	,	,	PUNCT
fuen-515	312	48	vol	vol	NOUN
fuen-515	312	49	.	.	PROPN
fuen-515	313	1	3	3	NUM
fuen-515	313	2	,	,	PUNCT
fuen-515	313	3	no	no	INTJ
fuen-515	313	4	.	.	NOUN
fuen-515	313	5	2	2	NUM
fuen-515	313	6	,	,	PUNCT
fuen-515	313	7	pp	pp	ADJ
fuen-515	313	8	.	.	PUNCT
fuen-515	314	1	112	112	NUM
fuen-515	314	2	-	-	SYM
fuen-515	314	3	132	132	NUM
fuen-515	314	4	,	,	PUNCT
fuen-515	314	5	2023	2023	NUM
fuen-515	314	6	.	.	PUNCT
fuen-515	315	1	[	[	X
fuen-515	315	2	6	6	NUM
fuen-515	315	3	]	]	X
fuen-515	315	4	h.	h.	PROPN
fuen-515	315	5	abdollahi	abdollahi	PROPN
fuen-515	315	6	,	,	PUNCT
fuen-515	315	7	"	"	PUNCT
fuen-515	315	8	a	a	DET
fuen-515	315	9	novel	novel	ADJ
fuen-515	315	10	hybrid	hybrid	NOUN
fuen-515	315	11	model	model	NOUN
fuen-515	315	12	for	for	ADP
fuen-515	315	13	forecasting	forecast	VERB
fuen-515	315	14	crude	crude	ADJ
fuen-515	315	15	oil	oil	NOUN
fuen-515	315	16	price	price	NOUN
fuen-515	315	17	based	base	VERB
fuen-515	315	18	on	on	ADP
fuen-515	315	19	time	time	NOUN
fuen-515	315	20	series	series	NOUN
fuen-515	315	21	decomposition	decomposition	NOUN
fuen-515	315	22	,	,	PUNCT
fuen-515	315	23	"	"	PUNCT
fuen-515	315	24	applied	apply	VERB
fuen-515	315	25	energy	energy	NOUN
fuen-515	315	26	,	,	PUNCT
fuen-515	315	27	vol	vol	NOUN
fuen-515	315	28	.	.	PUNCT
fuen-515	315	29	267	267	NUM
fuen-515	315	30	,	,	PUNCT
fuen-515	315	31	p.	p.	NOUN
fuen-515	315	32	115035	115035	NUM
fuen-515	315	33	,	,	PUNCT
fuen-515	315	34	2020	2020	NUM
fuen-515	315	35	.	.	PUNCT
fuen-515	316	1	[	[	X
fuen-515	316	2	7	7	X
fuen-515	316	3	]	]	X
fuen-515	316	4	y.	y.	PROPN
fuen-515	316	5	wei	wei	PROPN
fuen-515	316	6	,	,	PUNCT
fuen-515	316	7	y.	y.	PROPN
fuen-515	316	8	wang	wang	PROPN
fuen-515	316	9	,	,	PUNCT
fuen-515	316	10	and	and	CCONJ
fuen-515	316	11	d.	d.	PROPN
fuen-515	316	12	huang	huang	PROPN
fuen-515	316	13	,	,	PUNCT
fuen-515	316	14	"	"	PUNCT
fuen-515	316	15	forecasting	forecast	VERB
fuen-515	316	16	crude	crude	ADJ
fuen-515	316	17	oil	oil	NOUN
fuen-515	316	18	market	market	NOUN
fuen-515	316	19	volatility	volatility	NOUN
fuen-515	316	20	:	:	PUNCT
fuen-515	316	21	further	further	ADJ
fuen-515	316	22	evidence	evidence	NOUN
fuen-515	316	23	using	use	VERB
fuen-515	316	24	garchclass	garchclass	NOUN
fuen-515	316	25	models	model	NOUN
fuen-515	316	26	,	,	PUNCT
fuen-515	316	27	"	"	PUNCT
fuen-515	316	28	energy	energy	NOUN
fuen-515	316	29	economics	economic	NOUN
fuen-515	316	30	,	,	PUNCT
fuen-515	316	31	vol	vol	NOUN
fuen-515	316	32	.	.	PROPN
fuen-515	316	33	32	32	NUM
fuen-515	316	34	,	,	PUNCT
fuen-515	316	35	no	no	INTJ
fuen-515	316	36	.	.	NOUN
fuen-515	316	37	6	6	NUM
fuen-515	316	38	,	,	PUNCT
fuen-515	316	39	pp	pp	ADJ
fuen-515	316	40	.	.	PUNCT
fuen-515	317	1	1477	1477	NUM
fuen-515	317	2	-	-	SYM
fuen-515	317	3	1484	1484	NUM
fuen-515	317	4	,	,	PUNCT
fuen-515	317	5	2010	2010	NUM
fuen-515	317	6	.	.	PUNCT
fuen-515	318	1	[	[	X
fuen-515	318	2	8	8	NUM
fuen-515	318	3	]	]	PUNCT
fuen-515	318	4	b.	b.	PROPN
fuen-515	318	5	wu	wu	PROPN
fuen-515	318	6	,	,	PUNCT
fuen-515	318	7	l.	l.	PROPN
fuen-515	318	8	wang	wang	PROPN
fuen-515	318	9	,	,	PUNCT
fuen-515	318	10	s.-x	s.-x	NOUN
fuen-515	318	11	.	.	PUNCT
fuen-515	319	1	lv	lv	PROPN
fuen-515	319	2	,	,	PUNCT
fuen-515	319	3	and	and	CCONJ
fuen-515	319	4	y.-r	y.-r	PROPN
fuen-515	319	5	.	.	PUNCT
fuen-515	320	1	zeng	zeng	PROPN
fuen-515	320	2	,	,	PUNCT
fuen-515	320	3	"	"	PUNCT
fuen-515	320	4	forecasting	forecast	VERB
fuen-515	320	5	oil	oil	NOUN
fuen-515	320	6	consumption	consumption	NOUN
fuen-515	320	7	with	with	ADP
fuen-515	320	8	attention	attention	NOUN
fuen-515	320	9	-	-	PUNCT
fuen-515	320	10	based	base	VERB
fuen-515	320	11	indrnn	indrnn	NOUN
fuen-515	320	12	optimized	optimize	VERB
fuen-515	320	13	by	by	ADP
fuen-515	320	14	adaptive	adaptive	ADJ
fuen-515	320	15	differential	differential	ADJ
fuen-515	320	16	evolution	evolution	NOUN
fuen-515	320	17	,	,	PUNCT
fuen-515	320	18	"	"	PUNCT
fuen-515	320	19	applied	apply	VERB
fuen-515	320	20	intelligence	intelligence	NOUN
fuen-515	320	21	,	,	PUNCT
fuen-515	320	22	vol	vol	NOUN
fuen-515	320	23	.	.	PROPN
fuen-515	321	1	53	53	NUM
fuen-515	321	2	,	,	PUNCT
fuen-515	321	3	no	no	INTJ
fuen-515	321	4	.	.	NOUN
fuen-515	321	5	5	5	NUM
fuen-515	321	6	,	,	PUNCT
fuen-515	321	7	pp	pp	ADJ
fuen-515	321	8	.	.	PUNCT
fuen-515	322	1	5473	5473	NUM
fuen-515	322	2	-	-	SYM
fuen-515	322	3	5496	5496	NUM
fuen-515	322	4	,	,	PUNCT
fuen-515	322	5	2023	2023	NUM
fuen-515	322	6	.	.	PUNCT
fuen-515	323	1	[	[	X
fuen-515	323	2	9	9	NUM
fuen-515	323	3	]	]	X
fuen-515	323	4	y.	y.	PROPN
fuen-515	323	5	lin	lin	PROPN
fuen-515	323	6	,	,	PUNCT
fuen-515	323	7	y.	y.	PROPN
fuen-515	323	8	xiao	xiao	PROPN
fuen-515	323	9	,	,	PUNCT
fuen-515	323	10	and	and	CCONJ
fuen-515	323	11	f.	f.	PROPN
fuen-515	323	12	li	li	PROPN
fuen-515	323	13	,	,	PUNCT
fuen-515	323	14	"	"	PUNCT
fuen-515	323	15	forecasting	forecast	VERB
fuen-515	323	16	crude	crude	ADJ
fuen-515	323	17	oil	oil	NOUN
fuen-515	323	18	price	price	NOUN
fuen-515	323	19	volatility	volatility	NOUN
fuen-515	323	20	via	via	ADP
fuen-515	323	21	a	a	DET
fuen-515	323	22	hm	hm	ADJ
fuen-515	323	23	-	-	PUNCT
fuen-515	323	24	egarch	egarch	NOUN
fuen-515	323	25	model	model	NOUN
fuen-515	323	26	,	,	PUNCT
fuen-515	323	27	"	"	PUNCT
fuen-515	323	28	energy	energy	NOUN
fuen-515	323	29	economics	economic	NOUN
fuen-515	323	30	,	,	PUNCT
fuen-515	323	31	vol	vol	NOUN
fuen-515	323	32	.	.	PROPN
fuen-515	324	1	87	87	NUM
fuen-515	324	2	,	,	PUNCT
fuen-515	324	3	p.	p.	NOUN
fuen-515	324	4	104693	104693	NUM
fuen-515	324	5	,	,	PUNCT
fuen-515	324	6	2020	2020	NUM
fuen-515	324	7	.	.	PUNCT
fuen-515	325	1	[	[	X
fuen-515	325	2	10	10	NUM
fuen-515	325	3	]	]	PUNCT
fuen-515	325	4	m.	m.	NOUN
fuen-515	325	5	m.	m.	PROPN
fuen-515	325	6	mostafa	mostafa	PROPN
fuen-515	325	7	and	and	CCONJ
fuen-515	325	8	a.	a.	NOUN
fuen-515	325	9	a.	a.	PROPN
fuen-515	325	10	el	el	PROPN
fuen-515	325	11	-	-	PUNCT
fuen-515	325	12	masry	masry	PROPN
fuen-515	325	13	,	,	PUNCT
fuen-515	325	14	"	"	PUNCT
fuen-515	325	15	oil	oil	NOUN
fuen-515	325	16	price	price	NOUN
fuen-515	325	17	forecasting	forecasting	NOUN
fuen-515	325	18	using	use	VERB
fuen-515	325	19	gene	gene	NOUN
fuen-515	325	20	expression	expression	NOUN
fuen-515	325	21	programming	programming	NOUN
fuen-515	325	22	and	and	CCONJ
fuen-515	325	23	artificial	artificial	ADJ
fuen-515	325	24	neural	neural	ADJ
fuen-515	325	25	networks	network	NOUN
fuen-515	325	26	,	,	PUNCT
fuen-515	325	27	"	"	PUNCT
fuen-515	325	28	economic	economic	ADJ
fuen-515	325	29	modelling	modelling	NOUN
fuen-515	325	30	,	,	PUNCT
fuen-515	325	31	vol	vol	NOUN
fuen-515	325	32	.	.	PROPN
fuen-515	325	33	54	54	NUM
fuen-515	325	34	,	,	PUNCT
fuen-515	325	35	pp	pp	ADJ
fuen-515	325	36	.	.	PUNCT
fuen-515	326	1	40	40	NUM
fuen-515	326	2	-	-	SYM
fuen-515	326	3	53	53	NUM
fuen-515	326	4	,	,	PUNCT
fuen-515	326	5	2016	2016	NUM
fuen-515	326	6	.	.	PUNCT
fuen-515	327	1	[	[	X
fuen-515	327	2	11	11	NUM
fuen-515	327	3	]	]	X
fuen-515	327	4	y.	y.	PROPN
fuen-515	327	5	zhao	zhao	PROPN
fuen-515	327	6	,	,	PUNCT
fuen-515	327	7	j.	j.	PROPN
fuen-515	327	8	li	li	PROPN
fuen-515	327	9	,	,	PUNCT
fuen-515	327	10	and	and	CCONJ
fuen-515	327	11	l.	l.	PROPN
fuen-515	327	12	yu	yu	PROPN
fuen-515	327	13	,	,	PUNCT
fuen-515	327	14	"	"	PUNCT
fuen-515	327	15	a	a	DET
fuen-515	327	16	deep	deep	ADJ
fuen-515	327	17	learning	learning	NOUN
fuen-515	327	18	ensemble	ensemble	ADJ
fuen-515	327	19	approach	approach	NOUN
fuen-515	327	20	for	for	ADP
fuen-515	327	21	crude	crude	ADJ
fuen-515	327	22	oil	oil	NOUN
fuen-515	327	23	price	price	NOUN
fuen-515	327	24	forecasting	forecasting	NOUN
fuen-515	327	25	,	,	PUNCT
fuen-515	327	26	"	"	PUNCT
fuen-515	327	27	energy	energy	NOUN
fuen-515	327	28	economics	economic	NOUN
fuen-515	327	29	,	,	PUNCT
fuen-515	327	30	vol	vol	NOUN
fuen-515	327	31	.	.	PROPN
fuen-515	328	1	66	66	NUM
fuen-515	328	2	,	,	PUNCT
fuen-515	328	3	pp	pp	ADJ
fuen-515	328	4	.	.	PUNCT
fuen-515	329	1	9	9	NUM
fuen-515	329	2	-	-	SYM
fuen-515	329	3	16	16	NUM
fuen-515	329	4	,	,	PUNCT
fuen-515	329	5	2017	2017	NUM
fuen-515	329	6	.	.	PUNCT
fuen-515	330	1	m.	m.	NOUN
fuen-515	330	2	abdoos	abdoo	NOUN
fuen-515	330	3	et	et	PROPN
fuen-515	330	4	al	al	PROPN
fuen-515	330	5	.	.	PROPN
fuen-515	330	6	/future	/future	PROPN
fuen-515	331	1	energy	energy	PROPN
fuen-515	331	2	november	november	PROPN
fuen-515	331	3	2025|	2025|	NUM
fuen-515	331	4	volume	volume	NOUN
fuen-515	331	5	04	04	NUM
fuen-515	332	1	|	|	ADV
fuen-515	332	2	issue	issue	NOUN
fuen-515	332	3	04|	04|	ADP
fuen-515	332	4	pages	page	NOUN
fuen-515	332	5	22	22	NUM
fuen-515	332	6	-	-	SYM
fuen-515	332	7	30	30	NUM
fuen-515	332	8	30	30	NUM
fuen-515	333	1	[	[	X
fuen-515	333	2	12	12	NUM
fuen-515	333	3	]	]	PUNCT
fuen-515	333	4	l.	l.	PROPN
fuen-515	333	5	yu	yu	PROPN
fuen-515	333	6	,	,	PUNCT
fuen-515	333	7	x.	x.	PROPN
fuen-515	333	8	zhang	zhang	PROPN
fuen-515	333	9	,	,	PUNCT
fuen-515	333	10	and	and	CCONJ
fuen-515	333	11	s.	s.	PROPN
fuen-515	333	12	wang	wang	PROPN
fuen-515	333	13	,	,	PUNCT
fuen-515	333	14	"	"	PUNCT
fuen-515	333	15	assessing	assess	VERB
fuen-515	333	16	potentiality	potentiality	NOUN
fuen-515	333	17	of	of	ADP
fuen-515	333	18	support	support	NOUN
fuen-515	333	19	vector	vector	NOUN
fuen-515	333	20	machine	machine	NOUN
fuen-515	333	21	method	method	NOUN
fuen-515	333	22	in	in	ADP
fuen-515	333	23	crude	crude	ADJ
fuen-515	333	24	oil	oil	NOUN
fuen-515	333	25	price	price	NOUN
fuen-515	333	26	forecasting	forecasting	NOUN
fuen-515	333	27	,	,	PUNCT
fuen-515	333	28	"	"	PUNCT
fuen-515	333	29	eurasia	eurasia	PROPN
fuen-515	333	30	journal	journal	PROPN
fuen-515	333	31	of	of	ADP
fuen-515	333	32	mathematics	mathematics	PROPN
fuen-515	333	33	,	,	PUNCT
fuen-515	333	34	science	science	NOUN
fuen-515	333	35	and	and	CCONJ
fuen-515	333	36	technology	technology	NOUN
fuen-515	333	37	education	education	NOUN
fuen-515	333	38	,	,	PUNCT
fuen-515	333	39	vol	vol	NOUN
fuen-515	333	40	.	.	PROPN
fuen-515	333	41	13	13	NUM
fuen-515	333	42	,	,	PUNCT
fuen-515	333	43	no	no	INTJ
fuen-515	333	44	.	.	NOUN
fuen-515	333	45	12	12	NUM
fuen-515	333	46	,	,	PUNCT
fuen-515	333	47	pp	pp	ADJ
fuen-515	333	48	.	.	PUNCT
fuen-515	334	1	7893	7893	NUM
fuen-515	334	2	-	-	SYM
fuen-515	334	3	7904	7904	NUM
fuen-515	334	4	,	,	PUNCT
fuen-515	334	5	2017	2017	NUM
fuen-515	334	6	.	.	PUNCT
fuen-515	335	1	[	[	X
fuen-515	335	2	13	13	NUM
fuen-515	335	3	]	]	PUNCT
fuen-515	335	4	k.	k.	NOUN
fuen-515	336	1	he	he	PROPN
fuen-515	336	2	,	,	PUNCT
fuen-515	336	3	q.	q.	PROPN
fuen-515	336	4	yang	yang	PROPN
fuen-515	336	5	,	,	PUNCT
fuen-515	336	6	and	and	CCONJ
fuen-515	336	7	y.	y.	PROPN
fuen-515	336	8	zou	zou	PROPN
fuen-515	336	9	,	,	PUNCT
fuen-515	336	10	"	"	PUNCT
fuen-515	336	11	crude	crude	ADJ
fuen-515	336	12	oil	oil	NOUN
fuen-515	336	13	price	price	NOUN
fuen-515	336	14	prediction	prediction	NOUN
fuen-515	336	15	using	use	VERB
fuen-515	336	16	embedding	embed	VERB
fuen-515	336	17	convolutional	convolutional	ADJ
fuen-515	336	18	neural	neural	ADJ
fuen-515	336	19	network	network	NOUN
fuen-515	336	20	model	model	NOUN
fuen-515	336	21	,	,	PUNCT
fuen-515	336	22	"	"	PUNCT
fuen-515	336	23	procedia	procedia	NOUN
fuen-515	336	24	computer	computer	NOUN
fuen-515	336	25	science	science	NOUN
fuen-515	336	26	,	,	PUNCT
fuen-515	336	27	vol	vol	NOUN
fuen-515	336	28	.	.	PROPN
fuen-515	337	1	214	214	NUM
fuen-515	337	2	,	,	PUNCT
fuen-515	337	3	pp	pp	ADJ
fuen-515	337	4	.	.	PUNCT
fuen-515	338	1	959964	959964	NUM
fuen-515	338	2	,	,	PUNCT
fuen-515	338	3	2022	2022	NUM
fuen-515	338	4	.	.	PUNCT
fuen-515	339	1	[	[	X
fuen-515	339	2	14	14	NUM
fuen-515	339	3	]	]	X
fuen-515	339	4	i.	i.	PROPN
fuen-515	339	5	méndez	méndez	PROPN
fuen-515	339	6	-	-	PUNCT
fuen-515	339	7	jiménez	jiménez	PROPN
fuen-515	339	8	and	and	CCONJ
fuen-515	339	9	m.	m.	PROPN
fuen-515	339	10	cárdenas	cárdenas	PROPN
fuen-515	339	11	-	-	PUNCT
fuen-515	339	12	montes	monte	NOUN
fuen-515	339	13	,	,	PUNCT
fuen-515	339	14	"	"	PUNCT
fuen-515	339	15	time	time	NOUN
fuen-515	339	16	series	series	NOUN
fuen-515	339	17	decomposition	decomposition	NOUN
fuen-515	339	18	for	for	ADP
fuen-515	339	19	improving	improve	VERB
fuen-515	339	20	the	the	DET
fuen-515	339	21	forecasting	forecasting	NOUN
fuen-515	339	22	performance	performance	NOUN
fuen-515	339	23	of	of	ADP
fuen-515	339	24	convolutional	convolutional	ADJ
fuen-515	339	25	neural	neural	ADJ
fuen-515	339	26	networks	network	NOUN
fuen-515	339	27	,	,	PUNCT
fuen-515	339	28	"	"	PUNCT
fuen-515	339	29	in	in	ADP
fuen-515	339	30	advances	advance	NOUN
fuen-515	339	31	in	in	ADP
fuen-515	339	32	artificial	artificial	ADJ
fuen-515	339	33	intelligence	intelligence	NOUN
fuen-515	339	34	:	:	PUNCT
fuen-515	339	35	18th	18th	ADJ
fuen-515	339	36	conference	conference	NOUN
fuen-515	339	37	of	of	ADP
fuen-515	339	38	the	the	DET
fuen-515	339	39	spanish	spanish	ADJ
fuen-515	339	40	association	association	NOUN
fuen-515	339	41	for	for	ADP
fuen-515	339	42	artificial	artificial	ADJ
fuen-515	339	43	intelligence	intelligence	NOUN
fuen-515	339	44	,	,	PUNCT
fuen-515	339	45	caepia	caepia	PROPN
fuen-515	339	46	2018	2018	NUM
fuen-515	339	47	,	,	PUNCT
fuen-515	339	48	granada	granada	PROPN
fuen-515	339	49	,	,	PUNCT
fuen-515	339	50	spain	spain	PROPN
fuen-515	339	51	,	,	PUNCT
fuen-515	339	52	october	october	PROPN
fuen-515	339	53	23–26	23–26	NUM
fuen-515	339	54	,	,	PUNCT
fuen-515	339	55	2018	2018	NUM
fuen-515	339	56	,	,	PUNCT
fuen-515	339	57	proceedings	proceeding	NOUN
fuen-515	339	58	18	18	NUM
fuen-515	339	59	,	,	PUNCT
fuen-515	339	60	2018	2018	NUM
fuen-515	339	61	,	,	PUNCT
fuen-515	339	62	pp	pp	ADJ
fuen-515	339	63	.	.	PUNCT
fuen-515	340	1	87	87	NUM
fuen-515	340	2	-	-	SYM
fuen-515	340	3	97	97	NUM
fuen-515	340	4	:	:	PUNCT
fuen-515	340	5	springer	springer	NOUN
fuen-515	340	6	.	.	PUNCT
fuen-515	341	1	[	[	X
fuen-515	341	2	15	15	NUM
fuen-515	341	3	]	]	X
fuen-515	341	4	c.	c.	PROPN
fuen-515	341	5	liu	liu	PROPN
fuen-515	341	6	,	,	PUNCT
fuen-515	341	7	w.	w.	PROPN
fuen-515	341	8	hou	hou	PROPN
fuen-515	341	9	,	,	PUNCT
fuen-515	341	10	and	and	CCONJ
fuen-515	341	11	d.	d.	PROPN
fuen-515	341	12	liu	liu	PROPN
fuen-515	341	13	,	,	PUNCT
fuen-515	341	14	"	"	PUNCT
fuen-515	341	15	foreign	foreign	ADJ
fuen-515	341	16	exchange	exchange	NOUN
fuen-515	341	17	rates	rate	NOUN
fuen-515	341	18	forecasting	forecast	VERB
fuen-515	341	19	with	with	ADP
fuen-515	341	20	convolutional	convolutional	ADJ
fuen-515	341	21	neural	neural	ADJ
fuen-515	341	22	network	network	NOUN
fuen-515	341	23	,	,	PUNCT
fuen-515	341	24	"	"	PUNCT
fuen-515	341	25	neural	neural	ADJ
fuen-515	341	26	processing	processing	NOUN
fuen-515	341	27	letters	letter	NOUN
fuen-515	341	28	,	,	PUNCT
fuen-515	341	29	vol	vol	NOUN
fuen-515	341	30	.	.	PROPN
fuen-515	341	31	46	46	NUM
fuen-515	341	32	,	,	PUNCT
fuen-515	341	33	pp	pp	ADJ
fuen-515	341	34	.	.	PUNCT
fuen-515	341	35	1095	1095	NUM
fuen-515	341	36	-	-	SYM
fuen-515	341	37	1119	1119	NUM
fuen-515	341	38	,	,	PUNCT
fuen-515	341	39	2017	2017	NUM
fuen-515	341	40	.	.	PUNCT
fuen-515	342	1	[	[	X
fuen-515	342	2	16	16	NUM
fuen-515	342	3	]	]	PUNCT
fuen-515	342	4	j.	j.	PROPN
fuen-515	342	5	zhang	zhang	PROPN
fuen-515	342	6	,	,	PUNCT
fuen-515	342	7	l.	l.	PROPN
fuen-515	342	8	xing	xing	PROPN
fuen-515	342	9	,	,	PUNCT
fuen-515	342	10	z.	z.	PROPN
fuen-515	342	11	tan	tan	PROPN
fuen-515	342	12	,	,	PUNCT
fuen-515	342	13	h.	h.	PROPN
fuen-515	342	14	wang	wang	PROPN
fuen-515	342	15	,	,	PUNCT
fuen-515	342	16	and	and	CCONJ
fuen-515	342	17	k.	k.	PROPN
fuen-515	342	18	wang	wang	PROPN
fuen-515	342	19	,	,	PUNCT
fuen-515	342	20	"	"	PUNCT
fuen-515	342	21	multihead	multihead	NOUN
fuen-515	342	22	attention	attention	NOUN
fuen-515	342	23	fusion	fusion	NOUN
fuen-515	342	24	networks	network	NOUN
fuen-515	342	25	for	for	ADP
fuen-515	342	26	multi	multi	ADJ
fuen-515	342	27	-	-	ADJ
fuen-515	342	28	modal	modal	ADJ
fuen-515	342	29	speech	speech	NOUN
fuen-515	342	30	emotion	emotion	NOUN
fuen-515	342	31	recognition	recognition	NOUN
fuen-515	342	32	,	,	PUNCT
fuen-515	342	33	"	"	PUNCT
fuen-515	342	34	computers	computer	NOUN
fuen-515	342	35	&	&	CCONJ
fuen-515	342	36	industrial	industrial	ADJ
fuen-515	342	37	engineering	engineering	NOUN
fuen-515	342	38	,	,	PUNCT
fuen-515	342	39	vol	vol	NOUN
fuen-515	342	40	.	.	PROPN
fuen-515	342	41	168	168	NUM
fuen-515	342	42	,	,	PUNCT
fuen-515	342	43	p.	p.	NOUN
fuen-515	342	44	108078	108078	NUM
fuen-515	342	45	,	,	PUNCT
fuen-515	342	46	2022	2022	NUM
fuen-515	342	47	.	.	PUNCT
fuen-515	343	1	[	[	X
fuen-515	343	2	17	17	NUM
fuen-515	343	3	]	]	PUNCT
fuen-515	343	4	x.	x.	PROPN
fuen-515	343	5	ma	ma	PROPN
fuen-515	343	6	,	,	PUNCT
fuen-515	343	7	z.	z.	PROPN
fuen-515	343	8	dai	dai	PROPN
fuen-515	343	9	,	,	PUNCT
fuen-515	343	10	z.	z.	PROPN
fuen-515	343	11	he	he	PRON
fuen-515	343	12	,	,	PUNCT
fuen-515	343	13	j.	j.	PROPN
fuen-515	343	14	ma	ma	PROPN
fuen-515	343	15	,	,	PUNCT
fuen-515	343	16	y.	y.	PROPN
fuen-515	343	17	wang	wang	PROPN
fuen-515	343	18	,	,	PUNCT
fuen-515	343	19	and	and	CCONJ
fuen-515	343	20	y.	y.	PROPN
fuen-515	343	21	wang	wang	PROPN
fuen-515	343	22	,	,	PUNCT
fuen-515	343	23	"	"	PUNCT
fuen-515	343	24	learning	learn	VERB
fuen-515	343	25	traffic	traffic	NOUN
fuen-515	343	26	as	as	ADP
fuen-515	343	27	images	image	NOUN
fuen-515	343	28	:	:	PUNCT
fuen-515	343	29	a	a	DET
fuen-515	343	30	deep	deep	ADJ
fuen-515	343	31	convolutional	convolutional	ADJ
fuen-515	343	32	neural	neural	ADJ
fuen-515	343	33	network	network	NOUN
fuen-515	343	34	for	for	ADP
fuen-515	343	35	large	large	ADJ
fuen-515	343	36	-	-	PUNCT
fuen-515	343	37	scale	scale	NOUN
fuen-515	343	38	transportation	transportation	NOUN
fuen-515	343	39	network	network	NOUN
fuen-515	343	40	speed	speed	NOUN
fuen-515	343	41	prediction	prediction	NOUN
fuen-515	343	42	,	,	PUNCT
fuen-515	343	43	"	"	PUNCT
fuen-515	343	44	sensors	sensor	NOUN
fuen-515	343	45	,	,	PUNCT
fuen-515	343	46	vol	vol	NOUN
fuen-515	343	47	.	.	PROPN
fuen-515	343	48	17	17	NUM
fuen-515	343	49	,	,	PUNCT
fuen-515	343	50	no	no	INTJ
fuen-515	343	51	.	.	NOUN
fuen-515	343	52	4	4	NUM
fuen-515	343	53	,	,	PUNCT
fuen-515	343	54	p.	p.	NOUN
fuen-515	343	55	818	818	NUM
fuen-515	343	56	,	,	PUNCT
fuen-515	343	57	2017	2017	NUM
fuen-515	343	58	.	.	PUNCT
fuen-515	344	1	[	[	X
fuen-515	344	2	18	18	NUM
fuen-515	344	3	]	]	PUNCT
fuen-515	344	4	z.	z.	PROPN
fuen-515	344	5	cen	cen	PROPN
fuen-515	344	6	and	and	CCONJ
fuen-515	344	7	j.	j.	PROPN
fuen-515	344	8	wang	wang	PROPN
fuen-515	344	9	,	,	PUNCT
fuen-515	344	10	"	"	PUNCT
fuen-515	344	11	crude	crude	ADJ
fuen-515	344	12	oil	oil	NOUN
fuen-515	344	13	price	price	NOUN
fuen-515	344	14	prediction	prediction	NOUN
fuen-515	344	15	model	model	NOUN
fuen-515	344	16	with	with	ADP
fuen-515	344	17	long	long	ADJ
fuen-515	344	18	short	short	ADJ
fuen-515	344	19	term	term	NOUN
fuen-515	344	20	memory	memory	NOUN
fuen-515	344	21	deep	deep	ADJ
fuen-515	344	22	learning	learning	NOUN
fuen-515	344	23	based	base	VERB
fuen-515	344	24	on	on	ADP
fuen-515	344	25	prior	prior	ADJ
fuen-515	344	26	knowledge	knowledge	NOUN
fuen-515	344	27	data	datum	NOUN
fuen-515	344	28	transfer	transfer	NOUN
fuen-515	344	29	,	,	PUNCT
fuen-515	344	30	"	"	PUNCT
fuen-515	344	31	energy	energy	NOUN
fuen-515	344	32	,	,	PUNCT
fuen-515	344	33	vol	vol	NOUN
fuen-515	344	34	.	.	PROPN
fuen-515	344	35	169	169	NUM
fuen-515	344	36	,	,	PUNCT
fuen-515	344	37	pp	pp	ADJ
fuen-515	344	38	.	.	PUNCT
fuen-515	345	1	160	160	NUM
fuen-515	345	2	-	-	SYM
fuen-515	345	3	171	171	NUM
fuen-515	345	4	,	,	PUNCT
fuen-515	345	5	2019	2019	NUM
fuen-515	345	6	.	.	PUNCT
fuen-515	346	1	[	[	X
fuen-515	346	2	19	19	NUM
fuen-515	346	3	]	]	X
fuen-515	346	4	g.	g.	PROPN
fuen-515	346	5	a.	a.	PROPN
fuen-515	346	6	busari	busari	PROPN
fuen-515	346	7	and	and	CCONJ
fuen-515	346	8	d.	d.	PROPN
fuen-515	346	9	h.	h.	PROPN
fuen-515	346	10	lim	lim	PROPN
fuen-515	346	11	,	,	PUNCT
fuen-515	346	12	"	"	PUNCT
fuen-515	346	13	crude	crude	ADJ
fuen-515	346	14	oil	oil	NOUN
fuen-515	346	15	price	price	NOUN
fuen-515	346	16	prediction	prediction	NOUN
fuen-515	346	17	:	:	PUNCT
fuen-515	346	18	a	a	DET
fuen-515	346	19	comparison	comparison	NOUN
fuen-515	346	20	between	between	ADP
fuen-515	346	21	adaboost	adaboost	ADJ
fuen-515	346	22	-	-	PUNCT
fuen-515	346	23	lstm	lstm	ADJ
fuen-515	346	24	and	and	CCONJ
fuen-515	346	25	adaboost	adaboost	ADJ
fuen-515	346	26	-	-	PUNCT
fuen-515	346	27	gru	gru	NOUN
fuen-515	346	28	for	for	ADP
fuen-515	346	29	improving	improve	VERB
fuen-515	346	30	forecasting	forecasting	NOUN
fuen-515	346	31	performance	performance	NOUN
fuen-515	346	32	,	,	PUNCT
fuen-515	346	33	"	"	PUNCT
fuen-515	346	34	computers	computer	NOUN
fuen-515	346	35	&	&	CCONJ
fuen-515	346	36	chemical	chemical	PROPN
fuen-515	346	37	engineering	engineering	PROPN
fuen-515	346	38	,	,	PUNCT
fuen-515	346	39	vol	vol	NOUN
fuen-515	346	40	.	.	PROPN
fuen-515	346	41	155	155	NUM
fuen-515	346	42	,	,	PUNCT
fuen-515	346	43	p.	p.	NOUN
fuen-515	346	44	107513	107513	NUM
fuen-515	346	45	,	,	PUNCT
fuen-515	346	46	2021	2021	NUM
fuen-515	346	47	.	.	PUNCT
fuen-515	347	1	[	[	X
fuen-515	347	2	20	20	NUM
fuen-515	347	3	]	]	X
fuen-515	347	4	y.	y.	PROPN
fuen-515	347	5	hu	hu	PROPN
fuen-515	347	6	,	,	PUNCT
fuen-515	347	7	j.	j.	PROPN
fuen-515	347	8	ni	ni	PROPN
fuen-515	347	9	,	,	PUNCT
fuen-515	347	10	and	and	CCONJ
fuen-515	347	11	l.	l.	PROPN
fuen-515	347	12	wen	wen	PROPN
fuen-515	347	13	,	,	PUNCT
fuen-515	347	14	"	"	PUNCT
fuen-515	347	15	a	a	DET
fuen-515	347	16	hybrid	hybrid	ADJ
fuen-515	347	17	deep	deep	ADJ
fuen-515	347	18	learning	learning	NOUN
fuen-515	347	19	approach	approach	NOUN
fuen-515	347	20	by	by	ADP
fuen-515	347	21	integrating	integrate	VERB
fuen-515	347	22	lstm	lstm	PROPN
fuen-515	347	23	-	-	PUNCT
fuen-515	347	24	ann	ann	PROPN
fuen-515	347	25	networks	network	NOUN
fuen-515	347	26	with	with	ADP
fuen-515	347	27	garch	garch	NOUN
fuen-515	347	28	model	model	NOUN
fuen-515	347	29	for	for	ADP
fuen-515	347	30	copper	copper	NOUN
fuen-515	347	31	price	price	NOUN
fuen-515	347	32	volatility	volatility	NOUN
fuen-515	347	33	prediction	prediction	NOUN
fuen-515	347	34	,	,	PUNCT
fuen-515	347	35	"	"	PUNCT
fuen-515	347	36	physica	physica	NOUN
fuen-515	347	37	a	a	DET
fuen-515	347	38	:	:	PUNCT
fuen-515	347	39	statistical	statistical	ADJ
fuen-515	347	40	mechanics	mechanic	NOUN
fuen-515	347	41	and	and	CCONJ
fuen-515	347	42	its	its	PRON
fuen-515	347	43	applications	application	NOUN
fuen-515	347	44	,	,	PUNCT
fuen-515	347	45	vol	vol	NOUN
fuen-515	347	46	.	.	PROPN
fuen-515	347	47	557	557	NUM
fuen-515	347	48	,	,	PUNCT
fuen-515	347	49	p.	p.	NOUN
fuen-515	347	50	124907	124907	NUM
fuen-515	347	51	,	,	PUNCT
fuen-515	347	52	2020	2020	NUM
fuen-515	347	53	.	.	PUNCT
fuen-515	348	1	[	[	X
fuen-515	348	2	21	21	NUM
fuen-515	348	3	]	]	PUNCT
fuen-515	348	4	z.	z.	PROPN
fuen-515	348	5	zhang	zhang	PROPN
fuen-515	348	6	,	,	PUNCT
fuen-515	348	7	m.	m.	NOUN
fuen-515	348	8	he	he	PRON
fuen-515	348	9	,	,	PUNCT
fuen-515	348	10	y.	y.	PROPN
fuen-515	348	11	zhang	zhang	PROPN
fuen-515	348	12	,	,	PUNCT
fuen-515	348	13	and	and	CCONJ
fuen-515	348	14	y.	y.	PROPN
fuen-515	348	15	wang	wang	PROPN
fuen-515	348	16	,	,	PUNCT
fuen-515	348	17	"	"	PUNCT
fuen-515	348	18	geopolitical	geopolitical	ADJ
fuen-515	348	19	risk	risk	NOUN
fuen-515	348	20	trends	trend	NOUN
fuen-515	348	21	and	and	CCONJ
fuen-515	348	22	crude	crude	ADJ
fuen-515	348	23	oil	oil	NOUN
fuen-515	348	24	price	price	NOUN
fuen-515	348	25	predictability	predictability	NOUN
fuen-515	348	26	,	,	PUNCT
fuen-515	348	27	"	"	PUNCT
fuen-515	348	28	energy	energy	NOUN
fuen-515	348	29	,	,	PUNCT
fuen-515	348	30	vol	vol	NOUN
fuen-515	348	31	.	.	NOUN
fuen-515	348	32	258	258	NUM
fuen-515	348	33	,	,	PUNCT
fuen-515	348	34	p.	p.	NOUN
fuen-515	348	35	124824	124824	NUM
fuen-515	348	36	,	,	PUNCT
fuen-515	348	37	2022	2022	NUM
fuen-515	348	38	.	.	PUNCT
fuen-515	349	1	[	[	X
fuen-515	349	2	22	22	NUM
fuen-515	349	3	]	]	PUNCT
fuen-515	349	4	z.	z.	PROPN
fuen-515	349	5	niu	niu	PROPN
fuen-515	349	6	,	,	PUNCT
fuen-515	349	7	y.	y.	PROPN
fuen-515	349	8	liu	liu	PROPN
fuen-515	349	9	,	,	PUNCT
fuen-515	349	10	w.	w.	PROPN
fuen-515	349	11	gao	gao	PROPN
fuen-515	349	12	,	,	PUNCT
fuen-515	349	13	and	and	CCONJ
fuen-515	349	14	h.	h.	PROPN
fuen-515	349	15	zhang	zhang	PROPN
fuen-515	349	16	,	,	PUNCT
fuen-515	349	17	"	"	PUNCT
fuen-515	349	18	the	the	DET
fuen-515	349	19	role	role	NOUN
fuen-515	349	20	of	of	ADP
fuen-515	349	21	coronavirus	coronavirus	NOUN
fuen-515	349	22	news	news	NOUN
fuen-515	349	23	in	in	ADP
fuen-515	349	24	the	the	DET
fuen-515	349	25	volatility	volatility	NOUN
fuen-515	349	26	forecasting	forecasting	NOUN
fuen-515	349	27	of	of	ADP
fuen-515	349	28	crude	crude	ADJ
fuen-515	349	29	oil	oil	NOUN
fuen-515	349	30	futures	future	NOUN
fuen-515	349	31	markets	market	NOUN
fuen-515	349	32	:	:	PUNCT
fuen-515	349	33	evidence	evidence	NOUN
fuen-515	349	34	from	from	ADP
fuen-515	349	35	china	china	PROPN
fuen-515	349	36	,	,	PUNCT
fuen-515	349	37	"	"	PUNCT
fuen-515	349	38	resources	resource	NOUN
fuen-515	349	39	policy	policy	NOUN
fuen-515	349	40	,	,	PUNCT
fuen-515	349	41	vol	vol	NOUN
fuen-515	349	42	.	.	PROPN
fuen-515	349	43	73	73	NUM
fuen-515	349	44	,	,	PUNCT
fuen-515	349	45	p.	p.	NOUN
fuen-515	349	46	102173	102173	NUM
fuen-515	349	47	,	,	PUNCT
fuen-515	349	48	2021	2021	NUM
fuen-515	349	49	.	.	PUNCT
fuen-515	350	1	[	[	X
fuen-515	350	2	23	23	NUM
fuen-515	350	3	]	]	PUNCT
fuen-515	350	4	c.-h	c.-h	PROPN
fuen-515	350	5	.	.	PUNCT
fuen-515	351	1	hui	hui	PROPN
fuen-515	351	2	,	,	PUNCT
fuen-515	351	3	c.-f	c.-f	NOUN
fuen-515	351	4	.	.	PUNCT
fuen-515	352	1	lo	lo	PROPN
fuen-515	352	2	,	,	PUNCT
fuen-515	352	3	c.-h	c.-h	PROPN
fuen-515	352	4	.	.	PUNCT
fuen-515	353	1	cheung	cheung	PROPN
fuen-515	353	2	,	,	PUNCT
fuen-515	353	3	and	and	CCONJ
fuen-515	353	4	a.	a.	PROPN
fuen-515	353	5	wong	wong	PROPN
fuen-515	353	6	,	,	PUNCT
fuen-515	353	7	"	"	PUNCT
fuen-515	353	8	crude	crude	ADJ
fuen-515	353	9	oil	oil	NOUN
fuen-515	353	10	price	price	NOUN
fuen-515	353	11	dynamics	dynamic	NOUN
fuen-515	353	12	with	with	ADP
fuen-515	353	13	crash	crash	NOUN
fuen-515	353	14	risk	risk	NOUN
fuen-515	353	15	under	under	ADP
fuen-515	353	16	fundamental	fundamental	ADJ
fuen-515	353	17	shocks	shock	NOUN
fuen-515	353	18	,	,	PUNCT
fuen-515	353	19	"	"	PUNCT
fuen-515	353	20	the	the	DET
fuen-515	353	21	north	north	ADJ
fuen-515	353	22	american	american	ADJ
fuen-515	353	23	journal	journal	PROPN
fuen-515	353	24	of	of	ADP
fuen-515	353	25	economics	economic	NOUN
fuen-515	353	26	and	and	CCONJ
fuen-515	353	27	finance	finance	NOUN
fuen-515	353	28	,	,	PUNCT
fuen-515	353	29	vol	vol	NOUN
fuen-515	353	30	.	.	PROPN
fuen-515	353	31	54	54	NUM
fuen-515	353	32	,	,	PUNCT
fuen-515	353	33	p.	p.	NOUN
fuen-515	353	34	101238	101238	NUM
fuen-515	353	35	,	,	PUNCT
fuen-515	353	36	2020	2020	NUM
fuen-515	353	37	.	.	PUNCT
fuen-515	354	1	[	[	X
fuen-515	354	2	24	24	NUM
fuen-515	354	3	]	]	X
fuen-515	354	4	y.	y.	PROPN
fuen-515	354	5	bai	bai	PROPN
fuen-515	354	6	,	,	PUNCT
fuen-515	354	7	x.	x.	PROPN
fuen-515	354	8	li	li	PROPN
fuen-515	354	9	,	,	PUNCT
fuen-515	354	10	h.	h.	PROPN
fuen-515	354	11	yu	yu	PROPN
fuen-515	354	12	,	,	PUNCT
fuen-515	354	13	and	and	CCONJ
fuen-515	354	14	s.	s.	PROPN
fuen-515	354	15	jia	jia	PROPN
fuen-515	354	16	,	,	PUNCT
fuen-515	354	17	"	"	PUNCT
fuen-515	354	18	crude	crude	ADJ
fuen-515	354	19	oil	oil	NOUN
fuen-515	354	20	price	price	NOUN
fuen-515	354	21	forecasting	forecasting	NOUN
fuen-515	354	22	incorporating	incorporate	VERB
fuen-515	354	23	news	news	NOUN
fuen-515	354	24	text	text	NOUN
fuen-515	354	25	,	,	PUNCT
fuen-515	354	26	"	"	PUNCT
fuen-515	354	27	international	international	ADJ
fuen-515	354	28	journal	journal	NOUN
fuen-515	354	29	of	of	ADP
fuen-515	354	30	forecasting	forecasting	NOUN
fuen-515	354	31	,	,	PUNCT
fuen-515	354	32	vol	vol	NOUN
fuen-515	354	33	.	.	PROPN
fuen-515	355	1	38	38	NUM
fuen-515	355	2	,	,	PUNCT
fuen-515	355	3	no	no	INTJ
fuen-515	355	4	.	.	NOUN
fuen-515	355	5	1	1	NUM
fuen-515	355	6	,	,	PUNCT
fuen-515	355	7	pp	pp	ADJ
fuen-515	355	8	.	.	PUNCT
fuen-515	356	1	367	367	NUM
fuen-515	356	2	-	-	SYM
fuen-515	356	3	383	383	NUM
fuen-515	356	4	,	,	PUNCT
fuen-515	356	5	2022	2022	NUM
fuen-515	356	6	.	.	PUNCT
fuen-515	357	1	[	[	X
fuen-515	357	2	25	25	NUM
fuen-515	357	3	]	]	PUNCT
fuen-515	357	4	a.	a.	NOUN
fuen-515	357	5	l.	l.	PROPN
fuen-515	357	6	zahouani	zahouani	PROPN
fuen-515	357	7	and	and	CCONJ
fuen-515	357	8	h.	h.	PROPN
fuen-515	357	9	boubaker	boubaker	PROPN
fuen-515	357	10	,	,	PUNCT
fuen-515	357	11	"	"	PUNCT
fuen-515	357	12	forecasting	forecast	VERB
fuen-515	357	13	crude	crude	ADJ
fuen-515	357	14	oil	oil	NOUN
fuen-515	357	15	price	price	NOUN
fuen-515	357	16	with	with	ADP
fuen-515	357	17	hybrid	hybrid	ADJ
fuen-515	357	18	approaches	approach	NOUN
fuen-515	357	19	,	,	PUNCT
fuen-515	357	20	"	"	PUNCT
fuen-515	357	21	rev	rev	PROPN
fuen-515	357	22	.	.	PROPN
fuen-515	357	23	econ	econ	PROPN
fuen-515	357	24	.	.	PUNCT
fuen-515	358	1	financ	financ	PROPN
fuen-515	358	2	.	.	PUNCT
fuen-515	358	3	,	,	PUNCT
fuen-515	358	4	vol	vol	NOUN
fuen-515	358	5	.	.	PROPN
fuen-515	358	6	21	21	NUM
fuen-515	358	7	,	,	PUNCT
fuen-515	358	8	pp	pp	ADJ
fuen-515	358	9	.	.	PUNCT
fuen-515	359	1	564	564	NUM
fuen-515	359	2	-	-	SYM
fuen-515	359	3	576	576	NUM
fuen-515	359	4	,	,	PUNCT
fuen-515	359	5	2023	2023	NUM
fuen-515	359	6	.	.	PUNCT
fuen-515	360	1	this	this	DET
fuen-515	360	2	article	article	NOUN
fuen-515	360	3	is	be	AUX
fuen-515	360	4	an	an	DET
fuen-515	360	5	open	open	ADJ
fuen-515	360	6	-	-	PUNCT
fuen-515	360	7	access	access	NOUN
fuen-515	360	8	article	article	NOUN
fuen-515	360	9	distributed	distribute	VERB
fuen-515	360	10	under	under	ADP
fuen-515	360	11	the	the	DET
fuen-515	360	12	terms	term	NOUN
fuen-515	360	13	and	and	CCONJ
fuen-515	360	14	conditions	condition	NOUN
fuen-515	360	15	of	of	ADP
fuen-515	360	16	the	the	DET
fuen-515	360	17	creative	creative	ADJ
fuen-515	360	18	commons	common	NOUN
fuen-515	360	19	attribution	attribution	NOUN
fuen-515	360	20	(	(	PUNCT
fuen-515	360	21	cc	cc	NOUN
fuen-515	360	22	by	by	ADP
fuen-515	360	23	)	)	PUNCT
fuen-515	360	24	license	license	NOUN
fuen-515	360	25	(	(	PUNCT
fuen-515	360	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
fuen-515	360	27	)	)	PUNCT
fuen-515	360	28	.	.	PUNCT
fuen-515	361	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN