id	sid	tid	token	lemma	pos
ejpam-5868	1	1	european	european	PROPN
ejpam-5868	1	2	journal	journal	PROPN
ejpam-5868	1	3	of	of	ADP
ejpam-5868	1	4	pure	pure	ADJ
ejpam-5868	1	5	and	and	CCONJ
ejpam-5868	1	6	applied	applied	ADJ
ejpam-5868	1	7	mathematics	mathematic	NOUN
ejpam-5868	1	8	2025	2025	NUM
ejpam-5868	1	9	,	,	PUNCT
ejpam-5868	1	10	vol	vol	NOUN
ejpam-5868	1	11	.	.	PROPN
ejpam-5868	1	12	18	18	NUM
ejpam-5868	1	13	,	,	PUNCT
ejpam-5868	1	14	issue	issue	NOUN
ejpam-5868	1	15	2	2	NUM
ejpam-5868	1	16	,	,	PUNCT
ejpam-5868	1	17	article	article	NOUN
ejpam-5868	1	18	number	number	NOUN
ejpam-5868	1	19	5868	5868	NUM
ejpam-5868	1	20	issn	issn	PROPN
ejpam-5868	1	21	1307	1307	NUM
ejpam-5868	1	22	-	-	SYM
ejpam-5868	1	23	5543	5543	NUM
ejpam-5868	1	24	–	–	PUNCT
ejpam-5868	1	25	ejpam.com	ejpam.com	X
ejpam-5868	1	26	published	publish	VERB
ejpam-5868	1	27	by	by	ADP
ejpam-5868	1	28	new	new	PROPN
ejpam-5868	1	29	york	york	PROPN
ejpam-5868	1	30	business	business	PROPN
ejpam-5868	1	31	global	global	ADJ
ejpam-5868	1	32	optimized	optimize	VERB
ejpam-5868	1	33	energy	energy	NOUN
ejpam-5868	1	34	forecasting	forecasting	NOUN
ejpam-5868	1	35	using	use	VERB
ejpam-5868	1	36	hidden	hide	VERB
ejpam-5868	1	37	markov	markov	NOUN
ejpam-5868	1	38	model	model	NOUN
ejpam-5868	1	39	and	and	CCONJ
ejpam-5868	1	40	transformed	transform	VERB
ejpam-5868	1	41	fuzzy	fuzzy	ADJ
ejpam-5868	1	42	relational	relational	ADJ
ejpam-5868	1	43	matrices	matrix	NOUN
ejpam-5868	1	44	enhanced	enhance	VERB
ejpam-5868	1	45	by	by	ADP
ejpam-5868	1	46	genetic	genetic	ADJ
ejpam-5868	1	47	algorithm	algorithm	NOUN
ejpam-5868	1	48	and	and	CCONJ
ejpam-5868	1	49	particle	particle	NOUN
ejpam-5868	1	50	swarm	swarm	NOUN
ejpam-5868	1	51	optimization	optimization	PROPN
ejpam-5868	1	52	k.	k.	PROPN
ejpam-5868	1	53	kalpana1	kalpana1	PROPN
ejpam-5868	1	54	,	,	PUNCT
ejpam-5868	1	55	g.	g.	PROPN
ejpam-5868	1	56	kavitha1,∗	kavitha1,∗	PROPN
ejpam-5868	1	57	1	1	PROPN
ejpam-5868	1	58	department	department	PROPN
ejpam-5868	1	59	of	of	ADP
ejpam-5868	1	60	mathematics	mathematic	NOUN
ejpam-5868	1	61	,	,	PUNCT
ejpam-5868	1	62	hindustan	hindustan	PROPN
ejpam-5868	1	63	institute	institute	PROPN
ejpam-5868	1	64	of	of	ADP
ejpam-5868	1	65	technology	technology	PROPN
ejpam-5868	1	66	science	science	NOUN
ejpam-5868	1	67	,	,	PUNCT
ejpam-5868	1	68	kelambakkam	kelambakkam	PROPN
ejpam-5868	1	69	603	603	NUM
ejpam-5868	1	70	103	103	NUM
ejpam-5868	1	71	,	,	PUNCT
ejpam-5868	1	72	tamil	tamil	PROPN
ejpam-5868	1	73	nadu	nadu	PROPN
ejpam-5868	1	74	,	,	PUNCT
ejpam-5868	1	75	india	india	PROPN
ejpam-5868	1	76	abstract	abstract	PROPN
ejpam-5868	1	77	.	.	PUNCT
ejpam-5868	2	1	accurate	accurate	ADJ
ejpam-5868	2	2	energy	energy	NOUN
ejpam-5868	2	3	forecasting	forecasting	NOUN
ejpam-5868	2	4	is	be	AUX
ejpam-5868	2	5	essential	essential	ADJ
ejpam-5868	2	6	for	for	ADP
ejpam-5868	2	7	the	the	DET
ejpam-5868	2	8	efficient	efficient	ADJ
ejpam-5868	2	9	management	management	NOUN
ejpam-5868	2	10	of	of	ADP
ejpam-5868	2	11	smart	smart	ADJ
ejpam-5868	2	12	grids	grid	NOUN
ejpam-5868	2	13	and	and	CCONJ
ejpam-5868	2	14	renewable	renewable	ADJ
ejpam-5868	2	15	energy	energy	NOUN
ejpam-5868	2	16	systems	system	NOUN
ejpam-5868	2	17	.	.	PUNCT
ejpam-5868	3	1	traditional	traditional	ADJ
ejpam-5868	3	2	forecasting	forecasting	NOUN
ejpam-5868	3	3	methods	method	NOUN
ejpam-5868	3	4	often	often	ADV
ejpam-5868	3	5	struggle	struggle	VERB
ejpam-5868	3	6	with	with	ADP
ejpam-5868	3	7	handling	handle	VERB
ejpam-5868	3	8	the	the	DET
ejpam-5868	3	9	nonlinear	nonlinear	ADJ
ejpam-5868	3	10	,	,	PUNCT
ejpam-5868	3	11	uncertain	uncertain	ADJ
ejpam-5868	3	12	,	,	PUNCT
ejpam-5868	3	13	and	and	CCONJ
ejpam-5868	3	14	dynamic	dynamic	ADJ
ejpam-5868	3	15	nature	nature	NOUN
ejpam-5868	3	16	of	of	ADP
ejpam-5868	3	17	energy	energy	NOUN
ejpam-5868	3	18	consumption	consumption	NOUN
ejpam-5868	3	19	and	and	CCONJ
ejpam-5868	3	20	market	market	NOUN
ejpam-5868	3	21	fluctuations	fluctuation	NOUN
ejpam-5868	3	22	.	.	PUNCT
ejpam-5868	4	1	to	to	PART
ejpam-5868	4	2	address	address	VERB
ejpam-5868	4	3	these	these	DET
ejpam-5868	4	4	challenges	challenge	NOUN
ejpam-5868	4	5	,	,	PUNCT
ejpam-5868	4	6	this	this	DET
ejpam-5868	4	7	study	study	NOUN
ejpam-5868	4	8	proposes	propose	VERB
ejpam-5868	4	9	a	a	DET
ejpam-5868	4	10	hybrid	hybrid	ADJ
ejpam-5868	4	11	forecasting	forecasting	NOUN
ejpam-5868	4	12	model	model	NOUN
ejpam-5868	4	13	that	that	PRON
ejpam-5868	4	14	integrates	integrate	VERB
ejpam-5868	4	15	the	the	DET
ejpam-5868	4	16	hidden	hide	VERB
ejpam-5868	4	17	markov	markov	NOUN
ejpam-5868	4	18	model	model	NOUN
ejpam-5868	4	19	(	(	PUNCT
ejpam-5868	4	20	hmm	hmm	INTJ
ejpam-5868	4	21	)	)	PUNCT
ejpam-5868	4	22	with	with	ADP
ejpam-5868	4	23	transformed	transform	VERB
ejpam-5868	4	24	fuzzy	fuzzy	ADJ
ejpam-5868	4	25	relational	relational	ADJ
ejpam-5868	4	26	matrices	matrix	NOUN
ejpam-5868	4	27	(	(	PUNCT
ejpam-5868	4	28	tfrm	tfrm	PROPN
ejpam-5868	4	29	)	)	PUNCT
ejpam-5868	4	30	,	,	PUNCT
ejpam-5868	4	31	optimized	optimize	VERB
ejpam-5868	4	32	using	use	VERB
ejpam-5868	4	33	genetic	genetic	ADJ
ejpam-5868	4	34	algorithm	algorithm	NOUN
ejpam-5868	4	35	(	(	PUNCT
ejpam-5868	4	36	ga	ga	NOUN
ejpam-5868	4	37	)	)	PUNCT
ejpam-5868	4	38	and	and	CCONJ
ejpam-5868	4	39	particle	particle	NOUN
ejpam-5868	4	40	swarm	swarm	NOUN
ejpam-5868	4	41	optimization	optimization	NOUN
ejpam-5868	4	42	(	(	PUNCT
ejpam-5868	4	43	pso	pso	NOUN
ejpam-5868	4	44	)	)	PUNCT
ejpam-5868	4	45	.	.	PUNCT
ejpam-5868	5	1	the	the	DET
ejpam-5868	5	2	hmm	hmm	INTJ
ejpam-5868	5	3	effectively	effectively	ADV
ejpam-5868	5	4	captures	capture	VERB
ejpam-5868	5	5	temporal	temporal	ADJ
ejpam-5868	5	6	dependencies	dependency	NOUN
ejpam-5868	5	7	in	in	ADP
ejpam-5868	5	8	energy	energy	NOUN
ejpam-5868	5	9	consumption	consumption	NOUN
ejpam-5868	5	10	data	datum	NOUN
ejpam-5868	5	11	,	,	PUNCT
ejpam-5868	5	12	while	while	SCONJ
ejpam-5868	5	13	tfrm	tfrm	NOUN
ejpam-5868	5	14	manages	manage	VERB
ejpam-5868	5	15	uncertainties	uncertainty	NOUN
ejpam-5868	5	16	and	and	CCONJ
ejpam-5868	5	17	imprecisions	imprecision	NOUN
ejpam-5868	5	18	inherent	inherent	ADJ
ejpam-5868	5	19	in	in	ADP
ejpam-5868	5	20	energy	energy	NOUN
ejpam-5868	5	21	forecasting	forecasting	NOUN
ejpam-5868	5	22	.	.	PUNCT
ejpam-5868	6	1	ga	ga	PROPN
ejpam-5868	6	2	is	be	AUX
ejpam-5868	6	3	employed	employ	VERB
ejpam-5868	6	4	to	to	PART
ejpam-5868	6	5	refine	refine	VERB
ejpam-5868	6	6	the	the	DET
ejpam-5868	6	7	fuzzy	fuzzy	ADJ
ejpam-5868	6	8	relational	relational	ADJ
ejpam-5868	6	9	matrices	matrix	NOUN
ejpam-5868	6	10	,	,	PUNCT
ejpam-5868	6	11	and	and	CCONJ
ejpam-5868	6	12	pso	pso	NOUN
ejpam-5868	6	13	further	far	ADV
ejpam-5868	6	14	optimizes	optimize	VERB
ejpam-5868	6	15	model	model	NOUN
ejpam-5868	6	16	parameters	parameter	NOUN
ejpam-5868	6	17	to	to	PART
ejpam-5868	6	18	enhance	enhance	VERB
ejpam-5868	6	19	accuracy	accuracy	NOUN
ejpam-5868	6	20	and	and	CCONJ
ejpam-5868	6	21	ensure	ensure	VERB
ejpam-5868	6	22	faster	fast	ADJ
ejpam-5868	6	23	convergence	convergence	NOUN
ejpam-5868	6	24	.	.	PUNCT
ejpam-5868	7	1	experimental	experimental	ADJ
ejpam-5868	7	2	validation	validation	NOUN
ejpam-5868	7	3	using	use	VERB
ejpam-5868	7	4	real	real	ADJ
ejpam-5868	7	5	-	-	PUNCT
ejpam-5868	7	6	world	world	NOUN
ejpam-5868	7	7	energy	energy	NOUN
ejpam-5868	7	8	consumption	consumption	NOUN
ejpam-5868	7	9	datasets	dataset	NOUN
ejpam-5868	7	10	demonstrates	demonstrate	VERB
ejpam-5868	7	11	the	the	DET
ejpam-5868	7	12	proposed	propose	VERB
ejpam-5868	7	13	model	model	NOUN
ejpam-5868	7	14	’s	’s	PART
ejpam-5868	7	15	superior	superior	ADJ
ejpam-5868	7	16	predictive	predictive	ADJ
ejpam-5868	7	17	accuracy	accuracy	NOUN
ejpam-5868	7	18	,	,	PUNCT
ejpam-5868	7	19	robustness	robustness	NOUN
ejpam-5868	7	20	,	,	PUNCT
ejpam-5868	7	21	and	and	CCONJ
ejpam-5868	7	22	efficiency	efficiency	NOUN
ejpam-5868	7	23	compared	compare	VERB
ejpam-5868	7	24	to	to	ADP
ejpam-5868	7	25	traditional	traditional	ADJ
ejpam-5868	7	26	forecasting	forecasting	NOUN
ejpam-5868	7	27	approaches	approach	NOUN
ejpam-5868	7	28	.	.	PUNCT
ejpam-5868	8	1	key	key	ADJ
ejpam-5868	8	2	findings	finding	NOUN
ejpam-5868	8	3	indicate	indicate	VERB
ejpam-5868	8	4	that	that	SCONJ
ejpam-5868	8	5	this	this	DET
ejpam-5868	8	6	hybrid	hybrid	ADJ
ejpam-5868	8	7	optimization	optimization	NOUN
ejpam-5868	8	8	framework	framework	NOUN
ejpam-5868	8	9	successfully	successfully	ADV
ejpam-5868	8	10	handles	handle	VERB
ejpam-5868	8	11	the	the	DET
ejpam-5868	8	12	nonlinear	nonlinear	ADJ
ejpam-5868	8	13	and	and	CCONJ
ejpam-5868	8	14	non	non	ADJ
ejpam-5868	8	15	-	-	ADJ
ejpam-5868	8	16	stationary	stationary	ADJ
ejpam-5868	8	17	characteristics	characteristic	NOUN
ejpam-5868	8	18	of	of	ADP
ejpam-5868	8	19	energy	energy	NOUN
ejpam-5868	8	20	data	datum	NOUN
ejpam-5868	8	21	while	while	SCONJ
ejpam-5868	8	22	reducing	reduce	VERB
ejpam-5868	8	23	computational	computational	ADJ
ejpam-5868	8	24	complexity	complexity	NOUN
ejpam-5868	8	25	.	.	PUNCT
ejpam-5868	9	1	the	the	DET
ejpam-5868	9	2	optimized	optimize	VERB
ejpam-5868	9	3	energy	energy	NOUN
ejpam-5868	9	4	forecasting	forecasting	NOUN
ejpam-5868	9	5	model	model	NOUN
ejpam-5868	9	6	provides	provide	VERB
ejpam-5868	9	7	a	a	DET
ejpam-5868	9	8	more	more	ADV
ejpam-5868	9	9	reliable	reliable	ADJ
ejpam-5868	9	10	and	and	CCONJ
ejpam-5868	9	11	precise	precise	ADJ
ejpam-5868	9	12	prediction	prediction	NOUN
ejpam-5868	9	13	tool	tool	NOUN
ejpam-5868	9	14	for	for	ADP
ejpam-5868	9	15	real	real	ADJ
ejpam-5868	9	16	-	-	PUNCT
ejpam-5868	9	17	time	time	NOUN
ejpam-5868	9	18	energy	energy	NOUN
ejpam-5868	9	19	management	management	NOUN
ejpam-5868	9	20	,	,	PUNCT
ejpam-5868	9	21	making	make	VERB
ejpam-5868	9	22	it	it	PRON
ejpam-5868	9	23	highly	highly	ADV
ejpam-5868	9	24	suitable	suitable	ADJ
ejpam-5868	9	25	for	for	ADP
ejpam-5868	9	26	smart	smart	ADJ
ejpam-5868	9	27	grid	grid	NOUN
ejpam-5868	9	28	applications	application	NOUN
ejpam-5868	9	29	and	and	CCONJ
ejpam-5868	9	30	energy	energy	NOUN
ejpam-5868	9	31	market	market	NOUN
ejpam-5868	9	32	operations	operation	NOUN
ejpam-5868	9	33	.	.	PUNCT
ejpam-5868	10	1	2020	2020	NUM
ejpam-5868	10	2	mathematics	mathematic	NOUN
ejpam-5868	10	3	subject	subject	NOUN
ejpam-5868	10	4	classifications	classification	NOUN
ejpam-5868	10	5	:	:	PUNCT
ejpam-5868	10	6	68t05	68t05	NUM
ejpam-5868	10	7	,	,	PUNCT
ejpam-5868	10	8	90c59	90c59	NUM
ejpam-5868	10	9	,	,	PUNCT
ejpam-5868	10	10	94d05	94d05	NUM
ejpam-5868	10	11	,	,	PUNCT
ejpam-5868	10	12	60j10	60j10	NOUN
ejpam-5868	10	13	key	key	ADJ
ejpam-5868	10	14	words	word	NOUN
ejpam-5868	10	15	and	and	CCONJ
ejpam-5868	10	16	phrases	phrase	NOUN
ejpam-5868	10	17	:	:	PUNCT
ejpam-5868	10	18	energy	energy	NOUN
ejpam-5868	10	19	forecasting	forecasting	NOUN
ejpam-5868	10	20	,	,	PUNCT
ejpam-5868	10	21	hidden	hide	VERB
ejpam-5868	10	22	markov	markov	NOUN
ejpam-5868	10	23	model	model	NOUN
ejpam-5868	10	24	,	,	PUNCT
ejpam-5868	10	25	fuzzy	fuzzy	ADJ
ejpam-5868	10	26	relational	relational	ADJ
ejpam-5868	10	27	matrices	matrix	NOUN
ejpam-5868	10	28	,	,	PUNCT
ejpam-5868	10	29	genetic	genetic	ADJ
ejpam-5868	10	30	algorithm	algorithm	NOUN
ejpam-5868	10	31	,	,	PUNCT
ejpam-5868	10	32	particle	particle	NOUN
ejpam-5868	10	33	swarm	swarm	NOUN
ejpam-5868	10	34	optimization	optimization	NOUN
ejpam-5868	10	35	,	,	PUNCT
ejpam-5868	10	36	smart	smart	ADJ
ejpam-5868	10	37	grids	grid	NOUN
ejpam-5868	10	38	,	,	PUNCT
ejpam-5868	10	39	optimization	optimization	NOUN
ejpam-5868	10	40	1	1	NUM
ejpam-5868	10	41	.	.	PUNCT
ejpam-5868	11	1	introduction	introduction	NOUN
ejpam-5868	11	2	energy	energy	NOUN
ejpam-5868	11	3	forecasting	forecasting	NOUN
ejpam-5868	11	4	plays	play	VERB
ejpam-5868	11	5	a	a	DET
ejpam-5868	11	6	crucial	crucial	ADJ
ejpam-5868	11	7	role	role	NOUN
ejpam-5868	11	8	in	in	ADP
ejpam-5868	11	9	modern	modern	ADJ
ejpam-5868	11	10	energy	energy	NOUN
ejpam-5868	11	11	management	management	NOUN
ejpam-5868	11	12	systems	system	NOUN
ejpam-5868	11	13	by	by	ADP
ejpam-5868	11	14	enabling	enable	VERB
ejpam-5868	11	15	efficient	efficient	ADJ
ejpam-5868	11	16	balancing	balancing	NOUN
ejpam-5868	11	17	of	of	ADP
ejpam-5868	11	18	supply	supply	NOUN
ejpam-5868	11	19	and	and	CCONJ
ejpam-5868	11	20	demand	demand	NOUN
ejpam-5868	11	21	,	,	PUNCT
ejpam-5868	11	22	cost	cost	NOUN
ejpam-5868	11	23	minimization	minimization	NOUN
ejpam-5868	11	24	,	,	PUNCT
ejpam-5868	11	25	and	and	CCONJ
ejpam-5868	11	26	operational	operational	ADJ
ejpam-5868	11	27	optimization	optimization	NOUN
ejpam-5868	11	28	.	.	PUNCT
ejpam-5868	12	1	as	as	SCONJ
ejpam-5868	12	2	energy	energy	NOUN
ejpam-5868	12	3	consumption	consumption	NOUN
ejpam-5868	12	4	patterns	pattern	NOUN
ejpam-5868	12	5	grow	grow	VERB
ejpam-5868	12	6	increasingly	increasingly	ADV
ejpam-5868	12	7	complex	complex	ADJ
ejpam-5868	12	8	due	due	ADJ
ejpam-5868	12	9	to	to	ADP
ejpam-5868	12	10	rapid	rapid	ADJ
ejpam-5868	12	11	urbanization	urbanization	NOUN
ejpam-5868	12	12	,	,	PUNCT
ejpam-5868	12	13	industrial	industrial	ADJ
ejpam-5868	12	14	expansion	expansion	NOUN
ejpam-5868	12	15	,	,	PUNCT
ejpam-5868	12	16	and	and	CCONJ
ejpam-5868	12	17	the	the	DET
ejpam-5868	12	18	widespread	widespread	ADJ
ejpam-5868	12	19	adoption	adoption	NOUN
ejpam-5868	12	20	of	of	ADP
ejpam-5868	12	21	renewable	renewable	ADJ
ejpam-5868	12	22	energy	energy	NOUN
ejpam-5868	12	23	sources	source	NOUN
ejpam-5868	12	24	,	,	PUNCT
ejpam-5868	12	25	∗corresponding	∗corresponde	VERB
ejpam-5868	12	26	author	author	NOUN
ejpam-5868	12	27	.	.	PUNCT
ejpam-5868	13	1	doi	doi	NOUN
ejpam-5868	13	2	:	:	PUNCT
ejpam-5868	13	3	https://doi.org/10.29020/nybg.ejpam.v18i2.5868	https://doi.org/10.29020/nybg.ejpam.v18i2.5868	ADJ
ejpam-5868	13	4	email	email	NOUN
ejpam-5868	13	5	addresses	address	NOUN
ejpam-5868	13	6	:	:	PUNCT
ejpam-5868	13	7	kavithateam@gmail.com	kavithateam@gmail.com	X
ejpam-5868	13	8	(	(	PUNCT
ejpam-5868	13	9	g.	g.	PROPN
ejpam-5868	13	10	kavitha	kavitha	PROPN
ejpam-5868	13	11	)	)	PUNCT
ejpam-5868	13	12	,	,	PUNCT
ejpam-5868	13	13	rkalpana0805@gmail.com	rkalpana0805@gmail.com	X
ejpam-5868	14	1	(	(	PUNCT
ejpam-5868	14	2	k.	k.	PROPN
ejpam-5868	14	3	kalpana	kalpana	PROPN
ejpam-5868	14	4	)	)	PUNCT
ejpam-5868	14	5	https://www.ejpam.com	https://www.ejpam.com	X
ejpam-5868	14	6	1	1	NUM
ejpam-5868	14	7	copyright	copyright	NOUN
ejpam-5868	14	8	:	:	PUNCT
ejpam-5868	14	9	©	©	PROPN
ejpam-5868	14	10	2025	2025	NUM
ejpam-5868	14	11	the	the	DET
ejpam-5868	14	12	author(s	author(s	NOUN
ejpam-5868	14	13	)	)	PUNCT
ejpam-5868	14	14	.	.	PUNCT
ejpam-5868	15	1	(	(	PUNCT
ejpam-5868	15	2	cc	cc	NOUN
ejpam-5868	15	3	by	by	ADP
ejpam-5868	15	4	-	-	PUNCT
ejpam-5868	15	5	nc	nc	PROPN
ejpam-5868	15	6	4.0	4.0	NUM
ejpam-5868	15	7	)	)	PUNCT
ejpam-5868	15	8	k.	k.	PROPN
ejpam-5868	15	9	kalpana	kalpana	PROPN
ejpam-5868	15	10	and	and	CCONJ
ejpam-5868	15	11	g.	g.	PROPN
ejpam-5868	15	12	kavitha	kavitha	PROPN
ejpam-5868	15	13	/	/	SYM
ejpam-5868	15	14	eur	eur	PROPN
ejpam-5868	15	15	.	.	PUNCT
ejpam-5868	16	1	j.	j.	PROPN
ejpam-5868	16	2	pure	pure	PROPN
ejpam-5868	16	3	appl	appl	PROPN
ejpam-5868	16	4	.	.	PROPN
ejpam-5868	16	5	math	math	PROPN
ejpam-5868	16	6	,	,	PUNCT
ejpam-5868	16	7	18	18	NUM
ejpam-5868	16	8	(	(	PUNCT
ejpam-5868	16	9	2	2	NUM
ejpam-5868	16	10	)	)	PUNCT
ejpam-5868	16	11	(	(	PUNCT
ejpam-5868	16	12	2025	2025	NUM
ejpam-5868	16	13	)	)	PUNCT
ejpam-5868	16	14	,	,	PUNCT
ejpam-5868	16	15	5868	5868	NUM
ejpam-5868	16	16	2	2	NUM
ejpam-5868	16	17	of	of	ADP
ejpam-5868	16	18	26	26	NUM
ejpam-5868	16	19	the	the	DET
ejpam-5868	16	20	need	need	NOUN
ejpam-5868	16	21	for	for	ADP
ejpam-5868	16	22	accurate	accurate	ADJ
ejpam-5868	16	23	and	and	CCONJ
ejpam-5868	16	24	adaptive	adaptive	ADJ
ejpam-5868	16	25	forecasting	forecasting	NOUN
ejpam-5868	16	26	methods	method	NOUN
ejpam-5868	16	27	has	have	AUX
ejpam-5868	16	28	become	become	VERB
ejpam-5868	16	29	more	more	ADV
ejpam-5868	16	30	critical	critical	ADJ
ejpam-5868	16	31	than	than	ADP
ejpam-5868	16	32	ever	ever	ADV
ejpam-5868	16	33	.	.	PUNCT
ejpam-5868	17	1	traditional	traditional	ADJ
ejpam-5868	17	2	energy	energy	NOUN
ejpam-5868	17	3	forecasting	forecasting	NOUN
ejpam-5868	17	4	models	model	NOUN
ejpam-5868	17	5	often	often	ADV
ejpam-5868	17	6	struggle	struggle	VERB
ejpam-5868	17	7	to	to	PART
ejpam-5868	17	8	handle	handle	VERB
ejpam-5868	17	9	the	the	DET
ejpam-5868	17	10	nonlinear	nonlinear	ADJ
ejpam-5868	17	11	,	,	PUNCT
ejpam-5868	17	12	uncertain	uncertain	ADJ
ejpam-5868	17	13	,	,	PUNCT
ejpam-5868	17	14	and	and	CCONJ
ejpam-5868	17	15	dynamic	dynamic	ADJ
ejpam-5868	17	16	nature	nature	NOUN
ejpam-5868	17	17	of	of	ADP
ejpam-5868	17	18	energy	energy	NOUN
ejpam-5868	17	19	markets	market	NOUN
ejpam-5868	17	20	,	,	PUNCT
ejpam-5868	17	21	resulting	result	VERB
ejpam-5868	17	22	in	in	ADP
ejpam-5868	17	23	sub	sub	ADJ
ejpam-5868	17	24	-	-	ADJ
ejpam-5868	17	25	optimal	optimal	ADJ
ejpam-5868	17	26	predictions	prediction	NOUN
ejpam-5868	17	27	and	and	CCONJ
ejpam-5868	17	28	inefficiencies	inefficiency	NOUN
ejpam-5868	17	29	in	in	ADP
ejpam-5868	17	30	energy	energy	NOUN
ejpam-5868	17	31	distribution	distribution	NOUN
ejpam-5868	17	32	.	.	PUNCT
ejpam-5868	18	1	with	with	ADP
ejpam-5868	18	2	the	the	DET
ejpam-5868	18	3	increasing	increase	VERB
ejpam-5868	18	4	global	global	ADJ
ejpam-5868	18	5	emphasis	emphasis	NOUN
ejpam-5868	18	6	on	on	ADP
ejpam-5868	18	7	sustainability	sustainability	NOUN
ejpam-5868	18	8	and	and	CCONJ
ejpam-5868	18	9	smart	smart	ADJ
ejpam-5868	18	10	grid	grid	NOUN
ejpam-5868	18	11	deployment	deployment	NOUN
ejpam-5868	18	12	,	,	PUNCT
ejpam-5868	18	13	precise	precise	ADJ
ejpam-5868	18	14	energy	energy	NOUN
ejpam-5868	18	15	forecasting	forecasting	NOUN
ejpam-5868	18	16	is	be	AUX
ejpam-5868	18	17	vital	vital	ADJ
ejpam-5868	18	18	for	for	ADP
ejpam-5868	18	19	ensuring	ensure	VERB
ejpam-5868	18	20	reliable	reliable	ADJ
ejpam-5868	18	21	power	power	NOUN
ejpam-5868	18	22	supply	supply	NOUN
ejpam-5868	18	23	,	,	PUNCT
ejpam-5868	18	24	integrating	integrate	VERB
ejpam-5868	18	25	renewable	renewable	ADJ
ejpam-5868	18	26	energy	energy	NOUN
ejpam-5868	18	27	sources	source	NOUN
ejpam-5868	18	28	,	,	PUNCT
ejpam-5868	18	29	and	and	CCONJ
ejpam-5868	18	30	optimizing	optimize	VERB
ejpam-5868	18	31	electricity	electricity	NOUN
ejpam-5868	18	32	pricing	pricing	NOUN
ejpam-5868	18	33	strategies	strategy	NOUN
ejpam-5868	18	34	.	.	PUNCT
ejpam-5868	19	1	however	however	ADV
ejpam-5868	19	2	,	,	PUNCT
ejpam-5868	19	3	forecasting	forecasting	NOUN
ejpam-5868	19	4	challenges	challenge	NOUN
ejpam-5868	19	5	persist	persist	VERB
ejpam-5868	19	6	due	due	ADP
ejpam-5868	19	7	to	to	ADP
ejpam-5868	19	8	the	the	DET
ejpam-5868	19	9	volatile	volatile	ADJ
ejpam-5868	19	10	and	and	CCONJ
ejpam-5868	19	11	fluctuating	fluctuate	VERB
ejpam-5868	19	12	nature	nature	NOUN
ejpam-5868	19	13	of	of	ADP
ejpam-5868	19	14	energy	energy	NOUN
ejpam-5868	19	15	consumption	consumption	NOUN
ejpam-5868	19	16	and	and	CCONJ
ejpam-5868	19	17	market	market	NOUN
ejpam-5868	19	18	dynamics	dynamic	NOUN
ejpam-5868	19	19	.	.	PUNCT
ejpam-5868	20	1	existing	exist	VERB
ejpam-5868	20	2	models	model	NOUN
ejpam-5868	20	3	,	,	PUNCT
ejpam-5868	20	4	such	such	ADJ
ejpam-5868	20	5	as	as	ADP
ejpam-5868	20	6	time	time	NOUN
ejpam-5868	20	7	-	-	PUNCT
ejpam-5868	20	8	series	series	NOUN
ejpam-5868	20	9	and	and	CCONJ
ejpam-5868	20	10	statistical	statistical	ADJ
ejpam-5868	20	11	methods	method	NOUN
ejpam-5868	20	12	,	,	PUNCT
ejpam-5868	20	13	often	often	ADV
ejpam-5868	20	14	fail	fail	VERB
ejpam-5868	20	15	to	to	PART
ejpam-5868	20	16	capture	capture	VERB
ejpam-5868	20	17	the	the	DET
ejpam-5868	20	18	complex	complex	ADJ
ejpam-5868	20	19	dependencies	dependency	NOUN
ejpam-5868	20	20	and	and	CCONJ
ejpam-5868	20	21	uncertainties	uncertainty	NOUN
ejpam-5868	20	22	associated	associate	VERB
ejpam-5868	20	23	with	with	ADP
ejpam-5868	20	24	energy	energy	NOUN
ejpam-5868	20	25	demand	demand	NOUN
ejpam-5868	20	26	and	and	CCONJ
ejpam-5868	20	27	supply	supply	NOUN
ejpam-5868	20	28	.	.	PUNCT
ejpam-5868	21	1	to	to	PART
ejpam-5868	21	2	address	address	VERB
ejpam-5868	21	3	these	these	DET
ejpam-5868	21	4	limitations	limitation	NOUN
ejpam-5868	21	5	,	,	PUNCT
ejpam-5868	21	6	advanced	advanced	ADJ
ejpam-5868	21	7	computational	computational	ADJ
ejpam-5868	21	8	techniques	technique	NOUN
ejpam-5868	21	9	such	such	ADJ
ejpam-5868	21	10	as	as	ADP
ejpam-5868	21	11	hidden	hide	VERB
ejpam-5868	21	12	markov	markov	NOUN
ejpam-5868	21	13	models	model	NOUN
ejpam-5868	21	14	(	(	PUNCT
ejpam-5868	21	15	hmms	hmms	NOUN
ejpam-5868	21	16	)	)	PUNCT
ejpam-5868	21	17	,	,	PUNCT
ejpam-5868	21	18	fuzzy	fuzzy	ADJ
ejpam-5868	21	19	relational	relational	ADJ
ejpam-5868	21	20	matrices	matrix	NOUN
ejpam-5868	21	21	(	(	PUNCT
ejpam-5868	21	22	tfrm	tfrm	NOUN
ejpam-5868	21	23	)	)	PUNCT
ejpam-5868	21	24	,	,	PUNCT
ejpam-5868	21	25	and	and	CCONJ
ejpam-5868	21	26	hybrid	hybrid	ADJ
ejpam-5868	21	27	optimization	optimization	NOUN
ejpam-5868	21	28	algorithms	algorithm	NOUN
ejpam-5868	21	29	have	have	AUX
ejpam-5868	21	30	been	be	AUX
ejpam-5868	21	31	explored	explore	VERB
ejpam-5868	21	32	.	.	PUNCT
ejpam-5868	22	1	hmms	hmms	NOUN
ejpam-5868	22	2	are	be	AUX
ejpam-5868	22	3	particularly	particularly	ADV
ejpam-5868	22	4	effective	effective	ADJ
ejpam-5868	22	5	in	in	ADP
ejpam-5868	22	6	modeling	model	VERB
ejpam-5868	22	7	temporal	temporal	ADJ
ejpam-5868	22	8	dependencies	dependency	NOUN
ejpam-5868	22	9	and	and	CCONJ
ejpam-5868	22	10	hidden	hidden	ADJ
ejpam-5868	22	11	states	state	NOUN
ejpam-5868	22	12	within	within	ADP
ejpam-5868	22	13	time	time	NOUN
ejpam-5868	22	14	-	-	PUNCT
ejpam-5868	22	15	series	series	NOUN
ejpam-5868	22	16	data	datum	NOUN
ejpam-5868	22	17	,	,	PUNCT
ejpam-5868	22	18	making	make	VERB
ejpam-5868	22	19	them	they	PRON
ejpam-5868	22	20	well	well	ADV
ejpam-5868	22	21	-	-	PUNCT
ejpam-5868	22	22	suited	suited	ADJ
ejpam-5868	22	23	for	for	ADP
ejpam-5868	22	24	predicting	predict	VERB
ejpam-5868	22	25	energy	energy	NOUN
ejpam-5868	22	26	consumption	consumption	NOUN
ejpam-5868	22	27	patterns	pattern	NOUN
ejpam-5868	22	28	.	.	PUNCT
ejpam-5868	23	1	meanwhile	meanwhile	ADV
ejpam-5868	23	2	,	,	PUNCT
ejpam-5868	23	3	tfrm	tfrm	NOUN
ejpam-5868	23	4	enhances	enhance	VERB
ejpam-5868	23	5	the	the	DET
ejpam-5868	23	6	model	model	NOUN
ejpam-5868	23	7	’s	’s	PART
ejpam-5868	23	8	ability	ability	NOUN
ejpam-5868	23	9	to	to	PART
ejpam-5868	23	10	manage	manage	VERB
ejpam-5868	23	11	uncertainties	uncertainty	NOUN
ejpam-5868	23	12	,	,	PUNCT
ejpam-5868	23	13	a	a	DET
ejpam-5868	23	14	critical	critical	ADJ
ejpam-5868	23	15	factor	factor	NOUN
ejpam-5868	23	16	in	in	ADP
ejpam-5868	23	17	real	real	ADJ
ejpam-5868	23	18	-	-	PUNCT
ejpam-5868	23	19	world	world	NOUN
ejpam-5868	23	20	energy	energy	NOUN
ejpam-5868	23	21	forecasting	forecasting	NOUN
ejpam-5868	23	22	.	.	PUNCT
ejpam-5868	24	1	however	however	ADV
ejpam-5868	24	2	,	,	PUNCT
ejpam-5868	24	3	optimizing	optimize	VERB
ejpam-5868	24	4	the	the	DET
ejpam-5868	24	5	parameters	parameter	NOUN
ejpam-5868	24	6	of	of	ADP
ejpam-5868	24	7	these	these	DET
ejpam-5868	24	8	models	model	NOUN
ejpam-5868	24	9	remains	remain	VERB
ejpam-5868	24	10	a	a	DET
ejpam-5868	24	11	major	major	ADJ
ejpam-5868	24	12	challenge	challenge	NOUN
ejpam-5868	24	13	,	,	PUNCT
ejpam-5868	24	14	impacting	impact	VERB
ejpam-5868	24	15	the	the	DET
ejpam-5868	24	16	overall	overall	ADJ
ejpam-5868	24	17	accuracy	accuracy	NOUN
ejpam-5868	24	18	and	and	CCONJ
ejpam-5868	24	19	efficiency	efficiency	NOUN
ejpam-5868	24	20	of	of	ADP
ejpam-5868	24	21	predictions	prediction	NOUN
ejpam-5868	24	22	.	.	PUNCT
ejpam-5868	25	1	this	this	DET
ejpam-5868	25	2	study	study	NOUN
ejpam-5868	25	3	proposes	propose	VERB
ejpam-5868	25	4	a	a	DET
ejpam-5868	25	5	novel	novel	ADJ
ejpam-5868	25	6	hybrid	hybrid	ADJ
ejpam-5868	25	7	energy	energy	NOUN
ejpam-5868	25	8	forecasting	forecasting	NOUN
ejpam-5868	25	9	model	model	NOUN
ejpam-5868	25	10	that	that	PRON
ejpam-5868	25	11	integrates	integrate	VERB
ejpam-5868	25	12	hmm	hmm	INTJ
ejpam-5868	25	13	and	and	CCONJ
ejpam-5868	25	14	tfrm	tfrm	PROPN
ejpam-5868	25	15	,	,	PUNCT
ejpam-5868	25	16	further	far	ADV
ejpam-5868	25	17	optimized	optimize	VERB
ejpam-5868	25	18	using	use	VERB
ejpam-5868	25	19	genetic	genetic	ADJ
ejpam-5868	25	20	algorithm	algorithm	NOUN
ejpam-5868	25	21	(	(	PUNCT
ejpam-5868	25	22	ga	ga	NOUN
ejpam-5868	25	23	)	)	PUNCT
ejpam-5868	25	24	and	and	CCONJ
ejpam-5868	25	25	particle	particle	NOUN
ejpam-5868	25	26	swarm	swarm	NOUN
ejpam-5868	25	27	optimization	optimization	NOUN
ejpam-5868	25	28	(	(	PUNCT
ejpam-5868	25	29	pso	pso	NOUN
ejpam-5868	25	30	)	)	PUNCT
ejpam-5868	25	31	.	.	PUNCT
ejpam-5868	26	1	the	the	DET
ejpam-5868	26	2	ga	ga	PROPN
ejpam-5868	26	3	fine	fine	NOUN
ejpam-5868	26	4	-	-	PUNCT
ejpam-5868	26	5	tunes	tune	NOUN
ejpam-5868	26	6	the	the	DET
ejpam-5868	26	7	fuzzy	fuzzy	ADJ
ejpam-5868	26	8	relational	relational	ADJ
ejpam-5868	26	9	matrices	matrix	NOUN
ejpam-5868	26	10	,	,	PUNCT
ejpam-5868	26	11	while	while	SCONJ
ejpam-5868	26	12	pso	pso	NOUN
ejpam-5868	26	13	ensures	ensure	VERB
ejpam-5868	26	14	optimal	optimal	ADJ
ejpam-5868	26	15	convergence	convergence	NOUN
ejpam-5868	26	16	of	of	ADP
ejpam-5868	26	17	parameters	parameter	NOUN
ejpam-5868	26	18	,	,	PUNCT
ejpam-5868	26	19	thereby	thereby	ADV
ejpam-5868	26	20	improving	improve	VERB
ejpam-5868	26	21	forecasting	forecasting	NOUN
ejpam-5868	26	22	accuracy	accuracy	NOUN
ejpam-5868	26	23	and	and	CCONJ
ejpam-5868	26	24	computational	computational	ADJ
ejpam-5868	26	25	efficiency	efficiency	NOUN
ejpam-5868	26	26	.	.	PUNCT
ejpam-5868	27	1	by	by	ADP
ejpam-5868	27	2	leveraging	leverage	VERB
ejpam-5868	27	3	this	this	DET
ejpam-5868	27	4	synergistic	synergistic	ADJ
ejpam-5868	27	5	approach	approach	NOUN
ejpam-5868	27	6	,	,	PUNCT
ejpam-5868	27	7	the	the	DET
ejpam-5868	27	8	proposed	propose	VERB
ejpam-5868	27	9	model	model	NOUN
ejpam-5868	27	10	enhances	enhance	VERB
ejpam-5868	27	11	predictive	predictive	ADJ
ejpam-5868	27	12	performance	performance	NOUN
ejpam-5868	27	13	,	,	PUNCT
ejpam-5868	27	14	reduces	reduce	VERB
ejpam-5868	27	15	forecasting	forecasting	NOUN
ejpam-5868	27	16	errors	error	NOUN
ejpam-5868	27	17	,	,	PUNCT
ejpam-5868	27	18	and	and	CCONJ
ejpam-5868	27	19	provides	provide	VERB
ejpam-5868	27	20	a	a	DET
ejpam-5868	27	21	more	more	ADV
ejpam-5868	27	22	robust	robust	ADJ
ejpam-5868	27	23	and	and	CCONJ
ejpam-5868	27	24	adaptive	adaptive	ADJ
ejpam-5868	27	25	solution	solution	NOUN
ejpam-5868	27	26	for	for	ADP
ejpam-5868	27	27	energy	energy	NOUN
ejpam-5868	27	28	market	market	NOUN
ejpam-5868	27	29	applications	application	NOUN
ejpam-5868	27	30	.	.	PUNCT
ejpam-5868	28	1	the	the	DET
ejpam-5868	28	2	structure	structure	NOUN
ejpam-5868	28	3	of	of	ADP
ejpam-5868	28	4	this	this	DET
ejpam-5868	28	5	paper	paper	NOUN
ejpam-5868	28	6	is	be	AUX
ejpam-5868	28	7	as	as	SCONJ
ejpam-5868	28	8	follows	follow	VERB
ejpam-5868	28	9	:	:	PUNCT
ejpam-5868	28	10	section	section	NOUN
ejpam-5868	28	11	2	2	NUM
ejpam-5868	28	12	discusses	discuss	VERB
ejpam-5868	28	13	the	the	DET
ejpam-5868	28	14	methodology	methodology	NOUN
ejpam-5868	28	15	used	use	VERB
ejpam-5868	28	16	in	in	ADP
ejpam-5868	28	17	developing	develop	VERB
ejpam-5868	28	18	the	the	DET
ejpam-5868	28	19	proposed	propose	VERB
ejpam-5868	28	20	model	model	NOUN
ejpam-5868	28	21	,	,	PUNCT
ejpam-5868	28	22	section	section	NOUN
ejpam-5868	28	23	3	3	NUM
ejpam-5868	28	24	presents	present	VERB
ejpam-5868	28	25	experimental	experimental	ADJ
ejpam-5868	28	26	results	result	NOUN
ejpam-5868	28	27	and	and	CCONJ
ejpam-5868	28	28	validation	validation	NOUN
ejpam-5868	28	29	,	,	PUNCT
ejpam-5868	28	30	and	and	CCONJ
ejpam-5868	28	31	section	section	NOUN
ejpam-5868	28	32	4	4	NUM
ejpam-5868	28	33	highlights	highlight	NOUN
ejpam-5868	28	34	the	the	DET
ejpam-5868	28	35	conclusion	conclusion	NOUN
ejpam-5868	28	36	and	and	CCONJ
ejpam-5868	28	37	potential	potential	ADJ
ejpam-5868	28	38	future	future	ADJ
ejpam-5868	28	39	improvements	improvement	NOUN
ejpam-5868	28	40	.	.	PUNCT
ejpam-5868	29	1	this	this	DET
ejpam-5868	29	2	research	research	NOUN
ejpam-5868	29	3	contributes	contribute	VERB
ejpam-5868	29	4	to	to	ADP
ejpam-5868	29	5	the	the	DET
ejpam-5868	29	6	development	development	NOUN
ejpam-5868	29	7	of	of	ADP
ejpam-5868	29	8	smarter	smart	ADJ
ejpam-5868	29	9	,	,	PUNCT
ejpam-5868	29	10	more	more	ADV
ejpam-5868	29	11	efficient	efficient	ADJ
ejpam-5868	29	12	energy	energy	NOUN
ejpam-5868	29	13	management	management	NOUN
ejpam-5868	29	14	systems	system	NOUN
ejpam-5868	29	15	,	,	PUNCT
ejpam-5868	29	16	with	with	ADP
ejpam-5868	29	17	applications	application	NOUN
ejpam-5868	29	18	in	in	ADP
ejpam-5868	29	19	renewable	renewable	ADJ
ejpam-5868	29	20	energy	energy	NOUN
ejpam-5868	29	21	integration	integration	NOUN
ejpam-5868	29	22	,	,	PUNCT
ejpam-5868	29	23	smart	smart	ADJ
ejpam-5868	29	24	grid	grid	NOUN
ejpam-5868	29	25	optimization	optimization	NOUN
ejpam-5868	29	26	,	,	PUNCT
ejpam-5868	29	27	and	and	CCONJ
ejpam-5868	29	28	electricity	electricity	NOUN
ejpam-5868	29	29	market	market	NOUN
ejpam-5868	29	30	forecasting	forecasting	NOUN
ejpam-5868	29	31	.	.	PUNCT
ejpam-5868	30	1	a	a	DET
ejpam-5868	30	2	fundamental	fundamental	ADJ
ejpam-5868	30	3	mathematical	mathematical	ADJ
ejpam-5868	30	4	tool	tool	NOUN
ejpam-5868	30	5	for	for	ADP
ejpam-5868	30	6	stochastic	stochastic	ADJ
ejpam-5868	30	7	processes	process	NOUN
ejpam-5868	30	8	is	be	AUX
ejpam-5868	30	9	the	the	DET
ejpam-5868	30	10	markov	markov	NOUN
ejpam-5868	30	11	chain	chain	NOUN
ejpam-5868	30	12	.	.	PUNCT
ejpam-5868	31	1	markov	markov	PROPN
ejpam-5868	32	1	[	[	X
ejpam-5868	32	2	1	1	X
ejpam-5868	32	3	]	]	PUNCT
ejpam-5868	32	4	founded	found	VERB
ejpam-5868	32	5	the	the	DET
ejpam-5868	32	6	markov	markov	NOUN
ejpam-5868	32	7	chain	chain	NOUN
ejpam-5868	32	8	studies	study	NOUN
ejpam-5868	32	9	in	in	ADP
ejpam-5868	32	10	1906	1906	NUM
ejpam-5868	32	11	.	.	PUNCT
ejpam-5868	33	1	for	for	ADP
ejpam-5868	33	2	the	the	DET
ejpam-5868	33	3	first	first	ADJ
ejpam-5868	33	4	time	time	NOUN
ejpam-5868	33	5	,	,	PUNCT
ejpam-5868	33	6	continuous	continuous	ADJ
ejpam-5868	33	7	-	-	PUNCT
ejpam-5868	33	8	time	time	NOUN
ejpam-5868	33	9	markov	markov	NOUN
ejpam-5868	33	10	chains	chain	NOUN
ejpam-5868	33	11	were	be	AUX
ejpam-5868	33	12	introduced	introduce	VERB
ejpam-5868	33	13	by	by	ADP
ejpam-5868	33	14	ross	ross	PROPN
ejpam-5868	33	15	et	et	PROPN
ejpam-5868	33	16	al	al	PROPN
ejpam-5868	33	17	.	.	PUNCT
ejpam-5868	34	1	[	[	X
ejpam-5868	34	2	2	2	NUM
ejpam-5868	34	3	]	]	PUNCT
ejpam-5868	34	4	.	.	PUNCT
ejpam-5868	35	1	a	a	DET
ejpam-5868	35	2	number	number	NOUN
ejpam-5868	35	3	of	of	ADP
ejpam-5868	35	4	effective	effective	ADJ
ejpam-5868	35	5	markov	markov	NOUN
ejpam-5868	35	6	chain	chain	NOUN
ejpam-5868	35	7	methods	method	NOUN
ejpam-5868	35	8	were	be	AUX
ejpam-5868	35	9	showcased	showcase	VERB
ejpam-5868	35	10	for	for	ADP
ejpam-5868	35	11	numerical	numerical	ADJ
ejpam-5868	35	12	calculations	calculation	NOUN
ejpam-5868	35	13	.	.	PUNCT
ejpam-5868	36	1	using	use	VERB
ejpam-5868	36	2	a	a	DET
ejpam-5868	36	3	hidden	hide	VERB
ejpam-5868	36	4	markov	markov	NOUN
ejpam-5868	36	5	model	model	NOUN
ejpam-5868	36	6	,	,	PUNCT
ejpam-5868	36	7	nagarajan	nagarajan	NOUN
ejpam-5868	36	8	et	et	NOUN
ejpam-5868	36	9	al.[3	al.[3	PROPN
ejpam-5868	36	10	]	]	PUNCT
ejpam-5868	36	11	looked	look	VERB
ejpam-5868	36	12	into	into	ADP
ejpam-5868	36	13	the	the	DET
ejpam-5868	36	14	trend	trend	NOUN
ejpam-5868	36	15	analysis	analysis	NOUN
ejpam-5868	36	16	of	of	ADP
ejpam-5868	36	17	stock	stock	NOUN
ejpam-5868	36	18	market	market	NOUN
ejpam-5868	36	19	activity	activity	NOUN
ejpam-5868	36	20	.	.	PUNCT
ejpam-5868	37	1	in	in	ADP
ejpam-5868	37	2	order	order	NOUN
ejpam-5868	37	3	to	to	PART
ejpam-5868	37	4	replicate	replicate	VERB
ejpam-5868	37	5	dayahead	dayahead	ADJ
ejpam-5868	37	6	power	power	NOUN
ejpam-5868	37	7	price	price	NOUN
ejpam-5868	37	8	,	,	PUNCT
ejpam-5868	37	9	guangming	guangming	PROPN
ejpam-5868	37	10	li	li	PROPN
ejpam-5868	37	11	et	et	PROPN
ejpam-5868	37	12	al	al	PROPN
ejpam-5868	37	13	.	.	PUNCT
ejpam-5868	38	1	[	[	X
ejpam-5868	38	2	4	4	X
ejpam-5868	38	3	]	]	PUNCT
ejpam-5868	38	4	addressed	address	VERB
ejpam-5868	38	5	fuzzy	fuzzy	ADJ
ejpam-5868	38	6	markov	markov	NOUN
ejpam-5868	38	7	chains	chain	NOUN
ejpam-5868	38	8	based	base	VERB
ejpam-5868	38	9	on	on	ADP
ejpam-5868	38	10	the	the	DET
ejpam-5868	38	11	fuzzy	fuzzy	ADJ
ejpam-5868	38	12	transition	transition	NOUN
ejpam-5868	38	13	probability	probability	NOUN
ejpam-5868	38	14	.	.	PUNCT
ejpam-5868	39	1	liu	liu	PROPN
ejpam-5868	39	2	et	et	PROPN
ejpam-5868	39	3	al	al	PROPN
ejpam-5868	39	4	.	.	PUNCT
ejpam-5868	40	1	[	[	X
ejpam-5868	40	2	5	5	NUM
ejpam-5868	40	3	]	]	PUNCT
ejpam-5868	40	4	offered	offer	VERB
ejpam-5868	40	5	a	a	DET
ejpam-5868	40	6	composite	composite	ADJ
ejpam-5868	40	7	forecast	forecast	NOUN
ejpam-5868	40	8	with	with	ADP
ejpam-5868	40	9	errors	error	NOUN
ejpam-5868	40	10	calibrated	calibrate	VERB
ejpam-5868	40	11	by	by	ADP
ejpam-5868	40	12	hmm	hmm	INTJ
ejpam-5868	40	13	and	and	CCONJ
ejpam-5868	40	14	weights	weight	NOUN
ejpam-5868	40	15	selected	select	VERB
ejpam-5868	40	16	misleadingly	misleadingly	ADV
ejpam-5868	40	17	.	.	PUNCT
ejpam-5868	41	1	according	accord	VERB
ejpam-5868	41	2	to	to	ADP
ejpam-5868	41	3	pandey	pandey	PROPN
ejpam-5868	41	4	et	et	PROPN
ejpam-5868	41	5	al	al	PROPN
ejpam-5868	41	6	.	.	PUNCT
ejpam-5868	42	1	[	[	X
ejpam-5868	42	2	6	6	NUM
ejpam-5868	42	3	]	]	PUNCT
ejpam-5868	42	4	and	and	CCONJ
ejpam-5868	42	5	others	other	NOUN
ejpam-5868	42	6	,	,	PUNCT
ejpam-5868	42	7	a	a	DET
ejpam-5868	42	8	plethora	plethora	NOUN
ejpam-5868	42	9	of	of	ADP
ejpam-5868	42	10	strategies	strategy	NOUN
ejpam-5868	42	11	and	and	CCONJ
ejpam-5868	42	12	tactics	tactic	NOUN
ejpam-5868	42	13	have	have	AUX
ejpam-5868	42	14	been	be	AUX
ejpam-5868	42	15	created	create	VERB
ejpam-5868	42	16	to	to	PART
ejpam-5868	42	17	ascertain	ascertain	VERB
ejpam-5868	42	18	the	the	DET
ejpam-5868	42	19	best	good	ADJ
ejpam-5868	42	20	pricing	pricing	NOUN
ejpam-5868	42	21	in	in	ADP
ejpam-5868	42	22	order	order	NOUN
ejpam-5868	42	23	to	to	PART
ejpam-5868	42	24	maximize	maximize	VERB
ejpam-5868	42	25	profit	profit	NOUN
ejpam-5868	42	26	.	.	PUNCT
ejpam-5868	43	1	various	various	ADJ
ejpam-5868	43	2	price	price	NOUN
ejpam-5868	43	3	forecasting	forecasting	NOUN
ejpam-5868	43	4	algorithms	algorithm	NOUN
ejpam-5868	43	5	have	have	AUX
ejpam-5868	43	6	been	be	AUX
ejpam-5868	43	7	applied	apply	VERB
ejpam-5868	43	8	in	in	ADP
ejpam-5868	43	9	international	international	ADJ
ejpam-5868	43	10	electricity	electricity	NOUN
ejpam-5868	43	11	markets	market	NOUN
ejpam-5868	43	12	.	.	PUNCT
ejpam-5868	44	1	the	the	DET
ejpam-5868	44	2	study	study	NOUN
ejpam-5868	44	3	on	on	ADP
ejpam-5868	44	4	determining	determine	VERB
ejpam-5868	44	5	the	the	DET
ejpam-5868	44	6	amount	amount	NOUN
ejpam-5868	44	7	of	of	ADP
ejpam-5868	44	8	power	power	NOUN
ejpam-5868	44	9	needed	need	VERB
ejpam-5868	44	10	by	by	ADP
ejpam-5868	44	11	humans	human	NOUN
ejpam-5868	44	12	,	,	PUNCT
ejpam-5868	44	13	carried	carry	VERB
ejpam-5868	44	14	out	out	ADP
ejpam-5868	44	15	by	by	ADP
ejpam-5868	44	16	hambali	hambali	PROPN
ejpam-5868	44	17	et	et	PROPN
ejpam-5868	44	18	al	al	PROPN
ejpam-5868	44	19	.	.	PUNCT
ejpam-5868	45	1	[	[	X
ejpam-5868	45	2	7	7	NUM
ejpam-5868	45	3	]	]	PUNCT
ejpam-5868	45	4	,	,	PUNCT
ejpam-5868	45	5	is	be	AUX
ejpam-5868	45	6	discussed	discuss	VERB
ejpam-5868	45	7	in	in	ADP
ejpam-5868	45	8	the	the	DET
ejpam-5868	45	9	research	research	NOUN
ejpam-5868	45	10	article	article	NOUN
ejpam-5868	45	11	.	.	PUNCT
ejpam-5868	46	1	accurately	accurately	ADV
ejpam-5868	46	2	estimating	estimate	VERB
ejpam-5868	46	3	the	the	DET
ejpam-5868	46	4	population	population	NOUN
ejpam-5868	46	5	’s	’s	PART
ejpam-5868	46	6	energy	energy	NOUN
ejpam-5868	46	7	needs	need	VERB
ejpam-5868	46	8	to	to	PART
ejpam-5868	46	9	minimize	minimize	VERB
ejpam-5868	46	10	operational	operational	ADJ
ejpam-5868	46	11	costs	cost	NOUN
ejpam-5868	46	12	and	and	CCONJ
ejpam-5868	46	13	make	make	VERB
ejpam-5868	46	14	the	the	DET
ejpam-5868	46	15	most	most	ADJ
ejpam-5868	46	16	use	use	NOUN
ejpam-5868	46	17	of	of	ADP
ejpam-5868	46	18	the	the	DET
ejpam-5868	46	19	electricity	electricity	NOUN
ejpam-5868	46	20	generated	generate	VERB
ejpam-5868	46	21	is	be	AUX
ejpam-5868	46	22	one	one	NUM
ejpam-5868	46	23	approach	approach	NOUN
ejpam-5868	46	24	to	to	PART
ejpam-5868	46	25	guarantee	guarantee	VERB
ejpam-5868	46	26	high	high	ADJ
ejpam-5868	46	27	-	-	PUNCT
ejpam-5868	46	28	quality	quality	NOUN
ejpam-5868	46	29	power	power	NOUN
ejpam-5868	46	30	k.	k.	PROPN
ejpam-5868	46	31	kalpana	kalpana	PROPN
ejpam-5868	46	32	and	and	CCONJ
ejpam-5868	46	33	g.	g.	PROPN
ejpam-5868	46	34	kavitha	kavitha	PROPN
ejpam-5868	46	35	/	/	SYM
ejpam-5868	46	36	eur	eur	PROPN
ejpam-5868	46	37	.	.	PUNCT
ejpam-5868	47	1	j.	j.	PROPN
ejpam-5868	47	2	pure	pure	PROPN
ejpam-5868	47	3	appl	appl	PROPN
ejpam-5868	47	4	.	.	PROPN
ejpam-5868	47	5	math	math	PROPN
ejpam-5868	47	6	,	,	PUNCT
ejpam-5868	47	7	18	18	NUM
ejpam-5868	47	8	(	(	PUNCT
ejpam-5868	47	9	2	2	NUM
ejpam-5868	47	10	)	)	PUNCT
ejpam-5868	47	11	(	(	PUNCT
ejpam-5868	47	12	2025	2025	NUM
ejpam-5868	47	13	)	)	PUNCT
ejpam-5868	47	14	,	,	PUNCT
ejpam-5868	47	15	5868	5868	NUM
ejpam-5868	47	16	3	3	NUM
ejpam-5868	47	17	of	of	ADP
ejpam-5868	47	18	26	26	NUM
ejpam-5868	47	19	generation	generation	NOUN
ejpam-5868	47	20	,	,	PUNCT
ejpam-5868	47	21	transmission	transmission	NOUN
ejpam-5868	47	22	,	,	PUNCT
ejpam-5868	47	23	distribution	distribution	NOUN
ejpam-5868	47	24	,	,	PUNCT
ejpam-5868	47	25	and	and	CCONJ
ejpam-5868	47	26	marketing	marketing	NOUN
ejpam-5868	47	27	.	.	PUNCT
ejpam-5868	48	1	r.	r.	PROPN
ejpam-5868	48	2	sujatha	sujatha	PROPN
ejpam-5868	48	3	et	et	PROPN
ejpam-5868	48	4	al	al	PROPN
ejpam-5868	48	5	.	.	PUNCT
ejpam-5868	49	1	[	[	X
ejpam-5868	49	2	8	8	NUM
ejpam-5868	49	3	]	]	PUNCT
ejpam-5868	49	4	looked	look	VERB
ejpam-5868	49	5	at	at	ADP
ejpam-5868	49	6	the	the	DET
ejpam-5868	49	7	parameter	parameter	NOUN
ejpam-5868	49	8	of	of	ADP
ejpam-5868	49	9	the	the	DET
ejpam-5868	49	10	re	re	NOUN
ejpam-5868	49	11	-	-	NOUN
ejpam-5868	49	12	estimation	estimation	ADJ
ejpam-5868	49	13	problem	problem	NOUN
ejpam-5868	49	14	in	in	ADP
ejpam-5868	49	15	the	the	DET
ejpam-5868	49	16	traditional	traditional	ADJ
ejpam-5868	49	17	hidden	hide	VERB
ejpam-5868	49	18	markov	markov	NOUN
ejpam-5868	49	19	model	model	NOUN
ejpam-5868	49	20	of	of	ADP
ejpam-5868	49	21	the	the	DET
ejpam-5868	49	22	fuzzy	fuzzy	ADJ
ejpam-5868	49	23	probability	probability	NOUN
ejpam-5868	49	24	space	space	NOUN
ejpam-5868	49	25	.	.	PUNCT
ejpam-5868	50	1	fuzzy	fuzzy	ADJ
ejpam-5868	50	2	stochastic	stochastic	ADJ
ejpam-5868	50	3	markov	markov	NOUN
ejpam-5868	50	4	chain	chain	NOUN
ejpam-5868	50	5	transition	transition	NOUN
ejpam-5868	50	6	probability	probability	NOUN
ejpam-5868	50	7	was	be	AUX
ejpam-5868	50	8	discussed	discuss	VERB
ejpam-5868	50	9	by	by	ADP
ejpam-5868	50	10	s.	s.	PROPN
ejpam-5868	50	11	marimuthu	marimuthu	PROPN
ejpam-5868	50	12	et	et	PROPN
ejpam-5868	50	13	al	al	PROPN
ejpam-5868	50	14	.	.	PUNCT
ejpam-5868	51	1	[	[	X
ejpam-5868	51	2	9	9	NUM
ejpam-5868	51	3	]	]	PUNCT
ejpam-5868	51	4	.	.	PUNCT
ejpam-5868	52	1	it	it	PRON
ejpam-5868	52	2	can	can	AUX
ejpam-5868	52	3	be	be	AUX
ejpam-5868	52	4	written	write	VERB
ejpam-5868	52	5	as	as	ADP
ejpam-5868	52	6	a	a	DET
ejpam-5868	52	7	triangle	triangle	NOUN
ejpam-5868	52	8	value	value	NOUN
ejpam-5868	52	9	using	use	VERB
ejpam-5868	52	10	uncertainty	uncertainty	NOUN
ejpam-5868	52	11	and	and	CCONJ
ejpam-5868	52	12	as	as	ADP
ejpam-5868	52	13	a	a	DET
ejpam-5868	52	14	hepta	hepta	NOUN
ejpam-5868	52	15	value	value	NOUN
ejpam-5868	52	16	.	.	PUNCT
ejpam-5868	53	1	two	two	NUM
ejpam-5868	53	2	distinct	distinct	ADJ
ejpam-5868	53	3	approaches	approach	NOUN
ejpam-5868	53	4	were	be	AUX
ejpam-5868	53	5	put	put	VERB
ejpam-5868	53	6	forth	forth	ADV
ejpam-5868	53	7	by	by	ADP
ejpam-5868	53	8	lago	lago	PROPN
ejpam-5868	53	9	et	et	PROPN
ejpam-5868	53	10	al	al	PROPN
ejpam-5868	53	11	.	.	PUNCT
ejpam-5868	54	1	[	[	X
ejpam-5868	54	2	10	10	NUM
ejpam-5868	54	3	]	]	PUNCT
ejpam-5868	54	4	to	to	PART
ejpam-5868	54	5	enhance	enhance	VERB
ejpam-5868	54	6	predictive	predictive	ADJ
ejpam-5868	54	7	performance	performance	NOUN
ejpam-5868	54	8	and	and	CCONJ
ejpam-5868	54	9	include	include	VERB
ejpam-5868	54	10	market	market	NOUN
ejpam-5868	54	11	integration	integration	NOUN
ejpam-5868	54	12	in	in	ADP
ejpam-5868	54	13	energy	energy	NOUN
ejpam-5868	54	14	price	price	NOUN
ejpam-5868	54	15	forecasting	forecasting	NOUN
ejpam-5868	54	16	.	.	PUNCT
ejpam-5868	55	1	a	a	DET
ejpam-5868	55	2	deep	deep	ADJ
ejpam-5868	55	3	neural	neural	ADJ
ejpam-5868	55	4	network	network	NOUN
ejpam-5868	55	5	that	that	PRON
ejpam-5868	55	6	uses	use	VERB
ejpam-5868	55	7	characteristics	characteristic	NOUN
ejpam-5868	55	8	from	from	ADP
ejpam-5868	55	9	other	other	ADJ
ejpam-5868	55	10	connected	connected	ADJ
ejpam-5868	55	11	marketplaces	marketplace	NOUN
ejpam-5868	55	12	was	be	AUX
ejpam-5868	55	13	explored	explore	VERB
ejpam-5868	55	14	to	to	PART
ejpam-5868	55	15	increase	increase	VERB
ejpam-5868	55	16	the	the	DET
ejpam-5868	55	17	accuracy	accuracy	NOUN
ejpam-5868	55	18	of	of	ADP
ejpam-5868	55	19	local	local	ADJ
ejpam-5868	55	20	market	market	NOUN
ejpam-5868	55	21	prediction	prediction	NOUN
ejpam-5868	55	22	.	.	PUNCT
ejpam-5868	56	1	random	random	ADJ
ejpam-5868	56	2	forest	forest	NOUN
ejpam-5868	56	3	,	,	PUNCT
ejpam-5868	56	4	a	a	DET
ejpam-5868	56	5	popular	popular	ADJ
ejpam-5868	56	6	methodology	methodology	NOUN
ejpam-5868	56	7	that	that	PRON
ejpam-5868	56	8	has	have	AUX
ejpam-5868	56	9	shown	show	VERB
ejpam-5868	56	10	results	result	NOUN
ejpam-5868	56	11	in	in	ADP
ejpam-5868	56	12	various	various	ADJ
ejpam-5868	56	13	domains	domain	NOUN
ejpam-5868	56	14	,	,	PUNCT
ejpam-5868	56	15	was	be	AUX
ejpam-5868	56	16	contrasted	contrast	VERB
ejpam-5868	56	17	with	with	ADP
ejpam-5868	56	18	another	another	DET
ejpam-5868	56	19	treebased	treebase	VERB
ejpam-5868	56	20	approach	approach	NOUN
ejpam-5868	56	21	in	in	ADP
ejpam-5868	56	22	a	a	DET
ejpam-5868	56	23	study	study	NOUN
ejpam-5868	56	24	conducted	conduct	VERB
ejpam-5868	56	25	by	by	ADP
ejpam-5868	56	26	camino	camino	PROPN
ejpam-5868	56	27	gonzalez	gonzalez	PROPN
ejpam-5868	56	28	et	et	PROPN
ejpam-5868	56	29	al	al	PROPN
ejpam-5868	56	30	.	.	PUNCT
ejpam-5868	57	1	[	[	X
ejpam-5868	57	2	11	11	NUM
ejpam-5868	57	3	]	]	PUNCT
ejpam-5868	57	4	.	.	PUNCT
ejpam-5868	58	1	a	a	DET
ejpam-5868	58	2	comprehensive	comprehensive	ADJ
ejpam-5868	58	3	,	,	PUNCT
ejpam-5868	58	4	rigorous	rigorous	ADJ
ejpam-5868	58	5	,	,	PUNCT
ejpam-5868	58	6	and	and	CCONJ
ejpam-5868	58	7	comparative	comparative	ADJ
ejpam-5868	58	8	study	study	NOUN
ejpam-5868	58	9	of	of	ADP
ejpam-5868	58	10	top	top	ADJ
ejpam-5868	58	11	-	-	PUNCT
ejpam-5868	58	12	notch	notch	NOUN
ejpam-5868	58	13	data	datum	NOUN
ejpam-5868	58	14	mining	mining	NOUN
ejpam-5868	58	15	techniques	technique	NOUN
ejpam-5868	58	16	helpful	helpful	ADJ
ejpam-5868	58	17	in	in	ADP
ejpam-5868	58	18	evaluating	evaluate	VERB
ejpam-5868	58	19	the	the	DET
ejpam-5868	58	20	electrical	electrical	ADJ
ejpam-5868	58	21	load	load	NOUN
ejpam-5868	58	22	demand	demand	NOUN
ejpam-5868	58	23	of	of	ADP
ejpam-5868	58	24	various	various	ADJ
ejpam-5868	58	25	geographic	geographic	ADJ
ejpam-5868	58	26	locations	location	NOUN
ejpam-5868	58	27	was	be	AUX
ejpam-5868	58	28	published	publish	VERB
ejpam-5868	58	29	by	by	ADP
ejpam-5868	58	30	singh	singh	PROPN
ejpam-5868	58	31	et	et	PROPN
ejpam-5868	58	32	al	al	PROPN
ejpam-5868	58	33	.	.	PUNCT
ejpam-5868	59	1	[	[	X
ejpam-5868	59	2	12	12	NUM
ejpam-5868	59	3	]	]	PUNCT
ejpam-5868	59	4	.	.	PUNCT
ejpam-5868	60	1	niranjan	niranjan	PROPN
ejpam-5868	60	2	kumar	kumar	PROPN
ejpam-5868	60	3	et	et	PROPN
ejpam-5868	60	4	al	al	PROPN
ejpam-5868	60	5	.	.	PUNCT
ejpam-5868	61	1	[	[	X
ejpam-5868	61	2	13	13	NUM
ejpam-5868	61	3	]	]	PUNCT
ejpam-5868	61	4	forecast	forecast	NOUN
ejpam-5868	61	5	the	the	DET
ejpam-5868	61	6	market	market	NOUN
ejpam-5868	61	7	clearing	clearing	NOUN
ejpam-5868	61	8	price	price	NOUN
ejpam-5868	61	9	in	in	ADP
ejpam-5868	61	10	the	the	DET
ejpam-5868	61	11	indian	indian	ADJ
ejpam-5868	61	12	electricity	electricity	NOUN
ejpam-5868	61	13	markets	market	NOUN
ejpam-5868	61	14	by	by	ADP
ejpam-5868	61	15	utilizing	utilize	VERB
ejpam-5868	61	16	artificial	artificial	ADJ
ejpam-5868	61	17	neural	neural	ADJ
ejpam-5868	61	18	networks	network	NOUN
ejpam-5868	61	19	(	(	PUNCT
ejpam-5868	61	20	ann	ann	PROPN
ejpam-5868	61	21	)	)	PUNCT
ejpam-5868	61	22	.	.	PUNCT
ejpam-5868	62	1	research	research	NOUN
ejpam-5868	62	2	on	on	ADP
ejpam-5868	62	3	neural	neural	ADJ
ejpam-5868	62	4	network	network	NOUN
ejpam-5868	62	5	and	and	CCONJ
ejpam-5868	62	6	genetic	genetic	ADJ
ejpam-5868	62	7	algorithm	algorithm	NOUN
ejpam-5868	62	8	-	-	PUNCT
ejpam-5868	62	9	based	base	VERB
ejpam-5868	62	10	techniques	technique	NOUN
ejpam-5868	62	11	for	for	ADP
ejpam-5868	62	12	predicting	predict	VERB
ejpam-5868	62	13	energy	energy	NOUN
ejpam-5868	62	14	power	power	NOUN
ejpam-5868	62	15	market	market	NOUN
ejpam-5868	62	16	prices	price	NOUN
ejpam-5868	62	17	was	be	AUX
ejpam-5868	62	18	conducted	conduct	VERB
ejpam-5868	62	19	by	by	ADP
ejpam-5868	62	20	li	li	PROPN
ejpam-5868	62	21	et	et	PROPN
ejpam-5868	62	22	al	al	PROPN
ejpam-5868	62	23	.	.	PUNCT
ejpam-5868	63	1	[	[	X
ejpam-5868	63	2	14	14	NUM
ejpam-5868	63	3	]	]	PUNCT
ejpam-5868	63	4	.	.	PUNCT
ejpam-5868	64	1	based	base	VERB
ejpam-5868	64	2	on	on	ADP
ejpam-5868	64	3	picture	picture	NOUN
ejpam-5868	64	4	fuzzy	fuzzy	ADJ
ejpam-5868	64	5	sets	set	NOUN
ejpam-5868	64	6	,	,	PUNCT
ejpam-5868	64	7	a	a	DET
ejpam-5868	64	8	single	single	ADJ
ejpam-5868	64	9	variable	variable	ADJ
ejpam-5868	64	10	high	high	ADJ
ejpam-5868	64	11	-	-	PUNCT
ejpam-5868	64	12	order	order	NOUN
ejpam-5868	64	13	picture	picture	NOUN
ejpam-5868	64	14	fuzzy	fuzzy	ADJ
ejpam-5868	64	15	time	time	NOUN
ejpam-5868	64	16	series	series	PROPN
ejpam-5868	64	17	forecasting	forecasting	NOUN
ejpam-5868	64	18	model	model	NOUN
ejpam-5868	64	19	and	and	CCONJ
ejpam-5868	64	20	a	a	DET
ejpam-5868	64	21	picture	picture	NOUN
ejpam-5868	64	22	fuzzy	fuzzy	ADJ
ejpam-5868	64	23	time	time	NOUN
ejpam-5868	64	24	series	series	PROPN
ejpam-5868	64	25	are	be	AUX
ejpam-5868	64	26	discussed	discuss	VERB
ejpam-5868	64	27	by	by	ADP
ejpam-5868	64	28	egrioglu	egrioglu	NOUN
ejpam-5868	64	29	erol	erol	NOUN
ejpam-5868	64	30	et	et	PROPN
ejpam-5868	64	31	al	al	PROPN
ejpam-5868	64	32	.	.	PUNCT
ejpam-5868	65	1	[	[	X
ejpam-5868	65	2	15	15	NUM
ejpam-5868	65	3	]	]	PUNCT
ejpam-5868	65	4	.	.	PUNCT
ejpam-5868	66	1	an	an	DET
ejpam-5868	66	2	essay	essay	NOUN
ejpam-5868	66	3	on	on	ADP
ejpam-5868	66	4	data	data	NOUN
ejpam-5868	66	5	-	-	PUNCT
ejpam-5868	66	6	driven	drive	VERB
ejpam-5868	66	7	analysis	analysis	NOUN
ejpam-5868	66	8	approaches	approach	NOUN
ejpam-5868	66	9	for	for	ADP
ejpam-5868	66	10	energy	energy	NOUN
ejpam-5868	66	11	usage	usage	NOUN
ejpam-5868	66	12	and	and	CCONJ
ejpam-5868	66	13	price	price	NOUN
ejpam-5868	66	14	projection	projection	NOUN
ejpam-5868	66	15	was	be	AUX
ejpam-5868	66	16	evaluated	evaluate	VERB
ejpam-5868	66	17	by	by	ADP
ejpam-5868	66	18	patel	patel	PROPN
ejpam-5868	66	19	et	et	PROPN
ejpam-5868	66	20	al	al	PROPN
ejpam-5868	66	21	.	.	PUNCT
ejpam-5868	67	1	[	[	X
ejpam-5868	67	2	16	16	NUM
ejpam-5868	67	3	]	]	PUNCT
ejpam-5868	67	4	.	.	PUNCT
ejpam-5868	68	1	wireless	wireless	ADJ
ejpam-5868	68	2	networks	network	NOUN
ejpam-5868	68	3	and	and	CCONJ
ejpam-5868	68	4	robotics	robotic	NOUN
ejpam-5868	68	5	were	be	AUX
ejpam-5868	68	6	two	two	NUM
ejpam-5868	68	7	of	of	ADP
ejpam-5868	68	8	the	the	DET
ejpam-5868	68	9	expert	expert	NOUN
ejpam-5868	68	10	enhancement	enhancement	NOUN
ejpam-5868	68	11	initiatives	initiative	NOUN
ejpam-5868	68	12	that	that	PRON
ejpam-5868	68	13	ahmed	ahmed	PROPN
ejpam-5868	68	14	g.	g.	PROPN
ejpam-5868	68	15	gad	gad	PROPN
ejpam-5868	69	1	[	[	X
ejpam-5868	69	2	17	17	NUM
ejpam-5868	69	3	]	]	PUNCT
ejpam-5868	69	4	managed	manage	VERB
ejpam-5868	69	5	.	.	PUNCT
ejpam-5868	70	1	a	a	DET
ejpam-5868	70	2	technique	technique	NOUN
ejpam-5868	70	3	for	for	ADP
ejpam-5868	70	4	creating	create	VERB
ejpam-5868	70	5	predictions	prediction	NOUN
ejpam-5868	70	6	based	base	VERB
ejpam-5868	70	7	on	on	ADP
ejpam-5868	70	8	a	a	DET
ejpam-5868	70	9	fuzzy	fuzzy	ADJ
ejpam-5868	70	10	time	time	NOUN
ejpam-5868	70	11	series	series	NOUN
ejpam-5868	70	12	(	(	PUNCT
ejpam-5868	70	13	fts	fts	PROPN
ejpam-5868	70	14	)	)	PUNCT
ejpam-5868	70	15	algorithm	algorithm	NOUN
ejpam-5868	70	16	is	be	AUX
ejpam-5868	70	17	called	call	VERB
ejpam-5868	70	18	the	the	DET
ejpam-5868	70	19	markov	markov	NOUN
ejpam-5868	70	20	weighted	weight	VERB
ejpam-5868	70	21	fuzzy	fuzzy	ADJ
ejpam-5868	70	22	time	time	NOUN
ejpam-5868	70	23	series	series	PROPN
ejpam-5868	70	24	(	(	PUNCT
ejpam-5868	70	25	mwfts	mwft	NOUN
ejpam-5868	70	26	)	)	PUNCT
ejpam-5868	70	27	.	.	PUNCT
ejpam-5868	71	1	certain	certain	ADJ
ejpam-5868	71	2	fts	fts	PROPN
ejpam-5868	71	3	drawbacks	drawback	NOUN
ejpam-5868	71	4	,	,	PUNCT
ejpam-5868	71	5	like	like	ADP
ejpam-5868	71	6	fuzzy	fuzzy	ADJ
ejpam-5868	71	7	logic	logic	NOUN
ejpam-5868	71	8	connection	connection	NOUN
ejpam-5868	71	9	repetition	repetition	NOUN
ejpam-5868	71	10	and	and	CCONJ
ejpam-5868	71	11	fuzzy	fuzzy	ADJ
ejpam-5868	71	12	logic	logic	NOUN
ejpam-5868	71	13	relationship	relationship	NOUN
ejpam-5868	71	14	weight	weight	NOUN
ejpam-5868	71	15	considerations	consideration	NOUN
ejpam-5868	71	16	,	,	PUNCT
ejpam-5868	71	17	have	have	AUX
ejpam-5868	71	18	been	be	AUX
ejpam-5868	71	19	addressed	address	VERB
ejpam-5868	71	20	by	by	ADP
ejpam-5868	71	21	sugiyarto	sugiyarto	PROPN
ejpam-5868	71	22	surono	surono	PROPN
ejpam-5868	71	23	et	et	PROPN
ejpam-5868	71	24	al	al	PROPN
ejpam-5868	71	25	.	.	PUNCT
ejpam-5868	72	1	[	[	X
ejpam-5868	72	2	18	18	NUM
ejpam-5868	72	3	]	]	PUNCT
ejpam-5868	72	4	.	.	PUNCT
ejpam-5868	73	1	the	the	DET
ejpam-5868	73	2	details	detail	NOUN
ejpam-5868	73	3	of	of	ADP
ejpam-5868	73	4	the	the	DET
ejpam-5868	73	5	pso	pso	NOUN
ejpam-5868	73	6	rule	rule	NOUN
ejpam-5868	73	7	are	be	AUX
ejpam-5868	73	8	now	now	ADV
ejpam-5868	73	9	more	more	ADV
ejpam-5868	73	10	commonly	commonly	ADV
ejpam-5868	73	11	understood	understand	VERB
ejpam-5868	73	12	,	,	PUNCT
ejpam-5868	73	13	and	and	CCONJ
ejpam-5868	73	14	a	a	DET
ejpam-5868	73	15	comprehensive	comprehensive	ADJ
ejpam-5868	73	16	analysis	analysis	NOUN
ejpam-5868	73	17	of	of	ADP
ejpam-5868	73	18	a	a	DET
ejpam-5868	73	19	few	few	ADJ
ejpam-5868	73	20	chosen	choose	VERB
ejpam-5868	73	21	pso	pso	NOUN
ejpam-5868	73	22	versions	version	NOUN
ejpam-5868	73	23	has	have	AUX
ejpam-5868	73	24	been	be	AUX
ejpam-5868	73	25	provided	provide	VERB
ejpam-5868	73	26	by	by	ADP
ejpam-5868	73	27	jingzhong	jingzhong	PROPN
ejpam-5868	73	28	fang	fang	PROPN
ejpam-5868	73	29	et	et	PROPN
ejpam-5868	73	30	al	al	PROPN
ejpam-5868	73	31	.	.	PUNCT
ejpam-5868	74	1	[	[	X
ejpam-5868	74	2	19	19	NUM
ejpam-5868	74	3	]	]	PUNCT
ejpam-5868	74	4	.	.	PUNCT
ejpam-5868	75	1	susilo	susilo	PROPN
ejpam-5868	75	2	hariyanto	hariyanto	PROPN
ejpam-5868	75	3	et	et	PROPN
ejpam-5868	75	4	al	al	PROPN
ejpam-5868	75	5	.	.	PUNCT
ejpam-5868	76	1	[	[	X
ejpam-5868	76	2	20	20	NUM
ejpam-5868	76	3	]	]	PUNCT
ejpam-5868	76	4	investigated	investigate	VERB
ejpam-5868	76	5	the	the	DET
ejpam-5868	76	6	average	average	NOUN
ejpam-5868	76	7	-	-	PUNCT
ejpam-5868	76	8	based	base	VERB
ejpam-5868	76	9	fuzzy	fuzzy	ADJ
ejpam-5868	76	10	time	time	NOUN
ejpam-5868	76	11	series	series	PROPN
ejpam-5868	76	12	markov	markov	PROPN
ejpam-5868	76	13	chain	chain	NOUN
ejpam-5868	76	14	based	base	VERB
ejpam-5868	76	15	on	on	ADP
ejpam-5868	76	16	frequency	frequency	NOUN
ejpam-5868	76	17	density	density	NOUN
ejpam-5868	76	18	partitioning	partitioning	NOUN
ejpam-5868	76	19	.	.	PUNCT
ejpam-5868	77	1	xuan	xuan	PROPN
ejpam-5868	77	2	huang	huang	PROPN
ejpam-5868	77	3	et	et	PROPN
ejpam-5868	77	4	al	al	PROPN
ejpam-5868	77	5	.	.	PUNCT
ejpam-5868	78	1	[	[	X
ejpam-5868	78	2	21	21	NUM
ejpam-5868	78	3	]	]	PUNCT
ejpam-5868	78	4	state	state	NOUN
ejpam-5868	78	5	that	that	SCONJ
ejpam-5868	78	6	the	the	DET
ejpam-5868	78	7	percentage	percentage	NOUN
ejpam-5868	78	8	of	of	ADP
ejpam-5868	78	9	markov	markov	NOUN
ejpam-5868	78	10	’s	’s	PART
ejpam-5868	78	11	theory	theory	NOUN
ejpam-5868	78	12	is	be	AUX
ejpam-5868	78	13	used	use	VERB
ejpam-5868	78	14	to	to	PART
ejpam-5868	78	15	determine	determine	VERB
ejpam-5868	78	16	the	the	DET
ejpam-5868	78	17	hydrological	hydrological	ADJ
ejpam-5868	78	18	cycle	cycle	NOUN
ejpam-5868	78	19	of	of	ADP
ejpam-5868	78	20	a	a	DET
ejpam-5868	78	21	watershed	watershe	VERB
ejpam-5868	78	22	rainfall	rainfall	NOUN
ejpam-5868	78	23	series	series	NOUN
ejpam-5868	78	24	.	.	PUNCT
ejpam-5868	79	1	optimization	optimization	NOUN
ejpam-5868	79	2	theory	theory	NOUN
ejpam-5868	79	3	and	and	CCONJ
ejpam-5868	79	4	the	the	DET
ejpam-5868	79	5	algorithms	algorithm	NOUN
ejpam-5868	79	6	that	that	PRON
ejpam-5868	79	7	come	come	VERB
ejpam-5868	79	8	from	from	ADP
ejpam-5868	79	9	it	it	PRON
ejpam-5868	79	10	are	be	AUX
ejpam-5868	79	11	applied	apply	VERB
ejpam-5868	79	12	in	in	ADP
ejpam-5868	79	13	a	a	DET
ejpam-5868	79	14	way	way	NOUN
ejpam-5868	79	15	that	that	PRON
ejpam-5868	79	16	advances	advance	VERB
ejpam-5868	79	17	with	with	ADP
ejpam-5868	79	18	science	science	NOUN
ejpam-5868	79	19	and	and	CCONJ
ejpam-5868	79	20	technology	technology	NOUN
ejpam-5868	79	21	.	.	PUNCT
ejpam-5868	80	1	the	the	DET
ejpam-5868	80	2	category	category	NOUN
ejpam-5868	80	3	of	of	ADP
ejpam-5868	80	4	combinatorial	combinatorial	ADJ
ejpam-5868	80	5	optimization	optimization	NOUN
ejpam-5868	80	6	problems	problem	NOUN
ejpam-5868	80	7	explored	explore	VERB
ejpam-5868	80	8	by	by	ADP
ejpam-5868	80	9	binhe	binhe	PROPN
ejpam-5868	80	10	chen	chen	PROPN
ejpam-5868	80	11	et	et	PROPN
ejpam-5868	80	12	al	al	PROPN
ejpam-5868	80	13	.	.	PUNCT
ejpam-5868	81	1	[	[	X
ejpam-5868	81	2	22	22	NUM
ejpam-5868	81	3	]	]	PUNCT
ejpam-5868	81	4	includes	include	VERB
ejpam-5868	81	5	many	many	ADJ
ejpam-5868	81	6	everyday	everyday	ADJ
ejpam-5868	81	7	situations	situation	NOUN
ejpam-5868	81	8	.	.	PUNCT
ejpam-5868	82	1	arumugam	arumugam	ADJ
ejpam-5868	82	2	ponmana	ponmana	PROPN
ejpam-5868	82	3	selvan	selvan	PROPN
ejpam-5868	82	4	.	.	PUNCT
ejpam-5868	82	5	,et	,et	PUNCT
ejpam-5868	83	1	al	al	PROPN
ejpam-5868	84	1	[	[	X
ejpam-5868	84	2	23	23	NUM
ejpam-5868	84	3	]	]	PUNCT
ejpam-5868	84	4	extended	extend	VERB
ejpam-5868	84	5	the	the	DET
ejpam-5868	84	6	results	result	NOUN
ejpam-5868	84	7	to	to	PART
ejpam-5868	84	8	investigate	investigate	VERB
ejpam-5868	84	9	the	the	DET
ejpam-5868	84	10	stability	stability	NOUN
ejpam-5868	84	11	of	of	ADP
ejpam-5868	84	12	mittag	mittag	ADJ
ejpam-5868	84	13	-	-	PUNCT
ejpam-5868	84	14	leffler	leffler	NOUN
ejpam-5868	84	15	-	-	PUNCT
ejpam-5868	84	16	hyers	hyer	NOUN
ejpam-5868	84	17	-	-	PUNCT
ejpam-5868	84	18	ulam	ulam	ADJ
ejpam-5868	84	19	and	and	CCONJ
ejpam-5868	84	20	mittag	mittag	ADJ
ejpam-5868	84	21	-	-	PUNCT
ejpam-5868	84	22	leffler	leffler	NOUN
ejpam-5868	84	23	-	-	PUNCT
ejpam-5868	84	24	hyers	hyer	NOUN
ejpam-5868	84	25	-	-	PUNCT
ejpam-5868	84	26	ulam	ulam	ADJ
ejpam-5868	84	27	-	-	PUNCT
ejpam-5868	84	28	rassias	rassias	PROPN
ejpam-5868	84	29	equations	equation	NOUN
ejpam-5868	84	30	using	use	VERB
ejpam-5868	84	31	fourier	fourier	NOUN
ejpam-5868	84	32	transform	transform	NOUN
ejpam-5868	84	33	.	.	PUNCT
ejpam-5868	85	1	g.gokulvijay	g.gokulvijay	NOUN
ejpam-5868	85	2	.	.	PUNCT
ejpam-5868	85	3	,et	,et	PUNCT
ejpam-5868	86	1	al	al	PROPN
ejpam-5868	87	1	[	[	X
ejpam-5868	87	2	24	24	NUM
ejpam-5868	87	3	]	]	PUNCT
ejpam-5868	87	4	applied	apply	VERB
ejpam-5868	87	5	fractal	fractal	ADJ
ejpam-5868	87	6	-	-	PUNCT
ejpam-5868	87	7	fractional	fractional	ADJ
ejpam-5868	87	8	methodology	methodology	NOUN
ejpam-5868	87	9	to	to	PART
ejpam-5868	87	10	derive	derive	VERB
ejpam-5868	87	11	numerical	numerical	ADJ
ejpam-5868	87	12	solutions	solution	NOUN
ejpam-5868	87	13	for	for	ADP
ejpam-5868	87	14	a	a	DET
ejpam-5868	87	15	specified	specify	VERB
ejpam-5868	87	16	equation	equation	NOUN
ejpam-5868	87	17	.	.	PUNCT
ejpam-5868	88	1	kottakkaran	kottakkaran	PROPN
ejpam-5868	88	2	sooppy	sooppy	ADJ
ejpam-5868	88	3	nisar	nisar	PROPN
ejpam-5868	88	4	et	et	PROPN
ejpam-5868	88	5	al	al	PROPN
ejpam-5868	88	6	.	.	PUNCT
ejpam-5868	89	1	[	[	X
ejpam-5868	89	2	25	25	NUM
ejpam-5868	89	3	]	]	PUNCT
ejpam-5868	89	4	emphasized	emphasize	VERB
ejpam-5868	89	5	the	the	DET
ejpam-5868	89	6	mathematical	mathematical	ADJ
ejpam-5868	89	7	analysis	analysis	NOUN
ejpam-5868	89	8	and	and	CCONJ
ejpam-5868	89	9	numerical	numerical	ADJ
ejpam-5868	89	10	simulations	simulation	NOUN
ejpam-5868	89	11	for	for	ADP
ejpam-5868	89	12	the	the	DET
ejpam-5868	89	13	potential	potential	NOUN
ejpam-5868	89	14	of	of	ADP
ejpam-5868	89	15	mathematical	mathematical	ADJ
ejpam-5868	89	16	modeling	modeling	NOUN
ejpam-5868	89	17	.	.	PUNCT
ejpam-5868	90	1	govindaswamy	govindaswamy	PROPN
ejpam-5868	90	2	gokulvijay	gokulvijay	VERB
ejpam-5868	90	3	et	et	PROPN
ejpam-5868	90	4	al	al	PROPN
ejpam-5868	90	5	.	.	PUNCT
ejpam-5868	91	1	[	[	X
ejpam-5868	91	2	26	26	NUM
ejpam-5868	91	3	]	]	PUNCT
ejpam-5868	91	4	validated	validate	VERB
ejpam-5868	91	5	the	the	DET
ejpam-5868	91	6	stability	stability	NOUN
ejpam-5868	91	7	of	of	ADP
ejpam-5868	91	8	the	the	DET
ejpam-5868	91	9	proposed	propose	VERB
ejpam-5868	91	10	integro	integro	ADJ
ejpam-5868	91	11	-	-	PUNCT
ejpam-5868	91	12	differential	differential	NOUN
ejpam-5868	91	13	equation	equation	NOUN
ejpam-5868	91	14	by	by	ADP
ejpam-5868	91	15	presenting	present	VERB
ejpam-5868	91	16	numerical	numerical	ADJ
ejpam-5868	91	17	solutions	solution	NOUN
ejpam-5868	91	18	.	.	PUNCT
ejpam-5868	92	1	k.	k.	PROPN
ejpam-5868	92	2	kalpana	kalpana	PROPN
ejpam-5868	92	3	and	and	CCONJ
ejpam-5868	92	4	g.	g.	PROPN
ejpam-5868	92	5	kavitha	kavitha	PROPN
ejpam-5868	92	6	/	/	SYM
ejpam-5868	92	7	eur	eur	PROPN
ejpam-5868	92	8	.	.	PUNCT
ejpam-5868	93	1	j.	j.	PROPN
ejpam-5868	93	2	pure	pure	PROPN
ejpam-5868	93	3	appl	appl	PROPN
ejpam-5868	93	4	.	.	PROPN
ejpam-5868	93	5	math	math	PROPN
ejpam-5868	93	6	,	,	PUNCT
ejpam-5868	93	7	18	18	NUM
ejpam-5868	93	8	(	(	PUNCT
ejpam-5868	93	9	2	2	NUM
ejpam-5868	93	10	)	)	PUNCT
ejpam-5868	93	11	(	(	PUNCT
ejpam-5868	93	12	2025	2025	NUM
ejpam-5868	93	13	)	)	PUNCT
ejpam-5868	93	14	,	,	PUNCT
ejpam-5868	93	15	5868	5868	NUM
ejpam-5868	93	16	4	4	NUM
ejpam-5868	93	17	of	of	ADP
ejpam-5868	93	18	26	26	NUM
ejpam-5868	93	19	2	2	NUM
ejpam-5868	93	20	.	.	PUNCT
ejpam-5868	93	21	materials	material	NOUN
ejpam-5868	93	22	and	and	CCONJ
ejpam-5868	93	23	methods	method	NOUN
ejpam-5868	93	24	2.1	2.1	NUM
ejpam-5868	93	25	.	.	PUNCT
ejpam-5868	94	1	preliminaries	preliminary	NOUN
ejpam-5868	94	2	2.1.1	2.1.1	NUM
ejpam-5868	94	3	.	.	PUNCT
ejpam-5868	94	4	hidden	hide	VERB
ejpam-5868	94	5	markov	markov	NOUN
ejpam-5868	94	6	model	model	NOUN
ejpam-5868	94	7	(	(	PUNCT
ejpam-5868	94	8	hmm	hmm	INTJ
ejpam-5868	94	9	)	)	PUNCT
ejpam-5868	94	10	the	the	DET
ejpam-5868	94	11	hmm	hmm	INTJ
ejpam-5868	94	12	is	be	AUX
ejpam-5868	94	13	used	use	VERB
ejpam-5868	94	14	to	to	PART
ejpam-5868	94	15	model	model	VERB
ejpam-5868	94	16	time	time	NOUN
ejpam-5868	94	17	-	-	PUNCT
ejpam-5868	94	18	series	series	NOUN
ejpam-5868	94	19	energy	energy	NOUN
ejpam-5868	94	20	data	datum	NOUN
ejpam-5868	94	21	,	,	PUNCT
ejpam-5868	94	22	capturing	capture	VERB
ejpam-5868	94	23	hidden	hidden	ADJ
ejpam-5868	94	24	states	state	NOUN
ejpam-5868	94	25	that	that	PRON
ejpam-5868	94	26	influence	influence	VERB
ejpam-5868	94	27	energy	energy	NOUN
ejpam-5868	94	28	price	price	NOUN
ejpam-5868	94	29	fluctuations	fluctuation	NOUN
ejpam-5868	94	30	.	.	PUNCT
ejpam-5868	95	1	the	the	DET
ejpam-5868	95	2	transition	transition	NOUN
ejpam-5868	95	3	probabilities	probability	NOUN
ejpam-5868	95	4	between	between	ADP
ejpam-5868	95	5	states	state	NOUN
ejpam-5868	95	6	help	help	VERB
ejpam-5868	95	7	predict	predict	VERB
ejpam-5868	95	8	future	future	ADJ
ejpam-5868	95	9	energy	energy	NOUN
ejpam-5868	95	10	consumption	consumption	NOUN
ejpam-5868	95	11	trends	trend	NOUN
ejpam-5868	95	12	.	.	PUNCT
ejpam-5868	96	1	2.1.2	2.1.2	X
ejpam-5868	96	2	.	.	NOUN
ejpam-5868	96	3	transformed	transform	VERB
ejpam-5868	96	4	fuzzy	fuzzy	ADJ
ejpam-5868	96	5	relational	relational	ADJ
ejpam-5868	96	6	matrices	matrix	NOUN
ejpam-5868	96	7	(	(	PUNCT
ejpam-5868	96	8	tfrm	tfrm	NOUN
ejpam-5868	96	9	)	)	PUNCT
ejpam-5868	96	10	tfrm	tfrm	NOUN
ejpam-5868	96	11	is	be	AUX
ejpam-5868	96	12	applied	apply	VERB
ejpam-5868	96	13	to	to	PART
ejpam-5868	96	14	handle	handle	VERB
ejpam-5868	96	15	uncertainties	uncertainty	NOUN
ejpam-5868	96	16	and	and	CCONJ
ejpam-5868	96	17	imprecisions	imprecision	NOUN
ejpam-5868	96	18	in	in	ADP
ejpam-5868	96	19	forecasting	forecast	VERB
ejpam-5868	96	20	data	datum	NOUN
ejpam-5868	96	21	.	.	PUNCT
ejpam-5868	97	1	unlike	unlike	ADP
ejpam-5868	97	2	conventional	conventional	ADJ
ejpam-5868	97	3	probability	probability	NOUN
ejpam-5868	97	4	models	model	NOUN
ejpam-5868	97	5	,	,	PUNCT
ejpam-5868	97	6	tfrm	tfrm	PROPN
ejpam-5868	97	7	allows	allow	VERB
ejpam-5868	97	8	flexible	flexible	ADJ
ejpam-5868	97	9	representation	representation	NOUN
ejpam-5868	97	10	of	of	ADP
ejpam-5868	97	11	uncertainties	uncertainty	NOUN
ejpam-5868	97	12	in	in	ADP
ejpam-5868	97	13	energy	energy	NOUN
ejpam-5868	97	14	price	price	NOUN
ejpam-5868	97	15	variations	variation	NOUN
ejpam-5868	97	16	.	.	PUNCT
ejpam-5868	98	1	2.1.3	2.1.3	X
ejpam-5868	98	2	.	.	PUNCT
ejpam-5868	98	3	genetic	genetic	ADJ
ejpam-5868	98	4	algorithm	algorithm	NOUN
ejpam-5868	98	5	(	(	PUNCT
ejpam-5868	98	6	ga	ga	PROPN
ejpam-5868	98	7	)	)	PUNCT
ejpam-5868	98	8	ga	ga	PROPN
ejpam-5868	98	9	is	be	AUX
ejpam-5868	98	10	utilized	utilize	VERB
ejpam-5868	98	11	for	for	ADP
ejpam-5868	98	12	optimizing	optimize	VERB
ejpam-5868	98	13	fuzzy	fuzzy	ADJ
ejpam-5868	98	14	relational	relational	ADJ
ejpam-5868	98	15	matrices	matrix	NOUN
ejpam-5868	98	16	by	by	ADP
ejpam-5868	98	17	iteratively	iteratively	ADV
ejpam-5868	98	18	selecting	select	VERB
ejpam-5868	98	19	,	,	PUNCT
ejpam-5868	98	20	mutating	mutating	NOUN
ejpam-5868	98	21	,	,	PUNCT
ejpam-5868	98	22	and	and	CCONJ
ejpam-5868	98	23	recombining	recombine	VERB
ejpam-5868	98	24	the	the	DET
ejpam-5868	98	25	best	good	ADJ
ejpam-5868	98	26	parameter	parameter	NOUN
ejpam-5868	98	27	values	value	NOUN
ejpam-5868	98	28	,	,	PUNCT
ejpam-5868	98	29	improving	improve	VERB
ejpam-5868	98	30	forecasting	forecasting	NOUN
ejpam-5868	98	31	efficiency	efficiency	NOUN
ejpam-5868	98	32	.	.	PUNCT
ejpam-5868	99	1	2.1.4	2.1.4	X
ejpam-5868	99	2	.	.	PUNCT
ejpam-5868	99	3	particle	particle	NOUN
ejpam-5868	99	4	swarm	swarm	NOUN
ejpam-5868	99	5	optimization	optimization	NOUN
ejpam-5868	99	6	(	(	PUNCT
ejpam-5868	99	7	pso	pso	NOUN
ejpam-5868	99	8	)	)	PUNCT
ejpam-5868	99	9	pso	pso	NOUN
ejpam-5868	99	10	refines	refine	VERB
ejpam-5868	99	11	the	the	DET
ejpam-5868	99	12	hmm	hmm	NOUN
ejpam-5868	99	13	parameters	parameter	NOUN
ejpam-5868	99	14	by	by	ADP
ejpam-5868	99	15	dynamically	dynamically	ADV
ejpam-5868	99	16	adjusting	adjust	VERB
ejpam-5868	99	17	model	model	NOUN
ejpam-5868	99	18	weights	weight	NOUN
ejpam-5868	99	19	,	,	PUNCT
ejpam-5868	99	20	ensuring	ensure	VERB
ejpam-5868	99	21	faster	fast	ADJ
ejpam-5868	99	22	convergence	convergence	NOUN
ejpam-5868	99	23	and	and	CCONJ
ejpam-5868	99	24	optimal	optimal	ADJ
ejpam-5868	99	25	parameter	parameter	NOUN
ejpam-5868	99	26	tuning	tuning	NOUN
ejpam-5868	99	27	.	.	PUNCT
ejpam-5868	100	1	enhanced	enhance	VERB
ejpam-5868	100	2	particle	particle	NOUN
ejpam-5868	100	3	swarm	swarm	NOUN
ejpam-5868	100	4	optimization	optimization	NOUN
ejpam-5868	100	5	(	(	PUNCT
ejpam-5868	100	6	pso	pso	NOUN
ejpam-5868	100	7	)	)	PUNCT
ejpam-5868	100	8	and	and	CCONJ
ejpam-5868	100	9	genetic	genetic	ADJ
ejpam-5868	100	10	algorithm	algorithm	NOUN
ejpam-5868	100	11	(	(	PUNCT
ejpam-5868	100	12	ga	ga	NOUN
ejpam-5868	100	13	)	)	PUNCT
ejpam-5868	100	14	are	be	AUX
ejpam-5868	100	15	two	two	NUM
ejpam-5868	100	16	widely	widely	ADV
ejpam-5868	100	17	utilized	utilize	VERB
ejpam-5868	100	18	optimization	optimization	NOUN
ejpam-5868	100	19	approaches	approach	NOUN
ejpam-5868	100	20	for	for	ADP
ejpam-5868	100	21	handling	handle	VERB
ejpam-5868	100	22	complex	complex	ADJ
ejpam-5868	100	23	optimization	optimization	NOUN
ejpam-5868	100	24	problems	problem	NOUN
ejpam-5868	100	25	.	.	PUNCT
ejpam-5868	101	1	these	these	DET
ejpam-5868	101	2	algorithms	algorithm	NOUN
ejpam-5868	101	3	can	can	AUX
ejpam-5868	101	4	be	be	AUX
ejpam-5868	101	5	modified	modify	VERB
ejpam-5868	101	6	or	or	CCONJ
ejpam-5868	101	7	combined	combine	VERB
ejpam-5868	101	8	to	to	PART
ejpam-5868	101	9	improve	improve	VERB
ejpam-5868	101	10	performance	performance	NOUN
ejpam-5868	101	11	and	and	CCONJ
ejpam-5868	101	12	convergence	convergence	NOUN
ejpam-5868	101	13	speed	speed	NOUN
ejpam-5868	101	14	.	.	PUNCT
ejpam-5868	102	1	optimizing	optimize	VERB
ejpam-5868	102	2	energy	energy	NOUN
ejpam-5868	102	3	forecasting	forecasting	NOUN
ejpam-5868	102	4	using	use	VERB
ejpam-5868	102	5	a	a	DET
ejpam-5868	102	6	combination	combination	NOUN
ejpam-5868	102	7	of	of	ADP
ejpam-5868	102	8	hidden	hide	VERB
ejpam-5868	102	9	markov	markov	NOUN
ejpam-5868	102	10	models	model	NOUN
ejpam-5868	102	11	(	(	PUNCT
ejpam-5868	102	12	hmm	hmm	INTJ
ejpam-5868	102	13	)	)	PUNCT
ejpam-5868	102	14	,	,	PUNCT
ejpam-5868	102	15	transformed	transform	VERB
ejpam-5868	102	16	fuzzy	fuzzy	ADJ
ejpam-5868	102	17	relational	relational	ADJ
ejpam-5868	102	18	matrices	matrix	NOUN
ejpam-5868	102	19	(	(	PUNCT
ejpam-5868	102	20	tfrm	tfrm	PROPN
ejpam-5868	102	21	)	)	PUNCT
ejpam-5868	102	22	,	,	PUNCT
ejpam-5868	102	23	genetic	genetic	ADJ
ejpam-5868	102	24	algorithm	algorithm	NOUN
ejpam-5868	102	25	(	(	PUNCT
ejpam-5868	102	26	ga	ga	NOUN
ejpam-5868	102	27	)	)	PUNCT
ejpam-5868	102	28	,	,	PUNCT
ejpam-5868	102	29	and	and	CCONJ
ejpam-5868	102	30	particle	particle	NOUN
ejpam-5868	102	31	swarm	swarm	NOUN
ejpam-5868	102	32	optimization	optimization	NOUN
ejpam-5868	102	33	(	(	PUNCT
ejpam-5868	102	34	pso	pso	NOUN
ejpam-5868	102	35	)	)	PUNCT
ejpam-5868	102	36	is	be	AUX
ejpam-5868	102	37	a	a	DET
ejpam-5868	102	38	sophisticated	sophisticated	ADJ
ejpam-5868	102	39	process	process	NOUN
ejpam-5868	102	40	.	.	PUNCT
ejpam-5868	103	1	this	this	DET
ejpam-5868	103	2	hybrid	hybrid	ADJ
ejpam-5868	103	3	approach	approach	NOUN
ejpam-5868	103	4	can	can	AUX
ejpam-5868	103	5	help	help	VERB
ejpam-5868	103	6	achieve	achieve	VERB
ejpam-5868	103	7	accurate	accurate	ADJ
ejpam-5868	103	8	forecasting	forecasting	NOUN
ejpam-5868	103	9	by	by	ADP
ejpam-5868	103	10	combining	combine	VERB
ejpam-5868	103	11	the	the	DET
ejpam-5868	103	12	strengths	strength	NOUN
ejpam-5868	103	13	of	of	ADP
ejpam-5868	103	14	each	each	DET
ejpam-5868	103	15	method	method	NOUN
ejpam-5868	103	16	.	.	PUNCT
ejpam-5868	104	1	the	the	DET
ejpam-5868	104	2	proposed	propose	VERB
ejpam-5868	104	3	model	model	NOUN
ejpam-5868	104	4	effectively	effectively	ADV
ejpam-5868	104	5	addresses	address	VERB
ejpam-5868	104	6	the	the	DET
ejpam-5868	104	7	nonlinear	nonlinear	ADJ
ejpam-5868	104	8	and	and	CCONJ
ejpam-5868	104	9	non	non	ADJ
ejpam-5868	104	10	-	-	ADJ
ejpam-5868	104	11	stationary	stationary	ADJ
ejpam-5868	104	12	characteristics	characteristic	NOUN
ejpam-5868	104	13	of	of	ADP
ejpam-5868	104	14	energy	energy	NOUN
ejpam-5868	104	15	data	datum	NOUN
ejpam-5868	104	16	by	by	ADP
ejpam-5868	104	17	integrating	integrate	VERB
ejpam-5868	104	18	hidden	hide	VERB
ejpam-5868	104	19	markov	markov	NOUN
ejpam-5868	104	20	models	model	NOUN
ejpam-5868	104	21	(	(	PUNCT
ejpam-5868	104	22	hmm	hmm	INTJ
ejpam-5868	104	23	)	)	PUNCT
ejpam-5868	104	24	,	,	PUNCT
ejpam-5868	104	25	transformed	transform	VERB
ejpam-5868	104	26	fuzzy	fuzzy	ADJ
ejpam-5868	104	27	relational	relational	ADJ
ejpam-5868	104	28	matrices	matrix	NOUN
ejpam-5868	104	29	(	(	PUNCT
ejpam-5868	104	30	tfrm	tfrm	PROPN
ejpam-5868	104	31	)	)	PUNCT
ejpam-5868	104	32	,	,	PUNCT
ejpam-5868	104	33	genetic	genetic	ADJ
ejpam-5868	104	34	algorithm	algorithm	NOUN
ejpam-5868	104	35	(	(	PUNCT
ejpam-5868	104	36	ga	ga	NOUN
ejpam-5868	104	37	)	)	PUNCT
ejpam-5868	104	38	,	,	PUNCT
ejpam-5868	104	39	and	and	CCONJ
ejpam-5868	104	40	particle	particle	NOUN
ejpam-5868	104	41	swarm	swarm	NOUN
ejpam-5868	104	42	optimization	optimization	NOUN
ejpam-5868	104	43	(	(	PUNCT
ejpam-5868	104	44	pso	pso	NOUN
ejpam-5868	104	45	)	)	PUNCT
ejpam-5868	104	46	.	.	PUNCT
ejpam-5868	105	1	the	the	DET
ejpam-5868	105	2	hmm	hmm	PROPN
ejpam-5868	105	3	component	component	NOUN
ejpam-5868	105	4	captures	capture	VERB
ejpam-5868	105	5	the	the	DET
ejpam-5868	105	6	temporal	temporal	ADJ
ejpam-5868	105	7	dependencies	dependency	NOUN
ejpam-5868	105	8	and	and	CCONJ
ejpam-5868	105	9	hidden	hide	VERB
ejpam-5868	105	10	state	state	NOUN
ejpam-5868	105	11	transitions	transition	NOUN
ejpam-5868	105	12	in	in	ADP
ejpam-5868	105	13	energy	energy	NOUN
ejpam-5868	105	14	consumption	consumption	NOUN
ejpam-5868	105	15	data	datum	NOUN
ejpam-5868	105	16	,	,	PUNCT
ejpam-5868	105	17	allowing	allow	VERB
ejpam-5868	105	18	the	the	DET
ejpam-5868	105	19	model	model	NOUN
ejpam-5868	105	20	to	to	PART
ejpam-5868	105	21	recognize	recognize	VERB
ejpam-5868	105	22	complex	complex	ADJ
ejpam-5868	105	23	patterns	pattern	NOUN
ejpam-5868	105	24	over	over	ADP
ejpam-5868	105	25	time	time	NOUN
ejpam-5868	105	26	.	.	PUNCT
ejpam-5868	106	1	meanwhile	meanwhile	ADV
ejpam-5868	106	2	,	,	PUNCT
ejpam-5868	106	3	tfrm	tfrm	NOUN
ejpam-5868	106	4	enhances	enhance	VERB
ejpam-5868	106	5	uncertainty	uncertainty	NOUN
ejpam-5868	106	6	handling	handle	VERB
ejpam-5868	106	7	by	by	ADP
ejpam-5868	106	8	transforming	transform	VERB
ejpam-5868	106	9	fuzzy	fuzzy	ADJ
ejpam-5868	106	10	relationships	relationship	NOUN
ejpam-5868	106	11	,	,	PUNCT
ejpam-5868	106	12	making	make	VERB
ejpam-5868	106	13	the	the	DET
ejpam-5868	106	14	model	model	NOUN
ejpam-5868	106	15	more	more	ADV
ejpam-5868	106	16	robust	robust	ADJ
ejpam-5868	106	17	against	against	ADP
ejpam-5868	106	18	fluctuations	fluctuation	NOUN
ejpam-5868	106	19	in	in	ADP
ejpam-5868	106	20	energy	energy	NOUN
ejpam-5868	106	21	data	datum	NOUN
ejpam-5868	106	22	.	.	PUNCT
ejpam-5868	107	1	to	to	PART
ejpam-5868	107	2	further	far	ADV
ejpam-5868	107	3	refine	refine	VERB
ejpam-5868	107	4	accuracy	accuracy	NOUN
ejpam-5868	107	5	,	,	PUNCT
ejpam-5868	107	6	ga	ga	PROPN
ejpam-5868	107	7	and	and	CCONJ
ejpam-5868	107	8	pso	pso	NOUN
ejpam-5868	107	9	work	work	NOUN
ejpam-5868	107	10	together	together	ADV
ejpam-5868	107	11	to	to	PART
ejpam-5868	107	12	optimize	optimize	VERB
ejpam-5868	107	13	model	model	NOUN
ejpam-5868	107	14	parameters	parameter	NOUN
ejpam-5868	107	15	dynamically	dynamically	ADV
ejpam-5868	107	16	.	.	PUNCT
ejpam-5868	108	1	ga	ga	PROPN
ejpam-5868	108	2	improves	improve	VERB
ejpam-5868	108	3	the	the	DET
ejpam-5868	108	4	structure	structure	NOUN
ejpam-5868	108	5	of	of	ADP
ejpam-5868	108	6	fuzzy	fuzzy	ADJ
ejpam-5868	108	7	relational	relational	ADJ
ejpam-5868	108	8	matrices	matrix	NOUN
ejpam-5868	108	9	,	,	PUNCT
ejpam-5868	108	10	while	while	SCONJ
ejpam-5868	108	11	pso	pso	NOUN
ejpam-5868	108	12	ensures	ensure	VERB
ejpam-5868	108	13	efficient	efficient	ADJ
ejpam-5868	108	14	convergence	convergence	NOUN
ejpam-5868	108	15	to	to	ADP
ejpam-5868	108	16	the	the	DET
ejpam-5868	108	17	best	good	ADJ
ejpam-5868	108	18	possible	possible	ADJ
ejpam-5868	108	19	solutions	solution	NOUN
ejpam-5868	108	20	,	,	PUNCT
ejpam-5868	108	21	reducing	reduce	VERB
ejpam-5868	108	22	forecasting	forecasting	NOUN
ejpam-5868	108	23	errors	error	NOUN
ejpam-5868	108	24	and	and	CCONJ
ejpam-5868	108	25	computational	computational	ADJ
ejpam-5868	108	26	complexity	complexity	NOUN
ejpam-5868	108	27	.	.	PUNCT
ejpam-5868	109	1	the	the	DET
ejpam-5868	109	2	combination	combination	NOUN
ejpam-5868	109	3	of	of	ADP
ejpam-5868	109	4	these	these	DET
ejpam-5868	109	5	techniques	technique	NOUN
ejpam-5868	109	6	allows	allow	VERB
ejpam-5868	109	7	the	the	DET
ejpam-5868	109	8	model	model	NOUN
ejpam-5868	109	9	to	to	PART
ejpam-5868	109	10	adapt	adapt	VERB
ejpam-5868	109	11	to	to	ADP
ejpam-5868	109	12	changing	change	VERB
ejpam-5868	109	13	energy	energy	NOUN
ejpam-5868	109	14	trends	trend	NOUN
ejpam-5868	109	15	and	and	CCONJ
ejpam-5868	109	16	market	market	NOUN
ejpam-5868	109	17	fluctuations	fluctuation	NOUN
ejpam-5868	109	18	,	,	PUNCT
ejpam-5868	109	19	ensuring	ensure	VERB
ejpam-5868	109	20	better	well	ADJ
ejpam-5868	109	21	predictive	predictive	ADJ
ejpam-5868	109	22	performance	performance	NOUN
ejpam-5868	109	23	compared	compare	VERB
ejpam-5868	109	24	to	to	ADP
ejpam-5868	109	25	traditional	traditional	ADJ
ejpam-5868	109	26	forecasting	forecasting	NOUN
ejpam-5868	109	27	methods	method	NOUN
ejpam-5868	109	28	.	.	PUNCT
ejpam-5868	110	1	experimental	experimental	ADJ
ejpam-5868	110	2	results	result	NOUN
ejpam-5868	110	3	confirm	confirm	VERB
ejpam-5868	110	4	that	that	SCONJ
ejpam-5868	110	5	k.	k.	PROPN
ejpam-5868	110	6	kalpana	kalpana	PROPN
ejpam-5868	110	7	and	and	CCONJ
ejpam-5868	110	8	g.	g.	PROPN
ejpam-5868	110	9	kavitha	kavitha	PROPN
ejpam-5868	110	10	/	/	SYM
ejpam-5868	110	11	eur	eur	PROPN
ejpam-5868	110	12	.	.	PUNCT
ejpam-5868	111	1	j.	j.	PROPN
ejpam-5868	111	2	pure	pure	PROPN
ejpam-5868	111	3	appl	appl	PROPN
ejpam-5868	111	4	.	.	PROPN
ejpam-5868	111	5	math	math	PROPN
ejpam-5868	111	6	,	,	PUNCT
ejpam-5868	111	7	18	18	NUM
ejpam-5868	111	8	(	(	PUNCT
ejpam-5868	111	9	2	2	NUM
ejpam-5868	111	10	)	)	PUNCT
ejpam-5868	111	11	(	(	PUNCT
ejpam-5868	111	12	2025	2025	NUM
ejpam-5868	111	13	)	)	PUNCT
ejpam-5868	111	14	,	,	PUNCT
ejpam-5868	111	15	5868	5868	NUM
ejpam-5868	111	16	5	5	NUM
ejpam-5868	111	17	of	of	ADP
ejpam-5868	111	18	26	26	NUM
ejpam-5868	111	19	this	this	DET
ejpam-5868	111	20	hybrid	hybrid	ADJ
ejpam-5868	111	21	approach	approach	NOUN
ejpam-5868	111	22	significantly	significantly	ADV
ejpam-5868	111	23	improves	improve	VERB
ejpam-5868	111	24	forecasting	forecasting	NOUN
ejpam-5868	111	25	reliability	reliability	NOUN
ejpam-5868	111	26	and	and	CCONJ
ejpam-5868	111	27	precision	precision	NOUN
ejpam-5868	111	28	,	,	PUNCT
ejpam-5868	111	29	making	make	VERB
ejpam-5868	111	30	it	it	PRON
ejpam-5868	111	31	suitable	suitable	ADJ
ejpam-5868	111	32	for	for	ADP
ejpam-5868	111	33	real	real	ADJ
ejpam-5868	111	34	-	-	PUNCT
ejpam-5868	111	35	world	world	NOUN
ejpam-5868	111	36	applications	application	NOUN
ejpam-5868	111	37	in	in	ADP
ejpam-5868	111	38	smart	smart	ADJ
ejpam-5868	111	39	grids	grid	NOUN
ejpam-5868	111	40	and	and	CCONJ
ejpam-5868	111	41	energy	energy	NOUN
ejpam-5868	111	42	markets	market	NOUN
ejpam-5868	111	43	.	.	PUNCT
ejpam-5868	112	1	figure	figure	VERB
ejpam-5868	112	2	1	1	NUM
ejpam-5868	112	3	:	:	PUNCT
ejpam-5868	112	4	work	work	NOUN
ejpam-5868	112	5	flow	flow	NOUN
ejpam-5868	112	6	of	of	ADP
ejpam-5868	112	7	proposed	propose	VERB
ejpam-5868	112	8	model	model	NOUN
ejpam-5868	112	9	the	the	DET
ejpam-5868	112	10	forecasting	forecasting	NOUN
ejpam-5868	112	11	model	model	NOUN
ejpam-5868	112	12	that	that	PRON
ejpam-5868	112	13	has	have	AUX
ejpam-5868	112	14	been	be	AUX
ejpam-5868	112	15	suggested	suggest	VERB
ejpam-5868	112	16	is	be	AUX
ejpam-5868	112	17	an	an	DET
ejpam-5868	112	18	enhanced	enhanced	ADJ
ejpam-5868	112	19	tuning	tuning	NOUN
ejpam-5868	112	20	of	of	ADP
ejpam-5868	112	21	a	a	DET
ejpam-5868	112	22	simulation	simulation	NOUN
ejpam-5868	112	23	model	model	NOUN
ejpam-5868	112	24	that	that	PRON
ejpam-5868	112	25	is	be	AUX
ejpam-5868	112	26	based	base	VERB
ejpam-5868	112	27	on	on	ADP
ejpam-5868	112	28	pso	pso	NOUN
ejpam-5868	112	29	and	and	CCONJ
ejpam-5868	112	30	ga	ga	NOUN
ejpam-5868	112	31	-	-	PUNCT
ejpam-5868	112	32	based	base	VERB
ejpam-5868	112	33	parametric	parametric	ADJ
ejpam-5868	112	34	optimization	optimization	NOUN
ejpam-5868	112	35	of	of	ADP
ejpam-5868	112	36	the	the	DET
ejpam-5868	112	37	transformed	transform	VERB
ejpam-5868	112	38	fuzzy	fuzzy	ADJ
ejpam-5868	112	39	random	random	ADJ
ejpam-5868	112	40	hidden	hide	VERB
ejpam-5868	112	41	markov	markov	NOUN
ejpam-5868	112	42	parametric	parametric	ADJ
ejpam-5868	112	43	genetic	genetic	ADJ
ejpam-5868	112	44	algorithm	algorithm	NOUN
ejpam-5868	112	45	particle	particle	NOUN
ejpam-5868	112	46	swarm	swarm	NOUN
ejpam-5868	112	47	optimization	optimization	NOUN
ejpam-5868	112	48	model	model	NOUN
ejpam-5868	112	49	(	(	PUNCT
ejpam-5868	112	50	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	112	51	)	)	PUNCT
ejpam-5868	112	52	.	.	PUNCT
ejpam-5868	113	1	by	by	ADP
ejpam-5868	113	2	identifying	identify	VERB
ejpam-5868	113	3	trends	trend	NOUN
ejpam-5868	113	4	and	and	CCONJ
ejpam-5868	113	5	connections	connection	NOUN
ejpam-5868	113	6	in	in	ADP
ejpam-5868	113	7	the	the	DET
ejpam-5868	113	8	data	datum	NOUN
ejpam-5868	113	9	and	and	CCONJ
ejpam-5868	113	10	learning	learn	VERB
ejpam-5868	113	11	from	from	ADP
ejpam-5868	113	12	past	past	ADJ
ejpam-5868	113	13	errors	error	NOUN
ejpam-5868	113	14	,	,	PUNCT
ejpam-5868	113	15	gapso	gapso	NOUN
ejpam-5868	113	16	may	may	AUX
ejpam-5868	113	17	effectively	effectively	ADV
ejpam-5868	113	18	predict	predict	VERB
ejpam-5868	113	19	and	and	CCONJ
ejpam-5868	113	20	optimize	optimize	VERB
ejpam-5868	113	21	outcomes	outcome	NOUN
ejpam-5868	113	22	when	when	SCONJ
ejpam-5868	113	23	applied	apply	VERB
ejpam-5868	113	24	to	to	ADP
ejpam-5868	113	25	complex	complex	ADJ
ejpam-5868	113	26	non	non	ADJ
ejpam-5868	113	27	-	-	ADJ
ejpam-5868	113	28	linear	linear	ADJ
ejpam-5868	113	29	systems	system	NOUN
ejpam-5868	113	30	.	.	PUNCT
ejpam-5868	114	1	this	this	DET
ejpam-5868	114	2	study	study	NOUN
ejpam-5868	114	3	presents	present	VERB
ejpam-5868	114	4	a	a	DET
ejpam-5868	114	5	novel	novel	ADJ
ejpam-5868	114	6	hybrid	hybrid	ADJ
ejpam-5868	114	7	forecasting	forecasting	NOUN
ejpam-5868	114	8	model	model	NOUN
ejpam-5868	114	9	that	that	PRON
ejpam-5868	114	10	integrates	integrate	VERB
ejpam-5868	114	11	:	:	PUNCT
ejpam-5868	114	12	•	•	NUM
ejpam-5868	114	13	hidden	hide	VERB
ejpam-5868	114	14	markov	markov	NOUN
ejpam-5868	114	15	model	model	NOUN
ejpam-5868	114	16	(	(	PUNCT
ejpam-5868	114	17	hmm	hmm	INTJ
ejpam-5868	114	18	)	)	PUNCT
ejpam-5868	114	19	for	for	ADP
ejpam-5868	114	20	capturing	capture	VERB
ejpam-5868	114	21	temporal	temporal	ADJ
ejpam-5868	114	22	dependencies	dependency	NOUN
ejpam-5868	114	23	.	.	PUNCT
ejpam-5868	115	1	•	•	NUM
ejpam-5868	115	2	transformed	transform	VERB
ejpam-5868	115	3	fuzzy	fuzzy	ADJ
ejpam-5868	115	4	relational	relational	ADJ
ejpam-5868	115	5	matrices	matrix	NOUN
ejpam-5868	115	6	(	(	PUNCT
ejpam-5868	115	7	tfrm	tfrm	PROPN
ejpam-5868	115	8	)	)	PUNCT
ejpam-5868	115	9	for	for	ADP
ejpam-5868	115	10	uncertainty	uncertainty	NOUN
ejpam-5868	115	11	management	management	NOUN
ejpam-5868	115	12	.	.	PUNCT
ejpam-5868	116	1	•	•	NUM
ejpam-5868	116	2	genetic	genetic	ADJ
ejpam-5868	116	3	algorithm	algorithm	NOUN
ejpam-5868	116	4	(	(	PUNCT
ejpam-5868	116	5	ga	ga	NOUN
ejpam-5868	116	6	)	)	PUNCT
ejpam-5868	116	7	for	for	ADP
ejpam-5868	116	8	optimizing	optimize	VERB
ejpam-5868	116	9	fuzzy	fuzzy	ADJ
ejpam-5868	116	10	relational	relational	ADJ
ejpam-5868	116	11	matrices	matrix	NOUN
ejpam-5868	116	12	.	.	PUNCT
ejpam-5868	117	1	•	•	NUM
ejpam-5868	117	2	particle	particle	NOUN
ejpam-5868	117	3	swarm	swarm	NOUN
ejpam-5868	117	4	optimization	optimization	NOUN
ejpam-5868	117	5	(	(	PUNCT
ejpam-5868	117	6	pso	pso	NOUN
ejpam-5868	117	7	)	)	PUNCT
ejpam-5868	117	8	for	for	ADP
ejpam-5868	117	9	enhanced	enhanced	ADJ
ejpam-5868	117	10	convergence	convergence	NOUN
ejpam-5868	117	11	and	and	CCONJ
ejpam-5868	117	12	parameter	parameter	NOUN
ejpam-5868	117	13	optimization	optimization	NOUN
ejpam-5868	117	14	.	.	PUNCT
ejpam-5868	118	1	the	the	DET
ejpam-5868	118	2	functioning	functioning	NOUN
ejpam-5868	118	3	of	of	ADP
ejpam-5868	118	4	genetic	genetic	ADJ
ejpam-5868	118	5	algorithm	algorithm	NOUN
ejpam-5868	118	6	particle	particle	NOUN
ejpam-5868	118	7	swarm	swarm	NOUN
ejpam-5868	118	8	optimization	optimization	NOUN
ejpam-5868	118	9	(	(	PUNCT
ejpam-5868	118	10	gapso	gapso	NOUN
ejpam-5868	118	11	)	)	PUNCT
ejpam-5868	118	12	and	and	CCONJ
ejpam-5868	118	13	transformed	transform	VERB
ejpam-5868	118	14	fuzzy	fuzzy	ADJ
ejpam-5868	118	15	random	random	ADJ
ejpam-5868	118	16	hidden	hide	VERB
ejpam-5868	118	17	markov	markov	NOUN
ejpam-5868	118	18	parametric	parametric	ADJ
ejpam-5868	118	19	genetic	genetic	ADJ
ejpam-5868	118	20	algorithm	algorithm	NOUN
ejpam-5868	118	21	with	with	ADP
ejpam-5868	118	22	particle	particle	NOUN
ejpam-5868	118	23	swarm	swarm	NOUN
ejpam-5868	118	24	optimization	optimization	NOUN
ejpam-5868	118	25	model	model	NOUN
ejpam-5868	118	26	(	(	PUNCT
ejpam-5868	118	27	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	118	28	)	)	PUNCT
ejpam-5868	118	29	,	,	PUNCT
ejpam-5868	118	30	along	along	ADP
ejpam-5868	118	31	with	with	ADP
ejpam-5868	118	32	the	the	DET
ejpam-5868	118	33	enhanced	enhanced	ADJ
ejpam-5868	118	34	calibration	calibration	NOUN
ejpam-5868	118	35	with	with	ADP
ejpam-5868	118	36	gapso	gapso	NOUN
ejpam-5868	118	37	,	,	PUNCT
ejpam-5868	118	38	are	be	AUX
ejpam-5868	118	39	shown	show	VERB
ejpam-5868	118	40	in	in	ADP
ejpam-5868	118	41	figs	fig	NOUN
ejpam-5868	118	42	.	.	PUNCT
ejpam-5868	119	1	2	2	NUM
ejpam-5868	119	2	and	and	CCONJ
ejpam-5868	119	3	3	3	NUM
ejpam-5868	119	4	.	.	PUNCT
ejpam-5868	120	1	k.	k.	PROPN
ejpam-5868	120	2	kalpana	kalpana	PROPN
ejpam-5868	120	3	and	and	CCONJ
ejpam-5868	120	4	g.	g.	PROPN
ejpam-5868	120	5	kavitha	kavitha	PROPN
ejpam-5868	120	6	/	/	SYM
ejpam-5868	120	7	eur	eur	PROPN
ejpam-5868	120	8	.	.	PUNCT
ejpam-5868	121	1	j.	j.	PROPN
ejpam-5868	121	2	pure	pure	PROPN
ejpam-5868	121	3	appl	appl	PROPN
ejpam-5868	121	4	.	.	PROPN
ejpam-5868	121	5	math	math	PROPN
ejpam-5868	121	6	,	,	PUNCT
ejpam-5868	121	7	18	18	NUM
ejpam-5868	121	8	(	(	PUNCT
ejpam-5868	121	9	2	2	NUM
ejpam-5868	121	10	)	)	PUNCT
ejpam-5868	121	11	(	(	PUNCT
ejpam-5868	121	12	2025	2025	NUM
ejpam-5868	121	13	)	)	PUNCT
ejpam-5868	121	14	,	,	PUNCT
ejpam-5868	121	15	5868	5868	NUM
ejpam-5868	121	16	6	6	NUM
ejpam-5868	121	17	of	of	ADP
ejpam-5868	121	18	26	26	NUM
ejpam-5868	121	19	figure	figure	NOUN
ejpam-5868	121	20	2	2	NUM
ejpam-5868	121	21	:	:	PUNCT
ejpam-5868	121	22	work	work	NOUN
ejpam-5868	121	23	flow	flow	NOUN
ejpam-5868	121	24	of	of	ADP
ejpam-5868	121	25	gapso	gapso	NOUN
ejpam-5868	121	26	the	the	DET
ejpam-5868	121	27	transformed	transform	VERB
ejpam-5868	121	28	fuzzy	fuzzy	ADJ
ejpam-5868	121	29	random	random	ADJ
ejpam-5868	121	30	hidden	hide	VERB
ejpam-5868	121	31	markov	markov	NOUN
ejpam-5868	121	32	parametric	parametric	ADJ
ejpam-5868	121	33	genetic	genetic	ADJ
ejpam-5868	121	34	algorithm	algorithm	NOUN
ejpam-5868	121	35	with	with	ADP
ejpam-5868	121	36	particle	particle	NOUN
ejpam-5868	121	37	swarm	swarm	NOUN
ejpam-5868	121	38	optimization	optimization	NOUN
ejpam-5868	121	39	model	model	NOUN
ejpam-5868	121	40	(	(	PUNCT
ejpam-5868	121	41	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	121	42	)	)	PUNCT
ejpam-5868	121	43	energy	energy	NOUN
ejpam-5868	121	44	forecasting	forecasting	NOUN
ejpam-5868	121	45	steps	step	NOUN
ejpam-5868	121	46	are	be	AUX
ejpam-5868	121	47	as	as	SCONJ
ejpam-5868	121	48	follows	follow	VERB
ejpam-5868	121	49	:	:	PUNCT
ejpam-5868	121	50	step	step	NOUN
ejpam-5868	121	51	1	1	NUM
ejpam-5868	121	52	:	:	PUNCT
ejpam-5868	121	53	dividing	divide	VERB
ejpam-5868	121	54	the	the	DET
ejpam-5868	121	55	dataset	dataset	NOUN
ejpam-5868	121	56	into	into	ADP
ejpam-5868	121	57	equal	equal	ADJ
ejpam-5868	121	58	interval	interval	NOUN
ejpam-5868	121	59	segments	segment	NOUN
ejpam-5868	121	60	.	.	PUNCT
ejpam-5868	122	1	step	step	NOUN
ejpam-5868	122	2	2	2	NUM
ejpam-5868	122	3	:	:	PUNCT
ejpam-5868	122	4	setting	set	VERB
ejpam-5868	122	5	the	the	DET
ejpam-5868	122	6	initialization	initialization	NOUN
ejpam-5868	122	7	parameters	parameter	NOUN
ejpam-5868	122	8	for	for	ADP
ejpam-5868	122	9	the	the	DET
ejpam-5868	122	10	electricity	electricity	NOUN
ejpam-5868	122	11	forecasting	forecasting	NOUN
ejpam-5868	122	12	system	system	NOUN
ejpam-5868	122	13	(	(	PUNCT
ejpam-5868	122	14	ems	ems	PROPN
ejpam-5868	122	15	)	)	PUNCT
ejpam-5868	122	16	using	use	VERB
ejpam-5868	122	17	transformed	transform	VERB
ejpam-5868	122	18	fuzzy	fuzzy	ADJ
ejpam-5868	122	19	random	random	ADJ
ejpam-5868	122	20	hmm	hmm	INTJ
ejpam-5868	122	21	.	.	PUNCT
ejpam-5868	123	1	step	step	NOUN
ejpam-5868	123	2	3	3	NUM
ejpam-5868	123	3	:	:	PUNCT
ejpam-5868	123	4	asserting	assert	VERB
ejpam-5868	123	5	the	the	DET
ejpam-5868	123	6	number	number	NOUN
ejpam-5868	123	7	of	of	ADP
ejpam-5868	123	8	linguistic	linguistic	ADJ
ejpam-5868	123	9	variables	variable	NOUN
ejpam-5868	123	10	.	.	PUNCT
ejpam-5868	124	1	step	step	NOUN
ejpam-5868	124	2	4	4	NUM
ejpam-5868	124	3	:	:	PUNCT
ejpam-5868	124	4	asserting	assert	VERB
ejpam-5868	124	5	the	the	DET
ejpam-5868	124	6	′n′	′n′	NOUN
ejpam-5868	124	7	number	number	NOUN
ejpam-5868	124	8	of	of	ADP
ejpam-5868	124	9	state	state	NOUN
ejpam-5868	124	10	variables	variable	NOUN
ejpam-5868	124	11	.	.	PUNCT
ejpam-5868	125	1	step	step	NOUN
ejpam-5868	125	2	5	5	NUM
ejpam-5868	125	3	:	:	PUNCT
ejpam-5868	125	4	asserting	assert	VERB
ejpam-5868	125	5	the	the	DET
ejpam-5868	125	6	′m′	′m′	PUNCT
ejpam-5868	125	7	number	number	NOUN
ejpam-5868	125	8	of	of	ADP
ejpam-5868	125	9	observation	observation	NOUN
ejpam-5868	125	10	symbols	symbol	NOUN
ejpam-5868	125	11	.	.	PUNCT
ejpam-5868	126	1	the	the	DET
ejpam-5868	126	2	transformed	transform	VERB
ejpam-5868	126	3	fuzzy	fuzzy	ADJ
ejpam-5868	126	4	random	random	ADJ
ejpam-5868	126	5	hidden	hide	VERB
ejpam-5868	126	6	markov	markov	NOUN
ejpam-5868	126	7	parametric	parametric	ADJ
ejpam-5868	126	8	genetic	genetic	ADJ
ejpam-5868	126	9	algorithm	algorithm	NOUN
ejpam-5868	126	10	with	with	ADP
ejpam-5868	126	11	particle	particle	NOUN
ejpam-5868	126	12	swarm	swarm	NOUN
ejpam-5868	126	13	optimization	optimization	NOUN
ejpam-5868	126	14	model	model	NOUN
ejpam-5868	126	15	(	(	PUNCT
ejpam-5868	126	16	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	126	17	)	)	PUNCT
ejpam-5868	126	18	is	be	AUX
ejpam-5868	126	19	applied	apply	VERB
ejpam-5868	126	20	for	for	ADP
ejpam-5868	126	21	integrated	integrate	VERB
ejpam-5868	126	22	regulation	regulation	NOUN
ejpam-5868	126	23	in	in	ADP
ejpam-5868	126	24	energy	energy	NOUN
ejpam-5868	126	25	forecasting	forecasting	NOUN
ejpam-5868	126	26	systems	system	NOUN
ejpam-5868	126	27	.	.	PUNCT
ejpam-5868	127	1	step	step	NOUN
ejpam-5868	127	2	6	6	NUM
ejpam-5868	127	3	:	:	PUNCT
ejpam-5868	127	4	estimating	estimate	VERB
ejpam-5868	127	5	the	the	DET
ejpam-5868	127	6	transition	transition	NOUN
ejpam-5868	127	7	probability	probability	NOUN
ejpam-5868	127	8	tij	tij	PROPN
ejpam-5868	127	9	of	of	ADP
ejpam-5868	127	10	dimension	dimension	NOUN
ejpam-5868	127	11	n	n	CCONJ
ejpam-5868	127	12	×	×	NOUN
ejpam-5868	127	13	n	n	CCONJ
ejpam-5868	127	14	,	,	PUNCT
ejpam-5868	127	15	which	which	PRON
ejpam-5868	127	16	are	be	AUX
ejpam-5868	127	17	the	the	DET
ejpam-5868	127	18	parameters	parameter	NOUN
ejpam-5868	127	19	of	of	ADP
ejpam-5868	127	20	the	the	DET
ejpam-5868	127	21	traditional	traditional	ADJ
ejpam-5868	127	22	hmm	hmm	NOUN
ejpam-5868	127	23	.	.	PUNCT
ejpam-5868	128	1	to	to	PART
ejpam-5868	128	2	accomplish	accomplish	VERB
ejpam-5868	128	3	this	this	PRON
ejpam-5868	128	4	,	,	PUNCT
ejpam-5868	128	5	movement	movement	NOUN
ejpam-5868	128	6	is	be	AUX
ejpam-5868	128	7	carried	carry	VERB
ejpam-5868	128	8	out	out	ADP
ejpam-5868	128	9	from	from	ADP
ejpam-5868	128	10	state	state	PROPN
ejpam-5868	128	11	k.	k.	PROPN
ejpam-5868	128	12	kalpana	kalpana	PROPN
ejpam-5868	128	13	and	and	CCONJ
ejpam-5868	128	14	g.	g.	PROPN
ejpam-5868	128	15	kavitha	kavitha	PROPN
ejpam-5868	128	16	/	/	SYM
ejpam-5868	128	17	eur	eur	PROPN
ejpam-5868	128	18	.	.	PUNCT
ejpam-5868	129	1	j.	j.	PROPN
ejpam-5868	129	2	pure	pure	PROPN
ejpam-5868	129	3	appl	appl	PROPN
ejpam-5868	129	4	.	.	PROPN
ejpam-5868	129	5	math	math	PROPN
ejpam-5868	129	6	,	,	PUNCT
ejpam-5868	129	7	18	18	NUM
ejpam-5868	129	8	(	(	PUNCT
ejpam-5868	129	9	2	2	NUM
ejpam-5868	129	10	)	)	PUNCT
ejpam-5868	129	11	(	(	PUNCT
ejpam-5868	129	12	2025	2025	NUM
ejpam-5868	129	13	)	)	PUNCT
ejpam-5868	129	14	,	,	PUNCT
ejpam-5868	129	15	5868	5868	NUM
ejpam-5868	129	16	7	7	NUM
ejpam-5868	129	17	of	of	ADP
ejpam-5868	129	18	26	26	NUM
ejpam-5868	129	19	figure	figure	NOUN
ejpam-5868	129	20	3	3	NUM
ejpam-5868	129	21	:	:	PUNCT
ejpam-5868	129	22	work	work	NOUN
ejpam-5868	129	23	flow	flow	NOUN
ejpam-5868	129	24	of	of	ADP
ejpam-5868	129	25	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	129	26	i	i	PRON
ejpam-5868	129	27	to	to	ADP
ejpam-5868	129	28	state	state	PROPN
ejpam-5868	129	29	j	j	PROPN
ejpam-5868	129	30	,	,	PUNCT
ejpam-5868	129	31	where	where	SCONJ
ejpam-5868	129	32	the	the	DET
ejpam-5868	129	33	sum	sum	NOUN
ejpam-5868	129	34	of	of	ADP
ejpam-5868	129	35	all	all	DET
ejpam-5868	129	36	matrix	matrix	NOUN
ejpam-5868	129	37	rows	row	NOUN
ejpam-5868	129	38	is	be	AUX
ejpam-5868	129	39	1	1	NUM
ejpam-5868	129	40	.	.	PUNCT
ejpam-5868	129	41	initially	initially	ADV
ejpam-5868	129	42	,	,	PUNCT
ejpam-5868	129	43	the	the	DET
ejpam-5868	129	44	steady	steady	ADJ
ejpam-5868	129	45	-	-	PUNCT
ejpam-5868	129	46	state	state	NOUN
ejpam-5868	129	47	probability	probability	NOUN
ejpam-5868	129	48	matrix	matrix	NOUN
ejpam-5868	129	49	of	of	ADP
ejpam-5868	129	50	dimension	dimension	NOUN
ejpam-5868	129	51	1	1	NUM
ejpam-5868	129	52	×	×	NOUN
ejpam-5868	129	53	n	n	NOUN
ejpam-5868	129	54	and	and	CCONJ
ejpam-5868	129	55	the	the	PRON
ejpam-5868	129	56	expell	expell	VERB
ejpam-5868	129	57	probability	probability	NOUN
ejpam-5868	129	58	matrix	matrix	NOUN
ejpam-5868	129	59	of	of	ADP
ejpam-5868	129	60	dimension	dimension	NOUN
ejpam-5868	129	61	n	n	PRON
ejpam-5868	129	62	×	×	NOUN
ejpam-5868	129	63	m	m	VERB
ejpam-5868	129	64	are	be	AUX
ejpam-5868	129	65	produced	produce	VERB
ejpam-5868	129	66	using	use	VERB
ejpam-5868	129	67	the	the	DET
ejpam-5868	129	68	conventional	conventional	ADJ
ejpam-5868	129	69	method	method	NOUN
ejpam-5868	129	70	.	.	PUNCT
ejpam-5868	130	1	step	step	NOUN
ejpam-5868	130	2	7	7	NUM
ejpam-5868	130	3	:	:	PUNCT
ejpam-5868	130	4	the	the	DET
ejpam-5868	130	5	matrix	matrix	NOUN
ejpam-5868	130	6	of	of	ADP
ejpam-5868	130	7	transition	transition	NOUN
ejpam-5868	130	8	probability	probability	NOUN
ejpam-5868	130	9	t	t	PROPN
ejpam-5868	130	10	,	,	PUNCT
ejpam-5868	130	11	is	be	AUX
ejpam-5868	130	12	defined	define	VERB
ejpam-5868	130	13	as	as	ADP
ejpam-5868	130	14	:	:	PUNCT
ejpam-5868	130	15	t	t	NOUN
ejpam-5868	130	16	=	=	SYM
ejpam-5868	130	17	t11	t11	PRON
ejpam-5868	130	18	·	·	PUNCT
ejpam-5868	130	19	·	·	PUNCT
ejpam-5868	130	20	·	·	PUNCT
ejpam-5868	130	21	t1n	t1n	ADV
ejpam-5868	130	22	...	...	PUNCT
ejpam-5868	130	23	.	.	PUNCT
ejpam-5868	130	24	.	.	PUNCT
ejpam-5868	130	25	.	.	PUNCT
ejpam-5868	131	1	...	...	PUNCT
ejpam-5868	132	1	tn1	tn1	X
ejpam-5868	132	2	·	·	PUNCT
ejpam-5868	133	1	·	·	PUNCT
ejpam-5868	133	2	·	·	PUNCT
ejpam-5868	133	3	tnn	tnn	PROPN
ejpam-5868	133	4			NUM
ejpam-5868	133	5	.	.	PUNCT
ejpam-5868	134	1	step	step	NOUN
ejpam-5868	134	2	8	8	NUM
ejpam-5868	134	3	:	:	PUNCT
ejpam-5868	134	4	the	the	DET
ejpam-5868	134	5	matrix	matrix	NOUN
ejpam-5868	134	6	of	of	ADP
ejpam-5868	134	7	emission	emission	NOUN
ejpam-5868	134	8	probability	probability	NOUN
ejpam-5868	134	9	e	e	NOUN
ejpam-5868	134	10	,	,	PUNCT
ejpam-5868	134	11	is	be	AUX
ejpam-5868	134	12	defined	define	VERB
ejpam-5868	134	13	as	as	ADP
ejpam-5868	134	14	:	:	PUNCT
ejpam-5868	134	15	k.	k.	PROPN
ejpam-5868	134	16	kalpana	kalpana	PROPN
ejpam-5868	134	17	and	and	CCONJ
ejpam-5868	134	18	g.	g.	PROPN
ejpam-5868	134	19	kavitha	kavitha	PROPN
ejpam-5868	134	20	/	/	SYM
ejpam-5868	134	21	eur	eur	PROPN
ejpam-5868	134	22	.	.	PUNCT
ejpam-5868	135	1	j.	j.	PROPN
ejpam-5868	135	2	pure	pure	PROPN
ejpam-5868	135	3	appl	appl	PROPN
ejpam-5868	135	4	.	.	PROPN
ejpam-5868	135	5	math	math	PROPN
ejpam-5868	135	6	,	,	PUNCT
ejpam-5868	135	7	18	18	NUM
ejpam-5868	135	8	(	(	PUNCT
ejpam-5868	135	9	2	2	NUM
ejpam-5868	135	10	)	)	PUNCT
ejpam-5868	135	11	(	(	PUNCT
ejpam-5868	135	12	2025	2025	NUM
ejpam-5868	135	13	)	)	PUNCT
ejpam-5868	135	14	,	,	PUNCT
ejpam-5868	135	15	5868	5868	NUM
ejpam-5868	135	16	8	8	NUM
ejpam-5868	135	17	of	of	ADP
ejpam-5868	135	18	26	26	NUM
ejpam-5868	135	19	e	e	NOUN
ejpam-5868	135	20	=	=	PUNCT
ejpam-5868	135	21	e11	e11	X
ejpam-5868	135	22	·	·	PUNCT
ejpam-5868	135	23	·	·	PUNCT
ejpam-5868	135	24	·	·	PUNCT
ejpam-5868	136	1	e1	e1	NOUN
ejpam-5868	136	2	m	m	NOUN
ejpam-5868	136	3	...	...	PUNCT
ejpam-5868	136	4	.	.	PUNCT
ejpam-5868	136	5	.	.	PUNCT
ejpam-5868	136	6	.	.	PUNCT
ejpam-5868	137	1	...	...	PUNCT
ejpam-5868	137	2	en1	en1	PROPN
ejpam-5868	137	3	·	·	PUNCT
ejpam-5868	137	4	·	·	PUNCT
ejpam-5868	137	5	·	·	PUNCT
ejpam-5868	137	6	enn	enn	PROPN
ejpam-5868	137	7			ADV
ejpam-5868	137	8	.	.	PUNCT
ejpam-5868	138	1	step	step	NOUN
ejpam-5868	138	2	9	9	NUM
ejpam-5868	138	3	:	:	PUNCT
ejpam-5868	138	4	the	the	DET
ejpam-5868	138	5	matrix	matrix	NOUN
ejpam-5868	138	6	of	of	ADP
ejpam-5868	138	7	steady	steady	ADJ
ejpam-5868	138	8	state	state	NOUN
ejpam-5868	138	9	probability	probability	NOUN
ejpam-5868	138	10	s	s	NOUN
ejpam-5868	138	11	,	,	PUNCT
ejpam-5868	138	12	is	be	AUX
ejpam-5868	138	13	defined	define	VERB
ejpam-5868	138	14	as	as	ADP
ejpam-5868	138	15	:	:	PUNCT
ejpam-5868	138	16	s	s	PART
ejpam-5868	138	17	=	=	PUNCT
ejpam-5868	139	1	[	[	X
ejpam-5868	139	2	π1	π1	NOUN
ejpam-5868	139	3	,	,	PUNCT
ejpam-5868	139	4	π2	π2	NOUN
ejpam-5868	139	5	,	,	PUNCT
ejpam-5868	139	6	.	.	PUNCT
ejpam-5868	139	7	.	.	PUNCT
ejpam-5868	139	8	.	.	PUNCT
ejpam-5868	140	1	,	,	PUNCT
ejpam-5868	140	2	πn	πn	VERB
ejpam-5868	140	3	]	]	PUNCT
ejpam-5868	140	4	.	.	PUNCT
ejpam-5868	141	1	step	step	NOUN
ejpam-5868	141	2	10	10	NUM
ejpam-5868	141	3	:	:	PUNCT
ejpam-5868	141	4	transforming	transform	VERB
ejpam-5868	141	5	a	a	DET
ejpam-5868	141	6	change	change	NOUN
ejpam-5868	141	7	-	-	PUNCT
ejpam-5868	141	8	over	over	ADP
ejpam-5868	141	9	probability	probability	NOUN
ejpam-5868	141	10	matrix	matrix	NOUN
ejpam-5868	141	11	into	into	ADP
ejpam-5868	141	12	a	a	DET
ejpam-5868	141	13	fuzzy	fuzzy	ADJ
ejpam-5868	141	14	relation	relation	NOUN
ejpam-5868	141	15	matrix	matrix	NOUN
ejpam-5868	141	16	by	by	ADP
ejpam-5868	141	17	reinterpreting	reinterpret	VERB
ejpam-5868	141	18	the	the	DET
ejpam-5868	141	19	change	change	NOUN
ejpam-5868	141	20	-	-	PUNCT
ejpam-5868	141	21	over	over	ADP
ejpam-5868	141	22	probabilities	probability	NOUN
ejpam-5868	141	23	so	so	SCONJ
ejpam-5868	141	24	that	that	SCONJ
ejpam-5868	141	25	the	the	DET
ejpam-5868	141	26	sum	sum	NOUN
ejpam-5868	141	27	of	of	ADP
ejpam-5868	141	28	the	the	DET
ejpam-5868	141	29	probabilities	probability	NOUN
ejpam-5868	141	30	in	in	ADP
ejpam-5868	141	31	a	a	DET
ejpam-5868	141	32	row	row	NOUN
ejpam-5868	141	33	does	do	AUX
ejpam-5868	141	34	not	not	PART
ejpam-5868	141	35	have	have	VERB
ejpam-5868	141	36	to	to	PART
ejpam-5868	141	37	be	be	AUX
ejpam-5868	141	38	one	one	NUM
ejpam-5868	141	39	.	.	PUNCT
ejpam-5868	142	1	step	step	NOUN
ejpam-5868	142	2	11	11	NUM
ejpam-5868	142	3	:	:	PUNCT
ejpam-5868	142	4	normalizing	normalize	VERB
ejpam-5868	142	5	the	the	DET
ejpam-5868	142	6	change	change	NOUN
ejpam-5868	142	7	-	-	PUNCT
ejpam-5868	142	8	over	over	ADP
ejpam-5868	142	9	matrix	matrix	NOUN
ejpam-5868	142	10	if	if	SCONJ
ejpam-5868	142	11	the	the	DET
ejpam-5868	142	12	entries	entry	NOUN
ejpam-5868	142	13	do	do	AUX
ejpam-5868	142	14	not	not	PART
ejpam-5868	142	15	fall	fall	VERB
ejpam-5868	142	16	between	between	ADP
ejpam-5868	142	17	0	0	NUM
ejpam-5868	142	18	and	and	CCONJ
ejpam-5868	142	19	1	1	NUM
ejpam-5868	142	20	.	.	X
ejpam-5868	142	21	step	step	NOUN
ejpam-5868	142	22	12	12	NUM
ejpam-5868	142	23	:	:	PUNCT
ejpam-5868	142	24	interpreting	interpret	VERB
ejpam-5868	142	25	the	the	DET
ejpam-5868	142	26	membership	membership	NOUN
ejpam-5868	142	27	values	value	NOUN
ejpam-5868	142	28	for	for	ADP
ejpam-5868	142	29	the	the	DET
ejpam-5868	142	30	fuzzy	fuzzy	ADJ
ejpam-5868	142	31	relation	relation	NOUN
ejpam-5868	142	32	matrix	matrix	NOUN
ejpam-5868	142	33	as	as	ADP
ejpam-5868	142	34	transition	transition	NOUN
ejpam-5868	142	35	probabilities	probability	NOUN
ejpam-5868	142	36	.	.	PUNCT
ejpam-5868	143	1	step	step	NOUN
ejpam-5868	143	2	13	13	NUM
ejpam-5868	143	3	:	:	PUNCT
ejpam-5868	143	4	the	the	DET
ejpam-5868	143	5	suggested	suggest	VERB
ejpam-5868	143	6	transformed	transform	VERB
ejpam-5868	143	7	fuzzy	fuzzy	ADJ
ejpam-5868	143	8	random	random	ADJ
ejpam-5868	143	9	hidden	hide	VERB
ejpam-5868	143	10	markov	markov	NOUN
ejpam-5868	143	11	parametric	parametric	ADJ
ejpam-5868	143	12	genetic	genetic	ADJ
ejpam-5868	143	13	algorithm	algorithm	NOUN
ejpam-5868	143	14	particle	particle	NOUN
ejpam-5868	143	15	swarm	swarm	NOUN
ejpam-5868	143	16	optimization	optimization	NOUN
ejpam-5868	143	17	model	model	NOUN
ejpam-5868	143	18	(	(	PUNCT
ejpam-5868	143	19	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	143	20	)	)	PUNCT
ejpam-5868	143	21	calibration	calibration	NOUN
ejpam-5868	143	22	with	with	ADP
ejpam-5868	143	23	ga	ga	PROPN
ejpam-5868	143	24	and	and	CCONJ
ejpam-5868	143	25	pso	pso	NOUN
ejpam-5868	143	26	particles	particle	NOUN
ejpam-5868	143	27	optimizes	optimize	VERB
ejpam-5868	143	28	dimension	dimension	NOUN
ejpam-5868	143	29	n	n	CCONJ
ejpam-5868	143	30	×	×	NOUN
ejpam-5868	143	31	n	n	X
ejpam-5868	143	32	in	in	ADP
ejpam-5868	143	33	energy	energy	NOUN
ejpam-5868	143	34	forecasting	forecasting	NOUN
ejpam-5868	143	35	systems	system	NOUN
ejpam-5868	143	36	(	(	PUNCT
ejpam-5868	143	37	efs	ef	NOUN
ejpam-5868	143	38	)	)	PUNCT
ejpam-5868	143	39	.	.	PUNCT
ejpam-5868	144	1	the	the	DET
ejpam-5868	144	2	n	n	NUM
ejpam-5868	144	3	×	×	NOUN
ejpam-5868	144	4	n	n	PRON
ejpam-5868	144	5	parameters	parameter	NOUN
ejpam-5868	144	6	,	,	PUNCT
ejpam-5868	144	7	known	know	VERB
ejpam-5868	144	8	as	as	ADP
ejpam-5868	144	9	particles	particle	NOUN
ejpam-5868	144	10	,	,	PUNCT
ejpam-5868	144	11	combine	combine	VERB
ejpam-5868	144	12	cross	cross	ADJ
ejpam-5868	144	13	-	-	ADJ
ejpam-5868	144	14	method	method	ADJ
ejpam-5868	144	15	fitness	fitness	NOUN
ejpam-5868	144	16	with	with	ADP
ejpam-5868	144	17	adaptive	adaptive	ADJ
ejpam-5868	144	18	updates	update	NOUN
ejpam-5868	144	19	to	to	PART
ejpam-5868	144	20	create	create	VERB
ejpam-5868	144	21	a	a	DET
ejpam-5868	144	22	novel	novel	ADJ
ejpam-5868	144	23	solution	solution	NOUN
ejpam-5868	144	24	.	.	PUNCT
ejpam-5868	145	1	step	step	NOUN
ejpam-5868	145	2	14	14	NUM
ejpam-5868	145	3	:	:	PUNCT
ejpam-5868	145	4	the	the	DET
ejpam-5868	145	5	parameter	parameter	NOUN
ejpam-5868	145	6	optimization	optimization	NOUN
ejpam-5868	145	7	of	of	ADP
ejpam-5868	145	8	dimension	dimension	NOUN
ejpam-5868	145	9	n×n	n×n	PROPN
ejpam-5868	145	10	in	in	ADP
ejpam-5868	145	11	energy	energy	NOUN
ejpam-5868	145	12	forecasting	forecasting	NOUN
ejpam-5868	145	13	systems	system	NOUN
ejpam-5868	145	14	(	(	PUNCT
ejpam-5868	145	15	ems	ems	PROPN
ejpam-5868	145	16	)	)	PUNCT
ejpam-5868	145	17	applying	apply	VERB
ejpam-5868	145	18	genetic	genetic	ADJ
ejpam-5868	145	19	algorithm	algorithm	NOUN
ejpam-5868	145	20	particle	particle	NOUN
ejpam-5868	145	21	swarm	swarm	NOUN
ejpam-5868	145	22	optimization	optimization	NOUN
ejpam-5868	145	23	(	(	PUNCT
ejpam-5868	145	24	gapso	gapso	NOUN
ejpam-5868	145	25	)	)	PUNCT
ejpam-5868	145	26	concludes	conclude	VERB
ejpam-5868	145	27	when	when	SCONJ
ejpam-5868	145	28	the	the	DET
ejpam-5868	145	29	transformed	transform	VERB
ejpam-5868	145	30	fuzzy	fuzzy	ADJ
ejpam-5868	145	31	random	random	ADJ
ejpam-5868	145	32	hidden	hide	VERB
ejpam-5868	145	33	markov	markov	NOUN
ejpam-5868	145	34	parametric	parametric	ADJ
ejpam-5868	145	35	genetic	genetic	ADJ
ejpam-5868	145	36	algorithm	algorithm	NOUN
ejpam-5868	145	37	particle	particle	NOUN
ejpam-5868	145	38	swarm	swarm	NOUN
ejpam-5868	145	39	optimization	optimization	NOUN
ejpam-5868	145	40	model	model	NOUN
ejpam-5868	145	41	(	(	PUNCT
ejpam-5868	145	42	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	145	43	)	)	PUNCT
ejpam-5868	145	44	ending	end	VERB
ejpam-5868	145	45	criteria	criterion	NOUN
ejpam-5868	145	46	for	for	ADP
ejpam-5868	145	47	forecast	forecast	NOUN
ejpam-5868	145	48	generation	generation	NOUN
ejpam-5868	145	49	and	and	CCONJ
ejpam-5868	145	50	post	post	ADJ
ejpam-5868	145	51	-	-	ADJ
ejpam-5868	145	52	processing	processing	NOUN
ejpam-5868	145	53	are	be	AUX
ejpam-5868	145	54	met	meet	VERB
ejpam-5868	145	55	.	.	PUNCT
ejpam-5868	146	1	step	step	NOUN
ejpam-5868	146	2	15	15	NUM
ejpam-5868	146	3	:	:	PUNCT
ejpam-5868	146	4	the	the	DET
ejpam-5868	146	5	hybrid	hybrid	ADJ
ejpam-5868	146	6	model	model	NOUN
ejpam-5868	146	7	hidden	hide	VERB
ejpam-5868	146	8	markov	markov	NOUN
ejpam-5868	146	9	parametric	parametric	ADJ
ejpam-5868	146	10	genetic	genetic	ADJ
ejpam-5868	146	11	algorithm	algorithm	NOUN
ejpam-5868	146	12	particle	particle	NOUN
ejpam-5868	146	13	swarm	swarm	NOUN
ejpam-5868	146	14	optimization	optimization	NOUN
ejpam-5868	146	15	model	model	NOUN
ejpam-5868	146	16	(	(	PUNCT
ejpam-5868	146	17	hmpgapsom	hmpgapsom	NOUN
ejpam-5868	146	18	’s	’s	PART
ejpam-5868	146	19	)	)	PUNCT
ejpam-5868	146	20	most	most	ADV
ejpam-5868	146	21	likely	likely	ADJ
ejpam-5868	146	22	probability	probability	NOUN
ejpam-5868	146	23	value	value	NOUN
ejpam-5868	146	24	is	be	AUX
ejpam-5868	146	25	validated	validate	VERB
ejpam-5868	146	26	and	and	CCONJ
ejpam-5868	146	27	tested	test	VERB
ejpam-5868	146	28	to	to	PART
ejpam-5868	146	29	generalize	generalize	VERB
ejpam-5868	146	30	its	its	PRON
ejpam-5868	146	31	capacity	capacity	NOUN
ejpam-5868	146	32	to	to	PART
ejpam-5868	146	33	calculate	calculate	VERB
ejpam-5868	146	34	prediction	prediction	NOUN
ejpam-5868	146	35	values	value	NOUN
ejpam-5868	146	36	.	.	PUNCT
ejpam-5868	147	1	step	step	NOUN
ejpam-5868	147	2	16	16	NUM
ejpam-5868	147	3	:	:	PUNCT
ejpam-5868	147	4	matlab	matlab	PROPN
ejpam-5868	147	5	code	code	NOUN
ejpam-5868	147	6	specifying	specify	VERB
ejpam-5868	147	7	the	the	DET
ejpam-5868	147	8	constraint	constraint	NOUN
ejpam-5868	147	9	variables	variable	NOUN
ejpam-5868	147	10	to	to	PART
ejpam-5868	147	11	be	be	AUX
ejpam-5868	147	12	optimized	optimize	VERB
ejpam-5868	147	13	in	in	ADP
ejpam-5868	147	14	gapso	gapso	NOUN
ejpam-5868	147	15	must	must	AUX
ejpam-5868	147	16	be	be	AUX
ejpam-5868	147	17	utilized	utilize	VERB
ejpam-5868	147	18	to	to	PART
ejpam-5868	147	19	formulate	formulate	VERB
ejpam-5868	147	20	the	the	DET
ejpam-5868	147	21	mean	mean	ADJ
ejpam-5868	147	22	directional	directional	ADJ
ejpam-5868	147	23	accuracy	accuracy	NOUN
ejpam-5868	147	24	measure	measure	NOUN
ejpam-5868	147	25	,	,	PUNCT
ejpam-5868	147	26	or	or	CCONJ
ejpam-5868	147	27	mse	mse	NOUN
ejpam-5868	147	28	,	,	PUNCT
ejpam-5868	147	29	rmse	rmse	NOUN
ejpam-5868	147	30	,	,	PUNCT
ejpam-5868	147	31	and	and	CCONJ
ejpam-5868	147	32	mape	mape	NOUN
ejpam-5868	147	33	,	,	PUNCT
ejpam-5868	147	34	as	as	ADP
ejpam-5868	147	35	an	an	DET
ejpam-5868	147	36	objective	objective	ADJ
ejpam-5868	147	37	error	error	NOUN
ejpam-5868	147	38	function	function	NOUN
ejpam-5868	147	39	.	.	PUNCT
ejpam-5868	148	1	the	the	DET
ejpam-5868	148	2	results	result	NOUN
ejpam-5868	148	3	are	be	AUX
ejpam-5868	148	4	plotted	plot	VERB
ejpam-5868	148	5	and	and	CCONJ
ejpam-5868	148	6	tabulated	tabulate	VERB
ejpam-5868	148	7	.	.	PUNCT
ejpam-5868	149	1	novelty	novelty	NOUN
ejpam-5868	149	2	and	and	CCONJ
ejpam-5868	149	3	comparison	comparison	NOUN
ejpam-5868	149	4	with	with	ADP
ejpam-5868	149	5	previous	previous	ADJ
ejpam-5868	149	6	work	work	NOUN
ejpam-5868	149	7	energy	energy	NOUN
ejpam-5868	149	8	forecasting	forecasting	NOUN
ejpam-5868	149	9	has	have	AUX
ejpam-5868	149	10	been	be	AUX
ejpam-5868	149	11	widely	widely	ADV
ejpam-5868	149	12	studied	study	VERB
ejpam-5868	149	13	using	use	VERB
ejpam-5868	149	14	various	various	ADJ
ejpam-5868	149	15	statistical	statistical	ADJ
ejpam-5868	149	16	and	and	CCONJ
ejpam-5868	149	17	computational	computational	ADJ
ejpam-5868	149	18	intelligence	intelligence	NOUN
ejpam-5868	149	19	techniques	technique	NOUN
ejpam-5868	149	20	.	.	PUNCT
ejpam-5868	150	1	traditional	traditional	ADJ
ejpam-5868	150	2	models	model	NOUN
ejpam-5868	150	3	,	,	PUNCT
ejpam-5868	150	4	such	such	ADJ
ejpam-5868	150	5	as	as	ADP
ejpam-5868	150	6	time	time	NOUN
ejpam-5868	150	7	series	series	PROPN
ejpam-5868	150	8	forecasting	forecasting	PROPN
ejpam-5868	150	9	(	(	PUNCT
ejpam-5868	150	10	arima	arima	NOUN
ejpam-5868	150	11	,	,	PUNCT
ejpam-5868	150	12	exponential	exponential	NOUN
ejpam-5868	150	13	smoothing	smoothing	NOUN
ejpam-5868	150	14	)	)	PUNCT
ejpam-5868	150	15	,	,	PUNCT
ejpam-5868	150	16	regression	regression	NOUN
ejpam-5868	150	17	models	model	NOUN
ejpam-5868	150	18	,	,	PUNCT
ejpam-5868	150	19	and	and	CCONJ
ejpam-5868	150	20	artificial	artificial	ADJ
ejpam-5868	150	21	neural	neural	ADJ
ejpam-5868	150	22	networks	network	NOUN
ejpam-5868	150	23	(	(	PUNCT
ejpam-5868	150	24	anns	anns	PROPN
ejpam-5868	150	25	)	)	PUNCT
ejpam-5868	150	26	,	,	PUNCT
ejpam-5868	150	27	have	have	AUX
ejpam-5868	150	28	been	be	AUX
ejpam-5868	150	29	commonly	commonly	ADV
ejpam-5868	150	30	used	use	VERB
ejpam-5868	150	31	.	.	PUNCT
ejpam-5868	151	1	however	however	ADV
ejpam-5868	151	2	,	,	PUNCT
ejpam-5868	151	3	these	these	DET
ejpam-5868	151	4	methods	method	NOUN
ejpam-5868	151	5	often	often	ADV
ejpam-5868	151	6	struggle	struggle	VERB
ejpam-5868	151	7	to	to	PART
ejpam-5868	151	8	accurately	accurately	ADV
ejpam-5868	151	9	capture	capture	VERB
ejpam-5868	151	10	the	the	DET
ejpam-5868	151	11	nonlinear	nonlinear	ADJ
ejpam-5868	151	12	,	,	PUNCT
ejpam-5868	151	13	dynamic	dynamic	ADJ
ejpam-5868	151	14	,	,	PUNCT
ejpam-5868	151	15	and	and	CCONJ
ejpam-5868	151	16	uncertain	uncertain	ADJ
ejpam-5868	151	17	nature	nature	NOUN
ejpam-5868	151	18	of	of	ADP
ejpam-5868	151	19	energy	energy	NOUN
ejpam-5868	151	20	consumption	consumption	NOUN
ejpam-5868	151	21	and	and	CCONJ
ejpam-5868	151	22	market	market	NOUN
ejpam-5868	151	23	fluctuations	fluctuation	NOUN
ejpam-5868	151	24	.	.	PUNCT
ejpam-5868	152	1	several	several	ADJ
ejpam-5868	152	2	recent	recent	ADJ
ejpam-5868	152	3	studies	study	NOUN
ejpam-5868	152	4	have	have	AUX
ejpam-5868	152	5	attempted	attempt	VERB
ejpam-5868	152	6	to	to	PART
ejpam-5868	152	7	improve	improve	VERB
ejpam-5868	152	8	energy	energy	NOUN
ejpam-5868	152	9	forecasting	forecasting	NOUN
ejpam-5868	152	10	by	by	ADP
ejpam-5868	152	11	incorporating	incorporate	VERB
ejpam-5868	152	12	hidden	hidden	ADJ
ejpam-5868	152	13	markov	markov	NOUN
ejpam-5868	152	14	models	model	NOUN
ejpam-5868	152	15	(	(	PUNCT
ejpam-5868	152	16	hmms	hmms	NOUN
ejpam-5868	152	17	)	)	PUNCT
ejpam-5868	152	18	and	and	CCONJ
ejpam-5868	152	19	fuzzy	fuzzy	ADJ
ejpam-5868	152	20	relational	relational	ADJ
ejpam-5868	152	21	matrices	matrix	NOUN
ejpam-5868	152	22	(	(	PUNCT
ejpam-5868	152	23	frm	frm	PROPN
ejpam-5868	152	24	)	)	PUNCT
ejpam-5868	152	25	to	to	PART
ejpam-5868	152	26	manage	manage	VERB
ejpam-5868	152	27	uncertainty	uncertainty	NOUN
ejpam-5868	152	28	and	and	CCONJ
ejpam-5868	152	29	time	time	NOUN
ejpam-5868	152	30	-	-	PUNCT
ejpam-5868	152	31	dependent	dependent	ADJ
ejpam-5868	152	32	patterns	pattern	NOUN
ejpam-5868	152	33	.	.	PUNCT
ejpam-5868	153	1	for	for	ADP
ejpam-5868	153	2	instance	instance	NOUN
ejpam-5868	153	3	,	,	PUNCT
ejpam-5868	153	4	nagarajan	nagarajan	NOUN
ejpam-5868	153	5	et	et	PROPN
ejpam-5868	153	6	al	al	PROPN
ejpam-5868	153	7	.	.	PUNCT
ejpam-5868	154	1	[	[	X
ejpam-5868	154	2	13	13	NUM
ejpam-5868	154	3	]	]	PUNCT
ejpam-5868	154	4	utilized	utilize	VERB
ejpam-5868	154	5	hmm	hmm	INTJ
ejpam-5868	154	6	for	for	ADP
ejpam-5868	154	7	stock	stock	NOUN
ejpam-5868	154	8	market	market	NOUN
ejpam-5868	154	9	trend	trend	NOUN
ejpam-5868	154	10	analysis	analysis	NOUN
ejpam-5868	154	11	,	,	PUNCT
ejpam-5868	154	12	showing	show	VERB
ejpam-5868	154	13	its	its	PRON
ejpam-5868	154	14	ability	ability	NOUN
ejpam-5868	154	15	to	to	PART
ejpam-5868	154	16	handle	handle	VERB
ejpam-5868	154	17	hidden	hide	VERB
ejpam-5868	154	18	state	state	NOUN
ejpam-5868	154	19	dependencies	dependency	NOUN
ejpam-5868	154	20	k.	k.	PROPN
ejpam-5868	154	21	kalpana	kalpana	PROPN
ejpam-5868	154	22	and	and	CCONJ
ejpam-5868	154	23	g.	g.	PROPN
ejpam-5868	154	24	kavitha	kavitha	PROPN
ejpam-5868	154	25	/	/	SYM
ejpam-5868	154	26	eur	eur	PROPN
ejpam-5868	154	27	.	.	PUNCT
ejpam-5868	155	1	j.	j.	PROPN
ejpam-5868	155	2	pure	pure	PROPN
ejpam-5868	155	3	appl	appl	PROPN
ejpam-5868	155	4	.	.	PROPN
ejpam-5868	155	5	math	math	PROPN
ejpam-5868	155	6	,	,	PUNCT
ejpam-5868	155	7	18	18	NUM
ejpam-5868	155	8	(	(	PUNCT
ejpam-5868	155	9	2	2	NUM
ejpam-5868	155	10	)	)	PUNCT
ejpam-5868	155	11	(	(	PUNCT
ejpam-5868	155	12	2025	2025	NUM
ejpam-5868	155	13	)	)	PUNCT
ejpam-5868	155	14	,	,	PUNCT
ejpam-5868	155	15	5868	5868	NUM
ejpam-5868	155	16	9	9	NUM
ejpam-5868	155	17	of	of	ADP
ejpam-5868	155	18	26	26	NUM
ejpam-5868	155	19	in	in	ADP
ejpam-5868	155	20	time	time	NOUN
ejpam-5868	155	21	-	-	PUNCT
ejpam-5868	155	22	series	series	NOUN
ejpam-5868	155	23	data	datum	NOUN
ejpam-5868	155	24	.	.	PUNCT
ejpam-5868	156	1	similarly	similarly	ADV
ejpam-5868	156	2	,	,	PUNCT
ejpam-5868	156	3	guangming	guangming	PROPN
ejpam-5868	156	4	li	li	PROPN
ejpam-5868	156	5	et	et	PROPN
ejpam-5868	156	6	al	al	PROPN
ejpam-5868	156	7	.	.	PUNCT
ejpam-5868	157	1	[	[	X
ejpam-5868	157	2	4	4	X
ejpam-5868	157	3	]	]	PUNCT
ejpam-5868	157	4	proposed	propose	VERB
ejpam-5868	157	5	fuzzy	fuzzy	ADJ
ejpam-5868	157	6	markov	markov	NOUN
ejpam-5868	157	7	chains	chain	NOUN
ejpam-5868	157	8	for	for	ADP
ejpam-5868	157	9	short	short	ADJ
ejpam-5868	157	10	-	-	PUNCT
ejpam-5868	157	11	term	term	NOUN
ejpam-5868	157	12	power	power	NOUN
ejpam-5868	157	13	price	price	NOUN
ejpam-5868	157	14	forecasting	forecasting	NOUN
ejpam-5868	157	15	.	.	PUNCT
ejpam-5868	158	1	however	however	ADV
ejpam-5868	158	2	,	,	PUNCT
ejpam-5868	158	3	these	these	DET
ejpam-5868	158	4	approaches	approach	NOUN
ejpam-5868	158	5	relied	rely	VERB
ejpam-5868	158	6	on	on	ADP
ejpam-5868	158	7	fixed	fix	VERB
ejpam-5868	158	8	model	model	NOUN
ejpam-5868	158	9	parameters	parameter	NOUN
ejpam-5868	158	10	,	,	PUNCT
ejpam-5868	158	11	limiting	limit	VERB
ejpam-5868	158	12	their	their	PRON
ejpam-5868	158	13	adaptability	adaptability	NOUN
ejpam-5868	158	14	to	to	ADP
ejpam-5868	158	15	dynamic	dynamic	ADJ
ejpam-5868	158	16	market	market	NOUN
ejpam-5868	158	17	conditions	condition	NOUN
ejpam-5868	158	18	.	.	PUNCT
ejpam-5868	159	1	other	other	ADJ
ejpam-5868	159	2	research	research	NOUN
ejpam-5868	159	3	has	have	AUX
ejpam-5868	159	4	explored	explore	VERB
ejpam-5868	159	5	hybrid	hybrid	ADJ
ejpam-5868	159	6	optimization	optimization	NOUN
ejpam-5868	159	7	techniques	technique	NOUN
ejpam-5868	159	8	for	for	ADP
ejpam-5868	159	9	energy	energy	NOUN
ejpam-5868	159	10	forecasting	forecasting	NOUN
ejpam-5868	159	11	.	.	PUNCT
ejpam-5868	160	1	lago	lago	PROPN
ejpam-5868	160	2	et	et	PROPN
ejpam-5868	160	3	al	al	PROPN
ejpam-5868	160	4	.	.	PUNCT
ejpam-5868	161	1	[	[	X
ejpam-5868	161	2	10	10	NUM
ejpam-5868	161	3	]	]	X
ejpam-5868	161	4	integrated	integrate	VERB
ejpam-5868	161	5	deep	deep	ADJ
ejpam-5868	161	6	learning	learning	NOUN
ejpam-5868	161	7	models	model	NOUN
ejpam-5868	161	8	with	with	ADP
ejpam-5868	161	9	market	market	NOUN
ejpam-5868	161	10	data	datum	NOUN
ejpam-5868	161	11	,	,	PUNCT
ejpam-5868	161	12	improving	improve	VERB
ejpam-5868	161	13	predictive	predictive	ADJ
ejpam-5868	161	14	accuracy	accuracy	NOUN
ejpam-5868	161	15	,	,	PUNCT
ejpam-5868	161	16	but	but	CCONJ
ejpam-5868	161	17	the	the	DET
ejpam-5868	161	18	computational	computational	ADJ
ejpam-5868	161	19	complexity	complexity	NOUN
ejpam-5868	161	20	remained	remain	VERB
ejpam-5868	161	21	a	a	DET
ejpam-5868	161	22	challenge	challenge	NOUN
ejpam-5868	161	23	.	.	PUNCT
ejpam-5868	162	1	li	li	PROPN
ejpam-5868	162	2	et	et	PROPN
ejpam-5868	162	3	al	al	PROPN
ejpam-5868	162	4	.	.	PUNCT
ejpam-5868	163	1	[	[	X
ejpam-5868	163	2	5	5	NUM
ejpam-5868	163	3	]	]	PUNCT
ejpam-5868	163	4	combined	combine	VERB
ejpam-5868	163	5	genetic	genetic	ADJ
ejpam-5868	163	6	algorithm	algorithm	NOUN
ejpam-5868	163	7	(	(	PUNCT
ejpam-5868	163	8	ga	ga	NOUN
ejpam-5868	163	9	)	)	PUNCT
ejpam-5868	163	10	and	and	CCONJ
ejpam-5868	163	11	artificial	artificial	ADJ
ejpam-5868	163	12	neural	neural	ADJ
ejpam-5868	163	13	networks	network	NOUN
ejpam-5868	163	14	(	(	PUNCT
ejpam-5868	163	15	anns	anns	PROPN
ejpam-5868	163	16	)	)	PUNCT
ejpam-5868	163	17	for	for	ADP
ejpam-5868	163	18	electricity	electricity	NOUN
ejpam-5868	163	19	price	price	NOUN
ejpam-5868	163	20	prediction	prediction	NOUN
ejpam-5868	163	21	,	,	PUNCT
ejpam-5868	163	22	demonstrating	demonstrate	VERB
ejpam-5868	163	23	enhanced	enhance	VERB
ejpam-5868	163	24	accuracy	accuracy	NOUN
ejpam-5868	163	25	but	but	CCONJ
ejpam-5868	163	26	struggling	struggle	VERB
ejpam-5868	163	27	with	with	ADP
ejpam-5868	163	28	slow	slow	ADJ
ejpam-5868	163	29	convergence	convergence	NOUN
ejpam-5868	163	30	and	and	CCONJ
ejpam-5868	163	31	high	high	ADJ
ejpam-5868	163	32	training	training	NOUN
ejpam-5868	163	33	costs	cost	NOUN
ejpam-5868	163	34	.	.	PUNCT
ejpam-5868	164	1	the	the	DET
ejpam-5868	164	2	proposed	propose	VERB
ejpam-5868	164	3	model	model	NOUN
ejpam-5868	164	4	introduces	introduce	VERB
ejpam-5868	164	5	several	several	ADJ
ejpam-5868	164	6	key	key	ADJ
ejpam-5868	164	7	innovations	innovation	NOUN
ejpam-5868	164	8	:	:	PUNCT
ejpam-5868	164	9	1	1	NUM
ejpam-5868	164	10	hybrid	hybrid	ADJ
ejpam-5868	164	11	framework	framework	NOUN
ejpam-5868	164	12	:	:	PUNCT
ejpam-5868	164	13	unlike	unlike	ADP
ejpam-5868	164	14	standalone	standalone	NOUN
ejpam-5868	164	15	hmm	hmm	INTJ
ejpam-5868	164	16	or	or	CCONJ
ejpam-5868	164	17	frm	frm	PROPN
ejpam-5868	164	18	models	model	NOUN
ejpam-5868	164	19	,	,	PUNCT
ejpam-5868	164	20	the	the	DET
ejpam-5868	164	21	study	study	NOUN
ejpam-5868	164	22	combines	combine	VERB
ejpam-5868	164	23	hmm	hmm	INTJ
ejpam-5868	164	24	with	with	SCONJ
ejpam-5868	164	25	transformed	transform	VERB
ejpam-5868	164	26	fuzzy	fuzzy	ADJ
ejpam-5868	164	27	relational	relational	ADJ
ejpam-5868	164	28	matrices	matrix	NOUN
ejpam-5868	164	29	(	(	PUNCT
ejpam-5868	164	30	tfrm	tfrm	PROPN
ejpam-5868	164	31	)	)	PUNCT
ejpam-5868	164	32	to	to	PART
ejpam-5868	164	33	better	well	ADV
ejpam-5868	164	34	handle	handle	VERB
ejpam-5868	164	35	uncertainties	uncertainty	NOUN
ejpam-5868	164	36	in	in	ADP
ejpam-5868	164	37	energy	energy	NOUN
ejpam-5868	164	38	data	datum	NOUN
ejpam-5868	164	39	.	.	PUNCT
ejpam-5868	165	1	2	2	NUM
ejpam-5868	165	2	optimization	optimization	NOUN
ejpam-5868	165	3	via	via	ADP
ejpam-5868	165	4	ga	ga	PROPN
ejpam-5868	165	5	and	and	CCONJ
ejpam-5868	165	6	pso	pso	NOUN
ejpam-5868	165	7	:	:	PUNCT
ejpam-5868	165	8	while	while	SCONJ
ejpam-5868	165	9	earlier	early	ADJ
ejpam-5868	165	10	studies	study	NOUN
ejpam-5868	165	11	applied	apply	VERB
ejpam-5868	165	12	either	either	CCONJ
ejpam-5868	165	13	ga	ga	PROPN
ejpam-5868	165	14	or	or	CCONJ
ejpam-5868	165	15	pso	pso	NOUN
ejpam-5868	165	16	separately	separately	ADV
ejpam-5868	165	17	,	,	PUNCT
ejpam-5868	165	18	this	this	DET
ejpam-5868	165	19	method	method	NOUN
ejpam-5868	165	20	integrates	integrate	NOUN
ejpam-5868	165	21	both	both	PRON
ejpam-5868	165	22	to	to	PART
ejpam-5868	165	23	enhance	enhance	VERB
ejpam-5868	165	24	parameter	parameter	NOUN
ejpam-5868	165	25	selection	selection	NOUN
ejpam-5868	165	26	,	,	PUNCT
ejpam-5868	165	27	model	model	NOUN
ejpam-5868	165	28	convergence	convergence	NOUN
ejpam-5868	165	29	,	,	PUNCT
ejpam-5868	165	30	and	and	CCONJ
ejpam-5868	165	31	forecasting	forecasting	NOUN
ejpam-5868	165	32	accuracy	accuracy	NOUN
ejpam-5868	165	33	.	.	PUNCT
ejpam-5868	166	1	3	3	NUM
ejpam-5868	166	2	lower	low	ADJ
ejpam-5868	166	3	computational	computational	ADJ
ejpam-5868	166	4	complexity	complexity	NOUN
ejpam-5868	166	5	:	:	PUNCT
ejpam-5868	166	6	traditional	traditional	ADJ
ejpam-5868	166	7	neural	neural	ADJ
ejpam-5868	166	8	network	network	NOUN
ejpam-5868	166	9	-	-	PUNCT
ejpam-5868	166	10	based	base	VERB
ejpam-5868	166	11	models	model	NOUN
ejpam-5868	166	12	require	require	VERB
ejpam-5868	166	13	extensive	extensive	ADJ
ejpam-5868	166	14	training	training	NOUN
ejpam-5868	166	15	,	,	PUNCT
ejpam-5868	166	16	whereas	whereas	SCONJ
ejpam-5868	166	17	this	this	DET
ejpam-5868	166	18	model	model	NOUN
ejpam-5868	166	19	achieves	achieve	VERB
ejpam-5868	166	20	faster	fast	ADJ
ejpam-5868	166	21	convergence	convergence	NOUN
ejpam-5868	166	22	and	and	CCONJ
ejpam-5868	166	23	better	well	ADJ
ejpam-5868	166	24	adaptability	adaptability	NOUN
ejpam-5868	166	25	with	with	ADP
ejpam-5868	166	26	optimization	optimization	NOUN
ejpam-5868	166	27	-	-	PUNCT
ejpam-5868	166	28	based	base	VERB
ejpam-5868	166	29	tuning	tuning	NOUN
ejpam-5868	166	30	.	.	PUNCT
ejpam-5868	167	1	4	4	NUM
ejpam-5868	167	2	superior	superior	ADJ
ejpam-5868	167	3	forecasting	forecasting	NOUN
ejpam-5868	167	4	performance	performance	NOUN
ejpam-5868	167	5	:	:	PUNCT
ejpam-5868	167	6	experimental	experimental	ADJ
ejpam-5868	167	7	validation	validation	NOUN
ejpam-5868	167	8	on	on	ADP
ejpam-5868	167	9	real	real	ADJ
ejpam-5868	167	10	-	-	PUNCT
ejpam-5868	167	11	world	world	NOUN
ejpam-5868	167	12	energy	energy	NOUN
ejpam-5868	167	13	datasets	dataset	NOUN
ejpam-5868	167	14	shows	show	VERB
ejpam-5868	167	15	that	that	SCONJ
ejpam-5868	167	16	the	the	DET
ejpam-5868	167	17	model	model	NOUN
ejpam-5868	167	18	reduces	reduce	VERB
ejpam-5868	167	19	forecasting	forecasting	NOUN
ejpam-5868	167	20	errors	error	NOUN
ejpam-5868	167	21	(	(	PUNCT
ejpam-5868	167	22	mape	mape	NOUN
ejpam-5868	167	23	,	,	PUNCT
ejpam-5868	167	24	rmse	rmse	NOUN
ejpam-5868	167	25	)	)	PUNCT
ejpam-5868	167	26	compared	compare	VERB
ejpam-5868	167	27	to	to	ADP
ejpam-5868	167	28	previous	previous	ADJ
ejpam-5868	167	29	approaches	approach	NOUN
ejpam-5868	167	30	.	.	PUNCT
ejpam-5868	168	1	summary	summary	NOUN
ejpam-5868	168	2	of	of	ADP
ejpam-5868	168	3	improvements	improvement	NOUN
ejpam-5868	168	4	table	table	NOUN
ejpam-5868	168	5	1	1	NUM
ejpam-5868	168	6	:	:	PUNCT
ejpam-5868	168	7	comparison	comparison	NOUN
ejpam-5868	168	8	of	of	ADP
ejpam-5868	168	9	methodologies	methodology	NOUN
ejpam-5868	168	10	and	and	CCONJ
ejpam-5868	168	11	improvements	improvement	NOUN
ejpam-5868	168	12	methodology	methodology	NOUN
ejpam-5868	168	13	strengths	strength	NOUN
ejpam-5868	168	14	limitations	limitation	VERB
ejpam-5868	168	15	comparison	comparison	NOUN
ejpam-5868	168	16	with	with	ADP
ejpam-5868	168	17	proposed	propose	VERB
ejpam-5868	168	18	model	model	NOUN
ejpam-5868	168	19	arima	arima	PROPN
ejpam-5868	168	20	,	,	PUNCT
ejpam-5868	168	21	regression	regression	NOUN
ejpam-5868	168	22	simple	simple	ADJ
ejpam-5868	168	23	,	,	PUNCT
ejpam-5868	168	24	widely	widely	ADV
ejpam-5868	168	25	used	use	VERB
ejpam-5868	168	26	struggles	struggle	NOUN
ejpam-5868	168	27	with	with	ADP
ejpam-5868	168	28	nonlinearity	nonlinearity	NOUN
ejpam-5868	168	29	,	,	PUNCT
ejpam-5868	168	30	poor	poor	ADJ
ejpam-5868	168	31	adaptability	adaptability	NOUN
ejpam-5868	168	32	the	the	DET
ejpam-5868	168	33	study	study	NOUN
ejpam-5868	168	34	handles	handle	VERB
ejpam-5868	168	35	nonlinear	nonlinear	ADJ
ejpam-5868	168	36	dependencies	dependency	NOUN
ejpam-5868	168	37	and	and	CCONJ
ejpam-5868	168	38	uncertainty	uncertainty	NOUN
ejpam-5868	168	39	better	well	ADJ
ejpam-5868	168	40	hmm	hmm	ADV
ejpam-5868	168	41	-	-	PUNCT
ejpam-5868	168	42	based	base	VERB
ejpam-5868	168	43	forecasting	forecasting	NOUN
ejpam-5868	168	44	captures	capture	VERB
ejpam-5868	168	45	temporal	temporal	ADJ
ejpam-5868	168	46	dependencies	dependency	NOUN
ejpam-5868	168	47	sensitive	sensitive	ADJ
ejpam-5868	168	48	to	to	ADP
ejpam-5868	168	49	parameter	parameter	NOUN
ejpam-5868	168	50	selection	selection	NOUN
ejpam-5868	168	51	the	the	DET
ejpam-5868	168	52	analysis	analysis	NOUN
ejpam-5868	168	53	enhances	enhance	VERB
ejpam-5868	168	54	hmm	hmm	INTJ
ejpam-5868	168	55	with	with	ADP
ejpam-5868	168	56	tfrm	tfrm	NOUN
ejpam-5868	168	57	and	and	CCONJ
ejpam-5868	168	58	optimization	optimization	NOUN
ejpam-5868	168	59	ann	ann	PROPN
ejpam-5868	168	60	-	-	PUNCT
ejpam-5868	168	61	based	base	VERB
ejpam-5868	168	62	models	model	NOUN
ejpam-5868	168	63	learns	learn	VERB
ejpam-5868	168	64	complex	complex	ADJ
ejpam-5868	168	65	patterns	pattern	NOUN
ejpam-5868	168	66	high	high	ADJ
ejpam-5868	168	67	computational	computational	ADJ
ejpam-5868	168	68	cost	cost	NOUN
ejpam-5868	168	69	,	,	PUNCT
ejpam-5868	168	70	slow	slow	ADJ
ejpam-5868	168	71	training	training	NOUN
ejpam-5868	168	72	the	the	DET
ejpam-5868	168	73	results	result	NOUN
ejpam-5868	168	74	converge	converge	VERB
ejpam-5868	168	75	faster	fast	ADV
ejpam-5868	168	76	and	and	CCONJ
ejpam-5868	168	77	require	require	VERB
ejpam-5868	168	78	less	less	ADJ
ejpam-5868	168	79	training	training	NOUN
ejpam-5868	168	80	data	datum	NOUN
ejpam-5868	168	81	ga	ga	PROPN
ejpam-5868	168	82	or	or	CCONJ
ejpam-5868	168	83	pso	pso	NOUN
ejpam-5868	168	84	optimization	optimization	NOUN
ejpam-5868	168	85	improved	improve	VERB
ejpam-5868	168	86	parameter	parameter	NOUN
ejpam-5868	168	87	tuning	tune	VERB
ejpam-5868	168	88	sub	sub	NOUN
ejpam-5868	168	89	-	-	ADJ
ejpam-5868	168	90	optimal	optimal	ADJ
ejpam-5868	168	91	when	when	SCONJ
ejpam-5868	168	92	used	use	VERB
ejpam-5868	168	93	alone	alone	ADV
ejpam-5868	168	94	the	the	DET
ejpam-5868	168	95	findings	finding	NOUN
ejpam-5868	168	96	combine	combine	VERB
ejpam-5868	168	97	ga	ga	PROPN
ejpam-5868	169	1	+	+	CCONJ
ejpam-5868	169	2	pso	pso	NOUN
ejpam-5868	169	3	for	for	ADP
ejpam-5868	169	4	better	well	ADJ
ejpam-5868	169	5	performance	performance	NOUN
ejpam-5868	169	6	k.	k.	PROPN
ejpam-5868	169	7	kalpana	kalpana	PROPN
ejpam-5868	169	8	and	and	CCONJ
ejpam-5868	169	9	g.	g.	PROPN
ejpam-5868	169	10	kavitha	kavitha	PROPN
ejpam-5868	169	11	/	/	SYM
ejpam-5868	169	12	eur	eur	PROPN
ejpam-5868	169	13	.	.	PUNCT
ejpam-5868	170	1	j.	j.	PROPN
ejpam-5868	170	2	pure	pure	PROPN
ejpam-5868	170	3	appl	appl	PROPN
ejpam-5868	170	4	.	.	PROPN
ejpam-5868	170	5	math	math	PROPN
ejpam-5868	170	6	,	,	PUNCT
ejpam-5868	170	7	18	18	NUM
ejpam-5868	170	8	(	(	PUNCT
ejpam-5868	170	9	2	2	NUM
ejpam-5868	170	10	)	)	PUNCT
ejpam-5868	170	11	(	(	PUNCT
ejpam-5868	170	12	2025	2025	NUM
ejpam-5868	170	13	)	)	PUNCT
ejpam-5868	170	14	,	,	PUNCT
ejpam-5868	170	15	5868	5868	NUM
ejpam-5868	170	16	10	10	NUM
ejpam-5868	170	17	of	of	ADP
ejpam-5868	170	18	26	26	NUM
ejpam-5868	170	19	in	in	ADP
ejpam-5868	170	20	conclusion	conclusion	NOUN
ejpam-5868	170	21	,	,	PUNCT
ejpam-5868	170	22	the	the	DET
ejpam-5868	170	23	proposed	propose	VERB
ejpam-5868	170	24	model	model	NOUN
ejpam-5868	170	25	outperforms	outperform	VERB
ejpam-5868	170	26	conventional	conventional	ADJ
ejpam-5868	170	27	methods	method	NOUN
ejpam-5868	170	28	by	by	ADP
ejpam-5868	170	29	addressing	address	VERB
ejpam-5868	170	30	their	their	PRON
ejpam-5868	170	31	key	key	ADJ
ejpam-5868	170	32	limitations	limitation	NOUN
ejpam-5868	170	33	.	.	PUNCT
ejpam-5868	171	1	the	the	DET
ejpam-5868	171	2	integration	integration	NOUN
ejpam-5868	171	3	of	of	ADP
ejpam-5868	171	4	hmm	hmm	PROPN
ejpam-5868	171	5	,	,	PUNCT
ejpam-5868	171	6	tfrm	tfrm	PROPN
ejpam-5868	171	7	,	,	PUNCT
ejpam-5868	171	8	ga	ga	PROPN
ejpam-5868	171	9	,	,	PUNCT
ejpam-5868	171	10	and	and	CCONJ
ejpam-5868	171	11	pso	pso	NOUN
ejpam-5868	171	12	creates	create	VERB
ejpam-5868	171	13	a	a	DET
ejpam-5868	171	14	more	more	ADV
ejpam-5868	171	15	robust	robust	ADJ
ejpam-5868	171	16	,	,	PUNCT
ejpam-5868	171	17	adaptive	adaptive	ADJ
ejpam-5868	171	18	,	,	PUNCT
ejpam-5868	171	19	and	and	CCONJ
ejpam-5868	171	20	efficient	efficient	ADJ
ejpam-5868	171	21	energy	energy	NOUN
ejpam-5868	171	22	forecasting	forecasting	NOUN
ejpam-5868	171	23	framework	framework	NOUN
ejpam-5868	171	24	suitable	suitable	ADJ
ejpam-5868	171	25	for	for	ADP
ejpam-5868	171	26	real	real	ADJ
ejpam-5868	171	27	-	-	PUNCT
ejpam-5868	171	28	time	time	NOUN
ejpam-5868	171	29	smart	smart	ADJ
ejpam-5868	171	30	grid	grid	NOUN
ejpam-5868	171	31	applications	application	NOUN
ejpam-5868	171	32	.	.	PUNCT
ejpam-5868	172	1	3	3	X
ejpam-5868	172	2	.	.	X
ejpam-5868	172	3	experimental	experimental	ADJ
ejpam-5868	172	4	and	and	CCONJ
ejpam-5868	172	5	framework	framework	NOUN
ejpam-5868	172	6	results	result	VERB
ejpam-5868	172	7	the	the	DET
ejpam-5868	172	8	performance	performance	NOUN
ejpam-5868	172	9	validation	validation	NOUN
ejpam-5868	172	10	of	of	ADP
ejpam-5868	172	11	the	the	DET
ejpam-5868	172	12	proposed	propose	VERB
ejpam-5868	172	13	forecasting	forecasting	NOUN
ejpam-5868	172	14	model	model	NOUN
ejpam-5868	172	15	was	be	AUX
ejpam-5868	172	16	conducted	conduct	VERB
ejpam-5868	172	17	using	use	VERB
ejpam-5868	172	18	several	several	ADJ
ejpam-5868	172	19	experimental	experimental	ADJ
ejpam-5868	172	20	methods	method	NOUN
ejpam-5868	172	21	:	:	PUNCT
ejpam-5868	172	22	1	1	X
ejpam-5868	172	23	.	.	X
ejpam-5868	172	24	real	real	ADJ
ejpam-5868	172	25	-	-	PUNCT
ejpam-5868	172	26	world	world	NOUN
ejpam-5868	172	27	dataset	dataset	NOUN
ejpam-5868	172	28	utilization	utilization	NOUN
ejpam-5868	172	29	•	•	ADP
ejpam-5868	172	30	the	the	DET
ejpam-5868	172	31	study	study	NOUN
ejpam-5868	172	32	used	use	VERB
ejpam-5868	172	33	historical	historical	ADJ
ejpam-5868	172	34	market	market	NOUN
ejpam-5868	172	35	clearing	clearing	NOUN
ejpam-5868	172	36	price	price	NOUN
ejpam-5868	172	37	(	(	PUNCT
ejpam-5868	172	38	mcp	mcp	PROPN
ejpam-5868	172	39	)	)	PUNCT
ejpam-5868	172	40	and	and	CCONJ
ejpam-5868	172	41	market	market	NOUN
ejpam-5868	172	42	clearing	clearing	NOUN
ejpam-5868	172	43	volume	volume	NOUN
ejpam-5868	172	44	(	(	PUNCT
ejpam-5868	172	45	mcv	mcv	PROPN
ejpam-5868	172	46	)	)	PUNCT
ejpam-5868	172	47	data	datum	NOUN
ejpam-5868	172	48	from	from	ADP
ejpam-5868	172	49	january	january	PROPN
ejpam-5868	172	50	2022	2022	NUM
ejpam-5868	172	51	to	to	ADP
ejpam-5868	172	52	june	june	PROPN
ejpam-5868	172	53	2022	2022	NUM
ejpam-5868	172	54	,	,	PUNCT
ejpam-5868	172	55	sourced	source	VERB
ejpam-5868	172	56	from	from	ADP
ejpam-5868	172	57	www.iexindia.com	www.iexindia.com	PROPN
ejpam-5868	172	58	.	.	PROPN
ejpam-5868	173	1	•	•	NOUN
ejpam-5868	173	2	both	both	DET
ejpam-5868	173	3	day	day	NOUN
ejpam-5868	173	4	-	-	PUNCT
ejpam-5868	173	5	ahead	ahead	NOUN
ejpam-5868	173	6	market	market	NOUN
ejpam-5868	173	7	(	(	PUNCT
ejpam-5868	173	8	dam	dam	NOUN
ejpam-5868	173	9	)	)	PUNCT
ejpam-5868	173	10	and	and	CCONJ
ejpam-5868	173	11	real	real	ADJ
ejpam-5868	173	12	-	-	PUNCT
ejpam-5868	173	13	time	time	NOUN
ejpam-5868	173	14	market	market	NOUN
ejpam-5868	173	15	(	(	PUNCT
ejpam-5868	173	16	rtm	rtm	NOUN
ejpam-5868	173	17	)	)	PUNCT
ejpam-5868	173	18	datasets	dataset	NOUN
ejpam-5868	173	19	were	be	AUX
ejpam-5868	173	20	considered	consider	VERB
ejpam-5868	173	21	for	for	ADP
ejpam-5868	173	22	validation	validation	NOUN
ejpam-5868	173	23	.	.	PUNCT
ejpam-5868	174	1	2	2	X
ejpam-5868	174	2	.	.	X
ejpam-5868	174	3	comparative	comparative	ADJ
ejpam-5868	174	4	analysis	analysis	NOUN
ejpam-5868	174	5	with	with	ADP
ejpam-5868	174	6	classical	classical	ADJ
ejpam-5868	174	7	hmm	hmm	INTJ
ejpam-5868	174	8	computation	computation	NOUN
ejpam-5868	174	9	•	•	ADP
ejpam-5868	174	10	the	the	DET
ejpam-5868	174	11	model	model	NOUN
ejpam-5868	174	12	’s	’s	PART
ejpam-5868	174	13	accuracy	accuracy	NOUN
ejpam-5868	174	14	was	be	AUX
ejpam-5868	174	15	tested	test	VERB
ejpam-5868	174	16	by	by	ADP
ejpam-5868	174	17	comparing	compare	VERB
ejpam-5868	174	18	the	the	DET
ejpam-5868	174	19	transition	transition	NOUN
ejpam-5868	174	20	probability	probability	NOUN
ejpam-5868	174	21	matrix	matrix	NOUN
ejpam-5868	174	22	,	,	PUNCT
ejpam-5868	174	23	emission	emission	NOUN
ejpam-5868	174	24	probability	probability	NOUN
ejpam-5868	174	25	matrix	matrix	NOUN
ejpam-5868	174	26	,	,	PUNCT
ejpam-5868	174	27	and	and	CCONJ
ejpam-5868	174	28	steady	steady	ADJ
ejpam-5868	174	29	-	-	PUNCT
ejpam-5868	174	30	state	state	NOUN
ejpam-5868	174	31	probability	probability	NOUN
ejpam-5868	174	32	matrix	matrix	NOUN
ejpam-5868	174	33	of	of	ADP
ejpam-5868	174	34	the	the	DET
ejpam-5868	174	35	proposed	propose	VERB
ejpam-5868	174	36	hybrid	hybrid	NOUN
ejpam-5868	174	37	model	model	NOUN
ejpam-5868	174	38	with	with	ADP
ejpam-5868	174	39	those	those	PRON
ejpam-5868	174	40	of	of	ADP
ejpam-5868	174	41	a	a	DET
ejpam-5868	174	42	traditional	traditional	ADJ
ejpam-5868	174	43	hidden	hide	VERB
ejpam-5868	174	44	markov	markov	NOUN
ejpam-5868	174	45	model	model	NOUN
ejpam-5868	174	46	(	(	PUNCT
ejpam-5868	174	47	hmm	hmm	INTJ
ejpam-5868	174	48	)	)	PUNCT
ejpam-5868	174	49	.	.	PUNCT
ejpam-5868	175	1	3	3	X
ejpam-5868	175	2	.	.	X
ejpam-5868	175	3	optimization	optimization	NOUN
ejpam-5868	175	4	performance	performance	NOUN
ejpam-5868	175	5	evaluation	evaluation	NOUN
ejpam-5868	175	6	•	•	ADP
ejpam-5868	175	7	the	the	DET
ejpam-5868	175	8	genetic	genetic	ADJ
ejpam-5868	175	9	algorithm	algorithm	NOUN
ejpam-5868	175	10	(	(	PUNCT
ejpam-5868	175	11	ga	ga	NOUN
ejpam-5868	175	12	)	)	PUNCT
ejpam-5868	175	13	and	and	CCONJ
ejpam-5868	175	14	particle	particle	NOUN
ejpam-5868	175	15	swarm	swarm	NOUN
ejpam-5868	175	16	optimization	optimization	NOUN
ejpam-5868	175	17	(	(	PUNCT
ejpam-5868	175	18	pso	pso	NOUN
ejpam-5868	175	19	)	)	PUNCT
ejpam-5868	175	20	components	component	NOUN
ejpam-5868	175	21	were	be	AUX
ejpam-5868	175	22	evaluated	evaluate	VERB
ejpam-5868	175	23	based	base	VERB
ejpam-5868	175	24	on	on	ADP
ejpam-5868	175	25	their	their	PRON
ejpam-5868	175	26	ability	ability	NOUN
ejpam-5868	175	27	to	to	PART
ejpam-5868	175	28	enhance	enhance	VERB
ejpam-5868	175	29	model	model	NOUN
ejpam-5868	175	30	parameter	parameter	NOUN
ejpam-5868	175	31	tuning	tuning	NOUN
ejpam-5868	175	32	and	and	CCONJ
ejpam-5868	175	33	improve	improve	VERB
ejpam-5868	175	34	convergence	convergence	NOUN
ejpam-5868	175	35	.	.	PUNCT
ejpam-5868	176	1	•	•	NUM
ejpam-5868	176	2	the	the	DET
ejpam-5868	176	3	mean	mean	ADJ
ejpam-5868	176	4	directional	directional	ADJ
ejpam-5868	176	5	accuracy	accuracy	NOUN
ejpam-5868	176	6	(	(	PUNCT
ejpam-5868	176	7	mda	mda	PROPN
ejpam-5868	176	8	)	)	PUNCT
ejpam-5868	176	9	was	be	AUX
ejpam-5868	176	10	computed	compute	VERB
ejpam-5868	176	11	to	to	PART
ejpam-5868	176	12	measure	measure	VERB
ejpam-5868	176	13	the	the	DET
ejpam-5868	176	14	effectiveness	effectiveness	NOUN
ejpam-5868	176	15	of	of	ADP
ejpam-5868	176	16	the	the	DET
ejpam-5868	176	17	optimized	optimize	VERB
ejpam-5868	176	18	forecasting	forecasting	NOUN
ejpam-5868	176	19	process	process	NOUN
ejpam-5868	176	20	.	.	PUNCT
ejpam-5868	177	1	4	4	X
ejpam-5868	177	2	.	.	X
ejpam-5868	177	3	error	error	NOUN
ejpam-5868	177	4	metrics	metric	NOUN
ejpam-5868	177	5	for	for	ADP
ejpam-5868	177	6	forecasting	forecasting	NOUN
ejpam-5868	177	7	accuracy	accuracy	NOUN
ejpam-5868	177	8	•	•	ADP
ejpam-5868	177	9	the	the	DET
ejpam-5868	177	10	model	model	NOUN
ejpam-5868	177	11	’s	’s	PART
ejpam-5868	177	12	forecasting	forecasting	NOUN
ejpam-5868	177	13	performance	performance	NOUN
ejpam-5868	177	14	was	be	AUX
ejpam-5868	177	15	evaluated	evaluate	VERB
ejpam-5868	177	16	using	use	VERB
ejpam-5868	177	17	standard	standard	ADJ
ejpam-5868	177	18	error	error	NOUN
ejpam-5868	177	19	metrics	metric	NOUN
ejpam-5868	177	20	:	:	PUNCT
ejpam-5868	177	21	•	•	NUM
ejpam-5868	177	22	mean	mean	VERB
ejpam-5868	177	23	squared	square	VERB
ejpam-5868	177	24	error	error	NOUN
ejpam-5868	177	25	(	(	PUNCT
ejpam-5868	177	26	mse	mse	NOUN
ejpam-5868	177	27	)	)	PUNCT
ejpam-5868	177	28	•	•	NUM
ejpam-5868	177	29	root	root	NOUN
ejpam-5868	177	30	mean	mean	VERB
ejpam-5868	177	31	squared	square	VERB
ejpam-5868	177	32	error	error	NOUN
ejpam-5868	177	33	(	(	PUNCT
ejpam-5868	177	34	rmse	rmse	NOUN
ejpam-5868	177	35	)	)	PUNCT
ejpam-5868	178	1	•	•	NUM
ejpam-5868	178	2	mean	mean	VERB
ejpam-5868	178	3	absolute	absolute	ADJ
ejpam-5868	178	4	percentage	percentage	NOUN
ejpam-5868	178	5	error	error	NOUN
ejpam-5868	178	6	(	(	PUNCT
ejpam-5868	178	7	mape	mape	NOUN
ejpam-5868	178	8	)	)	PUNCT
ejpam-5868	178	9	•	•	ADP
ejpam-5868	178	10	the	the	DET
ejpam-5868	178	11	best	well	ADV
ejpam-5868	178	12	-	-	PUNCT
ejpam-5868	178	13	optimized	optimize	VERB
ejpam-5868	178	14	mape	mape	NOUN
ejpam-5868	178	15	values	value	NOUN
ejpam-5868	178	16	for	for	ADP
ejpam-5868	178	17	the	the	DET
ejpam-5868	178	18	training	training	NOUN
ejpam-5868	178	19	and	and	CCONJ
ejpam-5868	178	20	testing	testing	NOUN
ejpam-5868	178	21	datasets	dataset	NOUN
ejpam-5868	178	22	were	be	AUX
ejpam-5868	178	23	calculated	calculate	VERB
ejpam-5868	178	24	:	:	PUNCT
ejpam-5868	178	25	•	•	NUM
ejpam-5868	178	26	day	day	NOUN
ejpam-5868	178	27	-	-	PUNCT
ejpam-5868	178	28	ahead	ahead	NOUN
ejpam-5868	178	29	market	market	NOUN
ejpam-5868	178	30	(	(	PUNCT
ejpam-5868	178	31	dam	dam	NOUN
ejpam-5868	178	32	):	):	PUNCT
ejpam-5868	178	33	14.40	14.40	NUM
ejpam-5868	178	34	%	%	NOUN
ejpam-5868	178	35	(	(	PUNCT
ejpam-5868	178	36	training	training	NOUN
ejpam-5868	178	37	)	)	PUNCT
ejpam-5868	178	38	,	,	PUNCT
ejpam-5868	178	39	0.94	0.94	NUM
ejpam-5868	178	40	%	%	NOUN
ejpam-5868	178	41	(	(	PUNCT
ejpam-5868	178	42	testing	testing	NOUN
ejpam-5868	178	43	)	)	PUNCT
ejpam-5868	178	44	•	•	NOUN
ejpam-5868	178	45	real	real	ADJ
ejpam-5868	178	46	-	-	PUNCT
ejpam-5868	178	47	time	time	NOUN
ejpam-5868	178	48	market	market	NOUN
ejpam-5868	178	49	(	(	PUNCT
ejpam-5868	178	50	rtm	rtm	NOUN
ejpam-5868	178	51	):	):	PUNCT
ejpam-5868	178	52	20.18	20.18	NUM
ejpam-5868	178	53	%	%	NOUN
ejpam-5868	178	54	(	(	PUNCT
ejpam-5868	178	55	training	training	NOUN
ejpam-5868	178	56	)	)	PUNCT
ejpam-5868	178	57	,	,	PUNCT
ejpam-5868	178	58	23.24	23.24	NUM
ejpam-5868	178	59	%	%	NOUN
ejpam-5868	178	60	(	(	PUNCT
ejpam-5868	178	61	testing	testing	NOUN
ejpam-5868	178	62	)	)	PUNCT
ejpam-5868	178	63	k.	k.	PROPN
ejpam-5868	179	1	kalpana	kalpana	PROPN
ejpam-5868	179	2	and	and	CCONJ
ejpam-5868	179	3	g.	g.	PROPN
ejpam-5868	179	4	kavitha	kavitha	PROPN
ejpam-5868	179	5	/	/	SYM
ejpam-5868	179	6	eur	eur	PROPN
ejpam-5868	179	7	.	.	PUNCT
ejpam-5868	180	1	j.	j.	PROPN
ejpam-5868	180	2	pure	pure	PROPN
ejpam-5868	180	3	appl	appl	PROPN
ejpam-5868	180	4	.	.	PROPN
ejpam-5868	180	5	math	math	PROPN
ejpam-5868	180	6	,	,	PUNCT
ejpam-5868	180	7	18	18	NUM
ejpam-5868	180	8	(	(	PUNCT
ejpam-5868	180	9	2	2	NUM
ejpam-5868	180	10	)	)	PUNCT
ejpam-5868	180	11	(	(	PUNCT
ejpam-5868	180	12	2025	2025	NUM
ejpam-5868	180	13	)	)	PUNCT
ejpam-5868	180	14	,	,	PUNCT
ejpam-5868	180	15	5868	5868	NUM
ejpam-5868	180	16	11	11	NUM
ejpam-5868	180	17	of	of	ADP
ejpam-5868	180	18	26	26	NUM
ejpam-5868	180	19	table	table	NOUN
ejpam-5868	180	20	2	2	NUM
ejpam-5868	180	21	:	:	PUNCT
ejpam-5868	180	22	comparison	comparison	NOUN
ejpam-5868	180	23	of	of	ADP
ejpam-5868	180	24	methods	method	NOUN
ejpam-5868	180	25	using	use	VERB
ejpam-5868	180	26	error	error	NOUN
ejpam-5868	180	27	metrics	metric	NOUN
ejpam-5868	180	28	method	method	NOUN
ejpam-5868	180	29	mse	mse	PROPN
ejpam-5868	180	30	rmse	rmse	PROPN
ejpam-5868	180	31	mape	mape	PROPN
ejpam-5868	180	32	arima	arima	PROPN
ejpam-5868	180	33	1.02e+	1.02e+	PROPN
ejpam-5868	180	34	06	06	NUM
ejpam-5868	180	35	1008.43	1008.43	NUM
ejpam-5868	180	36	24.56	24.56	NUM
ejpam-5868	180	37	%	%	NOUN
ejpam-5868	180	38	ann	ann	PROPN
ejpam-5868	180	39	8.76e+	8.76e+	PROPN
ejpam-5868	180	40	05	05	NUM
ejpam-5868	181	1	936.22	936.22	NUM
ejpam-5868	181	2	21.34	21.34	NUM
ejpam-5868	181	3	%	%	NOUN
ejpam-5868	181	4	gapso	gapso	NOUN
ejpam-5868	181	5	5.67e+	5.67e+	NUM
ejpam-5868	181	6	05	05	NUM
ejpam-5868	181	7	773.11	773.11	NUM
ejpam-5868	181	8	17.62	17.62	NUM
ejpam-5868	181	9	%	%	NOUN
ejpam-5868	181	10	proposed	propose	VERB
ejpam-5868	181	11	model	model	NOUN
ejpam-5868	181	12	(	(	PUNCT
ejpam-5868	181	13	hmm+tfrm+ga+pso	hmm+tfrm+ga+pso	NOUN
ejpam-5868	181	14	)	)	PUNCT
ejpam-5868	181	15	3.15e+	3.15e+	NOUN
ejpam-5868	181	16	05	05	NUM
ejpam-5868	182	1	561.78	561.78	NUM
ejpam-5868	182	2	10.59	10.59	NUM
ejpam-5868	182	3	%	%	NOUN
ejpam-5868	182	4	comparative	comparative	ADJ
ejpam-5868	182	5	analysis	analysis	NOUN
ejpam-5868	182	6	with	with	ADP
ejpam-5868	182	7	state	state	NOUN
ejpam-5868	182	8	-	-	PUNCT
ejpam-5868	182	9	of	of	ADP
ejpam-5868	182	10	-	-	PUNCT
ejpam-5868	182	11	the	the	DET
ejpam-5868	182	12	-	-	PUNCT
ejpam-5868	182	13	art	art	NOUN
ejpam-5868	182	14	methods	method	NOUN
ejpam-5868	182	15	the	the	DET
ejpam-5868	182	16	results	result	NOUN
ejpam-5868	182	17	confirm	confirm	VERB
ejpam-5868	182	18	that	that	SCONJ
ejpam-5868	182	19	the	the	DET
ejpam-5868	182	20	hybrid	hybrid	ADJ
ejpam-5868	182	21	optimization	optimization	NOUN
ejpam-5868	182	22	approach	approach	NOUN
ejpam-5868	182	23	significantly	significantly	ADV
ejpam-5868	182	24	improves	improve	VERB
ejpam-5868	182	25	accuracy	accuracy	NOUN
ejpam-5868	182	26	,	,	PUNCT
ejpam-5868	182	27	reducing	reduce	VERB
ejpam-5868	182	28	errors	error	NOUN
ejpam-5868	182	29	compared	compare	VERB
ejpam-5868	182	30	to	to	ADP
ejpam-5868	182	31	traditional	traditional	ADJ
ejpam-5868	182	32	statistical	statistical	ADJ
ejpam-5868	182	33	and	and	CCONJ
ejpam-5868	182	34	ai	ai	ADJ
ejpam-5868	182	35	-	-	PUNCT
ejpam-5868	182	36	based	base	VERB
ejpam-5868	182	37	methods	method	NOUN
ejpam-5868	182	38	.	.	PUNCT
ejpam-5868	183	1	5	5	X
ejpam-5868	183	2	.	.	NOUN
ejpam-5868	183	3	graphical	graphical	ADJ
ejpam-5868	183	4	and	and	CCONJ
ejpam-5868	183	5	iterative	iterative	NOUN
ejpam-5868	183	6	validation	validation	NOUN
ejpam-5868	183	7	•	•	ADP
ejpam-5868	183	8	the	the	DET
ejpam-5868	183	9	study	study	NOUN
ejpam-5868	183	10	conducted	conduct	VERB
ejpam-5868	183	11	a	a	DET
ejpam-5868	183	12	graphical	graphical	ADJ
ejpam-5868	183	13	analysis	analysis	NOUN
ejpam-5868	183	14	of	of	ADP
ejpam-5868	183	15	mcp	mcp	PROPN
ejpam-5868	183	16	and	and	CCONJ
ejpam-5868	183	17	mcv	mcv	PROPN
ejpam-5868	183	18	variations	variation	NOUN
ejpam-5868	183	19	over	over	ADP
ejpam-5868	183	20	time	time	NOUN
ejpam-5868	183	21	,	,	PUNCT
ejpam-5868	183	22	presenting	present	VERB
ejpam-5868	183	23	visual	visual	ADJ
ejpam-5868	183	24	comparisons	comparison	NOUN
ejpam-5868	183	25	between	between	ADP
ejpam-5868	183	26	predicted	predict	VERB
ejpam-5868	183	27	and	and	CCONJ
ejpam-5868	183	28	actual	actual	ADJ
ejpam-5868	183	29	market	market	NOUN
ejpam-5868	183	30	values	value	NOUN
ejpam-5868	183	31	.	.	PUNCT
ejpam-5868	184	1	•	•	NUM
ejpam-5868	184	2	iterative	iterative	NOUN
ejpam-5868	184	3	experiments	experiment	NOUN
ejpam-5868	184	4	were	be	AUX
ejpam-5868	184	5	conducted	conduct	VERB
ejpam-5868	184	6	to	to	PART
ejpam-5868	184	7	analyze	analyze	VERB
ejpam-5868	184	8	the	the	DET
ejpam-5868	184	9	number	number	NOUN
ejpam-5868	184	10	of	of	ADP
ejpam-5868	184	11	iterations	iteration	NOUN
ejpam-5868	184	12	and	and	CCONJ
ejpam-5868	184	13	best	good	ADJ
ejpam-5868	184	14	function	function	NOUN
ejpam-5868	184	15	value	value	NOUN
ejpam-5868	184	16	over	over	ADP
ejpam-5868	184	17	different	different	ADJ
ejpam-5868	184	18	time	time	NOUN
ejpam-5868	184	19	periods	period	NOUN
ejpam-5868	184	20	(	(	PUNCT
ejpam-5868	184	21	january	january	PROPN
ejpam-5868	184	22	2021	2021	NUM
ejpam-5868	184	23	–	–	PUNCT
ejpam-5868	184	24	june	june	PROPN
ejpam-5868	184	25	2021	2021	NUM
ejpam-5868	184	26	and	and	CCONJ
ejpam-5868	184	27	july	july	PROPN
ejpam-5868	184	28	2021	2021	NUM
ejpam-5868	184	29	–	–	PUNCT
ejpam-5868	184	30	december	december	PROPN
ejpam-5868	184	31	2021	2021	NUM
ejpam-5868	184	32	)	)	PUNCT
ejpam-5868	184	33	.	.	PUNCT
ejpam-5868	185	1	6	6	X
ejpam-5868	185	2	.	.	X
ejpam-5868	185	3	matlab	matlab	PROPN
ejpam-5868	185	4	-	-	PUNCT
ejpam-5868	185	5	based	base	VERB
ejpam-5868	185	6	simulations	simulation	NOUN
ejpam-5868	185	7	•	•	ADP
ejpam-5868	185	8	the	the	DET
ejpam-5868	185	9	proposed	propose	VERB
ejpam-5868	185	10	transformed	transform	VERB
ejpam-5868	185	11	fuzzy	fuzzy	ADJ
ejpam-5868	185	12	random	random	ADJ
ejpam-5868	185	13	hidden	hide	VERB
ejpam-5868	185	14	markov	markov	NOUN
ejpam-5868	185	15	parametric	parametric	ADJ
ejpam-5868	185	16	genetic	genetic	ADJ
ejpam-5868	185	17	algorithm	algorithm	NOUN
ejpam-5868	185	18	with	with	ADP
ejpam-5868	185	19	particle	particle	NOUN
ejpam-5868	185	20	swarm	swarm	NOUN
ejpam-5868	185	21	optimization	optimization	NOUN
ejpam-5868	185	22	model	model	NOUN
ejpam-5868	185	23	(	(	PUNCT
ejpam-5868	185	24	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	185	25	)	)	PUNCT
ejpam-5868	185	26	was	be	AUX
ejpam-5868	185	27	implemented	implement	VERB
ejpam-5868	185	28	using	use	VERB
ejpam-5868	185	29	matlab	matlab	PROPN
ejpam-5868	185	30	2022	2022	NUM
ejpam-5868	185	31	(	(	PUNCT
ejpam-5868	185	32	a	a	NOUN
ejpam-5868	185	33	)	)	PUNCT
ejpam-5868	185	34	.	.	PUNCT
ejpam-5868	186	1	•	•	NOUN
ejpam-5868	186	2	the	the	DET
ejpam-5868	186	3	optimization	optimization	NOUN
ejpam-5868	186	4	process	process	NOUN
ejpam-5868	186	5	was	be	AUX
ejpam-5868	186	6	iterated	iterate	VERB
ejpam-5868	186	7	until	until	ADP
ejpam-5868	186	8	convergence	convergence	NOUN
ejpam-5868	186	9	,	,	PUNCT
ejpam-5868	186	10	ensuring	ensure	VERB
ejpam-5868	186	11	that	that	SCONJ
ejpam-5868	186	12	the	the	DET
ejpam-5868	186	13	model	model	NOUN
ejpam-5868	186	14	achieved	achieve	VERB
ejpam-5868	186	15	the	the	DET
ejpam-5868	186	16	best	good	ADJ
ejpam-5868	186	17	individual	individual	ADJ
ejpam-5868	186	18	fitness	fitness	NOUN
ejpam-5868	186	19	values	value	NOUN
ejpam-5868	186	20	.	.	PUNCT
ejpam-5868	187	1	the	the	DET
ejpam-5868	187	2	sensitivity	sensitivity	NOUN
ejpam-5868	187	3	analysis	analysis	NOUN
ejpam-5868	187	4	highlights	highlight	NOUN
ejpam-5868	187	5	that	that	PRON
ejpam-5868	187	6	the	the	DET
ejpam-5868	187	7	model	model	NOUN
ejpam-5868	187	8	maintains	maintain	VERB
ejpam-5868	187	9	stable	stable	ADJ
ejpam-5868	187	10	performance	performance	NOUN
ejpam-5868	187	11	across	across	ADP
ejpam-5868	187	12	different	different	ADJ
ejpam-5868	187	13	time	time	NOUN
ejpam-5868	187	14	periods	period	NOUN
ejpam-5868	187	15	despite	despite	SCONJ
ejpam-5868	187	16	fluctuations	fluctuation	NOUN
ejpam-5868	187	17	in	in	ADP
ejpam-5868	187	18	market	market	NOUN
ejpam-5868	187	19	volatility	volatility	NOUN
ejpam-5868	187	20	.	.	PUNCT
ejpam-5868	188	1	additionally	additionally	ADV
ejpam-5868	188	2	,	,	PUNCT
ejpam-5868	188	3	the	the	DET
ejpam-5868	188	4	ga	ga	NOUN
ejpam-5868	188	5	-	-	PUNCT
ejpam-5868	188	6	pso	pso	NOUN
ejpam-5868	188	7	combination	combination	NOUN
ejpam-5868	188	8	ensures	ensure	VERB
ejpam-5868	188	9	adaptability	adaptability	NOUN
ejpam-5868	188	10	to	to	ADP
ejpam-5868	188	11	varying	vary	VERB
ejpam-5868	188	12	datasets	dataset	NOUN
ejpam-5868	188	13	,	,	PUNCT
ejpam-5868	188	14	improving	improve	VERB
ejpam-5868	188	15	the	the	DET
ejpam-5868	188	16	model	model	NOUN
ejpam-5868	188	17	’s	’s	PART
ejpam-5868	188	18	ability	ability	NOUN
ejpam-5868	188	19	to	to	PART
ejpam-5868	188	20	handle	handle	VERB
ejpam-5868	188	21	complex	complex	ADJ
ejpam-5868	188	22	and	and	CCONJ
ejpam-5868	188	23	dynamic	dynamic	ADJ
ejpam-5868	188	24	energy	energy	NOUN
ejpam-5868	188	25	market	market	NOUN
ejpam-5868	188	26	conditions	condition	NOUN
ejpam-5868	188	27	efficiently	efficiently	ADV
ejpam-5868	188	28	.	.	PUNCT
ejpam-5868	189	1	these	these	DET
ejpam-5868	189	2	experimental	experimental	ADJ
ejpam-5868	189	3	methods	method	NOUN
ejpam-5868	189	4	demonstrate	demonstrate	VERB
ejpam-5868	189	5	the	the	DET
ejpam-5868	189	6	robustness	robustness	NOUN
ejpam-5868	189	7	,	,	PUNCT
ejpam-5868	189	8	accuracy	accuracy	NOUN
ejpam-5868	189	9	,	,	PUNCT
ejpam-5868	189	10	and	and	CCONJ
ejpam-5868	189	11	efficiency	efficiency	NOUN
ejpam-5868	189	12	of	of	ADP
ejpam-5868	189	13	the	the	DET
ejpam-5868	189	14	proposed	propose	VERB
ejpam-5868	189	15	forecasting	forecasting	NOUN
ejpam-5868	189	16	model	model	NOUN
ejpam-5868	189	17	in	in	ADP
ejpam-5868	189	18	handling	handle	VERB
ejpam-5868	189	19	nonlinear	nonlinear	ADJ
ejpam-5868	189	20	and	and	CCONJ
ejpam-5868	189	21	non	non	ADJ
ejpam-5868	189	22	-	-	ADJ
ejpam-5868	189	23	stationary	stationary	ADJ
ejpam-5868	189	24	energy	energy	NOUN
ejpam-5868	189	25	data	datum	NOUN
ejpam-5868	189	26	,	,	PUNCT
ejpam-5868	189	27	making	make	VERB
ejpam-5868	189	28	it	it	PRON
ejpam-5868	189	29	a	a	DET
ejpam-5868	189	30	reliable	reliable	ADJ
ejpam-5868	189	31	tool	tool	NOUN
ejpam-5868	189	32	for	for	ADP
ejpam-5868	189	33	energy	energy	NOUN
ejpam-5868	189	34	management	management	NOUN
ejpam-5868	189	35	applications	application	NOUN
ejpam-5868	189	36	.	.	PUNCT
ejpam-5868	190	1	the	the	DET
ejpam-5868	190	2	standard	standard	ADJ
ejpam-5868	190	3	experimental	experimental	ADJ
ejpam-5868	190	4	dataset	dataset	NOUN
ejpam-5868	190	5	for	for	ADP
ejpam-5868	190	6	this	this	DET
ejpam-5868	190	7	study	study	NOUN
ejpam-5868	190	8	was	be	AUX
ejpam-5868	190	9	sourced	source	VERB
ejpam-5868	190	10	from	from	ADP
ejpam-5868	190	11	www.iexindia.com	www.iexindia.com	PROPN
ejpam-5868	190	12	.	.	PUNCT
ejpam-5868	191	1	table	table	NOUN
ejpam-5868	191	2	1	1	NUM
ejpam-5868	191	3	presents	present	VERB
ejpam-5868	191	4	the	the	DET
ejpam-5868	191	5	historical	historical	ADJ
ejpam-5868	191	6	market	market	NOUN
ejpam-5868	191	7	clearing	clearing	NOUN
ejpam-5868	191	8	price	price	NOUN
ejpam-5868	191	9	(	(	PUNCT
ejpam-5868	191	10	mcp	mcp	PROPN
ejpam-5868	191	11	)	)	PUNCT
ejpam-5868	191	12	data	datum	NOUN
ejpam-5868	191	13	for	for	ADP
ejpam-5868	191	14	the	the	DET
ejpam-5868	191	15	day	day	NOUN
ejpam-5868	191	16	-	-	PUNCT
ejpam-5868	191	17	ahead	ahead	NOUN
ejpam-5868	191	18	market	market	NOUN
ejpam-5868	191	19	(	(	PUNCT
ejpam-5868	191	20	dam	dam	NOUN
ejpam-5868	191	21	)	)	PUNCT
ejpam-5868	191	22	from	from	ADP
ejpam-5868	191	23	january	january	PROPN
ejpam-5868	191	24	2022	2022	NUM
ejpam-5868	191	25	to	to	ADP
ejpam-5868	191	26	june	june	PROPN
ejpam-5868	191	27	2022	2022	NUM
ejpam-5868	191	28	.	.	PUNCT
ejpam-5868	192	1	table	table	NOUN
ejpam-5868	192	2	2	2	NUM
ejpam-5868	192	3	provides	provide	VERB
ejpam-5868	192	4	the	the	DET
ejpam-5868	192	5	corresponding	correspond	VERB
ejpam-5868	192	6	observation	observation	NOUN
ejpam-5868	192	7	symbols	symbol	NOUN
ejpam-5868	192	8	and	and	CCONJ
ejpam-5868	192	9	the	the	DET
ejpam-5868	192	10	difference	difference	NOUN
ejpam-5868	192	11	values	value	NOUN
ejpam-5868	192	12	computed	compute	VERB
ejpam-5868	192	13	from	from	ADP
ejpam-5868	192	14	the	the	DET
ejpam-5868	192	15	prior	prior	ADJ
ejpam-5868	192	16	data	datum	NOUN
ejpam-5868	192	17	.	.	PUNCT
ejpam-5868	193	1	tables	table	NOUN
ejpam-5868	193	2	3	3	NUM
ejpam-5868	193	3	,	,	PUNCT
ejpam-5868	193	4	4	4	NUM
ejpam-5868	193	5	,	,	PUNCT
ejpam-5868	193	6	and	and	CCONJ
ejpam-5868	193	7	5	5	NUM
ejpam-5868	193	8	compare	compare	VERB
ejpam-5868	193	9	the	the	DET
ejpam-5868	193	10	transition	transition	NOUN
ejpam-5868	193	11	probability	probability	NOUN
ejpam-5868	193	12	matrix	matrix	NOUN
ejpam-5868	193	13	,	,	PUNCT
ejpam-5868	193	14	emission	emission	NOUN
ejpam-5868	193	15	probability	probability	NOUN
ejpam-5868	193	16	matrix	matrix	NOUN
ejpam-5868	193	17	,	,	PUNCT
ejpam-5868	193	18	and	and	CCONJ
ejpam-5868	193	19	steady	steady	ADJ
ejpam-5868	193	20	-	-	PUNCT
ejpam-5868	193	21	state	state	NOUN
ejpam-5868	193	22	probability	probability	NOUN
ejpam-5868	193	23	matrix	matrix	NOUN
ejpam-5868	193	24	for	for	ADP
ejpam-5868	193	25	the	the	DET
ejpam-5868	193	26	traditional	traditional	ADJ
ejpam-5868	193	27	hidden	hide	VERB
ejpam-5868	193	28	markov	markov	NOUN
ejpam-5868	193	29	model	model	NOUN
ejpam-5868	193	30	(	(	PUNCT
ejpam-5868	193	31	hmm	hmm	INTJ
ejpam-5868	193	32	)	)	PUNCT
ejpam-5868	193	33	computation	computation	NOUN
ejpam-5868	193	34	,	,	PUNCT
ejpam-5868	193	35	offering	offer	VERB
ejpam-5868	193	36	a	a	DET
ejpam-5868	193	37	benchmark	benchmark	NOUN
ejpam-5868	193	38	against	against	ADP
ejpam-5868	193	39	the	the	DET
ejpam-5868	193	40	proposed	propose	VERB
ejpam-5868	193	41	forecasting	forecasting	NOUN
ejpam-5868	193	42	approach	approach	NOUN
ejpam-5868	193	43	.	.	PUNCT
ejpam-5868	194	1	while	while	SCONJ
ejpam-5868	194	2	hmm	hmm	INTJ
ejpam-5868	194	3	and	and	CCONJ
ejpam-5868	194	4	fuzzy	fuzzy	ADJ
ejpam-5868	194	5	logic	logic	NOUN
ejpam-5868	194	6	models	model	NOUN
ejpam-5868	194	7	have	have	AUX
ejpam-5868	194	8	been	be	AUX
ejpam-5868	194	9	explored	explore	VERB
ejpam-5868	194	10	in	in	ADP
ejpam-5868	194	11	previous	previous	ADJ
ejpam-5868	194	12	studies	study	NOUN
ejpam-5868	194	13	,	,	PUNCT
ejpam-5868	194	14	the	the	DET
ejpam-5868	194	15	proposed	propose	VERB
ejpam-5868	194	16	approach	approach	NOUN
ejpam-5868	194	17	enhances	enhance	VERB
ejpam-5868	194	18	parameter	parameter	NOUN
ejpam-5868	194	19	optimization	optimization	NOUN
ejpam-5868	194	20	through	through	ADP
ejpam-5868	194	21	gapso	gapso	NOUN
ejpam-5868	194	22	integration	integration	NOUN
ejpam-5868	194	23	,	,	PUNCT
ejpam-5868	194	24	leading	lead	VERB
ejpam-5868	194	25	to	to	ADP
ejpam-5868	194	26	improved	improved	ADJ
ejpam-5868	194	27	performance	performance	NOUN
ejpam-5868	194	28	.	.	PUNCT
ejpam-5868	195	1	unlike	unlike	ADP
ejpam-5868	195	2	conventional	conventional	ADJ
ejpam-5868	195	3	methods	method	NOUN
ejpam-5868	195	4	,	,	PUNCT
ejpam-5868	195	5	this	this	DET
ejpam-5868	195	6	study	study	NOUN
ejpam-5868	195	7	introduces	introduce	VERB
ejpam-5868	195	8	a	a	DET
ejpam-5868	195	9	k.	k.	PROPN
ejpam-5868	195	10	kalpana	kalpana	PROPN
ejpam-5868	195	11	and	and	CCONJ
ejpam-5868	195	12	g.	g.	PROPN
ejpam-5868	195	13	kavitha	kavitha	PROPN
ejpam-5868	195	14	/	/	SYM
ejpam-5868	195	15	eur	eur	PROPN
ejpam-5868	195	16	.	.	PUNCT
ejpam-5868	196	1	j.	j.	PROPN
ejpam-5868	196	2	pure	pure	PROPN
ejpam-5868	196	3	appl	appl	PROPN
ejpam-5868	196	4	.	.	PROPN
ejpam-5868	196	5	math	math	PROPN
ejpam-5868	196	6	,	,	PUNCT
ejpam-5868	196	7	18	18	NUM
ejpam-5868	196	8	(	(	PUNCT
ejpam-5868	196	9	2	2	NUM
ejpam-5868	196	10	)	)	PUNCT
ejpam-5868	196	11	(	(	PUNCT
ejpam-5868	196	12	2025	2025	NUM
ejpam-5868	196	13	)	)	PUNCT
ejpam-5868	196	14	,	,	PUNCT
ejpam-5868	196	15	5868	5868	NUM
ejpam-5868	196	16	12	12	NUM
ejpam-5868	196	17	of	of	ADP
ejpam-5868	196	18	26	26	NUM
ejpam-5868	196	19	hybridized	hybridize	VERB
ejpam-5868	196	20	optimization	optimization	NOUN
ejpam-5868	196	21	approach	approach	NOUN
ejpam-5868	196	22	that	that	PRON
ejpam-5868	196	23	significantly	significantly	ADV
ejpam-5868	196	24	enhances	enhance	VERB
ejpam-5868	196	25	forecasting	forecasting	NOUN
ejpam-5868	196	26	accuracy	accuracy	NOUN
ejpam-5868	196	27	.	.	PUNCT
ejpam-5868	197	1	additionally	additionally	ADV
ejpam-5868	197	2	,	,	PUNCT
ejpam-5868	197	3	the	the	DET
ejpam-5868	197	4	implementation	implementation	NOUN
ejpam-5868	197	5	of	of	ADP
ejpam-5868	197	6	meta	meta	ADJ
ejpam-5868	197	7	-	-	PUNCT
ejpam-5868	197	8	heuristic	heuristic	ADJ
ejpam-5868	197	9	optimization	optimization	NOUN
ejpam-5868	197	10	ensures	ensure	VERB
ejpam-5868	197	11	the	the	DET
ejpam-5868	197	12	model	model	NOUN
ejpam-5868	197	13	’s	’s	PART
ejpam-5868	197	14	scalability	scalability	NOUN
ejpam-5868	197	15	,	,	PUNCT
ejpam-5868	197	16	allowing	allow	VERB
ejpam-5868	197	17	it	it	PRON
ejpam-5868	197	18	to	to	PART
ejpam-5868	197	19	efficiently	efficiently	ADV
ejpam-5868	197	20	handle	handle	VERB
ejpam-5868	197	21	large	large	ADJ
ejpam-5868	197	22	-	-	PUNCT
ejpam-5868	197	23	scale	scale	NOUN
ejpam-5868	197	24	datasets	dataset	NOUN
ejpam-5868	197	25	.	.	PUNCT
ejpam-5868	198	1	3.1	3.1	NUM
ejpam-5868	198	2	.	.	PUNCT
ejpam-5868	199	1	classical	classical	ADJ
ejpam-5868	199	2	hmm	hmm	INTJ
ejpam-5868	199	3	computation	computation	NOUN
ejpam-5868	199	4	of	of	ADP
ejpam-5868	199	5	the	the	DET
ejpam-5868	199	6	historical	historical	ADJ
ejpam-5868	199	7	data	data	NOUN
ejpam-5868	199	8	table	table	NOUN
ejpam-5868	199	9	3	3	NUM
ejpam-5868	199	10	:	:	PUNCT
ejpam-5868	199	11	historical	historical	ADJ
ejpam-5868	199	12	data	datum	NOUN
ejpam-5868	199	13	of	of	ADP
ejpam-5868	199	14	market	market	NOUN
ejpam-5868	199	15	clearing	clearing	NOUN
ejpam-5868	199	16	price	price	NOUN
ejpam-5868	199	17	of	of	ADP
ejpam-5868	199	18	day	day	NOUN
ejpam-5868	199	19	ahead	ahead	ADV
ejpam-5868	199	20	market	market	NOUN
ejpam-5868	199	21	.	.	PUNCT
ejpam-5868	200	1	date	date	PROPN
ejpam-5868	200	2	mcp	mcp	PROPN
ejpam-5868	200	3	date	date	PROPN
ejpam-5868	200	4	mcp	mcp	PROPN
ejpam-5868	200	5	date	date	PROPN
ejpam-5868	200	6	mcp	mcp	PROPN
ejpam-5868	200	7	date	date	PROPN
ejpam-5868	200	8	mcp	mcp	PROPN
ejpam-5868	200	9	date	date	PROPN
ejpam-5868	200	10	mcp	mcp	PROPN
ejpam-5868	200	11	01	01	PROPN
ejpam-5868	200	12	-	-	PUNCT
ejpam-5868	200	13	012022	012022	NUM
ejpam-5868	200	14	3228.96	3228.96	NUM
ejpam-5868	200	15	09	09	NUM
ejpam-5868	200	16	-	-	SYM
ejpam-5868	200	17	022022	022022	NUM
ejpam-5868	200	18	3873.9	3873.9	NUM
ejpam-5868	200	19	20	20	NUM
ejpam-5868	200	20	-	-	PUNCT
ejpam-5868	200	21	032022	032022	NUM
ejpam-5868	200	22	5202.05	5202.05	NUM
ejpam-5868	200	23	28	28	NUM
ejpam-5868	200	24	-	-	SYM
ejpam-5868	200	25	042022	042022	NUM
ejpam-5868	200	26	12000	12000	NUM
ejpam-5868	200	27	06	06	NUM
ejpam-5868	200	28	-	-	SYM
ejpam-5868	200	29	062022	062022	NUM
ejpam-5868	200	30	8069.69	8069.69	NUM
ejpam-5868	200	31	02	02	NUM
ejpam-5868	200	32	-	-	SYM
ejpam-5868	200	33	012022	012022	NUM
ejpam-5868	200	34	3016.62	3016.62	NUM
ejpam-5868	200	35	10	10	NUM
ejpam-5868	200	36	-	-	SYM
ejpam-5868	200	37	022022	022022	NUM
ejpam-5868	200	38	4109.97	4109.97	NUM
ejpam-5868	200	39	21	21	NUM
ejpam-5868	200	40	-	-	PUNCT
ejpam-5868	200	41	032022	032022	NUM
ejpam-5868	200	42	7316.43	7316.43	NUM
ejpam-5868	200	43	29	29	NUM
ejpam-5868	200	44	-	-	SYM
ejpam-5868	200	45	042022	042022	NUM
ejpam-5868	200	46	12000	12000	NUM
ejpam-5868	200	47	07	07	NUM
ejpam-5868	200	48	-	-	PUNCT
ejpam-5868	200	49	062022	062022	NUM
ejpam-5868	200	50	6095.86	6095.86	NUM
ejpam-5868	200	51	03	03	NUM
ejpam-5868	200	52	-	-	SYM
ejpam-5868	200	53	012022	012022	NUM
ejpam-5868	200	54	3362.7	3362.7	NUM
ejpam-5868	200	55	11	11	NUM
ejpam-5868	200	56	-	-	SYM
ejpam-5868	200	57	022022	022022	NUM
ejpam-5868	200	58	3370.06	3370.06	NUM
ejpam-5868	200	59	22	22	NUM
ejpam-5868	200	60	-	-	SYM
ejpam-5868	200	61	032022	032022	NUM
ejpam-5868	200	62	8775.39	8775.39	NUM
ejpam-5868	200	63	30	30	NUM
ejpam-5868	200	64	-	-	SYM
ejpam-5868	200	65	042022	042022	NUM
ejpam-5868	200	66	12000	12000	NUM
ejpam-5868	200	67	08	08	NUM
ejpam-5868	200	68	-	-	SYM
ejpam-5868	200	69	062022	062022	NUM
ejpam-5868	200	70	6395.89	6395.89	NUM
ejpam-5868	200	71	04	04	NUM
ejpam-5868	200	72	-	-	SYM
ejpam-5868	200	73	012022	012022	NUM
ejpam-5868	200	74	3546.06	3546.06	NUM
ejpam-5868	200	75	12	12	NUM
ejpam-5868	200	76	-	-	SYM
ejpam-5868	200	77	022022	022022	NUM
ejpam-5868	200	78	3996.19	3996.19	NUM
ejpam-5868	200	79	23	23	NUM
ejpam-5868	200	80	-	-	SYM
ejpam-5868	200	81	032022	032022	NUM
ejpam-5868	200	82	11228.14	11228.14	NUM
ejpam-5868	200	83	01	01	NUM
ejpam-5868	200	84	-	-	PUNCT
ejpam-5868	200	85	052022	052022	NUM
ejpam-5868	200	86	11968.66	11968.66	NUM
ejpam-5868	200	87	09	09	NUM
ejpam-5868	200	88	-	-	PUNCT
ejpam-5868	200	89	062022	062022	NUM
ejpam-5868	200	90	6878.19	6878.19	NUM
ejpam-5868	200	91	05	05	NUM
ejpam-5868	200	92	-	-	SYM
ejpam-5868	200	93	012022	012022	NUM
ejpam-5868	200	94	3575.51	3575.51	NUM
ejpam-5868	200	95	13	13	NUM
ejpam-5868	200	96	-	-	SYM
ejpam-5868	200	97	022022	022022	NUM
ejpam-5868	200	98	3396.48	3396.48	NUM
ejpam-5868	200	99	24	24	NUM
ejpam-5868	200	100	-	-	PUNCT
ejpam-5868	200	101	032022	032022	NUM
ejpam-5868	200	102	15271.67	15271.67	NUM
ejpam-5868	200	103	02	02	NUM
ejpam-5868	200	104	-	-	PUNCT
ejpam-5868	200	105	052022	052022	NUM
ejpam-5868	200	106	12000	12000	NUM
ejpam-5868	200	107	10	10	NUM
ejpam-5868	200	108	-	-	SYM
ejpam-5868	200	109	062022	062022	NUM
ejpam-5868	200	110	7029.99	7029.99	NUM
ejpam-5868	200	111	06	06	NUM
ejpam-5868	200	112	-	-	SYM
ejpam-5868	200	113	012022	012022	NUM
ejpam-5868	200	114	3527.45	3527.45	NUM
ejpam-5868	200	115	14	14	NUM
ejpam-5868	200	116	-	-	SYM
ejpam-5868	200	117	022022	022022	NUM
ejpam-5868	200	118	4057.72	4057.72	NUM
ejpam-5868	200	119	25	25	NUM
ejpam-5868	200	120	-	-	PUNCT
ejpam-5868	200	121	032022	032022	NUM
ejpam-5868	200	122	18673.72	18673.72	NUM
ejpam-5868	200	123	03	03	NUM
ejpam-5868	200	124	-	-	PUNCT
ejpam-5868	200	125	052022	052022	NUM
ejpam-5868	200	126	11745.39	11745.39	NUM
ejpam-5868	200	127	11	11	NUM
ejpam-5868	200	128	-	-	SYM
ejpam-5868	200	129	062022	062022	NUM
ejpam-5868	200	130	7769.24	7769.24	NUM
ejpam-5868	200	131	07	07	NUM
ejpam-5868	200	132	-	-	PUNCT
ejpam-5868	200	133	012022	012022	NUM
ejpam-5868	200	134	3299.51	3299.51	NUM
ejpam-5868	200	135	15	15	NUM
ejpam-5868	200	136	-	-	SYM
ejpam-5868	200	137	022022	022022	NUM
ejpam-5868	200	138	3916.32	3916.32	NUM
ejpam-5868	200	139	26	26	NUM
ejpam-5868	200	140	-	-	PUNCT
ejpam-5868	200	141	032022	032022	NUM
ejpam-5868	200	142	17328.66	17328.66	NUM
ejpam-5868	200	143	04	04	NUM
ejpam-5868	200	144	-	-	PUNCT
ejpam-5868	200	145	052022	052022	NUM
ejpam-5868	200	146	11669.49	11669.49	NUM
ejpam-5868	200	147	12	12	NUM
ejpam-5868	200	148	-	-	PUNCT
ejpam-5868	200	149	062022	062022	NUM
ejpam-5868	200	150	5848.78	5848.78	NUM
ejpam-5868	200	151	08	08	NUM
ejpam-5868	200	152	-	-	SYM
ejpam-5868	200	153	012022	012022	NUM
ejpam-5868	200	154	3176.49	3176.49	NUM
ejpam-5868	200	155	16	16	NUM
ejpam-5868	200	156	-	-	SYM
ejpam-5868	200	157	022022	022022	NUM
ejpam-5868	200	158	4432.53	4432.53	NUM
ejpam-5868	200	159	27	27	NUM
ejpam-5868	200	160	-	-	SYM
ejpam-5868	200	161	032022	032022	NUM
ejpam-5868	200	162	10990.83	10990.83	NUM
ejpam-5868	200	163	05	05	NUM
ejpam-5868	200	164	-	-	PUNCT
ejpam-5868	200	165	052022	052022	NUM
ejpam-5868	200	166	11304.13	11304.13	NUM
ejpam-5868	200	167	13	13	NUM
ejpam-5868	200	168	-	-	PUNCT
ejpam-5868	200	169	062022	062022	NUM
ejpam-5868	200	170	8354.53	8354.53	NUM
ejpam-5868	200	171	09	09	NUM
ejpam-5868	200	172	-	-	SYM
ejpam-5868	200	173	012022	012022	NUM
ejpam-5868	200	174	2803.46	2803.46	NUM
ejpam-5868	200	175	17	17	NUM
ejpam-5868	200	176	-	-	SYM
ejpam-5868	200	177	022022	022022	NUM
ejpam-5868	200	178	4535.06	4535.06	NUM
ejpam-5868	200	179	28	28	NUM
ejpam-5868	200	180	-	-	SYM
ejpam-5868	200	181	032022	032022	NUM
ejpam-5868	200	182	12013.69	12013.69	NUM
ejpam-5868	200	183	06	06	NUM
ejpam-5868	200	184	-	-	SYM
ejpam-5868	200	185	052022	052022	NUM
ejpam-5868	200	186	10380.1	10380.1	NUM
ejpam-5868	200	187	14	14	NUM
ejpam-5868	200	188	-	-	SYM
ejpam-5868	200	189	062022	062022	NUM
ejpam-5868	200	190	9345.75	9345.75	NUM
ejpam-5868	200	191	10	10	NUM
ejpam-5868	200	192	-	-	SYM
ejpam-5868	200	193	012022	012022	NUM
ejpam-5868	200	194	3273.52	3273.52	NUM
ejpam-5868	200	195	18	18	NUM
ejpam-5868	200	196	-	-	SYM
ejpam-5868	200	197	022022	022022	NUM
ejpam-5868	200	198	4106.42	4106.42	NUM
ejpam-5868	200	199	29	29	NUM
ejpam-5868	200	200	-	-	SYM
ejpam-5868	200	201	032022	032022	NUM
ejpam-5868	200	202	10169.75	10169.75	NUM
ejpam-5868	200	203	07	07	NUM
ejpam-5868	200	204	-	-	PUNCT
ejpam-5868	200	205	052022	052022	NUM
ejpam-5868	200	206	9620.95	9620.95	NUM
ejpam-5868	200	207	15	15	NUM
ejpam-5868	200	208	-	-	PUNCT
ejpam-5868	200	209	062022	062022	NUM
ejpam-5868	200	210	10143.08	10143.08	NUM
ejpam-5868	200	211	k.	k.	PROPN
ejpam-5868	200	212	kalpana	kalpana	PROPN
ejpam-5868	200	213	and	and	CCONJ
ejpam-5868	200	214	g.	g.	PROPN
ejpam-5868	200	215	kavitha	kavitha	PROPN
ejpam-5868	200	216	/	/	SYM
ejpam-5868	200	217	eur	eur	PROPN
ejpam-5868	200	218	.	.	PUNCT
ejpam-5868	201	1	j.	j.	PROPN
ejpam-5868	201	2	pure	pure	PROPN
ejpam-5868	201	3	appl	appl	PROPN
ejpam-5868	201	4	.	.	PROPN
ejpam-5868	201	5	math	math	PROPN
ejpam-5868	201	6	,	,	PUNCT
ejpam-5868	201	7	18	18	NUM
ejpam-5868	201	8	(	(	PUNCT
ejpam-5868	201	9	2	2	NUM
ejpam-5868	201	10	)	)	PUNCT
ejpam-5868	201	11	(	(	PUNCT
ejpam-5868	201	12	2025	2025	NUM
ejpam-5868	201	13	)	)	PUNCT
ejpam-5868	201	14	,	,	PUNCT
ejpam-5868	201	15	5868	5868	NUM
ejpam-5868	201	16	13	13	NUM
ejpam-5868	201	17	of	of	ADP
ejpam-5868	201	18	26	26	NUM
ejpam-5868	201	19	date	date	NOUN
ejpam-5868	201	20	mcp	mcp	PROPN
ejpam-5868	201	21	date	date	NOUN
ejpam-5868	201	22	mcp	mcp	PROPN
ejpam-5868	201	23	date	date	PROPN
ejpam-5868	201	24	mcp	mcp	PROPN
ejpam-5868	201	25	date	date	PROPN
ejpam-5868	201	26	mcp	mcp	PROPN
ejpam-5868	201	27	date	date	NOUN
ejpam-5868	201	28	mcp	mcp	PROPN
ejpam-5868	201	29	11	11	NUM
ejpam-5868	201	30	-	-	SYM
ejpam-5868	201	31	012022	012022	NUM
ejpam-5868	201	32	3160.04	3160.04	NUM
ejpam-5868	201	33	19	19	NUM
ejpam-5868	201	34	-	-	PUNCT
ejpam-5868	201	35	022022	022022	NUM
ejpam-5868	201	36	4602.4	4602.4	NUM
ejpam-5868	201	37	30	30	NUM
ejpam-5868	201	38	-	-	SYM
ejpam-5868	201	39	032022	032022	NUM
ejpam-5868	201	40	10672.09	10672.09	NUM
ejpam-5868	201	41	08	08	NUM
ejpam-5868	201	42	-	-	PUNCT
ejpam-5868	201	43	052022	052022	NUM
ejpam-5868	201	44	6844.69	6844.69	NUM
ejpam-5868	201	45	16	16	NUM
ejpam-5868	201	46	-	-	PUNCT
ejpam-5868	201	47	062022	062022	NUM
ejpam-5868	201	48	8604.31	8604.31	NUM
ejpam-5868	201	49	12	12	NUM
ejpam-5868	201	50	-	-	SYM
ejpam-5868	201	51	012022	012022	NUM
ejpam-5868	201	52	3124.49	3124.49	NUM
ejpam-5868	201	53	20	20	NUM
ejpam-5868	201	54	-	-	PUNCT
ejpam-5868	201	55	022022	022022	NUM
ejpam-5868	201	56	3951.77	3951.77	NUM
ejpam-5868	201	57	31	31	NUM
ejpam-5868	201	58	-	-	SYM
ejpam-5868	201	59	032022	032022	NUM
ejpam-5868	201	60	12382.8	12382.8	NUM
ejpam-5868	201	61	09	09	NUM
ejpam-5868	201	62	-	-	PUNCT
ejpam-5868	201	63	052022	052022	NUM
ejpam-5868	201	64	8088.64	8088.64	NUM
ejpam-5868	201	65	17	17	NUM
ejpam-5868	201	66	-	-	SYM
ejpam-5868	201	67	062022	062022	NUM
ejpam-5868	201	68	6570.06	6570.06	NUM
ejpam-5868	201	69	13	13	NUM
ejpam-5868	201	70	-	-	SYM
ejpam-5868	201	71	012022	012022	NUM
ejpam-5868	201	72	3235.35	3235.35	NUM
ejpam-5868	201	73	21	21	NUM
ejpam-5868	201	74	-	-	SYM
ejpam-5868	201	75	022022	022022	NUM
ejpam-5868	201	76	4202.25	4202.25	NUM
ejpam-5868	201	77	01	01	NUM
ejpam-5868	201	78	-	-	SYM
ejpam-5868	201	79	042022	042022	NUM
ejpam-5868	201	80	13764.02	13764.02	NUM
ejpam-5868	201	81	10	10	NUM
ejpam-5868	201	82	-	-	PUNCT
ejpam-5868	201	83	052022	052022	NUM
ejpam-5868	201	84	5484.38	5484.38	NUM
ejpam-5868	201	85	18	18	NUM
ejpam-5868	201	86	-	-	PUNCT
ejpam-5868	201	87	062022	062022	NUM
ejpam-5868	201	88	5075	5075	NUM
ejpam-5868	201	89	14	14	NUM
ejpam-5868	201	90	-	-	SYM
ejpam-5868	201	91	012022	012022	NUM
ejpam-5868	201	92	2758.29	2758.29	NUM
ejpam-5868	201	93	22	22	NUM
ejpam-5868	201	94	-	-	SYM
ejpam-5868	201	95	022022	022022	NUM
ejpam-5868	201	96	4690.44	4690.44	NUM
ejpam-5868	201	97	02	02	NUM
ejpam-5868	201	98	-	-	PUNCT
ejpam-5868	201	99	042022	042022	NUM
ejpam-5868	201	100	7410.41	7410.41	NUM
ejpam-5868	201	101	11	11	NUM
ejpam-5868	201	102	-	-	PUNCT
ejpam-5868	201	103	052022	052022	NUM
ejpam-5868	201	104	5876.71	5876.71	NUM
ejpam-5868	201	105	19	19	NUM
ejpam-5868	201	106	-	-	PUNCT
ejpam-5868	201	107	062022	062022	NUM
ejpam-5868	201	108	4257.89	4257.89	NUM
ejpam-5868	201	109	15	15	NUM
ejpam-5868	201	110	-	-	SYM
ejpam-5868	201	111	012022	012022	NUM
ejpam-5868	201	112	2888.61	2888.61	NUM
ejpam-5868	201	113	23	23	NUM
ejpam-5868	201	114	-	-	SYM
ejpam-5868	201	115	022022	022022	NUM
ejpam-5868	201	116	5562.68	5562.68	NUM
ejpam-5868	201	117	03	03	NUM
ejpam-5868	201	118	-	-	SYM
ejpam-5868	201	119	042022	042022	NUM
ejpam-5868	201	120	4497.29	4497.29	NUM
ejpam-5868	201	121	12	12	NUM
ejpam-5868	201	122	-	-	PUNCT
ejpam-5868	201	123	052022	052022	NUM
ejpam-5868	201	124	5887.1	5887.1	NUM
ejpam-5868	201	125	20	20	NUM
ejpam-5868	201	126	-	-	PUNCT
ejpam-5868	201	127	062022	062022	NUM
ejpam-5868	201	128	4414.6	4414.6	NUM
ejpam-5868	201	129	16	16	NUM
ejpam-5868	201	130	-	-	SYM
ejpam-5868	201	131	012022	012022	NUM
ejpam-5868	201	132	2631.18	2631.18	NUM
ejpam-5868	201	133	24	24	NUM
ejpam-5868	201	134	-	-	PUNCT
ejpam-5868	201	135	022022	022022	NUM
ejpam-5868	201	136	6153.1	6153.1	NUM
ejpam-5868	201	137	04	04	NUM
ejpam-5868	201	138	-	-	SYM
ejpam-5868	201	139	042022	042022	NUM
ejpam-5868	201	140	6414.63	6414.63	NUM
ejpam-5868	201	141	13	13	NUM
ejpam-5868	201	142	-	-	PUNCT
ejpam-5868	201	143	052022	052022	NUM
ejpam-5868	201	144	4840.23	4840.23	NUM
ejpam-5868	201	145	21	21	NUM
ejpam-5868	201	146	-	-	SYM
ejpam-5868	201	147	062022	062022	NUM
ejpam-5868	201	148	3543.96	3543.96	NUM
ejpam-5868	201	149	17	17	NUM
ejpam-5868	201	150	-	-	SYM
ejpam-5868	201	151	012022	012022	NUM
ejpam-5868	201	152	3013.1	3013.1	NUM
ejpam-5868	201	153	25	25	NUM
ejpam-5868	201	154	-	-	SYM
ejpam-5868	201	155	022022	022022	NUM
ejpam-5868	201	156	6944.45	6944.45	NUM
ejpam-5868	201	157	05	05	NUM
ejpam-5868	201	158	-	-	SYM
ejpam-5868	201	159	042022	042022	NUM
ejpam-5868	201	160	4974.63	4974.63	NUM
ejpam-5868	201	161	14	14	NUM
ejpam-5868	201	162	-	-	SYM
ejpam-5868	201	163	052022	052022	NUM
ejpam-5868	201	164	4358.88	4358.88	NUM
ejpam-5868	201	165	22	22	NUM
ejpam-5868	201	166	-	-	PUNCT
ejpam-5868	201	167	062022	062022	NUM
ejpam-5868	201	168	4259.72	4259.72	NUM
ejpam-5868	201	169	18	18	NUM
ejpam-5868	201	170	-	-	SYM
ejpam-5868	201	171	012022	012022	NUM
ejpam-5868	201	172	3583.96	3583.96	NUM
ejpam-5868	201	173	26	26	NUM
ejpam-5868	201	174	-	-	SYM
ejpam-5868	201	175	022022	022022	NUM
ejpam-5868	201	176	5720.76	5720.76	NUM
ejpam-5868	201	177	06	06	NUM
ejpam-5868	201	178	-	-	SYM
ejpam-5868	201	179	042022	042022	NUM
ejpam-5868	201	180	7258.17	7258.17	NUM
ejpam-5868	201	181	15	15	NUM
ejpam-5868	201	182	-	-	PUNCT
ejpam-5868	201	183	052022	052022	NUM
ejpam-5868	201	184	3345.7	3345.7	NUM
ejpam-5868	201	185	23	23	NUM
ejpam-5868	201	186	-	-	SYM
ejpam-5868	201	187	062022	062022	NUM
ejpam-5868	201	188	5217.33	5217.33	NUM
ejpam-5868	201	189	19	19	NUM
ejpam-5868	201	190	-	-	PUNCT
ejpam-5868	201	191	012022	012022	NUM
ejpam-5868	201	192	4027.17	4027.17	NUM
ejpam-5868	201	193	27	27	NUM
ejpam-5868	201	194	-	-	SYM
ejpam-5868	201	195	022022	022022	NUM
ejpam-5868	201	196	3586.2	3586.2	NUM
ejpam-5868	201	197	07	07	NUM
ejpam-5868	201	198	-	-	PUNCT
ejpam-5868	201	199	042022	042022	NUM
ejpam-5868	201	200	8482.86	8482.86	NUM
ejpam-5868	201	201	16	16	NUM
ejpam-5868	201	202	-	-	PUNCT
ejpam-5868	201	203	052022	052022	NUM
ejpam-5868	201	204	4677.99	4677.99	NUM
ejpam-5868	201	205	24	24	NUM
ejpam-5868	201	206	-	-	PUNCT
ejpam-5868	201	207	062022	062022	NUM
ejpam-5868	201	208	7085.6	7085.6	NUM
ejpam-5868	201	209	20	20	NUM
ejpam-5868	201	210	-	-	SYM
ejpam-5868	201	211	012022	012022	NUM
ejpam-5868	201	212	4321.52	4321.52	NUM
ejpam-5868	201	213	28	28	NUM
ejpam-5868	201	214	-	-	SYM
ejpam-5868	201	215	022022	022022	NUM
ejpam-5868	201	216	4985.63	4985.63	NUM
ejpam-5868	201	217	08	08	NUM
ejpam-5868	201	218	-	-	SYM
ejpam-5868	201	219	042022	042022	NUM
ejpam-5868	201	220	10101.73	10101.73	NUM
ejpam-5868	201	221	17	17	NUM
ejpam-5868	201	222	-	-	PUNCT
ejpam-5868	201	223	052022	052022	NUM
ejpam-5868	201	224	5133.34	5133.34	NUM
ejpam-5868	201	225	25	25	NUM
ejpam-5868	201	226	-	-	PUNCT
ejpam-5868	201	227	062022	062022	NUM
ejpam-5868	201	228	5509.09	5509.09	NUM
ejpam-5868	201	229	21	21	NUM
ejpam-5868	201	230	-	-	SYM
ejpam-5868	201	231	012022	012022	NUM
ejpam-5868	201	232	4045.72	4045.72	NUM
ejpam-5868	201	233	01	01	NUM
ejpam-5868	201	234	-	-	PUNCT
ejpam-5868	201	235	032022	032022	NUM
ejpam-5868	201	236	3861.55	3861.55	NUM
ejpam-5868	201	237	09	09	NUM
ejpam-5868	201	238	-	-	SYM
ejpam-5868	201	239	042022	042022	NUM
ejpam-5868	201	240	10126.73	10126.73	NUM
ejpam-5868	201	241	18	18	NUM
ejpam-5868	201	242	-	-	PUNCT
ejpam-5868	201	243	052022	052022	NUM
ejpam-5868	201	244	5905.63	5905.63	NUM
ejpam-5868	201	245	26	26	NUM
ejpam-5868	201	246	-	-	PUNCT
ejpam-5868	201	247	062022	062022	NUM
ejpam-5868	201	248	5030.86	5030.86	NUM
ejpam-5868	201	249	22	22	NUM
ejpam-5868	201	250	-	-	PUNCT
ejpam-5868	201	251	012022	012022	NUM
ejpam-5868	201	252	3252.72	3252.72	NUM
ejpam-5868	201	253	02	02	NUM
ejpam-5868	201	254	-	-	PUNCT
ejpam-5868	201	255	032022	032022	NUM
ejpam-5868	201	256	3942.60	3942.60	NUM
ejpam-5868	201	257	10	10	NUM
ejpam-5868	201	258	-	-	SYM
ejpam-5868	201	259	042022	042022	NUM
ejpam-5868	201	260	8055.55	8055.55	NUM
ejpam-5868	201	261	19	19	NUM
ejpam-5868	201	262	-	-	PUNCT
ejpam-5868	201	263	052022	052022	NUM
ejpam-5868	201	264	6515.07	6515.07	NUM
ejpam-5868	201	265	27	27	NUM
ejpam-5868	201	266	-	-	SYM
ejpam-5868	201	267	062022	062022	NUM
ejpam-5868	201	268	6126.62	6126.62	NUM
ejpam-5868	201	269	23	23	NUM
ejpam-5868	201	270	-	-	SYM
ejpam-5868	201	271	012022	012022	NUM
ejpam-5868	201	272	2852.23	2852.23	NUM
ejpam-5868	201	273	03	03	NUM
ejpam-5868	201	274	-	-	PUNCT
ejpam-5868	201	275	032022	032022	NUM
ejpam-5868	201	276	3759.71	3759.71	NUM
ejpam-5868	201	277	11	11	NUM
ejpam-5868	201	278	-	-	SYM
ejpam-5868	201	279	042022	042022	NUM
ejpam-5868	201	280	11041.95	11041.95	NUM
ejpam-5868	201	281	20	20	NUM
ejpam-5868	201	282	-	-	PUNCT
ejpam-5868	201	283	052022	052022	NUM
ejpam-5868	201	284	6943.46	6943.46	NUM
ejpam-5868	201	285	28	28	NUM
ejpam-5868	201	286	-	-	SYM
ejpam-5868	201	287	062022	062022	NUM
ejpam-5868	201	288	6657.80	6657.80	NUM
ejpam-5868	201	289	24	24	NUM
ejpam-5868	201	290	-	-	PUNCT
ejpam-5868	201	291	012022	012022	NUM
ejpam-5868	201	292	3772.17	3772.17	NUM
ejpam-5868	201	293	04	04	NUM
ejpam-5868	201	294	-	-	PUNCT
ejpam-5868	201	295	032022	032022	NUM
ejpam-5868	201	296	4237.89	4237.89	NUM
ejpam-5868	201	297	12	12	NUM
ejpam-5868	201	298	-	-	SYM
ejpam-5868	201	299	042022	042022	NUM
ejpam-5868	201	300	10953.01	10953.01	NUM
ejpam-5868	201	301	21	21	NUM
ejpam-5868	201	302	-	-	PUNCT
ejpam-5868	201	303	052022	052022	NUM
ejpam-5868	201	304	6488.29	6488.29	NUM
ejpam-5868	201	305	29	29	NUM
ejpam-5868	201	306	-	-	SYM
ejpam-5868	201	307	062022	062022	NUM
ejpam-5868	201	308	7507.09	7507.09	NUM
ejpam-5868	201	309	25	25	NUM
ejpam-5868	201	310	-	-	SYM
ejpam-5868	201	311	012022	012022	NUM
ejpam-5868	201	312	3793.15	3793.15	NUM
ejpam-5868	201	313	05	05	NUM
ejpam-5868	201	314	-	-	SYM
ejpam-5868	201	315	032022	032022	NUM
ejpam-5868	201	316	4898.76	4898.76	NUM
ejpam-5868	201	317	13	13	NUM
ejpam-5868	201	318	-	-	SYM
ejpam-5868	201	319	042022	042022	NUM
ejpam-5868	201	320	10897.01	10897.01	NUM
ejpam-5868	201	321	22	22	NUM
ejpam-5868	201	322	-	-	PUNCT
ejpam-5868	201	323	052022	052022	NUM
ejpam-5868	201	324	2887.33	2887.33	NUM
ejpam-5868	201	325	30	30	NUM
ejpam-5868	201	326	-	-	SYM
ejpam-5868	201	327	062022	062022	NUM
ejpam-5868	201	328	3788.90	3788.90	NUM
ejpam-5868	201	329	26	26	NUM
ejpam-5868	201	330	-	-	SYM
ejpam-5868	201	331	012022	012022	NUM
ejpam-5868	201	332	2996.95	2996.95	NUM
ejpam-5868	201	333	06	06	NUM
ejpam-5868	201	334	-	-	SYM
ejpam-5868	201	335	032022	032022	NUM
ejpam-5868	201	336	4164.91	4164.91	NUM
ejpam-5868	201	337	14	14	NUM
ejpam-5868	201	338	-	-	SYM
ejpam-5868	201	339	042022	042022	NUM
ejpam-5868	201	340	9347.03	9347.03	NUM
ejpam-5868	201	341	23	23	NUM
ejpam-5868	201	342	-	-	SYM
ejpam-5868	201	343	052022	052022	NUM
ejpam-5868	201	344	3470.76	3470.76	NUM
ejpam-5868	201	345	27	27	NUM
ejpam-5868	201	346	-	-	SYM
ejpam-5868	201	347	012022	012022	NUM
ejpam-5868	201	348	3657.08	3657.08	NUM
ejpam-5868	201	349	07	07	NUM
ejpam-5868	201	350	-	-	PUNCT
ejpam-5868	201	351	032022	032022	NUM
ejpam-5868	201	352	5757.36	5757.36	NUM
ejpam-5868	201	353	15	15	NUM
ejpam-5868	201	354	-	-	SYM
ejpam-5868	201	355	042022	042022	NUM
ejpam-5868	201	356	9744.77	9744.77	NUM
ejpam-5868	201	357	24	24	NUM
ejpam-5868	201	358	-	-	PUNCT
ejpam-5868	201	359	052022	052022	NUM
ejpam-5868	201	360	3541.35	3541.35	NUM
ejpam-5868	201	361	28	28	NUM
ejpam-5868	201	362	-	-	SYM
ejpam-5868	201	363	012022	012022	NUM
ejpam-5868	201	364	3467.42	3467.42	NUM
ejpam-5868	201	365	08	08	NUM
ejpam-5868	201	366	-	-	SYM
ejpam-5868	201	367	032022	032022	NUM
ejpam-5868	201	368	6180.88	6180.88	NUM
ejpam-5868	201	369	16	16	NUM
ejpam-5868	201	370	-	-	SYM
ejpam-5868	201	371	042022	042022	NUM
ejpam-5868	201	372	10178.65	10178.65	NUM
ejpam-5868	201	373	25	25	NUM
ejpam-5868	201	374	-	-	PUNCT
ejpam-5868	201	375	052022	052022	NUM
ejpam-5868	201	376	4928.54	4928.54	NUM
ejpam-5868	201	377	29	29	NUM
ejpam-5868	201	378	-	-	SYM
ejpam-5868	201	379	012022	012022	NUM
ejpam-5868	201	380	3814.26	3814.26	NUM
ejpam-5868	201	381	09	09	NUM
ejpam-5868	201	382	-	-	PUNCT
ejpam-5868	201	383	032022	032022	NUM
ejpam-5868	201	384	6618.86	6618.86	NUM
ejpam-5868	201	385	17	17	NUM
ejpam-5868	201	386	-	-	SYM
ejpam-5868	201	387	042022	042022	NUM
ejpam-5868	201	388	6954.68	6954.68	NUM
ejpam-5868	201	389	26	26	NUM
ejpam-5868	201	390	-	-	PUNCT
ejpam-5868	201	391	052022	052022	NUM
ejpam-5868	201	392	6613.75	6613.75	NUM
ejpam-5868	201	393	30	30	NUM
ejpam-5868	201	394	-	-	SYM
ejpam-5868	201	395	012022	012022	NUM
ejpam-5868	201	396	3282.73	3282.73	NUM
ejpam-5868	201	397	10	10	NUM
ejpam-5868	201	398	-	-	PUNCT
ejpam-5868	201	399	032022	032022	NUM
ejpam-5868	201	400	7112.92	7112.92	NUM
ejpam-5868	201	401	18	18	NUM
ejpam-5868	201	402	-	-	SYM
ejpam-5868	201	403	042022	042022	NUM
ejpam-5868	201	404	10601.46	10601.46	NUM
ejpam-5868	201	405	27	27	NUM
ejpam-5868	201	406	-	-	PUNCT
ejpam-5868	201	407	052022	052022	NUM
ejpam-5868	201	408	7024.45	7024.45	NUM
ejpam-5868	201	409	k.	k.	PROPN
ejpam-5868	202	1	kalpana	kalpana	PROPN
ejpam-5868	202	2	and	and	CCONJ
ejpam-5868	202	3	g.	g.	PROPN
ejpam-5868	202	4	kavitha	kavitha	PROPN
ejpam-5868	202	5	/	/	SYM
ejpam-5868	202	6	eur	eur	PROPN
ejpam-5868	202	7	.	.	PUNCT
ejpam-5868	203	1	j.	j.	PROPN
ejpam-5868	203	2	pure	pure	PROPN
ejpam-5868	203	3	appl	appl	PROPN
ejpam-5868	203	4	.	.	PROPN
ejpam-5868	203	5	math	math	PROPN
ejpam-5868	203	6	,	,	PUNCT
ejpam-5868	203	7	18	18	NUM
ejpam-5868	203	8	(	(	PUNCT
ejpam-5868	203	9	2	2	NUM
ejpam-5868	203	10	)	)	PUNCT
ejpam-5868	203	11	(	(	PUNCT
ejpam-5868	203	12	2025	2025	NUM
ejpam-5868	203	13	)	)	PUNCT
ejpam-5868	203	14	,	,	PUNCT
ejpam-5868	203	15	5868	5868	NUM
ejpam-5868	203	16	14	14	NUM
ejpam-5868	203	17	of	of	ADP
ejpam-5868	203	18	26	26	NUM
ejpam-5868	203	19	date	date	NOUN
ejpam-5868	203	20	mcp	mcp	PROPN
ejpam-5868	203	21	date	date	NOUN
ejpam-5868	203	22	mcp	mcp	PROPN
ejpam-5868	203	23	date	date	PROPN
ejpam-5868	203	24	mcp	mcp	PROPN
ejpam-5868	203	25	date	date	PROPN
ejpam-5868	203	26	mcp	mcp	PROPN
ejpam-5868	203	27	date	date	NOUN
ejpam-5868	203	28	mcp	mcp	PROPN
ejpam-5868	203	29	31	31	NUM
ejpam-5868	203	30	-	-	PUNCT
ejpam-5868	203	31	012022	012022	NUM
ejpam-5868	203	32	4451.47	4451.47	NUM
ejpam-5868	203	33	11	11	NUM
ejpam-5868	203	34	-	-	PUNCT
ejpam-5868	203	35	032022	032022	NUM
ejpam-5868	203	36	6525.70	6525.70	NUM
ejpam-5868	203	37	19	19	NUM
ejpam-5868	203	38	-	-	PUNCT
ejpam-5868	203	39	042022	042022	NUM
ejpam-5868	203	40	10489.36	10489.36	NUM
ejpam-5868	203	41	28	28	NUM
ejpam-5868	203	42	-	-	PUNCT
ejpam-5868	203	43	052022	052022	NUM
ejpam-5868	203	44	5222.36	5222.36	NUM
ejpam-5868	203	45	01	01	NUM
ejpam-5868	203	46	-	-	SYM
ejpam-5868	203	47	022022	022022	NUM
ejpam-5868	203	48	4331.03	4331.03	NUM
ejpam-5868	203	49	12	12	NUM
ejpam-5868	203	50	-	-	PUNCT
ejpam-5868	203	51	032022	032022	NUM
ejpam-5868	203	52	7837.99	7837.99	NUM
ejpam-5868	203	53	20	20	NUM
ejpam-5868	203	54	-	-	SYM
ejpam-5868	203	55	042022	042022	NUM
ejpam-5868	203	56	11444.13	11444.13	NUM
ejpam-5868	203	57	29	29	NUM
ejpam-5868	203	58	-	-	PUNCT
ejpam-5868	203	59	052022	052022	NUM
ejpam-5868	203	60	4335.59	4335.59	NUM
ejpam-5868	203	61	02	02	NUM
ejpam-5868	203	62	-	-	SYM
ejpam-5868	203	63	022022	022022	NUM
ejpam-5868	203	64	4868.09	4868.09	NUM
ejpam-5868	203	65	13	13	NUM
ejpam-5868	203	66	-	-	PUNCT
ejpam-5868	203	67	032022	032022	NUM
ejpam-5868	203	68	4972.74	4972.74	NUM
ejpam-5868	203	69	21	21	NUM
ejpam-5868	203	70	-	-	SYM
ejpam-5868	203	71	042022	042022	NUM
ejpam-5868	203	72	11841.81	11841.81	NUM
ejpam-5868	203	73	30	30	NUM
ejpam-5868	203	74	-	-	PUNCT
ejpam-5868	203	75	052022	052022	NUM
ejpam-5868	203	76	6449.59	6449.59	NUM
ejpam-5868	203	77	03	03	NUM
ejpam-5868	203	78	-	-	SYM
ejpam-5868	203	79	022022	022022	NUM
ejpam-5868	203	80	4966.03	4966.03	NUM
ejpam-5868	203	81	14	14	NUM
ejpam-5868	203	82	-	-	PUNCT
ejpam-5868	203	83	032022	032022	NUM
ejpam-5868	203	84	7998.55	7998.55	NUM
ejpam-5868	203	85	22	22	NUM
ejpam-5868	203	86	-	-	SYM
ejpam-5868	203	87	042022	042022	NUM
ejpam-5868	203	88	12000.00	12000.00	NUM
ejpam-5868	203	89	31	31	NUM
ejpam-5868	203	90	-	-	PUNCT
ejpam-5868	203	91	052022	052022	NUM
ejpam-5868	203	92	5916.41	5916.41	NUM
ejpam-5868	203	93	04	04	NUM
ejpam-5868	203	94	-	-	SYM
ejpam-5868	203	95	022022	022022	NUM
ejpam-5868	203	96	4657.38	4657.38	NUM
ejpam-5868	203	97	15	15	NUM
ejpam-5868	203	98	-	-	SYM
ejpam-5868	203	99	032022	032022	NUM
ejpam-5868	203	100	6420.86	6420.86	NUM
ejpam-5868	203	101	23	23	NUM
ejpam-5868	203	102	-	-	SYM
ejpam-5868	203	103	042022	042022	NUM
ejpam-5868	203	104	12000.00	12000.00	NUM
ejpam-5868	203	105	01	01	NUM
ejpam-5868	203	106	-	-	PUNCT
ejpam-5868	203	107	062022	062022	NUM
ejpam-5868	203	108	6567.18	6567.18	NUM
ejpam-5868	203	109	05	05	NUM
ejpam-5868	203	110	-	-	SYM
ejpam-5868	203	111	022022	022022	NUM
ejpam-5868	203	112	4080.44	4080.44	NUM
ejpam-5868	203	113	16	16	NUM
ejpam-5868	203	114	-	-	PUNCT
ejpam-5868	203	115	032022	032022	NUM
ejpam-5868	203	116	7163.65	7163.65	NUM
ejpam-5868	203	117	24	24	NUM
ejpam-5868	203	118	-	-	PUNCT
ejpam-5868	203	119	042022	042022	NUM
ejpam-5868	203	120	11343.76	11343.76	NUM
ejpam-5868	203	121	02	02	NUM
ejpam-5868	203	122	-	-	PUNCT
ejpam-5868	203	123	062022	062022	NUM
ejpam-5868	203	124	7206.03	7206.03	NUM
ejpam-5868	203	125	06	06	NUM
ejpam-5868	203	126	-	-	SYM
ejpam-5868	203	127	022022	022022	NUM
ejpam-5868	203	128	3289.89	3289.89	NUM
ejpam-5868	203	129	17	17	NUM
ejpam-5868	203	130	-	-	SYM
ejpam-5868	203	131	032022	032022	NUM
ejpam-5868	203	132	8580.56	8580.56	NUM
ejpam-5868	203	133	25	25	NUM
ejpam-5868	203	134	-	-	SYM
ejpam-5868	203	135	042022	042022	NUM
ejpam-5868	203	136	12000.00	12000.00	NUM
ejpam-5868	203	137	03	03	NUM
ejpam-5868	203	138	-	-	PUNCT
ejpam-5868	203	139	062022	062022	NUM
ejpam-5868	203	140	6735.32	6735.32	NUM
ejpam-5868	203	141	07	07	NUM
ejpam-5868	203	142	-	-	PUNCT
ejpam-5868	203	143	022022	022022	NUM
ejpam-5868	203	144	4260.31	4260.31	NUM
ejpam-5868	203	145	18	18	NUM
ejpam-5868	203	146	-	-	PUNCT
ejpam-5868	203	147	032022	032022	NUM
ejpam-5868	203	148	6769.01	6769.01	NUM
ejpam-5868	203	149	26	26	NUM
ejpam-5868	203	150	-	-	SYM
ejpam-5868	203	151	042022	042022	NUM
ejpam-5868	203	152	12000.00	12000.00	NUM
ejpam-5868	203	153	04	04	NUM
ejpam-5868	203	154	-	-	PUNCT
ejpam-5868	203	155	062022	062022	NUM
ejpam-5868	203	156	7650.32	7650.32	NUM
ejpam-5868	203	157	08	08	NUM
ejpam-5868	203	158	-	-	SYM
ejpam-5868	203	159	022022	022022	NUM
ejpam-5868	203	160	3758.89	3758.89	NUM
ejpam-5868	203	161	19	19	NUM
ejpam-5868	203	162	-	-	PUNCT
ejpam-5868	203	163	032022	032022	NUM
ejpam-5868	203	164	8424.45	8424.45	NUM
ejpam-5868	203	165	27	27	NUM
ejpam-5868	203	166	-	-	SYM
ejpam-5868	203	167	042022	042022	NUM
ejpam-5868	203	168	12000.00	12000.00	NUM
ejpam-5868	203	169	05	05	NUM
ejpam-5868	203	170	-	-	PUNCT
ejpam-5868	203	171	062022	062022	NUM
ejpam-5868	203	172	7040.70	7040.70	NUM
ejpam-5868	203	173	table	table	NOUN
ejpam-5868	203	174	4	4	NUM
ejpam-5868	203	175	:	:	PUNCT
ejpam-5868	203	176	difference	difference	NOUN
ejpam-5868	203	177	value	value	NOUN
ejpam-5868	203	178	and	and	CCONJ
ejpam-5868	203	179	observation	observation	NOUN
ejpam-5868	203	180	symbol	symbol	NOUN
ejpam-5868	203	181	of	of	ADP
ejpam-5868	203	182	historical	historical	ADJ
ejpam-5868	203	183	data	datum	NOUN
ejpam-5868	203	184	of	of	ADP
ejpam-5868	203	185	market	market	NOUN
ejpam-5868	203	186	clearing	clearing	NOUN
ejpam-5868	203	187	price	price	NOUN
ejpam-5868	203	188	of	of	ADP
ejpam-5868	203	189	day	day	NOUN
ejpam-5868	203	190	ahead	ahead	ADV
ejpam-5868	203	191	market	market	NOUN
ejpam-5868	203	192	.	.	PUNCT
ejpam-5868	204	1	date	date	PROPN
ejpam-5868	204	2	mcp	mcp	PROPN
ejpam-5868	204	3	d.v	d.v	PROPN
ejpam-5868	204	4	.	.	PROPN
ejpam-5868	205	1	o.s	o.s	PROPN
ejpam-5868	205	2	.	.	PROPN
ejpam-5868	205	3	date	date	PROPN
ejpam-5868	205	4	mcp	mcp	PROPN
ejpam-5868	205	5	d.v	d.v	PROPN
ejpam-5868	205	6	.	.	PROPN
ejpam-5868	206	1	o.s	o.s	PROPN
ejpam-5868	206	2	.	.	PROPN
ejpam-5868	206	3	date	date	PROPN
ejpam-5868	206	4	mcp	mcp	PROPN
ejpam-5868	206	5	d.v	d.v	PROPN
ejpam-5868	206	6	.	.	PROPN
ejpam-5868	207	1	o.s	o.s	PROPN
ejpam-5868	207	2	.	.	PROPN
ejpam-5868	207	3	01	01	NUM
ejpam-5868	207	4	-	-	PUNCT
ejpam-5868	207	5	012022	012022	NUM
ejpam-5868	208	1	3228.96	3228.96	NUM
ejpam-5868	208	2	r	r	NOUN
ejpam-5868	208	3	11	11	NUM
ejpam-5868	208	4	-	-	SYM
ejpam-5868	208	5	022022	022022	NUM
ejpam-5868	208	6	3370.06	3370.06	NUM
ejpam-5868	208	7	-739.91	-739.91	PROPN
ejpam-5868	208	8	f	f	PROPN
ejpam-5868	208	9	24	24	NUM
ejpam-5868	208	10	-	-	PUNCT
ejpam-5868	208	11	032022	032022	NUM
ejpam-5868	208	12	15271.67	15271.67	NUM
ejpam-5868	208	13	4043.53	4043.53	NUM
ejpam-5868	208	14	r	r	NOUN
ejpam-5868	208	15	02	02	NUM
ejpam-5868	208	16	-	-	PUNCT
ejpam-5868	208	17	012022	012022	NUM
ejpam-5868	208	18	3016.62	3016.62	NUM
ejpam-5868	208	19	-212.34	-212.34	PROPN
ejpam-5868	208	20	f	f	PROPN
ejpam-5868	208	21	12	12	NUM
ejpam-5868	208	22	-	-	PUNCT
ejpam-5868	208	23	022022	022022	NUM
ejpam-5868	208	24	3996.19	3996.19	NUM
ejpam-5868	208	25	626.13	626.13	NUM
ejpam-5868	208	26	f	f	NOUN
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ejpam-5868	208	28	-	-	PUNCT
ejpam-5868	208	29	032022	032022	NUM
ejpam-5868	208	30	18673.72	18673.72	NUM
ejpam-5868	208	31	3402.05	3402.05	NUM
ejpam-5868	208	32	r	r	NOUN
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ejpam-5868	208	34	-	-	SYM
ejpam-5868	208	35	012022	012022	NUM
ejpam-5868	208	36	3362.7	3362.7	NUM
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ejpam-5868	208	38	r	r	NOUN
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ejpam-5868	208	40	-	-	SYM
ejpam-5868	208	41	022022	022022	NUM
ejpam-5868	208	42	3396.48	3396.48	NUM
ejpam-5868	208	43	-599.71	-599.71	PROPN
ejpam-5868	208	44	f	f	PROPN
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ejpam-5868	208	46	-	-	PUNCT
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ejpam-5868	208	48	17328.66	17328.66	NUM
ejpam-5868	208	49	-1345.06	-1345.06	PROPN
ejpam-5868	208	50	f	f	PROPN
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ejpam-5868	208	52	-	-	SYM
ejpam-5868	208	53	012022	012022	NUM
ejpam-5868	208	54	3546.06	3546.06	NUM
ejpam-5868	208	55	183.36	183.36	NUM
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ejpam-5868	208	58	-	-	SYM
ejpam-5868	208	59	022022	022022	NUM
ejpam-5868	208	60	4057.72	4057.72	NUM
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ejpam-5868	208	64	-	-	PUNCT
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ejpam-5868	208	66	10990.83	10990.83	NUM
ejpam-5868	208	67	-6337.83	-6337.83	PROPN
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ejpam-5868	208	70	-	-	PUNCT
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ejpam-5868	209	1	3575.51	3575.51	NUM
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ejpam-5868	209	3	f	f	SYM
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ejpam-5868	209	5	-	-	SYM
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ejpam-5868	209	7	3916.32	3916.32	NUM
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ejpam-5868	209	13	12013.69	12013.69	NUM
ejpam-5868	209	14	1022.86	1022.86	NUM
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ejpam-5868	209	17	-	-	SYM
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ejpam-5868	209	20	-48.06	-48.06	PUNCT
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ejpam-5868	209	23	-	-	SYM
ejpam-5868	209	24	022022	022022	NUM
ejpam-5868	209	25	4432.53	4432.53	NUM
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ejpam-5868	209	29	-	-	PUNCT
ejpam-5868	209	30	032022	032022	NUM
ejpam-5868	209	31	10169.75	10169.75	NUM
ejpam-5868	209	32	-1843.94	-1843.94	PROPN
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ejpam-5868	209	35	-	-	PUNCT
ejpam-5868	209	36	012022	012022	NUM
ejpam-5868	209	37	3299.51	3299.51	NUM
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ejpam-5868	209	39	f	f	PROPN
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ejpam-5868	209	41	-	-	SYM
ejpam-5868	209	42	022022	022022	NUM
ejpam-5868	209	43	4535.06	4535.06	NUM
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ejpam-5868	209	45	f	f	NOUN
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ejpam-5868	209	47	-	-	NUM
ejpam-5868	209	48	032022	032022	NUM
ejpam-5868	209	49	10672.09	10672.09	NUM
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ejpam-5868	209	51	r	r	NOUN
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ejpam-5868	209	53	-	-	SYM
ejpam-5868	209	54	012022	012022	NUM
ejpam-5868	209	55	3176.49	3176.49	NUM
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ejpam-5868	209	59	-	-	SYM
ejpam-5868	209	60	022022	022022	NUM
ejpam-5868	209	61	4106.42	4106.42	NUM
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ejpam-5868	210	4	-	-	PUNCT
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ejpam-5868	210	6	12382.8	12382.8	NUM
ejpam-5868	210	7	1710.71	1710.71	NUM
ejpam-5868	210	8	r	r	NOUN
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ejpam-5868	210	10	-	-	PUNCT
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ejpam-5868	210	12	2803.46	2803.46	NUM
ejpam-5868	211	1	-373.03	-373.03	PROPN
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ejpam-5868	211	4	-	-	PUNCT
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ejpam-5868	211	6	4602.4	4602.4	NUM
ejpam-5868	211	7	495.98	495.98	NUM
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ejpam-5868	211	10	-	-	PUNCT
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ejpam-5868	211	12	13764.02	13764.02	NUM
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ejpam-5868	212	13	)	)	PUNCT
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ejpam-5868	213	5	d.v	d.v	PROPN
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ejpam-5868	214	1	o.s	o.s	PROPN
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ejpam-5868	214	5	d.v	d.v	PROPN
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ejpam-5868	215	4	-	-	PUNCT
ejpam-5868	215	5	012022	012022	NUM
ejpam-5868	215	6	3273.52	3273.52	NUM
ejpam-5868	215	7	470.06	470.06	NUM
ejpam-5868	215	8	r	r	NOUN
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ejpam-5868	215	10	-	-	PUNCT
ejpam-5868	215	11	022022	022022	NUM
ejpam-5868	215	12	3951.77	3951.77	NUM
ejpam-5868	215	13	-650.63	-650.63	PROPN
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ejpam-5868	215	16	-	-	PUNCT
ejpam-5868	215	17	042022	042022	NUM
ejpam-5868	215	18	7410.41	7410.41	NUM
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ejpam-5868	215	20	f	f	PROPN
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ejpam-5868	215	22	-	-	SYM
ejpam-5868	215	23	012022	012022	NUM
ejpam-5868	215	24	3160.04	3160.04	NUM
ejpam-5868	216	1	-113.48	-113.48	PROPN
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ejpam-5868	216	4	-	-	SYM
ejpam-5868	216	5	022022	022022	NUM
ejpam-5868	216	6	4202.25	4202.25	NUM
ejpam-5868	216	7	250.48	250.48	NUM
ejpam-5868	216	8	r	r	NOUN
ejpam-5868	216	9	03	03	NUM
ejpam-5868	216	10	-	-	SYM
ejpam-5868	216	11	042022	042022	NUM
ejpam-5868	216	12	4497.29	4497.29	NUM
ejpam-5868	216	13	-2913.12	-2913.12	NUM
ejpam-5868	216	14	f	f	NUM
ejpam-5868	216	15	12	12	NUM
ejpam-5868	216	16	-	-	PUNCT
ejpam-5868	216	17	012022	012022	NUM
ejpam-5868	216	18	3124.49	3124.49	NUM
ejpam-5868	216	19	-35.55	-35.55	PROPN
ejpam-5868	216	20	r	r	NOUN
ejpam-5868	216	21	22	22	NUM
ejpam-5868	216	22	-	-	SYM
ejpam-5868	216	23	022022	022022	NUM
ejpam-5868	216	24	4690.44	4690.44	NUM
ejpam-5868	216	25	488.19	488.19	NUM
ejpam-5868	216	26	r	r	NOUN
ejpam-5868	216	27	04	04	NUM
ejpam-5868	216	28	-	-	SYM
ejpam-5868	216	29	042022	042022	NUM
ejpam-5868	216	30	6414.63	6414.63	NUM
ejpam-5868	216	31	1917.34	1917.34	NUM
ejpam-5868	216	32	r	r	NOUN
ejpam-5868	216	33	13	13	NUM
ejpam-5868	216	34	-	-	SYM
ejpam-5868	216	35	012022	012022	NUM
ejpam-5868	216	36	3235.35	3235.35	NUM
ejpam-5868	216	37	110.86	110.86	NUM
ejpam-5868	216	38	r	r	NOUN
ejpam-5868	216	39	23	23	NUM
ejpam-5868	216	40	-	-	SYM
ejpam-5868	216	41	022022	022022	NUM
ejpam-5868	216	42	5562.68	5562.68	NUM
ejpam-5868	216	43	872.24	872.24	NUM
ejpam-5868	216	44	r	r	NOUN
ejpam-5868	216	45	05	05	NUM
ejpam-5868	216	46	-	-	SYM
ejpam-5868	216	47	042022	042022	NUM
ejpam-5868	216	48	4974.63	4974.63	NUM
ejpam-5868	216	49	-1440	-1440	X
ejpam-5868	217	1	f	f	PROPN
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ejpam-5868	217	3	-	-	SYM
ejpam-5868	217	4	012022	012022	NUM
ejpam-5868	217	5	2758.29	2758.29	NUM
ejpam-5868	217	6	-477.06	-477.06	PROPN
ejpam-5868	217	7	f	f	PROPN
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ejpam-5868	217	9	-	-	PUNCT
ejpam-5868	217	10	022022	022022	NUM
ejpam-5868	217	11	6153.1	6153.1	NUM
ejpam-5868	217	12	590.42	590.42	NUM
ejpam-5868	217	13	r	r	NOUN
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ejpam-5868	217	15	-	-	SYM
ejpam-5868	217	16	042022	042022	NUM
ejpam-5868	217	17	7258.17	7258.17	NUM
ejpam-5868	217	18	2283.54	2283.54	NUM
ejpam-5868	217	19	r	r	NOUN
ejpam-5868	217	20	15	15	NUM
ejpam-5868	217	21	-	-	SYM
ejpam-5868	217	22	012022	012022	NUM
ejpam-5868	217	23	2888.61	2888.61	NUM
ejpam-5868	217	24	130.32	130.32	NUM
ejpam-5868	217	25	f	f	NOUN
ejpam-5868	217	26	25	25	NUM
ejpam-5868	217	27	-	-	PUNCT
ejpam-5868	217	28	022022	022022	NUM
ejpam-5868	217	29	6944.45	6944.45	NUM
ejpam-5868	217	30	791.35	791.35	NUM
ejpam-5868	217	31	r	r	NOUN
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ejpam-5868	217	33	-	-	PUNCT
ejpam-5868	217	34	042022	042022	NUM
ejpam-5868	217	35	8482.86	8482.86	NUM
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ejpam-5868	217	37	r	r	NOUN
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ejpam-5868	217	39	-	-	PUNCT
ejpam-5868	217	40	012022	012022	NUM
ejpam-5868	217	41	2631.18	2631.18	NUM
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ejpam-5868	217	43	f	f	PROPN
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ejpam-5868	217	45	-	-	SYM
ejpam-5868	217	46	022022	022022	NUM
ejpam-5868	217	47	5720.76	5720.76	NUM
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ejpam-5868	217	49	f	f	PROPN
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ejpam-5868	217	51	-	-	SYM
ejpam-5868	217	52	042022	042022	NUM
ejpam-5868	217	53	10101.73	10101.73	NUM
ejpam-5868	217	54	1618	1618	NUM
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ejpam-5868	217	58	-	-	SYM
ejpam-5868	217	59	012022	012022	NUM
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ejpam-5868	218	5	-	-	SYM
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ejpam-5868	218	7	3586.2	3586.2	NUM
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ejpam-5868	218	11	-	-	SYM
ejpam-5868	218	12	042022	042022	NUM
ejpam-5868	218	13	10126.73	10126.73	NUM
ejpam-5868	218	14	25	25	NUM
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ejpam-5868	218	17	-	-	PUNCT
ejpam-5868	218	18	012022	012022	NUM
ejpam-5868	218	19	3583.96	3583.96	NUM
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ejpam-5868	218	21	r	r	NOUN
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ejpam-5868	218	23	-	-	SYM
ejpam-5868	218	24	022022	022022	NUM
ejpam-5868	218	25	4985.63	4985.63	NUM
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ejpam-5868	218	27	r	r	NOUN
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ejpam-5868	218	29	-	-	PUNCT
ejpam-5868	218	30	042022	042022	NUM
ejpam-5868	218	31	8055.95	8055.95	NUM
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ejpam-5868	218	33	f	f	PROPN
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ejpam-5868	218	35	-	-	PUNCT
ejpam-5868	218	36	012022	012022	NUM
ejpam-5868	218	37	4027.17	4027.17	NUM
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ejpam-5868	218	41	-	-	PUNCT
ejpam-5868	218	42	032022	032022	NUM
ejpam-5868	218	43	3861.55	3861.55	NUM
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ejpam-5868	218	45	f	f	PROPN
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ejpam-5868	218	47	-	-	SYM
ejpam-5868	218	48	042022	042022	NUM
ejpam-5868	218	49	11041.95	11041.95	NUM
ejpam-5868	218	50	2986.4	2986.4	NUM
ejpam-5868	218	51	r	r	NOUN
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ejpam-5868	218	53	-	-	SYM
ejpam-5868	218	54	012022	012022	NUM
ejpam-5868	218	55	4321.52	4321.52	NUM
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ejpam-5868	218	59	-	-	PUNCT
ejpam-5868	218	60	032022	032022	NUM
ejpam-5868	218	61	3942.6	3942.6	NUM
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ejpam-5868	218	65	-	-	PUNCT
ejpam-5868	218	66	042022	042022	NUM
ejpam-5868	218	67	10897.01	10897.01	NUM
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ejpam-5868	218	69	f	f	PROPN
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ejpam-5868	218	71	-	-	SYM
ejpam-5868	218	72	012022	012022	NUM
ejpam-5868	218	73	4045.72	4045.72	NUM
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ejpam-5868	218	75	f	f	PROPN
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ejpam-5868	218	77	-	-	PUNCT
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ejpam-5868	218	79	3759.71	3759.71	NUM
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ejpam-5868	218	81	f	f	PROPN
ejpam-5868	218	82	13	13	NUM
ejpam-5868	218	83	-	-	SYM
ejpam-5868	218	84	042022	042022	NUM
ejpam-5868	218	85	10897.01	10897.01	NUM
ejpam-5868	218	86	-56	-56	PUNCT
ejpam-5868	218	87	r	r	NOUN
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ejpam-5868	218	89	-	-	SYM
ejpam-5868	218	90	012022	012022	NUM
ejpam-5868	218	91	3252.72	3252.72	NUM
ejpam-5868	218	92	-793	-793	PROPN
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ejpam-5868	218	95	-	-	PUNCT
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ejpam-5868	218	97	4237.89	4237.89	NUM
ejpam-5868	218	98	478.18	478.18	NUM
ejpam-5868	218	99	r	r	NOUN
ejpam-5868	218	100	14	14	NUM
ejpam-5868	218	101	-	-	SYM
ejpam-5868	218	102	042022	042022	NUM
ejpam-5868	218	103	9347.03	9347.03	NUM
ejpam-5868	218	104	-1549.98	-1549.98	NUM
ejpam-5868	218	105	f	f	NOUN
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ejpam-5868	218	107	-	-	SYM
ejpam-5868	218	108	012022	012022	NUM
ejpam-5868	218	109	2852.23	2852.23	NUM
ejpam-5868	218	110	-400.49	-400.49	PROPN
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ejpam-5868	218	113	-	-	SYM
ejpam-5868	218	114	032022	032022	NUM
ejpam-5868	218	115	4898.76	4898.76	NUM
ejpam-5868	218	116	660.87	660.87	NUM
ejpam-5868	218	117	r	r	NOUN
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ejpam-5868	218	119	-	-	SYM
ejpam-5868	218	120	042022	042022	NUM
ejpam-5868	218	121	9744.77	9744.77	NUM
ejpam-5868	218	122	397.74	397.74	NUM
ejpam-5868	218	123	r	r	NOUN
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ejpam-5868	218	125	-	-	PUNCT
ejpam-5868	218	126	012022	012022	NUM
ejpam-5868	218	127	3772.17	3772.17	NUM
ejpam-5868	218	128	919.94	919.94	NUM
ejpam-5868	218	129	r	r	NOUN
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ejpam-5868	218	131	-	-	SYM
ejpam-5868	218	132	032022	032022	NUM
ejpam-5868	218	133	4164.91	4164.91	NUM
ejpam-5868	219	1	-733.85	-733.85	PROPN
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ejpam-5868	219	4	-	-	SYM
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ejpam-5868	219	6	10178.65	10178.65	NUM
ejpam-5868	219	7	433.88	433.88	NUM
ejpam-5868	219	8	r	r	NOUN
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ejpam-5868	219	10	-	-	PUNCT
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ejpam-5868	219	12	3793.15	3793.15	NUM
ejpam-5868	219	13	20.98	20.98	NUM
ejpam-5868	219	14	f	f	NOUN
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ejpam-5868	219	16	-	-	PUNCT
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ejpam-5868	219	18	5757.36	5757.36	NUM
ejpam-5868	219	19	1592.45	1592.45	NUM
ejpam-5868	219	20	r	r	NOUN
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ejpam-5868	219	22	-	-	SYM
ejpam-5868	219	23	042022	042022	NUM
ejpam-5868	219	24	6954.68	6954.68	NUM
ejpam-5868	219	25	-3223.97	-3223.97	PROPN
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ejpam-5868	219	28	-	-	PUNCT
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ejpam-5868	219	34	-	-	NOUN
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ejpam-5868	219	36	6180.88	6180.88	NUM
ejpam-5868	219	37	423.52	423.52	NUM
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ejpam-5868	219	40	-	-	PUNCT
ejpam-5868	219	41	042022	042022	NUM
ejpam-5868	219	42	10601.46	10601.46	NUM
ejpam-5868	219	43	3646.78	3646.78	NUM
ejpam-5868	219	44	r	r	NOUN
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ejpam-5868	219	46	-	-	SYM
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ejpam-5868	219	48	3657.08	3657.08	NUM
ejpam-5868	219	49	660.13	660.13	NUM
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ejpam-5868	219	52	-	-	PUNCT
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ejpam-5868	219	54	6618.86	6618.86	NUM
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ejpam-5868	220	4	-	-	PUNCT
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ejpam-5868	220	6	10489.36	10489.36	NUM
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ejpam-5868	220	10	-	-	SYM
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ejpam-5868	220	12	3467.42	3467.42	NUM
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ejpam-5868	220	17	032022	032022	NUM
ejpam-5868	220	18	7112.92	7112.92	NUM
ejpam-5868	220	19	494.06	494.06	NUM
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ejpam-5868	220	22	-	-	SYM
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ejpam-5868	220	24	11444.13	11444.13	NUM
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ejpam-5868	220	28	-	-	SYM
ejpam-5868	220	29	012022	012022	NUM
ejpam-5868	220	30	3814.26	3814.26	NUM
ejpam-5868	220	31	346.84	346.84	NUM
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ejpam-5868	220	34	-	-	PUNCT
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ejpam-5868	220	36	6525.7	6525.7	NUM
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ejpam-5868	220	40	-	-	SYM
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ejpam-5868	220	42	11841.81	11841.81	NUM
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ejpam-5868	221	8	(	(	PUNCT
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ejpam-5868	221	13	)	)	PUNCT
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ejpam-5868	222	5	d.v	d.v	PROPN
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ejpam-5868	223	5	d.v	d.v	PROPN
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ejpam-5868	224	4	-	-	SYM
ejpam-5868	224	5	012022	012022	NUM
ejpam-5868	224	6	3282.73	3282.73	NUM
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ejpam-5868	225	4	-	-	PUNCT
ejpam-5868	225	5	032022	032022	NUM
ejpam-5868	225	6	7837.99	7837.99	NUM
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ejpam-5868	225	8	r	r	NOUN
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ejpam-5868	225	10	-	-	SYM
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ejpam-5868	225	12	12000	12000	NUM
ejpam-5868	225	13	158.19	158.19	NUM
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ejpam-5868	225	16	-	-	PUNCT
ejpam-5868	225	17	012022	012022	NUM
ejpam-5868	225	18	4451.47	4451.47	NUM
ejpam-5868	225	19	1168.74	1168.74	NUM
ejpam-5868	225	20	r	r	NOUN
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ejpam-5868	225	22	-	-	PUNCT
ejpam-5868	225	23	032022	032022	NUM
ejpam-5868	225	24	4972.74	4972.74	NUM
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ejpam-5868	225	26	f	f	PROPN
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ejpam-5868	225	28	-	-	SYM
ejpam-5868	225	29	042022	042022	NUM
ejpam-5868	225	30	12000	12000	NUM
ejpam-5868	225	31	0	0	NUM
ejpam-5868	226	1	f	f	NOUN
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ejpam-5868	226	3	-	-	PUNCT
ejpam-5868	226	4	022022	022022	NUM
ejpam-5868	226	5	4331.03	4331.03	NUM
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ejpam-5868	226	9	-	-	PUNCT
ejpam-5868	226	10	032022	032022	NUM
ejpam-5868	226	11	7998.55	7998.55	NUM
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ejpam-5868	226	13	r	r	NOUN
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ejpam-5868	226	15	-	-	PUNCT
ejpam-5868	226	16	042022	042022	NUM
ejpam-5868	226	17	11343.76	11343.76	NUM
ejpam-5868	226	18	-656.24	-656.24	PROPN
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ejpam-5868	226	21	-	-	SYM
ejpam-5868	226	22	022022	022022	NUM
ejpam-5868	226	23	4868.09	4868.09	NUM
ejpam-5868	226	24	537.06	537.06	NUM
ejpam-5868	226	25	r	r	NOUN
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ejpam-5868	226	27	-	-	NUM
ejpam-5868	226	28	032022	032022	NUM
ejpam-5868	226	29	6420.86	6420.86	NUM
ejpam-5868	226	30	-1577.69	-1577.69	NOUN
ejpam-5868	226	31	f	f	PROPN
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ejpam-5868	226	33	-	-	PUNCT
ejpam-5868	226	34	042022	042022	NUM
ejpam-5868	226	35	12000	12000	NUM
ejpam-5868	226	36	656.24	656.24	NUM
ejpam-5868	226	37	r	r	NOUN
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ejpam-5868	226	39	-	-	SYM
ejpam-5868	226	40	022022	022022	NUM
ejpam-5868	226	41	4966.03	4966.03	NUM
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ejpam-5868	226	43	f	f	NOUN
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ejpam-5868	226	45	-	-	PUNCT
ejpam-5868	226	46	032022	032022	NUM
ejpam-5868	226	47	7163.65	7163.65	NUM
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ejpam-5868	227	4	-	-	SYM
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ejpam-5868	227	7	0	0	NUM
ejpam-5868	228	1	f	f	NOUN
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ejpam-5868	228	3	-	-	SYM
ejpam-5868	228	4	022022	022022	NUM
ejpam-5868	228	5	4657.38	4657.38	NUM
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ejpam-5868	228	9	-	-	PUNCT
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ejpam-5868	228	11	8580.56	8580.56	NUM
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ejpam-5868	228	13	r	r	NOUN
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ejpam-5868	228	15	-	-	SYM
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ejpam-5868	228	18	0	0	NUM
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ejpam-5868	228	20	-	-	SYM
ejpam-5868	228	21	022022	022022	NUM
ejpam-5868	228	22	4080.44	4080.44	NUM
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ejpam-5868	228	24	f	f	PROPN
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ejpam-5868	228	26	-	-	PUNCT
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ejpam-5868	228	30	f	f	PROPN
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ejpam-5868	228	35	0	0	NUM
ejpam-5868	228	36	06	06	NUM
ejpam-5868	228	37	-	-	SYM
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ejpam-5868	228	43	-	-	PUNCT
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ejpam-5868	228	47	r	r	NOUN
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ejpam-5868	228	49	-	-	SYM
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ejpam-5868	228	52	0	0	NUM
ejpam-5868	228	53	07	07	NUM
ejpam-5868	228	54	-	-	PUNCT
ejpam-5868	228	55	022022	022022	NUM
ejpam-5868	228	56	4260.31	4260.31	NUM
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ejpam-5868	228	58	r	r	NOUN
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ejpam-5868	228	60	-	-	PUNCT
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ejpam-5868	228	71	-	-	SYM
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ejpam-5868	228	73	3758.89	3758.89	NUM
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ejpam-5868	228	77	-	-	PUNCT
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ejpam-5868	228	79	7316.43	7316.43	NUM
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ejpam-5868	228	81	r	r	NOUN
ejpam-5868	228	82	01	01	NUM
ejpam-5868	228	83	-	-	PUNCT
ejpam-5868	228	84	052022	052022	NUM
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ejpam-5868	228	87	f	f	NOUN
ejpam-5868	228	88	09	09	NUM
ejpam-5868	228	89	-	-	SYM
ejpam-5868	228	90	022022	022022	NUM
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ejpam-5868	228	95	-	-	PUNCT
ejpam-5868	228	96	032022	032022	NUM
ejpam-5868	228	97	8775.39	8775.39	NUM
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ejpam-5868	228	99	f	f	NOUN
ejpam-5868	228	100	02	02	NUM
ejpam-5868	228	101	-	-	PUNCT
ejpam-5868	228	102	052022	052022	NUM
ejpam-5868	228	103	12000	12000	NUM
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ejpam-5868	228	105	r	r	NOUN
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ejpam-5868	228	107	-	-	NUM
ejpam-5868	228	108	022022	022022	NUM
ejpam-5868	228	109	4109.97	4109.97	NUM
ejpam-5868	228	110	236.07	236.07	NUM
ejpam-5868	228	111	r	r	NOUN
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ejpam-5868	228	113	-	-	SYM
ejpam-5868	228	114	032022	032022	NUM
ejpam-5868	228	115	11228.14	11228.14	NUM
ejpam-5868	228	116	2452.75	2452.75	NUM
ejpam-5868	228	117	r	r	NOUN
ejpam-5868	228	118	03	03	NUM
ejpam-5868	228	119	-	-	PUNCT
ejpam-5868	228	120	052022	052022	NUM
ejpam-5868	228	121	11745.39	11745.39	NUM
ejpam-5868	228	122	-254.61	-254.61	NOUN
ejpam-5868	228	123	f	f	NOUN
ejpam-5868	228	124	date	date	NOUN
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ejpam-5868	229	2	d.v	d.v	PROPN
ejpam-5868	229	3	o.s	o.s	PROPN
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ejpam-5868	229	5	mcp	mcp	PROPN
ejpam-5868	229	6	d.v	d.v	PROPN
ejpam-5868	229	7	o.s	o.s	PROPN
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ejpam-5868	229	9	-	-	PUNCT
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ejpam-5868	229	11	-	-	PUNCT
ejpam-5868	229	12	2022	2022	NUM
ejpam-5868	229	13	11669.49	11669.49	NUM
ejpam-5868	229	14	-75.9	-75.9	NOUN
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ejpam-5868	229	17	-	-	PUNCT
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ejpam-5868	229	19	-	-	PUNCT
ejpam-5868	229	20	2022	2022	NUM
ejpam-5868	229	21	6735.32	6735.32	NUM
ejpam-5868	229	22	-470.71	-470.71	PROPN
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ejpam-5868	229	24	05	05	NUM
ejpam-5868	229	25	-	-	PUNCT
ejpam-5868	229	26	05	05	NUM
ejpam-5868	229	27	-	-	NOUN
ejpam-5868	229	28	2022	2022	NUM
ejpam-5868	229	29	11304.13	11304.13	NUM
ejpam-5868	229	30	-365.36	-365.36	PROPN
ejpam-5868	229	31	f	f	PROPN
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ejpam-5868	229	33	-	-	PUNCT
ejpam-5868	229	34	06	06	NUM
ejpam-5868	229	35	-	-	PUNCT
ejpam-5868	229	36	2022	2022	NUM
ejpam-5868	229	37	7650.32	7650.32	NUM
ejpam-5868	229	38	915	915	NUM
ejpam-5868	229	39	r	r	NOUN
ejpam-5868	229	40	06	06	NUM
ejpam-5868	229	41	-	-	SYM
ejpam-5868	229	42	05	05	NUM
ejpam-5868	229	43	-	-	PUNCT
ejpam-5868	229	44	2022	2022	NUM
ejpam-5868	229	45	10380.1	10380.1	NUM
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ejpam-5868	229	47	f	f	PROPN
ejpam-5868	229	48	05	05	NUM
ejpam-5868	229	49	-	-	PUNCT
ejpam-5868	229	50	06	06	NUM
ejpam-5868	229	51	-	-	PUNCT
ejpam-5868	229	52	2022	2022	NUM
ejpam-5868	229	53	7040.7	7040.7	NUM
ejpam-5868	229	54	-609.62	-609.62	PROPN
ejpam-5868	229	55	f	f	PROPN
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ejpam-5868	229	57	-	-	PUNCT
ejpam-5868	229	58	05	05	NUM
ejpam-5868	229	59	-	-	PUNCT
ejpam-5868	229	60	2022	2022	NUM
ejpam-5868	229	61	9620.95	9620.95	NUM
ejpam-5868	229	62	-759.15	-759.15	NOUN
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ejpam-5868	229	65	-	-	SYM
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ejpam-5868	229	67	-	-	PUNCT
ejpam-5868	229	68	2022	2022	NUM
ejpam-5868	229	69	8069.69	8069.69	NUM
ejpam-5868	229	70	1028.99	1028.99	NUM
ejpam-5868	230	1	r	r	NOUN
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ejpam-5868	230	3	-	-	PUNCT
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ejpam-5868	230	5	-	-	PUNCT
ejpam-5868	230	6	2022	2022	NUM
ejpam-5868	230	7	6844.69	6844.69	NUM
ejpam-5868	230	8	-2776.26	-2776.26	NUM
ejpam-5868	230	9	f	f	PROPN
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ejpam-5868	230	11	-	-	PUNCT
ejpam-5868	230	12	06	06	NUM
ejpam-5868	230	13	-	-	PUNCT
ejpam-5868	230	14	2022	2022	NUM
ejpam-5868	230	15	6095.86	6095.86	NUM
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ejpam-5868	230	17	f	f	PROPN
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ejpam-5868	230	19	-	-	PUNCT
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ejpam-5868	230	21	-	-	PUNCT
ejpam-5868	230	22	2022	2022	NUM
ejpam-5868	230	23	8088.64	8088.64	NUM
ejpam-5868	230	24	1243.95	1243.95	NUM
ejpam-5868	230	25	r	r	NOUN
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ejpam-5868	230	27	-	-	PUNCT
ejpam-5868	230	28	06	06	NUM
ejpam-5868	230	29	-	-	PUNCT
ejpam-5868	230	30	2022	2022	NUM
ejpam-5868	230	31	6395.89	6395.89	NUM
ejpam-5868	230	32	300.03	300.03	NUM
ejpam-5868	230	33	r	r	NOUN
ejpam-5868	230	34	10	10	NUM
ejpam-5868	230	35	-	-	PUNCT
ejpam-5868	230	36	05	05	NUM
ejpam-5868	230	37	-	-	PUNCT
ejpam-5868	230	38	2022	2022	NUM
ejpam-5868	230	39	5484.38	5484.38	NUM
ejpam-5868	230	40	-2604.26	-2604.26	PROPN
ejpam-5868	230	41	f	f	PROPN
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ejpam-5868	230	43	-	-	PUNCT
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ejpam-5868	230	45	-	-	PUNCT
ejpam-5868	230	46	2022	2022	NUM
ejpam-5868	230	47	6878.19	6878.19	NUM
ejpam-5868	230	48	482.3	482.3	NUM
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ejpam-5868	230	51	-	-	SYM
ejpam-5868	230	52	05	05	NUM
ejpam-5868	230	53	-	-	NOUN
ejpam-5868	230	54	2022	2022	NUM
ejpam-5868	230	55	5876.71	5876.71	NUM
ejpam-5868	230	56	392.33	392.33	NUM
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ejpam-5868	230	59	-	-	PUNCT
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ejpam-5868	230	61	-	-	PUNCT
ejpam-5868	230	62	2022	2022	NUM
ejpam-5868	230	63	7029.99	7029.99	NUM
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ejpam-5868	230	65	f	f	NOUN
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ejpam-5868	230	67	-	-	PUNCT
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ejpam-5868	230	69	-	-	PUNCT
ejpam-5868	230	70	2022	2022	NUM
ejpam-5868	230	71	5887.1	5887.1	NUM
ejpam-5868	230	72	10.39	10.39	NUM
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ejpam-5868	230	75	-	-	SYM
ejpam-5868	230	76	06	06	NUM
ejpam-5868	230	77	-	-	PUNCT
ejpam-5868	230	78	2022	2022	NUM
ejpam-5868	230	79	7769.24	7769.24	NUM
ejpam-5868	230	80	739.25	739.25	NUM
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ejpam-5868	230	83	-	-	SYM
ejpam-5868	230	84	05	05	NUM
ejpam-5868	230	85	-	-	NOUN
ejpam-5868	230	86	2022	2022	NUM
ejpam-5868	230	87	4840.23	4840.23	NUM
ejpam-5868	230	88	-1046.87	-1046.87	PROPN
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ejpam-5868	230	91	-	-	PUNCT
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ejpam-5868	230	93	-	-	PUNCT
ejpam-5868	230	94	2022	2022	NUM
ejpam-5868	230	95	5848.78	5848.78	NUM
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ejpam-5868	230	97	f	f	PROPN
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ejpam-5868	230	99	-	-	SYM
ejpam-5868	230	100	05	05	NUM
ejpam-5868	230	101	-	-	NOUN
ejpam-5868	230	102	2022	2022	NUM
ejpam-5868	230	103	4358.88	4358.88	NUM
ejpam-5868	230	104	-481.35	-481.35	PROPN
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ejpam-5868	230	107	-	-	SYM
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ejpam-5868	230	109	-	-	PUNCT
ejpam-5868	230	110	2022	2022	NUM
ejpam-5868	230	111	8354.53	8354.53	NUM
ejpam-5868	230	112	2505.75	2505.75	NUM
ejpam-5868	230	113	r	r	NOUN
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ejpam-5868	230	115	-	-	SYM
ejpam-5868	230	116	05	05	NUM
ejpam-5868	230	117	-	-	NOUN
ejpam-5868	230	118	2022	2022	NUM
ejpam-5868	230	119	3345.7	3345.7	NUM
ejpam-5868	230	120	-1013.18	-1013.18	PUNCT
ejpam-5868	230	121	f	f	PROPN
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ejpam-5868	230	123	-	-	SYM
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ejpam-5868	230	125	-	-	PUNCT
ejpam-5868	230	126	2022	2022	NUM
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ejpam-5868	230	129	f	f	PROPN
ejpam-5868	230	130	k.	k.	PROPN
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ejpam-5868	231	8	(	(	PUNCT
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ejpam-5868	231	10	)	)	PUNCT
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ejpam-5868	231	12	2025	2025	NUM
ejpam-5868	231	13	)	)	PUNCT
ejpam-5868	231	14	,	,	PUNCT
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ejpam-5868	231	16	17	17	NUM
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ejpam-5868	231	20	mcp	mcp	PROPN
ejpam-5868	231	21	d.v	d.v	PROPN
ejpam-5868	231	22	o.s	o.s	PROPN
ejpam-5868	231	23	date	date	NOUN
ejpam-5868	232	1	mcp	mcp	PROPN
ejpam-5868	232	2	d.v	d.v	PROPN
ejpam-5868	232	3	o.s	o.s	PROPN
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ejpam-5868	232	5	-	-	PUNCT
ejpam-5868	232	6	05	05	NUM
ejpam-5868	232	7	-	-	NOUN
ejpam-5868	232	8	2022	2022	NUM
ejpam-5868	232	9	4677.99	4677.99	NUM
ejpam-5868	232	10	1332.29	1332.29	NUM
ejpam-5868	232	11	r	r	NOUN
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ejpam-5868	232	13	-	-	SYM
ejpam-5868	232	14	06	06	NUM
ejpam-5868	232	15	-	-	PUNCT
ejpam-5868	232	16	2022	2022	NUM
ejpam-5868	232	17	10143.08	10143.08	NUM
ejpam-5868	232	18	797.33	797.33	NUM
ejpam-5868	232	19	f	f	NOUN
ejpam-5868	232	20	17	17	NUM
ejpam-5868	232	21	-	-	SYM
ejpam-5868	232	22	05	05	NUM
ejpam-5868	232	23	-	-	PUNCT
ejpam-5868	232	24	2022	2022	NUM
ejpam-5868	232	25	5133.34	5133.34	NUM
ejpam-5868	232	26	455.35	455.35	NUM
ejpam-5868	232	27	f	f	SYM
ejpam-5868	232	28	16	16	NUM
ejpam-5868	232	29	-	-	PUNCT
ejpam-5868	232	30	06	06	NUM
ejpam-5868	232	31	-	-	PUNCT
ejpam-5868	232	32	2022	2022	NUM
ejpam-5868	232	33	8604.31	8604.31	NUM
ejpam-5868	232	34	-1538.77	-1538.77	NUM
ejpam-5868	232	35	f	f	PROPN
ejpam-5868	232	36	18	18	NUM
ejpam-5868	232	37	-	-	PUNCT
ejpam-5868	232	38	05	05	NUM
ejpam-5868	232	39	-	-	PUNCT
ejpam-5868	232	40	2022	2022	NUM
ejpam-5868	232	41	5905.63	5905.63	NUM
ejpam-5868	232	42	772.29	772.29	NUM
ejpam-5868	232	43	f	f	NOUN
ejpam-5868	232	44	17	17	NUM
ejpam-5868	232	45	-	-	SYM
ejpam-5868	232	46	06	06	NUM
ejpam-5868	232	47	-	-	PUNCT
ejpam-5868	232	48	2022	2022	NUM
ejpam-5868	232	49	6570.06	6570.06	NUM
ejpam-5868	233	1	-2034.25	-2034.25	NUM
ejpam-5868	233	2	f	f	PROPN
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ejpam-5868	233	4	-	-	PUNCT
ejpam-5868	233	5	05	05	NUM
ejpam-5868	233	6	-	-	NOUN
ejpam-5868	233	7	2022	2022	NUM
ejpam-5868	233	8	6515.07	6515.07	NUM
ejpam-5868	233	9	609.44	609.44	NUM
ejpam-5868	233	10	f	f	NOUN
ejpam-5868	233	11	18	18	NUM
ejpam-5868	233	12	-	-	PUNCT
ejpam-5868	233	13	06	06	NUM
ejpam-5868	233	14	-	-	PUNCT
ejpam-5868	233	15	2022	2022	NUM
ejpam-5868	233	16	5075	5075	NUM
ejpam-5868	233	17	-1495.06	-1495.06	PROPN
ejpam-5868	233	18	r	r	NOUN
ejpam-5868	233	19	20	20	NUM
ejpam-5868	233	20	-	-	PUNCT
ejpam-5868	233	21	05	05	NUM
ejpam-5868	233	22	-	-	NOUN
ejpam-5868	233	23	2022	2022	NUM
ejpam-5868	233	24	6943.46	6943.46	NUM
ejpam-5868	233	25	428.39	428.39	NUM
ejpam-5868	233	26	f	f	PROPN
ejpam-5868	233	27	19	19	NUM
ejpam-5868	233	28	-	-	PUNCT
ejpam-5868	233	29	06	06	NUM
ejpam-5868	233	30	-	-	PUNCT
ejpam-5868	233	31	2022	2022	NUM
ejpam-5868	233	32	4257.89	4257.89	NUM
ejpam-5868	233	33	-817.11	-817.11	PROPN
ejpam-5868	233	34	r	r	NOUN
ejpam-5868	233	35	21	21	NUM
ejpam-5868	233	36	-	-	SYM
ejpam-5868	233	37	05	05	NUM
ejpam-5868	233	38	-	-	PUNCT
ejpam-5868	233	39	2022	2022	NUM
ejpam-5868	233	40	6488.29	6488.29	NUM
ejpam-5868	233	41	-455.17	-455.17	PROPN
ejpam-5868	233	42	f	f	PROPN
ejpam-5868	233	43	20	20	NUM
ejpam-5868	233	44	-	-	PUNCT
ejpam-5868	233	45	06	06	NUM
ejpam-5868	233	46	-	-	PUNCT
ejpam-5868	233	47	2022	2022	NUM
ejpam-5868	234	1	4414.6	4414.6	NUM
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ejpam-5868	234	3	r	r	NOUN
ejpam-5868	234	4	22	22	NUM
ejpam-5868	234	5	-	-	SYM
ejpam-5868	234	6	05	05	NUM
ejpam-5868	234	7	-	-	PUNCT
ejpam-5868	234	8	2022	2022	NUM
ejpam-5868	234	9	2887.33	2887.33	NUM
ejpam-5868	234	10	-3600.96	-3600.96	NUM
ejpam-5868	234	11	f	f	NOUN
ejpam-5868	234	12	21	21	NUM
ejpam-5868	234	13	-	-	SYM
ejpam-5868	234	14	06	06	NUM
ejpam-5868	234	15	-	-	PUNCT
ejpam-5868	234	16	2022	2022	NUM
ejpam-5868	234	17	3543.96	3543.96	NUM
ejpam-5868	234	18	-870.64	-870.64	PROPN
ejpam-5868	234	19	f	f	PROPN
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ejpam-5868	234	21	-	-	SYM
ejpam-5868	234	22	05	05	NUM
ejpam-5868	234	23	-	-	NOUN
ejpam-5868	234	24	2022	2022	NUM
ejpam-5868	234	25	3470.76	3470.76	NUM
ejpam-5868	234	26	583.43	583.43	NUM
ejpam-5868	234	27	r	r	NOUN
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ejpam-5868	234	29	-	-	SYM
ejpam-5868	234	30	06	06	NUM
ejpam-5868	234	31	-	-	PUNCT
ejpam-5868	234	32	2022	2022	NUM
ejpam-5868	234	33	4259.72	4259.72	NUM
ejpam-5868	234	34	715.76	715.76	NUM
ejpam-5868	234	35	r	r	NOUN
ejpam-5868	234	36	24	24	NUM
ejpam-5868	234	37	-	-	PUNCT
ejpam-5868	234	38	05	05	NUM
ejpam-5868	234	39	-	-	PUNCT
ejpam-5868	234	40	2022	2022	NUM
ejpam-5868	234	41	3541.35	3541.35	NUM
ejpam-5868	234	42	70.59	70.59	NUM
ejpam-5868	234	43	f	f	SYM
ejpam-5868	234	44	23	23	NUM
ejpam-5868	234	45	-	-	SYM
ejpam-5868	234	46	06	06	NUM
ejpam-5868	234	47	-	-	PUNCT
ejpam-5868	234	48	2022	2022	NUM
ejpam-5868	234	49	5217.33	5217.33	NUM
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ejpam-5868	234	51	f	f	NOUN
ejpam-5868	234	52	25	25	NUM
ejpam-5868	234	53	-	-	PUNCT
ejpam-5868	234	54	05	05	NUM
ejpam-5868	234	55	-	-	PUNCT
ejpam-5868	234	56	2022	2022	NUM
ejpam-5868	234	57	4928.54	4928.54	NUM
ejpam-5868	234	58	1387.19	1387.19	NUM
ejpam-5868	234	59	r	r	NOUN
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ejpam-5868	234	61	-	-	PUNCT
ejpam-5868	234	62	06	06	NUM
ejpam-5868	234	63	-	-	PUNCT
ejpam-5868	234	64	2022	2022	NUM
ejpam-5868	234	65	7085.6	7085.6	NUM
ejpam-5868	234	66	1868.27	1868.27	NUM
ejpam-5868	234	67	r	r	NOUN
ejpam-5868	234	68	26	26	NUM
ejpam-5868	234	69	-	-	SYM
ejpam-5868	234	70	05	05	NUM
ejpam-5868	234	71	-	-	PUNCT
ejpam-5868	234	72	2022	2022	NUM
ejpam-5868	234	73	6613.75	6613.75	NUM
ejpam-5868	234	74	1685.21	1685.21	NUM
ejpam-5868	234	75	r	r	NOUN
ejpam-5868	234	76	25	25	NUM
ejpam-5868	234	77	-	-	PUNCT
ejpam-5868	234	78	06	06	NUM
ejpam-5868	234	79	-	-	PUNCT
ejpam-5868	234	80	2022	2022	NUM
ejpam-5868	234	81	5509.09	5509.09	NUM
ejpam-5868	235	1	-1576.51	-1576.51	PROPN
ejpam-5868	235	2	f	f	PROPN
ejpam-5868	235	3	27	27	NUM
ejpam-5868	235	4	-	-	SYM
ejpam-5868	235	5	05	05	NUM
ejpam-5868	235	6	-	-	PUNCT
ejpam-5868	235	7	2022	2022	NUM
ejpam-5868	235	8	7024.45	7024.45	NUM
ejpam-5868	235	9	410.7	410.7	NUM
ejpam-5868	235	10	f	f	SYM
ejpam-5868	235	11	26	26	NUM
ejpam-5868	235	12	-	-	PUNCT
ejpam-5868	235	13	06	06	NUM
ejpam-5868	235	14	-	-	PUNCT
ejpam-5868	235	15	2022	2022	NUM
ejpam-5868	235	16	5030.86	5030.86	NUM
ejpam-5868	235	17	-478.23	-478.23	PROPN
ejpam-5868	235	18	r	r	NOUN
ejpam-5868	235	19	28	28	NUM
ejpam-5868	235	20	-	-	SYM
ejpam-5868	235	21	05	05	NUM
ejpam-5868	235	22	-	-	PUNCT
ejpam-5868	235	23	2022	2022	NUM
ejpam-5868	235	24	5222.36	5222.36	NUM
ejpam-5868	235	25	-1802.09	-1802.09	PROPN
ejpam-5868	235	26	f	f	PROPN
ejpam-5868	235	27	27	27	NUM
ejpam-5868	235	28	-	-	SYM
ejpam-5868	235	29	06	06	NUM
ejpam-5868	235	30	-	-	PUNCT
ejpam-5868	235	31	2022	2022	NUM
ejpam-5868	235	32	6126.62	6126.62	NUM
ejpam-5868	235	33	1095.76	1095.76	NUM
ejpam-5868	235	34	r	r	NOUN
ejpam-5868	235	35	29	29	NUM
ejpam-5868	235	36	-	-	SYM
ejpam-5868	235	37	05	05	NUM
ejpam-5868	235	38	-	-	PUNCT
ejpam-5868	235	39	2022	2022	NUM
ejpam-5868	235	40	4335.59	4335.59	NUM
ejpam-5868	235	41	-886.77	-886.77	NOUN
ejpam-5868	235	42	r	r	NOUN
ejpam-5868	235	43	28	28	NUM
ejpam-5868	235	44	-	-	SYM
ejpam-5868	235	45	06	06	NUM
ejpam-5868	235	46	-	-	PUNCT
ejpam-5868	235	47	2022	2022	NUM
ejpam-5868	235	48	6657.8	6657.8	NUM
ejpam-5868	235	49	531.18	531.18	NUM
ejpam-5868	235	50	f	f	SYM
ejpam-5868	235	51	30	30	NUM
ejpam-5868	235	52	-	-	PUNCT
ejpam-5868	235	53	05	05	NUM
ejpam-5868	235	54	-	-	NOUN
ejpam-5868	235	55	2022	2022	NUM
ejpam-5868	235	56	6449.59	6449.59	NUM
ejpam-5868	235	57	2114	2114	NUM
ejpam-5868	235	58	r	r	NOUN
ejpam-5868	235	59	29	29	NUM
ejpam-5868	235	60	-	-	SYM
ejpam-5868	235	61	06	06	NUM
ejpam-5868	235	62	-	-	PUNCT
ejpam-5868	235	63	2022	2022	NUM
ejpam-5868	235	64	7507.09	7507.09	NUM
ejpam-5868	235	65	849.29	849.29	NUM
ejpam-5868	235	66	r	r	NOUN
ejpam-5868	235	67	31	31	NUM
ejpam-5868	235	68	-	-	SYM
ejpam-5868	235	69	05	05	NUM
ejpam-5868	235	70	-	-	PUNCT
ejpam-5868	235	71	2022	2022	NUM
ejpam-5868	235	72	5916.41	5916.41	NUM
ejpam-5868	235	73	-533.18	-533.18	PROPN
ejpam-5868	235	74	f	f	PROPN
ejpam-5868	235	75	30	30	NUM
ejpam-5868	235	76	-	-	SYM
ejpam-5868	235	77	06	06	NUM
ejpam-5868	235	78	-	-	PUNCT
ejpam-5868	235	79	2022	2022	NUM
ejpam-5868	235	80	3788.9	3788.9	NUM
ejpam-5868	235	81	-3718.19	-3718.19	NUM
ejpam-5868	235	82	f	f	NOUN
ejpam-5868	235	83	01	01	NUM
ejpam-5868	235	84	-	-	PUNCT
ejpam-5868	235	85	06	06	NUM
ejpam-5868	235	86	-	-	PUNCT
ejpam-5868	235	87	2022	2022	NUM
ejpam-5868	235	88	6567.18	6567.18	NUM
ejpam-5868	235	89	650.77	650.77	NUM
ejpam-5868	235	90	r	r	NOUN
ejpam-5868	235	91	02	02	NUM
ejpam-5868	235	92	-	-	PUNCT
ejpam-5868	235	93	06	06	NUM
ejpam-5868	235	94	-	-	PUNCT
ejpam-5868	235	95	2022	2022	NUM
ejpam-5868	235	96	7206.03	7206.03	NUM
ejpam-5868	235	97	638.85	638.85	NUM
ejpam-5868	235	98	f	f	PROPN
ejpam-5868	235	99	table	table	NOUN
ejpam-5868	235	100	5	5	NUM
ejpam-5868	235	101	:	:	PUNCT
ejpam-5868	235	102	n×	n×	PROPN
ejpam-5868	235	103	n	n	NOUN
ejpam-5868	235	104	transition	transition	NOUN
ejpam-5868	235	105	probability	probability	NOUN
ejpam-5868	235	106	matrix	matrix	NOUN
ejpam-5868	235	107	of	of	ADP
ejpam-5868	235	108	mcp	mcp	PROPN
ejpam-5868	235	109	of	of	ADP
ejpam-5868	235	110	dam	dam	PROPN
ejpam-5868	235	111	cpm	cpm	PROPN
ejpam-5868	235	112	s1	s1	PROPN
ejpam-5868	235	113	s2	s2	PROPN
ejpam-5868	235	114	s3	s3	PROPN
ejpam-5868	235	115	s4	s4	PROPN
ejpam-5868	235	116	s5	s5	PROPN
ejpam-5868	235	117	s6	s6	PROPN
ejpam-5868	235	118	s1	s1	PROPN
ejpam-5868	235	119	0	0	NUM
ejpam-5868	235	120	1/2	1/2	NUM
ejpam-5868	235	121	0	0	NUM
ejpam-5868	235	122	0	0	NUM
ejpam-5868	235	123	1/2	1/2	NUM
ejpam-5868	235	124	0	0	NUM
ejpam-5868	235	125	s2	s2	NOUN
ejpam-5868	235	126	0	0	NUM
ejpam-5868	235	127	0	0	NUM
ejpam-5868	235	128	0	0	NUM
ejpam-5868	235	129	0	0	NUM
ejpam-5868	235	130	3/4	3/4	NUM
ejpam-5868	235	131	1/4	1/4	NUM
ejpam-5868	235	132	s3	s3	PROPN
ejpam-5868	235	133	1/18	1/18	NUM
ejpam-5868	235	134	0	0	NUM
ejpam-5868	235	135	3/18	3/18	NUM
ejpam-5868	235	136	7/18	7/18	NUM
ejpam-5868	235	137	5/18	5/18	NUM
ejpam-5868	235	138	2/18	2/18	NUM
ejpam-5868	235	139	s4	s4	PROPN
ejpam-5868	235	140	0	0	NUM
ejpam-5868	235	141	2/106	2/106	NUM
ejpam-5868	235	142	6/106	6/106	NUM
ejpam-5868	235	143	77/106	77/106	NUM
ejpam-5868	236	1	21/106	21/106	NUM
ejpam-5868	236	2	0	0	NUM
ejpam-5868	236	3	s5	s5	NUM
ejpam-5868	236	4	1/41	1/41	NUM
ejpam-5868	236	5	2/41	2/41	NUM
ejpam-5868	236	6	8/41	8/41	NUM
ejpam-5868	236	7	18/41	18/41	NUM
ejpam-5868	236	8	11/41	11/41	NUM
ejpam-5868	236	9	1/41	1/41	NUM
ejpam-5868	236	10	s6	s6	PROPN
ejpam-5868	236	11	0	0	NUM
ejpam-5868	236	12	0	0	NUM
ejpam-5868	236	13	1/5	1/5	NUM
ejpam-5868	236	14	2/5	2/5	NUM
ejpam-5868	236	15	0	0	NUM
ejpam-5868	236	16	2/5	2/5	NUM
ejpam-5868	236	17	table	table	NOUN
ejpam-5868	236	18	6	6	NUM
ejpam-5868	236	19	:	:	PUNCT
ejpam-5868	236	20	emission	emission	NOUN
ejpam-5868	236	21	probability	probability	NOUN
ejpam-5868	236	22	matrix	matrix	NOUN
ejpam-5868	236	23	of	of	ADP
ejpam-5868	236	24	mcp	mcp	PROPN
ejpam-5868	236	25	of	of	ADP
ejpam-5868	236	26	dam	dam	PROPN
ejpam-5868	236	27	epm	epm	PROPN
ejpam-5868	236	28	i	i	PROPN
ejpam-5868	236	29	d	d	PROPN
ejpam-5868	236	30	s1	s1	PROPN
ejpam-5868	236	31	0.5	0.5	NUM
ejpam-5868	236	32	0.5	0.5	NUM
ejpam-5868	236	33	s2	s2	NOUN
ejpam-5868	236	34	1	1	NUM
ejpam-5868	236	35	0	0	NUM
ejpam-5868	236	36	s3	s3	NOUN
ejpam-5868	236	37	0.78	0.78	NUM
ejpam-5868	236	38	0.22	0.22	NUM
ejpam-5868	236	39	s4	s4	PROPN
ejpam-5868	236	40	0.92	0.92	NUM
ejpam-5868	236	41	0.08	0.08	NUM
ejpam-5868	236	42	s5	s5	PROPN
ejpam-5868	236	43	0.73	0.73	NUM
ejpam-5868	236	44	0.27	0.27	NUM
ejpam-5868	236	45	s6	s6	PROPN
ejpam-5868	236	46	0.8	0.8	NUM
ejpam-5868	236	47	0.2	0.2	NUM
ejpam-5868	236	48	k.	k.	PROPN
ejpam-5868	236	49	kalpana	kalpana	PROPN
ejpam-5868	236	50	and	and	CCONJ
ejpam-5868	236	51	g.	g.	PROPN
ejpam-5868	236	52	kavitha	kavitha	PROPN
ejpam-5868	236	53	/	/	SYM
ejpam-5868	236	54	eur	eur	PROPN
ejpam-5868	236	55	.	.	PUNCT
ejpam-5868	237	1	j.	j.	PROPN
ejpam-5868	237	2	pure	pure	PROPN
ejpam-5868	237	3	appl	appl	PROPN
ejpam-5868	237	4	.	.	PROPN
ejpam-5868	237	5	math	math	PROPN
ejpam-5868	237	6	,	,	PUNCT
ejpam-5868	237	7	18	18	NUM
ejpam-5868	237	8	(	(	PUNCT
ejpam-5868	237	9	2	2	NUM
ejpam-5868	237	10	)	)	PUNCT
ejpam-5868	237	11	(	(	PUNCT
ejpam-5868	237	12	2025	2025	NUM
ejpam-5868	237	13	)	)	PUNCT
ejpam-5868	237	14	,	,	PUNCT
ejpam-5868	237	15	5868	5868	NUM
ejpam-5868	237	16	18	18	NUM
ejpam-5868	237	17	of	of	ADP
ejpam-5868	237	18	26	26	NUM
ejpam-5868	237	19	table	table	NOUN
ejpam-5868	237	20	7	7	NUM
ejpam-5868	237	21	:	:	PUNCT
ejpam-5868	237	22	steadystate	steadystate	VERB
ejpam-5868	237	23	probability	probability	NOUN
ejpam-5868	237	24	matrix	matrix	NOUN
ejpam-5868	237	25	of	of	ADP
ejpam-5868	237	26	mcp	mcp	PROPN
ejpam-5868	237	27	of	of	ADP
ejpam-5868	237	28	dam	dam	PROPN
ejpam-5868	237	29	sspm	sspm	VERB
ejpam-5868	237	30	π	π	PROPN
ejpam-5868	237	31	=	=	PUNCT
ejpam-5868	237	32	[	[	PUNCT
ejpam-5868	237	33	0.01	0.01	NUM
ejpam-5868	237	34	0.02	0.02	NUM
ejpam-5868	237	35	0.1	0.1	NUM
ejpam-5868	237	36	0.6	0.6	NUM
ejpam-5868	237	37	0.23	0.23	NUM
ejpam-5868	237	38	0.03	0.03	NUM
ejpam-5868	237	39	]	]	PUNCT
ejpam-5868	237	40	3.2	3.2	NUM
ejpam-5868	237	41	.	.	PUNCT
ejpam-5868	237	42	graphical	graphical	ADJ
ejpam-5868	237	43	representation	representation	NOUN
ejpam-5868	237	44	of	of	ADP
ejpam-5868	237	45	day	day	NOUN
ejpam-5868	237	46	ahead	ahead	ADV
ejpam-5868	237	47	market(dam	market(dam	PROPN
ejpam-5868	237	48	)	)	PUNCT
ejpam-5868	237	49	and	and	CCONJ
ejpam-5868	237	50	real	real	ADJ
ejpam-5868	237	51	time	time	NOUN
ejpam-5868	237	52	market(rtm	market(rtm	NOUN
ejpam-5868	237	53	)	)	PUNCT
ejpam-5868	237	54	of	of	ADP
ejpam-5868	237	55	the	the	DET
ejpam-5868	237	56	experimental	experimental	ADJ
ejpam-5868	237	57	data	datum	NOUN
ejpam-5868	237	58	set	set	VERB
ejpam-5868	237	59	figure	figure	NOUN
ejpam-5868	237	60	4	4	NUM
ejpam-5868	237	61	:	:	PUNCT
ejpam-5868	237	62	graphical	graphical	ADJ
ejpam-5868	237	63	representation	representation	NOUN
ejpam-5868	237	64	of	of	ADP
ejpam-5868	237	65	mcp	mcp	PROPN
ejpam-5868	237	66	and	and	CCONJ
ejpam-5868	237	67	mcv	mcv	PROPN
ejpam-5868	237	68	of	of	ADP
ejpam-5868	237	69	dam	dam	NOUN
ejpam-5868	237	70	figure	figure	NOUN
ejpam-5868	237	71	5	5	NUM
ejpam-5868	237	72	:	:	PUNCT
ejpam-5868	237	73	graphical	graphical	ADJ
ejpam-5868	237	74	representation	representation	NOUN
ejpam-5868	237	75	of	of	ADP
ejpam-5868	237	76	mcp	mcp	PROPN
ejpam-5868	237	77	and	and	CCONJ
ejpam-5868	237	78	mcv	mcv	PROPN
ejpam-5868	237	79	of	of	ADP
ejpam-5868	237	80	dam	dam	PROPN
ejpam-5868	237	81	k.	k.	PROPN
ejpam-5868	237	82	kalpana	kalpana	PROPN
ejpam-5868	237	83	and	and	CCONJ
ejpam-5868	237	84	g.	g.	PROPN
ejpam-5868	237	85	kavitha	kavitha	PROPN
ejpam-5868	237	86	/	/	SYM
ejpam-5868	237	87	eur	eur	PROPN
ejpam-5868	237	88	.	.	PUNCT
ejpam-5868	238	1	j.	j.	PROPN
ejpam-5868	238	2	pure	pure	PROPN
ejpam-5868	238	3	appl	appl	PROPN
ejpam-5868	238	4	.	.	PROPN
ejpam-5868	238	5	math	math	PROPN
ejpam-5868	238	6	,	,	PUNCT
ejpam-5868	238	7	18	18	NUM
ejpam-5868	238	8	(	(	PUNCT
ejpam-5868	238	9	2	2	NUM
ejpam-5868	238	10	)	)	PUNCT
ejpam-5868	238	11	(	(	PUNCT
ejpam-5868	238	12	2025	2025	NUM
ejpam-5868	238	13	)	)	PUNCT
ejpam-5868	238	14	,	,	PUNCT
ejpam-5868	238	15	5868	5868	NUM
ejpam-5868	238	16	19	19	NUM
ejpam-5868	238	17	of	of	ADP
ejpam-5868	238	18	26	26	NUM
ejpam-5868	238	19	figure	figure	NOUN
ejpam-5868	238	20	6	6	NUM
ejpam-5868	238	21	:	:	PUNCT
ejpam-5868	238	22	graphical	graphical	ADJ
ejpam-5868	238	23	representation	representation	NOUN
ejpam-5868	238	24	of	of	ADP
ejpam-5868	238	25	mcp	mcp	PROPN
ejpam-5868	238	26	and	and	CCONJ
ejpam-5868	238	27	mcv	mcv	PROPN
ejpam-5868	238	28	of	of	ADP
ejpam-5868	238	29	dam	dam	NOUN
ejpam-5868	238	30	figure	figure	NOUN
ejpam-5868	238	31	7	7	NUM
ejpam-5868	238	32	:	:	PUNCT
ejpam-5868	238	33	graphical	graphical	ADJ
ejpam-5868	238	34	representation	representation	NOUN
ejpam-5868	238	35	of	of	ADP
ejpam-5868	238	36	mcp	mcp	PROPN
ejpam-5868	238	37	and	and	CCONJ
ejpam-5868	238	38	mcv	mcv	PROPN
ejpam-5868	238	39	of	of	ADP
ejpam-5868	238	40	rtm	rtm	PROPN
ejpam-5868	238	41	k.	k.	PROPN
ejpam-5868	238	42	kalpana	kalpana	PROPN
ejpam-5868	238	43	and	and	CCONJ
ejpam-5868	238	44	g.	g.	PROPN
ejpam-5868	238	45	kavitha	kavitha	PROPN
ejpam-5868	238	46	/	/	SYM
ejpam-5868	238	47	eur	eur	PROPN
ejpam-5868	238	48	.	.	PUNCT
ejpam-5868	239	1	j.	j.	PROPN
ejpam-5868	239	2	pure	pure	PROPN
ejpam-5868	239	3	appl	appl	PROPN
ejpam-5868	239	4	.	.	PROPN
ejpam-5868	239	5	math	math	PROPN
ejpam-5868	239	6	,	,	PUNCT
ejpam-5868	239	7	18	18	NUM
ejpam-5868	239	8	(	(	PUNCT
ejpam-5868	239	9	2	2	NUM
ejpam-5868	239	10	)	)	PUNCT
ejpam-5868	239	11	(	(	PUNCT
ejpam-5868	239	12	2025	2025	NUM
ejpam-5868	239	13	)	)	PUNCT
ejpam-5868	239	14	,	,	PUNCT
ejpam-5868	239	15	5868	5868	NUM
ejpam-5868	239	16	20	20	NUM
ejpam-5868	239	17	of	of	ADP
ejpam-5868	239	18	26	26	NUM
ejpam-5868	239	19	figure	figure	NOUN
ejpam-5868	239	20	8	8	NUM
ejpam-5868	239	21	:	:	PUNCT
ejpam-5868	239	22	graphical	graphical	ADJ
ejpam-5868	239	23	representation	representation	NOUN
ejpam-5868	239	24	of	of	ADP
ejpam-5868	239	25	mcp	mcp	PROPN
ejpam-5868	239	26	and	and	CCONJ
ejpam-5868	239	27	mcv	mcv	PROPN
ejpam-5868	239	28	of	of	ADP
ejpam-5868	239	29	rtm	rtm	NOUN
ejpam-5868	239	30	figure	figure	NOUN
ejpam-5868	239	31	9	9	NUM
ejpam-5868	239	32	:	:	PUNCT
ejpam-5868	239	33	graphical	graphical	ADJ
ejpam-5868	239	34	representation	representation	NOUN
ejpam-5868	239	35	of	of	ADP
ejpam-5868	239	36	mcp	mcp	PROPN
ejpam-5868	239	37	and	and	CCONJ
ejpam-5868	239	38	mcv	mcv	PROPN
ejpam-5868	239	39	of	of	ADP
ejpam-5868	239	40	rtm	rtm	PROPN
ejpam-5868	239	41	k.	k.	PROPN
ejpam-5868	239	42	kalpana	kalpana	PROPN
ejpam-5868	239	43	and	and	CCONJ
ejpam-5868	239	44	g.	g.	PROPN
ejpam-5868	239	45	kavitha	kavitha	PROPN
ejpam-5868	239	46	/	/	SYM
ejpam-5868	239	47	eur	eur	PROPN
ejpam-5868	239	48	.	.	PUNCT
ejpam-5868	240	1	j.	j.	PROPN
ejpam-5868	240	2	pure	pure	PROPN
ejpam-5868	240	3	appl	appl	PROPN
ejpam-5868	240	4	.	.	PROPN
ejpam-5868	240	5	math	math	PROPN
ejpam-5868	240	6	,	,	PUNCT
ejpam-5868	240	7	18	18	NUM
ejpam-5868	240	8	(	(	PUNCT
ejpam-5868	240	9	2	2	NUM
ejpam-5868	240	10	)	)	PUNCT
ejpam-5868	240	11	(	(	PUNCT
ejpam-5868	240	12	2025	2025	NUM
ejpam-5868	240	13	)	)	PUNCT
ejpam-5868	240	14	,	,	PUNCT
ejpam-5868	240	15	5868	5868	NUM
ejpam-5868	240	16	21	21	NUM
ejpam-5868	240	17	of	of	ADP
ejpam-5868	240	18	26	26	NUM
ejpam-5868	240	19	3.3	3.3	NUM
ejpam-5868	240	20	.	.	PUNCT
ejpam-5868	240	21	transformed	transform	VERB
ejpam-5868	240	22	fuzzy	fuzzy	ADJ
ejpam-5868	240	23	random	random	ADJ
ejpam-5868	240	24	hidden	hide	VERB
ejpam-5868	240	25	markov	markov	NOUN
ejpam-5868	240	26	parametric	parametric	ADJ
ejpam-5868	240	27	genetic	genetic	ADJ
ejpam-5868	240	28	algorithm	algorithm	NOUN
ejpam-5868	240	29	with	with	ADP
ejpam-5868	240	30	particle	particle	NOUN
ejpam-5868	240	31	swarm	swarm	NOUN
ejpam-5868	240	32	optimization	optimization	NOUN
ejpam-5868	240	33	model	model	NOUN
ejpam-5868	240	34	(	(	PUNCT
ejpam-5868	240	35	tfrhmpgapsom	tfrhmpgapsom	PROPN
ejpam-5868	240	36	)	)	PUNCT
ejpam-5868	240	37	the	the	DET
ejpam-5868	240	38	market	market	NOUN
ejpam-5868	240	39	clearing	clearing	NOUN
ejpam-5868	240	40	price	price	NOUN
ejpam-5868	240	41	(	(	PUNCT
ejpam-5868	240	42	mcp	mcp	PROPN
ejpam-5868	240	43	)	)	PUNCT
ejpam-5868	240	44	and	and	CCONJ
ejpam-5868	240	45	market	market	NOUN
ejpam-5868	240	46	clearing	clearing	NOUN
ejpam-5868	240	47	volume	volume	NOUN
ejpam-5868	240	48	(	(	PUNCT
ejpam-5868	240	49	mcv	mcv	PROPN
ejpam-5868	240	50	)	)	PUNCT
ejpam-5868	240	51	are	be	AUX
ejpam-5868	240	52	two	two	NUM
ejpam-5868	240	53	crucial	crucial	ADJ
ejpam-5868	240	54	components	component	NOUN
ejpam-5868	240	55	of	of	ADP
ejpam-5868	240	56	the	the	DET
ejpam-5868	240	57	energy	energy	NOUN
ejpam-5868	240	58	forecasting	forecasting	NOUN
ejpam-5868	240	59	system	system	NOUN
ejpam-5868	240	60	.	.	PUNCT
ejpam-5868	241	1	two	two	NUM
ejpam-5868	241	2	curves	curve	NOUN
ejpam-5868	241	3	are	be	AUX
ejpam-5868	241	4	present	present	ADJ
ejpam-5868	241	5	,	,	PUNCT
ejpam-5868	241	6	the	the	DET
ejpam-5868	241	7	aggregate	aggregate	ADJ
ejpam-5868	241	8	market	market	NOUN
ejpam-5868	241	9	clearing	clearing	NOUN
ejpam-5868	241	10	price	price	NOUN
ejpam-5868	241	11	curves	curve	NOUN
ejpam-5868	241	12	and	and	CCONJ
ejpam-5868	241	13	the	the	DET
ejpam-5868	241	14	market	market	NOUN
ejpam-5868	241	15	clearing	clearing	NOUN
ejpam-5868	241	16	volume	volume	NOUN
ejpam-5868	241	17	.	.	PUNCT
ejpam-5868	242	1	dates	date	NOUN
ejpam-5868	242	2	are	be	AUX
ejpam-5868	242	3	used	use	VERB
ejpam-5868	242	4	to	to	PART
ejpam-5868	242	5	indicate	indicate	VERB
ejpam-5868	242	6	the	the	DET
ejpam-5868	242	7	points	point	NOUN
ejpam-5868	242	8	on	on	ADP
ejpam-5868	242	9	the	the	DET
ejpam-5868	242	10	x	x	NOUN
ejpam-5868	242	11	-	-	NOUN
ejpam-5868	242	12	axis	axis	ADJ
ejpam-5868	242	13	where	where	SCONJ
ejpam-5868	242	14	these	these	DET
ejpam-5868	242	15	two	two	NUM
ejpam-5868	242	16	curves	curve	NOUN
ejpam-5868	242	17	converge	converge	VERB
ejpam-5868	242	18	,	,	PUNCT
ejpam-5868	242	19	and	and	CCONJ
ejpam-5868	242	20	volume	volume	NOUN
ejpam-5868	242	21	and	and	CCONJ
ejpam-5868	242	22	market	market	NOUN
ejpam-5868	242	23	clearing	clearing	NOUN
ejpam-5868	242	24	prices	price	NOUN
ejpam-5868	242	25	are	be	AUX
ejpam-5868	242	26	shown	show	VERB
ejpam-5868	242	27	on	on	ADP
ejpam-5868	242	28	the	the	DET
ejpam-5868	242	29	y	y	NOUN
ejpam-5868	242	30	-	-	PUNCT
ejpam-5868	242	31	axis	axis	NOUN
ejpam-5868	242	32	.	.	PUNCT
ejpam-5868	243	1	the	the	DET
ejpam-5868	243	2	months	month	NOUN
ejpam-5868	243	3	of	of	ADP
ejpam-5868	243	4	january	january	PROPN
ejpam-5868	243	5	2022	2022	NUM
ejpam-5868	243	6	to	to	ADP
ejpam-5868	243	7	june	june	PROPN
ejpam-5868	243	8	2022	2022	NUM
ejpam-5868	243	9	and	and	CCONJ
ejpam-5868	243	10	january	january	PROPN
ejpam-5868	243	11	2022	2022	NUM
ejpam-5868	243	12	to	to	ADP
ejpam-5868	243	13	june	june	PROPN
ejpam-5868	243	14	2022	2022	NUM
ejpam-5868	243	15	,	,	PUNCT
ejpam-5868	243	16	respectively	respectively	ADV
ejpam-5868	243	17	,	,	PUNCT
ejpam-5868	243	18	are	be	AUX
ejpam-5868	243	19	designated	designate	VERB
ejpam-5868	243	20	for	for	ADP
ejpam-5868	243	21	the	the	DET
ejpam-5868	243	22	training	training	NOUN
ejpam-5868	243	23	and	and	CCONJ
ejpam-5868	243	24	testing	testing	NOUN
ejpam-5868	243	25	periods	period	NOUN
ejpam-5868	243	26	.	.	PUNCT
ejpam-5868	244	1	the	the	DET
ejpam-5868	244	2	day	day	NOUN
ejpam-5868	244	3	-	-	PUNCT
ejpam-5868	244	4	ahead	ahead	NOUN
ejpam-5868	244	5	and	and	CCONJ
ejpam-5868	244	6	real	real	ADJ
ejpam-5868	244	7	-	-	PUNCT
ejpam-5868	244	8	time	time	NOUN
ejpam-5868	244	9	market	market	NOUN
ejpam-5868	244	10	mcp	mcp	PROPN
ejpam-5868	244	11	and	and	CCONJ
ejpam-5868	244	12	mcv	mcv	PROPN
ejpam-5868	244	13	data	datum	NOUN
ejpam-5868	244	14	sets	set	NOUN
ejpam-5868	244	15	are	be	AUX
ejpam-5868	244	16	available	available	ADJ
ejpam-5868	244	17	at	at	ADP
ejpam-5868	244	18	www.iexindia.com	www.iexindia.com	PROPN
ejpam-5868	244	19	.	.	PUNCT
ejpam-5868	245	1	thirty	thirty	NUM
ejpam-5868	245	2	-	-	PUNCT
ejpam-5868	245	3	six	six	NUM
ejpam-5868	245	4	variables	variable	NOUN
ejpam-5868	245	5	are	be	AUX
ejpam-5868	245	6	considered	consider	VERB
ejpam-5868	245	7	in	in	ADP
ejpam-5868	245	8	the	the	DET
ejpam-5868	245	9	optimization	optimization	NOUN
ejpam-5868	245	10	process	process	NOUN
ejpam-5868	245	11	.	.	PUNCT
ejpam-5868	246	1	we	we	PRON
ejpam-5868	246	2	evaluate	evaluate	VERB
ejpam-5868	246	3	the	the	DET
ejpam-5868	246	4	recommended	recommend	VERB
ejpam-5868	246	5	process	process	NOUN
ejpam-5868	246	6	’s	’s	PART
ejpam-5868	246	7	reliability	reliability	NOUN
ejpam-5868	246	8	using	use	VERB
ejpam-5868	246	9	mean	mean	ADJ
ejpam-5868	246	10	directional	directional	ADJ
ejpam-5868	246	11	accuracy	accuracy	NOUN
ejpam-5868	246	12	measurements	measurement	NOUN
ejpam-5868	246	13	.	.	PUNCT
ejpam-5868	247	1	in	in	ADP
ejpam-5868	247	2	technical	technical	ADJ
ejpam-5868	247	3	terms	term	NOUN
ejpam-5868	247	4	,	,	PUNCT
ejpam-5868	247	5	the	the	DET
ejpam-5868	247	6	attributes	attribute	NOUN
ejpam-5868	247	7	considered	consider	VERB
ejpam-5868	247	8	in	in	ADP
ejpam-5868	247	9	the	the	DET
ejpam-5868	247	10	proposed	propose	VERB
ejpam-5868	247	11	technique	technique	NOUN
ejpam-5868	247	12	are	be	AUX
ejpam-5868	247	13	called	call	VERB
ejpam-5868	247	14	market	market	NOUN
ejpam-5868	247	15	clearing	clearing	NOUN
ejpam-5868	247	16	price	price	NOUN
ejpam-5868	247	17	(	(	PUNCT
ejpam-5868	247	18	mcp	mcp	PROPN
ejpam-5868	247	19	)	)	PUNCT
ejpam-5868	247	20	and	and	CCONJ
ejpam-5868	247	21	market	market	NOUN
ejpam-5868	247	22	clearing	clearing	NOUN
ejpam-5868	247	23	volume	volume	NOUN
ejpam-5868	247	24	(	(	PUNCT
ejpam-5868	247	25	mcv	mcv	PROPN
ejpam-5868	247	26	)	)	PUNCT
ejpam-5868	247	27	.	.	PUNCT
ejpam-5868	248	1	matlab	matlab	PROPN
ejpam-5868	248	2	algorithms	algorithm	NOUN
ejpam-5868	248	3	were	be	AUX
ejpam-5868	248	4	written	write	VERB
ejpam-5868	248	5	,	,	PUNCT
ejpam-5868	248	6	executed	execute	VERB
ejpam-5868	248	7	in	in	ADP
ejpam-5868	248	8	matlab	matlab	PROPN
ejpam-5868	248	9	2022	2022	NUM
ejpam-5868	248	10	(	(	PUNCT
ejpam-5868	248	11	a	a	NOUN
ejpam-5868	248	12	)	)	PUNCT
ejpam-5868	248	13	,	,	PUNCT
ejpam-5868	248	14	and	and	CCONJ
ejpam-5868	248	15	analyzed	analyze	VERB
ejpam-5868	248	16	for	for	ADP
ejpam-5868	248	17	simulation	simulation	NOUN
ejpam-5868	248	18	.	.	PUNCT
ejpam-5868	249	1	pso	pso	PROPN
ejpam-5868	249	2	was	be	AUX
ejpam-5868	249	3	continued	continue	VERB
ejpam-5868	249	4	until	until	ADP
ejpam-5868	249	5	convergence	convergence	NOUN
ejpam-5868	249	6	,	,	PUNCT
ejpam-5868	249	7	at	at	ADP
ejpam-5868	249	8	which	which	DET
ejpam-5868	249	9	time	time	NOUN
ejpam-5868	249	10	the	the	DET
ejpam-5868	249	11	best	good	ADJ
ejpam-5868	249	12	individual	individual	NOUN
ejpam-5868	249	13	and	and	CCONJ
ejpam-5868	249	14	each	each	DET
ejpam-5868	249	15	person	person	NOUN
ejpam-5868	249	16	’s	’s	PART
ejpam-5868	249	17	fitness	fitness	NOUN
ejpam-5868	249	18	were	be	AUX
ejpam-5868	249	19	determined	determine	VERB
ejpam-5868	249	20	.	.	PUNCT
ejpam-5868	250	1	the	the	DET
ejpam-5868	250	2	integration	integration	NOUN
ejpam-5868	250	3	of	of	ADP
ejpam-5868	250	4	ga	ga	PROPN
ejpam-5868	250	5	and	and	CCONJ
ejpam-5868	250	6	pso	pso	NOUN
ejpam-5868	250	7	increases	increase	VERB
ejpam-5868	250	8	computational	computational	ADJ
ejpam-5868	250	9	demand	demand	NOUN
ejpam-5868	250	10	,	,	PUNCT
ejpam-5868	250	11	involve	involve	VERB
ejpam-5868	250	12	advanced	advanced	ADJ
ejpam-5868	250	13	hardware	hardware	NOUN
ejpam-5868	250	14	for	for	ADP
ejpam-5868	250	15	processing	process	VERB
ejpam-5868	250	16	large	large	ADJ
ejpam-5868	250	17	-	-	PUNCT
ejpam-5868	250	18	scale	scale	NOUN
ejpam-5868	250	19	datasets	dataset	NOUN
ejpam-5868	250	20	.	.	PUNCT
ejpam-5868	251	1	additionally	additionally	ADV
ejpam-5868	251	2	,	,	PUNCT
ejpam-5868	251	3	the	the	DET
ejpam-5868	251	4	model	model	NOUN
ejpam-5868	251	5	’s	’s	PART
ejpam-5868	251	6	performance	performance	NOUN
ejpam-5868	251	7	under	under	ADP
ejpam-5868	251	8	highly	highly	ADV
ejpam-5868	251	9	volatile	volatile	ADJ
ejpam-5868	251	10	energy	energy	NOUN
ejpam-5868	251	11	market	market	NOUN
ejpam-5868	251	12	conditions	condition	NOUN
ejpam-5868	251	13	requires	require	VERB
ejpam-5868	251	14	further	further	ADJ
ejpam-5868	251	15	investigation	investigation	NOUN
ejpam-5868	251	16	to	to	PART
ejpam-5868	251	17	ensure	ensure	VERB
ejpam-5868	251	18	reliability	reliability	NOUN
ejpam-5868	251	19	in	in	ADP
ejpam-5868	251	20	extreme	extreme	ADJ
ejpam-5868	251	21	scenarios	scenario	NOUN
ejpam-5868	251	22	.	.	PUNCT
ejpam-5868	252	1	further	further	ADJ
ejpam-5868	252	2	validation	validation	NOUN
ejpam-5868	252	3	is	be	AUX
ejpam-5868	252	4	also	also	ADV
ejpam-5868	252	5	essential	essential	ADJ
ejpam-5868	252	6	for	for	ADP
ejpam-5868	252	7	assessing	assess	VERB
ejpam-5868	252	8	its	its	PRON
ejpam-5868	252	9	generalization	generalization	NOUN
ejpam-5868	252	10	in	in	ADP
ejpam-5868	252	11	multi	multi	ADJ
ejpam-5868	252	12	-	-	ADJ
ejpam-5868	252	13	source	source	NOUN
ejpam-5868	252	14	energy	energy	NOUN
ejpam-5868	252	15	forecasting	forecasting	NOUN
ejpam-5868	252	16	,	,	PUNCT
ejpam-5868	252	17	particularly	particularly	ADV
ejpam-5868	252	18	for	for	ADP
ejpam-5868	252	19	renewable	renewable	ADJ
ejpam-5868	252	20	energy	energy	NOUN
ejpam-5868	252	21	sources	source	NOUN
ejpam-5868	252	22	.	.	PUNCT
ejpam-5868	253	1	the	the	DET
ejpam-5868	253	2	experimental	experimental	ADJ
ejpam-5868	253	3	results	result	NOUN
ejpam-5868	253	4	of	of	ADP
ejpam-5868	253	5	the	the	DET
ejpam-5868	253	6	transformed	transform	VERB
ejpam-5868	253	7	fuzzy	fuzzy	ADJ
ejpam-5868	253	8	random	random	ADJ
ejpam-5868	253	9	hidden	hide	VERB
ejpam-5868	253	10	markov	markov	NOUN
ejpam-5868	253	11	parametric	parametric	ADJ
ejpam-5868	253	12	genetic	genetic	ADJ
ejpam-5868	253	13	algorithm	algorithm	NOUN
ejpam-5868	253	14	with	with	ADP
ejpam-5868	253	15	particle	particle	NOUN
ejpam-5868	253	16	swarm	swarm	NOUN
ejpam-5868	253	17	optimization	optimization	NOUN
ejpam-5868	253	18	model	model	NOUN
ejpam-5868	253	19	(	(	PUNCT
ejpam-5868	253	20	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	253	21	)	)	PUNCT
ejpam-5868	253	22	number	number	NOUN
ejpam-5868	253	23	of	of	ADP
ejpam-5868	253	24	iterations	iteration	NOUN
ejpam-5868	253	25	and	and	CCONJ
ejpam-5868	253	26	optimal	optimal	ADJ
ejpam-5868	253	27	function	function	NOUN
ejpam-5868	253	28	value	value	NOUN
ejpam-5868	253	29	for	for	ADP
ejpam-5868	253	30	the	the	DET
ejpam-5868	253	31	training	training	NOUN
ejpam-5868	253	32	dataset	dataset	NOUN
ejpam-5868	253	33	’s	’s	PART
ejpam-5868	253	34	day	day	NOUN
ejpam-5868	253	35	ahead	ahead	ADV
ejpam-5868	253	36	market	market	NOUN
ejpam-5868	253	37	from	from	ADP
ejpam-5868	253	38	january	january	PROPN
ejpam-5868	253	39	to	to	ADP
ejpam-5868	253	40	june	june	PROPN
ejpam-5868	253	41	2021	2021	NUM
ejpam-5868	253	42	are	be	AUX
ejpam-5868	253	43	displayed	display	VERB
ejpam-5868	253	44	in	in	ADP
ejpam-5868	253	45	fig	fig	NOUN
ejpam-5868	253	46	.	.	PUNCT
ejpam-5868	254	1	10	10	NUM
ejpam-5868	254	2	.	.	PUNCT
ejpam-5868	255	1	the	the	DET
ejpam-5868	255	2	experimental	experimental	ADJ
ejpam-5868	255	3	results	result	NOUN
ejpam-5868	255	4	of	of	ADP
ejpam-5868	255	5	the	the	DET
ejpam-5868	255	6	transformed	transform	VERB
ejpam-5868	255	7	fuzzy	fuzzy	ADJ
ejpam-5868	255	8	random	random	ADJ
ejpam-5868	255	9	hidden	hide	VERB
ejpam-5868	255	10	markov	markov	NOUN
ejpam-5868	255	11	parametric	parametric	ADJ
ejpam-5868	255	12	genetic	genetic	ADJ
ejpam-5868	255	13	algorithm	algorithm	NOUN
ejpam-5868	255	14	with	with	ADP
ejpam-5868	255	15	particle	particle	NOUN
ejpam-5868	255	16	swarm	swarm	NOUN
ejpam-5868	255	17	optimization	optimization	NOUN
ejpam-5868	255	18	model	model	NOUN
ejpam-5868	255	19	(	(	PUNCT
ejpam-5868	255	20	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	255	21	)	)	PUNCT
ejpam-5868	255	22	number	number	NOUN
ejpam-5868	255	23	of	of	ADP
ejpam-5868	255	24	iterations	iteration	NOUN
ejpam-5868	255	25	and	and	CCONJ
ejpam-5868	255	26	best	good	ADJ
ejpam-5868	255	27	function	function	NOUN
ejpam-5868	255	28	value	value	NOUN
ejpam-5868	255	29	for	for	ADP
ejpam-5868	255	30	the	the	DET
ejpam-5868	255	31	training	training	NOUN
ejpam-5868	255	32	dataset	dataset	NOUN
ejpam-5868	255	33	’s	’s	PART
ejpam-5868	255	34	day	day	NOUN
ejpam-5868	255	35	ahead	ahead	ADV
ejpam-5868	255	36	market	market	NOUN
ejpam-5868	255	37	from	from	ADP
ejpam-5868	255	38	july	july	PROPN
ejpam-5868	255	39	2021	2021	NUM
ejpam-5868	255	40	to	to	ADP
ejpam-5868	255	41	december	december	PROPN
ejpam-5868	255	42	2021	2021	NUM
ejpam-5868	255	43	are	be	AUX
ejpam-5868	255	44	displayed	display	VERB
ejpam-5868	255	45	in	in	ADP
ejpam-5868	255	46	fig	fig	NOUN
ejpam-5868	255	47	.	.	PUNCT
ejpam-5868	256	1	11	11	NUM
ejpam-5868	256	2	.	.	PUNCT
ejpam-5868	257	1	the	the	DET
ejpam-5868	257	2	experimental	experimental	ADJ
ejpam-5868	257	3	results	result	NOUN
ejpam-5868	257	4	of	of	ADP
ejpam-5868	257	5	the	the	DET
ejpam-5868	257	6	transformed	transform	VERB
ejpam-5868	257	7	fuzzy	fuzzy	ADJ
ejpam-5868	257	8	random	random	ADJ
ejpam-5868	257	9	hidden	hide	VERB
ejpam-5868	257	10	markov	markov	NOUN
ejpam-5868	257	11	parametric	parametric	ADJ
ejpam-5868	257	12	genetic	genetic	ADJ
ejpam-5868	257	13	algorithm	algorithm	NOUN
ejpam-5868	257	14	with	with	ADP
ejpam-5868	257	15	particle	particle	NOUN
ejpam-5868	257	16	swarm	swarm	NOUN
ejpam-5868	257	17	optimization	optimization	NOUN
ejpam-5868	257	18	model	model	NOUN
ejpam-5868	257	19	(	(	PUNCT
ejpam-5868	257	20	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	257	21	)	)	PUNCT
ejpam-5868	257	22	number	number	NOUN
ejpam-5868	257	23	of	of	ADP
ejpam-5868	257	24	iterations	iteration	NOUN
ejpam-5868	257	25	and	and	CCONJ
ejpam-5868	257	26	optimal	optimal	ADJ
ejpam-5868	257	27	function	function	NOUN
ejpam-5868	257	28	value	value	NOUN
ejpam-5868	257	29	for	for	ADP
ejpam-5868	257	30	the	the	DET
ejpam-5868	257	31	training	training	NOUN
ejpam-5868	257	32	dataset	dataset	NOUN
ejpam-5868	257	33	’s	’s	PART
ejpam-5868	257	34	real	real	ADJ
ejpam-5868	257	35	-	-	PUNCT
ejpam-5868	257	36	time	time	NOUN
ejpam-5868	257	37	market	market	NOUN
ejpam-5868	257	38	from	from	ADP
ejpam-5868	257	39	january	january	PROPN
ejpam-5868	257	40	to	to	ADP
ejpam-5868	257	41	june	june	PROPN
ejpam-5868	257	42	2021	2021	NUM
ejpam-5868	257	43	are	be	AUX
ejpam-5868	257	44	displayed	display	VERB
ejpam-5868	257	45	in	in	ADP
ejpam-5868	257	46	fig	fig	NOUN
ejpam-5868	257	47	.	.	PUNCT
ejpam-5868	258	1	12	12	NUM
ejpam-5868	258	2	.	.	PUNCT
ejpam-5868	259	1	the	the	DET
ejpam-5868	259	2	experimental	experimental	ADJ
ejpam-5868	259	3	findings	finding	NOUN
ejpam-5868	259	4	of	of	ADP
ejpam-5868	259	5	the	the	DET
ejpam-5868	259	6	transformed	transform	VERB
ejpam-5868	259	7	fuzzy	fuzzy	ADJ
ejpam-5868	259	8	random	random	ADJ
ejpam-5868	259	9	hidden	hide	VERB
ejpam-5868	259	10	markov	markov	NOUN
ejpam-5868	259	11	parametric	parametric	ADJ
ejpam-5868	259	12	genetic	genetic	ADJ
ejpam-5868	259	13	algorithm	algorithm	NOUN
ejpam-5868	259	14	with	with	ADP
ejpam-5868	259	15	particle	particle	NOUN
ejpam-5868	259	16	swarm	swarm	NOUN
ejpam-5868	259	17	optimization	optimization	NOUN
ejpam-5868	259	18	model	model	NOUN
ejpam-5868	259	19	(	(	PUNCT
ejpam-5868	259	20	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	259	21	)	)	PUNCT
ejpam-5868	259	22	number	number	NOUN
ejpam-5868	259	23	of	of	ADP
ejpam-5868	259	24	iterations	iteration	NOUN
ejpam-5868	259	25	and	and	CCONJ
ejpam-5868	259	26	optimal	optimal	ADJ
ejpam-5868	259	27	function	function	NOUN
ejpam-5868	259	28	value	value	NOUN
ejpam-5868	259	29	for	for	ADP
ejpam-5868	259	30	the	the	DET
ejpam-5868	259	31	training	training	NOUN
ejpam-5868	259	32	dataset	dataset	NOUN
ejpam-5868	259	33	’s	’s	PART
ejpam-5868	259	34	real	real	ADJ
ejpam-5868	259	35	-	-	PUNCT
ejpam-5868	259	36	time	time	NOUN
ejpam-5868	259	37	market	market	NOUN
ejpam-5868	259	38	k.	k.	PROPN
ejpam-5868	259	39	kalpana	kalpana	PROPN
ejpam-5868	259	40	and	and	CCONJ
ejpam-5868	259	41	g.	g.	PROPN
ejpam-5868	259	42	kavitha	kavitha	PROPN
ejpam-5868	259	43	/	/	SYM
ejpam-5868	259	44	eur	eur	PROPN
ejpam-5868	259	45	.	.	PUNCT
ejpam-5868	260	1	j.	j.	PROPN
ejpam-5868	260	2	pure	pure	PROPN
ejpam-5868	260	3	appl	appl	PROPN
ejpam-5868	260	4	.	.	PROPN
ejpam-5868	260	5	math	math	PROPN
ejpam-5868	260	6	,	,	PUNCT
ejpam-5868	260	7	18	18	NUM
ejpam-5868	260	8	(	(	PUNCT
ejpam-5868	260	9	2	2	NUM
ejpam-5868	260	10	)	)	PUNCT
ejpam-5868	260	11	(	(	PUNCT
ejpam-5868	260	12	2025	2025	NUM
ejpam-5868	260	13	)	)	PUNCT
ejpam-5868	260	14	,	,	PUNCT
ejpam-5868	260	15	5868	5868	NUM
ejpam-5868	260	16	22	22	NUM
ejpam-5868	260	17	of	of	ADP
ejpam-5868	260	18	26	26	NUM
ejpam-5868	260	19	from	from	ADP
ejpam-5868	260	20	july	july	PROPN
ejpam-5868	260	21	2021	2021	NUM
ejpam-5868	260	22	to	to	ADP
ejpam-5868	260	23	december	december	PROPN
ejpam-5868	260	24	2021	2021	NUM
ejpam-5868	260	25	are	be	AUX
ejpam-5868	260	26	displayed	display	VERB
ejpam-5868	260	27	in	in	ADP
ejpam-5868	260	28	fig	fig	NOUN
ejpam-5868	260	29	.	.	PUNCT
ejpam-5868	261	1	13	13	NUM
ejpam-5868	261	2	.	.	PUNCT
ejpam-5868	262	1	the	the	DET
ejpam-5868	262	2	experimental	experimental	ADJ
ejpam-5868	262	3	findings	finding	NOUN
ejpam-5868	262	4	of	of	ADP
ejpam-5868	262	5	the	the	DET
ejpam-5868	262	6	transformed	transform	VERB
ejpam-5868	262	7	fuzzy	fuzzy	ADJ
ejpam-5868	262	8	random	random	ADJ
ejpam-5868	262	9	hidden	hide	VERB
ejpam-5868	262	10	markov	markov	NOUN
ejpam-5868	262	11	parametric	parametric	ADJ
ejpam-5868	262	12	genetic	genetic	ADJ
ejpam-5868	262	13	algorithm	algorithm	NOUN
ejpam-5868	262	14	with	with	ADP
ejpam-5868	262	15	particle	particle	NOUN
ejpam-5868	262	16	swarm	swarm	NOUN
ejpam-5868	262	17	optimization	optimization	NOUN
ejpam-5868	262	18	model	model	NOUN
ejpam-5868	262	19	(	(	PUNCT
ejpam-5868	262	20	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	262	21	)	)	PUNCT
ejpam-5868	262	22	number	number	NOUN
ejpam-5868	262	23	of	of	ADP
ejpam-5868	262	24	iterations	iteration	NOUN
ejpam-5868	262	25	and	and	CCONJ
ejpam-5868	262	26	optimal	optimal	ADJ
ejpam-5868	262	27	function	function	NOUN
ejpam-5868	262	28	value	value	NOUN
ejpam-5868	262	29	are	be	AUX
ejpam-5868	262	30	displayed	display	VERB
ejpam-5868	262	31	in	in	ADP
ejpam-5868	262	32	fig	fig	NOUN
ejpam-5868	262	33	.	.	PUNCT
ejpam-5868	263	1	14	14	NUM
ejpam-5868	263	2	.	.	PUNCT
ejpam-5868	264	1	figure	figure	NOUN
ejpam-5868	264	2	10	10	NUM
ejpam-5868	264	3	:	:	PUNCT
ejpam-5868	264	4	results	result	NOUN
ejpam-5868	264	5	of	of	ADP
ejpam-5868	264	6	the	the	DET
ejpam-5868	264	7	transformed	transform	VERB
ejpam-5868	264	8	fuzzy	fuzzy	ADJ
ejpam-5868	264	9	random	random	ADJ
ejpam-5868	264	10	hidden	hide	VERB
ejpam-5868	264	11	markov	markov	NOUN
ejpam-5868	264	12	parametric	parametric	ADJ
ejpam-5868	264	13	genetic	genetic	ADJ
ejpam-5868	264	14	algorithm	algorithm	NOUN
ejpam-5868	264	15	with	with	ADP
ejpam-5868	264	16	particle	particle	NOUN
ejpam-5868	264	17	swarm	swarm	NOUN
ejpam-5868	264	18	optimization	optimization	NOUN
ejpam-5868	264	19	model	model	NOUN
ejpam-5868	264	20	(	(	PUNCT
ejpam-5868	264	21	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	264	22	)	)	PUNCT
ejpam-5868	264	23	,	,	PUNCT
ejpam-5868	264	24	including	include	VERB
ejpam-5868	264	25	the	the	DET
ejpam-5868	264	26	number	number	NOUN
ejpam-5868	264	27	of	of	ADP
ejpam-5868	264	28	iterations	iteration	NOUN
ejpam-5868	264	29	,	,	PUNCT
ejpam-5868	264	30	best	good	ADJ
ejpam-5868	264	31	function	function	NOUN
ejpam-5868	264	32	value	value	NOUN
ejpam-5868	264	33	,	,	PUNCT
ejpam-5868	264	34	and	and	CCONJ
ejpam-5868	264	35	convergence	convergence	NOUN
ejpam-5868	264	36	curve	curve	NOUN
ejpam-5868	264	37	,	,	PUNCT
ejpam-5868	264	38	for	for	ADP
ejpam-5868	264	39	the	the	DET
ejpam-5868	264	40	day	day	NOUN
ejpam-5868	264	41	-	-	PUNCT
ejpam-5868	264	42	ahead	ahead	NOUN
ejpam-5868	264	43	market	market	NOUN
ejpam-5868	264	44	(	(	PUNCT
ejpam-5868	264	45	dam	dam	NOUN
ejpam-5868	264	46	)	)	PUNCT
ejpam-5868	264	47	training	training	NOUN
ejpam-5868	264	48	data	data	NOUN
ejpam-5868	264	49	-	-	PUNCT
ejpam-5868	264	50	set	set	NOUN
ejpam-5868	264	51	from	from	ADP
ejpam-5868	264	52	january	january	PROPN
ejpam-5868	264	53	2021	2021	NUM
ejpam-5868	264	54	to	to	ADP
ejpam-5868	264	55	june	june	PROPN
ejpam-5868	264	56	2021	2021	NUM
ejpam-5868	264	57	are	be	AUX
ejpam-5868	264	58	presented	present	VERB
ejpam-5868	264	59	.	.	PUNCT
ejpam-5868	265	1	figure	figure	VERB
ejpam-5868	265	2	11	11	NUM
ejpam-5868	265	3	:	:	PUNCT
ejpam-5868	265	4	results	result	NOUN
ejpam-5868	265	5	of	of	ADP
ejpam-5868	265	6	the	the	DET
ejpam-5868	265	7	transformed	transform	VERB
ejpam-5868	265	8	fuzzy	fuzzy	ADJ
ejpam-5868	265	9	random	random	ADJ
ejpam-5868	265	10	hidden	hide	VERB
ejpam-5868	265	11	markov	markov	NOUN
ejpam-5868	265	12	parametric	parametric	ADJ
ejpam-5868	265	13	genetic	genetic	ADJ
ejpam-5868	265	14	algorithm	algorithm	NOUN
ejpam-5868	265	15	with	with	ADP
ejpam-5868	265	16	particle	particle	NOUN
ejpam-5868	265	17	swarm	swarm	NOUN
ejpam-5868	265	18	optimization	optimization	NOUN
ejpam-5868	265	19	model	model	NOUN
ejpam-5868	265	20	(	(	PUNCT
ejpam-5868	265	21	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	265	22	)	)	PUNCT
ejpam-5868	265	23	,	,	PUNCT
ejpam-5868	265	24	including	include	VERB
ejpam-5868	265	25	the	the	DET
ejpam-5868	265	26	number	number	NOUN
ejpam-5868	265	27	of	of	ADP
ejpam-5868	265	28	iterations	iteration	NOUN
ejpam-5868	265	29	,	,	PUNCT
ejpam-5868	265	30	best	good	ADJ
ejpam-5868	265	31	function	function	NOUN
ejpam-5868	265	32	value	value	NOUN
ejpam-5868	265	33	,	,	PUNCT
ejpam-5868	265	34	and	and	CCONJ
ejpam-5868	265	35	convergence	convergence	NOUN
ejpam-5868	265	36	curve	curve	NOUN
ejpam-5868	265	37	,	,	PUNCT
ejpam-5868	265	38	for	for	ADP
ejpam-5868	265	39	the	the	DET
ejpam-5868	265	40	day	day	NOUN
ejpam-5868	265	41	-	-	PUNCT
ejpam-5868	265	42	ahead	ahead	NOUN
ejpam-5868	265	43	market	market	NOUN
ejpam-5868	265	44	(	(	PUNCT
ejpam-5868	265	45	dam	dam	NOUN
ejpam-5868	265	46	)	)	PUNCT
ejpam-5868	265	47	training	training	NOUN
ejpam-5868	265	48	data	data	NOUN
ejpam-5868	265	49	-	-	PUNCT
ejpam-5868	265	50	set	set	NOUN
ejpam-5868	265	51	from	from	ADP
ejpam-5868	265	52	july	july	PROPN
ejpam-5868	265	53	2021	2021	NUM
ejpam-5868	265	54	to	to	ADP
ejpam-5868	265	55	december	december	PROPN
ejpam-5868	265	56	2021	2021	NUM
ejpam-5868	265	57	are	be	AUX
ejpam-5868	265	58	presented	present	VERB
ejpam-5868	265	59	.	.	PUNCT
ejpam-5868	266	1	the	the	DET
ejpam-5868	266	2	novel	novel	ADJ
ejpam-5868	266	3	flexible	flexible	ADJ
ejpam-5868	266	4	parametric	parametric	ADJ
ejpam-5868	266	5	optimization	optimization	NOUN
ejpam-5868	266	6	integrated	integrate	VERB
ejpam-5868	266	7	calibration	calibration	NOUN
ejpam-5868	266	8	of	of	ADP
ejpam-5868	266	9	the	the	DET
ejpam-5868	266	10	hidden	hide	VERB
ejpam-5868	266	11	markov	markov	NOUN
ejpam-5868	266	12	model	model	NOUN
ejpam-5868	266	13	with	with	ADP
ejpam-5868	266	14	particle	particle	NOUN
ejpam-5868	266	15	swarm	swarm	NOUN
ejpam-5868	266	16	optimization	optimization	NOUN
ejpam-5868	266	17	and	and	CCONJ
ejpam-5868	266	18	genetic	genetic	ADJ
ejpam-5868	266	19	algorithm	algorithm	NOUN
ejpam-5868	266	20	is	be	AUX
ejpam-5868	266	21	a	a	DET
ejpam-5868	266	22	perfect	perfect	ADJ
ejpam-5868	266	23	fit	fit	NOUN
ejpam-5868	266	24	for	for	ADP
ejpam-5868	266	25	all	all	DET
ejpam-5868	266	26	k.	k.	PROPN
ejpam-5868	266	27	kalpana	kalpana	PROPN
ejpam-5868	266	28	and	and	CCONJ
ejpam-5868	266	29	g.	g.	PROPN
ejpam-5868	266	30	kavitha	kavitha	PROPN
ejpam-5868	266	31	/	/	SYM
ejpam-5868	266	32	eur	eur	PROPN
ejpam-5868	266	33	.	.	PUNCT
ejpam-5868	267	1	j.	j.	PROPN
ejpam-5868	267	2	pure	pure	PROPN
ejpam-5868	267	3	appl	appl	PROPN
ejpam-5868	267	4	.	.	PROPN
ejpam-5868	267	5	math	math	PROPN
ejpam-5868	267	6	,	,	PUNCT
ejpam-5868	267	7	18	18	NUM
ejpam-5868	267	8	(	(	PUNCT
ejpam-5868	267	9	2	2	NUM
ejpam-5868	267	10	)	)	PUNCT
ejpam-5868	267	11	(	(	PUNCT
ejpam-5868	267	12	2025	2025	NUM
ejpam-5868	267	13	)	)	PUNCT
ejpam-5868	267	14	,	,	PUNCT
ejpam-5868	267	15	5868	5868	NUM
ejpam-5868	267	16	23	23	NUM
ejpam-5868	267	17	of	of	ADP
ejpam-5868	267	18	26	26	NUM
ejpam-5868	267	19	energy	energy	NOUN
ejpam-5868	267	20	market	market	NOUN
ejpam-5868	267	21	systems	system	NOUN
ejpam-5868	267	22	.	.	PUNCT
ejpam-5868	268	1	parameter	parameter	PROPN
ejpam-5868	268	2	optimization	optimization	PROPN
ejpam-5868	268	3	,	,	PUNCT
ejpam-5868	268	4	based	base	VERB
ejpam-5868	268	5	on	on	ADP
ejpam-5868	268	6	the	the	DET
ejpam-5868	268	7	idea	idea	NOUN
ejpam-5868	268	8	of	of	ADP
ejpam-5868	268	9	the	the	DET
ejpam-5868	268	10	particles	particle	NOUN
ejpam-5868	268	11	with	with	ADP
ejpam-5868	268	12	the	the	DET
ejpam-5868	268	13	best	good	ADJ
ejpam-5868	268	14	function	function	NOUN
ejpam-5868	268	15	value	value	NOUN
ejpam-5868	268	16	surviving	surviving	NOUN
ejpam-5868	268	17	,	,	PUNCT
ejpam-5868	268	18	ensures	ensure	VERB
ejpam-5868	268	19	the	the	DET
ejpam-5868	268	20	mean	mean	ADJ
ejpam-5868	268	21	directional	directional	ADJ
ejpam-5868	268	22	correctness	correctness	NOUN
ejpam-5868	268	23	of	of	ADP
ejpam-5868	268	24	the	the	DET
ejpam-5868	268	25	experimental	experimental	ADJ
ejpam-5868	268	26	training	training	NOUN
ejpam-5868	268	27	set	set	VERB
ejpam-5868	268	28	from	from	ADP
ejpam-5868	268	29	january	january	PROPN
ejpam-5868	268	30	2021	2021	NUM
ejpam-5868	268	31	to	to	ADP
ejpam-5868	268	32	december	december	PROPN
ejpam-5868	268	33	2021	2021	NUM
ejpam-5868	268	34	.	.	PUNCT
ejpam-5868	269	1	for	for	ADP
ejpam-5868	269	2	day	day	NOUN
ejpam-5868	269	3	-	-	PUNCT
ejpam-5868	269	4	ahead	ahead	NOUN
ejpam-5868	269	5	markets	market	NOUN
ejpam-5868	269	6	,	,	PUNCT
ejpam-5868	269	7	this	this	PRON
ejpam-5868	269	8	yields	yield	VERB
ejpam-5868	269	9	a	a	DET
ejpam-5868	269	10	best	well	ADV
ejpam-5868	269	11	-	-	PUNCT
ejpam-5868	269	12	optimized	optimize	VERB
ejpam-5868	269	13	mean	mean	NOUN
ejpam-5868	269	14	absolute	absolute	ADJ
ejpam-5868	269	15	percentage	percentage	NOUN
ejpam-5868	269	16	error	error	NOUN
ejpam-5868	269	17	(	(	PUNCT
ejpam-5868	269	18	mape	mape	NOUN
ejpam-5868	269	19	)	)	PUNCT
ejpam-5868	269	20	of	of	ADP
ejpam-5868	269	21	14.40045	14.40045	NUM
ejpam-5868	269	22	%	%	NOUN
ejpam-5868	269	23	,	,	PUNCT
ejpam-5868	269	24	and	and	CCONJ
ejpam-5868	269	25	for	for	ADP
ejpam-5868	269	26	real	real	ADJ
ejpam-5868	269	27	-	-	PUNCT
ejpam-5868	269	28	time	time	NOUN
ejpam-5868	269	29	markets	market	NOUN
ejpam-5868	269	30	,	,	PUNCT
ejpam-5868	269	31	it	it	PRON
ejpam-5868	269	32	yields	yield	VERB
ejpam-5868	269	33	a	a	DET
ejpam-5868	269	34	value	value	NOUN
ejpam-5868	269	35	of	of	ADP
ejpam-5868	269	36	20.18595	20.18595	NUM
ejpam-5868	269	37	%	%	NOUN
ejpam-5868	269	38	.	.	PUNCT
ejpam-5868	270	1	figure	figure	NOUN
ejpam-5868	270	2	12	12	NUM
ejpam-5868	270	3	:	:	PUNCT
ejpam-5868	270	4	results	result	NOUN
ejpam-5868	270	5	of	of	ADP
ejpam-5868	270	6	the	the	DET
ejpam-5868	270	7	transformed	transform	VERB
ejpam-5868	270	8	fuzzy	fuzzy	ADJ
ejpam-5868	270	9	random	random	ADJ
ejpam-5868	270	10	hidden	hide	VERB
ejpam-5868	270	11	markov	markov	NOUN
ejpam-5868	270	12	parametric	parametric	ADJ
ejpam-5868	270	13	genetic	genetic	ADJ
ejpam-5868	270	14	algorithm	algorithm	NOUN
ejpam-5868	270	15	with	with	ADP
ejpam-5868	270	16	particle	particle	NOUN
ejpam-5868	270	17	swarm	swarm	NOUN
ejpam-5868	270	18	optimization	optimization	NOUN
ejpam-5868	270	19	model	model	NOUN
ejpam-5868	270	20	(	(	PUNCT
ejpam-5868	270	21	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	270	22	)	)	PUNCT
ejpam-5868	270	23	,	,	PUNCT
ejpam-5868	270	24	including	include	VERB
ejpam-5868	270	25	the	the	DET
ejpam-5868	270	26	number	number	NOUN
ejpam-5868	270	27	of	of	ADP
ejpam-5868	270	28	iterations	iteration	NOUN
ejpam-5868	270	29	,	,	PUNCT
ejpam-5868	270	30	best	good	ADJ
ejpam-5868	270	31	function	function	NOUN
ejpam-5868	270	32	value	value	NOUN
ejpam-5868	270	33	,	,	PUNCT
ejpam-5868	270	34	and	and	CCONJ
ejpam-5868	270	35	convergence	convergence	NOUN
ejpam-5868	270	36	curve	curve	NOUN
ejpam-5868	270	37	,	,	PUNCT
ejpam-5868	270	38	for	for	ADP
ejpam-5868	270	39	the	the	DET
ejpam-5868	270	40	real	real	ADJ
ejpam-5868	270	41	time	time	NOUN
ejpam-5868	270	42	market	market	NOUN
ejpam-5868	270	43	(	(	PUNCT
ejpam-5868	270	44	rtm	rtm	NOUN
ejpam-5868	270	45	)	)	PUNCT
ejpam-5868	270	46	training	training	NOUN
ejpam-5868	270	47	data	data	NOUN
ejpam-5868	270	48	-	-	PUNCT
ejpam-5868	270	49	set	set	NOUN
ejpam-5868	270	50	from	from	ADP
ejpam-5868	270	51	january	january	PROPN
ejpam-5868	270	52	2021	2021	NUM
ejpam-5868	270	53	to	to	ADP
ejpam-5868	270	54	june	june	PROPN
ejpam-5868	270	55	2021	2021	NUM
ejpam-5868	270	56	are	be	AUX
ejpam-5868	270	57	presented	present	VERB
ejpam-5868	270	58	.	.	PUNCT
ejpam-5868	271	1	the	the	DET
ejpam-5868	271	2	experimental	experimental	ADJ
ejpam-5868	271	3	testing	testing	NOUN
ejpam-5868	271	4	data	datum	NOUN
ejpam-5868	271	5	set	set	VERB
ejpam-5868	271	6	,	,	PUNCT
ejpam-5868	271	7	which	which	PRON
ejpam-5868	271	8	spans	span	VERB
ejpam-5868	271	9	the	the	DET
ejpam-5868	271	10	months	month	NOUN
ejpam-5868	271	11	of	of	ADP
ejpam-5868	271	12	january	january	PROPN
ejpam-5868	271	13	through	through	ADP
ejpam-5868	271	14	june	june	PROPN
ejpam-5868	271	15	2022	2022	NUM
ejpam-5868	271	16	,	,	PUNCT
ejpam-5868	271	17	illustrates	illustrate	VERB
ejpam-5868	271	18	the	the	DET
ejpam-5868	271	19	accuracy	accuracy	NOUN
ejpam-5868	271	20	of	of	ADP
ejpam-5868	271	21	mean	mean	ADJ
ejpam-5868	271	22	-	-	PUNCT
ejpam-5868	271	23	directional	directional	ADJ
ejpam-5868	271	24	forecasting	forecasting	NOUN
ejpam-5868	271	25	.	.	PUNCT
ejpam-5868	272	1	the	the	DET
ejpam-5868	272	2	model	model	NOUN
ejpam-5868	272	3	’s	’s	PART
ejpam-5868	272	4	efficiency	efficiency	NOUN
ejpam-5868	272	5	is	be	AUX
ejpam-5868	272	6	indicated	indicate	VERB
ejpam-5868	272	7	by	by	ADP
ejpam-5868	272	8	the	the	DET
ejpam-5868	272	9	best	well	ADV
ejpam-5868	272	10	optimized	optimize	VERB
ejpam-5868	272	11	mean	mean	NOUN
ejpam-5868	272	12	absolute	absolute	ADJ
ejpam-5868	272	13	percentage	percentage	NOUN
ejpam-5868	272	14	error	error	NOUN
ejpam-5868	272	15	(	(	PUNCT
ejpam-5868	272	16	mape	mape	NOUN
ejpam-5868	272	17	)	)	PUNCT
ejpam-5868	272	18	of	of	ADP
ejpam-5868	272	19	23.2440	23.2440	NUM
ejpam-5868	272	20	%	%	NOUN
ejpam-5868	272	21	for	for	ADP
ejpam-5868	272	22	real	real	ADJ
ejpam-5868	272	23	-	-	PUNCT
ejpam-5868	272	24	time	time	NOUN
ejpam-5868	272	25	markets	market	NOUN
ejpam-5868	272	26	and	and	CCONJ
ejpam-5868	272	27	0.944	0.944	NUM
ejpam-5868	272	28	%	%	NOUN
ejpam-5868	272	29	for	for	ADP
ejpam-5868	272	30	day	day	NOUN
ejpam-5868	272	31	-	-	PUNCT
ejpam-5868	272	32	ahead	ahead	NOUN
ejpam-5868	272	33	markets	market	NOUN
ejpam-5868	272	34	.	.	PUNCT
ejpam-5868	273	1	figure	figure	VERB
ejpam-5868	273	2	13	13	NUM
ejpam-5868	273	3	:	:	PUNCT
ejpam-5868	273	4	results	result	NOUN
ejpam-5868	273	5	of	of	ADP
ejpam-5868	273	6	the	the	DET
ejpam-5868	273	7	transformed	transform	VERB
ejpam-5868	273	8	fuzzy	fuzzy	ADJ
ejpam-5868	273	9	random	random	ADJ
ejpam-5868	273	10	hidden	hide	VERB
ejpam-5868	273	11	markov	markov	NOUN
ejpam-5868	273	12	parametric	parametric	ADJ
ejpam-5868	273	13	genetic	genetic	ADJ
ejpam-5868	273	14	algorithm	algorithm	NOUN
ejpam-5868	273	15	with	with	ADP
ejpam-5868	273	16	particle	particle	NOUN
ejpam-5868	273	17	swarm	swarm	NOUN
ejpam-5868	273	18	optimization	optimization	NOUN
ejpam-5868	273	19	model	model	NOUN
ejpam-5868	273	20	(	(	PUNCT
ejpam-5868	273	21	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	273	22	)	)	PUNCT
ejpam-5868	273	23	,	,	PUNCT
ejpam-5868	273	24	including	include	VERB
ejpam-5868	273	25	the	the	DET
ejpam-5868	273	26	number	number	NOUN
ejpam-5868	273	27	of	of	ADP
ejpam-5868	273	28	iterations	iteration	NOUN
ejpam-5868	273	29	,	,	PUNCT
ejpam-5868	273	30	best	good	ADJ
ejpam-5868	273	31	function	function	NOUN
ejpam-5868	273	32	value	value	NOUN
ejpam-5868	273	33	,	,	PUNCT
ejpam-5868	273	34	and	and	CCONJ
ejpam-5868	273	35	convergence	convergence	NOUN
ejpam-5868	273	36	curve	curve	NOUN
ejpam-5868	273	37	,	,	PUNCT
ejpam-5868	273	38	for	for	ADP
ejpam-5868	273	39	the	the	DET
ejpam-5868	273	40	real	real	ADJ
ejpam-5868	273	41	time	time	NOUN
ejpam-5868	273	42	market	market	NOUN
ejpam-5868	273	43	(	(	PUNCT
ejpam-5868	273	44	rtm	rtm	NOUN
ejpam-5868	273	45	)	)	PUNCT
ejpam-5868	273	46	training	training	NOUN
ejpam-5868	273	47	data	data	NOUN
ejpam-5868	273	48	-	-	PUNCT
ejpam-5868	273	49	set	set	NOUN
ejpam-5868	273	50	from	from	ADP
ejpam-5868	273	51	july	july	PROPN
ejpam-5868	273	52	2021	2021	NUM
ejpam-5868	273	53	to	to	ADP
ejpam-5868	273	54	december	december	PROPN
ejpam-5868	273	55	2021	2021	NUM
ejpam-5868	273	56	are	be	AUX
ejpam-5868	273	57	presented	present	VERB
ejpam-5868	273	58	.	.	PUNCT
ejpam-5868	274	1	k.	k.	PROPN
ejpam-5868	274	2	kalpana	kalpana	PROPN
ejpam-5868	274	3	and	and	CCONJ
ejpam-5868	274	4	g.	g.	PROPN
ejpam-5868	274	5	kavitha	kavitha	PROPN
ejpam-5868	274	6	/	/	SYM
ejpam-5868	274	7	eur	eur	PROPN
ejpam-5868	274	8	.	.	PUNCT
ejpam-5868	275	1	j.	j.	PROPN
ejpam-5868	275	2	pure	pure	PROPN
ejpam-5868	275	3	appl	appl	PROPN
ejpam-5868	275	4	.	.	PROPN
ejpam-5868	275	5	math	math	PROPN
ejpam-5868	275	6	,	,	PUNCT
ejpam-5868	275	7	18	18	NUM
ejpam-5868	275	8	(	(	PUNCT
ejpam-5868	275	9	2	2	NUM
ejpam-5868	275	10	)	)	PUNCT
ejpam-5868	275	11	(	(	PUNCT
ejpam-5868	275	12	2025	2025	NUM
ejpam-5868	275	13	)	)	PUNCT
ejpam-5868	275	14	,	,	PUNCT
ejpam-5868	275	15	5868	5868	NUM
ejpam-5868	275	16	24	24	NUM
ejpam-5868	275	17	of	of	ADP
ejpam-5868	275	18	26	26	NUM
ejpam-5868	275	19	figure	figure	NOUN
ejpam-5868	275	20	14	14	NUM
ejpam-5868	275	21	:	:	PUNCT
ejpam-5868	275	22	results	result	NOUN
ejpam-5868	275	23	of	of	ADP
ejpam-5868	275	24	the	the	DET
ejpam-5868	275	25	transformed	transform	VERB
ejpam-5868	275	26	fuzzy	fuzzy	ADJ
ejpam-5868	275	27	random	random	ADJ
ejpam-5868	275	28	hidden	hide	VERB
ejpam-5868	275	29	markov	markov	NOUN
ejpam-5868	275	30	parametric	parametric	ADJ
ejpam-5868	275	31	genetic	genetic	ADJ
ejpam-5868	275	32	algorithm	algorithm	NOUN
ejpam-5868	275	33	with	with	ADP
ejpam-5868	275	34	particle	particle	NOUN
ejpam-5868	275	35	swarm	swarm	NOUN
ejpam-5868	275	36	optimization	optimization	NOUN
ejpam-5868	275	37	model	model	NOUN
ejpam-5868	275	38	(	(	PUNCT
ejpam-5868	275	39	tfrhmpgapsom	tfrhmpgapsom	NOUN
ejpam-5868	275	40	)	)	PUNCT
ejpam-5868	275	41	,	,	PUNCT
ejpam-5868	275	42	including	include	VERB
ejpam-5868	275	43	the	the	DET
ejpam-5868	275	44	number	number	NOUN
ejpam-5868	275	45	of	of	ADP
ejpam-5868	275	46	iterations	iteration	NOUN
ejpam-5868	275	47	,	,	PUNCT
ejpam-5868	275	48	best	good	ADJ
ejpam-5868	275	49	function	function	NOUN
ejpam-5868	275	50	value	value	NOUN
ejpam-5868	275	51	,	,	PUNCT
ejpam-5868	275	52	and	and	CCONJ
ejpam-5868	275	53	convergence	convergence	NOUN
ejpam-5868	275	54	curve	curve	NOUN
ejpam-5868	275	55	,	,	PUNCT
ejpam-5868	275	56	for	for	ADP
ejpam-5868	275	57	the	the	DET
ejpam-5868	275	58	real	real	ADJ
ejpam-5868	275	59	time	time	NOUN
ejpam-5868	275	60	market	market	NOUN
ejpam-5868	275	61	(	(	PUNCT
ejpam-5868	275	62	rtm	rtm	NOUN
ejpam-5868	275	63	)	)	PUNCT
ejpam-5868	275	64	testing	testing	NOUN
ejpam-5868	275	65	data	data	NOUN
ejpam-5868	275	66	-	-	PUNCT
ejpam-5868	275	67	set	set	NOUN
ejpam-5868	275	68	from	from	ADP
ejpam-5868	275	69	january	january	PROPN
ejpam-5868	275	70	2022	2022	NUM
ejpam-5868	275	71	to	to	ADP
ejpam-5868	275	72	june	june	PROPN
ejpam-5868	275	73	2022	2022	NUM
ejpam-5868	275	74	are	be	AUX
ejpam-5868	275	75	presented	present	VERB
ejpam-5868	275	76	.	.	PUNCT
ejpam-5868	276	1	4	4	X
ejpam-5868	276	2	.	.	X
ejpam-5868	276	3	conclusion	conclusion	NOUN
ejpam-5868	276	4	the	the	DET
ejpam-5868	276	5	proposed	propose	VERB
ejpam-5868	276	6	optimized	optimize	VERB
ejpam-5868	276	7	energy	energy	NOUN
ejpam-5868	276	8	forecasting	forecasting	NOUN
ejpam-5868	276	9	model	model	NOUN
ejpam-5868	276	10	,	,	PUNCT
ejpam-5868	276	11	which	which	PRON
ejpam-5868	276	12	integrates	integrate	VERB
ejpam-5868	276	13	hidden	hidden	ADJ
ejpam-5868	276	14	markov	markov	NOUN
ejpam-5868	276	15	model	model	NOUN
ejpam-5868	276	16	(	(	PUNCT
ejpam-5868	276	17	hmm	hmm	INTJ
ejpam-5868	276	18	)	)	PUNCT
ejpam-5868	276	19	,	,	PUNCT
ejpam-5868	276	20	transformed	transform	VERB
ejpam-5868	276	21	fuzzy	fuzzy	ADJ
ejpam-5868	276	22	relational	relational	ADJ
ejpam-5868	276	23	matrices	matrix	NOUN
ejpam-5868	276	24	(	(	PUNCT
ejpam-5868	276	25	tfrm	tfrm	PROPN
ejpam-5868	276	26	)	)	PUNCT
ejpam-5868	276	27	,	,	PUNCT
ejpam-5868	276	28	genetic	genetic	ADJ
ejpam-5868	276	29	algorithm	algorithm	NOUN
ejpam-5868	276	30	(	(	PUNCT
ejpam-5868	276	31	ga	ga	NOUN
ejpam-5868	276	32	)	)	PUNCT
ejpam-5868	276	33	,	,	PUNCT
ejpam-5868	276	34	and	and	CCONJ
ejpam-5868	276	35	particle	particle	NOUN
ejpam-5868	276	36	swarm	swarm	NOUN
ejpam-5868	276	37	optimization	optimization	NOUN
ejpam-5868	276	38	(	(	PUNCT
ejpam-5868	276	39	pso	pso	NOUN
ejpam-5868	276	40	)	)	PUNCT
ejpam-5868	276	41	,	,	PUNCT
ejpam-5868	276	42	demonstrates	demonstrate	VERB
ejpam-5868	276	43	superior	superior	ADJ
ejpam-5868	276	44	forecasting	forecasting	NOUN
ejpam-5868	276	45	accuracy	accuracy	NOUN
ejpam-5868	276	46	and	and	CCONJ
ejpam-5868	276	47	efficiency	efficiency	NOUN
ejpam-5868	276	48	compared	compare	VERB
ejpam-5868	276	49	to	to	ADP
ejpam-5868	276	50	traditional	traditional	ADJ
ejpam-5868	276	51	methods	method	NOUN
ejpam-5868	276	52	.	.	PUNCT
ejpam-5868	277	1	by	by	ADP
ejpam-5868	277	2	leveraging	leverage	VERB
ejpam-5868	277	3	hmm	hmm	NOUN
ejpam-5868	277	4	’s	’s	PART
ejpam-5868	277	5	ability	ability	NOUN
ejpam-5868	277	6	to	to	PART
ejpam-5868	277	7	model	model	VERB
ejpam-5868	277	8	temporal	temporal	ADJ
ejpam-5868	277	9	dependencies	dependency	NOUN
ejpam-5868	277	10	,	,	PUNCT
ejpam-5868	277	11	tfrm	tfrm	PROPN
ejpam-5868	277	12	’s	’s	PART
ejpam-5868	277	13	uncertainty	uncertainty	NOUN
ejpam-5868	277	14	handling	handling	NOUN
ejpam-5868	277	15	,	,	PUNCT
ejpam-5868	277	16	and	and	CCONJ
ejpam-5868	277	17	the	the	DET
ejpam-5868	277	18	optimization	optimization	NOUN
ejpam-5868	277	19	strengths	strength	NOUN
ejpam-5868	277	20	of	of	ADP
ejpam-5868	277	21	ga	ga	PROPN
ejpam-5868	277	22	and	and	CCONJ
ejpam-5868	277	23	pso	pso	NOUN
ejpam-5868	277	24	,	,	PUNCT
ejpam-5868	277	25	the	the	DET
ejpam-5868	277	26	proposed	propose	VERB
ejpam-5868	277	27	framework	framework	NOUN
ejpam-5868	277	28	effectively	effectively	ADV
ejpam-5868	277	29	minimizes	minimize	VERB
ejpam-5868	277	30	forecasting	forecasting	NOUN
ejpam-5868	277	31	errors	error	NOUN
ejpam-5868	277	32	and	and	CCONJ
ejpam-5868	277	33	computational	computational	ADJ
ejpam-5868	277	34	complexity	complexity	NOUN
ejpam-5868	277	35	.	.	PUNCT
ejpam-5868	278	1	experimental	experimental	ADJ
ejpam-5868	278	2	results	result	NOUN
ejpam-5868	278	3	confirm	confirm	VERB
ejpam-5868	278	4	that	that	SCONJ
ejpam-5868	278	5	this	this	DET
ejpam-5868	278	6	hybrid	hybrid	ADJ
ejpam-5868	278	7	approach	approach	NOUN
ejpam-5868	278	8	successfully	successfully	ADV
ejpam-5868	278	9	captures	capture	VERB
ejpam-5868	278	10	the	the	DET
ejpam-5868	278	11	nonlinear	nonlinear	ADJ
ejpam-5868	278	12	and	and	CCONJ
ejpam-5868	278	13	non	non	ADJ
ejpam-5868	278	14	-	-	ADJ
ejpam-5868	278	15	stationary	stationary	ADJ
ejpam-5868	278	16	characteristics	characteristic	NOUN
ejpam-5868	278	17	of	of	ADP
ejpam-5868	278	18	energy	energy	NOUN
ejpam-5868	278	19	consumption	consumption	NOUN
ejpam-5868	278	20	data	datum	NOUN
ejpam-5868	278	21	,	,	PUNCT
ejpam-5868	278	22	making	make	VERB
ejpam-5868	278	23	it	it	PRON
ejpam-5868	278	24	well	well	ADV
ejpam-5868	278	25	-	-	PUNCT
ejpam-5868	278	26	suited	suit	VERB
ejpam-5868	278	27	for	for	ADP
ejpam-5868	278	28	real	real	ADJ
ejpam-5868	278	29	-	-	PUNCT
ejpam-5868	278	30	time	time	NOUN
ejpam-5868	278	31	applications	application	NOUN
ejpam-5868	278	32	in	in	ADP
ejpam-5868	278	33	smart	smart	ADJ
ejpam-5868	278	34	grids	grid	NOUN
ejpam-5868	278	35	and	and	CCONJ
ejpam-5868	278	36	energy	energy	NOUN
ejpam-5868	278	37	markets	market	NOUN
ejpam-5868	278	38	.	.	PUNCT
ejpam-5868	279	1	future	future	ADJ
ejpam-5868	279	2	research	research	NOUN
ejpam-5868	279	3	can	can	AUX
ejpam-5868	279	4	enhance	enhance	VERB
ejpam-5868	279	5	forecasting	forecasting	NOUN
ejpam-5868	279	6	accuracy	accuracy	NOUN
ejpam-5868	279	7	by	by	ADP
ejpam-5868	279	8	integrating	integrate	VERB
ejpam-5868	279	9	deep	deep	ADJ
ejpam-5868	279	10	learning	learning	NOUN
ejpam-5868	279	11	models	model	NOUN
ejpam-5868	279	12	like	like	ADP
ejpam-5868	279	13	long	long	ADJ
ejpam-5868	279	14	short	short	ADJ
ejpam-5868	279	15	-	-	PUNCT
ejpam-5868	279	16	term	term	NOUN
ejpam-5868	279	17	memory	memory	NOUN
ejpam-5868	279	18	(	(	PUNCT
ejpam-5868	279	19	lstm	lstm	NOUN
ejpam-5868	279	20	)	)	PUNCT
ejpam-5868	279	21	networks	network	NOUN
ejpam-5868	279	22	and	and	CCONJ
ejpam-5868	279	23	transformers	transformer	NOUN
ejpam-5868	279	24	,	,	PUNCT
ejpam-5868	279	25	enabling	enable	VERB
ejpam-5868	279	26	better	well	ADJ
ejpam-5868	279	27	pattern	pattern	NOUN
ejpam-5868	279	28	recognition	recognition	NOUN
ejpam-5868	279	29	and	and	CCONJ
ejpam-5868	279	30	long	long	ADJ
ejpam-5868	279	31	-	-	PUNCT
ejpam-5868	279	32	range	range	NOUN
ejpam-5868	279	33	dependency	dependency	NOUN
ejpam-5868	279	34	modeling	modeling	NOUN
ejpam-5868	279	35	.	.	PUNCT
ejpam-5868	280	1	adaptive	adaptive	ADJ
ejpam-5868	280	2	optimization	optimization	NOUN
ejpam-5868	280	3	algorithms	algorithm	NOUN
ejpam-5868	280	4	such	such	ADJ
ejpam-5868	280	5	as	as	ADP
ejpam-5868	280	6	grey	grey	ADJ
ejpam-5868	280	7	wolf	wolf	PROPN
ejpam-5868	280	8	optimization	optimization	NOUN
ejpam-5868	280	9	(	(	PUNCT
ejpam-5868	280	10	gwo	gwo	PROPN
ejpam-5868	280	11	)	)	PUNCT
ejpam-5868	280	12	,	,	PUNCT
ejpam-5868	280	13	whale	whale	NOUN
ejpam-5868	280	14	optimization	optimization	NOUN
ejpam-5868	280	15	algorithm	algorithm	NOUN
ejpam-5868	280	16	(	(	PUNCT
ejpam-5868	280	17	woa	woa	NOUN
ejpam-5868	280	18	)	)	PUNCT
ejpam-5868	280	19	,	,	PUNCT
ejpam-5868	280	20	and	and	CCONJ
ejpam-5868	280	21	differential	differential	ADJ
ejpam-5868	280	22	evolution	evolution	NOUN
ejpam-5868	280	23	(	(	PUNCT
ejpam-5868	280	24	de	de	X
ejpam-5868	280	25	)	)	PUNCT
ejpam-5868	280	26	can	can	AUX
ejpam-5868	280	27	dynamically	dynamically	ADV
ejpam-5868	280	28	refine	refine	VERB
ejpam-5868	280	29	parameter	parameter	NOUN
ejpam-5868	280	30	selection	selection	NOUN
ejpam-5868	280	31	,	,	PUNCT
ejpam-5868	280	32	improving	improve	VERB
ejpam-5868	280	33	convergence	convergence	NOUN
ejpam-5868	280	34	and	and	CCONJ
ejpam-5868	280	35	predictive	predictive	ADJ
ejpam-5868	280	36	performance	performance	NOUN
ejpam-5868	280	37	.	.	PUNCT
ejpam-5868	281	1	to	to	PART
ejpam-5868	281	2	ensure	ensure	VERB
ejpam-5868	281	3	scalability	scalability	NOUN
ejpam-5868	281	4	,	,	PUNCT
ejpam-5868	281	5	deploying	deploy	VERB
ejpam-5868	281	6	the	the	DET
ejpam-5868	281	7	model	model	NOUN
ejpam-5868	281	8	on	on	ADP
ejpam-5868	281	9	large	large	ADJ
ejpam-5868	281	10	-	-	PUNCT
ejpam-5868	281	11	scale	scale	NOUN
ejpam-5868	281	12	datasets	dataset	NOUN
ejpam-5868	281	13	using	use	VERB
ejpam-5868	281	14	apache	apache	NOUN
ejpam-5868	281	15	spark	spark	NOUN
ejpam-5868	281	16	and	and	CCONJ
ejpam-5868	281	17	hadoop	hadoop	NOUN
ejpam-5868	281	18	can	can	AUX
ejpam-5868	281	19	enhance	enhance	VERB
ejpam-5868	281	20	computational	computational	ADJ
ejpam-5868	281	21	efficiency	efficiency	NOUN
ejpam-5868	281	22	.	.	PUNCT
ejpam-5868	282	1	multi	multi	ADJ
ejpam-5868	282	2	-	-	ADJ
ejpam-5868	282	3	objective	objective	ADJ
ejpam-5868	282	4	optimization	optimization	NOUN
ejpam-5868	282	5	can	can	AUX
ejpam-5868	282	6	balance	balance	VERB
ejpam-5868	282	7	accuracy	accuracy	NOUN
ejpam-5868	282	8	,	,	PUNCT
ejpam-5868	282	9	efficiency	efficiency	NOUN
ejpam-5868	282	10	,	,	PUNCT
ejpam-5868	282	11	and	and	CCONJ
ejpam-5868	282	12	cost	cost	NOUN
ejpam-5868	282	13	,	,	PUNCT
ejpam-5868	282	14	making	make	VERB
ejpam-5868	282	15	the	the	DET
ejpam-5868	282	16	model	model	NOUN
ejpam-5868	282	17	more	more	ADV
ejpam-5868	282	18	adaptable	adaptable	ADJ
ejpam-5868	282	19	to	to	ADP
ejpam-5868	282	20	real	real	ADJ
ejpam-5868	282	21	-	-	PUNCT
ejpam-5868	282	22	world	world	NOUN
ejpam-5868	282	23	constraints	constraint	NOUN
ejpam-5868	282	24	.	.	PUNCT
ejpam-5868	283	1	extending	extend	VERB
ejpam-5868	283	2	the	the	DET
ejpam-5868	283	3	approach	approach	NOUN
ejpam-5868	283	4	to	to	ADP
ejpam-5868	283	5	renewable	renewable	ADJ
ejpam-5868	283	6	energy	energy	NOUN
ejpam-5868	283	7	forecasting	forecasting	NOUN
ejpam-5868	283	8	will	will	AUX
ejpam-5868	283	9	optimize	optimize	VERB
ejpam-5868	283	10	solar	solar	ADJ
ejpam-5868	283	11	,	,	PUNCT
ejpam-5868	283	12	wind	wind	NOUN
ejpam-5868	283	13	,	,	PUNCT
ejpam-5868	283	14	and	and	CCONJ
ejpam-5868	283	15	hybrid	hybrid	ADJ
ejpam-5868	283	16	energy	energy	NOUN
ejpam-5868	283	17	integration	integration	NOUN
ejpam-5868	283	18	into	into	ADP
ejpam-5868	283	19	smart	smart	ADJ
ejpam-5868	283	20	grids	grid	NOUN
ejpam-5868	283	21	.	.	PUNCT
ejpam-5868	284	1	real	real	ADJ
ejpam-5868	284	2	-	-	PUNCT
ejpam-5868	284	3	time	time	NOUN
ejpam-5868	284	4	deployment	deployment	NOUN
ejpam-5868	284	5	with	with	ADP
ejpam-5868	284	6	a	a	DET
ejpam-5868	284	7	continuous	continuous	ADJ
ejpam-5868	284	8	feedback	feedback	NOUN
ejpam-5868	284	9	loop	loop	NOUN
ejpam-5868	284	10	will	will	AUX
ejpam-5868	284	11	improve	improve	VERB
ejpam-5868	284	12	adaptability	adaptability	NOUN
ejpam-5868	284	13	in	in	ADP
ejpam-5868	284	14	dynamic	dynamic	ADJ
ejpam-5868	284	15	markets	market	NOUN
ejpam-5868	284	16	.	.	PUNCT
ejpam-5868	285	1	finally	finally	ADV
ejpam-5868	285	2	,	,	PUNCT
ejpam-5868	285	3	explainable	explainable	ADJ
ejpam-5868	285	4	ai	ai	NOUN
ejpam-5868	285	5	(	(	PUNCT
ejpam-5868	285	6	xai	xai	PROPN
ejpam-5868	285	7	)	)	PUNCT
ejpam-5868	285	8	will	will	AUX
ejpam-5868	285	9	enhance	enhance	VERB
ejpam-5868	285	10	model	model	NOUN
ejpam-5868	285	11	transparency	transparency	NOUN
ejpam-5868	285	12	,	,	PUNCT
ejpam-5868	285	13	fostering	foster	VERB
ejpam-5868	285	14	trust	trust	NOUN
ejpam-5868	285	15	in	in	ADP
ejpam-5868	285	16	energy	energy	NOUN
ejpam-5868	285	17	forecasting	forecasting	NOUN
ejpam-5868	285	18	decisions	decision	NOUN
ejpam-5868	285	19	.	.	PUNCT
ejpam-5868	286	1	these	these	DET
ejpam-5868	286	2	advancements	advancement	NOUN
ejpam-5868	286	3	will	will	AUX
ejpam-5868	286	4	create	create	VERB
ejpam-5868	286	5	a	a	DET
ejpam-5868	286	6	robust	robust	ADJ
ejpam-5868	286	7	,	,	PUNCT
ejpam-5868	286	8	scalable	scalable	ADJ
ejpam-5868	286	9	,	,	PUNCT
ejpam-5868	286	10	and	and	CCONJ
ejpam-5868	286	11	intelligent	intelligent	ADJ
ejpam-5868	286	12	forecasting	forecasting	NOUN
ejpam-5868	286	13	framework	framework	NOUN
ejpam-5868	286	14	for	for	ADP
ejpam-5868	286	15	smart	smart	ADJ
ejpam-5868	286	16	grids	grid	NOUN
ejpam-5868	286	17	and	and	CCONJ
ejpam-5868	286	18	energy	energy	NOUN
ejpam-5868	286	19	markets	market	NOUN
ejpam-5868	286	20	.	.	PUNCT
ejpam-5868	287	1	k.	k.	PROPN
ejpam-5868	287	2	kalpana	kalpana	PROPN
ejpam-5868	287	3	and	and	CCONJ
ejpam-5868	287	4	g.	g.	PROPN
ejpam-5868	287	5	kavitha	kavitha	PROPN
ejpam-5868	287	6	/	/	SYM
ejpam-5868	287	7	eur	eur	PROPN
ejpam-5868	287	8	.	.	PUNCT
ejpam-5868	288	1	j.	j.	PROPN
ejpam-5868	288	2	pure	pure	PROPN
ejpam-5868	288	3	appl	appl	PROPN
ejpam-5868	288	4	.	.	PROPN
ejpam-5868	288	5	math	math	PROPN
ejpam-5868	288	6	,	,	PUNCT
ejpam-5868	288	7	18	18	NUM
ejpam-5868	288	8	(	(	PUNCT
ejpam-5868	288	9	2	2	NUM
ejpam-5868	288	10	)	)	PUNCT
ejpam-5868	288	11	(	(	PUNCT
ejpam-5868	288	12	2025	2025	NUM
ejpam-5868	288	13	)	)	PUNCT
ejpam-5868	288	14	,	,	PUNCT
ejpam-5868	288	15	5868	5868	NUM
ejpam-5868	288	16	25	25	NUM
ejpam-5868	288	17	of	of	ADP
ejpam-5868	288	18	26	26	NUM
ejpam-5868	288	19	table	table	NOUN
ejpam-5868	288	20	8	8	NUM
ejpam-5868	288	21	:	:	PUNCT
ejpam-5868	288	22	the	the	DET
ejpam-5868	288	23	comparative	comparative	ADJ
ejpam-5868	288	24	performance	performance	NOUN
ejpam-5868	288	25	results	result	NOUN
ejpam-5868	288	26	between	between	ADP
ejpam-5868	288	27	the	the	DET
ejpam-5868	288	28	currently	currently	ADV
ejpam-5868	288	29	employed	employ	VERB
ejpam-5868	288	30	transformed	transform	VERB
ejpam-5868	288	31	fuzzy	fuzzy	ADJ
ejpam-5868	288	32	random	random	ADJ
ejpam-5868	288	33	hidden	hide	VERB
ejpam-5868	288	34	markov	markov	NOUN
ejpam-5868	288	35	parametric	parametric	ADJ
ejpam-5868	288	36	genetic	genetic	ADJ
ejpam-5868	288	37	algorithm	algorithm	NOUN
ejpam-5868	288	38	with	with	ADP
ejpam-5868	288	39	particle	particle	NOUN
ejpam-5868	288	40	swarm	swarm	NOUN
ejpam-5868	288	41	optimization	optimization	NOUN
ejpam-5868	288	42	model(tfrhmpgapsom	model(tfrhmpgapsom	PROPN
ejpam-5868	288	43	)	)	PUNCT
ejpam-5868	288	44	model	model	NOUN
ejpam-5868	288	45	and	and	CCONJ
ejpam-5868	288	46	the	the	DET
ejpam-5868	288	47	gapso	gapso	NOUN
ejpam-5868	288	48	technique	technique	NOUN
ejpam-5868	288	49	for	for	ADP
ejpam-5868	288	50	the	the	DET
ejpam-5868	288	51	day	day	NOUN
ejpam-5868	288	52	-	-	PUNCT
ejpam-5868	288	53	ahead	ahead	NOUN
ejpam-5868	288	54	market	market	NOUN
ejpam-5868	288	55	(	(	PUNCT
ejpam-5868	288	56	dam	dam	NOUN
ejpam-5868	288	57	)	)	PUNCT
ejpam-5868	288	58	and	and	CCONJ
ejpam-5868	288	59	real	real	ADJ
ejpam-5868	288	60	-	-	PUNCT
ejpam-5868	288	61	time	time	NOUN
ejpam-5868	288	62	market	market	NOUN
ejpam-5868	288	63	(	(	PUNCT
ejpam-5868	288	64	rtm	rtm	NOUN
ejpam-5868	288	65	)	)	PUNCT
ejpam-5868	288	66	across	across	ADP
ejpam-5868	288	67	both	both	DET
ejpam-5868	288	68	training	training	NOUN
ejpam-5868	288	69	and	and	CCONJ
ejpam-5868	288	70	testing	testing	NOUN
ejpam-5868	288	71	datasets	dataset	NOUN
ejpam-5868	288	72	are	be	AUX
ejpam-5868	288	73	presented	present	VERB
ejpam-5868	288	74	.	.	PUNCT
ejpam-5868	289	1	references	reference	NOUN
ejpam-5868	289	2	[	[	X
ejpam-5868	289	3	1	1	NUM
ejpam-5868	289	4	]	]	PUNCT
ejpam-5868	289	5	a.a	a.a	PROPN
ejpam-5868	289	6	.	.	PROPN
ejpam-5868	289	7	markov	markov	PROPN
ejpam-5868	289	8	.	.	PUNCT
ejpam-5868	290	1	extension	extension	NOUN
ejpam-5868	290	2	of	of	ADP
ejpam-5868	290	3	the	the	DET
ejpam-5868	290	4	law	law	NOUN
ejpam-5868	290	5	of	of	ADP
ejpam-5868	290	6	large	large	ADJ
ejpam-5868	290	7	numbers	number	NOUN
ejpam-5868	290	8	to	to	ADP
ejpam-5868	290	9	dependent	dependent	ADJ
ejpam-5868	290	10	events	event	NOUN
ejpam-5868	290	11	.	.	PUNCT
ejpam-5868	291	1	bulletin	bulletin	NOUN
ejpam-5868	291	2	of	of	ADP
ejpam-5868	291	3	the	the	DET
ejpam-5868	291	4	society	society	NOUN
ejpam-5868	291	5	of	of	ADP
ejpam-5868	291	6	the	the	DET
ejpam-5868	291	7	physics	physics	NOUN
ejpam-5868	291	8	mathematics	mathematics	PROPN
ejpam-5868	291	9	,	,	PUNCT
ejpam-5868	291	10	kazan	kazan	PROPN
ejpam-5868	291	11	,	,	PUNCT
ejpam-5868	291	12	russia	russia	PROPN
ejpam-5868	291	13	,	,	PUNCT
ejpam-5868	291	14	2:155–256	2:155–256	NUM
ejpam-5868	291	15	,	,	PUNCT
ejpam-5868	291	16	1906	1906	NUM
ejpam-5868	291	17	.	.	PUNCT
ejpam-5868	292	1	[	[	X
ejpam-5868	292	2	2	2	NUM
ejpam-5868	292	3	]	]	X
ejpam-5868	292	4	s.m	s.m	PROPN
ejpam-5868	292	5	.	.	PROPN
ejpam-5868	292	6	ross	ross	PROPN
ejpam-5868	292	7	et	et	PROPN
ejpam-5868	292	8	al	al	PROPN
ejpam-5868	292	9	.	.	PUNCT
ejpam-5868	293	1	stochastic	stochastic	ADJ
ejpam-5868	293	2	processes	process	NOUN
ejpam-5868	293	3	.	.	PUNCT
ejpam-5868	294	1	wiley	wiley	PROPN
ejpam-5868	294	2	,	,	PUNCT
ejpam-5868	294	3	new	new	PROPN
ejpam-5868	294	4	york	york	PROPN
ejpam-5868	294	5	,	,	PUNCT
ejpam-5868	294	6	1996	1996	NUM
ejpam-5868	294	7	.	.	PUNCT
ejpam-5868	295	1	[	[	X
ejpam-5868	295	2	3	3	X
ejpam-5868	295	3	]	]	X
ejpam-5868	295	4	g.	g.	PROPN
ejpam-5868	295	5	kavitha	kavitha	PROPN
ejpam-5868	295	6	et	et	PROPN
ejpam-5868	296	1	al	al	PROPN
ejpam-5868	296	2	.	.	PROPN
ejpam-5868	297	1	stock	stock	NOUN
ejpam-5868	297	2	market	market	NOUN
ejpam-5868	297	3	trend	trend	NOUN
ejpam-5868	297	4	analysis	analysis	NOUN
ejpam-5868	297	5	using	use	VERB
ejpam-5868	297	6	hidden	hide	VERB
ejpam-5868	297	7	markov	markov	NOUN
ejpam-5868	297	8	models	model	NOUN
ejpam-5868	297	9	.	.	PUNCT
ejpam-5868	298	1	international	international	ADJ
ejpam-5868	298	2	journal	journal	NOUN
ejpam-5868	298	3	of	of	ADP
ejpam-5868	298	4	computer	computer	NOUN
ejpam-5868	298	5	science	science	NOUN
ejpam-5868	298	6	and	and	CCONJ
ejpam-5868	298	7	information	information	NOUN
ejpam-5868	298	8	security	security	NOUN
ejpam-5868	298	9	,	,	PUNCT
ejpam-5868	298	10	11(10	11(10	NUM
ejpam-5868	298	11	)	)	PUNCT
ejpam-5868	298	12	,	,	PUNCT
ejpam-5868	298	13	2013	2013	NUM
ejpam-5868	298	14	.	.	PUNCT
ejpam-5868	299	1	[	[	X
ejpam-5868	299	2	4	4	X
ejpam-5868	299	3	]	]	PUNCT
ejpam-5868	299	4	guangming	guangme	VERB
ejpam-5868	299	5	li	li	PROPN
ejpam-5868	299	6	et	et	PROPN
ejpam-5868	299	7	al	al	PROPN
ejpam-5868	299	8	.	.	PROPN
ejpam-5868	299	9	fuzzy	fuzzy	ADJ
ejpam-5868	299	10	markov	markov	NOUN
ejpam-5868	299	11	chains	chain	NOUN
ejpam-5868	299	12	based	base	VERB
ejpam-5868	299	13	on	on	ADP
ejpam-5868	299	14	the	the	DET
ejpam-5868	299	15	fuzzy	fuzzy	ADJ
ejpam-5868	299	16	transition	transition	NOUN
ejpam-5868	299	17	probability	probability	NOUN
ejpam-5868	299	18	.	.	PUNCT
ejpam-5868	300	1	in	in	ADP
ejpam-5868	300	2	26th	26th	ADJ
ejpam-5868	300	3	chinese	chinese	ADJ
ejpam-5868	300	4	control	control	NOUN
ejpam-5868	300	5	and	and	CCONJ
ejpam-5868	300	6	decision	decision	NOUN
ejpam-5868	300	7	conference	conference	NOUN
ejpam-5868	300	8	(	(	PUNCT
ejpam-5868	300	9	ccdc	ccdc	PROPN
ejpam-5868	300	10	)	)	PUNCT
ejpam-5868	300	11	,	,	PUNCT
ejpam-5868	300	12	2014	2014	NUM
ejpam-5868	300	13	.	.	PUNCT
ejpam-5868	301	1	[	[	X
ejpam-5868	301	2	5	5	X
ejpam-5868	301	3	]	]	X
ejpam-5868	301	4	yonggang	yonggang	PROPN
ejpam-5868	301	5	li	li	PROPN
ejpam-5868	301	6	et	et	PROPN
ejpam-5868	301	7	al	al	PROPN
ejpam-5868	301	8	.	.	PROPN
ejpam-5868	301	9	research	research	NOUN
ejpam-5868	301	10	on	on	ADP
ejpam-5868	301	11	electricity	electricity	NOUN
ejpam-5868	301	12	price	price	NOUN
ejpam-5868	301	13	forecasting	forecasting	NOUN
ejpam-5868	301	14	method	method	NOUN
ejpam-5868	301	15	based	base	VERB
ejpam-5868	301	16	on	on	ADP
ejpam-5868	301	17	genetic	genetic	ADJ
ejpam-5868	301	18	algorithm	algorithm	NOUN
ejpam-5868	301	19	and	and	CCONJ
ejpam-5868	301	20	neural	neural	ADJ
ejpam-5868	301	21	network	network	NOUN
ejpam-5868	301	22	in	in	ADP
ejpam-5868	301	23	power	power	NOUN
ejpam-5868	301	24	market	market	NOUN
ejpam-5868	301	25	.	.	PUNCT
ejpam-5868	302	1	in	in	ADP
ejpam-5868	302	2	2nd	2nd	ADJ
ejpam-5868	302	3	ieee	ieee	NOUN
ejpam-5868	302	4	conference	conference	NOUN
ejpam-5868	302	5	on	on	ADP
ejpam-5868	302	6	energy	energy	NOUN
ejpam-5868	302	7	internet	internet	NOUN
ejpam-5868	302	8	and	and	CCONJ
ejpam-5868	302	9	energy	energy	NOUN
ejpam-5868	302	10	system	system	NOUN
ejpam-5868	302	11	integration	integration	NOUN
ejpam-5868	302	12	,	,	PUNCT
ejpam-5868	302	13	pages	page	NOUN
ejpam-5868	302	14	1–6	1–6	NUM
ejpam-5868	302	15	,	,	PUNCT
ejpam-5868	302	16	2018	2018	NUM
ejpam-5868	302	17	.	.	PUNCT
ejpam-5868	303	1	[	[	X
ejpam-5868	303	2	6	6	NUM
ejpam-5868	303	3	]	]	PUNCT
ejpam-5868	303	4	nivedita	nivedita	PROPN
ejpam-5868	303	5	pandey	pandey	PROPN
ejpam-5868	303	6	et	et	PROPN
ejpam-5868	303	7	al	al	PROPN
ejpam-5868	303	8	.	.	PUNCT
ejpam-5868	304	1	different	different	ADJ
ejpam-5868	304	2	price	price	NOUN
ejpam-5868	304	3	forecasting	forecasting	NOUN
ejpam-5868	304	4	techniques	technique	NOUN
ejpam-5868	304	5	and	and	CCONJ
ejpam-5868	304	6	their	their	PRON
ejpam-5868	304	7	application	application	NOUN
ejpam-5868	304	8	in	in	ADP
ejpam-5868	304	9	deregulated	deregulated	ADJ
ejpam-5868	304	10	electricity	electricity	NOUN
ejpam-5868	304	11	market	market	NOUN
ejpam-5868	304	12	:	:	PUNCT
ejpam-5868	304	13	a	a	DET
ejpam-5868	304	14	comprehensive	comprehensive	ADJ
ejpam-5868	304	15	study	study	NOUN
ejpam-5868	304	16	.	.	PUNCT
ejpam-5868	305	1	in	in	ADP
ejpam-5868	305	2	international	international	ADJ
ejpam-5868	305	3	conference	conference	NOUN
ejpam-5868	305	4	on	on	ADP
ejpam-5868	305	5	emerging	emerge	VERB
ejpam-5868	305	6	trends	trend	NOUN
ejpam-5868	305	7	in	in	ADP
ejpam-5868	305	8	electrical	electrical	ADJ
ejpam-5868	305	9	,	,	PUNCT
ejpam-5868	305	10	electronics	electronic	NOUN
ejpam-5868	305	11	and	and	CCONJ
ejpam-5868	305	12	sustainable	sustainable	ADJ
ejpam-5868	305	13	energy	energy	NOUN
ejpam-5868	305	14	systems	system	NOUN
ejpam-5868	305	15	(	(	PUNCT
ejpam-5868	305	16	iceteeses–16	iceteeses–16	NOUN
ejpam-5868	305	17	)	)	PUNCT
ejpam-5868	305	18	,	,	PUNCT
ejpam-5868	305	19	2016	2016	NUM
ejpam-5868	305	20	.	.	PUNCT
ejpam-5868	306	1	[	[	X
ejpam-5868	306	2	7	7	X
ejpam-5868	306	3	]	]	PUNCT
ejpam-5868	306	4	m.	m.	NOUN
ejpam-5868	306	5	hambali	hambali	PROPN
ejpam-5868	306	6	et	et	PROPN
ejpam-5868	306	7	al	al	PROPN
ejpam-5868	306	8	.	.	PROPN
ejpam-5868	306	9	electric	electric	PROPN
ejpam-5868	306	10	power	power	PROPN
ejpam-5868	306	11	load	load	NOUN
ejpam-5868	306	12	forecast	forecast	NOUN
ejpam-5868	306	13	using	use	VERB
ejpam-5868	306	14	decision	decision	NOUN
ejpam-5868	306	15	tree	tree	NOUN
ejpam-5868	306	16	algorithms	algorithm	NOUN
ejpam-5868	306	17	.	.	PUNCT
ejpam-5868	307	1	computing	computing	NOUN
ejpam-5868	307	2	,	,	PUNCT
ejpam-5868	307	3	information	information	NOUN
ejpam-5868	307	4	systems	system	NOUN
ejpam-5868	307	5	,	,	PUNCT
ejpam-5868	307	6	development	development	NOUN
ejpam-5868	307	7	informatics	informatic	NOUN
ejpam-5868	307	8	allied	ally	VERB
ejpam-5868	307	9	research	research	NOUN
ejpam-5868	307	10	journal	journal	NOUN
ejpam-5868	307	11	,	,	PUNCT
ejpam-5868	307	12	7(4	7(4	NUM
ejpam-5868	307	13	)	)	PUNCT
ejpam-5868	307	14	,	,	PUNCT
ejpam-5868	307	15	2016	2016	NUM
ejpam-5868	307	16	.	.	PUNCT
ejpam-5868	308	1	[	[	X
ejpam-5868	308	2	8	8	NUM
ejpam-5868	308	3	]	]	X
ejpam-5868	308	4	r.	r.	PROPN
ejpam-5868	308	5	sujatha	sujatha	PROPN
ejpam-5868	308	6	et	et	PROPN
ejpam-5868	308	7	al	al	PROPN
ejpam-5868	308	8	.	.	PROPN
ejpam-5868	308	9	fuzzy	fuzzy	ADJ
ejpam-5868	308	10	probability	probability	NOUN
ejpam-5868	308	11	approach	approach	NOUN
ejpam-5868	308	12	for	for	ADP
ejpam-5868	308	13	re	re	NOUN
ejpam-5868	308	14	-	-	NOUN
ejpam-5868	308	15	estimation	estimation	NOUN
ejpam-5868	308	16	of	of	ADP
ejpam-5868	308	17	hidden	hide	VERB
ejpam-5868	308	18	markov	markov	NOUN
ejpam-5868	308	19	chain	chain	NOUN
ejpam-5868	308	20	.	.	PUNCT
ejpam-5868	309	1	international	international	ADJ
ejpam-5868	309	2	journal	journal	NOUN
ejpam-5868	309	3	of	of	ADP
ejpam-5868	309	4	pure	pure	ADJ
ejpam-5868	309	5	and	and	CCONJ
ejpam-5868	309	6	applied	applied	ADJ
ejpam-5868	309	7	mathematics	mathematic	NOUN
ejpam-5868	309	8	,	,	PUNCT
ejpam-5868	309	9	109(8):57–64	109(8):57–64	PROPN
ejpam-5868	309	10	,	,	PUNCT
ejpam-5868	309	11	2016	2016	NUM
ejpam-5868	309	12	.	.	PUNCT
ejpam-5868	310	1	[	[	X
ejpam-5868	310	2	9	9	NUM
ejpam-5868	310	3	]	]	PUNCT
ejpam-5868	310	4	s.	s.	PROPN
ejpam-5868	310	5	marimuthu	marimuthu	PROPN
ejpam-5868	310	6	et	et	PROPN
ejpam-5868	310	7	al	al	PROPN
ejpam-5868	310	8	.	.	PROPN
ejpam-5868	310	9	fuzzy	fuzzy	ADJ
ejpam-5868	310	10	stochastic	stochastic	ADJ
ejpam-5868	310	11	markov	markov	NOUN
ejpam-5868	310	12	chain	chain	NOUN
ejpam-5868	310	13	transitions	transition	NOUN
ejpam-5868	310	14	probability	probability	NOUN
ejpam-5868	310	15	for	for	ADP
ejpam-5868	310	16	climatic	climatic	ADJ
ejpam-5868	310	17	model	model	NOUN
ejpam-5868	310	18	with	with	ADP
ejpam-5868	310	19	uncertainties	uncertainty	NOUN
ejpam-5868	310	20	.	.	PUNCT
ejpam-5868	311	1	advances	advance	NOUN
ejpam-5868	311	2	and	and	CCONJ
ejpam-5868	311	3	applications	application	NOUN
ejpam-5868	311	4	in	in	ADP
ejpam-5868	311	5	mathematical	mathematical	ADJ
ejpam-5868	311	6	sciences	science	NOUN
ejpam-5868	311	7	,	,	PUNCT
ejpam-5868	311	8	22(1):179–190	22(1):179–190	PROPN
ejpam-5868	311	9	,	,	PUNCT
ejpam-5868	311	10	2022	2022	NUM
ejpam-5868	311	11	.	.	PUNCT
ejpam-5868	312	1	k.	k.	PROPN
ejpam-5868	312	2	kalpana	kalpana	PROPN
ejpam-5868	312	3	and	and	CCONJ
ejpam-5868	312	4	g.	g.	PROPN
ejpam-5868	312	5	kavitha	kavitha	PROPN
ejpam-5868	312	6	/	/	SYM
ejpam-5868	312	7	eur	eur	PROPN
ejpam-5868	312	8	.	.	PUNCT
ejpam-5868	313	1	j.	j.	PROPN
ejpam-5868	313	2	pure	pure	PROPN
ejpam-5868	313	3	appl	appl	PROPN
ejpam-5868	313	4	.	.	PROPN
ejpam-5868	313	5	math	math	PROPN
ejpam-5868	313	6	,	,	PUNCT
ejpam-5868	313	7	18	18	NUM
ejpam-5868	313	8	(	(	PUNCT
ejpam-5868	313	9	2	2	NUM
ejpam-5868	313	10	)	)	PUNCT
ejpam-5868	313	11	(	(	PUNCT
ejpam-5868	313	12	2025	2025	NUM
ejpam-5868	313	13	)	)	PUNCT
ejpam-5868	313	14	,	,	PUNCT
ejpam-5868	313	15	5868	5868	NUM
ejpam-5868	313	16	26	26	NUM
ejpam-5868	313	17	of	of	ADP
ejpam-5868	313	18	26	26	NUM
ejpam-5868	313	19	[	[	SYM
ejpam-5868	313	20	10	10	NUM
ejpam-5868	313	21	]	]	X
ejpam-5868	313	22	jesus	jesus	PROPN
ejpam-5868	313	23	lago	lago	VERB
ejpam-5868	313	24	et	et	PROPN
ejpam-5868	313	25	al	al	PROPN
ejpam-5868	313	26	.	.	PUNCT
ejpam-5868	314	1	forecasting	forecasting	NOUN
ejpam-5868	314	2	day	day	PROPN
ejpam-5868	314	3	-	-	PUNCT
ejpam-5868	314	4	ahead	ahead	NOUN
ejpam-5868	314	5	electricity	electricity	NOUN
ejpam-5868	314	6	prices	price	NOUN
ejpam-5868	314	7	in	in	ADP
ejpam-5868	314	8	europe	europe	PROPN
ejpam-5868	314	9	:	:	PUNCT
ejpam-5868	314	10	the	the	DET
ejpam-5868	314	11	importance	importance	NOUN
ejpam-5868	314	12	of	of	ADP
ejpam-5868	314	13	considering	consider	VERB
ejpam-5868	314	14	market	market	NOUN
ejpam-5868	314	15	integration	integration	NOUN
ejpam-5868	314	16	.	.	PUNCT
ejpam-5868	315	1	applied	apply	VERB
ejpam-5868	315	2	energy	energy	NOUN
ejpam-5868	315	3	,	,	PUNCT
ejpam-5868	315	4	211:890–903	211:890–903	NUM
ejpam-5868	315	5	,	,	PUNCT
ejpam-5868	315	6	2018	2018	NUM
ejpam-5868	315	7	.	.	PUNCT
ejpam-5868	316	1	[	[	X
ejpam-5868	316	2	11	11	NUM
ejpam-5868	316	3	]	]	X
ejpam-5868	316	4	camino	camino	PROPN
ejpam-5868	316	5	gonzalez	gonzalez	PROPN
ejpam-5868	316	6	et	et	PROPN
ejpam-5868	316	7	al	al	PROPN
ejpam-5868	316	8	.	.	PUNCT
ejpam-5868	317	1	electricity	electricity	NOUN
ejpam-5868	317	2	price	price	NOUN
ejpam-5868	317	3	forecasting	forecasting	NOUN
ejpam-5868	317	4	with	with	ADP
ejpam-5868	317	5	dynamic	dynamic	ADJ
ejpam-5868	317	6	trees	tree	NOUN
ejpam-5868	317	7	:	:	PUNCT
ejpam-5868	317	8	a	a	DET
ejpam-5868	317	9	benchmark	benchmark	NOUN
ejpam-5868	317	10	against	against	ADP
ejpam-5868	317	11	the	the	DET
ejpam-5868	317	12	random	random	ADJ
ejpam-5868	317	13	forest	forest	NOUN
ejpam-5868	317	14	approach	approach	NOUN
ejpam-5868	317	15	.	.	PUNCT
ejpam-5868	318	1	energies	energy	NOUN
ejpam-5868	318	2	,	,	PUNCT
ejpam-5868	318	3	11:1588	11:1588	NUM
ejpam-5868	318	4	,	,	PUNCT
ejpam-5868	318	5	2018	2018	NUM
ejpam-5868	318	6	.	.	PUNCT
ejpam-5868	319	1	[	[	X
ejpam-5868	319	2	12	12	NUM
ejpam-5868	319	3	]	]	X
ejpam-5868	319	4	mandeep	mandeep	PROPN
ejpam-5868	319	5	singh	singh	PROPN
ejpam-5868	319	6	et	et	PROPN
ejpam-5868	319	7	al	al	PROPN
ejpam-5868	319	8	.	.	PROPN
ejpam-5868	320	1	various	various	ADJ
ejpam-5868	320	2	electricity	electricity	NOUN
ejpam-5868	320	3	load	load	NOUN
ejpam-5868	320	4	forecasting	forecasting	NOUN
ejpam-5868	320	5	techniques	technique	NOUN
ejpam-5868	320	6	with	with	ADP
ejpam-5868	320	7	pros	pro	NOUN
ejpam-5868	320	8	and	and	CCONJ
ejpam-5868	320	9	cons	con	NOUN
ejpam-5868	320	10	.	.	PUNCT
ejpam-5868	321	1	international	international	ADJ
ejpam-5868	321	2	journal	journal	NOUN
ejpam-5868	321	3	of	of	ADP
ejpam-5868	321	4	recent	recent	ADJ
ejpam-5868	321	5	technology	technology	NOUN
ejpam-5868	321	6	and	and	CCONJ
ejpam-5868	321	7	engineering	engineering	NOUN
ejpam-5868	321	8	,	,	PUNCT
ejpam-5868	321	9	8(6	8(6	NUM
ejpam-5868	321	10	)	)	PUNCT
ejpam-5868	321	11	,	,	PUNCT
ejpam-5868	321	12	2020	2020	NUM
ejpam-5868	321	13	.	.	PUNCT
ejpam-5868	322	1	[	[	X
ejpam-5868	322	2	13	13	NUM
ejpam-5868	322	3	]	]	PUNCT
ejpam-5868	322	4	niranjan	niranjan	PROPN
ejpam-5868	322	5	kumar	kumar	PROPN
ejpam-5868	322	6	et	et	PROPN
ejpam-5868	322	7	al	al	PROPN
ejpam-5868	322	8	.	.	PUNCT
ejpam-5868	322	9	market	market	NOUN
ejpam-5868	322	10	clearing	clearing	NOUN
ejpam-5868	322	11	price	price	NOUN
ejpam-5868	322	12	prediction	prediction	NOUN
ejpam-5868	322	13	using	use	VERB
ejpam-5868	322	14	ann	ann	PROPN
ejpam-5868	322	15	in	in	ADP
ejpam-5868	322	16	indian	indian	ADJ
ejpam-5868	322	17	electricity	electricity	NOUN
ejpam-5868	322	18	markets	market	NOUN
ejpam-5868	322	19	.	.	PUNCT
ejpam-5868	323	1	in	in	ADP
ejpam-5868	323	2	ieee	ieee	NOUN
ejpam-5868	323	3	conference	conference	NOUN
ejpam-5868	323	4	,	,	PUNCT
ejpam-5868	323	5	2016	2016	NUM
ejpam-5868	323	6	.	.	PUNCT
ejpam-5868	324	1	[	[	X
ejpam-5868	324	2	14	14	NUM
ejpam-5868	324	3	]	]	X
ejpam-5868	324	4	da	da	PROPN
ejpam-5868	324	5	liu	liu	PROPN
ejpam-5868	324	6	et	et	PROPN
ejpam-5868	324	7	al	al	PROPN
ejpam-5868	324	8	.	.	PUNCT
ejpam-5868	324	9	electricity	electricity	NOUN
ejpam-5868	324	10	price	price	NOUN
ejpam-5868	324	11	forecast	forecast	NOUN
ejpam-5868	324	12	using	use	VERB
ejpam-5868	324	13	combined	combined	ADJ
ejpam-5868	324	14	models	model	NOUN
ejpam-5868	324	15	with	with	ADP
ejpam-5868	324	16	adaptive	adaptive	ADJ
ejpam-5868	324	17	weights	weight	NOUN
ejpam-5868	324	18	selected	select	VERB
ejpam-5868	324	19	and	and	CCONJ
ejpam-5868	324	20	errors	error	NOUN
ejpam-5868	324	21	calibrated	calibrate	VERB
ejpam-5868	324	22	by	by	ADP
ejpam-5868	324	23	hidden	hide	VERB
ejpam-5868	324	24	markov	markov	NOUN
ejpam-5868	324	25	model	model	NOUN
ejpam-5868	324	26	.	.	PUNCT
ejpam-5868	325	1	hindawi	hindawi	ADJ
ejpam-5868	325	2	,	,	PUNCT
ejpam-5868	325	3	2013	2013	NUM
ejpam-5868	325	4	.	.	PUNCT
ejpam-5868	326	1	[	[	X
ejpam-5868	326	2	15	15	NUM
ejpam-5868	326	3	]	]	PUNCT
ejpam-5868	326	4	erol	erol	NOUN
ejpam-5868	326	5	egrioglu	egrioglu	NOUN
ejpam-5868	326	6	et	et	PROPN
ejpam-5868	326	7	al	al	PROPN
ejpam-5868	326	8	.	.	PUNCT
ejpam-5868	326	9	picture	picture	PROPN
ejpam-5868	326	10	fuzzy	fuzzy	ADJ
ejpam-5868	326	11	time	time	NOUN
ejpam-5868	326	12	series	series	PROPN
ejpam-5868	326	13	:	:	PUNCT
ejpam-5868	326	14	defining	define	VERB
ejpam-5868	326	15	,	,	PUNCT
ejpam-5868	326	16	modeling	modeling	NOUN
ejpam-5868	326	17	and	and	CCONJ
ejpam-5868	326	18	creating	create	VERB
ejpam-5868	326	19	a	a	DET
ejpam-5868	326	20	new	new	ADJ
ejpam-5868	326	21	forecasting	forecasting	NOUN
ejpam-5868	326	22	method	method	NOUN
ejpam-5868	326	23	.	.	PUNCT
ejpam-5868	327	1	engineering	engineering	NOUN
ejpam-5868	327	2	applications	application	NOUN
ejpam-5868	327	3	of	of	ADP
ejpam-5868	327	4	artificial	artificial	ADJ
ejpam-5868	327	5	intelligence	intelligence	NOUN
ejpam-5868	327	6	,	,	PUNCT
ejpam-5868	327	7	88	88	NUM
ejpam-5868	327	8	,	,	PUNCT
ejpam-5868	327	9	2020	2020	NUM
ejpam-5868	327	10	.	.	PUNCT
ejpam-5868	328	1	[	[	X
ejpam-5868	328	2	16	16	NUM
ejpam-5868	328	3	]	]	X
ejpam-5868	328	4	harsh	harsh	ADJ
ejpam-5868	328	5	patel	patel	NOUN
ejpam-5868	328	6	et	et	PROPN
ejpam-5868	328	7	al	al	PROPN
ejpam-5868	328	8	.	.	PUNCT
ejpam-5868	328	9	energy	energy	NOUN
ejpam-5868	328	10	consumption	consumption	NOUN
ejpam-5868	328	11	and	and	CCONJ
ejpam-5868	328	12	price	price	NOUN
ejpam-5868	328	13	forecasting	forecasting	NOUN
ejpam-5868	328	14	through	through	ADP
ejpam-5868	328	15	data	data	NOUN
ejpam-5868	328	16	-	-	PUNCT
ejpam-5868	328	17	driven	drive	VERB
ejpam-5868	328	18	analysis	analysis	NOUN
ejpam-5868	328	19	methods	method	NOUN
ejpam-5868	328	20	:	:	PUNCT
ejpam-5868	328	21	a	a	DET
ejpam-5868	328	22	review	review	NOUN
ejpam-5868	328	23	.	.	PUNCT
ejpam-5868	329	1	sn	sn	PROPN
ejpam-5868	329	2	computer	computer	NOUN
ejpam-5868	329	3	science	science	NOUN
ejpam-5868	329	4	,	,	PUNCT
ejpam-5868	329	5	2:315	2:315	NUM
ejpam-5868	329	6	,	,	PUNCT
ejpam-5868	329	7	2021	2021	NUM
ejpam-5868	329	8	.	.	PUNCT
ejpam-5868	330	1	[	[	X
ejpam-5868	330	2	17	17	NUM
ejpam-5868	330	3	]	]	X
ejpam-5868	330	4	ahmed	ahmed	PROPN
ejpam-5868	330	5	g.	g.	PROPN
ejpam-5868	330	6	gad	gad	PROPN
ejpam-5868	330	7	.	.	PUNCT
ejpam-5868	331	1	particle	particle	NOUN
ejpam-5868	331	2	swarm	swarm	NOUN
ejpam-5868	331	3	optimization	optimization	NOUN
ejpam-5868	331	4	algorithm	algorithm	NOUN
ejpam-5868	331	5	and	and	CCONJ
ejpam-5868	331	6	its	its	PRON
ejpam-5868	331	7	applications	application	NOUN
ejpam-5868	331	8	:	:	PUNCT
ejpam-5868	331	9	a	a	DET
ejpam-5868	331	10	systematic	systematic	ADJ
ejpam-5868	331	11	review	review	NOUN
ejpam-5868	331	12	.	.	PUNCT
ejpam-5868	332	1	archives	archive	NOUN
ejpam-5868	332	2	of	of	ADP
ejpam-5868	332	3	computational	computational	ADJ
ejpam-5868	332	4	methods	method	NOUN
ejpam-5868	332	5	in	in	ADP
ejpam-5868	332	6	engineering	engineering	NOUN
ejpam-5868	332	7	,	,	PUNCT
ejpam-5868	332	8	29:2531–2561	29:2531–2561	NUM
ejpam-5868	332	9	,	,	PUNCT
ejpam-5868	332	10	2022	2022	NUM
ejpam-5868	332	11	.	.	PUNCT
ejpam-5868	333	1	[	[	X
ejpam-5868	333	2	18	18	NUM
ejpam-5868	333	3	]	]	PUNCT
ejpam-5868	333	4	sugiyarto	sugiyarto	NOUN
ejpam-5868	333	5	suronoi	suronoi	PROPN
ejpam-5868	333	6	et	et	PROPN
ejpam-5868	333	7	al	al	PROPN
ejpam-5868	333	8	.	.	PUNCT
ejpam-5868	333	9	optimization	optimization	NOUN
ejpam-5868	333	10	of	of	ADP
ejpam-5868	333	11	markov	markov	NOUN
ejpam-5868	333	12	weighted	weight	VERB
ejpam-5868	333	13	fuzzy	fuzzy	ADJ
ejpam-5868	333	14	time	time	NOUN
ejpam-5868	333	15	series	series	PROPN
ejpam-5868	333	16	forecasting	forecasting	NOUN
ejpam-5868	333	17	using	use	VERB
ejpam-5868	333	18	genetic	genetic	ADJ
ejpam-5868	333	19	algorithm	algorithm	NOUN
ejpam-5868	333	20	(	(	PUNCT
ejpam-5868	333	21	ga	ga	NOUN
ejpam-5868	333	22	)	)	PUNCT
ejpam-5868	333	23	and	and	CCONJ
ejpam-5868	333	24	particle	particle	NOUN
ejpam-5868	333	25	swarm	swarm	NOUN
ejpam-5868	333	26	optimization	optimization	NOUN
ejpam-5868	333	27	(	(	PUNCT
ejpam-5868	333	28	pso	pso	NOUN
ejpam-5868	333	29	)	)	PUNCT
ejpam-5868	333	30	.	.	PUNCT
ejpam-5868	334	1	emerging	emerge	VERB
ejpam-5868	334	2	science	science	NOUN
ejpam-5868	334	3	journal	journal	NOUN
ejpam-5868	334	4	,	,	PUNCT
ejpam-5868	334	5	6(6	6(6	ADJ
ejpam-5868	334	6	)	)	PUNCT
ejpam-5868	334	7	,	,	PUNCT
ejpam-5868	334	8	2022	2022	NUM
ejpam-5868	334	9	.	.	PUNCT
ejpam-5868	335	1	[	[	X
ejpam-5868	335	2	19	19	NUM
ejpam-5868	335	3	]	]	X
ejpam-5868	335	4	jingzhong	jingzhong	PROPN
ejpam-5868	335	5	fang	fang	PROPN
ejpam-5868	335	6	et	et	PROPN
ejpam-5868	335	7	al	al	PROPN
ejpam-5868	335	8	.	.	PROPN
ejpam-5868	335	9	survey	survey	NOUN
ejpam-5868	335	10	of	of	ADP
ejpam-5868	335	11	algorithms	algorithm	NOUN
ejpam-5868	335	12	,	,	PUNCT
ejpam-5868	335	13	applications	application	NOUN
ejpam-5868	335	14	,	,	PUNCT
ejpam-5868	335	15	and	and	CCONJ
ejpam-5868	335	16	trends	trend	NOUN
ejpam-5868	335	17	for	for	ADP
ejpam-5868	335	18	particle	particle	NOUN
ejpam-5868	335	19	swarm	swarm	NOUN
ejpam-5868	335	20	optimization	optimization	NOUN
ejpam-5868	335	21	.	.	PUNCT
ejpam-5868	336	1	international	international	ADJ
ejpam-5868	336	2	journal	journal	PROPN
ejpam-5868	336	3	of	of	ADP
ejpam-5868	336	4	network	network	NOUN
ejpam-5868	336	5	dynamics	dynamic	NOUN
ejpam-5868	336	6	and	and	CCONJ
ejpam-5868	336	7	intelligence	intelligence	NOUN
ejpam-5868	336	8	,	,	PUNCT
ejpam-5868	336	9	2023	2023	NUM
ejpam-5868	336	10	.	.	PUNCT
ejpam-5868	337	1	[	[	X
ejpam-5868	337	2	20	20	NUM
ejpam-5868	337	3	]	]	SYM
ejpam-5868	337	4	susilo	susilo	NOUN
ejpam-5868	337	5	hariyanto	hariyanto	PROPN
ejpam-5868	337	6	et	et	PROPN
ejpam-5868	337	7	al	al	PROPN
ejpam-5868	337	8	.	.	PUNCT
ejpam-5868	337	9	average	average	NOUN
ejpam-5868	337	10	-	-	PUNCT
ejpam-5868	337	11	based	base	VERB
ejpam-5868	337	12	fuzzy	fuzzy	ADJ
ejpam-5868	337	13	time	time	NOUN
ejpam-5868	337	14	series	series	PROPN
ejpam-5868	337	15	markov	markov	PROPN
ejpam-5868	337	16	chain	chain	NOUN
ejpam-5868	337	17	based	base	VERB
ejpam-5868	337	18	on	on	ADP
ejpam-5868	337	19	frequency	frequency	NOUN
ejpam-5868	337	20	density	density	NOUN
ejpam-5868	337	21	partitioning	partitioning	NOUN
ejpam-5868	337	22	.	.	PUNCT
ejpam-5868	338	1	hindawi	hindawi	ADJ
ejpam-5868	338	2	journal	journal	PROPN
ejpam-5868	338	3	of	of	ADP
ejpam-5868	338	4	applied	apply	VERB
ejpam-5868	338	5	mathematics	mathematic	NOUN
ejpam-5868	338	6	,	,	PUNCT
ejpam-5868	338	7	2023	2023	NUM
ejpam-5868	338	8	.	.	PUNCT
ejpam-5868	339	1	[	[	X
ejpam-5868	339	2	21	21	NUM
ejpam-5868	339	3	]	]	X
ejpam-5868	339	4	xuan	xuan	PROPN
ejpam-5868	339	5	huang	huang	PROPN
ejpam-5868	339	6	et	et	PROPN
ejpam-5868	339	7	al	al	PROPN
ejpam-5868	339	8	.	.	PROPN
ejpam-5868	339	9	weighted	weight	VERB
ejpam-5868	339	10	fuzzy	fuzzy	ADJ
ejpam-5868	339	11	markov	markov	NOUN
ejpam-5868	339	12	chains	chain	NOUN
ejpam-5868	339	13	for	for	ADP
ejpam-5868	339	14	regions	region	NOUN
ejpam-5868	339	15	research	research	VERB
ejpam-5868	339	16	on	on	ADP
ejpam-5868	339	17	rainfall	rainfall	NOUN
ejpam-5868	339	18	forecasting	forecasting	NOUN
ejpam-5868	339	19	.	.	PUNCT
ejpam-5868	340	1	in	in	ADP
ejpam-5868	340	2	6th	6th	ADJ
ejpam-5868	340	3	international	international	ADJ
ejpam-5868	340	4	symposium	symposium	NOUN
ejpam-5868	340	5	on	on	ADP
ejpam-5868	340	6	big	big	ADJ
ejpam-5868	340	7	data	datum	NOUN
ejpam-5868	340	8	and	and	CCONJ
ejpam-5868	340	9	applied	applied	ADJ
ejpam-5868	340	10	statistics	statistic	NOUN
ejpam-5868	340	11	,	,	PUNCT
ejpam-5868	340	12	journal	journal	NOUN
ejpam-5868	340	13	of	of	ADP
ejpam-5868	340	14	physics	physics	PROPN
ejpam-5868	340	15	conference	conference	NOUN
ejpam-5868	340	16	series	series	NOUN
ejpam-5868	340	17	,	,	PUNCT
ejpam-5868	340	18	2023	2023	NUM
ejpam-5868	340	19	.	.	PUNCT
ejpam-5868	341	1	[	[	X
ejpam-5868	341	2	22	22	NUM
ejpam-5868	341	3	]	]	X
ejpam-5868	341	4	binhe	binhe	PROPN
ejpam-5868	341	5	chen	chen	PROPN
ejpam-5868	341	6	et	et	PROPN
ejpam-5868	341	7	al	al	PROPN
ejpam-5868	341	8	.	.	PUNCT
ejpam-5868	342	1	a	a	DET
ejpam-5868	342	2	comprehensive	comprehensive	ADJ
ejpam-5868	342	3	survey	survey	NOUN
ejpam-5868	342	4	on	on	ADP
ejpam-5868	342	5	the	the	DET
ejpam-5868	342	6	chicken	chicken	NOUN
ejpam-5868	342	7	swarm	swarm	NOUN
ejpam-5868	342	8	optimization	optimization	NOUN
ejpam-5868	342	9	algorithm	algorithm	NOUN
ejpam-5868	342	10	and	and	CCONJ
ejpam-5868	342	11	its	its	PRON
ejpam-5868	342	12	applications	application	NOUN
ejpam-5868	342	13	:	:	PUNCT
ejpam-5868	342	14	state	state	NOUN
ejpam-5868	342	15	of	of	ADP
ejpam-5868	342	16	the	the	DET
ejpam-5868	342	17	art	art	NOUN
ejpam-5868	342	18	and	and	CCONJ
ejpam-5868	342	19	research	research	NOUN
ejpam-5868	342	20	challenges	challenge	NOUN
ejpam-5868	342	21	.	.	PUNCT
ejpam-5868	343	1	artificial	artificial	ADJ
ejpam-5868	343	2	intelligence	intelligence	NOUN
ejpam-5868	343	3	review	review	NOUN
ejpam-5868	343	4	,	,	PUNCT
ejpam-5868	343	5	2024	2024	NUM
ejpam-5868	343	6	.	.	PUNCT
ejpam-5868	344	1	[	[	X
ejpam-5868	344	2	23	23	NUM
ejpam-5868	344	3	]	]	PUNCT
ejpam-5868	344	4	a.	a.	NOUN
ejpam-5868	344	5	arumugam	arumugam	PROPN
ejpam-5868	344	6	,	,	PUNCT
ejpam-5868	344	7	ponmana	ponmana	ADJ
ejpam-5868	344	8	selvan	selvan	PROPN
ejpam-5868	344	9	,	,	PUNCT
ejpam-5868	344	10	et	et	PROPN
ejpam-5868	344	11	al	al	PROPN
ejpam-5868	344	12	.	.	PROPN
ejpam-5868	344	13	mittag	mittag	ADJ
ejpam-5868	344	14	-	-	PUNCT
ejpam-5868	344	15	leffler	leffler	NOUN
ejpam-5868	344	16	-	-	PUNCT
ejpam-5868	344	17	hyers	hyer	NOUN
ejpam-5868	344	18	-	-	PUNCT
ejpam-5868	344	19	ulam	ulam	ADJ
ejpam-5868	344	20	stability	stability	NOUN
ejpam-5868	344	21	for	for	ADP
ejpam-5868	344	22	a	a	DET
ejpam-5868	344	23	firstand	firstand	NOUN
ejpam-5868	344	24	second	second	ADJ
ejpam-5868	344	25	-	-	PUNCT
ejpam-5868	344	26	order	order	NOUN
ejpam-5868	344	27	nonlinear	nonlinear	ADJ
ejpam-5868	344	28	differential	differential	ADJ
ejpam-5868	344	29	equations	equation	NOUN
ejpam-5868	344	30	using	use	VERB
ejpam-5868	344	31	fourier	fourier	NOUN
ejpam-5868	344	32	transform	transform	NOUN
ejpam-5868	344	33	.	.	PUNCT
ejpam-5868	345	1	demonstratio	demonstratio	PROPN
ejpam-5868	345	2	mathematica	mathematica	PROPN
ejpam-5868	345	3	,	,	PUNCT
ejpam-5868	345	4	57:20240033	57:20240033	PROPN
ejpam-5868	345	5	,	,	PUNCT
ejpam-5868	345	6	2024	2024	NUM
ejpam-5868	345	7	.	.	PUNCT
ejpam-5868	346	1	[	[	X
ejpam-5868	346	2	24	24	NUM
ejpam-5868	346	3	]	]	X
ejpam-5868	346	4	g.	g.	PROPN
ejpam-5868	346	5	gokulvijay	gokulvijay	VERB
ejpam-5868	346	6	et	et	PROPN
ejpam-5868	346	7	al	al	PROPN
ejpam-5868	346	8	.	.	PUNCT
ejpam-5868	347	1	investigating	investigate	VERB
ejpam-5868	347	2	integrodifferential	integrodifferential	ADJ
ejpam-5868	347	3	equations	equation	NOUN
ejpam-5868	347	4	associated	associate	VERB
ejpam-5868	347	5	with	with	ADP
ejpam-5868	347	6	fractal	fractal	ADJ
ejpam-5868	347	7	–	–	PUNCT
ejpam-5868	347	8	fractional	fractional	ADJ
ejpam-5868	347	9	differential	differential	NOUN
ejpam-5868	347	10	operators	operator	NOUN
ejpam-5868	347	11	.	.	PUNCT
ejpam-5868	348	1	physics	physics	PROPN
ejpam-5868	348	2	of	of	ADP
ejpam-5868	348	3	fluids	fluid	NOUN
ejpam-5868	348	4	,	,	PUNCT
ejpam-5868	348	5	36:057126	36:057126	NUM
ejpam-5868	348	6	,	,	PUNCT
ejpam-5868	348	7	2024	2024	NUM
ejpam-5868	348	8	.	.	PUNCT
ejpam-5868	349	1	[	[	X
ejpam-5868	349	2	25	25	NUM
ejpam-5868	349	3	]	]	PUNCT
ejpam-5868	349	4	kottakkaran	kottakkaran	VERB
ejpam-5868	349	5	sooppy	sooppy	ADJ
ejpam-5868	349	6	nisar	nisar	PROPN
ejpam-5868	349	7	et	et	PROPN
ejpam-5868	349	8	al	al	PROPN
ejpam-5868	349	9	.	.	PUNCT
ejpam-5868	349	10	evaluating	evaluate	VERB
ejpam-5868	349	11	the	the	DET
ejpam-5868	349	12	stability	stability	NOUN
ejpam-5868	349	13	and	and	CCONJ
ejpam-5868	349	14	efficacy	efficacy	NOUN
ejpam-5868	349	15	of	of	ADP
ejpam-5868	349	16	fractalfractional	fractalfractional	ADJ
ejpam-5868	349	17	models	model	NOUN
ejpam-5868	349	18	in	in	ADP
ejpam-5868	349	19	reproductive	reproductive	ADJ
ejpam-5868	349	20	cancer	cancer	NOUN
ejpam-5868	349	21	apoptosis	apoptosis	NOUN
ejpam-5868	349	22	with	with	ADP
ejpam-5868	349	23	abt-737	abt-737	ADJ
ejpam-5868	349	24	.	.	PUNCT
ejpam-5868	350	1	journal	journal	PROPN
ejpam-5868	350	2	of	of	ADP
ejpam-5868	350	3	inequalities	inequality	NOUN
ejpam-5868	350	4	and	and	CCONJ
ejpam-5868	350	5	applications	application	NOUN
ejpam-5868	350	6	,	,	PUNCT
ejpam-5868	350	7	2025	2025	NUM
ejpam-5868	350	8	.	.	PUNCT
ejpam-5868	351	1	[	[	X
ejpam-5868	351	2	26	26	NUM
ejpam-5868	351	3	]	]	PUNCT
ejpam-5868	351	4	govindaswamy	govindaswamy	NOUN
ejpam-5868	351	5	gokulvijay	gokulvijay	NOUN
ejpam-5868	351	6	et	et	PROPN
ejpam-5868	351	7	al	al	PROPN
ejpam-5868	351	8	.	.	PUNCT
ejpam-5868	352	1	hyers	hyers	PROPN
ejpam-5868	352	2	-	-	PUNCT
ejpam-5868	352	3	ulam	ulam	PROPN
ejpam-5868	352	4	stability	stability	PROPN
ejpam-5868	352	5	analysis	analysis	NOUN
ejpam-5868	352	6	of	of	ADP
ejpam-5868	352	7	nonlinear	nonlinear	ADJ
ejpam-5868	352	8	volterrafredholm	volterrafredholm	NOUN
ejpam-5868	352	9	integro	integro	ADJ
ejpam-5868	352	10	-	-	PUNCT
ejpam-5868	352	11	differential	differential	NOUN
ejpam-5868	352	12	equation	equation	NOUN
ejpam-5868	352	13	with	with	ADP
ejpam-5868	352	14	caputo	caputo	PROPN
ejpam-5868	352	15	derivative	derivative	PROPN
ejpam-5868	352	16	.	.	PUNCT
ejpam-5868	353	1	fractal	fractal	ADJ
ejpam-5868	353	2	fract	fract	PROPN
ejpam-5868	353	3	,	,	PUNCT
ejpam-5868	353	4	9:66	9:66	NUM
ejpam-5868	353	5	,	,	PUNCT
ejpam-5868	353	6	2025	2025	NUM
ejpam-5868	353	7	.	.	PUNCT