id	sid	tid	token	lemma	pos
aiti-14456	1	1	advances	advance	NOUN
aiti-14456	1	2	in	in	ADP
aiti-14456	1	3	technology	technology	NOUN
aiti-14456	1	4	innovation	innovation	NOUN
aiti-14456	1	5	,	,	PUNCT
aiti-14456	1	6	vol	vol	NOUN
aiti-14456	1	7	.	.	PROPN
aiti-14456	2	1	10	10	NUM
aiti-14456	2	2	,	,	PUNCT
aiti-14456	2	3	no	no	INTJ
aiti-14456	2	4	.	.	NOUN
aiti-14456	2	5	3	3	NUM
aiti-14456	2	6	,	,	PUNCT
aiti-14456	2	7	2025	2025	NUM
aiti-14456	2	8	,	,	PUNCT
aiti-14456	2	9	pp	pp	ADV
aiti-14456	2	10	.	.	PUNCT
aiti-14456	3	1	296	296	NUM
aiti-14456	3	2	-	-	SYM
aiti-14456	3	3	308	308	NUM
aiti-14456	3	4	modeling	modeling	NOUN
aiti-14456	3	5	the	the	DET
aiti-14456	3	6	daily	daily	ADJ
aiti-14456	3	7	average	average	ADJ
aiti-14456	3	8	temperature	temperature	NOUN
aiti-14456	3	9	data	datum	NOUN
aiti-14456	3	10	using	use	VERB
aiti-14456	3	11	stochastic	stochastic	ADJ
aiti-14456	3	12	process	process	NOUN
aiti-14456	3	13	and	and	CCONJ
aiti-14456	3	14	neural	neural	ADJ
aiti-14456	3	15	networks	network	NOUN
aiti-14456	3	16	for	for	ADP
aiti-14456	3	17	weather	weather	NOUN
aiti-14456	3	18	derivatives	derivative	NOUN
aiti-14456	3	19	kanyarat	kanyarat	PROPN
aiti-14456	3	20	thitiwatthanakan1	thitiwatthanakan1	PROPN
aiti-14456	3	21	,	,	PUNCT
aiti-14456	3	22	manad	manad	PROPN
aiti-14456	3	23	khamkong2	khamkong2	PROPN
aiti-14456	3	24	,	,	PUNCT
aiti-14456	3	25	*	*	PUNCT
aiti-14456	3	26	,	,	PUNCT
aiti-14456	3	27	ravi	ravi	PROPN
aiti-14456	3	28	lonkani3	lonkani3	PROPN
aiti-14456	3	29	,	,	PUNCT
aiti-14456	3	30	thanasak	thanasak	PROPN
aiti-14456	3	31	mouktonglang4	mouktonglang4	PROPN
aiti-14456	3	32	1ph.d	1ph.d	PROPN
aiti-14456	3	33	.	.	PUNCT
aiti-14456	3	34	program	program	NOUN
aiti-14456	3	35	in	in	ADP
aiti-14456	3	36	applied	applied	ADJ
aiti-14456	3	37	statistics	statistic	NOUN
aiti-14456	3	38	,	,	PUNCT
aiti-14456	3	39	department	department	NOUN
aiti-14456	3	40	of	of	ADP
aiti-14456	3	41	statistics	statistic	NOUN
aiti-14456	3	42	,	,	PUNCT
aiti-14456	3	43	faculty	faculty	NOUN
aiti-14456	3	44	of	of	ADP
aiti-14456	3	45	science	science	NOUN
aiti-14456	3	46	,	,	PUNCT
aiti-14456	3	47	chiang	chiang	PROPN
aiti-14456	3	48	mai	mai	PROPN
aiti-14456	3	49	university	university	PROPN
aiti-14456	3	50	,	,	PUNCT
aiti-14456	3	51	chiang	chiang	PROPN
aiti-14456	3	52	mai	mai	PROPN
aiti-14456	3	53	,	,	PUNCT
aiti-14456	3	54	thailand	thailand	PROPN
aiti-14456	4	1	2department	2department	NUM
aiti-14456	4	2	of	of	ADP
aiti-14456	4	3	statistics	statistic	NOUN
aiti-14456	4	4	,	,	PUNCT
aiti-14456	4	5	faculty	faculty	NOUN
aiti-14456	4	6	of	of	ADP
aiti-14456	4	7	science	science	NOUN
aiti-14456	4	8	,	,	PUNCT
aiti-14456	4	9	chiang	chiang	PROPN
aiti-14456	4	10	mai	mai	PROPN
aiti-14456	4	11	university	university	PROPN
aiti-14456	4	12	,	,	PUNCT
aiti-14456	4	13	chiang	chiang	PROPN
aiti-14456	4	14	mai	mai	PROPN
aiti-14456	4	15	,	,	PUNCT
aiti-14456	4	16	thailand	thailand	PROPN
aiti-14456	4	17	3department	3department	NUM
aiti-14456	4	18	of	of	ADP
aiti-14456	4	19	finance	finance	NOUN
aiti-14456	4	20	,	,	PUNCT
aiti-14456	4	21	faculty	faculty	NOUN
aiti-14456	4	22	of	of	ADP
aiti-14456	4	23	business	business	PROPN
aiti-14456	4	24	administration	administration	PROPN
aiti-14456	4	25	,	,	PUNCT
aiti-14456	4	26	chiang	chiang	PROPN
aiti-14456	4	27	mai	mai	PROPN
aiti-14456	4	28	university	university	PROPN
aiti-14456	4	29	,	,	PUNCT
aiti-14456	4	30	chiang	chiang	PROPN
aiti-14456	4	31	mai	mai	PROPN
aiti-14456	4	32	,	,	PUNCT
aiti-14456	4	33	thailand	thailand	PROPN
aiti-14456	4	34	4department	4department	NUM
aiti-14456	4	35	of	of	ADP
aiti-14456	4	36	mathematics	mathematic	NOUN
aiti-14456	4	37	,	,	PUNCT
aiti-14456	4	38	faculty	faculty	NOUN
aiti-14456	4	39	of	of	ADP
aiti-14456	4	40	science	science	NOUN
aiti-14456	4	41	,	,	PUNCT
aiti-14456	4	42	chiang	chiang	PROPN
aiti-14456	4	43	mai	mai	PROPN
aiti-14456	4	44	university	university	PROPN
aiti-14456	4	45	,	,	PUNCT
aiti-14456	4	46	chiang	chiang	PROPN
aiti-14456	4	47	mai	mai	PROPN
aiti-14456	4	48	,	,	PUNCT
aiti-14456	4	49	thailand	thailand	PROPN
aiti-14456	4	50	received	receive	VERB
aiti-14456	4	51	31	31	NUM
aiti-14456	4	52	october	october	PROPN
aiti-14456	4	53	2024	2024	NUM
aiti-14456	4	54	;	;	PUNCT
aiti-14456	4	55	received	receive	VERB
aiti-14456	4	56	in	in	ADP
aiti-14456	4	57	revised	revise	VERB
aiti-14456	4	58	form	form	NOUN
aiti-14456	4	59	22	22	NUM
aiti-14456	4	60	march	march	NOUN
aiti-14456	4	61	2025	2025	NUM
aiti-14456	4	62	;	;	PUNCT
aiti-14456	4	63	accepted	accept	VERB
aiti-14456	4	64	24	24	NUM
aiti-14456	4	65	march	march	NOUN
aiti-14456	4	66	2025	2025	NUM
aiti-14456	4	67	doi	doi	NOUN
aiti-14456	4	68	:	:	PUNCT
aiti-14456	4	69	https://doi.org/10.46604/aiti.2024.14456	https://doi.org/10.46604/aiti.2024.14456	PROPN
aiti-14456	4	70	abstract	abstract	ADJ
aiti-14456	4	71	weather	weather	NOUN
aiti-14456	4	72	derivatives	derivative	NOUN
aiti-14456	4	73	are	be	AUX
aiti-14456	4	74	financial	financial	ADJ
aiti-14456	4	75	instruments	instrument	NOUN
aiti-14456	4	76	influenced	influence	VERB
aiti-14456	4	77	by	by	ADP
aiti-14456	4	78	temperature	temperature	NOUN
aiti-14456	4	79	fluctuations	fluctuation	NOUN
aiti-14456	4	80	,	,	PUNCT
aiti-14456	4	81	impacting	impact	VERB
aiti-14456	4	82	industries	industry	NOUN
aiti-14456	4	83	such	such	ADJ
aiti-14456	4	84	as	as	ADP
aiti-14456	4	85	agriculture	agriculture	NOUN
aiti-14456	4	86	,	,	PUNCT
aiti-14456	4	87	tourism	tourism	NOUN
aiti-14456	4	88	,	,	PUNCT
aiti-14456	4	89	and	and	CCONJ
aiti-14456	4	90	energy	energy	NOUN
aiti-14456	4	91	.	.	PUNCT
aiti-14456	5	1	accurate	accurate	ADJ
aiti-14456	5	2	temperature	temperature	NOUN
aiti-14456	5	3	modeling	modeling	NOUN
aiti-14456	5	4	is	be	AUX
aiti-14456	5	5	essential	essential	ADJ
aiti-14456	5	6	for	for	ADP
aiti-14456	5	7	improving	improve	VERB
aiti-14456	5	8	risk	risk	NOUN
aiti-14456	5	9	assessment	assessment	NOUN
aiti-14456	5	10	and	and	CCONJ
aiti-14456	5	11	hedging	hedging	NOUN
aiti-14456	5	12	strategies	strategy	NOUN
aiti-14456	5	13	.	.	PUNCT
aiti-14456	6	1	this	this	DET
aiti-14456	6	2	study	study	NOUN
aiti-14456	6	3	evaluates	evaluate	VERB
aiti-14456	6	4	the	the	DET
aiti-14456	6	5	effectiveness	effectiveness	NOUN
aiti-14456	6	6	of	of	ADP
aiti-14456	6	7	two	two	NUM
aiti-14456	6	8	forecasting	forecast	VERB
aiti-14456	6	9	hybrid	hybrid	ADJ
aiti-14456	6	10	approaches	approach	NOUN
aiti-14456	6	11	:	:	PUNCT
aiti-14456	6	12	the	the	DET
aiti-14456	6	13	fourier	fourier	NOUN
aiti-14456	6	14	ornstein	ornstein	PROPN
aiti-14456	6	15	-	-	PUNCT
aiti-14456	6	16	uhlenbeck	uhlenbeck	PROPN
aiti-14456	6	17	(	(	PUNCT
aiti-14456	6	18	ou	ou	NOUN
aiti-14456	6	19	)	)	PUNCT
aiti-14456	6	20	process	process	NOUN
aiti-14456	6	21	,	,	PUNCT
aiti-14456	6	22	a	a	DET
aiti-14456	6	23	widely	widely	ADV
aiti-14456	6	24	used	use	VERB
aiti-14456	6	25	stochastic	stochastic	ADJ
aiti-14456	6	26	model	model	NOUN
aiti-14456	6	27	,	,	PUNCT
aiti-14456	6	28	and	and	CCONJ
aiti-14456	6	29	the	the	DET
aiti-14456	6	30	fourier	fourier	ADJ
aiti-14456	6	31	-	-	PUNCT
aiti-14456	6	32	elman	elman	NOUN
aiti-14456	6	33	recurrent	recurrent	ADJ
aiti-14456	6	34	neural	neural	ADJ
aiti-14456	6	35	network	network	NOUN
aiti-14456	6	36	(	(	PUNCT
aiti-14456	6	37	ernn	ernn	PROPN
aiti-14456	6	38	)	)	PUNCT
aiti-14456	6	39	,	,	PUNCT
aiti-14456	6	40	a	a	DET
aiti-14456	6	41	hybrid	hybrid	ADJ
aiti-14456	6	42	neural	neural	ADJ
aiti-14456	6	43	network	network	NOUN
aiti-14456	6	44	-	-	PUNCT
aiti-14456	6	45	based	base	VERB
aiti-14456	6	46	model	model	NOUN
aiti-14456	6	47	.	.	PUNCT
aiti-14456	7	1	daily	daily	ADJ
aiti-14456	7	2	temperature	temperature	NOUN
aiti-14456	7	3	data	datum	NOUN
aiti-14456	7	4	from	from	ADP
aiti-14456	7	5	chiang	chiang	PROPN
aiti-14456	7	6	mai	mai	PROPN
aiti-14456	7	7	,	,	PUNCT
aiti-14456	7	8	thailand	thailand	PROPN
aiti-14456	7	9	,	,	PUNCT
aiti-14456	7	10	spanning	span	VERB
aiti-14456	7	11	january	january	PROPN
aiti-14456	7	12	2005	2005	NUM
aiti-14456	7	13	to	to	ADP
aiti-14456	7	14	december	december	PROPN
aiti-14456	7	15	2021	2021	NUM
aiti-14456	7	16	,	,	PUNCT
aiti-14456	7	17	were	be	AUX
aiti-14456	7	18	analyzed	analyze	VERB
aiti-14456	7	19	.	.	PUNCT
aiti-14456	8	1	the	the	DET
aiti-14456	8	2	predictive	predictive	ADJ
aiti-14456	8	3	performance	performance	NOUN
aiti-14456	8	4	of	of	ADP
aiti-14456	8	5	each	each	DET
aiti-14456	8	6	model	model	NOUN
aiti-14456	8	7	was	be	AUX
aiti-14456	8	8	assessed	assess	VERB
aiti-14456	8	9	using	use	VERB
aiti-14456	8	10	root	root	NOUN
aiti-14456	8	11	mean	mean	ADJ
aiti-14456	8	12	square	square	ADJ
aiti-14456	8	13	error	error	NOUN
aiti-14456	8	14	(	(	PUNCT
aiti-14456	8	15	rmse	rmse	NOUN
aiti-14456	8	16	)	)	PUNCT
aiti-14456	8	17	.	.	PUNCT
aiti-14456	9	1	the	the	DET
aiti-14456	9	2	results	result	NOUN
aiti-14456	9	3	indicate	indicate	VERB
aiti-14456	9	4	the	the	DET
aiti-14456	9	5	fourier	fourier	ADJ
aiti-14456	9	6	ernn	ernn	NOUN
aiti-14456	9	7	model	model	NOUN
aiti-14456	9	8	(	(	PUNCT
aiti-14456	9	9	rmse	rmse	NOUN
aiti-14456	9	10	=	=	NOUN
aiti-14456	9	11	0.106	0.106	NUM
aiti-14456	9	12	)	)	PUNCT
aiti-14456	9	13	significantly	significantly	ADV
aiti-14456	9	14	outperforms	outperform	VERB
aiti-14456	9	15	the	the	DET
aiti-14456	9	16	fourier	fourier	NOUN
aiti-14456	9	17	ou	ou	NOUN
aiti-14456	9	18	process	process	NOUN
aiti-14456	9	19	(	(	PUNCT
aiti-14456	9	20	rmse	rmse	NOUN
aiti-14456	9	21	=	=	SYM
aiti-14456	9	22	2.299	2.299	NUM
aiti-14456	9	23	)	)	PUNCT
aiti-14456	9	24	,	,	PUNCT
aiti-14456	9	25	demonstrating	demonstrate	VERB
aiti-14456	9	26	superior	superior	ADJ
aiti-14456	9	27	accuracy	accuracy	NOUN
aiti-14456	9	28	in	in	ADP
aiti-14456	9	29	capturing	capture	VERB
aiti-14456	9	30	both	both	CCONJ
aiti-14456	9	31	seasonal	seasonal	ADJ
aiti-14456	9	32	and	and	CCONJ
aiti-14456	9	33	stochastic	stochastic	ADJ
aiti-14456	9	34	variations	variation	NOUN
aiti-14456	9	35	in	in	ADP
aiti-14456	9	36	temperature	temperature	NOUN
aiti-14456	9	37	dynamics	dynamic	NOUN
aiti-14456	9	38	.	.	PUNCT
aiti-14456	10	1	thus	thus	ADV
aiti-14456	10	2	,	,	PUNCT
aiti-14456	10	3	deep	deep	ADJ
aiti-14456	10	4	learning	learning	NOUN
aiti-14456	10	5	-	-	PUNCT
aiti-14456	10	6	based	base	VERB
aiti-14456	10	7	hybrid	hybrid	NOUN
aiti-14456	10	8	models	model	NOUN
aiti-14456	10	9	provide	provide	VERB
aiti-14456	10	10	a	a	DET
aiti-14456	10	11	more	more	ADV
aiti-14456	10	12	effective	effective	ADJ
aiti-14456	10	13	framework	framework	NOUN
aiti-14456	10	14	for	for	ADP
aiti-14456	10	15	temperature	temperature	NOUN
aiti-14456	10	16	forecasting	forecasting	NOUN
aiti-14456	10	17	.	.	PUNCT
aiti-14456	11	1	the	the	DET
aiti-14456	11	2	proposed	propose	VERB
aiti-14456	11	3	approach	approach	NOUN
aiti-14456	11	4	has	have	VERB
aiti-14456	11	5	potential	potential	ADJ
aiti-14456	11	6	applications	application	NOUN
aiti-14456	11	7	in	in	ADP
aiti-14456	11	8	climate	climate	NOUN
aiti-14456	11	9	risk	risk	NOUN
aiti-14456	11	10	management	management	NOUN
aiti-14456	11	11	,	,	PUNCT
aiti-14456	11	12	weather	weather	VERB
aiti-14456	11	13	derivative	derivative	ADJ
aiti-14456	11	14	pricing	pricing	NOUN
aiti-14456	11	15	,	,	PUNCT
aiti-14456	11	16	and	and	CCONJ
aiti-14456	11	17	decision	decision	NOUN
aiti-14456	11	18	-	-	PUNCT
aiti-14456	11	19	making	making	NOUN
aiti-14456	11	20	in	in	ADP
aiti-14456	11	21	climate	climate	NOUN
aiti-14456	11	22	-	-	PUNCT
aiti-14456	11	23	sensitive	sensitive	ADJ
aiti-14456	11	24	sectors	sector	NOUN
aiti-14456	11	25	.	.	PUNCT
aiti-14456	12	1	keywords	keyword	NOUN
aiti-14456	12	2	:	:	PUNCT
aiti-14456	12	3	temperature	temperature	NOUN
aiti-14456	12	4	modelling	modelling	NOUN
aiti-14456	12	5	,	,	PUNCT
aiti-14456	12	6	ornstein	ornstein	PROPN
aiti-14456	12	7	-	-	PUNCT
aiti-14456	12	8	uhlenbeck	uhlenbeck	PROPN
aiti-14456	12	9	process	process	NOUN
aiti-14456	12	10	,	,	PUNCT
aiti-14456	12	11	elman	elman	PROPN
aiti-14456	12	12	recurrent	recurrent	ADJ
aiti-14456	12	13	neural	neural	ADJ
aiti-14456	12	14	network	network	NOUN
aiti-14456	12	15	,	,	PUNCT
aiti-14456	12	16	fourier	fourier	NOUN
aiti-14456	12	17	series	series	NOUN
aiti-14456	12	18	,	,	PUNCT
aiti-14456	12	19	hybrid	hybrid	ADJ
aiti-14456	12	20	model	model	NOUN
aiti-14456	12	21	1	1	NUM
aiti-14456	12	22	.	.	PUNCT
aiti-14456	12	23	introduction	introduction	NOUN
aiti-14456	12	24	the	the	DET
aiti-14456	12	25	modeling	modeling	NOUN
aiti-14456	12	26	of	of	ADP
aiti-14456	12	27	daily	daily	ADJ
aiti-14456	12	28	average	average	ADJ
aiti-14456	12	29	temperature	temperature	NOUN
aiti-14456	12	30	is	be	AUX
aiti-14456	12	31	recognized	recognize	VERB
aiti-14456	12	32	as	as	ADP
aiti-14456	12	33	a	a	DET
aiti-14456	12	34	crucial	crucial	ADJ
aiti-14456	12	35	element	element	NOUN
aiti-14456	12	36	in	in	ADP
aiti-14456	12	37	understanding	understanding	NOUN
aiti-14456	12	38	and	and	CCONJ
aiti-14456	12	39	forecasting	forecasting	NOUN
aiti-14456	12	40	weather	weather	NOUN
aiti-14456	12	41	patterns	pattern	NOUN
aiti-14456	12	42	across	across	ADP
aiti-14456	12	43	various	various	ADJ
aiti-14456	12	44	regions	region	NOUN
aiti-14456	12	45	.	.	PUNCT
aiti-14456	13	1	in	in	ADP
aiti-14456	13	2	chiang	chiang	PROPN
aiti-14456	13	3	mai	mai	PROPN
aiti-14456	13	4	,	,	PUNCT
aiti-14456	13	5	a	a	DET
aiti-14456	13	6	major	major	ADJ
aiti-14456	13	7	city	city	NOUN
aiti-14456	13	8	in	in	ADP
aiti-14456	13	9	northern	northern	ADJ
aiti-14456	13	10	thailand	thailand	PROPN
aiti-14456	13	11	,	,	PUNCT
aiti-14456	13	12	temperature	temperature	NOUN
aiti-14456	13	13	dynamics	dynamic	NOUN
aiti-14456	13	14	have	have	AUX
aiti-14456	13	15	become	become	VERB
aiti-14456	13	16	a	a	DET
aiti-14456	13	17	key	key	ADJ
aiti-14456	13	18	focus	focus	NOUN
aiti-14456	13	19	for	for	ADP
aiti-14456	13	20	study	study	NOUN
aiti-14456	13	21	,	,	PUNCT
aiti-14456	13	22	particularly	particularly	ADV
aiti-14456	13	23	because	because	SCONJ
aiti-14456	13	24	of	of	ADP
aiti-14456	13	25	distinct	distinct	ADJ
aiti-14456	13	26	seasonal	seasonal	ADJ
aiti-14456	13	27	variations	variation	NOUN
aiti-14456	13	28	,	,	PUNCT
aiti-14456	13	29	including	include	VERB
aiti-14456	13	30	hot	hot	ADJ
aiti-14456	13	31	,	,	PUNCT
aiti-14456	13	32	wet	wet	ADJ
aiti-14456	13	33	,	,	PUNCT
aiti-14456	13	34	and	and	CCONJ
aiti-14456	13	35	cool	cool	ADJ
aiti-14456	13	36	seasons	season	NOUN
aiti-14456	13	37	that	that	PRON
aiti-14456	13	38	significantly	significantly	ADV
aiti-14456	13	39	influence	influence	VERB
aiti-14456	13	40	daily	daily	ADJ
aiti-14456	13	41	temperature	temperature	NOUN
aiti-14456	13	42	changes	change	NOUN
aiti-14456	13	43	.	.	PUNCT
aiti-14456	14	1	accurate	accurate	ADJ
aiti-14456	14	2	temperature	temperature	NOUN
aiti-14456	14	3	modeling	modeling	NOUN
aiti-14456	14	4	in	in	ADP
aiti-14456	14	5	chiang	chiang	PROPN
aiti-14456	14	6	mai	mai	PROPN
aiti-14456	14	7	is	be	AUX
aiti-14456	14	8	essential	essential	ADJ
aiti-14456	14	9	not	not	PART
aiti-14456	14	10	only	only	ADV
aiti-14456	14	11	for	for	ADP
aiti-14456	14	12	sectors	sector	NOUN
aiti-14456	14	13	such	such	ADJ
aiti-14456	14	14	as	as	ADP
aiti-14456	14	15	agriculture	agriculture	NOUN
aiti-14456	14	16	,	,	PUNCT
aiti-14456	14	17	tourism	tourism	NOUN
aiti-14456	14	18	,	,	PUNCT
aiti-14456	14	19	and	and	CCONJ
aiti-14456	14	20	urban	urban	ADJ
aiti-14456	14	21	planning	planning	NOUN
aiti-14456	14	22	but	but	CCONJ
aiti-14456	14	23	also	also	ADV
aiti-14456	14	24	for	for	ADP
aiti-14456	14	25	addressing	address	VERB
aiti-14456	14	26	broader	broad	ADJ
aiti-14456	14	27	challenges	challenge	NOUN
aiti-14456	14	28	posed	pose	VERB
aiti-14456	14	29	by	by	ADP
aiti-14456	14	30	climate	climate	NOUN
aiti-14456	14	31	change	change	NOUN
aiti-14456	14	32	and	and	CCONJ
aiti-14456	14	33	for	for	ADP
aiti-14456	14	34	supporting	support	VERB
aiti-14456	14	35	financial	financial	ADJ
aiti-14456	14	36	instruments	instrument	NOUN
aiti-14456	14	37	,	,	PUNCT
aiti-14456	14	38	including	include	VERB
aiti-14456	14	39	weather	weather	NOUN
aiti-14456	14	40	derivatives	derivative	NOUN
aiti-14456	14	41	.	.	PUNCT
aiti-14456	15	1	the	the	DET
aiti-14456	15	2	motivation	motivation	NOUN
aiti-14456	15	3	for	for	ADP
aiti-14456	15	4	this	this	DET
aiti-14456	15	5	study	study	NOUN
aiti-14456	15	6	is	be	AUX
aiti-14456	15	7	derived	derive	VERB
aiti-14456	15	8	from	from	ADP
aiti-14456	15	9	the	the	DET
aiti-14456	15	10	urgent	urgent	ADJ
aiti-14456	15	11	need	need	NOUN
aiti-14456	15	12	for	for	ADP
aiti-14456	15	13	enhanced	enhanced	ADJ
aiti-14456	15	14	temperature	temperature	NOUN
aiti-14456	15	15	forecasting	forecasting	NOUN
aiti-14456	15	16	accuracy	accuracy	NOUN
aiti-14456	15	17	in	in	ADP
aiti-14456	15	18	chiang	chiang	PROPN
aiti-14456	15	19	mai	mai	PROPN
aiti-14456	15	20	amid	amid	ADP
aiti-14456	15	21	evolving	evolve	VERB
aiti-14456	15	22	climate	climate	NOUN
aiti-14456	15	23	conditions	condition	NOUN
aiti-14456	15	24	.	.	PUNCT
aiti-14456	16	1	recent	recent	ADJ
aiti-14456	16	2	studies	study	NOUN
aiti-14456	16	3	have	have	AUX
aiti-14456	16	4	documented	document	VERB
aiti-14456	16	5	significant	significant	ADJ
aiti-14456	16	6	climate	climate	NOUN
aiti-14456	16	7	change	change	NOUN
aiti-14456	16	8	impacts	impact	NOUN
aiti-14456	16	9	in	in	ADP
aiti-14456	16	10	thailand	thailand	PROPN
aiti-14456	16	11	,	,	PUNCT
aiti-14456	16	12	including	include	VERB
aiti-14456	16	13	a	a	DET
aiti-14456	16	14	1.30	1.30	NUM
aiti-14456	16	15	°	°	NOUN
aiti-14456	16	16	c	c	NOUN
aiti-14456	16	17	warming	warming	NOUN
aiti-14456	16	18	from	from	ADP
aiti-14456	16	19	1970	1970	NUM
aiti-14456	16	20	to	to	ADP
aiti-14456	16	21	2017	2017	NUM
aiti-14456	16	22	,	,	PUNCT
aiti-14456	16	23	changes	change	NOUN
aiti-14456	16	24	in	in	ADP
aiti-14456	16	25	rainfall	rainfall	NOUN
aiti-14456	16	26	patterns	pattern	NOUN
aiti-14456	16	27	and	and	CCONJ
aiti-14456	16	28	extreme	extreme	ADJ
aiti-14456	16	29	events	event	NOUN
aiti-14456	16	30	,	,	PUNCT
aiti-14456	16	31	and	and	CCONJ
aiti-14456	16	32	sea	sea	NOUN
aiti-14456	16	33	level	level	NOUN
aiti-14456	16	34	rise	rise	NOUN
aiti-14456	16	35	exceeding	exceed	VERB
aiti-14456	16	36	global	global	ADJ
aiti-14456	16	37	averages	average	NOUN
aiti-14456	16	38	[	[	X
aiti-14456	16	39	1	1	NUM
aiti-14456	16	40	]	]	PUNCT
aiti-14456	16	41	.	.	PUNCT
aiti-14456	17	1	despite	despite	SCONJ
aiti-14456	17	2	the	the	DET
aiti-14456	17	3	availability	availability	NOUN
aiti-14456	17	4	of	of	ADP
aiti-14456	17	5	long	long	ADJ
aiti-14456	17	6	-	-	PUNCT
aiti-14456	17	7	term	term	NOUN
aiti-14456	17	8	hydrometeorological	hydrometeorological	ADJ
aiti-14456	17	9	data	datum	NOUN
aiti-14456	17	10	,	,	PUNCT
aiti-14456	17	11	the	the	DET
aiti-14456	17	12	detection	detection	NOUN
aiti-14456	17	13	of	of	ADP
aiti-14456	17	14	specific	specific	ADJ
aiti-14456	17	15	historical	historical	ADJ
aiti-14456	17	16	changes	change	NOUN
aiti-14456	17	17	due	due	ADJ
aiti-14456	17	18	to	to	ADP
aiti-14456	17	19	climate	climate	NOUN
aiti-14456	17	20	change	change	NOUN
aiti-14456	17	21	has	have	AUX
aiti-14456	17	22	proven	prove	VERB
aiti-14456	17	23	challenging	challenging	ADJ
aiti-14456	17	24	,	,	PUNCT
aiti-14456	17	25	and	and	CCONJ
aiti-14456	17	26	future	future	ADJ
aiti-14456	17	27	projections	projection	NOUN
aiti-14456	17	28	continue	continue	VERB
aiti-14456	17	29	to	to	PART
aiti-14456	17	30	lack	lack	VERB
aiti-14456	17	31	systematic	systematic	ADJ
aiti-14456	17	32	multi	multi	ADJ
aiti-14456	17	33	-	-	ADJ
aiti-14456	17	34	model	model	ADJ
aiti-14456	17	35	assessments	assessment	NOUN
aiti-14456	17	36	[	[	X
aiti-14456	17	37	2	2	NUM
aiti-14456	17	38	]	]	PUNCT
aiti-14456	17	39	.	.	PUNCT
aiti-14456	18	1	*	*	PUNCT
aiti-14456	18	2	corresponding	correspond	VERB
aiti-14456	18	3	author	author	NOUN
aiti-14456	18	4	.	.	PUNCT
aiti-14456	19	1	e	e	X
aiti-14456	19	2	-	-	NOUN
aiti-14456	19	3	mail	mail	NOUN
aiti-14456	19	4	address	address	NOUN
aiti-14456	19	5	:	:	PUNCT
aiti-14456	19	6	manad.k@cmu.ac.th	manad.k@cmu.ac.th	PROPN
aiti-14456	19	7	advances	advance	VERB
aiti-14456	19	8	in	in	ADP
aiti-14456	19	9	technology	technology	NOUN
aiti-14456	19	10	innovation	innovation	NOUN
aiti-14456	19	11	,	,	PUNCT
aiti-14456	19	12	vol	vol	NOUN
aiti-14456	19	13	.	.	PROPN
aiti-14456	20	1	10	10	NUM
aiti-14456	20	2	,	,	PUNCT
aiti-14456	20	3	no	no	INTJ
aiti-14456	20	4	.	.	NOUN
aiti-14456	20	5	3	3	NUM
aiti-14456	20	6	,	,	PUNCT
aiti-14456	20	7	2025	2025	NUM
aiti-14456	20	8	,	,	PUNCT
aiti-14456	20	9	pp	pp	ADV
aiti-14456	20	10	.	.	PUNCT
aiti-14456	21	1	296	296	NUM
aiti-14456	21	2	-	-	SYM
aiti-14456	21	3	308	308	NUM
aiti-14456	21	4	297	297	NUM
aiti-14456	21	5	in	in	ADP
aiti-14456	21	6	northeastern	northeastern	ADJ
aiti-14456	21	7	thailand	thailand	PROPN
aiti-14456	21	8	,	,	PUNCT
aiti-14456	21	9	climate	climate	NOUN
aiti-14456	21	10	change	change	NOUN
aiti-14456	21	11	has	have	AUX
aiti-14456	21	12	been	be	AUX
aiti-14456	21	13	perceived	perceive	VERB
aiti-14456	21	14	over	over	ADP
aiti-14456	21	15	the	the	DET
aiti-14456	21	16	past	past	ADJ
aiti-14456	21	17	20	20	NUM
aiti-14456	21	18	years	year	NOUN
aiti-14456	21	19	by	by	ADP
aiti-14456	21	20	96.9	96.9	NUM
aiti-14456	21	21	%	%	NOUN
aiti-14456	21	22	of	of	ADP
aiti-14456	21	23	farmers	farmer	NOUN
aiti-14456	21	24	,	,	PUNCT
aiti-14456	21	25	leading	lead	VERB
aiti-14456	21	26	to	to	ADP
aiti-14456	21	27	adaptations	adaptation	NOUN
aiti-14456	21	28	such	such	ADJ
aiti-14456	21	29	as	as	ADP
aiti-14456	21	30	the	the	DET
aiti-14456	21	31	purchase	purchase	NOUN
aiti-14456	21	32	of	of	ADP
aiti-14456	21	33	insurance	insurance	NOUN
aiti-14456	21	34	,	,	PUNCT
aiti-14456	21	35	alterations	alteration	NOUN
aiti-14456	21	36	in	in	ADP
aiti-14456	21	37	cropping	crop	VERB
aiti-14456	21	38	patterns	pattern	NOUN
aiti-14456	21	39	,	,	PUNCT
aiti-14456	21	40	and	and	CCONJ
aiti-14456	21	41	engagement	engagement	NOUN
aiti-14456	21	42	in	in	ADP
aiti-14456	21	43	off	off	ADP
aiti-14456	21	44	-	-	PUNCT
aiti-14456	21	45	farm	farm	NOUN
aiti-14456	21	46	activities	activity	NOUN
aiti-14456	21	47	;	;	PUNCT
aiti-14456	21	48	factors	factor	NOUN
aiti-14456	21	49	influencing	influence	VERB
aiti-14456	21	50	these	these	DET
aiti-14456	21	51	adaptations	adaptation	NOUN
aiti-14456	21	52	have	have	AUX
aiti-14456	21	53	been	be	AUX
aiti-14456	21	54	identified	identify	VERB
aiti-14456	21	55	as	as	ADP
aiti-14456	21	56	dependency	dependency	NOUN
aiti-14456	21	57	ratio	ratio	NOUN
aiti-14456	21	58	,	,	PUNCT
aiti-14456	21	59	geographical	geographical	ADJ
aiti-14456	21	60	location	location	NOUN
aiti-14456	21	61	,	,	PUNCT
aiti-14456	21	62	current	current	ADJ
aiti-14456	21	63	occupation	occupation	NOUN
aiti-14456	21	64	,	,	PUNCT
aiti-14456	21	65	climate	climate	NOUN
aiti-14456	21	66	change	change	NOUN
aiti-14456	21	67	knowledge	knowledge	NOUN
aiti-14456	21	68	,	,	PUNCT
aiti-14456	21	69	and	and	CCONJ
aiti-14456	21	70	the	the	DET
aiti-14456	21	71	perceived	perceive	VERB
aiti-14456	21	72	benefits	benefit	NOUN
aiti-14456	21	73	of	of	ADP
aiti-14456	21	74	new	new	ADJ
aiti-14456	21	75	technologies	technology	NOUN
aiti-14456	21	76	[	[	X
aiti-14456	21	77	3	3	NUM
aiti-14456	21	78	]	]	PUNCT
aiti-14456	21	79	.	.	PUNCT
aiti-14456	22	1	these	these	DET
aiti-14456	22	2	findings	finding	NOUN
aiti-14456	22	3	underscore	underscore	VERB
aiti-14456	22	4	the	the	DET
aiti-14456	22	5	necessity	necessity	NOUN
aiti-14456	22	6	for	for	ADP
aiti-14456	22	7	improved	improved	ADJ
aiti-14456	22	8	temperature	temperature	NOUN
aiti-14456	22	9	models	model	NOUN
aiti-14456	22	10	to	to	PART
aiti-14456	22	11	support	support	VERB
aiti-14456	22	12	adaptive	adaptive	ADJ
aiti-14456	22	13	strategies	strategy	NOUN
aiti-14456	22	14	and	and	CCONJ
aiti-14456	22	15	informed	informed	ADJ
aiti-14456	22	16	decision	decision	NOUN
aiti-14456	22	17	-	-	PUNCT
aiti-14456	22	18	making	making	NOUN
aiti-14456	22	19	in	in	ADP
aiti-14456	22	20	sectors	sector	NOUN
aiti-14456	22	21	vulnerable	vulnerable	ADJ
aiti-14456	22	22	to	to	ADP
aiti-14456	22	23	climate	climate	NOUN
aiti-14456	22	24	variability	variability	NOUN
aiti-14456	22	25	.	.	PUNCT
aiti-14456	23	1	temperature	temperature	NOUN
aiti-14456	23	2	modeling	modeling	NOUN
aiti-14456	23	3	also	also	ADV
aiti-14456	23	4	plays	play	VERB
aiti-14456	23	5	a	a	DET
aiti-14456	23	6	significant	significant	ADJ
aiti-14456	23	7	role	role	NOUN
aiti-14456	23	8	in	in	ADP
aiti-14456	23	9	financial	financial	ADJ
aiti-14456	23	10	markets	market	NOUN
aiti-14456	23	11	,	,	PUNCT
aiti-14456	23	12	particularly	particularly	ADV
aiti-14456	23	13	through	through	ADP
aiti-14456	23	14	weather	weather	NOUN
aiti-14456	23	15	derivatives	derivative	NOUN
aiti-14456	23	16	that	that	PRON
aiti-14456	23	17	manage	manage	VERB
aiti-14456	23	18	risks	risk	NOUN
aiti-14456	23	19	associated	associate	VERB
aiti-14456	23	20	with	with	ADP
aiti-14456	23	21	climate	climate	NOUN
aiti-14456	23	22	variations	variation	NOUN
aiti-14456	23	23	.	.	PUNCT
aiti-14456	24	1	the	the	DET
aiti-14456	24	2	value	value	NOUN
aiti-14456	24	3	of	of	ADP
aiti-14456	24	4	these	these	DET
aiti-14456	24	5	contracts	contract	NOUN
aiti-14456	24	6	is	be	AUX
aiti-14456	24	7	derived	derive	VERB
aiti-14456	24	8	from	from	ADP
aiti-14456	24	9	underlying	underlie	VERB
aiti-14456	24	10	weather	weather	NOUN
aiti-14456	24	11	measurements	measurement	NOUN
aiti-14456	24	12	and	and	CCONJ
aiti-14456	24	13	is	be	AUX
aiti-14456	24	14	often	often	ADV
aiti-14456	24	15	based	base	VERB
aiti-14456	24	16	on	on	ADP
aiti-14456	24	17	temperature	temperature	NOUN
aiti-14456	24	18	indices	index	NOUN
aiti-14456	24	19	such	such	ADJ
aiti-14456	24	20	as	as	ADP
aiti-14456	24	21	cumulative	cumulative	ADJ
aiti-14456	24	22	average	average	ADJ
aiti-14456	24	23	temperature	temperature	NOUN
aiti-14456	24	24	(	(	PUNCT
aiti-14456	24	25	cat	cat	NOUN
aiti-14456	24	26	)	)	PUNCT
aiti-14456	24	27	,	,	PUNCT
aiti-14456	24	28	heating	heating	NOUN
aiti-14456	24	29	degree	degree	NOUN
aiti-14456	24	30	days	day	NOUN
aiti-14456	24	31	(	(	PUNCT
aiti-14456	24	32	hdd	hdd	NOUN
aiti-14456	24	33	)	)	PUNCT
aiti-14456	24	34	,	,	PUNCT
aiti-14456	24	35	and	and	CCONJ
aiti-14456	24	36	cooling	cool	VERB
aiti-14456	24	37	degree	degree	NOUN
aiti-14456	24	38	days	day	NOUN
aiti-14456	24	39	(	(	PUNCT
aiti-14456	24	40	cdd	cdd	PROPN
aiti-14456	24	41	)	)	PUNCT
aiti-14456	24	42	.	.	PUNCT
aiti-14456	25	1	the	the	DET
aiti-14456	25	2	first	first	ADJ
aiti-14456	25	3	weather	weather	NOUN
aiti-14456	25	4	derivative	derivative	ADJ
aiti-14456	25	5	transaction	transaction	NOUN
aiti-14456	25	6	was	be	AUX
aiti-14456	25	7	executed	execute	VERB
aiti-14456	25	8	over	over	ADP
aiti-14456	25	9	-	-	PUNCT
aiti-14456	25	10	the	the	DET
aiti-14456	25	11	-	-	PUNCT
aiti-14456	25	12	counter	counter	NOUN
aiti-14456	25	13	in	in	ADP
aiti-14456	25	14	the	the	DET
aiti-14456	25	15	united	united	PROPN
aiti-14456	25	16	states	states	PROPN
aiti-14456	25	17	in	in	ADP
aiti-14456	25	18	1997	1997	NUM
aiti-14456	25	19	,	,	PUNCT
aiti-14456	25	20	and	and	CCONJ
aiti-14456	25	21	by	by	ADP
aiti-14456	25	22	1999	1999	NUM
aiti-14456	25	23	,	,	PUNCT
aiti-14456	25	24	such	such	ADJ
aiti-14456	25	25	instruments	instrument	NOUN
aiti-14456	25	26	were	be	AUX
aiti-14456	25	27	formally	formally	ADV
aiti-14456	25	28	introduced	introduce	VERB
aiti-14456	25	29	in	in	ADP
aiti-14456	25	30	key	key	ADJ
aiti-14456	25	31	financial	financial	ADJ
aiti-14456	25	32	markets	market	NOUN
aiti-14456	25	33	such	such	ADJ
aiti-14456	25	34	as	as	ADP
aiti-14456	25	35	the	the	DET
aiti-14456	25	36	chicago	chicago	PROPN
aiti-14456	25	37	mercantile	mercantile	PROPN
aiti-14456	25	38	exchange	exchange	PROPN
aiti-14456	25	39	(	(	PUNCT
aiti-14456	25	40	cme	cme	PROPN
aiti-14456	25	41	)	)	PUNCT
aiti-14456	26	1	[	[	X
aiti-14456	26	2	4	4	NUM
aiti-14456	26	3	]	]	PUNCT
aiti-14456	26	4	.	.	PUNCT
aiti-14456	27	1	the	the	DET
aiti-14456	27	2	increasing	increase	VERB
aiti-14456	27	3	importance	importance	NOUN
aiti-14456	27	4	of	of	ADP
aiti-14456	27	5	weather	weather	NOUN
aiti-14456	27	6	derivatives	derivative	NOUN
aiti-14456	27	7	in	in	ADP
aiti-14456	27	8	sectors	sector	NOUN
aiti-14456	27	9	including	include	VERB
aiti-14456	27	10	utilities	utility	NOUN
aiti-14456	27	11	,	,	PUNCT
aiti-14456	27	12	agriculture	agriculture	NOUN
aiti-14456	27	13	,	,	PUNCT
aiti-14456	27	14	and	and	CCONJ
aiti-14456	27	15	construction	construction	NOUN
aiti-14456	27	16	further	far	ADV
aiti-14456	27	17	emphasizes	emphasize	VERB
aiti-14456	27	18	the	the	DET
aiti-14456	27	19	need	need	NOUN
aiti-14456	27	20	for	for	ADP
aiti-14456	27	21	accurate	accurate	ADJ
aiti-14456	27	22	temperature	temperature	NOUN
aiti-14456	27	23	models	model	NOUN
aiti-14456	27	24	.	.	PUNCT
aiti-14456	28	1	in	in	ADP
aiti-14456	28	2	previous	previous	ADJ
aiti-14456	28	3	research	research	NOUN
aiti-14456	28	4	,	,	PUNCT
aiti-14456	28	5	the	the	DET
aiti-14456	28	6	daily	daily	ADJ
aiti-14456	28	7	average	average	ADJ
aiti-14456	28	8	temperature	temperature	NOUN
aiti-14456	28	9	has	have	AUX
aiti-14456	28	10	frequently	frequently	ADV
aiti-14456	28	11	been	be	AUX
aiti-14456	28	12	modeled	model	VERB
aiti-14456	28	13	using	use	VERB
aiti-14456	28	14	a	a	DET
aiti-14456	28	15	stochastic	stochastic	ADJ
aiti-14456	28	16	approach	approach	NOUN
aiti-14456	28	17	,	,	PUNCT
aiti-14456	28	18	specifically	specifically	ADV
aiti-14456	28	19	,	,	PUNCT
aiti-14456	28	20	the	the	DET
aiti-14456	28	21	mean	mean	ADJ
aiti-14456	28	22	-	-	PUNCT
aiti-14456	28	23	reverting	revert	VERB
aiti-14456	28	24	ornstein	ornstein	NOUN
aiti-14456	28	25	-	-	PUNCT
aiti-14456	28	26	uhlenbeck	uhlenbeck	PROPN
aiti-14456	28	27	(	(	PUNCT
aiti-14456	28	28	ou	ou	NOUN
aiti-14456	28	29	)	)	PUNCT
aiti-14456	28	30	process	process	NOUN
aiti-14456	28	31	.	.	PUNCT
aiti-14456	29	1	this	this	DET
aiti-14456	29	2	method	method	NOUN
aiti-14456	29	3	has	have	AUX
aiti-14456	29	4	been	be	AUX
aiti-14456	29	5	widely	widely	ADV
aiti-14456	29	6	employed	employ	VERB
aiti-14456	29	7	in	in	ADP
aiti-14456	29	8	various	various	ADJ
aiti-14456	29	9	studies	study	NOUN
aiti-14456	29	10	,	,	PUNCT
aiti-14456	29	11	including	include	VERB
aiti-14456	29	12	applications	application	NOUN
aiti-14456	29	13	in	in	ADP
aiti-14456	29	14	which	which	PRON
aiti-14456	29	15	the	the	DET
aiti-14456	29	16	stochastic	stochastic	ADJ
aiti-14456	29	17	model	model	NOUN
aiti-14456	29	18	was	be	AUX
aiti-14456	29	19	driven	drive	VERB
aiti-14456	29	20	by	by	ADP
aiti-14456	29	21	a	a	DET
aiti-14456	29	22	generalized	generalize	VERB
aiti-14456	29	23	hyperbolic	hyperbolic	ADJ
aiti-14456	29	24	lévy	lévy	ADJ
aiti-14456	29	25	process	process	NOUN
aiti-14456	29	26	with	with	ADP
aiti-14456	29	27	seasonal	seasonal	ADJ
aiti-14456	29	28	mean	mean	NOUN
aiti-14456	29	29	and	and	CCONJ
aiti-14456	29	30	volatility	volatility	NOUN
aiti-14456	29	31	[	[	X
aiti-14456	29	32	5	5	NUM
aiti-14456	29	33	]	]	PUNCT
aiti-14456	29	34	.	.	PUNCT
aiti-14456	30	1	since	since	SCONJ
aiti-14456	30	2	temperature	temperature	NOUN
aiti-14456	30	3	exhibits	exhibit	NOUN
aiti-14456	30	4	mean	mean	ADJ
aiti-14456	30	5	reversion	reversion	NOUN
aiti-14456	30	6	and	and	CCONJ
aiti-14456	30	7	seasonal	seasonal	ADJ
aiti-14456	30	8	behavior	behavior	NOUN
aiti-14456	30	9	rather	rather	ADV
aiti-14456	30	10	than	than	ADP
aiti-14456	30	11	persistent	persistent	ADJ
aiti-14456	30	12	trends	trend	NOUN
aiti-14456	30	13	over	over	ADP
aiti-14456	30	14	extended	extended	ADJ
aiti-14456	30	15	periods	period	NOUN
aiti-14456	30	16	[	[	X
aiti-14456	30	17	6	6	NUM
aiti-14456	30	18	]	]	PUNCT
aiti-14456	30	19	,	,	PUNCT
aiti-14456	30	20	the	the	DET
aiti-14456	30	21	use	use	NOUN
aiti-14456	30	22	of	of	ADP
aiti-14456	30	23	a	a	DET
aiti-14456	30	24	mean	mean	ADJ
aiti-14456	30	25	-	-	PUNCT
aiti-14456	30	26	reverting	revert	VERB
aiti-14456	30	27	model	model	NOUN
aiti-14456	30	28	such	such	ADJ
aiti-14456	30	29	as	as	ADP
aiti-14456	30	30	the	the	DET
aiti-14456	30	31	ou	ou	NOUN
aiti-14456	30	32	process	process	NOUN
aiti-14456	30	33	is	be	AUX
aiti-14456	30	34	considered	consider	VERB
aiti-14456	30	35	appropriate	appropriate	ADJ
aiti-14456	30	36	.	.	PUNCT
aiti-14456	31	1	the	the	DET
aiti-14456	31	2	ou	ou	NOUN
aiti-14456	31	3	process	process	NOUN
aiti-14456	31	4	has	have	AUX
aiti-14456	31	5	been	be	AUX
aiti-14456	31	6	effectively	effectively	ADV
aiti-14456	31	7	applied	apply	VERB
aiti-14456	31	8	to	to	AUX
aiti-14456	31	9	model	model	VERB
aiti-14456	31	10	temperature	temperature	NOUN
aiti-14456	31	11	dynamics	dynamic	NOUN
aiti-14456	31	12	for	for	ADP
aiti-14456	31	13	the	the	DET
aiti-14456	31	14	pricing	pricing	NOUN
aiti-14456	31	15	of	of	ADP
aiti-14456	31	16	weather	weather	NOUN
aiti-14456	31	17	derivatives	derivative	NOUN
aiti-14456	31	18	,	,	PUNCT
aiti-14456	31	19	where	where	SCONJ
aiti-14456	31	20	the	the	DET
aiti-14456	31	21	incorporation	incorporation	NOUN
aiti-14456	31	22	of	of	ADP
aiti-14456	31	23	seasonality	seasonality	NOUN
aiti-14456	31	24	,	,	PUNCT
aiti-14456	31	25	stochastic	stochastic	ADJ
aiti-14456	31	26	variability	variability	NOUN
aiti-14456	31	27	,	,	PUNCT
aiti-14456	31	28	and	and	CCONJ
aiti-14456	31	29	mean	mean	ADJ
aiti-14456	31	30	reversion	reversion	NOUN
aiti-14456	31	31	is	be	AUX
aiti-14456	31	32	essential	essential	ADJ
aiti-14456	31	33	[	[	X
aiti-14456	31	34	7	7	NUM
aiti-14456	31	35	]	]	PUNCT
aiti-14456	31	36	.	.	PUNCT
aiti-14456	32	1	recent	recent	ADJ
aiti-14456	32	2	advancements	advancement	NOUN
aiti-14456	32	3	in	in	ADP
aiti-14456	32	4	machine	machine	NOUN
aiti-14456	32	5	learning	learning	NOUN
aiti-14456	32	6	have	have	AUX
aiti-14456	32	7	introduced	introduce	VERB
aiti-14456	32	8	alternative	alternative	ADJ
aiti-14456	32	9	approaches	approach	NOUN
aiti-14456	32	10	for	for	ADP
aiti-14456	32	11	temperature	temperature	NOUN
aiti-14456	32	12	modeling	modeling	NOUN
aiti-14456	32	13	,	,	PUNCT
aiti-14456	32	14	including	include	VERB
aiti-14456	32	15	neural	neural	ADJ
aiti-14456	32	16	networks	network	NOUN
aiti-14456	32	17	.	.	PUNCT
aiti-14456	33	1	neural	neural	ADJ
aiti-14456	33	2	networks	network	NOUN
aiti-14456	33	3	,	,	PUNCT
aiti-14456	33	4	inspired	inspire	VERB
aiti-14456	33	5	by	by	ADP
aiti-14456	33	6	the	the	DET
aiti-14456	33	7	structure	structure	NOUN
aiti-14456	33	8	and	and	CCONJ
aiti-14456	33	9	function	function	NOUN
aiti-14456	33	10	of	of	ADP
aiti-14456	33	11	the	the	DET
aiti-14456	33	12	human	human	ADJ
aiti-14456	33	13	brain	brain	NOUN
aiti-14456	33	14	,	,	PUNCT
aiti-14456	33	15	are	be	AUX
aiti-14456	33	16	composed	compose	VERB
aiti-14456	33	17	of	of	ADP
aiti-14456	33	18	interconnected	interconnected	ADJ
aiti-14456	33	19	layers	layer	NOUN
aiti-14456	33	20	of	of	ADP
aiti-14456	33	21	nodes	node	NOUN
aiti-14456	33	22	(	(	PUNCT
aiti-14456	33	23	neurons	neuron	NOUN
aiti-14456	33	24	)	)	PUNCT
aiti-14456	33	25	that	that	DET
aiti-14456	33	26	process	process	NOUN
aiti-14456	33	27	and	and	CCONJ
aiti-14456	33	28	transmit	transmit	VERB
aiti-14456	33	29	information	information	NOUN
aiti-14456	33	30	.	.	PUNCT
aiti-14456	34	1	through	through	ADP
aiti-14456	34	2	weighted	weight	VERB
aiti-14456	34	3	connections	connection	NOUN
aiti-14456	34	4	,	,	PUNCT
aiti-14456	34	5	biases	bias	NOUN
aiti-14456	34	6	,	,	PUNCT
aiti-14456	34	7	and	and	CCONJ
aiti-14456	34	8	activation	activation	NOUN
aiti-14456	34	9	functions	function	NOUN
aiti-14456	34	10	,	,	PUNCT
aiti-14456	34	11	non	non	ADJ
aiti-14456	34	12	-	-	ADJ
aiti-14456	34	13	linear	linear	ADJ
aiti-14456	34	14	relationships	relationship	NOUN
aiti-14456	34	15	are	be	AUX
aiti-14456	34	16	captured	capture	VERB
aiti-14456	34	17	,	,	PUNCT
aiti-14456	34	18	making	make	VERB
aiti-14456	34	19	these	these	DET
aiti-14456	34	20	models	model	NOUN
aiti-14456	34	21	particularly	particularly	ADV
aiti-14456	34	22	effective	effective	ADJ
aiti-14456	34	23	in	in	ADP
aiti-14456	34	24	handling	handle	VERB
aiti-14456	34	25	complex	complex	ADJ
aiti-14456	34	26	patterns	pattern	NOUN
aiti-14456	34	27	in	in	ADP
aiti-14456	34	28	historical	historical	ADJ
aiti-14456	34	29	temperature	temperature	NOUN
aiti-14456	34	30	data	datum	NOUN
aiti-14456	35	1	[	[	X
aiti-14456	35	2	8	8	NUM
aiti-14456	35	3	-	-	SYM
aiti-14456	35	4	9	9	NUM
aiti-14456	35	5	]	]	PUNCT
aiti-14456	35	6	.	.	PUNCT
aiti-14456	36	1	neural	neural	ADJ
aiti-14456	36	2	networks	network	NOUN
aiti-14456	36	3	possess	possess	VERB
aiti-14456	36	4	the	the	DET
aiti-14456	36	5	ability	ability	NOUN
aiti-14456	36	6	to	to	PART
aiti-14456	36	7	account	account	VERB
aiti-14456	36	8	for	for	ADP
aiti-14456	36	9	various	various	ADJ
aiti-14456	36	10	influencing	influence	VERB
aiti-14456	36	11	factors	factor	NOUN
aiti-14456	36	12	,	,	PUNCT
aiti-14456	36	13	such	such	ADJ
aiti-14456	36	14	as	as	ADP
aiti-14456	36	15	seasonal	seasonal	ADJ
aiti-14456	36	16	cycles	cycle	NOUN
aiti-14456	36	17	and	and	CCONJ
aiti-14456	36	18	sudden	sudden	ADJ
aiti-14456	36	19	changes	change	NOUN
aiti-14456	36	20	in	in	ADP
aiti-14456	36	21	weather	weather	NOUN
aiti-14456	36	22	patterns	pattern	NOUN
aiti-14456	36	23	,	,	PUNCT
aiti-14456	36	24	a	a	DET
aiti-14456	36	25	capability	capability	NOUN
aiti-14456	36	26	that	that	PRON
aiti-14456	36	27	renders	render	VERB
aiti-14456	36	28	the	the	DET
aiti-14456	36	29	approach	approach	NOUN
aiti-14456	36	30	valuable	valuable	ADJ
aiti-14456	36	31	for	for	ADP
aiti-14456	36	32	forecasting	forecast	VERB
aiti-14456	36	33	future	future	ADJ
aiti-14456	36	34	climate	climate	NOUN
aiti-14456	36	35	behavior	behavior	NOUN
aiti-14456	36	36	.	.	PUNCT
aiti-14456	37	1	in	in	ADP
aiti-14456	37	2	summary	summary	NOUN
aiti-14456	37	3	,	,	PUNCT
aiti-14456	37	4	the	the	DET
aiti-14456	37	5	motivation	motivation	NOUN
aiti-14456	37	6	for	for	ADP
aiti-14456	37	7	this	this	DET
aiti-14456	37	8	study	study	NOUN
aiti-14456	37	9	is	be	AUX
aiti-14456	37	10	the	the	DET
aiti-14456	37	11	need	need	NOUN
aiti-14456	37	12	to	to	PART
aiti-14456	37	13	develop	develop	VERB
aiti-14456	37	14	an	an	DET
aiti-14456	37	15	enhanced	enhanced	ADJ
aiti-14456	37	16	temperature	temperature	NOUN
aiti-14456	37	17	modeling	modeling	NOUN
aiti-14456	37	18	framework	framework	NOUN
aiti-14456	37	19	for	for	ADP
aiti-14456	37	20	chiang	chiang	PROPN
aiti-14456	37	21	mai	mai	PROPN
aiti-14456	37	22	,	,	PUNCT
aiti-14456	37	23	thailand	thailand	PROPN
aiti-14456	37	24	,	,	PUNCT
aiti-14456	37	25	using	use	VERB
aiti-14456	37	26	historical	historical	ADJ
aiti-14456	37	27	temperature	temperature	NOUN
aiti-14456	37	28	data	datum	NOUN
aiti-14456	37	29	.	.	PUNCT
aiti-14456	38	1	both	both	DET
aiti-14456	38	2	traditional	traditional	ADJ
aiti-14456	38	3	stochastic	stochastic	ADJ
aiti-14456	38	4	models	model	NOUN
aiti-14456	38	5	,	,	PUNCT
aiti-14456	38	6	such	such	ADJ
aiti-14456	38	7	as	as	ADP
aiti-14456	38	8	the	the	DET
aiti-14456	38	9	ou	ou	NOUN
aiti-14456	38	10	process	process	NOUN
aiti-14456	38	11	,	,	PUNCT
aiti-14456	38	12	and	and	CCONJ
aiti-14456	38	13	modern	modern	ADJ
aiti-14456	38	14	machine	machine	NOUN
aiti-14456	38	15	learning	learn	VERB
aiti-14456	38	16	techniques	technique	NOUN
aiti-14456	38	17	,	,	PUNCT
aiti-14456	38	18	such	such	ADJ
aiti-14456	38	19	as	as	ADP
aiti-14456	38	20	neural	neural	ADJ
aiti-14456	38	21	networks	network	NOUN
aiti-14456	38	22	,	,	PUNCT
aiti-14456	38	23	have	have	AUX
aiti-14456	38	24	been	be	AUX
aiti-14456	38	25	evaluated	evaluate	VERB
aiti-14456	38	26	to	to	PART
aiti-14456	38	27	identify	identify	VERB
aiti-14456	38	28	the	the	DET
aiti-14456	38	29	most	most	ADV
aiti-14456	38	30	suitable	suitable	ADJ
aiti-14456	38	31	approach	approach	NOUN
aiti-14456	38	32	for	for	ADP
aiti-14456	38	33	predicting	predict	VERB
aiti-14456	38	34	temperature	temperature	NOUN
aiti-14456	38	35	variations	variation	NOUN
aiti-14456	38	36	.	.	PUNCT
aiti-14456	39	1	ultimately	ultimately	ADV
aiti-14456	39	2	,	,	PUNCT
aiti-14456	39	3	improved	improved	ADJ
aiti-14456	39	4	forecasting	forecasting	NOUN
aiti-14456	39	5	methods	method	NOUN
aiti-14456	39	6	are	be	AUX
aiti-14456	39	7	anticipated	anticipate	VERB
aiti-14456	39	8	to	to	PART
aiti-14456	39	9	support	support	VERB
aiti-14456	39	10	informed	informed	ADJ
aiti-14456	39	11	decision	decision	NOUN
aiti-14456	39	12	-	-	PUNCT
aiti-14456	39	13	making	making	NOUN
aiti-14456	39	14	across	across	ADP
aiti-14456	39	15	agriculture	agriculture	NOUN
aiti-14456	39	16	,	,	PUNCT
aiti-14456	39	17	tourism	tourism	NOUN
aiti-14456	39	18	,	,	PUNCT
aiti-14456	39	19	urban	urban	ADJ
aiti-14456	39	20	planning	planning	NOUN
aiti-14456	39	21	,	,	PUNCT
aiti-14456	39	22	and	and	CCONJ
aiti-14456	39	23	financial	financial	ADJ
aiti-14456	39	24	risk	risk	NOUN
aiti-14456	39	25	management	management	NOUN
aiti-14456	39	26	,	,	PUNCT
aiti-14456	39	27	thereby	thereby	ADV
aiti-14456	39	28	contributing	contribute	VERB
aiti-14456	39	29	to	to	ADP
aiti-14456	39	30	broader	broad	ADJ
aiti-14456	39	31	efforts	effort	NOUN
aiti-14456	39	32	in	in	ADP
aiti-14456	39	33	climate	climate	NOUN
aiti-14456	39	34	adaptation	adaptation	NOUN
aiti-14456	39	35	and	and	CCONJ
aiti-14456	39	36	mitigation	mitigation	NOUN
aiti-14456	39	37	.	.	PUNCT
aiti-14456	40	1	2	2	X
aiti-14456	40	2	.	.	X
aiti-14456	40	3	literature	literature	PROPN
aiti-14456	40	4	review	review	VERB
aiti-14456	40	5	recent	recent	ADJ
aiti-14456	40	6	studies	study	NOUN
aiti-14456	40	7	have	have	AUX
aiti-14456	40	8	explored	explore	VERB
aiti-14456	40	9	stochastic	stochastic	ADJ
aiti-14456	40	10	modeling	modeling	NOUN
aiti-14456	40	11	approaches	approach	NOUN
aiti-14456	40	12	for	for	ADP
aiti-14456	40	13	temperature	temperature	NOUN
aiti-14456	40	14	dynamics	dynamic	NOUN
aiti-14456	40	15	,	,	PUNCT
aiti-14456	40	16	with	with	ADP
aiti-14456	40	17	applications	application	NOUN
aiti-14456	40	18	in	in	ADP
aiti-14456	40	19	climate	climate	NOUN
aiti-14456	40	20	change	change	NOUN
aiti-14456	40	21	analysis	analysis	NOUN
aiti-14456	40	22	and	and	CCONJ
aiti-14456	40	23	financial	financial	ADJ
aiti-14456	40	24	derivatives	derivative	NOUN
aiti-14456	40	25	.	.	PUNCT
aiti-14456	41	1	the	the	DET
aiti-14456	41	2	ou	ou	NOUN
aiti-14456	41	3	process	process	NOUN
aiti-14456	41	4	has	have	AUX
aiti-14456	41	5	been	be	AUX
aiti-14456	41	6	used	use	VERB
aiti-14456	41	7	to	to	PART
aiti-14456	41	8	model	model	VERB
aiti-14456	41	9	daily	daily	ADJ
aiti-14456	41	10	temperatures	temperature	NOUN
aiti-14456	41	11	in	in	ADP
aiti-14456	41	12	laguna	laguna	PROPN
aiti-14456	41	13	,	,	PUNCT
aiti-14456	41	14	philippines	philippine	NOUN
aiti-14456	41	15	,	,	PUNCT
aiti-14456	41	16	revealing	reveal	VERB
aiti-14456	41	17	a	a	DET
aiti-14456	41	18	significant	significant	ADJ
aiti-14456	41	19	increase	increase	NOUN
aiti-14456	41	20	in	in	ADP
aiti-14456	41	21	both	both	CCONJ
aiti-14456	41	22	minimum	minimum	ADJ
aiti-14456	41	23	and	and	CCONJ
aiti-14456	41	24	maximum	maximum	ADJ
aiti-14456	41	25	temperatures	temperature	NOUN
aiti-14456	41	26	from	from	ADP
aiti-14456	41	27	1960	1960	NUM
aiti-14456	41	28	to	to	ADP
aiti-14456	41	29	2018	2018	NUM
aiti-14456	41	30	[	[	X
aiti-14456	41	31	7	7	NUM
aiti-14456	41	32	]	]	PUNCT
aiti-14456	41	33	.	.	PUNCT
aiti-14456	42	1	for	for	ADP
aiti-14456	42	2	stratospheric	stratospheric	ADJ
aiti-14456	42	3	temperatures	temperature	NOUN
aiti-14456	42	4	,	,	PUNCT
aiti-14456	42	5	a	a	DET
aiti-14456	42	6	lévy	lévy	NOUN
aiti-14456	42	7	-	-	PUNCT
aiti-14456	42	8	driven	drive	VERB
aiti-14456	42	9	multidimensional	multidimensional	ADJ
aiti-14456	42	10	ou	ou	NOUN
aiti-14456	42	11	process	process	NOUN
aiti-14456	42	12	has	have	AUX
aiti-14456	42	13	been	be	AUX
aiti-14456	42	14	proposed	propose	VERB
aiti-14456	42	15	,	,	PUNCT
aiti-14456	42	16	incorporating	incorporate	VERB
aiti-14456	42	17	seasonality	seasonality	NOUN
aiti-14456	42	18	and	and	CCONJ
aiti-14456	42	19	autoregressive	autoregressive	ADJ
aiti-14456	42	20	components	component	NOUN
aiti-14456	42	21	[	[	X
aiti-14456	42	22	10	10	NUM
aiti-14456	42	23	]	]	PUNCT
aiti-14456	42	24	.	.	PUNCT
aiti-14456	43	1	in	in	ADP
aiti-14456	43	2	the	the	DET
aiti-14456	43	3	context	context	NOUN
aiti-14456	43	4	of	of	ADP
aiti-14456	43	5	temperature	temperature	NOUN
aiti-14456	43	6	insurance	insurance	NOUN
aiti-14456	43	7	pricing	pricing	NOUN
aiti-14456	43	8	,	,	PUNCT
aiti-14456	43	9	a	a	DET
aiti-14456	43	10	continuous	continuous	ADJ
aiti-14456	43	11	time	time	NOUN
aiti-14456	43	12	autoregressive	autoregressive	ADJ
aiti-14456	43	13	moving	move	VERB
aiti-14456	43	14	average	average	ADJ
aiti-14456	43	15	(	(	PUNCT
aiti-14456	43	16	carma	carma	PROPN
aiti-14456	43	17	)	)	PUNCT
aiti-14456	43	18	model	model	NOUN
aiti-14456	43	19	with	with	ADP
aiti-14456	43	20	stochastic	stochastic	ADJ
aiti-14456	43	21	speed	speed	NOUN
aiti-14456	43	22	of	of	ADP
aiti-14456	43	23	mean	mean	ADJ
aiti-14456	43	24	reversion	reversion	NOUN
aiti-14456	43	25	has	have	AUX
aiti-14456	43	26	been	be	AUX
aiti-14456	43	27	developed	develop	VERB
aiti-14456	43	28	[	[	PUNCT
aiti-14456	43	29	11	11	NUM
aiti-14456	43	30	]	]	PUNCT
aiti-14456	43	31	.	.	PUNCT
aiti-14456	44	1	additionally	additionally	ADV
aiti-14456	44	2	,	,	PUNCT
aiti-14456	44	3	a	a	DET
aiti-14456	44	4	stochastic	stochastic	ADJ
aiti-14456	44	5	harmonic	harmonic	ADJ
aiti-14456	44	6	oscillator	oscillator	NOUN
aiti-14456	44	7	model	model	NOUN
aiti-14456	44	8	has	have	AUX
aiti-14456	44	9	been	be	AUX
aiti-14456	44	10	employed	employ	VERB
aiti-14456	44	11	for	for	ADP
aiti-14456	44	12	pricing	price	VERB
aiti-14456	44	13	temperature	temperature	NOUN
aiti-14456	44	14	-	-	PUNCT
aiti-14456	44	15	based	base	VERB
aiti-14456	44	16	weather	weather	NOUN
aiti-14456	44	17	options	option	NOUN
aiti-14456	44	18	,	,	PUNCT
aiti-14456	44	19	demonstrating	demonstrate	VERB
aiti-14456	44	20	the	the	DET
aiti-14456	44	21	impact	impact	NOUN
aiti-14456	44	22	of	of	ADP
aiti-14456	44	23	model	model	NOUN
aiti-14456	44	24	parameters	parameter	NOUN
aiti-14456	44	25	on	on	ADP
aiti-14456	44	26	option	option	NOUN
aiti-14456	44	27	prices	price	NOUN
aiti-14456	44	28	[	[	X
aiti-14456	44	29	12	12	NUM
aiti-14456	44	30	]	]	PUNCT
aiti-14456	44	31	.	.	PUNCT
aiti-14456	45	1	advances	advance	NOUN
aiti-14456	45	2	in	in	ADP
aiti-14456	45	3	technology	technology	NOUN
aiti-14456	45	4	innovation	innovation	NOUN
aiti-14456	45	5	,	,	PUNCT
aiti-14456	45	6	vol	vol	NOUN
aiti-14456	45	7	.	.	PROPN
aiti-14456	46	1	10	10	NUM
aiti-14456	46	2	,	,	PUNCT
aiti-14456	46	3	no	no	INTJ
aiti-14456	46	4	.	.	NOUN
aiti-14456	46	5	3	3	NUM
aiti-14456	46	6	,	,	PUNCT
aiti-14456	46	7	2025	2025	NUM
aiti-14456	46	8	,	,	PUNCT
aiti-14456	46	9	pp	pp	ADV
aiti-14456	46	10	.	.	PUNCT
aiti-14456	47	1	296	296	NUM
aiti-14456	47	2	-	-	SYM
aiti-14456	47	3	308	308	NUM
aiti-14456	47	4	298	298	NUM
aiti-14456	47	5	later	later	ADV
aiti-14456	47	6	in	in	ADP
aiti-14456	47	7	2020	2020	NUM
aiti-14456	47	8	,	,	PUNCT
aiti-14456	47	9	temperature	temperature	NOUN
aiti-14456	47	10	forecasting	forecasting	NOUN
aiti-14456	47	11	for	for	ADP
aiti-14456	47	12	weather	weather	NOUN
aiti-14456	47	13	derivatives	derivative	NOUN
aiti-14456	47	14	valuation	valuation	NOUN
aiti-14456	47	15	was	be	AUX
aiti-14456	47	16	enhanced	enhance	VERB
aiti-14456	47	17	through	through	ADP
aiti-14456	47	18	a	a	DET
aiti-14456	47	19	comparison	comparison	NOUN
aiti-14456	47	20	of	of	ADP
aiti-14456	47	21	the	the	DET
aiti-14456	47	22	ou	ou	NOUN
aiti-14456	47	23	process	process	NOUN
aiti-14456	47	24	and	and	CCONJ
aiti-14456	47	25	a	a	DET
aiti-14456	47	26	generalized	generalized	ADJ
aiti-14456	47	27	autoregressive	autoregressive	ADJ
aiti-14456	47	28	conditional	conditional	ADJ
aiti-14456	47	29	heteroskedasticity	heteroskedasticity	NOUN
aiti-14456	47	30	(	(	PUNCT
aiti-14456	47	31	garch	garch	NOUN
aiti-14456	47	32	)	)	PUNCT
aiti-14456	47	33	model	model	NOUN
aiti-14456	47	34	using	use	VERB
aiti-14456	47	35	zagreb	zagreb	PROPN
aiti-14456	47	36	data	datum	NOUN
aiti-14456	47	37	from	from	ADP
aiti-14456	47	38	2000	2000	NUM
aiti-14456	47	39	to	to	ADP
aiti-14456	47	40	2017	2017	NUM
aiti-14456	47	41	[	[	SYM
aiti-14456	47	42	13	13	NUM
aiti-14456	47	43	]	]	PUNCT
aiti-14456	47	44	.	.	PUNCT
aiti-14456	48	1	forecast	forecast	PROPN
aiti-14456	48	2	accuracy	accuracy	NOUN
aiti-14456	48	3	,	,	PUNCT
aiti-14456	48	4	evaluated	evaluate	VERB
aiti-14456	48	5	by	by	ADP
aiti-14456	48	6	root	root	NOUN
aiti-14456	48	7	mean	mean	ADJ
aiti-14456	48	8	square	square	ADJ
aiti-14456	48	9	error	error	NOUN
aiti-14456	48	10	(	(	PUNCT
aiti-14456	48	11	rmse	rmse	NOUN
aiti-14456	48	12	)	)	PUNCT
aiti-14456	48	13	and	and	CCONJ
aiti-14456	48	14	mean	mean	VERB
aiti-14456	48	15	absolute	absolute	ADJ
aiti-14456	48	16	percentage	percentage	NOUN
aiti-14456	48	17	error	error	NOUN
aiti-14456	48	18	(	(	PUNCT
aiti-14456	48	19	mape	mape	NOUN
aiti-14456	48	20	)	)	PUNCT
aiti-14456	48	21	,	,	PUNCT
aiti-14456	48	22	demonstrated	demonstrate	VERB
aiti-14456	48	23	that	that	SCONJ
aiti-14456	48	24	the	the	DET
aiti-14456	48	25	garch	garch	NOUN
aiti-14456	48	26	model	model	NOUN
aiti-14456	48	27	yields	yield	VERB
aiti-14456	48	28	superior	superior	ADJ
aiti-14456	48	29	predictions	prediction	NOUN
aiti-14456	48	30	,	,	PUNCT
aiti-14456	48	31	thereby	thereby	ADV
aiti-14456	48	32	improving	improve	VERB
aiti-14456	48	33	reliability	reliability	NOUN
aiti-14456	48	34	.	.	PUNCT
aiti-14456	49	1	after	after	ADP
aiti-14456	49	2	that	that	PRON
aiti-14456	49	3	,	,	PUNCT
aiti-14456	49	4	in	in	ADP
aiti-14456	49	5	2022	2022	NUM
aiti-14456	49	6	,	,	PUNCT
aiti-14456	49	7	a	a	DET
aiti-14456	49	8	stochastic	stochastic	ADJ
aiti-14456	49	9	volatility	volatility	NOUN
aiti-14456	49	10	model	model	NOUN
aiti-14456	49	11	that	that	PRON
aiti-14456	49	12	extends	extend	VERB
aiti-14456	49	13	a	a	DET
aiti-14456	49	14	gaussian	gaussian	ADJ
aiti-14456	49	15	model	model	NOUN
aiti-14456	49	16	with	with	ADP
aiti-14456	49	17	deterministic	deterministic	ADJ
aiti-14456	49	18	time	time	NOUN
aiti-14456	49	19	-	-	PUNCT
aiti-14456	49	20	dependent	dependent	ADJ
aiti-14456	49	21	volatility	volatility	NOUN
aiti-14456	49	22	was	be	AUX
aiti-14456	49	23	introduced	introduce	VERB
aiti-14456	49	24	.	.	PUNCT
aiti-14456	50	1	the	the	DET
aiti-14456	50	2	model	model	NOUN
aiti-14456	50	3	parameters	parameter	NOUN
aiti-14456	50	4	were	be	AUX
aiti-14456	50	5	estimated	estimate	VERB
aiti-14456	50	6	using	use	VERB
aiti-14456	50	7	conditional	conditional	ADJ
aiti-14456	50	8	least	least	ADJ
aiti-14456	50	9	squares	square	NOUN
aiti-14456	50	10	on	on	ADP
aiti-14456	50	11	data	datum	NOUN
aiti-14456	50	12	from	from	ADP
aiti-14456	50	13	eight	eight	NUM
aiti-14456	50	14	european	european	ADJ
aiti-14456	50	15	cities	city	NOUN
aiti-14456	50	16	and	and	CCONJ
aiti-14456	50	17	demonstrated	demonstrate	VERB
aiti-14456	50	18	efficient	efficient	ADJ
aiti-14456	50	19	calculation	calculation	NOUN
aiti-14456	50	20	of	of	ADP
aiti-14456	50	21	average	average	ADJ
aiti-14456	50	22	payoffs	payoff	NOUN
aiti-14456	50	23	for	for	ADP
aiti-14456	50	24	weather	weather	NOUN
aiti-14456	50	25	derivatives	derivative	NOUN
aiti-14456	50	26	using	use	VERB
aiti-14456	50	27	monte	monte	PROPN
aiti-14456	50	28	-	-	PUNCT
aiti-14456	50	29	carlo	carlo	PROPN
aiti-14456	50	30	and	and	CCONJ
aiti-14456	50	31	fourier	fourier	NOUN
aiti-14456	50	32	transform	transform	VERB
aiti-14456	50	33	techniques	technique	NOUN
aiti-14456	50	34	[	[	X
aiti-14456	50	35	14	14	NUM
aiti-14456	50	36	]	]	PUNCT
aiti-14456	50	37	.	.	PUNCT
aiti-14456	51	1	these	these	DET
aiti-14456	51	2	approaches	approach	NOUN
aiti-14456	51	3	using	use	VERB
aiti-14456	51	4	stochastic	stochastic	ADJ
aiti-14456	51	5	processes	process	NOUN
aiti-14456	51	6	contribute	contribute	VERB
aiti-14456	51	7	to	to	ADP
aiti-14456	51	8	an	an	DET
aiti-14456	51	9	improved	improved	ADJ
aiti-14456	51	10	understanding	understanding	NOUN
aiti-14456	51	11	of	of	ADP
aiti-14456	51	12	temperature	temperature	NOUN
aiti-14456	51	13	dynamics	dynamic	NOUN
aiti-14456	51	14	and	and	CCONJ
aiti-14456	51	15	their	their	PRON
aiti-14456	51	16	applications	application	NOUN
aiti-14456	51	17	in	in	ADP
aiti-14456	51	18	various	various	ADJ
aiti-14456	51	19	fields	field	NOUN
aiti-14456	51	20	.	.	PUNCT
aiti-14456	52	1	artificial	artificial	ADJ
aiti-14456	52	2	neural	neural	ADJ
aiti-14456	52	3	networks	network	NOUN
aiti-14456	52	4	(	(	PUNCT
aiti-14456	52	5	anns	anns	PROPN
aiti-14456	52	6	)	)	PUNCT
aiti-14456	52	7	have	have	AUX
aiti-14456	52	8	shown	show	VERB
aiti-14456	52	9	promising	promising	ADJ
aiti-14456	52	10	results	result	NOUN
aiti-14456	52	11	in	in	ADP
aiti-14456	52	12	predicting	predict	VERB
aiti-14456	52	13	temperature	temperature	NOUN
aiti-14456	52	14	and	and	CCONJ
aiti-14456	52	15	related	relate	VERB
aiti-14456	52	16	environmental	environmental	ADJ
aiti-14456	52	17	variables	variable	NOUN
aiti-14456	52	18	.	.	PUNCT
aiti-14456	53	1	studies	study	NOUN
aiti-14456	53	2	have	have	AUX
aiti-14456	53	3	demonstrated	demonstrate	VERB
aiti-14456	53	4	the	the	DET
aiti-14456	53	5	effectiveness	effectiveness	NOUN
aiti-14456	53	6	of	of	ADP
aiti-14456	53	7	anns	anns	NOUN
aiti-14456	53	8	in	in	ADP
aiti-14456	53	9	modeling	model	VERB
aiti-14456	53	10	soil	soil	NOUN
aiti-14456	53	11	temperature	temperature	NOUN
aiti-14456	53	12	[	[	X
aiti-14456	53	13	15	15	NUM
aiti-14456	53	14	]	]	X
aiti-14456	53	15	,	,	PUNCT
aiti-14456	53	16	atmospheric	atmospheric	ADJ
aiti-14456	53	17	temperature	temperature	NOUN
aiti-14456	53	18	[	[	X
aiti-14456	53	19	16	16	NUM
aiti-14456	53	20	]	]	PUNCT
aiti-14456	53	21	,	,	PUNCT
aiti-14456	53	22	power	power	NOUN
aiti-14456	53	23	generation	generation	NOUN
aiti-14456	53	24	affected	affect	VERB
aiti-14456	53	25	by	by	ADP
aiti-14456	53	26	temperature	temperature	NOUN
aiti-14456	53	27	[	[	X
aiti-14456	53	28	17	17	NUM
aiti-14456	53	29	]	]	PUNCT
aiti-14456	53	30	,	,	PUNCT
aiti-14456	53	31	and	and	CCONJ
aiti-14456	53	32	maximum	maximum	ADJ
aiti-14456	53	33	and	and	CCONJ
aiti-14456	53	34	minimum	minimum	ADJ
aiti-14456	53	35	temperatures	temperature	NOUN
aiti-14456	53	36	in	in	ADP
aiti-14456	53	37	the	the	DET
aiti-14456	53	38	western	western	ADJ
aiti-14456	53	39	himalayas	himalayas	NOUN
aiti-14456	54	1	[	[	X
aiti-14456	54	2	18	18	NUM
aiti-14456	54	3	]	]	PUNCT
aiti-14456	54	4	.	.	PUNCT
aiti-14456	55	1	various	various	ADJ
aiti-14456	55	2	ann	ann	PROPN
aiti-14456	55	3	training	training	NOUN
aiti-14456	55	4	algorithms	algorithm	NOUN
aiti-14456	55	5	have	have	AUX
aiti-14456	55	6	been	be	AUX
aiti-14456	55	7	compared	compare	VERB
aiti-14456	55	8	,	,	PUNCT
aiti-14456	55	9	with	with	ADP
aiti-14456	55	10	the	the	DET
aiti-14456	55	11	levenberg	levenberg	PROPN
aiti-14456	55	12	-	-	PUNCT
aiti-14456	55	13	marquardt	marquardt	PROPN
aiti-14456	55	14	(	(	PUNCT
aiti-14456	55	15	lm	lm	INTJ
aiti-14456	55	16	)	)	PUNCT
aiti-14456	55	17	algorithm	algorithm	NOUN
aiti-14456	55	18	performing	perform	VERB
aiti-14456	55	19	well	well	ADV
aiti-14456	55	20	in	in	ADP
aiti-14456	55	21	multiple	multiple	ADJ
aiti-14456	55	22	studies	study	NOUN
aiti-14456	55	23	[	[	X
aiti-14456	55	24	15	15	NUM
aiti-14456	55	25	-	-	SYM
aiti-14456	55	26	16	16	NUM
aiti-14456	55	27	]	]	PUNCT
aiti-14456	55	28	.	.	PUNCT
aiti-14456	56	1	ann	ann	PROPN
aiti-14456	56	2	models	model	NOUN
aiti-14456	56	3	have	have	AUX
aiti-14456	56	4	consistently	consistently	ADV
aiti-14456	56	5	outperformed	outperform	VERB
aiti-14456	56	6	traditional	traditional	ADJ
aiti-14456	56	7	methods	method	NOUN
aiti-14456	56	8	like	like	ADP
aiti-14456	56	9	multiple	multiple	ADJ
aiti-14456	56	10	linear	linear	ADJ
aiti-14456	56	11	regression	regression	NOUN
aiti-14456	56	12	in	in	ADP
aiti-14456	56	13	terms	term	NOUN
aiti-14456	56	14	of	of	ADP
aiti-14456	56	15	accuracy	accuracy	NOUN
aiti-14456	56	16	and	and	CCONJ
aiti-14456	56	17	error	error	NOUN
aiti-14456	56	18	reduction	reduction	NOUN
aiti-14456	56	19	[	[	X
aiti-14456	56	20	17	17	NUM
aiti-14456	56	21	]	]	PUNCT
aiti-14456	56	22	.	.	PUNCT
aiti-14456	57	1	input	input	NOUN
aiti-14456	57	2	parameters	parameter	NOUN
aiti-14456	57	3	for	for	ADP
aiti-14456	57	4	these	these	DET
aiti-14456	57	5	models	model	NOUN
aiti-14456	57	6	typically	typically	ADV
aiti-14456	57	7	include	include	VERB
aiti-14456	57	8	historical	historical	ADJ
aiti-14456	57	9	temperature	temperature	NOUN
aiti-14456	57	10	data	datum	NOUN
aiti-14456	57	11	,	,	PUNCT
aiti-14456	57	12	precipitation	precipitation	NOUN
aiti-14456	57	13	,	,	PUNCT
aiti-14456	57	14	and	and	CCONJ
aiti-14456	57	15	other	other	ADJ
aiti-14456	57	16	relevant	relevant	ADJ
aiti-14456	57	17	meteorological	meteorological	ADJ
aiti-14456	57	18	variables	variable	NOUN
aiti-14456	57	19	[	[	X
aiti-14456	57	20	15	15	NUM
aiti-14456	57	21	,	,	PUNCT
aiti-14456	57	22	18	18	NUM
aiti-14456	57	23	]	]	PUNCT
aiti-14456	57	24	.	.	PUNCT
aiti-14456	58	1	the	the	DET
aiti-14456	58	2	success	success	NOUN
aiti-14456	58	3	of	of	ADP
aiti-14456	58	4	anns	anns	NOUN
aiti-14456	58	5	in	in	ADP
aiti-14456	58	6	temperature	temperature	NOUN
aiti-14456	58	7	prediction	prediction	NOUN
aiti-14456	58	8	across	across	ADP
aiti-14456	58	9	diverse	diverse	ADJ
aiti-14456	58	10	applications	application	NOUN
aiti-14456	58	11	highlights	highlight	VERB
aiti-14456	58	12	their	their	PRON
aiti-14456	58	13	potential	potential	NOUN
aiti-14456	58	14	for	for	ADP
aiti-14456	58	15	improving	improve	VERB
aiti-14456	58	16	climate	climate	NOUN
aiti-14456	58	17	-	-	PUNCT
aiti-14456	58	18	related	relate	VERB
aiti-14456	58	19	forecasting	forecasting	NOUN
aiti-14456	58	20	and	and	CCONJ
aiti-14456	58	21	decision	decision	NOUN
aiti-14456	58	22	-	-	PUNCT
aiti-14456	58	23	making	making	NOUN
aiti-14456	58	24	.	.	PUNCT
aiti-14456	59	1	in	in	ADP
aiti-14456	59	2	2022	2022	NUM
aiti-14456	59	3	,	,	PUNCT
aiti-14456	59	4	air	air	NOUN
aiti-14456	59	5	temperature	temperature	NOUN
aiti-14456	59	6	post	post	NOUN
aiti-14456	59	7	-	-	ADJ
aiti-14456	59	8	processing	processing	NOUN
aiti-14456	59	9	in	in	ADP
aiti-14456	59	10	norway	norway	PROPN
aiti-14456	59	11	was	be	AUX
aiti-14456	59	12	improved	improve	VERB
aiti-14456	59	13	using	use	VERB
aiti-14456	59	14	multilayer	multilayer	ADJ
aiti-14456	59	15	perceptrons	perceptron	NOUN
aiti-14456	59	16	and	and	CCONJ
aiti-14456	59	17	convolutional	convolutional	ADJ
aiti-14456	59	18	neural	neural	ADJ
aiti-14456	59	19	networks	network	NOUN
aiti-14456	59	20	,	,	PUNCT
aiti-14456	59	21	reducing	reduce	VERB
aiti-14456	59	22	forecast	forecast	NOUN
aiti-14456	59	23	errors	error	NOUN
aiti-14456	59	24	compared	compare	VERB
aiti-14456	59	25	to	to	ADP
aiti-14456	59	26	traditional	traditional	ADJ
aiti-14456	59	27	methods	method	NOUN
aiti-14456	59	28	[	[	X
aiti-14456	59	29	19	19	NUM
aiti-14456	59	30	]	]	PUNCT
aiti-14456	59	31	.	.	PUNCT
aiti-14456	60	1	in	in	ADP
aiti-14456	60	2	2023	2023	NUM
aiti-14456	60	3	,	,	PUNCT
aiti-14456	60	4	the	the	DET
aiti-14456	60	5	feed	feed	NOUN
aiti-14456	60	6	-	-	PUNCT
aiti-14456	60	7	forward	forward	NOUN
aiti-14456	60	8	and	and	CCONJ
aiti-14456	60	9	elman	elman	PROPN
aiti-14456	60	10	neural	neural	ADJ
aiti-14456	60	11	networks	network	NOUN
aiti-14456	60	12	were	be	AUX
aiti-14456	60	13	developed	develop	VERB
aiti-14456	60	14	to	to	PART
aiti-14456	60	15	estimate	estimate	VERB
aiti-14456	60	16	monthly	monthly	ADJ
aiti-14456	60	17	air	air	NOUN
aiti-14456	60	18	temperatures	temperature	NOUN
aiti-14456	60	19	in	in	ADP
aiti-14456	60	20	turkey	turkey	NOUN
aiti-14456	60	21	,	,	PUNCT
aiti-14456	60	22	creating	create	VERB
aiti-14456	60	23	accurate	accurate	ADJ
aiti-14456	60	24	long	long	ADJ
aiti-14456	60	25	-	-	PUNCT
aiti-14456	60	26	term	term	NOUN
aiti-14456	60	27	temperature	temperature	NOUN
aiti-14456	60	28	maps	map	NOUN
aiti-14456	60	29	[	[	X
aiti-14456	60	30	20	20	NUM
aiti-14456	60	31	]	]	PUNCT
aiti-14456	60	32	.	.	PUNCT
aiti-14456	61	1	after	after	ADP
aiti-14456	61	2	that	that	PRON
aiti-14456	61	3	,	,	PUNCT
aiti-14456	61	4	the	the	DET
aiti-14456	61	5	recurrent	recurrent	ADJ
aiti-14456	61	6	neural	neural	ADJ
aiti-14456	61	7	networks	network	NOUN
aiti-14456	61	8	(	(	PUNCT
aiti-14456	61	9	rnns	rnns	PROPN
aiti-14456	61	10	)	)	PUNCT
aiti-14456	61	11	were	be	AUX
aiti-14456	61	12	applied	apply	VERB
aiti-14456	61	13	to	to	PART
aiti-14456	61	14	forecast	forecast	VERB
aiti-14456	61	15	atmospheric	atmospheric	ADJ
aiti-14456	61	16	temperature	temperature	NOUN
aiti-14456	61	17	in	in	ADP
aiti-14456	61	18	chinese	chinese	ADJ
aiti-14456	61	19	cities	city	NOUN
aiti-14456	61	20	,	,	PUNCT
aiti-14456	61	21	achieving	achieve	VERB
aiti-14456	61	22	high	high	ADJ
aiti-14456	61	23	accuracy	accuracy	NOUN
aiti-14456	61	24	with	with	ADP
aiti-14456	61	25	long	long	ADJ
aiti-14456	61	26	short	short	ADJ
aiti-14456	61	27	-	-	PUNCT
aiti-14456	61	28	term	term	NOUN
aiti-14456	61	29	memory	memory	NOUN
aiti-14456	61	30	(	(	PUNCT
aiti-14456	61	31	lstm	lstm	NOUN
aiti-14456	61	32	)	)	PUNCT
aiti-14456	61	33	models	model	NOUN
aiti-14456	61	34	[	[	X
aiti-14456	61	35	21	21	NUM
aiti-14456	61	36	]	]	PUNCT
aiti-14456	61	37	.	.	PUNCT
aiti-14456	62	1	beyond	beyond	ADP
aiti-14456	62	2	temperature	temperature	NOUN
aiti-14456	62	3	,	,	PUNCT
aiti-14456	62	4	an	an	DET
aiti-14456	62	5	rnn	rnn	NOUN
aiti-14456	62	6	with	with	ADP
aiti-14456	62	7	an	an	DET
aiti-14456	62	8	autoencoder	autoencoder	NOUN
aiti-14456	62	9	is	be	AUX
aiti-14456	62	10	employed	employ	VERB
aiti-14456	62	11	to	to	PART
aiti-14456	62	12	predict	predict	VERB
aiti-14456	62	13	indoor	indoor	ADJ
aiti-14456	62	14	pm2.5	pm2.5	PROPN
aiti-14456	62	15	concentrations	concentration	NOUN
aiti-14456	62	16	in	in	ADP
aiti-14456	62	17	residential	residential	ADJ
aiti-14456	62	18	buildings	building	NOUN
aiti-14456	62	19	,	,	PUNCT
aiti-14456	62	20	achieving	achieve	VERB
aiti-14456	62	21	low	low	ADJ
aiti-14456	62	22	prediction	prediction	NOUN
aiti-14456	62	23	errors	error	NOUN
aiti-14456	62	24	[	[	X
aiti-14456	62	25	22	22	NUM
aiti-14456	62	26	]	]	PUNCT
aiti-14456	62	27	.	.	PUNCT
aiti-14456	63	1	another	another	DET
aiti-14456	63	2	study	study	NOUN
aiti-14456	63	3	explores	explore	VERB
aiti-14456	63	4	the	the	DET
aiti-14456	63	5	application	application	NOUN
aiti-14456	63	6	of	of	ADP
aiti-14456	63	7	rnns	rnn	NOUN
aiti-14456	63	8	for	for	ADP
aiti-14456	63	9	temperature	temperature	NOUN
aiti-14456	63	10	forecasting	forecasting	NOUN
aiti-14456	63	11	using	use	VERB
aiti-14456	63	12	multivariate	multivariate	NOUN
aiti-14456	63	13	time	time	NOUN
aiti-14456	63	14	series	series	PROPN
aiti-14456	63	15	data	datum	NOUN
aiti-14456	63	16	from	from	ADP
aiti-14456	63	17	five	five	NUM
aiti-14456	63	18	chinese	chinese	ADJ
aiti-14456	63	19	cities	city	NOUN
aiti-14456	63	20	.	.	PUNCT
aiti-14456	64	1	the	the	DET
aiti-14456	64	2	researchers	researcher	NOUN
aiti-14456	64	3	developed	develop	VERB
aiti-14456	64	4	rnn	rnn	PROPN
aiti-14456	64	5	-	-	PUNCT
aiti-14456	64	6	based	base	VERB
aiti-14456	64	7	models	model	NOUN
aiti-14456	64	8	using	use	VERB
aiti-14456	64	9	atmospheric	atmospheric	ADJ
aiti-14456	64	10	variables	variable	NOUN
aiti-14456	64	11	such	such	ADJ
aiti-14456	64	12	as	as	ADP
aiti-14456	64	13	temperature	temperature	NOUN
aiti-14456	64	14	,	,	PUNCT
aiti-14456	64	15	dew	dew	NOUN
aiti-14456	64	16	point	point	NOUN
aiti-14456	64	17	,	,	PUNCT
aiti-14456	64	18	humidity	humidity	NOUN
aiti-14456	64	19	,	,	PUNCT
aiti-14456	64	20	air	air	NOUN
aiti-14456	64	21	pressure	pressure	NOUN
aiti-14456	64	22	,	,	PUNCT
aiti-14456	64	23	and	and	CCONJ
aiti-14456	64	24	wind	wind	NOUN
aiti-14456	64	25	speed	speed	NOUN
aiti-14456	64	26	[	[	X
aiti-14456	64	27	21	21	NUM
aiti-14456	64	28	]	]	PUNCT
aiti-14456	64	29	.	.	PUNCT
aiti-14456	65	1	after	after	ADP
aiti-14456	65	2	that	that	PRON
aiti-14456	65	3	,	,	PUNCT
aiti-14456	65	4	in	in	ADP
aiti-14456	65	5	2023	2023	NUM
aiti-14456	65	6	,	,	PUNCT
aiti-14456	65	7	the	the	DET
aiti-14456	65	8	feed	feed	NOUN
aiti-14456	65	9	-	-	PUNCT
aiti-14456	65	10	forward	forward	NOUN
aiti-14456	65	11	and	and	CCONJ
aiti-14456	65	12	elman	elman	PROPN
aiti-14456	65	13	neural	neural	ADJ
aiti-14456	65	14	networks	network	NOUN
aiti-14456	65	15	were	be	AUX
aiti-14456	65	16	utilized	utilize	VERB
aiti-14456	65	17	to	to	PART
aiti-14456	65	18	estimate	estimate	VERB
aiti-14456	65	19	monthly	monthly	ADJ
aiti-14456	65	20	temperatures	temperature	NOUN
aiti-14456	65	21	in	in	ADP
aiti-14456	65	22	turkey	turkey	NOUN
aiti-14456	65	23	based	base	VERB
aiti-14456	65	24	on	on	ADP
aiti-14456	65	25	geographical	geographical	ADJ
aiti-14456	65	26	and	and	CCONJ
aiti-14456	65	27	periodic	periodic	ADJ
aiti-14456	65	28	inputs	input	NOUN
aiti-14456	65	29	,	,	PUNCT
aiti-14456	65	30	achieving	achieve	VERB
aiti-14456	65	31	reliable	reliable	ADJ
aiti-14456	65	32	long	long	ADJ
aiti-14456	65	33	-	-	PUNCT
aiti-14456	65	34	term	term	NOUN
aiti-14456	65	35	predictions	prediction	NOUN
aiti-14456	65	36	[	[	X
aiti-14456	65	37	20	20	NUM
aiti-14456	65	38	]	]	PUNCT
aiti-14456	65	39	.	.	PUNCT
aiti-14456	66	1	additionally	additionally	ADV
aiti-14456	66	2	,	,	PUNCT
aiti-14456	66	3	the	the	DET
aiti-14456	66	4	rnn	rnn	NOUN
aiti-14456	66	5	models	model	NOUN
aiti-14456	66	6	were	be	AUX
aiti-14456	66	7	developed	develop	VERB
aiti-14456	66	8	for	for	ADP
aiti-14456	66	9	forecasting	forecast	VERB
aiti-14456	66	10	temperature	temperature	NOUN
aiti-14456	66	11	in	in	ADP
aiti-14456	66	12	chinese	chinese	ADJ
aiti-14456	66	13	cities	city	NOUN
aiti-14456	66	14	using	use	VERB
aiti-14456	66	15	multivariate	multivariate	NOUN
aiti-14456	66	16	time	time	NOUN
aiti-14456	66	17	series	series	PROPN
aiti-14456	66	18	data	data	PROPN
aiti-14456	66	19	,	,	PUNCT
aiti-14456	66	20	incorporating	incorporate	VERB
aiti-14456	66	21	ridge	ridge	NOUN
aiti-14456	66	22	regularizer	regularizer	NOUN
aiti-14456	66	23	and	and	CCONJ
aiti-14456	66	24	bayesian	bayesian	NOUN
aiti-14456	66	25	optimization	optimization	NOUN
aiti-14456	66	26	[	[	X
aiti-14456	66	27	21	21	NUM
aiti-14456	66	28	]	]	PUNCT
aiti-14456	66	29	.	.	PUNCT
aiti-14456	67	1	the	the	DET
aiti-14456	67	2	lstm	lstm	PROPN
aiti-14456	67	3	rnn	rnn	PROPN
aiti-14456	67	4	model	model	NOUN
aiti-14456	67	5	produced	produce	VERB
aiti-14456	67	6	the	the	DET
aiti-14456	67	7	lowest	low	ADJ
aiti-14456	67	8	prediction	prediction	NOUN
aiti-14456	67	9	error	error	NOUN
aiti-14456	67	10	.	.	PUNCT
aiti-14456	68	1	these	these	DET
aiti-14456	68	2	studies	study	NOUN
aiti-14456	68	3	highlight	highlight	VERB
aiti-14456	68	4	the	the	DET
aiti-14456	68	5	effectiveness	effectiveness	NOUN
aiti-14456	68	6	of	of	ADP
aiti-14456	68	7	neural	neural	ADJ
aiti-14456	68	8	networks	network	NOUN
aiti-14456	68	9	in	in	ADP
aiti-14456	68	10	improving	improve	VERB
aiti-14456	68	11	forecasting	forecasting	NOUN
aiti-14456	68	12	accuracy	accuracy	NOUN
aiti-14456	68	13	for	for	ADP
aiti-14456	68	14	weather	weather	NOUN
aiti-14456	68	15	-	-	PUNCT
aiti-14456	68	16	related	relate	VERB
aiti-14456	68	17	applications	application	NOUN
aiti-14456	68	18	.	.	PUNCT
aiti-14456	69	1	later	later	ADV
aiti-14456	69	2	in	in	ADP
aiti-14456	69	3	2024	2024	NUM
aiti-14456	69	4	,	,	PUNCT
aiti-14456	69	5	a	a	DET
aiti-14456	69	6	three	three	NUM
aiti-14456	69	7	-	-	PUNCT
aiti-14456	69	8	phase	phase	NOUN
aiti-14456	69	9	hybrid	hybrid	NOUN
aiti-14456	69	10	prediction	prediction	NOUN
aiti-14456	69	11	model	model	NOUN
aiti-14456	69	12	is	be	AUX
aiti-14456	69	13	proposed	propose	VERB
aiti-14456	69	14	,	,	PUNCT
aiti-14456	69	15	which	which	PRON
aiti-14456	69	16	integrates	integrate	VERB
aiti-14456	69	17	complete	complete	ADJ
aiti-14456	69	18	ensemble	ensemble	ADJ
aiti-14456	69	19	empirical	empirical	ADJ
aiti-14456	69	20	mode	mode	NOUN
aiti-14456	69	21	decomposition	decomposition	NOUN
aiti-14456	69	22	with	with	ADP
aiti-14456	69	23	adaptive	adaptive	ADJ
aiti-14456	69	24	noise	noise	NOUN
aiti-14456	69	25	(	(	PUNCT
aiti-14456	69	26	ceemdan	ceemdan	PROPN
aiti-14456	69	27	)	)	PUNCT
aiti-14456	69	28	,	,	PUNCT
aiti-14456	69	29	local	local	ADJ
aiti-14456	69	30	mean	mean	NOUN
aiti-14456	69	31	decomposition	decomposition	NOUN
aiti-14456	69	32	(	(	PUNCT
aiti-14456	69	33	lmd	lmd	PROPN
aiti-14456	69	34	)	)	PUNCT
aiti-14456	69	35	,	,	PUNCT
aiti-14456	69	36	and	and	CCONJ
aiti-14456	69	37	ann	ann	PROPN
aiti-14456	69	38	to	to	PART
aiti-14456	69	39	enhance	enhance	VERB
aiti-14456	69	40	shortand	shortand	NOUN
aiti-14456	69	41	long	long	ADJ
aiti-14456	69	42	-	-	PUNCT
aiti-14456	69	43	term	term	NOUN
aiti-14456	69	44	weather	weather	NOUN
aiti-14456	69	45	forecasting	forecasting	NOUN
aiti-14456	69	46	accuracy	accuracy	NOUN
aiti-14456	69	47	.	.	PUNCT
aiti-14456	70	1	the	the	DET
aiti-14456	70	2	model	model	NOUN
aiti-14456	70	3	is	be	AUX
aiti-14456	70	4	demonstrated	demonstrate	VERB
aiti-14456	70	5	to	to	PART
aiti-14456	70	6	outperform	outperform	VERB
aiti-14456	70	7	both	both	CCONJ
aiti-14456	70	8	standalone	standalone	ADJ
aiti-14456	70	9	and	and	CCONJ
aiti-14456	70	10	two	two	NUM
aiti-14456	70	11	-	-	PUNCT
aiti-14456	70	12	phase	phase	NOUN
aiti-14456	70	13	hybrid	hybrid	ADJ
aiti-14456	70	14	approaches	approach	NOUN
aiti-14456	70	15	for	for	ADP
aiti-14456	70	16	multi	multi	ADJ
aiti-14456	70	17	-	-	ADJ
aiti-14456	70	18	step	step	ADJ
aiti-14456	70	19	temperature	temperature	NOUN
aiti-14456	70	20	predictions	prediction	NOUN
aiti-14456	70	21	in	in	ADP
aiti-14456	70	22	the	the	DET
aiti-14456	70	23	upper	upper	PROPN
aiti-14456	70	24	east	east	PROPN
aiti-14456	70	25	region	region	NOUN
aiti-14456	70	26	of	of	ADP
aiti-14456	70	27	ghana	ghana	PROPN
aiti-14456	70	28	.	.	PUNCT
aiti-14456	71	1	its	its	PRON
aiti-14456	71	2	effectiveness	effectiveness	NOUN
aiti-14456	71	3	in	in	ADP
aiti-14456	71	4	reducing	reduce	VERB
aiti-14456	71	5	non	non	ADJ
aiti-14456	71	6	-	-	ADJ
aiti-14456	71	7	stationary	stationary	ADJ
aiti-14456	71	8	,	,	PUNCT
aiti-14456	71	9	non	non	ADJ
aiti-14456	71	10	-	-	ADJ
aiti-14456	71	11	linear	linear	ADJ
aiti-14456	71	12	,	,	PUNCT
aiti-14456	71	13	and	and	CCONJ
aiti-14456	71	14	volatile	volatile	ADJ
aiti-14456	71	15	signal	signal	NOUN
aiti-14456	71	16	components	component	NOUN
aiti-14456	71	17	suggests	suggest	VERB
aiti-14456	71	18	promising	promising	ADJ
aiti-14456	71	19	applications	application	NOUN
aiti-14456	71	20	in	in	ADP
aiti-14456	71	21	weather	weather	NOUN
aiti-14456	71	22	index	index	NOUN
aiti-14456	71	23	insurance	insurance	NOUN
aiti-14456	71	24	and	and	CCONJ
aiti-14456	71	25	climate	climate	NOUN
aiti-14456	71	26	risk	risk	NOUN
aiti-14456	71	27	management	management	NOUN
aiti-14456	71	28	in	in	ADP
aiti-14456	71	29	agriculture	agriculture	NOUN
aiti-14456	71	30	[	[	X
aiti-14456	71	31	23	23	NUM
aiti-14456	71	32	]	]	PUNCT
aiti-14456	71	33	.	.	PUNCT
aiti-14456	72	1	these	these	DET
aiti-14456	72	2	studies	study	NOUN
aiti-14456	72	3	demonstrate	demonstrate	VERB
aiti-14456	72	4	the	the	DET
aiti-14456	72	5	potential	potential	NOUN
aiti-14456	72	6	of	of	ADP
aiti-14456	72	7	various	various	ADJ
aiti-14456	72	8	neural	neural	ADJ
aiti-14456	72	9	network	network	NOUN
aiti-14456	72	10	architectures	architecture	NOUN
aiti-14456	72	11	in	in	ADP
aiti-14456	72	12	enhancing	enhance	VERB
aiti-14456	72	13	weather	weather	NOUN
aiti-14456	72	14	and	and	CCONJ
aiti-14456	72	15	air	air	NOUN
aiti-14456	72	16	quality	quality	NOUN
aiti-14456	72	17	forecasting	forecasting	NOUN
aiti-14456	72	18	,	,	PUNCT
aiti-14456	72	19	offering	offer	VERB
aiti-14456	72	20	improved	improved	ADJ
aiti-14456	72	21	accuracy	accuracy	NOUN
aiti-14456	72	22	and	and	CCONJ
aiti-14456	72	23	resolution	resolution	NOUN
aiti-14456	72	24	compared	compare	VERB
aiti-14456	72	25	to	to	ADP
aiti-14456	72	26	conventional	conventional	ADJ
aiti-14456	72	27	approaches	approach	NOUN
aiti-14456	72	28	.	.	PUNCT
aiti-14456	73	1	the	the	DET
aiti-14456	73	2	integration	integration	NOUN
aiti-14456	73	3	of	of	ADP
aiti-14456	73	4	hybrid	hybrid	NOUN
aiti-14456	73	5	models	model	NOUN
aiti-14456	73	6	and	and	CCONJ
aiti-14456	73	7	advanced	advanced	ADJ
aiti-14456	73	8	optimization	optimization	NOUN
aiti-14456	73	9	techniques	technique	NOUN
aiti-14456	73	10	has	have	AUX
aiti-14456	73	11	contributed	contribute	VERB
aiti-14456	73	12	to	to	ADP
aiti-14456	73	13	more	more	ADV
aiti-14456	73	14	robust	robust	ADJ
aiti-14456	73	15	and	and	CCONJ
aiti-14456	73	16	scalable	scalable	ADJ
aiti-14456	73	17	forecasting	forecasting	NOUN
aiti-14456	73	18	frameworks	framework	NOUN
aiti-14456	73	19	.	.	PUNCT
aiti-14456	74	1	as	as	ADP
aiti-14456	74	2	a	a	DET
aiti-14456	74	3	result	result	NOUN
aiti-14456	74	4	,	,	PUNCT
aiti-14456	74	5	greater	great	ADJ
aiti-14456	74	6	reliability	reliability	NOUN
aiti-14456	74	7	in	in	ADP
aiti-14456	74	8	decision	decision	NOUN
aiti-14456	74	9	-	-	PUNCT
aiti-14456	74	10	making	making	NOUN
aiti-14456	74	11	for	for	ADP
aiti-14456	74	12	climate	climate	NOUN
aiti-14456	74	13	-	-	PUNCT
aiti-14456	74	14	sensitive	sensitive	ADJ
aiti-14456	74	15	sectors	sector	NOUN
aiti-14456	74	16	such	such	ADJ
aiti-14456	74	17	as	as	ADP
aiti-14456	74	18	agriculture	agriculture	NOUN
aiti-14456	74	19	and	and	CCONJ
aiti-14456	74	20	insurance	insurance	NOUN
aiti-14456	74	21	has	have	AUX
aiti-14456	74	22	been	be	AUX
aiti-14456	74	23	achieved	achieve	VERB
aiti-14456	74	24	.	.	PUNCT
aiti-14456	75	1	advances	advance	NOUN
aiti-14456	75	2	in	in	ADP
aiti-14456	75	3	technology	technology	NOUN
aiti-14456	75	4	innovation	innovation	NOUN
aiti-14456	75	5	,	,	PUNCT
aiti-14456	75	6	vol	vol	NOUN
aiti-14456	75	7	.	.	PROPN
aiti-14456	76	1	10	10	NUM
aiti-14456	76	2	,	,	PUNCT
aiti-14456	76	3	no	no	INTJ
aiti-14456	76	4	.	.	NOUN
aiti-14456	76	5	3	3	NUM
aiti-14456	76	6	,	,	PUNCT
aiti-14456	76	7	2025	2025	NUM
aiti-14456	76	8	,	,	PUNCT
aiti-14456	76	9	pp	pp	ADV
aiti-14456	76	10	.	.	PUNCT
aiti-14456	77	1	296	296	NUM
aiti-14456	77	2	-	-	SYM
aiti-14456	77	3	308	308	NUM
aiti-14456	77	4	299	299	NUM
aiti-14456	77	5	3	3	NUM
aiti-14456	77	6	.	.	PUNCT
aiti-14456	77	7	methodology	methodology	NOUN
aiti-14456	77	8	this	this	DET
aiti-14456	77	9	section	section	NOUN
aiti-14456	77	10	presents	present	VERB
aiti-14456	77	11	the	the	DET
aiti-14456	77	12	methodology	methodology	NOUN
aiti-14456	77	13	applied	apply	VERB
aiti-14456	77	14	to	to	PART
aiti-14456	77	15	analyze	analyze	VERB
aiti-14456	77	16	and	and	CCONJ
aiti-14456	77	17	forecast	forecast	VERB
aiti-14456	77	18	daily	daily	ADJ
aiti-14456	77	19	average	average	ADJ
aiti-14456	77	20	temperature	temperature	NOUN
aiti-14456	77	21	data	datum	NOUN
aiti-14456	77	22	.	.	PUNCT
aiti-14456	78	1	the	the	DET
aiti-14456	78	2	approach	approach	NOUN
aiti-14456	78	3	includes	include	VERB
aiti-14456	78	4	data	datum	NOUN
aiti-14456	78	5	description	description	NOUN
aiti-14456	78	6	and	and	CCONJ
aiti-14456	78	7	modeling	modeling	NOUN
aiti-14456	78	8	using	use	VERB
aiti-14456	78	9	both	both	CCONJ
aiti-14456	78	10	deterministic	deterministic	ADJ
aiti-14456	78	11	and	and	CCONJ
aiti-14456	78	12	stochastic	stochastic	ADJ
aiti-14456	78	13	components	component	NOUN
aiti-14456	78	14	.	.	PUNCT
aiti-14456	79	1	a	a	DET
aiti-14456	79	2	fourier	fourier	NOUN
aiti-14456	79	3	series	series	NOUN
aiti-14456	79	4	was	be	AUX
aiti-14456	79	5	employed	employ	VERB
aiti-14456	79	6	to	to	ADP
aiti-14456	79	7	model	model	NOUN
aiti-14456	79	8	seasonality	seasonality	NOUN
aiti-14456	79	9	,	,	PUNCT
aiti-14456	79	10	while	while	SCONJ
aiti-14456	79	11	the	the	DET
aiti-14456	79	12	stochastic	stochastic	ADJ
aiti-14456	79	13	behavior	behavior	NOUN
aiti-14456	79	14	was	be	AUX
aiti-14456	79	15	captured	capture	VERB
aiti-14456	79	16	using	use	VERB
aiti-14456	79	17	the	the	DET
aiti-14456	79	18	ou	ou	NOUN
aiti-14456	79	19	process	process	NOUN
aiti-14456	79	20	and	and	CCONJ
aiti-14456	79	21	the	the	DET
aiti-14456	79	22	elman	elman	PROPN
aiti-14456	79	23	recurrent	recurrent	ADJ
aiti-14456	79	24	neural	neural	ADJ
aiti-14456	79	25	network	network	NOUN
aiti-14456	79	26	(	(	PUNCT
aiti-14456	79	27	ernn	ernn	PROPN
aiti-14456	79	28	)	)	PUNCT
aiti-14456	79	29	.	.	PUNCT
aiti-14456	80	1	the	the	DET
aiti-14456	80	2	model	model	NOUN
aiti-14456	80	3	evaluation	evaluation	NOUN
aiti-14456	80	4	criteria	criterion	NOUN
aiti-14456	80	5	were	be	AUX
aiti-14456	80	6	also	also	ADV
aiti-14456	80	7	described	describe	VERB
aiti-14456	80	8	.	.	PUNCT
aiti-14456	81	1	3.1	3.1	NUM
aiti-14456	81	2	.	.	PUNCT
aiti-14456	81	3	experimental	experimental	ADJ
aiti-14456	81	4	environment	environment	NOUN
aiti-14456	81	5	all	all	DET
aiti-14456	81	6	experimental	experimental	ADJ
aiti-14456	81	7	procedures	procedure	NOUN
aiti-14456	81	8	were	be	AUX
aiti-14456	81	9	performed	perform	VERB
aiti-14456	81	10	on	on	ADP
aiti-14456	81	11	a	a	DET
aiti-14456	81	12	lenovo	lenovo	PROPN
aiti-14456	81	13	ideapad	ideapad	PROPN
aiti-14456	81	14	530s-14ikb	530s-14ikb	PROPN
aiti-14456	81	15	,	,	PUNCT
aiti-14456	81	16	featuring	feature	VERB
aiti-14456	81	17	an	an	DET
aiti-14456	81	18	intel	intel	PROPN
aiti-14456	81	19	core	core	NOUN
aiti-14456	81	20	i5	i5	PROPN
aiti-14456	81	21	-	-	PUNCT
aiti-14456	81	22	8250u	8250u	NUM
aiti-14456	81	23	processor	processor	NOUN
aiti-14456	81	24	,	,	PUNCT
aiti-14456	81	25	16	16	NUM
aiti-14456	81	26	gb	gb	NOUN
aiti-14456	81	27	of	of	ADP
aiti-14456	81	28	ram	ram	NOUN
aiti-14456	81	29	,	,	PUNCT
aiti-14456	81	30	and	and	CCONJ
aiti-14456	81	31	a	a	DET
aiti-14456	81	32	256	256	NUM
aiti-14456	81	33	gb	gb	NOUN
aiti-14456	81	34	ssd	ssd	NOUN
aiti-14456	81	35	,	,	PUNCT
aiti-14456	81	36	operating	operate	VERB
aiti-14456	81	37	on	on	ADP
aiti-14456	81	38	windows	window	NOUN
aiti-14456	81	39	10	10	NUM
aiti-14456	81	40	pro	pro	ADJ
aiti-14456	81	41	.	.	PUNCT
aiti-14456	82	1	the	the	DET
aiti-14456	82	2	software	software	NOUN
aiti-14456	82	3	environment	environment	NOUN
aiti-14456	82	4	utilized	utilize	VERB
aiti-14456	82	5	r	r	NOUN
aiti-14456	82	6	version	version	NOUN
aiti-14456	82	7	4.4.1	4.4.1	NUM
aiti-14456	82	8	within	within	ADP
aiti-14456	82	9	rstudio	rstudio	ADJ
aiti-14456	82	10	version	version	NOUN
aiti-14456	82	11	2024.04.2	2024.04.2	NUM
aiti-14456	82	12	+	+	NOUN
aiti-14456	82	13	764	764	NUM
aiti-14456	82	14	.	.	PUNCT
aiti-14456	83	1	various	various	ADJ
aiti-14456	83	2	r	r	NOUN
aiti-14456	83	3	packages	package	NOUN
aiti-14456	83	4	supported	support	VERB
aiti-14456	83	5	the	the	DET
aiti-14456	83	6	analysis	analysis	NOUN
aiti-14456	83	7	:	:	PUNCT
aiti-14456	83	8	the	the	DET
aiti-14456	83	9	forecast	forecast	NOUN
aiti-14456	83	10	package	package	NOUN
aiti-14456	83	11	facilitated	facilitate	VERB
aiti-14456	83	12	fourier	fourier	NOUN
aiti-14456	83	13	series	series	NOUN
aiti-14456	83	14	modeling	modeling	NOUN
aiti-14456	83	15	and	and	CCONJ
aiti-14456	83	16	statistical	statistical	ADJ
aiti-14456	83	17	testing	testing	NOUN
aiti-14456	83	18	,	,	PUNCT
aiti-14456	83	19	while	while	SCONJ
aiti-14456	83	20	the	the	DET
aiti-14456	83	21	rsnns	rsnns	ADJ
aiti-14456	83	22	package	package	NOUN
aiti-14456	83	23	,	,	PUNCT
aiti-14456	83	24	an	an	DET
aiti-14456	83	25	r	r	NOUN
aiti-14456	83	26	interface	interface	NOUN
aiti-14456	83	27	to	to	ADP
aiti-14456	83	28	the	the	DET
aiti-14456	83	29	stuttgart	stuttgart	PROPN
aiti-14456	83	30	neural	neural	PROPN
aiti-14456	83	31	network	network	NOUN
aiti-14456	83	32	simulator	simulator	NOUN
aiti-14456	83	33	,	,	PUNCT
aiti-14456	83	34	enabled	enable	VERB
aiti-14456	83	35	ernn	ernn	NOUN
aiti-14456	83	36	implementation	implementation	NOUN
aiti-14456	83	37	.	.	PUNCT
aiti-14456	84	1	a	a	DET
aiti-14456	84	2	fixed	fix	VERB
aiti-14456	84	3	random	random	ADJ
aiti-14456	84	4	seed	seed	NOUN
aiti-14456	84	5	(	(	PUNCT
aiti-14456	84	6	set.seed(51237	set.seed(51237	NUM
aiti-14456	84	7	)	)	PUNCT
aiti-14456	84	8	)	)	PUNCT
aiti-14456	84	9	was	be	AUX
aiti-14456	84	10	applied	apply	VERB
aiti-14456	84	11	across	across	ADP
aiti-14456	84	12	all	all	DET
aiti-14456	84	13	pertinent	pertinent	ADJ
aiti-14456	84	14	experiments	experiment	NOUN
aiti-14456	84	15	to	to	PART
aiti-14456	84	16	ensure	ensure	VERB
aiti-14456	84	17	the	the	DET
aiti-14456	84	18	consistency	consistency	NOUN
aiti-14456	84	19	and	and	CCONJ
aiti-14456	84	20	reproducibility	reproducibility	NOUN
aiti-14456	84	21	of	of	ADP
aiti-14456	84	22	the	the	DET
aiti-14456	84	23	neural	neural	ADJ
aiti-14456	84	24	network	network	NOUN
aiti-14456	84	25	model	model	NOUN
aiti-14456	84	26	.	.	PUNCT
aiti-14456	85	1	3.2	3.2	NUM
aiti-14456	85	2	.	.	PUNCT
aiti-14456	86	1	data	datum	NOUN
aiti-14456	86	2	description	description	NOUN
aiti-14456	86	3	the	the	DET
aiti-14456	86	4	daily	daily	ADJ
aiti-14456	86	5	maximum	maximum	ADJ
aiti-14456	86	6	and	and	CCONJ
aiti-14456	86	7	minimum	minimum	ADJ
aiti-14456	86	8	temperatures	temperature	NOUN
aiti-14456	86	9	of	of	ADP
aiti-14456	86	10	chiang	chiang	PROPN
aiti-14456	86	11	mai	mai	PROPN
aiti-14456	86	12	,	,	PUNCT
aiti-14456	86	13	thailand	thailand	PROPN
aiti-14456	86	14	,	,	PUNCT
aiti-14456	86	15	recorded	record	VERB
aiti-14456	86	16	between	between	ADP
aiti-14456	86	17	january	january	PROPN
aiti-14456	86	18	2005	2005	NUM
aiti-14456	86	19	and	and	CCONJ
aiti-14456	86	20	december	december	PROPN
aiti-14456	86	21	2021	2021	NUM
aiti-14456	86	22	by	by	ADP
aiti-14456	86	23	the	the	DET
aiti-14456	86	24	thai	thai	PROPN
aiti-14456	86	25	meteorological	meteorological	PROPN
aiti-14456	86	26	department	department	PROPN
aiti-14456	86	27	,	,	PUNCT
aiti-14456	86	28	were	be	AUX
aiti-14456	86	29	used	use	VERB
aiti-14456	86	30	to	to	PART
aiti-14456	86	31	compute	compute	VERB
aiti-14456	86	32	the	the	DET
aiti-14456	86	33	daily	daily	ADJ
aiti-14456	86	34	average	average	ADJ
aiti-14456	86	35	temperatures	temperature	NOUN
aiti-14456	86	36	.	.	PUNCT
aiti-14456	87	1	this	this	DET
aiti-14456	87	2	dataset	dataset	NOUN
aiti-14456	87	3	,	,	PUNCT
aiti-14456	87	4	spanning	span	VERB
aiti-14456	87	5	over	over	ADP
aiti-14456	87	6	17	17	NUM
aiti-14456	87	7	years	year	NOUN
aiti-14456	87	8	,	,	PUNCT
aiti-14456	87	9	provides	provide	VERB
aiti-14456	87	10	sufficient	sufficient	ADJ
aiti-14456	87	11	temporal	temporal	ADJ
aiti-14456	87	12	coverage	coverage	NOUN
aiti-14456	87	13	to	to	PART
aiti-14456	87	14	observe	observe	VERB
aiti-14456	87	15	seasonal	seasonal	ADJ
aiti-14456	87	16	trends	trend	NOUN
aiti-14456	87	17	and	and	CCONJ
aiti-14456	87	18	long	long	ADJ
aiti-14456	87	19	-	-	PUNCT
aiti-14456	87	20	term	term	NOUN
aiti-14456	87	21	variability	variability	NOUN
aiti-14456	87	22	.	.	PUNCT
aiti-14456	88	1	to	to	PART
aiti-14456	88	2	enable	enable	VERB
aiti-14456	88	3	a	a	DET
aiti-14456	88	4	clearer	clear	ADJ
aiti-14456	88	5	statistical	statistical	ADJ
aiti-14456	88	6	analysis	analysis	NOUN
aiti-14456	88	7	,	,	PUNCT
aiti-14456	88	8	february	february	PROPN
aiti-14456	88	9	29	29	NUM
aiti-14456	88	10	was	be	AUX
aiti-14456	88	11	excluded	exclude	VERB
aiti-14456	88	12	to	to	PART
aiti-14456	88	13	maintain	maintain	VERB
aiti-14456	88	14	uniformity	uniformity	NOUN
aiti-14456	88	15	in	in	ADP
aiti-14456	88	16	the	the	DET
aiti-14456	88	17	time	time	NOUN
aiti-14456	88	18	series	series	PROPN
aiti-14456	88	19	.	.	PUNCT
aiti-14456	89	1	descriptive	descriptive	ADJ
aiti-14456	89	2	statistics	statistic	NOUN
aiti-14456	89	3	such	such	ADJ
aiti-14456	89	4	as	as	ADP
aiti-14456	89	5	mean	mean	ADJ
aiti-14456	89	6	,	,	PUNCT
aiti-14456	89	7	median	median	ADJ
aiti-14456	89	8	,	,	PUNCT
aiti-14456	89	9	standard	standard	ADJ
aiti-14456	89	10	deviation	deviation	NOUN
aiti-14456	89	11	,	,	PUNCT
aiti-14456	89	12	skewness	skewness	NOUN
aiti-14456	89	13	,	,	PUNCT
aiti-14456	89	14	and	and	CCONJ
aiti-14456	89	15	kurtosis	kurtosis	NOUN
aiti-14456	89	16	were	be	AUX
aiti-14456	89	17	calculated	calculate	VERB
aiti-14456	89	18	to	to	PART
aiti-14456	89	19	examine	examine	VERB
aiti-14456	89	20	the	the	DET
aiti-14456	89	21	distribution	distribution	NOUN
aiti-14456	89	22	and	and	CCONJ
aiti-14456	89	23	variability	variability	NOUN
aiti-14456	89	24	of	of	ADP
aiti-14456	89	25	the	the	DET
aiti-14456	89	26	data	datum	NOUN
aiti-14456	89	27	.	.	PUNCT
aiti-14456	90	1	the	the	DET
aiti-14456	90	2	temperature	temperature	NOUN
aiti-14456	90	3	values	value	NOUN
aiti-14456	90	4	ranged	range	VERB
aiti-14456	90	5	from	from	ADP
aiti-14456	90	6	11.05	11.05	NUM
aiti-14456	90	7	°	°	NOUN
aiti-14456	90	8	c	c	NOUN
aiti-14456	90	9	to	to	ADP
aiti-14456	90	10	35.15	35.15	NUM
aiti-14456	90	11	°	°	NOUN
aiti-14456	90	12	c	c	NOUN
aiti-14456	90	13	,	,	PUNCT
aiti-14456	90	14	indicating	indicate	VERB
aiti-14456	90	15	a	a	DET
aiti-14456	90	16	significant	significant	ADJ
aiti-14456	90	17	spread	spread	NOUN
aiti-14456	90	18	.	.	PUNCT
aiti-14456	91	1	the	the	DET
aiti-14456	91	2	presence	presence	NOUN
aiti-14456	91	3	of	of	ADP
aiti-14456	91	4	a	a	DET
aiti-14456	91	5	slightly	slightly	ADV
aiti-14456	91	6	left	left	ADJ
aiti-14456	91	7	-	-	PUNCT
aiti-14456	91	8	skewed	skew	VERB
aiti-14456	91	9	distribution	distribution	NOUN
aiti-14456	91	10	and	and	CCONJ
aiti-14456	91	11	moderate	moderate	ADJ
aiti-14456	91	12	kurtosis	kurtosis	NOUN
aiti-14456	91	13	reflects	reflect	VERB
aiti-14456	91	14	variability	variability	NOUN
aiti-14456	91	15	that	that	PRON
aiti-14456	91	16	is	be	AUX
aiti-14456	91	17	essential	essential	ADJ
aiti-14456	91	18	for	for	ADP
aiti-14456	91	19	validating	validate	VERB
aiti-14456	91	20	both	both	CCONJ
aiti-14456	91	21	linear	linear	ADJ
aiti-14456	91	22	and	and	CCONJ
aiti-14456	91	23	non	non	ADJ
aiti-14456	91	24	-	-	ADJ
aiti-14456	91	25	linear	linear	ADJ
aiti-14456	91	26	models	model	NOUN
aiti-14456	91	27	used	use	VERB
aiti-14456	91	28	in	in	ADP
aiti-14456	91	29	this	this	DET
aiti-14456	91	30	study	study	NOUN
aiti-14456	91	31	.	.	PUNCT
aiti-14456	92	1	3.3	3.3	NUM
aiti-14456	92	2	.	.	PUNCT
aiti-14456	93	1	temperature	temperature	NOUN
aiti-14456	93	2	model	model	NOUN
aiti-14456	93	3	the	the	DET
aiti-14456	93	4	daily	daily	ADJ
aiti-14456	93	5	average	average	ADJ
aiti-14456	93	6	temperature	temperature	NOUN
aiti-14456	93	7	data	datum	NOUN
aiti-14456	93	8	was	be	AUX
aiti-14456	93	9	divided	divide	VERB
aiti-14456	93	10	into	into	ADP
aiti-14456	93	11	a	a	DET
aiti-14456	93	12	seasonal	seasonal	ADJ
aiti-14456	93	13	component	component	NOUN
aiti-14456	93	14	and	and	CCONJ
aiti-14456	93	15	a	a	DET
aiti-14456	93	16	stochastic	stochastic	ADJ
aiti-14456	93	17	component	component	NOUN
aiti-14456	93	18	,	,	PUNCT
aiti-14456	93	19	which	which	PRON
aiti-14456	93	20	could	could	AUX
aiti-14456	93	21	be	be	AUX
aiti-14456	93	22	easily	easily	ADV
aiti-14456	93	23	written	write	VERB
aiti-14456	93	24	as	as	ADP
aiti-14456	93	25	t	t	PROPN
aiti-14456	93	26	t	t	PROPN
aiti-14456	93	27	t	t	PROPN
aiti-14456	93	28	t	t	PROPN
aiti-14456	93	29	d	d	X
aiti-14456	93	30	x=	x=	PUNCT
aiti-14456	94	1	+	+	CCONJ
aiti-14456	94	2	(	(	PUNCT
aiti-14456	94	3	1	1	X
aiti-14456	94	4	)	)	PUNCT
aiti-14456	94	5	where	where	SCONJ
aiti-14456	94	6	tt	tt	PROPN
aiti-14456	94	7	is	be	AUX
aiti-14456	94	8	the	the	DET
aiti-14456	94	9	daily	daily	ADJ
aiti-14456	94	10	average	average	ADJ
aiti-14456	94	11	temperature	temperature	NOUN
aiti-14456	94	12	at	at	ADP
aiti-14456	94	13	time	time	NOUN
aiti-14456	94	14	t	t	PROPN
aiti-14456	94	15	,	,	PUNCT
aiti-14456	94	16	dt	dt	PROPN
aiti-14456	94	17	is	be	AUX
aiti-14456	94	18	the	the	DET
aiti-14456	94	19	seasonal	seasonal	ADJ
aiti-14456	94	20	component	component	NOUN
aiti-14456	94	21	at	at	ADP
aiti-14456	94	22	time	time	NOUN
aiti-14456	94	23	t	t	PROPN
aiti-14456	94	24	and	and	CCONJ
aiti-14456	94	25	xt	xt	PROPN
aiti-14456	94	26	is	be	AUX
aiti-14456	94	27	the	the	DET
aiti-14456	94	28	stochastic	stochastic	ADJ
aiti-14456	94	29	component	component	NOUN
aiti-14456	94	30	at	at	ADP
aiti-14456	94	31	time	time	NOUN
aiti-14456	94	32	t	t	PROPN
aiti-14456	95	1	[	[	X
aiti-14456	95	2	7	7	NUM
aiti-14456	95	3	]	]	PUNCT
aiti-14456	95	4	.	.	PUNCT
aiti-14456	96	1	in	in	ADP
aiti-14456	96	2	this	this	DET
aiti-14456	96	3	work	work	NOUN
aiti-14456	96	4	,	,	PUNCT
aiti-14456	96	5	the	the	DET
aiti-14456	96	6	seasonal	seasonal	ADJ
aiti-14456	96	7	component	component	NOUN
aiti-14456	96	8	,	,	PUNCT
aiti-14456	96	9	dt	dt	X
aiti-14456	96	10	,	,	PUNCT
aiti-14456	96	11	was	be	AUX
aiti-14456	96	12	modelled	model	VERB
aiti-14456	96	13	using	use	VERB
aiti-14456	96	14	a	a	DET
aiti-14456	96	15	deterministic	deterministic	ADJ
aiti-14456	96	16	function	function	NOUN
aiti-14456	96	17	,	,	PUNCT
aiti-14456	96	18	which	which	PRON
aiti-14456	96	19	was	be	AUX
aiti-14456	96	20	a	a	DET
aiti-14456	96	21	fourier	fourier	NOUN
aiti-14456	96	22	series	series	NOUN
aiti-14456	96	23	,	,	PUNCT
aiti-14456	96	24	which	which	PRON
aiti-14456	96	25	effectively	effectively	ADV
aiti-14456	96	26	captures	capture	VERB
aiti-14456	96	27	periodic	periodic	ADJ
aiti-14456	96	28	patterns	pattern	NOUN
aiti-14456	96	29	in	in	ADP
aiti-14456	96	30	the	the	DET
aiti-14456	96	31	data	datum	NOUN
aiti-14456	96	32	.	.	PUNCT
aiti-14456	97	1	meanwhile	meanwhile	ADV
aiti-14456	97	2	,	,	PUNCT
aiti-14456	97	3	the	the	DET
aiti-14456	97	4	stochastic	stochastic	ADJ
aiti-14456	97	5	component	component	NOUN
aiti-14456	97	6	,	,	PUNCT
aiti-14456	97	7	xt	xt	PROPN
aiti-14456	97	8	,	,	PUNCT
aiti-14456	97	9	was	be	AUX
aiti-14456	97	10	modelled	model	VERB
aiti-14456	97	11	using	use	VERB
aiti-14456	97	12	the	the	DET
aiti-14456	97	13	ou	ou	NOUN
aiti-14456	97	14	process	process	NOUN
aiti-14456	97	15	and	and	CCONJ
aiti-14456	97	16	the	the	DET
aiti-14456	97	17	ernn	ernn	NOUN
aiti-14456	97	18	to	to	PART
aiti-14456	97	19	capture	capture	VERB
aiti-14456	97	20	both	both	DET
aiti-14456	97	21	mean	mean	VERB
aiti-14456	97	22	-	-	PUNCT
aiti-14456	97	23	reverting	revert	VERB
aiti-14456	97	24	behavior	behavior	NOUN
aiti-14456	97	25	and	and	CCONJ
aiti-14456	97	26	complex	complex	ADJ
aiti-14456	97	27	nonlinear	nonlinear	ADJ
aiti-14456	97	28	dynamics	dynamic	NOUN
aiti-14456	97	29	.	.	PUNCT
aiti-14456	98	1	3.4	3.4	NUM
aiti-14456	98	2	.	.	PUNCT
aiti-14456	98	3	fourier	fourier	PROPN
aiti-14456	98	4	series	series	PROPN
aiti-14456	98	5	analysis	analysis	NOUN
aiti-14456	98	6	the	the	DET
aiti-14456	98	7	fourier	fourier	ADJ
aiti-14456	98	8	series	series	NOUN
aiti-14456	98	9	is	be	AUX
aiti-14456	98	10	based	base	VERB
aiti-14456	98	11	on	on	ADP
aiti-14456	98	12	the	the	DET
aiti-14456	98	13	concept	concept	NOUN
aiti-14456	98	14	that	that	SCONJ
aiti-14456	98	15	any	any	DET
aiti-14456	98	16	periodic	periodic	ADJ
aiti-14456	98	17	signal	signal	NOUN
aiti-14456	98	18	can	can	AUX
aiti-14456	98	19	be	be	AUX
aiti-14456	98	20	represented	represent	VERB
aiti-14456	98	21	as	as	ADP
aiti-14456	98	22	a	a	DET
aiti-14456	98	23	sum	sum	NOUN
aiti-14456	98	24	of	of	ADP
aiti-14456	98	25	sine	sine	NOUN
aiti-14456	98	26	and	and	CCONJ
aiti-14456	98	27	cosine	cosine	NOUN
aiti-14456	98	28	functions	function	NOUN
aiti-14456	98	29	,	,	PUNCT
aiti-14456	98	30	each	each	PRON
aiti-14456	98	31	with	with	ADP
aiti-14456	98	32	different	different	ADJ
aiti-14456	98	33	frequencies	frequency	NOUN
aiti-14456	98	34	[	[	X
aiti-14456	98	35	24	24	NUM
aiti-14456	98	36	]	]	PUNCT
aiti-14456	98	37	.	.	PUNCT
aiti-14456	99	1	this	this	DET
aiti-14456	99	2	approximation	approximation	NOUN
aiti-14456	99	3	is	be	AUX
aiti-14456	99	4	obtained	obtain	VERB
aiti-14456	99	5	by	by	ADP
aiti-14456	99	6	calculating	calculate	VERB
aiti-14456	99	7	the	the	DET
aiti-14456	99	8	coefficients	coefficient	NOUN
aiti-14456	99	9	that	that	PRON
aiti-14456	99	10	define	define	VERB
aiti-14456	99	11	the	the	DET
aiti-14456	99	12	amplitude	amplitude	NOUN
aiti-14456	99	13	of	of	ADP
aiti-14456	99	14	each	each	DET
aiti-14456	99	15	component	component	NOUN
aiti-14456	99	16	in	in	ADP
aiti-14456	99	17	the	the	DET
aiti-14456	99	18	series	series	NOUN
aiti-14456	99	19	.	.	PUNCT
aiti-14456	100	1	therefore	therefore	ADV
aiti-14456	100	2	,	,	PUNCT
aiti-14456	100	3	fourier	fourier	ADJ
aiti-14456	100	4	techniques	technique	NOUN
aiti-14456	100	5	are	be	AUX
aiti-14456	100	6	widely	widely	ADV
aiti-14456	100	7	used	use	VERB
aiti-14456	100	8	to	to	PART
aiti-14456	100	9	describe	describe	VERB
aiti-14456	100	10	periodic	periodic	ADJ
aiti-14456	100	11	data	datum	NOUN
aiti-14456	100	12	,	,	PUNCT
aiti-14456	100	13	which	which	PRON
aiti-14456	100	14	is	be	AUX
aiti-14456	100	15	suitable	suitable	ADJ
aiti-14456	100	16	for	for	ADP
aiti-14456	100	17	applying	apply	VERB
aiti-14456	100	18	to	to	ADP
aiti-14456	100	19	temperature	temperature	NOUN
aiti-14456	100	20	data	datum	NOUN
aiti-14456	100	21	[	[	X
aiti-14456	100	22	25	25	NUM
aiti-14456	100	23	]	]	PUNCT
aiti-14456	100	24	.	.	PUNCT
aiti-14456	101	1	advances	advance	NOUN
aiti-14456	101	2	in	in	ADP
aiti-14456	101	3	technology	technology	NOUN
aiti-14456	101	4	innovation	innovation	NOUN
aiti-14456	101	5	,	,	PUNCT
aiti-14456	101	6	vol	vol	NOUN
aiti-14456	101	7	.	.	PROPN
aiti-14456	102	1	10	10	NUM
aiti-14456	102	2	,	,	PUNCT
aiti-14456	102	3	no	no	INTJ
aiti-14456	102	4	.	.	NOUN
aiti-14456	102	5	3	3	NUM
aiti-14456	102	6	,	,	PUNCT
aiti-14456	102	7	2025	2025	NUM
aiti-14456	102	8	,	,	PUNCT
aiti-14456	102	9	pp	pp	ADV
aiti-14456	102	10	.	.	PUNCT
aiti-14456	103	1	296	296	NUM
aiti-14456	103	2	-	-	SYM
aiti-14456	103	3	308	308	NUM
aiti-14456	103	4	300	300	NUM
aiti-14456	103	5	for	for	ADP
aiti-14456	103	6	a	a	DET
aiti-14456	103	7	real	real	ADV
aiti-14456	103	8	-	-	PUNCT
aiti-14456	103	9	valued	value	VERB
aiti-14456	103	10	integrable	integrable	ADJ
aiti-14456	103	11	function	function	NOUN
aiti-14456	103	12	d(t	d(t	PROPN
aiti-14456	103	13	)	)	PUNCT
aiti-14456	103	14	,	,	PUNCT
aiti-14456	103	15	the	the	DET
aiti-14456	103	16	trigonometric	trigonometric	ADJ
aiti-14456	103	17	form	form	NOUN
aiti-14456	103	18	of	of	ADP
aiti-14456	103	19	the	the	DET
aiti-14456	103	20	fourier	fourier	NOUN
aiti-14456	103	21	series	series	NOUN
aiti-14456	103	22	representation	representation	NOUN
aiti-14456	103	23	of	of	ADP
aiti-14456	103	24	d(t	d(t	PROPN
aiti-14456	103	25	)	)	PUNCT
aiti-14456	103	26	is	be	AUX
aiti-14456	103	27	shown	show	VERB
aiti-14456	103	28	as	as	ADP
aiti-14456	103	29	0	0	NUM
aiti-14456	103	30	1	1	NUM
aiti-14456	103	31	(	(	PUNCT
aiti-14456	103	32	)	)	PUNCT
aiti-14456	103	33	(	(	PUNCT
aiti-14456	103	34	cos	cos	X
aiti-14456	103	35	(	(	PUNCT
aiti-14456	103	36	)	)	PUNCT
aiti-14456	103	37	sin	sin	NOUN
aiti-14456	103	38	(	(	PUNCT
aiti-14456	103	39	)	)	PUNCT
aiti-14456	103	40	)	)	PUNCT
aiti-14456	103	41	n	n	CCONJ
aiti-14456	103	42	n	n	CCONJ
aiti-14456	103	43	n	n	CCONJ
aiti-14456	103	44	n	n	CCONJ
aiti-14456	103	45	n	n	PROPN
aiti-14456	103	46	d	d	PROPN
aiti-14456	103	47	t	t	PROPN
aiti-14456	104	1	a	a	DET
aiti-14456	104	2	a	a	DET
aiti-14456	104	3	n	n	ADP
aiti-14456	104	4	t	t	NOUN
aiti-14456	104	5	b	b	PROPN
aiti-14456	104	6	n	n	CCONJ
aiti-14456	104	7	t	t	PRON
aiti-14456	104	8			X
aiti-14456	104	9			NOUN
aiti-14456	104	10	=	=	PUNCT
aiti-14456	104	11	=	=	PUNCT
aiti-14456	105	1	+	+	PUNCT
aiti-14456	105	2	+	+	ADJ
aiti-14456	105	3			X
aiti-14456	105	4	(	(	PUNCT
aiti-14456	105	5	2	2	X
aiti-14456	105	6	)	)	PUNCT
aiti-14456	105	7	where	where	SCONJ
aiti-14456	105	8	𝑎0	𝑎0	PROPN
aiti-14456	105	9	is	be	AUX
aiti-14456	105	10	the	the	DET
aiti-14456	105	11	direct	direct	ADJ
aiti-14456	105	12	current	current	ADJ
aiti-14456	105	13	offset	offset	NOUN
aiti-14456	105	14	of	of	ADP
aiti-14456	105	15	data	datum	NOUN
aiti-14456	105	16	(	(	PUNCT
aiti-14456	105	17	n	n	NOUN
aiti-14456	105	18	=	=	NOUN
aiti-14456	105	19	0	0	NUM
aiti-14456	105	20	)	)	PUNCT
aiti-14456	105	21	,	,	PUNCT
aiti-14456	105	22	𝑎𝑛	𝑎𝑛	PROPN
aiti-14456	105	23	is	be	AUX
aiti-14456	105	24	the	the	DET
aiti-14456	105	25	sine	sine	ADJ
aiti-14456	105	26	amplitude	amplitude	NOUN
aiti-14456	105	27	of	of	ADP
aiti-14456	105	28	the	the	DET
aiti-14456	105	29	nth	nth	NOUN
aiti-14456	105	30	harmonic	harmonic	NOUN
aiti-14456	105	31	,	,	PUNCT
aiti-14456	105	32	bn	bn	PROPN
aiti-14456	105	33	is	be	AUX
aiti-14456	105	34	the	the	DET
aiti-14456	105	35	cosine	cosine	ADJ
aiti-14456	105	36	amplitude	amplitude	NOUN
aiti-14456	105	37	of	of	ADP
aiti-14456	105	38	the	the	DET
aiti-14456	105	39	nth	nth	NOUN
aiti-14456	105	40	harmonic	harmonic	NOUN
aiti-14456	105	41	,	,	PUNCT
aiti-14456	105	42	n	n	PRON
aiti-14456	105	43	is	be	AUX
aiti-14456	105	44	the	the	DET
aiti-14456	105	45	order	order	NOUN
aiti-14456	105	46	of	of	ADP
aiti-14456	105	47	the	the	DET
aiti-14456	105	48	harmonic	harmonic	ADJ
aiti-14456	105	49	analysis	analysis	NOUN
aiti-14456	105	50	,	,	PUNCT
aiti-14456	105	51	and	and	CCONJ
aiti-14456	105	52	ωn	ωn	PRON
aiti-14456	105	53	is	be	AUX
aiti-14456	105	54	the	the	DET
aiti-14456	105	55	frequency	frequency	NOUN
aiti-14456	105	56	[	[	X
aiti-14456	105	57	26	26	NUM
aiti-14456	105	58	]	]	PUNCT
aiti-14456	105	59	.	.	PUNCT
aiti-14456	106	1	the	the	DET
aiti-14456	106	2	value	value	NOUN
aiti-14456	106	3	of	of	ADP
aiti-14456	106	4	𝑎0	𝑎0	PROPN
aiti-14456	106	5	,	,	PUNCT
aiti-14456	106	6	𝑎𝑛	𝑎𝑛	PRON
aiti-14456	106	7	and	and	CCONJ
aiti-14456	106	8	bn	bn	ADV
aiti-14456	106	9	are	be	AUX
aiti-14456	106	10	also	also	ADV
aiti-14456	106	11	called	call	VERB
aiti-14456	106	12	the	the	DET
aiti-14456	106	13	fourier	fourier	ADJ
aiti-14456	106	14	coefficients	coefficient	NOUN
aiti-14456	106	15	of	of	ADP
aiti-14456	106	16	y(t	y(t	PROPN
aiti-14456	106	17	)	)	PUNCT
aiti-14456	107	1	[	[	X
aiti-14456	107	2	24	24	NUM
aiti-14456	107	3	]	]	PUNCT
aiti-14456	107	4	.	.	PUNCT
aiti-14456	108	1	in	in	ADP
aiti-14456	108	2	this	this	DET
aiti-14456	108	3	study	study	NOUN
aiti-14456	108	4	,	,	PUNCT
aiti-14456	108	5	since	since	SCONJ
aiti-14456	108	6	the	the	DET
aiti-14456	108	7	data	datum	NOUN
aiti-14456	108	8	set	set	VERB
aiti-14456	108	9	was	be	AUX
aiti-14456	108	10	daily	daily	ADJ
aiti-14456	108	11	data	datum	NOUN
aiti-14456	108	12	,	,	PUNCT
aiti-14456	108	13	the	the	DET
aiti-14456	108	14	frequency	frequency	NOUN
aiti-14456	108	15	of	of	ADP
aiti-14456	108	16	the	the	DET
aiti-14456	108	17	fourier	fourier	NOUN
aiti-14456	108	18	series	series	NOUN
aiti-14456	108	19	was	be	AUX
aiti-14456	108	20	computed	compute	VERB
aiti-14456	108	21	as	as	ADP
aiti-14456	108	22	𝜔𝑛	𝜔𝑛	ADV
aiti-14456	108	23	=	=	SYM
aiti-14456	108	24	2𝜋	2𝜋	NUM
aiti-14456	108	25	365	365	NUM
aiti-14456	108	26	.	.	PUNCT
aiti-14456	109	1	typically	typically	ADV
aiti-14456	109	2	,	,	PUNCT
aiti-14456	109	3	the	the	DET
aiti-14456	109	4	original	original	ADJ
aiti-14456	109	5	time	time	NOUN
aiti-14456	109	6	series	series	NOUN
aiti-14456	109	7	was	be	AUX
aiti-14456	109	8	approximated	approximate	VERB
aiti-14456	109	9	by	by	ADP
aiti-14456	109	10	using	use	VERB
aiti-14456	109	11	a	a	DET
aiti-14456	109	12	limited	limited	ADJ
aiti-14456	109	13	number	number	NOUN
aiti-14456	109	14	of	of	ADP
aiti-14456	109	15	terms	term	NOUN
aiti-14456	109	16	from	from	ADP
aiti-14456	109	17	the	the	DET
aiti-14456	109	18	fourier	fourier	NOUN
aiti-14456	109	19	series	series	NOUN
aiti-14456	109	20	,	,	PUNCT
aiti-14456	109	21	determined	determine	VERB
aiti-14456	109	22	by	by	ADP
aiti-14456	109	23	selecting	select	VERB
aiti-14456	109	24	an	an	DET
aiti-14456	109	25	appropriate	appropriate	ADJ
aiti-14456	109	26	order	order	NOUN
aiti-14456	109	27	for	for	ADP
aiti-14456	109	28	the	the	DET
aiti-14456	109	29	series	series	NOUN
aiti-14456	109	30	[	[	X
aiti-14456	109	31	27	27	NUM
aiti-14456	109	32	]	]	PUNCT
aiti-14456	109	33	.	.	PUNCT
aiti-14456	110	1	after	after	ADP
aiti-14456	110	2	applying	apply	VERB
aiti-14456	110	3	the	the	DET
aiti-14456	110	4	daily	daily	ADJ
aiti-14456	110	5	average	average	ADJ
aiti-14456	110	6	temperature	temperature	NOUN
aiti-14456	110	7	data	datum	NOUN
aiti-14456	110	8	to	to	ADP
aiti-14456	110	9	the	the	DET
aiti-14456	110	10	fourier	fourier	PROPN
aiti-14456	110	11	series	series	PROPN
aiti-14456	110	12	model	model	PROPN
aiti-14456	110	13	,	,	PUNCT
aiti-14456	110	14	the	the	DET
aiti-14456	110	15	parameters	parameter	NOUN
aiti-14456	110	16	were	be	AUX
aiti-14456	110	17	estimated	estimate	VERB
aiti-14456	110	18	by	by	ADP
aiti-14456	110	19	the	the	DET
aiti-14456	110	20	ordinary	ordinary	ADJ
aiti-14456	110	21	least	least	ADJ
aiti-14456	110	22	squares	square	NOUN
aiti-14456	110	23	method	method	NOUN
aiti-14456	110	24	in	in	ADP
aiti-14456	110	25	multiple	multiple	ADJ
aiti-14456	110	26	regression	regression	NOUN
aiti-14456	110	27	.	.	PUNCT
aiti-14456	111	1	3.5	3.5	NUM
aiti-14456	111	2	.	.	PUNCT
aiti-14456	112	1	the	the	DET
aiti-14456	112	2	ornstein	ornstein	PROPN
aiti-14456	112	3	-	-	PUNCT
aiti-14456	112	4	uhlenbeck	uhlenbeck	PROPN
aiti-14456	112	5	process	process	NOUN
aiti-14456	112	6	the	the	DET
aiti-14456	112	7	ou	ou	NOUN
aiti-14456	112	8	process	process	NOUN
aiti-14456	112	9	[	[	X
aiti-14456	112	10	7	7	X
aiti-14456	112	11	]	]	PUNCT
aiti-14456	112	12	is	be	AUX
aiti-14456	112	13	the	the	DET
aiti-14456	112	14	most	most	ADV
aiti-14456	112	15	widely	widely	ADV
aiti-14456	112	16	used	use	VERB
aiti-14456	112	17	model	model	NOUN
aiti-14456	112	18	for	for	ADP
aiti-14456	112	19	deseasonalized	deseasonalize	VERB
aiti-14456	112	20	data	datum	NOUN
aiti-14456	112	21	,	,	PUNCT
aiti-14456	112	22	xt	xt	ADP
aiti-14456	112	23	,	,	PUNCT
aiti-14456	112	24	and	and	CCONJ
aiti-14456	112	25	the	the	DET
aiti-14456	112	26	stochastic	stochastic	ADJ
aiti-14456	112	27	differential	differential	NOUN
aiti-14456	112	28	equation	equation	NOUN
aiti-14456	112	29	is	be	AUX
aiti-14456	112	30	expressed	express	VERB
aiti-14456	112	31	as	as	ADP
aiti-14456	112	32	(	(	PUNCT
aiti-14456	112	33	)	)	PUNCT
aiti-14456	112	34	dx	dx	PROPN
aiti-14456	113	1	x	x	X
aiti-14456	113	2	dt	dt	PROPN
aiti-14456	113	3	dw	dw	PROPN
aiti-14456	113	4	t	t	PROPN
aiti-14456	113	5	t	t	PROPN
aiti-14456	113	6	t	t	PROPN
aiti-14456	113	7			NUM
aiti-14456	113	8			PROPN
aiti-14456	113	9	=	=	NOUN
aiti-14456	113	10	−	−	PROPN
aiti-14456	113	11	+	+	CCONJ
aiti-14456	113	12	(	(	PUNCT
aiti-14456	113	13	3	3	NUM
aiti-14456	113	14	)	)	PUNCT
aiti-14456	113	15	where	where	SCONJ
aiti-14456	113	16	xt	xt	PROPN
aiti-14456	113	17	denotes	denote	VERB
aiti-14456	113	18	the	the	DET
aiti-14456	113	19	stochastic	stochastic	ADJ
aiti-14456	113	20	component	component	NOUN
aiti-14456	113	21	at	at	ADP
aiti-14456	113	22	time	time	NOUN
aiti-14456	113	23	t	t	PROPN
aiti-14456	113	24	,	,	PUNCT
aiti-14456	113	25	𝛼	𝛼	PROPN
aiti-14456	113	26	denotes	denote	VERB
aiti-14456	113	27	the	the	DET
aiti-14456	113	28	mean	mean	ADJ
aiti-14456	113	29	reversion	reversion	NOUN
aiti-14456	113	30	coefficient	coefficient	NOUN
aiti-14456	113	31	,	,	PUNCT
aiti-14456	113	32	𝛽	𝛽	NOUN
aiti-14456	113	33	represents	represent	VERB
aiti-14456	113	34	the	the	DET
aiti-14456	113	35	drift	drift	NOUN
aiti-14456	113	36	of	of	ADP
aiti-14456	113	37	the	the	DET
aiti-14456	113	38	process	process	NOUN
aiti-14456	113	39	,	,	PUNCT
aiti-14456	113	40	𝜎	𝜎	PROPN
aiti-14456	113	41	is	be	AUX
aiti-14456	113	42	the	the	DET
aiti-14456	113	43	volatility	volatility	NOUN
aiti-14456	113	44	,	,	PUNCT
aiti-14456	113	45	wt	wt	PROPN
aiti-14456	113	46	is	be	AUX
aiti-14456	113	47	the	the	DET
aiti-14456	113	48	standard	standard	ADJ
aiti-14456	113	49	wiener	wiener	NOUN
aiti-14456	113	50	process	process	NOUN
aiti-14456	113	51	.	.	PUNCT
aiti-14456	114	1	an	an	DET
aiti-14456	114	2	exact	exact	ADJ
aiti-14456	114	3	solution	solution	NOUN
aiti-14456	114	4	for	for	ADP
aiti-14456	114	5	eq	eq	NOUN
aiti-14456	114	6	.	.	PUNCT
aiti-14456	115	1	(	(	PUNCT
aiti-14456	115	2	3	3	X
aiti-14456	115	3	)	)	PUNCT
aiti-14456	115	4	is	be	AUX
aiti-14456	115	5	expressed	express	VERB
aiti-14456	115	6	by	by	ADP
aiti-14456	115	7	(	(	PUNCT
aiti-14456	115	8	)	)	PUNCT
aiti-14456	115	9	(	(	PUNCT
aiti-14456	115	10	)	)	PUNCT
aiti-14456	115	11	(	(	PUNCT
aiti-14456	115	12	1	1	X
aiti-14456	115	13	)	)	PUNCT
aiti-14456	115	14	t	t	NOUN
aiti-14456	115	15	t	t	PROPN
aiti-14456	115	16	s	s	PROPN
aiti-14456	115	17	t	t	PROPN
aiti-14456	115	18	s	s	PROPN
aiti-14456	115	19	t	t	NOUN
aiti-14456	115	20	u	u	NOUN
aiti-14456	116	1	t	t	PROPN
aiti-14456	116	2	s	s	X
aiti-14456	116	3	u	u	NOUN
aiti-14456	116	4	s	s	NOUN
aiti-14456	116	5	x	x	X
aiti-14456	116	6	x	x	PUNCT
aiti-14456	116	7	e	e	X
aiti-14456	116	8	e	e	X
aiti-14456	116	9	e	e	X
aiti-14456	116	10	e	e	X
aiti-14456	116	11	dw	dw	X
aiti-14456	116	12			NOUN
aiti-14456	116	13			X
aiti-14456	116	14			X
aiti-14456	116	15			X
aiti-14456	116	16			PROPN
aiti-14456	116	17			NUM
aiti-14456	116	18	−	−	ADP
aiti-14456	116	19	−	−	NUM
aiti-14456	117	1	−	−	PROPN
aiti-14456	118	1	−	−	NOUN
aiti-14456	119	1	−	−	PROPN
aiti-14456	120	1	=	=	PUNCT
aiti-14456	121	1	+	+	NUM
aiti-14456	121	2	−	−	PROPN
aiti-14456	122	1	+	+	CCONJ
aiti-14456	122	2			X
aiti-14456	122	3	(	(	PUNCT
aiti-14456	122	4	4	4	NUM
aiti-14456	122	5	)	)	PUNCT
aiti-14456	122	6	where	where	SCONJ
aiti-14456	122	7	s	s	VERB
aiti-14456	122	8	<	<	X
aiti-14456	122	9	t.	t.	X
aiti-14456	122	10	a	a	DET
aiti-14456	122	11	discrete	discrete	ADJ
aiti-14456	122	12	form	form	NOUN
aiti-14456	122	13	of	of	ADP
aiti-14456	122	14	eq	eq	NOUN
aiti-14456	122	15	.	.	PUNCT
aiti-14456	123	1	(	(	PUNCT
aiti-14456	123	2	4	4	X
aiti-14456	123	3	)	)	PUNCT
aiti-14456	123	4	is	be	AUX
aiti-14456	123	5	written	write	VERB
aiti-14456	123	6	as	as	ADP
aiti-14456	123	7	2	2	NUM
aiti-14456	123	8	1	1	NUM
aiti-14456	123	9	1	1	NUM
aiti-14456	123	10	(	(	PUNCT
aiti-14456	123	11	1	1	NUM
aiti-14456	123	12	)	)	PUNCT
aiti-14456	123	13	2	2	NUM
aiti-14456	124	1	k	k	NOUN
aiti-14456	124	2	k	k	PROPN
aiti-14456	124	3	k	k	PROPN
aiti-14456	124	4	k	k	PROPN
aiti-14456	124	5	k	k	PROPN
aiti-14456	124	6	k	k	PROPN
aiti-14456	124	7	e	e	X
aiti-14456	124	8	x	x	PUNCT
aiti-14456	124	9	x	x	X
aiti-14456	124	10	e	e	NOUN
aiti-14456	124	11	e	e	X
aiti-14456	124	12			X
aiti-14456	124	13			X
aiti-14456	124	14			X
aiti-14456	124	15			PROPN
aiti-14456	124	16			X
aiti-14456	124	17			X
aiti-14456	124	18			X
aiti-14456	124	19	−	−	PROPN
aiti-14456	124	20			NOUN
aiti-14456	124	21	−	−	NOUN
aiti-14456	124	22			NOUN
aiti-14456	124	23	−	−	X
aiti-14456	124	24			NOUN
aiti-14456	125	1	+	+	NUM
aiti-14456	125	2	−	−	PROPN
aiti-14456	126	1	=	=	SYM
aiti-14456	127	1	+	+	NUM
aiti-14456	127	2	−	−	PROPN
aiti-14456	128	1	+	+	CCONJ
aiti-14456	128	2	(	(	PUNCT
aiti-14456	128	3	5	5	NUM
aiti-14456	128	4	)	)	PUNCT
aiti-14456	128	5	where	where	SCONJ
aiti-14456	128	6	xt	xt	PROPN
aiti-14456	128	7	denotes	denote	VERB
aiti-14456	128	8	the	the	DET
aiti-14456	128	9	stochastic	stochastic	ADJ
aiti-14456	128	10	component	component	NOUN
aiti-14456	128	11	at	at	ADP
aiti-14456	128	12	time	time	NOUN
aiti-14456	128	13	t	t	PROPN
aiti-14456	128	14	,	,	PUNCT
aiti-14456	128	15	𝛼	𝛼	PROPN
aiti-14456	128	16	denotes	denote	VERB
aiti-14456	128	17	the	the	DET
aiti-14456	128	18	mean	mean	ADJ
aiti-14456	128	19	reversion	reversion	NOUN
aiti-14456	128	20	coefficient	coefficient	NOUN
aiti-14456	128	21	,	,	PUNCT
aiti-14456	128	22	𝛽	𝛽	NOUN
aiti-14456	128	23	represents	represent	VERB
aiti-14456	128	24	the	the	DET
aiti-14456	128	25	drift	drift	NOUN
aiti-14456	128	26	of	of	ADP
aiti-14456	128	27	the	the	DET
aiti-14456	128	28	process	process	NOUN
aiti-14456	128	29	,	,	PUNCT
aiti-14456	128	30	𝜎	𝜎	PROPN
aiti-14456	128	31	is	be	AUX
aiti-14456	128	32	the	the	DET
aiti-14456	128	33	volatility	volatility	NOUN
aiti-14456	128	34	,	,	PUNCT
aiti-14456	128	35	and	and	CCONJ
aiti-14456	128	36	𝜔𝑘	𝜔𝑘	SCONJ
aiti-14456	128	37	represents	represent	VERB
aiti-14456	128	38	a	a	DET
aiti-14456	128	39	sequence	sequence	NOUN
aiti-14456	128	40	of	of	ADP
aiti-14456	128	41	independent	independent	ADJ
aiti-14456	128	42	and	and	CCONJ
aiti-14456	128	43	identically	identically	ADV
aiti-14456	128	44	distributed	distribute	VERB
aiti-14456	128	45	(	(	PUNCT
aiti-14456	128	46	iid	iid	NOUN
aiti-14456	128	47	)	)	PUNCT
aiti-14456	128	48	standard	standard	ADJ
aiti-14456	128	49	normal	normal	ADJ
aiti-14456	128	50	random	random	ADJ
aiti-14456	128	51	variables	variable	NOUN
aiti-14456	128	52	[	[	X
aiti-14456	128	53	7	7	NUM
aiti-14456	128	54	]	]	PUNCT
aiti-14456	128	55	.	.	PUNCT
aiti-14456	129	1	using	use	VERB
aiti-14456	129	2	the	the	DET
aiti-14456	129	3	approach	approach	NOUN
aiti-14456	129	4	proposed	propose	VERB
aiti-14456	129	5	by	by	ADP
aiti-14456	129	6	tang	tang	PROPN
aiti-14456	129	7	and	and	CCONJ
aiti-14456	129	8	chen	chen	PROPN
aiti-14456	130	1	[	[	X
aiti-14456	130	2	28	28	NUM
aiti-14456	130	3	]	]	PUNCT
aiti-14456	130	4	,	,	PUNCT
aiti-14456	130	5	the	the	DET
aiti-14456	130	6	parameters	parameter	NOUN
aiti-14456	130	7	xt	xt	VERB
aiti-14456	130	8	are	be	AUX
aiti-14456	130	9	estimated	estimate	VERB
aiti-14456	130	10	through	through	ADP
aiti-14456	130	11	the	the	DET
aiti-14456	130	12	following	follow	VERB
aiti-14456	130	13	equations	equation	NOUN
aiti-14456	130	14	1	1	NUM
aiti-14456	130	15	log	log	NOUN
aiti-14456	130	16	(	(	PUNCT
aiti-14456	130	17	)	)	PUNCT
aiti-14456	130	18			X
aiti-14456	130	19	=	=	NOUN
aiti-14456	130	20	−	−	PROPN
aiti-14456	130	21	(	(	PUNCT
aiti-14456	130	22	6	6	NUM
aiti-14456	130	23	)	)	SYM
aiti-14456	130	24	2	2	NUM
aiti-14456	130	25			NOUN
aiti-14456	130	26	=	=	NOUN
aiti-14456	130	27	(	(	PUNCT
aiti-14456	130	28	7	7	NUM
aiti-14456	130	29	)	)	PUNCT
aiti-14456	130	30	(	(	PUNCT
aiti-14456	130	31	)	)	PUNCT
aiti-14456	131	1	1	1	NUM
aiti-14456	131	2	2	2	NUM
aiti-14456	131	3	3	3	NUM
aiti-14456	131	4	12	12	NUM
aiti-14456	131	5	1	1	NUM
aiti-14456	131	6			ADP
aiti-14456	131	7			NUM
aiti-14456	131	8	−	−	PROPN
aiti-14456	131	9	=	=	SYM
aiti-14456	131	10	−	−	PROPN
aiti-14456	131	11	(	(	PUNCT
aiti-14456	131	12	8)	8)	NUM
aiti-14456	131	13	where	where	SCONJ
aiti-14456	131	14	1	1	NUM
aiti-14456	131	15	2	2	NUM
aiti-14456	131	16	1	1	NUM
aiti-14456	131	17	1	1	NUM
aiti-14456	131	18	1	1	NUM
aiti-14456	131	19	1	1	NUM
aiti-14456	131	20	1	1	NUM
aiti-14456	131	21	1	1	NUM
aiti-14456	131	22	1	1	NUM
aiti-14456	131	23	2	2	NUM
aiti-14456	131	24	2	2	NUM
aiti-14456	131	25	2	2	NUM
aiti-14456	131	26	1	1	NUM
aiti-14456	131	27	1	1	NUM
aiti-14456	131	28	1	1	NUM
aiti-14456	131	29	(	(	PUNCT
aiti-14456	131	30	)	)	PUNCT
aiti-14456	131	31	n	n	CCONJ
aiti-14456	131	32	n	n	CCONJ
aiti-14456	131	33	n	n	NOUN
aiti-14456	131	34	i	i	PRON
aiti-14456	132	1	i	i	PRON
aiti-14456	132	2	i	i	PRON
aiti-14456	133	1	i	i	PRON
aiti-14456	133	2	i	i	PRON
aiti-14456	134	1	i	i	VERB
aiti-14456	134	2	i	i	PRON
aiti-14456	135	1	n	n	VERB
aiti-14456	136	1	i	i	PRON
aiti-14456	137	1	i	i	PRON
aiti-14456	138	1	i	i	PRON
aiti-14456	138	2	n	n	VERB
aiti-14456	138	3	x	x	NOUN
aiti-14456	138	4	x	x	SYM
aiti-14456	138	5	n	n	PROPN
aiti-14456	138	6	x	x	SYM
aiti-14456	138	7	x	x	SYM
aiti-14456	138	8	n	n	PROPN
aiti-14456	138	9	x	x	SYM
aiti-14456	138	10	n	n	PROPN
aiti-14456	138	11	x	x	NOUN
aiti-14456	138	12			NUM
aiti-14456	138	13	−	−	NUM
aiti-14456	139	1	−	−	NOUN
aiti-14456	140	1	−	−	NOUN
aiti-14456	140	2	−	−	PROPN
aiti-14456	141	1	=	=	SYM
aiti-14456	141	2	=	=	PUNCT
aiti-14456	141	3	=	=	PUNCT
aiti-14456	142	1	−	−	PROPN
aiti-14456	142	2	−	−	NOUN
aiti-14456	143	1	−	−	NOUN
aiti-14456	143	2	−	−	PROPN
aiti-14456	143	3	=	=	SYM
aiti-14456	144	1	−	−	PROPN
aiti-14456	144	2	=	=	SYM
aiti-14456	144	3	−	−	PROPN
aiti-14456	144	4			X
aiti-14456	144	5			X
aiti-14456	144	6			X
aiti-14456	144	7			X
aiti-14456	144	8	(	(	PUNCT
aiti-14456	144	9	9	9	X
aiti-14456	144	10	)	)	PUNCT
aiti-14456	144	11	advances	advance	NOUN
aiti-14456	144	12	in	in	ADP
aiti-14456	144	13	technology	technology	NOUN
aiti-14456	144	14	innovation	innovation	NOUN
aiti-14456	144	15	,	,	PUNCT
aiti-14456	144	16	vol	vol	NOUN
aiti-14456	144	17	.	.	PROPN
aiti-14456	144	18	10	10	NUM
aiti-14456	144	19	,	,	PUNCT
aiti-14456	144	20	no	no	INTJ
aiti-14456	144	21	.	.	NOUN
aiti-14456	144	22	3	3	NUM
aiti-14456	144	23	,	,	PUNCT
aiti-14456	144	24	2025	2025	NUM
aiti-14456	144	25	,	,	PUNCT
aiti-14456	144	26	pp	pp	ADV
aiti-14456	144	27	.	.	PUNCT
aiti-14456	145	1	296	296	NUM
aiti-14456	145	2	-	-	SYM
aiti-14456	145	3	308	308	NUM
aiti-14456	145	4	301	301	NUM
aiti-14456	145	5	1	1	NUM
aiti-14456	145	6	1	1	NUM
aiti-14456	145	7	1	1	NUM
aiti-14456	145	8	1	1	NUM
aiti-14456	145	9	2	2	NUM
aiti-14456	145	10	1	1	NUM
aiti-14456	145	11	(	(	PUNCT
aiti-14456	145	12	)	)	PUNCT
aiti-14456	145	13	1	1	NUM
aiti-14456	145	14	n	n	NOUN
aiti-14456	146	1	i	i	PRON
aiti-14456	146	2	i	i	PRON
aiti-14456	146	3	i	i	VERB
aiti-14456	146	4	n	n	VERB
aiti-14456	146	5	x	x	X
aiti-14456	146	6	x	x	PROPN
aiti-14456	146	7			NUM
aiti-14456	146	8			NUM
aiti-14456	146	9	−	−	NOUN
aiti-14456	146	10	−	−	PROPN
aiti-14456	146	11	=	=	SYM
aiti-14456	147	1	−	−	PROPN
aiti-14456	147	2	=	=	SYM
aiti-14456	147	3	−	−	PROPN
aiti-14456	147	4			X
aiti-14456	147	5	(	(	PUNCT
aiti-14456	147	6	10	10	NUM
aiti-14456	147	7	)	)	SYM
aiti-14456	147	8	1	1	NUM
aiti-14456	147	9	2	2	NUM
aiti-14456	147	10	3	3	NUM
aiti-14456	147	11	1	1	NUM
aiti-14456	147	12	1	1	NUM
aiti-14456	147	13	2	2	NUM
aiti-14456	147	14	1	1	NUM
aiti-14456	147	15	1	1	NUM
aiti-14456	147	16	[	[	PUNCT
aiti-14456	147	17	(	(	PUNCT
aiti-14456	147	18	1	1	NUM
aiti-14456	147	19	)	)	PUNCT
aiti-14456	147	20	]	]	PUNCT
aiti-14456	148	1	n	n	CCONJ
aiti-14456	148	2	i	i	PRON
aiti-14456	149	1	i	i	PRON
aiti-14456	149	2	i	i	VERB
aiti-14456	149	3	n	n	VERB
aiti-14456	149	4	x	x	X
aiti-14456	149	5	x	x	PROPN
aiti-14456	149	6			NUM
aiti-14456	149	7			NUM
aiti-14456	149	8			NUM
aiti-14456	150	1	−	−	NOUN
aiti-14456	150	2	−	−	PROPN
aiti-14456	151	1	=	=	PUNCT
aiti-14456	151	2	=	=	PUNCT
aiti-14456	151	3	−	−	PROPN
aiti-14456	151	4	−	−	NOUN
aiti-14456	151	5	−	−	NOUN
aiti-14456	151	6	(	(	PUNCT
aiti-14456	151	7	11	11	NUM
aiti-14456	151	8	)	)	PUNCT
aiti-14456	151	9	where	where	SCONJ
aiti-14456	151	10	�	�	PROPN
aiti-14456	151	11	̂	̂	VERB
aiti-14456	151	12	�	�	NOUN
aiti-14456	151	13	is	be	AUX
aiti-14456	151	14	the	the	DET
aiti-14456	151	15	estimated	estimate	VERB
aiti-14456	151	16	mean	mean	ADJ
aiti-14456	151	17	reversion	reversion	NOUN
aiti-14456	151	18	coefficient	coefficient	NOUN
aiti-14456	151	19	,	,	PUNCT
aiti-14456	151	20	�	�	PROPN
aiti-14456	151	21	̂	̂	VERB
aiti-14456	151	22	�	�	NOUN
aiti-14456	151	23	represents	represent	VERB
aiti-14456	151	24	the	the	DET
aiti-14456	151	25	estimated	estimate	VERB
aiti-14456	151	26	drift	drift	NOUN
aiti-14456	151	27	of	of	ADP
aiti-14456	151	28	the	the	DET
aiti-14456	151	29	process	process	NOUN
aiti-14456	151	30	and	and	CCONJ
aiti-14456	151	31	�	�	PROPN
aiti-14456	151	32	̂	̂	VERB
aiti-14456	151	33	�	�	NOUN
aiti-14456	151	34	is	be	AUX
aiti-14456	151	35	the	the	DET
aiti-14456	151	36	estimated	estimate	VERB
aiti-14456	151	37	volatility	volatility	NOUN
aiti-14456	151	38	.	.	PUNCT
aiti-14456	152	1	the	the	DET
aiti-14456	152	2	procedure	procedure	NOUN
aiti-14456	152	3	of	of	ADP
aiti-14456	152	4	the	the	DET
aiti-14456	152	5	fourier	fourier	NOUN
aiti-14456	152	6	-	-	PUNCT
aiti-14456	152	7	ou	ou	NOUN
aiti-14456	152	8	process	process	NOUN
aiti-14456	152	9	model	model	NOUN
aiti-14456	152	10	is	be	AUX
aiti-14456	152	11	illustrated	illustrate	VERB
aiti-14456	152	12	in	in	ADP
aiti-14456	152	13	fig	fig	NOUN
aiti-14456	152	14	.	.	PUNCT
aiti-14456	153	1	1	1	X
aiti-14456	153	2	.	.	X
aiti-14456	154	1	the	the	DET
aiti-14456	154	2	input	input	NOUN
aiti-14456	154	3	temperature	temperature	NOUN
aiti-14456	154	4	data	datum	NOUN
aiti-14456	154	5	are	be	AUX
aiti-14456	154	6	first	first	ADV
aiti-14456	154	7	decomposed	decompose	VERB
aiti-14456	154	8	into	into	ADP
aiti-14456	154	9	two	two	NUM
aiti-14456	154	10	components	component	NOUN
aiti-14456	154	11	:	:	PUNCT
aiti-14456	154	12	the	the	DET
aiti-14456	154	13	seasonal	seasonal	ADJ
aiti-14456	154	14	component	component	NOUN
aiti-14456	154	15	and	and	CCONJ
aiti-14456	154	16	the	the	DET
aiti-14456	154	17	stochastic	stochastic	ADJ
aiti-14456	154	18	component	component	NOUN
aiti-14456	154	19	.	.	PUNCT
aiti-14456	155	1	the	the	DET
aiti-14456	155	2	seasonal	seasonal	ADJ
aiti-14456	155	3	component	component	NOUN
aiti-14456	155	4	is	be	AUX
aiti-14456	155	5	captured	capture	VERB
aiti-14456	155	6	using	use	VERB
aiti-14456	155	7	the	the	DET
aiti-14456	155	8	fourier	fourier	ADJ
aiti-14456	155	9	series	series	NOUN
aiti-14456	155	10	.	.	PUNCT
aiti-14456	156	1	simultaneously	simultaneously	ADV
aiti-14456	156	2	,	,	PUNCT
aiti-14456	156	3	the	the	DET
aiti-14456	156	4	stochastic	stochastic	ADJ
aiti-14456	156	5	component	component	NOUN
aiti-14456	156	6	is	be	AUX
aiti-14456	156	7	modeled	model	VERB
aiti-14456	156	8	using	use	VERB
aiti-14456	156	9	the	the	DET
aiti-14456	156	10	ou	ou	NOUN
aiti-14456	156	11	process	process	NOUN
aiti-14456	156	12	to	to	PART
aiti-14456	156	13	obtain	obtain	VERB
aiti-14456	156	14	the	the	DET
aiti-14456	156	15	random	random	ADJ
aiti-14456	156	16	part	part	NOUN
aiti-14456	156	17	.	.	PUNCT
aiti-14456	157	1	these	these	DET
aiti-14456	157	2	two	two	NUM
aiti-14456	157	3	outputs	output	NOUN
aiti-14456	157	4	are	be	AUX
aiti-14456	157	5	then	then	ADV
aiti-14456	157	6	combined	combine	VERB
aiti-14456	157	7	to	to	PART
aiti-14456	157	8	reconstruct	reconstruct	VERB
aiti-14456	157	9	the	the	DET
aiti-14456	157	10	final	final	ADJ
aiti-14456	157	11	output	output	NOUN
aiti-14456	157	12	.	.	PUNCT
aiti-14456	158	1	this	this	DET
aiti-14456	158	2	modeling	modeling	NOUN
aiti-14456	158	3	framework	framework	NOUN
aiti-14456	158	4	enables	enable	VERB
aiti-14456	158	5	the	the	DET
aiti-14456	158	6	separation	separation	NOUN
aiti-14456	158	7	of	of	ADP
aiti-14456	158	8	periodic	periodic	ADJ
aiti-14456	158	9	trends	trend	NOUN
aiti-14456	158	10	and	and	CCONJ
aiti-14456	158	11	random	random	ADJ
aiti-14456	158	12	fluctuations	fluctuation	NOUN
aiti-14456	158	13	,	,	PUNCT
aiti-14456	158	14	facilitating	facilitate	VERB
aiti-14456	158	15	more	more	ADV
aiti-14456	158	16	accurate	accurate	ADJ
aiti-14456	158	17	forecasting	forecasting	NOUN
aiti-14456	158	18	of	of	ADP
aiti-14456	158	19	time	time	NOUN
aiti-14456	158	20	series	series	PROPN
aiti-14456	158	21	behavior	behavior	PROPN
aiti-14456	158	22	.	.	PUNCT
aiti-14456	159	1	input	input	NOUN
aiti-14456	159	2	t	t	PROPN
aiti-14456	159	3	stochastic	stochastic	NOUN
aiti-14456	159	4	component	component	NOUN
aiti-14456	159	5	seasonal	seasonal	ADJ
aiti-14456	159	6	component	component	NOUN
aiti-14456	159	7	ou	ou	NOUN
aiti-14456	159	8	-	-	PUNCT
aiti-14456	159	9	process	process	NOUN
aiti-14456	159	10	fourier	fourier	NOUN
aiti-14456	159	11	series	series	NOUN
aiti-14456	159	12	d̂	d̂	PROPN
aiti-14456	159	13	ˆ	ˆ	ADP
aiti-14456	159	14	ˆx	ˆx	NOUN
aiti-14456	159	15	d+	d+	PUNCT
aiti-14456	159	16	output	output	NOUN
aiti-14456	159	17	t	t	PROPN
aiti-14456	159	18	x̂	x̂	PROPN
aiti-14456	159	19	fig	fig	PROPN
aiti-14456	159	20	.	.	PUNCT
aiti-14456	160	1	1	1	NUM
aiti-14456	160	2	the	the	DET
aiti-14456	160	3	procedure	procedure	NOUN
aiti-14456	160	4	of	of	ADP
aiti-14456	160	5	the	the	DET
aiti-14456	160	6	fourier	fourier	NOUN
aiti-14456	160	7	-	-	PUNCT
aiti-14456	160	8	ou	ou	NOUN
aiti-14456	160	9	process	process	NOUN
aiti-14456	160	10	model	model	NOUN
aiti-14456	160	11	3.6	3.6	NUM
aiti-14456	160	12	.	.	PUNCT
aiti-14456	161	1	the	the	DET
aiti-14456	161	2	elman	elman	PROPN
aiti-14456	161	3	recurrent	recurrent	ADJ
aiti-14456	161	4	neural	neural	ADJ
aiti-14456	161	5	network	network	NOUN
aiti-14456	161	6	artificial	artificial	ADJ
aiti-14456	161	7	neurons	neuron	NOUN
aiti-14456	161	8	are	be	AUX
aiti-14456	161	9	arranged	arrange	VERB
aiti-14456	161	10	in	in	ADP
aiti-14456	161	11	layers	layer	NOUN
aiti-14456	161	12	and	and	CCONJ
aiti-14456	161	13	connected	connect	VERB
aiti-14456	161	14	,	,	PUNCT
aiti-14456	161	15	similar	similar	ADJ
aiti-14456	161	16	to	to	ADP
aiti-14456	161	17	synapses	synapsis	NOUN
aiti-14456	161	18	in	in	ADP
aiti-14456	161	19	the	the	DET
aiti-14456	161	20	brain	brain	NOUN
aiti-14456	161	21	.	.	PUNCT
aiti-14456	162	1	the	the	DET
aiti-14456	162	2	internal	internal	ADJ
aiti-14456	162	3	layers	layer	NOUN
aiti-14456	162	4	are	be	AUX
aiti-14456	162	5	known	know	VERB
aiti-14456	162	6	as	as	ADP
aiti-14456	162	7	hidden	hidden	ADJ
aiti-14456	162	8	layers	layer	NOUN
aiti-14456	162	9	,	,	PUNCT
aiti-14456	162	10	which	which	PRON
aiti-14456	162	11	contain	contain	VERB
aiti-14456	162	12	any	any	DET
aiti-14456	162	13	number	number	NOUN
aiti-14456	162	14	of	of	ADP
aiti-14456	162	15	neurons	neuron	NOUN
aiti-14456	162	16	.	.	PUNCT
aiti-14456	163	1	the	the	DET
aiti-14456	163	2	final	final	ADJ
aiti-14456	163	3	layer	layer	NOUN
aiti-14456	163	4	is	be	AUX
aiti-14456	163	5	the	the	DET
aiti-14456	163	6	output	output	NOUN
aiti-14456	163	7	layer	layer	NOUN
aiti-14456	163	8	,	,	PUNCT
aiti-14456	163	9	where	where	SCONJ
aiti-14456	163	10	the	the	DET
aiti-14456	163	11	number	number	NOUN
aiti-14456	163	12	of	of	ADP
aiti-14456	163	13	neurons	neuron	NOUN
aiti-14456	163	14	coincides	coincide	VERB
aiti-14456	163	15	with	with	ADP
aiti-14456	163	16	the	the	DET
aiti-14456	163	17	number	number	NOUN
aiti-14456	163	18	of	of	ADP
aiti-14456	163	19	outputs	output	NOUN
aiti-14456	163	20	.	.	PUNCT
aiti-14456	164	1	increasing	increase	VERB
aiti-14456	164	2	the	the	DET
aiti-14456	164	3	number	number	NOUN
aiti-14456	164	4	of	of	ADP
aiti-14456	164	5	neurons	neuron	NOUN
aiti-14456	164	6	and	and	CCONJ
aiti-14456	164	7	layers	layer	NOUN
aiti-14456	164	8	enhances	enhance	VERB
aiti-14456	164	9	the	the	DET
aiti-14456	164	10	learning	learning	NOUN
aiti-14456	164	11	capacity	capacity	NOUN
aiti-14456	164	12	of	of	ADP
aiti-14456	164	13	ann	ann	PROPN
aiti-14456	164	14	,	,	PUNCT
aiti-14456	164	15	enabling	enable	VERB
aiti-14456	164	16	them	they	PRON
aiti-14456	164	17	to	to	PART
aiti-14456	164	18	process	process	VERB
aiti-14456	164	19	more	more	ADJ
aiti-14456	164	20	complex	complex	ADJ
aiti-14456	164	21	data	datum	NOUN
aiti-14456	164	22	[	[	X
aiti-14456	164	23	29	29	NUM
aiti-14456	164	24	]	]	PUNCT
aiti-14456	164	25	.	.	PUNCT
aiti-14456	165	1	fig	fig	NOUN
aiti-14456	165	2	.	.	PUNCT
aiti-14456	166	1	2	2	NUM
aiti-14456	166	2	structure	structure	NOUN
aiti-14456	166	3	of	of	ADP
aiti-14456	166	4	elman	elman	PROPN
aiti-14456	166	5	recurrent	recurrent	ADJ
aiti-14456	166	6	neural	neural	ADJ
aiti-14456	166	7	network	network	NOUN
aiti-14456	166	8	[	[	X
aiti-14456	166	9	8	8	X
aiti-14456	166	10	]	]	X
aiti-14456	166	11	advances	advance	NOUN
aiti-14456	166	12	in	in	ADP
aiti-14456	166	13	technology	technology	NOUN
aiti-14456	166	14	innovation	innovation	NOUN
aiti-14456	166	15	,	,	PUNCT
aiti-14456	166	16	vol	vol	NOUN
aiti-14456	166	17	.	.	PROPN
aiti-14456	166	18	10	10	NUM
aiti-14456	166	19	,	,	PUNCT
aiti-14456	166	20	no	no	INTJ
aiti-14456	166	21	.	.	NOUN
aiti-14456	166	22	3	3	NUM
aiti-14456	166	23	,	,	PUNCT
aiti-14456	166	24	2025	2025	NUM
aiti-14456	166	25	,	,	PUNCT
aiti-14456	166	26	pp	pp	ADV
aiti-14456	166	27	.	.	PUNCT
aiti-14456	167	1	296	296	NUM
aiti-14456	167	2	-	-	SYM
aiti-14456	167	3	308	308	NUM
aiti-14456	167	4	302	302	NUM
aiti-14456	167	5	based	base	VERB
aiti-14456	167	6	on	on	ADP
aiti-14456	167	7	this	this	DET
aiti-14456	167	8	foundational	foundational	ADJ
aiti-14456	167	9	framework	framework	NOUN
aiti-14456	167	10	,	,	PUNCT
aiti-14456	167	11	more	more	ADV
aiti-14456	167	12	sophisticated	sophisticated	ADJ
aiti-14456	167	13	architectures	architecture	NOUN
aiti-14456	167	14	,	,	PUNCT
aiti-14456	167	15	such	such	ADJ
aiti-14456	167	16	as	as	ADP
aiti-14456	167	17	the	the	DET
aiti-14456	167	18	ernn	ernn	NOUN
aiti-14456	167	19	,	,	PUNCT
aiti-14456	167	20	have	have	AUX
aiti-14456	167	21	been	be	AUX
aiti-14456	167	22	developed	develop	VERB
aiti-14456	167	23	to	to	PART
aiti-14456	167	24	capture	capture	VERB
aiti-14456	167	25	and	and	CCONJ
aiti-14456	167	26	retain	retain	VERB
aiti-14456	167	27	contextual	contextual	ADJ
aiti-14456	167	28	information	information	NOUN
aiti-14456	167	29	within	within	ADP
aiti-14456	167	30	a	a	DET
aiti-14456	167	31	hidden	hide	VERB
aiti-14456	167	32	layer	layer	NOUN
aiti-14456	167	33	.	.	PUNCT
aiti-14456	168	1	the	the	DET
aiti-14456	168	2	ernn	ernn	NOUN
aiti-14456	168	3	represents	represent	VERB
aiti-14456	168	4	a	a	DET
aiti-14456	168	5	simple	simple	ADJ
aiti-14456	168	6	recurrent	recurrent	ADJ
aiti-14456	168	7	neural	neural	ADJ
aiti-14456	168	8	network	network	NOUN
aiti-14456	168	9	that	that	PRON
aiti-14456	168	10	consists	consist	VERB
aiti-14456	168	11	of	of	ADP
aiti-14456	168	12	input	input	NOUN
aiti-14456	168	13	layers	layer	NOUN
aiti-14456	168	14	,	,	PUNCT
aiti-14456	168	15	hidden	hidden	ADJ
aiti-14456	168	16	layers	layer	NOUN
aiti-14456	168	17	,	,	PUNCT
aiti-14456	168	18	output	output	NOUN
aiti-14456	168	19	layers	layer	NOUN
aiti-14456	168	20	,	,	PUNCT
aiti-14456	168	21	and	and	CCONJ
aiti-14456	168	22	recurrent	recurrent	ADJ
aiti-14456	168	23	layers	layer	NOUN
aiti-14456	168	24	or	or	CCONJ
aiti-14456	168	25	context	context	NOUN
aiti-14456	168	26	layers	layer	NOUN
aiti-14456	168	27	[	[	X
aiti-14456	168	28	8	8	NUM
aiti-14456	168	29	-	-	SYM
aiti-14456	168	30	9	9	NUM
aiti-14456	168	31	]	]	PUNCT
aiti-14456	168	32	.	.	PUNCT
aiti-14456	169	1	through	through	ADP
aiti-14456	169	2	the	the	DET
aiti-14456	169	3	recurrent	recurrent	ADJ
aiti-14456	169	4	layer	layer	NOUN
aiti-14456	169	5	of	of	ADP
aiti-14456	169	6	the	the	DET
aiti-14456	169	7	ernn	ernn	NOUN
aiti-14456	169	8	,	,	PUNCT
aiti-14456	169	9	outputs	output	NOUN
aiti-14456	169	10	from	from	ADP
aiti-14456	169	11	the	the	DET
aiti-14456	169	12	hidden	hide	VERB
aiti-14456	169	13	layer	layer	NOUN
aiti-14456	169	14	are	be	AUX
aiti-14456	169	15	fed	feed	VERB
aiti-14456	169	16	back	back	ADV
aiti-14456	169	17	to	to	ADP
aiti-14456	169	18	the	the	DET
aiti-14456	169	19	hidden	hide	VERB
aiti-14456	169	20	layer	layer	NOUN
aiti-14456	169	21	.	.	PUNCT
aiti-14456	170	1	this	this	DET
aiti-14456	170	2	evaluative	evaluative	ADJ
aiti-14456	170	3	process	process	NOUN
aiti-14456	170	4	enables	enable	VERB
aiti-14456	170	5	the	the	DET
aiti-14456	170	6	ernn	ernn	NOUN
aiti-14456	170	7	to	to	PART
aiti-14456	170	8	acquire	acquire	VERB
aiti-14456	170	9	,	,	PUNCT
aiti-14456	170	10	identify	identify	VERB
aiti-14456	170	11	,	,	PUNCT
aiti-14456	170	12	and	and	CCONJ
aiti-14456	170	13	generate	generate	VERB
aiti-14456	170	14	spatial	spatial	ADJ
aiti-14456	170	15	and	and	CCONJ
aiti-14456	170	16	temporal	temporal	ADJ
aiti-14456	170	17	patterns	pattern	NOUN
aiti-14456	170	18	.	.	PUNCT
aiti-14456	171	1	a	a	DET
aiti-14456	171	2	single	single	ADJ
aiti-14456	171	3	neuron	neuron	NOUN
aiti-14456	171	4	in	in	ADP
aiti-14456	171	5	the	the	DET
aiti-14456	171	6	hidden	hide	VERB
aiti-14456	171	7	layer	layer	NOUN
aiti-14456	171	8	is	be	AUX
aiti-14456	171	9	connected	connect	VERB
aiti-14456	171	10	to	to	ADP
aiti-14456	171	11	a	a	DET
aiti-14456	171	12	single	single	ADJ
aiti-14456	171	13	neuron	neuron	NOUN
aiti-14456	171	14	in	in	ADP
aiti-14456	171	15	the	the	DET
aiti-14456	171	16	recurrent	recurrent	ADJ
aiti-14456	171	17	layer	layer	NOUN
aiti-14456	171	18	with	with	ADP
aiti-14456	171	19	a	a	DET
aiti-14456	171	20	constant	constant	ADJ
aiti-14456	171	21	weight	weight	NOUN
aiti-14456	171	22	of	of	ADP
aiti-14456	171	23	one	one	NUM
aiti-14456	171	24	.	.	PUNCT
aiti-14456	172	1	therefore	therefore	ADV
aiti-14456	172	2	,	,	PUNCT
aiti-14456	172	3	the	the	DET
aiti-14456	172	4	recurrent	recurrent	ADJ
aiti-14456	172	5	layer	layer	NOUN
aiti-14456	172	6	acts	act	VERB
aiti-14456	172	7	almost	almost	ADV
aiti-14456	172	8	as	as	ADP
aiti-14456	172	9	a	a	DET
aiti-14456	172	10	snapshot	snapshot	NOUN
aiti-14456	172	11	of	of	ADP
aiti-14456	172	12	the	the	DET
aiti-14456	172	13	previous	previous	ADJ
aiti-14456	172	14	state	state	NOUN
aiti-14456	172	15	of	of	ADP
aiti-14456	172	16	the	the	DET
aiti-14456	172	17	hidden	hide	VERB
aiti-14456	172	18	layer	layer	NOUN
aiti-14456	172	19	.	.	PUNCT
aiti-14456	173	1	the	the	DET
aiti-14456	173	2	number	number	NOUN
aiti-14456	173	3	of	of	ADP
aiti-14456	173	4	neurons	neuron	NOUN
aiti-14456	173	5	in	in	ADP
aiti-14456	173	6	the	the	DET
aiti-14456	173	7	recurrent	recurrent	ADJ
aiti-14456	173	8	layer	layer	NOUN
aiti-14456	173	9	is	be	AUX
aiti-14456	173	10	equal	equal	ADJ
aiti-14456	173	11	to	to	ADP
aiti-14456	173	12	the	the	DET
aiti-14456	173	13	number	number	NOUN
aiti-14456	173	14	of	of	ADP
aiti-14456	173	15	neurons	neuron	NOUN
aiti-14456	173	16	in	in	ADP
aiti-14456	173	17	the	the	DET
aiti-14456	173	18	hidden	hide	VERB
aiti-14456	173	19	layer	layer	NOUN
aiti-14456	173	20	.	.	PUNCT
aiti-14456	174	1	a	a	DET
aiti-14456	174	2	neuron	neuron	NOUN
aiti-14456	174	3	in	in	ADP
aiti-14456	174	4	each	each	DET
aiti-14456	174	5	layer	layer	NOUN
aiti-14456	174	6	transfers	transfer	VERB
aiti-14456	174	7	information	information	NOUN
aiti-14456	174	8	to	to	ADP
aiti-14456	174	9	the	the	DET
aiti-14456	174	10	next	next	ADJ
aiti-14456	174	11	by	by	ADP
aiti-14456	174	12	calculating	calculate	VERB
aiti-14456	174	13	a	a	DET
aiti-14456	174	14	nonlinear	nonlinear	ADJ
aiti-14456	174	15	function	function	NOUN
aiti-14456	174	16	of	of	ADP
aiti-14456	174	17	its	its	PRON
aiti-14456	174	18	combined	combine	VERB
aiti-14456	174	19	weighted	weight	VERB
aiti-14456	174	20	inputs	input	NOUN
aiti-14456	174	21	.	.	PUNCT
aiti-14456	175	1	as	as	ADP
aiti-14456	175	2	a	a	DET
aiti-14456	175	3	result	result	NOUN
aiti-14456	175	4	of	of	ADP
aiti-14456	175	5	this	this	DET
aiti-14456	175	6	setup	setup	NOUN
aiti-14456	175	7	,	,	PUNCT
aiti-14456	175	8	the	the	DET
aiti-14456	175	9	network	network	NOUN
aiti-14456	175	10	is	be	AUX
aiti-14456	175	11	capable	capable	ADJ
aiti-14456	175	12	of	of	ADP
aiti-14456	175	13	efficiently	efficiently	ADV
aiti-14456	175	14	processing	processing	NOUN
aiti-14456	175	15	and	and	CCONJ
aiti-14456	175	16	responding	respond	VERB
aiti-14456	175	17	to	to	ADP
aiti-14456	175	18	complex	complex	ADJ
aiti-14456	175	19	patterns	pattern	NOUN
aiti-14456	175	20	[	[	X
aiti-14456	175	21	8	8	NUM
aiti-14456	175	22	]	]	PUNCT
aiti-14456	175	23	.	.	PUNCT
aiti-14456	176	1	fig	fig	NOUN
aiti-14456	176	2	.	.	PUNCT
aiti-14456	177	1	2	2	NUM
aiti-14456	177	2	shows	show	VERB
aiti-14456	177	3	the	the	DET
aiti-14456	177	4	ernn	ernn	PROPN
aiti-14456	177	5	model	model	NOUN
aiti-14456	177	6	,	,	PUNCT
aiti-14456	177	7	where	where	SCONJ
aiti-14456	177	8	m	m	NOUN
aiti-14456	177	9	is	be	AUX
aiti-14456	177	10	the	the	DET
aiti-14456	177	11	number	number	NOUN
aiti-14456	177	12	of	of	ADP
aiti-14456	177	13	input	input	NOUN
aiti-14456	177	14	layers	layer	NOUN
aiti-14456	177	15	,	,	PUNCT
aiti-14456	177	16	n	n	X
aiti-14456	177	17	is	be	AUX
aiti-14456	177	18	the	the	DET
aiti-14456	177	19	number	number	NOUN
aiti-14456	177	20	of	of	ADP
aiti-14456	177	21	hidden	hide	VERB
aiti-14456	177	22	layers	layer	NOUN
aiti-14456	177	23	and	and	CCONJ
aiti-14456	177	24	one	one	NUM
aiti-14456	177	25	output	output	NOUN
aiti-14456	177	26	unit	unit	NOUN
aiti-14456	177	27	.	.	PUNCT
aiti-14456	178	1	let	let	VERB
aiti-14456	178	2	eit	eit	PROPN
aiti-14456	178	3	be	be	AUX
aiti-14456	178	4	the	the	DET
aiti-14456	178	5	set	set	NOUN
aiti-14456	178	6	of	of	ADP
aiti-14456	178	7	input	input	NOUN
aiti-14456	178	8	vectors	vector	NOUN
aiti-14456	178	9	of	of	ADP
aiti-14456	178	10	neurons	neuron	NOUN
aiti-14456	178	11	at	at	ADP
aiti-14456	178	12	time	time	NOUN
aiti-14456	178	13	t	t	PROPN
aiti-14456	178	14	where	where	SCONJ
aiti-14456	178	15	i	i	PRON
aiti-14456	178	16	=	=	NOUN
aiti-14456	178	17	1	1	NUM
aiti-14456	178	18	,	,	PUNCT
aiti-14456	178	19	2	2	NUM
aiti-14456	178	20	,	,	PUNCT
aiti-14456	178	21	…	…	PUNCT
aiti-14456	178	22	,	,	PUNCT
aiti-14456	178	23	n	n	CCONJ
aiti-14456	178	24	,	,	PUNCT
aiti-14456	178	25	xt+1	xt+1	PROPN
aiti-14456	178	26	be	be	AUX
aiti-14456	178	27	the	the	DET
aiti-14456	178	28	output	output	NOUN
aiti-14456	178	29	of	of	ADP
aiti-14456	178	30	the	the	DET
aiti-14456	178	31	network	network	NOUN
aiti-14456	178	32	at	at	ADP
aiti-14456	178	33	time	time	NOUN
aiti-14456	178	34	t	t	PROPN
aiti-14456	179	1	+	+	CCONJ
aiti-14456	179	2	1	1	NUM
aiti-14456	179	3	,	,	PUNCT
aiti-14456	179	4	hjt	hjt	PROPN
aiti-14456	179	5	be	be	AUX
aiti-14456	179	6	the	the	DET
aiti-14456	179	7	output	output	NOUN
aiti-14456	179	8	of	of	ADP
aiti-14456	179	9	the	the	DET
aiti-14456	179	10	hidden	hide	VERB
aiti-14456	179	11	layer	layer	NOUN
aiti-14456	179	12	at	at	ADP
aiti-14456	179	13	time	time	NOUN
aiti-14456	179	14	t	t	PROPN
aiti-14456	179	15	where	where	SCONJ
aiti-14456	179	16	j=1	j=1	NOUN
aiti-14456	179	17	,	,	PUNCT
aiti-14456	179	18	2	2	NUM
aiti-14456	179	19	,	,	PUNCT
aiti-14456	179	20	…	…	PUNCT
aiti-14456	179	21	,	,	PUNCT
aiti-14456	179	22	m	m	NOUN
aiti-14456	179	23	,	,	PUNCT
aiti-14456	179	24	and	and	CCONJ
aiti-14456	179	25	cjt	cjt	ADJ
aiti-14456	179	26	be	be	AUX
aiti-14456	179	27	the	the	DET
aiti-14456	179	28	recurrent	recurrent	ADJ
aiti-14456	179	29	layer	layer	NOUN
aiti-14456	179	30	where	where	SCONJ
aiti-14456	179	31	j	j	PROPN
aiti-14456	179	32	=	=	SYM
aiti-14456	179	33	1	1	NUM
aiti-14456	179	34	,	,	PUNCT
aiti-14456	179	35	2	2	NUM
aiti-14456	179	36	,	,	PUNCT
aiti-14456	179	37	…	…	PUNCT
aiti-14456	179	38	,	,	PUNCT
aiti-14456	179	39	m.	m.	NOUN
aiti-14456	179	40	αij	αij	NOUN
aiti-14456	179	41	is	be	AUX
aiti-14456	179	42	the	the	DET
aiti-14456	179	43	weight	weight	NOUN
aiti-14456	179	44	that	that	PRON
aiti-14456	179	45	links	link	VERB
aiti-14456	179	46	the	the	DET
aiti-14456	179	47	node	node	NOUN
aiti-14456	179	48	i	i	PRON
aiti-14456	179	49	in	in	ADP
aiti-14456	179	50	the	the	DET
aiti-14456	179	51	input	input	NOUN
aiti-14456	179	52	layer	layer	NOUN
aiti-14456	179	53	to	to	ADP
aiti-14456	179	54	the	the	DET
aiti-14456	179	55	node	node	PROPN
aiti-14456	179	56	j	j	PROPN
aiti-14456	179	57	in	in	ADP
aiti-14456	179	58	the	the	DET
aiti-14456	179	59	hidden	hide	VERB
aiti-14456	179	60	layer	layer	NOUN
aiti-14456	179	61	.	.	PUNCT
aiti-14456	180	1	βj	βj	NOUN
aiti-14456	180	2	,	,	PUNCT
aiti-14456	180	3	δj	δj	PROPN
aiti-14456	180	4	are	be	AUX
aiti-14456	180	5	the	the	DET
aiti-14456	180	6	weights	weight	NOUN
aiti-14456	180	7	that	that	PRON
aiti-14456	180	8	link	link	VERB
aiti-14456	180	9	the	the	DET
aiti-14456	180	10	node	node	PROPN
aiti-14456	180	11	j	j	PROPN
aiti-14456	180	12	in	in	ADP
aiti-14456	180	13	the	the	DET
aiti-14456	180	14	hidden	hide	VERB
aiti-14456	180	15	layer	layer	NOUN
aiti-14456	180	16	,	,	PUNCT
aiti-14456	180	17	to	to	ADP
aiti-14456	180	18	the	the	DET
aiti-14456	180	19	node	node	NOUN
aiti-14456	180	20	in	in	ADP
aiti-14456	180	21	the	the	DET
aiti-14456	180	22	recurrent	recurrent	ADJ
aiti-14456	180	23	layer	layer	NOUN
aiti-14456	180	24	and	and	CCONJ
aiti-14456	180	25	the	the	DET
aiti-14456	180	26	output	output	NOUN
aiti-14456	180	27	layer	layer	NOUN
aiti-14456	180	28	,	,	PUNCT
aiti-14456	180	29	respectively	respectively	ADV
aiti-14456	180	30	.	.	PUNCT
aiti-14456	181	1	the	the	DET
aiti-14456	181	2	hidden	hide	VERB
aiti-14456	181	3	layer	layer	NOUN
aiti-14456	181	4	works	work	VERB
aiti-14456	181	5	as	as	SCONJ
aiti-14456	181	6	follows	follow	VERB
aiti-14456	181	7	:	:	PUNCT
aiti-14456	181	8	the	the	DET
aiti-14456	181	9	inputs	input	NOUN
aiti-14456	181	10	to	to	ADP
aiti-14456	181	11	all	all	DET
aiti-14456	181	12	neurons	neuron	NOUN
aiti-14456	181	13	in	in	ADP
aiti-14456	181	14	the	the	DET
aiti-14456	181	15	hidden	hide	VERB
aiti-14456	181	16	layer	layer	NOUN
aiti-14456	181	17	are	be	AUX
aiti-14456	181	18	provided	provide	VERB
aiti-14456	181	19	by	by	ADP
aiti-14456	181	20	1	1	NUM
aiti-14456	181	21	1	1	NUM
aiti-14456	181	22	(	(	PUNCT
aiti-14456	181	23	)	)	PUNCT
aiti-14456	181	24	(	(	PUNCT
aiti-14456	181	25	1	1	X
aiti-14456	181	26	)	)	PUNCT
aiti-14456	181	27	(	(	PUNCT
aiti-14456	181	28	)	)	PUNCT
aiti-14456	181	29	n	n	PRON
aiti-14456	181	30	m	m	VERB
aiti-14456	181	31	jt	jt	PROPN
aiti-14456	182	1	ij	ij	INTJ
aiti-14456	182	2	it	it	PRON
aiti-14456	183	1	j	j	PROPN
aiti-14456	184	1	jt	jt	PROPN
aiti-14456	184	2	i	i	PRON
aiti-14456	184	3	j	j	PROPN
aiti-14456	184	4	net	net	NOUN
aiti-14456	184	5	k	k	PROPN
aiti-14456	184	6	e	e	PROPN
aiti-14456	184	7	k	k	PROPN
aiti-14456	184	8	c	c	PROPN
aiti-14456	184	9	k	k	PROPN
aiti-14456	184	10			NOUN
aiti-14456	184	11	=	=	PUNCT
aiti-14456	184	12	=	=	PUNCT
aiti-14456	184	13	=	=	PUNCT
aiti-14456	185	1	−	−	PROPN
aiti-14456	186	1	+	+	NOUN
aiti-14456	186	2			X
aiti-14456	186	3			X
aiti-14456	186	4	and	and	CCONJ
aiti-14456	186	5	(	(	PUNCT
aiti-14456	186	6	12	12	NUM
aiti-14456	186	7	)	)	PUNCT
aiti-14456	186	8	(	(	PUNCT
aiti-14456	186	9	)	)	PUNCT
aiti-14456	186	10	(	(	PUNCT
aiti-14456	186	11	1	1	NUM
aiti-14456	186	12	)	)	PUNCT
aiti-14456	186	13	,	,	PUNCT
aiti-14456	186	14	1	1	NUM
aiti-14456	186	15	,	,	PUNCT
aiti-14456	186	16	2	2	NUM
aiti-14456	186	17	,	,	PUNCT
aiti-14456	186	18	...	...	PUNCT
aiti-14456	186	19	,	,	PUNCT
aiti-14456	186	20	,	,	PUNCT
aiti-14456	186	21	1	1	NUM
aiti-14456	186	22	,	,	PUNCT
aiti-14456	186	23	2	2	NUM
aiti-14456	186	24	,	,	PUNCT
aiti-14456	186	25	...	...	PUNCT
aiti-14456	186	26	,	,	PUNCT
aiti-14456	186	27	jt	jt	PROPN
aiti-14456	186	28	jt	jt	PROPN
aiti-14456	186	29	c	c	PROPN
aiti-14456	187	1	k	k	PROPN
aiti-14456	187	2	h	h	PROPN
aiti-14456	188	1	k	k	PROPN
aiti-14456	188	2	i	i	PRON
aiti-14456	189	1	n	n	VERB
aiti-14456	189	2	j	j	PROPN
aiti-14456	189	3	m=	m=	X
aiti-14456	189	4	−	−	PROPN
aiti-14456	190	1	=	=	SYM
aiti-14456	190	2	=	=	SYM
aiti-14456	190	3	(	(	PUNCT
aiti-14456	190	4	13	13	NUM
aiti-14456	190	5	)	)	PUNCT
aiti-14456	190	6	the	the	DET
aiti-14456	190	7	outputs	output	NOUN
aiti-14456	190	8	of	of	ADP
aiti-14456	190	9	the	the	DET
aiti-14456	190	10	recurrent	recurrent	ADJ
aiti-14456	190	11	layers	layer	NOUN
aiti-14456	190	12	are	be	AUX
aiti-14456	190	13	expressed	express	VERB
aiti-14456	190	14	as	as	ADP
aiti-14456	190	15	(	(	PUNCT
aiti-14456	190	16	)	)	PUNCT
aiti-14456	190	17	1	1	NUM
aiti-14456	190	18	1	1	NUM
aiti-14456	190	19	(	(	PUNCT
aiti-14456	190	20	)	)	PUNCT
aiti-14456	190	21	(	(	PUNCT
aiti-14456	190	22	1	1	X
aiti-14456	190	23	)	)	PUNCT
aiti-14456	190	24	(	(	PUNCT
aiti-14456	190	25	)	)	PUNCT
aiti-14456	190	26	n	n	PRON
aiti-14456	190	27	m	m	VERB
aiti-14456	190	28	jt	jt	PROPN
aiti-14456	190	29	h	h	PROPN
aiti-14456	191	1	jt	jt	PROPN
aiti-14456	191	2	h	h	PROPN
aiti-14456	192	1	ij	ij	INTJ
aiti-14456	192	2	it	it	PRON
aiti-14456	193	1	j	j	PROPN
aiti-14456	194	1	jt	jt	PROPN
aiti-14456	195	1	i	i	PRON
aiti-14456	196	1	j	j	PROPN
aiti-14456	196	2	h	h	NOUN
aiti-14456	196	3	f	f	PROPN
aiti-14456	196	4	net	net	PROPN
aiti-14456	196	5	k	k	PROPN
aiti-14456	196	6	f	f	X
aiti-14456	196	7	e	e	PROPN
aiti-14456	196	8	k	k	PROPN
aiti-14456	196	9	c	c	PROPN
aiti-14456	196	10	k	k	PROPN
aiti-14456	197	1			NOUN
aiti-14456	197	2	=	=	PUNCT
aiti-14456	197	3	=	=	PUNCT
aiti-14456	198	1	=	=	PUNCT
aiti-14456	198	2	=	=	PUNCT
aiti-14456	199	1	−	−	PROPN
aiti-14456	200	1	+	+	NUM
aiti-14456	200	2			NOUN
aiti-14456	200	3			PROPN
aiti-14456	200	4			PROPN
aiti-14456	200	5			PROPN
aiti-14456	201	1			PROPN
aiti-14456	201	2			PROPN
aiti-14456	201	3			X
aiti-14456	201	4			X
aiti-14456	201	5	(	(	PUNCT
aiti-14456	201	6	14	14	NUM
aiti-14456	201	7	)	)	PUNCT
aiti-14456	201	8	where	where	SCONJ
aiti-14456	201	9	the	the	DET
aiti-14456	201	10	activation	activation	NOUN
aiti-14456	201	11	function	function	NOUN
aiti-14456	201	12	,	,	PUNCT
aiti-14456	201	13	𝑓𝐻	𝑓𝐻	NOUN
aiti-14456	201	14	,	,	PUNCT
aiti-14456	201	15	in	in	ADP
aiti-14456	201	16	the	the	DET
aiti-14456	201	17	recurrent	recurrent	ADJ
aiti-14456	201	18	layer	layer	NOUN
aiti-14456	201	19	is	be	AUX
aiti-14456	201	20	a	a	DET
aiti-14456	201	21	linear	linear	ADJ
aiti-14456	201	22	function	function	NOUN
aiti-14456	201	23	.	.	PUNCT
aiti-14456	202	1	the	the	DET
aiti-14456	202	2	output	output	NOUN
aiti-14456	202	3	of	of	ADP
aiti-14456	202	4	the	the	DET
aiti-14456	202	5	hidden	hide	VERB
aiti-14456	202	6	layer	layer	NOUN
aiti-14456	202	7	is	be	AUX
aiti-14456	202	8	shown	show	VERB
aiti-14456	202	9	as	as	ADP
aiti-14456	202	10	1	1	NUM
aiti-14456	202	11	1	1	NUM
aiti-14456	202	12	(	(	PUNCT
aiti-14456	202	13	)	)	PUNCT
aiti-14456	202	14	(	(	PUNCT
aiti-14456	202	15	)	)	PUNCT
aiti-14456	203	1	m	m	VERB
aiti-14456	203	2	t	t	NOUN
aiti-14456	203	3	t	t	X
aiti-14456	203	4	j	j	PROPN
aiti-14456	203	5	jt	jt	PROPN
aiti-14456	203	6	j	j	PROPN
aiti-14456	204	1	x	x	X
aiti-14456	204	2	k	k	NOUN
aiti-14456	204	3	f	f	NOUN
aiti-14456	204	4	h	h	NOUN
aiti-14456	205	1	k	k	PROPN
aiti-14456	205	2	+	+	CCONJ
aiti-14456	205	3	=	=	SYM
aiti-14456	205	4	=	=	NOUN
aiti-14456	205	5			NOUN
aiti-14456	205	6			PROPN
aiti-14456	205	7			PROPN
aiti-14456	205	8			PROPN
aiti-14456	205	9			PROPN
aiti-14456	205	10			NOUN
aiti-14456	205	11			X
aiti-14456	205	12	(	(	PUNCT
aiti-14456	205	13	15	15	NUM
aiti-14456	205	14	)	)	PUNCT
aiti-14456	205	15	where	where	SCONJ
aiti-14456	205	16	𝑓𝑇	𝑓𝑇	PROPN
aiti-14456	205	17	is	be	AUX
aiti-14456	205	18	a	a	DET
aiti-14456	205	19	linear	linear	ADJ
aiti-14456	205	20	function	function	NOUN
aiti-14456	205	21	as	as	SCONJ
aiti-14456	205	22	the	the	DET
aiti-14456	205	23	activation	activation	NOUN
aiti-14456	205	24	function	function	VERB
aiti-14456	205	25	[	[	X
aiti-14456	205	26	8	8	NUM
aiti-14456	205	27	]	]	PUNCT
aiti-14456	205	28	.	.	PUNCT
aiti-14456	206	1	the	the	DET
aiti-14456	206	2	procedure	procedure	NOUN
aiti-14456	206	3	of	of	ADP
aiti-14456	206	4	the	the	DET
aiti-14456	206	5	fourier	fourier	ADJ
aiti-14456	206	6	-	-	PUNCT
aiti-14456	206	7	ernn	ernn	NOUN
aiti-14456	206	8	model	model	NOUN
aiti-14456	206	9	is	be	AUX
aiti-14456	206	10	shown	show	VERB
aiti-14456	206	11	in	in	ADP
aiti-14456	206	12	fig	fig	NOUN
aiti-14456	206	13	.	.	PUNCT
aiti-14456	207	1	3	3	X
aiti-14456	207	2	.	.	X
aiti-14456	208	1	the	the	DET
aiti-14456	208	2	input	input	NOUN
aiti-14456	208	3	temperature	temperature	NOUN
aiti-14456	208	4	series	series	NOUN
aiti-14456	208	5	is	be	AUX
aiti-14456	208	6	separated	separate	VERB
aiti-14456	208	7	into	into	ADP
aiti-14456	208	8	a	a	DET
aiti-14456	208	9	seasonal	seasonal	ADJ
aiti-14456	208	10	component	component	NOUN
aiti-14456	208	11	and	and	CCONJ
aiti-14456	208	12	a	a	DET
aiti-14456	208	13	stochastic	stochastic	ADJ
aiti-14456	208	14	component	component	NOUN
aiti-14456	208	15	.	.	PUNCT
aiti-14456	209	1	the	the	DET
aiti-14456	209	2	seasonal	seasonal	ADJ
aiti-14456	209	3	component	component	NOUN
aiti-14456	209	4	is	be	AUX
aiti-14456	209	5	extracted	extract	VERB
aiti-14456	209	6	using	use	VERB
aiti-14456	209	7	a	a	DET
aiti-14456	209	8	fourier	fourier	NOUN
aiti-14456	209	9	series	series	NOUN
aiti-14456	209	10	to	to	PART
aiti-14456	209	11	produce	produce	VERB
aiti-14456	209	12	the	the	DET
aiti-14456	209	13	deterministic	deterministic	ADJ
aiti-14456	209	14	part	part	NOUN
aiti-14456	209	15	,	,	PUNCT
aiti-14456	209	16	while	while	SCONJ
aiti-14456	209	17	the	the	DET
aiti-14456	209	18	stochastic	stochastic	ADJ
aiti-14456	209	19	component	component	NOUN
aiti-14456	209	20	is	be	AUX
aiti-14456	209	21	modeled	model	VERB
aiti-14456	209	22	using	use	VERB
aiti-14456	209	23	the	the	DET
aiti-14456	209	24	ernn	ernn	NOUN
aiti-14456	209	25	.	.	PUNCT
aiti-14456	210	1	this	this	DET
aiti-14456	210	2	hybrid	hybrid	ADJ
aiti-14456	210	3	architecture	architecture	NOUN
aiti-14456	210	4	enables	enable	VERB
aiti-14456	210	5	the	the	DET
aiti-14456	210	6	model	model	NOUN
aiti-14456	210	7	to	to	PART
aiti-14456	210	8	capture	capture	VERB
aiti-14456	210	9	both	both	CCONJ
aiti-14456	210	10	regular	regular	ADJ
aiti-14456	210	11	periodic	periodic	ADJ
aiti-14456	210	12	patterns	pattern	NOUN
aiti-14456	210	13	and	and	CCONJ
aiti-14456	210	14	complex	complex	ADJ
aiti-14456	210	15	temporal	temporal	ADJ
aiti-14456	210	16	dependencies	dependency	NOUN
aiti-14456	210	17	.	.	PUNCT
aiti-14456	211	1	input	input	NOUN
aiti-14456	211	2	t	t	PROPN
aiti-14456	211	3	stochastic	stochastic	NOUN
aiti-14456	211	4	component	component	NOUN
aiti-14456	211	5	seasonal	seasonal	ADJ
aiti-14456	211	6	component	component	NOUN
aiti-14456	211	7	ernn	ernn	NOUN
aiti-14456	211	8	fourier	fourier	PROPN
aiti-14456	211	9	series	series	PROPN
aiti-14456	212	1	d̂	d̂	PROPN
aiti-14456	212	2	ˆ	ˆ	ADP
aiti-14456	212	3	ˆx	ˆx	NOUN
aiti-14456	212	4	d+	d+	PUNCT
aiti-14456	212	5	output	output	NOUN
aiti-14456	212	6	t	t	PROPN
aiti-14456	212	7	x̂	x̂	PROPN
aiti-14456	212	8	fig	fig	PROPN
aiti-14456	212	9	.	.	PUNCT
aiti-14456	213	1	3	3	NUM
aiti-14456	213	2	the	the	DET
aiti-14456	213	3	procedure	procedure	NOUN
aiti-14456	213	4	of	of	ADP
aiti-14456	213	5	the	the	DET
aiti-14456	213	6	fourier	fourier	ADJ
aiti-14456	213	7	-	-	PUNCT
aiti-14456	213	8	ernn	ernn	NOUN
aiti-14456	213	9	model	model	NOUN
aiti-14456	213	10	advances	advance	NOUN
aiti-14456	213	11	in	in	ADP
aiti-14456	213	12	technology	technology	NOUN
aiti-14456	213	13	innovation	innovation	NOUN
aiti-14456	213	14	,	,	PUNCT
aiti-14456	213	15	vol	vol	NOUN
aiti-14456	213	16	.	.	PROPN
aiti-14456	213	17	10	10	NUM
aiti-14456	213	18	,	,	PUNCT
aiti-14456	213	19	no	no	INTJ
aiti-14456	213	20	.	.	NOUN
aiti-14456	213	21	3	3	NUM
aiti-14456	213	22	,	,	PUNCT
aiti-14456	213	23	2025	2025	NUM
aiti-14456	213	24	,	,	PUNCT
aiti-14456	213	25	pp	pp	ADV
aiti-14456	213	26	.	.	PUNCT
aiti-14456	214	1	296	296	NUM
aiti-14456	214	2	-	-	SYM
aiti-14456	214	3	308	308	NUM
aiti-14456	214	4	303	303	NUM
aiti-14456	214	5	3.7	3.7	NUM
aiti-14456	214	6	.	.	PUNCT
aiti-14456	215	1	model	model	NOUN
aiti-14456	215	2	evaluation	evaluation	NOUN
aiti-14456	215	3	in	in	ADP
aiti-14456	215	4	this	this	DET
aiti-14456	215	5	study	study	NOUN
aiti-14456	215	6	,	,	PUNCT
aiti-14456	215	7	the	the	DET
aiti-14456	215	8	effectiveness	effectiveness	NOUN
aiti-14456	215	9	of	of	ADP
aiti-14456	215	10	the	the	DET
aiti-14456	215	11	models	model	NOUN
aiti-14456	215	12	was	be	AUX
aiti-14456	215	13	assessed	assess	VERB
aiti-14456	215	14	using	use	VERB
aiti-14456	215	15	the	the	DET
aiti-14456	215	16	quantitative	quantitative	ADJ
aiti-14456	215	17	statistics	statistic	NOUN
aiti-14456	215	18	containing	contain	VERB
aiti-14456	215	19	rmse	rmse	NOUN
aiti-14456	215	20	and	and	CCONJ
aiti-14456	215	21	mean	mean	VERB
aiti-14456	215	22	absolute	absolute	ADJ
aiti-14456	215	23	error	error	NOUN
aiti-14456	215	24	(	(	PUNCT
aiti-14456	215	25	mae	mae	PROPN
aiti-14456	215	26	)	)	PUNCT
aiti-14456	215	27	,	,	PUNCT
aiti-14456	215	28	which	which	PRON
aiti-14456	215	29	are	be	AUX
aiti-14456	215	30	widely	widely	ADV
aiti-14456	215	31	used	use	VERB
aiti-14456	215	32	measures	measure	NOUN
aiti-14456	215	33	of	of	ADP
aiti-14456	215	34	the	the	DET
aiti-14456	215	35	difference	difference	NOUN
aiti-14456	215	36	between	between	ADP
aiti-14456	215	37	predicted	predict	VERB
aiti-14456	215	38	values	value	NOUN
aiti-14456	215	39	and	and	CCONJ
aiti-14456	215	40	actual	actual	ADJ
aiti-14456	215	41	observed	observed	ADJ
aiti-14456	215	42	values	value	NOUN
aiti-14456	215	43	[	[	X
aiti-14456	215	44	30	30	NUM
aiti-14456	215	45	]	]	SYM
aiti-14456	215	46	.	.	PUNCT
aiti-14456	216	1	1	1	NUM
aiti-14456	216	2	1	1	NUM
aiti-14456	216	3	(	(	PUNCT
aiti-14456	216	4	)	)	PUNCT
aiti-14456	216	5	n	n	CCONJ
aiti-14456	216	6	tt	tt	PROPN
aiti-14456	216	7	t	t	PROPN
aiti-14456	216	8	rmse	rmse	PROPN
aiti-14456	217	1	y	y	PROPN
aiti-14456	217	2	y	y	PROPN
aiti-14456	217	3	n	n	PROPN
aiti-14456	217	4	=	=	SYM
aiti-14456	217	5	=	=	SYM
aiti-14456	217	6	−	−	NOUN
aiti-14456	217	7	(	(	PUNCT
aiti-14456	217	8	16	16	NUM
aiti-14456	217	9	)	)	PUNCT
aiti-14456	217	10	and	and	CCONJ
aiti-14456	217	11	1	1	NUM
aiti-14456	218	1	|	|	ADV
aiti-14456	218	2	|	|	ADV
aiti-14456	218	3	n	n	ADV
aiti-14456	218	4	tt	tt	INTJ
aiti-14456	219	1	i	i	PRON
aiti-14456	219	2	y	y	PROPN
aiti-14456	219	3	y	y	PROPN
aiti-14456	219	4	mae	mae	PROPN
aiti-14456	219	5	n	n	PROPN
aiti-14456	219	6	=	=	SYM
aiti-14456	219	7	−	−	PROPN
aiti-14456	219	8	=	=	SYM
aiti-14456	219	9			X
aiti-14456	219	10	(	(	PUNCT
aiti-14456	219	11	17	17	NUM
aiti-14456	219	12	)	)	PUNCT
aiti-14456	219	13	where	where	SCONJ
aiti-14456	219	14	yt	yt	PROPN
aiti-14456	219	15	is	be	AUX
aiti-14456	219	16	the	the	DET
aiti-14456	219	17	actual	actual	ADJ
aiti-14456	219	18	daily	daily	ADJ
aiti-14456	219	19	average	average	ADJ
aiti-14456	219	20	temperature	temperature	NOUN
aiti-14456	219	21	at	at	ADP
aiti-14456	219	22	the	the	DET
aiti-14456	219	23	time	time	NOUN
aiti-14456	219	24	t	t	PROPN
aiti-14456	219	25	,	,	PUNCT
aiti-14456	219	26	�	�	PROPN
aiti-14456	219	27	̂	̂	NOUN
aiti-14456	219	28	�	�	NOUN
aiti-14456	219	29	𝑡	𝑡	NOUN
aiti-14456	219	30	is	be	AUX
aiti-14456	219	31	predicted	predict	VERB
aiti-14456	219	32	temperature	temperature	NOUN
aiti-14456	219	33	value	value	NOUN
aiti-14456	219	34	at	at	ADP
aiti-14456	219	35	the	the	DET
aiti-14456	219	36	time	time	NOUN
aiti-14456	219	37	t	t	NOUN
aiti-14456	219	38	from	from	ADP
aiti-14456	219	39	the	the	DET
aiti-14456	219	40	hybrid	hybrid	NOUN
aiti-14456	219	41	model	model	NOUN
aiti-14456	219	42	and	and	CCONJ
aiti-14456	219	43	n	n	NOUN
aiti-14456	219	44	is	be	AUX
aiti-14456	219	45	the	the	DET
aiti-14456	219	46	number	number	NOUN
aiti-14456	219	47	of	of	ADP
aiti-14456	219	48	observations	observation	NOUN
aiti-14456	219	49	.	.	PUNCT
aiti-14456	220	1	4	4	X
aiti-14456	220	2	.	.	X
aiti-14456	220	3	result	result	VERB
aiti-14456	220	4	the	the	DET
aiti-14456	220	5	daily	daily	ADJ
aiti-14456	220	6	average	average	ADJ
aiti-14456	220	7	temperature	temperature	NOUN
aiti-14456	220	8	data	datum	NOUN
aiti-14456	220	9	for	for	ADP
aiti-14456	220	10	chiang	chiang	PROPN
aiti-14456	220	11	mai	mai	PROPN
aiti-14456	220	12	,	,	PUNCT
aiti-14456	220	13	thailand	thailand	PROPN
aiti-14456	220	14	,	,	PUNCT
aiti-14456	220	15	during	during	ADP
aiti-14456	220	16	the	the	DET
aiti-14456	220	17	period	period	NOUN
aiti-14456	220	18	from	from	ADP
aiti-14456	220	19	january	january	PROPN
aiti-14456	220	20	2005	2005	NUM
aiti-14456	220	21	to	to	ADP
aiti-14456	220	22	december	december	PROPN
aiti-14456	220	23	2021	2021	NUM
aiti-14456	220	24	is	be	AUX
aiti-14456	220	25	shown	show	VERB
aiti-14456	220	26	in	in	ADP
aiti-14456	220	27	fig	fig	NOUN
aiti-14456	220	28	.	.	PUNCT
aiti-14456	221	1	4	4	X
aiti-14456	221	2	.	.	X
aiti-14456	221	3	the	the	DET
aiti-14456	221	4	dataset	dataset	NOUN
aiti-14456	221	5	contains	contain	VERB
aiti-14456	221	6	6,205	6,205	NUM
aiti-14456	221	7	values	value	NOUN
aiti-14456	221	8	,	,	PUNCT
aiti-14456	221	9	with	with	ADP
aiti-14456	221	10	any	any	DET
aiti-14456	221	11	missing	miss	VERB
aiti-14456	221	12	data	datum	NOUN
aiti-14456	221	13	filled	fill	VERB
aiti-14456	221	14	using	use	VERB
aiti-14456	221	15	linear	linear	ADJ
aiti-14456	221	16	interpolation	interpolation	NOUN
aiti-14456	221	17	.	.	PUNCT
aiti-14456	222	1	february	february	PROPN
aiti-14456	222	2	29th	29th	NOUN
aiti-14456	222	3	was	be	AUX
aiti-14456	222	4	removed	remove	VERB
aiti-14456	222	5	to	to	PART
aiti-14456	222	6	simplify	simplify	VERB
aiti-14456	222	7	the	the	DET
aiti-14456	222	8	calculations	calculation	NOUN
aiti-14456	222	9	.	.	PUNCT
aiti-14456	223	1	fig	fig	NOUN
aiti-14456	223	2	.	.	PUNCT
aiti-14456	224	1	4	4	NUM
aiti-14456	225	1	the	the	DET
aiti-14456	225	2	average	average	ADJ
aiti-14456	225	3	temperature	temperature	NOUN
aiti-14456	225	4	of	of	ADP
aiti-14456	225	5	chiang	chiang	PROPN
aiti-14456	225	6	mai	mai	PROPN
aiti-14456	225	7	between	between	ADP
aiti-14456	225	8	january	january	PROPN
aiti-14456	225	9	2005	2005	NUM
aiti-14456	225	10	to	to	ADP
aiti-14456	225	11	december	december	PROPN
aiti-14456	225	12	2021	2021	NUM
aiti-14456	225	13	in	in	ADP
aiti-14456	225	14	addition	addition	NOUN
aiti-14456	225	15	,	,	PUNCT
aiti-14456	225	16	table	table	NOUN
aiti-14456	225	17	1	1	NUM
aiti-14456	225	18	provides	provide	VERB
aiti-14456	225	19	some	some	DET
aiti-14456	225	20	statistics	statistic	NOUN
aiti-14456	225	21	about	about	ADP
aiti-14456	225	22	the	the	DET
aiti-14456	225	23	temperature	temperature	NOUN
aiti-14456	225	24	data	datum	NOUN
aiti-14456	225	25	.	.	PUNCT
aiti-14456	226	1	the	the	DET
aiti-14456	226	2	minimum	minimum	ADJ
aiti-14456	226	3	and	and	CCONJ
aiti-14456	226	4	maximum	maximum	ADJ
aiti-14456	226	5	temperatures	temperature	NOUN
aiti-14456	226	6	recorded	record	VERB
aiti-14456	226	7	are	be	AUX
aiti-14456	226	8	11.05	11.05	NUM
aiti-14456	226	9	°	°	ADP
aiti-14456	226	10	c	c	NOUN
aiti-14456	226	11	and	and	CCONJ
aiti-14456	226	12	35.15	35.15	NUM
aiti-14456	226	13	°	°	NOUN
aiti-14456	226	14	c	c	NOUN
aiti-14456	226	15	,	,	PUNCT
aiti-14456	226	16	respectively	respectively	ADV
aiti-14456	226	17	.	.	PUNCT
aiti-14456	227	1	this	this	PRON
aiti-14456	227	2	indicates	indicate	VERB
aiti-14456	227	3	a	a	DET
aiti-14456	227	4	temperature	temperature	NOUN
aiti-14456	227	5	range	range	NOUN
aiti-14456	227	6	of	of	ADP
aiti-14456	227	7	about	about	ADV
aiti-14456	227	8	24	24	NUM
aiti-14456	227	9	°	°	NOUN
aiti-14456	227	10	c	c	NOUN
aiti-14456	227	11	.	.	PUNCT
aiti-14456	228	1	the	the	DET
aiti-14456	228	2	standard	standard	ADJ
aiti-14456	228	3	deviation	deviation	NOUN
aiti-14456	228	4	of	of	ADP
aiti-14456	228	5	2.799	2.799	NUM
aiti-14456	228	6	and	and	CCONJ
aiti-14456	228	7	variance	variance	NOUN
aiti-14456	228	8	of	of	ADP
aiti-14456	228	9	7.835	7.835	NUM
aiti-14456	228	10	reflect	reflect	VERB
aiti-14456	228	11	a	a	DET
aiti-14456	228	12	moderate	moderate	ADJ
aiti-14456	228	13	level	level	NOUN
aiti-14456	228	14	of	of	ADP
aiti-14456	228	15	variability	variability	NOUN
aiti-14456	228	16	.	.	PUNCT
aiti-14456	229	1	table	table	NOUN
aiti-14456	229	2	1	1	NUM
aiti-14456	229	3	descriptive	descriptive	ADJ
aiti-14456	229	4	statistics	statistic	NOUN
aiti-14456	229	5	of	of	ADP
aiti-14456	229	6	temperature	temperature	NOUN
aiti-14456	229	7	data	datum	NOUN
aiti-14456	229	8	descriptive	descriptive	ADJ
aiti-14456	229	9	statistics	statistic	NOUN
aiti-14456	229	10	value	value	NOUN
aiti-14456	229	11	mean	mean	VERB
aiti-14456	229	12	27.489	27.489	NUM
aiti-14456	229	13	median	median	NOUN
aiti-14456	229	14	27.950	27.950	NUM
aiti-14456	229	15	standard	standard	ADJ
aiti-14456	229	16	deviation	deviation	NOUN
aiti-14456	229	17	2.799	2.799	NUM
aiti-14456	229	18	variance	variance	NOUN
aiti-14456	229	19	7.835	7.835	NUM
aiti-14456	229	20	min	min	NOUN
aiti-14456	229	21	11.050	11.050	NUM
aiti-14456	229	22	max	max	PROPN
aiti-14456	229	23	35.150	35.150	NUM
aiti-14456	229	24	skewness	skewness	NOUN
aiti-14456	229	25	-0.587	-0.587	PROPN
aiti-14456	229	26	kurtosis	kurtosis	VERB
aiti-14456	229	27	3.501	3.501	NUM
aiti-14456	229	28	advances	advance	NOUN
aiti-14456	229	29	in	in	ADP
aiti-14456	229	30	technology	technology	NOUN
aiti-14456	229	31	innovation	innovation	NOUN
aiti-14456	229	32	,	,	PUNCT
aiti-14456	229	33	vol	vol	NOUN
aiti-14456	229	34	.	.	PROPN
aiti-14456	230	1	10	10	NUM
aiti-14456	230	2	,	,	PUNCT
aiti-14456	230	3	no	no	INTJ
aiti-14456	230	4	.	.	NOUN
aiti-14456	230	5	3	3	NUM
aiti-14456	230	6	,	,	PUNCT
aiti-14456	230	7	2025	2025	NUM
aiti-14456	230	8	,	,	PUNCT
aiti-14456	230	9	pp	pp	ADV
aiti-14456	230	10	.	.	PUNCT
aiti-14456	231	1	296	296	NUM
aiti-14456	231	2	-	-	SYM
aiti-14456	231	3	308	308	NUM
aiti-14456	231	4	304	304	NUM
aiti-14456	231	5	although	although	SCONJ
aiti-14456	231	6	the	the	DET
aiti-14456	231	7	mean	mean	ADJ
aiti-14456	231	8	value	value	NOUN
aiti-14456	231	9	of	of	ADP
aiti-14456	231	10	27.489	27.489	NUM
aiti-14456	231	11	and	and	CCONJ
aiti-14456	231	12	the	the	DET
aiti-14456	231	13	median	median	ADJ
aiti-14456	231	14	value	value	NOUN
aiti-14456	231	15	of	of	ADP
aiti-14456	231	16	27.950	27.950	NUM
aiti-14456	231	17	are	be	AUX
aiti-14456	231	18	relatively	relatively	ADV
aiti-14456	231	19	close	close	ADJ
aiti-14456	231	20	,	,	PUNCT
aiti-14456	231	21	suggesting	suggest	VERB
aiti-14456	231	22	near	near	ADP
aiti-14456	231	23	symmetry	symmetry	NOUN
aiti-14456	232	1	,	,	PUNCT
aiti-14456	232	2	the	the	DET
aiti-14456	232	3	skewness	skewness	NOUN
aiti-14456	232	4	value	value	NOUN
aiti-14456	232	5	of	of	ADP
aiti-14456	232	6	-0.587	-0.587	PROPN
aiti-14456	232	7	indicates	indicate	VERB
aiti-14456	232	8	a	a	DET
aiti-14456	232	9	slightly	slightly	ADV
aiti-14456	232	10	left	left	ADJ
aiti-14456	232	11	-	-	PUNCT
aiti-14456	232	12	skewed	skewed	ADJ
aiti-14456	232	13	distribution	distribution	NOUN
aiti-14456	232	14	.	.	PUNCT
aiti-14456	233	1	the	the	DET
aiti-14456	233	2	negative	negative	ADJ
aiti-14456	233	3	skewness	skewness	NOUN
aiti-14456	233	4	and	and	CCONJ
aiti-14456	233	5	kurtosis	kurtosis	VERB
aiti-14456	233	6	values	value	NOUN
aiti-14456	233	7	above	above	ADP
aiti-14456	233	8	3	3	NUM
aiti-14456	233	9	suggest	suggest	VERB
aiti-14456	233	10	that	that	SCONJ
aiti-14456	233	11	there	there	PRON
aiti-14456	233	12	are	be	VERB
aiti-14456	233	13	some	some	DET
aiti-14456	233	14	extreme	extreme	ADJ
aiti-14456	233	15	values	value	NOUN
aiti-14456	233	16	,	,	PUNCT
aiti-14456	233	17	especially	especially	ADV
aiti-14456	233	18	on	on	ADP
aiti-14456	233	19	the	the	DET
aiti-14456	233	20	lower	low	ADJ
aiti-14456	233	21	side	side	NOUN
aiti-14456	233	22	.	.	PUNCT
aiti-14456	234	1	4.1	4.1	NUM
aiti-14456	234	2	.	.	PUNCT
aiti-14456	234	3	seasonal	seasonal	ADJ
aiti-14456	234	4	component	component	NOUN
aiti-14456	234	5	the	the	DET
aiti-14456	234	6	average	average	ADJ
aiti-14456	234	7	temperature	temperature	NOUN
aiti-14456	234	8	data	datum	NOUN
aiti-14456	234	9	is	be	AUX
aiti-14456	234	10	fitted	fit	VERB
aiti-14456	234	11	using	use	VERB
aiti-14456	234	12	a	a	DET
aiti-14456	234	13	fourier	fourier	NOUN
aiti-14456	234	14	series	series	NOUN
aiti-14456	234	15	model	model	NOUN
aiti-14456	234	16	.	.	PUNCT
aiti-14456	235	1	the	the	DET
aiti-14456	235	2	coefficients	coefficient	NOUN
aiti-14456	235	3	of	of	ADP
aiti-14456	235	4	the	the	DET
aiti-14456	235	5	fourier	fourier	NOUN
aiti-14456	235	6	series	series	NOUN
aiti-14456	235	7	are	be	AUX
aiti-14456	235	8	determined	determine	VERB
aiti-14456	235	9	using	use	VERB
aiti-14456	235	10	the	the	DET
aiti-14456	235	11	least	least	ADJ
aiti-14456	235	12	squares	square	NOUN
aiti-14456	235	13	method	method	NOUN
aiti-14456	235	14	and	and	CCONJ
aiti-14456	235	15	the	the	DET
aiti-14456	235	16	significant	significant	ADJ
aiti-14456	235	17	coefficients	coefficient	NOUN
aiti-14456	235	18	are	be	AUX
aiti-14456	235	19	selected	select	VERB
aiti-14456	235	20	.	.	PUNCT
aiti-14456	236	1	this	this	DET
aiti-14456	236	2	approach	approach	NOUN
aiti-14456	236	3	allows	allow	VERB
aiti-14456	236	4	for	for	ADP
aiti-14456	236	5	the	the	DET
aiti-14456	236	6	effective	effective	ADJ
aiti-14456	236	7	capture	capture	NOUN
aiti-14456	236	8	of	of	ADP
aiti-14456	236	9	periodic	periodic	ADJ
aiti-14456	236	10	fluctuations	fluctuation	NOUN
aiti-14456	236	11	within	within	ADP
aiti-14456	236	12	the	the	DET
aiti-14456	236	13	annual	annual	ADJ
aiti-14456	236	14	temperature	temperature	NOUN
aiti-14456	236	15	cycle	cycle	NOUN
aiti-14456	236	16	.	.	PUNCT
aiti-14456	237	1	the	the	DET
aiti-14456	237	2	resulting	result	VERB
aiti-14456	237	3	function	function	NOUN
aiti-14456	237	4	represents	represent	VERB
aiti-14456	237	5	the	the	DET
aiti-14456	237	6	deterministic	deterministic	ADJ
aiti-14456	237	7	seasonal	seasonal	ADJ
aiti-14456	237	8	behavior	behavior	NOUN
aiti-14456	237	9	of	of	ADP
aiti-14456	237	10	the	the	DET
aiti-14456	237	11	temperature	temperature	NOUN
aiti-14456	237	12	data	datum	NOUN
aiti-14456	237	13	and	and	CCONJ
aiti-14456	237	14	can	can	AUX
aiti-14456	237	15	be	be	AUX
aiti-14456	237	16	written	write	VERB
aiti-14456	237	17	as	as	ADP
aiti-14456	237	18	(	(	PUNCT
aiti-14456	237	19	)	)	PUNCT
aiti-14456	237	20	(	(	PUNCT
aiti-14456	237	21	)	)	PUNCT
aiti-14456	237	22	(	(	PUNCT
aiti-14456	237	23	)	)	PUNCT
aiti-14456	237	24	(	(	PUNCT
aiti-14456	237	25	)	)	PUNCT
aiti-14456	237	26	(	(	PUNCT
aiti-14456	237	27	)	)	PUNCT
aiti-14456	237	28	(	(	PUNCT
aiti-14456	237	29	)	)	PUNCT
aiti-14456	237	30	2	2	NUM
aiti-14456	237	31	2	2	NUM
aiti-14456	237	32	4	4	NUM
aiti-14456	237	33	4	4	NUM
aiti-14456	237	34	6	6	NUM
aiti-14456	237	35	(	(	PUNCT
aiti-14456	237	36	)	)	PUNCT
aiti-14456	237	37	27.489	27.489	NUM
aiti-14456	237	38	2.673cos	2.673co	NOUN
aiti-14456	237	39	0.590	0.590	NUM
aiti-14456	237	40	sin	sin	NOUN
aiti-14456	237	41	1.507	1.507	NUM
aiti-14456	237	42	cos	cos	ADP
aiti-14456	237	43	0.652	0.652	PRON
aiti-14456	237	44	sin	sin	VERB
aiti-14456	237	45	0.249	0.249	NUM
aiti-14456	237	46	cos	cos	ADP
aiti-14456	237	47	365	365	NUM
aiti-14456	237	48	365	365	NUM
aiti-14456	237	49	365	365	NUM
aiti-14456	237	50	365	365	NUM
aiti-14456	237	51	365	365	NUM
aiti-14456	237	52	6	6	NUM
aiti-14456	237	53	0.194	0.194	NUM
aiti-14456	237	54	sin	sin	NOUN
aiti-14456	237	55	365	365	NUM
aiti-14456	237	56	t	t	NOUN
aiti-14456	237	57	t	t	PROPN
aiti-14456	237	58	t	t	PROPN
aiti-14456	237	59	t	t	PROPN
aiti-14456	237	60	t	t	PROPN
aiti-14456	237	61	y	y	PROPN
aiti-14456	237	62	t	t	PROPN
aiti-14456	237	63	t	t	PROPN
aiti-14456	237	64			PROPN
aiti-14456	237	65			PROPN
aiti-14456	237	66			PROPN
aiti-14456	237	67			PROPN
aiti-14456	237	68			PROPN
aiti-14456	237	69			NOUN
aiti-14456	237	70	=	=	X
aiti-14456	238	1	−	−	PROPN
aiti-14456	239	1	+	+	CCONJ
aiti-14456	239	2	−	−	PROPN
aiti-14456	239	3	−	−	PROPN
aiti-14456	240	1	−	−	NOUN
aiti-14456	240	2	−	−	PROPN
aiti-14456	241	1	(	(	PUNCT
aiti-14456	241	2	18	18	NUM
aiti-14456	241	3	)	)	PUNCT
aiti-14456	241	4	the	the	DET
aiti-14456	241	5	multiple	multiple	ADJ
aiti-14456	241	6	r	r	NOUN
aiti-14456	241	7	-	-	PUNCT
aiti-14456	241	8	squared	square	VERB
aiti-14456	241	9	value	value	NOUN
aiti-14456	241	10	is	be	AUX
aiti-14456	241	11	0.6569	0.6569	NUM
aiti-14456	241	12	,	,	PUNCT
aiti-14456	241	13	which	which	PRON
aiti-14456	241	14	means	mean	VERB
aiti-14456	241	15	that	that	SCONJ
aiti-14456	241	16	about	about	ADV
aiti-14456	241	17	65.69	65.69	NUM
aiti-14456	241	18	%	%	NOUN
aiti-14456	241	19	of	of	ADP
aiti-14456	241	20	the	the	DET
aiti-14456	241	21	variance	variance	NOUN
aiti-14456	241	22	in	in	ADP
aiti-14456	241	23	the	the	DET
aiti-14456	241	24	dependent	dependent	ADJ
aiti-14456	241	25	variable	variable	NOUN
aiti-14456	241	26	is	be	AUX
aiti-14456	241	27	explained	explain	VERB
aiti-14456	241	28	by	by	ADP
aiti-14456	241	29	the	the	DET
aiti-14456	241	30	independent	independent	ADJ
aiti-14456	241	31	variables	variable	NOUN
aiti-14456	241	32	in	in	ADP
aiti-14456	241	33	the	the	DET
aiti-14456	241	34	model	model	NOUN
aiti-14456	241	35	.	.	PUNCT
aiti-14456	242	1	the	the	DET
aiti-14456	242	2	comparison	comparison	NOUN
aiti-14456	242	3	between	between	ADP
aiti-14456	242	4	the	the	DET
aiti-14456	242	5	fourier	fourier	PROPN
aiti-14456	242	6	series	series	NOUN
aiti-14456	242	7	model	model	NOUN
aiti-14456	242	8	as	as	ADP
aiti-14456	242	9	the	the	DET
aiti-14456	242	10	blue	blue	ADJ
aiti-14456	242	11	line	line	NOUN
aiti-14456	242	12	and	and	CCONJ
aiti-14456	242	13	the	the	DET
aiti-14456	242	14	data	datum	NOUN
aiti-14456	242	15	set	set	VERB
aiti-14456	242	16	as	as	SCONJ
aiti-14456	242	17	the	the	DET
aiti-14456	242	18	orange	orange	PROPN
aiti-14456	242	19	line	line	NOUN
aiti-14456	242	20	is	be	AUX
aiti-14456	242	21	shown	show	VERB
aiti-14456	242	22	in	in	ADP
aiti-14456	242	23	fig	fig	NOUN
aiti-14456	242	24	.	.	PUNCT
aiti-14456	243	1	5	5	NUM
aiti-14456	243	2	.	.	X
aiti-14456	243	3	fig	fig	NOUN
aiti-14456	243	4	.	.	PUNCT
aiti-14456	244	1	5	5	NUM
aiti-14456	244	2	the	the	DET
aiti-14456	244	3	comparison	comparison	NOUN
aiti-14456	244	4	between	between	ADP
aiti-14456	244	5	the	the	DET
aiti-14456	244	6	fourier	fourier	PROPN
aiti-14456	244	7	series	series	NOUN
aiti-14456	244	8	model	model	NOUN
aiti-14456	244	9	and	and	CCONJ
aiti-14456	244	10	the	the	DET
aiti-14456	244	11	data	datum	NOUN
aiti-14456	244	12	set	set	VERB
aiti-14456	244	13	4.2	4.2	NUM
aiti-14456	244	14	.	.	PUNCT
aiti-14456	245	1	stochastic	stochastic	ADJ
aiti-14456	245	2	component	component	NOUN
aiti-14456	245	3	according	accord	VERB
aiti-14456	245	4	to	to	ADP
aiti-14456	245	5	eq	eq	PROPN
aiti-14456	245	6	.	.	PUNCT
aiti-14456	246	1	(	(	PUNCT
aiti-14456	246	2	1	1	NUM
aiti-14456	246	3	)	)	PUNCT
aiti-14456	246	4	,	,	PUNCT
aiti-14456	246	5	the	the	DET
aiti-14456	246	6	deseasonalized	deseasonalize	VERB
aiti-14456	246	7	data	datum	NOUN
aiti-14456	246	8	,	,	PUNCT
aiti-14456	246	9	xt	xt	PROPN
aiti-14456	246	10	,	,	PUNCT
aiti-14456	246	11	is	be	AUX
aiti-14456	246	12	then	then	ADV
aiti-14456	246	13	computed	compute	VERB
aiti-14456	246	14	and	and	CCONJ
aiti-14456	246	15	modeled	model	VERB
aiti-14456	246	16	using	use	VERB
aiti-14456	246	17	the	the	DET
aiti-14456	246	18	ou	ou	NOUN
aiti-14456	246	19	process	process	NOUN
aiti-14456	246	20	and	and	CCONJ
aiti-14456	246	21	the	the	DET
aiti-14456	246	22	ernn	ernn	NOUN
aiti-14456	246	23	.	.	PUNCT
aiti-14456	247	1	after	after	ADP
aiti-14456	247	2	applying	apply	VERB
aiti-14456	247	3	the	the	DET
aiti-14456	247	4	deseasonalized	deseasonalize	VERB
aiti-14456	247	5	data	datum	NOUN
aiti-14456	247	6	,	,	PUNCT
aiti-14456	247	7	xt	xt	ADP
aiti-14456	247	8	,	,	PUNCT
aiti-14456	247	9	to	to	ADP
aiti-14456	247	10	the	the	DET
aiti-14456	247	11	ou	ou	NOUN
aiti-14456	247	12	process	process	NOUN
aiti-14456	247	13	,	,	PUNCT
aiti-14456	247	14	the	the	DET
aiti-14456	247	15	parameters	parameter	NOUN
aiti-14456	247	16	𝛼	𝛼	VERB
aiti-14456	247	17	,	,	PUNCT
aiti-14456	247	18	𝛽	𝛽	NOUN
aiti-14456	247	19	and	and	CCONJ
aiti-14456	247	20	𝜎	𝜎	PROPN
aiti-14456	247	21	are	be	AUX
aiti-14456	247	22	estimated	estimate	VERB
aiti-14456	247	23	and	and	CCONJ
aiti-14456	247	24	shown	show	VERB
aiti-14456	247	25	in	in	ADP
aiti-14456	247	26	table	table	NOUN
aiti-14456	247	27	2	2	NUM
aiti-14456	247	28	,	,	PUNCT
aiti-14456	247	29	which	which	PRON
aiti-14456	247	30	represent	represent	VERB
aiti-14456	247	31	the	the	DET
aiti-14456	247	32	speed	speed	NOUN
aiti-14456	247	33	of	of	ADP
aiti-14456	247	34	mean	mean	ADJ
aiti-14456	247	35	reversion	reversion	NOUN
aiti-14456	247	36	,	,	PUNCT
aiti-14456	247	37	the	the	DET
aiti-14456	247	38	drift	drift	NOUN
aiti-14456	247	39	of	of	ADP
aiti-14456	247	40	the	the	DET
aiti-14456	247	41	process	process	NOUN
aiti-14456	247	42	,	,	PUNCT
aiti-14456	247	43	and	and	CCONJ
aiti-14456	247	44	the	the	DET
aiti-14456	247	45	process	process	NOUN
aiti-14456	247	46	volatility	volatility	NOUN
aiti-14456	247	47	,	,	PUNCT
aiti-14456	247	48	respectively	respectively	ADV
aiti-14456	247	49	.	.	PUNCT
aiti-14456	247	50	table	table	NOUN
aiti-14456	247	51	2	2	NUM
aiti-14456	247	52	parameters	parameter	NOUN
aiti-14456	247	53	of	of	ADP
aiti-14456	247	54	the	the	DET
aiti-14456	247	55	stochastic	stochastic	ADJ
aiti-14456	247	56	model	model	NOUN
aiti-14456	247	57	parameters	parameter	NOUN
aiti-14456	247	58	α	α	X
aiti-14456	247	59	β	β	NOUN
aiti-14456	247	60	δ	δ	PROPN
aiti-14456	247	61	0.25641	0.25641	NUM
aiti-14456	247	62	0.00296	0.00296	NUM
aiti-14456	247	63	1.17392	1.17392	NUM
aiti-14456	247	64	furthermore	furthermore	ADV
aiti-14456	247	65	,	,	PUNCT
aiti-14456	247	66	the	the	DET
aiti-14456	247	67	graph	graph	NOUN
aiti-14456	247	68	comparison	comparison	NOUN
aiti-14456	247	69	between	between	ADP
aiti-14456	247	70	the	the	DET
aiti-14456	247	71	actual	actual	ADJ
aiti-14456	247	72	data	datum	NOUN
aiti-14456	247	73	and	and	CCONJ
aiti-14456	247	74	the	the	DET
aiti-14456	247	75	fourier	fourier	NOUN
aiti-14456	247	76	ou	ou	NOUN
aiti-14456	247	77	prediction	prediction	NOUN
aiti-14456	247	78	is	be	AUX
aiti-14456	247	79	shown	show	VERB
aiti-14456	247	80	in	in	ADP
aiti-14456	247	81	fig	fig	NOUN
aiti-14456	247	82	.	.	PUNCT
aiti-14456	248	1	6	6	NUM
aiti-14456	248	2	.	.	X
aiti-14456	248	3	the	the	DET
aiti-14456	248	4	orange	orange	PROPN
aiti-14456	248	5	line	line	NOUN
aiti-14456	248	6	represents	represent	VERB
aiti-14456	248	7	the	the	DET
aiti-14456	248	8	actual	actual	ADJ
aiti-14456	248	9	daily	daily	ADJ
aiti-14456	248	10	average	average	ADJ
aiti-14456	248	11	temperature	temperature	NOUN
aiti-14456	248	12	,	,	PUNCT
aiti-14456	248	13	while	while	SCONJ
aiti-14456	248	14	the	the	DET
aiti-14456	248	15	green	green	NOUN
aiti-14456	248	16	dashed	dash	VERB
aiti-14456	248	17	line	line	NOUN
aiti-14456	248	18	indicates	indicate	VERB
aiti-14456	248	19	the	the	DET
aiti-14456	248	20	values	value	NOUN
aiti-14456	248	21	predicted	predict	VERB
aiti-14456	248	22	by	by	ADP
aiti-14456	248	23	the	the	DET
aiti-14456	248	24	fourier	fourier	NOUN
aiti-14456	248	25	ou	ou	NOUN
aiti-14456	248	26	model	model	NOUN
aiti-14456	248	27	.	.	PUNCT
aiti-14456	249	1	the	the	DET
aiti-14456	249	2	predicted	predict	VERB
aiti-14456	249	3	values	value	NOUN
aiti-14456	249	4	closely	closely	ADV
aiti-14456	249	5	follow	follow	VERB
aiti-14456	249	6	the	the	DET
aiti-14456	249	7	observed	observe	VERB
aiti-14456	249	8	data	datum	NOUN
aiti-14456	249	9	,	,	PUNCT
aiti-14456	249	10	capturing	capture	VERB
aiti-14456	249	11	both	both	PRON
aiti-14456	249	12	seasonal	seasonal	ADJ
aiti-14456	249	13	trends	trend	NOUN
aiti-14456	249	14	and	and	CCONJ
aiti-14456	249	15	short	short	ADJ
aiti-14456	249	16	-	-	PUNCT
aiti-14456	249	17	term	term	NOUN
aiti-14456	249	18	fluctuations	fluctuation	NOUN
aiti-14456	249	19	.	.	PUNCT
aiti-14456	250	1	advances	advance	NOUN
aiti-14456	250	2	in	in	ADP
aiti-14456	250	3	technology	technology	NOUN
aiti-14456	250	4	innovation	innovation	NOUN
aiti-14456	250	5	,	,	PUNCT
aiti-14456	250	6	vol	vol	NOUN
aiti-14456	250	7	.	.	PROPN
aiti-14456	251	1	10	10	NUM
aiti-14456	251	2	,	,	PUNCT
aiti-14456	251	3	no	no	INTJ
aiti-14456	251	4	.	.	NOUN
aiti-14456	251	5	3	3	NUM
aiti-14456	251	6	,	,	PUNCT
aiti-14456	251	7	2025	2025	NUM
aiti-14456	251	8	,	,	PUNCT
aiti-14456	251	9	pp	pp	ADV
aiti-14456	251	10	.	.	PUNCT
aiti-14456	252	1	296	296	NUM
aiti-14456	252	2	-	-	SYM
aiti-14456	252	3	308	308	NUM
aiti-14456	252	4	305	305	NUM
aiti-14456	252	5	fig	fig	NOUN
aiti-14456	252	6	.	.	PUNCT
aiti-14456	253	1	6	6	NUM
aiti-14456	253	2	the	the	DET
aiti-14456	253	3	comparison	comparison	NOUN
aiti-14456	253	4	between	between	ADP
aiti-14456	253	5	actual	actual	ADJ
aiti-14456	253	6	data	datum	NOUN
aiti-14456	253	7	and	and	CCONJ
aiti-14456	253	8	fourier	fourier	NOUN
aiti-14456	253	9	ou	ou	NOUN
aiti-14456	253	10	prediction	prediction	NOUN
aiti-14456	253	11	then	then	ADV
aiti-14456	253	12	the	the	DET
aiti-14456	253	13	deseasonalized	deseasonalize	VERB
aiti-14456	253	14	data	datum	NOUN
aiti-14456	253	15	,	,	PUNCT
aiti-14456	253	16	xt	xt	PROPN
aiti-14456	253	17	,	,	PUNCT
aiti-14456	253	18	is	be	AUX
aiti-14456	253	19	also	also	ADV
aiti-14456	253	20	applied	apply	VERB
aiti-14456	253	21	to	to	ADP
aiti-14456	253	22	the	the	DET
aiti-14456	253	23	ernn	ernn	NOUN
aiti-14456	253	24	where	where	SCONJ
aiti-14456	253	25	the	the	DET
aiti-14456	253	26	number	number	NOUN
aiti-14456	253	27	of	of	ADP
aiti-14456	253	28	lags	lag	NOUN
aiti-14456	253	29	is	be	AUX
aiti-14456	253	30	1	1	NUM
aiti-14456	253	31	and	and	CCONJ
aiti-14456	253	32	the	the	DET
aiti-14456	253	33	number	number	NOUN
aiti-14456	253	34	of	of	ADP
aiti-14456	253	35	hidden	hidden	ADJ
aiti-14456	253	36	layers	layer	NOUN
aiti-14456	253	37	is	be	AUX
aiti-14456	253	38	73	73	NUM
aiti-14456	253	39	.	.	PUNCT
aiti-14456	254	1	then	then	ADV
aiti-14456	254	2	the	the	DET
aiti-14456	254	3	output	output	NOUN
aiti-14456	254	4	of	of	ADP
aiti-14456	254	5	the	the	DET
aiti-14456	254	6	network	network	NOUN
aiti-14456	254	7	is	be	AUX
aiti-14456	254	8	obtained	obtain	VERB
aiti-14456	254	9	.	.	PUNCT
aiti-14456	255	1	in	in	ADP
aiti-14456	255	2	the	the	DET
aiti-14456	255	3	next	next	ADJ
aiti-14456	255	4	step	step	NOUN
aiti-14456	255	5	,	,	PUNCT
aiti-14456	255	6	the	the	DET
aiti-14456	255	7	stochastic	stochastic	ADJ
aiti-14456	255	8	component	component	NOUN
aiti-14456	255	9	is	be	AUX
aiti-14456	255	10	then	then	ADV
aiti-14456	255	11	combined	combine	VERB
aiti-14456	255	12	with	with	ADP
aiti-14456	255	13	the	the	DET
aiti-14456	255	14	seasonal	seasonal	ADJ
aiti-14456	255	15	component	component	NOUN
aiti-14456	255	16	to	to	PART
aiti-14456	255	17	complete	complete	VERB
aiti-14456	255	18	the	the	DET
aiti-14456	255	19	model	model	NOUN
aiti-14456	255	20	as	as	ADP
aiti-14456	255	21	eq	eq	PROPN
aiti-14456	255	22	.	.	PUNCT
aiti-14456	256	1	(	(	PUNCT
aiti-14456	256	2	1	1	NUM
aiti-14456	256	3	)	)	PUNCT
aiti-14456	256	4	.	.	PUNCT
aiti-14456	257	1	the	the	DET
aiti-14456	257	2	comparison	comparison	NOUN
aiti-14456	257	3	between	between	ADP
aiti-14456	257	4	actual	actual	ADJ
aiti-14456	257	5	data	datum	NOUN
aiti-14456	257	6	and	and	CCONJ
aiti-14456	257	7	fourier	fourier	ADJ
aiti-14456	257	8	-	-	PUNCT
aiti-14456	257	9	ernn	ernn	NOUN
aiti-14456	257	10	prediction	prediction	NOUN
aiti-14456	257	11	is	be	AUX
aiti-14456	257	12	shown	show	VERB
aiti-14456	257	13	in	in	ADP
aiti-14456	257	14	fig	fig	NOUN
aiti-14456	257	15	.	.	PUNCT
aiti-14456	258	1	7	7	X
aiti-14456	258	2	.	.	X
aiti-14456	258	3	fig	fig	NOUN
aiti-14456	258	4	.	.	PUNCT
aiti-14456	259	1	7	7	NUM
aiti-14456	260	1	the	the	DET
aiti-14456	260	2	comparison	comparison	NOUN
aiti-14456	260	3	between	between	ADP
aiti-14456	260	4	actual	actual	ADJ
aiti-14456	260	5	data	datum	NOUN
aiti-14456	260	6	and	and	CCONJ
aiti-14456	260	7	fourier	fourier	ADJ
aiti-14456	260	8	-	-	PUNCT
aiti-14456	260	9	ernn	ernn	NOUN
aiti-14456	260	10	prediction	prediction	NOUN
aiti-14456	260	11	4.3	4.3	NUM
aiti-14456	260	12	.	.	PUNCT
aiti-14456	260	13	models	model	NOUN
aiti-14456	260	14	evaluation	evaluation	NOUN
aiti-14456	260	15	as	as	ADP
aiti-14456	260	16	a	a	DET
aiti-14456	260	17	result	result	NOUN
aiti-14456	260	18	of	of	ADP
aiti-14456	260	19	the	the	DET
aiti-14456	260	20	fourier	fourier	NOUN
aiti-14456	260	21	ou	ou	NOUN
aiti-14456	260	22	process	process	NOUN
aiti-14456	261	1	,	,	PUNCT
aiti-14456	261	2	there	there	PRON
aiti-14456	261	3	are	be	VERB
aiti-14456	261	4	relatively	relatively	ADV
aiti-14456	261	5	higher	high	ADJ
aiti-14456	261	6	errors	error	NOUN
aiti-14456	261	7	.	.	PUNCT
aiti-14456	262	1	the	the	DET
aiti-14456	262	2	rmse	rmse	NOUN
aiti-14456	262	3	of	of	ADP
aiti-14456	262	4	2.29997	2.29997	NUM
aiti-14456	262	5	indicates	indicate	VERB
aiti-14456	262	6	that	that	SCONJ
aiti-14456	262	7	the	the	DET
aiti-14456	262	8	average	average	ADJ
aiti-14456	262	9	squared	squared	ADJ
aiti-14456	262	10	difference	difference	NOUN
aiti-14456	262	11	between	between	ADP
aiti-14456	262	12	the	the	DET
aiti-14456	262	13	actual	actual	ADJ
aiti-14456	262	14	and	and	CCONJ
aiti-14456	262	15	predicted	predict	VERB
aiti-14456	262	16	values	value	NOUN
aiti-14456	262	17	is	be	AUX
aiti-14456	262	18	large	large	ADJ
aiti-14456	262	19	,	,	PUNCT
aiti-14456	262	20	indicating	indicate	VERB
aiti-14456	262	21	that	that	SCONJ
aiti-14456	262	22	the	the	DET
aiti-14456	262	23	ou	ou	NOUN
aiti-14456	262	24	process	process	NOUN
aiti-14456	262	25	is	be	AUX
aiti-14456	262	26	ineffective	ineffective	ADJ
aiti-14456	262	27	to	to	PART
aiti-14456	262	28	capture	capture	VERB
aiti-14456	262	29	in	in	ADP
aiti-14456	262	30	capturing	capture	VERB
aiti-14456	262	31	the	the	DET
aiti-14456	262	32	precise	precise	ADJ
aiti-14456	262	33	fluctuations	fluctuation	NOUN
aiti-14456	262	34	of	of	ADP
aiti-14456	262	35	temperature	temperature	NOUN
aiti-14456	262	36	data	datum	NOUN
aiti-14456	262	37	.	.	PUNCT
aiti-14456	263	1	according	accord	VERB
aiti-14456	263	2	to	to	ADP
aiti-14456	263	3	the	the	DET
aiti-14456	263	4	mae	mae	PROPN
aiti-14456	263	5	value	value	NOUN
aiti-14456	263	6	of	of	ADP
aiti-14456	263	7	1.81456	1.81456	NUM
aiti-14456	263	8	,	,	PUNCT
aiti-14456	263	9	the	the	DET
aiti-14456	263	10	predicted	predict	VERB
aiti-14456	263	11	values	value	NOUN
aiti-14456	263	12	are	be	AUX
aiti-14456	263	13	off	off	ADV
aiti-14456	263	14	by	by	ADP
aiti-14456	263	15	approximately	approximately	ADV
aiti-14456	263	16	1.81	1.81	NUM
aiti-14456	263	17	units	unit	NOUN
aiti-14456	263	18	from	from	ADP
aiti-14456	263	19	the	the	DET
aiti-14456	263	20	actual	actual	ADJ
aiti-14456	263	21	values	value	NOUN
aiti-14456	263	22	.	.	PUNCT
aiti-14456	264	1	the	the	DET
aiti-14456	264	2	performance	performance	NOUN
aiti-14456	264	3	of	of	ADP
aiti-14456	264	4	each	each	DET
aiti-14456	264	5	model	model	NOUN
aiti-14456	264	6	is	be	AUX
aiti-14456	264	7	evaluated	evaluate	VERB
aiti-14456	264	8	by	by	ADP
aiti-14456	264	9	rmse	rmse	NOUN
aiti-14456	264	10	and	and	CCONJ
aiti-14456	264	11	mae	mae	PROPN
aiti-14456	264	12	and	and	CCONJ
aiti-14456	264	13	shown	show	VERB
aiti-14456	264	14	in	in	ADP
aiti-14456	264	15	table	table	NOUN
aiti-14456	264	16	3	3	NUM
aiti-14456	264	17	.	.	PUNCT
aiti-14456	264	18	table	table	NOUN
aiti-14456	264	19	3	3	NUM
aiti-14456	264	20	the	the	DET
aiti-14456	264	21	performance	performance	NOUN
aiti-14456	264	22	of	of	ADP
aiti-14456	264	23	each	each	DET
aiti-14456	264	24	model	model	NOUN
aiti-14456	264	25	models	model	NOUN
aiti-14456	264	26	rmse	rmse	PROPN
aiti-14456	264	27	mae	mae	PROPN
aiti-14456	264	28	fourier	fourier	NOUN
aiti-14456	264	29	ou	ou	NOUN
aiti-14456	264	30	process	process	NOUN
aiti-14456	264	31	2.29997	2.29997	NUM
aiti-14456	264	32	1.81456	1.81456	NUM
aiti-14456	264	33	fourier	fourier	NOUN
aiti-14456	264	34	-	-	PUNCT
aiti-14456	264	35	ernn	ernn	NOUN
aiti-14456	264	36	0.10670	0.10670	NUM
aiti-14456	264	37	0.03661	0.03661	NUM
aiti-14456	264	38	in	in	ADP
aiti-14456	264	39	comparison	comparison	NOUN
aiti-14456	264	40	to	to	ADP
aiti-14456	264	41	the	the	DET
aiti-14456	264	42	fourier	fourier	ADJ
aiti-14456	264	43	-	-	PUNCT
aiti-14456	264	44	ernn	ernn	NOUN
aiti-14456	264	45	model	model	NOUN
aiti-14456	264	46	,	,	PUNCT
aiti-14456	264	47	the	the	DET
aiti-14456	264	48	fourier	fourier	ADJ
aiti-14456	264	49	-	-	PUNCT
aiti-14456	264	50	ernn	ernn	NOUN
aiti-14456	264	51	model	model	NOUN
aiti-14456	264	52	shows	show	VERB
aiti-14456	264	53	significantly	significantly	ADV
aiti-14456	264	54	better	well	ADJ
aiti-14456	264	55	performance	performance	NOUN
aiti-14456	264	56	with	with	ADP
aiti-14456	264	57	significantly	significantly	ADV
aiti-14456	264	58	lower	low	ADJ
aiti-14456	264	59	error	error	NOUN
aiti-14456	264	60	metrics	metric	NOUN
aiti-14456	264	61	.	.	PUNCT
aiti-14456	265	1	an	an	DET
aiti-14456	265	2	rmse	rmse	NOUN
aiti-14456	265	3	of	of	ADP
aiti-14456	265	4	0.10670	0.10670	NUM
aiti-14456	265	5	means	mean	VERB
aiti-14456	265	6	that	that	SCONJ
aiti-14456	265	7	the	the	DET
aiti-14456	265	8	predicted	predict	VERB
aiti-14456	265	9	values	value	NOUN
aiti-14456	265	10	are	be	AUX
aiti-14456	265	11	much	much	ADV
aiti-14456	265	12	closer	close	ADJ
aiti-14456	265	13	to	to	ADP
aiti-14456	265	14	the	the	DET
aiti-14456	265	15	actual	actual	ADJ
aiti-14456	265	16	values	value	NOUN
aiti-14456	265	17	,	,	PUNCT
aiti-14456	265	18	with	with	ADP
aiti-14456	265	19	smaller	small	ADJ
aiti-14456	265	20	squared	squared	ADJ
aiti-14456	265	21	errors	error	NOUN
aiti-14456	265	22	.	.	PUNCT
aiti-14456	266	1	the	the	DET
aiti-14456	266	2	mae	mae	PROPN
aiti-14456	266	3	of	of	ADP
aiti-14456	266	4	0.03661	0.03661	NUM
aiti-14456	266	5	indicates	indicate	VERB
aiti-14456	266	6	that	that	SCONJ
aiti-14456	266	7	,	,	PUNCT
aiti-14456	266	8	on	on	ADP
aiti-14456	266	9	average	average	ADJ
aiti-14456	266	10	,	,	PUNCT
aiti-14456	266	11	the	the	DET
aiti-14456	266	12	predicted	predict	VERB
aiti-14456	266	13	values	value	NOUN
aiti-14456	266	14	are	be	AUX
aiti-14456	266	15	off	off	ADV
aiti-14456	266	16	by	by	ADP
aiti-14456	266	17	only	only	ADV
aiti-14456	266	18	0.03661	0.03661	NUM
aiti-14456	266	19	units	unit	NOUN
aiti-14456	266	20	from	from	ADP
aiti-14456	266	21	the	the	DET
aiti-14456	266	22	actual	actual	ADJ
aiti-14456	266	23	values	value	NOUN
aiti-14456	266	24	,	,	PUNCT
aiti-14456	266	25	which	which	PRON
aiti-14456	266	26	is	be	AUX
aiti-14456	266	27	relatively	relatively	ADV
aiti-14456	266	28	small	small	ADJ
aiti-14456	266	29	.	.	PUNCT
aiti-14456	267	1	advances	advance	NOUN
aiti-14456	267	2	in	in	ADP
aiti-14456	267	3	technology	technology	NOUN
aiti-14456	267	4	innovation	innovation	NOUN
aiti-14456	267	5	,	,	PUNCT
aiti-14456	267	6	vol	vol	NOUN
aiti-14456	267	7	.	.	PROPN
aiti-14456	268	1	10	10	NUM
aiti-14456	268	2	,	,	PUNCT
aiti-14456	268	3	no	no	INTJ
aiti-14456	268	4	.	.	NOUN
aiti-14456	268	5	3	3	NUM
aiti-14456	268	6	,	,	PUNCT
aiti-14456	268	7	2025	2025	NUM
aiti-14456	268	8	,	,	PUNCT
aiti-14456	268	9	pp	pp	ADV
aiti-14456	268	10	.	.	PUNCT
aiti-14456	269	1	296	296	NUM
aiti-14456	269	2	-	-	SYM
aiti-14456	269	3	308	308	NUM
aiti-14456	269	4	306	306	NUM
aiti-14456	269	5	5	5	NUM
aiti-14456	269	6	.	.	PUNCT
aiti-14456	269	7	discussion	discussion	NOUN
aiti-14456	269	8	the	the	DET
aiti-14456	269	9	findings	finding	NOUN
aiti-14456	269	10	confirm	confirm	VERB
aiti-14456	269	11	that	that	SCONJ
aiti-14456	269	12	the	the	DET
aiti-14456	269	13	fourier	fourier	ADJ
aiti-14456	269	14	-	-	PUNCT
aiti-14456	269	15	ernn	ernn	NOUN
aiti-14456	269	16	model	model	NOUN
aiti-14456	269	17	performs	perform	VERB
aiti-14456	269	18	better	well	ADJ
aiti-14456	269	19	than	than	ADP
aiti-14456	269	20	the	the	DET
aiti-14456	269	21	fourier	fourier	NOUN
aiti-14456	269	22	ou	ou	NOUN
aiti-14456	269	23	process	process	NOUN
aiti-14456	269	24	in	in	ADP
aiti-14456	269	25	predicting	predict	VERB
aiti-14456	269	26	the	the	DET
aiti-14456	269	27	daily	daily	ADJ
aiti-14456	269	28	average	average	ADJ
aiti-14456	269	29	temperature	temperature	NOUN
aiti-14456	269	30	of	of	ADP
aiti-14456	269	31	chiang	chiang	PROPN
aiti-14456	269	32	mai	mai	PROPN
aiti-14456	269	33	,	,	PUNCT
aiti-14456	269	34	thailand	thailand	PROPN
aiti-14456	269	35	.	.	PUNCT
aiti-14456	270	1	the	the	DET
aiti-14456	270	2	comparison	comparison	NOUN
aiti-14456	270	3	of	of	ADP
aiti-14456	270	4	rmse	rmse	NOUN
aiti-14456	270	5	and	and	CCONJ
aiti-14456	270	6	mae	mae	PROPN
aiti-14456	270	7	values	value	NOUN
aiti-14456	270	8	shows	show	VERB
aiti-14456	270	9	that	that	SCONJ
aiti-14456	270	10	the	the	DET
aiti-14456	270	11	fourier	fourier	ADJ
aiti-14456	270	12	-	-	PUNCT
aiti-14456	270	13	ernn	ernn	NOUN
aiti-14456	270	14	model	model	NOUN
aiti-14456	270	15	provides	provide	VERB
aiti-14456	270	16	more	more	ADV
aiti-14456	270	17	accurate	accurate	ADJ
aiti-14456	270	18	forecasts	forecast	NOUN
aiti-14456	270	19	by	by	ADP
aiti-14456	270	20	capturing	capture	VERB
aiti-14456	270	21	seasonal	seasonal	ADJ
aiti-14456	270	22	trends	trend	NOUN
aiti-14456	270	23	and	and	CCONJ
aiti-14456	270	24	random	random	ADJ
aiti-14456	270	25	variations	variation	NOUN
aiti-14456	270	26	more	more	ADV
aiti-14456	270	27	effectively	effectively	ADV
aiti-14456	270	28	.	.	PUNCT
aiti-14456	271	1	the	the	DET
aiti-14456	271	2	rmse	rmse	NOUN
aiti-14456	271	3	of	of	ADP
aiti-14456	271	4	the	the	DET
aiti-14456	271	5	fourier	fourier	ADJ
aiti-14456	271	6	-	-	PUNCT
aiti-14456	271	7	ernn	ernn	NOUN
aiti-14456	271	8	model	model	NOUN
aiti-14456	271	9	is	be	AUX
aiti-14456	271	10	0.10670	0.10670	NUM
aiti-14456	271	11	,	,	PUNCT
aiti-14456	271	12	which	which	PRON
aiti-14456	271	13	is	be	AUX
aiti-14456	271	14	much	much	ADV
aiti-14456	271	15	lower	low	ADJ
aiti-14456	271	16	than	than	ADP
aiti-14456	271	17	the	the	DET
aiti-14456	271	18	2.29997	2.29997	NUM
aiti-14456	271	19	obtained	obtain	VERB
aiti-14456	271	20	from	from	ADP
aiti-14456	271	21	the	the	DET
aiti-14456	271	22	fourier	fourier	NOUN
aiti-14456	271	23	ou	ou	NOUN
aiti-14456	271	24	process	process	NOUN
aiti-14456	271	25	,	,	PUNCT
aiti-14456	271	26	highlighting	highlight	VERB
aiti-14456	271	27	the	the	DET
aiti-14456	271	28	advantage	advantage	NOUN
aiti-14456	271	29	of	of	ADP
aiti-14456	271	30	the	the	DET
aiti-14456	271	31	hybrid	hybrid	ADJ
aiti-14456	271	32	neural	neural	ADJ
aiti-14456	271	33	network	network	NOUN
aiti-14456	271	34	approach	approach	NOUN
aiti-14456	271	35	.	.	PUNCT
aiti-14456	272	1	the	the	DET
aiti-14456	272	2	observed	observe	VERB
aiti-14456	272	3	enhancement	enhancement	NOUN
aiti-14456	272	4	in	in	ADP
aiti-14456	272	5	prediction	prediction	NOUN
aiti-14456	272	6	accuracy	accuracy	NOUN
aiti-14456	272	7	aligns	align	VERB
aiti-14456	272	8	with	with	ADP
aiti-14456	272	9	previous	previous	ADJ
aiti-14456	272	10	studies	study	NOUN
aiti-14456	272	11	that	that	PRON
aiti-14456	272	12	have	have	AUX
aiti-14456	272	13	demonstrated	demonstrate	VERB
aiti-14456	272	14	the	the	DET
aiti-14456	272	15	efficacy	efficacy	NOUN
aiti-14456	272	16	of	of	ADP
aiti-14456	272	17	anns	anns	NOUN
aiti-14456	272	18	in	in	ADP
aiti-14456	272	19	handling	handle	VERB
aiti-14456	272	20	complex	complex	ADJ
aiti-14456	272	21	temperature	temperature	NOUN
aiti-14456	272	22	dynamics	dynamic	NOUN
aiti-14456	272	23	.	.	PUNCT
aiti-14456	273	1	prior	prior	ADJ
aiti-14456	273	2	research	research	NOUN
aiti-14456	273	3	has	have	AUX
aiti-14456	273	4	shown	show	VERB
aiti-14456	273	5	that	that	SCONJ
aiti-14456	273	6	recurrent	recurrent	ADJ
aiti-14456	273	7	neural	neural	ADJ
aiti-14456	273	8	networks	network	NOUN
aiti-14456	273	9	,	,	PUNCT
aiti-14456	273	10	particularly	particularly	ADV
aiti-14456	273	11	lstm	lstm	NOUN
aiti-14456	273	12	and	and	CCONJ
aiti-14456	273	13	elman	elman	PROPN
aiti-14456	273	14	networks	network	NOUN
aiti-14456	273	15	,	,	PUNCT
aiti-14456	273	16	can	can	AUX
aiti-14456	273	17	effectively	effectively	ADV
aiti-14456	273	18	model	model	VERB
aiti-14456	273	19	temperature	temperature	NOUN
aiti-14456	273	20	fluctuations	fluctuation	NOUN
aiti-14456	273	21	by	by	ADP
aiti-14456	273	22	capturing	capture	VERB
aiti-14456	273	23	non	non	ADJ
aiti-14456	273	24	-	-	ADJ
aiti-14456	273	25	linear	linear	ADJ
aiti-14456	273	26	relationships	relationship	NOUN
aiti-14456	273	27	in	in	ADP
aiti-14456	273	28	historical	historical	ADJ
aiti-14456	273	29	climate	climate	NOUN
aiti-14456	273	30	data	datum	NOUN
aiti-14456	273	31	.	.	PUNCT
aiti-14456	274	1	the	the	DET
aiti-14456	274	2	results	result	NOUN
aiti-14456	274	3	highlighted	highlight	VERB
aiti-14456	274	4	the	the	DET
aiti-14456	274	5	advantages	advantage	NOUN
aiti-14456	274	6	of	of	ADP
aiti-14456	274	7	deep	deep	ADJ
aiti-14456	274	8	learning	learning	NOUN
aiti-14456	274	9	models	model	NOUN
aiti-14456	274	10	over	over	ADP
aiti-14456	274	11	traditional	traditional	ADJ
aiti-14456	274	12	stochastic	stochastic	ADJ
aiti-14456	274	13	methods	method	NOUN
aiti-14456	274	14	[	[	X
aiti-14456	274	15	20	20	NUM
aiti-14456	274	16	-	-	SYM
aiti-14456	274	17	21	21	NUM
aiti-14456	274	18	]	]	PUNCT
aiti-14456	274	19	.	.	PUNCT
aiti-14456	275	1	this	this	PRON
aiti-14456	275	2	suggests	suggest	VERB
aiti-14456	275	3	that	that	SCONJ
aiti-14456	275	4	integrating	integrate	VERB
aiti-14456	275	5	a	a	DET
aiti-14456	275	6	fourier	fourier	NOUN
aiti-14456	275	7	series	series	NOUN
aiti-14456	275	8	for	for	ADP
aiti-14456	275	9	seasonality	seasonality	NOUN
aiti-14456	275	10	adjustment	adjustment	NOUN
aiti-14456	275	11	with	with	ADP
aiti-14456	275	12	ernn	ernn	NOUN
aiti-14456	275	13	for	for	ADP
aiti-14456	275	14	stochastic	stochastic	ADJ
aiti-14456	275	15	modeling	modeling	NOUN
aiti-14456	275	16	can	can	AUX
aiti-14456	275	17	provide	provide	VERB
aiti-14456	275	18	a	a	DET
aiti-14456	275	19	robust	robust	ADJ
aiti-14456	275	20	framework	framework	NOUN
aiti-14456	275	21	for	for	ADP
aiti-14456	275	22	temperature	temperature	NOUN
aiti-14456	275	23	prediction	prediction	NOUN
aiti-14456	275	24	.	.	PUNCT
aiti-14456	276	1	however	however	ADV
aiti-14456	276	2	,	,	PUNCT
aiti-14456	276	3	several	several	ADJ
aiti-14456	276	4	limitations	limitation	NOUN
aiti-14456	276	5	are	be	AUX
aiti-14456	276	6	acknowledged	acknowledge	VERB
aiti-14456	276	7	in	in	ADP
aiti-14456	276	8	this	this	DET
aiti-14456	276	9	study	study	NOUN
aiti-14456	276	10	.	.	PUNCT
aiti-14456	277	1	the	the	DET
aiti-14456	277	2	accuracy	accuracy	NOUN
aiti-14456	277	3	of	of	ADP
aiti-14456	277	4	the	the	DET
aiti-14456	277	5	fourier	fourier	ADJ
aiti-14456	277	6	-	-	PUNCT
aiti-14456	277	7	ernn	ernn	NOUN
aiti-14456	277	8	model	model	NOUN
aiti-14456	277	9	depends	depend	VERB
aiti-14456	277	10	on	on	ADP
aiti-14456	277	11	hyperparameter	hyperparameter	NOUN
aiti-14456	277	12	tuning	tuning	NOUN
aiti-14456	277	13	and	and	CCONJ
aiti-14456	277	14	training	training	NOUN
aiti-14456	277	15	data	datum	NOUN
aiti-14456	277	16	selection	selection	NOUN
aiti-14456	277	17	,	,	PUNCT
aiti-14456	277	18	which	which	PRON
aiti-14456	277	19	may	may	AUX
aiti-14456	277	20	affect	affect	VERB
aiti-14456	277	21	generalizability	generalizability	NOUN
aiti-14456	277	22	under	under	ADP
aiti-14456	277	23	changing	change	VERB
aiti-14456	277	24	climate	climate	NOUN
aiti-14456	277	25	trends	trend	NOUN
aiti-14456	277	26	.	.	PUNCT
aiti-14456	278	1	periodic	periodic	ADJ
aiti-14456	278	2	updates	update	NOUN
aiti-14456	278	3	and	and	CCONJ
aiti-14456	278	4	recalibration	recalibration	NOUN
aiti-14456	278	5	are	be	AUX
aiti-14456	278	6	required	require	VERB
aiti-14456	278	7	.	.	PUNCT
aiti-14456	279	1	the	the	DET
aiti-14456	279	2	dataset	dataset	NOUN
aiti-14456	279	3	from	from	ADP
aiti-14456	279	4	2005	2005	NUM
aiti-14456	279	5	to	to	ADP
aiti-14456	279	6	2021	2021	NUM
aiti-14456	279	7	may	may	AUX
aiti-14456	279	8	not	not	PART
aiti-14456	279	9	fully	fully	ADV
aiti-14456	279	10	capture	capture	VERB
aiti-14456	279	11	extreme	extreme	ADJ
aiti-14456	279	12	climate	climate	NOUN
aiti-14456	279	13	events	event	NOUN
aiti-14456	279	14	or	or	CCONJ
aiti-14456	279	15	long	long	ADJ
aiti-14456	279	16	-	-	PUNCT
aiti-14456	279	17	term	term	NOUN
aiti-14456	279	18	temperature	temperature	NOUN
aiti-14456	279	19	shifts	shift	NOUN
aiti-14456	279	20	.	.	PUNCT
aiti-14456	280	1	additionally	additionally	ADV
aiti-14456	280	2	,	,	PUNCT
aiti-14456	280	3	only	only	ADV
aiti-14456	280	4	temperature	temperature	NOUN
aiti-14456	280	5	data	datum	NOUN
aiti-14456	280	6	were	be	AUX
aiti-14456	280	7	used	use	VERB
aiti-14456	280	8	,	,	PUNCT
aiti-14456	280	9	while	while	SCONJ
aiti-14456	280	10	including	include	VERB
aiti-14456	280	11	factors	factor	NOUN
aiti-14456	280	12	such	such	ADJ
aiti-14456	280	13	as	as	ADP
aiti-14456	280	14	humidity	humidity	NOUN
aiti-14456	280	15	,	,	PUNCT
aiti-14456	280	16	air	air	NOUN
aiti-14456	280	17	pressure	pressure	NOUN
aiti-14456	280	18	,	,	PUNCT
aiti-14456	280	19	and	and	CCONJ
aiti-14456	280	20	wind	wind	NOUN
aiti-14456	280	21	speed	speed	NOUN
aiti-14456	280	22	could	could	AUX
aiti-14456	280	23	improve	improve	VERB
aiti-14456	280	24	prediction	prediction	NOUN
aiti-14456	280	25	accuracy	accuracy	NOUN
aiti-14456	280	26	.	.	PUNCT
aiti-14456	281	1	6	6	X
aiti-14456	281	2	.	.	X
aiti-14456	281	3	conclusions	conclusion	NOUN
aiti-14456	281	4	in	in	ADP
aiti-14456	281	5	this	this	DET
aiti-14456	281	6	study	study	NOUN
aiti-14456	281	7	,	,	PUNCT
aiti-14456	281	8	historical	historical	ADJ
aiti-14456	281	9	weather	weather	NOUN
aiti-14456	281	10	data	datum	NOUN
aiti-14456	281	11	from	from	ADP
aiti-14456	281	12	chiang	chiang	PROPN
aiti-14456	281	13	mai	mai	PROPN
aiti-14456	281	14	,	,	PUNCT
aiti-14456	281	15	thailand	thailand	PROPN
aiti-14456	281	16	,	,	PUNCT
aiti-14456	281	17	were	be	AUX
aiti-14456	281	18	analyzed	analyze	VERB
aiti-14456	281	19	to	to	PART
aiti-14456	281	20	develop	develop	VERB
aiti-14456	281	21	a	a	DET
aiti-14456	281	22	predictive	predictive	ADJ
aiti-14456	281	23	model	model	NOUN
aiti-14456	281	24	for	for	ADP
aiti-14456	281	25	daily	daily	ADJ
aiti-14456	281	26	average	average	ADJ
aiti-14456	281	27	temperatures	temperature	NOUN
aiti-14456	281	28	.	.	PUNCT
aiti-14456	282	1	the	the	DET
aiti-14456	282	2	model	model	NOUN
aiti-14456	282	3	incorporates	incorporate	VERB
aiti-14456	282	4	a	a	DET
aiti-14456	282	5	fourier	fourier	NOUN
aiti-14456	282	6	series	series	NOUN
aiti-14456	282	7	to	to	PART
aiti-14456	282	8	account	account	VERB
aiti-14456	282	9	for	for	ADP
aiti-14456	282	10	seasonal	seasonal	ADJ
aiti-14456	282	11	trends	trend	NOUN
aiti-14456	282	12	,	,	PUNCT
aiti-14456	282	13	along	along	ADP
aiti-14456	282	14	with	with	ADP
aiti-14456	282	15	stochastic	stochastic	ADJ
aiti-14456	282	16	components	component	NOUN
aiti-14456	282	17	modeled	model	VERB
aiti-14456	282	18	using	use	VERB
aiti-14456	282	19	an	an	DET
aiti-14456	282	20	ornstein	ornstein	NOUN
aiti-14456	282	21	-	-	PUNCT
aiti-14456	282	22	uhlenbeck	uhlenbeck	PROPN
aiti-14456	282	23	(	(	PUNCT
aiti-14456	282	24	ou	ou	NOUN
aiti-14456	282	25	)	)	PUNCT
aiti-14456	282	26	process	process	NOUN
aiti-14456	282	27	and	and	CCONJ
aiti-14456	282	28	an	an	DET
aiti-14456	282	29	elman	elman	NOUN
aiti-14456	282	30	recurrent	recurrent	ADJ
aiti-14456	282	31	neural	neural	ADJ
aiti-14456	282	32	network	network	NOUN
aiti-14456	282	33	(	(	PUNCT
aiti-14456	282	34	ernn	ernn	PROPN
aiti-14456	282	35	)	)	PUNCT
aiti-14456	282	36	.	.	PUNCT
aiti-14456	283	1	the	the	DET
aiti-14456	283	2	research	research	NOUN
aiti-14456	283	3	aims	aim	VERB
aiti-14456	283	4	to	to	PART
aiti-14456	283	5	evaluate	evaluate	VERB
aiti-14456	283	6	the	the	DET
aiti-14456	283	7	model	model	NOUN
aiti-14456	283	8	's	's	PART
aiti-14456	283	9	accuracy	accuracy	NOUN
aiti-14456	283	10	and	and	CCONJ
aiti-14456	283	11	explore	explore	VERB
aiti-14456	283	12	its	its	PRON
aiti-14456	283	13	applications	application	NOUN
aiti-14456	283	14	in	in	ADP
aiti-14456	283	15	understanding	understand	VERB
aiti-14456	283	16	climate	climate	NOUN
aiti-14456	283	17	patterns	pattern	NOUN
aiti-14456	283	18	and	and	CCONJ
aiti-14456	283	19	mitigating	mitigate	VERB
aiti-14456	283	20	risks	risk	NOUN
aiti-14456	283	21	.	.	PUNCT
aiti-14456	284	1	based	base	VERB
aiti-14456	284	2	on	on	ADP
aiti-14456	284	3	the	the	DET
aiti-14456	284	4	findings	finding	NOUN
aiti-14456	284	5	,	,	PUNCT
aiti-14456	284	6	the	the	DET
aiti-14456	284	7	main	main	ADJ
aiti-14456	284	8	conclusions	conclusion	NOUN
aiti-14456	284	9	are	be	AUX
aiti-14456	284	10	as	as	SCONJ
aiti-14456	284	11	follows	follow	VERB
aiti-14456	284	12	:	:	PUNCT
aiti-14456	284	13	(	(	PUNCT
aiti-14456	284	14	1	1	X
aiti-14456	284	15	)	)	PUNCT
aiti-14456	284	16	based	base	VERB
aiti-14456	284	17	on	on	ADP
aiti-14456	284	18	rmse	rmse	PROPN
aiti-14456	284	19	and	and	CCONJ
aiti-14456	284	20	mae	mae	PROPN
aiti-14456	284	21	metrics	metric	NOUN
aiti-14456	284	22	,	,	PUNCT
aiti-14456	284	23	the	the	DET
aiti-14456	284	24	fourier	fourier	ADJ
aiti-14456	284	25	-	-	PUNCT
aiti-14456	284	26	ernn	ernn	NOUN
aiti-14456	284	27	model	model	NOUN
aiti-14456	284	28	significantly	significantly	ADV
aiti-14456	284	29	outperforms	outperform	VERB
aiti-14456	284	30	the	the	DET
aiti-14456	284	31	ou	ou	NOUN
aiti-14456	284	32	process	process	NOUN
aiti-14456	284	33	in	in	ADP
aiti-14456	284	34	predicting	predict	VERB
aiti-14456	284	35	daily	daily	ADJ
aiti-14456	284	36	average	average	ADJ
aiti-14456	284	37	temperatures	temperature	NOUN
aiti-14456	284	38	.	.	PUNCT
aiti-14456	285	1	(	(	PUNCT
aiti-14456	285	2	2	2	X
aiti-14456	285	3	)	)	PUNCT
aiti-14456	285	4	the	the	DET
aiti-14456	285	5	fourier	fourier	ADJ
aiti-14456	285	6	-	-	PUNCT
aiti-14456	285	7	ernn	ernn	NOUN
aiti-14456	285	8	framework	framework	NOUN
aiti-14456	285	9	effectively	effectively	ADV
aiti-14456	285	10	captures	capture	VERB
aiti-14456	285	11	both	both	DET
aiti-14456	285	12	seasonal	seasonal	ADJ
aiti-14456	285	13	trends	trend	NOUN
aiti-14456	285	14	and	and	CCONJ
aiti-14456	285	15	nonlinear	nonlinear	ADJ
aiti-14456	285	16	dynamics	dynamic	NOUN
aiti-14456	285	17	inherent	inherent	ADJ
aiti-14456	285	18	in	in	ADP
aiti-14456	285	19	temperature	temperature	NOUN
aiti-14456	285	20	data	datum	NOUN
aiti-14456	285	21	.	.	PUNCT
aiti-14456	286	1	(	(	PUNCT
aiti-14456	286	2	3	3	X
aiti-14456	286	3	)	)	PUNCT
aiti-14456	286	4	the	the	DET
aiti-14456	286	5	developed	develop	VERB
aiti-14456	286	6	model	model	NOUN
aiti-14456	286	7	enhances	enhance	VERB
aiti-14456	286	8	climate	climate	NOUN
aiti-14456	286	9	understanding	understanding	NOUN
aiti-14456	286	10	in	in	ADP
aiti-14456	286	11	chiang	chiang	PROPN
aiti-14456	286	12	mai	mai	PROPN
aiti-14456	286	13	and	and	CCONJ
aiti-14456	286	14	provides	provide	VERB
aiti-14456	286	15	actionable	actionable	ADJ
aiti-14456	286	16	insights	insight	NOUN
aiti-14456	286	17	for	for	ADP
aiti-14456	286	18	agriculture	agriculture	NOUN
aiti-14456	286	19	,	,	PUNCT
aiti-14456	286	20	tourism	tourism	NOUN
aiti-14456	286	21	,	,	PUNCT
aiti-14456	286	22	and	and	CCONJ
aiti-14456	286	23	financial	financial	ADJ
aiti-14456	286	24	sectors	sector	NOUN
aiti-14456	286	25	vulnerable	vulnerable	ADJ
aiti-14456	286	26	to	to	ADP
aiti-14456	286	27	temperature	temperature	NOUN
aiti-14456	286	28	fluctuations	fluctuation	NOUN
aiti-14456	286	29	.	.	PUNCT
aiti-14456	287	1	(	(	PUNCT
aiti-14456	287	2	4	4	X
aiti-14456	287	3	)	)	PUNCT
aiti-14456	287	4	the	the	DET
aiti-14456	287	5	study	study	NOUN
aiti-14456	287	6	demonstrates	demonstrate	VERB
aiti-14456	287	7	that	that	SCONJ
aiti-14456	287	8	the	the	DET
aiti-14456	287	9	temperature	temperature	NOUN
aiti-14456	287	10	model	model	NOUN
aiti-14456	287	11	can	can	AUX
aiti-14456	287	12	be	be	AUX
aiti-14456	287	13	utilized	utilize	VERB
aiti-14456	287	14	to	to	PART
aiti-14456	287	15	design	design	VERB
aiti-14456	287	16	weather	weather	NOUN
aiti-14456	287	17	derivative	derivative	ADJ
aiti-14456	287	18	contracts	contract	NOUN
aiti-14456	287	19	,	,	PUNCT
aiti-14456	287	20	enabling	enable	VERB
aiti-14456	287	21	industries	industry	NOUN
aiti-14456	287	22	such	such	ADJ
aiti-14456	287	23	as	as	ADP
aiti-14456	287	24	agriculture	agriculture	NOUN
aiti-14456	287	25	and	and	CCONJ
aiti-14456	287	26	energy	energy	NOUN
aiti-14456	287	27	to	to	PART
aiti-14456	287	28	hedge	hedge	VERB
aiti-14456	287	29	against	against	ADP
aiti-14456	287	30	financial	financial	ADJ
aiti-14456	287	31	risks	risk	NOUN
aiti-14456	287	32	posed	pose	VERB
aiti-14456	287	33	by	by	ADP
aiti-14456	287	34	extreme	extreme	ADJ
aiti-14456	287	35	temperatures	temperature	NOUN
aiti-14456	287	36	.	.	PUNCT
aiti-14456	288	1	acknowledgement	acknowledgement	NOUN
aiti-14456	288	2	acknowledgment	acknowledgment	NOUN
aiti-14456	288	3	is	be	AUX
aiti-14456	288	4	extended	extend	VERB
aiti-14456	288	5	to	to	ADP
aiti-14456	288	6	the	the	DET
aiti-14456	288	7	thailand	thailand	PROPN
aiti-14456	288	8	meteorological	meteorological	PROPN
aiti-14456	288	9	department	department	PROPN
aiti-14456	288	10	for	for	ADP
aiti-14456	288	11	providing	provide	VERB
aiti-14456	288	12	data	datum	NOUN
aiti-14456	288	13	support	support	NOUN
aiti-14456	288	14	.	.	PUNCT
aiti-14456	289	1	appreciation	appreciation	NOUN
aiti-14456	289	2	is	be	AUX
aiti-14456	289	3	also	also	ADV
aiti-14456	289	4	conveyed	convey	VERB
aiti-14456	289	5	to	to	ADP
aiti-14456	289	6	the	the	DET
aiti-14456	289	7	development	development	NOUN
aiti-14456	289	8	and	and	CCONJ
aiti-14456	289	9	promotion	promotion	NOUN
aiti-14456	289	10	of	of	ADP
aiti-14456	289	11	science	science	NOUN
aiti-14456	289	12	and	and	CCONJ
aiti-14456	289	13	technology	technology	NOUN
aiti-14456	289	14	talents	talent	NOUN
aiti-14456	289	15	project	project	NOUN
aiti-14456	289	16	scholarship	scholarship	NOUN
aiti-14456	289	17	and	and	CCONJ
aiti-14456	289	18	the	the	DET
aiti-14456	289	19	department	department	NOUN
aiti-14456	289	20	of	of	ADP
aiti-14456	289	21	statistics	statistic	NOUN
aiti-14456	289	22	,	,	PUNCT
aiti-14456	289	23	faculty	faculty	NOUN
aiti-14456	289	24	of	of	ADP
aiti-14456	289	25	science	science	NOUN
aiti-14456	289	26	,	,	PUNCT
aiti-14456	289	27	chiang	chiang	PROPN
aiti-14456	289	28	mai	mai	PROPN
aiti-14456	289	29	university	university	PROPN
aiti-14456	289	30	,	,	PUNCT
aiti-14456	289	31	for	for	ADP
aiti-14456	289	32	their	their	PRON
aiti-14456	289	33	support	support	NOUN
aiti-14456	289	34	of	of	ADP
aiti-14456	289	35	this	this	DET
aiti-14456	289	36	research	research	NOUN
aiti-14456	289	37	.	.	PUNCT
aiti-14456	290	1	conflicts	conflict	NOUN
aiti-14456	290	2	of	of	ADP
aiti-14456	290	3	interest	interest	NOUN
aiti-14456	290	4	the	the	DET
aiti-14456	290	5	authors	author	NOUN
aiti-14456	290	6	declare	declare	VERB
aiti-14456	290	7	no	no	DET
aiti-14456	290	8	conflict	conflict	NOUN
aiti-14456	290	9	of	of	ADP
aiti-14456	290	10	interest	interest	NOUN
aiti-14456	290	11	.	.	PUNCT
aiti-14456	291	1	advances	advance	NOUN
aiti-14456	291	2	in	in	ADP
aiti-14456	291	3	technology	technology	NOUN
aiti-14456	291	4	innovation	innovation	NOUN
aiti-14456	291	5	,	,	PUNCT
aiti-14456	291	6	vol	vol	NOUN
aiti-14456	291	7	.	.	PROPN
aiti-14456	292	1	10	10	NUM
aiti-14456	292	2	,	,	PUNCT
aiti-14456	292	3	no	no	INTJ
aiti-14456	292	4	.	.	NOUN
aiti-14456	292	5	3	3	NUM
aiti-14456	292	6	,	,	PUNCT
aiti-14456	292	7	2025	2025	NUM
aiti-14456	292	8	,	,	PUNCT
aiti-14456	292	9	pp	pp	ADV
aiti-14456	292	10	.	.	PUNCT
aiti-14456	293	1	296	296	NUM
aiti-14456	293	2	-	-	SYM
aiti-14456	293	3	308	308	NUM
aiti-14456	293	4	307	307	NUM
aiti-14456	293	5	references	reference	NOUN
aiti-14456	293	6	[	[	X
aiti-14456	293	7	1	1	NUM
aiti-14456	293	8	]	]	PUNCT
aiti-14456	293	9	a.	a.	NOUN
aiti-14456	293	10	limsakul	limsakul	PROPN
aiti-14456	293	11	,	,	PUNCT
aiti-14456	293	12	et	et	PROPN
aiti-14456	293	13	al	al	PROPN
aiti-14456	293	14	.	.	PROPN
aiti-14456	293	15	,	,	PUNCT
aiti-14456	293	16	“	"	PUNCT
aiti-14456	293	17	updated	update	VERB
aiti-14456	293	18	basis	basis	NOUN
aiti-14456	293	19	knowledge	knowledge	NOUN
aiti-14456	293	20	of	of	ADP
aiti-14456	293	21	climate	climate	NOUN
aiti-14456	293	22	change	change	NOUN
aiti-14456	293	23	summarized	summarize	VERB
aiti-14456	293	24	from	from	ADP
aiti-14456	293	25	the	the	DET
aiti-14456	293	26	first	first	ADJ
aiti-14456	293	27	part	part	NOUN
aiti-14456	293	28	of	of	ADP
aiti-14456	293	29	thailand	thailand	PROPN
aiti-14456	293	30	’s	’s	PART
aiti-14456	293	31	second	second	ADJ
aiti-14456	293	32	assessment	assessment	NOUN
aiti-14456	293	33	report	report	NOUN
aiti-14456	293	34	on	on	ADP
aiti-14456	293	35	climate	climate	NOUN
aiti-14456	293	36	change	change	NOUN
aiti-14456	293	37	,	,	PUNCT
aiti-14456	293	38	”	"	PUNCT
aiti-14456	293	39	applied	apply	VERB
aiti-14456	293	40	environmental	environmental	ADJ
aiti-14456	293	41	research	research	NOUN
aiti-14456	293	42	,	,	PUNCT
aiti-14456	293	43	vol	vol	NOUN
aiti-14456	293	44	.	.	PROPN
aiti-14456	293	45	41	41	NUM
aiti-14456	293	46	,	,	PUNCT
aiti-14456	293	47	no	no	INTJ
aiti-14456	293	48	.	.	NOUN
aiti-14456	293	49	2	2	NUM
aiti-14456	293	50	,	,	PUNCT
aiti-14456	293	51	pp	pp	ADJ
aiti-14456	293	52	.	.	PUNCT
aiti-14456	294	1	1	1	NUM
aiti-14456	294	2	-	-	SYM
aiti-14456	294	3	12	12	NUM
aiti-14456	294	4	,	,	PUNCT
aiti-14456	294	5	2019	2019	NUM
aiti-14456	294	6	.	.	PUNCT
aiti-14456	295	1	[	[	X
aiti-14456	295	2	2	2	NUM
aiti-14456	295	3	]	]	PUNCT
aiti-14456	295	4	m.	m.	NOUN
aiti-14456	295	5	kiguchi	kiguchi	PROPN
aiti-14456	295	6	,	,	PUNCT
aiti-14456	295	7	et	et	PROPN
aiti-14456	295	8	al	al	PROPN
aiti-14456	295	9	.	.	PROPN
aiti-14456	295	10	,	,	PUNCT
aiti-14456	295	11	“	"	PUNCT
aiti-14456	295	12	a	a	DET
aiti-14456	295	13	review	review	NOUN
aiti-14456	295	14	of	of	ADP
aiti-14456	295	15	climate	climate	NOUN
aiti-14456	295	16	-	-	PUNCT
aiti-14456	295	17	change	change	NOUN
aiti-14456	295	18	impact	impact	NOUN
aiti-14456	295	19	and	and	CCONJ
aiti-14456	295	20	adaptation	adaptation	NOUN
aiti-14456	295	21	studies	study	NOUN
aiti-14456	295	22	for	for	ADP
aiti-14456	295	23	the	the	DET
aiti-14456	295	24	water	water	NOUN
aiti-14456	295	25	sector	sector	NOUN
aiti-14456	295	26	in	in	ADP
aiti-14456	295	27	thailand	thailand	PROPN
aiti-14456	295	28	,	,	PUNCT
aiti-14456	295	29	”	"	PUNCT
aiti-14456	295	30	environmental	environmental	ADJ
aiti-14456	295	31	research	research	NOUN
aiti-14456	295	32	letters	letter	NOUN
aiti-14456	295	33	,	,	PUNCT
aiti-14456	295	34	vol	vol	NOUN
aiti-14456	295	35	.	.	PROPN
aiti-14456	295	36	16	16	NUM
aiti-14456	295	37	,	,	PUNCT
aiti-14456	295	38	article	article	NOUN
aiti-14456	295	39	no	no	NOUN
aiti-14456	295	40	.	.	PROPN
aiti-14456	295	41	023004	023004	NUM
aiti-14456	295	42	,	,	PUNCT
aiti-14456	295	43	2021	2021	NUM
aiti-14456	295	44	.	.	PUNCT
aiti-14456	296	1	[	[	X
aiti-14456	296	2	3	3	X
aiti-14456	296	3	]	]	X
aiti-14456	296	4	s.	s.	PROPN
aiti-14456	296	5	sedtha	sedtha	PROPN
aiti-14456	296	6	,	,	PUNCT
aiti-14456	296	7	m.	m.	NOUN
aiti-14456	296	8	pramanik	pramanik	PROPN
aiti-14456	296	9	,	,	PUNCT
aiti-14456	296	10	s.	s.	PROPN
aiti-14456	296	11	szabo	szabo	PROPN
aiti-14456	296	12	,	,	PUNCT
aiti-14456	296	13	k.	k.	PROPN
aiti-14456	296	14	wilson	wilson	PROPN
aiti-14456	296	15	,	,	PUNCT
aiti-14456	296	16	and	and	CCONJ
aiti-14456	296	17	k.	k.	PROPN
aiti-14456	296	18	s.	s.	PROPN
aiti-14456	296	19	park	park	PROPN
aiti-14456	296	20	,	,	PUNCT
aiti-14456	296	21	“	"	PUNCT
aiti-14456	296	22	climate	climate	NOUN
aiti-14456	296	23	change	change	NOUN
aiti-14456	296	24	perception	perception	NOUN
aiti-14456	296	25	and	and	CCONJ
aiti-14456	296	26	adaptation	adaptation	NOUN
aiti-14456	296	27	strategies	strategy	NOUN
aiti-14456	296	28	to	to	ADP
aiti-14456	296	29	multiple	multiple	ADJ
aiti-14456	296	30	climatic	climatic	ADJ
aiti-14456	296	31	hazards	hazard	NOUN
aiti-14456	296	32	:	:	PUNCT
aiti-14456	296	33	evidence	evidence	NOUN
aiti-14456	296	34	from	from	ADP
aiti-14456	296	35	the	the	DET
aiti-14456	296	36	northeast	northeast	NOUN
aiti-14456	296	37	of	of	ADP
aiti-14456	296	38	thailand	thailand	PROPN
aiti-14456	296	39	,	,	PUNCT
aiti-14456	296	40	”	"	PUNCT
aiti-14456	296	41	environmental	environmental	ADJ
aiti-14456	296	42	development	development	NOUN
aiti-14456	296	43	,	,	PUNCT
aiti-14456	296	44	vol	vol	NOUN
aiti-14456	296	45	.	.	PROPN
aiti-14456	296	46	48	48	NUM
aiti-14456	296	47	,	,	PUNCT
aiti-14456	296	48	article	article	NOUN
aiti-14456	296	49	no	no	NOUN
aiti-14456	296	50	.	.	PROPN
aiti-14456	296	51	100906	100906	NUM
aiti-14456	296	52	,	,	PUNCT
aiti-14456	296	53	2023	2023	NUM
aiti-14456	296	54	.	.	PUNCT
aiti-14456	297	1	[	[	X
aiti-14456	297	2	4	4	X
aiti-14456	297	3	]	]	PUNCT
aiti-14456	297	4	k.	k.	PROPN
aiti-14456	297	5	z.	z.	PROPN
aiti-14456	297	6	tong	tong	PROPN
aiti-14456	297	7	,	,	PUNCT
aiti-14456	297	8	a.	a.	PROPN
aiti-14456	297	9	liu	liu	PROPN
aiti-14456	297	10	,	,	PUNCT
aiti-14456	297	11	and	and	CCONJ
aiti-14456	297	12	a.	a.	PROPN
aiti-14456	297	13	liu	liu	PROPN
aiti-14456	297	14	,	,	PUNCT
aiti-14456	297	15	“	"	PUNCT
aiti-14456	297	16	modeling	model	VERB
aiti-14456	297	17	temperature	temperature	NOUN
aiti-14456	297	18	and	and	CCONJ
aiti-14456	297	19	pricing	pricing	NOUN
aiti-14456	297	20	weather	weather	NOUN
aiti-14456	297	21	derivatives	derivative	NOUN
aiti-14456	297	22	based	base	VERB
aiti-14456	297	23	on	on	ADP
aiti-14456	297	24	subordinate	subordinate	PROPN
aiti-14456	297	25	ornstein	ornstein	PROPN
aiti-14456	297	26	-	-	PUNCT
aiti-14456	297	27	uhlenbeck	uhlenbeck	PROPN
aiti-14456	297	28	processes	process	NOUN
aiti-14456	297	29	,	,	PUNCT
aiti-14456	297	30	”	"	PUNCT
aiti-14456	297	31	green	green	ADJ
aiti-14456	297	32	finance	finance	NOUN
aiti-14456	297	33	,	,	PUNCT
aiti-14456	297	34	vol	vol	NOUN
aiti-14456	297	35	.	.	PROPN
aiti-14456	297	36	2	2	NUM
aiti-14456	297	37	,	,	PUNCT
aiti-14456	297	38	pp	pp	ADJ
aiti-14456	297	39	.	.	PUNCT
aiti-14456	298	1	1	1	NUM
aiti-14456	298	2	-	-	SYM
aiti-14456	298	3	19	19	NUM
aiti-14456	298	4	,	,	PUNCT
aiti-14456	298	5	2020	2020	NUM
aiti-14456	298	6	.	.	PUNCT
aiti-14456	299	1	[	[	X
aiti-14456	299	2	5	5	X
aiti-14456	299	3	]	]	PUNCT
aiti-14456	299	4	t.	t.	NOUN
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aiti-14456	299	6	,	,	PUNCT
aiti-14456	299	7	a.	a.	NOUN
aiti-14456	299	8	shibabaw	shibabaw	PROPN
aiti-14456	299	9	,	,	PUNCT
aiti-14456	299	10	g.	g.	PROPN
aiti-14456	299	11	awgichew	awgichew	PROPN
aiti-14456	299	12	,	,	PUNCT
aiti-14456	299	13	and	and	CCONJ
aiti-14456	299	14	a.	a.	NOUN
aiti-14456	299	15	walelgn	walelgn	PROPN
aiti-14456	299	16	,	,	PUNCT
aiti-14456	299	17	“	"	PUNCT
aiti-14456	299	18	pricing	pricing	NOUN
aiti-14456	299	19	of	of	ADP
aiti-14456	299	20	weather	weather	NOUN
aiti-14456	299	21	derivatives	derivative	NOUN
aiti-14456	299	22	based	base	VERB
aiti-14456	299	23	on	on	ADP
aiti-14456	299	24	temperature	temperature	NOUN
aiti-14456	299	25	by	by	ADP
aiti-14456	299	26	obtaining	obtain	VERB
aiti-14456	299	27	market	market	NOUN
aiti-14456	299	28	risk	risk	NOUN
aiti-14456	299	29	factor	factor	NOUN
aiti-14456	299	30	from	from	ADP
aiti-14456	299	31	historical	historical	ADJ
aiti-14456	299	32	data	datum	NOUN
aiti-14456	299	33	,	,	PUNCT
aiti-14456	299	34	”	"	PUNCT
aiti-14456	299	35	modeling	model	VERB
aiti-14456	299	36	earth	earth	NOUN
aiti-14456	299	37	systems	system	NOUN
aiti-14456	299	38	and	and	CCONJ
aiti-14456	299	39	environment	environment	NOUN
aiti-14456	299	40	,	,	PUNCT
aiti-14456	299	41	vol	vol	NOUN
aiti-14456	299	42	.	.	PROPN
aiti-14456	300	1	7	7	NUM
aiti-14456	300	2	,	,	PUNCT
aiti-14456	300	3	pp	pp	ADJ
aiti-14456	300	4	.	.	PUNCT
aiti-14456	301	1	871–884	871–884	NUM
aiti-14456	301	2	,	,	PUNCT
aiti-14456	301	3	2021	2021	NUM
aiti-14456	301	4	.	.	PUNCT
aiti-14456	302	1	[	[	X
aiti-14456	302	2	6	6	NUM
aiti-14456	302	3	]	]	PUNCT
aiti-14456	302	4	s.	s.	PROPN
aiti-14456	302	5	prabakaran	prabakaran	PROPN
aiti-14456	302	6	and	and	CCONJ
aiti-14456	302	7	j.	j.	PROPN
aiti-14456	302	8	p.	p.	PROPN
aiti-14456	302	9	singh	singh	PROPN
aiti-14456	302	10	,	,	PUNCT
aiti-14456	302	11	“	"	PUNCT
aiti-14456	302	12	modeling	modeling	NOUN
aiti-14456	302	13	and	and	CCONJ
aiti-14456	302	14	pricing	pricing	NOUN
aiti-14456	302	15	of	of	ADP
aiti-14456	302	16	weather	weather	NOUN
aiti-14456	302	17	derivative	derivative	ADJ
aiti-14456	302	18	market	market	NOUN
aiti-14456	302	19	,	,	PUNCT
aiti-14456	302	20	”	"	PUNCT
aiti-14456	302	21	global	global	ADJ
aiti-14456	302	22	journal	journal	NOUN
aiti-14456	302	23	of	of	ADP
aiti-14456	302	24	pure	pure	ADJ
aiti-14456	302	25	and	and	CCONJ
aiti-14456	302	26	applied	applied	ADJ
aiti-14456	302	27	mathematics	mathematic	NOUN
aiti-14456	302	28	,	,	PUNCT
aiti-14456	302	29	vol	vol	NOUN
aiti-14456	302	30	.	.	PROPN
aiti-14456	302	31	13	13	NUM
aiti-14456	302	32	,	,	PUNCT
aiti-14456	302	33	no	no	INTJ
aiti-14456	302	34	.	.	NOUN
aiti-14456	302	35	12	12	NUM
aiti-14456	302	36	,	,	PUNCT
aiti-14456	302	37	pp	pp	ADJ
aiti-14456	302	38	.	.	PUNCT
aiti-14456	302	39	8103–8126	8103–8126	NOUN
aiti-14456	302	40	,	,	PUNCT
aiti-14456	302	41	2017	2017	NUM
aiti-14456	302	42	.	.	PUNCT
aiti-14456	303	1	[	[	X
aiti-14456	303	2	7	7	X
aiti-14456	303	3	]	]	PUNCT
aiti-14456	303	4	k.	k.	PROPN
aiti-14456	303	5	i.	i.	PROPN
aiti-14456	303	6	quindala	quindala	PROPN
aiti-14456	303	7	,	,	PUNCT
aiti-14456	303	8	d.	d.	PROPN
aiti-14456	303	9	c.	c.	PROPN
aiti-14456	303	10	cuaresma	cuaresma	PROPN
aiti-14456	303	11	,	,	PUNCT
aiti-14456	303	12	and	and	CCONJ
aiti-14456	303	13	j.	j.	PROPN
aiti-14456	303	14	mamplata	mamplata	PROPN
aiti-14456	303	15	,	,	PUNCT
aiti-14456	303	16	“	"	PUNCT
aiti-14456	303	17	modeling	model	VERB
aiti-14456	303	18	the	the	DET
aiti-14456	303	19	historical	historical	ADJ
aiti-14456	303	20	temperature	temperature	NOUN
aiti-14456	303	21	in	in	ADP
aiti-14456	303	22	the	the	DET
aiti-14456	303	23	province	province	NOUN
aiti-14456	303	24	of	of	ADP
aiti-14456	303	25	laguna	laguna	PROPN
aiti-14456	303	26	using	use	VERB
aiti-14456	303	27	ornstein	ornstein	PROPN
aiti-14456	303	28	-	-	PUNCT
aiti-14456	303	29	uhlenbeck	uhlenbeck	PROPN
aiti-14456	303	30	process	process	NOUN
aiti-14456	303	31	,	,	PUNCT
aiti-14456	303	32	”	"	PUNCT
aiti-14456	303	33	european	european	PROPN
aiti-14456	303	34	journal	journal	PROPN
aiti-14456	303	35	of	of	ADP
aiti-14456	303	36	pure	pure	ADJ
aiti-14456	303	37	and	and	CCONJ
aiti-14456	303	38	applied	applied	ADJ
aiti-14456	303	39	mathematics	mathematic	NOUN
aiti-14456	303	40	,	,	PUNCT
aiti-14456	303	41	vol	vol	NOUN
aiti-14456	303	42	.	.	PROPN
aiti-14456	303	43	14	14	NUM
aiti-14456	303	44	,	,	PUNCT
aiti-14456	303	45	pp	pp	ADJ
aiti-14456	303	46	.	.	PUNCT
aiti-14456	304	1	327	327	NUM
aiti-14456	304	2	-	-	SYM
aiti-14456	304	3	339	339	NUM
aiti-14456	304	4	,	,	PUNCT
aiti-14456	304	5	2021	2021	NUM
aiti-14456	304	6	.	.	PUNCT
aiti-14456	305	1	[	[	X
aiti-14456	305	2	8	8	X
aiti-14456	305	3	]	]	PUNCT
aiti-14456	305	4	j.	j.	PROPN
aiti-14456	305	5	wang	wang	PROPN
aiti-14456	305	6	,	,	PUNCT
aiti-14456	305	7	j.	j.	PROPN
aiti-14456	305	8	wang	wang	PROPN
aiti-14456	305	9	,	,	PUNCT
aiti-14456	305	10	w.	w.	PROPN
aiti-14456	305	11	fang	fang	PROPN
aiti-14456	305	12	,	,	PUNCT
aiti-14456	305	13	and	and	CCONJ
aiti-14456	305	14	h.	h.	PROPN
aiti-14456	305	15	niu	niu	PROPN
aiti-14456	305	16	,	,	PUNCT
aiti-14456	305	17	“	"	PUNCT
aiti-14456	305	18	financial	financial	ADJ
aiti-14456	305	19	time	time	NOUN
aiti-14456	305	20	series	series	NOUN
aiti-14456	305	21	prediction	prediction	NOUN
aiti-14456	305	22	using	use	VERB
aiti-14456	305	23	elman	elman	PROPN
aiti-14456	305	24	recurrent	recurrent	ADJ
aiti-14456	305	25	random	random	ADJ
aiti-14456	305	26	neural	neural	ADJ
aiti-14456	305	27	networks	network	NOUN
aiti-14456	305	28	,	,	PUNCT
aiti-14456	305	29	”	"	PUNCT
aiti-14456	305	30	computational	computational	ADJ
aiti-14456	305	31	intelligence	intelligence	NOUN
aiti-14456	305	32	and	and	CCONJ
aiti-14456	305	33	neuroscience	neuroscience	NOUN
aiti-14456	305	34	,	,	PUNCT
aiti-14456	305	35	vol	vol	NOUN
aiti-14456	305	36	.	.	NOUN
aiti-14456	305	37	2016	2016	NUM
aiti-14456	305	38	,	,	PUNCT
aiti-14456	305	39	article	article	NOUN
aiti-14456	305	40	no	no	NOUN
aiti-14456	305	41	.	.	PROPN
aiti-14456	305	42	4742515	4742515	NUM
aiti-14456	305	43	,	,	PUNCT
aiti-14456	305	44	2016	2016	NUM
aiti-14456	305	45	.	.	PUNCT
aiti-14456	306	1	[	[	X
aiti-14456	306	2	9	9	NUM
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aiti-14456	306	6	,	,	PUNCT
aiti-14456	306	7	et	et	PROPN
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aiti-14456	306	9	.	.	PROPN
aiti-14456	306	10	,	,	PUNCT
aiti-14456	306	11	“	"	PUNCT
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aiti-14456	306	13	elman	elman	PROPN
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aiti-14456	306	15	networks	network	NOUN
aiti-14456	306	16	based	base	VERB
aiti-14456	306	17	state	state	NOUN
aiti-14456	306	18	-	-	PUNCT
aiti-14456	306	19	of	of	ADP
aiti-14456	306	20	-	-	PUNCT
aiti-14456	306	21	health	health	NOUN
aiti-14456	306	22	estimation	estimation	NOUN
aiti-14456	306	23	for	for	ADP
aiti-14456	306	24	satellite	satellite	NOUN
aiti-14456	306	25	lithium	lithium	NOUN
aiti-14456	306	26	-	-	PUNCT
aiti-14456	306	27	ion	ion	NOUN
aiti-14456	306	28	batteries	battery	NOUN
aiti-14456	306	29	,	,	PUNCT
aiti-14456	306	30	”	"	PUNCT
aiti-14456	306	31	journal	journal	NOUN
aiti-14456	306	32	of	of	ADP
aiti-14456	306	33	energy	energy	NOUN
aiti-14456	306	34	storage	storage	NOUN
aiti-14456	306	35	,	,	PUNCT
aiti-14456	306	36	vol	vol	NOUN
aiti-14456	306	37	.	.	PROPN
aiti-14456	306	38	59	59	NUM
aiti-14456	306	39	,	,	PUNCT
aiti-14456	306	40	article	article	NOUN
aiti-14456	306	41	no	no	NOUN
aiti-14456	306	42	.	.	PROPN
aiti-14456	306	43	106571	106571	NUM
aiti-14456	306	44	,	,	PUNCT
aiti-14456	306	45	2023	2023	NUM
aiti-14456	306	46	.	.	PUNCT
aiti-14456	307	1	[	[	X
aiti-14456	307	2	10	10	NUM
aiti-14456	307	3	]	]	PUNCT
aiti-14456	307	4	m.	m.	NOUN
aiti-14456	307	5	d.	d.	PROPN
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aiti-14456	307	9	r.	r.	PROPN
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aiti-14456	307	17	s.	s.	PROPN
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aiti-14456	307	20	“	"	PUNCT
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aiti-14456	307	23	of	of	ADP
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aiti-14456	307	26	,	,	PUNCT
aiti-14456	307	27	”	"	PUNCT
aiti-14456	307	28	mathematical	mathematical	ADJ
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aiti-14456	307	30	,	,	PUNCT
aiti-14456	307	31	vol	vol	NOUN
aiti-14456	307	32	.	.	PROPN
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aiti-14456	309	2	-	-	SYM
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aiti-14456	310	3	]	]	PUNCT
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aiti-14456	310	7	c.	c.	PROPN
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aiti-14456	310	14	carma	carma	NOUN
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aiti-14456	310	17	stochastic	stochastic	ADJ
aiti-14456	310	18	speed	speed	NOUN
aiti-14456	310	19	of	of	ADP
aiti-14456	310	20	mean	mean	ADJ
aiti-14456	310	21	reversion	reversion	NOUN
aiti-14456	310	22	for	for	ADP
aiti-14456	310	23	temperature	temperature	NOUN
aiti-14456	310	24	insurance	insurance	NOUN
aiti-14456	310	25	pricing	pricing	NOUN
aiti-14456	310	26	,	,	PUNCT
aiti-14456	310	27	”	"	PUNCT
aiti-14456	310	28	malaysian	malaysian	ADJ
aiti-14456	310	29	journal	journal	PROPN
aiti-14456	310	30	of	of	ADP
aiti-14456	310	31	mathematical	mathematical	ADJ
aiti-14456	310	32	sciences	sciences	PROPN
aiti-14456	310	33	,	,	PUNCT
aiti-14456	310	34	vol	vol	NOUN
aiti-14456	310	35	.	.	PROPN
aiti-14456	310	36	16	16	NUM
aiti-14456	310	37	,	,	PUNCT
aiti-14456	310	38	no	no	INTJ
aiti-14456	310	39	.	.	NOUN
aiti-14456	310	40	2	2	NUM
aiti-14456	310	41	,	,	PUNCT
aiti-14456	310	42	pp	pp	ADJ
aiti-14456	310	43	.	.	PUNCT
aiti-14456	310	44	273	273	NUM
aiti-14456	310	45	-	-	SYM
aiti-14456	310	46	288	288	NUM
aiti-14456	310	47	,	,	PUNCT
aiti-14456	310	48	2022	2022	NUM
aiti-14456	310	49	.	.	PUNCT
aiti-14456	311	1	[	[	X
aiti-14456	311	2	12	12	NUM
aiti-14456	311	3	]	]	PUNCT
aiti-14456	311	4	a.	a.	NOUN
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aiti-14456	311	6	,	,	PUNCT
aiti-14456	311	7	r.	r.	PROPN
aiti-14456	311	8	s.	s.	PROPN
aiti-14456	311	9	mamon	mamon	PROPN
aiti-14456	311	10	,	,	PUNCT
aiti-14456	311	11	and	and	CCONJ
aiti-14456	311	12	m.	m.	PROPN
aiti-14456	311	13	r.	r.	PROPN
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aiti-14456	311	15	,	,	PUNCT
aiti-14456	311	16	“	"	PUNCT
aiti-14456	311	17	a	a	DET
aiti-14456	311	18	stochastic	stochastic	ADJ
aiti-14456	311	19	harmonic	harmonic	ADJ
aiti-14456	311	20	oscillator	oscillator	NOUN
aiti-14456	311	21	temperature	temperature	NOUN
aiti-14456	311	22	model	model	NOUN
aiti-14456	311	23	for	for	ADP
aiti-14456	311	24	the	the	DET
aiti-14456	311	25	valuation	valuation	NOUN
aiti-14456	311	26	of	of	ADP
aiti-14456	311	27	weather	weather	NOUN
aiti-14456	311	28	derivatives	derivative	NOUN
aiti-14456	311	29	,	,	PUNCT
aiti-14456	311	30	”	"	PUNCT
aiti-14456	311	31	mathematics	mathematic	NOUN
aiti-14456	311	32	,	,	PUNCT
aiti-14456	311	33	vol	vol	NOUN
aiti-14456	311	34	.	.	PROPN
aiti-14456	311	35	9	9	NUM
aiti-14456	311	36	,	,	PUNCT
aiti-14456	311	37	no	no	INTJ
aiti-14456	311	38	.	.	NOUN
aiti-14456	311	39	22	22	NUM
aiti-14456	311	40	,	,	PUNCT
aiti-14456	311	41	article	article	NOUN
aiti-14456	311	42	no	no	NOUN
aiti-14456	311	43	.	.	NOUN
aiti-14456	311	44	2890	2890	NUM
aiti-14456	311	45	,	,	PUNCT
aiti-14456	311	46	2021	2021	NUM
aiti-14456	311	47	.	.	PUNCT
aiti-14456	312	1	[	[	X
aiti-14456	312	2	13	13	NUM
aiti-14456	312	3	]	]	X
aiti-14456	312	4	b.	b.	PROPN
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aiti-14456	312	7	m.	m.	NOUN
aiti-14456	312	8	kovač	kovač	NOUN
aiti-14456	312	9	,	,	PUNCT
aiti-14456	312	10	“	"	PUNCT
aiti-14456	312	11	ornstein	ornstein	ADJ
aiti-14456	312	12	-	-	PUNCT
aiti-14456	312	13	uhlenbeck	uhlenbeck	PROPN
aiti-14456	312	14	process	process	NOUN
aiti-14456	312	15	and	and	CCONJ
aiti-14456	312	16	garch	garch	NOUN
aiti-14456	312	17	model	model	NOUN
aiti-14456	312	18	for	for	ADP
aiti-14456	312	19	temperature	temperature	NOUN
aiti-14456	312	20	forecasting	forecasting	NOUN
aiti-14456	312	21	in	in	ADP
aiti-14456	312	22	weather	weather	NOUN
aiti-14456	312	23	derivatives	derivative	NOUN
aiti-14456	312	24	valuation	valuation	NOUN
aiti-14456	312	25	,	,	PUNCT
aiti-14456	312	26	”	"	PUNCT
aiti-14456	312	27	croatian	croatian	ADJ
aiti-14456	312	28	review	review	NOUN
aiti-14456	312	29	of	of	ADP
aiti-14456	312	30	economic	economic	ADJ
aiti-14456	312	31	,	,	PUNCT
aiti-14456	312	32	business	business	NOUN
aiti-14456	312	33	and	and	CCONJ
aiti-14456	312	34	social	social	ADJ
aiti-14456	312	35	statistics	statistic	NOUN
aiti-14456	312	36	,	,	PUNCT
aiti-14456	312	37	vol	vol	NOUN
aiti-14456	312	38	.	.	PROPN
aiti-14456	312	39	6	6	NUM
aiti-14456	312	40	,	,	PUNCT
aiti-14456	312	41	no	no	INTJ
aiti-14456	312	42	.	.	NOUN
aiti-14456	312	43	1	1	NUM
aiti-14456	312	44	,	,	PUNCT
aiti-14456	312	45	pp	pp	ADJ
aiti-14456	312	46	.	.	PUNCT
aiti-14456	313	1	27	27	NUM
aiti-14456	313	2	-	-	SYM
aiti-14456	313	3	42	42	NUM
aiti-14456	313	4	,	,	PUNCT
aiti-14456	313	5	2020	2020	NUM
aiti-14456	313	6	.	.	PUNCT
aiti-14456	314	1	[	[	X
aiti-14456	314	2	14	14	NUM
aiti-14456	314	3	]	]	PUNCT
aiti-14456	314	4	a.	a.	NOUN
aiti-14456	314	5	alfonsi	alfonsi	PROPN
aiti-14456	314	6	and	and	CCONJ
aiti-14456	314	7	n.	n.	PROPN
aiti-14456	314	8	vadillo	vadillo	PROPN
aiti-14456	314	9	,	,	PUNCT
aiti-14456	314	10	“	"	PUNCT
aiti-14456	314	11	a	a	DET
aiti-14456	314	12	stochastic	stochastic	ADJ
aiti-14456	314	13	volatility	volatility	NOUN
aiti-14456	314	14	model	model	NOUN
aiti-14456	314	15	for	for	ADP
aiti-14456	314	16	the	the	DET
aiti-14456	314	17	valuation	valuation	NOUN
aiti-14456	314	18	of	of	ADP
aiti-14456	314	19	temperature	temperature	NOUN
aiti-14456	314	20	derivatives	derivative	NOUN
aiti-14456	314	21	,	,	PUNCT
aiti-14456	314	22	”	"	PUNCT
aiti-14456	314	23	i	i	PROPN
aiti-14456	314	24	m	m	PROPN
aiti-14456	314	25	a	a	PRON
aiti-14456	314	26	journal	journal	NOUN
aiti-14456	314	27	of	of	ADP
aiti-14456	314	28	management	management	NOUN
aiti-14456	314	29	mathematics	mathematic	NOUN
aiti-14456	314	30	,	,	PUNCT
aiti-14456	314	31	vol	vol	NOUN
aiti-14456	314	32	.	.	PROPN
aiti-14456	314	33	35	35	NUM
aiti-14456	314	34	,	,	PUNCT
aiti-14456	314	35	no	no	INTJ
aiti-14456	314	36	.	.	NOUN
aiti-14456	314	37	4	4	NUM
aiti-14456	314	38	,	,	PUNCT
aiti-14456	314	39	pp	pp	ADJ
aiti-14456	314	40	.	.	PUNCT
aiti-14456	315	1	737–785	737–785	NUM
aiti-14456	315	2	,	,	PUNCT
aiti-14456	315	3	2024	2024	NUM
aiti-14456	315	4	.	.	PUNCT
aiti-14456	316	1	[	[	X
aiti-14456	316	2	15	15	NUM
aiti-14456	316	3	]	]	X
aiti-14456	316	4	m.	m.	NOUN
aiti-14456	316	5	s.	s.	PROPN
aiti-14456	316	6	khan	khan	PROPN
aiti-14456	316	7	,	,	PUNCT
aiti-14456	316	8	j.	j.	PROPN
aiti-14456	316	9	ivoke	ivoke	PROPN
aiti-14456	316	10	,	,	PUNCT
aiti-14456	316	11	m.	m.	NOUN
aiti-14456	316	12	nobahar	nobahar	PROPN
aiti-14456	316	13	,	,	PUNCT
aiti-14456	316	14	and	and	CCONJ
aiti-14456	316	15	f.	f.	PROPN
aiti-14456	316	16	amini	amini	PROPN
aiti-14456	316	17	,	,	PUNCT
aiti-14456	316	18	“	"	PUNCT
aiti-14456	316	19	artificial	artificial	ADJ
aiti-14456	316	20	neural	neural	ADJ
aiti-14456	316	21	network	network	NOUN
aiti-14456	316	22	(	(	PUNCT
aiti-14456	316	23	ann	ann	PROPN
aiti-14456	316	24	)	)	PUNCT
aiti-14456	316	25	based	base	VERB
aiti-14456	316	26	soil	soil	NOUN
aiti-14456	316	27	temperature	temperature	NOUN
aiti-14456	316	28	model	model	NOUN
aiti-14456	316	29	of	of	ADP
aiti-14456	316	30	highly	highly	ADV
aiti-14456	316	31	plastic	plastic	ADJ
aiti-14456	316	32	clay	clay	NOUN
aiti-14456	316	33	,	,	PUNCT
aiti-14456	316	34	”	"	PUNCT
aiti-14456	316	35	geomechanics	geomechanic	NOUN
aiti-14456	316	36	and	and	CCONJ
aiti-14456	316	37	geoengineering	geoengineering	NOUN
aiti-14456	316	38	,	,	PUNCT
aiti-14456	316	39	vol	vol	NOUN
aiti-14456	316	40	.	.	PROPN
aiti-14456	316	41	17	17	NUM
aiti-14456	316	42	,	,	PUNCT
aiti-14456	316	43	no	no	INTJ
aiti-14456	316	44	.	.	NOUN
aiti-14456	316	45	4	4	NUM
aiti-14456	316	46	,	,	PUNCT
aiti-14456	316	47	pp	pp	ADJ
aiti-14456	316	48	.	.	PUNCT
aiti-14456	316	49	1230	1230	NUM
aiti-14456	316	50	-	-	SYM
aiti-14456	316	51	1246	1246	NUM
aiti-14456	316	52	,	,	PUNCT
aiti-14456	316	53	2021	2021	NUM
aiti-14456	316	54	.	.	PUNCT
aiti-14456	317	1	[	[	X
aiti-14456	317	2	16	16	NUM
aiti-14456	317	3	]	]	X
aiti-14456	317	4	p.	p.	PROPN
aiti-14456	317	5	anushka	anushka	PROPN
aiti-14456	317	6	,	,	PUNCT
aiti-14456	317	7	a.	a.	PROPN
aiti-14456	317	8	h.	h.	PROPN
aiti-14456	317	9	md	md	PROPN
aiti-14456	317	10	,	,	PUNCT
aiti-14456	317	11	and	and	CCONJ
aiti-14456	317	12	r.	r.	PROPN
aiti-14456	317	13	upaka	upaka	PROPN
aiti-14456	317	14	,	,	PUNCT
aiti-14456	317	15	“	"	PUNCT
aiti-14456	317	16	comparison	comparison	NOUN
aiti-14456	317	17	of	of	ADP
aiti-14456	317	18	different	different	ADJ
aiti-14456	317	19	artificial	artificial	ADJ
aiti-14456	317	20	neural	neural	ADJ
aiti-14456	317	21	network	network	NOUN
aiti-14456	317	22	(	(	PUNCT
aiti-14456	317	23	ann	ann	PROPN
aiti-14456	317	24	)	)	PUNCT
aiti-14456	317	25	training	training	NOUN
aiti-14456	317	26	algorithms	algorithm	NOUN
aiti-14456	317	27	to	to	PART
aiti-14456	317	28	predict	predict	VERB
aiti-14456	317	29	the	the	DET
aiti-14456	317	30	atmospheric	atmospheric	ADJ
aiti-14456	317	31	temperature	temperature	NOUN
aiti-14456	317	32	in	in	ADP
aiti-14456	317	33	tabuk	tabuk	NOUN
aiti-14456	317	34	,	,	PUNCT
aiti-14456	317	35	saudi	saudi	PROPN
aiti-14456	317	36	arabia	arabia	PROPN
aiti-14456	317	37	,	,	PUNCT
aiti-14456	317	38	”	"	PUNCT
aiti-14456	317	39	mausam	mausam	PROPN
aiti-14456	317	40	,	,	PUNCT
aiti-14456	317	41	vol	vol	NOUN
aiti-14456	317	42	.	.	PROPN
aiti-14456	317	43	71	71	NUM
aiti-14456	317	44	,	,	PUNCT
aiti-14456	317	45	no	no	INTJ
aiti-14456	317	46	.	.	NOUN
aiti-14456	317	47	2	2	NUM
aiti-14456	317	48	,	,	PUNCT
aiti-14456	317	49	pp	pp	ADJ
aiti-14456	317	50	.	.	PUNCT
aiti-14456	318	1	233	233	NUM
aiti-14456	318	2	-	-	SYM
aiti-14456	318	3	244	244	NUM
aiti-14456	318	4	,	,	PUNCT
aiti-14456	318	5	2020	2020	NUM
aiti-14456	318	6	.	.	PUNCT
aiti-14456	319	1	[	[	X
aiti-14456	319	2	17	17	NUM
aiti-14456	319	3	]	]	X
aiti-14456	319	4	r.	r.	PROPN
aiti-14456	319	5	a.	a.	PROPN
aiti-14456	319	6	kazeem	kazeem	PROPN
aiti-14456	319	7	,	,	PUNCT
aiti-14456	319	8	j.	j.	PROPN
aiti-14456	319	9	u.	u.	PROPN
aiti-14456	319	10	amakor	amakor	PROPN
aiti-14456	319	11	,	,	PUNCT
aiti-14456	319	12	o.	o.	PROPN
aiti-14456	319	13	m.	m.	NOUN
aiti-14456	319	14	ikumapayi	ikumapayi	PROPN
aiti-14456	319	15	,	,	PUNCT
aiti-14456	319	16	s.	s.	PROPN
aiti-14456	319	17	a.	a.	PROPN
aiti-14456	319	18	afolalu	afolalu	PROPN
aiti-14456	319	19	,	,	PUNCT
aiti-14456	319	20	and	and	CCONJ
aiti-14456	319	21	w.	w.	PROPN
aiti-14456	319	22	a.	a.	PROPN
aiti-14456	319	23	oke	oke	PROPN
aiti-14456	319	24	,	,	PUNCT
aiti-14456	319	25	“	"	PUNCT
aiti-14456	319	26	modelling	model	VERB
aiti-14456	319	27	the	the	DET
aiti-14456	319	28	effect	effect	NOUN
aiti-14456	319	29	of	of	ADP
aiti-14456	319	30	temperature	temperature	NOUN
aiti-14456	319	31	on	on	ADP
aiti-14456	319	32	power	power	NOUN
aiti-14456	319	33	generation	generation	NOUN
aiti-14456	319	34	at	at	ADP
aiti-14456	319	35	a	a	DET
aiti-14456	319	36	nigerian	nigerian	ADJ
aiti-14456	319	37	agricultural	agricultural	PROPN
aiti-14456	319	38	institute	institute	NOUN
aiti-14456	319	39	,	,	PUNCT
aiti-14456	319	40	”	"	PUNCT
aiti-14456	319	41	mathematical	mathematical	ADJ
aiti-14456	319	42	modelling	modelling	NOUN
aiti-14456	319	43	of	of	ADP
aiti-14456	319	44	engineering	engineering	NOUN
aiti-14456	319	45	problems	problem	NOUN
aiti-14456	319	46	,	,	PUNCT
aiti-14456	319	47	vol	vol	NOUN
aiti-14456	319	48	.	.	PROPN
aiti-14456	319	49	9	9	NUM
aiti-14456	319	50	,	,	PUNCT
aiti-14456	319	51	no	no	INTJ
aiti-14456	319	52	.	.	NOUN
aiti-14456	319	53	3	3	NUM
aiti-14456	319	54	,	,	PUNCT
aiti-14456	319	55	pp	pp	ADJ
aiti-14456	319	56	.	.	PUNCT
aiti-14456	320	1	645	645	NUM
aiti-14456	320	2	-	-	SYM
aiti-14456	320	3	654	654	NUM
aiti-14456	320	4	,	,	PUNCT
aiti-14456	320	5	2022	2022	NUM
aiti-14456	320	6	.	.	PUNCT
aiti-14456	321	1	[	[	X
aiti-14456	321	2	18	18	NUM
aiti-14456	321	3	]	]	PUNCT
aiti-14456	321	4	p.	p.	PROPN
aiti-14456	321	5	joshi	joshi	PROPN
aiti-14456	321	6	and	and	CCONJ
aiti-14456	321	7	a.	a.	PROPN
aiti-14456	321	8	ganju	ganju	PROPN
aiti-14456	321	9	,	,	PUNCT
aiti-14456	321	10	“	"	PUNCT
aiti-14456	321	11	maximum	maximum	ADJ
aiti-14456	321	12	and	and	CCONJ
aiti-14456	321	13	minimum	minimum	ADJ
aiti-14456	321	14	temperature	temperature	NOUN
aiti-14456	321	15	prediction	prediction	NOUN
aiti-14456	321	16	over	over	ADP
aiti-14456	321	17	western	western	ADJ
aiti-14456	321	18	himalaya	himalaya	PROPN
aiti-14456	321	19	using	use	VERB
aiti-14456	321	20	artificial	artificial	ADJ
aiti-14456	321	21	neural	neural	ADJ
aiti-14456	321	22	network	network	NOUN
aiti-14456	321	23	,	,	PUNCT
aiti-14456	321	24	”	"	PUNCT
aiti-14456	321	25	mausam	mausam	PROPN
aiti-14456	321	26	,	,	PUNCT
aiti-14456	321	27	vol	vol	NOUN
aiti-14456	321	28	.	.	PROPN
aiti-14456	321	29	63	63	NUM
aiti-14456	321	30	,	,	PUNCT
aiti-14456	321	31	no	no	INTJ
aiti-14456	321	32	.	.	NOUN
aiti-14456	321	33	2	2	NUM
aiti-14456	321	34	,	,	PUNCT
aiti-14456	321	35	pp	pp	ADJ
aiti-14456	321	36	.	.	PUNCT
aiti-14456	322	1	283	283	NUM
aiti-14456	322	2	-	-	SYM
aiti-14456	322	3	290	290	NUM
aiti-14456	322	4	,	,	PUNCT
aiti-14456	322	5	2012	2012	NUM
aiti-14456	322	6	.	.	PUNCT
aiti-14456	323	1	[	[	X
aiti-14456	323	2	19	19	NUM
aiti-14456	323	3	]	]	X
aiti-14456	323	4	g.	g.	PROPN
aiti-14456	323	5	araujo	araujo	PROPN
aiti-14456	323	6	and	and	CCONJ
aiti-14456	323	7	f.	f.	PROPN
aiti-14456	323	8	a.	a.	PROPN
aiti-14456	323	9	andrade	andrade	PROPN
aiti-14456	323	10	,	,	PUNCT
aiti-14456	323	11	“	"	PUNCT
aiti-14456	323	12	post	post	ADJ
aiti-14456	323	13	-	-	ADJ
aiti-14456	323	14	processing	processing	ADJ
aiti-14456	323	15	air	air	NOUN
aiti-14456	323	16	temperature	temperature	NOUN
aiti-14456	323	17	weather	weather	NOUN
aiti-14456	323	18	forecast	forecast	NOUN
aiti-14456	323	19	using	use	VERB
aiti-14456	323	20	artificial	artificial	ADJ
aiti-14456	323	21	neural	neural	ADJ
aiti-14456	323	22	networks	network	NOUN
aiti-14456	323	23	with	with	ADP
aiti-14456	323	24	measurements	measurement	NOUN
aiti-14456	323	25	from	from	ADP
aiti-14456	323	26	meteorological	meteorological	ADJ
aiti-14456	323	27	stations	station	NOUN
aiti-14456	323	28	,	,	PUNCT
aiti-14456	323	29	”	"	PUNCT
aiti-14456	323	30	applied	apply	VERB
aiti-14456	323	31	sciences	science	NOUN
aiti-14456	323	32	,	,	PUNCT
aiti-14456	323	33	vol	vol	NOUN
aiti-14456	323	34	.	.	PROPN
aiti-14456	324	1	12	12	NUM
aiti-14456	324	2	,	,	PUNCT
aiti-14456	324	3	no	no	INTJ
aiti-14456	324	4	.	.	NOUN
aiti-14456	324	5	14	14	NUM
aiti-14456	324	6	,	,	PUNCT
aiti-14456	324	7	article	article	NOUN
aiti-14456	324	8	no	no	NOUN
aiti-14456	324	9	.	.	PUNCT
aiti-14456	324	10	7131	7131	NUM
aiti-14456	324	11	,	,	PUNCT
aiti-14456	324	12	2022	2022	NUM
aiti-14456	324	13	.	.	PUNCT
aiti-14456	325	1	[	[	X
aiti-14456	325	2	20	20	NUM
aiti-14456	325	3	]	]	PUNCT
aiti-14456	325	4	m.	m.	NOUN
aiti-14456	325	5	bilgili	bilgili	NOUN
aiti-14456	325	6	,	,	PUNCT
aiti-14456	325	7	a.	a.	NOUN
aiti-14456	325	8	ozbek	ozbek	PROPN
aiti-14456	325	9	,	,	PUNCT
aiti-14456	325	10	a.	a.	PROPN
aiti-14456	325	11	yildirim	yildirim	PROPN
aiti-14456	325	12	,	,	PUNCT
aiti-14456	325	13	and	and	CCONJ
aiti-14456	325	14	e.	e.	PROPN
aiti-14456	325	15	simsek	simsek	PROPN
aiti-14456	325	16	,	,	PUNCT
aiti-14456	325	17	“	"	PUNCT
aiti-14456	325	18	artificial	artificial	ADJ
aiti-14456	325	19	neural	neural	ADJ
aiti-14456	325	20	network	network	NOUN
aiti-14456	325	21	approach	approach	NOUN
aiti-14456	325	22	for	for	ADP
aiti-14456	325	23	monthly	monthly	ADJ
aiti-14456	325	24	air	air	NOUN
aiti-14456	325	25	temperature	temperature	NOUN
aiti-14456	325	26	estimations	estimation	NOUN
aiti-14456	325	27	and	and	CCONJ
aiti-14456	325	28	maps	map	NOUN
aiti-14456	325	29	,	,	PUNCT
aiti-14456	325	30	”	"	PUNCT
aiti-14456	325	31	journal	journal	NOUN
aiti-14456	325	32	of	of	ADP
aiti-14456	325	33	atmospheric	atmospheric	ADJ
aiti-14456	325	34	and	and	CCONJ
aiti-14456	325	35	solar	solar	ADJ
aiti-14456	325	36	-	-	PUNCT
aiti-14456	325	37	terrestrial	terrestrial	ADJ
aiti-14456	325	38	physics	physics	NOUN
aiti-14456	325	39	,	,	PUNCT
aiti-14456	325	40	vol	vol	NOUN
aiti-14456	325	41	.	.	PROPN
aiti-14456	325	42	242	242	NUM
aiti-14456	325	43	,	,	PUNCT
aiti-14456	325	44	article	article	NOUN
aiti-14456	325	45	no	no	NOUN
aiti-14456	325	46	.	.	PROPN
aiti-14456	325	47	106000	106000	NUM
aiti-14456	325	48	,	,	PUNCT
aiti-14456	325	49	2023	2023	NUM
aiti-14456	325	50	.	.	PUNCT
aiti-14456	326	1	[	[	X
aiti-14456	326	2	21	21	NUM
aiti-14456	326	3	]	]	X
aiti-14456	326	4	e.	e.	PROPN
aiti-14456	326	5	a.	a.	PROPN
aiti-14456	326	6	nketiah	nketiah	PROPN
aiti-14456	326	7	,	,	PUNCT
aiti-14456	326	8	l.	l.	PROPN
aiti-14456	326	9	chenlong	chenlong	PROPN
aiti-14456	326	10	,	,	PUNCT
aiti-14456	326	11	j.	j.	PROPN
aiti-14456	326	12	yingchuan	yingchuan	PROPN
aiti-14456	326	13	,	,	PUNCT
aiti-14456	326	14	and	and	CCONJ
aiti-14456	326	15	s.	s.	PROPN
aiti-14456	326	16	a.	a.	PROPN
aiti-14456	326	17	aram	aram	PROPN
aiti-14456	326	18	,	,	PUNCT
aiti-14456	326	19	“	"	PUNCT
aiti-14456	326	20	recurrent	recurrent	ADJ
aiti-14456	326	21	neural	neural	ADJ
aiti-14456	326	22	network	network	NOUN
aiti-14456	326	23	modeling	modeling	NOUN
aiti-14456	326	24	of	of	ADP
aiti-14456	326	25	multivariate	multivariate	NOUN
aiti-14456	326	26	time	time	NOUN
aiti-14456	326	27	series	series	NOUN
aiti-14456	326	28	and	and	CCONJ
aiti-14456	326	29	its	its	PRON
aiti-14456	326	30	application	application	NOUN
aiti-14456	326	31	in	in	ADP
aiti-14456	326	32	temperature	temperature	NOUN
aiti-14456	326	33	forecasting	forecasting	NOUN
aiti-14456	326	34	,	,	PUNCT
aiti-14456	326	35	”	"	PUNCT
aiti-14456	326	36	plos	plos	PROPN
aiti-14456	326	37	one	one	NUM
aiti-14456	326	38	,	,	PUNCT
aiti-14456	326	39	vol	vol	NOUN
aiti-14456	326	40	.	.	PROPN
aiti-14456	326	41	18	18	NUM
aiti-14456	326	42	,	,	PUNCT
aiti-14456	326	43	no	no	INTJ
aiti-14456	326	44	.	.	NOUN
aiti-14456	326	45	5	5	NUM
aiti-14456	326	46	,	,	PUNCT
aiti-14456	326	47	article	article	NOUN
aiti-14456	326	48	no	no	NOUN
aiti-14456	326	49	.	.	PUNCT
aiti-14456	327	1	e0285713	e0285713	NOUN
aiti-14456	327	2	,	,	PUNCT
aiti-14456	327	3	2023	2023	NUM
aiti-14456	327	4	.	.	PUNCT
aiti-14456	328	1	[	[	X
aiti-14456	328	2	22	22	NUM
aiti-14456	328	3	]	]	PUNCT
aiti-14456	328	4	x.	x.	NOUN
aiti-14456	328	5	dai	dai	PROPN
aiti-14456	328	6	,	,	PUNCT
aiti-14456	328	7	j.	j.	PROPN
aiti-14456	328	8	liu	liu	PROPN
aiti-14456	328	9	,	,	PUNCT
aiti-14456	328	10	and	and	CCONJ
aiti-14456	328	11	y.	y.	PROPN
aiti-14456	328	12	li	li	PROPN
aiti-14456	328	13	,	,	PUNCT
aiti-14456	328	14	“	"	PUNCT
aiti-14456	328	15	a	a	DET
aiti-14456	328	16	recurrent	recurrent	ADJ
aiti-14456	328	17	neural	neural	ADJ
aiti-14456	328	18	network	network	NOUN
aiti-14456	328	19	using	use	VERB
aiti-14456	328	20	historical	historical	ADJ
aiti-14456	328	21	data	datum	NOUN
aiti-14456	328	22	to	to	PART
aiti-14456	328	23	predict	predict	VERB
aiti-14456	328	24	time	time	NOUN
aiti-14456	328	25	series	series	PROPN
aiti-14456	328	26	indoor	indoor	PROPN
aiti-14456	328	27	pm2.5	pm2.5	PROPN
aiti-14456	328	28	concentrations	concentration	NOUN
aiti-14456	328	29	for	for	ADP
aiti-14456	328	30	residential	residential	ADJ
aiti-14456	328	31	buildings	building	NOUN
aiti-14456	328	32	,	,	PUNCT
aiti-14456	328	33	”	"	PUNCT
aiti-14456	328	34	indoor	indoor	ADJ
aiti-14456	328	35	air	air	NOUN
aiti-14456	328	36	,	,	PUNCT
aiti-14456	328	37	vol	vol	NOUN
aiti-14456	328	38	.	.	PROPN
aiti-14456	328	39	31	31	NUM
aiti-14456	328	40	,	,	PUNCT
aiti-14456	328	41	no	no	INTJ
aiti-14456	328	42	.	.	NOUN
aiti-14456	328	43	3	3	NUM
aiti-14456	328	44	,	,	PUNCT
aiti-14456	328	45	pp	pp	ADJ
aiti-14456	328	46	.	.	PUNCT
aiti-14456	328	47	1228	1228	NUM
aiti-14456	328	48	-	-	SYM
aiti-14456	328	49	1237	1237	NUM
aiti-14456	328	50	,	,	PUNCT
aiti-14456	328	51	2021	2021	NUM
aiti-14456	328	52	.	.	PUNCT
aiti-14456	329	1	[	[	X
aiti-14456	329	2	23	23	NUM
aiti-14456	329	3	]	]	PUNCT
aiti-14456	329	4	s.	s.	PROPN
aiti-14456	329	5	a.	a.	PROPN
aiti-14456	329	6	gyamerah	gyamerah	PROPN
aiti-14456	329	7	and	and	CCONJ
aiti-14456	329	8	v.	v.	PROPN
aiti-14456	329	9	owusu	owusu	PROPN
aiti-14456	329	10	,	,	PUNCT
aiti-14456	329	11	“	"	PUNCT
aiti-14456	329	12	shortand	shortand	NOUN
aiti-14456	329	13	long	long	ADJ
aiti-14456	329	14	-	-	PUNCT
aiti-14456	329	15	term	term	NOUN
aiti-14456	329	16	weather	weather	NOUN
aiti-14456	329	17	prediction	prediction	NOUN
aiti-14456	329	18	based	base	VERB
aiti-14456	329	19	on	on	ADP
aiti-14456	329	20	a	a	DET
aiti-14456	329	21	hybrid	hybrid	NOUN
aiti-14456	329	22	of	of	ADP
aiti-14456	329	23	ceemdan	ceemdan	PROPN
aiti-14456	329	24	,	,	PUNCT
aiti-14456	329	25	lmd	lmd	PROPN
aiti-14456	329	26	,	,	PUNCT
aiti-14456	329	27	and	and	CCONJ
aiti-14456	329	28	ann	ann	PROPN
aiti-14456	329	29	,	,	PUNCT
aiti-14456	329	30	”	"	PUNCT
aiti-14456	329	31	plos	plos	PROPN
aiti-14456	329	32	one	one	NUM
aiti-14456	329	33	,	,	PUNCT
aiti-14456	329	34	vol	vol	NOUN
aiti-14456	329	35	.	.	PROPN
aiti-14456	329	36	19	19	NUM
aiti-14456	329	37	,	,	PUNCT
aiti-14456	329	38	no	no	INTJ
aiti-14456	329	39	.	.	NOUN
aiti-14456	329	40	7	7	NUM
aiti-14456	329	41	,	,	PUNCT
aiti-14456	329	42	article	article	NOUN
aiti-14456	329	43	no	no	NOUN
aiti-14456	329	44	.	.	PUNCT
aiti-14456	330	1	e0304754	e0304754	PROPN
aiti-14456	330	2	,	,	PUNCT
aiti-14456	330	3	2024	2024	NUM
aiti-14456	330	4	.	.	PUNCT
aiti-14456	331	1	[	[	X
aiti-14456	331	2	24	24	NUM
aiti-14456	331	3	]	]	X
aiti-14456	331	4	u.	u.	PROPN
aiti-14456	331	5	leith	leith	PROPN
aiti-14456	331	6	,	,	PUNCT
aiti-14456	331	7	“	"	PUNCT
aiti-14456	331	8	modeling	model	VERB
aiti-14456	331	9	a	a	DET
aiti-14456	331	10	periodic	periodic	ADJ
aiti-14456	331	11	signal	signal	NOUN
aiti-14456	331	12	using	use	VERB
aiti-14456	331	13	fourier	fourier	NOUN
aiti-14456	331	14	series	series	NOUN
aiti-14456	331	15	,	,	PUNCT
aiti-14456	331	16	”	"	PUNCT
aiti-14456	331	17	journal	journal	NOUN
aiti-14456	331	18	of	of	ADP
aiti-14456	331	19	applied	apply	VERB
aiti-14456	331	20	mathematics	mathematic	NOUN
aiti-14456	331	21	and	and	CCONJ
aiti-14456	331	22	physics	physics	NOUN
aiti-14456	331	23	,	,	PUNCT
aiti-14456	331	24	vol	vol	NOUN
aiti-14456	331	25	.	.	PROPN
aiti-14456	331	26	12	12	NUM
aiti-14456	331	27	,	,	PUNCT
aiti-14456	331	28	pp	pp	ADJ
aiti-14456	331	29	.	.	PUNCT
aiti-14456	331	30	841	841	NUM
aiti-14456	331	31	-	-	SYM
aiti-14456	331	32	860	860	NUM
aiti-14456	331	33	,	,	PUNCT
aiti-14456	331	34	2024	2024	NUM
aiti-14456	331	35	.	.	PUNCT
aiti-14456	332	1	advances	advance	NOUN
aiti-14456	332	2	in	in	ADP
aiti-14456	332	3	technology	technology	NOUN
aiti-14456	332	4	innovation	innovation	NOUN
aiti-14456	332	5	,	,	PUNCT
aiti-14456	332	6	vol	vol	NOUN
aiti-14456	332	7	.	.	PROPN
aiti-14456	333	1	10	10	NUM
aiti-14456	333	2	,	,	PUNCT
aiti-14456	333	3	no	no	INTJ
aiti-14456	333	4	.	.	NOUN
aiti-14456	333	5	3	3	NUM
aiti-14456	333	6	,	,	PUNCT
aiti-14456	333	7	2025	2025	NUM
aiti-14456	333	8	,	,	PUNCT
aiti-14456	333	9	pp	pp	ADV
aiti-14456	333	10	.	.	PUNCT
aiti-14456	334	1	296	296	NUM
aiti-14456	334	2	-	-	SYM
aiti-14456	334	3	308	308	NUM
aiti-14456	334	4	308	308	NUM
aiti-14456	334	5	[	[	X
aiti-14456	334	6	25	25	NUM
aiti-14456	334	7	]	]	PUNCT
aiti-14456	334	8	e.	e.	PROPN
aiti-14456	334	9	ekpenyong	ekpenyong	PROPN
aiti-14456	334	10	and	and	CCONJ
aiti-14456	334	11	c.	c.	PROPN
aiti-14456	334	12	omekara	omekara	PROPN
aiti-14456	334	13	,	,	PUNCT
aiti-14456	334	14	“	"	PUNCT
aiti-14456	334	15	application	application	NOUN
aiti-14456	334	16	of	of	ADP
aiti-14456	334	17	fourier	fourier	ADJ
aiti-14456	334	18	series	series	PROPN
aiti-14456	334	19	analysis	analysis	NOUN
aiti-14456	334	20	to	to	ADP
aiti-14456	334	21	temperature	temperature	NOUN
aiti-14456	334	22	data	datum	NOUN
aiti-14456	334	23	,	,	PUNCT
aiti-14456	334	24	”	"	PUNCT
aiti-14456	334	25	global	global	ADJ
aiti-14456	334	26	journal	journal	NOUN
aiti-14456	334	27	of	of	ADP
aiti-14456	334	28	mathematical	mathematical	ADJ
aiti-14456	334	29	sciences	sciences	PROPN
aiti-14456	334	30	,	,	PUNCT
aiti-14456	334	31	vol	vol	NOUN
aiti-14456	334	32	.	.	PROPN
aiti-14456	334	33	7	7	NUM
aiti-14456	334	34	,	,	PUNCT
aiti-14456	334	35	no	no	INTJ
aiti-14456	334	36	.	.	NOUN
aiti-14456	334	37	1	1	NUM
aiti-14456	334	38	,	,	PUNCT
aiti-14456	334	39	pp	pp	ADJ
aiti-14456	334	40	.	.	PUNCT
aiti-14456	335	1	5	5	NUM
aiti-14456	335	2	-	-	SYM
aiti-14456	335	3	13	13	NUM
aiti-14456	335	4	,	,	PUNCT
aiti-14456	335	5	2008	2008	NUM
aiti-14456	335	6	.	.	PUNCT
aiti-14456	336	1	[	[	X
aiti-14456	336	2	26	26	NUM
aiti-14456	336	3	]	]	X
aiti-14456	336	4	q.	q.	PROPN
aiti-14456	336	5	wang	wang	PROPN
aiti-14456	336	6	,	,	PUNCT
aiti-14456	336	7	j.	j.	PROPN
aiti-14456	336	8	feng	feng	PROPN
aiti-14456	336	9	,	,	PUNCT
aiti-14456	336	10	f.	f.	PROPN
aiti-14456	336	11	han	han	PROPN
aiti-14456	336	12	,	,	PUNCT
aiti-14456	336	13	w.	w.	PROPN
aiti-14456	336	14	wu	wu	PROPN
aiti-14456	336	15	,	,	PUNCT
aiti-14456	336	16	and	and	CCONJ
aiti-14456	336	17	s.	s.	PROPN
aiti-14456	336	18	gao	gao	PROPN
aiti-14456	336	19	,	,	PUNCT
aiti-14456	336	20	“	"	PUNCT
aiti-14456	336	21	analysis	analysis	NOUN
aiti-14456	336	22	and	and	CCONJ
aiti-14456	336	23	prediction	prediction	NOUN
aiti-14456	336	24	of	of	ADP
aiti-14456	336	25	grain	grain	NOUN
aiti-14456	336	26	temperature	temperature	NOUN
aiti-14456	336	27	from	from	ADP
aiti-14456	336	28	air	air	NOUN
aiti-14456	336	29	temperature	temperature	NOUN
aiti-14456	336	30	to	to	PART
aiti-14456	336	31	ensure	ensure	VERB
aiti-14456	336	32	the	the	DET
aiti-14456	336	33	safety	safety	NOUN
aiti-14456	336	34	of	of	ADP
aiti-14456	336	35	grain	grain	NOUN
aiti-14456	336	36	storage	storage	NOUN
aiti-14456	336	37	,	,	PUNCT
aiti-14456	336	38	”	"	PUNCT
aiti-14456	336	39	international	international	ADJ
aiti-14456	336	40	journal	journal	NOUN
aiti-14456	336	41	of	of	ADP
aiti-14456	336	42	food	food	NOUN
aiti-14456	336	43	properties	property	NOUN
aiti-14456	336	44	,	,	PUNCT
aiti-14456	336	45	vol	vol	NOUN
aiti-14456	336	46	.	.	PROPN
aiti-14456	336	47	23	23	NUM
aiti-14456	336	48	,	,	PUNCT
aiti-14456	336	49	no	no	INTJ
aiti-14456	336	50	.	.	NOUN
aiti-14456	336	51	1	1	NUM
aiti-14456	336	52	,	,	PUNCT
aiti-14456	336	53	pp	pp	ADJ
aiti-14456	336	54	.	.	PUNCT
aiti-14456	337	1	1200	1200	NUM
aiti-14456	337	2	-	-	SYM
aiti-14456	337	3	1213	1213	NUM
aiti-14456	337	4	,	,	PUNCT
aiti-14456	337	5	2020	2020	NUM
aiti-14456	337	6	.	.	PUNCT
aiti-14456	338	1	[	[	X
aiti-14456	338	2	27	27	NUM
aiti-14456	338	3	]	]	X
aiti-14456	338	4	y.	y.	PROPN
aiti-14456	338	5	zong‐chang	zong‐chang	PROPN
aiti-14456	338	6	,	,	PUNCT
aiti-14456	338	7	“	"	PUNCT
aiti-14456	338	8	fourier	fourier	NOUN
aiti-14456	338	9	analysis‐based	analysis‐base	VERB
aiti-14456	338	10	air	air	NOUN
aiti-14456	338	11	temperature	temperature	NOUN
aiti-14456	338	12	movement	movement	NOUN
aiti-14456	338	13	analysis	analysis	NOUN
aiti-14456	338	14	and	and	CCONJ
aiti-14456	338	15	forecast	forecast	NOUN
aiti-14456	338	16	,	,	PUNCT
aiti-14456	338	17	”	"	PUNCT
aiti-14456	338	18	iet	iet	PROPN
aiti-14456	338	19	signal	signal	PROPN
aiti-14456	338	20	processing	processing	NOUN
aiti-14456	338	21	,	,	PUNCT
aiti-14456	338	22	vol	vol	NOUN
aiti-14456	338	23	.	.	PROPN
aiti-14456	338	24	7	7	NUM
aiti-14456	338	25	,	,	PUNCT
aiti-14456	338	26	no	no	INTJ
aiti-14456	338	27	.	.	NOUN
aiti-14456	338	28	1	1	NUM
aiti-14456	338	29	,	,	PUNCT
aiti-14456	338	30	pp	pp	ADJ
aiti-14456	338	31	.	.	PUNCT
aiti-14456	339	1	14	14	NUM
aiti-14456	339	2	-	-	SYM
aiti-14456	339	3	24	24	NUM
aiti-14456	339	4	,	,	PUNCT
aiti-14456	339	5	2013	2013	NUM
aiti-14456	339	6	.	.	PUNCT
aiti-14456	340	1	[	[	X
aiti-14456	340	2	28	28	NUM
aiti-14456	340	3	]	]	X
aiti-14456	340	4	c.	c.	PROPN
aiti-14456	340	5	y.	y.	PROPN
aiti-14456	340	6	tang	tang	PROPN
aiti-14456	340	7	and	and	CCONJ
aiti-14456	340	8	s.	s.	PROPN
aiti-14456	340	9	x.	x.	PROPN
aiti-14456	340	10	chen	chen	PROPN
aiti-14456	340	11	,	,	PUNCT
aiti-14456	340	12	“	"	PUNCT
aiti-14456	340	13	parameter	parameter	NOUN
aiti-14456	340	14	estimation	estimation	NOUN
aiti-14456	340	15	and	and	CCONJ
aiti-14456	340	16	bias	bias	NOUN
aiti-14456	340	17	correction	correction	NOUN
aiti-14456	340	18	for	for	ADP
aiti-14456	340	19	diffusion	diffusion	NOUN
aiti-14456	340	20	processes	process	NOUN
aiti-14456	340	21	,	,	PUNCT
aiti-14456	340	22	”	"	PUNCT
aiti-14456	340	23	journal	journal	NOUN
aiti-14456	340	24	of	of	ADP
aiti-14456	340	25	econometrics	econometric	NOUN
aiti-14456	340	26	,	,	PUNCT
aiti-14456	340	27	vol	vol	NOUN
aiti-14456	340	28	.	.	PROPN
aiti-14456	340	29	149	149	NUM
aiti-14456	340	30	,	,	PUNCT
aiti-14456	340	31	no	no	INTJ
aiti-14456	340	32	.	.	NOUN
aiti-14456	340	33	1	1	NUM
aiti-14456	340	34	,	,	PUNCT
aiti-14456	340	35	pp	pp	ADJ
aiti-14456	340	36	.	.	PUNCT
aiti-14456	340	37	65	65	NUM
aiti-14456	340	38	-	-	SYM
aiti-14456	340	39	81	81	NUM
aiti-14456	340	40	,	,	PUNCT
aiti-14456	340	41	2009	2009	NUM
aiti-14456	340	42	.	.	PUNCT
aiti-14456	341	1	[	[	X
aiti-14456	341	2	29	29	NUM
aiti-14456	341	3	]	]	X
aiti-14456	341	4	t.	t.	NOUN
aiti-14456	341	5	guillod	guillod	NOUN
aiti-14456	341	6	,	,	PUNCT
aiti-14456	341	7	p.	p.	NOUN
aiti-14456	341	8	papamanolis	papamanolis	PROPN
aiti-14456	341	9	,	,	PUNCT
aiti-14456	341	10	and	and	CCONJ
aiti-14456	341	11	j.	j.	PROPN
aiti-14456	341	12	w.	w.	PROPN
aiti-14456	341	13	kolar	kolar	PROPN
aiti-14456	341	14	,	,	PUNCT
aiti-14456	341	15	“	"	PUNCT
aiti-14456	341	16	artificial	artificial	ADJ
aiti-14456	341	17	neural	neural	ADJ
aiti-14456	341	18	network	network	NOUN
aiti-14456	341	19	(	(	PUNCT
aiti-14456	341	20	ann	ann	PROPN
aiti-14456	341	21	)	)	PUNCT
aiti-14456	341	22	based	base	VERB
aiti-14456	341	23	fast	fast	ADJ
aiti-14456	341	24	and	and	CCONJ
aiti-14456	341	25	accurate	accurate	ADJ
aiti-14456	341	26	inductor	inductor	NOUN
aiti-14456	341	27	modeling	modeling	NOUN
aiti-14456	341	28	and	and	CCONJ
aiti-14456	341	29	design	design	NOUN
aiti-14456	341	30	,	,	PUNCT
aiti-14456	341	31	”	"	PUNCT
aiti-14456	341	32	ieee	ieee	NOUN
aiti-14456	341	33	open	open	PROPN
aiti-14456	341	34	journal	journal	PROPN
aiti-14456	341	35	of	of	ADP
aiti-14456	341	36	power	power	NOUN
aiti-14456	341	37	electronics	electronic	NOUN
aiti-14456	341	38	,	,	PUNCT
aiti-14456	341	39	vol	vol	NOUN
aiti-14456	341	40	.	.	PROPN
aiti-14456	341	41	1	1	NUM
aiti-14456	341	42	,	,	PUNCT
aiti-14456	341	43	pp	pp	ADJ
aiti-14456	341	44	.	.	PUNCT
aiti-14456	341	45	284	284	NUM
aiti-14456	341	46	-	-	SYM
aiti-14456	341	47	299	299	NUM
aiti-14456	341	48	,	,	PUNCT
aiti-14456	341	49	2020	2020	NUM
aiti-14456	341	50	.	.	PUNCT
aiti-14456	342	1	[	[	X
aiti-14456	342	2	30	30	NUM
aiti-14456	342	3	]	]	X
aiti-14456	342	4	m.	m.	NOUN
aiti-14456	342	5	a.	a.	PROPN
aiti-14456	342	6	rubi	rubi	PROPN
aiti-14456	342	7	,	,	PUNCT
aiti-14456	342	8	s.	s.	PROPN
aiti-14456	342	9	chowdhury	chowdhury	PROPN
aiti-14456	342	10	,	,	PUNCT
aiti-14456	342	11	a.	a.	NOUN
aiti-14456	342	12	a.	a.	PROPN
aiti-14456	342	13	a.	a.	PROPN
aiti-14456	342	14	rahman	rahman	PROPN
aiti-14456	342	15	,	,	PUNCT
aiti-14456	342	16	a.	a.	NOUN
aiti-14456	342	17	meero	meero	NOUN
aiti-14456	342	18	,	,	PUNCT
aiti-14456	342	19	n.	n.	PROPN
aiti-14456	342	20	m.	m.	NOUN
aiti-14456	342	21	zayed	zayed	PROPN
aiti-14456	342	22	,	,	PUNCT
aiti-14456	342	23	and	and	CCONJ
aiti-14456	342	24	k.	k.	PROPN
aiti-14456	342	25	a.	a.	PROPN
aiti-14456	342	26	islam	islam	PROPN
aiti-14456	342	27	,	,	PUNCT
aiti-14456	342	28	“	"	PUNCT
aiti-14456	342	29	fitting	fitting	ADJ
aiti-14456	342	30	multi	multi	ADJ
aiti-14456	342	31	-	-	ADJ
aiti-14456	342	32	layer	layer	NOUN
aiti-14456	342	33	feed	feed	NOUN
aiti-14456	342	34	forward	forward	ADV
aiti-14456	342	35	neural	neural	ADJ
aiti-14456	342	36	network	network	NOUN
aiti-14456	342	37	and	and	CCONJ
aiti-14456	342	38	autoregressive	autoregressive	ADJ
aiti-14456	342	39	integrated	integrated	ADJ
aiti-14456	342	40	moving	move	VERB
aiti-14456	342	41	average	average	NOUN
aiti-14456	342	42	for	for	ADP
aiti-14456	342	43	dhaka	dhaka	PROPN
aiti-14456	342	44	stock	stock	PROPN
aiti-14456	342	45	exchange	exchange	PROPN
aiti-14456	342	46	price	price	NOUN
aiti-14456	342	47	predicting	predicting	NOUN
aiti-14456	342	48	,	,	PUNCT
aiti-14456	342	49	”	"	PUNCT
aiti-14456	342	50	emerging	emerge	VERB
aiti-14456	342	51	science	science	NOUN
aiti-14456	342	52	journal	journal	NOUN
aiti-14456	342	53	,	,	PUNCT
aiti-14456	342	54	vol	vol	NOUN
aiti-14456	342	55	.	.	PROPN
aiti-14456	342	56	6	6	NUM
aiti-14456	342	57	,	,	PUNCT
aiti-14456	342	58	no	no	INTJ
aiti-14456	342	59	.	.	NOUN
aiti-14456	342	60	5	5	NUM
aiti-14456	342	61	,	,	PUNCT
aiti-14456	342	62	pp	pp	ADJ
aiti-14456	342	63	.	.	PUNCT
aiti-14456	342	64	1046	1046	NUM
aiti-14456	342	65	-	-	SYM
aiti-14456	342	66	1061	1061	NUM
aiti-14456	342	67	,	,	PUNCT
aiti-14456	342	68	2022	2022	NUM
aiti-14456	342	69	.	.	PUNCT
aiti-14456	343	1	copyright	copyright	NOUN
aiti-14456	343	2	©	©	PROPN
aiti-14456	343	3	by	by	ADP
aiti-14456	343	4	the	the	DET
aiti-14456	343	5	authors	author	NOUN
aiti-14456	343	6	.	.	PUNCT
aiti-14456	344	1	licensee	licensee	PROPN
aiti-14456	344	2	taeti	taeti	PROPN
aiti-14456	344	3	,	,	PUNCT
aiti-14456	344	4	taiwan	taiwan	PROPN
aiti-14456	344	5	.	.	PUNCT
aiti-14456	345	1	this	this	DET
aiti-14456	345	2	article	article	NOUN
aiti-14456	345	3	is	be	AUX
aiti-14456	345	4	an	an	DET
aiti-14456	345	5	open	open	ADJ
aiti-14456	345	6	access	access	NOUN
aiti-14456	345	7	article	article	NOUN
aiti-14456	345	8	distributed	distribute	VERB
aiti-14456	345	9	under	under	ADP
aiti-14456	345	10	the	the	DET
aiti-14456	345	11	terms	term	NOUN
aiti-14456	345	12	and	and	CCONJ
aiti-14456	345	13	conditions	condition	NOUN
aiti-14456	345	14	of	of	ADP
aiti-14456	345	15	the	the	DET
aiti-14456	345	16	creative	creative	ADJ
aiti-14456	345	17	commons	common	NOUN
aiti-14456	345	18	attribution	attribution	NOUN
aiti-14456	345	19	(	(	PUNCT
aiti-14456	345	20	cc	cc	NOUN
aiti-14456	345	21	by	by	ADP
aiti-14456	345	22	-	-	PUNCT
aiti-14456	345	23	nc	nc	NOUN
aiti-14456	345	24	)	)	PUNCT
aiti-14456	345	25	license	license	NOUN
aiti-14456	345	26	(	(	PUNCT
aiti-14456	345	27	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-14456	345	28	)	)	PUNCT
aiti-14456	345	29	.	.	PUNCT
