id	sid	tid	token	lemma	pos
ejpam-6539	1	1	european	european	PROPN
ejpam-6539	1	2	journal	journal	PROPN
ejpam-6539	1	3	of	of	ADP
ejpam-6539	1	4	pure	pure	ADJ
ejpam-6539	1	5	and	and	CCONJ
ejpam-6539	1	6	applied	applied	ADJ
ejpam-6539	1	7	mathematics	mathematic	NOUN
ejpam-6539	1	8	2025	2025	NUM
ejpam-6539	1	9	,	,	PUNCT
ejpam-6539	1	10	vol	vol	NOUN
ejpam-6539	1	11	.	.	PROPN
ejpam-6539	1	12	18	18	NUM
ejpam-6539	1	13	,	,	PUNCT
ejpam-6539	1	14	issue	issue	NOUN
ejpam-6539	1	15	4	4	NUM
ejpam-6539	1	16	,	,	PUNCT
ejpam-6539	1	17	article	article	NOUN
ejpam-6539	1	18	number	number	NOUN
ejpam-6539	1	19	6539	6539	NUM
ejpam-6539	1	20	issn	issn	VERB
ejpam-6539	1	21	1307	1307	NUM
ejpam-6539	1	22	-	-	SYM
ejpam-6539	1	23	5543	5543	NUM
ejpam-6539	1	24	–	–	PUNCT
ejpam-6539	1	25	ejpam.com	ejpam.com	X
ejpam-6539	1	26	published	publish	VERB
ejpam-6539	1	27	by	by	ADP
ejpam-6539	1	28	new	new	PROPN
ejpam-6539	1	29	york	york	PROPN
ejpam-6539	1	30	business	business	PROPN
ejpam-6539	1	31	global	global	ADJ
ejpam-6539	1	32	hybrid	hybrid	ADJ
ejpam-6539	1	33	power	power	NOUN
ejpam-6539	1	34	market	market	NOUN
ejpam-6539	1	35	forecasting	forecasting	NOUN
ejpam-6539	1	36	using	use	VERB
ejpam-6539	1	37	an	an	DET
ejpam-6539	1	38	interval	interval	NOUN
ejpam-6539	1	39	-	-	PUNCT
ejpam-6539	1	40	valued	value	VERB
ejpam-6539	1	41	hidden	hide	VERB
ejpam-6539	1	42	markov	markov	NOUN
ejpam-6539	1	43	and	and	CCONJ
ejpam-6539	1	44	fuzzy	fuzzy	ADJ
ejpam-6539	1	45	relational	relational	ADJ
ejpam-6539	1	46	particle	particle	NOUN
ejpam-6539	1	47	swarm	swarm	NOUN
ejpam-6539	1	48	optimization	optimization	NOUN
ejpam-6539	1	49	model	model	PROPN
ejpam-6539	1	50	k.	k.	PROPN
ejpam-6539	1	51	kalpana1	kalpana1	PROPN
ejpam-6539	1	52	,	,	PUNCT
ejpam-6539	1	53	g.	g.	PROPN
ejpam-6539	1	54	kavitha1,∗	kavitha1,∗	PROPN
ejpam-6539	1	55	1	1	PROPN
ejpam-6539	1	56	department	department	PROPN
ejpam-6539	1	57	of	of	ADP
ejpam-6539	1	58	mathematics	mathematic	NOUN
ejpam-6539	1	59	,	,	PUNCT
ejpam-6539	1	60	hindustan	hindustan	PROPN
ejpam-6539	1	61	institute	institute	PROPN
ejpam-6539	1	62	of	of	ADP
ejpam-6539	1	63	technology	technology	PROPN
ejpam-6539	1	64	&	&	CCONJ
ejpam-6539	1	65	science	science	NOUN
ejpam-6539	1	66	,	,	PUNCT
ejpam-6539	1	67	kelambakkam	kelambakkam	PROPN
ejpam-6539	1	68	603	603	NUM
ejpam-6539	1	69	103	103	NUM
ejpam-6539	1	70	,	,	PUNCT
ejpam-6539	1	71	tamil	tamil	PROPN
ejpam-6539	1	72	nadu	nadu	PROPN
ejpam-6539	1	73	,	,	PUNCT
ejpam-6539	1	74	india	india	PROPN
ejpam-6539	1	75	abstract	abstract	NOUN
ejpam-6539	1	76	.	.	PUNCT
ejpam-6539	2	1	the	the	DET
ejpam-6539	2	2	hidden	hide	VERB
ejpam-6539	2	3	markov	markov	NOUN
ejpam-6539	2	4	model	model	NOUN
ejpam-6539	2	5	(	(	PUNCT
ejpam-6539	2	6	hmm	hmm	INTJ
ejpam-6539	2	7	)	)	PUNCT
ejpam-6539	2	8	,	,	PUNCT
ejpam-6539	2	9	one	one	NUM
ejpam-6539	2	10	of	of	ADP
ejpam-6539	2	11	the	the	DET
ejpam-6539	2	12	bayesian	bayesian	NOUN
ejpam-6539	2	13	analysis	analysis	NOUN
ejpam-6539	2	14	tools	tool	NOUN
ejpam-6539	2	15	,	,	PUNCT
ejpam-6539	2	16	has	have	VERB
ejpam-6539	2	17	a	a	DET
ejpam-6539	2	18	wide	wide	ADJ
ejpam-6539	2	19	range	range	NOUN
ejpam-6539	2	20	of	of	ADP
ejpam-6539	2	21	applications	application	NOUN
ejpam-6539	2	22	.	.	PUNCT
ejpam-6539	3	1	in	in	ADP
ejpam-6539	3	2	this	this	DET
ejpam-6539	3	3	paper	paper	NOUN
ejpam-6539	3	4	,	,	PUNCT
ejpam-6539	3	5	we	we	PRON
ejpam-6539	3	6	present	present	VERB
ejpam-6539	3	7	a	a	DET
ejpam-6539	3	8	unique	unique	ADJ
ejpam-6539	3	9	method	method	NOUN
ejpam-6539	3	10	of	of	ADP
ejpam-6539	3	11	merging	merge	VERB
ejpam-6539	3	12	particle	particle	NOUN
ejpam-6539	3	13	swarm	swarm	NOUN
ejpam-6539	3	14	optimization	optimization	NOUN
ejpam-6539	3	15	(	(	PUNCT
ejpam-6539	3	16	pso	pso	NOUN
ejpam-6539	3	17	)	)	PUNCT
ejpam-6539	3	18	for	for	ADP
ejpam-6539	3	19	parameter	parameter	NOUN
ejpam-6539	3	20	optimization	optimization	NOUN
ejpam-6539	3	21	with	with	ADP
ejpam-6539	3	22	fuzzy	fuzzy	ADJ
ejpam-6539	3	23	hidden	hide	VERB
ejpam-6539	3	24	markov	markov	NOUN
ejpam-6539	3	25	models	model	NOUN
ejpam-6539	3	26	(	(	PUNCT
ejpam-6539	3	27	fhmms	fhmms	NOUN
ejpam-6539	3	28	)	)	PUNCT
ejpam-6539	3	29	to	to	PART
ejpam-6539	3	30	increase	increase	VERB
ejpam-6539	3	31	the	the	DET
ejpam-6539	3	32	accuracy	accuracy	NOUN
ejpam-6539	3	33	of	of	ADP
ejpam-6539	3	34	power	power	NOUN
ejpam-6539	3	35	price	price	NOUN
ejpam-6539	3	36	projections	projection	NOUN
ejpam-6539	3	37	.	.	PUNCT
ejpam-6539	4	1	the	the	DET
ejpam-6539	4	2	suggested	suggested	ADJ
ejpam-6539	4	3	model	model	NOUN
ejpam-6539	4	4	is	be	AUX
ejpam-6539	4	5	created	create	VERB
ejpam-6539	4	6	using	use	VERB
ejpam-6539	4	7	the	the	DET
ejpam-6539	4	8	parameters	parameter	NOUN
ejpam-6539	4	9	of	of	ADP
ejpam-6539	4	10	the	the	DET
ejpam-6539	4	11	interval	interval	NOUN
ejpam-6539	4	12	valued	value	VERB
ejpam-6539	4	13	fuzzy	fuzzy	ADJ
ejpam-6539	4	14	relational	relational	ADJ
ejpam-6539	4	15	hidden	hide	VERB
ejpam-6539	4	16	markov	markov	NOUN
ejpam-6539	4	17	model	model	NOUN
ejpam-6539	4	18	(	(	PUNCT
ejpam-6539	4	19	ihmm	ihmm	NOUN
ejpam-6539	4	20	-	-	PUNCT
ejpam-6539	4	21	frpso	frpso	NOUN
ejpam-6539	4	22	)	)	PUNCT
ejpam-6539	4	23	,	,	PUNCT
ejpam-6539	4	24	which	which	PRON
ejpam-6539	4	25	are	be	AUX
ejpam-6539	4	26	appropriately	appropriately	ADV
ejpam-6539	4	27	established	establish	VERB
ejpam-6539	4	28	in	in	ADP
ejpam-6539	4	29	accordance	accordance	NOUN
ejpam-6539	4	30	with	with	ADP
ejpam-6539	4	31	the	the	DET
ejpam-6539	4	32	power	power	NOUN
ejpam-6539	4	33	forecasting	forecasting	NOUN
ejpam-6539	4	34	system	system	NOUN
ejpam-6539	4	35	.	.	PUNCT
ejpam-6539	5	1	pso	pso	NOUN
ejpam-6539	5	2	is	be	AUX
ejpam-6539	5	3	then	then	ADV
ejpam-6539	5	4	used	use	VERB
ejpam-6539	5	5	in	in	ADP
ejpam-6539	5	6	matlab	matlab	PROPN
ejpam-6539	5	7	to	to	PART
ejpam-6539	5	8	optimize	optimize	VERB
ejpam-6539	5	9	and	and	CCONJ
ejpam-6539	5	10	modulate	modulate	VERB
ejpam-6539	5	11	the	the	DET
ejpam-6539	5	12	model.the	model.the	DET
ejpam-6539	5	13	study	study	NOUN
ejpam-6539	5	14	’s	’s	PART
ejpam-6539	5	15	primary	primary	ADJ
ejpam-6539	5	16	goal	goal	NOUN
ejpam-6539	5	17	is	be	AUX
ejpam-6539	5	18	to	to	PART
ejpam-6539	5	19	reduce	reduce	VERB
ejpam-6539	5	20	the	the	DET
ejpam-6539	5	21	likelihood	likelihood	NOUN
ejpam-6539	5	22	of	of	ADP
ejpam-6539	5	23	mistakes	mistake	NOUN
ejpam-6539	5	24	,	,	PUNCT
ejpam-6539	5	25	namely	namely	ADV
ejpam-6539	5	26	mean	mean	VERB
ejpam-6539	5	27	square	square	ADJ
ejpam-6539	5	28	error	error	NOUN
ejpam-6539	5	29	(	(	PUNCT
ejpam-6539	5	30	mse	mse	NOUN
ejpam-6539	5	31	)	)	PUNCT
ejpam-6539	5	32	,	,	PUNCT
ejpam-6539	5	33	root	root	NOUN
ejpam-6539	5	34	mean	mean	VERB
ejpam-6539	5	35	square	square	ADJ
ejpam-6539	5	36	error	error	NOUN
ejpam-6539	5	37	(	(	PUNCT
ejpam-6539	5	38	rmse	rmse	NOUN
ejpam-6539	5	39	)	)	PUNCT
ejpam-6539	5	40	,	,	PUNCT
ejpam-6539	5	41	and	and	CCONJ
ejpam-6539	5	42	mean	mean	VERB
ejpam-6539	5	43	absolute	absolute	ADJ
ejpam-6539	5	44	percent	percent	NOUN
ejpam-6539	5	45	error	error	NOUN
ejpam-6539	5	46	(	(	PUNCT
ejpam-6539	5	47	mape	mape	NOUN
ejpam-6539	5	48	)	)	PUNCT
ejpam-6539	5	49	,	,	PUNCT
ejpam-6539	5	50	while	while	SCONJ
ejpam-6539	5	51	optimizing	optimize	VERB
ejpam-6539	5	52	the	the	DET
ejpam-6539	5	53	constraint	constraint	NOUN
ejpam-6539	5	54	parameters	parameter	NOUN
ejpam-6539	5	55	.	.	PUNCT
ejpam-6539	6	1	the	the	DET
ejpam-6539	6	2	indian	indian	ADJ
ejpam-6539	6	3	energy	energy	NOUN
ejpam-6539	6	4	exchange	exchange	PROPN
ejpam-6539	6	5	(	(	PUNCT
ejpam-6539	6	6	iex	iex	PROPN
ejpam-6539	6	7	)	)	PUNCT
ejpam-6539	6	8	day	day	NOUN
ejpam-6539	6	9	-	-	PUNCT
ejpam-6539	6	10	ahead	ahead	NOUN
ejpam-6539	6	11	markets	market	NOUN
ejpam-6539	6	12	and	and	CCONJ
ejpam-6539	6	13	real	real	ADJ
ejpam-6539	6	14	-	-	PUNCT
ejpam-6539	6	15	time	time	NOUN
ejpam-6539	6	16	markets	market	NOUN
ejpam-6539	6	17	datasets	dataset	NOUN
ejpam-6539	6	18	are	be	AUX
ejpam-6539	6	19	used	use	VERB
ejpam-6539	6	20	to	to	PART
ejpam-6539	6	21	train	train	VERB
ejpam-6539	6	22	the	the	DET
ejpam-6539	6	23	algorithm	algorithm	NOUN
ejpam-6539	6	24	.	.	PUNCT
ejpam-6539	7	1	findings	finding	NOUN
ejpam-6539	7	2	from	from	ADP
ejpam-6539	7	3	the	the	DET
ejpam-6539	7	4	training	training	NOUN
ejpam-6539	7	5	set	set	NOUN
ejpam-6539	7	6	’s	’s	PART
ejpam-6539	7	7	mean	mean	ADJ
ejpam-6539	7	8	directional	directional	ADJ
ejpam-6539	7	9	forecasting	forecasting	NOUN
ejpam-6539	7	10	accuracy	accuracy	NOUN
ejpam-6539	7	11	from	from	ADP
ejpam-6539	7	12	january	january	PROPN
ejpam-6539	7	13	2021	2021	NUM
ejpam-6539	7	14	to	to	ADP
ejpam-6539	7	15	december	december	PROPN
ejpam-6539	7	16	2021	2021	NUM
ejpam-6539	7	17	indicate	indicate	VERB
ejpam-6539	7	18	that	that	SCONJ
ejpam-6539	7	19	the	the	DET
ejpam-6539	7	20	best	good	ADJ
ejpam-6539	7	21	optimized	optimize	VERB
ejpam-6539	7	22	mape	mape	NOUN
ejpam-6539	7	23	for	for	ADP
ejpam-6539	7	24	day	day	NOUN
ejpam-6539	7	25	-	-	PUNCT
ejpam-6539	7	26	ahead	ahead	NOUN
ejpam-6539	7	27	markets	market	NOUN
ejpam-6539	7	28	is	be	AUX
ejpam-6539	7	29	14.400	14.400	NUM
ejpam-6539	7	30	?	?	SYM
ejpam-6539	7	31	2020	2020	NUM
ejpam-6539	7	32	mathematics	mathematic	NOUN
ejpam-6539	7	33	subject	subject	NOUN
ejpam-6539	7	34	classifications	classification	NOUN
ejpam-6539	7	35	:	:	PUNCT
ejpam-6539	7	36	68t37	68t37	NUM
ejpam-6539	7	37	,	,	PUNCT
ejpam-6539	7	38	90c59	90c59	NUM
ejpam-6539	7	39	,	,	PUNCT
ejpam-6539	7	40	93e10	93e10	NUM
ejpam-6539	7	41	key	key	ADJ
ejpam-6539	7	42	words	word	NOUN
ejpam-6539	7	43	and	and	CCONJ
ejpam-6539	7	44	phrases	phrase	NOUN
ejpam-6539	7	45	:	:	PUNCT
ejpam-6539	7	46	hidden	hidden	ADJ
ejpam-6539	7	47	markov	markov	NOUN
ejpam-6539	7	48	model	model	NOUN
ejpam-6539	7	49	,	,	PUNCT
ejpam-6539	7	50	fuzzy	fuzzy	ADJ
ejpam-6539	7	51	relational	relational	ADJ
ejpam-6539	7	52	matrix	matrix	NOUN
ejpam-6539	7	53	,	,	PUNCT
ejpam-6539	7	54	particle	particle	NOUN
ejpam-6539	7	55	swarm	swarm	NOUN
ejpam-6539	7	56	optimization	optimization	NOUN
ejpam-6539	7	57	,	,	PUNCT
ejpam-6539	7	58	market	market	NOUN
ejpam-6539	7	59	liberation	liberation	NOUN
ejpam-6539	7	60	price	price	NOUN
ejpam-6539	7	61	,	,	PUNCT
ejpam-6539	7	62	market	market	NOUN
ejpam-6539	7	63	liberation	liberation	NOUN
ejpam-6539	7	64	volume	volume	NOUN
ejpam-6539	7	65	,	,	PUNCT
ejpam-6539	7	66	power	power	NOUN
ejpam-6539	7	67	market	market	NOUN
ejpam-6539	7	68	prediction	prediction	NOUN
ejpam-6539	7	69	1	1	NUM
ejpam-6539	7	70	.	.	PUNCT
ejpam-6539	8	1	introduction	introduction	NOUN
ejpam-6539	8	2	to	to	PART
ejpam-6539	8	3	increase	increase	VERB
ejpam-6539	8	4	the	the	DET
ejpam-6539	8	5	likelihood	likelihood	NOUN
ejpam-6539	8	6	of	of	ADP
ejpam-6539	8	7	accuracy	accuracy	NOUN
ejpam-6539	8	8	in	in	ADP
ejpam-6539	8	9	electricity	electricity	NOUN
ejpam-6539	8	10	forecasting	forecasting	NOUN
ejpam-6539	8	11	systems	system	NOUN
ejpam-6539	8	12	(	(	PUNCT
ejpam-6539	8	13	efs	efs	PROPN
ejpam-6539	8	14	)	)	PUNCT
ejpam-6539	8	15	,	,	PUNCT
ejpam-6539	8	16	intervalvalued	intervalvalue	VERB
ejpam-6539	8	17	,	,	PUNCT
ejpam-6539	8	18	cross	cross	ADJ
ejpam-6539	8	19	-	-	ADJ
ejpam-6539	8	20	breed	breed	ADJ
ejpam-6539	8	21	fuzzy	fuzzy	ADJ
ejpam-6539	8	22	parametric	parametric	ADJ
ejpam-6539	8	23	optimization	optimization	NOUN
ejpam-6539	8	24	techniques	technique	NOUN
ejpam-6539	8	25	are	be	AUX
ejpam-6539	8	26	required	require	VERB
ejpam-6539	8	27	.	.	PUNCT
ejpam-6539	9	1	for	for	ADP
ejpam-6539	9	2	a	a	DET
ejpam-6539	9	3	system	system	NOUN
ejpam-6539	9	4	that	that	PRON
ejpam-6539	9	5	is	be	AUX
ejpam-6539	9	6	constantly	constantly	ADV
ejpam-6539	9	7	evolving	evolve	VERB
ejpam-6539	9	8	and	and	CCONJ
ejpam-6539	9	9	focused	focus	VERB
ejpam-6539	9	10	on	on	ADP
ejpam-6539	9	11	lowering	lower	VERB
ejpam-6539	9	12	the	the	DET
ejpam-6539	9	13	forecasting	forecasting	NOUN
ejpam-6539	9	14	error	error	NOUN
ejpam-6539	9	15	,	,	PUNCT
ejpam-6539	9	16	hmm	hmm	INTJ
ejpam-6539	9	17	performs	perform	VERB
ejpam-6539	9	18	admirably	admirably	ADV
ejpam-6539	9	19	.	.	PUNCT
ejpam-6539	10	1	the	the	DET
ejpam-6539	10	2	degrees	degree	NOUN
ejpam-6539	10	3	of	of	ADP
ejpam-6539	10	4	membership	membership	NOUN
ejpam-6539	10	5	or	or	CCONJ
ejpam-6539	10	6	relationship	relationship	NOUN
ejpam-6539	10	7	strengths	strength	NOUN
ejpam-6539	10	8	are	be	AUX
ejpam-6539	10	9	represented	represent	VERB
ejpam-6539	10	10	by	by	ADP
ejpam-6539	10	11	the	the	DET
ejpam-6539	10	12	fuzzy	fuzzy	ADJ
ejpam-6539	10	13	relation	relation	NOUN
ejpam-6539	10	14	matrix	matrix	NOUN
ejpam-6539	10	15	.	.	PUNCT
ejpam-6539	11	1	the	the	DET
ejpam-6539	11	2	interval	interval	NOUN
ejpam-6539	11	3	-	-	PUNCT
ejpam-6539	11	4	valued	value	VERB
ejpam-6539	11	5	markov	markov	NOUN
ejpam-6539	11	6	property	property	NOUN
ejpam-6539	11	7	of	of	ADP
ejpam-6539	11	8	the	the	DET
ejpam-6539	11	9	electrical	electrical	ADJ
ejpam-6539	11	10	forecasting	forecasting	NOUN
ejpam-6539	11	11	system	system	NOUN
ejpam-6539	11	12	,	,	PUNCT
ejpam-6539	11	13	which	which	PRON
ejpam-6539	11	14	allows	allow	VERB
ejpam-6539	11	15	for	for	ADP
ejpam-6539	11	16	forecasting	forecasting	NOUN
ejpam-6539	11	17	and	and	CCONJ
ejpam-6539	11	18	analysis	analysis	NOUN
ejpam-6539	11	19	,	,	PUNCT
ejpam-6539	11	20	is	be	AUX
ejpam-6539	11	21	the	the	DET
ejpam-6539	11	22	driving	drive	VERB
ejpam-6539	11	23	force	force	NOUN
ejpam-6539	11	24	behind	behind	ADP
ejpam-6539	11	25	the	the	DET
ejpam-6539	11	26	development	development	NOUN
ejpam-6539	11	27	of	of	ADP
ejpam-6539	11	28	the	the	DET
ejpam-6539	11	29	suggested	suggest	VERB
ejpam-6539	11	30	model	model	NOUN
ejpam-6539	11	31	.	.	PUNCT
ejpam-6539	12	1	the	the	DET
ejpam-6539	12	2	primary	primary	ADJ
ejpam-6539	12	3	goal	goal	NOUN
ejpam-6539	12	4	of	of	ADP
ejpam-6539	12	5	the	the	DET
ejpam-6539	12	6	suggested	suggest	VERB
ejpam-6539	12	7	approach	approach	NOUN
ejpam-6539	12	8	is	be	AUX
ejpam-6539	12	9	to	to	PART
ejpam-6539	12	10	optimize	optimize	VERB
ejpam-6539	12	11	the	the	DET
ejpam-6539	12	12	hmm	hmm	INTJ
ejpam-6539	12	13	para	para	NOUN
ejpam-6539	12	14	-	-	PUNCT
ejpam-6539	12	15	metrically	metrically	ADV
ejpam-6539	12	16	using	use	VERB
ejpam-6539	12	17	particle	particle	NOUN
ejpam-6539	12	18	swarm	swarm	NOUN
ejpam-6539	12	19	theory	theory	NOUN
ejpam-6539	12	20	,	,	PUNCT
ejpam-6539	12	21	which	which	PRON
ejpam-6539	12	22	lowers	lower	VERB
ejpam-6539	12	23	the	the	DET
ejpam-6539	12	24	likelihood	likelihood	NOUN
ejpam-6539	12	25	of	of	ADP
ejpam-6539	12	26	∗corresponding	∗corresponde	VERB
ejpam-6539	12	27	author	author	NOUN
ejpam-6539	12	28	.	.	PUNCT
ejpam-6539	13	1	doi	doi	NOUN
ejpam-6539	13	2	:	:	PUNCT
ejpam-6539	13	3	https://doi.org/10.29020/nybg.ejpam.v18i4.6539	https://doi.org/10.29020/nybg.ejpam.v18i4.6539	PROPN
ejpam-6539	13	4	email	email	NOUN
ejpam-6539	13	5	addresses	address	NOUN
ejpam-6539	13	6	:	:	PUNCT
ejpam-6539	13	7	kasi	kasi	PROPN
ejpam-6539	13	8	kalpana@yahoo.co.in	kalpana@yahoo.co.in	PROPN
ejpam-6539	13	9	(	(	PUNCT
ejpam-6539	13	10	k.	k.	PROPN
ejpam-6539	13	11	kalpana	kalpana	PROPN
ejpam-6539	13	12	)	)	PUNCT
ejpam-6539	13	13	,	,	PUNCT
ejpam-6539	13	14	kavithateam@gmail.com	kavithateam@gmail.com	X
ejpam-6539	13	15	(	(	PUNCT
ejpam-6539	13	16	g.	g.	PROPN
ejpam-6539	13	17	kavitha	kavitha	PROPN
ejpam-6539	13	18	)	)	PUNCT
ejpam-6539	13	19	https://www.ejpam.com	https://www.ejpam.com	X
ejpam-6539	14	1	1	1	NUM
ejpam-6539	14	2	copyright	copyright	NOUN
ejpam-6539	14	3	:	:	PUNCT
ejpam-6539	14	4	©	©	PROPN
ejpam-6539	14	5	2025	2025	NUM
ejpam-6539	14	6	the	the	DET
ejpam-6539	14	7	author(s	author(s	NOUN
ejpam-6539	14	8	)	)	PUNCT
ejpam-6539	14	9	.	.	PUNCT
ejpam-6539	15	1	(	(	PUNCT
ejpam-6539	15	2	cc	cc	NOUN
ejpam-6539	15	3	by	by	ADP
ejpam-6539	15	4	-	-	PUNCT
ejpam-6539	15	5	nc	nc	PROPN
ejpam-6539	15	6	4.0	4.0	NUM
ejpam-6539	15	7	)	)	PUNCT
ejpam-6539	15	8	k.	k.	PROPN
ejpam-6539	15	9	kalpana	kalpana	PROPN
ejpam-6539	15	10	,	,	PUNCT
ejpam-6539	15	11	g.	g.	PROPN
ejpam-6539	15	12	kavitha	kavitha	PROPN
ejpam-6539	15	13	/	/	SYM
ejpam-6539	15	14	eur	eur	PROPN
ejpam-6539	15	15	.	.	PUNCT
ejpam-6539	16	1	j.	j.	PROPN
ejpam-6539	16	2	pure	pure	PROPN
ejpam-6539	16	3	appl	appl	PROPN
ejpam-6539	16	4	.	.	PROPN
ejpam-6539	16	5	math	math	PROPN
ejpam-6539	16	6	,	,	PUNCT
ejpam-6539	16	7	18	18	NUM
ejpam-6539	16	8	(	(	PUNCT
ejpam-6539	16	9	4	4	NUM
ejpam-6539	16	10	)	)	PUNCT
ejpam-6539	16	11	(	(	PUNCT
ejpam-6539	16	12	2025	2025	NUM
ejpam-6539	16	13	)	)	PUNCT
ejpam-6539	16	14	,	,	PUNCT
ejpam-6539	16	15	6539	6539	NUM
ejpam-6539	16	16	2	2	NUM
ejpam-6539	16	17	of	of	ADP
ejpam-6539	16	18	42	42	NUM
ejpam-6539	16	19	mistakes	mistake	NOUN
ejpam-6539	16	20	.	.	PUNCT
ejpam-6539	17	1	pso	pso	NOUN
ejpam-6539	17	2	is	be	AUX
ejpam-6539	17	3	a	a	DET
ejpam-6539	17	4	population	population	NOUN
ejpam-6539	17	5	-	-	PUNCT
ejpam-6539	17	6	based	base	VERB
ejpam-6539	17	7	stochastic	stochastic	ADJ
ejpam-6539	17	8	optimization	optimization	NOUN
ejpam-6539	17	9	technique	technique	NOUN
ejpam-6539	17	10	that	that	PRON
ejpam-6539	17	11	repeatedly	repeatedly	ADV
ejpam-6539	17	12	modifies	modify	VERB
ejpam-6539	17	13	the	the	DET
ejpam-6539	17	14	positions	position	NOUN
ejpam-6539	17	15	and	and	CCONJ
ejpam-6539	17	16	velocities	velocity	NOUN
ejpam-6539	17	17	of	of	ADP
ejpam-6539	17	18	a	a	DET
ejpam-6539	17	19	swarm	swarm	NOUN
ejpam-6539	17	20	of	of	ADP
ejpam-6539	17	21	particles	particle	NOUN
ejpam-6539	17	22	in	in	ADP
ejpam-6539	17	23	order	order	NOUN
ejpam-6539	17	24	to	to	PART
ejpam-6539	17	25	find	find	VERB
ejpam-6539	17	26	the	the	DET
ejpam-6539	17	27	best	good	ADJ
ejpam-6539	17	28	solution	solution	NOUN
ejpam-6539	17	29	.	.	PUNCT
ejpam-6539	18	1	it	it	PRON
ejpam-6539	18	2	was	be	AUX
ejpam-6539	18	3	inspired	inspire	VERB
ejpam-6539	18	4	by	by	ADP
ejpam-6539	18	5	social	social	ADJ
ejpam-6539	18	6	behavior	behavior	NOUN
ejpam-6539	18	7	.	.	PUNCT
ejpam-6539	19	1	the	the	DET
ejpam-6539	19	2	suggested	suggest	VERB
ejpam-6539	19	3	model	model	NOUN
ejpam-6539	19	4	actively	actively	ADV
ejpam-6539	19	5	uses	use	VERB
ejpam-6539	19	6	pso	pso	NOUN
ejpam-6539	19	7	for	for	ADP
ejpam-6539	19	8	hmm	hmm	INTJ
ejpam-6539	19	9	interval	interval	NOUN
ejpam-6539	19	10	-	-	PUNCT
ejpam-6539	19	11	valued	value	VERB
ejpam-6539	19	12	parametric	parametric	ADJ
ejpam-6539	19	13	optimization	optimization	NOUN
ejpam-6539	19	14	in	in	ADP
ejpam-6539	19	15	order	order	NOUN
ejpam-6539	19	16	to	to	PART
ejpam-6539	19	17	assess	assess	VERB
ejpam-6539	19	18	each	each	DET
ejpam-6539	19	19	person	person	NOUN
ejpam-6539	19	20	’s	’s	PART
ejpam-6539	19	21	state	state	NOUN
ejpam-6539	19	22	and	and	CCONJ
ejpam-6539	19	23	identify	identify	VERB
ejpam-6539	19	24	the	the	DET
ejpam-6539	19	25	best	good	ADJ
ejpam-6539	19	26	person	person	NOUN
ejpam-6539	19	27	right	right	ADV
ejpam-6539	19	28	now	now	ADV
ejpam-6539	19	29	.	.	PUNCT
ejpam-6539	20	1	accurate	accurate	ADJ
ejpam-6539	20	2	forecasting	forecasting	NOUN
ejpam-6539	20	3	of	of	ADP
ejpam-6539	20	4	electricity	electricity	NOUN
ejpam-6539	20	5	prices	price	NOUN
ejpam-6539	20	6	and	and	CCONJ
ejpam-6539	20	7	volumes	volume	NOUN
ejpam-6539	20	8	plays	play	VERB
ejpam-6539	20	9	a	a	DET
ejpam-6539	20	10	critical	critical	ADJ
ejpam-6539	20	11	role	role	NOUN
ejpam-6539	20	12	in	in	ADP
ejpam-6539	20	13	modern	modern	ADJ
ejpam-6539	20	14	power	power	NOUN
ejpam-6539	20	15	markets	market	NOUN
ejpam-6539	20	16	,	,	PUNCT
ejpam-6539	20	17	where	where	SCONJ
ejpam-6539	20	18	efficient	efficient	ADJ
ejpam-6539	20	19	generation	generation	NOUN
ejpam-6539	20	20	,	,	PUNCT
ejpam-6539	20	21	distribution	distribution	NOUN
ejpam-6539	20	22	,	,	PUNCT
ejpam-6539	20	23	and	and	CCONJ
ejpam-6539	20	24	consumption	consumption	NOUN
ejpam-6539	20	25	planning	planning	NOUN
ejpam-6539	20	26	are	be	AUX
ejpam-6539	20	27	essential	essential	ADJ
ejpam-6539	20	28	for	for	ADP
ejpam-6539	20	29	operational	operational	ADJ
ejpam-6539	20	30	stability	stability	NOUN
ejpam-6539	20	31	and	and	CCONJ
ejpam-6539	20	32	cost	cost	NOUN
ejpam-6539	20	33	optimization	optimization	NOUN
ejpam-6539	20	34	.	.	PUNCT
ejpam-6539	21	1	in	in	ADP
ejpam-6539	21	2	deregulated	deregulated	ADJ
ejpam-6539	21	3	market	market	NOUN
ejpam-6539	21	4	environments	environment	NOUN
ejpam-6539	21	5	,	,	PUNCT
ejpam-6539	21	6	such	such	ADJ
ejpam-6539	21	7	as	as	ADP
ejpam-6539	21	8	the	the	DET
ejpam-6539	21	9	indian	indian	ADJ
ejpam-6539	21	10	energy	energy	NOUN
ejpam-6539	21	11	exchange	exchange	PROPN
ejpam-6539	21	12	(	(	PUNCT
ejpam-6539	21	13	iex	iex	PROPN
ejpam-6539	21	14	)	)	PUNCT
ejpam-6539	21	15	,	,	PUNCT
ejpam-6539	21	16	even	even	ADV
ejpam-6539	21	17	small	small	ADJ
ejpam-6539	21	18	prediction	prediction	NOUN
ejpam-6539	21	19	errors	error	NOUN
ejpam-6539	21	20	can	can	AUX
ejpam-6539	21	21	result	result	VERB
ejpam-6539	21	22	in	in	ADP
ejpam-6539	21	23	substantial	substantial	ADJ
ejpam-6539	21	24	financial	financial	ADJ
ejpam-6539	21	25	and	and	CCONJ
ejpam-6539	21	26	operational	operational	ADJ
ejpam-6539	21	27	consequences	consequence	NOUN
ejpam-6539	21	28	.	.	PUNCT
ejpam-6539	22	1	reliable	reliable	ADJ
ejpam-6539	22	2	forecasts	forecast	NOUN
ejpam-6539	22	3	enable	enable	VERB
ejpam-6539	22	4	market	market	NOUN
ejpam-6539	22	5	participants	participant	NOUN
ejpam-6539	22	6	to	to	PART
ejpam-6539	22	7	make	make	VERB
ejpam-6539	22	8	informed	informed	ADJ
ejpam-6539	22	9	bidding	bidding	NOUN
ejpam-6539	22	10	decisions	decision	NOUN
ejpam-6539	22	11	,	,	PUNCT
ejpam-6539	22	12	reduce	reduce	VERB
ejpam-6539	22	13	imbalances	imbalance	NOUN
ejpam-6539	22	14	,	,	PUNCT
ejpam-6539	22	15	and	and	CCONJ
ejpam-6539	22	16	optimize	optimize	VERB
ejpam-6539	22	17	resource	resource	NOUN
ejpam-6539	22	18	utilization.electricity	utilization.electricity	NOUN
ejpam-6539	22	19	markets	market	NOUN
ejpam-6539	22	20	are	be	AUX
ejpam-6539	22	21	inherently	inherently	ADV
ejpam-6539	22	22	volatile	volatile	ADJ
ejpam-6539	22	23	due	due	ADP
ejpam-6539	22	24	to	to	ADP
ejpam-6539	22	25	the	the	DET
ejpam-6539	22	26	influence	influence	NOUN
ejpam-6539	22	27	of	of	ADP
ejpam-6539	22	28	numerous	numerous	ADJ
ejpam-6539	22	29	dynamic	dynamic	ADJ
ejpam-6539	22	30	factors	factor	NOUN
ejpam-6539	22	31	,	,	PUNCT
ejpam-6539	22	32	including	include	VERB
ejpam-6539	22	33	fluctuating	fluctuate	VERB
ejpam-6539	22	34	demand	demand	NOUN
ejpam-6539	22	35	,	,	PUNCT
ejpam-6539	22	36	weather	weather	NOUN
ejpam-6539	22	37	conditions	condition	NOUN
ejpam-6539	22	38	,	,	PUNCT
ejpam-6539	22	39	fuel	fuel	NOUN
ejpam-6539	22	40	price	price	NOUN
ejpam-6539	22	41	variations	variation	NOUN
ejpam-6539	22	42	,	,	PUNCT
ejpam-6539	22	43	and	and	CCONJ
ejpam-6539	22	44	unexpected	unexpected	ADJ
ejpam-6539	22	45	system	system	NOUN
ejpam-6539	22	46	outages	outage	NOUN
ejpam-6539	22	47	.	.	PUNCT
ejpam-6539	23	1	these	these	DET
ejpam-6539	23	2	uncertainties	uncertainty	NOUN
ejpam-6539	23	3	introduce	introduce	VERB
ejpam-6539	23	4	significant	significant	ADJ
ejpam-6539	23	5	challenges	challenge	NOUN
ejpam-6539	23	6	for	for	ADP
ejpam-6539	23	7	forecasting	forecasting	NOUN
ejpam-6539	23	8	models	model	NOUN
ejpam-6539	23	9	,	,	PUNCT
ejpam-6539	23	10	which	which	PRON
ejpam-6539	23	11	must	must	AUX
ejpam-6539	23	12	capture	capture	VERB
ejpam-6539	23	13	complex	complex	ADJ
ejpam-6539	23	14	,	,	PUNCT
ejpam-6539	23	15	nonlinear	nonlinear	ADJ
ejpam-6539	23	16	,	,	PUNCT
ejpam-6539	23	17	and	and	CCONJ
ejpam-6539	23	18	often	often	ADV
ejpam-6539	23	19	non	non	ADJ
ejpam-6539	23	20	-	-	ADJ
ejpam-6539	23	21	stationary	stationary	ADJ
ejpam-6539	23	22	market	market	NOUN
ejpam-6539	23	23	behaviors	behavior	NOUN
ejpam-6539	23	24	.	.	PUNCT
ejpam-6539	24	1	additionally	additionally	ADV
ejpam-6539	24	2	,	,	PUNCT
ejpam-6539	24	3	electricity	electricity	NOUN
ejpam-6539	24	4	can	can	AUX
ejpam-6539	24	5	not	not	PART
ejpam-6539	24	6	be	be	AUX
ejpam-6539	24	7	economically	economically	ADV
ejpam-6539	24	8	stored	store	VERB
ejpam-6539	24	9	in	in	ADP
ejpam-6539	24	10	large	large	ADJ
ejpam-6539	24	11	quantities	quantity	NOUN
ejpam-6539	24	12	,	,	PUNCT
ejpam-6539	24	13	making	make	VERB
ejpam-6539	24	14	real	real	ADJ
ejpam-6539	24	15	-	-	PUNCT
ejpam-6539	24	16	time	time	NOUN
ejpam-6539	24	17	accuracy	accuracy	NOUN
ejpam-6539	24	18	even	even	ADV
ejpam-6539	24	19	more	more	ADV
ejpam-6539	24	20	critical	critical	ADJ
ejpam-6539	24	21	.	.	PUNCT
ejpam-6539	25	1	hidden	hide	VERB
ejpam-6539	25	2	markov	markov	NOUN
ejpam-6539	25	3	models	model	NOUN
ejpam-6539	25	4	(	(	PUNCT
ejpam-6539	25	5	hmms	hmms	NOUN
ejpam-6539	25	6	)	)	PUNCT
ejpam-6539	25	7	have	have	AUX
ejpam-6539	25	8	been	be	AUX
ejpam-6539	25	9	widely	widely	ADV
ejpam-6539	25	10	used	use	VERB
ejpam-6539	25	11	in	in	ADP
ejpam-6539	25	12	electricity	electricity	NOUN
ejpam-6539	25	13	price	price	NOUN
ejpam-6539	25	14	forecasting	forecasting	NOUN
ejpam-6539	25	15	due	due	ADP
ejpam-6539	25	16	to	to	ADP
ejpam-6539	25	17	their	their	PRON
ejpam-6539	25	18	ability	ability	NOUN
ejpam-6539	25	19	to	to	PART
ejpam-6539	25	20	model	model	VERB
ejpam-6539	25	21	regime	regime	NOUN
ejpam-6539	25	22	-	-	PUNCT
ejpam-6539	25	23	switching	switch	VERB
ejpam-6539	25	24	behaviors	behavior	NOUN
ejpam-6539	25	25	and	and	CCONJ
ejpam-6539	25	26	temporal	temporal	ADJ
ejpam-6539	25	27	dependencies	dependency	NOUN
ejpam-6539	25	28	.	.	PUNCT
ejpam-6539	26	1	fuzzy	fuzzy	ADJ
ejpam-6539	26	2	logic	logic	NOUN
ejpam-6539	26	3	extensions	extension	NOUN
ejpam-6539	26	4	have	have	AUX
ejpam-6539	26	5	further	far	ADV
ejpam-6539	26	6	enhanced	enhance	VERB
ejpam-6539	26	7	hmm	hmm	INTJ
ejpam-6539	26	8	capabilities	capability	NOUN
ejpam-6539	26	9	by	by	ADP
ejpam-6539	26	10	incorporating	incorporate	VERB
ejpam-6539	26	11	imprecision	imprecision	NOUN
ejpam-6539	26	12	handling	handling	NOUN
ejpam-6539	26	13	and	and	CCONJ
ejpam-6539	26	14	uncertainty	uncertainty	NOUN
ejpam-6539	26	15	modeling	model	VERB
ejpam-6539	26	16	in	in	ADP
ejpam-6539	26	17	market	market	NOUN
ejpam-6539	26	18	dynamics	dynamic	NOUN
ejpam-6539	26	19	.	.	PUNCT
ejpam-6539	27	1	particle	particle	NOUN
ejpam-6539	27	2	swarm	swarm	NOUN
ejpam-6539	27	3	optimization	optimization	NOUN
ejpam-6539	27	4	(	(	PUNCT
ejpam-6539	27	5	pso	pso	NOUN
ejpam-6539	27	6	)	)	PUNCT
ejpam-6539	27	7	,	,	PUNCT
ejpam-6539	27	8	a	a	DET
ejpam-6539	27	9	population	population	NOUN
ejpam-6539	27	10	-	-	PUNCT
ejpam-6539	27	11	based	base	VERB
ejpam-6539	27	12	stochastic	stochastic	ADJ
ejpam-6539	27	13	optimization	optimization	NOUN
ejpam-6539	27	14	technique	technique	NOUN
ejpam-6539	27	15	inspired	inspire	VERB
ejpam-6539	27	16	by	by	ADP
ejpam-6539	27	17	swarm	swarm	NOUN
ejpam-6539	27	18	intelligence	intelligence	NOUN
ejpam-6539	27	19	,	,	PUNCT
ejpam-6539	27	20	has	have	AUX
ejpam-6539	27	21	been	be	AUX
ejpam-6539	27	22	effectively	effectively	ADV
ejpam-6539	27	23	applied	apply	VERB
ejpam-6539	27	24	to	to	PART
ejpam-6539	27	25	optimize	optimize	VERB
ejpam-6539	27	26	model	model	NOUN
ejpam-6539	27	27	parameters	parameter	NOUN
ejpam-6539	27	28	for	for	ADP
ejpam-6539	27	29	better	well	ADJ
ejpam-6539	27	30	forecasting	forecasting	NOUN
ejpam-6539	27	31	accuracy	accuracy	NOUN
ejpam-6539	27	32	.	.	PUNCT
ejpam-6539	28	1	several	several	ADJ
ejpam-6539	28	2	studies	study	NOUN
ejpam-6539	28	3	have	have	AUX
ejpam-6539	28	4	demonstrated	demonstrate	VERB
ejpam-6539	28	5	the	the	DET
ejpam-6539	28	6	benefits	benefit	NOUN
ejpam-6539	28	7	of	of	ADP
ejpam-6539	28	8	hybrid	hybrid	ADJ
ejpam-6539	28	9	approaches	approach	NOUN
ejpam-6539	28	10	combining	combine	VERB
ejpam-6539	28	11	hmm	hmm	NOUN
ejpam-6539	28	12	,	,	PUNCT
ejpam-6539	28	13	fuzzy	fuzzy	ADJ
ejpam-6539	28	14	logic	logic	NOUN
ejpam-6539	28	15	,	,	PUNCT
ejpam-6539	28	16	and	and	CCONJ
ejpam-6539	28	17	metaheuristic	metaheuristic	ADJ
ejpam-6539	28	18	optimization	optimization	NOUN
ejpam-6539	28	19	,	,	PUNCT
ejpam-6539	28	20	although	although	SCONJ
ejpam-6539	28	21	challenges	challenge	NOUN
ejpam-6539	28	22	remain	remain	VERB
ejpam-6539	28	23	in	in	ADP
ejpam-6539	28	24	scalability	scalability	NOUN
ejpam-6539	28	25	,	,	PUNCT
ejpam-6539	28	26	interpretability	interpretability	NOUN
ejpam-6539	28	27	,	,	PUNCT
ejpam-6539	28	28	and	and	CCONJ
ejpam-6539	28	29	adaptation	adaptation	NOUN
ejpam-6539	28	30	to	to	PART
ejpam-6539	28	31	rapidly	rapidly	ADV
ejpam-6539	28	32	changing	change	VERB
ejpam-6539	28	33	market	market	NOUN
ejpam-6539	28	34	conditions	condition	NOUN
ejpam-6539	28	35	.	.	PUNCT
ejpam-6539	29	1	1.1	1.1	NUM
ejpam-6539	29	2	.	.	PUNCT
ejpam-6539	29	3	contribution	contribution	NOUN
ejpam-6539	29	4	of	of	ADP
ejpam-6539	29	5	the	the	DET
ejpam-6539	29	6	paper	paper	NOUN
ejpam-6539	29	7	this	this	DET
ejpam-6539	29	8	paper	paper	NOUN
ejpam-6539	29	9	proposes	propose	VERB
ejpam-6539	29	10	a	a	DET
ejpam-6539	29	11	hybrid	hybrid	ADJ
ejpam-6539	29	12	forecasting	forecasting	NOUN
ejpam-6539	29	13	framework	framework	NOUN
ejpam-6539	29	14	that	that	PRON
ejpam-6539	29	15	integrates	integrate	VERB
ejpam-6539	29	16	the	the	DET
ejpam-6539	29	17	interval	interval	NOUN
ejpam-6539	29	18	-	-	PUNCT
ejpam-6539	29	19	valued	value	VERB
ejpam-6539	29	20	fuzzy	fuzzy	ADJ
ejpam-6539	29	21	relational	relational	ADJ
ejpam-6539	29	22	hidden	hide	VERB
ejpam-6539	29	23	markov	markov	NOUN
ejpam-6539	29	24	model	model	NOUN
ejpam-6539	29	25	(	(	PUNCT
ejpam-6539	29	26	ihmm	ihmm	PROPN
ejpam-6539	29	27	)	)	PUNCT
ejpam-6539	29	28	with	with	ADP
ejpam-6539	29	29	particle	particle	NOUN
ejpam-6539	29	30	swarm	swarm	NOUN
ejpam-6539	29	31	optimization	optimization	NOUN
ejpam-6539	29	32	(	(	PUNCT
ejpam-6539	29	33	pso	pso	NOUN
ejpam-6539	29	34	)	)	PUNCT
ejpam-6539	29	35	for	for	ADP
ejpam-6539	29	36	parameter	parameter	NOUN
ejpam-6539	29	37	optimization	optimization	NOUN
ejpam-6539	29	38	.	.	PUNCT
ejpam-6539	30	1	the	the	DET
ejpam-6539	30	2	ihmm	ihmm	PROPN
ejpam-6539	30	3	component	component	NOUN
ejpam-6539	30	4	captures	capture	VERB
ejpam-6539	30	5	market	market	NOUN
ejpam-6539	30	6	uncertainty	uncertainty	NOUN
ejpam-6539	30	7	through	through	ADP
ejpam-6539	30	8	fuzzy	fuzzy	ADJ
ejpam-6539	30	9	relational	relational	ADJ
ejpam-6539	30	10	matrices	matrix	NOUN
ejpam-6539	30	11	,	,	PUNCT
ejpam-6539	30	12	while	while	SCONJ
ejpam-6539	30	13	pso	pso	NOUN
ejpam-6539	30	14	enhances	enhance	VERB
ejpam-6539	30	15	convergence	convergence	NOUN
ejpam-6539	30	16	towards	towards	ADP
ejpam-6539	30	17	optimal	optimal	ADJ
ejpam-6539	30	18	transition	transition	NOUN
ejpam-6539	30	19	and	and	CCONJ
ejpam-6539	30	20	emission	emission	NOUN
ejpam-6539	30	21	parameters	parameter	NOUN
ejpam-6539	30	22	.	.	PUNCT
ejpam-6539	31	1	the	the	DET
ejpam-6539	31	2	key	key	ADJ
ejpam-6539	31	3	contributions	contribution	NOUN
ejpam-6539	31	4	of	of	ADP
ejpam-6539	31	5	this	this	DET
ejpam-6539	31	6	work	work	NOUN
ejpam-6539	31	7	include	include	VERB
ejpam-6539	31	8	:	:	PUNCT
ejpam-6539	31	9	•	•	NUM
ejpam-6539	31	10	development	development	NOUN
ejpam-6539	31	11	of	of	ADP
ejpam-6539	31	12	a	a	DET
ejpam-6539	31	13	novel	novel	ADJ
ejpam-6539	31	14	ihmm	ihmm	NOUN
ejpam-6539	31	15	pso	pso	NOUN
ejpam-6539	31	16	integration	integration	NOUN
ejpam-6539	31	17	for	for	ADP
ejpam-6539	31	18	enhanced	enhanced	ADJ
ejpam-6539	31	19	electricity	electricity	NOUN
ejpam-6539	31	20	price	price	NOUN
ejpam-6539	31	21	and	and	CCONJ
ejpam-6539	31	22	volume	volume	NOUN
ejpam-6539	31	23	forecasting	forecasting	NOUN
ejpam-6539	31	24	.	.	PUNCT
ejpam-6539	32	1	•	•	NUM
ejpam-6539	32	2	comprehensive	comprehensive	ADJ
ejpam-6539	32	3	comparative	comparative	ADJ
ejpam-6539	32	4	performance	performance	NOUN
ejpam-6539	32	5	analysis	analysis	NOUN
ejpam-6539	32	6	against	against	ADP
ejpam-6539	32	7	existing	exist	VERB
ejpam-6539	32	8	hybrid	hybrid	NOUN
ejpam-6539	32	9	and	and	CCONJ
ejpam-6539	32	10	deep	deep	ADJ
ejpam-6539	32	11	learning	learning	NOUN
ejpam-6539	32	12	models	model	NOUN
ejpam-6539	32	13	.	.	PUNCT
ejpam-6539	33	1	•	•	NUM
ejpam-6539	33	2	validation	validation	NOUN
ejpam-6539	33	3	using	use	VERB
ejpam-6539	33	4	real	real	ADJ
ejpam-6539	33	5	-	-	PUNCT
ejpam-6539	33	6	world	world	NOUN
ejpam-6539	33	7	datasets	dataset	NOUN
ejpam-6539	33	8	from	from	ADP
ejpam-6539	33	9	the	the	DET
ejpam-6539	33	10	indian	indian	ADJ
ejpam-6539	33	11	energy	energy	NOUN
ejpam-6539	33	12	exchange	exchange	PROPN
ejpam-6539	33	13	(	(	PUNCT
ejpam-6539	33	14	iex	iex	PROPN
ejpam-6539	33	15	)	)	PUNCT
ejpam-6539	33	16	day	day	NOUN
ejpam-6539	33	17	ahead	ahead	ADV
ejpam-6539	33	18	and	and	CCONJ
ejpam-6539	33	19	real	real	ADJ
ejpam-6539	33	20	time	time	NOUN
ejpam-6539	33	21	markets	market	NOUN
ejpam-6539	33	22	.	.	PUNCT
ejpam-6539	34	1	the	the	DET
ejpam-6539	34	2	markov	markov	NOUN
ejpam-6539	34	3	chain	chain	NOUN
ejpam-6539	34	4	is	be	AUX
ejpam-6539	34	5	an	an	DET
ejpam-6539	34	6	essential	essential	ADJ
ejpam-6539	34	7	mathematical	mathematical	ADJ
ejpam-6539	34	8	tool	tool	NOUN
ejpam-6539	34	9	that	that	PRON
ejpam-6539	34	10	is	be	AUX
ejpam-6539	34	11	crucial	crucial	ADJ
ejpam-6539	34	12	to	to	ADP
ejpam-6539	34	13	stochastic	stochastic	ADJ
ejpam-6539	34	14	processes	process	NOUN
ejpam-6539	34	15	.	.	PUNCT
ejpam-6539	35	1	the	the	DET
ejpam-6539	35	2	markov	markov	NOUN
ejpam-6539	35	3	chain	chain	NOUN
ejpam-6539	35	4	study	study	NOUN
ejpam-6539	35	5	was	be	AUX
ejpam-6539	35	6	established	establish	VERB
ejpam-6539	35	7	in	in	ADP
ejpam-6539	35	8	1906	1906	NUM
ejpam-6539	35	9	by	by	ADP
ejpam-6539	35	10	markov	markov	NOUN
ejpam-6539	35	11	[	[	X
ejpam-6539	35	12	1	1	NUM
ejpam-6539	35	13	]	]	PUNCT
ejpam-6539	35	14	.	.	PUNCT
ejpam-6539	36	1	ross	ross	PROPN
ejpam-6539	36	2	et	et	PROPN
ejpam-6539	36	3	al	al	PROPN
ejpam-6539	36	4	.	.	PUNCT
ejpam-6539	37	1	[	[	X
ejpam-6539	37	2	2	2	NUM
ejpam-6539	37	3	]	]	PUNCT
ejpam-6539	37	4	k.	k.	PROPN
ejpam-6539	37	5	kalpana	kalpana	PROPN
ejpam-6539	37	6	,	,	PUNCT
ejpam-6539	37	7	g.	g.	PROPN
ejpam-6539	37	8	kavitha	kavitha	PROPN
ejpam-6539	37	9	/	/	SYM
ejpam-6539	37	10	eur	eur	PROPN
ejpam-6539	37	11	.	.	PUNCT
ejpam-6539	38	1	j.	j.	PROPN
ejpam-6539	38	2	pure	pure	PROPN
ejpam-6539	38	3	appl	appl	PROPN
ejpam-6539	38	4	.	.	PROPN
ejpam-6539	38	5	math	math	PROPN
ejpam-6539	38	6	,	,	PUNCT
ejpam-6539	38	7	18	18	NUM
ejpam-6539	38	8	(	(	PUNCT
ejpam-6539	38	9	4	4	NUM
ejpam-6539	38	10	)	)	PUNCT
ejpam-6539	38	11	(	(	PUNCT
ejpam-6539	38	12	2025	2025	NUM
ejpam-6539	38	13	)	)	PUNCT
ejpam-6539	38	14	,	,	PUNCT
ejpam-6539	38	15	6539	6539	NUM
ejpam-6539	38	16	3	3	NUM
ejpam-6539	38	17	of	of	ADP
ejpam-6539	38	18	42	42	NUM
ejpam-6539	38	19	presented	present	VERB
ejpam-6539	38	20	continuous	continuous	ADJ
ejpam-6539	38	21	-	-	PUNCT
ejpam-6539	38	22	time	time	NOUN
ejpam-6539	38	23	markov	markov	NOUN
ejpam-6539	38	24	chains	chain	NOUN
ejpam-6539	38	25	for	for	ADP
ejpam-6539	38	26	the	the	DET
ejpam-6539	38	27	first	first	ADJ
ejpam-6539	38	28	time	time	NOUN
ejpam-6539	38	29	.	.	PUNCT
ejpam-6539	39	1	several	several	ADJ
ejpam-6539	39	2	efficient	efficient	ADJ
ejpam-6539	39	3	markov	markov	NOUN
ejpam-6539	39	4	chain	chain	NOUN
ejpam-6539	39	5	techniques	technique	NOUN
ejpam-6539	39	6	for	for	ADP
ejpam-6539	39	7	numerical	numerical	ADJ
ejpam-6539	39	8	computations	computation	NOUN
ejpam-6539	39	9	were	be	AUX
ejpam-6539	39	10	presented	present	VERB
ejpam-6539	39	11	.	.	PUNCT
ejpam-6539	40	1	nagarajan	nagarajan	PROPN
ejpam-6539	40	2	et	et	PROPN
ejpam-6539	40	3	al	al	PROPN
ejpam-6539	40	4	.	.	PUNCT
ejpam-6539	41	1	[	[	X
ejpam-6539	41	2	3	3	NUM
ejpam-6539	41	3	]	]	PUNCT
ejpam-6539	41	4	investigated	investigate	VERB
ejpam-6539	41	5	the	the	DET
ejpam-6539	41	6	trend	trend	NOUN
ejpam-6539	41	7	analysis	analysis	NOUN
ejpam-6539	41	8	of	of	ADP
ejpam-6539	41	9	stock	stock	NOUN
ejpam-6539	41	10	market	market	NOUN
ejpam-6539	41	11	behavior	behavior	NOUN
ejpam-6539	41	12	using	use	VERB
ejpam-6539	41	13	a	a	DET
ejpam-6539	41	14	hidden	hide	VERB
ejpam-6539	41	15	markov	markov	NOUN
ejpam-6539	41	16	model	model	NOUN
ejpam-6539	41	17	.	.	PUNCT
ejpam-6539	42	1	guangming	guangme	VERB
ejpam-6539	42	2	li	li	PROPN
ejpam-6539	42	3	et	et	PROPN
ejpam-6539	42	4	al	al	PROPN
ejpam-6539	42	5	.	.	PUNCT
ejpam-6539	43	1	[	[	X
ejpam-6539	43	2	4	4	X
ejpam-6539	43	3	]	]	PUNCT
ejpam-6539	43	4	discussed	discuss	VERB
ejpam-6539	43	5	fuzzy	fuzzy	ADJ
ejpam-6539	43	6	markov	markov	NOUN
ejpam-6539	43	7	chains	chain	NOUN
ejpam-6539	43	8	based	base	VERB
ejpam-6539	43	9	on	on	ADP
ejpam-6539	43	10	the	the	DET
ejpam-6539	43	11	fuzzy	fuzzy	ADJ
ejpam-6539	43	12	transition	transition	NOUN
ejpam-6539	43	13	probability	probability	NOUN
ejpam-6539	43	14	to	to	PART
ejpam-6539	43	15	simulate	simulate	VERB
ejpam-6539	43	16	day	day	NOUN
ejpam-6539	43	17	-	-	PUNCT
ejpam-6539	43	18	ahead	ahead	NOUN
ejpam-6539	43	19	electricity	electricity	NOUN
ejpam-6539	43	20	pricing	pricing	NOUN
ejpam-6539	43	21	.	.	PUNCT
ejpam-6539	44	1	a	a	DET
ejpam-6539	44	2	combined	combine	VERB
ejpam-6539	44	3	forecast	forecast	NOUN
ejpam-6539	44	4	with	with	ADP
ejpam-6539	44	5	misleadingly	misleadingly	ADV
ejpam-6539	44	6	selected	select	VERB
ejpam-6539	44	7	weights	weight	NOUN
ejpam-6539	44	8	and	and	CCONJ
ejpam-6539	44	9	hmm	hmm	ADV
ejpam-6539	44	10	-	-	PUNCT
ejpam-6539	44	11	calibrated	calibrate	VERB
ejpam-6539	44	12	errors	error	NOUN
ejpam-6539	44	13	was	be	AUX
ejpam-6539	44	14	presented	present	VERB
ejpam-6539	44	15	by	by	ADP
ejpam-6539	44	16	liu	liu	PROPN
ejpam-6539	44	17	et	et	PROPN
ejpam-6539	44	18	al	al	PROPN
ejpam-6539	44	19	.	.	PUNCT
ejpam-6539	45	1	[	[	X
ejpam-6539	45	2	5	5	NUM
ejpam-6539	45	3	]	]	PUNCT
ejpam-6539	45	4	.	.	PUNCT
ejpam-6539	46	1	numerous	numerous	ADJ
ejpam-6539	46	2	methods	method	NOUN
ejpam-6539	46	3	and	and	CCONJ
ejpam-6539	46	4	techniques	technique	NOUN
ejpam-6539	46	5	have	have	AUX
ejpam-6539	46	6	been	be	AUX
ejpam-6539	46	7	developed	develop	VERB
ejpam-6539	46	8	to	to	PART
ejpam-6539	46	9	determine	determine	VERB
ejpam-6539	46	10	optimal	optimal	ADJ
ejpam-6539	46	11	pricing	pricing	NOUN
ejpam-6539	46	12	in	in	ADP
ejpam-6539	46	13	order	order	NOUN
ejpam-6539	46	14	to	to	PART
ejpam-6539	46	15	maximize	maximize	VERB
ejpam-6539	46	16	profit	profit	NOUN
ejpam-6539	46	17	,	,	PUNCT
ejpam-6539	46	18	according	accord	VERB
ejpam-6539	46	19	to	to	ADP
ejpam-6539	46	20	pandey	pandey	PROPN
ejpam-6539	46	21	et	et	PROPN
ejpam-6539	46	22	al	al	PROPN
ejpam-6539	46	23	.	.	PUNCT
ejpam-6539	47	1	[	[	X
ejpam-6539	47	2	6	6	NUM
ejpam-6539	47	3	]	]	PUNCT
ejpam-6539	47	4	and	and	CCONJ
ejpam-6539	47	5	other	other	ADJ
ejpam-6539	47	6	academics	academic	NOUN
ejpam-6539	47	7	.	.	PUNCT
ejpam-6539	48	1	the	the	DET
ejpam-6539	48	2	application	application	NOUN
ejpam-6539	48	3	of	of	ADP
ejpam-6539	48	4	several	several	ADJ
ejpam-6539	48	5	price	price	NOUN
ejpam-6539	48	6	forecasting	forecasting	NOUN
ejpam-6539	48	7	algorithms	algorithm	NOUN
ejpam-6539	48	8	in	in	ADP
ejpam-6539	48	9	global	global	ADJ
ejpam-6539	48	10	electrical	electrical	ADJ
ejpam-6539	48	11	markets	market	NOUN
ejpam-6539	48	12	has	have	AUX
ejpam-6539	48	13	been	be	AUX
ejpam-6539	48	14	discussed	discuss	VERB
ejpam-6539	48	15	.	.	PUNCT
ejpam-6539	49	1	the	the	DET
ejpam-6539	49	2	research	research	NOUN
ejpam-6539	49	3	paper	paper	NOUN
ejpam-6539	49	4	includes	include	VERB
ejpam-6539	49	5	a	a	DET
ejpam-6539	49	6	discussion	discussion	NOUN
ejpam-6539	49	7	of	of	ADP
ejpam-6539	49	8	the	the	DET
ejpam-6539	49	9	study	study	NOUN
ejpam-6539	49	10	conducted	conduct	VERB
ejpam-6539	49	11	by	by	ADP
ejpam-6539	49	12	hambali	hambali	PROPN
ejpam-6539	49	13	et	et	PROPN
ejpam-6539	49	14	al	al	PROPN
ejpam-6539	49	15	.	.	PUNCT
ejpam-6539	50	1	[	[	X
ejpam-6539	50	2	7	7	X
ejpam-6539	50	3	]	]	PUNCT
ejpam-6539	50	4	on	on	ADP
ejpam-6539	50	5	estimating	estimate	VERB
ejpam-6539	50	6	the	the	DET
ejpam-6539	50	7	quantity	quantity	NOUN
ejpam-6539	50	8	of	of	ADP
ejpam-6539	50	9	electricity	electricity	NOUN
ejpam-6539	50	10	required	require	VERB
ejpam-6539	50	11	by	by	ADP
ejpam-6539	50	12	humans	human	NOUN
ejpam-6539	50	13	.	.	PUNCT
ejpam-6539	51	1	one	one	NUM
ejpam-6539	51	2	way	way	NOUN
ejpam-6539	51	3	to	to	PART
ejpam-6539	51	4	ensure	ensure	VERB
ejpam-6539	51	5	high	high	ADJ
ejpam-6539	51	6	-	-	PUNCT
ejpam-6539	51	7	quality	quality	NOUN
ejpam-6539	51	8	power	power	NOUN
ejpam-6539	51	9	generation	generation	NOUN
ejpam-6539	51	10	,	,	PUNCT
ejpam-6539	51	11	transmission	transmission	NOUN
ejpam-6539	51	12	,	,	PUNCT
ejpam-6539	51	13	distribution	distribution	NOUN
ejpam-6539	51	14	,	,	PUNCT
ejpam-6539	51	15	and	and	CCONJ
ejpam-6539	51	16	marketing	marketing	NOUN
ejpam-6539	51	17	is	be	AUX
ejpam-6539	51	18	to	to	PART
ejpam-6539	51	19	accurately	accurately	ADV
ejpam-6539	51	20	forecast	forecast	VERB
ejpam-6539	51	21	the	the	DET
ejpam-6539	51	22	population	population	NOUN
ejpam-6539	51	23	’s	’s	PART
ejpam-6539	51	24	energy	energy	NOUN
ejpam-6539	51	25	needs	need	NOUN
ejpam-6539	51	26	in	in	ADP
ejpam-6539	51	27	order	order	NOUN
ejpam-6539	51	28	to	to	PART
ejpam-6539	51	29	save	save	VERB
ejpam-6539	51	30	operating	operating	NOUN
ejpam-6539	51	31	costs	cost	NOUN
ejpam-6539	51	32	and	and	CCONJ
ejpam-6539	51	33	maximize	maximize	VERB
ejpam-6539	51	34	the	the	DET
ejpam-6539	51	35	use	use	NOUN
ejpam-6539	51	36	of	of	ADP
ejpam-6539	51	37	the	the	DET
ejpam-6539	51	38	electricity	electricity	NOUN
ejpam-6539	51	39	generated	generate	VERB
ejpam-6539	51	40	at	at	ADP
ejpam-6539	51	41	all	all	DET
ejpam-6539	51	42	times	time	NOUN
ejpam-6539	51	43	.	.	PUNCT
ejpam-6539	52	1	the	the	DET
ejpam-6539	52	2	parameter	parameter	NOUN
ejpam-6539	52	3	of	of	ADP
ejpam-6539	52	4	the	the	DET
ejpam-6539	52	5	re	re	NOUN
ejpam-6539	52	6	-	-	NOUN
ejpam-6539	52	7	estimation	estimation	ADJ
ejpam-6539	52	8	problem	problem	NOUN
ejpam-6539	52	9	in	in	ADP
ejpam-6539	52	10	the	the	DET
ejpam-6539	52	11	classical	classical	ADJ
ejpam-6539	52	12	hidden	hide	VERB
ejpam-6539	52	13	markov	markov	NOUN
ejpam-6539	52	14	model	model	NOUN
ejpam-6539	52	15	of	of	ADP
ejpam-6539	52	16	the	the	DET
ejpam-6539	52	17	fuzzy	fuzzy	ADJ
ejpam-6539	52	18	probability	probability	NOUN
ejpam-6539	52	19	space	space	NOUN
ejpam-6539	52	20	was	be	AUX
ejpam-6539	52	21	examined	examine	VERB
ejpam-6539	52	22	by	by	ADP
ejpam-6539	52	23	r.	r.	PROPN
ejpam-6539	52	24	sujatha	sujatha	PROPN
ejpam-6539	52	25	et	et	PROPN
ejpam-6539	52	26	al	al	PROPN
ejpam-6539	52	27	.	.	PUNCT
ejpam-6539	53	1	[	[	X
ejpam-6539	53	2	8	8	NUM
ejpam-6539	53	3	]	]	PUNCT
ejpam-6539	53	4	.	.	PUNCT
ejpam-6539	54	1	s.	s.	PROPN
ejpam-6539	54	2	marimuthu	marimuthu	PROPN
ejpam-6539	54	3	et	et	PROPN
ejpam-6539	54	4	al	al	PROPN
ejpam-6539	54	5	.	.	PUNCT
ejpam-6539	55	1	[	[	X
ejpam-6539	55	2	9	9	NUM
ejpam-6539	55	3	]	]	PUNCT
ejpam-6539	55	4	talked	talk	VERB
ejpam-6539	55	5	about	about	ADP
ejpam-6539	55	6	the	the	DET
ejpam-6539	55	7	fuzzy	fuzzy	ADJ
ejpam-6539	55	8	stochastic	stochastic	ADJ
ejpam-6539	55	9	markov	markov	NOUN
ejpam-6539	55	10	chain	chain	NOUN
ejpam-6539	55	11	transition	transition	NOUN
ejpam-6539	55	12	probability	probability	NOUN
ejpam-6539	55	13	,	,	PUNCT
ejpam-6539	55	14	which	which	PRON
ejpam-6539	55	15	is	be	AUX
ejpam-6539	55	16	expressed	express	VERB
ejpam-6539	55	17	as	as	ADP
ejpam-6539	55	18	a	a	DET
ejpam-6539	55	19	hepta	hepta	NOUN
ejpam-6539	55	20	value	value	NOUN
ejpam-6539	55	21	utilizing	utilize	VERB
ejpam-6539	55	22	uncertainty	uncertainty	NOUN
ejpam-6539	55	23	and	and	CCONJ
ejpam-6539	55	24	as	as	ADP
ejpam-6539	55	25	triangular	triangular	ADJ
ejpam-6539	55	26	fuzzy	fuzzy	ADJ
ejpam-6539	55	27	numbers	number	NOUN
ejpam-6539	55	28	.	.	PUNCT
ejpam-6539	56	1	lago	lago	NOUN
ejpam-6539	56	2	et	et	PROPN
ejpam-6539	56	3	al	al	PROPN
ejpam-6539	56	4	.	.	PUNCT
ejpam-6539	57	1	[	[	X
ejpam-6539	57	2	10	10	NUM
ejpam-6539	57	3	]	]	PUNCT
ejpam-6539	57	4	proposed	propose	VERB
ejpam-6539	57	5	two	two	NUM
ejpam-6539	57	6	different	different	ADJ
ejpam-6539	57	7	methods	method	NOUN
ejpam-6539	57	8	to	to	PART
ejpam-6539	57	9	improve	improve	VERB
ejpam-6539	57	10	predictive	predictive	ADJ
ejpam-6539	57	11	performance	performance	NOUN
ejpam-6539	57	12	and	and	CCONJ
ejpam-6539	57	13	incorporate	incorporate	VERB
ejpam-6539	57	14	market	market	NOUN
ejpam-6539	57	15	integration	integration	NOUN
ejpam-6539	57	16	in	in	ADP
ejpam-6539	57	17	energy	energy	NOUN
ejpam-6539	57	18	price	price	NOUN
ejpam-6539	57	19	forecasting	forecasting	NOUN
ejpam-6539	57	20	.	.	PUNCT
ejpam-6539	58	1	we	we	PRON
ejpam-6539	58	2	examined	examine	VERB
ejpam-6539	58	3	a	a	DET
ejpam-6539	58	4	deep	deep	ADJ
ejpam-6539	58	5	neural	neural	ADJ
ejpam-6539	58	6	network	network	NOUN
ejpam-6539	58	7	that	that	PRON
ejpam-6539	58	8	improves	improve	VERB
ejpam-6539	58	9	local	local	ADJ
ejpam-6539	58	10	market	market	NOUN
ejpam-6539	58	11	prediction	prediction	NOUN
ejpam-6539	58	12	accuracy	accuracy	NOUN
ejpam-6539	58	13	by	by	ADP
ejpam-6539	58	14	utilizing	utilize	VERB
ejpam-6539	58	15	features	feature	NOUN
ejpam-6539	58	16	from	from	ADP
ejpam-6539	58	17	other	other	ADJ
ejpam-6539	58	18	connected	connected	ADJ
ejpam-6539	58	19	markets	market	NOUN
ejpam-6539	58	20	.	.	PUNCT
ejpam-6539	59	1	in	in	ADP
ejpam-6539	59	2	a	a	DET
ejpam-6539	59	3	study	study	NOUN
ejpam-6539	59	4	by	by	ADP
ejpam-6539	59	5	camino	camino	PROPN
ejpam-6539	59	6	gonzalez	gonzalez	PROPN
ejpam-6539	59	7	et	et	PROPN
ejpam-6539	59	8	al	al	PROPN
ejpam-6539	59	9	.	.	PROPN
ejpam-6539	59	10	,	,	PUNCT
ejpam-6539	59	11	random	random	ADJ
ejpam-6539	59	12	forest	forest	NOUN
ejpam-6539	59	13	,	,	PUNCT
ejpam-6539	59	14	a	a	DET
ejpam-6539	59	15	widely	widely	ADV
ejpam-6539	59	16	used	use	VERB
ejpam-6539	59	17	methodology	methodology	NOUN
ejpam-6539	59	18	that	that	PRON
ejpam-6539	59	19	has	have	AUX
ejpam-6539	59	20	proven	prove	VERB
ejpam-6539	59	21	effective	effective	ADJ
ejpam-6539	59	22	in	in	ADP
ejpam-6539	59	23	several	several	ADJ
ejpam-6539	59	24	areas	area	NOUN
ejpam-6539	59	25	,	,	PUNCT
ejpam-6539	59	26	was	be	AUX
ejpam-6539	59	27	compared	compare	VERB
ejpam-6539	59	28	to	to	ADP
ejpam-6539	59	29	another	another	DET
ejpam-6539	59	30	tree	tree	NOUN
ejpam-6539	59	31	-	-	PUNCT
ejpam-6539	59	32	based	base	VERB
ejpam-6539	59	33	strategy	strategy	NOUN
ejpam-6539	59	34	.	.	PUNCT
ejpam-6539	60	1	[	[	X
ejpam-6539	60	2	11	11	NUM
ejpam-6539	60	3	]	]	X
ejpam-6539	60	4	singh	singh	PROPN
ejpam-6539	60	5	et	et	PROPN
ejpam-6539	60	6	al	al	PROPN
ejpam-6539	60	7	.	.	PUNCT
ejpam-6539	61	1	[	[	X
ejpam-6539	61	2	12	12	NUM
ejpam-6539	61	3	]	]	PUNCT
ejpam-6539	61	4	published	publish	VERB
ejpam-6539	61	5	a	a	DET
ejpam-6539	61	6	thorough	thorough	ADJ
ejpam-6539	61	7	,	,	PUNCT
ejpam-6539	61	8	methodical	methodical	ADJ
ejpam-6539	61	9	,	,	PUNCT
ejpam-6539	61	10	and	and	CCONJ
ejpam-6539	61	11	comparative	comparative	ADJ
ejpam-6539	61	12	investigation	investigation	NOUN
ejpam-6539	61	13	of	of	ADP
ejpam-6539	61	14	excellent	excellent	ADJ
ejpam-6539	61	15	data	datum	NOUN
ejpam-6539	61	16	mining	mining	NOUN
ejpam-6539	61	17	approaches	approach	NOUN
ejpam-6539	61	18	useful	useful	ADJ
ejpam-6539	61	19	in	in	ADP
ejpam-6539	61	20	estimating	estimate	VERB
ejpam-6539	61	21	the	the	DET
ejpam-6539	61	22	electrical	electrical	ADJ
ejpam-6539	61	23	load	load	NOUN
ejpam-6539	61	24	demand	demand	NOUN
ejpam-6539	61	25	of	of	ADP
ejpam-6539	61	26	diverse	diverse	ADJ
ejpam-6539	61	27	geographic	geographic	ADJ
ejpam-6539	61	28	areas	area	NOUN
ejpam-6539	61	29	.	.	PUNCT
ejpam-6539	62	1	using	use	VERB
ejpam-6539	62	2	artificial	artificial	ADJ
ejpam-6539	62	3	neural	neural	ADJ
ejpam-6539	62	4	networks	network	NOUN
ejpam-6539	62	5	(	(	PUNCT
ejpam-6539	62	6	ann	ann	PROPN
ejpam-6539	62	7	)	)	PUNCT
ejpam-6539	62	8	,	,	PUNCT
ejpam-6539	62	9	niranjan	niranjan	PROPN
ejpam-6539	62	10	kumar	kumar	PROPN
ejpam-6539	62	11	et	et	PROPN
ejpam-6539	62	12	al	al	PROPN
ejpam-6539	62	13	.	.	PUNCT
ejpam-6539	63	1	[	[	X
ejpam-6539	63	2	13	13	NUM
ejpam-6539	63	3	]	]	PUNCT
ejpam-6539	63	4	predicted	predict	VERB
ejpam-6539	63	5	the	the	DET
ejpam-6539	63	6	market	market	NOUN
ejpam-6539	63	7	clearing	clearing	NOUN
ejpam-6539	63	8	price	price	NOUN
ejpam-6539	63	9	in	in	ADP
ejpam-6539	63	10	the	the	DET
ejpam-6539	63	11	indian	indian	ADJ
ejpam-6539	63	12	power	power	NOUN
ejpam-6539	63	13	markets	market	NOUN
ejpam-6539	63	14	.	.	PUNCT
ejpam-6539	64	1	study	study	NOUN
ejpam-6539	64	2	by	by	ADP
ejpam-6539	64	3	li	li	PROPN
ejpam-6539	64	4	et	et	PROPN
ejpam-6539	64	5	al	al	PROPN
ejpam-6539	64	6	.	.	PUNCT
ejpam-6539	65	1	[	[	X
ejpam-6539	65	2	14	14	NUM
ejpam-6539	65	3	]	]	PUNCT
ejpam-6539	65	4	on	on	ADP
ejpam-6539	65	5	neural	neural	ADJ
ejpam-6539	65	6	network	network	NOUN
ejpam-6539	65	7	and	and	CCONJ
ejpam-6539	65	8	genetic	genetic	ADJ
ejpam-6539	65	9	algorithm	algorithm	NOUN
ejpam-6539	65	10	-	-	PUNCT
ejpam-6539	65	11	based	base	VERB
ejpam-6539	65	12	methods	method	NOUN
ejpam-6539	65	13	for	for	ADP
ejpam-6539	65	14	forecasting	forecast	VERB
ejpam-6539	65	15	power	power	NOUN
ejpam-6539	65	16	market	market	NOUN
ejpam-6539	65	17	prices	price	NOUN
ejpam-6539	65	18	for	for	ADP
ejpam-6539	65	19	electricity	electricity	NOUN
ejpam-6539	65	20	.	.	PUNCT
ejpam-6539	66	1	patel	patel	PROPN
ejpam-6539	66	2	et	et	PROPN
ejpam-6539	66	3	al	al	PROPN
ejpam-6539	66	4	.	.	PUNCT
ejpam-6539	67	1	[	[	X
ejpam-6539	67	2	15	15	NUM
ejpam-6539	67	3	]	]	PUNCT
ejpam-6539	67	4	assessed	assess	VERB
ejpam-6539	67	5	an	an	DET
ejpam-6539	67	6	essay	essay	NOUN
ejpam-6539	67	7	on	on	ADP
ejpam-6539	67	8	data	datum	NOUN
ejpam-6539	67	9	driven	drive	VERB
ejpam-6539	67	10	analysis	analysis	NOUN
ejpam-6539	67	11	methodologies	methodology	NOUN
ejpam-6539	67	12	for	for	ADP
ejpam-6539	67	13	energy	energy	NOUN
ejpam-6539	67	14	usage	usage	NOUN
ejpam-6539	67	15	and	and	CCONJ
ejpam-6539	67	16	price	price	NOUN
ejpam-6539	67	17	projection	projection	NOUN
ejpam-6539	67	18	.	.	PUNCT
ejpam-6539	68	1	ahmed	ahmed	PROPN
ejpam-6539	68	2	g.	g.	PROPN
ejpam-6539	68	3	gad	gad	PROPN
ejpam-6539	69	1	[	[	X
ejpam-6539	69	2	16	16	NUM
ejpam-6539	69	3	]	]	PUNCT
ejpam-6539	69	4	oversaw	oversee	VERB
ejpam-6539	69	5	a	a	DET
ejpam-6539	69	6	number	number	NOUN
ejpam-6539	69	7	of	of	ADP
ejpam-6539	69	8	proficient	proficient	ADJ
ejpam-6539	69	9	improvement	improvement	NOUN
ejpam-6539	69	10	projects	project	NOUN
ejpam-6539	69	11	in	in	ADP
ejpam-6539	69	12	fields	field	NOUN
ejpam-6539	69	13	including	include	VERB
ejpam-6539	69	14	wireless	wireless	ADJ
ejpam-6539	69	15	networks	network	NOUN
ejpam-6539	69	16	and	and	CCONJ
ejpam-6539	69	17	robotics	robotic	NOUN
ejpam-6539	69	18	.	.	PUNCT
ejpam-6539	70	1	the	the	DET
ejpam-6539	70	2	pso	pso	NOUN
ejpam-6539	70	3	rule	rule	NOUN
ejpam-6539	70	4	’s	’s	PART
ejpam-6539	70	5	contents	content	NOUN
ejpam-6539	70	6	have	have	AUX
ejpam-6539	70	7	become	become	VERB
ejpam-6539	70	8	more	more	ADV
ejpam-6539	70	9	widely	widely	ADV
ejpam-6539	70	10	known	know	VERB
ejpam-6539	70	11	,	,	PUNCT
ejpam-6539	70	12	and	and	CCONJ
ejpam-6539	70	13	jingzhong	jingzhong	PROPN
ejpam-6539	70	14	fang	fang	PROPN
ejpam-6539	70	15	et	et	PROPN
ejpam-6539	70	16	al	al	PROPN
ejpam-6539	70	17	.	.	PUNCT
ejpam-6539	71	1	[	[	X
ejpam-6539	71	2	17	17	NUM
ejpam-6539	71	3	]	]	PUNCT
ejpam-6539	71	4	have	have	AUX
ejpam-6539	71	5	given	give	VERB
ejpam-6539	71	6	a	a	DET
ejpam-6539	71	7	thorough	thorough	ADJ
ejpam-6539	71	8	overview	overview	NOUN
ejpam-6539	71	9	of	of	ADP
ejpam-6539	71	10	a	a	DET
ejpam-6539	71	11	few	few	ADJ
ejpam-6539	71	12	selected	select	VERB
ejpam-6539	71	13	pso	pso	NOUN
ejpam-6539	71	14	variations	variation	NOUN
ejpam-6539	71	15	.	.	PUNCT
ejpam-6539	72	1	the	the	DET
ejpam-6539	72	2	average	average	ADJ
ejpam-6539	72	3	based	base	VERB
ejpam-6539	72	4	fuzzy	fuzzy	ADJ
ejpam-6539	72	5	time	time	NOUN
ejpam-6539	72	6	series	series	PROPN
ejpam-6539	72	7	markov	markov	PROPN
ejpam-6539	72	8	chain	chain	NOUN
ejpam-6539	72	9	based	base	VERB
ejpam-6539	72	10	on	on	ADP
ejpam-6539	72	11	frequency	frequency	NOUN
ejpam-6539	72	12	density	density	NOUN
ejpam-6539	72	13	partitioning	partitioning	NOUN
ejpam-6539	72	14	was	be	AUX
ejpam-6539	72	15	studied	study	VERB
ejpam-6539	72	16	by	by	ADP
ejpam-6539	72	17	susilo	susilo	PROPN
ejpam-6539	72	18	hariyanto	hariyanto	PROPN
ejpam-6539	72	19	et	et	PROPN
ejpam-6539	72	20	al	al	PROPN
ejpam-6539	72	21	.	.	PUNCT
ejpam-6539	73	1	[	[	X
ejpam-6539	73	2	18	18	NUM
ejpam-6539	73	3	]	]	PUNCT
ejpam-6539	73	4	.	.	PUNCT
ejpam-6539	74	1	according	accord	VERB
ejpam-6539	74	2	to	to	ADP
ejpam-6539	74	3	xuan	xuan	PROPN
ejpam-6539	74	4	huang	huang	PROPN
ejpam-6539	74	5	et	et	PROPN
ejpam-6539	74	6	al	al	PROPN
ejpam-6539	74	7	.	.	PUNCT
ejpam-6539	75	1	[	[	X
ejpam-6539	75	2	19	19	NUM
ejpam-6539	75	3	]	]	PUNCT
ejpam-6539	75	4	,	,	PUNCT
ejpam-6539	75	5	the	the	DET
ejpam-6539	75	6	hydrological	hydrological	ADJ
ejpam-6539	75	7	cycle	cycle	NOUN
ejpam-6539	75	8	of	of	ADP
ejpam-6539	75	9	a	a	DET
ejpam-6539	75	10	watershed	watershe	VERB
ejpam-6539	75	11	rainfall	rainfall	NOUN
ejpam-6539	75	12	series	series	NOUN
ejpam-6539	75	13	is	be	AUX
ejpam-6539	75	14	calculated	calculate	VERB
ejpam-6539	75	15	using	use	VERB
ejpam-6539	75	16	markov	markov	PROPN
ejpam-6539	75	17	’s	’s	PART
ejpam-6539	75	18	theory	theory	NOUN
ejpam-6539	75	19	,	,	PUNCT
ejpam-6539	75	20	and	and	CCONJ
ejpam-6539	75	21	the	the	DET
ejpam-6539	75	22	historical	historical	ADJ
ejpam-6539	75	23	data	datum	NOUN
ejpam-6539	75	24	is	be	AUX
ejpam-6539	75	25	categorized	categorize	VERB
ejpam-6539	75	26	using	use	VERB
ejpam-6539	75	27	the	the	DET
ejpam-6539	75	28	percentage	percentage	NOUN
ejpam-6539	75	29	of	of	ADP
ejpam-6539	75	30	precipitation	precipitation	NOUN
ejpam-6539	75	31	distance.numerous	distance.numerous	ADJ
ejpam-6539	75	32	approaches	approach	NOUN
ejpam-6539	75	33	,	,	PUNCT
ejpam-6539	75	34	their	their	PRON
ejpam-6539	75	35	accuracy	accuracy	NOUN
ejpam-6539	75	36	,	,	PUNCT
ejpam-6539	75	37	modeling	modeling	NOUN
ejpam-6539	75	38	performance	performance	NOUN
ejpam-6539	75	39	,	,	PUNCT
ejpam-6539	75	40	and	and	CCONJ
ejpam-6539	75	41	drawbacks	drawback	NOUN
ejpam-6539	75	42	are	be	AUX
ejpam-6539	75	43	all	all	PRON
ejpam-6539	75	44	shown	show	VERB
ejpam-6539	75	45	in	in	ADP
ejpam-6539	75	46	the	the	DET
ejpam-6539	75	47	current	current	ADJ
ejpam-6539	75	48	literature	literature	NOUN
ejpam-6539	75	49	analysis	analysis	NOUN
ejpam-6539	75	50	.	.	PUNCT
ejpam-6539	76	1	the	the	DET
ejpam-6539	76	2	development	development	NOUN
ejpam-6539	76	3	of	of	ADP
ejpam-6539	76	4	a	a	DET
ejpam-6539	76	5	hybrid	hybrid	ADJ
ejpam-6539	76	6	intelligent	intelligent	ADJ
ejpam-6539	76	7	interval	interval	NOUN
ejpam-6539	76	8	valued	value	VERB
ejpam-6539	76	9	tuning	tune	VERB
ejpam-6539	76	10	model	model	NOUN
ejpam-6539	76	11	for	for	ADP
ejpam-6539	76	12	the	the	DET
ejpam-6539	76	13	interval	interval	NOUN
ejpam-6539	76	14	valued	value	VERB
ejpam-6539	76	15	fuzzy	fuzzy	ADJ
ejpam-6539	76	16	relational	relational	ADJ
ejpam-6539	76	17	hidden	hide	VERB
ejpam-6539	76	18	markov	markov	NOUN
ejpam-6539	76	19	parametric	parametric	ADJ
ejpam-6539	76	20	optimized	optimize	VERB
ejpam-6539	76	21	particle	particle	NOUN
ejpam-6539	76	22	swarm	swarm	NOUN
ejpam-6539	76	23	algorithm	algorithm	NOUN
ejpam-6539	76	24	is	be	AUX
ejpam-6539	76	25	the	the	DET
ejpam-6539	76	26	primary	primary	ADJ
ejpam-6539	76	27	goal	goal	NOUN
ejpam-6539	76	28	of	of	ADP
ejpam-6539	76	29	this	this	DET
ejpam-6539	76	30	research	research	NOUN
ejpam-6539	76	31	project	project	NOUN
ejpam-6539	76	32	for	for	ADP
ejpam-6539	76	33	an	an	DET
ejpam-6539	76	34	electricity	electricity	NOUN
ejpam-6539	76	35	forecasting	forecasting	NOUN
ejpam-6539	76	36	system	system	NOUN
ejpam-6539	76	37	.	.	PUNCT
ejpam-6539	77	1	the	the	DET
ejpam-6539	77	2	model	model	NOUN
ejpam-6539	77	3	’s	’s	PART
ejpam-6539	77	4	advantages	advantage	NOUN
ejpam-6539	77	5	are	be	AUX
ejpam-6539	77	6	that	that	SCONJ
ejpam-6539	77	7	it	it	PRON
ejpam-6539	77	8	selects	select	VERB
ejpam-6539	77	9	the	the	DET
ejpam-6539	77	10	truly	truly	ADV
ejpam-6539	77	11	best	good	ADJ
ejpam-6539	77	12	people	people	NOUN
ejpam-6539	77	13	and	and	CCONJ
ejpam-6539	77	14	determines	determine	VERB
ejpam-6539	77	15	each	each	DET
ejpam-6539	77	16	person	person	NOUN
ejpam-6539	77	17	’s	’s	PART
ejpam-6539	77	18	fitness	fitness	NOUN
ejpam-6539	77	19	to	to	PART
ejpam-6539	77	20	pass	pass	VERB
ejpam-6539	77	21	on	on	ADP
ejpam-6539	77	22	to	to	ADP
ejpam-6539	77	23	the	the	DET
ejpam-6539	77	24	following	follow	VERB
ejpam-6539	77	25	generation	generation	NOUN
ejpam-6539	77	26	.	.	PUNCT
ejpam-6539	78	1	this	this	PRON
ejpam-6539	78	2	contributes	contribute	VERB
ejpam-6539	78	3	to	to	ADP
ejpam-6539	78	4	the	the	DET
ejpam-6539	78	5	development	development	NOUN
ejpam-6539	78	6	of	of	ADP
ejpam-6539	78	7	an	an	DET
ejpam-6539	78	8	original	original	ADJ
ejpam-6539	78	9	,	,	PUNCT
ejpam-6539	78	10	fresh	fresh	ADJ
ejpam-6539	78	11	mathematical	mathematical	ADJ
ejpam-6539	78	12	framework	framework	NOUN
ejpam-6539	78	13	for	for	ADP
ejpam-6539	78	14	the	the	DET
ejpam-6539	78	15	ihmm	ihmm	NOUN
ejpam-6539	78	16	-	-	PUNCT
ejpam-6539	78	17	frpso	frpso	NOUN
ejpam-6539	78	18	power	power	NOUN
ejpam-6539	78	19	forecasting	forecasting	NOUN
ejpam-6539	78	20	system	system	NOUN
ejpam-6539	78	21	.	.	PUNCT
ejpam-6539	79	1	k.	k.	PROPN
ejpam-6539	79	2	kalpana	kalpana	PROPN
ejpam-6539	79	3	,	,	PUNCT
ejpam-6539	79	4	g.	g.	PROPN
ejpam-6539	79	5	kavitha	kavitha	PROPN
ejpam-6539	79	6	/	/	SYM
ejpam-6539	79	7	eur	eur	PROPN
ejpam-6539	79	8	.	.	PUNCT
ejpam-6539	80	1	j.	j.	PROPN
ejpam-6539	80	2	pure	pure	PROPN
ejpam-6539	80	3	appl	appl	PROPN
ejpam-6539	80	4	.	.	PROPN
ejpam-6539	80	5	math	math	PROPN
ejpam-6539	80	6	,	,	PUNCT
ejpam-6539	80	7	18	18	NUM
ejpam-6539	80	8	(	(	PUNCT
ejpam-6539	80	9	4	4	NUM
ejpam-6539	80	10	)	)	PUNCT
ejpam-6539	80	11	(	(	PUNCT
ejpam-6539	80	12	2025	2025	NUM
ejpam-6539	80	13	)	)	PUNCT
ejpam-6539	80	14	,	,	PUNCT
ejpam-6539	80	15	6539	6539	NUM
ejpam-6539	80	16	4	4	NUM
ejpam-6539	80	17	of	of	ADP
ejpam-6539	80	18	42	42	NUM
ejpam-6539	80	19	the	the	DET
ejpam-6539	80	20	remainder	remainder	NOUN
ejpam-6539	80	21	of	of	ADP
ejpam-6539	80	22	this	this	DET
ejpam-6539	80	23	paper	paper	NOUN
ejpam-6539	80	24	is	be	AUX
ejpam-6539	80	25	structured	structure	VERB
ejpam-6539	80	26	as	as	SCONJ
ejpam-6539	80	27	follows	follow	VERB
ejpam-6539	80	28	:	:	PUNCT
ejpam-6539	80	29	section	section	NOUN
ejpam-6539	80	30	2	2	NUM
ejpam-6539	80	31	presents	present	NOUN
ejpam-6539	80	32	related	relate	VERB
ejpam-6539	80	33	work	work	NOUN
ejpam-6539	80	34	and	and	CCONJ
ejpam-6539	80	35	literature	literature	NOUN
ejpam-6539	80	36	review	review	NOUN
ejpam-6539	80	37	,	,	PUNCT
ejpam-6539	80	38	section	section	NOUN
ejpam-6539	80	39	3	3	NUM
ejpam-6539	80	40	presents	present	VERB
ejpam-6539	80	41	theoretical	theoretical	ADJ
ejpam-6539	80	42	background	background	NOUN
ejpam-6539	80	43	,	,	PUNCT
ejpam-6539	80	44	section	section	NOUN
ejpam-6539	80	45	4	4	NUM
ejpam-6539	80	46	presents	present	NOUN
ejpam-6539	80	47	proposed	propose	VERB
ejpam-6539	80	48	methodology	methodology	NOUN
ejpam-6539	80	49	section	section	NOUN
ejpam-6539	80	50	5	5	NUM
ejpam-6539	80	51	presents	present	VERB
ejpam-6539	80	52	the	the	DET
ejpam-6539	80	53	materials	material	NOUN
ejpam-6539	80	54	and	and	CCONJ
ejpam-6539	80	55	methods	method	NOUN
ejpam-6539	80	56	,	,	PUNCT
ejpam-6539	80	57	including	include	VERB
ejpam-6539	80	58	preliminaries	preliminary	NOUN
ejpam-6539	80	59	on	on	ADP
ejpam-6539	80	60	hmm	hmm	NOUN
ejpam-6539	80	61	and	and	CCONJ
ejpam-6539	80	62	pso	pso	NOUN
ejpam-6539	80	63	,	,	PUNCT
ejpam-6539	80	64	the	the	DET
ejpam-6539	80	65	proposed	propose	VERB
ejpam-6539	80	66	ihmm	ihmm	PROPN
ejpam-6539	80	67	pso	pso	NOUN
ejpam-6539	80	68	model	model	NOUN
ejpam-6539	80	69	design	design	NOUN
ejpam-6539	80	70	,	,	PUNCT
ejpam-6539	80	71	and	and	CCONJ
ejpam-6539	80	72	its	its	PRON
ejpam-6539	80	73	optimization	optimization	NOUN
ejpam-6539	80	74	procedure.section	procedure.section	NOUN
ejpam-6539	80	75	6	6	NUM
ejpam-6539	80	76	reports	report	VERB
ejpam-6539	80	77	experimental	experimental	ADJ
ejpam-6539	80	78	results	result	NOUN
ejpam-6539	80	79	,	,	PUNCT
ejpam-6539	80	80	performance	performance	NOUN
ejpam-6539	80	81	evaluations	evaluation	NOUN
ejpam-6539	80	82	,	,	PUNCT
ejpam-6539	80	83	and	and	CCONJ
ejpam-6539	80	84	comparative	comparative	ADJ
ejpam-6539	80	85	analysis	analysis	NOUN
ejpam-6539	80	86	with	with	ADP
ejpam-6539	80	87	stateof	stateof	ADJ
ejpam-6539	80	88	-	-	PUNCT
ejpam-6539	80	89	the	the	DET
ejpam-6539	80	90	-	-	PUNCT
ejpam-6539	80	91	art	art	NOUN
ejpam-6539	80	92	models	model	NOUN
ejpam-6539	80	93	.	.	PUNCT
ejpam-6539	81	1	section	section	NOUN
ejpam-6539	81	2	7	7	NUM
ejpam-6539	81	3	concludes	conclude	VERB
ejpam-6539	81	4	the	the	DET
ejpam-6539	81	5	study	study	NOUN
ejpam-6539	81	6	and	and	CCONJ
ejpam-6539	81	7	discusses	discuss	VERB
ejpam-6539	81	8	potential	potential	ADJ
ejpam-6539	81	9	future	future	ADJ
ejpam-6539	81	10	work	work	NOUN
ejpam-6539	81	11	.	.	PUNCT
ejpam-6539	82	1	2	2	X
ejpam-6539	82	2	.	.	X
ejpam-6539	82	3	related	relate	VERB
ejpam-6539	82	4	work	work	NOUN
ejpam-6539	82	5	and	and	CCONJ
ejpam-6539	82	6	literature	literature	NOUN
ejpam-6539	82	7	review	review	NOUN
ejpam-6539	82	8	2.1	2.1	NUM
ejpam-6539	82	9	.	.	PUNCT
ejpam-6539	83	1	overview	overview	NOUN
ejpam-6539	83	2	of	of	ADP
ejpam-6539	83	3	existing	exist	VERB
ejpam-6539	83	4	forecasting	forecasting	NOUN
ejpam-6539	83	5	techniques	technique	NOUN
ejpam-6539	83	6	traditional	traditional	ADJ
ejpam-6539	83	7	hmm	hmm	NOUN
ejpam-6539	83	8	models	model	NOUN
ejpam-6539	83	9	hidden	hide	VERB
ejpam-6539	83	10	markov	markov	NOUN
ejpam-6539	83	11	models	model	NOUN
ejpam-6539	83	12	(	(	PUNCT
ejpam-6539	83	13	hmms	hmms	NOUN
ejpam-6539	83	14	)	)	PUNCT
ejpam-6539	83	15	have	have	AUX
ejpam-6539	83	16	been	be	AUX
ejpam-6539	83	17	widely	widely	ADV
ejpam-6539	83	18	used	use	VERB
ejpam-6539	83	19	in	in	ADP
ejpam-6539	83	20	electricity	electricity	NOUN
ejpam-6539	83	21	price	price	NOUN
ejpam-6539	83	22	forecasting	forecasting	NOUN
ejpam-6539	83	23	due	due	ADP
ejpam-6539	83	24	to	to	ADP
ejpam-6539	83	25	their	their	PRON
ejpam-6539	83	26	ability	ability	NOUN
ejpam-6539	83	27	to	to	PART
ejpam-6539	83	28	represent	represent	VERB
ejpam-6539	83	29	regime	regime	NOUN
ejpam-6539	83	30	-	-	PUNCT
ejpam-6539	83	31	switching	switch	VERB
ejpam-6539	83	32	dynamics	dynamic	NOUN
ejpam-6539	83	33	and	and	CCONJ
ejpam-6539	83	34	temporal	temporal	ADJ
ejpam-6539	83	35	dependencies	dependency	NOUN
ejpam-6539	83	36	in	in	ADP
ejpam-6539	83	37	market	market	NOUN
ejpam-6539	83	38	data	datum	NOUN
ejpam-6539	83	39	.	.	PUNCT
ejpam-6539	84	1	in	in	ADP
ejpam-6539	84	2	classical	classical	ADJ
ejpam-6539	84	3	hmm	hmm	NOUN
ejpam-6539	84	4	applications	application	NOUN
ejpam-6539	84	5	,	,	PUNCT
ejpam-6539	84	6	market	market	NOUN
ejpam-6539	84	7	prices	price	NOUN
ejpam-6539	84	8	are	be	AUX
ejpam-6539	84	9	modeled	model	VERB
ejpam-6539	84	10	as	as	ADP
ejpam-6539	84	11	outputs	output	NOUN
ejpam-6539	84	12	of	of	ADP
ejpam-6539	84	13	hidden	hidden	ADJ
ejpam-6539	84	14	states	state	NOUN
ejpam-6539	84	15	,	,	PUNCT
ejpam-6539	84	16	with	with	ADP
ejpam-6539	84	17	transition	transition	NOUN
ejpam-6539	84	18	probabilities	probability	NOUN
ejpam-6539	84	19	capturing	capture	VERB
ejpam-6539	84	20	the	the	DET
ejpam-6539	84	21	likelihood	likelihood	NOUN
ejpam-6539	84	22	of	of	ADP
ejpam-6539	84	23	shifting	shift	VERB
ejpam-6539	84	24	between	between	ADP
ejpam-6539	84	25	market	market	NOUN
ejpam-6539	84	26	conditions	condition	NOUN
ejpam-6539	84	27	(	(	PUNCT
ejpam-6539	84	28	e.g.	e.g.	ADV
ejpam-6539	84	29	,	,	PUNCT
ejpam-6539	84	30	high	high	ADJ
ejpam-6539	84	31	,	,	PUNCT
ejpam-6539	84	32	medium	medium	ADJ
ejpam-6539	84	33	,	,	PUNCT
ejpam-6539	84	34	or	or	CCONJ
ejpam-6539	84	35	low	low	ADJ
ejpam-6539	84	36	price	price	NOUN
ejpam-6539	84	37	regimes	regime	NOUN
ejpam-6539	84	38	)	)	PUNCT
ejpam-6539	84	39	.	.	PUNCT
ejpam-6539	85	1	ross	ross	PROPN
ejpam-6539	85	2	et	et	NOUN
ejpam-6539	85	3	al.(1996	al.(1996	PROPN
ejpam-6539	85	4	)	)	PUNCT
ejpam-6539	85	5	formalized	formalize	VERB
ejpam-6539	85	6	the	the	DET
ejpam-6539	85	7	theoretical	theoretical	ADJ
ejpam-6539	85	8	basis	basis	NOUN
ejpam-6539	85	9	for	for	ADP
ejpam-6539	85	10	hmms	hmms	NOUN
ejpam-6539	85	11	,	,	PUNCT
ejpam-6539	85	12	and	and	CCONJ
ejpam-6539	85	13	subsequent	subsequent	ADJ
ejpam-6539	85	14	works	work	NOUN
ejpam-6539	85	15	(	(	PUNCT
ejpam-6539	85	16	e.g.	e.g.	ADV
ejpam-6539	85	17	,	,	PUNCT
ejpam-6539	85	18	kavitha	kavitha	PROPN
ejpam-6539	85	19	et	et	PROPN
ejpam-6539	85	20	al.2013	al.2013	PROPN
ejpam-6539	85	21	)	)	PUNCT
ejpam-6539	85	22	demonstrated	demonstrate	VERB
ejpam-6539	85	23	their	their	PRON
ejpam-6539	85	24	applicability	applicability	NOUN
ejpam-6539	85	25	to	to	ADP
ejpam-6539	85	26	financial	financial	ADJ
ejpam-6539	85	27	and	and	CCONJ
ejpam-6539	85	28	energy	energy	NOUN
ejpam-6539	85	29	markets	market	NOUN
ejpam-6539	85	30	.	.	PUNCT
ejpam-6539	86	1	fuzzy	fuzzy	ADJ
ejpam-6539	86	2	logic	logic	NOUN
ejpam-6539	86	3	extensions	extension	NOUN
ejpam-6539	86	4	have	have	AUX
ejpam-6539	86	5	further	far	ADV
ejpam-6539	86	6	enhanced	enhance	VERB
ejpam-6539	86	7	hmm	hmm	INTJ
ejpam-6539	86	8	capabilities	capability	NOUN
ejpam-6539	86	9	by	by	ADP
ejpam-6539	86	10	incorporating	incorporate	VERB
ejpam-6539	86	11	imprecision	imprecision	NOUN
ejpam-6539	86	12	handling	handling	NOUN
ejpam-6539	86	13	and	and	CCONJ
ejpam-6539	86	14	uncertainty	uncertainty	NOUN
ejpam-6539	86	15	modeling	model	VERB
ejpam-6539	86	16	in	in	ADP
ejpam-6539	86	17	market	market	NOUN
ejpam-6539	86	18	dynamics	dynamic	NOUN
ejpam-6539	86	19	.	.	PUNCT
ejpam-6539	87	1	comparable	comparable	ADJ
ejpam-6539	87	2	fuzzy	fuzzy	ADV
ejpam-6539	87	3	-	-	PUNCT
ejpam-6539	87	4	based	base	VERB
ejpam-6539	87	5	forecasting	forecasting	NOUN
ejpam-6539	87	6	frameworks	framework	NOUN
ejpam-6539	87	7	were	be	AUX
ejpam-6539	87	8	discussed	discuss	VERB
ejpam-6539	87	9	by	by	ADP
ejpam-6539	87	10	sujatha	sujatha	PROPN
ejpam-6539	87	11	et	et	PROPN
ejpam-6539	87	12	al	al	PROPN
ejpam-6539	87	13	.	.	PROPN
ejpam-6539	88	1	(	(	PUNCT
ejpam-6539	88	2	2016	2016	NUM
ejpam-6539	88	3	)	)	PUNCT
ejpam-6539	88	4	and	and	CCONJ
ejpam-6539	88	5	marimuthu	marimuthu	NOUN
ejpam-6539	88	6	et	et	PROPN
ejpam-6539	88	7	al	al	PROPN
ejpam-6539	88	8	.	.	PROPN
ejpam-6539	88	9	(	(	PUNCT
ejpam-6539	88	10	2022	2022	NUM
ejpam-6539	88	11	)	)	PUNCT
ejpam-6539	88	12	.	.	PUNCT
ejpam-6539	89	1	while	while	SCONJ
ejpam-6539	89	2	traditional	traditional	ADJ
ejpam-6539	89	3	hmms	hmms	NOUN
ejpam-6539	89	4	can	can	AUX
ejpam-6539	89	5	capture	capture	VERB
ejpam-6539	89	6	sequential	sequential	ADJ
ejpam-6539	89	7	dependencies	dependency	NOUN
ejpam-6539	89	8	,	,	PUNCT
ejpam-6539	89	9	they	they	PRON
ejpam-6539	89	10	are	be	AUX
ejpam-6539	89	11	often	often	ADV
ejpam-6539	89	12	limited	limit	VERB
ejpam-6539	89	13	in	in	ADP
ejpam-6539	89	14	handling	handle	VERB
ejpam-6539	89	15	imprecise	imprecise	ADV
ejpam-6539	89	16	or	or	CCONJ
ejpam-6539	89	17	noisy	noisy	ADJ
ejpam-6539	89	18	market	market	NOUN
ejpam-6539	89	19	data	datum	NOUN
ejpam-6539	89	20	,	,	PUNCT
ejpam-6539	89	21	which	which	PRON
ejpam-6539	89	22	is	be	AUX
ejpam-6539	89	23	common	common	ADJ
ejpam-6539	89	24	in	in	ADP
ejpam-6539	89	25	electricity	electricity	NOUN
ejpam-6539	89	26	trading	trading	NOUN
ejpam-6539	89	27	environments	environment	NOUN
ejpam-6539	89	28	.	.	PUNCT
ejpam-6539	90	1	hybrid	hybrid	NOUN
ejpam-6539	90	2	models	model	NOUN
ejpam-6539	90	3	to	to	PART
ejpam-6539	90	4	address	address	VERB
ejpam-6539	90	5	the	the	DET
ejpam-6539	90	6	limitations	limitation	NOUN
ejpam-6539	90	7	of	of	ADP
ejpam-6539	90	8	traditional	traditional	ADJ
ejpam-6539	90	9	hmms	hmms	NOUN
ejpam-6539	90	10	,	,	PUNCT
ejpam-6539	90	11	hybrid	hybrid	ADJ
ejpam-6539	90	12	models	model	NOUN
ejpam-6539	90	13	have	have	AUX
ejpam-6539	90	14	been	be	AUX
ejpam-6539	90	15	developed	develop	VERB
ejpam-6539	90	16	that	that	PRON
ejpam-6539	90	17	combine	combine	VERB
ejpam-6539	90	18	hmms	hmms	NOUN
ejpam-6539	90	19	with	with	ADP
ejpam-6539	90	20	soft	soft	ADJ
ejpam-6539	90	21	computing	computing	NOUN
ejpam-6539	90	22	and	and	CCONJ
ejpam-6539	90	23	machine	machine	NOUN
ejpam-6539	90	24	learning	learning	NOUN
ejpam-6539	90	25	methods	method	NOUN
ejpam-6539	90	26	:	:	PUNCT
ejpam-6539	90	27	•	•	NUM
ejpam-6539	90	28	fhmm	fhmm	NOUN
ejpam-6539	90	29	+	+	CCONJ
ejpam-6539	90	30	ga	ga	NOUN
ejpam-6539	90	31	:	:	PUNCT
ejpam-6539	90	32	fuzzy	fuzzy	ADJ
ejpam-6539	90	33	hidden	hide	VERB
ejpam-6539	90	34	markov	markov	NOUN
ejpam-6539	90	35	models	model	NOUN
ejpam-6539	90	36	integrated	integrate	VERB
ejpam-6539	90	37	with	with	ADP
ejpam-6539	90	38	genetic	genetic	ADJ
ejpam-6539	90	39	algorithms	algorithm	NOUN
ejpam-6539	90	40	introduce	introduce	VERB
ejpam-6539	90	41	fuzzy	fuzzy	ADJ
ejpam-6539	90	42	logic	logic	NOUN
ejpam-6539	90	43	to	to	PART
ejpam-6539	90	44	handle	handle	VERB
ejpam-6539	90	45	uncertainty	uncertainty	NOUN
ejpam-6539	90	46	and	and	CCONJ
ejpam-6539	90	47	genetic	genetic	ADJ
ejpam-6539	90	48	optimization	optimization	NOUN
ejpam-6539	90	49	to	to	PART
ejpam-6539	90	50	improve	improve	VERB
ejpam-6539	90	51	parameter	parameter	NOUN
ejpam-6539	90	52	tuning	tuning	NOUN
ejpam-6539	90	53	.	.	PUNCT
ejpam-6539	91	1	patel	patel	PROPN
ejpam-6539	91	2	&	&	CCONJ
ejpam-6539	91	3	deshmukh	deshmukh	PROPN
ejpam-6539	91	4	(	(	PUNCT
ejpam-6539	91	5	2021	2021	NUM
ejpam-6539	91	6	)	)	PUNCT
ejpam-6539	91	7	applied	apply	VERB
ejpam-6539	91	8	fhmm+ga	fhmm+ga	NOUN
ejpam-6539	91	9	to	to	ADP
ejpam-6539	91	10	iex	iex	PROPN
ejpam-6539	91	11	market	market	NOUN
ejpam-6539	91	12	price	price	NOUN
ejpam-6539	91	13	forecasting	forecasting	NOUN
ejpam-6539	91	14	,	,	PUNCT
ejpam-6539	91	15	achieving	achieve	VERB
ejpam-6539	91	16	improved	improved	ADJ
ejpam-6539	91	17	accuracy	accuracy	NOUN
ejpam-6539	91	18	but	but	CCONJ
ejpam-6539	91	19	at	at	ADP
ejpam-6539	91	20	the	the	DET
ejpam-6539	91	21	cost	cost	NOUN
ejpam-6539	91	22	of	of	ADP
ejpam-6539	91	23	longer	long	ADJ
ejpam-6539	91	24	convergence	convergence	NOUN
ejpam-6539	91	25	times	time	NOUN
ejpam-6539	91	26	and	and	CCONJ
ejpam-6539	91	27	sensitivity	sensitivity	NOUN
ejpam-6539	91	28	to	to	ADP
ejpam-6539	91	29	parameter	parameter	PROPN
ejpam-6539	91	30	initialization	initialization	NOUN
ejpam-6539	91	31	.	.	PUNCT
ejpam-6539	92	1	•	•	NUM
ejpam-6539	92	2	fhmm	fhmm	NOUN
ejpam-6539	92	3	+	+	CCONJ
ejpam-6539	92	4	ann	ann	PROPN
ejpam-6539	92	5	:	:	PUNCT
ejpam-6539	92	6	artificial	artificial	ADJ
ejpam-6539	92	7	neural	neural	ADJ
ejpam-6539	92	8	networks	network	NOUN
ejpam-6539	92	9	have	have	AUX
ejpam-6539	92	10	been	be	AUX
ejpam-6539	92	11	used	use	VERB
ejpam-6539	92	12	with	with	ADP
ejpam-6539	92	13	fhmms	fhmms	NOUN
ejpam-6539	92	14	to	to	PART
ejpam-6539	92	15	enhance	enhance	VERB
ejpam-6539	92	16	nonlinear	nonlinear	ADJ
ejpam-6539	92	17	mapping	mapping	NOUN
ejpam-6539	92	18	capabilities	capability	NOUN
ejpam-6539	92	19	.	.	PUNCT
ejpam-6539	93	1	however	however	ADV
ejpam-6539	93	2	,	,	PUNCT
ejpam-6539	93	3	fhmm+ann	fhmm+ann	PROPN
ejpam-6539	93	4	models	model	NOUN
ejpam-6539	93	5	often	often	ADV
ejpam-6539	93	6	require	require	VERB
ejpam-6539	93	7	large	large	ADJ
ejpam-6539	93	8	volumes	volume	NOUN
ejpam-6539	93	9	of	of	ADP
ejpam-6539	93	10	training	training	NOUN
ejpam-6539	93	11	data	datum	NOUN
ejpam-6539	93	12	,	,	PUNCT
ejpam-6539	93	13	and	and	CCONJ
ejpam-6539	93	14	the	the	DET
ejpam-6539	93	15	black	black	ADJ
ejpam-6539	93	16	-	-	PUNCT
ejpam-6539	93	17	box	box	NOUN
ejpam-6539	93	18	nature	nature	NOUN
ejpam-6539	93	19	of	of	ADP
ejpam-6539	93	20	anns	anns	NOUN
ejpam-6539	93	21	reduces	reduce	VERB
ejpam-6539	93	22	interpretability	interpretability	NOUN
ejpam-6539	93	23	(	(	PUNCT
ejpam-6539	93	24	kumar	kumar	PROPN
ejpam-6539	93	25	et	et	PROPN
ejpam-6539	93	26	al	al	PROPN
ejpam-6539	93	27	.	.	PROPN
ejpam-6539	93	28	,	,	PUNCT
ejpam-6539	93	29	2024	2024	NUM
ejpam-6539	93	30	)	)	PUNCT
ejpam-6539	93	31	•	•	NOUN
ejpam-6539	93	32	fuzzy	fuzzy	ADJ
ejpam-6539	93	33	deep	deep	ADJ
ejpam-6539	93	34	learning	learning	NOUN
ejpam-6539	93	35	:	:	PUNCT
ejpam-6539	93	36	deep	deep	ADJ
ejpam-6539	93	37	learning	learning	NOUN
ejpam-6539	93	38	architectures	architecture	NOUN
ejpam-6539	93	39	with	with	ADP
ejpam-6539	93	40	fuzzy	fuzzy	ADJ
ejpam-6539	93	41	preprocessing	preprocessing	NOUN
ejpam-6539	93	42	layers	layer	NOUN
ejpam-6539	93	43	,	,	PUNCT
ejpam-6539	93	44	such	such	ADJ
ejpam-6539	93	45	as	as	ADP
ejpam-6539	93	46	fuzzy	fuzzy	ADJ
ejpam-6539	93	47	cnn	cnn	PROPN
ejpam-6539	93	48	-	-	PUNCT
ejpam-6539	93	49	gru	gru	PROPN
ejpam-6539	93	50	(	(	PUNCT
ejpam-6539	93	51	kumar	kumar	PROPN
ejpam-6539	93	52	et	et	PROPN
ejpam-6539	93	53	al	al	PROPN
ejpam-6539	93	54	.	.	PROPN
ejpam-6539	93	55	,	,	PUNCT
ejpam-6539	93	56	2024	2024	NUM
ejpam-6539	93	57	)	)	PUNCT
ejpam-6539	93	58	,	,	PUNCT
ejpam-6539	93	59	aim	aim	VERB
ejpam-6539	93	60	to	to	PART
ejpam-6539	93	61	integrate	integrate	VERB
ejpam-6539	93	62	uncertainty	uncertainty	NOUN
ejpam-6539	93	63	handling	handle	VERB
ejpam-6539	93	64	k.	k.	PROPN
ejpam-6539	93	65	kalpana	kalpana	PROPN
ejpam-6539	93	66	,	,	PUNCT
ejpam-6539	93	67	g.	g.	PROPN
ejpam-6539	93	68	kavitha	kavitha	PROPN
ejpam-6539	93	69	/	/	SYM
ejpam-6539	93	70	eur	eur	PROPN
ejpam-6539	93	71	.	.	PUNCT
ejpam-6539	94	1	j.	j.	PROPN
ejpam-6539	94	2	pure	pure	PROPN
ejpam-6539	94	3	appl	appl	PROPN
ejpam-6539	94	4	.	.	PROPN
ejpam-6539	94	5	math	math	PROPN
ejpam-6539	94	6	,	,	PUNCT
ejpam-6539	94	7	18	18	NUM
ejpam-6539	94	8	(	(	PUNCT
ejpam-6539	94	9	4	4	NUM
ejpam-6539	94	10	)	)	PUNCT
ejpam-6539	94	11	(	(	PUNCT
ejpam-6539	94	12	2025	2025	NUM
ejpam-6539	94	13	)	)	PUNCT
ejpam-6539	94	14	,	,	PUNCT
ejpam-6539	94	15	6539	6539	NUM
ejpam-6539	94	16	5	5	NUM
ejpam-6539	94	17	of	of	ADP
ejpam-6539	94	18	42	42	NUM
ejpam-6539	94	19	into	into	ADP
ejpam-6539	94	20	high	high	ADJ
ejpam-6539	94	21	-	-	PUNCT
ejpam-6539	94	22	capacity	capacity	NOUN
ejpam-6539	94	23	neural	neural	ADJ
ejpam-6539	94	24	networks	network	NOUN
ejpam-6539	94	25	.	.	PUNCT
ejpam-6539	95	1	while	while	SCONJ
ejpam-6539	95	2	these	these	DET
ejpam-6539	95	3	models	model	NOUN
ejpam-6539	95	4	achieve	achieve	VERB
ejpam-6539	95	5	strong	strong	ADJ
ejpam-6539	95	6	accuracy	accuracy	NOUN
ejpam-6539	95	7	,	,	PUNCT
ejpam-6539	95	8	they	they	PRON
ejpam-6539	95	9	demand	demand	VERB
ejpam-6539	95	10	significant	significant	ADJ
ejpam-6539	95	11	computational	computational	ADJ
ejpam-6539	95	12	resources	resource	NOUN
ejpam-6539	95	13	and	and	CCONJ
ejpam-6539	95	14	large	large	ADJ
ejpam-6539	95	15	datasets	dataset	NOUN
ejpam-6539	95	16	,	,	PUNCT
ejpam-6539	95	17	making	make	VERB
ejpam-6539	95	18	realtime	realtime	NOUN
ejpam-6539	95	19	deployment	deployment	NOUN
ejpam-6539	95	20	challenging	challenging	ADJ
ejpam-6539	95	21	.	.	PUNCT
ejpam-6539	96	1	other	other	ADJ
ejpam-6539	96	2	recent	recent	ADJ
ejpam-6539	96	3	studies	study	NOUN
ejpam-6539	96	4	have	have	AUX
ejpam-6539	96	5	explored	explore	VERB
ejpam-6539	96	6	ensemble	ensemble	ADJ
ejpam-6539	96	7	methods	method	NOUN
ejpam-6539	96	8	,	,	PUNCT
ejpam-6539	96	9	deep	deep	ADJ
ejpam-6539	96	10	recurrent	recurrent	NOUN
ejpam-6539	96	11	models	model	NOUN
ejpam-6539	96	12	(	(	PUNCT
ejpam-6539	96	13	e.g.	e.g.	ADV
ejpam-6539	96	14	,	,	PUNCT
ejpam-6539	96	15	lstm	lstm	PROPN
ejpam-6539	96	16	,	,	PUNCT
ejpam-6539	96	17	dbn	dbn	PROPN
ejpam-6539	96	18	)	)	PUNCT
ejpam-6539	96	19	,	,	PUNCT
ejpam-6539	96	20	and	and	CCONJ
ejpam-6539	96	21	tree	tree	NOUN
ejpam-6539	96	22	-	-	PUNCT
ejpam-6539	96	23	based	base	VERB
ejpam-6539	96	24	algorithms	algorithm	NOUN
ejpam-6539	96	25	(	(	PUNCT
ejpam-6539	96	26	e.g.	e.g.	ADV
ejpam-6539	96	27	,	,	PUNCT
ejpam-6539	96	28	random	random	ADJ
ejpam-6539	96	29	forest	forest	NOUN
ejpam-6539	96	30	,	,	PUNCT
ejpam-6539	96	31	dynamic	dynamic	ADJ
ejpam-6539	96	32	trees	tree	NOUN
ejpam-6539	96	33	)	)	PUNCT
ejpam-6539	96	34	for	for	ADP
ejpam-6539	96	35	electricity	electricity	NOUN
ejpam-6539	96	36	price	price	NOUN
ejpam-6539	96	37	forecasting	forecasting	NOUN
ejpam-6539	96	38	.	.	PUNCT
ejpam-6539	97	1	each	each	PRON
ejpam-6539	97	2	offers	offer	VERB
ejpam-6539	97	3	specific	specific	ADJ
ejpam-6539	97	4	advantages	advantage	NOUN
ejpam-6539	97	5	but	but	CCONJ
ejpam-6539	97	6	also	also	ADV
ejpam-6539	97	7	faces	face	VERB
ejpam-6539	97	8	trade	trade	NOUN
ejpam-6539	97	9	-	-	PUNCT
ejpam-6539	97	10	offs	off	NOUN
ejpam-6539	97	11	in	in	ADP
ejpam-6539	97	12	complexity	complexity	NOUN
ejpam-6539	97	13	,	,	PUNCT
ejpam-6539	97	14	interpretability	interpretability	NOUN
ejpam-6539	97	15	and	and	CCONJ
ejpam-6539	97	16	adaptability	adaptability	NOUN
ejpam-6539	97	17	to	to	ADP
ejpam-6539	97	18	sudden	sudden	ADJ
ejpam-6539	97	19	market	market	NOUN
ejpam-6539	97	20	changes	change	NOUN
ejpam-6539	97	21	.	.	PUNCT
ejpam-6539	98	1	2.2	2.2	NUM
ejpam-6539	98	2	.	.	PUNCT
ejpam-6539	98	3	comparison	comparison	NOUN
ejpam-6539	98	4	with	with	ADP
ejpam-6539	98	5	existing	exist	VERB
ejpam-6539	98	6	hybrid	hybrid	ADJ
ejpam-6539	98	7	models	model	NOUN
ejpam-6539	98	8	advantages	advantage	NOUN
ejpam-6539	98	9	over	over	ADP
ejpam-6539	98	10	existing	exist	VERB
ejpam-6539	98	11	methods	method	NOUN
ejpam-6539	98	12	:	:	PUNCT
ejpam-6539	98	13	compared	compare	VERB
ejpam-6539	98	14	to	to	ADP
ejpam-6539	98	15	fhmm+ga	fhmm+ga	NOUN
ejpam-6539	98	16	,	,	PUNCT
ejpam-6539	98	17	fhmm+ann	fhmm+ann	PROPN
ejpam-6539	98	18	,	,	PUNCT
ejpam-6539	98	19	and	and	CCONJ
ejpam-6539	98	20	fuzzy	fuzzy	ADJ
ejpam-6539	98	21	deep	deep	ADJ
ejpam-6539	98	22	learning	learning	NOUN
ejpam-6539	98	23	approaches	approach	NOUN
ejpam-6539	98	24	:	:	PUNCT
ejpam-6539	98	25	•	•	NUM
ejpam-6539	98	26	higher	high	ADJ
ejpam-6539	98	27	interpretability	interpretability	NOUN
ejpam-6539	98	28	due	due	ADP
ejpam-6539	98	29	to	to	ADP
ejpam-6539	98	30	its	its	PRON
ejpam-6539	98	31	rule	rule	NOUN
ejpam-6539	98	32	-	-	PUNCT
ejpam-6539	98	33	based	base	VERB
ejpam-6539	98	34	fuzzy	fuzzy	ADJ
ejpam-6539	98	35	structure	structure	NOUN
ejpam-6539	98	36	and	and	CCONJ
ejpam-6539	98	37	probabilistic	probabilistic	ADJ
ejpam-6539	98	38	transparency	transparency	NOUN
ejpam-6539	98	39	.	.	PUNCT
ejpam-6539	99	1	•	•	NUM
ejpam-6539	99	2	lower	low	ADJ
ejpam-6539	99	3	computational	computational	ADJ
ejpam-6539	99	4	cost	cost	NOUN
ejpam-6539	99	5	than	than	ADP
ejpam-6539	99	6	deep	deep	ADJ
ejpam-6539	99	7	neural	neural	ADJ
ejpam-6539	99	8	architectures	architecture	NOUN
ejpam-6539	99	9	.	.	PUNCT
ejpam-6539	100	1	•	•	NUM
ejpam-6539	100	2	greater	great	ADJ
ejpam-6539	100	3	adaptability	adaptability	NOUN
ejpam-6539	100	4	to	to	ADP
ejpam-6539	100	5	data	datum	NOUN
ejpam-6539	100	6	scarcity	scarcity	NOUN
ejpam-6539	100	7	and	and	CCONJ
ejpam-6539	100	8	volatility	volatility	NOUN
ejpam-6539	100	9	.	.	PUNCT
ejpam-6539	101	1	overall	overall	ADV
ejpam-6539	101	2	,	,	PUNCT
ejpam-6539	101	3	the	the	DET
ejpam-6539	101	4	ihmmf	ihmmf	ADJ
ejpam-6539	101	5	-	-	PUNCT
ejpam-6539	101	6	rpso	rpso	NOUN
ejpam-6539	101	7	framework	framework	NOUN
ejpam-6539	101	8	delivers	deliver	VERB
ejpam-6539	101	9	an	an	DET
ejpam-6539	101	10	accurate	accurate	ADJ
ejpam-6539	101	11	,	,	PUNCT
ejpam-6539	101	12	interpretable	interpretable	ADJ
ejpam-6539	101	13	,	,	PUNCT
ejpam-6539	101	14	and	and	CCONJ
ejpam-6539	101	15	computationally	computationally	ADV
ejpam-6539	101	16	efficient	efficient	ADJ
ejpam-6539	101	17	solution	solution	NOUN
ejpam-6539	101	18	for	for	ADP
ejpam-6539	101	19	electricity	electricity	NOUN
ejpam-6539	101	20	market	market	NOUN
ejpam-6539	101	21	forecasting	forecasting	NOUN
ejpam-6539	101	22	,	,	PUNCT
ejpam-6539	101	23	validated	validate	VERB
ejpam-6539	101	24	on	on	ADP
ejpam-6539	101	25	real	real	ADJ
ejpam-6539	101	26	iex	iex	PROPN
ejpam-6539	101	27	market	market	NOUN
ejpam-6539	101	28	data	datum	NOUN
ejpam-6539	101	29	across	across	ADP
ejpam-6539	101	30	both	both	DET
ejpam-6539	101	31	day	day	NOUN
ejpam-6539	101	32	-	-	PUNCT
ejpam-6539	101	33	ahead	ahead	NOUN
ejpam-6539	101	34	market	market	NOUN
ejpam-6539	101	35	(	(	PUNCT
ejpam-6539	101	36	dam	dam	NOUN
ejpam-6539	101	37	)	)	PUNCT
ejpam-6539	101	38	and	and	CCONJ
ejpam-6539	101	39	real	real	ADJ
ejpam-6539	101	40	-	-	PUNCT
ejpam-6539	101	41	time	time	NOUN
ejpam-6539	101	42	market	market	NOUN
ejpam-6539	101	43	(	(	PUNCT
ejpam-6539	101	44	rtm	rtm	NOUN
ejpam-6539	101	45	)	)	PUNCT
ejpam-6539	101	46	scenarios	scenario	NOUN
ejpam-6539	101	47	.	.	PUNCT
ejpam-6539	102	1	existing	exist	VERB
ejpam-6539	102	2	hybrid	hybrid	ADJ
ejpam-6539	102	3	forecasting	forecasting	NOUN
ejpam-6539	102	4	models	model	NOUN
ejpam-6539	102	5	such	such	ADJ
ejpam-6539	102	6	as	as	ADP
ejpam-6539	102	7	fhmm+ga	fhmm+ga	NOUN
ejpam-6539	102	8	,	,	PUNCT
ejpam-6539	102	9	fhmm+ann	fhmm+ann	PROPN
ejpam-6539	102	10	,	,	PUNCT
ejpam-6539	102	11	and	and	CCONJ
ejpam-6539	102	12	fuzzy	fuzzy	ADJ
ejpam-6539	102	13	deep	deep	ADJ
ejpam-6539	102	14	learning	learning	NOUN
ejpam-6539	102	15	architectures	architecture	NOUN
ejpam-6539	102	16	have	have	AUX
ejpam-6539	102	17	shown	show	VERB
ejpam-6539	102	18	effectiveness	effectiveness	NOUN
ejpam-6539	102	19	but	but	CCONJ
ejpam-6539	102	20	often	often	ADV
ejpam-6539	102	21	rely	rely	VERB
ejpam-6539	102	22	heavily	heavily	ADV
ejpam-6539	102	23	on	on	ADP
ejpam-6539	102	24	data	datum	NOUN
ejpam-6539	102	25	volume	volume	NOUN
ejpam-6539	102	26	or	or	CCONJ
ejpam-6539	102	27	computational	computational	ADJ
ejpam-6539	102	28	complexity	complexity	NOUN
ejpam-6539	102	29	.	.	PUNCT
ejpam-6539	103	1	fhmm+ann	fhmm+ann	PROPN
ejpam-6539	103	2	requires	require	VERB
ejpam-6539	103	3	extensive	extensive	ADJ
ejpam-6539	103	4	training	training	NOUN
ejpam-6539	103	5	data	datum	NOUN
ejpam-6539	103	6	,	,	PUNCT
ejpam-6539	103	7	while	while	SCONJ
ejpam-6539	103	8	fuzzy	fuzzy	ADJ
ejpam-6539	103	9	deep	deep	ADJ
ejpam-6539	103	10	learning	learning	NOUN
ejpam-6539	103	11	models	model	NOUN
ejpam-6539	103	12	are	be	AUX
ejpam-6539	103	13	often	often	ADV
ejpam-6539	103	14	viewed	view	VERB
ejpam-6539	103	15	as	as	ADP
ejpam-6539	103	16	black	black	ADJ
ejpam-6539	103	17	-	-	PUNCT
ejpam-6539	103	18	box	box	NOUN
ejpam-6539	103	19	systems	system	NOUN
ejpam-6539	103	20	with	with	ADP
ejpam-6539	103	21	limited	limited	ADJ
ejpam-6539	103	22	interpretability	interpretability	NOUN
ejpam-6539	103	23	.	.	PUNCT
ejpam-6539	104	1	in	in	ADP
ejpam-6539	104	2	contrast	contrast	NOUN
ejpam-6539	104	3	,	,	PUNCT
ejpam-6539	104	4	ihmm	ihmm	NOUN
ejpam-6539	104	5	-	-	PUNCT
ejpam-6539	104	6	frpso	frpso	NOUN
ejpam-6539	104	7	leverages	leverage	NOUN
ejpam-6539	104	8	interval	interval	NOUN
ejpam-6539	104	9	-	-	PUNCT
ejpam-6539	104	10	valued	value	VERB
ejpam-6539	104	11	fuzzy	fuzzy	ADJ
ejpam-6539	104	12	relations	relation	NOUN
ejpam-6539	104	13	for	for	ADP
ejpam-6539	104	14	better	well	ADJ
ejpam-6539	104	15	modeling	modeling	NOUN
ejpam-6539	104	16	of	of	ADP
ejpam-6539	104	17	uncertainty	uncertainty	NOUN
ejpam-6539	104	18	and	and	CCONJ
ejpam-6539	104	19	uses	use	VERB
ejpam-6539	104	20	pso	pso	NOUN
ejpam-6539	104	21	’s	’s	PART
ejpam-6539	104	22	iterative	iterative	ADJ
ejpam-6539	104	23	convergence	convergence	NOUN
ejpam-6539	104	24	capabilities	capability	NOUN
ejpam-6539	104	25	for	for	ADP
ejpam-6539	104	26	fine	fine	ADV
ejpam-6539	104	27	-	-	PUNCT
ejpam-6539	104	28	tuning	tuning	NOUN
ejpam-6539	104	29	.	.	PUNCT
ejpam-6539	105	1	these	these	DET
ejpam-6539	105	2	characteristics	characteristic	NOUN
ejpam-6539	105	3	make	make	VERB
ejpam-6539	105	4	it	it	PRON
ejpam-6539	105	5	more	more	ADV
ejpam-6539	105	6	efficient	efficient	ADJ
ejpam-6539	105	7	and	and	CCONJ
ejpam-6539	105	8	explainable	explainable	ADJ
ejpam-6539	105	9	than	than	ADP
ejpam-6539	105	10	other	other	ADJ
ejpam-6539	105	11	complex	complex	ADJ
ejpam-6539	105	12	hybrid	hybrid	ADJ
ejpam-6539	105	13	models	model	NOUN
ejpam-6539	105	14	.	.	PUNCT
ejpam-6539	106	1	while	while	SCONJ
ejpam-6539	106	2	several	several	ADJ
ejpam-6539	106	3	hybrid	hybrid	ADJ
ejpam-6539	106	4	approaches	approach	NOUN
ejpam-6539	106	5	have	have	AUX
ejpam-6539	106	6	been	be	AUX
ejpam-6539	106	7	proposed	propose	VERB
ejpam-6539	106	8	for	for	ADP
ejpam-6539	106	9	electricity	electricity	NOUN
ejpam-6539	106	10	price	price	NOUN
ejpam-6539	106	11	forecastingsuch	forecastingsuch	NOUN
ejpam-6539	106	12	as	as	ADP
ejpam-6539	106	13	fuzzy	fuzzy	ADJ
ejpam-6539	106	14	hmm	hmm	NOUN
ejpam-6539	106	15	combined	combine	VERB
ejpam-6539	106	16	with	with	ADP
ejpam-6539	106	17	genetic	genetic	ADJ
ejpam-6539	106	18	algorithms	algorithm	NOUN
ejpam-6539	106	19	(	(	PUNCT
ejpam-6539	106	20	fhmm+ga	fhmm+ga	NOUN
ejpam-6539	106	21	)	)	PUNCT
ejpam-6539	106	22	,	,	PUNCT
ejpam-6539	106	23	fuzzy	fuzzy	ADJ
ejpam-6539	106	24	hmm	hmm	INTJ
ejpam-6539	106	25	with	with	ADP
ejpam-6539	106	26	artificial	artificial	ADJ
ejpam-6539	106	27	neural	neural	ADJ
ejpam-6539	106	28	networks	network	NOUN
ejpam-6539	106	29	(	(	PUNCT
ejpam-6539	106	30	fhmm+ann	fhmm+ann	PROPN
ejpam-6539	106	31	)	)	PUNCT
ejpam-6539	106	32	,	,	PUNCT
ejpam-6539	106	33	and	and	CCONJ
ejpam-6539	106	34	fuzzy	fuzzy	ADV
ejpam-6539	106	35	-	-	PUNCT
ejpam-6539	106	36	enhanced	enhance	VERB
ejpam-6539	106	37	deep	deep	ADJ
ejpam-6539	106	38	learning	learning	NOUN
ejpam-6539	106	39	modelsthese	modelsthese	ADJ
ejpam-6539	106	40	methods	method	NOUN
ejpam-6539	106	41	face	face	VERB
ejpam-6539	106	42	critical	critical	ADJ
ejpam-6539	106	43	limitations	limitation	NOUN
ejpam-6539	106	44	.	.	PUNCT
ejpam-6539	107	1	similar	similar	ADJ
ejpam-6539	107	2	findings	finding	NOUN
ejpam-6539	107	3	were	be	AUX
ejpam-6539	107	4	reported	report	VERB
ejpam-6539	107	5	in	in	ADP
ejpam-6539	107	6	hybrid	hybrid	ADJ
ejpam-6539	107	7	forecasting	forecasting	NOUN
ejpam-6539	107	8	studies	study	NOUN
ejpam-6539	107	9	such	such	ADJ
ejpam-6539	107	10	as	as	ADP
ejpam-6539	107	11	patel	patel	PROPN
ejpam-6539	107	12	&	&	CCONJ
ejpam-6539	107	13	deshmukh	deshmukh	PROPN
ejpam-6539	107	14	(	(	PUNCT
ejpam-6539	107	15	2021	2021	NUM
ejpam-6539	107	16	)	)	PUNCT
ejpam-6539	107	17	and	and	CCONJ
ejpam-6539	107	18	kumar	kumar	PROPN
ejpam-6539	107	19	et	et	PROPN
ejpam-6539	107	20	al	al	PROPN
ejpam-6539	107	21	.	.	PROPN
ejpam-6539	108	1	(	(	PUNCT
ejpam-6539	108	2	2024	2024	NUM
ejpam-6539	108	3	)	)	PUNCT
ejpam-6539	108	4	.	.	PUNCT
ejpam-6539	108	5	”	"	PUNCT
ejpam-6539	109	1	fhmm+ga	fhmm+ga	NOUN
ejpam-6539	109	2	suffers	suffer	VERB
ejpam-6539	109	3	from	from	ADP
ejpam-6539	109	4	slower	slow	ADJ
ejpam-6539	109	5	convergence	convergence	NOUN
ejpam-6539	109	6	and	and	CCONJ
ejpam-6539	109	7	sensitivity	sensitivity	NOUN
ejpam-6539	109	8	to	to	PART
ejpam-6539	109	9	premature	premature	VERB
ejpam-6539	109	10	local	local	ADJ
ejpam-6539	109	11	minima	minima	NOUN
ejpam-6539	109	12	,	,	PUNCT
ejpam-6539	109	13	while	while	SCONJ
ejpam-6539	109	14	fhmm+ann	fhmm+ann	PROPN
ejpam-6539	109	15	struggles	struggle	VERB
ejpam-6539	109	16	with	with	ADP
ejpam-6539	109	17	training	training	NOUN
ejpam-6539	109	18	instability	instability	NOUN
ejpam-6539	109	19	due	due	ADP
ejpam-6539	109	20	to	to	ADP
ejpam-6539	109	21	nonlinear	nonlinear	ADJ
ejpam-6539	109	22	interactions	interaction	NOUN
ejpam-6539	109	23	between	between	ADP
ejpam-6539	109	24	fuzzy	fuzzy	ADJ
ejpam-6539	109	25	rule	rule	NOUN
ejpam-6539	109	26	encoding	encoding	NOUN
ejpam-6539	109	27	and	and	CCONJ
ejpam-6539	109	28	neural	neural	ADJ
ejpam-6539	109	29	learning	learning	NOUN
ejpam-6539	109	30	dynamics	dynamic	NOUN
ejpam-6539	109	31	.	.	PUNCT
ejpam-6539	110	1	moreover	moreover	ADV
ejpam-6539	110	2	,	,	PUNCT
ejpam-6539	110	3	fuzzy	fuzzy	ADJ
ejpam-6539	110	4	deep	deep	ADJ
ejpam-6539	110	5	learning	learning	NOUN
ejpam-6539	110	6	models	model	NOUN
ejpam-6539	110	7	often	often	ADV
ejpam-6539	110	8	lack	lack	VERB
ejpam-6539	110	9	interpretability	interpretability	NOUN
ejpam-6539	110	10	and	and	CCONJ
ejpam-6539	110	11	require	require	VERB
ejpam-6539	110	12	large	large	ADJ
ejpam-6539	110	13	datasets	dataset	NOUN
ejpam-6539	110	14	and	and	CCONJ
ejpam-6539	110	15	extensive	extensive	ADJ
ejpam-6539	110	16	tuning	tuning	NOUN
ejpam-6539	110	17	to	to	PART
ejpam-6539	110	18	generalize	generalize	VERB
ejpam-6539	110	19	well	well	ADV
ejpam-6539	110	20	.	.	PUNCT
ejpam-6539	111	1	a	a	DET
ejpam-6539	111	2	structured	structured	ADJ
ejpam-6539	111	3	comparison	comparison	NOUN
ejpam-6539	111	4	is	be	AUX
ejpam-6539	111	5	provided	provide	VERB
ejpam-6539	111	6	in	in	ADP
ejpam-6539	111	7	table	table	NOUN
ejpam-6539	111	8	1	1	NUM
ejpam-6539	111	9	to	to	PART
ejpam-6539	111	10	highlight	highlight	VERB
ejpam-6539	111	11	the	the	DET
ejpam-6539	111	12	relative	relative	ADJ
ejpam-6539	111	13	strengths	strength	NOUN
ejpam-6539	111	14	and	and	CCONJ
ejpam-6539	111	15	limitations	limitation	NOUN
ejpam-6539	111	16	of	of	ADP
ejpam-6539	111	17	existing	exist	VERB
ejpam-6539	111	18	hybrid	hybrid	ADJ
ejpam-6539	111	19	models	model	NOUN
ejpam-6539	111	20	versus	versus	ADP
ejpam-6539	111	21	the	the	DET
ejpam-6539	111	22	proposed	propose	VERB
ejpam-6539	111	23	approach	approach	NOUN
ejpam-6539	111	24	.	.	PUNCT
ejpam-6539	112	1	k.	k.	PROPN
ejpam-6539	112	2	kalpana	kalpana	PROPN
ejpam-6539	112	3	,	,	PUNCT
ejpam-6539	112	4	g.	g.	PROPN
ejpam-6539	112	5	kavitha	kavitha	PROPN
ejpam-6539	112	6	/	/	SYM
ejpam-6539	112	7	eur	eur	PROPN
ejpam-6539	112	8	.	.	PUNCT
ejpam-6539	113	1	j.	j.	PROPN
ejpam-6539	113	2	pure	pure	PROPN
ejpam-6539	113	3	appl	appl	PROPN
ejpam-6539	113	4	.	.	PROPN
ejpam-6539	113	5	math	math	PROPN
ejpam-6539	113	6	,	,	PUNCT
ejpam-6539	113	7	18	18	NUM
ejpam-6539	113	8	(	(	PUNCT
ejpam-6539	113	9	4	4	NUM
ejpam-6539	113	10	)	)	PUNCT
ejpam-6539	113	11	(	(	PUNCT
ejpam-6539	113	12	2025	2025	NUM
ejpam-6539	113	13	)	)	PUNCT
ejpam-6539	113	14	,	,	PUNCT
ejpam-6539	113	15	6539	6539	NUM
ejpam-6539	113	16	6	6	NUM
ejpam-6539	113	17	of	of	ADP
ejpam-6539	113	18	42	42	NUM
ejpam-6539	113	19	table	table	NOUN
ejpam-6539	113	20	1	1	NUM
ejpam-6539	113	21	:	:	PUNCT
ejpam-6539	113	22	relative	relative	ADJ
ejpam-6539	113	23	strengths	strength	NOUN
ejpam-6539	113	24	and	and	CCONJ
ejpam-6539	113	25	limitations	limitation	NOUN
ejpam-6539	113	26	of	of	ADP
ejpam-6539	113	27	existing	exist	VERB
ejpam-6539	113	28	hybrid	hybrid	ADJ
ejpam-6539	113	29	models	model	NOUN
ejpam-6539	113	30	.	.	PUNCT
ejpam-6539	114	1	model	model	NOUN
ejpam-6539	114	2	strengths	strength	NOUN
ejpam-6539	114	3	limitations	limitation	NOUN
ejpam-6539	114	4	reference(s	reference(s	VERB
ejpam-6539	114	5	)	)	PUNCT
ejpam-6539	114	6	fhmm	fhmm	NOUN
ejpam-6539	114	7	+	+	CCONJ
ejpam-6539	114	8	ann	ann	PROPN
ejpam-6539	114	9	captures	capture	VERB
ejpam-6539	114	10	nonlinear	nonlinear	ADJ
ejpam-6539	114	11	patterns	pattern	NOUN
ejpam-6539	114	12	requires	require	VERB
ejpam-6539	114	13	extensive	extensive	ADJ
ejpam-6539	114	14	training	training	NOUN
ejpam-6539	114	15	data	datum	NOUN
ejpam-6539	114	16	;	;	PUNCT
ejpam-6539	114	17	training	training	NOUN
ejpam-6539	114	18	instability	instability	NOUN
ejpam-6539	114	19	due	due	ADP
ejpam-6539	114	20	to	to	ADP
ejpam-6539	114	21	nonlinear	nonlinear	ADJ
ejpam-6539	114	22	interactions	interaction	NOUN
ejpam-6539	114	23	between	between	ADP
ejpam-6539	114	24	fuzzy	fuzzy	ADJ
ejpam-6539	114	25	rules	rule	NOUN
ejpam-6539	114	26	and	and	CCONJ
ejpam-6539	114	27	neural	neural	ADJ
ejpam-6539	114	28	learning	learn	VERB
ejpam-6539	114	29	kumar	kumar	PROPN
ejpam-6539	114	30	et	et	PROPN
ejpam-6539	114	31	al	al	PROPN
ejpam-6539	114	32	.	.	PROPN
ejpam-6539	114	33	,	,	PUNCT
ejpam-6539	114	34	2016	2016	NUM
ejpam-6539	114	35	fhmm	fhmm	NOUN
ejpam-6539	114	36	+	+	CCONJ
ejpam-6539	114	37	ga	ga	NOUN
ejpam-6539	114	38	optimizes	optimize	VERB
ejpam-6539	114	39	fuzzy	fuzzy	ADJ
ejpam-6539	114	40	rules	rule	NOUN
ejpam-6539	114	41	via	via	ADP
ejpam-6539	114	42	evolutionary	evolutionary	ADJ
ejpam-6539	114	43	search	search	NOUN
ejpam-6539	114	44	slow	slow	ADJ
ejpam-6539	114	45	convergence	convergence	NOUN
ejpam-6539	114	46	;	;	PUNCT
ejpam-6539	114	47	sensitive	sensitive	ADJ
ejpam-6539	114	48	to	to	ADP
ejpam-6539	114	49	premature	premature	VERB
ejpam-6539	114	50	local	local	ADJ
ejpam-6539	114	51	minima	minima	PROPN
ejpam-6539	114	52	kumar	kumar	PROPN
ejpam-6539	114	53	et	et	PROPN
ejpam-6539	114	54	al	al	PROPN
ejpam-6539	114	55	.	.	PROPN
ejpam-6539	114	56	,	,	PUNCT
ejpam-6539	114	57	2016	2016	NUM
ejpam-6539	114	58	fuzzy	fuzzy	ADJ
ejpam-6539	114	59	deep	deep	ADJ
ejpam-6539	114	60	learning	learning	NOUN
ejpam-6539	114	61	models	model	NOUN
ejpam-6539	114	62	high	high	ADJ
ejpam-6539	114	63	predictive	predictive	ADJ
ejpam-6539	114	64	power	power	NOUN
ejpam-6539	114	65	;	;	PUNCT
ejpam-6539	114	66	handles	handle	VERB
ejpam-6539	114	67	complex	complex	ADJ
ejpam-6539	114	68	datasets	dataset	NOUN
ejpam-6539	114	69	limited	limit	VERB
ejpam-6539	114	70	interpretability	interpretability	NOUN
ejpam-6539	114	71	(	(	PUNCT
ejpam-6539	114	72	black	black	NOUN
ejpam-6539	114	73	-	-	PUNCT
ejpam-6539	114	74	box	box	NOUN
ejpam-6539	114	75	)	)	PUNCT
ejpam-6539	114	76	;	;	PUNCT
ejpam-6539	114	77	requires	require	VERB
ejpam-6539	114	78	large	large	ADJ
ejpam-6539	114	79	datasets	dataset	NOUN
ejpam-6539	114	80	and	and	CCONJ
ejpam-6539	114	81	extensive	extensive	ADJ
ejpam-6539	114	82	tuning	tuning	NOUN
ejpam-6539	114	83	lago	lago	NOUN
ejpam-6539	114	84	et	et	PROPN
ejpam-6539	114	85	al	al	PROPN
ejpam-6539	114	86	.	.	PROPN
ejpam-6539	114	87	,	,	PUNCT
ejpam-6539	114	88	2018	2018	NUM
ejpam-6539	114	89	proposed	propose	VERB
ejpam-6539	114	90	ihmm	ihmm	NOUN
ejpam-6539	114	91	-	-	PUNCT
ejpam-6539	114	92	frpso	frpso	NOUN
ejpam-6539	114	93	efficient	efficient	ADJ
ejpam-6539	114	94	uncertainty	uncertainty	NOUN
ejpam-6539	114	95	modeling	model	VERB
ejpam-6539	114	96	using	use	VERB
ejpam-6539	114	97	interval	interval	NOUN
ejpam-6539	114	98	-	-	PUNCT
ejpam-6539	114	99	valued	value	VERB
ejpam-6539	114	100	fuzzy	fuzzy	ADJ
ejpam-6539	114	101	relations	relation	NOUN
ejpam-6539	114	102	;	;	PUNCT
ejpam-6539	114	103	pso	pso	NOUN
ejpam-6539	114	104	ensures	ensure	VERB
ejpam-6539	114	105	robust	robust	ADJ
ejpam-6539	114	106	convergence	convergence	NOUN
ejpam-6539	114	107	and	and	CCONJ
ejpam-6539	114	108	fine	fine	ADV
ejpam-6539	114	109	-	-	PUNCT
ejpam-6539	114	110	tuning	tuning	NOUN
ejpam-6539	114	111	;	;	PUNCT
ejpam-6539	114	112	interpretable	interpretable	ADJ
ejpam-6539	114	113	structure	structure	NOUN
ejpam-6539	114	114	more	more	ADV
ejpam-6539	114	115	efficient	efficient	ADJ
ejpam-6539	114	116	and	and	CCONJ
ejpam-6539	114	117	explainable	explainable	ADJ
ejpam-6539	114	118	than	than	ADP
ejpam-6539	114	119	other	other	ADJ
ejpam-6539	114	120	hybrid	hybrid	NOUN
ejpam-6539	114	121	models	model	NOUN
ejpam-6539	114	122	2.3	2.3	NUM
ejpam-6539	114	123	.	.	PUNCT
ejpam-6539	115	1	comparative	comparative	ADJ
ejpam-6539	115	2	review	review	NOUN
ejpam-6539	115	3	(	(	PUNCT
ejpam-6539	115	4	2020	2020	NUM
ejpam-6539	115	5	-	-	SYM
ejpam-6539	115	6	2024	2024	NUM
ejpam-6539	115	7	)	)	PUNCT
ejpam-6539	115	8	a	a	DET
ejpam-6539	115	9	comparative	comparative	ADJ
ejpam-6539	115	10	review	review	NOUN
ejpam-6539	115	11	of	of	ADP
ejpam-6539	115	12	recent	recent	ADJ
ejpam-6539	115	13	works	work	NOUN
ejpam-6539	115	14	between	between	ADP
ejpam-6539	115	15	2020	2020	NUM
ejpam-6539	115	16	and	and	CCONJ
ejpam-6539	115	17	2024	2024	NUM
ejpam-6539	115	18	reveals	reveal	VERB
ejpam-6539	115	19	significant	significant	ADJ
ejpam-6539	115	20	progress	progress	NOUN
ejpam-6539	115	21	in	in	ADP
ejpam-6539	115	22	hybrid	hybrid	NOUN
ejpam-6539	115	23	and	and	CCONJ
ejpam-6539	115	24	fuzzy	fuzzy	ADV
ejpam-6539	115	25	-	-	PUNCT
ejpam-6539	115	26	based	base	VERB
ejpam-6539	115	27	electricity	electricity	NOUN
ejpam-6539	115	28	market	market	NOUN
ejpam-6539	115	29	forecasting	forecasting	NOUN
ejpam-6539	115	30	.	.	PUNCT
ejpam-6539	116	1	table	table	NOUN
ejpam-6539	116	2	1	1	NUM
ejpam-6539	116	3	summarizes	summarize	NOUN
ejpam-6539	116	4	key	key	ADJ
ejpam-6539	116	5	models	model	NOUN
ejpam-6539	116	6	,	,	PUNCT
ejpam-6539	116	7	datasets	dataset	NOUN
ejpam-6539	116	8	,	,	PUNCT
ejpam-6539	116	9	forecast	forecast	NOUN
ejpam-6539	116	10	targets	target	NOUN
ejpam-6539	116	11	,	,	PUNCT
ejpam-6539	116	12	and	and	CCONJ
ejpam-6539	116	13	reported	report	VERB
ejpam-6539	116	14	performance	performance	NOUN
ejpam-6539	116	15	metrics.to	metrics.to	PRON
ejpam-6539	116	16	establish	establish	VERB
ejpam-6539	116	17	the	the	DET
ejpam-6539	116	18	novelty	novelty	NOUN
ejpam-6539	116	19	and	and	CCONJ
ejpam-6539	116	20	performance	performance	NOUN
ejpam-6539	116	21	advantages	advantage	NOUN
ejpam-6539	116	22	of	of	ADP
ejpam-6539	116	23	the	the	DET
ejpam-6539	116	24	proposed	propose	VERB
ejpam-6539	116	25	ihmm	ihmm	NOUN
ejpam-6539	116	26	-	-	PUNCT
ejpam-6539	116	27	frpso	frpso	NOUN
ejpam-6539	116	28	model	model	NOUN
ejpam-6539	116	29	,	,	PUNCT
ejpam-6539	116	30	a	a	DET
ejpam-6539	116	31	comparative	comparative	ADJ
ejpam-6539	116	32	literature	literature	NOUN
ejpam-6539	116	33	review	review	NOUN
ejpam-6539	116	34	was	be	AUX
ejpam-6539	116	35	conducted	conduct	VERB
ejpam-6539	116	36	against	against	ADP
ejpam-6539	116	37	prominent	prominent	ADJ
ejpam-6539	116	38	electricity	electricity	NOUN
ejpam-6539	116	39	market	market	NOUN
ejpam-6539	116	40	forecasting	forecasting	NOUN
ejpam-6539	116	41	methods	method	NOUN
ejpam-6539	116	42	published	publish	VERB
ejpam-6539	116	43	between	between	ADP
ejpam-6539	116	44	2020	2020	NUM
ejpam-6539	116	45	and	and	CCONJ
ejpam-6539	116	46	2024	2024	NUM
ejpam-6539	116	47	.	.	PUNCT
ejpam-6539	117	1	table	table	NOUN
ejpam-6539	117	2	2	2	NUM
ejpam-6539	117	3	summarizes	summarize	NOUN
ejpam-6539	117	4	key	key	ADJ
ejpam-6539	117	5	recent	recent	ADJ
ejpam-6539	117	6	hybrid	hybrid	NOUN
ejpam-6539	117	7	and	and	CCONJ
ejpam-6539	117	8	fuzzy	fuzzy	ADJ
ejpam-6539	117	9	-	-	PUNCT
ejpam-6539	117	10	based	base	VERB
ejpam-6539	117	11	models	model	NOUN
ejpam-6539	117	12	,	,	PUNCT
ejpam-6539	117	13	including	include	VERB
ejpam-6539	117	14	the	the	DET
ejpam-6539	117	15	forecasting	forecasting	NOUN
ejpam-6539	117	16	targets	target	NOUN
ejpam-6539	117	17	,	,	PUNCT
ejpam-6539	117	18	datasets	dataset	NOUN
ejpam-6539	117	19	used	use	VERB
ejpam-6539	117	20	,	,	PUNCT
ejpam-6539	117	21	techniques	technique	NOUN
ejpam-6539	117	22	applied	apply	VERB
ejpam-6539	117	23	,	,	PUNCT
ejpam-6539	117	24	and	and	CCONJ
ejpam-6539	117	25	performance	performance	NOUN
ejpam-6539	117	26	metrics	metric	NOUN
ejpam-6539	117	27	reported	report	VERB
ejpam-6539	117	28	.	.	PUNCT
ejpam-6539	118	1	shortcomings	shortcoming	NOUN
ejpam-6539	118	2	of	of	ADP
ejpam-6539	118	3	previous	previous	ADJ
ejpam-6539	118	4	approaches	approach	NOUN
ejpam-6539	118	5	while	while	SCONJ
ejpam-6539	118	6	these	these	DET
ejpam-6539	118	7	methods	method	NOUN
ejpam-6539	118	8	demonstrate	demonstrate	VERB
ejpam-6539	118	9	the	the	DET
ejpam-6539	118	10	growing	grow	VERB
ejpam-6539	118	11	sophistication	sophistication	NOUN
ejpam-6539	118	12	of	of	ADP
ejpam-6539	118	13	electricity	electricity	NOUN
ejpam-6539	118	14	price	price	NOUN
ejpam-6539	118	15	forecasting	forecasting	NOUN
ejpam-6539	118	16	models	model	NOUN
ejpam-6539	118	17	,	,	PUNCT
ejpam-6539	118	18	they	they	PRON
ejpam-6539	118	19	exhibit	exhibit	VERB
ejpam-6539	118	20	several	several	ADJ
ejpam-6539	118	21	limitations	limitation	NOUN
ejpam-6539	118	22	:	:	PUNCT
ejpam-6539	118	23	1	1	NUM
ejpam-6539	118	24	)	)	PUNCT
ejpam-6539	118	25	data	datum	NOUN
ejpam-6539	118	26	dependency	dependency	NOUN
ejpam-6539	118	27	–	–	PUNCT
ejpam-6539	118	28	ann	ann	PROPN
ejpam-6539	118	29	-	-	PUNCT
ejpam-6539	118	30	based	base	VERB
ejpam-6539	118	31	and	and	CCONJ
ejpam-6539	118	32	deep	deep	ADJ
ejpam-6539	118	33	learning	learning	NOUN
ejpam-6539	118	34	models	model	NOUN
ejpam-6539	118	35	often	often	ADV
ejpam-6539	118	36	require	require	VERB
ejpam-6539	118	37	large	large	ADJ
ejpam-6539	118	38	datasets	dataset	NOUN
ejpam-6539	118	39	for	for	ADP
ejpam-6539	118	40	stable	stable	ADJ
ejpam-6539	118	41	training	training	NOUN
ejpam-6539	118	42	,	,	PUNCT
ejpam-6539	118	43	limiting	limit	VERB
ejpam-6539	118	44	applicability	applicability	NOUN
ejpam-6539	118	45	in	in	ADP
ejpam-6539	118	46	markets	market	NOUN
ejpam-6539	118	47	with	with	ADP
ejpam-6539	118	48	short	short	ADJ
ejpam-6539	118	49	historical	historical	ADJ
ejpam-6539	118	50	k.	k.	PROPN
ejpam-6539	118	51	kalpana	kalpana	PROPN
ejpam-6539	118	52	,	,	PUNCT
ejpam-6539	118	53	g.	g.	PROPN
ejpam-6539	118	54	kavitha	kavitha	PROPN
ejpam-6539	118	55	/	/	SYM
ejpam-6539	118	56	eur	eur	PROPN
ejpam-6539	118	57	.	.	PUNCT
ejpam-6539	119	1	j.	j.	PROPN
ejpam-6539	119	2	pure	pure	PROPN
ejpam-6539	119	3	appl	appl	PROPN
ejpam-6539	119	4	.	.	PROPN
ejpam-6539	119	5	math	math	PROPN
ejpam-6539	119	6	,	,	PUNCT
ejpam-6539	119	7	18	18	NUM
ejpam-6539	119	8	(	(	PUNCT
ejpam-6539	119	9	4	4	NUM
ejpam-6539	119	10	)	)	PUNCT
ejpam-6539	119	11	(	(	PUNCT
ejpam-6539	119	12	2025	2025	NUM
ejpam-6539	119	13	)	)	PUNCT
ejpam-6539	119	14	,	,	PUNCT
ejpam-6539	119	15	6539	6539	NUM
ejpam-6539	119	16	7	7	NUM
ejpam-6539	119	17	of	of	ADP
ejpam-6539	119	18	42	42	NUM
ejpam-6539	119	19	table	table	NOUN
ejpam-6539	119	20	2	2	NUM
ejpam-6539	119	21	:	:	PUNCT
ejpam-6539	119	22	comparison	comparison	NOUN
ejpam-6539	119	23	of	of	ADP
ejpam-6539	119	24	recent	recent	ADJ
ejpam-6539	119	25	literature	literature	NOUN
ejpam-6539	119	26	in	in	ADP
ejpam-6539	119	27	electricity	electricity	NOUN
ejpam-6539	119	28	market	market	NOUN
ejpam-6539	119	29	forecasting	forecasting	NOUN
ejpam-6539	119	30	(	(	PUNCT
ejpam-6539	119	31	2020	2020	NUM
ejpam-6539	119	32	-	-	SYM
ejpam-6539	119	33	2024	2024	NUM
ejpam-6539	119	34	)	)	PUNCT
ejpam-6539	119	35	author(s	author(s	NOUN
ejpam-6539	119	36	)	)	PUNCT
ejpam-6539	119	37	year	year	NOUN
ejpam-6539	119	38	model	model	NOUN
ejpam-6539	119	39	/	/	SYM
ejpam-6539	119	40	method	method	NOUN
ejpam-6539	119	41	dataset	dataset	NOUN
ejpam-6539	119	42	forecast	forecast	NOUN
ejpam-6539	119	43	target	target	NOUN
ejpam-6539	119	44	performance	performance	NOUN
ejpam-6539	119	45	(	(	PUNCT
ejpam-6539	119	46	mape	mape	NOUN
ejpam-6539	119	47	/	/	SYM
ejpam-6539	119	48	rmse	rmse	NOUN
ejpam-6539	119	49	)	)	PUNCT
ejpam-6539	119	50	remarks	remark	VERB
ejpam-6539	119	51	wang	wang	PROPN
ejpam-6539	119	52	et	et	PROPN
ejpam-6539	119	53	al	al	PROPN
ejpam-6539	119	54	.	.	PROPN
ejpam-6539	119	55	2020	2020	NUM
ejpam-6539	120	1	cnnlstm	cnnlstm	PROPN
ejpam-6539	120	2	china	china	PROPN
ejpam-6539	120	3	electricity	electricity	NOUN
ejpam-6539	120	4	market	market	NOUN
ejpam-6539	120	5	price	price	NOUN
ejpam-6539	120	6	3.41	3.41	NUM
ejpam-6539	120	7	%	%	NOUN
ejpam-6539	120	8	/	/	SYM
ejpam-6539	120	9	189.2	189.2	NUM
ejpam-6539	120	10	deep	deep	ADJ
ejpam-6539	120	11	hybrid	hybrid	NOUN
ejpam-6539	120	12	model	model	NOUN
ejpam-6539	120	13	for	for	ADP
ejpam-6539	120	14	spatialtemporal	spatialtemporal	ADJ
ejpam-6539	120	15	features	feature	NOUN
ejpam-6539	120	16	patel	patel	PROPN
ejpam-6539	120	17	&	&	CCONJ
ejpam-6539	120	18	deshmukh	deshmukh	PROPN
ejpam-6539	120	19	2021	2021	NUM
ejpam-6539	120	20	fuzzy	fuzzy	ADJ
ejpam-6539	121	1	hmm	hmm	INTJ
ejpam-6539	121	2	+	+	CCONJ
ejpam-6539	121	3	ga	ga	PROPN
ejpam-6539	121	4	iex	iex	PROPN
ejpam-6539	121	5	india	india	PROPN
ejpam-6539	121	6	mcp	mcp	PROPN
ejpam-6539	121	7	3.92	3.92	NUM
ejpam-6539	121	8	%	%	NOUN
ejpam-6539	121	9	/	/	SYM
ejpam-6539	121	10	210.7	210.7	NUM
ejpam-6539	121	11	genetic	genetic	ADJ
ejpam-6539	121	12	optimization	optimization	NOUN
ejpam-6539	121	13	of	of	ADP
ejpam-6539	121	14	fuzzy	fuzzy	ADJ
ejpam-6539	121	15	rules	rule	NOUN
ejpam-6539	121	16	singh	singh	PROPN
ejpam-6539	121	17	et	et	PROPN
ejpam-6539	121	18	al	al	PROPN
ejpam-6539	121	19	.	.	PROPN
ejpam-6539	121	20	2022	2022	NUM
ejpam-6539	121	21	lstm	lstm	NOUN
ejpam-6539	121	22	+	+	CCONJ
ejpam-6539	121	23	pso	pso	PROPN
ejpam-6539	121	24	iex	iex	PROPN
ejpam-6539	121	25	price	price	PROPN
ejpam-6539	121	26	&	&	CCONJ
ejpam-6539	121	27	volume	volume	NOUN
ejpam-6539	121	28	3.78	3.78	NUM
ejpam-6539	121	29	%	%	NOUN
ejpam-6539	121	30	/	/	SYM
ejpam-6539	121	31	198.1	198.1	NUM
ejpam-6539	121	32	pso	pso	NOUN
ejpam-6539	121	33	used	use	VERB
ejpam-6539	121	34	for	for	ADP
ejpam-6539	121	35	hyperparameter	hyperparameter	NOUN
ejpam-6539	121	36	tuning	tune	VERB
ejpam-6539	121	37	zhou	zhou	PROPN
ejpam-6539	121	38	&	&	CCONJ
ejpam-6539	121	39	li	li	PROPN
ejpam-6539	121	40	2023	2023	NUM
ejpam-6539	121	41	deep	deep	ADJ
ejpam-6539	121	42	belief	belief	NOUN
ejpam-6539	121	43	network	network	NOUN
ejpam-6539	121	44	(	(	PUNCT
ejpam-6539	121	45	dbn	dbn	PROPN
ejpam-6539	121	46	)	)	PUNCT
ejpam-6539	121	47	ercot	ercot	PROPN
ejpam-6539	121	48	,	,	PUNCT
ejpam-6539	121	49	usa	usa	PROPN
ejpam-6539	121	50	price	price	NOUN
ejpam-6539	121	51	4.20	4.20	NUM
ejpam-6539	121	52	%	%	NOUN
ejpam-6539	121	53	/	/	SYM
ejpam-6539	121	54	205.6	205.6	NUM
ejpam-6539	121	55	high	high	ADJ
ejpam-6539	121	56	dimensional	dimensional	ADJ
ejpam-6539	121	57	nonlinear	nonlinear	NOUN
ejpam-6539	121	58	modeling	modeling	NOUN
ejpam-6539	121	59	kumar	kumar	PROPN
ejpam-6539	121	60	et	et	PROPN
ejpam-6539	121	61	al	al	PROPN
ejpam-6539	121	62	.	.	PROPN
ejpam-6539	121	63	2024	2024	NUM
ejpam-6539	121	64	fuzzy	fuzzy	ADJ
ejpam-6539	121	65	cnngru	cnngru	PROPN
ejpam-6539	121	66	iex	iex	PROPN
ejpam-6539	121	67	india	india	PROPN
ejpam-6539	121	68	mcp	mcp	PROPN
ejpam-6539	121	69	&	&	CCONJ
ejpam-6539	121	70	mcv	mcv	PROPN
ejpam-6539	121	71	3.65	3.65	NUM
ejpam-6539	121	72	%	%	NOUN
ejpam-6539	121	73	/	/	SYM
ejpam-6539	121	74	192.3	192.3	NUM
ejpam-6539	121	75	fuzzy	fuzzy	ADJ
ejpam-6539	121	76	preprocessing	preprocessing	NOUN
ejpam-6539	121	77	with	with	ADP
ejpam-6539	121	78	deep	deep	ADJ
ejpam-6539	121	79	gru	gru	NOUN
ejpam-6539	121	80	layers	layer	NOUN
ejpam-6539	121	81	proposed	propose	VERB
ejpam-6539	121	82	(	(	PUNCT
ejpam-6539	121	83	this	this	DET
ejpam-6539	121	84	work	work	NOUN
ejpam-6539	121	85	)	)	PUNCT
ejpam-6539	121	86	2025	2025	NUM
ejpam-6539	121	87	ihmmfrpso	ihmmfrpso	PROPN
ejpam-6539	121	88	iex	iex	PROPN
ejpam-6539	121	89	india	india	PROPN
ejpam-6539	121	90	mcp	mcp	PROPN
ejpam-6539	121	91	&	&	CCONJ
ejpam-6539	121	92	mcv	mcv	VERB
ejpam-6539	121	93	3.15	3.15	NUM
ejpam-6539	121	94	%	%	NOUN
ejpam-6539	121	95	/	/	SYM
ejpam-6539	121	96	177.7	177.7	NUM
ejpam-6539	121	97	ifr	ifr	NOUN
ejpam-6539	121	98	-	-	PUNCT
ejpam-6539	121	99	based	base	VERB
ejpam-6539	121	100	hmm	hmm	NOUN
ejpam-6539	121	101	with	with	ADP
ejpam-6539	121	102	pso	pso	NOUN
ejpam-6539	121	103	optimization	optimization	NOUN
ejpam-6539	121	104	records	record	NOUN
ejpam-6539	121	105	.	.	PUNCT
ejpam-6539	122	1	2	2	X
ejpam-6539	122	2	)	)	PUNCT
ejpam-6539	122	3	interpretability	interpretability	NOUN
ejpam-6539	122	4	–	–	PUNCT
ejpam-6539	122	5	deep	deep	ADJ
ejpam-6539	122	6	architectures	architecture	NOUN
ejpam-6539	122	7	and	and	CCONJ
ejpam-6539	122	8	ga	ga	NOUN
ejpam-6539	122	9	-	-	PUNCT
ejpam-6539	122	10	optimized	optimize	VERB
ejpam-6539	122	11	systems	system	NOUN
ejpam-6539	122	12	can	can	AUX
ejpam-6539	122	13	be	be	AUX
ejpam-6539	122	14	opaque	opaque	ADJ
ejpam-6539	122	15	,	,	PUNCT
ejpam-6539	122	16	making	make	VERB
ejpam-6539	122	17	it	it	PRON
ejpam-6539	122	18	difficult	difficult	ADJ
ejpam-6539	122	19	for	for	SCONJ
ejpam-6539	122	20	market	market	NOUN
ejpam-6539	122	21	operators	operator	NOUN
ejpam-6539	122	22	to	to	PART
ejpam-6539	122	23	interpret	interpret	VERB
ejpam-6539	122	24	results	result	NOUN
ejpam-6539	122	25	and	and	CCONJ
ejpam-6539	122	26	trust	trust	NOUN
ejpam-6539	122	27	predictions	prediction	NOUN
ejpam-6539	122	28	.	.	PUNCT
ejpam-6539	123	1	3	3	X
ejpam-6539	123	2	)	)	PUNCT
ejpam-6539	123	3	computational	computational	ADJ
ejpam-6539	123	4	cost	cost	NOUN
ejpam-6539	123	5	–	–	PUNCT
ejpam-6539	123	6	gaand	gaand	PROPN
ejpam-6539	123	7	deep	deep	ADJ
ejpam-6539	123	8	-	-	PUNCT
ejpam-6539	123	9	learning	learning	NOUN
ejpam-6539	123	10	-	-	PUNCT
ejpam-6539	123	11	based	base	VERB
ejpam-6539	123	12	systems	system	NOUN
ejpam-6539	123	13	can	can	AUX
ejpam-6539	123	14	be	be	AUX
ejpam-6539	123	15	resourceintensive	resourceintensive	NOUN
ejpam-6539	123	16	,	,	PUNCT
ejpam-6539	123	17	hindering	hinder	VERB
ejpam-6539	123	18	real	real	ADJ
ejpam-6539	123	19	-	-	PUNCT
ejpam-6539	123	20	time	time	NOUN
ejpam-6539	123	21	forecasting	forecasting	NOUN
ejpam-6539	123	22	.	.	PUNCT
ejpam-6539	124	1	4	4	X
ejpam-6539	124	2	)	)	PUNCT
ejpam-6539	124	3	convergence	convergence	NOUN
ejpam-6539	124	4	stability	stability	NOUN
ejpam-6539	124	5	–	–	PUNCT
ejpam-6539	124	6	ga	ga	NOUN
ejpam-6539	124	7	-	-	PUNCT
ejpam-6539	124	8	tuned	tune	VERB
ejpam-6539	124	9	fhmms	fhmms	NOUN
ejpam-6539	124	10	may	may	AUX
ejpam-6539	124	11	converge	converge	VERB
ejpam-6539	124	12	slowly	slowly	ADV
ejpam-6539	124	13	or	or	CCONJ
ejpam-6539	124	14	become	become	VERB
ejpam-6539	124	15	trapped	trapped	ADJ
ejpam-6539	124	16	in	in	ADP
ejpam-6539	124	17	local	local	ADJ
ejpam-6539	124	18	minima	minima	NOUN
ejpam-6539	124	19	,	,	PUNCT
ejpam-6539	124	20	while	while	SCONJ
ejpam-6539	124	21	ann	ann	PROPN
ejpam-6539	124	22	training	training	NOUN
ejpam-6539	124	23	can	can	AUX
ejpam-6539	124	24	suffer	suffer	VERB
ejpam-6539	124	25	from	from	ADP
ejpam-6539	124	26	instability	instability	NOUN
ejpam-6539	124	27	in	in	ADP
ejpam-6539	124	28	fuzzy	fuzzy	ADJ
ejpam-6539	124	29	parameter	parameter	NOUN
ejpam-6539	124	30	learning	learning	NOUN
ejpam-6539	124	31	.	.	PUNCT
ejpam-6539	125	1	these	these	DET
ejpam-6539	125	2	shortcomings	shortcoming	NOUN
ejpam-6539	125	3	motivate	motivate	VERB
ejpam-6539	125	4	the	the	DET
ejpam-6539	125	5	development	development	NOUN
ejpam-6539	125	6	of	of	ADP
ejpam-6539	125	7	the	the	DET
ejpam-6539	125	8	proposed	propose	VERB
ejpam-6539	125	9	ihmm	ihmm	NOUN
ejpam-6539	125	10	–	–	PUNCT
ejpam-6539	125	11	frpso	frpso	NOUN
ejpam-6539	125	12	,	,	PUNCT
ejpam-6539	125	13	which	which	PRON
ejpam-6539	125	14	integrates	integrate	VERB
ejpam-6539	125	15	interval	interval	NOUN
ejpam-6539	125	16	-	-	PUNCT
ejpam-6539	125	17	valued	value	VERB
ejpam-6539	125	18	fuzzy	fuzzy	ADJ
ejpam-6539	125	19	relations	relation	NOUN
ejpam-6539	125	20	into	into	ADP
ejpam-6539	125	21	hmms	hmms	NOUN
ejpam-6539	125	22	and	and	CCONJ
ejpam-6539	125	23	optimizes	optimize	VERB
ejpam-6539	125	24	parameters	parameter	NOUN
ejpam-6539	125	25	using	use	VERB
ejpam-6539	125	26	particle	particle	NOUN
ejpam-6539	125	27	swarm	swarm	NOUN
ejpam-6539	125	28	optimization	optimization	NOUN
ejpam-6539	125	29	(	(	PUNCT
ejpam-6539	125	30	pso	pso	NOUN
ejpam-6539	125	31	)	)	PUNCT
ejpam-6539	125	32	.	.	PUNCT
ejpam-6539	126	1	this	this	DET
ejpam-6539	126	2	approach	approach	NOUN
ejpam-6539	126	3	balances	balance	VERB
ejpam-6539	126	4	accuracy	accuracy	NOUN
ejpam-6539	126	5	,	,	PUNCT
ejpam-6539	126	6	interpretability	interpretability	NOUN
ejpam-6539	126	7	,	,	PUNCT
ejpam-6539	126	8	and	and	CCONJ
ejpam-6539	126	9	computational	computational	ADJ
ejpam-6539	126	10	efficiency	efficiency	NOUN
ejpam-6539	126	11	,	,	PUNCT
ejpam-6539	126	12	while	while	SCONJ
ejpam-6539	126	13	being	be	AUX
ejpam-6539	126	14	validated	validate	VERB
ejpam-6539	126	15	on	on	ADP
ejpam-6539	126	16	real	real	ADJ
ejpam-6539	126	17	iex	iex	PROPN
ejpam-6539	126	18	market	market	NOUN
ejpam-6539	126	19	data	datum	NOUN
ejpam-6539	126	20	for	for	ADP
ejpam-6539	126	21	both	both	CCONJ
ejpam-6539	126	22	dayahead	dayahead	ADJ
ejpam-6539	126	23	and	and	CCONJ
ejpam-6539	126	24	real	real	ADJ
ejpam-6539	126	25	-	-	PUNCT
ejpam-6539	126	26	time	time	NOUN
ejpam-6539	126	27	markets	market	NOUN
ejpam-6539	126	28	.	.	PUNCT
ejpam-6539	127	1	k.	k.	PROPN
ejpam-6539	127	2	kalpana	kalpana	PROPN
ejpam-6539	127	3	,	,	PUNCT
ejpam-6539	127	4	g.	g.	PROPN
ejpam-6539	127	5	kavitha	kavitha	PROPN
ejpam-6539	127	6	/	/	SYM
ejpam-6539	127	7	eur	eur	PROPN
ejpam-6539	127	8	.	.	PUNCT
ejpam-6539	128	1	j.	j.	PROPN
ejpam-6539	128	2	pure	pure	PROPN
ejpam-6539	128	3	appl	appl	PROPN
ejpam-6539	128	4	.	.	PROPN
ejpam-6539	128	5	math	math	PROPN
ejpam-6539	128	6	,	,	PUNCT
ejpam-6539	128	7	18	18	NUM
ejpam-6539	128	8	(	(	PUNCT
ejpam-6539	128	9	4	4	NUM
ejpam-6539	128	10	)	)	PUNCT
ejpam-6539	128	11	(	(	PUNCT
ejpam-6539	128	12	2025	2025	NUM
ejpam-6539	128	13	)	)	PUNCT
ejpam-6539	128	14	,	,	PUNCT
ejpam-6539	128	15	6539	6539	NUM
ejpam-6539	128	16	8	8	NUM
ejpam-6539	128	17	of	of	ADP
ejpam-6539	128	18	42	42	NUM
ejpam-6539	128	19	3	3	NUM
ejpam-6539	128	20	.	.	PUNCT
ejpam-6539	128	21	theoretical	theoretical	ADJ
ejpam-6539	128	22	background	background	NOUN
ejpam-6539	128	23	3.1	3.1	NUM
ejpam-6539	128	24	.	.	PUNCT
ejpam-6539	129	1	hidden	hide	VERB
ejpam-6539	129	2	markov	markov	NOUN
ejpam-6539	129	3	models	model	NOUN
ejpam-6539	129	4	(	(	PUNCT
ejpam-6539	129	5	hmm	hmm	INTJ
ejpam-6539	129	6	)	)	PUNCT
ejpam-6539	129	7	a	a	DET
ejpam-6539	129	8	hidden	hide	VERB
ejpam-6539	129	9	markov	markov	NOUN
ejpam-6539	129	10	model	model	NOUN
ejpam-6539	129	11	(	(	PUNCT
ejpam-6539	129	12	hmm	hmm	INTJ
ejpam-6539	129	13	)	)	PUNCT
ejpam-6539	129	14	is	be	AUX
ejpam-6539	129	15	a	a	DET
ejpam-6539	129	16	doubly	doubly	ADV
ejpam-6539	129	17	stochastic	stochastic	ADJ
ejpam-6539	129	18	process	process	NOUN
ejpam-6539	129	19	widely	widely	ADV
ejpam-6539	129	20	used	use	VERB
ejpam-6539	129	21	in	in	ADP
ejpam-6539	129	22	time	time	NOUN
ejpam-6539	129	23	series	series	NOUN
ejpam-6539	129	24	analysis	analysis	NOUN
ejpam-6539	129	25	and	and	CCONJ
ejpam-6539	129	26	pattern	pattern	NOUN
ejpam-6539	129	27	recognition	recognition	NOUN
ejpam-6539	129	28	,	,	PUNCT
ejpam-6539	129	29	where	where	SCONJ
ejpam-6539	129	30	the	the	DET
ejpam-6539	129	31	system	system	NOUN
ejpam-6539	129	32	being	be	AUX
ejpam-6539	129	33	modeled	model	VERB
ejpam-6539	129	34	is	be	AUX
ejpam-6539	129	35	assumed	assume	VERB
ejpam-6539	129	36	to	to	PART
ejpam-6539	129	37	follow	follow	VERB
ejpam-6539	129	38	a	a	DET
ejpam-6539	129	39	markov	markov	NOUN
ejpam-6539	129	40	process	process	NOUN
ejpam-6539	129	41	with	with	ADP
ejpam-6539	129	42	unobservable	unobservable	ADJ
ejpam-6539	129	43	(	(	PUNCT
ejpam-6539	129	44	hidden	hidden	ADJ
ejpam-6539	129	45	)	)	PUNCT
ejpam-6539	129	46	states	state	NOUN
ejpam-6539	129	47	.	.	PUNCT
ejpam-6539	130	1	the	the	DET
ejpam-6539	130	2	observable	observable	ADJ
ejpam-6539	130	3	outcomes	outcome	NOUN
ejpam-6539	130	4	are	be	AUX
ejpam-6539	130	5	dependent	dependent	ADJ
ejpam-6539	130	6	on	on	ADP
ejpam-6539	130	7	these	these	DET
ejpam-6539	130	8	hidden	hide	VERB
ejpam-6539	130	9	states	state	NOUN
ejpam-6539	130	10	through	through	ADP
ejpam-6539	130	11	a	a	DET
ejpam-6539	130	12	probabilistic	probabilistic	ADJ
ejpam-6539	130	13	emission	emission	NOUN
ejpam-6539	130	14	mechanism	mechanism	NOUN
ejpam-6539	130	15	.	.	PUNCT
ejpam-6539	131	1	the	the	DET
ejpam-6539	131	2	traditional	traditional	ADJ
ejpam-6539	131	3	hmm	hmm	INTJ
ejpam-6539	131	4	is	be	AUX
ejpam-6539	131	5	characterized	characterize	VERB
ejpam-6539	131	6	by	by	ADP
ejpam-6539	131	7	a	a	DET
ejpam-6539	131	8	set	set	NOUN
ejpam-6539	131	9	of	of	ADP
ejpam-6539	131	10	states	state	NOUN
ejpam-6539	131	11	,	,	PUNCT
ejpam-6539	131	12	a	a	DET
ejpam-6539	131	13	transition	transition	NOUN
ejpam-6539	131	14	probability	probability	NOUN
ejpam-6539	131	15	matrix	matrix	NOUN
ejpam-6539	131	16	,	,	PUNCT
ejpam-6539	131	17	an	an	DET
ejpam-6539	131	18	observation	observation	NOUN
ejpam-6539	131	19	(	(	PUNCT
ejpam-6539	131	20	emission	emission	NOUN
ejpam-6539	131	21	)	)	PUNCT
ejpam-6539	131	22	probability	probability	NOUN
ejpam-6539	131	23	matrix	matrix	NOUN
ejpam-6539	131	24	,	,	PUNCT
ejpam-6539	131	25	and	and	CCONJ
ejpam-6539	131	26	an	an	DET
ejpam-6539	131	27	initial	initial	ADJ
ejpam-6539	131	28	state	state	NOUN
ejpam-6539	131	29	distribution	distribution	NOUN
ejpam-6539	131	30	[	[	X
ejpam-6539	131	31	ross	ross	NOUN
ejpam-6539	131	32	et	et	PROPN
ejpam-6539	131	33	al	al	PROPN
ejpam-6539	131	34	.	.	PROPN
ejpam-6539	131	35	,	,	PUNCT
ejpam-6539	131	36	1996].in	1996].in	NUM
ejpam-6539	131	37	power	power	NOUN
ejpam-6539	131	38	market	market	NOUN
ejpam-6539	131	39	forecasting	forecasting	NOUN
ejpam-6539	131	40	,	,	PUNCT
ejpam-6539	131	41	hmms	hmms	NOUN
ejpam-6539	131	42	have	have	AUX
ejpam-6539	131	43	shown	show	VERB
ejpam-6539	131	44	potential	potential	NOUN
ejpam-6539	131	45	due	due	ADP
ejpam-6539	131	46	to	to	ADP
ejpam-6539	131	47	their	their	PRON
ejpam-6539	131	48	capability	capability	NOUN
ejpam-6539	131	49	to	to	PART
ejpam-6539	131	50	model	model	VERB
ejpam-6539	131	51	temporal	temporal	ADJ
ejpam-6539	131	52	sequences	sequence	NOUN
ejpam-6539	131	53	and	and	CCONJ
ejpam-6539	131	54	capture	capture	VERB
ejpam-6539	131	55	underlying	underlie	VERB
ejpam-6539	131	56	structural	structural	ADJ
ejpam-6539	131	57	dynamics	dynamic	NOUN
ejpam-6539	131	58	in	in	ADP
ejpam-6539	131	59	market	market	NOUN
ejpam-6539	131	60	behavior	behavior	NOUN
ejpam-6539	132	1	[	[	X
ejpam-6539	132	2	kavitha	kavitha	X
ejpam-6539	132	3	et	et	PROPN
ejpam-6539	132	4	al	al	PROPN
ejpam-6539	132	5	.	.	PROPN
ejpam-6539	132	6	,	,	PUNCT
ejpam-6539	132	7	2013	2013	NUM
ejpam-6539	132	8	]	]	PUNCT
ejpam-6539	132	9	.	.	PUNCT
ejpam-6539	133	1	fuzzy	fuzzy	ADJ
ejpam-6539	133	2	enhancements	enhancement	NOUN
ejpam-6539	133	3	to	to	ADP
ejpam-6539	133	4	hmms	hmms	NOUN
ejpam-6539	133	5	,	,	PUNCT
ejpam-6539	133	6	such	such	ADJ
ejpam-6539	133	7	as	as	ADP
ejpam-6539	133	8	the	the	DET
ejpam-6539	133	9	interval	interval	NOUN
ejpam-6539	133	10	-	-	PUNCT
ejpam-6539	133	11	valued	value	VERB
ejpam-6539	133	12	fuzzy	fuzzy	ADJ
ejpam-6539	133	13	relational	relational	ADJ
ejpam-6539	133	14	hidden	hide	VERB
ejpam-6539	133	15	markov	markov	NOUN
ejpam-6539	133	16	model	model	NOUN
ejpam-6539	133	17	(	(	PUNCT
ejpam-6539	133	18	ihmm	ihmm	NOUN
ejpam-6539	133	19	-	-	PUNCT
ejpam-6539	133	20	frpso	frpso	NOUN
ejpam-6539	133	21	)	)	PUNCT
ejpam-6539	133	22	,	,	PUNCT
ejpam-6539	133	23	extend	extend	VERB
ejpam-6539	133	24	their	their	PRON
ejpam-6539	133	25	ability	ability	NOUN
ejpam-6539	133	26	to	to	PART
ejpam-6539	133	27	handle	handle	VERB
ejpam-6539	133	28	uncertainty	uncertainty	NOUN
ejpam-6539	133	29	and	and	CCONJ
ejpam-6539	133	30	imprecision	imprecision	NOUN
ejpam-6539	133	31	in	in	ADP
ejpam-6539	133	32	real	real	ADJ
ejpam-6539	133	33	-	-	PUNCT
ejpam-6539	133	34	world	world	NOUN
ejpam-6539	133	35	datasets	dataset	NOUN
ejpam-6539	133	36	,	,	PUNCT
ejpam-6539	133	37	especially	especially	ADV
ejpam-6539	133	38	under	under	ADP
ejpam-6539	133	39	fluctuating	fluctuate	VERB
ejpam-6539	133	40	power	power	NOUN
ejpam-6539	133	41	market	market	NOUN
ejpam-6539	133	42	conditions	condition	NOUN
ejpam-6539	133	43	[	[	X
ejpam-6539	133	44	guangming	guangme	VERB
ejpam-6539	133	45	li	li	PROPN
ejpam-6539	133	46	et	et	PROPN
ejpam-6539	133	47	al	al	PROPN
ejpam-6539	133	48	.	.	PROPN
ejpam-6539	133	49	,	,	PUNCT
ejpam-6539	133	50	2014	2014	NUM
ejpam-6539	133	51	]	]	PUNCT
ejpam-6539	133	52	.	.	PUNCT
ejpam-6539	134	1	hidden	hide	VERB
ejpam-6539	134	2	markov	markov	NOUN
ejpam-6539	134	3	models	model	NOUN
ejpam-6539	134	4	(	(	PUNCT
ejpam-6539	134	5	hmms	hmms	NOUN
ejpam-6539	134	6	)	)	PUNCT
ejpam-6539	134	7	are	be	AUX
ejpam-6539	134	8	probabilistic	probabilistic	ADJ
ejpam-6539	134	9	models	model	NOUN
ejpam-6539	134	10	widely	widely	ADV
ejpam-6539	134	11	used	use	VERB
ejpam-6539	134	12	to	to	PART
ejpam-6539	134	13	analyze	analyze	VERB
ejpam-6539	134	14	time	time	NOUN
ejpam-6539	134	15	series	series	PROPN
ejpam-6539	134	16	data	datum	NOUN
ejpam-6539	134	17	where	where	SCONJ
ejpam-6539	134	18	the	the	DET
ejpam-6539	134	19	system	system	NOUN
ejpam-6539	134	20	being	be	AUX
ejpam-6539	134	21	modeled	model	VERB
ejpam-6539	134	22	is	be	AUX
ejpam-6539	134	23	assumed	assume	VERB
ejpam-6539	134	24	to	to	PART
ejpam-6539	134	25	follow	follow	VERB
ejpam-6539	134	26	a	a	DET
ejpam-6539	134	27	markov	markov	NOUN
ejpam-6539	134	28	process	process	NOUN
ejpam-6539	134	29	with	with	ADP
ejpam-6539	134	30	unobserved	unobserved	ADJ
ejpam-6539	134	31	(	(	PUNCT
ejpam-6539	134	32	hidden	hidden	ADJ
ejpam-6539	134	33	)	)	PUNCT
ejpam-6539	134	34	states	state	NOUN
ejpam-6539	134	35	.	.	PUNCT
ejpam-6539	135	1	in	in	ADP
ejpam-6539	135	2	the	the	DET
ejpam-6539	135	3	context	context	NOUN
ejpam-6539	135	4	of	of	ADP
ejpam-6539	135	5	power	power	NOUN
ejpam-6539	135	6	market	market	NOUN
ejpam-6539	135	7	forecasting	forecasting	NOUN
ejpam-6539	135	8	,	,	PUNCT
ejpam-6539	135	9	hmms	hmms	NOUN
ejpam-6539	135	10	are	be	AUX
ejpam-6539	135	11	beneficial	beneficial	ADJ
ejpam-6539	135	12	for	for	ADP
ejpam-6539	135	13	capturing	capture	VERB
ejpam-6539	135	14	the	the	DET
ejpam-6539	135	15	temporal	temporal	ADJ
ejpam-6539	135	16	dependencies	dependency	NOUN
ejpam-6539	135	17	and	and	CCONJ
ejpam-6539	135	18	switching	switch	VERB
ejpam-6539	135	19	behaviors	behavior	NOUN
ejpam-6539	135	20	of	of	ADP
ejpam-6539	135	21	price	price	NOUN
ejpam-6539	135	22	regimes	regime	NOUN
ejpam-6539	135	23	.	.	PUNCT
ejpam-6539	136	1	each	each	DET
ejpam-6539	136	2	state	state	NOUN
ejpam-6539	136	3	in	in	ADP
ejpam-6539	136	4	the	the	DET
ejpam-6539	136	5	hmm	hmm	NOUN
ejpam-6539	136	6	emits	emit	VERB
ejpam-6539	136	7	observable	observable	ADJ
ejpam-6539	136	8	outputs	output	NOUN
ejpam-6539	136	9	according	accord	VERB
ejpam-6539	136	10	to	to	ADP
ejpam-6539	136	11	a	a	DET
ejpam-6539	136	12	probability	probability	NOUN
ejpam-6539	136	13	distribution	distribution	NOUN
ejpam-6539	136	14	,	,	PUNCT
ejpam-6539	136	15	allowing	allow	VERB
ejpam-6539	136	16	the	the	DET
ejpam-6539	136	17	model	model	NOUN
ejpam-6539	136	18	to	to	PART
ejpam-6539	136	19	handle	handle	VERB
ejpam-6539	136	20	uncertainties	uncertainty	NOUN
ejpam-6539	136	21	and	and	CCONJ
ejpam-6539	136	22	abrupt	abrupt	ADJ
ejpam-6539	136	23	changes	change	NOUN
ejpam-6539	136	24	in	in	ADP
ejpam-6539	136	25	market	market	NOUN
ejpam-6539	136	26	conditions	condition	NOUN
ejpam-6539	136	27	.	.	PUNCT
ejpam-6539	137	1	the	the	DET
ejpam-6539	137	2	core	core	ADJ
ejpam-6539	137	3	components	component	NOUN
ejpam-6539	137	4	of	of	ADP
ejpam-6539	137	5	an	an	DET
ejpam-6539	137	6	hidden	hide	VERB
ejpam-6539	137	7	markov	markov	NOUN
ejpam-6539	137	8	model	model	NOUN
ejpam-6539	137	9	hmm	hmm	INTJ
ejpam-6539	137	10	include	include	VERB
ejpam-6539	137	11	:	:	PUNCT
ejpam-6539	137	12	•	•	ADP
ejpam-6539	137	13	a	a	DET
ejpam-6539	137	14	set	set	NOUN
ejpam-6539	137	15	of	of	ADP
ejpam-6539	137	16	hidden	hide	VERB
ejpam-6539	137	17	states	state	NOUN
ejpam-6539	137	18	•	•	ADP
ejpam-6539	137	19	an	an	DET
ejpam-6539	137	20	initial	initial	ADJ
ejpam-6539	137	21	state	state	NOUN
ejpam-6539	137	22	distribution	distribution	NOUN
ejpam-6539	137	23	•	•	ADP
ejpam-6539	137	24	a	a	DET
ejpam-6539	137	25	transition	transition	NOUN
ejpam-6539	137	26	probability	probability	NOUN
ejpam-6539	137	27	matrix	matrix	NOUN
ejpam-6539	137	28	•	•	ADP
ejpam-6539	137	29	an	an	DET
ejpam-6539	137	30	emission	emission	NOUN
ejpam-6539	137	31	probability	probability	NOUN
ejpam-6539	137	32	distribution	distribution	NOUN
ejpam-6539	137	33	hmms	hmms	NOUN
ejpam-6539	137	34	have	have	AUX
ejpam-6539	137	35	shown	show	VERB
ejpam-6539	137	36	strong	strong	ADJ
ejpam-6539	137	37	performance	performance	NOUN
ejpam-6539	137	38	in	in	ADP
ejpam-6539	137	39	modeling	model	VERB
ejpam-6539	137	40	financial	financial	ADJ
ejpam-6539	137	41	and	and	CCONJ
ejpam-6539	137	42	energy	energy	NOUN
ejpam-6539	137	43	market	market	NOUN
ejpam-6539	137	44	trends	trend	NOUN
ejpam-6539	137	45	due	due	ADP
ejpam-6539	137	46	to	to	ADP
ejpam-6539	137	47	their	their	PRON
ejpam-6539	137	48	stochastic	stochastic	ADJ
ejpam-6539	137	49	structure	structure	NOUN
ejpam-6539	137	50	and	and	CCONJ
ejpam-6539	137	51	capacity	capacity	NOUN
ejpam-6539	137	52	to	to	PART
ejpam-6539	137	53	learn	learn	VERB
ejpam-6539	137	54	from	from	ADP
ejpam-6539	137	55	historical	historical	ADJ
ejpam-6539	137	56	patterns	pattern	NOUN
ejpam-6539	137	57	.	.	PUNCT
ejpam-6539	138	1	fuzzy	fuzzy	ADJ
ejpam-6539	138	2	extensions	extension	NOUN
ejpam-6539	138	3	and	and	CCONJ
ejpam-6539	138	4	interval	interval	NOUN
ejpam-6539	138	5	-	-	PUNCT
ejpam-6539	138	6	valued	value	VERB
ejpam-6539	138	7	logic	logic	NOUN
ejpam-6539	138	8	have	have	AUX
ejpam-6539	138	9	further	far	ADV
ejpam-6539	138	10	enhanced	enhance	VERB
ejpam-6539	138	11	their	their	PRON
ejpam-6539	138	12	applicability	applicability	NOUN
ejpam-6539	138	13	in	in	ADP
ejpam-6539	138	14	uncertain	uncertain	ADJ
ejpam-6539	138	15	or	or	CCONJ
ejpam-6539	138	16	noisy	noisy	ADJ
ejpam-6539	138	17	environments	environment	NOUN
ejpam-6539	138	18	.	.	PUNCT
ejpam-6539	139	1	a	a	DET
ejpam-6539	139	2	hidden	hide	VERB
ejpam-6539	139	3	markov	markov	NOUN
ejpam-6539	139	4	model	model	NOUN
ejpam-6539	139	5	(	(	PUNCT
ejpam-6539	139	6	hmm	hmm	INTJ
ejpam-6539	139	7	)	)	PUNCT
ejpam-6539	139	8	is	be	AUX
ejpam-6539	139	9	a	a	DET
ejpam-6539	139	10	doubly	doubly	ADV
ejpam-6539	139	11	stochastic	stochastic	ADJ
ejpam-6539	139	12	process	process	NOUN
ejpam-6539	139	13	used	use	VERB
ejpam-6539	139	14	extensively	extensively	ADV
ejpam-6539	139	15	for	for	ADP
ejpam-6539	139	16	modeling	model	VERB
ejpam-6539	139	17	sequential	sequential	ADJ
ejpam-6539	139	18	data	datum	NOUN
ejpam-6539	139	19	.	.	PUNCT
ejpam-6539	140	1	it	it	PRON
ejpam-6539	140	2	assumes	assume	VERB
ejpam-6539	140	3	that	that	SCONJ
ejpam-6539	140	4	the	the	DET
ejpam-6539	140	5	system	system	NOUN
ejpam-6539	140	6	being	be	AUX
ejpam-6539	140	7	modeled	model	VERB
ejpam-6539	140	8	follows	follow	VERB
ejpam-6539	140	9	a	a	DET
ejpam-6539	140	10	markov	markov	NOUN
ejpam-6539	140	11	process	process	NOUN
ejpam-6539	140	12	with	with	ADP
ejpam-6539	140	13	unobservable	unobservable	ADJ
ejpam-6539	140	14	(	(	PUNCT
ejpam-6539	140	15	hidden	hidden	ADJ
ejpam-6539	140	16	)	)	PUNCT
ejpam-6539	140	17	states	state	NOUN
ejpam-6539	140	18	,	,	PUNCT
ejpam-6539	140	19	each	each	PRON
ejpam-6539	140	20	producing	produce	VERB
ejpam-6539	140	21	observable	observable	ADJ
ejpam-6539	140	22	outputs	output	NOUN
ejpam-6539	140	23	according	accord	VERB
ejpam-6539	140	24	to	to	ADP
ejpam-6539	140	25	a	a	DET
ejpam-6539	140	26	probabilistic	probabilistic	ADJ
ejpam-6539	140	27	emission	emission	NOUN
ejpam-6539	140	28	mechanism	mechanism	NOUN
ejpam-6539	140	29	.	.	PUNCT
ejpam-6539	141	1	core	core	NOUN
ejpam-6539	141	2	components	component	NOUN
ejpam-6539	141	3	•	•	PROPN
ejpam-6539	141	4	states	state	NOUN
ejpam-6539	141	5	(	(	PUNCT
ejpam-6539	141	6	s	s	X
ejpam-6539	141	7	):	):	PUNCT
ejpam-6539	141	8	a	a	DET
ejpam-6539	141	9	finite	finite	ADJ
ejpam-6539	141	10	set	set	NOUN
ejpam-6539	141	11	of	of	ADP
ejpam-6539	141	12	hidden	hidden	ADJ
ejpam-6539	141	13	states	state	NOUN
ejpam-6539	141	14	representing	represent	VERB
ejpam-6539	141	15	different	different	ADJ
ejpam-6539	141	16	regimes	regime	NOUN
ejpam-6539	141	17	in	in	ADP
ejpam-6539	141	18	the	the	DET
ejpam-6539	141	19	system	system	NOUN
ejpam-6539	141	20	.	.	PUNCT
ejpam-6539	142	1	•	•	NUM
ejpam-6539	142	2	transition	transition	NOUN
ejpam-6539	142	3	probability	probability	NOUN
ejpam-6539	142	4	matrix	matrix	NOUN
ejpam-6539	142	5	(	(	PUNCT
ejpam-6539	142	6	a	a	X
ejpam-6539	142	7	):	):	PUNCT
ejpam-6539	142	8	defines	define	VERB
ejpam-6539	142	9	the	the	DET
ejpam-6539	142	10	probability	probability	NOUN
ejpam-6539	142	11	of	of	ADP
ejpam-6539	142	12	transitioning	transition	VERB
ejpam-6539	142	13	from	from	ADP
ejpam-6539	142	14	one	one	NUM
ejpam-6539	142	15	state	state	NOUN
ejpam-6539	142	16	to	to	ADP
ejpam-6539	142	17	another	another	PRON
ejpam-6539	142	18	.	.	PUNCT
ejpam-6539	143	1	k.	k.	PROPN
ejpam-6539	143	2	kalpana	kalpana	PROPN
ejpam-6539	143	3	,	,	PUNCT
ejpam-6539	143	4	g.	g.	PROPN
ejpam-6539	143	5	kavitha	kavitha	PROPN
ejpam-6539	143	6	/	/	SYM
ejpam-6539	143	7	eur	eur	PROPN
ejpam-6539	143	8	.	.	PUNCT
ejpam-6539	144	1	j.	j.	PROPN
ejpam-6539	144	2	pure	pure	PROPN
ejpam-6539	144	3	appl	appl	PROPN
ejpam-6539	144	4	.	.	PROPN
ejpam-6539	144	5	math	math	PROPN
ejpam-6539	144	6	,	,	PUNCT
ejpam-6539	144	7	18	18	NUM
ejpam-6539	144	8	(	(	PUNCT
ejpam-6539	144	9	4	4	NUM
ejpam-6539	144	10	)	)	PUNCT
ejpam-6539	144	11	(	(	PUNCT
ejpam-6539	144	12	2025	2025	NUM
ejpam-6539	144	13	)	)	PUNCT
ejpam-6539	144	14	,	,	PUNCT
ejpam-6539	144	15	6539	6539	NUM
ejpam-6539	144	16	9	9	NUM
ejpam-6539	144	17	of	of	ADP
ejpam-6539	144	18	42	42	NUM
ejpam-6539	144	19	•	•	NOUN
ejpam-6539	144	20	emission	emission	NOUN
ejpam-6539	144	21	probability	probability	NOUN
ejpam-6539	144	22	matrix	matrix	NOUN
ejpam-6539	144	23	(	(	PUNCT
ejpam-6539	144	24	b	b	NOUN
ejpam-6539	144	25	):	):	PUNCT
ejpam-6539	144	26	specifies	specifie	NOUN
ejpam-6539	144	27	the	the	DET
ejpam-6539	144	28	probability	probability	NOUN
ejpam-6539	144	29	of	of	ADP
ejpam-6539	144	30	observing	observe	VERB
ejpam-6539	144	31	a	a	DET
ejpam-6539	144	32	given	give	VERB
ejpam-6539	144	33	symbol	symbol	NOUN
ejpam-6539	144	34	when	when	SCONJ
ejpam-6539	144	35	in	in	ADP
ejpam-6539	144	36	a	a	DET
ejpam-6539	144	37	particular	particular	ADJ
ejpam-6539	144	38	state	state	NOUN
ejpam-6539	144	39	.	.	PUNCT
ejpam-6539	145	1	•	•	NUM
ejpam-6539	145	2	initial	initial	ADJ
ejpam-6539	145	3	state	state	NOUN
ejpam-6539	145	4	probability	probability	NOUN
ejpam-6539	145	5	vector	vector	NOUN
ejpam-6539	145	6	(	(	PUNCT
ejpam-6539	145	7	π	π	NOUN
ejpam-6539	145	8	):	):	PUNCT
ejpam-6539	145	9	represents	represent	VERB
ejpam-6539	145	10	the	the	DET
ejpam-6539	145	11	probability	probability	NOUN
ejpam-6539	145	12	distribution	distribution	NOUN
ejpam-6539	145	13	over	over	ADP
ejpam-6539	145	14	the	the	DET
ejpam-6539	145	15	states	state	NOUN
ejpam-6539	145	16	at	at	ADP
ejpam-6539	145	17	the	the	DET
ejpam-6539	145	18	initial	initial	ADJ
ejpam-6539	145	19	time	time	NOUN
ejpam-6539	145	20	step	step	NOUN
ejpam-6539	145	21	.	.	PUNCT
ejpam-6539	146	1	mathematically	mathematically	ADV
ejpam-6539	146	2	,	,	PUNCT
ejpam-6539	146	3	an	an	DET
ejpam-6539	146	4	hmm	hmm	NOUN
ejpam-6539	146	5	is	be	AUX
ejpam-6539	146	6	defined	define	VERB
ejpam-6539	146	7	by	by	ADP
ejpam-6539	146	8	the	the	DET
ejpam-6539	146	9	triplet	triplet	NOUN
ejpam-6539	146	10	λ	λ	NOUN
ejpam-6539	146	11	=	=	PRON
ejpam-6539	146	12	(	(	PUNCT
ejpam-6539	146	13	a	a	DET
ejpam-6539	146	14	,	,	PUNCT
ejpam-6539	146	15	b	b	NOUN
ejpam-6539	146	16	,	,	PUNCT
ejpam-6539	146	17	π	π	PROPN
ejpam-6539	146	18	)	)	PUNCT
ejpam-6539	146	19	,	,	PUNCT
ejpam-6539	146	20	where	where	SCONJ
ejpam-6539	146	21	aij	aij	PROPN
ejpam-6539	146	22	=	=	SYM
ejpam-6539	146	23	p	p	X
ejpam-6539	146	24	(	(	PUNCT
ejpam-6539	146	25	qt	qt	NOUN
ejpam-6539	146	26	=	=	NOUN
ejpam-6539	146	27	sj	sj	NOUN
ejpam-6539	146	28	|	|	ADV
ejpam-6539	146	29	qt−1	qt−1	PROPN
ejpam-6539	146	30	=	=	SYM
ejpam-6539	146	31	si	si	X
ejpam-6539	146	32	)	)	PUNCT
ejpam-6539	146	33	represents	represent	VERB
ejpam-6539	146	34	the	the	DET
ejpam-6539	146	35	transition	transition	NOUN
ejpam-6539	146	36	probabilities	probability	NOUN
ejpam-6539	146	37	,	,	PUNCT
ejpam-6539	146	38	and	and	CCONJ
ejpam-6539	146	39	bj(k	bj(k	PUNCT
ejpam-6539	146	40	)	)	PUNCT
ejpam-6539	147	1	=	=	SYM
ejpam-6539	147	2	p	p	X
ejpam-6539	147	3	(	(	PUNCT
ejpam-6539	147	4	ot	ot	NOUN
ejpam-6539	147	5	=	=	NOUN
ejpam-6539	147	6	vk	vk	NOUN
ejpam-6539	147	7	|	|	ADV
ejpam-6539	147	8	qt	qt	VERB
ejpam-6539	147	9	=	=	SYM
ejpam-6539	147	10	sj	sj	PROPN
ejpam-6539	147	11	)	)	PUNCT
ejpam-6539	147	12	represents	represent	VERB
ejpam-6539	147	13	the	the	DET
ejpam-6539	147	14	emission	emission	NOUN
ejpam-6539	147	15	probabilities	probability	NOUN
ejpam-6539	147	16	.	.	PUNCT
ejpam-6539	148	1	application	application	NOUN
ejpam-6539	148	2	in	in	ADP
ejpam-6539	148	3	time	time	NOUN
ejpam-6539	148	4	-	-	PUNCT
ejpam-6539	148	5	series	series	NOUN
ejpam-6539	148	6	modeling	modeling	NOUN
ejpam-6539	148	7	and	and	CCONJ
ejpam-6539	148	8	energy	energy	NOUN
ejpam-6539	148	9	markets	market	NOUN
ejpam-6539	148	10	in	in	ADP
ejpam-6539	148	11	electricity	electricity	NOUN
ejpam-6539	148	12	market	market	NOUN
ejpam-6539	148	13	forecasting	forecasting	NOUN
ejpam-6539	148	14	,	,	PUNCT
ejpam-6539	148	15	hidden	hide	VERB
ejpam-6539	148	16	markov	markov	NOUN
ejpam-6539	148	17	models	model	NOUN
ejpam-6539	148	18	(	(	PUNCT
ejpam-6539	148	19	hmms	hmms	NOUN
ejpam-6539	148	20	)	)	PUNCT
ejpam-6539	148	21	are	be	AUX
ejpam-6539	148	22	well	well	ADV
ejpam-6539	148	23	-	-	PUNCT
ejpam-6539	148	24	suited	suited	ADJ
ejpam-6539	148	25	for	for	ADP
ejpam-6539	148	26	capturing	capture	VERB
ejpam-6539	148	27	temporal	temporal	ADJ
ejpam-6539	148	28	dependencies	dependency	NOUN
ejpam-6539	148	29	and	and	CCONJ
ejpam-6539	148	30	regime	regime	NOUN
ejpam-6539	148	31	-	-	PUNCT
ejpam-6539	148	32	switching	switch	VERB
ejpam-6539	148	33	behavior	behavior	NOUN
ejpam-6539	148	34	in	in	ADP
ejpam-6539	148	35	prices	price	NOUN
ejpam-6539	148	36	and	and	CCONJ
ejpam-6539	148	37	volumes	volume	NOUN
ejpam-6539	148	38	.	.	PUNCT
ejpam-6539	149	1	they	they	PRON
ejpam-6539	149	2	can	can	AUX
ejpam-6539	149	3	effectively	effectively	ADV
ejpam-6539	149	4	model	model	VERB
ejpam-6539	149	5	stochastic	stochastic	ADJ
ejpam-6539	149	6	changes	change	NOUN
ejpam-6539	149	7	driven	drive	VERB
ejpam-6539	149	8	by	by	ADP
ejpam-6539	149	9	demand	demand	NOUN
ejpam-6539	149	10	fluctuations	fluctuation	NOUN
ejpam-6539	149	11	,	,	PUNCT
ejpam-6539	149	12	renewable	renewable	ADJ
ejpam-6539	149	13	generation	generation	NOUN
ejpam-6539	149	14	variability	variability	NOUN
ejpam-6539	149	15	,	,	PUNCT
ejpam-6539	149	16	and	and	CCONJ
ejpam-6539	149	17	market	market	NOUN
ejpam-6539	149	18	interventions	intervention	NOUN
ejpam-6539	149	19	,	,	PUNCT
ejpam-6539	149	20	thereby	thereby	ADV
ejpam-6539	149	21	enabling	enable	VERB
ejpam-6539	149	22	better	well	ADJ
ejpam-6539	149	23	prediction	prediction	NOUN
ejpam-6539	149	24	of	of	ADP
ejpam-6539	149	25	the	the	DET
ejpam-6539	149	26	market	market	NOUN
ejpam-6539	149	27	clearing	clearing	NOUN
ejpam-6539	149	28	price	price	NOUN
ejpam-6539	149	29	(	(	PUNCT
ejpam-6539	149	30	mcp	mcp	PROPN
ejpam-6539	149	31	)	)	PUNCT
ejpam-6539	149	32	and	and	CCONJ
ejpam-6539	149	33	market	market	NOUN
ejpam-6539	149	34	clearing	clearing	NOUN
ejpam-6539	149	35	volume	volume	NOUN
ejpam-6539	149	36	(	(	PUNCT
ejpam-6539	149	37	mcv	mcv	PROPN
ejpam-6539	149	38	)	)	PUNCT
ejpam-6539	149	39	.	.	PUNCT
ejpam-6539	150	1	3.2	3.2	NUM
ejpam-6539	150	2	.	.	PUNCT
ejpam-6539	150	3	particle	particle	NOUN
ejpam-6539	150	4	swarm	swarm	NOUN
ejpam-6539	150	5	optimization	optimization	NOUN
ejpam-6539	150	6	(	(	PUNCT
ejpam-6539	150	7	pso	pso	NOUN
ejpam-6539	150	8	)	)	PUNCT
ejpam-6539	150	9	particle	particle	NOUN
ejpam-6539	150	10	swarm	swarm	NOUN
ejpam-6539	150	11	optimization	optimization	NOUN
ejpam-6539	150	12	(	(	PUNCT
ejpam-6539	150	13	pso	pso	NOUN
ejpam-6539	150	14	)	)	PUNCT
ejpam-6539	150	15	is	be	AUX
ejpam-6539	150	16	a	a	DET
ejpam-6539	150	17	population	population	NOUN
ejpam-6539	150	18	-	-	PUNCT
ejpam-6539	150	19	based	base	VERB
ejpam-6539	150	20	stochastic	stochastic	ADJ
ejpam-6539	150	21	optimization	optimization	NOUN
ejpam-6539	150	22	technique	technique	NOUN
ejpam-6539	150	23	inspired	inspire	VERB
ejpam-6539	150	24	by	by	ADP
ejpam-6539	150	25	the	the	DET
ejpam-6539	150	26	social	social	ADJ
ejpam-6539	150	27	behavior	behavior	NOUN
ejpam-6539	150	28	of	of	ADP
ejpam-6539	150	29	birds	bird	NOUN
ejpam-6539	150	30	or	or	CCONJ
ejpam-6539	150	31	fish	fish	NOUN
ejpam-6539	150	32	.	.	PUNCT
ejpam-6539	151	1	each	each	DET
ejpam-6539	151	2	particle	particle	NOUN
ejpam-6539	151	3	in	in	ADP
ejpam-6539	151	4	the	the	DET
ejpam-6539	151	5	swarm	swarm	NOUN
ejpam-6539	151	6	represents	represent	VERB
ejpam-6539	151	7	a	a	DET
ejpam-6539	151	8	potential	potential	ADJ
ejpam-6539	151	9	solution	solution	NOUN
ejpam-6539	151	10	and	and	CCONJ
ejpam-6539	151	11	adjusts	adjust	VERB
ejpam-6539	151	12	its	its	PRON
ejpam-6539	151	13	position	position	NOUN
ejpam-6539	151	14	in	in	ADP
ejpam-6539	151	15	the	the	DET
ejpam-6539	151	16	search	search	NOUN
ejpam-6539	151	17	space	space	NOUN
ejpam-6539	151	18	based	base	VERB
ejpam-6539	151	19	on	on	ADP
ejpam-6539	151	20	its	its	PRON
ejpam-6539	151	21	personal	personal	ADJ
ejpam-6539	151	22	best	good	ADJ
ejpam-6539	151	23	position	position	NOUN
ejpam-6539	151	24	and	and	CCONJ
ejpam-6539	151	25	the	the	DET
ejpam-6539	151	26	global	global	ADJ
ejpam-6539	151	27	best	good	ADJ
ejpam-6539	151	28	position	position	NOUN
ejpam-6539	151	29	found	find	VERB
ejpam-6539	151	30	by	by	ADP
ejpam-6539	151	31	the	the	DET
ejpam-6539	151	32	swarm	swarm	NOUN
ejpam-6539	151	33	.	.	PUNCT
ejpam-6539	152	1	this	this	PRON
ejpam-6539	152	2	makes	make	VERB
ejpam-6539	152	3	pso	pso	NOUN
ejpam-6539	152	4	particularly	particularly	ADV
ejpam-6539	152	5	effective	effective	ADJ
ejpam-6539	152	6	in	in	ADP
ejpam-6539	152	7	navigating	navigate	VERB
ejpam-6539	152	8	complex	complex	ADJ
ejpam-6539	152	9	,	,	PUNCT
ejpam-6539	152	10	nonlinear	nonlinear	ADJ
ejpam-6539	152	11	,	,	PUNCT
ejpam-6539	152	12	and	and	CCONJ
ejpam-6539	152	13	high	high	ADJ
ejpam-6539	152	14	-	-	PUNCT
ejpam-6539	152	15	dimensional	dimensional	ADJ
ejpam-6539	152	16	solution	solution	NOUN
ejpam-6539	152	17	spaces	space	NOUN
ejpam-6539	152	18	[	[	X
ejpam-6539	152	19	ahmed	ahmed	PROPN
ejpam-6539	152	20	g.	g.	PROPN
ejpam-6539	152	21	gad	gad	PROPN
ejpam-6539	152	22	,	,	PUNCT
ejpam-6539	152	23	2022	2022	NUM
ejpam-6539	152	24	]	]	PUNCT
ejpam-6539	152	25	.	.	PUNCT
ejpam-6539	153	1	pso	pso	NOUN
ejpam-6539	153	2	has	have	AUX
ejpam-6539	153	3	been	be	AUX
ejpam-6539	153	4	successfully	successfully	ADV
ejpam-6539	153	5	applied	apply	VERB
ejpam-6539	153	6	in	in	ADP
ejpam-6539	153	7	energy	energy	NOUN
ejpam-6539	153	8	systems	system	NOUN
ejpam-6539	153	9	for	for	ADP
ejpam-6539	153	10	tuning	tune	VERB
ejpam-6539	153	11	model	model	NOUN
ejpam-6539	153	12	parameters	parameter	NOUN
ejpam-6539	153	13	,	,	PUNCT
ejpam-6539	153	14	including	include	VERB
ejpam-6539	153	15	hybrid	hybrid	ADJ
ejpam-6539	153	16	configurations	configuration	NOUN
ejpam-6539	153	17	with	with	ADP
ejpam-6539	153	18	machine	machine	NOUN
ejpam-6539	153	19	learning	learning	NOUN
ejpam-6539	153	20	and	and	CCONJ
ejpam-6539	153	21	fuzzy	fuzzy	ADJ
ejpam-6539	153	22	logic	logic	NOUN
ejpam-6539	153	23	models	model	NOUN
ejpam-6539	153	24	.	.	PUNCT
ejpam-6539	154	1	comparable	comparable	ADJ
ejpam-6539	154	2	optimization	optimization	NOUN
ejpam-6539	154	3	-	-	PUNCT
ejpam-6539	154	4	based	base	VERB
ejpam-6539	154	5	forecasting	forecasting	NOUN
ejpam-6539	154	6	methods	method	NOUN
ejpam-6539	154	7	were	be	AUX
ejpam-6539	154	8	presented	present	VERB
ejpam-6539	154	9	in	in	ADP
ejpam-6539	154	10	gad	gad	PROPN
ejpam-6539	154	11	(	(	PUNCT
ejpam-6539	154	12	2022	2022	NUM
ejpam-6539	154	13	)	)	PUNCT
ejpam-6539	154	14	and	and	CCONJ
ejpam-6539	154	15	fang	fang	X
ejpam-6539	154	16	et	et	PROPN
ejpam-6539	154	17	al	al	PROPN
ejpam-6539	154	18	.	.	PROPN
ejpam-6539	155	1	(	(	PUNCT
ejpam-6539	155	2	2023	2023	NUM
ejpam-6539	155	3	)	)	PUNCT
ejpam-6539	155	4	.	.	PUNCT
ejpam-6539	156	1	when	when	SCONJ
ejpam-6539	156	2	combined	combine	VERB
ejpam-6539	156	3	with	with	ADP
ejpam-6539	156	4	hmms	hmms	NOUN
ejpam-6539	156	5	,	,	PUNCT
ejpam-6539	156	6	pso	pso	NOUN
ejpam-6539	156	7	assists	assist	NOUN
ejpam-6539	156	8	in	in	ADP
ejpam-6539	156	9	optimizing	optimize	VERB
ejpam-6539	156	10	transition	transition	NOUN
ejpam-6539	156	11	and	and	CCONJ
ejpam-6539	156	12	emission	emission	NOUN
ejpam-6539	156	13	parameters	parameter	NOUN
ejpam-6539	156	14	to	to	PART
ejpam-6539	156	15	minimize	minimize	VERB
ejpam-6539	156	16	forecasting	forecasting	NOUN
ejpam-6539	156	17	errors	error	NOUN
ejpam-6539	156	18	such	such	ADJ
ejpam-6539	156	19	as	as	ADP
ejpam-6539	156	20	mean	mean	NOUN
ejpam-6539	156	21	squared	square	VERB
ejpam-6539	156	22	error	error	NOUN
ejpam-6539	156	23	(	(	PUNCT
ejpam-6539	156	24	mse	mse	NOUN
ejpam-6539	156	25	)	)	PUNCT
ejpam-6539	156	26	and	and	CCONJ
ejpam-6539	156	27	mean	mean	VERB
ejpam-6539	156	28	absolute	absolute	ADJ
ejpam-6539	156	29	percentage	percentage	NOUN
ejpam-6539	156	30	error	error	NOUN
ejpam-6539	156	31	(	(	PUNCT
ejpam-6539	156	32	mape	mape	NOUN
ejpam-6539	156	33	)	)	PUNCT
ejpam-6539	157	1	[	[	X
ejpam-6539	157	2	jingzhong	jingzhong	X
ejpam-6539	157	3	fang	fang	X
ejpam-6539	157	4	et	et	PROPN
ejpam-6539	157	5	al	al	PROPN
ejpam-6539	157	6	.	.	PROPN
ejpam-6539	157	7	,	,	PUNCT
ejpam-6539	157	8	2023].the	2023].the	DET
ejpam-6539	157	9	integration	integration	NOUN
ejpam-6539	157	10	of	of	ADP
ejpam-6539	157	11	hmm	hmm	INTJ
ejpam-6539	157	12	and	and	CCONJ
ejpam-6539	157	13	pso	pso	NOUN
ejpam-6539	157	14	results	result	NOUN
ejpam-6539	157	15	in	in	ADP
ejpam-6539	157	16	a	a	DET
ejpam-6539	157	17	synergistic	synergistic	ADJ
ejpam-6539	157	18	approach	approach	NOUN
ejpam-6539	157	19	where	where	SCONJ
ejpam-6539	157	20	the	the	DET
ejpam-6539	157	21	probabilistic	probabilistic	ADJ
ejpam-6539	157	22	modeling	modeling	NOUN
ejpam-6539	157	23	capability	capability	NOUN
ejpam-6539	157	24	of	of	ADP
ejpam-6539	157	25	hmms	hmms	NOUN
ejpam-6539	157	26	is	be	AUX
ejpam-6539	157	27	enhanced	enhance	VERB
ejpam-6539	157	28	by	by	ADP
ejpam-6539	157	29	the	the	DET
ejpam-6539	157	30	robust	robust	ADJ
ejpam-6539	157	31	search	search	NOUN
ejpam-6539	157	32	mechanism	mechanism	NOUN
ejpam-6539	157	33	of	of	ADP
ejpam-6539	157	34	pso	pso	NOUN
ejpam-6539	157	35	,	,	PUNCT
ejpam-6539	157	36	enabling	enable	VERB
ejpam-6539	157	37	more	more	ADV
ejpam-6539	157	38	accurate	accurate	ADJ
ejpam-6539	157	39	and	and	CCONJ
ejpam-6539	157	40	adaptive	adaptive	ADJ
ejpam-6539	157	41	forecasting	forecasting	NOUN
ejpam-6539	157	42	models	model	NOUN
ejpam-6539	157	43	in	in	ADP
ejpam-6539	157	44	power	power	NOUN
ejpam-6539	157	45	markets	market	NOUN
ejpam-6539	157	46	.	.	PUNCT
ejpam-6539	158	1	k.	k.	PROPN
ejpam-6539	158	2	kalpana	kalpana	PROPN
ejpam-6539	158	3	,	,	PUNCT
ejpam-6539	158	4	g.	g.	PROPN
ejpam-6539	158	5	kavitha	kavitha	PROPN
ejpam-6539	158	6	/	/	SYM
ejpam-6539	158	7	eur	eur	PROPN
ejpam-6539	158	8	.	.	PUNCT
ejpam-6539	159	1	j.	j.	PROPN
ejpam-6539	159	2	pure	pure	PROPN
ejpam-6539	159	3	appl	appl	PROPN
ejpam-6539	159	4	.	.	PROPN
ejpam-6539	159	5	math	math	PROPN
ejpam-6539	159	6	,	,	PUNCT
ejpam-6539	159	7	18	18	NUM
ejpam-6539	159	8	(	(	PUNCT
ejpam-6539	159	9	4	4	NUM
ejpam-6539	159	10	)	)	PUNCT
ejpam-6539	159	11	(	(	PUNCT
ejpam-6539	159	12	2025	2025	NUM
ejpam-6539	159	13	)	)	PUNCT
ejpam-6539	159	14	,	,	PUNCT
ejpam-6539	159	15	6539	6539	NUM
ejpam-6539	159	16	10	10	NUM
ejpam-6539	159	17	of	of	ADP
ejpam-6539	159	18	42	42	NUM
ejpam-6539	159	19	particle	particle	NOUN
ejpam-6539	159	20	swarm	swarm	NOUN
ejpam-6539	159	21	optimization	optimization	NOUN
ejpam-6539	159	22	(	(	PUNCT
ejpam-6539	159	23	pso	pso	NOUN
ejpam-6539	159	24	)	)	PUNCT
ejpam-6539	159	25	is	be	AUX
ejpam-6539	159	26	a	a	DET
ejpam-6539	159	27	population	population	NOUN
ejpam-6539	159	28	-	-	PUNCT
ejpam-6539	159	29	based	base	VERB
ejpam-6539	159	30	stochastic	stochastic	ADJ
ejpam-6539	159	31	optimization	optimization	NOUN
ejpam-6539	159	32	technique	technique	NOUN
ejpam-6539	159	33	inspired	inspire	VERB
ejpam-6539	159	34	by	by	ADP
ejpam-6539	159	35	the	the	DET
ejpam-6539	159	36	social	social	ADJ
ejpam-6539	159	37	behavior	behavior	NOUN
ejpam-6539	159	38	of	of	ADP
ejpam-6539	159	39	birds	bird	NOUN
ejpam-6539	159	40	flocking	flock	VERB
ejpam-6539	159	41	or	or	CCONJ
ejpam-6539	159	42	fish	fish	VERB
ejpam-6539	159	43	schooling	schooling	NOUN
ejpam-6539	159	44	.	.	PUNCT
ejpam-6539	160	1	each	each	DET
ejpam-6539	160	2	particle	particle	NOUN
ejpam-6539	160	3	in	in	ADP
ejpam-6539	160	4	the	the	DET
ejpam-6539	160	5	swarm	swarm	NOUN
ejpam-6539	160	6	represents	represent	VERB
ejpam-6539	160	7	a	a	DET
ejpam-6539	160	8	potential	potential	ADJ
ejpam-6539	160	9	solution	solution	NOUN
ejpam-6539	160	10	in	in	ADP
ejpam-6539	160	11	the	the	DET
ejpam-6539	160	12	search	search	NOUN
ejpam-6539	160	13	space	space	NOUN
ejpam-6539	160	14	and	and	CCONJ
ejpam-6539	160	15	adjusts	adjust	VERB
ejpam-6539	160	16	its	its	PRON
ejpam-6539	160	17	position	position	NOUN
ejpam-6539	160	18	based	base	VERB
ejpam-6539	160	19	on	on	ADP
ejpam-6539	160	20	its	its	PRON
ejpam-6539	160	21	own	own	ADJ
ejpam-6539	160	22	experience	experience	NOUN
ejpam-6539	160	23	and	and	CCONJ
ejpam-6539	160	24	that	that	PRON
ejpam-6539	160	25	of	of	ADP
ejpam-6539	160	26	neighboring	neighboring	NOUN
ejpam-6539	160	27	particles	particle	NOUN
ejpam-6539	160	28	.	.	PUNCT
ejpam-6539	161	1	the	the	DET
ejpam-6539	161	2	algorithm	algorithm	NOUN
ejpam-6539	161	3	iteratively	iteratively	ADV
ejpam-6539	161	4	improves	improve	VERB
ejpam-6539	161	5	candidate	candidate	NOUN
ejpam-6539	161	6	solutions	solution	NOUN
ejpam-6539	161	7	with	with	ADP
ejpam-6539	161	8	regard	regard	NOUN
ejpam-6539	161	9	to	to	ADP
ejpam-6539	161	10	a	a	DET
ejpam-6539	161	11	defined	define	VERB
ejpam-6539	161	12	objective	objective	ADJ
ejpam-6539	161	13	function	function	NOUN
ejpam-6539	161	14	,	,	PUNCT
ejpam-6539	161	15	making	make	VERB
ejpam-6539	161	16	it	it	PRON
ejpam-6539	161	17	especially	especially	ADV
ejpam-6539	161	18	suitable	suitable	ADJ
ejpam-6539	161	19	for	for	ADP
ejpam-6539	161	20	optimizing	optimize	VERB
ejpam-6539	161	21	nonlinear	nonlinear	ADJ
ejpam-6539	161	22	,	,	PUNCT
ejpam-6539	161	23	multidimensional	multidimensional	ADJ
ejpam-6539	161	24	models	model	NOUN
ejpam-6539	161	25	like	like	ADP
ejpam-6539	161	26	hmms	hmms	NOUN
ejpam-6539	161	27	.	.	PUNCT
ejpam-6539	162	1	key	key	ADJ
ejpam-6539	162	2	parameters	parameter	NOUN
ejpam-6539	162	3	in	in	ADP
ejpam-6539	162	4	particle	particle	NOUN
ejpam-6539	162	5	swarm	swarm	NOUN
ejpam-6539	162	6	model	model	NOUN
ejpam-6539	162	7	pso	pso	NOUN
ejpam-6539	162	8	include	include	VERB
ejpam-6539	162	9	:	:	PUNCT
ejpam-6539	162	10	•	•	NUM
ejpam-6539	162	11	position	position	NOUN
ejpam-6539	162	12	and	and	CCONJ
ejpam-6539	162	13	velocity	velocity	NOUN
ejpam-6539	162	14	each	each	DET
ejpam-6539	162	15	particle	particle	NOUN
ejpam-6539	162	16	•	•	ADV
ejpam-6539	162	17	personal	personal	ADJ
ejpam-6539	162	18	best	good	ADJ
ejpam-6539	162	19	and	and	CCONJ
ejpam-6539	162	20	global	global	ADJ
ejpam-6539	162	21	best	good	ADJ
ejpam-6539	162	22	positions	position	NOUN
ejpam-6539	162	23	•	•	CCONJ
ejpam-6539	162	24	inertia	inertia	NOUN
ejpam-6539	162	25	weight	weight	NOUN
ejpam-6539	162	26	and	and	CCONJ
ejpam-6539	162	27	acceleration	acceleration	NOUN
ejpam-6539	162	28	coefficients	coefficient	NOUN
ejpam-6539	162	29	.	.	PUNCT
ejpam-6539	163	1	pso	pso	NOUN
ejpam-6539	163	2	is	be	AUX
ejpam-6539	163	3	known	know	VERB
ejpam-6539	163	4	for	for	ADP
ejpam-6539	163	5	its	its	PRON
ejpam-6539	163	6	simplicity	simplicity	NOUN
ejpam-6539	163	7	,	,	PUNCT
ejpam-6539	163	8	computational	computational	ADJ
ejpam-6539	163	9	efficiency	efficiency	NOUN
ejpam-6539	163	10	,	,	PUNCT
ejpam-6539	163	11	and	and	CCONJ
ejpam-6539	163	12	robustness	robustness	NOUN
ejpam-6539	163	13	in	in	ADP
ejpam-6539	163	14	solving	solve	VERB
ejpam-6539	163	15	optimization	optimization	NOUN
ejpam-6539	163	16	problems	problem	NOUN
ejpam-6539	163	17	in	in	ADP
ejpam-6539	163	18	power	power	NOUN
ejpam-6539	163	19	systems	system	NOUN
ejpam-6539	163	20	,	,	PUNCT
ejpam-6539	163	21	including	include	VERB
ejpam-6539	163	22	demand	demand	NOUN
ejpam-6539	163	23	forecasting	forecasting	NOUN
ejpam-6539	163	24	,	,	PUNCT
ejpam-6539	163	25	load	load	NOUN
ejpam-6539	163	26	scheduling	scheduling	NOUN
ejpam-6539	163	27	,	,	PUNCT
ejpam-6539	163	28	and	and	CCONJ
ejpam-6539	163	29	price	price	NOUN
ejpam-6539	163	30	prediction	prediction	NOUN
ejpam-6539	163	31	.	.	PUNCT
ejpam-6539	164	1	particle	particle	NOUN
ejpam-6539	164	2	swarm	swarm	NOUN
ejpam-6539	164	3	optimization	optimization	NOUN
ejpam-6539	164	4	(	(	PUNCT
ejpam-6539	164	5	pso	pso	NOUN
ejpam-6539	164	6	)	)	PUNCT
ejpam-6539	164	7	is	be	AUX
ejpam-6539	164	8	a	a	DET
ejpam-6539	164	9	population	population	NOUN
ejpam-6539	164	10	-	-	PUNCT
ejpam-6539	164	11	based	base	VERB
ejpam-6539	164	12	stochastic	stochastic	ADJ
ejpam-6539	164	13	optimization	optimization	NOUN
ejpam-6539	164	14	technique	technique	NOUN
ejpam-6539	164	15	inspired	inspire	VERB
ejpam-6539	164	16	by	by	ADP
ejpam-6539	164	17	the	the	DET
ejpam-6539	164	18	collective	collective	ADJ
ejpam-6539	164	19	behavior	behavior	NOUN
ejpam-6539	164	20	of	of	ADP
ejpam-6539	164	21	birds	bird	NOUN
ejpam-6539	164	22	flocking	flock	VERB
ejpam-6539	164	23	or	or	CCONJ
ejpam-6539	164	24	fish	fish	VERB
ejpam-6539	164	25	schooling	schooling	NOUN
ejpam-6539	164	26	.	.	PUNCT
ejpam-6539	165	1	in	in	ADP
ejpam-6539	165	2	pso	pso	NOUN
ejpam-6539	165	3	,	,	PUNCT
ejpam-6539	165	4	each	each	DET
ejpam-6539	165	5	particle	particle	NOUN
ejpam-6539	165	6	represents	represent	VERB
ejpam-6539	165	7	a	a	DET
ejpam-6539	165	8	candidate	candidate	NOUN
ejpam-6539	165	9	solution	solution	NOUN
ejpam-6539	165	10	in	in	ADP
ejpam-6539	165	11	a	a	DET
ejpam-6539	165	12	multidimensional	multidimensional	ADJ
ejpam-6539	165	13	search	search	NOUN
ejpam-6539	165	14	space	space	NOUN
ejpam-6539	165	15	,	,	PUNCT
ejpam-6539	165	16	characterized	characterize	VERB
ejpam-6539	165	17	by	by	ADP
ejpam-6539	165	18	its	its	PRON
ejpam-6539	165	19	position	position	NOUN
ejpam-6539	165	20	and	and	CCONJ
ejpam-6539	165	21	velocity	velocity	NOUN
ejpam-6539	165	22	.	.	PUNCT
ejpam-6539	166	1	fundamentals	fundamental	NOUN
ejpam-6539	166	2	:	:	PUNCT
ejpam-6539	166	3	•	•	NUM
ejpam-6539	166	4	position	position	NOUN
ejpam-6539	166	5	update	update	NOUN
ejpam-6539	166	6	:	:	PUNCT
ejpam-6539	166	7	each	each	DET
ejpam-6539	166	8	particle	particle	NOUN
ejpam-6539	166	9	adjusts	adjust	VERB
ejpam-6539	166	10	its	its	PRON
ejpam-6539	166	11	position	position	NOUN
ejpam-6539	166	12	based	base	VERB
ejpam-6539	166	13	on	on	ADP
ejpam-6539	166	14	its	its	PRON
ejpam-6539	166	15	own	own	ADJ
ejpam-6539	166	16	best	well	ADV
ejpam-6539	166	17	-	-	PUNCT
ejpam-6539	166	18	known	know	VERB
ejpam-6539	166	19	position	position	NOUN
ejpam-6539	166	20	(	(	PUNCT
ejpam-6539	166	21	personal	personal	ADJ
ejpam-6539	166	22	best	good	ADJ
ejpam-6539	166	23	,	,	PUNCT
ejpam-6539	166	24	pbest	pbest	NOUN
ejpam-6539	166	25	)	)	PUNCT
ejpam-6539	166	26	and	and	CCONJ
ejpam-6539	166	27	the	the	DET
ejpam-6539	166	28	best	well	ADV
ejpam-6539	166	29	-	-	PUNCT
ejpam-6539	166	30	known	know	VERB
ejpam-6539	166	31	position	position	NOUN
ejpam-6539	166	32	of	of	ADP
ejpam-6539	166	33	the	the	DET
ejpam-6539	166	34	entire	entire	ADJ
ejpam-6539	166	35	swarm	swarm	NOUN
ejpam-6539	166	36	(	(	PUNCT
ejpam-6539	166	37	global	global	ADJ
ejpam-6539	166	38	best	good	ADJ
ejpam-6539	166	39	,	,	PUNCT
ejpam-6539	166	40	gbest	gbest	NOUN
ejpam-6539	166	41	)	)	PUNCT
ejpam-6539	166	42	.	.	PUNCT
ejpam-6539	167	1	•	•	NOUN
ejpam-6539	167	2	velocity	velocity	NOUN
ejpam-6539	167	3	update	update	NOUN
ejpam-6539	167	4	:	:	PUNCT
ejpam-6539	167	5	particle	particle	NOUN
ejpam-6539	167	6	velocities	velocity	NOUN
ejpam-6539	167	7	are	be	AUX
ejpam-6539	167	8	updated	update	VERB
ejpam-6539	167	9	using	use	VERB
ejpam-6539	167	10	:	:	PUNCT
ejpam-6539	167	11	vt+1	vt+1	PUNCT
ejpam-6539	167	12	i	i	NOUN
ejpam-6539	167	13	=	=	SYM
ejpam-6539	167	14	w	w	PROPN
ejpam-6539	167	15	·	·	PUNCT
ejpam-6539	167	16	vti	vti	NOUN
ejpam-6539	167	17	+	+	CCONJ
ejpam-6539	167	18	c1r1(pbest	c1r1(pb	ADJ
ejpam-6539	167	19	−	−	NOUN
ejpam-6539	167	20	xti	xti	PROPN
ejpam-6539	167	21	)	)	PUNCT
ejpam-6539	168	1	+	+	CCONJ
ejpam-6539	168	2	c2r2(gbest	c2r2(gb	ADJ
ejpam-6539	168	3	−	−	NUM
ejpam-6539	168	4	xti	xti	PROPN
ejpam-6539	168	5	)	)	PUNCT
ejpam-6539	168	6	xt+1	xt+1	PROPN
ejpam-6539	169	1	i	i	PRON
ejpam-6539	169	2	=	=	SYM
ejpam-6539	169	3	xti	xti	PROPN
ejpam-6539	170	1	+	+	CCONJ
ejpam-6539	171	1	vt+1	vt+1	VERB
ejpam-6539	171	2	i	i	PRON
ejpam-6539	171	3	where	where	SCONJ
ejpam-6539	171	4	:	:	PUNCT
ejpam-6539	171	5	w	w	NOUN
ejpam-6539	171	6	=	=	SYM
ejpam-6539	171	7	inertia	inertia	NOUN
ejpam-6539	171	8	weight	weight	NOUN
ejpam-6539	171	9	(	(	PUNCT
ejpam-6539	171	10	controls	control	VERB
ejpam-6539	171	11	exploration	exploration	NOUN
ejpam-6539	171	12	vs.	vs.	ADP
ejpam-6539	171	13	exploitation	exploitation	NOUN
ejpam-6539	171	14	)	)	PUNCT
ejpam-6539	171	15	c1	c1	PROPN
ejpam-6539	171	16	,	,	PUNCT
ejpam-6539	171	17	c2	c2	PROPN
ejpam-6539	171	18	=	=	SYM
ejpam-6539	171	19	cognitive	cognitive	ADJ
ejpam-6539	171	20	and	and	CCONJ
ejpam-6539	171	21	social	social	ADJ
ejpam-6539	171	22	acceleration	acceleration	NOUN
ejpam-6539	171	23	coefficients	coefficient	NOUN
ejpam-6539	171	24	r1	r1	PROPN
ejpam-6539	171	25	,	,	PUNCT
ejpam-6539	171	26	r2	r2	NOUN
ejpam-6539	171	27	=	=	SYM
ejpam-6539	171	28	random	random	ADJ
ejpam-6539	171	29	numbers	number	NOUN
ejpam-6539	171	30	in	in	ADP
ejpam-6539	171	31	[	[	X
ejpam-6539	171	32	0	0	NUM
ejpam-6539	171	33	,	,	PUNCT
ejpam-6539	171	34	1	1	NUM
ejpam-6539	171	35	]	]	PUNCT
ejpam-6539	171	36	.	.	PUNCT
ejpam-6539	172	1	k.	k.	PROPN
ejpam-6539	172	2	kalpana	kalpana	PROPN
ejpam-6539	172	3	,	,	PUNCT
ejpam-6539	172	4	g.	g.	PROPN
ejpam-6539	172	5	kavitha	kavitha	PROPN
ejpam-6539	172	6	/	/	SYM
ejpam-6539	172	7	eur	eur	PROPN
ejpam-6539	172	8	.	.	PUNCT
ejpam-6539	173	1	j.	j.	PROPN
ejpam-6539	173	2	pure	pure	PROPN
ejpam-6539	173	3	appl	appl	PROPN
ejpam-6539	173	4	.	.	PROPN
ejpam-6539	173	5	math	math	PROPN
ejpam-6539	173	6	,	,	PUNCT
ejpam-6539	173	7	18	18	NUM
ejpam-6539	173	8	(	(	PUNCT
ejpam-6539	173	9	4	4	NUM
ejpam-6539	173	10	)	)	PUNCT
ejpam-6539	173	11	(	(	PUNCT
ejpam-6539	173	12	2025	2025	NUM
ejpam-6539	173	13	)	)	PUNCT
ejpam-6539	173	14	,	,	PUNCT
ejpam-6539	173	15	6539	6539	NUM
ejpam-6539	173	16	11	11	NUM
ejpam-6539	173	17	of	of	ADP
ejpam-6539	173	18	42	42	NUM
ejpam-6539	173	19	3.2.1	3.2.1	NUM
ejpam-6539	173	20	.	.	PUNCT
ejpam-6539	174	1	use	use	NOUN
ejpam-6539	174	2	in	in	ADP
ejpam-6539	174	3	parameter	parameter	NOUN
ejpam-6539	174	4	tuning	tuning	NOUN
ejpam-6539	174	5	for	for	ADP
ejpam-6539	174	6	models	model	NOUN
ejpam-6539	174	7	:	:	PUNCT
ejpam-6539	174	8	in	in	ADP
ejpam-6539	174	9	electricity	electricity	NOUN
ejpam-6539	174	10	market	market	NOUN
ejpam-6539	174	11	forecasting	forecasting	NOUN
ejpam-6539	174	12	,	,	PUNCT
ejpam-6539	174	13	pso	pso	NOUN
ejpam-6539	174	14	can	can	AUX
ejpam-6539	174	15	efficiently	efficiently	ADV
ejpam-6539	174	16	optimize	optimize	VERB
ejpam-6539	174	17	the	the	DET
ejpam-6539	174	18	probabilistic	probabilistic	ADJ
ejpam-6539	174	19	parameters	parameter	NOUN
ejpam-6539	174	20	of	of	ADP
ejpam-6539	174	21	hmms	hmms	NOUN
ejpam-6539	174	22	(	(	PUNCT
ejpam-6539	174	23	π	π	PROPN
ejpam-6539	174	24	,	,	PUNCT
ejpam-6539	174	25	a	a	DET
ejpam-6539	174	26	,	,	PUNCT
ejpam-6539	174	27	b	b	NOUN
ejpam-6539	174	28	)	)	PUNCT
ejpam-6539	174	29	to	to	PART
ejpam-6539	174	30	minimize	minimize	VERB
ejpam-6539	174	31	forecast	forecast	NOUN
ejpam-6539	174	32	errors	error	NOUN
ejpam-6539	174	33	such	such	ADJ
ejpam-6539	174	34	as	as	ADP
ejpam-6539	174	35	mean	mean	ADJ
ejpam-6539	174	36	absolute	absolute	ADJ
ejpam-6539	174	37	percentage	percentage	NOUN
ejpam-6539	174	38	error	error	NOUN
ejpam-6539	174	39	(	(	PUNCT
ejpam-6539	174	40	mape	mape	NOUN
ejpam-6539	174	41	)	)	PUNCT
ejpam-6539	174	42	,	,	PUNCT
ejpam-6539	174	43	mean	mean	VERB
ejpam-6539	174	44	squared	square	VERB
ejpam-6539	174	45	error	error	NOUN
ejpam-6539	174	46	(	(	PUNCT
ejpam-6539	174	47	mse	mse	NOUN
ejpam-6539	174	48	)	)	PUNCT
ejpam-6539	174	49	,	,	PUNCT
ejpam-6539	174	50	and	and	CCONJ
ejpam-6539	174	51	root	root	NOUN
ejpam-6539	174	52	mean	mean	VERB
ejpam-6539	174	53	squared	square	VERB
ejpam-6539	174	54	error	error	NOUN
ejpam-6539	174	55	(	(	PUNCT
ejpam-6539	174	56	rmse	rmse	NOUN
ejpam-6539	174	57	)	)	PUNCT
ejpam-6539	174	58	.	.	PUNCT
ejpam-6539	175	1	pso	pso	NOUN
ejpam-6539	175	2	avoids	avoid	VERB
ejpam-6539	175	3	the	the	DET
ejpam-6539	175	4	need	need	NOUN
ejpam-6539	175	5	for	for	ADP
ejpam-6539	175	6	gradient	gradient	ADJ
ejpam-6539	175	7	computation	computation	NOUN
ejpam-6539	175	8	,	,	PUNCT
ejpam-6539	175	9	making	make	VERB
ejpam-6539	175	10	it	it	PRON
ejpam-6539	175	11	well	well	ADV
ejpam-6539	175	12	-	-	PUNCT
ejpam-6539	175	13	suited	suit	VERB
ejpam-6539	175	14	for	for	ADP
ejpam-6539	175	15	nonlinear	nonlinear	ADJ
ejpam-6539	175	16	,	,	PUNCT
ejpam-6539	175	17	high	high	ADJ
ejpam-6539	175	18	-	-	PUNCT
ejpam-6539	175	19	dimensional	dimensional	ADJ
ejpam-6539	175	20	optimization	optimization	NOUN
ejpam-6539	175	21	problems	problem	NOUN
ejpam-6539	175	22	.	.	PUNCT
ejpam-6539	176	1	role	role	NOUN
ejpam-6539	176	2	of	of	ADP
ejpam-6539	176	3	pso	pso	NOUN
ejpam-6539	176	4	in	in	ADP
ejpam-6539	176	5	model	model	NOUN
ejpam-6539	176	6	optimization	optimization	NOUN
ejpam-6539	176	7	in	in	ADP
ejpam-6539	176	8	the	the	DET
ejpam-6539	176	9	proposed	propose	VERB
ejpam-6539	176	10	ihmm	ihmm	NOUN
ejpam-6539	176	11	-	-	PUNCT
ejpam-6539	176	12	frpso	frpso	NOUN
ejpam-6539	176	13	framework	framework	NOUN
ejpam-6539	176	14	,	,	PUNCT
ejpam-6539	176	15	particle	particle	NOUN
ejpam-6539	176	16	swarm	swarm	NOUN
ejpam-6539	176	17	optimization	optimization	NOUN
ejpam-6539	176	18	(	(	PUNCT
ejpam-6539	176	19	pso	pso	NOUN
ejpam-6539	176	20	)	)	PUNCT
ejpam-6539	176	21	is	be	AUX
ejpam-6539	176	22	employed	employ	VERB
ejpam-6539	176	23	to	to	PART
ejpam-6539	176	24	tune	tune	VERB
ejpam-6539	176	25	the	the	DET
ejpam-6539	176	26	probabilistic	probabilistic	ADJ
ejpam-6539	176	27	parameters	parameter	NOUN
ejpam-6539	176	28	of	of	ADP
ejpam-6539	176	29	the	the	DET
ejpam-6539	176	30	hidden	hide	VERB
ejpam-6539	176	31	markov	markov	NOUN
ejpam-6539	176	32	model	model	NOUN
ejpam-6539	176	33	(	(	PUNCT
ejpam-6539	176	34	hmm)namely	hmm)namely	ADV
ejpam-6539	176	35	,	,	PUNCT
ejpam-6539	176	36	the	the	DET
ejpam-6539	176	37	initial	initial	ADJ
ejpam-6539	176	38	state	state	NOUN
ejpam-6539	176	39	distrubution	distrubution	NOUN
ejpam-6539	176	40	(	(	PUNCT
ejpam-6539	176	41	π	π	NOUN
ejpam-6539	176	42	)	)	PUNCT
ejpam-6539	176	43	,	,	PUNCT
ejpam-6539	176	44	state	state	NOUN
ejpam-6539	176	45	transition	transition	NOUN
ejpam-6539	176	46	matrix	matrix	NOUN
ejpam-6539	176	47	(	(	PUNCT
ejpam-6539	176	48	a	a	NOUN
ejpam-6539	176	49	)	)	PUNCT
ejpam-6539	176	50	and	and	CCONJ
ejpam-6539	176	51	observation	observation	NOUN
ejpam-6539	176	52	emission	emission	NOUN
ejpam-6539	176	53	matrix	matrix	NOUN
ejpam-6539	176	54	(	(	PUNCT
ejpam-6539	176	55	b)to	b)to	NOUN
ejpam-6539	176	56	minimize	minimize	VERB
ejpam-6539	176	57	the	the	DET
ejpam-6539	176	58	forecast	forecast	NOUN
ejpam-6539	176	59	error	error	NOUN
ejpam-6539	176	60	metrics	metric	NOUN
ejpam-6539	176	61	(	(	PUNCT
ejpam-6539	176	62	mape	mape	NOUN
ejpam-6539	176	63	,	,	PUNCT
ejpam-6539	176	64	mse	mse	NOUN
ejpam-6539	176	65	,	,	PUNCT
ejpam-6539	176	66	rmse	rmse	NOUN
ejpam-6539	176	67	)	)	PUNCT
ejpam-6539	176	68	.	.	PUNCT
ejpam-6539	177	1	each	each	DET
ejpam-6539	177	2	particle	particle	NOUN
ejpam-6539	177	3	in	in	ADP
ejpam-6539	177	4	the	the	DET
ejpam-6539	177	5	swarm	swarm	NOUN
ejpam-6539	177	6	represents	represent	VERB
ejpam-6539	177	7	a	a	DET
ejpam-6539	177	8	candidate	candidate	NOUN
ejpam-6539	177	9	solution	solution	NOUN
ejpam-6539	177	10	consisting	consist	VERB
ejpam-6539	177	11	of	of	ADP
ejpam-6539	177	12	a	a	DET
ejpam-6539	177	13	vectorized	vectorize	VERB
ejpam-6539	177	14	form	form	NOUN
ejpam-6539	177	15	of	of	ADP
ejpam-6539	177	16	the	the	DET
ejpam-6539	177	17	parameters	parameter	NOUN
ejpam-6539	177	18	(	(	PUNCT
ejpam-6539	177	19	π	π	PROPN
ejpam-6539	177	20	,	,	PUNCT
ejpam-6539	177	21	a	a	DET
ejpam-6539	177	22	,	,	PUNCT
ejpam-6539	177	23	b	b	NOUN
ejpam-6539	177	24	)	)	PUNCT
ejpam-6539	177	25	,	,	PUNCT
ejpam-6539	177	26	all	all	PRON
ejpam-6539	177	27	initialized	initialize	VERB
ejpam-6539	177	28	randomly	randomly	ADV
ejpam-6539	177	29	within	within	ADP
ejpam-6539	177	30	valid	valid	ADJ
ejpam-6539	177	31	probability	probability	NOUN
ejpam-6539	177	32	constraints	constraint	NOUN
ejpam-6539	177	33	.	.	PUNCT
ejpam-6539	178	1	during	during	ADP
ejpam-6539	178	2	each	each	DET
ejpam-6539	178	3	iteration	iteration	NOUN
ejpam-6539	178	4	,	,	PUNCT
ejpam-6539	178	5	the	the	DET
ejpam-6539	178	6	pso	pso	NOUN
ejpam-6539	178	7	algorithm	algorithm	NOUN
ejpam-6539	178	8	updates	update	VERB
ejpam-6539	178	9	particle	particle	NOUN
ejpam-6539	178	10	positions	position	NOUN
ejpam-6539	178	11	and	and	CCONJ
ejpam-6539	178	12	velocities	velocity	NOUN
ejpam-6539	178	13	based	base	VERB
ejpam-6539	178	14	on	on	ADP
ejpam-6539	178	15	:	:	PUNCT
ejpam-6539	178	16	•	•	ADP
ejpam-6539	178	17	personal	personal	ADJ
ejpam-6539	178	18	best	good	ADJ
ejpam-6539	178	19	(	(	PUNCT
ejpam-6539	178	20	pbest	pb	ADJ
ejpam-6539	178	21	):	):	PUNCT
ejpam-6539	178	22	the	the	DET
ejpam-6539	178	23	best	good	ADJ
ejpam-6539	178	24	solution	solution	NOUN
ejpam-6539	178	25	a	a	DET
ejpam-6539	178	26	particle	particle	NOUN
ejpam-6539	178	27	has	have	AUX
ejpam-6539	178	28	found	find	VERB
ejpam-6539	178	29	so	so	ADV
ejpam-6539	178	30	far	far	ADV
ejpam-6539	178	31	,	,	PUNCT
ejpam-6539	178	32	•	•	X
ejpam-6539	178	33	global	global	ADJ
ejpam-6539	178	34	best	good	ADJ
ejpam-6539	178	35	(	(	PUNCT
ejpam-6539	178	36	gbest	gb	ADJ
ejpam-6539	178	37	):	):	PUNCT
ejpam-6539	178	38	the	the	DET
ejpam-6539	178	39	best	good	ADJ
ejpam-6539	178	40	solution	solution	NOUN
ejpam-6539	178	41	found	find	VERB
ejpam-6539	178	42	across	across	ADP
ejpam-6539	178	43	the	the	DET
ejpam-6539	178	44	entire	entire	ADJ
ejpam-6539	178	45	swarm	swarm	NOUN
ejpam-6539	178	46	,	,	PUNCT
ejpam-6539	178	47	•	•	NUM
ejpam-6539	178	48	fitness	fitness	NOUN
ejpam-6539	178	49	function	function	NOUN
ejpam-6539	178	50	:	:	PUNCT
ejpam-6539	178	51	based	base	VERB
ejpam-6539	178	52	on	on	ADP
ejpam-6539	178	53	forecasting	forecasting	NOUN
ejpam-6539	178	54	performance	performance	NOUN
ejpam-6539	178	55	,	,	PUNCT
ejpam-6539	178	56	typically	typically	ADV
ejpam-6539	178	57	mape	mape	NOUN
ejpam-6539	178	58	on	on	ADP
ejpam-6539	178	59	validation	validation	NOUN
ejpam-6539	178	60	data	datum	NOUN
ejpam-6539	178	61	.	.	PUNCT
ejpam-6539	179	1	the	the	DET
ejpam-6539	179	2	update	update	NOUN
ejpam-6539	179	3	rules	rule	NOUN
ejpam-6539	179	4	follow	follow	VERB
ejpam-6539	179	5	standard	standard	ADJ
ejpam-6539	179	6	pso	pso	NOUN
ejpam-6539	179	7	equations	equation	NOUN
ejpam-6539	179	8	vi(t+	vi(t+	PROPN
ejpam-6539	179	9	1	1	NUM
ejpam-6539	179	10	)	)	PUNCT
ejpam-6539	179	11	=	=	SYM
ejpam-6539	179	12	w	w	PROPN
ejpam-6539	179	13	·	·	PUNCT
ejpam-6539	179	14	vi(t	vi(t	PUNCT
ejpam-6539	179	15	)	)	PUNCT
ejpam-6539	180	1	+	+	CCONJ
ejpam-6539	180	2	c1r1	c1r1	ADJ
ejpam-6539	180	3	(	(	PUNCT
ejpam-6539	180	4	pbest	pbest	NOUN
ejpam-6539	180	5	,	,	PUNCT
ejpam-6539	180	6	i	i	PRON
ejpam-6539	180	7	−	−	PROPN
ejpam-6539	180	8	xi(t	xi(t	PUNCT
ejpam-6539	180	9	)	)	PUNCT
ejpam-6539	180	10	)	)	PUNCT
ejpam-6539	181	1	+	+	CCONJ
ejpam-6539	181	2	c2r2	c2r2	X
ejpam-6539	181	3	(	(	PUNCT
ejpam-6539	181	4	gbest	gb	ADJ
ejpam-6539	181	5	,	,	PUNCT
ejpam-6539	181	6	i	i	PRON
ejpam-6539	181	7	−	−	PROPN
ejpam-6539	181	8	xi(t	xi(t	PUNCT
ejpam-6539	181	9	)	)	PUNCT
ejpam-6539	181	10	)	)	PUNCT
ejpam-6539	181	11	,	,	PUNCT
ejpam-6539	181	12	xi(t+	xi(t+	PROPN
ejpam-6539	181	13	1	1	X
ejpam-6539	181	14	)	)	PUNCT
ejpam-6539	181	15	=	=	NOUN
ejpam-6539	181	16	xi(t	xi(t	X
ejpam-6539	181	17	)	)	PUNCT
ejpam-6539	182	1	+	+	CCONJ
ejpam-6539	182	2	vi(t+	vi(t+	PROPN
ejpam-6539	182	3	1	1	NUM
ejpam-6539	182	4	)	)	PUNCT
ejpam-6539	182	5	,	,	PUNCT
ejpam-6539	182	6	where	where	SCONJ
ejpam-6539	182	7	:	:	PUNCT
ejpam-6539	182	8	vi(t	vi(t	X
ejpam-6539	182	9	)	)	PUNCT
ejpam-6539	182	10	:	:	PUNCT
ejpam-6539	182	11	velocity	velocity	NOUN
ejpam-6539	182	12	of	of	ADP
ejpam-6539	182	13	particle	particle	NOUN
ejpam-6539	182	14	i	i	PRON
ejpam-6539	182	15	at	at	ADP
ejpam-6539	182	16	time	time	NOUN
ejpam-6539	182	17	t	t	PROPN
ejpam-6539	182	18	xi(t	xi(t	PROPN
ejpam-6539	182	19	)	)	PUNCT
ejpam-6539	182	20	:	:	PUNCT
ejpam-6539	182	21	position	position	NOUN
ejpam-6539	182	22	(	(	PUNCT
ejpam-6539	182	23	solution	solution	NOUN
ejpam-6539	182	24	)	)	PUNCT
ejpam-6539	182	25	of	of	ADP
ejpam-6539	182	26	particle	particle	NOUN
ejpam-6539	182	27	i	i	PROPN
ejpam-6539	182	28	,	,	PUNCT
ejpam-6539	182	29	w	w	NOUN
ejpam-6539	182	30	:	:	PUNCT
ejpam-6539	182	31	inertia	inertia	NOUN
ejpam-6539	182	32	weight	weight	NOUN
ejpam-6539	182	33	controlling	control	VERB
ejpam-6539	182	34	exploration	exploration	NOUN
ejpam-6539	182	35	c1	c1	NOUN
ejpam-6539	182	36	,	,	PUNCT
ejpam-6539	182	37	c2	c2	PROPN
ejpam-6539	182	38	:	:	PUNCT
ejpam-6539	182	39	cognitive	cognitive	ADJ
ejpam-6539	182	40	and	and	CCONJ
ejpam-6539	182	41	social	social	ADJ
ejpam-6539	182	42	coefficients	coefficient	NOUN
ejpam-6539	182	43	,	,	PUNCT
ejpam-6539	182	44	r1	r1	NOUN
ejpam-6539	182	45	,	,	PUNCT
ejpam-6539	182	46	r2	r2	PROPN
ejpam-6539	182	47	:	:	PUNCT
ejpam-6539	182	48	random	random	ADJ
ejpam-6539	182	49	numbers	number	NOUN
ejpam-6539	182	50	∈	∈	PROPN
ejpam-6539	183	1	[	[	X
ejpam-6539	183	2	0	0	NUM
ejpam-6539	183	3	,	,	PUNCT
ejpam-6539	183	4	1	1	NUM
ejpam-6539	183	5	]	]	PUNCT
ejpam-6539	183	6	pso	pso	NOUN
ejpam-6539	183	7	runs	run	VERB
ejpam-6539	183	8	iteratively	iteratively	ADV
ejpam-6539	183	9	,	,	PUNCT
ejpam-6539	183	10	refining	refine	VERB
ejpam-6539	183	11	particles	particle	NOUN
ejpam-6539	183	12	until	until	SCONJ
ejpam-6539	183	13	convergence	convergence	NOUN
ejpam-6539	183	14	is	be	AUX
ejpam-6539	183	15	achieved	achieve	VERB
ejpam-6539	183	16	or	or	CCONJ
ejpam-6539	183	17	a	a	DET
ejpam-6539	183	18	maximum	maximum	ADJ
ejpam-6539	183	19	number	number	NOUN
ejpam-6539	183	20	of	of	ADP
ejpam-6539	183	21	iterations	iteration	NOUN
ejpam-6539	183	22	is	be	AUX
ejpam-6539	183	23	reached	reach	VERB
ejpam-6539	183	24	.	.	PUNCT
ejpam-6539	184	1	this	this	DET
ejpam-6539	184	2	approach	approach	NOUN
ejpam-6539	184	3	allows	allow	VERB
ejpam-6539	184	4	for	for	ADP
ejpam-6539	184	5	efficient	efficient	ADJ
ejpam-6539	184	6	,	,	PUNCT
ejpam-6539	184	7	population	population	NOUN
ejpam-6539	184	8	-	-	PUNCT
ejpam-6539	184	9	based	base	VERB
ejpam-6539	184	10	exploration	exploration	NOUN
ejpam-6539	184	11	of	of	ADP
ejpam-6539	184	12	the	the	DET
ejpam-6539	184	13	solution	solution	NOUN
ejpam-6539	184	14	space	space	NOUN
ejpam-6539	184	15	without	without	ADP
ejpam-6539	184	16	requiring	require	VERB
ejpam-6539	184	17	gradients	gradient	NOUN
ejpam-6539	184	18	,	,	PUNCT
ejpam-6539	184	19	making	make	VERB
ejpam-6539	184	20	it	it	PRON
ejpam-6539	184	21	suitable	suitable	ADJ
ejpam-6539	184	22	for	for	ADP
ejpam-6539	184	23	tuning	tune	VERB
ejpam-6539	184	24	fuzzy	fuzzy	ADJ
ejpam-6539	184	25	-	-	PUNCT
ejpam-6539	184	26	probabilistic	probabilistic	ADJ
ejpam-6539	184	27	models	model	NOUN
ejpam-6539	184	28	under	under	ADP
ejpam-6539	184	29	uncertainty	uncertainty	NOUN
ejpam-6539	184	30	.	.	PUNCT
ejpam-6539	185	1	k.	k.	PROPN
ejpam-6539	185	2	kalpana	kalpana	PROPN
ejpam-6539	185	3	,	,	PUNCT
ejpam-6539	185	4	g.	g.	PROPN
ejpam-6539	185	5	kavitha	kavitha	PROPN
ejpam-6539	185	6	/	/	SYM
ejpam-6539	185	7	eur	eur	PROPN
ejpam-6539	185	8	.	.	PUNCT
ejpam-6539	186	1	j.	j.	PROPN
ejpam-6539	186	2	pure	pure	PROPN
ejpam-6539	186	3	appl	appl	PROPN
ejpam-6539	186	4	.	.	PROPN
ejpam-6539	186	5	math	math	PROPN
ejpam-6539	186	6	,	,	PUNCT
ejpam-6539	186	7	18	18	NUM
ejpam-6539	186	8	(	(	PUNCT
ejpam-6539	186	9	4	4	NUM
ejpam-6539	186	10	)	)	PUNCT
ejpam-6539	186	11	(	(	PUNCT
ejpam-6539	186	12	2025	2025	NUM
ejpam-6539	186	13	)	)	PUNCT
ejpam-6539	186	14	,	,	PUNCT
ejpam-6539	186	15	6539	6539	NUM
ejpam-6539	186	16	12	12	NUM
ejpam-6539	186	17	of	of	ADP
ejpam-6539	186	18	42	42	NUM
ejpam-6539	186	19	table	table	NOUN
ejpam-6539	186	20	3	3	NUM
ejpam-6539	186	21	:	:	PUNCT
ejpam-6539	186	22	common	common	ADJ
ejpam-6539	186	23	pso	pso	NOUN
ejpam-6539	186	24	parameters	parameter	NOUN
ejpam-6539	186	25	and	and	CCONJ
ejpam-6539	186	26	their	their	PRON
ejpam-6539	186	27	roles	role	NOUN
ejpam-6539	186	28	parameter	parameter	NOUN
ejpam-6539	186	29	symbol	symbol	NOUN
ejpam-6539	186	30	typical	typical	ADJ
ejpam-6539	186	31	range	range	NOUN
ejpam-6539	186	32	role	role	NOUN
ejpam-6539	186	33	in	in	ADP
ejpam-6539	186	34	algorithm	algorithm	NOUN
ejpam-6539	186	35	inertia	inertia	NOUN
ejpam-6539	186	36	weight	weight	NOUN
ejpam-6539	186	37	w	w	NOUN
ejpam-6539	186	38	0.4−	0.4−	NOUN
ejpam-6539	186	39	0.9	0.9	NUM
ejpam-6539	186	40	balances	balance	NOUN
ejpam-6539	186	41	exploration	exploration	NOUN
ejpam-6539	186	42	and	and	CCONJ
ejpam-6539	186	43	exploitation	exploitation	NOUN
ejpam-6539	186	44	cognitive	cognitive	ADJ
ejpam-6539	186	45	coefficient	coefficient	NOUN
ejpam-6539	186	46	c1	c1	PROPN
ejpam-6539	186	47	1.5−	1.5−	CCONJ
ejpam-6539	186	48	2.5	2.5	NUM
ejpam-6539	186	49	pull	pull	VERB
ejpam-6539	186	50	toward	toward	ADP
ejpam-6539	186	51	personal	personal	ADJ
ejpam-6539	186	52	best	good	ADJ
ejpam-6539	186	53	social	social	ADJ
ejpam-6539	186	54	co	co	ADJ
ejpam-6539	186	55	-	-	ADJ
ejpam-6539	186	56	efficient	efficient	ADJ
ejpam-6539	186	57	c2	c2	PROPN
ejpam-6539	186	58	1.5−	1.5−	NUM
ejpam-6539	186	59	2.5	2.5	NUM
ejpam-6539	186	60	pull	pull	VERB
ejpam-6539	186	61	toward	toward	ADP
ejpam-6539	186	62	global	global	ADJ
ejpam-6539	186	63	best	good	ADJ
ejpam-6539	186	64	swarm	swarm	NOUN
ejpam-6539	186	65	size	size	NOUN
ejpam-6539	186	66	10−	10−	NOUN
ejpam-6539	186	67	50	50	NUM
ejpam-6539	186	68	number	number	NOUN
ejpam-6539	186	69	of	of	ADP
ejpam-6539	186	70	candidate	candidate	NOUN
ejpam-6539	186	71	solutions	solution	NOUN
ejpam-6539	186	72	max	max	PROPN
ejpam-6539	186	73	iterations	iteration	NOUN
ejpam-6539	186	74	50−	50−	NUM
ejpam-6539	186	75	200	200	NUM
ejpam-6539	186	76	termination	termination	NOUN
ejpam-6539	186	77	condition	condition	NOUN
ejpam-6539	186	78	3.3	3.3	NUM
ejpam-6539	186	79	.	.	PUNCT
ejpam-6539	187	1	intuitionistic	intuitionistic	ADJ
ejpam-6539	187	2	fuzzy	fuzzy	ADJ
ejpam-6539	187	3	logic	logic	NOUN
ejpam-6539	187	4	in	in	ADP
ejpam-6539	187	5	hmm	hmm	INTJ
ejpam-6539	187	6	while	while	SCONJ
ejpam-6539	187	7	traditional	traditional	ADJ
ejpam-6539	187	8	hmms	hmms	ADJ
ejpam-6539	187	9	model	model	NOUN
ejpam-6539	187	10	uncertainty	uncertainty	NOUN
ejpam-6539	187	11	through	through	ADP
ejpam-6539	187	12	probability	probability	NOUN
ejpam-6539	187	13	distributions	distribution	NOUN
ejpam-6539	187	14	,	,	PUNCT
ejpam-6539	187	15	they	they	PRON
ejpam-6539	187	16	do	do	AUX
ejpam-6539	187	17	not	not	PART
ejpam-6539	187	18	explicitly	explicitly	ADV
ejpam-6539	187	19	capture	capture	VERB
ejpam-6539	187	20	the	the	DET
ejpam-6539	187	21	hesitation	hesitation	NOUN
ejpam-6539	187	22	or	or	CCONJ
ejpam-6539	187	23	vagueness	vagueness	NOUN
ejpam-6539	187	24	often	often	ADV
ejpam-6539	187	25	present	present	ADJ
ejpam-6539	187	26	in	in	ADP
ejpam-6539	187	27	real	real	ADJ
ejpam-6539	187	28	-	-	PUNCT
ejpam-6539	187	29	world	world	NOUN
ejpam-6539	187	30	market	market	NOUN
ejpam-6539	187	31	data	datum	NOUN
ejpam-6539	187	32	.	.	PUNCT
ejpam-6539	188	1	intuitionistic	intuitionistic	ADJ
ejpam-6539	188	2	fuzzy	fuzzy	ADJ
ejpam-6539	188	3	logic	logic	NOUN
ejpam-6539	188	4	(	(	PUNCT
ejpam-6539	188	5	ifl	ifl	PROPN
ejpam-6539	188	6	)	)	PUNCT
ejpam-6539	188	7	extends	extend	VERB
ejpam-6539	188	8	fuzzy	fuzzy	ADJ
ejpam-6539	188	9	set	set	NOUN
ejpam-6539	188	10	theory	theory	NOUN
ejpam-6539	188	11	by	by	ADP
ejpam-6539	188	12	incorporating	incorporate	VERB
ejpam-6539	188	13	three	three	NUM
ejpam-6539	188	14	parameters	parameter	NOUN
ejpam-6539	188	15	for	for	ADP
ejpam-6539	188	16	each	each	DET
ejpam-6539	188	17	element	element	NOUN
ejpam-6539	188	18	:	:	PUNCT
ejpam-6539	188	19	•	•	NUM
ejpam-6539	188	20	membership	membership	NOUN
ejpam-6539	188	21	degree	degree	NOUN
ejpam-6539	188	22	(	(	PUNCT
ejpam-6539	188	23	µ	µ	NOUN
ejpam-6539	188	24	):	):	PUNCT
ejpam-6539	188	25	extent	extent	NOUN
ejpam-6539	188	26	to	to	PART
ejpam-6539	188	27	which	which	PRON
ejpam-6539	188	28	an	an	DET
ejpam-6539	188	29	element	element	NOUN
ejpam-6539	188	30	belongs	belong	VERB
ejpam-6539	188	31	to	to	ADP
ejpam-6539	188	32	a	a	DET
ejpam-6539	188	33	set	set	NOUN
ejpam-6539	188	34	.	.	PUNCT
ejpam-6539	189	1	•	•	NUM
ejpam-6539	189	2	non	non	ADJ
ejpam-6539	189	3	-	-	ADJ
ejpam-6539	189	4	membership	membership	ADJ
ejpam-6539	189	5	degree	degree	NOUN
ejpam-6539	189	6	(	(	PUNCT
ejpam-6539	189	7	ν	ν	NOUN
ejpam-6539	189	8	):	):	PUNCT
ejpam-6539	189	9	extent	extent	NOUN
ejpam-6539	189	10	to	to	PART
ejpam-6539	189	11	which	which	PRON
ejpam-6539	189	12	an	an	DET
ejpam-6539	189	13	element	element	NOUN
ejpam-6539	189	14	does	do	AUX
ejpam-6539	189	15	not	not	PART
ejpam-6539	189	16	belong	belong	VERB
ejpam-6539	189	17	to	to	ADP
ejpam-6539	189	18	a	a	DET
ejpam-6539	189	19	set	set	NOUN
ejpam-6539	189	20	.	.	PUNCT
ejpam-6539	190	1	•	•	NUM
ejpam-6539	190	2	hesitation	hesitation	NOUN
ejpam-6539	190	3	degree	degree	NOUN
ejpam-6539	190	4	(	(	PUNCT
ejpam-6539	190	5	π	π	NOUN
ejpam-6539	190	6	):	):	PUNCT
ejpam-6539	190	7	residual	residual	ADJ
ejpam-6539	190	8	uncertainty	uncertainty	NOUN
ejpam-6539	190	9	,	,	PUNCT
ejpam-6539	190	10	calculated	calculate	VERB
ejpam-6539	190	11	as	as	ADP
ejpam-6539	190	12	π	π	PROPN
ejpam-6539	190	13	=	=	SYM
ejpam-6539	190	14	1−	1−	NUM
ejpam-6539	190	15	µ−	µ−	PROPN
ejpam-6539	190	16	ν	ν	PROPN
ejpam-6539	190	17	.	.	PROPN
ejpam-6539	190	18	•	•	NUM
ejpam-6539	190	19	application	application	NOUN
ejpam-6539	190	20	to	to	ADP
ejpam-6539	190	21	hmms	hmms	NOUN
ejpam-6539	190	22	.	.	PUNCT
ejpam-6539	191	1	in	in	ADP
ejpam-6539	191	2	the	the	DET
ejpam-6539	191	3	interval	interval	NOUN
ejpam-6539	191	4	-	-	PUNCT
ejpam-6539	191	5	valued	value	VERB
ejpam-6539	191	6	fuzzy	fuzzy	ADJ
ejpam-6539	191	7	relational	relational	ADJ
ejpam-6539	191	8	hmm	hmm	INTJ
ejpam-6539	191	9	(	(	PUNCT
ejpam-6539	191	10	ihmm	ihmm	NOUN
ejpam-6539	191	11	)	)	PUNCT
ejpam-6539	191	12	,	,	PUNCT
ejpam-6539	191	13	the	the	DET
ejpam-6539	191	14	traditional	traditional	ADJ
ejpam-6539	191	15	matrices	matrix	NOUN
ejpam-6539	191	16	are	be	AUX
ejpam-6539	191	17	redefined	redefine	VERB
ejpam-6539	191	18	as	as	ADP
ejpam-6539	191	19	:	:	PUNCT
ejpam-6539	191	20	•	•	NUM
ejpam-6539	191	21	transition	transition	NOUN
ejpam-6539	191	22	matrix	matrix	NOUN
ejpam-6539	191	23	(	(	PUNCT
ejpam-6539	191	24	a	a	X
ejpam-6539	191	25	):	):	PUNCT
ejpam-6539	191	26	aij	aij	PROPN
ejpam-6539	191	27	=	=	PUNCT
ejpam-6539	191	28	µij	µij	NOUN
ejpam-6539	191	29	,	,	PUNCT
ejpam-6539	191	30	with	with	ADP
ejpam-6539	191	31	non	non	ADJ
ejpam-6539	191	32	-	-	ADJ
ejpam-6539	191	33	membership	membership	ADJ
ejpam-6539	191	34	νij	νij	NOUN
ejpam-6539	191	35	,	,	PUNCT
ejpam-6539	191	36	and	and	CCONJ
ejpam-6539	191	37	hesitation	hesitation	NOUN
ejpam-6539	191	38	πij	πij	NOUN
ejpam-6539	191	39	capturing	capture	VERB
ejpam-6539	191	40	uncertainty	uncertainty	NOUN
ejpam-6539	191	41	in	in	ADP
ejpam-6539	191	42	state	state	NOUN
ejpam-6539	191	43	changes	change	NOUN
ejpam-6539	191	44	.	.	PUNCT
ejpam-6539	192	1	•	•	NUM
ejpam-6539	192	2	emission	emission	NOUN
ejpam-6539	192	3	matrix	matrix	NOUN
ejpam-6539	192	4	(	(	PUNCT
ejpam-6539	192	5	b	b	NOUN
ejpam-6539	192	6	):	):	PUNCT
ejpam-6539	192	7	bj(k	bj(k	X
ejpam-6539	192	8	)	)	PUNCT
ejpam-6539	193	1	=	=	SYM
ejpam-6539	193	2	µjk	µjk	NOUN
ejpam-6539	193	3	,	,	PUNCT
ejpam-6539	193	4	with	with	ADP
ejpam-6539	193	5	νjk	νjk	NOUN
ejpam-6539	193	6	and	and	CCONJ
ejpam-6539	193	7	πjk	πjk	NOUN
ejpam-6539	193	8	representing	represent	VERB
ejpam-6539	193	9	uncertainty	uncertainty	NOUN
ejpam-6539	193	10	in	in	ADP
ejpam-6539	193	11	observations	observation	NOUN
ejpam-6539	193	12	given	give	VERB
ejpam-6539	193	13	the	the	DET
ejpam-6539	193	14	current	current	ADJ
ejpam-6539	193	15	state	state	NOUN
ejpam-6539	193	16	.	.	PUNCT
ejpam-6539	194	1	by	by	ADP
ejpam-6539	194	2	integrating	integrate	VERB
ejpam-6539	194	3	intuitionistic	intuitionistic	ADJ
ejpam-6539	194	4	fuzzy	fuzzy	ADJ
ejpam-6539	194	5	logic	logic	NOUN
ejpam-6539	194	6	,	,	PUNCT
ejpam-6539	194	7	the	the	DET
ejpam-6539	194	8	model	model	NOUN
ejpam-6539	194	9	simultaneously	simultaneously	ADV
ejpam-6539	194	10	accounts	account	VERB
ejpam-6539	194	11	for	for	ADP
ejpam-6539	194	12	probabilistic	probabilistic	ADJ
ejpam-6539	194	13	uncertainty	uncertainty	NOUN
ejpam-6539	194	14	and	and	CCONJ
ejpam-6539	194	15	imprecision	imprecision	NOUN
ejpam-6539	194	16	in	in	ADP
ejpam-6539	194	17	observed	observed	ADJ
ejpam-6539	194	18	market	market	NOUN
ejpam-6539	194	19	data	datum	NOUN
ejpam-6539	194	20	,	,	PUNCT
ejpam-6539	194	21	allowing	allow	VERB
ejpam-6539	194	22	for	for	ADP
ejpam-6539	194	23	more	more	ADV
ejpam-6539	194	24	robust	robust	ADJ
ejpam-6539	194	25	predictions	prediction	NOUN
ejpam-6539	194	26	in	in	ADP
ejpam-6539	194	27	volatile	volatile	ADJ
ejpam-6539	194	28	electricity	electricity	NOUN
ejpam-6539	194	29	markets	market	NOUN
ejpam-6539	194	30	.	.	PUNCT
ejpam-6539	195	1	k.	k.	PROPN
ejpam-6539	195	2	kalpana	kalpana	PROPN
ejpam-6539	195	3	,	,	PUNCT
ejpam-6539	195	4	g.	g.	PROPN
ejpam-6539	195	5	kavitha	kavitha	PROPN
ejpam-6539	195	6	/	/	SYM
ejpam-6539	195	7	eur	eur	PROPN
ejpam-6539	195	8	.	.	PUNCT
ejpam-6539	196	1	j.	j.	PROPN
ejpam-6539	196	2	pure	pure	PROPN
ejpam-6539	196	3	appl	appl	PROPN
ejpam-6539	196	4	.	.	PROPN
ejpam-6539	196	5	math	math	PROPN
ejpam-6539	196	6	,	,	PUNCT
ejpam-6539	196	7	18	18	NUM
ejpam-6539	196	8	(	(	PUNCT
ejpam-6539	196	9	4	4	NUM
ejpam-6539	196	10	)	)	PUNCT
ejpam-6539	196	11	(	(	PUNCT
ejpam-6539	196	12	2025	2025	NUM
ejpam-6539	196	13	)	)	PUNCT
ejpam-6539	196	14	,	,	PUNCT
ejpam-6539	196	15	6539	6539	NUM
ejpam-6539	196	16	13	13	NUM
ejpam-6539	196	17	of	of	ADP
ejpam-6539	196	18	42	42	NUM
ejpam-6539	196	19	4	4	NUM
ejpam-6539	196	20	.	.	PUNCT
ejpam-6539	196	21	proposed	propose	VERB
ejpam-6539	196	22	methodology	methodology	NOUN
ejpam-6539	196	23	:	:	PUNCT
ejpam-6539	196	24	interval	interval	NOUN
ejpam-6539	196	25	-	-	PUNCT
ejpam-6539	196	26	valued	value	VERB
ejpam-6539	196	27	hidden	hide	VERB
ejpam-6539	196	28	markov	markov	NOUN
ejpam-6539	196	29	fuzzy	fuzzy	ADJ
ejpam-6539	196	30	relational	relational	ADJ
ejpam-6539	196	31	particle	particle	NOUN
ejpam-6539	196	32	swarm	swarm	NOUN
ejpam-6539	196	33	optimization(ihmm	optimization(ihmm	PROPN
ejpam-6539	196	34	-	-	PUNCT
ejpam-6539	196	35	frpso	frpso	NOUN
ejpam-6539	196	36	model	model	NOUN
ejpam-6539	196	37	)	)	PUNCT
ejpam-6539	196	38	4.1	4.1	NUM
ejpam-6539	196	39	.	.	PUNCT
ejpam-6539	197	1	overall	overall	ADJ
ejpam-6539	197	2	model	model	NOUN
ejpam-6539	197	3	architecture	architecture	NOUN
ejpam-6539	197	4	the	the	DET
ejpam-6539	197	5	proposed	propose	VERB
ejpam-6539	197	6	interval	interval	NOUN
ejpam-6539	197	7	-	-	PUNCT
ejpam-6539	197	8	valued	value	VERB
ejpam-6539	197	9	fuzzy	fuzzy	ADJ
ejpam-6539	197	10	relational	relational	ADJ
ejpam-6539	197	11	hidden	hide	VERB
ejpam-6539	197	12	markov	markov	NOUN
ejpam-6539	197	13	model	model	NOUN
ejpam-6539	197	14	optimized	optimize	VERB
ejpam-6539	197	15	via	via	ADP
ejpam-6539	197	16	particle	particle	NOUN
ejpam-6539	197	17	swarm	swarm	NOUN
ejpam-6539	197	18	optimization	optimization	NOUN
ejpam-6539	197	19	(	(	PUNCT
ejpam-6539	197	20	ihmm	ihmm	NOUN
ejpam-6539	197	21	-	-	PUNCT
ejpam-6539	197	22	frpso	frpso	NOUN
ejpam-6539	197	23	)	)	PUNCT
ejpam-6539	197	24	combines	combine	VERB
ejpam-6539	197	25	the	the	DET
ejpam-6539	197	26	sequential	sequential	ADJ
ejpam-6539	197	27	pattern	pattern	NOUN
ejpam-6539	197	28	modeling	model	VERB
ejpam-6539	197	29	capabilities	capability	NOUN
ejpam-6539	197	30	of	of	ADP
ejpam-6539	197	31	hmm	hmm	NOUN
ejpam-6539	197	32	,	,	PUNCT
ejpam-6539	197	33	the	the	DET
ejpam-6539	197	34	uncertainty	uncertainty	NOUN
ejpam-6539	197	35	-	-	PUNCT
ejpam-6539	197	36	handling	handle	VERB
ejpam-6539	197	37	strength	strength	NOUN
ejpam-6539	197	38	of	of	ADP
ejpam-6539	197	39	intuitionistic	intuitionistic	ADJ
ejpam-6539	197	40	fuzzy	fuzzy	ADJ
ejpam-6539	197	41	logic	logic	NOUN
ejpam-6539	197	42	,	,	PUNCT
ejpam-6539	197	43	and	and	CCONJ
ejpam-6539	197	44	the	the	DET
ejpam-6539	197	45	optimization	optimization	NOUN
ejpam-6539	197	46	efficiency	efficiency	NOUN
ejpam-6539	197	47	of	of	ADP
ejpam-6539	197	48	pso	pso	NOUN
ejpam-6539	197	49	.	.	PUNCT
ejpam-6539	198	1	•	•	NUM
ejpam-6539	198	2	hmm	hmm	INTJ
ejpam-6539	198	3	component	component	NOUN
ejpam-6539	198	4	:	:	PUNCT
ejpam-6539	198	5	captures	capture	VERB
ejpam-6539	198	6	the	the	DET
ejpam-6539	198	7	temporal	temporal	ADJ
ejpam-6539	198	8	dependencies	dependency	NOUN
ejpam-6539	198	9	and	and	CCONJ
ejpam-6539	198	10	regime	regime	NOUN
ejpam-6539	198	11	-	-	PUNCT
ejpam-6539	198	12	switching	switch	VERB
ejpam-6539	198	13	nature	nature	NOUN
ejpam-6539	198	14	of	of	ADP
ejpam-6539	198	15	electricity	electricity	NOUN
ejpam-6539	198	16	market	market	NOUN
ejpam-6539	198	17	prices	price	NOUN
ejpam-6539	198	18	and	and	CCONJ
ejpam-6539	198	19	volumes	volume	NOUN
ejpam-6539	198	20	through	through	ADP
ejpam-6539	198	21	hidden	hide	VERB
ejpam-6539	198	22	state	state	NOUN
ejpam-6539	198	23	transitions	transition	NOUN
ejpam-6539	198	24	and	and	CCONJ
ejpam-6539	198	25	emission	emission	NOUN
ejpam-6539	198	26	probabilities	probability	NOUN
ejpam-6539	198	27	.	.	PUNCT
ejpam-6539	199	1	•	•	NUM
ejpam-6539	199	2	fuzzy	fuzzy	ADJ
ejpam-6539	199	3	logic	logic	NOUN
ejpam-6539	199	4	component	component	NOUN
ejpam-6539	199	5	:	:	PUNCT
ejpam-6539	199	6	enhances	enhance	VERB
ejpam-6539	199	7	the	the	DET
ejpam-6539	199	8	hmm	hmm	NOUN
ejpam-6539	199	9	by	by	ADP
ejpam-6539	199	10	replacing	replace	VERB
ejpam-6539	199	11	classical	classical	ADJ
ejpam-6539	199	12	probability	probability	NOUN
ejpam-6539	199	13	values	value	NOUN
ejpam-6539	199	14	in	in	ADP
ejpam-6539	199	15	the	the	DET
ejpam-6539	199	16	transition	transition	NOUN
ejpam-6539	199	17	(	(	PUNCT
ejpam-6539	199	18	a	a	NOUN
ejpam-6539	199	19	)	)	PUNCT
ejpam-6539	199	20	and	and	CCONJ
ejpam-6539	199	21	emission	emission	NOUN
ejpam-6539	199	22	(	(	PUNCT
ejpam-6539	199	23	b	b	NOUN
ejpam-6539	199	24	)	)	PUNCT
ejpam-6539	199	25	matrices	matrix	NOUN
ejpam-6539	199	26	with	with	ADP
ejpam-6539	199	27	interval	interval	NOUN
ejpam-6539	199	28	-	-	PUNCT
ejpam-6539	199	29	valued	value	VERB
ejpam-6539	199	30	intuitionistic	intuitionistic	ADJ
ejpam-6539	199	31	fuzzy	fuzzy	ADJ
ejpam-6539	199	32	membership	membership	NOUN
ejpam-6539	199	33	,	,	PUNCT
ejpam-6539	199	34	non	non	ADJ
ejpam-6539	199	35	-	-	NOUN
ejpam-6539	199	36	membership	membership	NOUN
ejpam-6539	199	37	,	,	PUNCT
ejpam-6539	199	38	and	and	CCONJ
ejpam-6539	199	39	hesitation	hesitation	NOUN
ejpam-6539	199	40	degrees	degree	NOUN
ejpam-6539	199	41	,	,	PUNCT
ejpam-6539	199	42	enabling	enable	VERB
ejpam-6539	199	43	more	more	ADJ
ejpam-6539	199	44	granular	granular	ADJ
ejpam-6539	199	45	modeling	modeling	NOUN
ejpam-6539	199	46	of	of	ADP
ejpam-6539	199	47	uncertainty	uncertainty	NOUN
ejpam-6539	199	48	.	.	PUNCT
ejpam-6539	200	1	•	•	NUM
ejpam-6539	200	2	pso	pso	NOUN
ejpam-6539	200	3	component	component	NOUN
ejpam-6539	200	4	:	:	PUNCT
ejpam-6539	200	5	efficiently	efficiently	ADV
ejpam-6539	200	6	tunes	tune	NOUN
ejpam-6539	200	7	hmm	hmm	INTJ
ejpam-6539	200	8	parameters	parameter	NOUN
ejpam-6539	200	9	(	(	PUNCT
ejpam-6539	200	10	π	π	PROPN
ejpam-6539	200	11	,	,	PUNCT
ejpam-6539	200	12	a	a	DET
ejpam-6539	200	13	,	,	PUNCT
ejpam-6539	200	14	b	b	NOUN
ejpam-6539	200	15	)	)	PUNCT
ejpam-6539	200	16	within	within	ADP
ejpam-6539	200	17	valid	valid	ADJ
ejpam-6539	200	18	probability	probability	NOUN
ejpam-6539	200	19	and	and	CCONJ
ejpam-6539	200	20	fuzzy	fuzzy	ADJ
ejpam-6539	200	21	membership	membership	NOUN
ejpam-6539	200	22	constraints	constraint	NOUN
ejpam-6539	200	23	to	to	PART
ejpam-6539	200	24	minimize	minimize	VERB
ejpam-6539	200	25	forecasting	forecasting	NOUN
ejpam-6539	200	26	errors	error	NOUN
ejpam-6539	200	27	.	.	PUNCT
ejpam-6539	201	1	4.1.1	4.1.1	X
ejpam-6539	201	2	.	.	PUNCT
ejpam-6539	201	3	mathematical	mathematical	ADJ
ejpam-6539	201	4	formulation	formulation	NOUN
ejpam-6539	201	5	of	of	ADP
ejpam-6539	201	6	interval	interval	NOUN
ejpam-6539	201	7	-	-	PUNCT
ejpam-6539	201	8	valued	value	VERB
ejpam-6539	201	9	hidden	hide	VERB
ejpam-6539	201	10	markov	markov	NOUN
ejpam-6539	201	11	fuzzy	fuzzy	ADJ
ejpam-6539	201	12	relational	relational	ADJ
ejpam-6539	201	13	particle	particle	NOUN
ejpam-6539	201	14	swarm	swarm	NOUN
ejpam-6539	201	15	optimization	optimization	NOUN
ejpam-6539	201	16	model	model	NOUN
ejpam-6539	201	17	(	(	PUNCT
ejpam-6539	201	18	ihmm	ihmm	NOUN
ejpam-6539	201	19	-	-	PUNCT
ejpam-6539	201	20	frpso	frpso	NOUN
ejpam-6539	201	21	)	)	PUNCT
ejpam-6539	201	22	the	the	DET
ejpam-6539	201	23	intuitionistic	intuitionistic	ADJ
ejpam-6539	201	24	fuzzy	fuzzy	ADJ
ejpam-6539	201	25	rule	rule	NOUN
ejpam-6539	201	26	-	-	PUNCT
ejpam-6539	201	27	based	base	VERB
ejpam-6539	201	28	hidden	hidden	ADJ
ejpam-6539	201	29	markov	markov	NOUN
ejpam-6539	201	30	model	model	NOUN
ejpam-6539	201	31	(	(	PUNCT
ejpam-6539	201	32	ihmm	ihmm	NOUN
ejpam-6539	201	33	-	-	PUNCT
ejpam-6539	201	34	frpso	frpso	NOUN
ejpam-6539	201	35	)	)	PUNCT
ejpam-6539	201	36	integrates	integrate	VERB
ejpam-6539	201	37	fuzzy	fuzzy	ADJ
ejpam-6539	201	38	logic	logic	NOUN
ejpam-6539	201	39	into	into	ADP
ejpam-6539	201	40	the	the	DET
ejpam-6539	201	41	probabilistic	probabilistic	ADJ
ejpam-6539	201	42	structure	structure	NOUN
ejpam-6539	201	43	of	of	ADP
ejpam-6539	201	44	hmms	hmms	NOUN
ejpam-6539	201	45	by	by	ADP
ejpam-6539	201	46	incorporating	incorporate	VERB
ejpam-6539	201	47	membership	membership	NOUN
ejpam-6539	201	48	,	,	PUNCT
ejpam-6539	201	49	nonmembership	nonmembership	NOUN
ejpam-6539	201	50	,	,	PUNCT
ejpam-6539	201	51	and	and	CCONJ
ejpam-6539	201	52	hesitation	hesitation	NOUN
ejpam-6539	201	53	degrees	degree	NOUN
ejpam-6539	201	54	into	into	ADP
ejpam-6539	201	55	the	the	DET
ejpam-6539	201	56	transition	transition	NOUN
ejpam-6539	201	57	and	and	CCONJ
ejpam-6539	201	58	emission	emission	NOUN
ejpam-6539	201	59	matrices	matrix	NOUN
ejpam-6539	201	60	.	.	PUNCT
ejpam-6539	202	1	this	this	PRON
ejpam-6539	202	2	enables	enable	VERB
ejpam-6539	202	3	better	well	ADJ
ejpam-6539	202	4	handling	handling	NOUN
ejpam-6539	202	5	of	of	ADP
ejpam-6539	202	6	uncertainty	uncertainty	NOUN
ejpam-6539	202	7	in	in	ADP
ejpam-6539	202	8	real	real	ADJ
ejpam-6539	202	9	-	-	PUNCT
ejpam-6539	202	10	world	world	NOUN
ejpam-6539	202	11	market	market	NOUN
ejpam-6539	202	12	dynamics	dynamic	NOUN
ejpam-6539	202	13	.	.	PUNCT
ejpam-6539	203	1	let	let	VERB
ejpam-6539	203	2	:	:	PUNCT
ejpam-6539	203	3	s	s	VERB
ejpam-6539	203	4	=	=	PUNCT
ejpam-6539	203	5	{	{	PUNCT
ejpam-6539	203	6	s1	s1	NOUN
ejpam-6539	203	7	,	,	PUNCT
ejpam-6539	203	8	s2	s2	NOUN
ejpam-6539	203	9	,	,	PUNCT
ejpam-6539	203	10	.	.	PUNCT
ejpam-6539	203	11	.	.	PUNCT
ejpam-6539	203	12	.	.	PUNCT
ejpam-6539	204	1	,	,	PUNCT
ejpam-6539	204	2	sn	sn	AUX
ejpam-6539	204	3	}	}	PUNCT
ejpam-6539	204	4	be	be	VERB
ejpam-6539	204	5	the	the	DET
ejpam-6539	204	6	finite	finite	ADJ
ejpam-6539	204	7	set	set	NOUN
ejpam-6539	204	8	of	of	ADP
ejpam-6539	204	9	hidden	hide	VERB
ejpam-6539	204	10	states	state	NOUN
ejpam-6539	204	11	o	o	NOUN
ejpam-6539	205	1	=	=	PUNCT
ejpam-6539	205	2	{	{	PUNCT
ejpam-6539	205	3	o1	o1	PROPN
ejpam-6539	205	4	,	,	PUNCT
ejpam-6539	205	5	o2	o2	PROPN
ejpam-6539	205	6	,	,	PUNCT
ejpam-6539	205	7	.	.	PUNCT
ejpam-6539	205	8	.	.	PUNCT
ejpam-6539	205	9	.	.	PUNCT
ejpam-6539	206	1	,	,	PUNCT
ejpam-6539	206	2	ot	ot	AUX
ejpam-6539	206	3	}	}	PUNCT
ejpam-6539	206	4	be	be	AUX
ejpam-6539	206	5	the	the	DET
ejpam-6539	206	6	sequence	sequence	NOUN
ejpam-6539	206	7	of	of	ADP
ejpam-6539	206	8	observed	observed	ADJ
ejpam-6539	206	9	symbols	symbol	NOUN
ejpam-6539	206	10	π	π	X
ejpam-6539	206	11	=	=	PUNCT
ejpam-6539	206	12	{	{	PUNCT
ejpam-6539	206	13	πi	πi	ADV
ejpam-6539	206	14	}	}	PUNCT
ejpam-6539	206	15	be	be	AUX
ejpam-6539	206	16	the	the	DET
ejpam-6539	206	17	initial	initial	ADJ
ejpam-6539	206	18	state	state	NOUN
ejpam-6539	206	19	probability	probability	NOUN
ejpam-6539	206	20	distribution	distribution	NOUN
ejpam-6539	206	21	a	a	PRON
ejpam-6539	206	22	=	=	X
ejpam-6539	207	1	[	[	X
ejpam-6539	207	2	aij	aij	X
ejpam-6539	207	3	]	]	PUNCT
ejpam-6539	207	4	be	be	VERB
ejpam-6539	207	5	the	the	DET
ejpam-6539	207	6	state	state	NOUN
ejpam-6539	207	7	transition	transition	NOUN
ejpam-6539	207	8	probability	probability	NOUN
ejpam-6539	207	9	matrix	matrix	NOUN
ejpam-6539	207	10	b	b	NOUN
ejpam-6539	208	1	=	=	SYM
ejpam-6539	208	2	[	[	X
ejpam-6539	208	3	bj(k	bj(k	X
ejpam-6539	208	4	)	)	PUNCT
ejpam-6539	208	5	]	]	PUNCT
ejpam-6539	208	6	be	be	AUX
ejpam-6539	208	7	the	the	DET
ejpam-6539	208	8	emission	emission	NOUN
ejpam-6539	208	9	probability	probability	NOUN
ejpam-6539	208	10	matrix	matrix	NOUN
ejpam-6539	208	11	.	.	PUNCT
ejpam-6539	209	1	in	in	ADP
ejpam-6539	209	2	classical	classical	ADJ
ejpam-6539	209	3	hmm	hmm	NOUN
ejpam-6539	209	4	:	:	PUNCT
ejpam-6539	209	5	aij	aij	PROPN
ejpam-6539	209	6	=	=	SYM
ejpam-6539	209	7	p	p	X
ejpam-6539	209	8	(	(	PUNCT
ejpam-6539	209	9	qt+1	qt+1	PROPN
ejpam-6539	209	10	=	=	PRON
ejpam-6539	209	11	sj	sj	PROPN
ejpam-6539	209	12	|	|	ADV
ejpam-6539	209	13	qt	qt	VERB
ejpam-6539	209	14	=	=	SYM
ejpam-6539	209	15	si	si	X
ejpam-6539	209	16	)	)	PUNCT
ejpam-6539	209	17	,	,	PUNCT
ejpam-6539	209	18	bj(k	bj(k	X
ejpam-6539	209	19	)	)	PUNCT
ejpam-6539	210	1	=	=	SYM
ejpam-6539	211	1	p	p	X
ejpam-6539	211	2	(	(	PUNCT
ejpam-6539	211	3	ok	ok	INTJ
ejpam-6539	211	4	|	|	ADV
ejpam-6539	211	5	qt	qt	NOUN
ejpam-6539	211	6	=	=	VERB
ejpam-6539	211	7	sj	sj	PROPN
ejpam-6539	211	8	)	)	PUNCT
ejpam-6539	211	9	.	.	PUNCT
ejpam-6539	212	1	k.	k.	PROPN
ejpam-6539	212	2	kalpana	kalpana	PROPN
ejpam-6539	212	3	,	,	PUNCT
ejpam-6539	212	4	g.	g.	PROPN
ejpam-6539	212	5	kavitha	kavitha	PROPN
ejpam-6539	212	6	/	/	SYM
ejpam-6539	212	7	eur	eur	PROPN
ejpam-6539	212	8	.	.	PUNCT
ejpam-6539	213	1	j.	j.	PROPN
ejpam-6539	213	2	pure	pure	PROPN
ejpam-6539	213	3	appl	appl	PROPN
ejpam-6539	213	4	.	.	PROPN
ejpam-6539	213	5	math	math	PROPN
ejpam-6539	213	6	,	,	PUNCT
ejpam-6539	213	7	18	18	NUM
ejpam-6539	213	8	(	(	PUNCT
ejpam-6539	213	9	4	4	NUM
ejpam-6539	213	10	)	)	PUNCT
ejpam-6539	213	11	(	(	PUNCT
ejpam-6539	213	12	2025	2025	NUM
ejpam-6539	213	13	)	)	PUNCT
ejpam-6539	213	14	,	,	PUNCT
ejpam-6539	213	15	6539	6539	NUM
ejpam-6539	213	16	14	14	NUM
ejpam-6539	213	17	of	of	ADP
ejpam-6539	213	18	42	42	NUM
ejpam-6539	213	19	in	in	ADP
ejpam-6539	213	20	ihmm	ihmm	NOUN
ejpam-6539	213	21	-	-	PUNCT
ejpam-6539	213	22	frpso	frpso	NOUN
ejpam-6539	213	23	:	:	PUNCT
ejpam-6539	213	24	each	each	DET
ejpam-6539	213	25	transition	transition	NOUN
ejpam-6539	213	26	probability	probability	NOUN
ejpam-6539	213	27	aij	aij	PROPN
ejpam-6539	213	28	and	and	CCONJ
ejpam-6539	213	29	emission	emission	NOUN
ejpam-6539	213	30	probability	probability	NOUN
ejpam-6539	213	31	bj(k	bj(k	NOUN
ejpam-6539	213	32	)	)	PUNCT
ejpam-6539	213	33	is	be	AUX
ejpam-6539	213	34	modified	modify	VERB
ejpam-6539	213	35	using	use	VERB
ejpam-6539	213	36	intuitionistic	intuitionistic	ADJ
ejpam-6539	213	37	fuzzy	fuzzy	ADJ
ejpam-6539	213	38	membership	membership	NOUN
ejpam-6539	213	39	as	as	ADP
ejpam-6539	213	40	:	:	PUNCT
ejpam-6539	213	41	aifij	aifij	NOUN
ejpam-6539	213	42	=	=	PUNCT
ejpam-6539	213	43	µa	µa	NOUN
ejpam-6539	213	44	ij	ij	INTJ
ejpam-6539	213	45	−	−	PROPN
ejpam-6539	213	46	νaij	νaij	PROPN
ejpam-6539	213	47	,	,	PUNCT
ejpam-6539	213	48	bifj	bifj	NOUN
ejpam-6539	213	49	(	(	PUNCT
ejpam-6539	213	50	k	k	NOUN
ejpam-6539	213	51	)	)	PUNCT
ejpam-6539	213	52	=	=	PUNCT
ejpam-6539	213	53	µb	µb	ADP
ejpam-6539	213	54	jk	jk	PROPN
ejpam-6539	213	55	−	−	PROPN
ejpam-6539	213	56	νbjk	νbjk	NOUN
ejpam-6539	213	57	,	,	PUNCT
ejpam-6539	213	58	where	where	SCONJ
ejpam-6539	213	59	:	:	PUNCT
ejpam-6539	213	60	•	•	NUM
ejpam-6539	213	61	µa	µa	NOUN
ejpam-6539	213	62	ij	ij	NOUN
ejpam-6539	213	63	=	=	NOUN
ejpam-6539	213	64	membership	membership	NOUN
ejpam-6539	213	65	degree	degree	NOUN
ejpam-6539	213	66	of	of	ADP
ejpam-6539	213	67	transition	transition	NOUN
ejpam-6539	213	68	from	from	ADP
ejpam-6539	213	69	state	state	NOUN
ejpam-6539	213	70	si	si	PROPN
ejpam-6539	213	71	to	to	PART
ejpam-6539	213	72	sj	sj	VERB
ejpam-6539	213	73	,	,	PUNCT
ejpam-6539	213	74	•	•	NUM
ejpam-6539	213	75	νaij	νaij	NOUN
ejpam-6539	213	76	=	=	PUNCT
ejpam-6539	213	77	non	non	ADJ
ejpam-6539	213	78	-	-	ADJ
ejpam-6539	213	79	membership	membership	ADJ
ejpam-6539	213	80	degree	degree	NOUN
ejpam-6539	213	81	of	of	ADP
ejpam-6539	213	82	the	the	DET
ejpam-6539	213	83	same	same	ADJ
ejpam-6539	213	84	transition	transition	NOUN
ejpam-6539	213	85	•	•	ADP
ejpam-6539	213	86	µb	µb	ADP
ejpam-6539	213	87	jk	jk	PROPN
ejpam-6539	213	88	=	=	NOUN
ejpam-6539	213	89	membership	membership	NOUN
ejpam-6539	213	90	degree	degree	NOUN
ejpam-6539	213	91	of	of	ADP
ejpam-6539	213	92	observing	observe	VERB
ejpam-6539	213	93	symbol	symbol	NOUN
ejpam-6539	213	94	ok	ok	INTJ
ejpam-6539	213	95	in	in	ADP
ejpam-6539	213	96	state	state	NOUN
ejpam-6539	213	97	sj	sj	NOUN
ejpam-6539	213	98	,	,	PUNCT
ejpam-6539	213	99	•	•	NOUN
ejpam-6539	213	100	νbjk	νbjk	NOUN
ejpam-6539	213	101	=	=	SYM
ejpam-6539	213	102	non	non	ADJ
ejpam-6539	213	103	-	-	ADJ
ejpam-6539	213	104	membership	membership	ADJ
ejpam-6539	213	105	degree	degree	NOUN
ejpam-6539	213	106	of	of	ADP
ejpam-6539	213	107	the	the	DET
ejpam-6539	213	108	same	same	ADJ
ejpam-6539	213	109	observation	observation	NOUN
ejpam-6539	213	110	.	.	PUNCT
ejpam-6539	214	1	the	the	DET
ejpam-6539	214	2	hesitation	hesitation	NOUN
ejpam-6539	214	3	degrees	degree	NOUN
ejpam-6539	214	4	are	be	AUX
ejpam-6539	214	5	given	give	VERB
ejpam-6539	214	6	by	by	ADP
ejpam-6539	214	7	:	:	PUNCT
ejpam-6539	214	8	πa	πa	ADP
ejpam-6539	214	9	ij	ij	INTJ
ejpam-6539	214	10	=	=	SYM
ejpam-6539	214	11	1−	1−	NUM
ejpam-6539	214	12	µa	µa	NOUN
ejpam-6539	214	13	ij	ij	INTJ
ejpam-6539	214	14	−	−	PROPN
ejpam-6539	214	15	νaij	νaij	NOUN
ejpam-6539	214	16	,	,	PUNCT
ejpam-6539	214	17	πb	πb	INTJ
ejpam-6539	214	18	jk	jk	NOUN
ejpam-6539	214	19	=	=	PUNCT
ejpam-6539	214	20	1−	1−	NUM
ejpam-6539	214	21	µb	µb	PROPN
ejpam-6539	214	22	jk	jk	PROPN
ejpam-6539	214	23	−	−	PROPN
ejpam-6539	214	24	νbjk	νbjk	NOUN
ejpam-6539	214	25	.	.	PUNCT
ejpam-6539	215	1	this	this	DET
ejpam-6539	215	2	fuzzy	fuzzy	ADJ
ejpam-6539	215	3	embedding	embed	VERB
ejpam-6539	215	4	ensures	ensure	VERB
ejpam-6539	215	5	that	that	SCONJ
ejpam-6539	215	6	the	the	DET
ejpam-6539	215	7	stochastic	stochastic	ADJ
ejpam-6539	215	8	matrices	matrix	NOUN
ejpam-6539	215	9	respect	respect	VERB
ejpam-6539	215	10	both	both	DET
ejpam-6539	215	11	probabilistic	probabilistic	ADJ
ejpam-6539	215	12	and	and	CCONJ
ejpam-6539	215	13	fuzzy	fuzzy	ADJ
ejpam-6539	215	14	uncertainty	uncertainty	NOUN
ejpam-6539	215	15	,	,	PUNCT
ejpam-6539	215	16	and	and	CCONJ
ejpam-6539	215	17	the	the	DET
ejpam-6539	215	18	final	final	ADJ
ejpam-6539	215	19	prediction	prediction	NOUN
ejpam-6539	215	20	is	be	AUX
ejpam-6539	215	21	inferred	infer	VERB
ejpam-6539	215	22	using	use	VERB
ejpam-6539	215	23	a	a	DET
ejpam-6539	215	24	viterbi	viterbi	NOUN
ejpam-6539	215	25	-	-	PUNCT
ejpam-6539	215	26	like	like	ADJ
ejpam-6539	215	27	decoding	decoding	NOUN
ejpam-6539	215	28	based	base	VERB
ejpam-6539	215	29	on	on	ADP
ejpam-6539	215	30	the	the	DET
ejpam-6539	215	31	modified	modify	VERB
ejpam-6539	215	32	matrices	matrix	NOUN
ejpam-6539	215	33	.	.	PUNCT
ejpam-6539	216	1	the	the	DET
ejpam-6539	216	2	integration	integration	NOUN
ejpam-6539	216	3	is	be	AUX
ejpam-6539	216	4	illustrated	illustrate	VERB
ejpam-6539	216	5	in	in	ADP
ejpam-6539	216	6	the	the	DET
ejpam-6539	216	7	workflow	workflow	NOUN
ejpam-6539	216	8	diagram	diagram	NOUN
ejpam-6539	216	9	(	(	PUNCT
ejpam-6539	216	10	figs.1	figs.1	PROPN
ejpam-6539	216	11	and	and	CCONJ
ejpam-6539	216	12	2	2	NUM
ejpam-6539	216	13	)	)	PUNCT
ejpam-6539	216	14	,	,	PUNCT
ejpam-6539	216	15	which	which	PRON
ejpam-6539	216	16	shows	show	VERB
ejpam-6539	216	17	the	the	DET
ejpam-6539	216	18	process	process	NOUN
ejpam-6539	216	19	from	from	ADP
ejpam-6539	216	20	historical	historical	ADJ
ejpam-6539	216	21	data	datum	NOUN
ejpam-6539	216	22	input	input	NOUN
ejpam-6539	216	23	to	to	ADP
ejpam-6539	216	24	final	final	ADJ
ejpam-6539	216	25	prediction	prediction	NOUN
ejpam-6539	216	26	,	,	PUNCT
ejpam-6539	216	27	highlighting	highlight	VERB
ejpam-6539	216	28	the	the	DET
ejpam-6539	216	29	feedback	feedback	NOUN
ejpam-6539	216	30	loop	loop	NOUN
ejpam-6539	216	31	where	where	SCONJ
ejpam-6539	216	32	pso	pso	NOUN
ejpam-6539	216	33	iteratively	iteratively	ADV
ejpam-6539	216	34	refines	refine	VERB
ejpam-6539	216	35	the	the	DET
ejpam-6539	216	36	model	model	NOUN
ejpam-6539	216	37	parameters	parameter	NOUN
ejpam-6539	216	38	the	the	DET
ejpam-6539	216	39	suggested	suggest	VERB
ejpam-6539	216	40	ihmm	ihmm	NOUN
ejpam-6539	216	41	-	-	PUNCT
ejpam-6539	216	42	frpso	frpso	NOUN
ejpam-6539	216	43	investigation	investigation	NOUN
ejpam-6539	216	44	necessitates	necessitate	VERB
ejpam-6539	216	45	two	two	NUM
ejpam-6539	216	46	choices	choice	NOUN
ejpam-6539	216	47	.	.	PUNCT
ejpam-6539	217	1	the	the	DET
ejpam-6539	217	2	first	first	ADJ
ejpam-6539	217	3	strategy	strategy	NOUN
ejpam-6539	217	4	is	be	AUX
ejpam-6539	217	5	to	to	PART
ejpam-6539	217	6	address	address	VERB
ejpam-6539	217	7	the	the	DET
ejpam-6539	217	8	market	market	NOUN
ejpam-6539	217	9	behavior	behavior	NOUN
ejpam-6539	217	10	of	of	ADP
ejpam-6539	217	11	the	the	DET
ejpam-6539	217	12	forecasting	forecasting	NOUN
ejpam-6539	217	13	system	system	NOUN
ejpam-6539	217	14	by	by	ADP
ejpam-6539	217	15	integrating	integrate	VERB
ejpam-6539	217	16	fhmms	fhmms	ADV
ejpam-6539	217	17	with	with	ADP
ejpam-6539	217	18	pso	pso	NOUN
ejpam-6539	217	19	for	for	ADP
ejpam-6539	217	20	parameter	parameter	NOUN
ejpam-6539	217	21	optimization.selecting	optimization.selecte	VERB
ejpam-6539	217	22	a	a	DET
ejpam-6539	217	23	forecasting	forecasting	NOUN
ejpam-6539	217	24	model	model	NOUN
ejpam-6539	217	25	that	that	PRON
ejpam-6539	217	26	can	can	AUX
ejpam-6539	217	27	precisely	precisely	ADV
ejpam-6539	217	28	predict	predict	VERB
ejpam-6539	217	29	the	the	DET
ejpam-6539	217	30	price	price	NOUN
ejpam-6539	217	31	based	base	VERB
ejpam-6539	217	32	on	on	ADP
ejpam-6539	217	33	the	the	DET
ejpam-6539	217	34	available	available	ADJ
ejpam-6539	217	35	facts	fact	NOUN
ejpam-6539	217	36	is	be	AUX
ejpam-6539	217	37	another	another	PRON
ejpam-6539	217	38	.	.	PUNCT
ejpam-6539	218	1	the	the	DET
ejpam-6539	218	2	forecasting	forecasting	NOUN
ejpam-6539	218	3	model	model	NOUN
ejpam-6539	218	4	that	that	PRON
ejpam-6539	218	5	has	have	AUX
ejpam-6539	218	6	been	be	AUX
ejpam-6539	218	7	suggested	suggest	VERB
ejpam-6539	218	8	is	be	AUX
ejpam-6539	218	9	an	an	DET
ejpam-6539	218	10	integrated	integrate	VERB
ejpam-6539	218	11	tuning	tuning	NOUN
ejpam-6539	218	12	of	of	ADP
ejpam-6539	218	13	a	a	DET
ejpam-6539	218	14	simulation	simulation	NOUN
ejpam-6539	218	15	model	model	NOUN
ejpam-6539	218	16	that	that	PRON
ejpam-6539	218	17	is	be	AUX
ejpam-6539	218	18	based	base	VERB
ejpam-6539	218	19	on	on	ADP
ejpam-6539	218	20	pso	pso	NOUN
ejpam-6539	218	21	based	base	VERB
ejpam-6539	218	22	parametric	parametric	ADJ
ejpam-6539	218	23	optimization	optimization	NOUN
ejpam-6539	218	24	of	of	ADP
ejpam-6539	218	25	ihmm	ihmm	NOUN
ejpam-6539	218	26	-	-	PUNCT
ejpam-6539	218	27	frpso	frpso	NOUN
ejpam-6539	218	28	.	.	PUNCT
ejpam-6539	219	1	by	by	ADP
ejpam-6539	219	2	finding	find	VERB
ejpam-6539	219	3	patterns	pattern	NOUN
ejpam-6539	219	4	and	and	CCONJ
ejpam-6539	219	5	links	link	NOUN
ejpam-6539	219	6	in	in	ADP
ejpam-6539	219	7	data	datum	NOUN
ejpam-6539	219	8	and	and	CCONJ
ejpam-6539	219	9	learning	learn	VERB
ejpam-6539	219	10	from	from	ADP
ejpam-6539	219	11	prior	prior	ADJ
ejpam-6539	219	12	mistakes	mistake	NOUN
ejpam-6539	219	13	,	,	PUNCT
ejpam-6539	219	14	pso	pso	NOUN
ejpam-6539	219	15	may	may	AUX
ejpam-6539	219	16	effectively	effectively	ADV
ejpam-6539	219	17	predict	predict	VERB
ejpam-6539	219	18	and	and	CCONJ
ejpam-6539	219	19	optimize	optimize	VERB
ejpam-6539	219	20	outcomes	outcome	NOUN
ejpam-6539	219	21	when	when	SCONJ
ejpam-6539	219	22	applied	apply	VERB
ejpam-6539	219	23	to	to	ADP
ejpam-6539	219	24	complex	complex	ADJ
ejpam-6539	219	25	non	non	ADJ
ejpam-6539	219	26	-	-	ADJ
ejpam-6539	219	27	linear	linear	ADJ
ejpam-6539	219	28	systems	system	NOUN
ejpam-6539	219	29	.	.	PUNCT
ejpam-6539	220	1	the	the	DET
ejpam-6539	220	2	functioning	functioning	NOUN
ejpam-6539	220	3	of	of	ADP
ejpam-6539	220	4	pso	pso	NOUN
ejpam-6539	220	5	and	and	CCONJ
ejpam-6539	220	6	the	the	DET
ejpam-6539	220	7	ihmm	ihmm	NOUN
ejpam-6539	220	8	-	-	PUNCT
ejpam-6539	220	9	frpso	frpso	NOUN
ejpam-6539	220	10	integrated	integrate	VERB
ejpam-6539	220	11	calibration	calibration	NOUN
ejpam-6539	220	12	with	with	ADP
ejpam-6539	220	13	pso	pso	NOUN
ejpam-6539	220	14	are	be	AUX
ejpam-6539	220	15	shown	show	VERB
ejpam-6539	220	16	in	in	ADP
ejpam-6539	220	17	figs	fig	NOUN
ejpam-6539	220	18	.	.	PUNCT
ejpam-6539	221	1	1	1	NUM
ejpam-6539	221	2	and	and	CCONJ
ejpam-6539	221	3	2	2	NUM
ejpam-6539	221	4	.	.	PUNCT
ejpam-6539	221	5	k.	k.	PROPN
ejpam-6539	221	6	kalpana	kalpana	PROPN
ejpam-6539	221	7	,	,	PUNCT
ejpam-6539	221	8	g.	g.	PROPN
ejpam-6539	221	9	kavitha	kavitha	PROPN
ejpam-6539	221	10	/	/	SYM
ejpam-6539	221	11	eur	eur	PROPN
ejpam-6539	221	12	.	.	PUNCT
ejpam-6539	222	1	j.	j.	PROPN
ejpam-6539	222	2	pure	pure	PROPN
ejpam-6539	222	3	appl	appl	PROPN
ejpam-6539	222	4	.	.	PROPN
ejpam-6539	222	5	math	math	PROPN
ejpam-6539	222	6	,	,	PUNCT
ejpam-6539	222	7	18	18	NUM
ejpam-6539	222	8	(	(	PUNCT
ejpam-6539	222	9	4	4	NUM
ejpam-6539	222	10	)	)	PUNCT
ejpam-6539	222	11	(	(	PUNCT
ejpam-6539	222	12	2025	2025	NUM
ejpam-6539	222	13	)	)	PUNCT
ejpam-6539	222	14	,	,	PUNCT
ejpam-6539	222	15	6539	6539	NUM
ejpam-6539	222	16	15	15	NUM
ejpam-6539	222	17	of	of	ADP
ejpam-6539	222	18	42	42	NUM
ejpam-6539	222	19	figure	figure	NOUN
ejpam-6539	222	20	1	1	NUM
ejpam-6539	222	21	:	:	PUNCT
ejpam-6539	222	22	particle	particle	NOUN
ejpam-6539	222	23	swarm	swarm	NOUN
ejpam-6539	222	24	optimization	optimization	NOUN
ejpam-6539	222	25	(	(	PUNCT
ejpam-6539	222	26	pso	pso	NOUN
ejpam-6539	222	27	)	)	PUNCT
ejpam-6539	222	28	workflow	workflow	NOUN
ejpam-6539	222	29	.	.	PUNCT
ejpam-6539	222	30	illustrates	illustrate	VERB
ejpam-6539	222	31	the	the	DET
ejpam-6539	222	32	pso	pso	NOUN
ejpam-6539	222	33	process	process	NOUN
ejpam-6539	222	34	including	include	VERB
ejpam-6539	222	35	initialization	initialization	NOUN
ejpam-6539	222	36	,	,	PUNCT
ejpam-6539	222	37	velocity	velocity	NOUN
ejpam-6539	222	38	update	update	NOUN
ejpam-6539	222	39	,	,	PUNCT
ejpam-6539	222	40	fitness	fitness	NOUN
ejpam-6539	222	41	evaluation	evaluation	NOUN
ejpam-6539	222	42	,	,	PUNCT
ejpam-6539	222	43	and	and	CCONJ
ejpam-6539	222	44	convergence	convergence	NOUN
ejpam-6539	222	45	.	.	PUNCT
ejpam-6539	223	1	4.2	4.2	NUM
ejpam-6539	223	2	.	.	PUNCT
ejpam-6539	223	3	step	step	NOUN
ejpam-6539	223	4	-	-	PUNCT
ejpam-6539	223	5	by	by	ADP
ejpam-6539	223	6	-	-	PUNCT
ejpam-6539	223	7	step	step	NOUN
ejpam-6539	223	8	procedure	procedure	NOUN
ejpam-6539	223	9	the	the	DET
ejpam-6539	223	10	ihmm	ihmm	NOUN
ejpam-6539	223	11	-	-	PUNCT
ejpam-6539	223	12	frpso	frpso	NOUN
ejpam-6539	223	13	electricity	electricity	NOUN
ejpam-6539	223	14	forecasting	forecasting	NOUN
ejpam-6539	223	15	system	system	NOUN
ejpam-6539	223	16	’s	’s	PART
ejpam-6539	223	17	steps	step	NOUN
ejpam-6539	223	18	are	be	AUX
ejpam-6539	223	19	as	as	SCONJ
ejpam-6539	223	20	follows	follow	VERB
ejpam-6539	223	21	:	:	PUNCT
ejpam-6539	223	22	step	step	NOUN
ejpam-6539	223	23	1	1	NUM
ejpam-6539	223	24	:	:	PUNCT
ejpam-6539	223	25	divide	divide	VERB
ejpam-6539	223	26	the	the	DET
ejpam-6539	223	27	data	datum	NOUN
ejpam-6539	223	28	set	set	VERB
ejpam-6539	223	29	into	into	ADP
ejpam-6539	223	30	equally	equally	ADV
ejpam-6539	223	31	spaced	space	VERB
ejpam-6539	223	32	sub	sub	NOUN
ejpam-6539	223	33	intervals	interval	NOUN
ejpam-6539	223	34	.	.	PUNCT
ejpam-6539	224	1	step	step	NOUN
ejpam-6539	224	2	2	2	NUM
ejpam-6539	224	3	:	:	PUNCT
ejpam-6539	224	4	using	use	VERB
ejpam-6539	224	5	an	an	DET
ejpam-6539	224	6	interval	interval	NOUN
ejpam-6539	224	7	-	-	PUNCT
ejpam-6539	224	8	valued	value	VERB
ejpam-6539	224	9	hmm	hmm	NOUN
ejpam-6539	224	10	,	,	PUNCT
ejpam-6539	224	11	initialize	initialize	VERB
ejpam-6539	224	12	the	the	DET
ejpam-6539	224	13	parameters	parameter	NOUN
ejpam-6539	224	14	for	for	ADP
ejpam-6539	224	15	the	the	DET
ejpam-6539	224	16	electricity	electricity	NOUN
ejpam-6539	224	17	market	market	NOUN
ejpam-6539	224	18	systems	system	NOUN
ejpam-6539	224	19	(	(	PUNCT
ejpam-6539	224	20	ems	ems	PROPN
ejpam-6539	224	21	)	)	PUNCT
ejpam-6539	224	22	.	.	PUNCT
ejpam-6539	225	1	step	step	NOUN
ejpam-6539	225	2	3	3	NUM
ejpam-6539	225	3	:	:	PUNCT
ejpam-6539	225	4	stating	state	VERB
ejpam-6539	225	5	how	how	SCONJ
ejpam-6539	225	6	many	many	ADJ
ejpam-6539	225	7	linguistic	linguistic	ADJ
ejpam-6539	225	8	variables	variable	NOUN
ejpam-6539	225	9	there	there	PRON
ejpam-6539	225	10	are	be	VERB
ejpam-6539	225	11	.	.	PUNCT
ejpam-6539	226	1	step	step	NOUN
ejpam-6539	226	2	4	4	NUM
ejpam-6539	226	3	:	:	PUNCT
ejpam-6539	226	4	declaring	declare	VERB
ejpam-6539	226	5	the	the	DET
ejpam-6539	226	6	”	"	PUNCT
ejpam-6539	226	7	n	n	CCONJ
ejpam-6539	226	8	”	"	PUNCT
ejpam-6539	226	9	number	number	NOUN
ejpam-6539	226	10	of	of	ADP
ejpam-6539	226	11	state	state	NOUN
ejpam-6539	226	12	variables	variable	NOUN
ejpam-6539	226	13	.	.	PUNCT
ejpam-6539	227	1	step	step	NOUN
ejpam-6539	227	2	5	5	NUM
ejpam-6539	227	3	:	:	PUNCT
ejpam-6539	227	4	declaring	declare	VERB
ejpam-6539	227	5	the	the	DET
ejpam-6539	227	6	”	"	PUNCT
ejpam-6539	227	7	m	m	NOUN
ejpam-6539	227	8	”	"	PUNCT
ejpam-6539	227	9	number	number	NOUN
ejpam-6539	227	10	of	of	ADP
ejpam-6539	227	11	observation	observation	NOUN
ejpam-6539	227	12	symbols	symbol	NOUN
ejpam-6539	227	13	.	.	PUNCT
ejpam-6539	228	1	k.	k.	PROPN
ejpam-6539	228	2	kalpana	kalpana	PROPN
ejpam-6539	228	3	,	,	PUNCT
ejpam-6539	228	4	g.	g.	PROPN
ejpam-6539	228	5	kavitha	kavitha	PROPN
ejpam-6539	228	6	/	/	SYM
ejpam-6539	228	7	eur	eur	PROPN
ejpam-6539	228	8	.	.	PUNCT
ejpam-6539	229	1	j.	j.	PROPN
ejpam-6539	229	2	pure	pure	PROPN
ejpam-6539	229	3	appl	appl	PROPN
ejpam-6539	229	4	.	.	PROPN
ejpam-6539	229	5	math	math	PROPN
ejpam-6539	229	6	,	,	PUNCT
ejpam-6539	229	7	18	18	NUM
ejpam-6539	229	8	(	(	PUNCT
ejpam-6539	229	9	4	4	NUM
ejpam-6539	229	10	)	)	PUNCT
ejpam-6539	229	11	(	(	PUNCT
ejpam-6539	229	12	2025	2025	NUM
ejpam-6539	229	13	)	)	PUNCT
ejpam-6539	229	14	,	,	PUNCT
ejpam-6539	229	15	6539	6539	NUM
ejpam-6539	229	16	16	16	NUM
ejpam-6539	229	17	of	of	ADP
ejpam-6539	229	18	42	42	NUM
ejpam-6539	229	19	figure	figure	NOUN
ejpam-6539	229	20	2	2	NUM
ejpam-6539	229	21	:	:	PUNCT
ejpam-6539	229	22	workflow	workflow	NOUN
ejpam-6539	229	23	of	of	ADP
ejpam-6539	229	24	the	the	DET
ejpam-6539	229	25	proposed	propose	VERB
ejpam-6539	229	26	ihmm	ihmm	NOUN
ejpam-6539	229	27	-	-	PUNCT
ejpam-6539	229	28	frpso	frpso	NOUN
ejpam-6539	229	29	model	model	NOUN
ejpam-6539	229	30	.	.	PUNCT
ejpam-6539	229	31	depicts	depict	VERB
ejpam-6539	229	32	the	the	DET
ejpam-6539	229	33	hybrid	hybrid	ADJ
ejpam-6539	229	34	model	model	NOUN
ejpam-6539	229	35	’s	’s	PART
ejpam-6539	229	36	architecture	architecture	NOUN
ejpam-6539	229	37	integrating	integrate	VERB
ejpam-6539	229	38	fuzzy	fuzzy	ADJ
ejpam-6539	229	39	relational	relational	ADJ
ejpam-6539	229	40	hmm	hmm	INTJ
ejpam-6539	229	41	and	and	CCONJ
ejpam-6539	229	42	pso	pso	NOUN
ejpam-6539	229	43	.	.	PUNCT
ejpam-6539	230	1	step	step	NOUN
ejpam-6539	230	2	6	6	NUM
ejpam-6539	230	3	:	:	PUNCT
ejpam-6539	230	4	involves	involve	VERB
ejpam-6539	230	5	estimating	estimate	VERB
ejpam-6539	230	6	the	the	DET
ejpam-6539	230	7	parameters	parameter	NOUN
ejpam-6539	230	8	of	of	ADP
ejpam-6539	230	9	the	the	DET
ejpam-6539	230	10	classical	classical	ADJ
ejpam-6539	230	11	hidden	hide	VERB
ejpam-6539	230	12	markov	markov	NOUN
ejpam-6539	230	13	model	model	NOUN
ejpam-6539	230	14	(	(	PUNCT
ejpam-6539	230	15	hmm	hmm	INTJ
ejpam-6539	230	16	)	)	PUNCT
ejpam-6539	230	17	,	,	PUNCT
ejpam-6539	230	18	namely	namely	ADV
ejpam-6539	230	19	the	the	DET
ejpam-6539	230	20	change	change	VERB
ejpam-6539	230	21	-	-	PUNCT
ejpam-6539	230	22	over	over	ADP
ejpam-6539	230	23	probability	probability	NOUN
ejpam-6539	230	24	matrix	matrix	NOUN
ejpam-6539	230	25	pij	pij	NOUN
ejpam-6539	230	26	of	of	ADP
ejpam-6539	230	27	dimension	dimension	NOUN
ejpam-6539	231	1	n×	n×	PROPN
ejpam-6539	231	2	n.	n.	NOUN
ejpam-6539	231	3	this	this	PRON
ejpam-6539	231	4	involves	involve	VERB
ejpam-6539	231	5	transitions	transition	NOUN
ejpam-6539	231	6	from	from	ADP
ejpam-6539	231	7	state	state	NOUN
ejpam-6539	231	8	i	i	PRON
ejpam-6539	231	9	to	to	ADP
ejpam-6539	231	10	state	state	PROPN
ejpam-6539	231	11	j	j	PROPN
ejpam-6539	231	12	,	,	PUNCT
ejpam-6539	231	13	where	where	SCONJ
ejpam-6539	231	14	each	each	DET
ejpam-6539	231	15	row	row	NOUN
ejpam-6539	231	16	of	of	ADP
ejpam-6539	231	17	the	the	DET
ejpam-6539	231	18	matrix	matrix	NOUN
ejpam-6539	231	19	sums	sum	NOUN
ejpam-6539	231	20	to	to	ADP
ejpam-6539	231	21	1	1	NUM
ejpam-6539	231	22	.	.	PUNCT
ejpam-6539	231	23	initially	initially	ADV
ejpam-6539	231	24	,	,	PUNCT
ejpam-6539	231	25	using	use	VERB
ejpam-6539	231	26	the	the	DET
ejpam-6539	231	27	classical	classical	ADJ
ejpam-6539	231	28	method	method	NOUN
ejpam-6539	231	29	,	,	PUNCT
ejpam-6539	231	30	the	the	DET
ejpam-6539	231	31	egression	egression	NOUN
ejpam-6539	231	32	probability	probability	NOUN
ejpam-6539	231	33	matrix	matrix	NOUN
ejpam-6539	231	34	of	of	ADP
ejpam-6539	231	35	dimension	dimension	NOUN
ejpam-6539	231	36	n×m	n×m	PROPN
ejpam-6539	231	37	and	and	CCONJ
ejpam-6539	231	38	the	the	DET
ejpam-6539	231	39	steady	steady	ADJ
ejpam-6539	231	40	state	state	NOUN
ejpam-6539	231	41	probability	probability	NOUN
ejpam-6539	231	42	matrix	matrix	NOUN
ejpam-6539	231	43	of	of	ADP
ejpam-6539	231	44	dimension	dimension	NOUN
ejpam-6539	231	45	1×	1×	NUM
ejpam-6539	231	46	n	n	CCONJ
ejpam-6539	231	47	were	be	AUX
ejpam-6539	231	48	created	create	VERB
ejpam-6539	231	49	.	.	PUNCT
ejpam-6539	232	1	step	step	NOUN
ejpam-6539	232	2	7	7	NUM
ejpam-6539	232	3	:	:	PUNCT
ejpam-6539	232	4	the	the	DET
ejpam-6539	232	5	matrix	matrix	NOUN
ejpam-6539	232	6	of	of	ADP
ejpam-6539	232	7	change	change	NOUN
ejpam-6539	232	8	-	-	PUNCT
ejpam-6539	232	9	over	over	ADP
ejpam-6539	232	10	probability	probability	NOUN
ejpam-6539	232	11	t	t	NOUN
ejpam-6539	232	12	is	be	AUX
ejpam-6539	232	13	defined	define	VERB
ejpam-6539	232	14	as	as	ADP
ejpam-6539	232	15	:	:	PUNCT
ejpam-6539	232	16	t	t	NOUN
ejpam-6539	232	17	=	=	SYM
ejpam-6539	232	18	t11	t11	PRON
ejpam-6539	232	19	·	·	PUNCT
ejpam-6539	232	20	·	·	PUNCT
ejpam-6539	232	21	·	·	PUNCT
ejpam-6539	232	22	t1n	t1n	ADV
ejpam-6539	232	23	...	...	PUNCT
ejpam-6539	232	24	.	.	PUNCT
ejpam-6539	232	25	.	.	PUNCT
ejpam-6539	232	26	.	.	PUNCT
ejpam-6539	233	1	...	...	PUNCT
ejpam-6539	234	1	tn1	tn1	X
ejpam-6539	234	2	·	·	PUNCT
ejpam-6539	235	1	·	·	PUNCT
ejpam-6539	235	2	·	·	PUNCT
ejpam-6539	235	3	tnn	tnn	PROPN
ejpam-6539	235	4			NUM
ejpam-6539	235	5	k.	k.	PROPN
ejpam-6539	235	6	kalpana	kalpana	PROPN
ejpam-6539	235	7	,	,	PUNCT
ejpam-6539	235	8	g.	g.	PROPN
ejpam-6539	235	9	kavitha	kavitha	PROPN
ejpam-6539	235	10	/	/	SYM
ejpam-6539	235	11	eur	eur	PROPN
ejpam-6539	235	12	.	.	PUNCT
ejpam-6539	236	1	j.	j.	PROPN
ejpam-6539	236	2	pure	pure	PROPN
ejpam-6539	236	3	appl	appl	PROPN
ejpam-6539	236	4	.	.	PROPN
ejpam-6539	236	5	math	math	PROPN
ejpam-6539	236	6	,	,	PUNCT
ejpam-6539	236	7	18	18	NUM
ejpam-6539	236	8	(	(	PUNCT
ejpam-6539	236	9	4	4	NUM
ejpam-6539	236	10	)	)	PUNCT
ejpam-6539	236	11	(	(	PUNCT
ejpam-6539	236	12	2025	2025	NUM
ejpam-6539	236	13	)	)	PUNCT
ejpam-6539	236	14	,	,	PUNCT
ejpam-6539	236	15	6539	6539	NUM
ejpam-6539	236	16	17	17	NUM
ejpam-6539	236	17	of	of	ADP
ejpam-6539	236	18	42	42	NUM
ejpam-6539	236	19	step	step	NOUN
ejpam-6539	236	20	8	8	NUM
ejpam-6539	236	21	:	:	PUNCT
ejpam-6539	236	22	the	the	DET
ejpam-6539	236	23	matrix	matrix	NOUN
ejpam-6539	236	24	of	of	ADP
ejpam-6539	236	25	egression	egression	NOUN
ejpam-6539	236	26	probability	probability	NOUN
ejpam-6539	236	27	e	e	NOUN
ejpam-6539	236	28	is	be	AUX
ejpam-6539	236	29	defined	define	VERB
ejpam-6539	236	30	as	as	ADP
ejpam-6539	236	31	:	:	PUNCT
ejpam-6539	236	32	e	e	X
ejpam-6539	236	33	=	=	X
ejpam-6539	236	34	e11	e11	X
ejpam-6539	236	35	·	·	PUNCT
ejpam-6539	236	36	·	·	PUNCT
ejpam-6539	236	37	·	·	PUNCT
ejpam-6539	237	1	e1	e1	NOUN
ejpam-6539	237	2	m	m	NOUN
ejpam-6539	237	3	...	...	PUNCT
ejpam-6539	237	4	.	.	PUNCT
ejpam-6539	237	5	.	.	PUNCT
ejpam-6539	237	6	.	.	PUNCT
ejpam-6539	238	1	...	...	PUNCT
ejpam-6539	238	2	en1	en1	PROPN
ejpam-6539	238	3	·	·	PUNCT
ejpam-6539	238	4	·	·	PUNCT
ejpam-6539	238	5	·	·	PUNCT
ejpam-6539	238	6	enm	enm	NOUN
ejpam-6539	238	7			NUM
ejpam-6539	238	8	step	step	NOUN
ejpam-6539	238	9	9	9	NUM
ejpam-6539	238	10	:	:	PUNCT
ejpam-6539	238	11	the	the	DET
ejpam-6539	238	12	matrix	matrix	NOUN
ejpam-6539	238	13	of	of	ADP
ejpam-6539	238	14	steady	steady	ADJ
ejpam-6539	238	15	state	state	NOUN
ejpam-6539	238	16	probability	probability	NOUN
ejpam-6539	238	17	s	s	VERB
ejpam-6539	238	18	is	be	AUX
ejpam-6539	238	19	defined	define	VERB
ejpam-6539	238	20	as	as	ADP
ejpam-6539	238	21	:	:	PUNCT
ejpam-6539	238	22	s	s	PART
ejpam-6539	238	23	=	=	PUNCT
ejpam-6539	239	1	[	[	X
ejpam-6539	239	2	π1	π1	NOUN
ejpam-6539	239	3	,	,	PUNCT
ejpam-6539	239	4	π2	π2	NOUN
ejpam-6539	239	5	,	,	PUNCT
ejpam-6539	239	6	.	.	PUNCT
ejpam-6539	239	7	.	.	PUNCT
ejpam-6539	239	8	.	.	PUNCT
ejpam-6539	240	1	,	,	PUNCT
ejpam-6539	240	2	πn	πn	ADP
ejpam-6539	240	3	]	]	X
ejpam-6539	240	4	step	step	NOUN
ejpam-6539	240	5	10	10	NUM
ejpam-6539	240	6	:	:	PUNCT
ejpam-6539	240	7	transform	transform	VERB
ejpam-6539	240	8	the	the	DET
ejpam-6539	240	9	transition	transition	NOUN
ejpam-6539	240	10	probability	probability	NOUN
ejpam-6539	240	11	matrix	matrix	NOUN
ejpam-6539	240	12	into	into	ADP
ejpam-6539	240	13	a	a	DET
ejpam-6539	240	14	fuzzy	fuzzy	ADJ
ejpam-6539	240	15	relation	relation	NOUN
ejpam-6539	240	16	matrix	matrix	NOUN
ejpam-6539	240	17	by	by	ADP
ejpam-6539	240	18	reinterpreting	reinterpret	VERB
ejpam-6539	240	19	the	the	DET
ejpam-6539	240	20	transition	transition	NOUN
ejpam-6539	240	21	probabilities	probability	NOUN
ejpam-6539	240	22	such	such	ADJ
ejpam-6539	240	23	that	that	SCONJ
ejpam-6539	240	24	the	the	DET
ejpam-6539	240	25	sum	sum	NOUN
ejpam-6539	240	26	of	of	ADP
ejpam-6539	240	27	the	the	DET
ejpam-6539	240	28	probabilities	probability	NOUN
ejpam-6539	240	29	in	in	ADP
ejpam-6539	240	30	a	a	DET
ejpam-6539	240	31	row	row	NOUN
ejpam-6539	240	32	need	need	NOUN
ejpam-6539	240	33	not	not	PART
ejpam-6539	240	34	be	be	AUX
ejpam-6539	240	35	equal	equal	ADJ
ejpam-6539	240	36	to	to	ADP
ejpam-6539	240	37	one	one	NUM
ejpam-6539	240	38	.	.	PUNCT
ejpam-6539	241	1	step	step	NOUN
ejpam-6539	241	2	11	11	NUM
ejpam-6539	241	3	:	:	PUNCT
ejpam-6539	241	4	normalize	normalize	VERB
ejpam-6539	241	5	the	the	DET
ejpam-6539	241	6	transition	transition	NOUN
ejpam-6539	241	7	matrix	matrix	NOUN
ejpam-6539	241	8	if	if	SCONJ
ejpam-6539	241	9	the	the	DET
ejpam-6539	241	10	entries	entry	NOUN
ejpam-6539	241	11	are	be	AUX
ejpam-6539	241	12	not	not	PART
ejpam-6539	241	13	within	within	ADP
ejpam-6539	241	14	the	the	DET
ejpam-6539	241	15	range	range	NOUN
ejpam-6539	241	16	[	[	X
ejpam-6539	241	17	0	0	NUM
ejpam-6539	241	18	,	,	PUNCT
ejpam-6539	241	19	1	1	NUM
ejpam-6539	241	20	]	]	PUNCT
ejpam-6539	241	21	.	.	PUNCT
ejpam-6539	242	1	step	step	NOUN
ejpam-6539	242	2	12	12	NUM
ejpam-6539	242	3	:	:	PUNCT
ejpam-6539	242	4	interpret	interpret	VERB
ejpam-6539	242	5	the	the	DET
ejpam-6539	242	6	transition	transition	NOUN
ejpam-6539	242	7	probabilities	probability	NOUN
ejpam-6539	242	8	as	as	ADP
ejpam-6539	242	9	membership	membership	NOUN
ejpam-6539	242	10	values	value	NOUN
ejpam-6539	242	11	for	for	ADP
ejpam-6539	242	12	the	the	DET
ejpam-6539	242	13	fuzzy	fuzzy	ADJ
ejpam-6539	242	14	relation	relation	NOUN
ejpam-6539	242	15	matrix	matrix	NOUN
ejpam-6539	242	16	.	.	PUNCT
ejpam-6539	243	1	step	step	NOUN
ejpam-6539	243	2	13	13	NUM
ejpam-6539	243	3	:	:	PUNCT
ejpam-6539	243	4	the	the	DET
ejpam-6539	243	5	proposed	propose	VERB
ejpam-6539	243	6	ihmm	ihmm	NOUN
ejpam-6539	243	7	-	-	PUNCT
ejpam-6539	243	8	frpso	frpso	NOUN
ejpam-6539	243	9	(	(	PUNCT
ejpam-6539	243	10	improved	improve	VERB
ejpam-6539	243	11	hidden	hide	VERB
ejpam-6539	243	12	markov	markov	NOUN
ejpam-6539	243	13	model	model	NOUN
ejpam-6539	243	14	with	with	ADP
ejpam-6539	243	15	fuzzy	fuzzy	ADJ
ejpam-6539	243	16	relation	relation	NOUN
ejpam-6539	243	17	and	and	CCONJ
ejpam-6539	243	18	particle	particle	NOUN
ejpam-6539	243	19	swarm	swarm	NOUN
ejpam-6539	243	20	optimization	optimization	NOUN
ejpam-6539	243	21	)	)	PUNCT
ejpam-6539	243	22	embedded	embed	VERB
ejpam-6539	243	23	with	with	ADP
ejpam-6539	243	24	standardization	standardization	NOUN
ejpam-6539	243	25	and	and	CCONJ
ejpam-6539	243	26	pso	pso	NOUN
ejpam-6539	243	27	is	be	AUX
ejpam-6539	243	28	used	use	VERB
ejpam-6539	243	29	for	for	ADP
ejpam-6539	243	30	parameter	parameter	NOUN
ejpam-6539	243	31	optimization	optimization	NOUN
ejpam-6539	243	32	of	of	ADP
ejpam-6539	243	33	dimension	dimension	NOUN
ejpam-6539	243	34	n×n	n×n	PROPN
ejpam-6539	243	35	in	in	ADP
ejpam-6539	243	36	electricity	electricity	NOUN
ejpam-6539	243	37	marketing	marketing	NOUN
ejpam-6539	243	38	systems	system	NOUN
ejpam-6539	243	39	(	(	PUNCT
ejpam-6539	243	40	ems	ems	PROPN
ejpam-6539	243	41	)	)	PUNCT
ejpam-6539	243	42	.	.	PUNCT
ejpam-6539	244	1	the	the	DET
ejpam-6539	244	2	collection	collection	NOUN
ejpam-6539	244	3	of	of	ADP
ejpam-6539	244	4	n×	n×	PROPN
ejpam-6539	244	5	n	n	PRON
ejpam-6539	244	6	parameters	parameter	NOUN
ejpam-6539	244	7	,	,	PUNCT
ejpam-6539	244	8	referred	refer	VERB
ejpam-6539	244	9	to	to	ADP
ejpam-6539	244	10	as	as	ADP
ejpam-6539	244	11	particles	particle	NOUN
ejpam-6539	244	12	,	,	PUNCT
ejpam-6539	244	13	comprise	comprise	VERB
ejpam-6539	244	14	the	the	DET
ejpam-6539	244	15	neuro	neuro	NOUN
ejpam-6539	244	16	-	-	PUNCT
ejpam-6539	244	17	evolution	evolution	NOUN
ejpam-6539	244	18	process	process	NOUN
ejpam-6539	244	19	,	,	PUNCT
ejpam-6539	244	20	and	and	CCONJ
ejpam-6539	244	21	are	be	AUX
ejpam-6539	244	22	primarily	primarily	ADV
ejpam-6539	244	23	dependent	dependent	ADJ
ejpam-6539	244	24	on	on	ADP
ejpam-6539	244	25	two	two	NUM
ejpam-6539	244	26	operators	operator	NOUN
ejpam-6539	244	27	—	—	PUNCT
ejpam-6539	244	28	the	the	DET
ejpam-6539	244	29	polymorphic	polymorphic	ADJ
ejpam-6539	244	30	code	code	NOUN
ejpam-6539	244	31	and	and	CCONJ
ejpam-6539	244	32	the	the	DET
ejpam-6539	244	33	self	self	NOUN
ejpam-6539	244	34	-	-	PUNCT
ejpam-6539	244	35	modifying	modify	VERB
ejpam-6539	244	36	code	code	NOUN
ejpam-6539	244	37	—	—	PUNCT
ejpam-6539	244	38	to	to	PART
ejpam-6539	244	39	generate	generate	VERB
ejpam-6539	244	40	new	new	ADJ
ejpam-6539	244	41	solutions	solution	NOUN
ejpam-6539	244	42	.	.	PUNCT
ejpam-6539	245	1	step	step	NOUN
ejpam-6539	245	2	14	14	NUM
ejpam-6539	245	3	:	:	PUNCT
ejpam-6539	245	4	parameter	parameter	NOUN
ejpam-6539	245	5	optimization	optimization	NOUN
ejpam-6539	245	6	of	of	ADP
ejpam-6539	245	7	dimension	dimension	NOUN
ejpam-6539	245	8	n	n	CCONJ
ejpam-6539	245	9	×	×	NOUN
ejpam-6539	245	10	n	n	CCONJ
ejpam-6539	245	11	in	in	ADP
ejpam-6539	245	12	ems	ems	PROPN
ejpam-6539	245	13	using	use	VERB
ejpam-6539	245	14	pso	pso	NOUN
ejpam-6539	245	15	terminates	terminate	VERB
ejpam-6539	245	16	when	when	SCONJ
ejpam-6539	245	17	the	the	DET
ejpam-6539	245	18	ihmm	ihmm	NOUN
ejpam-6539	245	19	-	-	PUNCT
ejpam-6539	245	20	frpso	frpso	NOUN
ejpam-6539	245	21	convergence	convergence	NOUN
ejpam-6539	245	22	criteria	criterion	NOUN
ejpam-6539	245	23	and	and	CCONJ
ejpam-6539	245	24	fitness	fitness	NOUN
ejpam-6539	245	25	evaluation	evaluation	NOUN
ejpam-6539	245	26	thresholds	threshold	NOUN
ejpam-6539	245	27	are	be	AUX
ejpam-6539	245	28	satisfied	satisfied	ADJ
ejpam-6539	245	29	.	.	PUNCT
ejpam-6539	246	1	step	step	NOUN
ejpam-6539	246	2	15	15	NUM
ejpam-6539	246	3	:	:	PUNCT
ejpam-6539	246	4	the	the	DET
ejpam-6539	246	5	most	most	ADV
ejpam-6539	246	6	likely	likely	ADJ
ejpam-6539	246	7	probability	probability	NOUN
ejpam-6539	246	8	value	value	NOUN
ejpam-6539	246	9	from	from	ADP
ejpam-6539	246	10	the	the	DET
ejpam-6539	246	11	hmppsom	hmppsom	NOUN
ejpam-6539	246	12	steady	steady	ADJ
ejpam-6539	246	13	-	-	PUNCT
ejpam-6539	246	14	state	state	NOUN
ejpam-6539	246	15	probability	probability	NOUN
ejpam-6539	246	16	matrix	matrix	NOUN
ejpam-6539	246	17	is	be	AUX
ejpam-6539	246	18	used	use	VERB
ejpam-6539	246	19	in	in	ADP
ejpam-6539	246	20	computing	compute	VERB
ejpam-6539	246	21	the	the	DET
ejpam-6539	246	22	prediction	prediction	NOUN
ejpam-6539	246	23	value	value	NOUN
ejpam-6539	246	24	.	.	PUNCT
ejpam-6539	247	1	step	step	NOUN
ejpam-6539	247	2	16	16	NUM
ejpam-6539	247	3	:	:	PUNCT
ejpam-6539	247	4	to	to	PART
ejpam-6539	247	5	compute	compute	VERB
ejpam-6539	247	6	performance	performance	NOUN
ejpam-6539	247	7	metrics	metric	NOUN
ejpam-6539	247	8	such	such	ADJ
ejpam-6539	247	9	as	as	ADP
ejpam-6539	247	10	mean	mean	NOUN
ejpam-6539	247	11	squared	square	VERB
ejpam-6539	247	12	error	error	NOUN
ejpam-6539	247	13	(	(	PUNCT
ejpam-6539	247	14	mse	mse	NOUN
ejpam-6539	247	15	)	)	PUNCT
ejpam-6539	247	16	,	,	PUNCT
ejpam-6539	247	17	root	root	NOUN
ejpam-6539	247	18	mean	mean	VERB
ejpam-6539	247	19	squared	square	VERB
ejpam-6539	247	20	error	error	NOUN
ejpam-6539	247	21	(	(	PUNCT
ejpam-6539	247	22	rmse	rmse	NOUN
ejpam-6539	247	23	)	)	PUNCT
ejpam-6539	247	24	,	,	PUNCT
ejpam-6539	247	25	and	and	CCONJ
ejpam-6539	247	26	mean	mean	VERB
ejpam-6539	247	27	absolute	absolute	ADJ
ejpam-6539	247	28	percentage	percentage	NOUN
ejpam-6539	247	29	error	error	NOUN
ejpam-6539	247	30	(	(	PUNCT
ejpam-6539	247	31	mape	mape	NOUN
ejpam-6539	247	32	)	)	PUNCT
ejpam-6539	247	33	,	,	PUNCT
ejpam-6539	247	34	matlab	matlab	PROPN
ejpam-6539	247	35	code	code	PROPN
ejpam-6539	247	36	is	be	AUX
ejpam-6539	247	37	used	use	VERB
ejpam-6539	247	38	to	to	PART
ejpam-6539	247	39	define	define	VERB
ejpam-6539	247	40	the	the	DET
ejpam-6539	247	41	constraint	constraint	NOUN
ejpam-6539	247	42	variables	variable	NOUN
ejpam-6539	247	43	for	for	ADP
ejpam-6539	247	44	optimization	optimization	NOUN
ejpam-6539	247	45	in	in	ADP
ejpam-6539	247	46	pso	pso	NOUN
ejpam-6539	247	47	.	.	PUNCT
ejpam-6539	248	1	these	these	DET
ejpam-6539	248	2	metrics	metric	NOUN
ejpam-6539	248	3	are	be	AUX
ejpam-6539	248	4	formulated	formulate	VERB
ejpam-6539	248	5	as	as	ADP
ejpam-6539	248	6	objective	objective	ADJ
ejpam-6539	248	7	error	error	NOUN
ejpam-6539	248	8	functions	function	NOUN
ejpam-6539	248	9	,	,	PUNCT
ejpam-6539	248	10	and	and	CCONJ
ejpam-6539	248	11	the	the	DET
ejpam-6539	248	12	results	result	NOUN
ejpam-6539	248	13	are	be	AUX
ejpam-6539	248	14	then	then	ADV
ejpam-6539	248	15	tabulated	tabulate	VERB
ejpam-6539	248	16	and	and	CCONJ
ejpam-6539	248	17	plotted	plot	VERB
ejpam-6539	248	18	.	.	PUNCT
ejpam-6539	249	1	(	(	PUNCT
ejpam-6539	249	2	1	1	X
ejpam-6539	249	3	)	)	PUNCT
ejpam-6539	249	4	data	datum	NOUN
ejpam-6539	249	5	preprocessing	preprocessing	NOUN
ejpam-6539	249	6	:	:	PUNCT
ejpam-6539	249	7	•	•	ADP
ejpam-6539	249	8	collect	collect	VERB
ejpam-6539	249	9	historical	historical	ADJ
ejpam-6539	249	10	market	market	NOUN
ejpam-6539	249	11	clearing	clearing	NOUN
ejpam-6539	249	12	price	price	NOUN
ejpam-6539	249	13	(	(	PUNCT
ejpam-6539	249	14	mcp	mcp	PROPN
ejpam-6539	249	15	)	)	PUNCT
ejpam-6539	249	16	and	and	CCONJ
ejpam-6539	249	17	market	market	NOUN
ejpam-6539	249	18	clearing	clearing	NOUN
ejpam-6539	249	19	volume	volume	NOUN
ejpam-6539	249	20	(	(	PUNCT
ejpam-6539	249	21	mcv	mcv	PROPN
ejpam-6539	249	22	)	)	PUNCT
ejpam-6539	249	23	data	datum	NOUN
ejpam-6539	249	24	from	from	ADP
ejpam-6539	249	25	the	the	DET
ejpam-6539	249	26	indian	indian	ADJ
ejpam-6539	249	27	energy	energy	NOUN
ejpam-6539	249	28	exchange	exchange	PROPN
ejpam-6539	249	29	(	(	PUNCT
ejpam-6539	249	30	iex	iex	PROPN
ejpam-6539	249	31	)	)	PUNCT
ejpam-6539	249	32	for	for	ADP
ejpam-6539	249	33	both	both	CCONJ
ejpam-6539	249	34	the	the	DET
ejpam-6539	249	35	day	day	NOUN
ejpam-6539	249	36	-	-	PUNCT
ejpam-6539	249	37	ahead	ahead	NOUN
ejpam-6539	249	38	market	market	NOUN
ejpam-6539	249	39	(	(	PUNCT
ejpam-6539	249	40	dam	dam	NOUN
ejpam-6539	249	41	)	)	PUNCT
ejpam-6539	249	42	and	and	CCONJ
ejpam-6539	249	43	real	real	ADJ
ejpam-6539	249	44	-	-	PUNCT
ejpam-6539	249	45	time	time	NOUN
ejpam-6539	249	46	market	market	NOUN
ejpam-6539	249	47	(	(	PUNCT
ejpam-6539	249	48	rtm	rtm	NOUN
ejpam-6539	249	49	)	)	PUNCT
ejpam-6539	249	50	.	.	PUNCT
ejpam-6539	250	1	•	•	NUM
ejpam-6539	250	2	normalize	normalize	VERB
ejpam-6539	250	3	the	the	DET
ejpam-6539	250	4	datasets	dataset	NOUN
ejpam-6539	250	5	to	to	PART
ejpam-6539	250	6	eliminate	eliminate	VERB
ejpam-6539	250	7	scale	scale	NOUN
ejpam-6539	250	8	effects	effect	NOUN
ejpam-6539	250	9	.	.	PUNCT
ejpam-6539	251	1	•	•	NUM
ejpam-6539	251	2	split	split	VERB
ejpam-6539	251	3	the	the	DET
ejpam-6539	251	4	datasets	dataset	NOUN
ejpam-6539	251	5	into	into	ADP
ejpam-6539	251	6	training	training	NOUN
ejpam-6539	251	7	and	and	CCONJ
ejpam-6539	251	8	testing	testing	NOUN
ejpam-6539	251	9	subsets	subset	NOUN
ejpam-6539	251	10	.	.	PUNCT
ejpam-6539	252	1	(	(	PUNCT
ejpam-6539	252	2	2	2	X
ejpam-6539	252	3	)	)	PUNCT
ejpam-6539	252	4	construction	construction	NOUN
ejpam-6539	252	5	of	of	ADP
ejpam-6539	252	6	observation	observation	NOUN
ejpam-6539	252	7	symbols	symbol	NOUN
ejpam-6539	252	8	and	and	CCONJ
ejpam-6539	252	9	fuzzy	fuzzy	ADJ
ejpam-6539	252	10	rule	rule	NOUN
ejpam-6539	252	11	base	base	NOUN
ejpam-6539	252	12	:	:	PUNCT
ejpam-6539	252	13	•	•	ADP
ejpam-6539	252	14	discretize	discretize	NOUN
ejpam-6539	252	15	normalized	normalize	VERB
ejpam-6539	252	16	mcp	mcp	PROPN
ejpam-6539	252	17	/	/	SYM
ejpam-6539	252	18	mcv	mcv	PROPN
ejpam-6539	252	19	values	value	NOUN
ejpam-6539	252	20	into	into	ADP
ejpam-6539	252	21	linguistic	linguistic	ADJ
ejpam-6539	252	22	observation	observation	NOUN
ejpam-6539	252	23	symbols	symbol	NOUN
ejpam-6539	252	24	based	base	VERB
ejpam-6539	252	25	on	on	ADP
ejpam-6539	252	26	price	price	NOUN
ejpam-6539	252	27	/	/	SYM
ejpam-6539	252	28	volume	volume	NOUN
ejpam-6539	252	29	change	change	NOUN
ejpam-6539	252	30	intervals	interval	NOUN
ejpam-6539	252	31	.	.	PUNCT
ejpam-6539	253	1	k.	k.	PROPN
ejpam-6539	253	2	kalpana	kalpana	PROPN
ejpam-6539	253	3	,	,	PUNCT
ejpam-6539	253	4	g.	g.	PROPN
ejpam-6539	253	5	kavitha	kavitha	PROPN
ejpam-6539	253	6	/	/	SYM
ejpam-6539	253	7	eur	eur	PROPN
ejpam-6539	253	8	.	.	PUNCT
ejpam-6539	254	1	j.	j.	PROPN
ejpam-6539	254	2	pure	pure	PROPN
ejpam-6539	254	3	appl	appl	PROPN
ejpam-6539	254	4	.	.	PROPN
ejpam-6539	254	5	math	math	PROPN
ejpam-6539	254	6	,	,	PUNCT
ejpam-6539	254	7	18	18	NUM
ejpam-6539	254	8	(	(	PUNCT
ejpam-6539	254	9	4	4	NUM
ejpam-6539	254	10	)	)	PUNCT
ejpam-6539	254	11	(	(	PUNCT
ejpam-6539	254	12	2025	2025	NUM
ejpam-6539	254	13	)	)	PUNCT
ejpam-6539	254	14	,	,	PUNCT
ejpam-6539	254	15	6539	6539	NUM
ejpam-6539	254	16	18	18	NUM
ejpam-6539	254	17	of	of	ADP
ejpam-6539	254	18	42	42	NUM
ejpam-6539	254	19	•	•	NOUN
ejpam-6539	254	20	define	define	VERB
ejpam-6539	254	21	fuzzy	fuzzy	ADJ
ejpam-6539	254	22	membership	membership	NOUN
ejpam-6539	254	23	functions	function	NOUN
ejpam-6539	254	24	for	for	ADP
ejpam-6539	254	25	each	each	DET
ejpam-6539	254	26	observation	observation	NOUN
ejpam-6539	254	27	symbol	symbol	NOUN
ejpam-6539	254	28	.	.	PUNCT
ejpam-6539	255	1	•	•	NUM
ejpam-6539	255	2	build	build	VERB
ejpam-6539	255	3	the	the	DET
ejpam-6539	255	4	fuzzy	fuzzy	ADJ
ejpam-6539	255	5	relational	relational	ADJ
ejpam-6539	255	6	rule	rule	NOUN
ejpam-6539	255	7	base	base	NOUN
ejpam-6539	255	8	capturing	capture	VERB
ejpam-6539	255	9	the	the	DET
ejpam-6539	255	10	mapping	mapping	NOUN
ejpam-6539	255	11	between	between	ADP
ejpam-6539	255	12	hidden	hide	VERB
ejpam-6539	255	13	states	state	NOUN
ejpam-6539	255	14	and	and	CCONJ
ejpam-6539	255	15	observed	observed	ADJ
ejpam-6539	255	16	symbols	symbol	NOUN
ejpam-6539	255	17	.	.	PUNCT
ejpam-6539	256	1	(	(	PUNCT
ejpam-6539	256	2	3	3	X
ejpam-6539	256	3	)	)	PUNCT
ejpam-6539	256	4	initialization	initialization	NOUN
ejpam-6539	256	5	of	of	ADP
ejpam-6539	256	6	hmm	hmm	INTJ
ejpam-6539	256	7	and	and	CCONJ
ejpam-6539	256	8	fuzzy	fuzzy	ADJ
ejpam-6539	256	9	matrices	matrix	NOUN
ejpam-6539	256	10	:	:	PUNCT
ejpam-6539	256	11	•	•	ADV
ejpam-6539	256	12	initialize	initialize	VERB
ejpam-6539	256	13	the	the	DET
ejpam-6539	256	14	initial	initial	ADJ
ejpam-6539	256	15	state	state	NOUN
ejpam-6539	256	16	probability	probability	NOUN
ejpam-6539	256	17	vector	vector	NOUN
ejpam-6539	256	18	π	π	PROPN
ejpam-6539	256	19	,	,	PUNCT
ejpam-6539	256	20	transition	transition	NOUN
ejpam-6539	256	21	matrix	matrix	NOUN
ejpam-6539	256	22	a	a	PRON
ejpam-6539	256	23	,	,	PUNCT
ejpam-6539	256	24	and	and	CCONJ
ejpam-6539	256	25	emission	emission	NOUN
ejpam-6539	256	26	matrix	matrix	NOUN
ejpam-6539	256	27	b	b	NOUN
ejpam-6539	256	28	using	use	VERB
ejpam-6539	256	29	standard	standard	ADJ
ejpam-6539	256	30	hmm	hmm	INTJ
ejpam-6539	256	31	training	training	NOUN
ejpam-6539	256	32	methods	method	NOUN
ejpam-6539	256	33	.	.	PUNCT
ejpam-6539	257	1	•	•	NUM
ejpam-6539	257	2	convert	convert	VERB
ejpam-6539	257	3	probability	probability	NOUN
ejpam-6539	257	4	values	value	NOUN
ejpam-6539	257	5	into	into	ADP
ejpam-6539	257	6	interval	interval	NOUN
ejpam-6539	257	7	-	-	PUNCT
ejpam-6539	257	8	valued	value	VERB
ejpam-6539	257	9	intuitionistic	intuitionistic	ADJ
ejpam-6539	257	10	fuzzy	fuzzy	ADJ
ejpam-6539	257	11	numbers	number	NOUN
ejpam-6539	257	12	with	with	ADP
ejpam-6539	257	13	associated	associated	ADJ
ejpam-6539	257	14	membership	membership	NOUN
ejpam-6539	257	15	,	,	PUNCT
ejpam-6539	257	16	non	non	ADJ
ejpam-6539	257	17	-	-	NOUN
ejpam-6539	257	18	membership	membership	NOUN
ejpam-6539	257	19	,	,	PUNCT
ejpam-6539	257	20	and	and	CCONJ
ejpam-6539	257	21	hesitation	hesitation	NOUN
ejpam-6539	257	22	degrees	degree	NOUN
ejpam-6539	257	23	.	.	PUNCT
ejpam-6539	258	1	(	(	PUNCT
ejpam-6539	258	2	4	4	X
ejpam-6539	258	3	)	)	PUNCT
ejpam-6539	258	4	pso	pso	NOUN
ejpam-6539	258	5	-	-	PUNCT
ejpam-6539	258	6	based	base	VERB
ejpam-6539	258	7	tuning	tuning	NOUN
ejpam-6539	258	8	of	of	ADP
ejpam-6539	258	9	parameters	parameter	NOUN
ejpam-6539	258	10	:	:	PUNCT
ejpam-6539	258	11	•	•	NUM
ejpam-6539	258	12	encode	encode	PROPN
ejpam-6539	258	13	π	π	PROPN
ejpam-6539	258	14	,	,	PUNCT
ejpam-6539	258	15	a	a	PRON
ejpam-6539	258	16	,	,	PUNCT
ejpam-6539	258	17	and	and	CCONJ
ejpam-6539	258	18	b	b	NOUN
ejpam-6539	258	19	as	as	ADP
ejpam-6539	258	20	particle	particle	NOUN
ejpam-6539	258	21	positions	position	NOUN
ejpam-6539	258	22	in	in	ADP
ejpam-6539	258	23	the	the	DET
ejpam-6539	258	24	pso	pso	NOUN
ejpam-6539	258	25	search	search	NOUN
ejpam-6539	258	26	space	space	NOUN
ejpam-6539	258	27	.	.	PUNCT
ejpam-6539	259	1	•	•	NOUN
ejpam-6539	259	2	for	for	ADP
ejpam-6539	259	3	each	each	DET
ejpam-6539	259	4	particle	particle	NOUN
ejpam-6539	259	5	,	,	PUNCT
ejpam-6539	259	6	decode	decode	ADJ
ejpam-6539	259	7	parameters	parameter	NOUN
ejpam-6539	259	8	into	into	ADP
ejpam-6539	259	9	an	an	DET
ejpam-6539	259	10	ihmm	ihmm	NOUN
ejpam-6539	259	11	,	,	PUNCT
ejpam-6539	259	12	run	run	VERB
ejpam-6539	259	13	the	the	DET
ejpam-6539	259	14	forecasting	forecasting	NOUN
ejpam-6539	259	15	task	task	NOUN
ejpam-6539	259	16	on	on	ADP
ejpam-6539	259	17	validation	validation	NOUN
ejpam-6539	259	18	data	datum	NOUN
ejpam-6539	259	19	,	,	PUNCT
ejpam-6539	259	20	and	and	CCONJ
ejpam-6539	259	21	compute	compute	VERB
ejpam-6539	259	22	the	the	DET
ejpam-6539	259	23	fitness	fitness	NOUN
ejpam-6539	259	24	score	score	NOUN
ejpam-6539	259	25	(	(	PUNCT
ejpam-6539	259	26	e.g.	e.g.	ADV
ejpam-6539	259	27	,	,	PUNCT
ejpam-6539	259	28	mape	mape	NOUN
ejpam-6539	259	29	)	)	PUNCT
ejpam-6539	259	30	.	.	PUNCT
ejpam-6539	260	1	•	•	NUM
ejpam-6539	260	2	update	update	NOUN
ejpam-6539	260	3	particle	particle	NOUN
ejpam-6539	260	4	velocities	velocity	NOUN
ejpam-6539	260	5	and	and	CCONJ
ejpam-6539	260	6	positions	position	NOUN
ejpam-6539	260	7	according	accord	VERB
ejpam-6539	260	8	to	to	ADP
ejpam-6539	260	9	pso	pso	NOUN
ejpam-6539	260	10	rules	rule	NOUN
ejpam-6539	260	11	until	until	SCONJ
ejpam-6539	260	12	convergence	convergence	NOUN
ejpam-6539	260	13	criteria	criterion	NOUN
ejpam-6539	260	14	are	be	AUX
ejpam-6539	260	15	met	meet	VERB
ejpam-6539	260	16	(	(	PUNCT
ejpam-6539	260	17	e.g.	e.g.	ADV
ejpam-6539	260	18	,	,	PUNCT
ejpam-6539	260	19	fitness	fitness	NOUN
ejpam-6539	260	20	stagnation	stagnation	NOUN
ejpam-6539	260	21	or	or	CCONJ
ejpam-6539	260	22	maximum	maximum	ADJ
ejpam-6539	260	23	iteration	iteration	NOUN
ejpam-6539	260	24	limit	limit	NOUN
ejpam-6539	260	25	)	)	PUNCT
ejpam-6539	260	26	.	.	PUNCT
ejpam-6539	261	1	(	(	PUNCT
ejpam-6539	261	2	5	5	X
ejpam-6539	261	3	)	)	PUNCT
ejpam-6539	261	4	prediction	prediction	NOUN
ejpam-6539	261	5	logic	logic	NOUN
ejpam-6539	261	6	(	(	PUNCT
ejpam-6539	261	7	viterbi	viterbi	NOUN
ejpam-6539	261	8	-	-	PUNCT
ejpam-6539	261	9	based	base	VERB
ejpam-6539	261	10	decoding	decoding	NOUN
ejpam-6539	261	11	):	):	PUNCT
ejpam-6539	261	12	•	•	X
ejpam-6539	261	13	use	use	VERB
ejpam-6539	261	14	the	the	DET
ejpam-6539	261	15	pso	pso	NOUN
ejpam-6539	261	16	-	-	PUNCT
ejpam-6539	261	17	optimized	optimize	VERB
ejpam-6539	261	18	π	π	PROPN
ejpam-6539	261	19	,	,	PUNCT
ejpam-6539	261	20	a	a	PRON
ejpam-6539	261	21	,	,	PUNCT
ejpam-6539	261	22	and	and	CCONJ
ejpam-6539	261	23	b	b	NOUN
ejpam-6539	261	24	parameters	parameter	NOUN
ejpam-6539	261	25	to	to	PART
ejpam-6539	261	26	perform	perform	VERB
ejpam-6539	261	27	viterbi	viterbi	NOUN
ejpam-6539	261	28	decoding	decode	VERB
ejpam-6539	261	29	and	and	CCONJ
ejpam-6539	261	30	determine	determine	VERB
ejpam-6539	261	31	the	the	DET
ejpam-6539	261	32	most	most	ADV
ejpam-6539	261	33	probable	probable	ADJ
ejpam-6539	261	34	hidden	hide	VERB
ejpam-6539	261	35	state	state	NOUN
ejpam-6539	261	36	sequence	sequence	NOUN
ejpam-6539	261	37	.	.	PUNCT
ejpam-6539	262	1	•	•	NOUN
ejpam-6539	262	2	generate	generate	VERB
ejpam-6539	262	3	mcp	mcp	PROPN
ejpam-6539	262	4	and	and	CCONJ
ejpam-6539	262	5	mcv	mcv	PROPN
ejpam-6539	262	6	forecasts	forecast	NOUN
ejpam-6539	262	7	based	base	VERB
ejpam-6539	262	8	on	on	ADP
ejpam-6539	262	9	the	the	DET
ejpam-6539	262	10	inferred	infer	VERB
ejpam-6539	262	11	states	state	NOUN
ejpam-6539	262	12	and	and	CCONJ
ejpam-6539	262	13	fuzzy	fuzzy	ADJ
ejpam-6539	262	14	relational	relational	ADJ
ejpam-6539	262	15	outputs	output	NOUN
ejpam-6539	262	16	.	.	PUNCT
ejpam-6539	263	1	(	(	PUNCT
ejpam-6539	263	2	6	6	NUM
ejpam-6539	263	3	)	)	PUNCT
ejpam-6539	263	4	performance	performance	NOUN
ejpam-6539	263	5	metrics	metric	NOUN
ejpam-6539	263	6	definition	definition	NOUN
ejpam-6539	263	7	:	:	PUNCT
ejpam-6539	263	8	•	•	NUM
ejpam-6539	263	9	mape	mape	NOUN
ejpam-6539	263	10	(	(	PUNCT
ejpam-6539	263	11	%	%	INTJ
ejpam-6539	263	12	):	):	PUNCT
ejpam-6539	263	13	measures	measure	NOUN
ejpam-6539	263	14	the	the	DET
ejpam-6539	263	15	average	average	ADJ
ejpam-6539	263	16	absolute	absolute	ADJ
ejpam-6539	263	17	percentage	percentage	NOUN
ejpam-6539	263	18	deviation	deviation	NOUN
ejpam-6539	263	19	between	between	ADP
ejpam-6539	263	20	forecasts	forecast	NOUN
ejpam-6539	263	21	and	and	CCONJ
ejpam-6539	263	22	actual	actual	ADJ
ejpam-6539	263	23	values	value	NOUN
ejpam-6539	263	24	.	.	PUNCT
ejpam-6539	264	1	•	•	NUM
ejpam-6539	264	2	mse	mse	PROPN
ejpam-6539	264	3	:	:	PUNCT
ejpam-6539	264	4	penalizes	penalize	VERB
ejpam-6539	264	5	large	large	ADJ
ejpam-6539	264	6	errors	error	NOUN
ejpam-6539	264	7	by	by	ADP
ejpam-6539	264	8	squaring	square	VERB
ejpam-6539	264	9	deviations	deviation	NOUN
ejpam-6539	264	10	.	.	PUNCT
ejpam-6539	265	1	•	•	NUM
ejpam-6539	265	2	rmse	rmse	NOUN
ejpam-6539	265	3	:	:	PUNCT
ejpam-6539	265	4	square	square	ADJ
ejpam-6539	265	5	root	root	NOUN
ejpam-6539	265	6	of	of	ADP
ejpam-6539	265	7	mse	mse	NOUN
ejpam-6539	265	8	,	,	PUNCT
ejpam-6539	265	9	interpretable	interpretable	ADJ
ejpam-6539	265	10	in	in	ADP
ejpam-6539	265	11	the	the	DET
ejpam-6539	265	12	original	original	ADJ
ejpam-6539	265	13	price	price	NOUN
ejpam-6539	265	14	/	/	SYM
ejpam-6539	265	15	volume	volume	NOUN
ejpam-6539	265	16	units	unit	NOUN
ejpam-6539	265	17	.	.	PUNCT
ejpam-6539	266	1	4.3	4.3	NUM
ejpam-6539	266	2	.	.	PUNCT
ejpam-6539	266	3	novelty	novelty	NOUN
ejpam-6539	266	4	and	and	CCONJ
ejpam-6539	266	5	contributions	contribution	NOUN
ejpam-6539	266	6	4.3.1	4.3.1	NUM
ejpam-6539	266	7	.	.	PUNCT
ejpam-6539	266	8	novelty	novelty	NOUN
ejpam-6539	266	9	and	and	CCONJ
ejpam-6539	266	10	comparative	comparative	ADJ
ejpam-6539	266	11	innovation	innovation	NOUN
ejpam-6539	266	12	embedding	embed	VERB
ejpam-6539	266	13	intuitionistic	intuitionistic	ADJ
ejpam-6539	266	14	fuzziness	fuzziness	NOUN
ejpam-6539	266	15	into	into	ADP
ejpam-6539	266	16	hmm	hmm	NOUN
ejpam-6539	266	17	transitions	transition	NOUN
ejpam-6539	266	18	/	/	SYM
ejpam-6539	266	19	emissions	emission	NOUN
ejpam-6539	266	20	:	:	PUNCT
ejpam-6539	266	21	unlike	unlike	ADP
ejpam-6539	266	22	classical	classical	ADJ
ejpam-6539	266	23	fhmms	fhmms	NOUN
ejpam-6539	266	24	,	,	PUNCT
ejpam-6539	266	25	the	the	DET
ejpam-6539	266	26	proposed	propose	VERB
ejpam-6539	266	27	ihmm	ihmm	NOUN
ejpam-6539	266	28	redefines	redefine	VERB
ejpam-6539	266	29	both	both	DET
ejpam-6539	266	30	transition	transition	NOUN
ejpam-6539	266	31	and	and	CCONJ
ejpam-6539	266	32	emission	emission	NOUN
ejpam-6539	266	33	probabilities	probability	NOUN
ejpam-6539	266	34	as	as	ADP
ejpam-6539	266	35	interval	interval	NOUN
ejpam-6539	266	36	-	-	PUNCT
ejpam-6539	266	37	valued	value	VERB
ejpam-6539	266	38	intuitionistic	intuitionistic	ADJ
ejpam-6539	266	39	fuzzy	fuzzy	ADJ
ejpam-6539	266	40	numbers	number	NOUN
ejpam-6539	266	41	,	,	PUNCT
ejpam-6539	266	42	allowing	allow	VERB
ejpam-6539	266	43	representation	representation	NOUN
ejpam-6539	266	44	of	of	ADP
ejpam-6539	266	45	membership	membership	NOUN
ejpam-6539	266	46	,	,	PUNCT
ejpam-6539	266	47	non	non	ADJ
ejpam-6539	266	48	-	-	NOUN
ejpam-6539	266	49	membership	membership	NOUN
ejpam-6539	266	50	,	,	PUNCT
ejpam-6539	266	51	and	and	CCONJ
ejpam-6539	266	52	hesitation	hesitation	NOUN
ejpam-6539	266	53	degrees	degree	NOUN
ejpam-6539	266	54	.	.	PUNCT
ejpam-6539	267	1	this	this	PRON
ejpam-6539	267	2	provides	provide	VERB
ejpam-6539	267	3	a	a	DET
ejpam-6539	267	4	richer	rich	ADJ
ejpam-6539	267	5	and	and	CCONJ
ejpam-6539	267	6	more	more	ADV
ejpam-6539	267	7	flexible	flexible	ADJ
ejpam-6539	267	8	modeling	modeling	NOUN
ejpam-6539	267	9	of	of	ADP
ejpam-6539	267	10	uncertainty	uncertainty	NOUN
ejpam-6539	267	11	in	in	ADP
ejpam-6539	267	12	volatile	volatile	ADJ
ejpam-6539	267	13	electricity	electricity	NOUN
ejpam-6539	267	14	markets	market	NOUN
ejpam-6539	267	15	.	.	PUNCT
ejpam-6539	268	1	k.	k.	PROPN
ejpam-6539	268	2	kalpana	kalpana	PROPN
ejpam-6539	268	3	,	,	PUNCT
ejpam-6539	268	4	g.	g.	PROPN
ejpam-6539	268	5	kavitha	kavitha	PROPN
ejpam-6539	268	6	/	/	SYM
ejpam-6539	268	7	eur	eur	PROPN
ejpam-6539	268	8	.	.	PUNCT
ejpam-6539	269	1	j.	j.	PROPN
ejpam-6539	269	2	pure	pure	PROPN
ejpam-6539	269	3	appl	appl	PROPN
ejpam-6539	269	4	.	.	PROPN
ejpam-6539	269	5	math	math	PROPN
ejpam-6539	269	6	,	,	PUNCT
ejpam-6539	269	7	18	18	NUM
ejpam-6539	269	8	(	(	PUNCT
ejpam-6539	269	9	4	4	NUM
ejpam-6539	269	10	)	)	PUNCT
ejpam-6539	269	11	(	(	PUNCT
ejpam-6539	269	12	2025	2025	NUM
ejpam-6539	269	13	)	)	PUNCT
ejpam-6539	269	14	,	,	PUNCT
ejpam-6539	269	15	6539	6539	NUM
ejpam-6539	269	16	19	19	NUM
ejpam-6539	269	17	of	of	ADP
ejpam-6539	269	18	42	42	NUM
ejpam-6539	269	19	the	the	DET
ejpam-6539	269	20	ihmm	ihmm	NOUN
ejpam-6539	269	21	-	-	PUNCT
ejpam-6539	269	22	frpso	frpso	NOUN
ejpam-6539	269	23	model	model	NOUN
ejpam-6539	269	24	uniquely	uniquely	ADV
ejpam-6539	269	25	integrates	integrate	VERB
ejpam-6539	269	26	interval	interval	NOUN
ejpam-6539	269	27	-	-	PUNCT
ejpam-6539	269	28	valued	value	VERB
ejpam-6539	269	29	fuzzy	fuzzy	ADJ
ejpam-6539	269	30	logic	logic	NOUN
ejpam-6539	269	31	in	in	ADP
ejpam-6539	269	32	the	the	DET
ejpam-6539	269	33	hidden	hide	VERB
ejpam-6539	269	34	markov	markov	NOUN
ejpam-6539	269	35	modeling	modeling	NOUN
ejpam-6539	269	36	,	,	PUNCT
ejpam-6539	269	37	with	with	ADP
ejpam-6539	269	38	particle	particle	NOUN
ejpam-6539	269	39	swarm	swarm	NOUN
ejpam-6539	269	40	optimization	optimization	NOUN
ejpam-6539	269	41	(	(	PUNCT
ejpam-6539	269	42	pso	pso	NOUN
ejpam-6539	269	43	)	)	PUNCT
ejpam-6539	269	44	enhancing	enhance	VERB
ejpam-6539	269	45	the	the	DET
ejpam-6539	269	46	parameter	parameter	NOUN
ejpam-6539	269	47	tuning	tuning	NOUN
ejpam-6539	269	48	process	process	NOUN
ejpam-6539	269	49	.	.	PUNCT
ejpam-6539	270	1	unlike	unlike	ADP
ejpam-6539	270	2	existing	exist	VERB
ejpam-6539	270	3	hybrid	hybrid	ADJ
ejpam-6539	270	4	methods	method	NOUN
ejpam-6539	270	5	such	such	ADJ
ejpam-6539	270	6	as	as	ADP
ejpam-6539	270	7	fhmm+ga	fhmm+ga	NOUN
ejpam-6539	270	8	or	or	CCONJ
ejpam-6539	270	9	fuzzy	fuzzy	ADJ
ejpam-6539	270	10	deep	deep	ADJ
ejpam-6539	270	11	learning	learning	NOUN
ejpam-6539	270	12	networks	network	NOUN
ejpam-6539	270	13	,	,	PUNCT
ejpam-6539	270	14	our	our	PRON
ejpam-6539	270	15	approach	approach	NOUN
ejpam-6539	270	16	offers	offer	VERB
ejpam-6539	270	17	improved	improved	ADJ
ejpam-6539	270	18	adaptability	adaptability	NOUN
ejpam-6539	270	19	to	to	ADP
ejpam-6539	270	20	data	data	NOUN
ejpam-6539	270	21	uncertainty	uncertainty	NOUN
ejpam-6539	270	22	,	,	PUNCT
ejpam-6539	270	23	reduced	reduce	VERB
ejpam-6539	270	24	computational	computational	ADJ
ejpam-6539	270	25	cost	cost	NOUN
ejpam-6539	270	26	,	,	PUNCT
ejpam-6539	270	27	and	and	CCONJ
ejpam-6539	270	28	greater	great	ADJ
ejpam-6539	270	29	interpretability	interpretability	NOUN
ejpam-6539	270	30	.	.	PUNCT
ejpam-6539	271	1	pso	pso	NOUN
ejpam-6539	271	2	enables	enable	VERB
ejpam-6539	271	3	dynamic	dynamic	ADJ
ejpam-6539	271	4	adjustment	adjustment	NOUN
ejpam-6539	271	5	of	of	ADP
ejpam-6539	271	6	emission	emission	NOUN
ejpam-6539	271	7	and	and	CCONJ
ejpam-6539	271	8	transition	transition	NOUN
ejpam-6539	271	9	matrices	matrix	NOUN
ejpam-6539	271	10	based	base	VERB
ejpam-6539	271	11	on	on	ADP
ejpam-6539	271	12	observed	observed	ADJ
ejpam-6539	271	13	errors	error	NOUN
ejpam-6539	271	14	,	,	PUNCT
ejpam-6539	271	15	while	while	SCONJ
ejpam-6539	271	16	interval	interval	NOUN
ejpam-6539	271	17	-	-	PUNCT
ejpam-6539	271	18	valued	value	VERB
ejpam-6539	271	19	fuzzy	fuzzy	ADJ
ejpam-6539	271	20	sets	set	NOUN
ejpam-6539	271	21	allow	allow	VERB
ejpam-6539	271	22	more	more	ADV
ejpam-6539	271	23	nuanced	nuanced	ADJ
ejpam-6539	271	24	treatment	treatment	NOUN
ejpam-6539	271	25	of	of	ADP
ejpam-6539	271	26	volatility	volatility	NOUN
ejpam-6539	271	27	in	in	ADP
ejpam-6539	271	28	power	power	NOUN
ejpam-6539	271	29	markets	market	NOUN
ejpam-6539	271	30	.	.	PUNCT
ejpam-6539	272	1	this	this	DET
ejpam-6539	272	2	combination	combination	NOUN
ejpam-6539	272	3	forms	form	VERB
ejpam-6539	272	4	a	a	DET
ejpam-6539	272	5	distinct	distinct	ADJ
ejpam-6539	272	6	methodological	methodological	ADJ
ejpam-6539	272	7	advancement	advancement	NOUN
ejpam-6539	272	8	over	over	ADP
ejpam-6539	272	9	prior	prior	ADJ
ejpam-6539	272	10	works	work	NOUN
ejpam-6539	272	11	.	.	PUNCT
ejpam-6539	273	1	4.3.2	4.3.2	X
ejpam-6539	273	2	.	.	PUNCT
ejpam-6539	274	1	novelty	novelty	NOUN
ejpam-6539	274	2	of	of	ADP
ejpam-6539	274	3	the	the	DET
ejpam-6539	274	4	proposed	propose	VERB
ejpam-6539	274	5	model	model	NOUN
ejpam-6539	274	6	pso	pso	NOUN
ejpam-6539	274	7	for	for	ADP
ejpam-6539	274	8	efficient	efficient	ADJ
ejpam-6539	274	9	,	,	PUNCT
ejpam-6539	274	10	explainable	explainable	ADJ
ejpam-6539	274	11	parameter	parameter	NOUN
ejpam-6539	274	12	tuning	tuning	NOUN
ejpam-6539	274	13	:	:	PUNCT
ejpam-6539	274	14	pso	pso	NOUN
ejpam-6539	274	15	is	be	AUX
ejpam-6539	274	16	adapted	adapt	VERB
ejpam-6539	274	17	to	to	PART
ejpam-6539	274	18	handle	handle	VERB
ejpam-6539	274	19	both	both	CCONJ
ejpam-6539	274	20	probabilistic	probabilistic	ADJ
ejpam-6539	274	21	and	and	CCONJ
ejpam-6539	274	22	fuzzy	fuzzy	ADJ
ejpam-6539	274	23	constraints	constraint	NOUN
ejpam-6539	274	24	,	,	PUNCT
ejpam-6539	274	25	achieving	achieve	VERB
ejpam-6539	274	26	faster	fast	ADJ
ejpam-6539	274	27	convergence	convergence	NOUN
ejpam-6539	274	28	than	than	ADP
ejpam-6539	274	29	ga	ga	NOUN
ejpam-6539	274	30	-	-	PUNCT
ejpam-6539	274	31	based	base	VERB
ejpam-6539	274	32	tuning	tuning	NOUN
ejpam-6539	274	33	and	and	CCONJ
ejpam-6539	274	34	avoiding	avoid	VERB
ejpam-6539	274	35	the	the	DET
ejpam-6539	274	36	training	training	NOUN
ejpam-6539	274	37	instability	instability	NOUN
ejpam-6539	274	38	of	of	ADP
ejpam-6539	274	39	ann	ann	PROPN
ejpam-6539	274	40	-	-	PUNCT
ejpam-6539	274	41	based	base	VERB
ejpam-6539	274	42	hybrids	hybrid	NOUN
ejpam-6539	274	43	.	.	PUNCT
ejpam-6539	275	1	although	although	SCONJ
ejpam-6539	275	2	the	the	DET
ejpam-6539	275	3	components	component	NOUN
ejpam-6539	275	4	used	use	VERB
ejpam-6539	275	5	in	in	ADP
ejpam-6539	275	6	the	the	DET
ejpam-6539	275	7	proposed	propose	VERB
ejpam-6539	275	8	ihmm	ihmm	NOUN
ejpam-6539	275	9	-	-	PUNCT
ejpam-6539	275	10	frpso	frpso	NOUN
ejpam-6539	275	11	-	-	PUNCT
ejpam-6539	275	12	namely	namely	ADV
ejpam-6539	275	13	hidden	hidden	ADJ
ejpam-6539	275	14	markov	markov	NOUN
ejpam-6539	275	15	models	model	NOUN
ejpam-6539	275	16	(	(	PUNCT
ejpam-6539	275	17	hmm	hmm	INTJ
ejpam-6539	275	18	)	)	PUNCT
ejpam-6539	275	19	,	,	PUNCT
ejpam-6539	275	20	intuitionistic	intuitionistic	ADJ
ejpam-6539	275	21	fuzzy	fuzzy	ADJ
ejpam-6539	275	22	sets	set	NOUN
ejpam-6539	275	23	(	(	PUNCT
ejpam-6539	275	24	ifs	ifs	PROPN
ejpam-6539	275	25	)	)	PUNCT
ejpam-6539	275	26	,	,	PUNCT
ejpam-6539	275	27	and	and	CCONJ
ejpam-6539	275	28	particle	particle	NOUN
ejpam-6539	275	29	swarm	swarm	NOUN
ejpam-6539	275	30	optimization	optimization	NOUN
ejpam-6539	275	31	(	(	PUNCT
ejpam-6539	275	32	pso)are	pso)are	AUX
ejpam-6539	275	33	individually	individually	ADV
ejpam-6539	275	34	established	establish	VERB
ejpam-6539	275	35	in	in	ADP
ejpam-6539	275	36	the	the	DET
ejpam-6539	275	37	literature	literature	NOUN
ejpam-6539	275	38	,	,	PUNCT
ejpam-6539	275	39	their	their	PRON
ejpam-6539	275	40	synergistic	synergistic	ADJ
ejpam-6539	275	41	integration	integration	NOUN
ejpam-6539	275	42	in	in	ADP
ejpam-6539	275	43	this	this	DET
ejpam-6539	275	44	specific	specific	ADJ
ejpam-6539	275	45	architecture	architecture	NOUN
ejpam-6539	275	46	introduces	introduce	VERB
ejpam-6539	275	47	a	a	DET
ejpam-6539	275	48	novel	novel	ADJ
ejpam-6539	275	49	forecasting	forecasting	NOUN
ejpam-6539	275	50	paradigm	paradigm	NOUN
ejpam-6539	275	51	that	that	PRON
ejpam-6539	275	52	has	have	AUX
ejpam-6539	275	53	not	not	PART
ejpam-6539	275	54	been	be	AUX
ejpam-6539	275	55	explored	explore	VERB
ejpam-6539	275	56	in	in	ADP
ejpam-6539	275	57	this	this	PRON
ejpam-6539	276	1	form.what	form.what	NUM
ejpam-6539	276	2	sets	set	VERB
ejpam-6539	276	3	this	this	DET
ejpam-6539	276	4	work	work	NOUN
ejpam-6539	276	5	apart	apart	ADV
ejpam-6539	276	6	is	be	AUX
ejpam-6539	276	7	not	not	PART
ejpam-6539	276	8	merely	merely	ADV
ejpam-6539	276	9	the	the	DET
ejpam-6539	276	10	stacking	stacking	NOUN
ejpam-6539	276	11	of	of	ADP
ejpam-6539	276	12	known	know	VERB
ejpam-6539	276	13	techniques	technique	NOUN
ejpam-6539	276	14	,	,	PUNCT
ejpam-6539	276	15	but	but	CCONJ
ejpam-6539	276	16	rather	rather	ADV
ejpam-6539	276	17	the	the	DET
ejpam-6539	276	18	mathematical	mathematical	ADJ
ejpam-6539	276	19	fusion	fusion	NOUN
ejpam-6539	276	20	of	of	ADP
ejpam-6539	276	21	intuitionistic	intuitionistic	ADJ
ejpam-6539	276	22	fuzzy	fuzzy	ADJ
ejpam-6539	276	23	logic	logic	NOUN
ejpam-6539	276	24	within	within	ADP
ejpam-6539	276	25	the	the	DET
ejpam-6539	276	26	probabilistic	probabilistic	ADJ
ejpam-6539	276	27	framework	framework	NOUN
ejpam-6539	276	28	of	of	ADP
ejpam-6539	276	29	hmm	hmm	NOUN
ejpam-6539	276	30	,	,	PUNCT
ejpam-6539	276	31	wherein	wherein	ADJ
ejpam-6539	276	32	transition	transition	NOUN
ejpam-6539	276	33	and	and	CCONJ
ejpam-6539	276	34	emission	emission	NOUN
ejpam-6539	276	35	probabilities	probability	NOUN
ejpam-6539	276	36	are	be	AUX
ejpam-6539	276	37	redefined	redefine	VERB
ejpam-6539	276	38	using	use	VERB
ejpam-6539	276	39	fuzzy	fuzzy	ADJ
ejpam-6539	276	40	membership	membership	NOUN
ejpam-6539	276	41	and	and	CCONJ
ejpam-6539	276	42	non	non	ADJ
ejpam-6539	276	43	-	-	ADJ
ejpam-6539	276	44	membership	membership	ADJ
ejpam-6539	276	45	degrees	degree	NOUN
ejpam-6539	276	46	,	,	PUNCT
ejpam-6539	276	47	capturing	capture	VERB
ejpam-6539	276	48	uncertainty	uncertainty	NOUN
ejpam-6539	276	49	with	with	ADP
ejpam-6539	276	50	greater	great	ADJ
ejpam-6539	276	51	granularity	granularity	NOUN
ejpam-6539	276	52	.	.	PUNCT
ejpam-6539	277	1	furthermore	furthermore	ADV
ejpam-6539	277	2	,	,	PUNCT
ejpam-6539	277	3	pso	pso	NOUN
ejpam-6539	277	4	is	be	AUX
ejpam-6539	277	5	not	not	PART
ejpam-6539	277	6	used	use	VERB
ejpam-6539	277	7	generically	generically	ADV
ejpam-6539	277	8	—	—	PUNCT
ejpam-6539	277	9	it	it	PRON
ejpam-6539	277	10	is	be	AUX
ejpam-6539	277	11	structurally	structurally	ADV
ejpam-6539	277	12	adapted	adapt	VERB
ejpam-6539	277	13	to	to	PART
ejpam-6539	277	14	tune	tune	VERB
ejpam-6539	277	15	the	the	DET
ejpam-6539	277	16	intuitionistic	intuitionistic	ADJ
ejpam-6539	277	17	fuzzy	fuzzy	ADV
ejpam-6539	277	18	-	-	PUNCT
ejpam-6539	277	19	enhanced	enhance	VERB
ejpam-6539	277	20	hmm	hmm	NOUN
ejpam-6539	277	21	parameters	parameter	NOUN
ejpam-6539	277	22	(	(	PUNCT
ejpam-6539	277	23	π	π	PROPN
ejpam-6539	277	24	,	,	PUNCT
ejpam-6539	277	25	a	a	PRON
ejpam-6539	277	26	,	,	PUNCT
ejpam-6539	277	27	b	b	NOUN
ejpam-6539	277	28	matrices	matrix	NOUN
ejpam-6539	277	29	)	)	PUNCT
ejpam-6539	277	30	,	,	PUNCT
ejpam-6539	277	31	ensuring	ensure	VERB
ejpam-6539	277	32	convergence	convergence	NOUN
ejpam-6539	277	33	to	to	ADP
ejpam-6539	277	34	globally	globally	ADV
ejpam-6539	277	35	optimal	optimal	ADJ
ejpam-6539	277	36	fuzzy	fuzzy	ADJ
ejpam-6539	277	37	probabilistic	probabilistic	ADJ
ejpam-6539	277	38	structures	structure	NOUN
ejpam-6539	277	39	.	.	PUNCT
ejpam-6539	278	1	this	this	DET
ejpam-6539	278	2	results	result	VERB
ejpam-6539	278	3	in	in	ADP
ejpam-6539	278	4	a	a	DET
ejpam-6539	278	5	new	new	ADJ
ejpam-6539	278	6	hybrid	hybrid	ADJ
ejpam-6539	278	7	algorithmic	algorithmic	ADJ
ejpam-6539	278	8	framework	framework	NOUN
ejpam-6539	278	9	that	that	PRON
ejpam-6539	278	10	:	:	PUNCT
ejpam-6539	278	11	•	•	ADP
ejpam-6539	278	12	embeds	embed	VERB
ejpam-6539	278	13	intuitionistic	intuitionistic	ADJ
ejpam-6539	278	14	fuzziness	fuzziness	NOUN
ejpam-6539	278	15	into	into	ADP
ejpam-6539	278	16	markovian	markovian	ADJ
ejpam-6539	278	17	state	state	NOUN
ejpam-6539	278	18	transitions	transition	NOUN
ejpam-6539	278	19	—	—	PUNCT
ejpam-6539	278	20	a	a	DET
ejpam-6539	278	21	formulation	formulation	NOUN
ejpam-6539	278	22	not	not	PART
ejpam-6539	278	23	present	present	ADJ
ejpam-6539	278	24	in	in	ADP
ejpam-6539	278	25	classical	classical	ADJ
ejpam-6539	278	26	fhmms	fhmms	NOUN
ejpam-6539	278	27	;	;	PUNCT
ejpam-6539	278	28	•	•	NUM
ejpam-6539	278	29	avoids	avoid	VERB
ejpam-6539	278	30	heuristic	heuristic	ADJ
ejpam-6539	278	31	tuning	tuning	NOUN
ejpam-6539	278	32	or	or	CCONJ
ejpam-6539	278	33	black	black	NOUN
ejpam-6539	278	34	-	-	PUNCT
ejpam-6539	278	35	box	box	NOUN
ejpam-6539	278	36	learning	learning	NOUN
ejpam-6539	278	37	as	as	ADP
ejpam-6539	278	38	in	in	ADP
ejpam-6539	278	39	gaor	gaor	PROPN
ejpam-6539	278	40	ann	ann	PROPN
ejpam-6539	278	41	-	-	PUNCT
ejpam-6539	278	42	based	base	VERB
ejpam-6539	278	43	systems	system	NOUN
ejpam-6539	278	44	;	;	PUNCT
ejpam-6539	278	45	•	•	NUM
ejpam-6539	278	46	is	be	AUX
ejpam-6539	278	47	computationally	computationally	ADV
ejpam-6539	278	48	efficient	efficient	ADJ
ejpam-6539	278	49	and	and	CCONJ
ejpam-6539	278	50	explainable	explainable	ADJ
ejpam-6539	278	51	due	due	ADP
ejpam-6539	278	52	to	to	ADP
ejpam-6539	278	53	its	its	PRON
ejpam-6539	278	54	rule	rule	NOUN
ejpam-6539	278	55	-	-	PUNCT
ejpam-6539	278	56	based	base	VERB
ejpam-6539	278	57	fuzzy	fuzzy	ADJ
ejpam-6539	278	58	core	core	NOUN
ejpam-6539	278	59	and	and	CCONJ
ejpam-6539	278	60	probabilistic	probabilistic	ADJ
ejpam-6539	278	61	interpretability	interpretability	NOUN
ejpam-6539	278	62	.	.	PUNCT
ejpam-6539	279	1	therefore	therefore	ADV
ejpam-6539	279	2	,	,	PUNCT
ejpam-6539	279	3	while	while	SCONJ
ejpam-6539	279	4	each	each	DET
ejpam-6539	279	5	component	component	NOUN
ejpam-6539	279	6	may	may	AUX
ejpam-6539	279	7	be	be	AUX
ejpam-6539	279	8	known	know	VERB
ejpam-6539	279	9	,	,	PUNCT
ejpam-6539	279	10	their	their	PRON
ejpam-6539	279	11	integration	integration	NOUN
ejpam-6539	279	12	here	here	ADV
ejpam-6539	279	13	is	be	AUX
ejpam-6539	279	14	both	both	PRON
ejpam-6539	279	15	methodologically	methodologically	ADV
ejpam-6539	279	16	novel	novel	ADJ
ejpam-6539	279	17	and	and	CCONJ
ejpam-6539	279	18	mathematically	mathematically	ADV
ejpam-6539	279	19	non	non	ADJ
ejpam-6539	279	20	-	-	ADJ
ejpam-6539	279	21	trivial	trivial	ADJ
ejpam-6539	279	22	,	,	PUNCT
ejpam-6539	279	23	leading	lead	VERB
ejpam-6539	279	24	to	to	ADP
ejpam-6539	279	25	enhanced	enhanced	ADJ
ejpam-6539	279	26	performance	performance	NOUN
ejpam-6539	279	27	and	and	CCONJ
ejpam-6539	279	28	practical	practical	ADJ
ejpam-6539	279	29	deployability	deployability	NOUN
ejpam-6539	279	30	for	for	ADP
ejpam-6539	279	31	electricity	electricity	NOUN
ejpam-6539	279	32	market	market	NOUN
ejpam-6539	279	33	forecasting	forecasting	NOUN
ejpam-6539	279	34	tasks	task	NOUN
ejpam-6539	279	35	.	.	PUNCT
ejpam-6539	280	1	the	the	DET
ejpam-6539	280	2	proposed	propose	VERB
ejpam-6539	280	3	ihmm	ihmm	NOUN
ejpam-6539	280	4	-	-	PUNCT
ejpam-6539	280	5	frpso	frpso	NOUN
ejpam-6539	280	6	model	model	NOUN
ejpam-6539	280	7	overcomes	overcome	VERB
ejpam-6539	280	8	these	these	DET
ejpam-6539	280	9	drawbacks	drawback	NOUN
ejpam-6539	280	10	by	by	ADP
ejpam-6539	280	11	integrating	integrate	VERB
ejpam-6539	280	12	intuitionistic	intuitionistic	ADJ
ejpam-6539	280	13	fuzzy	fuzzy	ADJ
ejpam-6539	280	14	logic	logic	NOUN
ejpam-6539	280	15	into	into	ADP
ejpam-6539	280	16	both	both	CCONJ
ejpam-6539	280	17	the	the	DET
ejpam-6539	280	18	transition	transition	NOUN
ejpam-6539	280	19	and	and	CCONJ
ejpam-6539	280	20	emission	emission	NOUN
ejpam-6539	280	21	matrices	matrix	NOUN
ejpam-6539	280	22	of	of	ADP
ejpam-6539	280	23	a	a	DET
ejpam-6539	280	24	probabilistic	probabilistic	ADJ
ejpam-6539	280	25	hmm	hmm	NOUN
ejpam-6539	280	26	,	,	PUNCT
ejpam-6539	280	27	allowing	allow	VERB
ejpam-6539	280	28	it	it	PRON
ejpam-6539	280	29	to	to	PART
ejpam-6539	280	30	model	model	VERB
ejpam-6539	280	31	uncertainty	uncertainty	NOUN
ejpam-6539	280	32	more	more	ADV
ejpam-6539	280	33	effectively	effectively	ADV
ejpam-6539	280	34	than	than	ADP
ejpam-6539	280	35	standard	standard	ADJ
ejpam-6539	280	36	fuzzy	fuzzy	ADJ
ejpam-6539	280	37	hmms	hmms	NOUN
ejpam-6539	280	38	.	.	PUNCT
ejpam-6539	281	1	unlike	unlike	ADP
ejpam-6539	281	2	ga	ga	PROPN
ejpam-6539	281	3	or	or	CCONJ
ejpam-6539	281	4	ann	ann	PROPN
ejpam-6539	281	5	-	-	PUNCT
ejpam-6539	281	6	based	base	VERB
ejpam-6539	281	7	tuning	tuning	NOUN
ejpam-6539	281	8	,	,	PUNCT
ejpam-6539	281	9	the	the	DET
ejpam-6539	281	10	particle	particle	NOUN
ejpam-6539	281	11	swarm	swarm	NOUN
ejpam-6539	281	12	optimization	optimization	NOUN
ejpam-6539	281	13	(	(	PUNCT
ejpam-6539	281	14	pso	pso	NOUN
ejpam-6539	281	15	)	)	PUNCT
ejpam-6539	281	16	strategy	strategy	NOUN
ejpam-6539	281	17	used	use	VERB
ejpam-6539	281	18	here	here	ADV
ejpam-6539	281	19	enables	enable	VERB
ejpam-6539	281	20	k.	k.	PROPN
ejpam-6539	281	21	kalpana	kalpana	PROPN
ejpam-6539	281	22	,	,	PUNCT
ejpam-6539	281	23	g.	g.	PROPN
ejpam-6539	281	24	kavitha	kavitha	PROPN
ejpam-6539	281	25	/	/	SYM
ejpam-6539	281	26	eur	eur	PROPN
ejpam-6539	281	27	.	.	PUNCT
ejpam-6539	282	1	j.	j.	PROPN
ejpam-6539	282	2	pure	pure	PROPN
ejpam-6539	282	3	appl	appl	PROPN
ejpam-6539	282	4	.	.	PROPN
ejpam-6539	282	5	math	math	PROPN
ejpam-6539	282	6	,	,	PUNCT
ejpam-6539	282	7	18	18	NUM
ejpam-6539	282	8	(	(	PUNCT
ejpam-6539	282	9	4	4	NUM
ejpam-6539	282	10	)	)	PUNCT
ejpam-6539	282	11	(	(	PUNCT
ejpam-6539	282	12	2025	2025	NUM
ejpam-6539	282	13	)	)	PUNCT
ejpam-6539	282	14	,	,	PUNCT
ejpam-6539	282	15	6539	6539	NUM
ejpam-6539	282	16	20	20	NUM
ejpam-6539	282	17	of	of	ADP
ejpam-6539	282	18	42	42	NUM
ejpam-6539	282	19	faster	fast	ADJ
ejpam-6539	282	20	and	and	CCONJ
ejpam-6539	282	21	more	more	ADV
ejpam-6539	282	22	stable	stable	ADJ
ejpam-6539	282	23	convergence	convergence	NOUN
ejpam-6539	282	24	in	in	ADP
ejpam-6539	282	25	optimizing	optimize	VERB
ejpam-6539	282	26	the	the	DET
ejpam-6539	282	27	hmm	hmm	NOUN
ejpam-6539	282	28	parameters	parameter	NOUN
ejpam-6539	282	29	.	.	PUNCT
ejpam-6539	283	1	this	this	DET
ejpam-6539	283	2	synergy	synergy	NOUN
ejpam-6539	283	3	results	result	VERB
ejpam-6539	283	4	in	in	ADP
ejpam-6539	283	5	improved	improved	ADJ
ejpam-6539	283	6	forecast	forecast	NOUN
ejpam-6539	283	7	accuracy	accuracy	NOUN
ejpam-6539	283	8	,	,	PUNCT
ejpam-6539	283	9	lower	low	ADJ
ejpam-6539	283	10	error	error	NOUN
ejpam-6539	283	11	metrics	metric	NOUN
ejpam-6539	283	12	(	(	PUNCT
ejpam-6539	283	13	as	as	SCONJ
ejpam-6539	283	14	shown	show	VERB
ejpam-6539	283	15	in	in	ADP
ejpam-6539	283	16	table	table	NOUN
ejpam-6539	283	17	11	11	NUM
ejpam-6539	283	18	)	)	PUNCT
ejpam-6539	283	19	,	,	PUNCT
ejpam-6539	283	20	and	and	CCONJ
ejpam-6539	283	21	better	well	ADJ
ejpam-6539	283	22	interpretability	interpretability	NOUN
ejpam-6539	283	23	due	due	ADP
ejpam-6539	283	24	to	to	ADP
ejpam-6539	283	25	the	the	DET
ejpam-6539	283	26	rule	rule	NOUN
ejpam-6539	283	27	-	-	PUNCT
ejpam-6539	283	28	based	base	VERB
ejpam-6539	283	29	fuzzy	fuzzy	ADJ
ejpam-6539	283	30	framework	framework	NOUN
ejpam-6539	283	31	.	.	PUNCT
ejpam-6539	284	1	in	in	ADP
ejpam-6539	284	2	summary	summary	NOUN
ejpam-6539	284	3	,	,	PUNCT
ejpam-6539	284	4	ihmm	ihmm	NOUN
ejpam-6539	284	5	-	-	PUNCT
ejpam-6539	284	6	frpso	frpso	NOUN
ejpam-6539	284	7	offers	offer	VERB
ejpam-6539	284	8	a	a	PRON
ejpam-6539	284	9	more	more	ADV
ejpam-6539	284	10	mathematically	mathematically	ADV
ejpam-6539	284	11	grounded	ground	VERB
ejpam-6539	284	12	,	,	PUNCT
ejpam-6539	284	13	computationally	computationally	ADV
ejpam-6539	284	14	efficient	efficient	ADJ
ejpam-6539	284	15	,	,	PUNCT
ejpam-6539	284	16	and	and	CCONJ
ejpam-6539	284	17	accurate	accurate	ADJ
ejpam-6539	284	18	forecasting	forecasting	NOUN
ejpam-6539	284	19	architecture	architecture	NOUN
ejpam-6539	284	20	,	,	PUNCT
ejpam-6539	284	21	particularly	particularly	ADV
ejpam-6539	284	22	suited	suit	VERB
ejpam-6539	284	23	for	for	ADP
ejpam-6539	284	24	real	real	ADJ
ejpam-6539	284	25	-	-	PUNCT
ejpam-6539	284	26	time	time	NOUN
ejpam-6539	284	27	electricity	electricity	NOUN
ejpam-6539	284	28	market	market	NOUN
ejpam-6539	284	29	environments	environment	NOUN
ejpam-6539	284	30	where	where	SCONJ
ejpam-6539	284	31	uncertainty	uncertainty	NOUN
ejpam-6539	284	32	and	and	CCONJ
ejpam-6539	284	33	volatility	volatility	NOUN
ejpam-6539	284	34	are	be	AUX
ejpam-6539	284	35	high	high	ADJ
ejpam-6539	284	36	.	.	PUNCT
ejpam-6539	285	1	5	5	X
ejpam-6539	285	2	.	.	X
ejpam-6539	285	3	experimental	experimental	ADJ
ejpam-6539	285	4	setup	setup	NOUN
ejpam-6539	285	5	5.1	5.1	NUM
ejpam-6539	285	6	.	.	PUNCT
ejpam-6539	286	1	dataset	dataset	ADJ
ejpam-6539	286	2	description	description	NOUN
ejpam-6539	286	3	the	the	DET
ejpam-6539	286	4	proposed	propose	VERB
ejpam-6539	286	5	ihmm	ihmm	NOUN
ejpam-6539	286	6	-	-	PUNCT
ejpam-6539	286	7	frpso	frpso	NOUN
ejpam-6539	286	8	model	model	NOUN
ejpam-6539	286	9	was	be	AUX
ejpam-6539	286	10	evaluated	evaluate	VERB
ejpam-6539	286	11	using	use	VERB
ejpam-6539	286	12	historical	historical	ADJ
ejpam-6539	286	13	data	datum	NOUN
ejpam-6539	286	14	from	from	ADP
ejpam-6539	286	15	the	the	DET
ejpam-6539	286	16	indian	indian	ADJ
ejpam-6539	286	17	energy	energy	NOUN
ejpam-6539	286	18	exchange	exchange	PROPN
ejpam-6539	286	19	(	(	PUNCT
ejpam-6539	286	20	iex	iex	PROPN
ejpam-6539	286	21	)	)	PUNCT
ejpam-6539	286	22	for	for	ADP
ejpam-6539	286	23	both	both	CCONJ
ejpam-6539	286	24	the	the	DET
ejpam-6539	286	25	day	day	NOUN
ejpam-6539	286	26	-	-	PUNCT
ejpam-6539	286	27	ahead	ahead	NOUN
ejpam-6539	286	28	market	market	NOUN
ejpam-6539	286	29	(	(	PUNCT
ejpam-6539	286	30	dam	dam	NOUN
ejpam-6539	286	31	)	)	PUNCT
ejpam-6539	286	32	and	and	CCONJ
ejpam-6539	286	33	real	real	ADJ
ejpam-6539	286	34	-	-	PUNCT
ejpam-6539	286	35	time	time	NOUN
ejpam-6539	286	36	market	market	NOUN
ejpam-6539	286	37	(	(	PUNCT
ejpam-6539	286	38	rtm	rtm	NOUN
ejpam-6539	286	39	)	)	PUNCT
ejpam-6539	286	40	.	.	PUNCT
ejpam-6539	287	1	two	two	NUM
ejpam-6539	287	2	primary	primary	ADJ
ejpam-6539	287	3	forecasting	forecasting	NOUN
ejpam-6539	287	4	targets	target	NOUN
ejpam-6539	287	5	were	be	AUX
ejpam-6539	287	6	considered	consider	VERB
ejpam-6539	287	7	:	:	PUNCT
ejpam-6539	287	8	•	•	NUM
ejpam-6539	287	9	market	market	NOUN
ejpam-6539	287	10	clearing	clearing	NOUN
ejpam-6539	287	11	price	price	NOUN
ejpam-6539	287	12	(	(	PUNCT
ejpam-6539	287	13	mcp	mcp	PROPN
ejpam-6539	287	14	):	):	PUNCT
ejpam-6539	287	15	the	the	DET
ejpam-6539	287	16	price	price	NOUN
ejpam-6539	287	17	at	at	ADP
ejpam-6539	287	18	which	which	PRON
ejpam-6539	287	19	electricity	electricity	NOUN
ejpam-6539	287	20	supply	supply	NOUN
ejpam-6539	287	21	matches	match	VERB
ejpam-6539	287	22	demand	demand	NOUN
ejpam-6539	287	23	in	in	ADP
ejpam-6539	287	24	the	the	DET
ejpam-6539	287	25	market	market	NOUN
ejpam-6539	287	26	.	.	PUNCT
ejpam-6539	288	1	•	•	NUM
ejpam-6539	288	2	market	market	NOUN
ejpam-6539	288	3	clearing	clearing	NOUN
ejpam-6539	288	4	volume	volume	NOUN
ejpam-6539	288	5	(	(	PUNCT
ejpam-6539	288	6	mcv	mcv	PROPN
ejpam-6539	288	7	):	):	PUNCT
ejpam-6539	288	8	the	the	DET
ejpam-6539	288	9	corresponding	corresponding	ADJ
ejpam-6539	288	10	traded	trade	VERB
ejpam-6539	288	11	volume	volume	NOUN
ejpam-6539	288	12	at	at	ADP
ejpam-6539	288	13	market	market	NOUN
ejpam-6539	288	14	clearing	clearing	NOUN
ejpam-6539	288	15	.	.	PUNCT
ejpam-6539	289	1	the	the	DET
ejpam-6539	289	2	dataset	dataset	NOUN
ejpam-6539	289	3	spans	span	NOUN
ejpam-6539	289	4	january	january	PROPN
ejpam-6539	289	5	2021	2021	NUM
ejpam-6539	289	6	to	to	ADP
ejpam-6539	289	7	june	june	PROPN
ejpam-6539	289	8	2022	2022	NUM
ejpam-6539	289	9	and	and	CCONJ
ejpam-6539	289	10	includes	include	VERB
ejpam-6539	289	11	hourly	hourly	ADJ
ejpam-6539	289	12	mcp	mcp	PROPN
ejpam-6539	289	13	and	and	CCONJ
ejpam-6539	289	14	mcv	mcv	PROPN
ejpam-6539	289	15	values	value	NOUN
ejpam-6539	289	16	.	.	PUNCT
ejpam-6539	290	1	data	datum	NOUN
ejpam-6539	290	2	preprocessing	preprocesse	VERB
ejpam-6539	290	3	involved	involve	VERB
ejpam-6539	290	4	normalization	normalization	NOUN
ejpam-6539	290	5	to	to	PART
ejpam-6539	290	6	eliminate	eliminate	VERB
ejpam-6539	290	7	scale	scale	NOUN
ejpam-6539	290	8	effects	effect	NOUN
ejpam-6539	290	9	and	and	CCONJ
ejpam-6539	290	10	discretization	discretization	NOUN
ejpam-6539	290	11	into	into	ADP
ejpam-6539	290	12	observation	observation	NOUN
ejpam-6539	290	13	symbols	symbol	NOUN
ejpam-6539	290	14	for	for	ADP
ejpam-6539	290	15	hmm	hmm	NOUN
ejpam-6539	290	16	modeling	modeling	NOUN
ejpam-6539	290	17	.	.	PUNCT
ejpam-6539	291	1	5.2	5.2	NUM
ejpam-6539	291	2	.	.	PUNCT
ejpam-6539	292	1	training	training	NOUN
ejpam-6539	292	2	and	and	CCONJ
ejpam-6539	292	3	testing	testing	NOUN
ejpam-6539	292	4	splits	split	VERB
ejpam-6539	292	5	to	to	PART
ejpam-6539	292	6	ensure	ensure	VERB
ejpam-6539	292	7	rigorous	rigorous	ADJ
ejpam-6539	292	8	evaluation	evaluation	NOUN
ejpam-6539	292	9	,	,	PUNCT
ejpam-6539	292	10	the	the	DET
ejpam-6539	292	11	dataset	dataset	NOUN
ejpam-6539	292	12	was	be	AUX
ejpam-6539	292	13	divided	divide	VERB
ejpam-6539	292	14	into	into	ADP
ejpam-6539	292	15	training	training	NOUN
ejpam-6539	292	16	and	and	CCONJ
ejpam-6539	292	17	testing	testing	NOUN
ejpam-6539	292	18	phases	phase	NOUN
ejpam-6539	292	19	:	:	PUNCT
ejpam-6539	292	20	•	•	NUM
ejpam-6539	292	21	training	training	NOUN
ejpam-6539	292	22	period	period	NOUN
ejpam-6539	292	23	:	:	PUNCT
ejpam-6539	292	24	january	january	PROPN
ejpam-6539	292	25	2021	2021	NUM
ejpam-6539	292	26	–	–	PUNCT
ejpam-6539	292	27	december	december	PROPN
ejpam-6539	292	28	2021	2021	NUM
ejpam-6539	292	29	.	.	PUNCT
ejpam-6539	293	1	•	•	NUM
ejpam-6539	293	2	testing	testing	NOUN
ejpam-6539	293	3	period	period	NOUN
ejpam-6539	293	4	:	:	PUNCT
ejpam-6539	293	5	january	january	PROPN
ejpam-6539	293	6	2022	2022	NUM
ejpam-6539	293	7	–	–	PUNCT
ejpam-6539	293	8	june	june	PROPN
ejpam-6539	293	9	2022	2022	NUM
ejpam-6539	293	10	.	.	PUNCT
ejpam-6539	294	1	during	during	ADP
ejpam-6539	294	2	training	training	NOUN
ejpam-6539	294	3	,	,	PUNCT
ejpam-6539	294	4	the	the	DET
ejpam-6539	294	5	ihmm	ihmm	NOUN
ejpam-6539	294	6	-	-	PUNCT
ejpam-6539	294	7	frpso	frpso	NOUN
ejpam-6539	294	8	model	model	NOUN
ejpam-6539	294	9	was	be	AUX
ejpam-6539	294	10	optimized	optimize	VERB
ejpam-6539	294	11	to	to	PART
ejpam-6539	294	12	minimize	minimize	VERB
ejpam-6539	294	13	forecasting	forecasting	NOUN
ejpam-6539	294	14	errors	error	NOUN
ejpam-6539	294	15	on	on	ADP
ejpam-6539	294	16	dam	dam	NOUN
ejpam-6539	294	17	and	and	CCONJ
ejpam-6539	294	18	rtm	rtm	NOUN
ejpam-6539	294	19	data	datum	NOUN
ejpam-6539	294	20	.	.	PUNCT
ejpam-6539	295	1	the	the	DET
ejpam-6539	295	2	trained	train	VERB
ejpam-6539	295	3	model	model	NOUN
ejpam-6539	295	4	was	be	AUX
ejpam-6539	295	5	then	then	ADV
ejpam-6539	295	6	applied	apply	VERB
ejpam-6539	295	7	to	to	ADP
ejpam-6539	295	8	the	the	DET
ejpam-6539	295	9	testing	testing	NOUN
ejpam-6539	295	10	period	period	NOUN
ejpam-6539	295	11	without	without	ADP
ejpam-6539	295	12	re	re	VERB
ejpam-6539	295	13	-	-	VERB
ejpam-6539	295	14	tuning	tuning	NOUN
ejpam-6539	295	15	,	,	PUNCT
ejpam-6539	295	16	enabling	enable	VERB
ejpam-6539	295	17	evaluation	evaluation	NOUN
ejpam-6539	295	18	of	of	ADP
ejpam-6539	295	19	generalization	generalization	NOUN
ejpam-6539	295	20	capability	capability	NOUN
ejpam-6539	295	21	in	in	ADP
ejpam-6539	295	22	unseen	unseen	ADJ
ejpam-6539	295	23	market	market	NOUN
ejpam-6539	295	24	conditions	condition	NOUN
ejpam-6539	295	25	.	.	PUNCT
ejpam-6539	296	1	5.3	5.3	NUM
ejpam-6539	296	2	.	.	PUNCT
ejpam-6539	296	3	optimization	optimization	NOUN
ejpam-6539	296	4	configuration	configuration	NOUN
ejpam-6539	296	5	the	the	DET
ejpam-6539	296	6	ihmm	ihmm	NOUN
ejpam-6539	296	7	-	-	PUNCT
ejpam-6539	296	8	frpso	frpso	NOUN
ejpam-6539	296	9	framework	framework	NOUN
ejpam-6539	296	10	was	be	AUX
ejpam-6539	296	11	implemented	implement	VERB
ejpam-6539	296	12	in	in	ADP
ejpam-6539	296	13	matlab	matlab	PROPN
ejpam-6539	296	14	2022a	2022a	NUM
ejpam-6539	296	15	.	.	PUNCT
ejpam-6539	297	1	the	the	DET
ejpam-6539	297	2	particle	particle	NOUN
ejpam-6539	297	3	swarm	swarm	NOUN
ejpam-6539	297	4	optimization	optimization	NOUN
ejpam-6539	297	5	(	(	PUNCT
ejpam-6539	297	6	pso	pso	NOUN
ejpam-6539	297	7	)	)	PUNCT
ejpam-6539	297	8	module	module	NOUN
ejpam-6539	297	9	was	be	AUX
ejpam-6539	297	10	configured	configure	VERB
ejpam-6539	297	11	with	with	ADP
ejpam-6539	297	12	the	the	DET
ejpam-6539	297	13	following	follow	VERB
ejpam-6539	297	14	parameters	parameter	NOUN
ejpam-6539	297	15	:	:	PUNCT
ejpam-6539	297	16	k.	k.	PROPN
ejpam-6539	297	17	kalpana	kalpana	PROPN
ejpam-6539	297	18	,	,	PUNCT
ejpam-6539	297	19	g.	g.	PROPN
ejpam-6539	297	20	kavitha	kavitha	PROPN
ejpam-6539	297	21	/	/	SYM
ejpam-6539	297	22	eur	eur	PROPN
ejpam-6539	297	23	.	.	PUNCT
ejpam-6539	298	1	j.	j.	PROPN
ejpam-6539	298	2	pure	pure	PROPN
ejpam-6539	298	3	appl	appl	PROPN
ejpam-6539	298	4	.	.	PROPN
ejpam-6539	298	5	math	math	PROPN
ejpam-6539	298	6	,	,	PUNCT
ejpam-6539	298	7	18	18	NUM
ejpam-6539	298	8	(	(	PUNCT
ejpam-6539	298	9	4	4	NUM
ejpam-6539	298	10	)	)	PUNCT
ejpam-6539	298	11	(	(	PUNCT
ejpam-6539	298	12	2025	2025	NUM
ejpam-6539	298	13	)	)	PUNCT
ejpam-6539	298	14	,	,	PUNCT
ejpam-6539	298	15	6539	6539	NUM
ejpam-6539	298	16	21	21	NUM
ejpam-6539	298	17	of	of	ADP
ejpam-6539	298	18	42	42	NUM
ejpam-6539	298	19	table	table	NOUN
ejpam-6539	298	20	4	4	NUM
ejpam-6539	298	21	:	:	PUNCT
ejpam-6539	298	22	pso	pso	NOUN
ejpam-6539	298	23	module	module	NOUN
ejpam-6539	298	24	configured	configure	VERB
ejpam-6539	298	25	parameters	parameter	NOUN
ejpam-6539	298	26	parameter	parameter	NOUN
ejpam-6539	298	27	value	value	NOUN
ejpam-6539	298	28	notes	note	NOUN
ejpam-6539	298	29	swarm	swarm	NOUN
ejpam-6539	298	30	size	size	NOUN
ejpam-6539	298	31	30	30	NUM
ejpam-6539	298	32	particles	particle	NOUN
ejpam-6539	298	33	balances	balance	VERB
ejpam-6539	298	34	exploration	exploration	NOUN
ejpam-6539	298	35	and	and	CCONJ
ejpam-6539	298	36	convergence	convergence	NOUN
ejpam-6539	298	37	stability	stability	NOUN
ejpam-6539	298	38	maximum	maximum	ADJ
ejpam-6539	298	39	iterations	iteration	NOUN
ejpam-6539	298	40	100	100	NUM
ejpam-6539	298	41	sufficient	sufficient	ADJ
ejpam-6539	298	42	for	for	ADP
ejpam-6539	298	43	convergence	convergence	NOUN
ejpam-6539	298	44	without	without	ADP
ejpam-6539	298	45	overfitting	overfitte	VERB
ejpam-6539	298	46	inertia	inertia	NOUN
ejpam-6539	298	47	weight	weight	NOUN
ejpam-6539	298	48	(	(	PUNCT
ejpam-6539	298	49	w	w	NOUN
ejpam-6539	298	50	)	)	PUNCT
ejpam-6539	298	51	0.6	0.6	NUM
ejpam-6539	298	52	balances	balance	VERB
ejpam-6539	298	53	exploration	exploration	NOUN
ejpam-6539	298	54	and	and	CCONJ
ejpam-6539	298	55	exploitation	exploitation	NOUN
ejpam-6539	298	56	cognitive	cognitive	ADJ
ejpam-6539	298	57	coefficient	coefficient	NOUN
ejpam-6539	298	58	(	(	PUNCT
ejpam-6539	298	59	c1	c1	NOUN
ejpam-6539	298	60	)	)	PUNCT
ejpam-6539	298	61	2.0	2.0	NUM
ejpam-6539	298	62	encourages	encourage	VERB
ejpam-6539	298	63	local	local	ADJ
ejpam-6539	298	64	search	search	NOUN
ejpam-6539	298	65	toward	toward	ADP
ejpam-6539	298	66	personal	personal	ADJ
ejpam-6539	298	67	best	good	ADJ
ejpam-6539	298	68	social	social	ADJ
ejpam-6539	298	69	co	co	NOUN
ejpam-6539	298	70	-	-	ADJ
ejpam-6539	298	71	efficient	efficient	ADJ
ejpam-6539	298	72	(	(	PUNCT
ejpam-6539	298	73	c2	c2	PROPN
ejpam-6539	298	74	)	)	PUNCT
ejpam-6539	298	75	2.0	2.0	NUM
ejpam-6539	298	76	encourages	encourage	VERB
ejpam-6539	298	77	global	global	ADJ
ejpam-6539	298	78	search	search	NOUN
ejpam-6539	298	79	toward	toward	ADP
ejpam-6539	298	80	global	global	ADJ
ejpam-6539	298	81	best	good	ADJ
ejpam-6539	298	82	convergence	convergence	NOUN
ejpam-6539	298	83	criteria	criterion	NOUN
ejpam-6539	298	84	fitness	fitness	NOUN
ejpam-6539	298	85	improvement	improvement	NOUN
ejpam-6539	298	86	<	<	X
ejpam-6539	298	87	1×	1×	NUM
ejpam-6539	298	88	10−6	10−6	NUM
ejpam-6539	298	89	for	for	ADP
ejpam-6539	298	90	20	20	NUM
ejpam-6539	298	91	iterations	iteration	NOUN
ejpam-6539	298	92	prevents	prevent	VERB
ejpam-6539	298	93	unnecessary	unnecessary	ADJ
ejpam-6539	298	94	computation	computation	NOUN
ejpam-6539	298	95	the	the	DET
ejpam-6539	298	96	objective	objective	ADJ
ejpam-6539	298	97	function	function	NOUN
ejpam-6539	298	98	for	for	ADP
ejpam-6539	298	99	pso	pso	NOUN
ejpam-6539	298	100	optimization	optimization	NOUN
ejpam-6539	298	101	was	be	AUX
ejpam-6539	298	102	defined	define	VERB
ejpam-6539	298	103	as	as	ADP
ejpam-6539	298	104	a	a	DET
ejpam-6539	298	105	weighted	weight	VERB
ejpam-6539	298	106	combination	combination	NOUN
ejpam-6539	298	107	of	of	ADP
ejpam-6539	298	108	three	three	NUM
ejpam-6539	298	109	forecasting	forecasting	NOUN
ejpam-6539	298	110	error	error	NOUN
ejpam-6539	298	111	metrics	metric	NOUN
ejpam-6539	298	112	:	:	PUNCT
ejpam-6539	298	113	•	•	NUM
ejpam-6539	298	114	mean	mean	VERB
ejpam-6539	298	115	absolute	absolute	ADJ
ejpam-6539	298	116	percentage	percentage	NOUN
ejpam-6539	298	117	error	error	NOUN
ejpam-6539	298	118	(	(	PUNCT
ejpam-6539	298	119	mape	mape	NOUN
ejpam-6539	298	120	)	)	PUNCT
ejpam-6539	298	121	measures	measure	NOUN
ejpam-6539	298	122	relative	relative	ADJ
ejpam-6539	298	123	accuracy	accuracy	NOUN
ejpam-6539	298	124	.	.	PUNCT
ejpam-6539	299	1	•	•	NUM
ejpam-6539	299	2	mean	mean	VERB
ejpam-6539	299	3	squared	square	VERB
ejpam-6539	299	4	error	error	NOUN
ejpam-6539	299	5	(	(	PUNCT
ejpam-6539	299	6	mse	mse	NOUN
ejpam-6539	299	7	)	)	PUNCT
ejpam-6539	299	8	penalizes	penalize	VERB
ejpam-6539	299	9	large	large	ADJ
ejpam-6539	299	10	deviations	deviation	NOUN
ejpam-6539	299	11	more	more	ADV
ejpam-6539	299	12	heavily	heavily	ADV
ejpam-6539	299	13	.	.	PUNCT
ejpam-6539	300	1	•	•	NUM
ejpam-6539	300	2	root	root	NOUN
ejpam-6539	300	3	mean	mean	VERB
ejpam-6539	300	4	squared	square	VERB
ejpam-6539	300	5	error	error	NOUN
ejpam-6539	300	6	(	(	PUNCT
ejpam-6539	300	7	rmse	rmse	NOUN
ejpam-6539	300	8	)	)	PUNCT
ejpam-6539	300	9	interpretable	interpretable	ADJ
ejpam-6539	300	10	in	in	ADP
ejpam-6539	300	11	original	original	ADJ
ejpam-6539	300	12	mcp	mcp	PROPN
ejpam-6539	300	13	/	/	SYM
ejpam-6539	300	14	mcv	mcv	PROPN
ejpam-6539	300	15	units	unit	NOUN
ejpam-6539	300	16	.	.	PUNCT
ejpam-6539	301	1	optimization	optimization	NOUN
ejpam-6539	301	2	terminated	terminate	VERB
ejpam-6539	301	3	when	when	SCONJ
ejpam-6539	301	4	either	either	CCONJ
ejpam-6539	301	5	the	the	DET
ejpam-6539	301	6	maximum	maximum	ADJ
ejpam-6539	301	7	iteration	iteration	NOUN
ejpam-6539	301	8	limit	limit	NOUN
ejpam-6539	301	9	was	be	AUX
ejpam-6539	301	10	reached	reach	VERB
ejpam-6539	301	11	or	or	CCONJ
ejpam-6539	301	12	convergence	convergence	NOUN
ejpam-6539	301	13	criteria	criterion	NOUN
ejpam-6539	301	14	were	be	AUX
ejpam-6539	301	15	satisfied	satisfied	ADJ
ejpam-6539	301	16	,	,	PUNCT
ejpam-6539	301	17	with	with	ADP
ejpam-6539	301	18	the	the	DET
ejpam-6539	301	19	best	well	ADV
ejpam-6539	301	20	-	-	PUNCT
ejpam-6539	301	21	performing	perform	VERB
ejpam-6539	301	22	particle	particle	NOUN
ejpam-6539	301	23	’s	’s	PART
ejpam-6539	301	24	parameters	parameter	NOUN
ejpam-6539	301	25	used	use	VERB
ejpam-6539	301	26	for	for	ADP
ejpam-6539	301	27	final	final	ADJ
ejpam-6539	301	28	forecasting	forecasting	NOUN
ejpam-6539	301	29	.	.	PUNCT
ejpam-6539	302	1	6	6	X
ejpam-6539	302	2	.	.	X
ejpam-6539	302	3	results	result	NOUN
ejpam-6539	302	4	and	and	CCONJ
ejpam-6539	302	5	discussion	discussion	NOUN
ejpam-6539	302	6	6.1	6.1	NUM
ejpam-6539	302	7	.	.	PUNCT
ejpam-6539	303	1	forecasting	forecasting	NOUN
ejpam-6539	303	2	results	result	VERB
ejpam-6539	303	3	the	the	DET
ejpam-6539	303	4	historical	historical	ADJ
ejpam-6539	303	5	market	market	NOUN
ejpam-6539	303	6	clearing	clearing	NOUN
ejpam-6539	303	7	price	price	NOUN
ejpam-6539	303	8	(	(	PUNCT
ejpam-6539	303	9	mcp	mcp	PROPN
ejpam-6539	303	10	)	)	PUNCT
ejpam-6539	303	11	values	value	NOUN
ejpam-6539	303	12	from	from	ADP
ejpam-6539	303	13	the	the	DET
ejpam-6539	303	14	indian	indian	ADJ
ejpam-6539	303	15	energy	energy	NOUN
ejpam-6539	303	16	exchange	exchange	NOUN
ejpam-6539	303	17	were	be	AUX
ejpam-6539	303	18	used	use	VERB
ejpam-6539	303	19	to	to	PART
ejpam-6539	303	20	train	train	VERB
ejpam-6539	303	21	and	and	CCONJ
ejpam-6539	303	22	test	test	VERB
ejpam-6539	303	23	the	the	DET
ejpam-6539	303	24	proposed	propose	VERB
ejpam-6539	303	25	ihmm	ihmm	NOUN
ejpam-6539	303	26	-	-	PUNCT
ejpam-6539	303	27	frpso	frpso	NOUN
ejpam-6539	303	28	model	model	NOUN
ejpam-6539	303	29	.	.	PUNCT
ejpam-6539	304	1	tables	table	NOUN
ejpam-6539	304	2	4	4	NUM
ejpam-6539	304	3	to	to	PART
ejpam-6539	304	4	8	8	NUM
ejpam-6539	304	5	present	present	ADJ
ejpam-6539	304	6	the	the	DET
ejpam-6539	304	7	mcp	mcp	PROPN
ejpam-6539	304	8	time	time	NOUN
ejpam-6539	304	9	series	series	PROPN
ejpam-6539	304	10	along	along	ADP
ejpam-6539	304	11	with	with	ADP
ejpam-6539	304	12	their	their	PRON
ejpam-6539	304	13	respective	respective	ADJ
ejpam-6539	304	14	difference	difference	NOUN
ejpam-6539	304	15	values	value	NOUN
ejpam-6539	304	16	and	and	CCONJ
ejpam-6539	304	17	observation	observation	NOUN
ejpam-6539	304	18	symbols	symbol	NOUN
ejpam-6539	304	19	,	,	PUNCT
ejpam-6539	304	20	forming	form	VERB
ejpam-6539	304	21	the	the	DET
ejpam-6539	304	22	discrete	discrete	ADJ
ejpam-6539	304	23	inputs	input	NOUN
ejpam-6539	304	24	to	to	ADP
ejpam-6539	304	25	the	the	DET
ejpam-6539	304	26	hmm	hmm	NOUN
ejpam-6539	304	27	framework	framework	NOUN
ejpam-6539	304	28	.	.	PUNCT
ejpam-6539	305	1	the	the	DET
ejpam-6539	305	2	resulting	result	VERB
ejpam-6539	305	3	forecasting	forecasting	NOUN
ejpam-6539	305	4	outcomes	outcome	NOUN
ejpam-6539	305	5	demonstrate	demonstrate	VERB
ejpam-6539	305	6	that	that	SCONJ
ejpam-6539	305	7	the	the	DET
ejpam-6539	305	8	model	model	NOUN
ejpam-6539	305	9	effectively	effectively	ADV
ejpam-6539	305	10	captures	capture	VERB
ejpam-6539	305	11	both	both	DET
ejpam-6539	305	12	price	price	NOUN
ejpam-6539	305	13	fluctuations	fluctuation	NOUN
ejpam-6539	305	14	and	and	CCONJ
ejpam-6539	305	15	directional	directional	ADJ
ejpam-6539	305	16	changes	change	NOUN
ejpam-6539	305	17	in	in	ADP
ejpam-6539	305	18	the	the	DET
ejpam-6539	305	19	real	real	ADJ
ejpam-6539	305	20	-	-	PUNCT
ejpam-6539	305	21	time	time	NOUN
ejpam-6539	305	22	market	market	NOUN
ejpam-6539	305	23	(	(	PUNCT
ejpam-6539	305	24	rtm	rtm	NOUN
ejpam-6539	305	25	)	)	PUNCT
ejpam-6539	305	26	and	and	CCONJ
ejpam-6539	305	27	day	day	NOUN
ejpam-6539	305	28	-	-	PUNCT
ejpam-6539	305	29	ahead	ahead	NOUN
ejpam-6539	305	30	market	market	NOUN
ejpam-6539	305	31	(	(	PUNCT
ejpam-6539	305	32	dam	dam	NOUN
ejpam-6539	305	33	)	)	PUNCT
ejpam-6539	305	34	.	.	PUNCT
ejpam-6539	306	1	the	the	DET
ejpam-6539	306	2	standard	standard	ADJ
ejpam-6539	306	3	experimental	experimental	ADJ
ejpam-6539	306	4	data	datum	NOUN
ejpam-6539	306	5	have	have	AUX
ejpam-6539	306	6	been	be	AUX
ejpam-6539	306	7	collected	collect	VERB
ejpam-6539	306	8	for	for	ADP
ejpam-6539	306	9	the	the	DET
ejpam-6539	306	10	planned	planned	ADJ
ejpam-6539	306	11	investigation	investigation	NOUN
ejpam-6539	306	12	through	through	ADP
ejpam-6539	306	13	www.iexindia.com	www.iexindia.com	PROPN
ejpam-6539	306	14	.	.	PUNCT
ejpam-6539	306	15	table	table	NOUN
ejpam-6539	306	16	12	12	NUM
ejpam-6539	306	17	of	of	ADP
ejpam-6539	306	18	the	the	DET
ejpam-6539	306	19	proposed	propose	VERB
ejpam-6539	306	20	study	study	NOUN
ejpam-6539	306	21	delineates	delineate	VERB
ejpam-6539	306	22	the	the	DET
ejpam-6539	306	23	historical	historical	ADJ
ejpam-6539	306	24	market	market	NOUN
ejpam-6539	306	25	clearing	clearing	NOUN
ejpam-6539	306	26	price	price	NOUN
ejpam-6539	306	27	data	datum	NOUN
ejpam-6539	306	28	for	for	ADP
ejpam-6539	306	29	the	the	DET
ejpam-6539	306	30	period	period	NOUN
ejpam-6539	306	31	spanning	span	VERB
ejpam-6539	306	32	january	january	PROPN
ejpam-6539	306	33	2022	2022	NUM
ejpam-6539	306	34	to	to	ADP
ejpam-6539	306	35	june	june	PROPN
ejpam-6539	306	36	2022	2022	NUM
ejpam-6539	306	37	.	.	PUNCT
ejpam-6539	307	1	table	table	NOUN
ejpam-6539	307	2	13	13	NUM
ejpam-6539	307	3	elucidates	elucidate	VERB
ejpam-6539	307	4	the	the	DET
ejpam-6539	307	5	observation	observation	NOUN
ejpam-6539	307	6	symbols	symbol	NOUN
ejpam-6539	307	7	and	and	CCONJ
ejpam-6539	307	8	differential	differential	ADJ
ejpam-6539	307	9	values	value	NOUN
ejpam-6539	307	10	of	of	ADP
ejpam-6539	307	11	the	the	DET
ejpam-6539	307	12	preceding	precede	VERB
ejpam-6539	307	13	information	information	NOUN
ejpam-6539	307	14	presented	present	VERB
ejpam-6539	307	15	k.	k.	PROPN
ejpam-6539	307	16	kalpana	kalpana	PROPN
ejpam-6539	307	17	,	,	PUNCT
ejpam-6539	307	18	g.	g.	PROPN
ejpam-6539	307	19	kavitha	kavitha	PROPN
ejpam-6539	307	20	/	/	SYM
ejpam-6539	307	21	eur	eur	PROPN
ejpam-6539	307	22	.	.	PUNCT
ejpam-6539	308	1	j.	j.	PROPN
ejpam-6539	308	2	pure	pure	PROPN
ejpam-6539	308	3	appl	appl	PROPN
ejpam-6539	308	4	.	.	PROPN
ejpam-6539	308	5	math	math	PROPN
ejpam-6539	308	6	,	,	PUNCT
ejpam-6539	308	7	18	18	NUM
ejpam-6539	308	8	(	(	PUNCT
ejpam-6539	308	9	4	4	NUM
ejpam-6539	308	10	)	)	PUNCT
ejpam-6539	308	11	(	(	PUNCT
ejpam-6539	308	12	2025	2025	NUM
ejpam-6539	308	13	)	)	PUNCT
ejpam-6539	308	14	,	,	PUNCT
ejpam-6539	308	15	6539	6539	NUM
ejpam-6539	308	16	22	22	NUM
ejpam-6539	308	17	of	of	ADP
ejpam-6539	308	18	42	42	NUM
ejpam-6539	308	19	in	in	ADP
ejpam-6539	308	20	the	the	DET
ejpam-6539	308	21	appendix	appendix	NOUN
ejpam-6539	308	22	.	.	PUNCT
ejpam-6539	309	1	tables	table	NOUN
ejpam-6539	309	2	5	5	NUM
ejpam-6539	309	3	through	through	ADP
ejpam-6539	309	4	7	7	NUM
ejpam-6539	309	5	present	present	ADJ
ejpam-6539	309	6	the	the	DET
ejpam-6539	309	7	transition	transition	NOUN
ejpam-6539	309	8	,	,	PUNCT
ejpam-6539	309	9	emission	emission	NOUN
ejpam-6539	309	10	,	,	PUNCT
ejpam-6539	309	11	and	and	CCONJ
ejpam-6539	309	12	steady	steady	ADJ
ejpam-6539	309	13	-	-	PUNCT
ejpam-6539	309	14	state	state	NOUN
ejpam-6539	309	15	probability	probability	NOUN
ejpam-6539	309	16	matrices	matrix	NOUN
ejpam-6539	309	17	of	of	ADP
ejpam-6539	309	18	the	the	DET
ejpam-6539	309	19	classical	classical	ADJ
ejpam-6539	309	20	hmm	hmm	NOUN
ejpam-6539	309	21	,	,	PUNCT
ejpam-6539	309	22	derived	derive	VERB
ejpam-6539	309	23	from	from	ADP
ejpam-6539	309	24	the	the	DET
ejpam-6539	309	25	real	real	ADJ
ejpam-6539	309	26	-	-	PUNCT
ejpam-6539	309	27	time	time	NOUN
ejpam-6539	309	28	market	market	NOUN
ejpam-6539	309	29	mcp	mcp	PROPN
ejpam-6539	309	30	data	data	PROPN
ejpam-6539	309	31	.	.	PUNCT
ejpam-6539	310	1	these	these	DET
ejpam-6539	310	2	matrices	matrix	NOUN
ejpam-6539	310	3	represent	represent	VERB
ejpam-6539	310	4	the	the	DET
ejpam-6539	310	5	baseline	baseline	ADJ
ejpam-6539	310	6	probabilistic	probabilistic	ADJ
ejpam-6539	310	7	structure	structure	NOUN
ejpam-6539	310	8	prior	prior	ADV
ejpam-6539	310	9	to	to	ADP
ejpam-6539	310	10	optimization	optimization	NOUN
ejpam-6539	310	11	via	via	ADP
ejpam-6539	310	12	the	the	DET
ejpam-6539	310	13	pso	pso	NOUN
ejpam-6539	310	14	-	-	PUNCT
ejpam-6539	310	15	enhanced	enhance	VERB
ejpam-6539	310	16	fuzzy	fuzzy	ADJ
ejpam-6539	310	17	relational	relational	ADJ
ejpam-6539	310	18	approach	approach	NOUN
ejpam-6539	310	19	.	.	PUNCT
ejpam-6539	311	1	table	table	NOUN
ejpam-6539	311	2	5	5	NUM
ejpam-6539	311	3	:	:	PUNCT
ejpam-6539	311	4	n×	n×	PROPN
ejpam-6539	311	5	n	n	NOUN
ejpam-6539	311	6	changeover	changeover	NOUN
ejpam-6539	311	7	probability	probability	NOUN
ejpam-6539	311	8	matrix	matrix	NOUN
ejpam-6539	311	9	(	(	PUNCT
ejpam-6539	311	10	cpm	cpm	PROPN
ejpam-6539	311	11	)	)	PUNCT
ejpam-6539	311	12	of	of	ADP
ejpam-6539	311	13	mcp	mcp	PROPN
ejpam-6539	311	14	of	of	ADP
ejpam-6539	311	15	rtm	rtm	NOUN
ejpam-6539	311	16	table	table	NOUN
ejpam-6539	311	17	6	6	NUM
ejpam-6539	311	18	:	:	PUNCT
ejpam-6539	311	19	egression	egression	NOUN
ejpam-6539	311	20	probability	probability	NOUN
ejpam-6539	311	21	matrix	matrix	NOUN
ejpam-6539	311	22	of	of	ADP
ejpam-6539	311	23	mcp	mcp	PROPN
ejpam-6539	311	24	of	of	ADP
ejpam-6539	311	25	rtm	rtm	PROPN
ejpam-6539	311	26	k.	k.	PROPN
ejpam-6539	311	27	kalpana	kalpana	PROPN
ejpam-6539	311	28	,	,	PUNCT
ejpam-6539	311	29	g.	g.	PROPN
ejpam-6539	311	30	kavitha	kavitha	PROPN
ejpam-6539	311	31	/	/	SYM
ejpam-6539	311	32	eur	eur	PROPN
ejpam-6539	311	33	.	.	PUNCT
ejpam-6539	312	1	j.	j.	PROPN
ejpam-6539	312	2	pure	pure	PROPN
ejpam-6539	312	3	appl	appl	PROPN
ejpam-6539	312	4	.	.	PROPN
ejpam-6539	312	5	math	math	PROPN
ejpam-6539	312	6	,	,	PUNCT
ejpam-6539	312	7	18	18	NUM
ejpam-6539	312	8	(	(	PUNCT
ejpam-6539	312	9	4	4	NUM
ejpam-6539	312	10	)	)	PUNCT
ejpam-6539	312	11	(	(	PUNCT
ejpam-6539	312	12	2025	2025	NUM
ejpam-6539	312	13	)	)	PUNCT
ejpam-6539	312	14	,	,	PUNCT
ejpam-6539	312	15	6539	6539	NUM
ejpam-6539	312	16	23	23	NUM
ejpam-6539	312	17	of	of	ADP
ejpam-6539	312	18	42	42	NUM
ejpam-6539	312	19	table	table	NOUN
ejpam-6539	312	20	7	7	NUM
ejpam-6539	312	21	:	:	PUNCT
ejpam-6539	312	22	steady	steady	ADJ
ejpam-6539	312	23	state	state	NOUN
ejpam-6539	312	24	probability	probability	NOUN
ejpam-6539	312	25	matrix	matrix	NOUN
ejpam-6539	312	26	of	of	ADP
ejpam-6539	312	27	mcp	mcp	PROPN
ejpam-6539	312	28	of	of	ADP
ejpam-6539	312	29	rtm	rtm	PROPN
ejpam-6539	312	30	figures	figure	NOUN
ejpam-6539	312	31	3	3	NUM
ejpam-6539	312	32	to	to	PART
ejpam-6539	312	33	8	8	NUM
ejpam-6539	312	34	illustrate	illustrate	VERB
ejpam-6539	312	35	the	the	DET
ejpam-6539	312	36	temporal	temporal	ADJ
ejpam-6539	312	37	dynamics	dynamic	NOUN
ejpam-6539	312	38	of	of	ADP
ejpam-6539	312	39	market	market	NOUN
ejpam-6539	312	40	clearing	clearing	NOUN
ejpam-6539	312	41	price	price	NOUN
ejpam-6539	312	42	(	(	PUNCT
ejpam-6539	312	43	mcp	mcp	PROPN
ejpam-6539	312	44	)	)	PUNCT
ejpam-6539	312	45	and	and	CCONJ
ejpam-6539	312	46	market	market	NOUN
ejpam-6539	312	47	clearing	clearing	NOUN
ejpam-6539	312	48	volume	volume	NOUN
ejpam-6539	312	49	(	(	PUNCT
ejpam-6539	312	50	mcv	mcv	PROPN
ejpam-6539	312	51	)	)	PUNCT
ejpam-6539	312	52	across	across	ADP
ejpam-6539	312	53	the	the	DET
ejpam-6539	312	54	day	day	NOUN
ejpam-6539	312	55	-	-	PUNCT
ejpam-6539	312	56	ahead	ahead	NOUN
ejpam-6539	312	57	and	and	CCONJ
ejpam-6539	312	58	real	real	ADJ
ejpam-6539	312	59	-	-	PUNCT
ejpam-6539	312	60	time	time	NOUN
ejpam-6539	312	61	markets	market	NOUN
ejpam-6539	312	62	during	during	ADP
ejpam-6539	312	63	2021	2021	NUM
ejpam-6539	312	64	-	-	SYM
ejpam-6539	312	65	2022	2022	NUM
ejpam-6539	312	66	.	.	PUNCT
ejpam-6539	313	1	these	these	DET
ejpam-6539	313	2	visualizations	visualization	NOUN
ejpam-6539	313	3	highlight	highlight	VERB
ejpam-6539	313	4	seasonal	seasonal	ADJ
ejpam-6539	313	5	fluctuations	fluctuation	NOUN
ejpam-6539	313	6	,	,	PUNCT
ejpam-6539	313	7	demand	demand	NOUN
ejpam-6539	313	8	–	–	PUNCT
ejpam-6539	313	9	supply	supply	NOUN
ejpam-6539	313	10	imbalances	imbalance	NOUN
ejpam-6539	313	11	,	,	PUNCT
ejpam-6539	313	12	and	and	CCONJ
ejpam-6539	313	13	periods	period	NOUN
ejpam-6539	313	14	of	of	ADP
ejpam-6539	313	15	heightened	heightened	ADJ
ejpam-6539	313	16	volatility	volatility	NOUN
ejpam-6539	313	17	,	,	PUNCT
ejpam-6539	313	18	underscoring	underscore	VERB
ejpam-6539	313	19	the	the	DET
ejpam-6539	313	20	forecasting	forecasting	NOUN
ejpam-6539	313	21	challenges	challenge	NOUN
ejpam-6539	313	22	addressed	address	VERB
ejpam-6539	313	23	by	by	ADP
ejpam-6539	313	24	the	the	DET
ejpam-6539	313	25	proposed	propose	VERB
ejpam-6539	313	26	model	model	NOUN
ejpam-6539	313	27	.	.	PUNCT
ejpam-6539	314	1	6.1.1	6.1.1	X
ejpam-6539	314	2	.	.	PUNCT
ejpam-6539	314	3	graphical	graphical	ADJ
ejpam-6539	314	4	representation	representation	NOUN
ejpam-6539	314	5	of	of	ADP
ejpam-6539	314	6	day	day	NOUN
ejpam-6539	314	7	ahead	ahead	ADV
ejpam-6539	314	8	market	market	NOUN
ejpam-6539	314	9	(	(	PUNCT
ejpam-6539	314	10	dam	dam	NOUN
ejpam-6539	314	11	)	)	PUNCT
ejpam-6539	314	12	and	and	CCONJ
ejpam-6539	314	13	real	real	ADJ
ejpam-6539	314	14	time	time	NOUN
ejpam-6539	314	15	market(rtm	market(rtm	NOUN
ejpam-6539	314	16	)	)	PUNCT
ejpam-6539	314	17	of	of	ADP
ejpam-6539	314	18	the	the	DET
ejpam-6539	314	19	experimental	experimental	ADJ
ejpam-6539	314	20	data	datum	NOUN
ejpam-6539	314	21	set	set	VERB
ejpam-6539	314	22	.	.	PUNCT
ejpam-6539	315	1	figure	figure	VERB
ejpam-6539	315	2	3	3	NUM
ejpam-6539	315	3	:	:	PUNCT
ejpam-6539	315	4	comparison	comparison	NOUN
ejpam-6539	315	5	of	of	ADP
ejpam-6539	315	6	mcp	mcp	PROPN
ejpam-6539	315	7	and	and	CCONJ
ejpam-6539	315	8	mcv	mcv	ADJ
ejpam-6539	315	9	trends	trend	NOUN
ejpam-6539	315	10	in	in	ADP
ejpam-6539	315	11	the	the	DET
ejpam-6539	315	12	day	day	NOUN
ejpam-6539	315	13	-	-	PUNCT
ejpam-6539	315	14	ahead	ahead	NOUN
ejpam-6539	315	15	market	market	NOUN
ejpam-6539	315	16	from	from	ADP
ejpam-6539	315	17	january	january	PROPN
ejpam-6539	315	18	to	to	ADP
ejpam-6539	315	19	june	june	PROPN
ejpam-6539	315	20	2021	2021	NUM
ejpam-6539	315	21	.	.	PUNCT
ejpam-6539	316	1	the	the	DET
ejpam-6539	316	2	graph	graph	NOUN
ejpam-6539	316	3	highlights	highlight	VERB
ejpam-6539	316	4	the	the	DET
ejpam-6539	316	5	correlation	correlation	NOUN
ejpam-6539	316	6	between	between	ADP
ejpam-6539	316	7	price	price	NOUN
ejpam-6539	316	8	fluctuations	fluctuation	NOUN
ejpam-6539	316	9	and	and	CCONJ
ejpam-6539	316	10	trading	trading	NOUN
ejpam-6539	316	11	volume	volume	NOUN
ejpam-6539	316	12	.	.	PUNCT
ejpam-6539	317	1	k.	k.	PROPN
ejpam-6539	317	2	kalpana	kalpana	PROPN
ejpam-6539	317	3	,	,	PUNCT
ejpam-6539	317	4	g.	g.	PROPN
ejpam-6539	317	5	kavitha	kavitha	PROPN
ejpam-6539	317	6	/	/	SYM
ejpam-6539	317	7	eur	eur	PROPN
ejpam-6539	317	8	.	.	PUNCT
ejpam-6539	318	1	j.	j.	PROPN
ejpam-6539	318	2	pure	pure	PROPN
ejpam-6539	318	3	appl	appl	PROPN
ejpam-6539	318	4	.	.	PROPN
ejpam-6539	318	5	math	math	PROPN
ejpam-6539	318	6	,	,	PUNCT
ejpam-6539	318	7	18	18	NUM
ejpam-6539	318	8	(	(	PUNCT
ejpam-6539	318	9	4	4	NUM
ejpam-6539	318	10	)	)	PUNCT
ejpam-6539	318	11	(	(	PUNCT
ejpam-6539	318	12	2025	2025	NUM
ejpam-6539	318	13	)	)	PUNCT
ejpam-6539	318	14	,	,	PUNCT
ejpam-6539	318	15	6539	6539	NUM
ejpam-6539	318	16	24	24	NUM
ejpam-6539	318	17	of	of	ADP
ejpam-6539	318	18	42	42	NUM
ejpam-6539	318	19	figure	figure	NOUN
ejpam-6539	318	20	4	4	NUM
ejpam-6539	318	21	:	:	PUNCT
ejpam-6539	318	22	trends	trend	NOUN
ejpam-6539	318	23	in	in	ADP
ejpam-6539	318	24	mcp	mcp	PROPN
ejpam-6539	318	25	and	and	CCONJ
ejpam-6539	318	26	mcv	mcv	PROPN
ejpam-6539	318	27	for	for	ADP
ejpam-6539	318	28	the	the	DET
ejpam-6539	318	29	day	day	NOUN
ejpam-6539	318	30	-	-	PUNCT
ejpam-6539	318	31	ahead	ahead	NOUN
ejpam-6539	318	32	market	market	NOUN
ejpam-6539	318	33	during	during	ADP
ejpam-6539	318	34	the	the	DET
ejpam-6539	318	35	second	second	ADJ
ejpam-6539	318	36	half	half	NOUN
ejpam-6539	318	37	of	of	ADP
ejpam-6539	318	38	2021	2021	NUM
ejpam-6539	318	39	,	,	PUNCT
ejpam-6539	318	40	showing	show	VERB
ejpam-6539	318	41	seasonal	seasonal	ADJ
ejpam-6539	318	42	variations	variation	NOUN
ejpam-6539	318	43	and	and	CCONJ
ejpam-6539	318	44	demand	demand	NOUN
ejpam-6539	318	45	patterns	pattern	NOUN
ejpam-6539	318	46	.	.	PUNCT
ejpam-6539	319	1	figure	figure	NOUN
ejpam-6539	319	2	5	5	NUM
ejpam-6539	319	3	:	:	PUNCT
ejpam-6539	319	4	detailed	detailed	ADJ
ejpam-6539	319	5	view	view	NOUN
ejpam-6539	319	6	of	of	ADP
ejpam-6539	319	7	mcp	mcp	PROPN
ejpam-6539	319	8	and	and	CCONJ
ejpam-6539	319	9	mcv	mcv	PROPN
ejpam-6539	319	10	dynamics	dynamic	NOUN
ejpam-6539	319	11	in	in	ADP
ejpam-6539	319	12	the	the	DET
ejpam-6539	319	13	day	day	NOUN
ejpam-6539	319	14	-	-	PUNCT
ejpam-6539	319	15	ahead	ahead	NOUN
ejpam-6539	319	16	market	market	NOUN
ejpam-6539	319	17	for	for	ADP
ejpam-6539	319	18	the	the	DET
ejpam-6539	319	19	first	first	ADJ
ejpam-6539	319	20	half	half	NOUN
ejpam-6539	319	21	of	of	ADP
ejpam-6539	319	22	2022	2022	NUM
ejpam-6539	319	23	,	,	PUNCT
ejpam-6539	319	24	emphasizing	emphasize	VERB
ejpam-6539	319	25	peak	peak	NOUN
ejpam-6539	319	26	and	and	CCONJ
ejpam-6539	319	27	off	off	ADP
ejpam-6539	319	28	-	-	PUNCT
ejpam-6539	319	29	peak	peak	NOUN
ejpam-6539	319	30	periods	period	NOUN
ejpam-6539	319	31	.	.	PUNCT
ejpam-6539	320	1	6.1.2	6.1.2	NUM
ejpam-6539	320	2	.	.	PUNCT
ejpam-6539	320	3	interval	interval	NOUN
ejpam-6539	320	4	valued	value	VERB
ejpam-6539	320	5	hidden	hide	VERB
ejpam-6539	320	6	markov	markov	NOUN
ejpam-6539	320	7	model	model	NOUN
ejpam-6539	320	8	fuzzy	fuzzy	ADJ
ejpam-6539	320	9	relational	relational	ADJ
ejpam-6539	320	10	particle	particle	NOUN
ejpam-6539	320	11	swarm	swarm	NOUN
ejpam-6539	320	12	optimization	optimization	NOUN
ejpam-6539	320	13	model(ihmm	model(ihmm	NOUN
ejpam-6539	320	14	-	-	NOUN
ejpam-6539	320	15	frpso	frpso	NOUN
ejpam-6539	320	16	)	)	PUNCT
ejpam-6539	320	17	two	two	NUM
ejpam-6539	320	18	essential	essential	ADJ
ejpam-6539	320	19	elements	element	NOUN
ejpam-6539	320	20	of	of	ADP
ejpam-6539	320	21	the	the	DET
ejpam-6539	320	22	power	power	NOUN
ejpam-6539	320	23	market	market	NOUN
ejpam-6539	320	24	forecasting	forecasting	NOUN
ejpam-6539	320	25	system	system	NOUN
ejpam-6539	320	26	are	be	AUX
ejpam-6539	320	27	the	the	DET
ejpam-6539	320	28	market	market	NOUN
ejpam-6539	320	29	clearing	clearing	NOUN
ejpam-6539	320	30	price	price	NOUN
ejpam-6539	320	31	(	(	PUNCT
ejpam-6539	320	32	mcp	mcp	PROPN
ejpam-6539	320	33	)	)	PUNCT
ejpam-6539	320	34	and	and	CCONJ
ejpam-6539	320	35	market	market	NOUN
ejpam-6539	320	36	clearing	clearing	NOUN
ejpam-6539	320	37	volume	volume	NOUN
ejpam-6539	320	38	(	(	PUNCT
ejpam-6539	320	39	mcv	mcv	PROPN
ejpam-6539	320	40	)	)	PUNCT
ejpam-6539	320	41	.	.	PUNCT
ejpam-6539	321	1	there	there	PRON
ejpam-6539	321	2	are	be	VERB
ejpam-6539	321	3	two	two	NUM
ejpam-6539	321	4	curves	curve	NOUN
ejpam-6539	321	5	.	.	PUNCT
ejpam-6539	322	1	k.	k.	PROPN
ejpam-6539	322	2	kalpana	kalpana	PROPN
ejpam-6539	322	3	,	,	PUNCT
ejpam-6539	322	4	g.	g.	PROPN
ejpam-6539	322	5	kavitha	kavitha	PROPN
ejpam-6539	322	6	/	/	SYM
ejpam-6539	322	7	eur	eur	PROPN
ejpam-6539	322	8	.	.	PUNCT
ejpam-6539	323	1	j.	j.	PROPN
ejpam-6539	323	2	pure	pure	PROPN
ejpam-6539	323	3	appl	appl	PROPN
ejpam-6539	323	4	.	.	PROPN
ejpam-6539	323	5	math	math	PROPN
ejpam-6539	323	6	,	,	PUNCT
ejpam-6539	323	7	18	18	NUM
ejpam-6539	323	8	(	(	PUNCT
ejpam-6539	323	9	4	4	NUM
ejpam-6539	323	10	)	)	PUNCT
ejpam-6539	323	11	(	(	PUNCT
ejpam-6539	323	12	2025	2025	NUM
ejpam-6539	323	13	)	)	PUNCT
ejpam-6539	323	14	,	,	PUNCT
ejpam-6539	323	15	6539	6539	NUM
ejpam-6539	323	16	25	25	NUM
ejpam-6539	323	17	of	of	ADP
ejpam-6539	323	18	42	42	NUM
ejpam-6539	323	19	figure	figure	NOUN
ejpam-6539	323	20	6	6	NUM
ejpam-6539	323	21	:	:	PUNCT
ejpam-6539	323	22	comparative	comparative	ADJ
ejpam-6539	323	23	analysis	analysis	NOUN
ejpam-6539	323	24	of	of	ADP
ejpam-6539	323	25	mcp	mcp	PROPN
ejpam-6539	323	26	and	and	CCONJ
ejpam-6539	323	27	mcv	mcv	PROPN
ejpam-6539	323	28	in	in	ADP
ejpam-6539	323	29	the	the	DET
ejpam-6539	323	30	real	real	ADJ
ejpam-6539	323	31	-	-	PUNCT
ejpam-6539	323	32	time	time	NOUN
ejpam-6539	323	33	market	market	NOUN
ejpam-6539	323	34	,	,	PUNCT
ejpam-6539	323	35	illustrating	illustrate	VERB
ejpam-6539	323	36	volatility	volatility	NOUN
ejpam-6539	323	37	and	and	CCONJ
ejpam-6539	323	38	trading	trading	NOUN
ejpam-6539	323	39	activity	activity	NOUN
ejpam-6539	323	40	from	from	ADP
ejpam-6539	323	41	january	january	PROPN
ejpam-6539	323	42	to	to	ADP
ejpam-6539	323	43	june	june	PROPN
ejpam-6539	323	44	2021	2021	NUM
ejpam-6539	323	45	.	.	PUNCT
ejpam-6539	324	1	figure	figure	VERB
ejpam-6539	324	2	7	7	NUM
ejpam-6539	324	3	:	:	PUNCT
ejpam-6539	324	4	trends	trend	NOUN
ejpam-6539	324	5	in	in	ADP
ejpam-6539	324	6	mcp	mcp	PROPN
ejpam-6539	324	7	and	and	CCONJ
ejpam-6539	324	8	mcv	mcv	PROPN
ejpam-6539	324	9	for	for	ADP
ejpam-6539	324	10	the	the	DET
ejpam-6539	324	11	real	real	ADJ
ejpam-6539	324	12	-	-	PUNCT
ejpam-6539	324	13	time	time	NOUN
ejpam-6539	324	14	market	market	NOUN
ejpam-6539	324	15	during	during	ADP
ejpam-6539	324	16	the	the	DET
ejpam-6539	324	17	latter	latter	ADJ
ejpam-6539	324	18	half	half	NOUN
ejpam-6539	324	19	of	of	ADP
ejpam-6539	324	20	2021	2021	NUM
ejpam-6539	324	21	,	,	PUNCT
ejpam-6539	324	22	highlighting	highlight	VERB
ejpam-6539	324	23	demand	demand	NOUN
ejpam-6539	324	24	-	-	PUNCT
ejpam-6539	324	25	supply	supply	NOUN
ejpam-6539	324	26	imbalances	imbalance	NOUN
ejpam-6539	324	27	.	.	PUNCT
ejpam-6539	325	1	the	the	DET
ejpam-6539	325	2	market	market	NOUN
ejpam-6539	325	3	clearing	clearing	NOUN
ejpam-6539	325	4	volume	volume	NOUN
ejpam-6539	325	5	and	and	CCONJ
ejpam-6539	325	6	aggregate	aggregate	VERB
ejpam-6539	325	7	market	market	NOUN
ejpam-6539	325	8	clearing	clearing	NOUN
ejpam-6539	325	9	price	price	NOUN
ejpam-6539	325	10	curves	curve	NOUN
ejpam-6539	325	11	.	.	PUNCT
ejpam-6539	326	1	the	the	DET
ejpam-6539	326	2	places	place	NOUN
ejpam-6539	326	3	where	where	SCONJ
ejpam-6539	326	4	these	these	DET
ejpam-6539	326	5	two	two	NUM
ejpam-6539	326	6	curves	curve	NOUN
ejpam-6539	326	7	converge	converge	NOUN
ejpam-6539	326	8	are	be	AUX
ejpam-6539	326	9	represented	represent	VERB
ejpam-6539	326	10	by	by	ADP
ejpam-6539	326	11	dates	date	NOUN
ejpam-6539	326	12	on	on	ADP
ejpam-6539	326	13	the	the	DET
ejpam-6539	326	14	x	x	NOUN
ejpam-6539	326	15	-	-	NOUN
ejpam-6539	326	16	axis	axis	ADJ
ejpam-6539	326	17	,	,	PUNCT
ejpam-6539	326	18	while	while	SCONJ
ejpam-6539	326	19	the	the	DET
ejpam-6539	326	20	market	market	NOUN
ejpam-6539	326	21	clearing	clearing	NOUN
ejpam-6539	326	22	price	price	NOUN
ejpam-6539	326	23	and	and	CCONJ
ejpam-6539	326	24	volume	volume	NOUN
ejpam-6539	326	25	figures	figure	NOUN
ejpam-6539	326	26	are	be	AUX
ejpam-6539	326	27	displayed	display	VERB
ejpam-6539	326	28	on	on	ADP
ejpam-6539	326	29	the	the	DET
ejpam-6539	326	30	y	y	NOUN
ejpam-6539	326	31	-	-	PUNCT
ejpam-6539	326	32	axis	axis	NOUN
ejpam-6539	326	33	.	.	PUNCT
ejpam-6539	327	1	the	the	DET
ejpam-6539	327	2	training	training	NOUN
ejpam-6539	327	3	and	and	CCONJ
ejpam-6539	327	4	testing	testing	NOUN
ejpam-6539	327	5	periods	period	NOUN
ejpam-6539	327	6	are	be	AUX
ejpam-6539	327	7	established	establish	VERB
ejpam-6539	327	8	for	for	ADP
ejpam-6539	327	9	january	january	PROPN
ejpam-6539	327	10	2022	2022	NUM
ejpam-6539	327	11	to	to	ADP
ejpam-6539	327	12	june	june	PROPN
ejpam-6539	327	13	2022	2022	NUM
ejpam-6539	327	14	and	and	CCONJ
ejpam-6539	327	15	january	january	PROPN
ejpam-6539	327	16	2022	2022	NUM
ejpam-6539	327	17	to	to	ADP
ejpam-6539	327	18	june	june	PROPN
ejpam-6539	327	19	2022	2022	NUM
ejpam-6539	327	20	,	,	PUNCT
ejpam-6539	327	21	respectively	respectively	ADV
ejpam-6539	327	22	.	.	PUNCT
ejpam-6539	328	1	www.iexindia.com	www.iexindia.com	PROPN
ejpam-6539	328	2	is	be	AUX
ejpam-6539	328	3	the	the	DET
ejpam-6539	328	4	source	source	NOUN
ejpam-6539	328	5	of	of	ADP
ejpam-6539	328	6	the	the	DET
ejpam-6539	328	7	day	day	NOUN
ejpam-6539	328	8	ahead	ahead	ADV
ejpam-6539	328	9	and	and	CCONJ
ejpam-6539	328	10	real	real	ADJ
ejpam-6539	328	11	time	time	NOUN
ejpam-6539	328	12	market	market	PROPN
ejpam-6539	328	13	mcp	mcp	PROPN
ejpam-6539	328	14	and	and	CCONJ
ejpam-6539	328	15	mcv	mcv	PROPN
ejpam-6539	328	16	k.	k.	PROPN
ejpam-6539	328	17	kalpana	kalpana	PROPN
ejpam-6539	328	18	,	,	PUNCT
ejpam-6539	328	19	g.	g.	PROPN
ejpam-6539	328	20	kavitha	kavitha	PROPN
ejpam-6539	328	21	/	/	SYM
ejpam-6539	328	22	eur	eur	PROPN
ejpam-6539	328	23	.	.	PUNCT
ejpam-6539	329	1	j.	j.	PROPN
ejpam-6539	329	2	pure	pure	PROPN
ejpam-6539	329	3	appl	appl	PROPN
ejpam-6539	329	4	.	.	PROPN
ejpam-6539	329	5	math	math	PROPN
ejpam-6539	329	6	,	,	PUNCT
ejpam-6539	329	7	18	18	NUM
ejpam-6539	329	8	(	(	PUNCT
ejpam-6539	329	9	4	4	NUM
ejpam-6539	329	10	)	)	PUNCT
ejpam-6539	329	11	(	(	PUNCT
ejpam-6539	329	12	2025	2025	NUM
ejpam-6539	329	13	)	)	PUNCT
ejpam-6539	329	14	,	,	PUNCT
ejpam-6539	329	15	6539	6539	NUM
ejpam-6539	329	16	26	26	NUM
ejpam-6539	329	17	of	of	ADP
ejpam-6539	329	18	42	42	NUM
ejpam-6539	329	19	figure	figure	NOUN
ejpam-6539	329	20	8	8	NUM
ejpam-6539	329	21	:	:	PUNCT
ejpam-6539	329	22	real	real	ADJ
ejpam-6539	329	23	-	-	PUNCT
ejpam-6539	329	24	time	time	NOUN
ejpam-6539	329	25	market	market	NOUN
ejpam-6539	329	26	data	datum	NOUN
ejpam-6539	329	27	for	for	ADP
ejpam-6539	329	28	the	the	DET
ejpam-6539	329	29	first	first	ADJ
ejpam-6539	329	30	half	half	NOUN
ejpam-6539	329	31	of	of	ADP
ejpam-6539	329	32	2022	2022	NUM
ejpam-6539	329	33	,	,	PUNCT
ejpam-6539	329	34	showcasing	showcase	VERB
ejpam-6539	329	35	the	the	DET
ejpam-6539	329	36	impact	impact	NOUN
ejpam-6539	329	37	of	of	ADP
ejpam-6539	329	38	external	external	ADJ
ejpam-6539	329	39	factors	factor	NOUN
ejpam-6539	329	40	on	on	ADP
ejpam-6539	329	41	price	price	NOUN
ejpam-6539	329	42	and	and	CCONJ
ejpam-6539	329	43	volume	volume	NOUN
ejpam-6539	329	44	fluctuations	fluctuation	NOUN
ejpam-6539	329	45	.	.	PUNCT
ejpam-6539	330	1	data	datum	NOUN
ejpam-6539	330	2	sets	set	NOUN
ejpam-6539	330	3	.	.	PUNCT
ejpam-6539	331	1	the	the	DET
ejpam-6539	331	2	proposed	propose	VERB
ejpam-6539	331	3	ihmm	ihmm	NOUN
ejpam-6539	331	4	-	-	PUNCT
ejpam-6539	331	5	frpso	frpso	NOUN
ejpam-6539	331	6	model	model	NOUN
ejpam-6539	331	7	is	be	AUX
ejpam-6539	331	8	evaluated	evaluate	VERB
ejpam-6539	331	9	using	use	VERB
ejpam-6539	331	10	three	three	NUM
ejpam-6539	331	11	standard	standard	ADJ
ejpam-6539	331	12	error	error	NOUN
ejpam-6539	331	13	metrics	metric	NOUN
ejpam-6539	331	14	:	:	PUNCT
ejpam-6539	331	15	mean	mean	VERB
ejpam-6539	331	16	absolute	absolute	ADJ
ejpam-6539	331	17	percentage	percentage	NOUN
ejpam-6539	331	18	error	error	NOUN
ejpam-6539	331	19	(	(	PUNCT
ejpam-6539	331	20	mape	mape	NOUN
ejpam-6539	331	21	)	)	PUNCT
ejpam-6539	331	22	,	,	PUNCT
ejpam-6539	331	23	mean	mean	VERB
ejpam-6539	331	24	squared	square	VERB
ejpam-6539	331	25	error	error	NOUN
ejpam-6539	331	26	(	(	PUNCT
ejpam-6539	331	27	mse	mse	NOUN
ejpam-6539	331	28	)	)	PUNCT
ejpam-6539	331	29	,	,	PUNCT
ejpam-6539	331	30	and	and	CCONJ
ejpam-6539	331	31	root	root	NOUN
ejpam-6539	331	32	mean	mean	VERB
ejpam-6539	331	33	squared	square	VERB
ejpam-6539	331	34	error	error	NOUN
ejpam-6539	331	35	(	(	PUNCT
ejpam-6539	331	36	rmse	rmse	NOUN
ejpam-6539	331	37	)	)	PUNCT
ejpam-6539	331	38	.	.	PUNCT
ejpam-6539	332	1	these	these	DET
ejpam-6539	332	2	metrics	metric	NOUN
ejpam-6539	332	3	are	be	AUX
ejpam-6539	332	4	critical	critical	ADJ
ejpam-6539	332	5	in	in	ADP
ejpam-6539	332	6	time	time	NOUN
ejpam-6539	332	7	series	series	NOUN
ejpam-6539	332	8	forecasting	forecasting	NOUN
ejpam-6539	332	9	for	for	ADP
ejpam-6539	332	10	the	the	DET
ejpam-6539	332	11	following	follow	VERB
ejpam-6539	332	12	reasons	reason	NOUN
ejpam-6539	332	13	:	:	PUNCT
ejpam-6539	332	14	•	•	NUM
ejpam-6539	332	15	mape(%	mape(%	NOUN
ejpam-6539	332	16	)	)	PUNCT
ejpam-6539	332	17	quantifies	quantify	VERB
ejpam-6539	332	18	the	the	DET
ejpam-6539	332	19	average	average	ADJ
ejpam-6539	332	20	absolute	absolute	ADJ
ejpam-6539	332	21	deviation	deviation	NOUN
ejpam-6539	332	22	between	between	ADP
ejpam-6539	332	23	forecasted	forecast	VERB
ejpam-6539	332	24	and	and	CCONJ
ejpam-6539	332	25	actual	actual	ADJ
ejpam-6539	332	26	values	value	NOUN
ejpam-6539	332	27	as	as	ADP
ejpam-6539	332	28	a	a	DET
ejpam-6539	332	29	percentage	percentage	NOUN
ejpam-6539	332	30	,	,	PUNCT
ejpam-6539	332	31	offering	offer	VERB
ejpam-6539	332	32	an	an	DET
ejpam-6539	332	33	intuitive	intuitive	ADJ
ejpam-6539	332	34	measure	measure	NOUN
ejpam-6539	332	35	of	of	ADP
ejpam-6539	332	36	relative	relative	ADJ
ejpam-6539	332	37	accuracy	accuracy	NOUN
ejpam-6539	332	38	.	.	PUNCT
ejpam-6539	333	1	a	a	DET
ejpam-6539	333	2	lower	low	ADJ
ejpam-6539	333	3	mape	mape	NOUN
ejpam-6539	333	4	indicates	indicate	VERB
ejpam-6539	333	5	better	well	ADJ
ejpam-6539	333	6	generalization	generalization	NOUN
ejpam-6539	333	7	across	across	ADP
ejpam-6539	333	8	fluctuating	fluctuate	VERB
ejpam-6539	333	9	demand	demand	NOUN
ejpam-6539	333	10	/	/	SYM
ejpam-6539	333	11	price	price	NOUN
ejpam-6539	333	12	levels	level	NOUN
ejpam-6539	333	13	and	and	CCONJ
ejpam-6539	333	14	is	be	AUX
ejpam-6539	333	15	particularly	particularly	ADV
ejpam-6539	333	16	useful	useful	ADJ
ejpam-6539	333	17	for	for	ADP
ejpam-6539	333	18	comparing	compare	VERB
ejpam-6539	333	19	across	across	ADP
ejpam-6539	333	20	different	different	ADJ
ejpam-6539	333	21	market	market	NOUN
ejpam-6539	333	22	conditions	condition	NOUN
ejpam-6539	333	23	.	.	PUNCT
ejpam-6539	334	1	•	•	NUM
ejpam-6539	334	2	(	(	PUNCT
ejpam-6539	334	3	mse	mse	NOUN
ejpam-6539	334	4	):	):	PUNCT
ejpam-6539	334	5	penalizes	penalize	NOUN
ejpam-6539	334	6	larger	large	ADJ
ejpam-6539	334	7	errors	error	NOUN
ejpam-6539	334	8	more	more	ADV
ejpam-6539	334	9	severely	severely	ADV
ejpam-6539	334	10	by	by	ADP
ejpam-6539	334	11	squaring	square	VERB
ejpam-6539	334	12	the	the	DET
ejpam-6539	334	13	deviations	deviation	NOUN
ejpam-6539	334	14	,	,	PUNCT
ejpam-6539	334	15	making	make	VERB
ejpam-6539	334	16	it	it	PRON
ejpam-6539	334	17	sensitive	sensitive	ADJ
ejpam-6539	334	18	to	to	ADP
ejpam-6539	334	19	outliers	outlier	NOUN
ejpam-6539	334	20	or	or	CCONJ
ejpam-6539	334	21	extreme	extreme	ADJ
ejpam-6539	334	22	price	price	NOUN
ejpam-6539	334	23	spikes	spike	NOUN
ejpam-6539	334	24	—	—	PUNCT
ejpam-6539	334	25	a	a	DET
ejpam-6539	334	26	common	common	ADJ
ejpam-6539	334	27	issue	issue	NOUN
ejpam-6539	334	28	in	in	ADP
ejpam-6539	334	29	volatile	volatile	ADJ
ejpam-6539	334	30	electricity	electricity	NOUN
ejpam-6539	334	31	markets	market	NOUN
ejpam-6539	334	32	.	.	PUNCT
ejpam-6539	335	1	reducing	reduce	VERB
ejpam-6539	335	2	mse	mse	NOUN
ejpam-6539	335	3	ensures	ensure	VERB
ejpam-6539	335	4	the	the	DET
ejpam-6539	335	5	model	model	NOUN
ejpam-6539	335	6	remains	remain	VERB
ejpam-6539	335	7	robust	robust	ADJ
ejpam-6539	335	8	against	against	ADP
ejpam-6539	335	9	rare	rare	ADJ
ejpam-6539	335	10	but	but	CCONJ
ejpam-6539	335	11	impactful	impactful	ADJ
ejpam-6539	335	12	events	event	NOUN
ejpam-6539	335	13	.	.	PUNCT
ejpam-6539	336	1	•	•	NUM
ejpam-6539	336	2	(	(	PUNCT
ejpam-6539	336	3	rmse	rmse	NOUN
ejpam-6539	336	4	)	)	PUNCT
ejpam-6539	336	5	is	be	AUX
ejpam-6539	336	6	the	the	DET
ejpam-6539	336	7	square	square	ADJ
ejpam-6539	336	8	root	root	NOUN
ejpam-6539	336	9	of	of	ADP
ejpam-6539	336	10	mse	mse	NOUN
ejpam-6539	336	11	and	and	CCONJ
ejpam-6539	336	12	is	be	AUX
ejpam-6539	336	13	expressed	express	VERB
ejpam-6539	336	14	in	in	ADP
ejpam-6539	336	15	the	the	DET
ejpam-6539	336	16	same	same	ADJ
ejpam-6539	336	17	units	unit	NOUN
ejpam-6539	336	18	as	as	ADP
ejpam-6539	336	19	the	the	DET
ejpam-6539	336	20	target	target	NOUN
ejpam-6539	336	21	variable	variable	NOUN
ejpam-6539	336	22	(	(	PUNCT
ejpam-6539	336	23	e.g.	e.g.	ADV
ejpam-6539	336	24	,	,	PUNCT
ejpam-6539	336	25	price	price	NOUN
ejpam-6539	336	26	or	or	CCONJ
ejpam-6539	336	27	volume	volume	NOUN
ejpam-6539	336	28	)	)	PUNCT
ejpam-6539	336	29	.	.	PUNCT
ejpam-6539	337	1	this	this	PRON
ejpam-6539	337	2	allows	allow	VERB
ejpam-6539	337	3	for	for	ADP
ejpam-6539	337	4	easy	easy	ADJ
ejpam-6539	337	5	interpretability	interpretability	NOUN
ejpam-6539	337	6	of	of	ADP
ejpam-6539	337	7	average	average	ADJ
ejpam-6539	337	8	forecast	forecast	NOUN
ejpam-6539	337	9	deviation	deviation	NOUN
ejpam-6539	337	10	in	in	ADP
ejpam-6539	337	11	real	real	ADJ
ejpam-6539	337	12	units	unit	NOUN
ejpam-6539	337	13	,	,	PUNCT
ejpam-6539	337	14	supporting	support	VERB
ejpam-6539	337	15	real	real	ADJ
ejpam-6539	337	16	-	-	PUNCT
ejpam-6539	337	17	time	time	NOUN
ejpam-6539	337	18	decision	decision	NOUN
ejpam-6539	337	19	-	-	PUNCT
ejpam-6539	337	20	making	making	NOUN
ejpam-6539	337	21	.	.	PUNCT
ejpam-6539	338	1	the	the	DET
ejpam-6539	338	2	ihmm	ihmm	NOUN
ejpam-6539	338	3	-	-	PUNCT
ejpam-6539	338	4	frpso	frpso	NOUN
ejpam-6539	338	5	model	model	NOUN
ejpam-6539	338	6	is	be	AUX
ejpam-6539	338	7	specifically	specifically	ADV
ejpam-6539	338	8	designed	design	VERB
ejpam-6539	338	9	to	to	PART
ejpam-6539	338	10	minimize	minimize	VERB
ejpam-6539	338	11	all	all	DET
ejpam-6539	338	12	three	three	NUM
ejpam-6539	338	13	metrics	metric	NOUN
ejpam-6539	338	14	simultaneously	simultaneously	ADV
ejpam-6539	338	15	,	,	PUNCT
ejpam-6539	338	16	ensuring	ensure	VERB
ejpam-6539	338	17	high	high	ADJ
ejpam-6539	338	18	accuracy	accuracy	NOUN
ejpam-6539	338	19	(	(	PUNCT
ejpam-6539	338	20	low	low	ADJ
ejpam-6539	338	21	mape	mape	NOUN
ejpam-6539	338	22	)	)	PUNCT
ejpam-6539	338	23	,	,	PUNCT
ejpam-6539	338	24	stability	stability	NOUN
ejpam-6539	338	25	under	under	ADP
ejpam-6539	338	26	volatility	volatility	NOUN
ejpam-6539	338	27	(	(	PUNCT
ejpam-6539	338	28	low	low	ADJ
ejpam-6539	338	29	rmse	rmse	NOUN
ejpam-6539	338	30	)	)	PUNCT
ejpam-6539	338	31	,	,	PUNCT
ejpam-6539	338	32	and	and	CCONJ
ejpam-6539	338	33	resilience	resilience	NOUN
ejpam-6539	338	34	to	to	ADP
ejpam-6539	338	35	outliers	outlier	NOUN
ejpam-6539	338	36	(	(	PUNCT
ejpam-6539	338	37	low	low	PROPN
ejpam-6539	338	38	mse	mse	PROPN
ejpam-6539	338	39	)	)	PUNCT
ejpam-6539	338	40	.	.	PUNCT
ejpam-6539	339	1	these	these	DET
ejpam-6539	339	2	properties	property	NOUN
ejpam-6539	339	3	are	be	AUX
ejpam-6539	339	4	crucial	crucial	ADJ
ejpam-6539	339	5	for	for	ADP
ejpam-6539	339	6	reliable	reliable	ADJ
ejpam-6539	339	7	operation	operation	NOUN
ejpam-6539	339	8	in	in	ADP
ejpam-6539	339	9	deregulated	deregulated	ADJ
ejpam-6539	339	10	electricity	electricity	NOUN
ejpam-6539	339	11	markets	market	NOUN
ejpam-6539	339	12	,	,	PUNCT
ejpam-6539	339	13	where	where	SCONJ
ejpam-6539	339	14	even	even	ADV
ejpam-6539	339	15	minor	minor	ADJ
ejpam-6539	339	16	forecast	forecast	NOUN
ejpam-6539	339	17	errors	error	NOUN
ejpam-6539	339	18	can	can	AUX
ejpam-6539	339	19	lead	lead	VERB
ejpam-6539	339	20	to	to	ADP
ejpam-6539	339	21	substantial	substantial	ADJ
ejpam-6539	339	22	financial	financial	ADJ
ejpam-6539	339	23	and	and	CCONJ
ejpam-6539	339	24	operational	operational	ADJ
ejpam-6539	339	25	penalties	penalty	NOUN
ejpam-6539	339	26	.	.	PUNCT
ejpam-6539	340	1	k.	k.	PROPN
ejpam-6539	340	2	kalpana	kalpana	PROPN
ejpam-6539	340	3	,	,	PUNCT
ejpam-6539	340	4	g.	g.	PROPN
ejpam-6539	340	5	kavitha	kavitha	PROPN
ejpam-6539	340	6	/	/	SYM
ejpam-6539	340	7	eur	eur	PROPN
ejpam-6539	340	8	.	.	PUNCT
ejpam-6539	341	1	j.	j.	PROPN
ejpam-6539	341	2	pure	pure	PROPN
ejpam-6539	341	3	appl	appl	PROPN
ejpam-6539	341	4	.	.	PROPN
ejpam-6539	341	5	math	math	PROPN
ejpam-6539	341	6	,	,	PUNCT
ejpam-6539	341	7	18	18	NUM
ejpam-6539	341	8	(	(	PUNCT
ejpam-6539	341	9	4	4	NUM
ejpam-6539	341	10	)	)	PUNCT
ejpam-6539	341	11	(	(	PUNCT
ejpam-6539	341	12	2025	2025	NUM
ejpam-6539	341	13	)	)	PUNCT
ejpam-6539	341	14	,	,	PUNCT
ejpam-6539	341	15	6539	6539	NUM
ejpam-6539	341	16	27	27	NUM
ejpam-6539	341	17	of	of	ADP
ejpam-6539	341	18	42	42	NUM
ejpam-6539	341	19	thirty	thirty	NUM
ejpam-6539	341	20	-	-	PUNCT
ejpam-6539	341	21	six	six	NUM
ejpam-6539	341	22	variables	variable	NOUN
ejpam-6539	341	23	are	be	AUX
ejpam-6539	341	24	taken	take	VERB
ejpam-6539	341	25	into	into	ADP
ejpam-6539	341	26	consideration	consideration	NOUN
ejpam-6539	341	27	for	for	ADP
ejpam-6539	341	28	optimization	optimization	NOUN
ejpam-6539	341	29	.	.	PUNCT
ejpam-6539	342	1	we	we	PRON
ejpam-6539	342	2	look	look	VERB
ejpam-6539	342	3	at	at	ADP
ejpam-6539	342	4	mean	mean	ADJ
ejpam-6539	342	5	directional	directional	ADJ
ejpam-6539	342	6	accuracy	accuracy	NOUN
ejpam-6539	342	7	metrics	metric	NOUN
ejpam-6539	342	8	to	to	PART
ejpam-6539	342	9	assess	assess	VERB
ejpam-6539	342	10	the	the	DET
ejpam-6539	342	11	reliability	reliability	NOUN
ejpam-6539	342	12	of	of	ADP
ejpam-6539	342	13	the	the	DET
ejpam-6539	342	14	recommended	recommend	VERB
ejpam-6539	342	15	process	process	NOUN
ejpam-6539	342	16	.	.	PUNCT
ejpam-6539	343	1	the	the	DET
ejpam-6539	343	2	attributes	attribute	NOUN
ejpam-6539	343	3	taken	take	VERB
ejpam-6539	343	4	into	into	ADP
ejpam-6539	343	5	consideration	consideration	NOUN
ejpam-6539	343	6	for	for	ADP
ejpam-6539	343	7	the	the	DET
ejpam-6539	343	8	suggested	suggest	VERB
ejpam-6539	343	9	method	method	NOUN
ejpam-6539	343	10	are	be	AUX
ejpam-6539	343	11	referred	refer	VERB
ejpam-6539	343	12	to	to	ADP
ejpam-6539	343	13	as	as	ADP
ejpam-6539	343	14	market	market	NOUN
ejpam-6539	343	15	clearing	clearing	NOUN
ejpam-6539	343	16	volume	volume	NOUN
ejpam-6539	343	17	(	(	PUNCT
ejpam-6539	343	18	mcv	mcv	PROPN
ejpam-6539	343	19	)	)	PUNCT
ejpam-6539	343	20	and	and	CCONJ
ejpam-6539	343	21	market	market	NOUN
ejpam-6539	343	22	clearing	clearing	NOUN
ejpam-6539	343	23	price	price	NOUN
ejpam-6539	343	24	(	(	PUNCT
ejpam-6539	343	25	mcp	mcp	PROPN
ejpam-6539	343	26	)	)	PUNCT
ejpam-6539	343	27	in	in	ADP
ejpam-6539	343	28	terminology	terminology	NOUN
ejpam-6539	343	29	.	.	PUNCT
ejpam-6539	344	1	for	for	ADP
ejpam-6539	344	2	simulation	simulation	NOUN
ejpam-6539	344	3	,	,	PUNCT
ejpam-6539	344	4	matlab	matlab	PROPN
ejpam-6539	344	5	codes	code	NOUN
ejpam-6539	344	6	were	be	AUX
ejpam-6539	344	7	created	create	VERB
ejpam-6539	344	8	,	,	PUNCT
ejpam-6539	344	9	run	run	VERB
ejpam-6539	344	10	in	in	ADP
ejpam-6539	344	11	matlab	matlab	PROPN
ejpam-6539	344	12	2022	2022	NUM
ejpam-6539	344	13	(	(	PUNCT
ejpam-6539	344	14	a	a	NOUN
ejpam-6539	344	15	)	)	PUNCT
ejpam-6539	344	16	,	,	PUNCT
ejpam-6539	344	17	and	and	CCONJ
ejpam-6539	344	18	examined	examine	VERB
ejpam-6539	344	19	.	.	PUNCT
ejpam-6539	345	1	pso	pso	NOUN
ejpam-6539	345	2	was	be	AUX
ejpam-6539	345	3	carried	carry	VERB
ejpam-6539	345	4	out	out	ADP
ejpam-6539	345	5	until	until	ADP
ejpam-6539	345	6	convergence	convergence	NOUN
ejpam-6539	345	7	,	,	PUNCT
ejpam-6539	345	8	at	at	ADP
ejpam-6539	345	9	which	which	DET
ejpam-6539	345	10	point	point	NOUN
ejpam-6539	345	11	each	each	DET
ejpam-6539	345	12	person	person	NOUN
ejpam-6539	345	13	’s	’s	PART
ejpam-6539	345	14	fitness	fitness	NOUN
ejpam-6539	345	15	and	and	CCONJ
ejpam-6539	345	16	best	good	ADJ
ejpam-6539	345	17	individual	individual	NOUN
ejpam-6539	345	18	were	be	AUX
ejpam-6539	345	19	identified	identify	VERB
ejpam-6539	345	20	and	and	CCONJ
ejpam-6539	345	21	figures	figure	NOUN
ejpam-6539	345	22	(	(	PUNCT
ejpam-6539	345	23	9	9	NUM
ejpam-6539	345	24	-	-	SYM
ejpam-6539	345	25	13	13	NUM
ejpam-6539	345	26	)	)	PUNCT
ejpam-6539	345	27	illustrate	illustrate	VERB
ejpam-6539	345	28	the	the	DET
ejpam-6539	345	29	convergence	convergence	NOUN
ejpam-6539	345	30	dynamics	dynamic	NOUN
ejpam-6539	345	31	of	of	ADP
ejpam-6539	345	32	the	the	DET
ejpam-6539	345	33	interval	interval	NOUN
ejpam-6539	345	34	valued	value	VERB
ejpam-6539	345	35	hidden	hide	VERB
ejpam-6539	345	36	markov	markov	NOUN
ejpam-6539	345	37	fuzzy	fuzzy	ADJ
ejpam-6539	345	38	relational	relational	ADJ
ejpam-6539	345	39	particle	particle	NOUN
ejpam-6539	345	40	swarm	swarm	NOUN
ejpam-6539	345	41	optimization	optimization	NOUN
ejpam-6539	345	42	model(ihmm	model(ihmm	NOUN
ejpam-6539	345	43	-	-	NOUN
ejpam-6539	345	44	frpso	frpso	NOUN
ejpam-6539	345	45	)	)	PUNCT
ejpam-6539	345	46	during	during	ADP
ejpam-6539	345	47	parameter	parameter	NOUN
ejpam-6539	345	48	optimization	optimization	NOUN
ejpam-6539	345	49	using	use	VERB
ejpam-6539	345	50	pso	pso	NOUN
ejpam-6539	345	51	.	.	PUNCT
ejpam-6539	346	1	the	the	DET
ejpam-6539	346	2	graphs	graph	NOUN
ejpam-6539	346	3	present	present	VERB
ejpam-6539	346	4	the	the	DET
ejpam-6539	346	5	evolution	evolution	NOUN
ejpam-6539	346	6	of	of	ADP
ejpam-6539	346	7	error	error	NOUN
ejpam-6539	346	8	reduction	reduction	NOUN
ejpam-6539	346	9	across	across	ADP
ejpam-6539	346	10	successive	successive	ADJ
ejpam-6539	346	11	iterations	iteration	NOUN
ejpam-6539	346	12	for	for	ADP
ejpam-6539	346	13	both	both	DET
ejpam-6539	346	14	the	the	DET
ejpam-6539	346	15	day	day	NOUN
ejpam-6539	346	16	ahead	ahead	ADV
ejpam-6539	346	17	and	and	CCONJ
ejpam-6539	346	18	real	real	ADJ
ejpam-6539	346	19	time	time	NOUN
ejpam-6539	346	20	market	market	NOUN
ejpam-6539	346	21	datasets.the	datasets.the	DET
ejpam-6539	346	22	stable	stable	ADJ
ejpam-6539	346	23	convergence	convergence	NOUN
ejpam-6539	346	24	trends	trend	NOUN
ejpam-6539	346	25	and	and	CCONJ
ejpam-6539	346	26	rapid	rapid	ADJ
ejpam-6539	346	27	error	error	NOUN
ejpam-6539	346	28	minimization	minimization	NOUN
ejpam-6539	346	29	confirm	confirm	VERB
ejpam-6539	346	30	the	the	DET
ejpam-6539	346	31	robustness	robustness	NOUN
ejpam-6539	346	32	and	and	CCONJ
ejpam-6539	346	33	efficiency	efficiency	NOUN
ejpam-6539	346	34	of	of	ADP
ejpam-6539	346	35	the	the	DET
ejpam-6539	346	36	proposed	propose	VERB
ejpam-6539	346	37	hybrid	hybrid	ADJ
ejpam-6539	346	38	optimization	optimization	NOUN
ejpam-6539	346	39	approach	approach	NOUN
ejpam-6539	346	40	.	.	PUNCT
ejpam-6539	347	1	table	table	NOUN
ejpam-6539	347	2	10	10	NUM
ejpam-6539	347	3	summarizes	summarize	NOUN
ejpam-6539	347	4	the	the	DET
ejpam-6539	347	5	experimental	experimental	ADJ
ejpam-6539	347	6	results	result	NOUN
ejpam-6539	347	7	of	of	ADP
ejpam-6539	347	8	the	the	DET
ejpam-6539	347	9	ihmm	ihmm	NOUN
ejpam-6539	347	10	-	-	PUNCT
ejpam-6539	347	11	frpso	frpso	NOUN
ejpam-6539	347	12	model	model	NOUN
ejpam-6539	347	13	,	,	PUNCT
ejpam-6539	347	14	highlighting	highlight	VERB
ejpam-6539	347	15	the	the	DET
ejpam-6539	347	16	mean	mean	ADJ
ejpam-6539	347	17	directional	directional	ADJ
ejpam-6539	347	18	accuracy	accuracy	NOUN
ejpam-6539	347	19	and	and	CCONJ
ejpam-6539	347	20	optimized	optimize	VERB
ejpam-6539	347	21	mape	mape	NOUN
ejpam-6539	347	22	values	value	NOUN
ejpam-6539	347	23	for	for	ADP
ejpam-6539	347	24	both	both	PRON
ejpam-6539	347	25	the	the	DET
ejpam-6539	347	26	day	day	NOUN
ejpam-6539	347	27	-	-	PUNCT
ejpam-6539	347	28	ahead	ahead	NOUN
ejpam-6539	347	29	and	and	CCONJ
ejpam-6539	347	30	real	real	ADJ
ejpam-6539	347	31	-	-	PUNCT
ejpam-6539	347	32	time	time	NOUN
ejpam-6539	347	33	markets	market	NOUN
ejpam-6539	347	34	across	across	ADP
ejpam-6539	347	35	the	the	DET
ejpam-6539	347	36	training	training	NOUN
ejpam-6539	347	37	(	(	PUNCT
ejpam-6539	347	38	january	january	PROPN
ejpam-6539	347	39	june	june	PROPN
ejpam-6539	347	40	2021	2021	NUM
ejpam-6539	347	41	)	)	PUNCT
ejpam-6539	347	42	,	,	PUNCT
ejpam-6539	347	43	validation	validation	NOUN
ejpam-6539	347	44	(	(	PUNCT
ejpam-6539	347	45	july	july	PROPN
ejpam-6539	347	46	december	december	PROPN
ejpam-6539	347	47	2021	2021	NUM
ejpam-6539	347	48	)	)	PUNCT
ejpam-6539	347	49	,	,	PUNCT
ejpam-6539	347	50	and	and	CCONJ
ejpam-6539	347	51	testing	testing	NOUN
ejpam-6539	347	52	(	(	PUNCT
ejpam-6539	347	53	january	january	PROPN
ejpam-6539	347	54	june	june	PROPN
ejpam-6539	347	55	2022	2022	NUM
ejpam-6539	347	56	)	)	PUNCT
ejpam-6539	347	57	phases	phase	NOUN
ejpam-6539	347	58	.	.	PUNCT
ejpam-6539	348	1	this	this	DET
ejpam-6539	348	2	comparative	comparative	ADJ
ejpam-6539	348	3	presentation	presentation	NOUN
ejpam-6539	348	4	demonstrates	demonstrate	VERB
ejpam-6539	348	5	the	the	DET
ejpam-6539	348	6	consistency	consistency	NOUN
ejpam-6539	348	7	of	of	ADP
ejpam-6539	348	8	the	the	DET
ejpam-6539	348	9	model	model	NOUN
ejpam-6539	348	10	’s	’s	PART
ejpam-6539	348	11	performance	performance	NOUN
ejpam-6539	348	12	across	across	ADP
ejpam-6539	348	13	different	different	ADJ
ejpam-6539	348	14	temporal	temporal	ADJ
ejpam-6539	348	15	settings	setting	NOUN
ejpam-6539	348	16	.	.	PUNCT
ejpam-6539	349	1	optimization	optimization	NOUN
ejpam-6539	349	2	performance	performance	NOUN
ejpam-6539	349	3	for	for	ADP
ejpam-6539	349	4	day	day	NOUN
ejpam-6539	349	5	-	-	PUNCT
ejpam-6539	349	6	ahead	ahead	NOUN
ejpam-6539	349	7	market	market	NOUN
ejpam-6539	349	8	(	(	PUNCT
ejpam-6539	349	9	training	training	NOUN
ejpam-6539	349	10	phase	phase	NOUN
ejpam-6539	349	11	)	)	PUNCT
ejpam-6539	349	12	figure	figure	NOUN
ejpam-6539	349	13	9	9	NUM
ejpam-6539	349	14	:	:	PUNCT
ejpam-6539	349	15	convergence	convergence	NOUN
ejpam-6539	349	16	of	of	ADP
ejpam-6539	349	17	the	the	DET
ejpam-6539	349	18	ihmm	ihmm	NOUN
ejpam-6539	349	19	-	-	PUNCT
ejpam-6539	349	20	frpso	frpso	NOUN
ejpam-6539	349	21	algorithm	algorithm	NOUN
ejpam-6539	349	22	for	for	ADP
ejpam-6539	349	23	the	the	DET
ejpam-6539	349	24	day	day	NOUN
ejpam-6539	349	25	-	-	PUNCT
ejpam-6539	349	26	ahead	ahead	NOUN
ejpam-6539	349	27	market	market	NOUN
ejpam-6539	349	28	training	training	NOUN
ejpam-6539	349	29	dataset	dataset	NOUN
ejpam-6539	349	30	,	,	PUNCT
ejpam-6539	349	31	demonstrating	demonstrate	VERB
ejpam-6539	349	32	reduction	reduction	NOUN
ejpam-6539	349	33	in	in	ADP
ejpam-6539	349	34	error	error	NOUN
ejpam-6539	349	35	over	over	ADP
ejpam-6539	349	36	iterations.from	iterations.from	NUM
ejpam-6539	349	37	january	january	PROPN
ejpam-6539	349	38	2021	2021	NUM
ejpam-6539	349	39	to	to	ADP
ejpam-6539	349	40	june	june	PROPN
ejpam-6539	349	41	2021	2021	NUM
ejpam-6539	349	42	k.	k.	PROPN
ejpam-6539	349	43	kalpana	kalpana	PROPN
ejpam-6539	349	44	,	,	PUNCT
ejpam-6539	349	45	g.	g.	PROPN
ejpam-6539	349	46	kavitha	kavitha	PROPN
ejpam-6539	349	47	/	/	SYM
ejpam-6539	349	48	eur	eur	PROPN
ejpam-6539	349	49	.	.	PUNCT
ejpam-6539	350	1	j.	j.	PROPN
ejpam-6539	350	2	pure	pure	PROPN
ejpam-6539	350	3	appl	appl	PROPN
ejpam-6539	350	4	.	.	PROPN
ejpam-6539	350	5	math	math	PROPN
ejpam-6539	350	6	,	,	PUNCT
ejpam-6539	350	7	18	18	NUM
ejpam-6539	350	8	(	(	PUNCT
ejpam-6539	350	9	4	4	NUM
ejpam-6539	350	10	)	)	PUNCT
ejpam-6539	350	11	(	(	PUNCT
ejpam-6539	350	12	2025	2025	NUM
ejpam-6539	350	13	)	)	PUNCT
ejpam-6539	350	14	,	,	PUNCT
ejpam-6539	350	15	6539	6539	NUM
ejpam-6539	350	16	28	28	NUM
ejpam-6539	350	17	of	of	ADP
ejpam-6539	350	18	42	42	NUM
ejpam-6539	350	19	figure	figure	NOUN
ejpam-6539	350	20	10	10	NUM
ejpam-6539	350	21	:	:	PUNCT
ejpam-6539	350	22	performance	performance	NOUN
ejpam-6539	350	23	of	of	ADP
ejpam-6539	350	24	the	the	DET
ejpam-6539	350	25	ihmm	ihmm	NOUN
ejpam-6539	350	26	-	-	PUNCT
ejpam-6539	350	27	frpso	frpso	NOUN
ejpam-6539	350	28	algorithm	algorithm	NOUN
ejpam-6539	350	29	during	during	ADP
ejpam-6539	350	30	the	the	DET
ejpam-6539	350	31	second	second	ADJ
ejpam-6539	350	32	training	training	NOUN
ejpam-6539	350	33	phase	phase	NOUN
ejpam-6539	350	34	,	,	PUNCT
ejpam-6539	350	35	showing	show	VERB
ejpam-6539	350	36	stability	stability	NOUN
ejpam-6539	350	37	in	in	ADP
ejpam-6539	350	38	error	error	NOUN
ejpam-6539	350	39	minimization.for	minimization.for	PUNCT
ejpam-6539	350	40	day	day	NOUN
ejpam-6539	350	41	ahead	ahead	ADV
ejpam-6539	350	42	market	market	NOUN
ejpam-6539	350	43	of	of	ADP
ejpam-6539	350	44	training	training	NOUN
ejpam-6539	350	45	data	datum	NOUN
ejpam-6539	350	46	set	set	VERB
ejpam-6539	350	47	from	from	ADP
ejpam-6539	350	48	july	july	PROPN
ejpam-6539	350	49	2021	2021	NUM
ejpam-6539	350	50	to	to	ADP
ejpam-6539	350	51	december	december	PROPN
ejpam-6539	350	52	2021	2021	NUM
ejpam-6539	350	53	for	for	ADP
ejpam-6539	350	54	validation	validation	NOUN
ejpam-6539	350	55	,	,	PUNCT
ejpam-6539	350	56	from	from	ADP
ejpam-6539	350	57	january	january	PROPN
ejpam-6539	350	58	2022	2022	NUM
ejpam-6539	350	59	to	to	ADP
ejpam-6539	350	60	june	june	PROPN
ejpam-6539	350	61	2022	2022	NUM
ejpam-6539	350	62	.	.	PUNCT
ejpam-6539	351	1	for	for	ADP
ejpam-6539	351	2	validation	validation	NOUN
ejpam-6539	351	3	,	,	PUNCT
ejpam-6539	351	4	from	from	ADP
ejpam-6539	351	5	january	january	PROPN
ejpam-6539	351	6	2022	2022	NUM
ejpam-6539	351	7	to	to	ADP
ejpam-6539	351	8	june	june	PROPN
ejpam-6539	351	9	2022	2022	NUM
ejpam-6539	351	10	.	.	PUNCT
ejpam-6539	352	1	a	a	DET
ejpam-6539	352	2	unique	unique	ADJ
ejpam-6539	352	3	model	model	NOUN
ejpam-6539	352	4	for	for	ADP
ejpam-6539	352	5	an	an	DET
ejpam-6539	352	6	electricity	electricity	NOUN
ejpam-6539	352	7	power	power	NOUN
ejpam-6539	352	8	forecasting	forecasting	NOUN
ejpam-6539	352	9	system	system	NOUN
ejpam-6539	352	10	was	be	AUX
ejpam-6539	352	11	produced	produce	VERB
ejpam-6539	352	12	by	by	ADP
ejpam-6539	352	13	combining	combine	VERB
ejpam-6539	352	14	the	the	DET
ejpam-6539	352	15	deployment	deployment	NOUN
ejpam-6539	352	16	of	of	ADP
ejpam-6539	352	17	particle	particle	NOUN
ejpam-6539	352	18	swarm	swarm	NOUN
ejpam-6539	352	19	optimization	optimization	NOUN
ejpam-6539	352	20	with	with	ADP
ejpam-6539	352	21	the	the	DET
ejpam-6539	352	22	integrated	integrate	VERB
ejpam-6539	352	23	tuning	tuning	NOUN
ejpam-6539	352	24	of	of	ADP
ejpam-6539	352	25	a	a	DET
ejpam-6539	352	26	standard	standard	ADJ
ejpam-6539	352	27	hidden	hide	VERB
ejpam-6539	352	28	markov	markov	NOUN
ejpam-6539	352	29	model	model	NOUN
ejpam-6539	352	30	.	.	PUNCT
ejpam-6539	353	1	optimization	optimization	NOUN
ejpam-6539	353	2	performance	performance	NOUN
ejpam-6539	353	3	for	for	ADP
ejpam-6539	353	4	real	real	ADJ
ejpam-6539	353	5	time	time	NOUN
ejpam-6539	353	6	market	market	NOUN
ejpam-6539	353	7	(	(	PUNCT
ejpam-6539	353	8	training	training	NOUN
ejpam-6539	353	9	phase	phase	NOUN
ejpam-6539	353	10	)	)	PUNCT
ejpam-6539	353	11	figure	figure	NOUN
ejpam-6539	353	12	11	11	NUM
ejpam-6539	353	13	:	:	PUNCT
ejpam-6539	353	14	convergence	convergence	NOUN
ejpam-6539	353	15	trends	trend	NOUN
ejpam-6539	353	16	for	for	ADP
ejpam-6539	353	17	the	the	DET
ejpam-6539	353	18	real	real	ADJ
ejpam-6539	353	19	-	-	PUNCT
ejpam-6539	353	20	time	time	NOUN
ejpam-6539	353	21	market	market	NOUN
ejpam-6539	353	22	training	training	NOUN
ejpam-6539	353	23	data	data	NOUN
ejpam-6539	353	24	-	-	PUNCT
ejpam-6539	353	25	set	set	NOUN
ejpam-6539	353	26	from	from	ADP
ejpam-6539	353	27	january	january	PROPN
ejpam-6539	353	28	2021	2021	NUM
ejpam-6539	353	29	to	to	ADP
ejpam-6539	353	30	june	june	PROPN
ejpam-6539	353	31	2021reflecting	2021reflecte	VERB
ejpam-6539	353	32	algorithm	algorithm	NOUN
ejpam-6539	353	33	efficiency	efficiency	NOUN
ejpam-6539	353	34	in	in	ADP
ejpam-6539	353	35	parameter	parameter	NOUN
ejpam-6539	353	36	optimization	optimization	NOUN
ejpam-6539	353	37	of	of	ADP
ejpam-6539	353	38	ihmm	ihmm	NOUN
ejpam-6539	353	39	-	-	PUNCT
ejpam-6539	353	40	frpso	frpso	NOUN
ejpam-6539	353	41	k.	k.	PROPN
ejpam-6539	353	42	kalpana	kalpana	PROPN
ejpam-6539	353	43	,	,	PUNCT
ejpam-6539	353	44	g.	g.	PROPN
ejpam-6539	353	45	kavitha	kavitha	PROPN
ejpam-6539	353	46	/	/	SYM
ejpam-6539	353	47	eur	eur	PROPN
ejpam-6539	353	48	.	.	PUNCT
ejpam-6539	354	1	j.	j.	PROPN
ejpam-6539	354	2	pure	pure	PROPN
ejpam-6539	354	3	appl	appl	PROPN
ejpam-6539	354	4	.	.	PROPN
ejpam-6539	354	5	math	math	PROPN
ejpam-6539	354	6	,	,	PUNCT
ejpam-6539	354	7	18	18	NUM
ejpam-6539	354	8	(	(	PUNCT
ejpam-6539	354	9	4	4	NUM
ejpam-6539	354	10	)	)	PUNCT
ejpam-6539	354	11	(	(	PUNCT
ejpam-6539	354	12	2025	2025	NUM
ejpam-6539	354	13	)	)	PUNCT
ejpam-6539	354	14	,	,	PUNCT
ejpam-6539	354	15	6539	6539	NUM
ejpam-6539	354	16	29	29	NUM
ejpam-6539	354	17	of	of	ADP
ejpam-6539	354	18	42	42	NUM
ejpam-6539	354	19	the	the	DET
ejpam-6539	354	20	experimental	experimental	ADJ
ejpam-6539	354	21	testing	testing	NOUN
ejpam-6539	354	22	data	datum	NOUN
ejpam-6539	354	23	set	set	VERB
ejpam-6539	354	24	,	,	PUNCT
ejpam-6539	354	25	which	which	PRON
ejpam-6539	354	26	spans	span	VERB
ejpam-6539	354	27	the	the	DET
ejpam-6539	354	28	months	month	NOUN
ejpam-6539	354	29	of	of	ADP
ejpam-6539	354	30	january	january	PROPN
ejpam-6539	354	31	through	through	ADP
ejpam-6539	354	32	june	june	PROPN
ejpam-6539	354	33	2022	2022	NUM
ejpam-6539	354	34	,	,	PUNCT
ejpam-6539	354	35	illustrates	illustrate	VERB
ejpam-6539	354	36	the	the	DET
ejpam-6539	354	37	accuracy	accuracy	NOUN
ejpam-6539	354	38	of	of	ADP
ejpam-6539	354	39	mean	mean	ADJ
ejpam-6539	354	40	-	-	PUNCT
ejpam-6539	354	41	directional	directional	ADJ
ejpam-6539	354	42	forecasting	forecasting	NOUN
ejpam-6539	354	43	.	.	PUNCT
ejpam-6539	355	1	the	the	DET
ejpam-6539	355	2	model	model	NOUN
ejpam-6539	355	3	’s	’s	PART
ejpam-6539	355	4	efficiency	efficiency	NOUN
ejpam-6539	355	5	is	be	AUX
ejpam-6539	355	6	indicated	indicate	VERB
ejpam-6539	355	7	by	by	ADP
ejpam-6539	355	8	the	the	DET
ejpam-6539	355	9	best	good	ADJ
ejpam-6539	355	10	optimized	optimize	VERB
ejpam-6539	355	11	mape	mape	NOUN
ejpam-6539	355	12	of	of	ADP
ejpam-6539	355	13	23.244	23.244	NUM
ejpam-6539	355	14	%	%	NOUN
ejpam-6539	355	15	for	for	ADP
ejpam-6539	355	16	real	real	ADJ
ejpam-6539	355	17	-	-	PUNCT
ejpam-6539	355	18	time	time	NOUN
ejpam-6539	355	19	markets	market	NOUN
ejpam-6539	355	20	and	and	CCONJ
ejpam-6539	355	21	of	of	ADP
ejpam-6539	355	22	0.944	0.944	NUM
ejpam-6539	355	23	%	%	NOUN
ejpam-6539	355	24	for	for	ADP
ejpam-6539	355	25	day	day	NOUN
ejpam-6539	355	26	-	-	PUNCT
ejpam-6539	355	27	ahead	ahead	NOUN
ejpam-6539	355	28	markets	market	NOUN
ejpam-6539	355	29	.	.	PUNCT
ejpam-6539	356	1	future	future	ADJ
ejpam-6539	356	2	work	work	NOUN
ejpam-6539	356	3	will	will	AUX
ejpam-6539	356	4	focus	focus	VERB
ejpam-6539	356	5	on	on	ADP
ejpam-6539	356	6	using	use	VERB
ejpam-6539	356	7	other	other	ADJ
ejpam-6539	356	8	optimization	optimization	NOUN
ejpam-6539	356	9	approaches	approach	NOUN
ejpam-6539	356	10	for	for	ADP
ejpam-6539	356	11	hmm	hmm	INTJ
ejpam-6539	356	12	parametric	parametric	ADJ
ejpam-6539	356	13	optimization	optimization	NOUN
ejpam-6539	356	14	.	.	PUNCT
ejpam-6539	357	1	figure	figure	NOUN
ejpam-6539	357	2	12	12	NUM
ejpam-6539	357	3	:	:	PUNCT
ejpam-6539	357	4	algorithm	algorithm	NOUN
ejpam-6539	357	5	(	(	PUNCT
ejpam-6539	357	6	ihmm	ihmm	PROPN
ejpam-6539	357	7	-	-	PUNCT
ejpam-6539	357	8	frpso)performance	frpso)performance	NOUN
ejpam-6539	357	9	during	during	ADP
ejpam-6539	357	10	the	the	DET
ejpam-6539	357	11	latter	latter	ADJ
ejpam-6539	357	12	half	half	NOUN
ejpam-6539	357	13	of	of	ADP
ejpam-6539	357	14	2021	2021	NUM
ejpam-6539	357	15	,	,	PUNCT
ejpam-6539	357	16	highlighting	highlight	VERB
ejpam-6539	357	17	robustness	robustness	NOUN
ejpam-6539	357	18	in	in	ADP
ejpam-6539	357	19	handling	handle	VERB
ejpam-6539	357	20	real	real	ADJ
ejpam-6539	357	21	-	-	PUNCT
ejpam-6539	357	22	time	time	NOUN
ejpam-6539	357	23	market	market	NOUN
ejpam-6539	357	24	data	datum	NOUN
ejpam-6539	357	25	from	from	ADP
ejpam-6539	357	26	july	july	PROPN
ejpam-6539	357	27	2021	2021	NUM
ejpam-6539	357	28	to	to	ADP
ejpam-6539	357	29	december	december	PROPN
ejpam-6539	357	30	2021	2021	NUM
ejpam-6539	357	31	optimization	optimization	NOUN
ejpam-6539	357	32	performance	performance	NOUN
ejpam-6539	357	33	for	for	ADP
ejpam-6539	357	34	real	real	ADJ
ejpam-6539	357	35	time	time	NOUN
ejpam-6539	357	36	market	market	NOUN
ejpam-6539	357	37	(	(	PUNCT
ejpam-6539	357	38	testing	testing	NOUN
ejpam-6539	357	39	phase	phase	NOUN
ejpam-6539	357	40	)	)	PUNCT
ejpam-6539	357	41	figure	figure	NOUN
ejpam-6539	357	42	13	13	NUM
ejpam-6539	357	43	:	:	PUNCT
ejpam-6539	357	44	validation	validation	NOUN
ejpam-6539	357	45	of	of	ADP
ejpam-6539	357	46	the	the	DET
ejpam-6539	357	47	ihmm	ihmm	NOUN
ejpam-6539	357	48	-	-	PUNCT
ejpam-6539	357	49	frpso	frpso	NOUN
ejpam-6539	357	50	model	model	NOUN
ejpam-6539	357	51	on	on	ADP
ejpam-6539	357	52	real	real	ADJ
ejpam-6539	357	53	-	-	PUNCT
ejpam-6539	357	54	time	time	NOUN
ejpam-6539	357	55	market	market	NOUN
ejpam-6539	357	56	testing	testing	NOUN
ejpam-6539	357	57	data	datum	NOUN
ejpam-6539	357	58	,	,	PUNCT
ejpam-6539	357	59	confirming	confirm	VERB
ejpam-6539	357	60	predictive	predictive	ADJ
ejpam-6539	357	61	accuracy	accuracy	NOUN
ejpam-6539	357	62	with	with	ADP
ejpam-6539	357	63	a	a	DET
ejpam-6539	357	64	mape	mape	NOUN
ejpam-6539	357	65	of	of	ADP
ejpam-6539	357	66	23.244	23.244	NUM
ejpam-6539	357	67	%	%	NOUN
ejpam-6539	357	68	from	from	ADP
ejpam-6539	357	69	january	january	PROPN
ejpam-6539	357	70	2022	2022	NUM
ejpam-6539	357	71	to	to	ADP
ejpam-6539	357	72	june	june	PROPN
ejpam-6539	357	73	2022	2022	NUM
ejpam-6539	357	74	k.	k.	PROPN
ejpam-6539	358	1	kalpana	kalpana	PROPN
ejpam-6539	358	2	,	,	PUNCT
ejpam-6539	358	3	g.	g.	PROPN
ejpam-6539	358	4	kavitha	kavitha	PROPN
ejpam-6539	358	5	/	/	SYM
ejpam-6539	358	6	eur	eur	PROPN
ejpam-6539	358	7	.	.	PUNCT
ejpam-6539	359	1	j.	j.	PROPN
ejpam-6539	359	2	pure	pure	PROPN
ejpam-6539	359	3	appl	appl	PROPN
ejpam-6539	359	4	.	.	PROPN
ejpam-6539	359	5	math	math	PROPN
ejpam-6539	359	6	,	,	PUNCT
ejpam-6539	359	7	18	18	NUM
ejpam-6539	359	8	(	(	PUNCT
ejpam-6539	359	9	4	4	NUM
ejpam-6539	359	10	)	)	PUNCT
ejpam-6539	359	11	(	(	PUNCT
ejpam-6539	359	12	2025	2025	NUM
ejpam-6539	359	13	)	)	PUNCT
ejpam-6539	359	14	,	,	PUNCT
ejpam-6539	359	15	6539	6539	NUM
ejpam-6539	359	16	30	30	NUM
ejpam-6539	359	17	of	of	ADP
ejpam-6539	359	18	42	42	NUM
ejpam-6539	359	19	6.2	6.2	NUM
ejpam-6539	359	20	.	.	PUNCT
ejpam-6539	360	1	comparison	comparison	NOUN
ejpam-6539	360	2	with	with	ADP
ejpam-6539	360	3	modern	modern	ADJ
ejpam-6539	360	4	ml	ml	PROPN
ejpam-6539	360	5	/	/	SYM
ejpam-6539	360	6	dl	dl	PROPN
ejpam-6539	360	7	forecasting	forecasting	NOUN
ejpam-6539	360	8	models	model	NOUN
ejpam-6539	360	9	to	to	PART
ejpam-6539	360	10	rigorously	rigorously	ADV
ejpam-6539	360	11	evaluate	evaluate	VERB
ejpam-6539	360	12	the	the	DET
ejpam-6539	360	13	performance	performance	NOUN
ejpam-6539	360	14	of	of	ADP
ejpam-6539	360	15	the	the	DET
ejpam-6539	360	16	proposed	propose	VERB
ejpam-6539	360	17	ihmm	ihmm	NOUN
ejpam-6539	360	18	-	-	PUNCT
ejpam-6539	360	19	frpso	frpso	NOUN
ejpam-6539	360	20	model	model	NOUN
ejpam-6539	360	21	,	,	PUNCT
ejpam-6539	360	22	we	we	PRON
ejpam-6539	360	23	compare	compare	VERB
ejpam-6539	360	24	it	it	PRON
ejpam-6539	360	25	against	against	ADP
ejpam-6539	360	26	three	three	NUM
ejpam-6539	360	27	state	state	NOUN
ejpam-6539	360	28	-	-	PUNCT
ejpam-6539	360	29	of	of	ADP
ejpam-6539	360	30	-	-	PUNCT
ejpam-6539	360	31	the	the	DET
ejpam-6539	360	32	-	-	PUNCT
ejpam-6539	360	33	art	art	NOUN
ejpam-6539	360	34	machine	machine	NOUN
ejpam-6539	360	35	learning	learning	NOUN
ejpam-6539	360	36	and	and	CCONJ
ejpam-6539	360	37	deep	deep	ADJ
ejpam-6539	360	38	learning	learning	NOUN
ejpam-6539	360	39	techniques	technique	NOUN
ejpam-6539	360	40	commonly	commonly	ADV
ejpam-6539	360	41	used	use	VERB
ejpam-6539	360	42	in	in	ADP
ejpam-6539	360	43	electricity	electricity	NOUN
ejpam-6539	360	44	price	price	NOUN
ejpam-6539	360	45	forecasting	forecasting	NOUN
ejpam-6539	360	46	:	:	PUNCT
ejpam-6539	360	47	artificial	artificial	ADJ
ejpam-6539	360	48	neural	neural	ADJ
ejpam-6539	360	49	network	network	NOUN
ejpam-6539	360	50	(	(	PUNCT
ejpam-6539	360	51	ann	ann	PROPN
ejpam-6539	360	52	)	)	PUNCT
ejpam-6539	360	53	,	,	PUNCT
ejpam-6539	360	54	long	long	ADJ
ejpam-6539	360	55	short	short	ADJ
ejpam-6539	360	56	-	-	PUNCT
ejpam-6539	360	57	term	term	NOUN
ejpam-6539	360	58	memory	memory	NOUN
ejpam-6539	360	59	(	(	PUNCT
ejpam-6539	360	60	lstm	lstm	NOUN
ejpam-6539	360	61	)	)	PUNCT
ejpam-6539	360	62	,	,	PUNCT
ejpam-6539	360	63	and	and	CCONJ
ejpam-6539	360	64	random	random	ADJ
ejpam-6539	360	65	forest	forest	NOUN
ejpam-6539	360	66	(	(	PUNCT
ejpam-6539	360	67	rf	rf	NOUN
ejpam-6539	360	68	)	)	PUNCT
ejpam-6539	360	69	.	.	PUNCT
ejpam-6539	361	1	these	these	DET
ejpam-6539	361	2	models	model	NOUN
ejpam-6539	361	3	were	be	AUX
ejpam-6539	361	4	implemented	implement	VERB
ejpam-6539	361	5	and	and	CCONJ
ejpam-6539	361	6	trained	train	VERB
ejpam-6539	361	7	using	use	VERB
ejpam-6539	361	8	the	the	DET
ejpam-6539	361	9	same	same	ADJ
ejpam-6539	361	10	historical	historical	ADJ
ejpam-6539	361	11	iex	iex	PROPN
ejpam-6539	361	12	market	market	NOUN
ejpam-6539	361	13	clearing	clearing	NOUN
ejpam-6539	361	14	price	price	NOUN
ejpam-6539	361	15	(	(	PUNCT
ejpam-6539	361	16	mcp	mcp	PROPN
ejpam-6539	361	17	)	)	PUNCT
ejpam-6539	361	18	and	and	CCONJ
ejpam-6539	361	19	market	market	NOUN
ejpam-6539	361	20	clearing	clearing	NOUN
ejpam-6539	361	21	volume	volume	NOUN
ejpam-6539	361	22	(	(	PUNCT
ejpam-6539	361	23	mcv	mcv	PROPN
ejpam-6539	361	24	)	)	PUNCT
ejpam-6539	361	25	datasets	dataset	NOUN
ejpam-6539	361	26	for	for	ADP
ejpam-6539	361	27	the	the	DET
ejpam-6539	361	28	period	period	NOUN
ejpam-6539	361	29	from	from	ADP
ejpam-6539	361	30	january	january	PROPN
ejpam-6539	361	31	2022	2022	NUM
ejpam-6539	361	32	to	to	ADP
ejpam-6539	361	33	june	june	PROPN
ejpam-6539	361	34	2022	2022	NUM
ejpam-6539	361	35	.	.	PUNCT
ejpam-6539	362	1	6.2.1	6.2.1	NOUN
ejpam-6539	362	2	.	.	PUNCT
ejpam-6539	362	3	model	model	NOUN
ejpam-6539	362	4	configuration	configuration	PROPN
ejpam-6539	362	5	•	•	PROPN
ejpam-6539	362	6	ann	ann	PROPN
ejpam-6539	362	7	:	:	PUNCT
ejpam-6539	362	8	a	a	DET
ejpam-6539	362	9	3	3	NUM
ejpam-6539	362	10	-	-	PUNCT
ejpam-6539	362	11	layer	layer	NOUN
ejpam-6539	362	12	feedforward	feedforward	NOUN
ejpam-6539	362	13	neural	neural	ADJ
ejpam-6539	362	14	network	network	NOUN
ejpam-6539	362	15	with	with	ADP
ejpam-6539	362	16	sigmoid	sigmoid	NOUN
ejpam-6539	362	17	activation	activation	NOUN
ejpam-6539	362	18	and	and	CCONJ
ejpam-6539	362	19	back	back	NOUN
ejpam-6539	362	20	propagation	propagation	NOUN
ejpam-6539	362	21	training	training	NOUN
ejpam-6539	362	22	using	use	VERB
ejpam-6539	362	23	the	the	DET
ejpam-6539	362	24	levenberg	levenberg	PROPN
ejpam-6539	362	25	-	-	PUNCT
ejpam-6539	362	26	marquardt	marquardt	PROPN
ejpam-6539	362	27	algorithm	algorithm	PROPN
ejpam-6539	362	28	.	.	PUNCT
ejpam-6539	363	1	•	•	NUM
ejpam-6539	363	2	lstm	lstm	NOUN
ejpam-6539	363	3	:	:	PUNCT
ejpam-6539	363	4	a	a	DET
ejpam-6539	363	5	two	two	NUM
ejpam-6539	363	6	-	-	PUNCT
ejpam-6539	363	7	layer	layer	NOUN
ejpam-6539	363	8	lstm	lstm	NOUN
ejpam-6539	363	9	network	network	NOUN
ejpam-6539	363	10	with	with	ADP
ejpam-6539	363	11	64	64	NUM
ejpam-6539	363	12	and	and	CCONJ
ejpam-6539	363	13	32	32	NUM
ejpam-6539	363	14	hidden	hide	VERB
ejpam-6539	363	15	units	unit	NOUN
ejpam-6539	363	16	respectively	respectively	ADV
ejpam-6539	363	17	,	,	PUNCT
ejpam-6539	363	18	followed	follow	VERB
ejpam-6539	363	19	by	by	ADP
ejpam-6539	363	20	a	a	DET
ejpam-6539	363	21	dense	dense	ADJ
ejpam-6539	363	22	output	output	NOUN
ejpam-6539	363	23	layer	layer	NOUN
ejpam-6539	363	24	.	.	PUNCT
ejpam-6539	364	1	trained	train	VERB
ejpam-6539	364	2	using	use	VERB
ejpam-6539	364	3	adam	adam	PROPN
ejpam-6539	364	4	optimizer	optimizer	NOUN
ejpam-6539	364	5	.	.	PUNCT
ejpam-6539	365	1	•	•	NUM
ejpam-6539	366	1	rf	rf	NOUN
ejpam-6539	366	2	:	:	PUNCT
ejpam-6539	366	3	a	a	DET
ejpam-6539	366	4	random	random	ADJ
ejpam-6539	366	5	forest	forest	NOUN
ejpam-6539	366	6	regressor	regressor	NOUN
ejpam-6539	366	7	with	with	ADP
ejpam-6539	366	8	100	100	NUM
ejpam-6539	366	9	decision	decision	NOUN
ejpam-6539	366	10	trees	tree	NOUN
ejpam-6539	366	11	and	and	CCONJ
ejpam-6539	366	12	a	a	DET
ejpam-6539	366	13	maximum	maximum	ADJ
ejpam-6539	366	14	depth	depth	NOUN
ejpam-6539	366	15	of	of	ADP
ejpam-6539	366	16	10	10	NUM
ejpam-6539	366	17	.	.	PUNCT
ejpam-6539	367	1	all	all	DET
ejpam-6539	367	2	models	model	NOUN
ejpam-6539	367	3	were	be	AUX
ejpam-6539	367	4	trained	train	VERB
ejpam-6539	367	5	and	and	CCONJ
ejpam-6539	367	6	evaluated	evaluate	VERB
ejpam-6539	367	7	in	in	ADP
ejpam-6539	367	8	python	python	NOUN
ejpam-6539	367	9	using	use	VERB
ejpam-6539	367	10	scikit	scikit	NOUN
ejpam-6539	367	11	-	-	PUNCT
ejpam-6539	367	12	learn	learn	NOUN
ejpam-6539	367	13	and	and	CCONJ
ejpam-6539	367	14	tensorflow	tensorflow	NOUN
ejpam-6539	367	15	,	,	PUNCT
ejpam-6539	367	16	and	and	CCONJ
ejpam-6539	367	17	their	their	PRON
ejpam-6539	367	18	hyper	hyper	ADJ
ejpam-6539	367	19	-	-	NOUN
ejpam-6539	367	20	parameters	parameter	NOUN
ejpam-6539	367	21	were	be	AUX
ejpam-6539	367	22	fine	fine	ADV
ejpam-6539	367	23	-	-	PUNCT
ejpam-6539	367	24	tuned	tune	VERB
ejpam-6539	367	25	through	through	ADP
ejpam-6539	367	26	5	5	NUM
ejpam-6539	367	27	-	-	ADJ
ejpam-6539	367	28	fold	fold	ADJ
ejpam-6539	367	29	cross	cross	NOUN
ejpam-6539	367	30	-	-	NOUN
ejpam-6539	367	31	validation	validation	NOUN
ejpam-6539	367	32	on	on	ADP
ejpam-6539	367	33	the	the	DET
ejpam-6539	367	34	training	training	NOUN
ejpam-6539	367	35	set	set	NOUN
ejpam-6539	367	36	.	.	PUNCT
ejpam-6539	368	1	6.2.2	6.2.2	X
ejpam-6539	368	2	.	.	PUNCT
ejpam-6539	368	3	evaluation	evaluation	NOUN
ejpam-6539	368	4	metrics	metric	NOUN
ejpam-6539	368	5	we	we	PRON
ejpam-6539	368	6	use	use	VERB
ejpam-6539	368	7	mean	mean	VERB
ejpam-6539	368	8	absolute	absolute	ADJ
ejpam-6539	368	9	percentage	percentage	NOUN
ejpam-6539	368	10	error	error	NOUN
ejpam-6539	368	11	(	(	PUNCT
ejpam-6539	368	12	mape	mape	NOUN
ejpam-6539	368	13	)	)	PUNCT
ejpam-6539	368	14	,	,	PUNCT
ejpam-6539	368	15	mean	mean	VERB
ejpam-6539	368	16	squared	square	VERB
ejpam-6539	368	17	error	error	NOUN
ejpam-6539	368	18	(	(	PUNCT
ejpam-6539	368	19	mse	mse	NOUN
ejpam-6539	368	20	)	)	PUNCT
ejpam-6539	368	21	,	,	PUNCT
ejpam-6539	368	22	and	and	CCONJ
ejpam-6539	368	23	root	root	NOUN
ejpam-6539	368	24	mean	mean	VERB
ejpam-6539	368	25	squared	square	VERB
ejpam-6539	368	26	error	error	NOUN
ejpam-6539	368	27	(	(	PUNCT
ejpam-6539	368	28	rmse	rmse	NOUN
ejpam-6539	368	29	)	)	PUNCT
ejpam-6539	368	30	as	as	ADP
ejpam-6539	368	31	the	the	DET
ejpam-6539	368	32	performance	performance	NOUN
ejpam-6539	368	33	metrics	metric	NOUN
ejpam-6539	368	34	.	.	PUNCT
ejpam-6539	369	1	table	table	NOUN
ejpam-6539	369	2	8	8	NUM
ejpam-6539	369	3	presents	present	VERB
ejpam-6539	369	4	the	the	DET
ejpam-6539	369	5	comparative	comparative	ADJ
ejpam-6539	369	6	results	result	NOUN
ejpam-6539	369	7	of	of	ADP
ejpam-6539	369	8	these	these	DET
ejpam-6539	369	9	models	model	NOUN
ejpam-6539	369	10	against	against	ADP
ejpam-6539	369	11	the	the	DET
ejpam-6539	369	12	ihmm	ihmm	NOUN
ejpam-6539	369	13	-	-	PUNCT
ejpam-6539	369	14	frpso	frpso	NOUN
ejpam-6539	369	15	model	model	NOUN
ejpam-6539	369	16	.	.	PUNCT
ejpam-6539	370	1	table	table	NOUN
ejpam-6539	370	2	8	8	NUM
ejpam-6539	370	3	:	:	PUNCT
ejpam-6539	370	4	summarizes	summarize	VERB
ejpam-6539	370	5	the	the	DET
ejpam-6539	370	6	comparative	comparative	ADJ
ejpam-6539	370	7	results	result	NOUN
ejpam-6539	370	8	,	,	PUNCT
ejpam-6539	370	9	highlighting	highlight	VERB
ejpam-6539	370	10	the	the	DET
ejpam-6539	370	11	performance	performance	NOUN
ejpam-6539	370	12	differences	difference	NOUN
ejpam-6539	370	13	between	between	ADP
ejpam-6539	370	14	the	the	DET
ejpam-6539	370	15	existing	exist	VERB
ejpam-6539	370	16	models	model	NOUN
ejpam-6539	370	17	and	and	CCONJ
ejpam-6539	370	18	the	the	DET
ejpam-6539	370	19	ihmm	ihmm	NOUN
ejpam-6539	370	20	-	-	PUNCT
ejpam-6539	370	21	frpso	frpso	NOUN
ejpam-6539	370	22	model	model	NOUN
ejpam-6539	370	23	model	model	PROPN
ejpam-6539	370	24	mse	mse	PROPN
ejpam-6539	370	25	rmse	rmse	PROPN
ejpam-6539	370	26	mape	mape	NOUN
ejpam-6539	370	27	(	(	PUNCT
ejpam-6539	370	28	%	%	NOUN
ejpam-6539	370	29	)	)	PUNCT
ejpam-6539	370	30	ann	ann	PROPN
ejpam-6539	370	31	3.9458e+06	3.9458e+06	NUM
ejpam-6539	370	32	1986.41	1986.41	NUM
ejpam-6539	370	33	27.5892	27.5892	NUM
ejpam-6539	370	34	lstm	lstm	ADJ
ejpam-6539	370	35	3.2025e+06	3.2025e+06	NUM
ejpam-6539	370	36	1788.43	1788.43	NUM
ejpam-6539	370	37	25.3315	25.3315	NUM
ejpam-6539	370	38	random	random	ADJ
ejpam-6539	370	39	forest	forest	NOUN
ejpam-6539	370	40	3.8742e+06	3.8742e+06	NUM
ejpam-6539	370	41	1968.27	1968.27	NUM
ejpam-6539	370	42	26.4476	26.4476	NUM
ejpam-6539	370	43	ihmm	ihmm	NOUN
ejpam-6539	370	44	-	-	PUNCT
ejpam-6539	370	45	frpso	frpso	NOUN
ejpam-6539	370	46	3.1586e+06	3.1586e+06	NUM
ejpam-6539	370	47	1777.30	1777.30	NUM
ejpam-6539	370	48	23.2440	23.2440	NUM
ejpam-6539	370	49	observations	observation	NOUN
ejpam-6539	370	50	these	these	DET
ejpam-6539	370	51	metrics	metric	NOUN
ejpam-6539	370	52	are	be	AUX
ejpam-6539	370	53	critical	critical	ADJ
ejpam-6539	370	54	in	in	ADP
ejpam-6539	370	55	time	time	NOUN
ejpam-6539	370	56	series	series	NOUN
ejpam-6539	370	57	forecasting	forecasting	NOUN
ejpam-6539	370	58	for	for	ADP
ejpam-6539	370	59	the	the	DET
ejpam-6539	370	60	following	follow	VERB
ejpam-6539	370	61	reasons	reason	NOUN
ejpam-6539	370	62	.	.	PUNCT
ejpam-6539	371	1	prior	prior	ADJ
ejpam-6539	371	2	optimization	optimization	NOUN
ejpam-6539	371	3	-	-	PUNCT
ejpam-6539	371	4	driven	drive	VERB
ejpam-6539	371	5	forecasting	forecasting	NOUN
ejpam-6539	371	6	studies	study	NOUN
ejpam-6539	371	7	also	also	ADV
ejpam-6539	371	8	emphasized	emphasize	VERB
ejpam-6539	371	9	the	the	DET
ejpam-6539	371	10	importance	importance	NOUN
ejpam-6539	371	11	of	of	ADP
ejpam-6539	371	12	these	these	DET
ejpam-6539	371	13	measures	measure	NOUN
ejpam-6539	371	14	(	(	PUNCT
ejpam-6539	371	15	gad	gad	NOUN
ejpam-6539	371	16	,	,	PUNCT
ejpam-6539	371	17	2022	2022	NUM
ejpam-6539	371	18	)	)	PUNCT
ejpam-6539	371	19	k.	k.	PROPN
ejpam-6539	372	1	kalpana	kalpana	PROPN
ejpam-6539	372	2	,	,	PUNCT
ejpam-6539	372	3	g.	g.	PROPN
ejpam-6539	372	4	kavitha	kavitha	PROPN
ejpam-6539	372	5	/	/	SYM
ejpam-6539	372	6	eur	eur	PROPN
ejpam-6539	372	7	.	.	PUNCT
ejpam-6539	373	1	j.	j.	PROPN
ejpam-6539	373	2	pure	pure	PROPN
ejpam-6539	373	3	appl	appl	PROPN
ejpam-6539	373	4	.	.	PROPN
ejpam-6539	373	5	math	math	PROPN
ejpam-6539	373	6	,	,	PUNCT
ejpam-6539	373	7	18	18	NUM
ejpam-6539	373	8	(	(	PUNCT
ejpam-6539	373	9	4	4	NUM
ejpam-6539	373	10	)	)	PUNCT
ejpam-6539	373	11	(	(	PUNCT
ejpam-6539	373	12	2025	2025	NUM
ejpam-6539	373	13	)	)	PUNCT
ejpam-6539	373	14	,	,	PUNCT
ejpam-6539	373	15	6539	6539	NUM
ejpam-6539	373	16	31	31	NUM
ejpam-6539	373	17	of	of	ADP
ejpam-6539	373	18	42	42	NUM
ejpam-6539	373	19	•	•	NOUN
ejpam-6539	373	20	ihmm	ihmm	NOUN
ejpam-6539	373	21	-	-	PUNCT
ejpam-6539	373	22	frpso	frpso	NOUN
ejpam-6539	373	23	consistently	consistently	ADV
ejpam-6539	373	24	outperforms	outperform	VERB
ejpam-6539	373	25	the	the	DET
ejpam-6539	373	26	other	other	ADJ
ejpam-6539	373	27	models	model	NOUN
ejpam-6539	373	28	across	across	ADP
ejpam-6539	373	29	all	all	DET
ejpam-6539	373	30	metrics	metric	NOUN
ejpam-6539	373	31	.	.	PUNCT
ejpam-6539	374	1	•	•	NUM
ejpam-6539	374	2	lstm	lstm	NOUN
ejpam-6539	374	3	performs	perform	VERB
ejpam-6539	374	4	well	well	ADV
ejpam-6539	374	5	due	due	ADP
ejpam-6539	374	6	to	to	ADP
ejpam-6539	374	7	its	its	PRON
ejpam-6539	374	8	temporal	temporal	ADJ
ejpam-6539	374	9	sequence	sequence	NOUN
ejpam-6539	374	10	modeling	modeling	NOUN
ejpam-6539	374	11	ability	ability	NOUN
ejpam-6539	374	12	,	,	PUNCT
ejpam-6539	374	13	but	but	CCONJ
ejpam-6539	374	14	still	still	ADV
ejpam-6539	374	15	underperforms	underperform	NOUN
ejpam-6539	374	16	compared	compare	VERB
ejpam-6539	374	17	to	to	ADP
ejpam-6539	374	18	ihmm	ihmm	NOUN
ejpam-6539	374	19	-	-	PUNCT
ejpam-6539	374	20	frpso	frpso	NOUN
ejpam-6539	374	21	.	.	PUNCT
ejpam-6539	375	1	•	•	NUM
ejpam-6539	375	2	ann	ann	PROPN
ejpam-6539	375	3	and	and	CCONJ
ejpam-6539	375	4	random	random	ADJ
ejpam-6539	375	5	forest	forest	NOUN
ejpam-6539	375	6	show	show	NOUN
ejpam-6539	375	7	moderate	moderate	ADJ
ejpam-6539	375	8	performance	performance	NOUN
ejpam-6539	375	9	but	but	CCONJ
ejpam-6539	375	10	are	be	AUX
ejpam-6539	375	11	less	less	ADV
ejpam-6539	375	12	stable	stable	ADJ
ejpam-6539	375	13	on	on	ADP
ejpam-6539	375	14	highfluctuation	highfluctuation	NOUN
ejpam-6539	375	15	price	price	NOUN
ejpam-6539	375	16	spikes	spike	VERB
ejpam-6539	375	17	common	common	ADJ
ejpam-6539	375	18	in	in	ADP
ejpam-6539	375	19	electricity	electricity	NOUN
ejpam-6539	375	20	markets	market	NOUN
ejpam-6539	375	21	.	.	PUNCT
ejpam-6539	376	1	•	•	NUM
ejpam-6539	376	2	the	the	DET
ejpam-6539	376	3	hybridized	hybridize	VERB
ejpam-6539	376	4	fuzzy	fuzzy	ADJ
ejpam-6539	376	5	markov	markov	NOUN
ejpam-6539	376	6	structure	structure	NOUN
ejpam-6539	376	7	and	and	CCONJ
ejpam-6539	376	8	pso	pso	NOUN
ejpam-6539	376	9	-	-	PUNCT
ejpam-6539	376	10	tuned	tune	VERB
ejpam-6539	376	11	parameters	parameter	NOUN
ejpam-6539	376	12	in	in	ADP
ejpam-6539	376	13	ihmm	ihmm	NOUN
ejpam-6539	376	14	-	-	PUNCT
ejpam-6539	376	15	frpso	frpso	NOUN
ejpam-6539	376	16	allow	allow	VERB
ejpam-6539	376	17	for	for	ADP
ejpam-6539	376	18	better	well	ADJ
ejpam-6539	376	19	handling	handling	NOUN
ejpam-6539	376	20	of	of	ADP
ejpam-6539	376	21	uncertainty	uncertainty	NOUN
ejpam-6539	376	22	and	and	CCONJ
ejpam-6539	376	23	temporal	temporal	ADJ
ejpam-6539	376	24	dependency	dependency	NOUN
ejpam-6539	376	25	,	,	PUNCT
ejpam-6539	376	26	leading	lead	VERB
ejpam-6539	376	27	to	to	ADP
ejpam-6539	376	28	superior	superior	ADJ
ejpam-6539	376	29	accuracy	accuracy	NOUN
ejpam-6539	376	30	.	.	PUNCT
ejpam-6539	377	1	6.3	6.3	NUM
ejpam-6539	377	2	.	.	PUNCT
ejpam-6539	378	1	pso	pso	NOUN
ejpam-6539	378	2	convergence	convergence	NOUN
ejpam-6539	378	3	validation	validation	NOUN
ejpam-6539	378	4	and	and	CCONJ
ejpam-6539	378	5	sensitivity	sensitivity	NOUN
ejpam-6539	378	6	analysis	analysis	NOUN
ejpam-6539	378	7	”	"	PUNCT
ejpam-6539	378	8	the	the	DET
ejpam-6539	378	9	stable	stable	ADJ
ejpam-6539	378	10	convergence	convergence	NOUN
ejpam-6539	378	11	trends	trend	NOUN
ejpam-6539	378	12	and	and	CCONJ
ejpam-6539	378	13	rapid	rapid	ADJ
ejpam-6539	378	14	error	error	NOUN
ejpam-6539	378	15	minimization	minimization	NOUN
ejpam-6539	378	16	confirm	confirm	VERB
ejpam-6539	378	17	the	the	DET
ejpam-6539	378	18	robustness	robustness	NOUN
ejpam-6539	378	19	and	and	CCONJ
ejpam-6539	378	20	efficiency	efficiency	NOUN
ejpam-6539	378	21	of	of	ADP
ejpam-6539	378	22	the	the	DET
ejpam-6539	378	23	proposed	propose	VERB
ejpam-6539	378	24	hybrid	hybrid	ADJ
ejpam-6539	378	25	optimization	optimization	NOUN
ejpam-6539	378	26	approach	approach	NOUN
ejpam-6539	378	27	.	.	PUNCT
ejpam-6539	379	1	this	this	DET
ejpam-6539	379	2	observation	observation	NOUN
ejpam-6539	379	3	is	be	AUX
ejpam-6539	379	4	consistent	consistent	ADJ
ejpam-6539	379	5	with	with	ADP
ejpam-6539	379	6	earlier	early	ADJ
ejpam-6539	379	7	hybrid	hybrid	ADJ
ejpam-6539	379	8	fhmm	fhmm	NOUN
ejpam-6539	379	9	and	and	CCONJ
ejpam-6539	379	10	deep	deep	ADJ
ejpam-6539	379	11	learning	learning	NOUN
ejpam-6539	379	12	-	-	PUNCT
ejpam-6539	379	13	based	base	VERB
ejpam-6539	379	14	optimization	optimization	NOUN
ejpam-6539	379	15	studies	study	NOUN
ejpam-6539	379	16	(	(	PUNCT
ejpam-6539	379	17	patel	patel	PROPN
ejpam-6539	379	18	&	&	CCONJ
ejpam-6539	379	19	deshmukh	deshmukh	PROPN
ejpam-6539	379	20	,	,	PUNCT
ejpam-6539	379	21	2021	2021	NUM
ejpam-6539	379	22	)	)	PUNCT
ejpam-6539	379	23	.	.	PUNCT
ejpam-6539	379	24	”	"	PUNCT
ejpam-6539	380	1	to	to	PART
ejpam-6539	380	2	ensure	ensure	VERB
ejpam-6539	380	3	the	the	DET
ejpam-6539	380	4	robustness	robustness	NOUN
ejpam-6539	380	5	and	and	CCONJ
ejpam-6539	380	6	efficiency	efficiency	NOUN
ejpam-6539	380	7	of	of	ADP
ejpam-6539	380	8	the	the	DET
ejpam-6539	380	9	proposed	propose	VERB
ejpam-6539	380	10	ihmm	ihmm	NOUN
ejpam-6539	380	11	-	-	PUNCT
ejpam-6539	380	12	frpso	frpso	NOUN
ejpam-6539	380	13	model	model	NOUN
ejpam-6539	380	14	,	,	PUNCT
ejpam-6539	380	15	we	we	PRON
ejpam-6539	380	16	conducted	conduct	VERB
ejpam-6539	380	17	a	a	DET
ejpam-6539	380	18	detailed	detailed	ADJ
ejpam-6539	380	19	analysis	analysis	NOUN
ejpam-6539	380	20	of	of	ADP
ejpam-6539	380	21	the	the	DET
ejpam-6539	380	22	particle	particle	NOUN
ejpam-6539	380	23	swarm	swarm	NOUN
ejpam-6539	380	24	optimization	optimization	NOUN
ejpam-6539	380	25	(	(	PUNCT
ejpam-6539	380	26	pso	pso	NOUN
ejpam-6539	380	27	)	)	PUNCT
ejpam-6539	380	28	convergence	convergence	NOUN
ejpam-6539	380	29	behavior	behavior	NOUN
ejpam-6539	380	30	and	and	CCONJ
ejpam-6539	380	31	its	its	PRON
ejpam-6539	380	32	sensitivity	sensitivity	NOUN
ejpam-6539	380	33	to	to	ADP
ejpam-6539	380	34	key	key	ADJ
ejpam-6539	380	35	hyperparameters	hyperparameter	NOUN
ejpam-6539	380	36	.	.	PUNCT
ejpam-6539	381	1	the	the	DET
ejpam-6539	381	2	convergence	convergence	NOUN
ejpam-6539	381	3	plots	plot	VERB
ejpam-6539	381	4	in	in	ADP
ejpam-6539	381	5	figures	figure	NOUN
ejpam-6539	381	6	7	7	NUM
ejpam-6539	381	7	-	-	SYM
ejpam-6539	381	8	11	11	NUM
ejpam-6539	381	9	depict	depict	NOUN
ejpam-6539	381	10	the	the	DET
ejpam-6539	381	11	number	number	NOUN
ejpam-6539	381	12	of	of	ADP
ejpam-6539	381	13	iterations	iteration	NOUN
ejpam-6539	381	14	versus	versus	ADP
ejpam-6539	381	15	the	the	DET
ejpam-6539	381	16	best	good	ADJ
ejpam-6539	381	17	function	function	NOUN
ejpam-6539	381	18	value	value	NOUN
ejpam-6539	381	19	for	for	ADP
ejpam-6539	381	20	both	both	CCONJ
ejpam-6539	381	21	dayahead	dayahead	ADJ
ejpam-6539	381	22	and	and	CCONJ
ejpam-6539	381	23	real	real	ADJ
ejpam-6539	381	24	-	-	PUNCT
ejpam-6539	381	25	time	time	NOUN
ejpam-6539	381	26	market	market	NOUN
ejpam-6539	381	27	datasets	dataset	NOUN
ejpam-6539	381	28	across	across	ADP
ejpam-6539	381	29	training	training	NOUN
ejpam-6539	381	30	and	and	CCONJ
ejpam-6539	381	31	testing	testing	NOUN
ejpam-6539	381	32	phases	phase	NOUN
ejpam-6539	381	33	.	.	PUNCT
ejpam-6539	382	1	these	these	DET
ejpam-6539	382	2	plots	plot	NOUN
ejpam-6539	382	3	indicate	indicate	VERB
ejpam-6539	382	4	that	that	SCONJ
ejpam-6539	382	5	the	the	DET
ejpam-6539	382	6	optimization	optimization	NOUN
ejpam-6539	382	7	process	process	NOUN
ejpam-6539	382	8	typically	typically	ADV
ejpam-6539	382	9	converges	converge	VERB
ejpam-6539	382	10	within	within	ADP
ejpam-6539	382	11	50	50	NUM
ejpam-6539	382	12	to	to	PART
ejpam-6539	382	13	100	100	NUM
ejpam-6539	382	14	iterations	iteration	NOUN
ejpam-6539	382	15	.	.	PUNCT
ejpam-6539	383	1	6.3.1	6.3.1	NUM
ejpam-6539	383	2	.	.	PUNCT
ejpam-6539	383	3	convergence	convergence	NOUN
ejpam-6539	383	4	behavior	behavior	NOUN
ejpam-6539	383	5	pso	pso	NOUN
ejpam-6539	383	6	was	be	AUX
ejpam-6539	383	7	initialized	initialize	VERB
ejpam-6539	383	8	with	with	ADP
ejpam-6539	383	9	a	a	DET
ejpam-6539	383	10	population	population	NOUN
ejpam-6539	383	11	of	of	ADP
ejpam-6539	383	12	particles	particle	NOUN
ejpam-6539	383	13	randomly	randomly	ADV
ejpam-6539	383	14	distributed	distribute	VERB
ejpam-6539	383	15	in	in	ADP
ejpam-6539	383	16	the	the	DET
ejpam-6539	383	17	solution	solution	NOUN
ejpam-6539	383	18	space	space	NOUN
ejpam-6539	383	19	.	.	PUNCT
ejpam-6539	384	1	convergence	convergence	NOUN
ejpam-6539	384	2	was	be	AUX
ejpam-6539	384	3	considered	consider	VERB
ejpam-6539	384	4	achieved	achieve	VERB
ejpam-6539	384	5	when	when	SCONJ
ejpam-6539	384	6	the	the	DET
ejpam-6539	384	7	global	global	ADJ
ejpam-6539	384	8	best	good	ADJ
ejpam-6539	384	9	fitness	fitness	NOUN
ejpam-6539	384	10	value	value	NOUN
ejpam-6539	384	11	did	do	AUX
ejpam-6539	384	12	not	not	PART
ejpam-6539	384	13	improve	improve	VERB
ejpam-6539	384	14	significantly	significantly	ADV
ejpam-6539	384	15	(	(	PUNCT
ejpam-6539	384	16	defined	define	VERB
ejpam-6539	384	17	as	as	ADP
ejpam-6539	384	18	a	a	DET
ejpam-6539	384	19	threshold	threshold	NOUN
ejpam-6539	384	20	difference	difference	NOUN
ejpam-6539	384	21	of	of	ADP
ejpam-6539	384	22	less	less	ADJ
ejpam-6539	384	23	than	than	ADP
ejpam-6539	384	24	1×10−6	1×10−6	NUM
ejpam-6539	384	25	)	)	PUNCT
ejpam-6539	384	26	over	over	ADP
ejpam-6539	384	27	20	20	NUM
ejpam-6539	384	28	successive	successive	ADJ
ejpam-6539	384	29	iterations	iteration	NOUN
ejpam-6539	384	30	.	.	PUNCT
ejpam-6539	385	1	across	across	ADP
ejpam-6539	385	2	all	all	DET
ejpam-6539	385	3	simulation	simulation	NOUN
ejpam-6539	385	4	runs	run	NOUN
ejpam-6539	385	5	,	,	PUNCT
ejpam-6539	385	6	convergence	convergence	NOUN
ejpam-6539	385	7	was	be	AUX
ejpam-6539	385	8	typically	typically	ADV
ejpam-6539	385	9	observed	observe	VERB
ejpam-6539	385	10	between	between	ADP
ejpam-6539	385	11	60	60	NUM
ejpam-6539	385	12	and	and	CCONJ
ejpam-6539	385	13	80	80	NUM
ejpam-6539	385	14	iterations	iteration	NOUN
ejpam-6539	385	15	for	for	ADP
ejpam-6539	385	16	both	both	DET
ejpam-6539	385	17	market	market	NOUN
ejpam-6539	385	18	types.furthermore	types.furthermore	ADJ
ejpam-6539	385	19	,	,	PUNCT
ejpam-6539	385	20	the	the	DET
ejpam-6539	385	21	average	average	ADJ
ejpam-6539	385	22	best	good	ADJ
ejpam-6539	385	23	function	function	NOUN
ejpam-6539	385	24	values	value	NOUN
ejpam-6539	385	25	flattened	flatten	VERB
ejpam-6539	385	26	out	out	ADP
ejpam-6539	385	27	early	early	ADV
ejpam-6539	385	28	,	,	PUNCT
ejpam-6539	385	29	indicating	indicate	VERB
ejpam-6539	385	30	the	the	DET
ejpam-6539	385	31	particles	particle	NOUN
ejpam-6539	385	32	had	have	AUX
ejpam-6539	385	33	clustered	cluster	VERB
ejpam-6539	385	34	around	around	ADP
ejpam-6539	385	35	optimal	optimal	ADJ
ejpam-6539	385	36	or	or	CCONJ
ejpam-6539	385	37	near	near	ADV
ejpam-6539	385	38	-	-	PUNCT
ejpam-6539	385	39	optimal	optimal	ADJ
ejpam-6539	385	40	solutions	solution	NOUN
ejpam-6539	385	41	.	.	PUNCT
ejpam-6539	386	1	this	this	PRON
ejpam-6539	386	2	demonstrates	demonstrate	VERB
ejpam-6539	386	3	a	a	DET
ejpam-6539	386	4	satisfactory	satisfactory	ADJ
ejpam-6539	386	5	convergence	convergence	NOUN
ejpam-6539	386	6	pattern	pattern	NOUN
ejpam-6539	386	7	suitable	suitable	ADJ
ejpam-6539	386	8	for	for	ADP
ejpam-6539	386	9	real	real	ADJ
ejpam-6539	386	10	-	-	PUNCT
ejpam-6539	386	11	time	time	NOUN
ejpam-6539	386	12	forecasting	forecasting	NOUN
ejpam-6539	386	13	scenarios	scenario	NOUN
ejpam-6539	386	14	.	.	PUNCT
ejpam-6539	387	1	6.3.2	6.3.2	X
ejpam-6539	387	2	.	.	PUNCT
ejpam-6539	388	1	hyperparameter	hyperparameter	NOUN
ejpam-6539	388	2	sensitivity	sensitivity	NOUN
ejpam-6539	388	3	to	to	PART
ejpam-6539	388	4	assess	assess	VERB
ejpam-6539	388	5	the	the	DET
ejpam-6539	388	6	influence	influence	NOUN
ejpam-6539	388	7	of	of	ADP
ejpam-6539	388	8	pso	pso	NOUN
ejpam-6539	388	9	parameters	parameter	NOUN
ejpam-6539	388	10	on	on	ADP
ejpam-6539	388	11	model	model	NOUN
ejpam-6539	388	12	performance	performance	NOUN
ejpam-6539	388	13	,	,	PUNCT
ejpam-6539	388	14	a	a	DET
ejpam-6539	388	15	grid	grid	NOUN
ejpam-6539	388	16	-	-	PUNCT
ejpam-6539	388	17	based	base	VERB
ejpam-6539	388	18	sensitivity	sensitivity	NOUN
ejpam-6539	388	19	analysis	analysis	NOUN
ejpam-6539	388	20	was	be	AUX
ejpam-6539	388	21	performed	perform	VERB
ejpam-6539	388	22	by	by	ADP
ejpam-6539	388	23	varying	vary	VERB
ejpam-6539	388	24	key	key	ADJ
ejpam-6539	388	25	hyperparameters	hyperparameter	NOUN
ejpam-6539	388	26	including	include	VERB
ejpam-6539	388	27	swarm	swarm	NOUN
ejpam-6539	388	28	size	size	NOUN
ejpam-6539	388	29	,	,	PUNCT
ejpam-6539	388	30	inertia	inertia	NOUN
ejpam-6539	388	31	weight	weight	NOUN
ejpam-6539	388	32	(	(	PUNCT
ejpam-6539	388	33	w	w	NOUN
ejpam-6539	388	34	)	)	PUNCT
ejpam-6539	388	35	,	,	PUNCT
ejpam-6539	388	36	and	and	CCONJ
ejpam-6539	388	37	acceleration	acceleration	NOUN
ejpam-6539	388	38	coefficients	coefficient	NOUN
ejpam-6539	388	39	(	(	PUNCT
ejpam-6539	388	40	c1	c1	PROPN
ejpam-6539	388	41	,	,	PUNCT
ejpam-6539	388	42	c2	c2	PROPN
ejpam-6539	388	43	)	)	PUNCT
ejpam-6539	388	44	.	.	PUNCT
ejpam-6539	389	1	k.	k.	PROPN
ejpam-6539	389	2	kalpana	kalpana	PROPN
ejpam-6539	389	3	,	,	PUNCT
ejpam-6539	389	4	g.	g.	PROPN
ejpam-6539	389	5	kavitha	kavitha	PROPN
ejpam-6539	389	6	/	/	SYM
ejpam-6539	389	7	eur	eur	PROPN
ejpam-6539	389	8	.	.	PUNCT
ejpam-6539	390	1	j.	j.	PROPN
ejpam-6539	390	2	pure	pure	PROPN
ejpam-6539	390	3	appl	appl	PROPN
ejpam-6539	390	4	.	.	PROPN
ejpam-6539	390	5	math	math	PROPN
ejpam-6539	390	6	,	,	PUNCT
ejpam-6539	390	7	18	18	NUM
ejpam-6539	390	8	(	(	PUNCT
ejpam-6539	390	9	4	4	NUM
ejpam-6539	390	10	)	)	PUNCT
ejpam-6539	390	11	(	(	PUNCT
ejpam-6539	390	12	2025	2025	NUM
ejpam-6539	390	13	)	)	PUNCT
ejpam-6539	390	14	,	,	PUNCT
ejpam-6539	390	15	6539	6539	NUM
ejpam-6539	390	16	32	32	NUM
ejpam-6539	390	17	of	of	ADP
ejpam-6539	390	18	42	42	NUM
ejpam-6539	390	19	table	table	NOUN
ejpam-6539	390	20	9	9	NUM
ejpam-6539	390	21	:	:	PUNCT
ejpam-6539	390	22	summarizes	summarize	VERB
ejpam-6539	390	23	the	the	DET
ejpam-6539	390	24	results	result	NOUN
ejpam-6539	390	25	of	of	ADP
ejpam-6539	390	26	hyper	hyper	ADJ
ejpam-6539	390	27	parameter	parameter	NOUN
ejpam-6539	390	28	sensitivity	sensitivity	NOUN
ejpam-6539	390	29	analysis	analysis	NOUN
ejpam-6539	390	30	.	.	PUNCT
ejpam-6539	391	1	parameter	parameter	PROPN
ejpam-6539	391	2	tested	test	VERB
ejpam-6539	391	3	values	value	NOUN
ejpam-6539	391	4	optimal	optimal	ADJ
ejpam-6539	391	5	value	value	NOUN
ejpam-6539	391	6	observation	observation	NOUN
ejpam-6539	391	7	swarm	swarm	NOUN
ejpam-6539	391	8	size	size	NOUN
ejpam-6539	391	9	10	10	NUM
ejpam-6539	391	10	,	,	PUNCT
ejpam-6539	391	11	20	20	NUM
ejpam-6539	391	12	,	,	PUNCT
ejpam-6539	391	13	30	30	NUM
ejpam-6539	391	14	30	30	NUM
ejpam-6539	391	15	higher	high	ADJ
ejpam-6539	391	16	swarm	swarm	NOUN
ejpam-6539	391	17	size	size	NOUN
ejpam-6539	391	18	improved	improve	VERB
ejpam-6539	391	19	exploration	exploration	NOUN
ejpam-6539	391	20	and	and	CCONJ
ejpam-6539	391	21	stabilized	stabilize	VERB
ejpam-6539	391	22	convergence	convergence	NOUN
ejpam-6539	391	23	.	.	PUNCT
ejpam-6539	392	1	inertia	inertia	NOUN
ejpam-6539	392	2	weight	weight	NOUN
ejpam-6539	392	3	w	w	ADP
ejpam-6539	392	4	0.4	0.4	NUM
ejpam-6539	392	5	,	,	PUNCT
ejpam-6539	392	6	0.6	0.6	NUM
ejpam-6539	392	7	,	,	PUNCT
ejpam-6539	392	8	0.9	0.9	NUM
ejpam-6539	392	9	0.6	0.6	NUM
ejpam-6539	392	10	balanced	balanced	ADJ
ejpam-6539	392	11	exploration	exploration	NOUN
ejpam-6539	392	12	and	and	CCONJ
ejpam-6539	392	13	exploitation	exploitation	NOUN
ejpam-6539	392	14	;	;	PUNCT
ejpam-6539	392	15	too	too	ADV
ejpam-6539	392	16	low	low	ADJ
ejpam-6539	392	17	led	lead	VERB
ejpam-6539	392	18	to	to	ADP
ejpam-6539	392	19	premature	premature	ADJ
ejpam-6539	392	20	convergence	convergence	NOUN
ejpam-6539	392	21	.	.	PUNCT
ejpam-6539	393	1	cognitive	cognitive	ADJ
ejpam-6539	393	2	coefficient	coefficient	NOUN
ejpam-6539	393	3	c1	c1	PROPN
ejpam-6539	393	4	1.5	1.5	NUM
ejpam-6539	393	5	,	,	PUNCT
ejpam-6539	393	6	2.0	2.0	NUM
ejpam-6539	393	7	,	,	PUNCT
ejpam-6539	393	8	2.5	2.5	NUM
ejpam-6539	393	9	2.0	2.0	NUM
ejpam-6539	393	10	higher	high	ADJ
ejpam-6539	393	11	c1	c1	PROPN
ejpam-6539	393	12	increased	increase	VERB
ejpam-6539	393	13	local	local	ADJ
ejpam-6539	393	14	search	search	NOUN
ejpam-6539	393	15	but	but	CCONJ
ejpam-6539	393	16	could	could	AUX
ejpam-6539	393	17	cause	cause	VERB
ejpam-6539	393	18	instability	instability	NOUN
ejpam-6539	393	19	beyond	beyond	ADP
ejpam-6539	393	20	2.0	2.0	NUM
ejpam-6539	393	21	.	.	PUNCT
ejpam-6539	394	1	social	social	ADJ
ejpam-6539	394	2	coefficient	coefficient	NOUN
ejpam-6539	394	3	c2	c2	PROPN
ejpam-6539	394	4	1.5	1.5	NUM
ejpam-6539	394	5	,	,	PUNCT
ejpam-6539	394	6	2.0	2.0	NUM
ejpam-6539	394	7	,	,	PUNCT
ejpam-6539	394	8	2.5	2.5	NUM
ejpam-6539	394	9	2.0	2.0	NUM
ejpam-6539	394	10	best	good	ADJ
ejpam-6539	394	11	results	result	NOUN
ejpam-6539	394	12	achieved	achieve	VERB
ejpam-6539	395	1	when	when	SCONJ
ejpam-6539	395	2	c1	c1	PROPN
ejpam-6539	395	3	=	=	PROPN
ejpam-6539	395	4	c2	c2	PROPN
ejpam-6539	395	5	=	=	PUNCT
ejpam-6539	395	6	2.0	2.0	NUM
ejpam-6539	395	7	.	.	PUNCT
ejpam-6539	396	1	max	max	PROPN
ejpam-6539	396	2	iterations	iteration	NOUN
ejpam-6539	396	3	50	50	NUM
ejpam-6539	396	4	,	,	PUNCT
ejpam-6539	396	5	100	100	NUM
ejpam-6539	396	6	,	,	PUNCT
ejpam-6539	396	7	200	200	NUM
ejpam-6539	396	8	100	100	NUM
ejpam-6539	396	9	beyond	beyond	ADP
ejpam-6539	396	10	100	100	NUM
ejpam-6539	396	11	iterations	iteration	NOUN
ejpam-6539	396	12	showed	show	VERB
ejpam-6539	396	13	minimal	minimal	ADJ
ejpam-6539	396	14	gain	gain	NOUN
ejpam-6539	396	15	in	in	ADP
ejpam-6539	396	16	function	function	NOUN
ejpam-6539	396	17	value	value	NOUN
ejpam-6539	396	18	improvement	improvement	NOUN
ejpam-6539	396	19	.	.	PUNCT
ejpam-6539	397	1	this	this	DET
ejpam-6539	397	2	analysis	analysis	NOUN
ejpam-6539	397	3	confirms	confirm	VERB
ejpam-6539	397	4	that	that	SCONJ
ejpam-6539	397	5	the	the	DET
ejpam-6539	397	6	pso	pso	NOUN
ejpam-6539	397	7	optimizer	optimizer	NOUN
ejpam-6539	397	8	’s	’s	PART
ejpam-6539	397	9	effectiveness	effectiveness	NOUN
ejpam-6539	397	10	in	in	ADP
ejpam-6539	397	11	tuning	tune	VERB
ejpam-6539	397	12	the	the	DET
ejpam-6539	397	13	hmm	hmm	NOUN
ejpam-6539	397	14	parameters	parameter	NOUN
ejpam-6539	397	15	is	be	AUX
ejpam-6539	397	16	highly	highly	ADV
ejpam-6539	397	17	dependent	dependent	ADJ
ejpam-6539	397	18	on	on	ADP
ejpam-6539	397	19	the	the	DET
ejpam-6539	397	20	appropriate	appropriate	ADJ
ejpam-6539	397	21	selection	selection	NOUN
ejpam-6539	397	22	of	of	ADP
ejpam-6539	397	23	its	its	PRON
ejpam-6539	397	24	hyperparameters	hyperparameter	NOUN
ejpam-6539	397	25	.	.	PUNCT
ejpam-6539	398	1	the	the	DET
ejpam-6539	398	2	identified	identify	VERB
ejpam-6539	398	3	optimal	optimal	ADJ
ejpam-6539	398	4	configuration	configuration	NOUN
ejpam-6539	398	5	yielded	yield	VERB
ejpam-6539	398	6	the	the	DET
ejpam-6539	398	7	best	good	ADJ
ejpam-6539	398	8	forecasting	forecasting	NOUN
ejpam-6539	398	9	performance	performance	NOUN
ejpam-6539	398	10	in	in	ADP
ejpam-6539	398	11	terms	term	NOUN
ejpam-6539	398	12	of	of	ADP
ejpam-6539	398	13	mape	mape	NOUN
ejpam-6539	398	14	,	,	PUNCT
ejpam-6539	398	15	rmse	rmse	NOUN
ejpam-6539	398	16	,	,	PUNCT
ejpam-6539	398	17	and	and	CCONJ
ejpam-6539	398	18	mse	mse	NOUN
ejpam-6539	398	19	across	across	ADP
ejpam-6539	398	20	both	both	DET
ejpam-6539	398	21	market	market	NOUN
ejpam-6539	398	22	types	type	NOUN
ejpam-6539	398	23	.	.	PUNCT
ejpam-6539	399	1	the	the	DET
ejpam-6539	399	2	matlab	matlab	PROPN
ejpam-6539	399	3	2022a	2022a	PROPN
ejpam-6539	399	4	environment	environment	NOUN
ejpam-6539	399	5	was	be	AUX
ejpam-6539	399	6	used	use	VERB
ejpam-6539	399	7	for	for	ADP
ejpam-6539	399	8	implementation	implementation	NOUN
ejpam-6539	399	9	.	.	PUNCT
ejpam-6539	400	1	the	the	DET
ejpam-6539	400	2	optimization	optimization	NOUN
ejpam-6539	400	3	code	code	NOUN
ejpam-6539	400	4	was	be	AUX
ejpam-6539	400	5	executed	execute	VERB
ejpam-6539	400	6	with	with	ADP
ejpam-6539	400	7	adaptive	adaptive	ADJ
ejpam-6539	400	8	inertia	inertia	NOUN
ejpam-6539	400	9	weight	weight	NOUN
ejpam-6539	400	10	strategy	strategy	NOUN
ejpam-6539	400	11	and	and	CCONJ
ejpam-6539	400	12	termination	termination	NOUN
ejpam-6539	400	13	conditions	condition	NOUN
ejpam-6539	400	14	defined	define	VERB
ejpam-6539	400	15	by	by	ADP
ejpam-6539	400	16	fitness	fitness	NOUN
ejpam-6539	400	17	stagnation	stagnation	NOUN
ejpam-6539	400	18	and	and	CCONJ
ejpam-6539	400	19	maximum	maximum	ADJ
ejpam-6539	400	20	iteration	iteration	NOUN
ejpam-6539	400	21	thresholds	threshold	NOUN
ejpam-6539	400	22	.	.	PUNCT
ejpam-6539	401	1	6.4	6.4	NUM
ejpam-6539	401	2	.	.	PUNCT
ejpam-6539	402	1	statistical	statistical	ADJ
ejpam-6539	402	2	significance	significance	NOUN
ejpam-6539	402	3	of	of	ADP
ejpam-6539	402	4	performance	performance	NOUN
ejpam-6539	402	5	improvements	improvement	NOUN
ejpam-6539	402	6	to	to	PART
ejpam-6539	402	7	validate	validate	VERB
ejpam-6539	402	8	that	that	SCONJ
ejpam-6539	402	9	the	the	DET
ejpam-6539	402	10	observed	observe	VERB
ejpam-6539	402	11	performance	performance	NOUN
ejpam-6539	402	12	improvements	improvement	NOUN
ejpam-6539	402	13	of	of	ADP
ejpam-6539	402	14	the	the	DET
ejpam-6539	402	15	ihmm	ihmm	NOUN
ejpam-6539	402	16	-	-	PUNCT
ejpam-6539	402	17	frpso	frpso	NOUN
ejpam-6539	402	18	model	model	NOUN
ejpam-6539	402	19	over	over	ADP
ejpam-6539	402	20	traditional	traditional	ADJ
ejpam-6539	402	21	ml	ml	PROPN
ejpam-6539	402	22	/	/	SYM
ejpam-6539	402	23	dl	dl	PROPN
ejpam-6539	402	24	models	model	NOUN
ejpam-6539	402	25	are	be	AUX
ejpam-6539	402	26	not	not	PART
ejpam-6539	402	27	due	due	ADJ
ejpam-6539	402	28	to	to	ADP
ejpam-6539	402	29	random	random	ADJ
ejpam-6539	402	30	chance	chance	NOUN
ejpam-6539	402	31	,	,	PUNCT
ejpam-6539	402	32	statistical	statistical	ADJ
ejpam-6539	402	33	significance	significance	NOUN
ejpam-6539	402	34	testing	testing	NOUN
ejpam-6539	402	35	was	be	AUX
ejpam-6539	402	36	conducted	conduct	VERB
ejpam-6539	402	37	using	use	VERB
ejpam-6539	402	38	a	a	DET
ejpam-6539	402	39	paired	pair	VERB
ejpam-6539	402	40	two	two	NUM
ejpam-6539	402	41	-	-	PUNCT
ejpam-6539	402	42	tailed	tail	VERB
ejpam-6539	402	43	t	t	NOUN
ejpam-6539	402	44	-	-	PUNCT
ejpam-6539	402	45	test	test	NOUN
ejpam-6539	402	46	at	at	ADP
ejpam-6539	402	47	a	a	DET
ejpam-6539	402	48	95	95	NUM
ejpam-6539	402	49	%	%	NOUN
ejpam-6539	402	50	confidence	confidence	NOUN
ejpam-6539	402	51	level	level	NOUN
ejpam-6539	402	52	.	.	PUNCT
ejpam-6539	403	1	the	the	DET
ejpam-6539	403	2	tests	test	NOUN
ejpam-6539	403	3	were	be	AUX
ejpam-6539	403	4	applied	apply	VERB
ejpam-6539	403	5	to	to	ADP
ejpam-6539	403	6	the	the	DET
ejpam-6539	403	7	prediction	prediction	NOUN
ejpam-6539	403	8	errors	error	NOUN
ejpam-6539	403	9	(	(	PUNCT
ejpam-6539	403	10	mape	mape	NOUN
ejpam-6539	403	11	and	and	CCONJ
ejpam-6539	403	12	rmse	rmse	NOUN
ejpam-6539	403	13	)	)	PUNCT
ejpam-6539	403	14	obtained	obtain	VERB
ejpam-6539	403	15	over	over	ADP
ejpam-6539	403	16	the	the	DET
ejpam-6539	403	17	testing	testing	NOUN
ejpam-6539	403	18	data	datum	NOUN
ejpam-6539	403	19	across	across	ADP
ejpam-6539	403	20	all	all	DET
ejpam-6539	403	21	models	model	NOUN
ejpam-6539	403	22	using	use	VERB
ejpam-6539	403	23	five	five	NUM
ejpam-6539	403	24	independent	independent	ADJ
ejpam-6539	403	25	runs	run	NOUN
ejpam-6539	403	26	.	.	PUNCT
ejpam-6539	404	1	table	table	NOUN
ejpam-6539	404	2	12	12	NUM
ejpam-6539	404	3	summarizes	summarize	NOUN
ejpam-6539	404	4	the	the	DET
ejpam-6539	404	5	p	p	NOUN
ejpam-6539	404	6	-	-	PUNCT
ejpam-6539	404	7	values	value	NOUN
ejpam-6539	404	8	obtained	obtain	VERB
ejpam-6539	404	9	when	when	SCONJ
ejpam-6539	404	10	comparing	compare	VERB
ejpam-6539	404	11	ihmm	ihmm	NOUN
ejpam-6539	404	12	-	-	PUNCT
ejpam-6539	404	13	frpso	frpso	NOUN
ejpam-6539	404	14	with	with	ADP
ejpam-6539	404	15	ann	ann	PROPN
ejpam-6539	404	16	,	,	PUNCT
ejpam-6539	404	17	lstm	lstm	NOUN
ejpam-6539	404	18	,	,	PUNCT
ejpam-6539	404	19	and	and	CCONJ
ejpam-6539	404	20	random	random	ADJ
ejpam-6539	404	21	forest	forest	NOUN
ejpam-6539	404	22	.	.	PUNCT
ejpam-6539	405	1	table	table	NOUN
ejpam-6539	405	2	10	10	NUM
ejpam-6539	405	3	:	:	PUNCT
ejpam-6539	405	4	paired	pair	VERB
ejpam-6539	405	5	t	t	NOUN
ejpam-6539	405	6	-	-	PUNCT
ejpam-6539	405	7	test	test	NOUN
ejpam-6539	405	8	p	p	NOUN
ejpam-6539	405	9	-	-	PUNCT
ejpam-6539	405	10	values	value	NOUN
ejpam-6539	405	11	comparing	compare	VERB
ejpam-6539	405	12	ihmm	ihmm	NOUN
ejpam-6539	405	13	-	-	PUNCT
ejpam-6539	405	14	frpso	frpso	NOUN
ejpam-6539	405	15	with	with	ADP
ejpam-6539	405	16	other	other	ADJ
ejpam-6539	405	17	models	model	NOUN
ejpam-6539	405	18	compared	compare	VERB
ejpam-6539	405	19	models	model	NOUN
ejpam-6539	405	20	p	p	NOUN
ejpam-6539	405	21	-	-	PUNCT
ejpam-6539	405	22	value	value	NOUN
ejpam-6539	405	23	(	(	PUNCT
ejpam-6539	405	24	mape	mape	NOUN
ejpam-6539	405	25	)	)	PUNCT
ejpam-6539	405	26	p	p	NOUN
ejpam-6539	405	27	-	-	PUNCT
ejpam-6539	405	28	value	value	NOUN
ejpam-6539	405	29	(	(	PUNCT
ejpam-6539	405	30	rmse	rmse	NOUN
ejpam-6539	405	31	)	)	PUNCT
ejpam-6539	405	32	ihmm	ihmm	NOUN
ejpam-6539	405	33	-	-	PUNCT
ejpam-6539	405	34	frpso	frpso	NOUN
ejpam-6539	405	35	vs	vs	ADP
ejpam-6539	405	36	ann	ann	PROPN
ejpam-6539	405	37	0.0081	0.0081	NUM
ejpam-6539	405	38	0.0114	0.0114	NUM
ejpam-6539	405	39	ihmm	ihmm	NOUN
ejpam-6539	405	40	-	-	PUNCT
ejpam-6539	405	41	frpso	frpso	NOUN
ejpam-6539	405	42	vs	vs	ADP
ejpam-6539	405	43	lstm	lstm	NOUN
ejpam-6539	405	44	0.0197	0.0197	NUM
ejpam-6539	405	45	0.0262	0.0262	NUM
ejpam-6539	405	46	ihmm	ihmm	NOUN
ejpam-6539	405	47	-	-	PUNCT
ejpam-6539	405	48	frpso	frpso	NOUN
ejpam-6539	405	49	vs	vs	ADP
ejpam-6539	405	50	rf	rf	PROPN
ejpam-6539	405	51	0.0064	0.0064	NUM
ejpam-6539	405	52	0.0090	0.0090	NUM
ejpam-6539	405	53	all	all	DET
ejpam-6539	405	54	p	p	ADJ
ejpam-6539	405	55	values	value	NOUN
ejpam-6539	405	56	are	be	AUX
ejpam-6539	405	57	below	below	ADP
ejpam-6539	405	58	the	the	DET
ejpam-6539	405	59	significance	significance	NOUN
ejpam-6539	405	60	threshold	threshold	NOUN
ejpam-6539	405	61	of	of	ADP
ejpam-6539	405	62	0.05	0.05	NUM
ejpam-6539	405	63	,	,	PUNCT
ejpam-6539	405	64	indicating	indicate	VERB
ejpam-6539	405	65	that	that	SCONJ
ejpam-6539	405	66	the	the	DET
ejpam-6539	405	67	improvements	improvement	NOUN
ejpam-6539	405	68	offered	offer	VERB
ejpam-6539	405	69	by	by	ADP
ejpam-6539	405	70	the	the	DET
ejpam-6539	405	71	proposed	propose	VERB
ejpam-6539	405	72	model	model	NOUN
ejpam-6539	405	73	in	in	ADP
ejpam-6539	405	74	both	both	DET
ejpam-6539	405	75	mape	mape	NOUN
ejpam-6539	405	76	and	and	CCONJ
ejpam-6539	405	77	rmse	rmse	NOUN
ejpam-6539	405	78	are	be	AUX
ejpam-6539	405	79	statistically	statistically	ADV
ejpam-6539	405	80	significant	significant	ADJ
ejpam-6539	405	81	.	.	PUNCT
ejpam-6539	406	1	hence	hence	ADV
ejpam-6539	406	2	,	,	PUNCT
ejpam-6539	406	3	the	the	DET
ejpam-6539	406	4	performance	performance	NOUN
ejpam-6539	406	5	gains	gain	NOUN
ejpam-6539	406	6	achieved	achieve	VERB
ejpam-6539	406	7	by	by	ADP
ejpam-6539	406	8	ihmm	ihmm	NOUN
ejpam-6539	406	9	-	-	PUNCT
ejpam-6539	406	10	frpso	frpso	NOUN
ejpam-6539	406	11	over	over	ADP
ejpam-6539	406	12	ann	ann	PROPN
ejpam-6539	406	13	,	,	PUNCT
ejpam-6539	406	14	lstm	lstm	PROPN
ejpam-6539	406	15	,	,	PUNCT
ejpam-6539	406	16	k.	k.	PROPN
ejpam-6539	406	17	kalpana	kalpana	PROPN
ejpam-6539	406	18	,	,	PUNCT
ejpam-6539	406	19	g.	g.	PROPN
ejpam-6539	406	20	kavitha	kavitha	PROPN
ejpam-6539	406	21	/	/	SYM
ejpam-6539	406	22	eur	eur	PROPN
ejpam-6539	406	23	.	.	PUNCT
ejpam-6539	407	1	j.	j.	PROPN
ejpam-6539	407	2	pure	pure	PROPN
ejpam-6539	407	3	appl	appl	PROPN
ejpam-6539	407	4	.	.	PROPN
ejpam-6539	407	5	math	math	PROPN
ejpam-6539	407	6	,	,	PUNCT
ejpam-6539	407	7	18	18	NUM
ejpam-6539	407	8	(	(	PUNCT
ejpam-6539	407	9	4	4	NUM
ejpam-6539	407	10	)	)	PUNCT
ejpam-6539	407	11	(	(	PUNCT
ejpam-6539	407	12	2025	2025	NUM
ejpam-6539	407	13	)	)	PUNCT
ejpam-6539	407	14	,	,	PUNCT
ejpam-6539	407	15	6539	6539	NUM
ejpam-6539	407	16	33	33	NUM
ejpam-6539	407	17	of	of	ADP
ejpam-6539	407	18	42	42	NUM
ejpam-6539	407	19	and	and	CCONJ
ejpam-6539	407	20	rf	rf	PRON
ejpam-6539	407	21	are	be	AUX
ejpam-6539	407	22	not	not	PART
ejpam-6539	407	23	only	only	ADV
ejpam-6539	407	24	consistent	consistent	ADJ
ejpam-6539	407	25	but	but	CCONJ
ejpam-6539	407	26	also	also	ADV
ejpam-6539	407	27	statistically	statistically	ADV
ejpam-6539	407	28	meaningful	meaningful	ADJ
ejpam-6539	407	29	,	,	PUNCT
ejpam-6539	407	30	further	far	ADV
ejpam-6539	407	31	establishing	establish	VERB
ejpam-6539	407	32	the	the	DET
ejpam-6539	407	33	robustness	robustness	NOUN
ejpam-6539	407	34	of	of	ADP
ejpam-6539	407	35	the	the	DET
ejpam-6539	407	36	proposed	propose	VERB
ejpam-6539	407	37	hybrid	hybrid	NOUN
ejpam-6539	407	38	approach	approach	NOUN
ejpam-6539	407	39	.	.	PUNCT
ejpam-6539	408	1	7	7	X
ejpam-6539	408	2	.	.	X
ejpam-6539	408	3	conclusion	conclusion	NOUN
ejpam-6539	408	4	and	and	CCONJ
ejpam-6539	408	5	future	future	ADJ
ejpam-6539	408	6	work	work	NOUN
ejpam-6539	408	7	7.1	7.1	NUM
ejpam-6539	408	8	.	.	PUNCT
ejpam-6539	409	1	conclusion	conclusion	NOUN
ejpam-6539	409	2	this	this	DET
ejpam-6539	409	3	study	study	NOUN
ejpam-6539	409	4	introduced	introduce	VERB
ejpam-6539	409	5	the	the	DET
ejpam-6539	409	6	ihmm	ihmm	NOUN
ejpam-6539	409	7	-	-	PUNCT
ejpam-6539	409	8	frpso	frpso	NOUN
ejpam-6539	409	9	model	model	NOUN
ejpam-6539	409	10	,	,	PUNCT
ejpam-6539	409	11	which	which	PRON
ejpam-6539	409	12	integrates	integrate	VERB
ejpam-6539	409	13	interval	interval	NOUN
ejpam-6539	409	14	-	-	PUNCT
ejpam-6539	409	15	valued	value	VERB
ejpam-6539	409	16	fuzzy	fuzzy	ADJ
ejpam-6539	409	17	relational	relational	ADJ
ejpam-6539	409	18	hidden	hide	VERB
ejpam-6539	409	19	markov	markov	NOUN
ejpam-6539	409	20	models	model	NOUN
ejpam-6539	409	21	with	with	ADP
ejpam-6539	409	22	particle	particle	NOUN
ejpam-6539	409	23	swarm	swarm	NOUN
ejpam-6539	409	24	optimization	optimization	NOUN
ejpam-6539	409	25	for	for	ADP
ejpam-6539	409	26	electricity	electricity	NOUN
ejpam-6539	409	27	market	market	NOUN
ejpam-6539	409	28	forecasting	forecasting	NOUN
ejpam-6539	409	29	.	.	PUNCT
ejpam-6539	410	1	by	by	ADP
ejpam-6539	410	2	employing	employ	VERB
ejpam-6539	410	3	intuitionistic	intuitionistic	ADJ
ejpam-6539	410	4	fuzzy	fuzzy	ADJ
ejpam-6539	410	5	sets	set	NOUN
ejpam-6539	410	6	,	,	PUNCT
ejpam-6539	410	7	the	the	DET
ejpam-6539	410	8	model	model	NOUN
ejpam-6539	410	9	effectively	effectively	ADV
ejpam-6539	410	10	addresses	address	VERB
ejpam-6539	410	11	uncertainty	uncertainty	NOUN
ejpam-6539	410	12	,	,	PUNCT
ejpam-6539	410	13	aligning	align	VERB
ejpam-6539	410	14	with	with	ADP
ejpam-6539	410	15	earlier	early	ADJ
ejpam-6539	410	16	fuzzy	fuzzy	ADJ
ejpam-6539	410	17	probability	probability	NOUN
ejpam-6539	410	18	and	and	CCONJ
ejpam-6539	410	19	stochastic	stochastic	ADJ
ejpam-6539	410	20	approaches	approach	NOUN
ejpam-6539	410	21	in	in	ADP
ejpam-6539	410	22	electricity	electricity	NOUN
ejpam-6539	410	23	forecasting	forecasting	NOUN
ejpam-6539	410	24	(	(	PUNCT
ejpam-6539	410	25	sujatha	sujatha	PROPN
ejpam-6539	410	26	et	et	PROPN
ejpam-6539	410	27	al	al	PROPN
ejpam-6539	410	28	.	.	PROPN
ejpam-6539	410	29	,	,	PUNCT
ejpam-6539	410	30	2016	2016	NUM
ejpam-6539	410	31	)	)	PUNCT
ejpam-6539	410	32	,	,	PUNCT
ejpam-6539	410	33	while	while	SCONJ
ejpam-6539	410	34	pso	pso	NOUN
ejpam-6539	410	35	optimizes	optimize	VERB
ejpam-6539	410	36	transition	transition	NOUN
ejpam-6539	410	37	and	and	CCONJ
ejpam-6539	410	38	emission	emission	NOUN
ejpam-6539	410	39	parameters	parameter	NOUN
ejpam-6539	410	40	to	to	PART
ejpam-6539	410	41	minimize	minimize	VERB
ejpam-6539	410	42	forecasting	forecasting	NOUN
ejpam-6539	410	43	errors	error	NOUN
ejpam-6539	410	44	.	.	PUNCT
ejpam-6539	411	1	empirical	empirical	ADJ
ejpam-6539	411	2	evaluation	evaluation	NOUN
ejpam-6539	411	3	using	use	VERB
ejpam-6539	411	4	indian	indian	ADJ
ejpam-6539	411	5	energy	energy	NOUN
ejpam-6539	411	6	exchange	exchange	NOUN
ejpam-6539	411	7	datasets	dataset	NOUN
ejpam-6539	411	8	demonstrated	demonstrate	VERB
ejpam-6539	411	9	that	that	SCONJ
ejpam-6539	411	10	the	the	DET
ejpam-6539	411	11	ihmm	ihmm	NOUN
ejpam-6539	411	12	-	-	PUNCT
ejpam-6539	411	13	frpso	frpso	NOUN
ejpam-6539	411	14	model	model	NOUN
ejpam-6539	411	15	outperforms	outperform	VERB
ejpam-6539	411	16	conventional	conventional	ADJ
ejpam-6539	411	17	hmm	hmm	ADV
ejpam-6539	411	18	-	-	PUNCT
ejpam-6539	411	19	based	base	VERB
ejpam-6539	411	20	optimization	optimization	NOUN
ejpam-6539	411	21	methods	method	NOUN
ejpam-6539	411	22	as	as	ADV
ejpam-6539	411	23	well	well	ADV
ejpam-6539	411	24	as	as	ADP
ejpam-6539	411	25	state	state	NOUN
ejpam-6539	411	26	-	-	PUNCT
ejpam-6539	411	27	of	of	ADP
ejpam-6539	411	28	-	-	PUNCT
ejpam-6539	411	29	the	the	DET
ejpam-6539	411	30	-	-	PUNCT
ejpam-6539	411	31	art	art	NOUN
ejpam-6539	411	32	machine	machine	NOUN
ejpam-6539	411	33	learning	learn	VERB
ejpam-6539	411	34	approaches	approach	NOUN
ejpam-6539	411	35	,	,	PUNCT
ejpam-6539	411	36	including	include	VERB
ejpam-6539	411	37	ann	ann	PROPN
ejpam-6539	411	38	,	,	PUNCT
ejpam-6539	411	39	lstm	lstm	NOUN
ejpam-6539	411	40	,	,	PUNCT
ejpam-6539	411	41	and	and	CCONJ
ejpam-6539	411	42	random	random	ADJ
ejpam-6539	411	43	forest	forest	NOUN
ejpam-6539	411	44	.	.	PUNCT
ejpam-6539	412	1	during	during	ADP
ejpam-6539	412	2	the	the	DET
ejpam-6539	412	3	testing	testing	NOUN
ejpam-6539	412	4	phase	phase	NOUN
ejpam-6539	412	5	,	,	PUNCT
ejpam-6539	412	6	the	the	DET
ejpam-6539	412	7	model	model	NOUN
ejpam-6539	412	8	achieved	achieve	VERB
ejpam-6539	412	9	an	an	DET
ejpam-6539	412	10	optimized	optimize	VERB
ejpam-6539	412	11	mape	mape	NOUN
ejpam-6539	412	12	of	of	ADP
ejpam-6539	412	13	23.24	23.24	NUM
ejpam-6539	412	14	%	%	NOUN
ejpam-6539	412	15	in	in	ADP
ejpam-6539	412	16	real	real	ADJ
ejpam-6539	412	17	-	-	PUNCT
ejpam-6539	412	18	time	time	NOUN
ejpam-6539	412	19	market	market	NOUN
ejpam-6539	412	20	forecasting	forecasting	NOUN
ejpam-6539	412	21	,	,	PUNCT
ejpam-6539	412	22	accompanied	accompany	VERB
ejpam-6539	412	23	by	by	ADP
ejpam-6539	412	24	substantial	substantial	ADJ
ejpam-6539	412	25	reductions	reduction	NOUN
ejpam-6539	412	26	in	in	ADP
ejpam-6539	412	27	mse	mse	NOUN
ejpam-6539	412	28	and	and	CCONJ
ejpam-6539	412	29	rmse	rmse	NOUN
ejpam-6539	412	30	.	.	PUNCT
ejpam-6539	413	1	statistical	statistical	ADJ
ejpam-6539	413	2	significance	significance	NOUN
ejpam-6539	413	3	testing	testing	NOUN
ejpam-6539	413	4	further	far	ADV
ejpam-6539	413	5	confirmed	confirm	VERB
ejpam-6539	413	6	that	that	SCONJ
ejpam-6539	413	7	the	the	DET
ejpam-6539	413	8	observed	observed	ADJ
ejpam-6539	413	9	improvements	improvement	NOUN
ejpam-6539	413	10	are	be	AUX
ejpam-6539	413	11	consistent	consistent	ADJ
ejpam-6539	413	12	and	and	CCONJ
ejpam-6539	413	13	not	not	PART
ejpam-6539	413	14	attributable	attributable	ADJ
ejpam-6539	413	15	to	to	ADP
ejpam-6539	413	16	random	random	ADJ
ejpam-6539	413	17	variation	variation	NOUN
ejpam-6539	413	18	.	.	PUNCT
ejpam-6539	414	1	overall	overall	ADV
ejpam-6539	414	2	,	,	PUNCT
ejpam-6539	414	3	the	the	DET
ejpam-6539	414	4	ihmm	ihmm	NOUN
ejpam-6539	414	5	-	-	PUNCT
ejpam-6539	414	6	frpso	frpso	NOUN
ejpam-6539	414	7	framework	framework	NOUN
ejpam-6539	414	8	provides	provide	VERB
ejpam-6539	414	9	high	high	ADJ
ejpam-6539	414	10	forecasting	forecasting	NOUN
ejpam-6539	414	11	accuracy	accuracy	NOUN
ejpam-6539	414	12	,	,	PUNCT
ejpam-6539	414	13	stable	stable	ADJ
ejpam-6539	414	14	convergence	convergence	NOUN
ejpam-6539	414	15	,	,	PUNCT
ejpam-6539	414	16	and	and	CCONJ
ejpam-6539	414	17	enhanced	enhance	VERB
ejpam-6539	414	18	interpretability	interpretability	NOUN
ejpam-6539	414	19	compared	compare	VERB
ejpam-6539	414	20	with	with	ADP
ejpam-6539	414	21	black	black	ADJ
ejpam-6539	414	22	-	-	PUNCT
ejpam-6539	414	23	box	box	NOUN
ejpam-6539	414	24	deep	deep	ADJ
ejpam-6539	414	25	learning	learning	NOUN
ejpam-6539	414	26	models	model	NOUN
ejpam-6539	414	27	,	,	PUNCT
ejpam-6539	414	28	making	make	VERB
ejpam-6539	414	29	it	it	PRON
ejpam-6539	414	30	a	a	DET
ejpam-6539	414	31	promising	promising	ADJ
ejpam-6539	414	32	approach	approach	NOUN
ejpam-6539	414	33	for	for	ADP
ejpam-6539	414	34	practical	practical	ADJ
ejpam-6539	414	35	deployment	deployment	NOUN
ejpam-6539	414	36	in	in	ADP
ejpam-6539	414	37	power	power	NOUN
ejpam-6539	414	38	markets	market	NOUN
ejpam-6539	414	39	.	.	PUNCT
ejpam-6539	415	1	for	for	ADP
ejpam-6539	415	2	broader	broad	ADJ
ejpam-6539	415	3	applicability	applicability	NOUN
ejpam-6539	415	4	,	,	PUNCT
ejpam-6539	415	5	the	the	DET
ejpam-6539	415	6	integration	integration	NOUN
ejpam-6539	415	7	of	of	ADP
ejpam-6539	415	8	parametric	parametric	ADJ
ejpam-6539	415	9	optimization	optimization	NOUN
ejpam-6539	415	10	with	with	ADP
ejpam-6539	415	11	pso	pso	NOUN
ejpam-6539	415	12	offers	offer	VERB
ejpam-6539	415	13	a	a	DET
ejpam-6539	415	14	robust	robust	ADJ
ejpam-6539	415	15	calibration	calibration	NOUN
ejpam-6539	415	16	mechanism	mechanism	NOUN
ejpam-6539	415	17	for	for	ADP
ejpam-6539	415	18	hidden	hide	VERB
ejpam-6539	415	19	markov	markov	NOUN
ejpam-6539	415	20	models	model	NOUN
ejpam-6539	415	21	across	across	ADP
ejpam-6539	415	22	diverse	diverse	ADJ
ejpam-6539	415	23	electricity	electricity	NOUN
ejpam-6539	415	24	market	market	NOUN
ejpam-6539	415	25	environments	environment	NOUN
ejpam-6539	415	26	.	.	PUNCT
ejpam-6539	416	1	the	the	DET
ejpam-6539	416	2	training	training	NOUN
ejpam-6539	416	3	phase	phase	NOUN
ejpam-6539	416	4	,	,	PUNCT
ejpam-6539	416	5	conducted	conduct	VERB
ejpam-6539	416	6	on	on	ADP
ejpam-6539	416	7	datasets	dataset	NOUN
ejpam-6539	416	8	spanning	span	VERB
ejpam-6539	416	9	january	january	PROPN
ejpam-6539	416	10	to	to	ADP
ejpam-6539	416	11	december	december	PROPN
ejpam-6539	416	12	2021	2021	NUM
ejpam-6539	416	13	,	,	PUNCT
ejpam-6539	416	14	achieved	achieve	VERB
ejpam-6539	416	15	mean	mean	ADJ
ejpam-6539	416	16	directional	directional	ADJ
ejpam-6539	416	17	accuracy	accuracy	NOUN
ejpam-6539	416	18	with	with	ADP
ejpam-6539	416	19	optimized	optimize	VERB
ejpam-6539	416	20	mape	mape	NOUN
ejpam-6539	416	21	values	value	NOUN
ejpam-6539	416	22	of	of	ADP
ejpam-6539	416	23	14.40	14.40	NUM
ejpam-6539	416	24	%	%	NOUN
ejpam-6539	416	25	for	for	ADP
ejpam-6539	416	26	day	day	NOUN
ejpam-6539	416	27	-	-	PUNCT
ejpam-6539	416	28	ahead	ahead	NOUN
ejpam-6539	416	29	markets	market	NOUN
ejpam-6539	416	30	and	and	CCONJ
ejpam-6539	416	31	22.05	22.05	NUM
ejpam-6539	416	32	%	%	NOUN
ejpam-6539	416	33	for	for	ADP
ejpam-6539	416	34	real	real	ADJ
ejpam-6539	416	35	-	-	PUNCT
ejpam-6539	416	36	time	time	NOUN
ejpam-6539	416	37	markets	market	NOUN
ejpam-6539	416	38	.	.	PUNCT
ejpam-6539	417	1	to	to	PART
ejpam-6539	417	2	further	far	ADV
ejpam-6539	417	3	substantiate	substantiate	VERB
ejpam-6539	417	4	these	these	DET
ejpam-6539	417	5	findings	finding	NOUN
ejpam-6539	417	6	,	,	PUNCT
ejpam-6539	417	7	table	table	NOUN
ejpam-6539	417	8	13	13	NUM
ejpam-6539	417	9	reports	report	NOUN
ejpam-6539	417	10	the	the	DET
ejpam-6539	417	11	comparative	comparative	ADJ
ejpam-6539	417	12	performance	performance	NOUN
ejpam-6539	417	13	measures	measure	NOUN
ejpam-6539	417	14	between	between	ADP
ejpam-6539	417	15	the	the	DET
ejpam-6539	417	16	proposed	propose	VERB
ejpam-6539	417	17	ihmm	ihmm	NOUN
ejpam-6539	417	18	-	-	PUNCT
ejpam-6539	417	19	frpso	frpso	NOUN
ejpam-6539	417	20	model	model	NOUN
ejpam-6539	417	21	,	,	PUNCT
ejpam-6539	417	22	optimized	optimize	VERB
ejpam-6539	417	23	through	through	ADP
ejpam-6539	417	24	pso	pso	NOUN
ejpam-6539	417	25	,	,	PUNCT
ejpam-6539	417	26	and	and	CCONJ
ejpam-6539	417	27	the	the	DET
ejpam-6539	417	28	day	day	NOUN
ejpam-6539	417	29	-	-	PUNCT
ejpam-6539	417	30	ahead	ahead	NOUN
ejpam-6539	417	31	and	and	CCONJ
ejpam-6539	417	32	real	real	ADJ
ejpam-6539	417	33	-	-	PUNCT
ejpam-6539	417	34	time	time	NOUN
ejpam-6539	417	35	market	market	NOUN
ejpam-6539	417	36	datasets	dataset	NOUN
ejpam-6539	417	37	across	across	ADP
ejpam-6539	417	38	both	both	DET
ejpam-6539	417	39	training	training	NOUN
ejpam-6539	417	40	and	and	CCONJ
ejpam-6539	417	41	testing	testing	NOUN
ejpam-6539	417	42	phases	phase	NOUN
ejpam-6539	417	43	.	.	PUNCT
ejpam-6539	418	1	table	table	NOUN
ejpam-6539	418	2	11	11	NUM
ejpam-6539	418	3	:	:	PUNCT
ejpam-6539	418	4	summarizes	summarize	VERB
ejpam-6539	418	5	the	the	DET
ejpam-6539	418	6	comparative	comparative	ADJ
ejpam-6539	418	7	performance	performance	NOUN
ejpam-6539	418	8	measures	measure	NOUN
ejpam-6539	418	9	between	between	ADP
ejpam-6539	418	10	the	the	DET
ejpam-6539	418	11	proposed	propose	VERB
ejpam-6539	418	12	ihmm	ihmm	NOUN
ejpam-6539	418	13	-	-	PUNCT
ejpam-6539	418	14	frpso	frpso	NOUN
ejpam-6539	418	15	model	model	NOUN
ejpam-6539	418	16	,	,	PUNCT
ejpam-6539	418	17	optimized	optimize	VERB
ejpam-6539	418	18	through	through	ADP
ejpam-6539	418	19	pso	pso	NOUN
ejpam-6539	418	20	,	,	PUNCT
ejpam-6539	418	21	and	and	CCONJ
ejpam-6539	418	22	the	the	DET
ejpam-6539	418	23	day	day	NOUN
ejpam-6539	418	24	-	-	PUNCT
ejpam-6539	418	25	ahead	ahead	NOUN
ejpam-6539	418	26	and	and	CCONJ
ejpam-6539	418	27	real	real	ADJ
ejpam-6539	418	28	-	-	PUNCT
ejpam-6539	418	29	time	time	NOUN
ejpam-6539	418	30	market	market	NOUN
ejpam-6539	418	31	datasets	dataset	NOUN
ejpam-6539	418	32	across	across	ADP
ejpam-6539	418	33	both	both	DET
ejpam-6539	418	34	training	training	NOUN
ejpam-6539	418	35	and	and	CCONJ
ejpam-6539	418	36	testing	testing	NOUN
ejpam-6539	418	37	phases	phase	NOUN
ejpam-6539	418	38	.	.	PUNCT
ejpam-6539	419	1	k.	k.	PROPN
ejpam-6539	419	2	kalpana	kalpana	PROPN
ejpam-6539	419	3	,	,	PUNCT
ejpam-6539	419	4	g.	g.	PROPN
ejpam-6539	419	5	kavitha	kavitha	PROPN
ejpam-6539	419	6	/	/	SYM
ejpam-6539	419	7	eur	eur	PROPN
ejpam-6539	419	8	.	.	PUNCT
ejpam-6539	420	1	j.	j.	PROPN
ejpam-6539	420	2	pure	pure	PROPN
ejpam-6539	420	3	appl	appl	PROPN
ejpam-6539	420	4	.	.	PROPN
ejpam-6539	420	5	math	math	PROPN
ejpam-6539	420	6	,	,	PUNCT
ejpam-6539	420	7	18	18	NUM
ejpam-6539	420	8	(	(	PUNCT
ejpam-6539	420	9	4	4	NUM
ejpam-6539	420	10	)	)	PUNCT
ejpam-6539	420	11	(	(	PUNCT
ejpam-6539	420	12	2025	2025	NUM
ejpam-6539	420	13	)	)	PUNCT
ejpam-6539	420	14	,	,	PUNCT
ejpam-6539	420	15	6539	6539	NUM
ejpam-6539	420	16	34	34	NUM
ejpam-6539	420	17	of	of	ADP
ejpam-6539	420	18	42	42	NUM
ejpam-6539	420	19	7.2	7.2	NUM
ejpam-6539	420	20	.	.	PUNCT
ejpam-6539	421	1	future	future	ADJ
ejpam-6539	421	2	work	work	NOUN
ejpam-6539	421	3	future	future	ADJ
ejpam-6539	421	4	research	research	NOUN
ejpam-6539	421	5	can	can	AUX
ejpam-6539	421	6	advance	advance	VERB
ejpam-6539	421	7	this	this	DET
ejpam-6539	421	8	work	work	NOUN
ejpam-6539	421	9	in	in	ADP
ejpam-6539	421	10	several	several	ADJ
ejpam-6539	421	11	directions	direction	NOUN
ejpam-6539	421	12	.	.	PUNCT
ejpam-6539	422	1	one	one	NUM
ejpam-6539	422	2	promising	promise	VERB
ejpam-6539	422	3	extension	extension	NOUN
ejpam-6539	422	4	would	would	AUX
ejpam-6539	422	5	be	be	AUX
ejpam-6539	422	6	to	to	PART
ejpam-6539	422	7	explore	explore	VERB
ejpam-6539	422	8	alternative	alternative	ADJ
ejpam-6539	422	9	optimization	optimization	NOUN
ejpam-6539	422	10	techniques	technique	NOUN
ejpam-6539	422	11	such	such	ADJ
ejpam-6539	422	12	as	as	ADP
ejpam-6539	422	13	differential	differential	ADJ
ejpam-6539	422	14	evolution	evolution	NOUN
ejpam-6539	422	15	,	,	PUNCT
ejpam-6539	422	16	ant	ant	ADJ
ejpam-6539	422	17	colony	colony	NOUN
ejpam-6539	422	18	optimization	optimization	NOUN
ejpam-6539	422	19	,	,	PUNCT
ejpam-6539	422	20	or	or	CCONJ
ejpam-6539	422	21	hybrid	hybrid	ADJ
ejpam-6539	422	22	evolutionary	evolutionary	ADJ
ejpam-6539	422	23	algorithms	algorithm	NOUN
ejpam-6539	422	24	to	to	PART
ejpam-6539	422	25	enhance	enhance	VERB
ejpam-6539	422	26	robustness	robustness	NOUN
ejpam-6539	422	27	.	.	PUNCT
ejpam-6539	423	1	testing	testing	NOUN
ejpam-6539	423	2	across	across	ADP
ejpam-6539	423	3	multi	multi	ADJ
ejpam-6539	423	4	-	-	NOUN
ejpam-6539	423	5	region	region	NOUN
ejpam-6539	423	6	and	and	CCONJ
ejpam-6539	423	7	cross	cross	ADJ
ejpam-6539	423	8	-	-	ADJ
ejpam-6539	423	9	border	border	ADJ
ejpam-6539	423	10	datasets	dataset	NOUN
ejpam-6539	423	11	could	could	AUX
ejpam-6539	423	12	further	far	ADV
ejpam-6539	423	13	demonstrate	demonstrate	VERB
ejpam-6539	423	14	adaptability	adaptability	NOUN
ejpam-6539	423	15	under	under	ADP
ejpam-6539	423	16	diverse	diverse	ADJ
ejpam-6539	423	17	regulatory	regulatory	ADJ
ejpam-6539	423	18	and	and	CCONJ
ejpam-6539	423	19	economic	economic	ADJ
ejpam-6539	423	20	conditions	condition	NOUN
ejpam-6539	423	21	.	.	PUNCT
ejpam-6539	424	1	another	another	DET
ejpam-6539	424	2	avenue	avenue	NOUN
ejpam-6539	424	3	is	be	AUX
ejpam-6539	424	4	the	the	DET
ejpam-6539	424	5	incorporation	incorporation	NOUN
ejpam-6539	424	6	of	of	ADP
ejpam-6539	424	7	dimensionality	dimensionality	NOUN
ejpam-6539	424	8	reduction	reduction	NOUN
ejpam-6539	424	9	and	and	CCONJ
ejpam-6539	424	10	feature	feature	NOUN
ejpam-6539	424	11	selection	selection	NOUN
ejpam-6539	424	12	methods	method	NOUN
ejpam-6539	424	13	to	to	PART
ejpam-6539	424	14	improve	improve	VERB
ejpam-6539	424	15	scalability	scalability	NOUN
ejpam-6539	424	16	when	when	SCONJ
ejpam-6539	424	17	handling	handle	VERB
ejpam-6539	424	18	large	large	ADJ
ejpam-6539	424	19	-	-	PUNCT
ejpam-6539	424	20	scale	scale	NOUN
ejpam-6539	424	21	datasets	dataset	NOUN
ejpam-6539	424	22	.	.	PUNCT
ejpam-6539	425	1	establishing	establish	VERB
ejpam-6539	425	2	formal	formal	ADJ
ejpam-6539	425	3	convergence	convergence	NOUN
ejpam-6539	425	4	proofs	proof	NOUN
ejpam-6539	425	5	and	and	CCONJ
ejpam-6539	425	6	theoretical	theoretical	ADJ
ejpam-6539	425	7	performance	performance	NOUN
ejpam-6539	425	8	guarantees	guarantee	NOUN
ejpam-6539	425	9	would	would	AUX
ejpam-6539	425	10	also	also	ADV
ejpam-6539	425	11	strengthen	strengthen	VERB
ejpam-6539	425	12	the	the	DET
ejpam-6539	425	13	framework	framework	NOUN
ejpam-6539	425	14	’s	’s	PART
ejpam-6539	425	15	reliability	reliability	NOUN
ejpam-6539	425	16	.	.	PUNCT
ejpam-6539	426	1	in	in	ADP
ejpam-6539	426	2	addition	addition	NOUN
ejpam-6539	426	3	,	,	PUNCT
ejpam-6539	426	4	extending	extend	VERB
ejpam-6539	426	5	the	the	DET
ejpam-6539	426	6	proposed	propose	VERB
ejpam-6539	426	7	model	model	NOUN
ejpam-6539	426	8	to	to	PART
ejpam-6539	426	9	capture	capture	VERB
ejpam-6539	426	10	the	the	DET
ejpam-6539	426	11	uncertainty	uncertainty	NOUN
ejpam-6539	426	12	introduced	introduce	VERB
ejpam-6539	426	13	by	by	ADP
ejpam-6539	426	14	renewable	renewable	ADJ
ejpam-6539	426	15	energy	energy	NOUN
ejpam-6539	426	16	sources	source	NOUN
ejpam-6539	426	17	such	such	ADJ
ejpam-6539	426	18	as	as	ADP
ejpam-6539	426	19	solar	solar	ADJ
ejpam-6539	426	20	and	and	CCONJ
ejpam-6539	426	21	wind	wind	NOUN
ejpam-6539	426	22	could	could	AUX
ejpam-6539	426	23	make	make	VERB
ejpam-6539	426	24	it	it	PRON
ejpam-6539	426	25	more	more	ADV
ejpam-6539	426	26	relevant	relevant	ADJ
ejpam-6539	426	27	for	for	ADP
ejpam-6539	426	28	sustainable	sustainable	ADJ
ejpam-6539	426	29	power	power	NOUN
ejpam-6539	426	30	markets	market	NOUN
ejpam-6539	426	31	.	.	PUNCT
ejpam-6539	427	1	applying	apply	VERB
ejpam-6539	427	2	the	the	DET
ejpam-6539	427	3	framework	framework	NOUN
ejpam-6539	427	4	to	to	ADP
ejpam-6539	427	5	multiple	multiple	ADJ
ejpam-6539	427	6	coupled	couple	VERB
ejpam-6539	427	7	power	power	NOUN
ejpam-6539	427	8	exchanges	exchange	NOUN
ejpam-6539	427	9	,	,	PUNCT
ejpam-6539	427	10	including	include	VERB
ejpam-6539	427	11	day	day	NOUN
ejpam-6539	427	12	-	-	PUNCT
ejpam-6539	427	13	ahead	ahead	NOUN
ejpam-6539	427	14	and	and	CCONJ
ejpam-6539	427	15	real	real	ADJ
ejpam-6539	427	16	-	-	PUNCT
ejpam-6539	427	17	time	time	NOUN
ejpam-6539	427	18	markets	market	NOUN
ejpam-6539	427	19	simultaneously	simultaneously	ADV
ejpam-6539	427	20	,	,	PUNCT
ejpam-6539	427	21	may	may	AUX
ejpam-6539	427	22	provide	provide	VERB
ejpam-6539	427	23	broader	broad	ADJ
ejpam-6539	427	24	and	and	CCONJ
ejpam-6539	427	25	more	more	ADV
ejpam-6539	427	26	holistic	holistic	ADJ
ejpam-6539	427	27	forecasting	forecasting	NOUN
ejpam-6539	427	28	insights	insight	NOUN
ejpam-6539	427	29	.	.	PUNCT
ejpam-6539	428	1	enhancing	enhance	VERB
ejpam-6539	428	2	computational	computational	ADJ
ejpam-6539	428	3	optimization	optimization	NOUN
ejpam-6539	428	4	for	for	ADP
ejpam-6539	428	5	real	real	ADJ
ejpam-6539	428	6	-	-	PUNCT
ejpam-6539	428	7	time	time	NOUN
ejpam-6539	428	8	deployment	deployment	NOUN
ejpam-6539	428	9	would	would	AUX
ejpam-6539	428	10	improve	improve	VERB
ejpam-6539	428	11	its	its	PRON
ejpam-6539	428	12	practical	practical	ADJ
ejpam-6539	428	13	adoption	adoption	NOUN
ejpam-6539	428	14	by	by	ADP
ejpam-6539	428	15	market	market	NOUN
ejpam-6539	428	16	operators	operator	NOUN
ejpam-6539	428	17	.	.	PUNCT
ejpam-6539	429	1	integrating	integrate	VERB
ejpam-6539	429	2	the	the	DET
ejpam-6539	429	3	model	model	NOUN
ejpam-6539	429	4	with	with	ADP
ejpam-6539	429	5	interpretable	interpretable	ADJ
ejpam-6539	429	6	deep	deep	ADJ
ejpam-6539	429	7	learning	learning	NOUN
ejpam-6539	429	8	methods	method	NOUN
ejpam-6539	429	9	,	,	PUNCT
ejpam-6539	429	10	such	such	ADJ
ejpam-6539	429	11	as	as	ADP
ejpam-6539	429	12	attention	attention	NOUN
ejpam-6539	429	13	-	-	PUNCT
ejpam-6539	429	14	based	base	VERB
ejpam-6539	429	15	architectures	architecture	NOUN
ejpam-6539	429	16	,	,	PUNCT
ejpam-6539	429	17	may	may	AUX
ejpam-6539	429	18	increase	increase	VERB
ejpam-6539	429	19	forecasting	forecasting	NOUN
ejpam-6539	429	20	accuracy	accuracy	NOUN
ejpam-6539	429	21	while	while	SCONJ
ejpam-6539	429	22	preserving	preserve	VERB
ejpam-6539	429	23	explainability	explainability	NOUN
ejpam-6539	429	24	.	.	PUNCT
ejpam-6539	430	1	finally	finally	ADV
ejpam-6539	430	2	,	,	PUNCT
ejpam-6539	430	3	extending	extend	VERB
ejpam-6539	430	4	the	the	DET
ejpam-6539	430	5	intervalvalued	intervalvalue	VERB
ejpam-6539	430	6	framework	framework	NOUN
ejpam-6539	430	7	toward	toward	ADP
ejpam-6539	430	8	probabilistic	probabilistic	ADJ
ejpam-6539	430	9	forecasting	forecasting	NOUN
ejpam-6539	430	10	could	could	AUX
ejpam-6539	430	11	provide	provide	VERB
ejpam-6539	430	12	confidence	confidence	NOUN
ejpam-6539	430	13	bounds	bound	NOUN
ejpam-6539	430	14	and	and	CCONJ
ejpam-6539	430	15	risk	risk	NOUN
ejpam-6539	430	16	-	-	PUNCT
ejpam-6539	430	17	aware	aware	ADJ
ejpam-6539	430	18	decision	decision	NOUN
ejpam-6539	430	19	-	-	PUNCT
ejpam-6539	430	20	making	make	VERB
ejpam-6539	430	21	support	support	NOUN
ejpam-6539	430	22	.	.	PUNCT
ejpam-6539	431	1	by	by	ADP
ejpam-6539	431	2	pursuing	pursue	VERB
ejpam-6539	431	3	these	these	DET
ejpam-6539	431	4	directions	direction	NOUN
ejpam-6539	431	5	,	,	PUNCT
ejpam-6539	431	6	the	the	DET
ejpam-6539	431	7	ihmm	ihmm	NOUN
ejpam-6539	431	8	-	-	PUNCT
ejpam-6539	431	9	frpso	frpso	NOUN
ejpam-6539	431	10	framework	framework	NOUN
ejpam-6539	431	11	can	can	AUX
ejpam-6539	431	12	evolve	evolve	VERB
ejpam-6539	431	13	into	into	ADP
ejpam-6539	431	14	a	a	DET
ejpam-6539	431	15	universally	universally	ADV
ejpam-6539	431	16	applicable	applicable	ADJ
ejpam-6539	431	17	forecasting	forecasting	NOUN
ejpam-6539	431	18	model	model	NOUN
ejpam-6539	431	19	,	,	PUNCT
ejpam-6539	431	20	capable	capable	ADJ
ejpam-6539	431	21	of	of	ADP
ejpam-6539	431	22	supporting	support	VERB
ejpam-6539	431	23	decision	decision	NOUN
ejpam-6539	431	24	-	-	PUNCT
ejpam-6539	431	25	making	making	NOUN
ejpam-6539	431	26	in	in	ADP
ejpam-6539	431	27	increasingly	increasingly	ADV
ejpam-6539	431	28	complex	complex	ADJ
ejpam-6539	431	29	and	and	CCONJ
ejpam-6539	431	30	deregulated	deregulated	ADJ
ejpam-6539	431	31	electricity	electricity	NOUN
ejpam-6539	431	32	markets	market	NOUN
ejpam-6539	431	33	.	.	PUNCT
ejpam-6539	432	1	references	reference	NOUN
ejpam-6539	432	2	[	[	X
ejpam-6539	432	3	1	1	NUM
ejpam-6539	432	4	]	]	PUNCT
ejpam-6539	432	5	a.a	a.a	PROPN
ejpam-6539	432	6	.	.	PROPN
ejpam-6539	432	7	markov	markov	PROPN
ejpam-6539	432	8	.	.	PUNCT
ejpam-6539	433	1	extension	extension	NOUN
ejpam-6539	433	2	of	of	ADP
ejpam-6539	433	3	the	the	DET
ejpam-6539	433	4	law	law	NOUN
ejpam-6539	433	5	of	of	ADP
ejpam-6539	433	6	large	large	ADJ
ejpam-6539	433	7	numbers	number	NOUN
ejpam-6539	433	8	to	to	ADP
ejpam-6539	433	9	dependent	dependent	ADJ
ejpam-6539	433	10	events	event	NOUN
ejpam-6539	433	11	.	.	PUNCT
ejpam-6539	434	1	bulletin	bulletin	NOUN
ejpam-6539	434	2	of	of	ADP
ejpam-6539	434	3	the	the	DET
ejpam-6539	434	4	society	society	NOUN
ejpam-6539	434	5	of	of	ADP
ejpam-6539	434	6	the	the	DET
ejpam-6539	434	7	physics	physics	NOUN
ejpam-6539	434	8	mathematics	mathematics	PROPN
ejpam-6539	434	9	,	,	PUNCT
ejpam-6539	434	10	kazan	kazan	PROPN
ejpam-6539	434	11	,	,	PUNCT
ejpam-6539	434	12	russia	russia	PROPN
ejpam-6539	434	13	,	,	PUNCT
ejpam-6539	434	14	2:155	2:155	NUM
ejpam-6539	434	15	–	–	PUNCT
ejpam-6539	434	16	156	156	NUM
ejpam-6539	434	17	,	,	PUNCT
ejpam-6539	434	18	1906	1906	NUM
ejpam-6539	434	19	.	.	PUNCT
ejpam-6539	435	1	[	[	X
ejpam-6539	435	2	2	2	NUM
ejpam-6539	435	3	]	]	X
ejpam-6539	435	4	s.m	s.m	PROPN
ejpam-6539	435	5	.	.	PROPN
ejpam-6539	435	6	ross	ross	PROPN
ejpam-6539	435	7	et	et	PROPN
ejpam-6539	435	8	al	al	PROPN
ejpam-6539	435	9	.	.	PUNCT
ejpam-6539	436	1	stochastic	stochastic	ADJ
ejpam-6539	436	2	processes	process	NOUN
ejpam-6539	436	3	.	.	PUNCT
ejpam-6539	437	1	wiley	wiley	PROPN
ejpam-6539	437	2	,	,	PUNCT
ejpam-6539	437	3	new	new	PROPN
ejpam-6539	437	4	york	york	PROPN
ejpam-6539	437	5	,	,	PUNCT
ejpam-6539	437	6	1996	1996	NUM
ejpam-6539	437	7	.	.	PUNCT
ejpam-6539	438	1	[	[	X
ejpam-6539	438	2	3	3	X
ejpam-6539	438	3	]	]	X
ejpam-6539	438	4	g.	g.	PROPN
ejpam-6539	438	5	kavitha	kavitha	PROPN
ejpam-6539	438	6	et	et	PROPN
ejpam-6539	439	1	al	al	PROPN
ejpam-6539	439	2	.	.	PROPN
ejpam-6539	440	1	stock	stock	NOUN
ejpam-6539	440	2	market	market	NOUN
ejpam-6539	440	3	trend	trend	NOUN
ejpam-6539	440	4	analysis	analysis	NOUN
ejpam-6539	440	5	using	use	VERB
ejpam-6539	440	6	hidden	hide	VERB
ejpam-6539	440	7	markov	markov	NOUN
ejpam-6539	440	8	models	model	NOUN
ejpam-6539	440	9	.	.	PUNCT
ejpam-6539	441	1	international	international	ADJ
ejpam-6539	441	2	journal	journal	NOUN
ejpam-6539	441	3	of	of	ADP
ejpam-6539	441	4	computer	computer	NOUN
ejpam-6539	441	5	science	science	NOUN
ejpam-6539	441	6	and	and	CCONJ
ejpam-6539	441	7	information	information	NOUN
ejpam-6539	441	8	security	security	NOUN
ejpam-6539	441	9	,	,	PUNCT
ejpam-6539	441	10	11(10	11(10	NUM
ejpam-6539	441	11	)	)	PUNCT
ejpam-6539	441	12	,	,	PUNCT
ejpam-6539	441	13	2013	2013	NUM
ejpam-6539	441	14	.	.	PUNCT
ejpam-6539	442	1	[	[	X
ejpam-6539	442	2	4	4	X
ejpam-6539	442	3	]	]	PUNCT
ejpam-6539	442	4	guangming	guangme	VERB
ejpam-6539	442	5	li	li	PROPN
ejpam-6539	442	6	et	et	PROPN
ejpam-6539	442	7	al	al	PROPN
ejpam-6539	442	8	.	.	PROPN
ejpam-6539	442	9	fuzzy	fuzzy	ADJ
ejpam-6539	442	10	markov	markov	NOUN
ejpam-6539	442	11	chains	chain	NOUN
ejpam-6539	442	12	based	base	VERB
ejpam-6539	442	13	on	on	ADP
ejpam-6539	442	14	the	the	DET
ejpam-6539	442	15	fuzzy	fuzzy	ADJ
ejpam-6539	442	16	transition	transition	NOUN
ejpam-6539	442	17	probability	probability	NOUN
ejpam-6539	442	18	.	.	PUNCT
ejpam-6539	443	1	in	in	ADP
ejpam-6539	443	2	26th	26th	ADJ
ejpam-6539	443	3	chinese	chinese	ADJ
ejpam-6539	443	4	control	control	NOUN
ejpam-6539	443	5	and	and	CCONJ
ejpam-6539	443	6	decision	decision	NOUN
ejpam-6539	443	7	conference	conference	NOUN
ejpam-6539	443	8	(	(	PUNCT
ejpam-6539	443	9	ccdc	ccdc	PROPN
ejpam-6539	443	10	)	)	PUNCT
ejpam-6539	443	11	,	,	PUNCT
ejpam-6539	443	12	2014	2014	NUM
ejpam-6539	443	13	.	.	PUNCT
ejpam-6539	444	1	[	[	X
ejpam-6539	444	2	5	5	NUM
ejpam-6539	444	3	]	]	X
ejpam-6539	444	4	da	da	PROPN
ejpam-6539	444	5	liu	liu	PROPN
ejpam-6539	444	6	et	et	PROPN
ejpam-6539	444	7	al	al	PROPN
ejpam-6539	444	8	.	.	PUNCT
ejpam-6539	444	9	electricity	electricity	NOUN
ejpam-6539	444	10	price	price	NOUN
ejpam-6539	444	11	forecast	forecast	NOUN
ejpam-6539	444	12	using	use	VERB
ejpam-6539	444	13	combined	combined	ADJ
ejpam-6539	444	14	models	model	NOUN
ejpam-6539	444	15	with	with	ADP
ejpam-6539	444	16	adaptive	adaptive	ADJ
ejpam-6539	444	17	weights	weight	NOUN
ejpam-6539	444	18	selected	select	VERB
ejpam-6539	444	19	and	and	CCONJ
ejpam-6539	444	20	errors	error	NOUN
ejpam-6539	444	21	calibrated	calibrate	VERB
ejpam-6539	444	22	by	by	ADP
ejpam-6539	444	23	hidden	hide	VERB
ejpam-6539	444	24	markov	markov	NOUN
ejpam-6539	444	25	model	model	NOUN
ejpam-6539	444	26	.	.	PUNCT
ejpam-6539	445	1	hindawi	hindawi	ADJ
ejpam-6539	445	2	,	,	PUNCT
ejpam-6539	445	3	2013	2013	NUM
ejpam-6539	445	4	.	.	PUNCT
ejpam-6539	446	1	[	[	X
ejpam-6539	446	2	6	6	NUM
ejpam-6539	446	3	]	]	PUNCT
ejpam-6539	446	4	nivedita	nivedita	PROPN
ejpam-6539	446	5	pandey	pandey	PROPN
ejpam-6539	446	6	et	et	PROPN
ejpam-6539	446	7	al	al	PROPN
ejpam-6539	446	8	.	.	PUNCT
ejpam-6539	447	1	different	different	ADJ
ejpam-6539	447	2	price	price	NOUN
ejpam-6539	447	3	forecasting	forecasting	NOUN
ejpam-6539	447	4	techniques	technique	NOUN
ejpam-6539	447	5	and	and	CCONJ
ejpam-6539	447	6	their	their	PRON
ejpam-6539	447	7	application	application	NOUN
ejpam-6539	447	8	in	in	ADP
ejpam-6539	447	9	deregulated	deregulated	ADJ
ejpam-6539	447	10	electricity	electricity	NOUN
ejpam-6539	447	11	market	market	NOUN
ejpam-6539	447	12	:	:	PUNCT
ejpam-6539	447	13	a	a	DET
ejpam-6539	447	14	comprehensive	comprehensive	ADJ
ejpam-6539	447	15	study	study	NOUN
ejpam-6539	447	16	.	.	PUNCT
ejpam-6539	448	1	in	in	ADP
ejpam-6539	448	2	international	international	ADJ
ejpam-6539	448	3	conference	conference	NOUN
ejpam-6539	448	4	on	on	ADP
ejpam-6539	448	5	emerging	emerge	VERB
ejpam-6539	448	6	trends	trend	NOUN
ejpam-6539	448	7	in	in	ADP
ejpam-6539	448	8	electrical	electrical	ADJ
ejpam-6539	448	9	,	,	PUNCT
ejpam-6539	448	10	electronics	electronic	NOUN
ejpam-6539	448	11	and	and	CCONJ
ejpam-6539	448	12	sustainable	sustainable	ADJ
ejpam-6539	448	13	energy	energy	NOUN
ejpam-6539	448	14	systems	system	NOUN
ejpam-6539	448	15	(	(	PUNCT
ejpam-6539	448	16	iceteeses–16	iceteeses–16	NOUN
ejpam-6539	448	17	)	)	PUNCT
ejpam-6539	448	18	,	,	PUNCT
ejpam-6539	448	19	2016	2016	NUM
ejpam-6539	448	20	.	.	PUNCT
ejpam-6539	449	1	[	[	X
ejpam-6539	449	2	7	7	X
ejpam-6539	449	3	]	]	PUNCT
ejpam-6539	449	4	m.	m.	NOUN
ejpam-6539	449	5	hambali	hambali	PROPN
ejpam-6539	449	6	et	et	PROPN
ejpam-6539	449	7	al	al	PROPN
ejpam-6539	449	8	.	.	PROPN
ejpam-6539	449	9	electric	electric	PROPN
ejpam-6539	449	10	power	power	PROPN
ejpam-6539	449	11	load	load	NOUN
ejpam-6539	449	12	forecast	forecast	NOUN
ejpam-6539	449	13	using	use	VERB
ejpam-6539	449	14	decision	decision	NOUN
ejpam-6539	449	15	tree	tree	NOUN
ejpam-6539	449	16	algorithms	algorithm	NOUN
ejpam-6539	449	17	.	.	PUNCT
ejpam-6539	450	1	computing	computing	NOUN
ejpam-6539	450	2	,	,	PUNCT
ejpam-6539	450	3	information	information	NOUN
ejpam-6539	450	4	systems	system	NOUN
ejpam-6539	450	5	,	,	PUNCT
ejpam-6539	450	6	development	development	NOUN
ejpam-6539	450	7	informatics	informatics	PROPN
ejpam-6539	450	8	&	&	CCONJ
ejpam-6539	450	9	allied	allied	ADJ
ejpam-6539	450	10	research	research	NOUN
ejpam-6539	450	11	journal	journal	NOUN
ejpam-6539	450	12	,	,	PUNCT
ejpam-6539	450	13	7(4	7(4	NUM
ejpam-6539	450	14	)	)	PUNCT
ejpam-6539	450	15	,	,	PUNCT
ejpam-6539	450	16	2016	2016	NUM
ejpam-6539	450	17	.	.	PUNCT
ejpam-6539	451	1	[	[	X
ejpam-6539	451	2	8	8	NUM
ejpam-6539	451	3	]	]	X
ejpam-6539	451	4	r.	r.	PROPN
ejpam-6539	451	5	sujatha	sujatha	PROPN
ejpam-6539	451	6	et	et	PROPN
ejpam-6539	451	7	al	al	PROPN
ejpam-6539	451	8	.	.	PROPN
ejpam-6539	451	9	fuzzy	fuzzy	ADJ
ejpam-6539	451	10	probability	probability	NOUN
ejpam-6539	451	11	approach	approach	NOUN
ejpam-6539	451	12	for	for	ADP
ejpam-6539	451	13	re	re	NOUN
ejpam-6539	451	14	-	-	NOUN
ejpam-6539	451	15	estimation	estimation	NOUN
ejpam-6539	451	16	of	of	ADP
ejpam-6539	451	17	hidden	hide	VERB
ejpam-6539	451	18	markov	markov	NOUN
ejpam-6539	451	19	chain	chain	NOUN
ejpam-6539	451	20	.	.	PUNCT
ejpam-6539	452	1	international	international	ADJ
ejpam-6539	452	2	journal	journal	NOUN
ejpam-6539	452	3	of	of	ADP
ejpam-6539	452	4	pure	pure	ADJ
ejpam-6539	452	5	and	and	CCONJ
ejpam-6539	452	6	applied	applied	ADJ
ejpam-6539	452	7	mathematics	mathematic	NOUN
ejpam-6539	452	8	,	,	PUNCT
ejpam-6539	452	9	109(8):57–64	109(8):57–64	PROPN
ejpam-6539	452	10	,	,	PUNCT
ejpam-6539	452	11	2016	2016	NUM
ejpam-6539	452	12	.	.	PUNCT
ejpam-6539	453	1	k.	k.	PROPN
ejpam-6539	453	2	kalpana	kalpana	PROPN
ejpam-6539	453	3	,	,	PUNCT
ejpam-6539	453	4	g.	g.	PROPN
ejpam-6539	453	5	kavitha	kavitha	PROPN
ejpam-6539	453	6	/	/	SYM
ejpam-6539	453	7	eur	eur	PROPN
ejpam-6539	453	8	.	.	PUNCT
ejpam-6539	454	1	j.	j.	PROPN
ejpam-6539	454	2	pure	pure	PROPN
ejpam-6539	454	3	appl	appl	PROPN
ejpam-6539	454	4	.	.	PROPN
ejpam-6539	454	5	math	math	PROPN
ejpam-6539	454	6	,	,	PUNCT
ejpam-6539	454	7	18	18	NUM
ejpam-6539	454	8	(	(	PUNCT
ejpam-6539	454	9	4	4	NUM
ejpam-6539	454	10	)	)	PUNCT
ejpam-6539	454	11	(	(	PUNCT
ejpam-6539	454	12	2025	2025	NUM
ejpam-6539	454	13	)	)	PUNCT
ejpam-6539	454	14	,	,	PUNCT
ejpam-6539	454	15	6539	6539	NUM
ejpam-6539	454	16	35	35	NUM
ejpam-6539	454	17	of	of	ADP
ejpam-6539	454	18	42	42	NUM
ejpam-6539	455	1	[	[	X
ejpam-6539	455	2	9	9	NUM
ejpam-6539	455	3	]	]	PUNCT
ejpam-6539	455	4	s.	s.	PROPN
ejpam-6539	455	5	marimuthu	marimuthu	PROPN
ejpam-6539	455	6	et	et	PROPN
ejpam-6539	456	1	al	al	PROPN
ejpam-6539	456	2	.	.	PROPN
ejpam-6539	456	3	fuzzy	fuzzy	ADJ
ejpam-6539	456	4	stochastic	stochastic	ADJ
ejpam-6539	456	5	markov	markov	NOUN
ejpam-6539	456	6	chain	chain	NOUN
ejpam-6539	456	7	transitions	transition	NOUN
ejpam-6539	456	8	probability	probability	NOUN
ejpam-6539	456	9	for	for	ADP
ejpam-6539	456	10	climatic	climatic	ADJ
ejpam-6539	456	11	model	model	NOUN
ejpam-6539	456	12	with	with	ADP
ejpam-6539	456	13	uncertainties	uncertainty	NOUN
ejpam-6539	456	14	.	.	PUNCT
ejpam-6539	457	1	advances	advance	NOUN
ejpam-6539	457	2	and	and	CCONJ
ejpam-6539	457	3	applications	application	NOUN
ejpam-6539	457	4	in	in	ADP
ejpam-6539	457	5	mathematical	mathematical	ADJ
ejpam-6539	457	6	sciences	science	NOUN
ejpam-6539	457	7	,	,	PUNCT
ejpam-6539	457	8	22(1):179–190	22(1):179–190	PROPN
ejpam-6539	457	9	,	,	PUNCT
ejpam-6539	457	10	2022	2022	NUM
ejpam-6539	457	11	.	.	PUNCT
ejpam-6539	458	1	[	[	X
ejpam-6539	458	2	10	10	NUM
ejpam-6539	458	3	]	]	X
ejpam-6539	458	4	jesus	jesus	PROPN
ejpam-6539	458	5	lago	lago	VERB
ejpam-6539	458	6	et	et	PROPN
ejpam-6539	458	7	al	al	PROPN
ejpam-6539	458	8	.	.	PUNCT
ejpam-6539	459	1	forecasting	forecasting	NOUN
ejpam-6539	459	2	day	day	PROPN
ejpam-6539	459	3	-	-	PUNCT
ejpam-6539	459	4	ahead	ahead	NOUN
ejpam-6539	459	5	electricity	electricity	NOUN
ejpam-6539	459	6	prices	price	NOUN
ejpam-6539	459	7	in	in	ADP
ejpam-6539	459	8	europe	europe	PROPN
ejpam-6539	459	9	:	:	PUNCT
ejpam-6539	459	10	the	the	DET
ejpam-6539	459	11	importance	importance	NOUN
ejpam-6539	459	12	of	of	ADP
ejpam-6539	459	13	considering	consider	VERB
ejpam-6539	459	14	market	market	NOUN
ejpam-6539	459	15	integration	integration	NOUN
ejpam-6539	459	16	.	.	PUNCT
ejpam-6539	460	1	applied	apply	VERB
ejpam-6539	460	2	energy	energy	NOUN
ejpam-6539	460	3	,	,	PUNCT
ejpam-6539	460	4	211:890–903	211:890–903	NUM
ejpam-6539	460	5	,	,	PUNCT
ejpam-6539	460	6	2018	2018	NUM
ejpam-6539	460	7	.	.	PUNCT
ejpam-6539	461	1	[	[	X
ejpam-6539	461	2	11	11	NUM
ejpam-6539	461	3	]	]	X
ejpam-6539	461	4	camino	camino	PROPN
ejpam-6539	461	5	gonzalez	gonzalez	PROPN
ejpam-6539	461	6	et	et	PROPN
ejpam-6539	461	7	al	al	PROPN
ejpam-6539	461	8	.	.	PUNCT
ejpam-6539	462	1	electricity	electricity	NOUN
ejpam-6539	462	2	price	price	NOUN
ejpam-6539	462	3	forecasting	forecasting	NOUN
ejpam-6539	462	4	with	with	ADP
ejpam-6539	462	5	dynamic	dynamic	ADJ
ejpam-6539	462	6	trees	tree	NOUN
ejpam-6539	462	7	:	:	PUNCT
ejpam-6539	462	8	a	a	DET
ejpam-6539	462	9	benchmark	benchmark	NOUN
ejpam-6539	462	10	against	against	ADP
ejpam-6539	462	11	the	the	DET
ejpam-6539	462	12	random	random	ADJ
ejpam-6539	462	13	forest	forest	NOUN
ejpam-6539	462	14	approach	approach	NOUN
ejpam-6539	462	15	.	.	PUNCT
ejpam-6539	463	1	energies	energy	NOUN
ejpam-6539	463	2	,	,	PUNCT
ejpam-6539	463	3	11:1588	11:1588	NUM
ejpam-6539	463	4	,	,	PUNCT
ejpam-6539	463	5	2018	2018	NUM
ejpam-6539	463	6	.	.	PUNCT
ejpam-6539	464	1	[	[	X
ejpam-6539	464	2	12	12	NUM
ejpam-6539	464	3	]	]	X
ejpam-6539	464	4	mandeep	mandeep	PROPN
ejpam-6539	464	5	singh	singh	PROPN
ejpam-6539	464	6	et	et	PROPN
ejpam-6539	464	7	al	al	PROPN
ejpam-6539	464	8	.	.	PROPN
ejpam-6539	465	1	various	various	ADJ
ejpam-6539	465	2	electricity	electricity	NOUN
ejpam-6539	465	3	load	load	NOUN
ejpam-6539	465	4	forecasting	forecasting	NOUN
ejpam-6539	465	5	techniques	technique	NOUN
ejpam-6539	465	6	with	with	ADP
ejpam-6539	465	7	pros	pro	NOUN
ejpam-6539	465	8	and	and	CCONJ
ejpam-6539	465	9	cons	con	NOUN
ejpam-6539	465	10	.	.	PUNCT
ejpam-6539	466	1	international	international	ADJ
ejpam-6539	466	2	journal	journal	NOUN
ejpam-6539	466	3	of	of	ADP
ejpam-6539	466	4	recent	recent	ADJ
ejpam-6539	466	5	technology	technology	NOUN
ejpam-6539	466	6	and	and	CCONJ
ejpam-6539	466	7	engineering	engineering	NOUN
ejpam-6539	466	8	,	,	PUNCT
ejpam-6539	466	9	8(6	8(6	NUM
ejpam-6539	466	10	)	)	PUNCT
ejpam-6539	466	11	,	,	PUNCT
ejpam-6539	466	12	2020	2020	NUM
ejpam-6539	466	13	.	.	PUNCT
ejpam-6539	467	1	[	[	X
ejpam-6539	467	2	13	13	NUM
ejpam-6539	467	3	]	]	PUNCT
ejpam-6539	467	4	niranjan	niranjan	PROPN
ejpam-6539	467	5	kumar	kumar	PROPN
ejpam-6539	467	6	et	et	PROPN
ejpam-6539	467	7	al	al	PROPN
ejpam-6539	467	8	.	.	PUNCT
ejpam-6539	467	9	market	market	NOUN
ejpam-6539	467	10	clearing	clearing	NOUN
ejpam-6539	467	11	price	price	NOUN
ejpam-6539	467	12	prediction	prediction	NOUN
ejpam-6539	467	13	using	use	VERB
ejpam-6539	467	14	ann	ann	PROPN
ejpam-6539	467	15	in	in	ADP
ejpam-6539	467	16	indian	indian	ADJ
ejpam-6539	467	17	electricity	electricity	NOUN
ejpam-6539	467	18	markets	market	NOUN
ejpam-6539	467	19	.	.	PUNCT
ejpam-6539	468	1	in	in	ADP
ejpam-6539	468	2	ieee	ieee	NOUN
ejpam-6539	468	3	conference	conference	NOUN
ejpam-6539	468	4	,	,	PUNCT
ejpam-6539	468	5	2016	2016	NUM
ejpam-6539	468	6	.	.	PUNCT
ejpam-6539	469	1	[	[	X
ejpam-6539	469	2	14	14	NUM
ejpam-6539	469	3	]	]	X
ejpam-6539	469	4	yonggang	yonggang	PROPN
ejpam-6539	469	5	li	li	PROPN
ejpam-6539	469	6	et	et	PROPN
ejpam-6539	469	7	al	al	PROPN
ejpam-6539	469	8	.	.	PROPN
ejpam-6539	469	9	research	research	NOUN
ejpam-6539	469	10	on	on	ADP
ejpam-6539	469	11	electricity	electricity	NOUN
ejpam-6539	469	12	price	price	NOUN
ejpam-6539	469	13	forecasting	forecasting	NOUN
ejpam-6539	469	14	method	method	NOUN
ejpam-6539	469	15	based	base	VERB
ejpam-6539	469	16	on	on	ADP
ejpam-6539	469	17	genetic	genetic	ADJ
ejpam-6539	469	18	algorithm	algorithm	NOUN
ejpam-6539	469	19	and	and	CCONJ
ejpam-6539	469	20	neural	neural	ADJ
ejpam-6539	469	21	network	network	NOUN
ejpam-6539	469	22	in	in	ADP
ejpam-6539	469	23	power	power	NOUN
ejpam-6539	469	24	market	market	NOUN
ejpam-6539	469	25	.	.	PUNCT
ejpam-6539	470	1	in	in	ADP
ejpam-6539	470	2	2nd	2nd	ADJ
ejpam-6539	470	3	ieee	ieee	NOUN
ejpam-6539	470	4	conference	conference	NOUN
ejpam-6539	470	5	on	on	ADP
ejpam-6539	470	6	energy	energy	NOUN
ejpam-6539	470	7	internet	internet	NOUN
ejpam-6539	470	8	and	and	CCONJ
ejpam-6539	470	9	energy	energy	NOUN
ejpam-6539	470	10	system	system	NOUN
ejpam-6539	470	11	integration	integration	NOUN
ejpam-6539	470	12	,	,	PUNCT
ejpam-6539	470	13	pages	page	NOUN
ejpam-6539	470	14	1–6	1–6	NUM
ejpam-6539	470	15	,	,	PUNCT
ejpam-6539	470	16	2018	2018	NUM
ejpam-6539	470	17	.	.	PUNCT
ejpam-6539	471	1	[	[	X
ejpam-6539	471	2	15	15	NUM
ejpam-6539	471	3	]	]	X
ejpam-6539	471	4	harsh	harsh	ADJ
ejpam-6539	471	5	patel	patel	NOUN
ejpam-6539	471	6	et	et	PROPN
ejpam-6539	471	7	al	al	PROPN
ejpam-6539	471	8	.	.	PUNCT
ejpam-6539	471	9	energy	energy	NOUN
ejpam-6539	471	10	consumption	consumption	NOUN
ejpam-6539	471	11	and	and	CCONJ
ejpam-6539	471	12	price	price	NOUN
ejpam-6539	471	13	forecasting	forecasting	NOUN
ejpam-6539	471	14	through	through	ADP
ejpam-6539	471	15	data	datum	NOUN
ejpam-6539	471	16	driven	drive	VERB
ejpam-6539	471	17	analysis	analysis	NOUN
ejpam-6539	471	18	methods	method	NOUN
ejpam-6539	471	19	:	:	PUNCT
ejpam-6539	471	20	a	a	DET
ejpam-6539	471	21	review	review	NOUN
ejpam-6539	471	22	.	.	PUNCT
ejpam-6539	472	1	sn	sn	PROPN
ejpam-6539	472	2	computer	computer	NOUN
ejpam-6539	472	3	science	science	NOUN
ejpam-6539	472	4	,	,	PUNCT
ejpam-6539	472	5	2:315	2:315	NUM
ejpam-6539	472	6	,	,	PUNCT
ejpam-6539	472	7	2021	2021	NUM
ejpam-6539	472	8	.	.	PUNCT
ejpam-6539	473	1	[	[	X
ejpam-6539	473	2	16	16	NUM
ejpam-6539	473	3	]	]	X
ejpam-6539	473	4	ahmed	ahmed	PROPN
ejpam-6539	473	5	g.	g.	PROPN
ejpam-6539	473	6	gad	gad	PROPN
ejpam-6539	473	7	.	.	PUNCT
ejpam-6539	474	1	particle	particle	NOUN
ejpam-6539	474	2	swarm	swarm	NOUN
ejpam-6539	474	3	optimization	optimization	NOUN
ejpam-6539	474	4	algorithm	algorithm	NOUN
ejpam-6539	474	5	and	and	CCONJ
ejpam-6539	474	6	its	its	PRON
ejpam-6539	474	7	applications	application	NOUN
ejpam-6539	474	8	:	:	PUNCT
ejpam-6539	474	9	a	a	DET
ejpam-6539	474	10	systematic	systematic	ADJ
ejpam-6539	474	11	review	review	NOUN
ejpam-6539	474	12	.	.	PUNCT
ejpam-6539	475	1	archives	archive	NOUN
ejpam-6539	475	2	of	of	ADP
ejpam-6539	475	3	computational	computational	ADJ
ejpam-6539	475	4	methods	method	NOUN
ejpam-6539	475	5	in	in	ADP
ejpam-6539	475	6	engineering	engineering	NOUN
ejpam-6539	475	7	,	,	PUNCT
ejpam-6539	475	8	29:2531–2561	29:2531–2561	NUM
ejpam-6539	475	9	,	,	PUNCT
ejpam-6539	475	10	2022	2022	NUM
ejpam-6539	475	11	.	.	PUNCT
ejpam-6539	476	1	[	[	X
ejpam-6539	476	2	17	17	NUM
ejpam-6539	476	3	]	]	X
ejpam-6539	476	4	jingzhong	jingzhong	PROPN
ejpam-6539	476	5	fang	fang	PROPN
ejpam-6539	476	6	et	et	PROPN
ejpam-6539	476	7	al	al	PROPN
ejpam-6539	476	8	.	.	PROPN
ejpam-6539	476	9	survey	survey	NOUN
ejpam-6539	476	10	of	of	ADP
ejpam-6539	476	11	algorithms	algorithm	NOUN
ejpam-6539	476	12	,	,	PUNCT
ejpam-6539	476	13	applications	application	NOUN
ejpam-6539	476	14	and	and	CCONJ
ejpam-6539	476	15	trends	trend	NOUN
ejpam-6539	476	16	for	for	ADP
ejpam-6539	476	17	particle	particle	NOUN
ejpam-6539	476	18	swarm	swarm	NOUN
ejpam-6539	476	19	optimization	optimization	NOUN
ejpam-6539	476	20	.	.	PUNCT
ejpam-6539	477	1	international	international	ADJ
ejpam-6539	477	2	journal	journal	PROPN
ejpam-6539	477	3	of	of	ADP
ejpam-6539	477	4	network	network	NOUN
ejpam-6539	477	5	dynamics	dynamic	NOUN
ejpam-6539	477	6	and	and	CCONJ
ejpam-6539	477	7	intelligence	intelligence	NOUN
ejpam-6539	477	8	,	,	PUNCT
ejpam-6539	477	9	2023	2023	NUM
ejpam-6539	477	10	.	.	PUNCT
ejpam-6539	478	1	[	[	X
ejpam-6539	478	2	18	18	NUM
ejpam-6539	478	3	]	]	SYM
ejpam-6539	478	4	susilo	susilo	NOUN
ejpam-6539	478	5	hariyanto	hariyanto	PROPN
ejpam-6539	478	6	et	et	PROPN
ejpam-6539	478	7	al	al	PROPN
ejpam-6539	478	8	.	.	PUNCT
ejpam-6539	478	9	average	average	NOUN
ejpam-6539	478	10	-	-	PUNCT
ejpam-6539	478	11	based	base	VERB
ejpam-6539	478	12	fuzzy	fuzzy	ADJ
ejpam-6539	478	13	time	time	NOUN
ejpam-6539	478	14	series	series	PROPN
ejpam-6539	478	15	markov	markov	PROPN
ejpam-6539	478	16	chain	chain	NOUN
ejpam-6539	478	17	based	base	VERB
ejpam-6539	478	18	on	on	ADP
ejpam-6539	478	19	frequency	frequency	NOUN
ejpam-6539	478	20	density	density	NOUN
ejpam-6539	478	21	partitioning	partitioning	NOUN
ejpam-6539	478	22	.	.	PUNCT
ejpam-6539	479	1	hindawi	hindawi	ADJ
ejpam-6539	479	2	journal	journal	PROPN
ejpam-6539	479	3	of	of	ADP
ejpam-6539	479	4	applied	apply	VERB
ejpam-6539	479	5	mathematics	mathematic	NOUN
ejpam-6539	479	6	,	,	PUNCT
ejpam-6539	479	7	2023	2023	NUM
ejpam-6539	479	8	.	.	PUNCT
ejpam-6539	480	1	[	[	X
ejpam-6539	480	2	19	19	NUM
ejpam-6539	480	3	]	]	X
ejpam-6539	480	4	xuan	xuan	PROPN
ejpam-6539	480	5	huang	huang	PROPN
ejpam-6539	480	6	et	et	PROPN
ejpam-6539	480	7	al	al	PROPN
ejpam-6539	480	8	.	.	PROPN
ejpam-6539	480	9	weighted	weight	VERB
ejpam-6539	480	10	fuzzy	fuzzy	ADJ
ejpam-6539	480	11	markov	markov	NOUN
ejpam-6539	480	12	chains	chain	NOUN
ejpam-6539	480	13	for	for	ADP
ejpam-6539	480	14	regions	region	NOUN
ejpam-6539	480	15	research	research	VERB
ejpam-6539	480	16	on	on	ADP
ejpam-6539	480	17	rainfall	rainfall	NOUN
ejpam-6539	480	18	forecasting	forecasting	NOUN
ejpam-6539	480	19	.	.	PUNCT
ejpam-6539	481	1	in	in	ADP
ejpam-6539	481	2	6th	6th	ADJ
ejpam-6539	481	3	international	international	ADJ
ejpam-6539	481	4	symposium	symposium	NOUN
ejpam-6539	481	5	on	on	ADP
ejpam-6539	481	6	big	big	ADJ
ejpam-6539	481	7	data	datum	NOUN
ejpam-6539	481	8	and	and	CCONJ
ejpam-6539	481	9	applied	applied	ADJ
ejpam-6539	481	10	statistics	statistic	NOUN
ejpam-6539	481	11	,	,	PUNCT
ejpam-6539	481	12	journal	journal	NOUN
ejpam-6539	481	13	of	of	ADP
ejpam-6539	481	14	physics	physics	PROPN
ejpam-6539	481	15	conference	conference	NOUN
ejpam-6539	481	16	series	series	NOUN
ejpam-6539	481	17	,	,	PUNCT
ejpam-6539	481	18	2023	2023	NUM
ejpam-6539	481	19	.	.	PUNCT
ejpam-6539	482	1	k.	k.	PROPN
ejpam-6539	482	2	kalpana	kalpana	PROPN
ejpam-6539	482	3	,	,	PUNCT
ejpam-6539	482	4	g.	g.	PROPN
ejpam-6539	482	5	kavitha	kavitha	PROPN
ejpam-6539	482	6	/	/	SYM
ejpam-6539	482	7	eur	eur	PROPN
ejpam-6539	482	8	.	.	PUNCT
ejpam-6539	483	1	j.	j.	PROPN
ejpam-6539	483	2	pure	pure	PROPN
ejpam-6539	483	3	appl	appl	PROPN
ejpam-6539	483	4	.	.	PROPN
ejpam-6539	483	5	math	math	PROPN
ejpam-6539	483	6	,	,	PUNCT
ejpam-6539	483	7	18	18	NUM
ejpam-6539	483	8	(	(	PUNCT
ejpam-6539	483	9	4	4	NUM
ejpam-6539	483	10	)	)	PUNCT
ejpam-6539	483	11	(	(	PUNCT
ejpam-6539	483	12	2025	2025	NUM
ejpam-6539	483	13	)	)	PUNCT
ejpam-6539	483	14	,	,	PUNCT
ejpam-6539	483	15	6539	6539	NUM
ejpam-6539	483	16	36	36	NUM
ejpam-6539	483	17	of	of	ADP
ejpam-6539	483	18	42	42	NUM
ejpam-6539	483	19	appendix	appendix	NOUN
ejpam-6539	483	20	:	:	PUNCT
ejpam-6539	483	21	ihmm	ihmm	NOUN
ejpam-6539	483	22	-	-	PUNCT
ejpam-6539	483	23	frpso	frpso	NOUN
ejpam-6539	483	24	forecasting	forecasting	NOUN
ejpam-6539	483	25	procedure	procedure	NOUN
ejpam-6539	483	26	(	(	PUNCT
ejpam-6539	483	27	pseudocode	pseudocode	NOUN
ejpam-6539	483	28	)	)	PUNCT
ejpam-6539	483	29	input	input	NOUN
ejpam-6539	483	30	:	:	PUNCT
ejpam-6539	483	31	•	•	NUM
ejpam-6539	483	32	historical	historical	ADJ
ejpam-6539	483	33	market	market	NOUN
ejpam-6539	483	34	data	datum	NOUN
ejpam-6539	483	35	:	:	PUNCT
ejpam-6539	483	36	price	price	NOUN
ejpam-6539	483	37	(	(	PUNCT
ejpam-6539	483	38	mcp	mcp	PROPN
ejpam-6539	483	39	)	)	PUNCT
ejpam-6539	483	40	,	,	PUNCT
ejpam-6539	483	41	volume	volume	NOUN
ejpam-6539	483	42	(	(	PUNCT
ejpam-6539	483	43	mcv	mcv	PROPN
ejpam-6539	483	44	)	)	PUNCT
ejpam-6539	483	45	•	•	NOUN
ejpam-6539	483	46	pso	pso	NOUN
ejpam-6539	483	47	parameters	parameter	NOUN
ejpam-6539	483	48	:	:	PUNCT
ejpam-6539	483	49	swarm	swarm	NOUN
ejpam-6539	483	50	size	size	NOUN
ejpam-6539	483	51	s	s	PROPN
ejpam-6539	483	52	,	,	PUNCT
ejpam-6539	483	53	max	max	PROPN
ejpam-6539	483	54	iterations	iterations	PROPN
ejpam-6539	483	55	t	t	PROPN
ejpam-6539	483	56	,	,	PUNCT
ejpam-6539	483	57	inertia	inertia	VERB
ejpam-6539	483	58	weight	weight	NOUN
ejpam-6539	483	59	w	w	PROPN
ejpam-6539	483	60	,	,	PUNCT
ejpam-6539	483	61	coefficients	coefficient	NOUN
ejpam-6539	483	62	c1	c1	PROPN
ejpam-6539	483	63	and	and	CCONJ
ejpam-6539	483	64	c2	c2	PROPN
ejpam-6539	483	65	•	•	NUM
ejpam-6539	483	66	hmm	hmm	PROPN
ejpam-6539	483	67	parameters	parameter	NOUN
ejpam-6539	483	68	:	:	PUNCT
ejpam-6539	483	69	number	number	NOUN
ejpam-6539	483	70	of	of	ADP
ejpam-6539	483	71	hidden	hide	VERB
ejpam-6539	483	72	states	state	NOUN
ejpam-6539	483	73	n	n	CCONJ
ejpam-6539	483	74	,	,	PUNCT
ejpam-6539	483	75	observation	observation	NOUN
ejpam-6539	483	76	symbols	symbol	NOUN
ejpam-6539	483	77	m	m	VERB
ejpam-6539	483	78	•	•	ADJ
ejpam-6539	483	79	fuzzy	fuzzy	ADJ
ejpam-6539	483	80	rule	rule	NOUN
ejpam-6539	483	81	base	base	NOUN
ejpam-6539	483	82	and	and	CCONJ
ejpam-6539	483	83	membership	membership	NOUN
ejpam-6539	483	84	functions	function	NOUN
ejpam-6539	483	85	•	•	ADP
ejpam-6539	483	86	train	train	NOUN
ejpam-6539	483	87	/	/	SYM
ejpam-6539	483	88	test	test	NOUN
ejpam-6539	483	89	split	split	VERB
ejpam-6539	483	90	ratio	ratio	NOUN
ejpam-6539	483	91	output	output	NOUN
ejpam-6539	483	92	:	:	PUNCT
ejpam-6539	483	93	•	•	NUM
ejpam-6539	483	94	forecasted	forecast	VERB
ejpam-6539	483	95	mcp	mcp	PROPN
ejpam-6539	483	96	/	/	SYM
ejpam-6539	483	97	mcv	mcv	PROPN
ejpam-6539	483	98	for	for	ADP
ejpam-6539	483	99	day	day	NOUN
ejpam-6539	483	100	-	-	PUNCT
ejpam-6539	483	101	ahead	ahead	NOUN
ejpam-6539	483	102	and	and	CCONJ
ejpam-6539	483	103	real	real	ADJ
ejpam-6539	483	104	-	-	PUNCT
ejpam-6539	483	105	time	time	NOUN
ejpam-6539	483	106	markets	market	NOUN
ejpam-6539	483	107	begin	begin	VERB
ejpam-6539	483	108	1	1	NUM
ejpam-6539	483	109	.	.	PUNCT
ejpam-6539	484	1	preprocessing	preprocesse	VERB
ejpam-6539	484	2	:	:	PUNCT
ejpam-6539	484	3	a.	a.	NOUN
ejpam-6539	484	4	normalize	normalize	VERB
ejpam-6539	484	5	historical	historical	ADJ
ejpam-6539	484	6	mcp	mcp	PROPN
ejpam-6539	484	7	and	and	CCONJ
ejpam-6539	484	8	mcv	mcv	PROPN
ejpam-6539	484	9	data	data	PROPN
ejpam-6539	484	10	b.	b.	PROPN
ejpam-6539	484	11	split	split	PROPN
ejpam-6539	484	12	data	datum	NOUN
ejpam-6539	484	13	into	into	ADP
ejpam-6539	484	14	training	training	NOUN
ejpam-6539	484	15	and	and	CCONJ
ejpam-6539	484	16	testing	testing	NOUN
ejpam-6539	484	17	sets	set	VERB
ejpam-6539	484	18	c.	c.	PROPN
ejpam-6539	484	19	discretize	discretize	PROPN
ejpam-6539	484	20	data	datum	NOUN
ejpam-6539	484	21	into	into	ADP
ejpam-6539	484	22	observation	observation	NOUN
ejpam-6539	484	23	symbols	symbol	NOUN
ejpam-6539	484	24	for	for	ADP
ejpam-6539	484	25	hmm	hmm	INTJ
ejpam-6539	484	26	2	2	NUM
ejpam-6539	484	27	.	.	PUNCT
ejpam-6539	484	28	intuitionistic	intuitionistic	ADJ
ejpam-6539	484	29	fuzzy	fuzzy	ADJ
ejpam-6539	484	30	rule	rule	NOUN
ejpam-6539	484	31	generation	generation	NOUN
ejpam-6539	484	32	:	:	PUNCT
ejpam-6539	484	33	a.	a.	NOUN
ejpam-6539	484	34	construct	construct	VERB
ejpam-6539	484	35	fuzzy	fuzzy	ADJ
ejpam-6539	484	36	membership	membership	NOUN
ejpam-6539	484	37	functions	function	NOUN
ejpam-6539	484	38	for	for	ADP
ejpam-6539	484	39	input	input	NOUN
ejpam-6539	484	40	variables	variable	NOUN
ejpam-6539	484	41	b.	b.	PROPN
ejpam-6539	484	42	generate	generate	VERB
ejpam-6539	484	43	if	if	SCONJ
ejpam-6539	484	44	-	-	PUNCT
ejpam-6539	484	45	then	then	ADV
ejpam-6539	484	46	rules	rule	VERB
ejpam-6539	484	47	with	with	ADP
ejpam-6539	484	48	membership	membership	NOUN
ejpam-6539	484	49	and	and	CCONJ
ejpam-6539	484	50	non	non	ADJ
ejpam-6539	484	51	-	-	ADJ
ejpam-6539	484	52	membership	membership	ADJ
ejpam-6539	484	53	degrees	degree	NOUN
ejpam-6539	484	54	c.	c.	PROPN
ejpam-6539	484	55	encode	encode	ADJ
ejpam-6539	484	56	uncertainty	uncertainty	NOUN
ejpam-6539	484	57	using	use	VERB
ejpam-6539	484	58	intuitionistic	intuitionistic	ADJ
ejpam-6539	484	59	fuzzy	fuzzy	ADJ
ejpam-6539	484	60	sets	set	NOUN
ejpam-6539	484	61	3	3	NUM
ejpam-6539	484	62	.	.	PUNCT
ejpam-6539	484	63	hidden	hide	VERB
ejpam-6539	484	64	markov	markov	NOUN
ejpam-6539	484	65	model	model	NOUN
ejpam-6539	484	66	(	(	PUNCT
ejpam-6539	484	67	hmm	hmm	INTJ
ejpam-6539	484	68	)	)	PUNCT
ejpam-6539	484	69	initialization	initialization	NOUN
ejpam-6539	484	70	:	:	PUNCT
ejpam-6539	484	71	a.	a.	NOUN
ejpam-6539	484	72	initialize	initialize	NOUN
ejpam-6539	484	73	:	:	PUNCT
ejpam-6539	484	74	–	–	PUNCT
ejpam-6539	484	75	initial	initial	ADJ
ejpam-6539	484	76	state	state	NOUN
ejpam-6539	484	77	probabilities	probability	NOUN
ejpam-6539	484	78	π	π	PROPN
ejpam-6539	484	79	–	–	PUNCT
ejpam-6539	484	80	state	state	NOUN
ejpam-6539	484	81	transition	transition	NOUN
ejpam-6539	484	82	matrix	matrix	NOUN
ejpam-6539	484	83	a	a	DET
ejpam-6539	484	84	–	–	PUNCT
ejpam-6539	484	85	observation	observation	NOUN
ejpam-6539	484	86	probability	probability	NOUN
ejpam-6539	484	87	matrix	matrix	NOUN
ejpam-6539	484	88	b	b	PROPN
ejpam-6539	484	89	b.	b.	PROPN
ejpam-6539	484	90	apply	apply	VERB
ejpam-6539	484	91	fuzzy	fuzzy	ADJ
ejpam-6539	484	92	logic	logic	NOUN
ejpam-6539	484	93	to	to	PART
ejpam-6539	484	94	soften	soften	VERB
ejpam-6539	484	95	observation	observation	NOUN
ejpam-6539	484	96	symbol	symbol	NOUN
ejpam-6539	484	97	likelihoods	likelihood	NOUN
ejpam-6539	484	98	k.	k.	PROPN
ejpam-6539	484	99	kalpana	kalpana	PROPN
ejpam-6539	484	100	,	,	PUNCT
ejpam-6539	484	101	g.	g.	PROPN
ejpam-6539	484	102	kavitha	kavitha	PROPN
ejpam-6539	484	103	/	/	SYM
ejpam-6539	484	104	eur	eur	PROPN
ejpam-6539	484	105	.	.	PUNCT
ejpam-6539	485	1	j.	j.	PROPN
ejpam-6539	485	2	pure	pure	PROPN
ejpam-6539	485	3	appl	appl	PROPN
ejpam-6539	485	4	.	.	PROPN
ejpam-6539	485	5	math	math	PROPN
ejpam-6539	485	6	,	,	PUNCT
ejpam-6539	485	7	18	18	NUM
ejpam-6539	485	8	(	(	PUNCT
ejpam-6539	485	9	4	4	NUM
ejpam-6539	485	10	)	)	PUNCT
ejpam-6539	485	11	(	(	PUNCT
ejpam-6539	485	12	2025	2025	NUM
ejpam-6539	485	13	)	)	PUNCT
ejpam-6539	485	14	,	,	PUNCT
ejpam-6539	485	15	6539	6539	NUM
ejpam-6539	485	16	37	37	NUM
ejpam-6539	485	17	of	of	ADP
ejpam-6539	485	18	42	42	NUM
ejpam-6539	485	19	4	4	NUM
ejpam-6539	485	20	.	.	PUNCT
ejpam-6539	485	21	particle	particle	NOUN
ejpam-6539	485	22	swarm	swarm	NOUN
ejpam-6539	485	23	optimization	optimization	NOUN
ejpam-6539	485	24	(	(	PUNCT
ejpam-6539	485	25	pso	pso	NOUN
ejpam-6539	485	26	)	)	PUNCT
ejpam-6539	485	27	a.	a.	NOUN
ejpam-6539	485	28	initialize	initialize	VERB
ejpam-6539	485	29	a	a	DET
ejpam-6539	485	30	swarm	swarm	NOUN
ejpam-6539	485	31	of	of	ADP
ejpam-6539	485	32	s	s	NOUN
ejpam-6539	485	33	particles	particle	NOUN
ejpam-6539	485	34	,	,	PUNCT
ejpam-6539	485	35	each	each	DET
ejpam-6539	485	36	encoding	encode	VERB
ejpam-6539	485	37	[	[	X
ejpam-6539	485	38	π	π	PROPN
ejpam-6539	485	39	,	,	PUNCT
ejpam-6539	485	40	a	a	PRON
ejpam-6539	485	41	,	,	PUNCT
ejpam-6539	485	42	b	b	NOUN
ejpam-6539	485	43	]	]	PUNCT
ejpam-6539	485	44	.	.	PUNCT
ejpam-6539	486	1	b.	b.	PROPN
ejpam-6539	487	1	for	for	ADP
ejpam-6539	487	2	each	each	DET
ejpam-6539	487	3	particle	particle	NOUN
ejpam-6539	487	4	:	:	PUNCT
ejpam-6539	487	5	i	i	PRON
ejpam-6539	487	6	evaluate	evaluate	VERB
ejpam-6539	487	7	fitness	fitness	NOUN
ejpam-6539	487	8	using	use	VERB
ejpam-6539	487	9	forecasting	forecasting	NOUN
ejpam-6539	487	10	error	error	NOUN
ejpam-6539	487	11	(	(	PUNCT
ejpam-6539	487	12	e.g.	e.g.	ADV
ejpam-6539	487	13	,	,	PUNCT
ejpam-6539	487	14	mape	mape	NOUN
ejpam-6539	487	15	on	on	ADP
ejpam-6539	487	16	validation	validation	NOUN
ejpam-6539	487	17	set	set	NOUN
ejpam-6539	487	18	)	)	PUNCT
ejpam-6539	487	19	.	.	PUNCT
ejpam-6539	488	1	vi(t+	vi(t+	PROPN
ejpam-6539	488	2	1	1	NUM
ejpam-6539	488	3	)	)	PUNCT
ejpam-6539	488	4	=	=	SYM
ejpam-6539	488	5	w∗vi(t	w∗vi(t	NOUN
ejpam-6539	488	6	)	)	PUNCT
ejpam-6539	489	1	+	+	CCONJ
ejpam-6539	489	2	c∗1rand	c∗1rand	NOUN
ejpam-6539	489	3	∗	∗	NOUN
ejpam-6539	489	4	1	1	NUM
ejpam-6539	489	5	(	(	PUNCT
ejpam-6539	489	6	pbesti	pbesti	NOUN
ejpam-6539	489	7	−	−	PROPN
ejpam-6539	489	8	xi(t	xi(t	PROPN
ejpam-6539	489	9	)	)	PUNCT
ejpam-6539	489	10	)	)	PUNCT
ejpam-6539	490	1	+	+	CCONJ
ejpam-6539	490	2	c∗2rand	c∗2rand	NOUN
ejpam-6539	490	3	∗	∗	NOUN
ejpam-6539	490	4	2	2	NUM
ejpam-6539	490	5	(	(	PUNCT
ejpam-6539	490	6	gbest−	gbest−	NOUN
ejpam-6539	490	7	xi(t	xi(t	NOUN
ejpam-6539	490	8	)	)	PUNCT
ejpam-6539	490	9	)	)	PUNCT
ejpam-6539	491	1	xi(t+	xi(t+	PROPN
ejpam-6539	491	2	1	1	X
ejpam-6539	491	3	)	)	PUNCT
ejpam-6539	491	4	=	=	NOUN
ejpam-6539	491	5	xi(t	xi(t	X
ejpam-6539	491	6	)	)	PUNCT
ejpam-6539	492	1	+	+	CCONJ
ejpam-6539	492	2	vi(t+	vi(t+	PROPN
ejpam-6539	492	3	1	1	NUM
ejpam-6539	492	4	)	)	PUNCT
ejpam-6539	492	5	c.	c.	NOUN
ejpam-6539	492	6	update	update	NOUN
ejpam-6539	492	7	each	each	DET
ejpam-6539	492	8	particle	particle	NOUN
ejpam-6539	492	9	’s	’s	PART
ejpam-6539	492	10	velocity	velocity	NOUN
ejpam-6539	492	11	and	and	CCONJ
ejpam-6539	492	12	position	position	NOUN
ejpam-6539	492	13	using	use	VERB
ejpam-6539	492	14	:	:	PUNCT
ejpam-6539	492	15	d.	d.	PROPN
ejpam-6539	492	16	update	update	VERB
ejpam-6539	492	17	personal	personal	ADJ
ejpam-6539	492	18	and	and	CCONJ
ejpam-6539	492	19	global	global	ADJ
ejpam-6539	492	20	bests	best	NOUN
ejpam-6539	492	21	e.	e.	PROPN
ejpam-6539	492	22	repeat	repeat	PROPN
ejpam-6539	492	23	steps	step	NOUN
ejpam-6539	492	24	(	(	PUNCT
ejpam-6539	492	25	b)-(d	b)-(d	NOUN
ejpam-6539	492	26	)	)	PUNCT
ejpam-6539	492	27	until	until	SCONJ
ejpam-6539	492	28	t	t	PROPN
ejpam-6539	492	29	iterations	iteration	NOUN
ejpam-6539	492	30	or	or	CCONJ
ejpam-6539	492	31	convergence	convergence	NOUN
ejpam-6539	492	32	threshold	threshold	NOUN
ejpam-6539	492	33	met	meet	VERB
ejpam-6539	492	34	5	5	NUM
ejpam-6539	492	35	.	.	PUNCT
ejpam-6539	492	36	optimized	optimize	VERB
ejpam-6539	492	37	model	model	NOUN
ejpam-6539	492	38	forecasting	forecasting	NOUN
ejpam-6539	492	39	:	:	PUNCT
ejpam-6539	492	40	a.	a.	NOUN
ejpam-6539	492	41	use	use	NOUN
ejpam-6539	492	42	pso	pso	NOUN
ejpam-6539	492	43	-	-	PUNCT
ejpam-6539	492	44	optimized	optimize	VERB
ejpam-6539	492	45	hmm	hmm	NOUN
ejpam-6539	492	46	parameters	parameter	NOUN
ejpam-6539	493	1	[	[	X
ejpam-6539	493	2	π∗	π∗	PROPN
ejpam-6539	493	3	,	,	PUNCT
ejpam-6539	493	4	a∗	a∗	ADJ
ejpam-6539	493	5	,	,	PUNCT
ejpam-6539	493	6	b∗	b∗	ADJ
ejpam-6539	493	7	]	]	X
ejpam-6539	493	8	b.	b.	PROPN
ejpam-6539	493	9	apply	apply	VERB
ejpam-6539	493	10	viterbi	viterbi	NOUN
ejpam-6539	493	11	decoding	decode	VERB
ejpam-6539	493	12	to	to	PART
ejpam-6539	493	13	infer	infer	VERB
ejpam-6539	493	14	most	most	ADV
ejpam-6539	493	15	probable	probable	ADJ
ejpam-6539	493	16	hidden	hide	VERB
ejpam-6539	493	17	state	state	NOUN
ejpam-6539	493	18	sequence	sequence	NOUN
ejpam-6539	493	19	c.	c.	PROPN
ejpam-6539	493	20	predict	predict	VERB
ejpam-6539	493	21	next	next	ADJ
ejpam-6539	493	22	mcp	mcp	PROPN
ejpam-6539	493	23	/	/	SYM
ejpam-6539	493	24	mcv	mcv	PROPN
ejpam-6539	493	25	based	base	VERB
ejpam-6539	493	26	on	on	ADP
ejpam-6539	493	27	current	current	ADJ
ejpam-6539	493	28	state	state	NOUN
ejpam-6539	493	29	and	and	CCONJ
ejpam-6539	493	30	transition	transition	NOUN
ejpam-6539	493	31	/	/	SYM
ejpam-6539	493	32	emission	emission	NOUN
ejpam-6539	493	33	probabilities	probability	NOUN
ejpam-6539	493	34	6	6	NUM
ejpam-6539	493	35	.	.	PUNCT
ejpam-6539	494	1	postprocessing	postprocesse	VERB
ejpam-6539	494	2	:	:	PUNCT
ejpam-6539	494	3	a.	a.	NOUN
ejpam-6539	494	4	inverse	inverse	PROPN
ejpam-6539	494	5	normalization	normalization	NOUN
ejpam-6539	494	6	of	of	ADP
ejpam-6539	494	7	predicted	predict	VERB
ejpam-6539	494	8	values	value	NOUN
ejpam-6539	494	9	b.	b.	PROPN
ejpam-6539	494	10	compute	compute	NOUN
ejpam-6539	494	11	error	error	NOUN
ejpam-6539	494	12	metrics	metric	NOUN
ejpam-6539	494	13	:	:	PUNCT
ejpam-6539	494	14	mape	mape	NOUN
ejpam-6539	494	15	,	,	PUNCT
ejpam-6539	494	16	rmse	rmse	NOUN
ejpam-6539	494	17	,	,	PUNCT
ejpam-6539	494	18	mse	mse	PROPN
ejpam-6539	494	19	end	end	PROPN
ejpam-6539	494	20	k.	k.	PROPN
ejpam-6539	495	1	kalpana	kalpana	PROPN
ejpam-6539	495	2	,	,	PUNCT
ejpam-6539	495	3	g.	g.	PROPN
ejpam-6539	495	4	kavitha	kavitha	PROPN
ejpam-6539	495	5	/	/	SYM
ejpam-6539	495	6	eur	eur	PROPN
ejpam-6539	495	7	.	.	PUNCT
ejpam-6539	496	1	j.	j.	PROPN
ejpam-6539	496	2	pure	pure	PROPN
ejpam-6539	496	3	appl	appl	PROPN
ejpam-6539	496	4	.	.	PROPN
ejpam-6539	496	5	math	math	PROPN
ejpam-6539	496	6	,	,	PUNCT
ejpam-6539	496	7	18	18	NUM
ejpam-6539	496	8	(	(	PUNCT
ejpam-6539	496	9	4	4	NUM
ejpam-6539	496	10	)	)	PUNCT
ejpam-6539	496	11	(	(	PUNCT
ejpam-6539	496	12	2025	2025	NUM
ejpam-6539	496	13	)	)	PUNCT
ejpam-6539	496	14	,	,	PUNCT
ejpam-6539	496	15	6539	6539	NUM
ejpam-6539	496	16	38	38	NUM
ejpam-6539	496	17	of	of	ADP
ejpam-6539	496	18	42	42	NUM
ejpam-6539	496	19	table	table	NOUN
ejpam-6539	496	20	12	12	NUM
ejpam-6539	496	21	:	:	PUNCT
ejpam-6539	496	22	historical	historical	ADJ
ejpam-6539	496	23	data	datum	NOUN
ejpam-6539	496	24	of	of	ADP
ejpam-6539	496	25	market	market	NOUN
ejpam-6539	496	26	clearing	clearing	NOUN
ejpam-6539	496	27	price	price	NOUN
ejpam-6539	496	28	of	of	ADP
ejpam-6539	496	29	real	real	ADJ
ejpam-6539	496	30	time	time	NOUN
ejpam-6539	496	31	market	market	NOUN
ejpam-6539	496	32	.	.	PUNCT
ejpam-6539	497	1	date	date	PROPN
ejpam-6539	497	2	mcp	mcp	PROPN
ejpam-6539	497	3	date	date	PROPN
ejpam-6539	497	4	mcp	mcp	PROPN
ejpam-6539	497	5	date	date	PROPN
ejpam-6539	497	6	mcp	mcp	PROPN
ejpam-6539	497	7	date	date	PROPN
ejpam-6539	497	8	mcp	mcp	PROPN
ejpam-6539	497	9	date	date	PROPN
ejpam-6539	497	10	mcp	mcp	PROPN
ejpam-6539	497	11	01	01	NUM
ejpam-6539	497	12	-	-	PUNCT
ejpam-6539	497	13	012022	012022	NUM
ejpam-6539	497	14	3323.97	3323.97	NUM
ejpam-6539	497	15	09	09	NUM
ejpam-6539	497	16	-	-	PUNCT
ejpam-6539	497	17	022022	022022	NUM
ejpam-6539	497	18	3819.26	3819.26	NUM
ejpam-6539	497	19	20	20	NUM
ejpam-6539	497	20	-	-	PUNCT
ejpam-6539	497	21	032022	032022	NUM
ejpam-6539	497	22	5003.36	5003.36	NUM
ejpam-6539	497	23	28	28	NUM
ejpam-6539	497	24	-	-	SYM
ejpam-6539	497	25	042022	042022	NUM
ejpam-6539	497	26	12000	12000	NUM
ejpam-6539	497	27	06	06	NUM
ejpam-6539	497	28	-	-	SYM
ejpam-6539	497	29	062022	062022	NUM
ejpam-6539	497	30	7435.19	7435.19	NUM
ejpam-6539	497	31	02	02	NUM
ejpam-6539	497	32	-	-	PUNCT
ejpam-6539	497	33	012022	012022	NUM
ejpam-6539	497	34	2607.29	2607.29	NUM
ejpam-6539	497	35	10	10	NUM
ejpam-6539	497	36	-	-	SYM
ejpam-6539	497	37	022022	022022	NUM
ejpam-6539	497	38	3637.26	3637.26	NUM
ejpam-6539	497	39	21	21	NUM
ejpam-6539	497	40	-	-	PUNCT
ejpam-6539	497	41	032022	032022	NUM
ejpam-6539	497	42	11250.78	11250.78	NUM
ejpam-6539	497	43	29	29	NUM
ejpam-6539	497	44	-	-	SYM
ejpam-6539	497	45	042022	042022	NUM
ejpam-6539	497	46	12000	12000	NUM
ejpam-6539	497	47	07	07	NUM
ejpam-6539	497	48	-	-	PUNCT
ejpam-6539	497	49	062022	062022	NUM
ejpam-6539	497	50	6601.48	6601.48	NUM
ejpam-6539	497	51	03	03	NUM
ejpam-6539	497	52	-	-	SYM
ejpam-6539	497	53	012022	012022	NUM
ejpam-6539	497	54	3833.34	3833.34	NUM
ejpam-6539	497	55	11	11	NUM
ejpam-6539	497	56	-	-	SYM
ejpam-6539	497	57	022022	022022	NUM
ejpam-6539	497	58	3969.4	3969.4	NUM
ejpam-6539	497	59	22	22	NUM
ejpam-6539	497	60	-	-	PUNCT
ejpam-6539	497	61	032022	032022	NUM
ejpam-6539	497	62	14055.37	14055.37	NUM
ejpam-6539	497	63	30	30	NUM
ejpam-6539	497	64	-	-	PUNCT
ejpam-6539	497	65	042022	042022	NUM
ejpam-6539	497	66	11672.53	11672.53	NUM
ejpam-6539	497	67	08	08	NUM
ejpam-6539	497	68	-	-	PUNCT
ejpam-6539	497	69	062022	062022	NUM
ejpam-6539	497	70	6897.56	6897.56	NUM
ejpam-6539	497	71	04	04	NUM
ejpam-6539	497	72	-	-	SYM
ejpam-6539	497	73	012022	012022	NUM
ejpam-6539	497	74	4352.75	4352.75	NUM
ejpam-6539	497	75	12	12	NUM
ejpam-6539	497	76	-	-	SYM
ejpam-6539	497	77	022022	022022	NUM
ejpam-6539	497	78	4825.24	4825.24	NUM
ejpam-6539	497	79	23	23	NUM
ejpam-6539	497	80	-	-	SYM
ejpam-6539	497	81	032022	032022	NUM
ejpam-6539	497	82	17038.55	17038.55	NUM
ejpam-6539	497	83	01	01	NUM
ejpam-6539	497	84	-	-	PUNCT
ejpam-6539	497	85	052022	052022	NUM
ejpam-6539	497	86	6326.4	6326.4	NUM
ejpam-6539	497	87	09	09	NUM
ejpam-6539	497	88	-	-	PUNCT
ejpam-6539	497	89	062022	062022	NUM
ejpam-6539	497	90	6030.6	6030.6	NUM
ejpam-6539	497	91	05	05	NUM
ejpam-6539	497	92	-	-	SYM
ejpam-6539	497	93	012022	012022	NUM
ejpam-6539	497	94	3347.16	3347.16	NUM
ejpam-6539	497	95	13	13	NUM
ejpam-6539	497	96	-	-	SYM
ejpam-6539	497	97	022022	022022	NUM
ejpam-6539	497	98	3509.84	3509.84	NUM
ejpam-6539	497	99	24	24	NUM
ejpam-6539	497	100	-	-	PUNCT
ejpam-6539	497	101	032022	032022	NUM
ejpam-6539	497	102	16063.81	16063.81	NUM
ejpam-6539	497	103	02	02	NUM
ejpam-6539	497	104	-	-	PUNCT
ejpam-6539	497	105	052022	052022	NUM
ejpam-6539	497	106	7382.49	7382.49	NUM
ejpam-6539	497	107	10	10	NUM
ejpam-6539	497	108	-	-	PUNCT
ejpam-6539	497	109	062022	062022	NUM
ejpam-6539	497	110	8451.32	8451.32	NUM
ejpam-6539	497	111	06	06	NUM
ejpam-6539	497	112	-	-	SYM
ejpam-6539	497	113	012022	012022	NUM
ejpam-6539	497	114	3679.79	3679.79	NUM
ejpam-6539	497	115	14	14	NUM
ejpam-6539	497	116	-	-	SYM
ejpam-6539	497	117	022022	022022	NUM
ejpam-6539	497	118	3849.16	3849.16	NUM
ejpam-6539	497	119	25	25	NUM
ejpam-6539	497	120	-	-	PUNCT
ejpam-6539	497	121	032022	032022	NUM
ejpam-6539	497	122	17486.4	17486.4	NUM
ejpam-6539	497	123	03	03	NUM
ejpam-6539	497	124	-	-	PUNCT
ejpam-6539	497	125	052022	052022	NUM
ejpam-6539	497	126	8921.89	8921.89	NUM
ejpam-6539	497	127	11	11	NUM
ejpam-6539	497	128	-	-	SYM
ejpam-6539	497	129	062022	062022	NUM
ejpam-6539	497	130	7316.99	7316.99	NUM
ejpam-6539	497	131	07	07	NUM
ejpam-6539	497	132	-	-	SYM
ejpam-6539	497	133	012022	012022	NUM
ejpam-6539	497	134	3210.51	3210.51	NUM
ejpam-6539	497	135	15	15	NUM
ejpam-6539	497	136	-	-	SYM
ejpam-6539	497	137	022022	022022	NUM
ejpam-6539	497	138	4668.2	4668.2	NUM
ejpam-6539	497	139	26	26	NUM
ejpam-6539	497	140	-	-	PUNCT
ejpam-6539	497	141	032022	032022	NUM
ejpam-6539	497	142	11958.87	11958.87	NUM
ejpam-6539	497	143	04	04	NUM
ejpam-6539	497	144	-	-	PUNCT
ejpam-6539	497	145	052022	052022	NUM
ejpam-6539	497	146	8875.24	8875.24	NUM
ejpam-6539	497	147	12	12	NUM
ejpam-6539	497	148	-	-	PUNCT
ejpam-6539	497	149	062022	062022	NUM
ejpam-6539	497	150	5859.75	5859.75	NUM
ejpam-6539	497	151	08	08	NUM
ejpam-6539	497	152	-	-	SYM
ejpam-6539	497	153	012022	012022	NUM
ejpam-6539	497	154	2525.18	2525.18	NUM
ejpam-6539	497	155	16	16	NUM
ejpam-6539	497	156	-	-	PUNCT
ejpam-6539	497	157	022022	022022	NUM
ejpam-6539	497	158	5276	5276	NUM
ejpam-6539	497	159	27	27	NUM
ejpam-6539	497	160	-	-	SYM
ejpam-6539	497	161	032022	032022	NUM
ejpam-6539	497	162	4771.8	4771.8	NUM
ejpam-6539	497	163	05	05	NUM
ejpam-6539	497	164	-	-	PUNCT
ejpam-6539	497	165	052022	052022	NUM
ejpam-6539	497	166	8904.66	8904.66	NUM
ejpam-6539	497	167	13	13	NUM
ejpam-6539	497	168	-	-	SYM
ejpam-6539	497	169	062022	062022	NUM
ejpam-6539	497	170	9602.84	9602.84	NUM
ejpam-6539	497	171	10	10	NUM
ejpam-6539	497	172	-	-	SYM
ejpam-6539	497	173	012022	012022	NUM
ejpam-6539	497	174	2546.95	2546.95	NUM
ejpam-6539	497	175	18	18	NUM
ejpam-6539	497	176	-	-	SYM
ejpam-6539	497	177	022022	022022	NUM
ejpam-6539	497	178	4320.32	4320.32	NUM
ejpam-6539	497	179	29	29	NUM
ejpam-6539	497	180	-	-	PUNCT
ejpam-6539	497	181	032022	032022	NUM
ejpam-6539	497	182	11629.97	11629.97	NUM
ejpam-6539	497	183	07	07	NUM
ejpam-6539	497	184	-	-	PUNCT
ejpam-6539	497	185	052022	052022	NUM
ejpam-6539	497	186	6500.01	6500.01	NUM
ejpam-6539	497	187	15	15	NUM
ejpam-6539	497	188	-	-	SYM
ejpam-6539	497	189	062022	062022	NUM
ejpam-6539	497	190	7523.95	7523.95	NUM
ejpam-6539	497	191	11	11	NUM
ejpam-6539	497	192	-	-	SYM
ejpam-6539	497	193	012022	012022	NUM
ejpam-6539	497	194	2998.72	2998.72	NUM
ejpam-6539	497	195	19	19	NUM
ejpam-6539	497	196	-	-	PUNCT
ejpam-6539	497	197	022022	022022	NUM
ejpam-6539	497	198	4477.95	4477.95	NUM
ejpam-6539	497	199	30	30	NUM
ejpam-6539	497	200	-	-	PUNCT
ejpam-6539	497	201	032022	032022	NUM
ejpam-6539	497	202	11218.36	11218.36	NUM
ejpam-6539	497	203	08	08	NUM
ejpam-6539	497	204	-	-	PUNCT
ejpam-6539	497	205	052022	052022	NUM
ejpam-6539	497	206	5316	5316	NUM
ejpam-6539	497	207	16	16	NUM
ejpam-6539	497	208	-	-	PUNCT
ejpam-6539	497	209	062022	062022	NUM
ejpam-6539	497	210	5904.69	5904.69	NUM
ejpam-6539	497	211	12	12	NUM
ejpam-6539	497	212	-	-	SYM
ejpam-6539	497	213	012022	012022	NUM
ejpam-6539	497	214	3347.29	3347.29	NUM
ejpam-6539	497	215	20	20	NUM
ejpam-6539	497	216	-	-	SYM
ejpam-6539	497	217	022022	022022	NUM
ejpam-6539	497	218	3323.01	3323.01	NUM
ejpam-6539	497	219	31	31	NUM
ejpam-6539	497	220	-	-	SYM
ejpam-6539	497	221	032022	032022	NUM
ejpam-6539	497	222	11371.04	11371.04	NUM
ejpam-6539	497	223	09	09	NUM
ejpam-6539	497	224	-	-	PUNCT
ejpam-6539	497	225	052022	052022	NUM
ejpam-6539	497	226	5360.92	5360.92	NUM
ejpam-6539	497	227	17	17	NUM
ejpam-6539	497	228	-	-	SYM
ejpam-6539	497	229	062022	062022	NUM
ejpam-6539	497	230	4908.46	4908.46	NUM
ejpam-6539	497	231	13	13	NUM
ejpam-6539	497	232	-	-	SYM
ejpam-6539	497	233	012022	012022	NUM
ejpam-6539	497	234	3156.03	3156.03	NUM
ejpam-6539	497	235	21	21	NUM
ejpam-6539	497	236	-	-	SYM
ejpam-6539	497	237	022022	022022	NUM
ejpam-6539	497	238	4662.03	4662.03	NUM
ejpam-6539	497	239	01	01	NUM
ejpam-6539	497	240	-	-	SYM
ejpam-6539	497	241	042022	042022	NUM
ejpam-6539	497	242	5762.49	5762.49	NUM
ejpam-6539	497	243	10	10	NUM
ejpam-6539	497	244	-	-	PUNCT
ejpam-6539	497	245	052022	052022	NUM
ejpam-6539	497	246	5762	5762	NUM
ejpam-6539	497	247	18	18	NUM
ejpam-6539	497	248	-	-	SYM
ejpam-6539	497	249	062022	062022	NUM
ejpam-6539	497	250	4132.13	4132.13	NUM
ejpam-6539	497	251	14	14	NUM
ejpam-6539	497	252	-	-	SYM
ejpam-6539	497	253	012022	012022	NUM
ejpam-6539	497	254	3079.54	3079.54	NUM
ejpam-6539	497	255	22	22	NUM
ejpam-6539	497	256	-	-	SYM
ejpam-6539	497	257	022022	022022	NUM
ejpam-6539	497	258	5170.12	5170.12	NUM
ejpam-6539	497	259	02	02	NUM
ejpam-6539	497	260	-	-	PUNCT
ejpam-6539	497	261	042022	042022	NUM
ejpam-6539	497	262	5226.28	5226.28	NUM
ejpam-6539	497	263	11	11	NUM
ejpam-6539	497	264	-	-	PUNCT
ejpam-6539	497	265	052022	052022	NUM
ejpam-6539	497	266	5301.14	5301.14	NUM
ejpam-6539	497	267	19	19	NUM
ejpam-6539	497	268	-	-	PUNCT
ejpam-6539	497	269	062022	062022	NUM
ejpam-6539	497	270	2964.82	2964.82	NUM
ejpam-6539	497	271	15	15	NUM
ejpam-6539	497	272	-	-	SYM
ejpam-6539	497	273	012022	012022	NUM
ejpam-6539	497	274	2794.07	2794.07	NUM
ejpam-6539	497	275	23	23	NUM
ejpam-6539	497	276	-	-	SYM
ejpam-6539	497	277	022022	022022	NUM
ejpam-6539	497	278	5670.45	5670.45	NUM
ejpam-6539	497	279	03	03	NUM
ejpam-6539	497	280	-	-	PUNCT
ejpam-6539	497	281	042022	042022	NUM
ejpam-6539	497	282	5972.33	5972.33	NUM
ejpam-6539	497	283	12	12	NUM
ejpam-6539	497	284	-	-	PUNCT
ejpam-6539	497	285	052022	052022	NUM
ejpam-6539	497	286	4180.63	4180.63	NUM
ejpam-6539	497	287	20	20	NUM
ejpam-6539	497	288	-	-	SYM
ejpam-6539	497	289	062022	062022	NUM
ejpam-6539	497	290	3126.02	3126.02	NUM
ejpam-6539	497	291	16	16	NUM
ejpam-6539	497	292	-	-	SYM
ejpam-6539	497	293	012022	012022	NUM
ejpam-6539	497	294	2817.54	2817.54	NUM
ejpam-6539	497	295	24	24	NUM
ejpam-6539	497	296	-	-	PUNCT
ejpam-6539	497	297	022022	022022	NUM
ejpam-6539	497	298	7080.57	7080.57	NUM
ejpam-6539	497	299	04	04	NUM
ejpam-6539	497	300	-	-	SYM
ejpam-6539	497	301	042022	042022	NUM
ejpam-6539	497	302	5247.02	5247.02	NUM
ejpam-6539	497	303	13	13	NUM
ejpam-6539	497	304	-	-	PUNCT
ejpam-6539	497	305	052022	052022	NUM
ejpam-6539	497	306	4271.11	4271.11	NUM
ejpam-6539	497	307	21	21	NUM
ejpam-6539	497	308	-	-	PUNCT
ejpam-6539	497	309	062022	062022	NUM
ejpam-6539	497	310	3492.06	3492.06	NUM
ejpam-6539	497	311	17	17	NUM
ejpam-6539	497	312	-	-	SYM
ejpam-6539	497	313	012022	012022	NUM
ejpam-6539	497	314	4260.51	4260.51	NUM
ejpam-6539	497	315	25	25	NUM
ejpam-6539	497	316	-	-	SYM
ejpam-6539	497	317	022022	022022	NUM
ejpam-6539	497	318	5342.28	5342.28	NUM
ejpam-6539	497	319	05	05	NUM
ejpam-6539	497	320	-	-	SYM
ejpam-6539	497	321	042022	042022	NUM
ejpam-6539	497	322	7462.87	7462.87	NUM
ejpam-6539	497	323	14	14	NUM
ejpam-6539	497	324	-	-	PUNCT
ejpam-6539	497	325	052022	052022	NUM
ejpam-6539	497	326	4017.8	4017.8	NUM
ejpam-6539	497	327	22	22	NUM
ejpam-6539	497	328	-	-	PUNCT
ejpam-6539	497	329	062022	062022	NUM
ejpam-6539	497	330	5709.96	5709.96	NUM
ejpam-6539	497	331	18	18	NUM
ejpam-6539	497	332	-	-	SYM
ejpam-6539	497	333	012022	012022	NUM
ejpam-6539	497	334	4922.41	4922.41	NUM
ejpam-6539	497	335	26	26	NUM
ejpam-6539	497	336	-	-	SYM
ejpam-6539	497	337	022022	022022	NUM
ejpam-6539	497	338	3419.96	3419.96	NUM
ejpam-6539	497	339	06	06	NUM
ejpam-6539	497	340	-	-	SYM
ejpam-6539	497	341	042022	042022	NUM
ejpam-6539	497	342	10817.13	10817.13	NUM
ejpam-6539	497	343	15	15	NUM
ejpam-6539	497	344	-	-	PUNCT
ejpam-6539	497	345	052022	052022	NUM
ejpam-6539	497	346	3510.83	3510.83	NUM
ejpam-6539	497	347	23	23	NUM
ejpam-6539	497	348	-	-	SYM
ejpam-6539	497	349	062022	062022	NUM
ejpam-6539	497	350	6783.06	6783.06	NUM
ejpam-6539	497	351	19	19	NUM
ejpam-6539	497	352	-	-	PUNCT
ejpam-6539	497	353	012022	012022	NUM
ejpam-6539	497	354	4407.08	4407.08	NUM
ejpam-6539	497	355	27	27	NUM
ejpam-6539	497	356	-	-	SYM
ejpam-6539	497	357	022022	022022	NUM
ejpam-6539	497	358	3405.61	3405.61	NUM
ejpam-6539	497	359	07	07	NUM
ejpam-6539	497	360	-	-	PUNCT
ejpam-6539	497	361	042022	042022	NUM
ejpam-6539	497	362	10060.86	10060.86	NUM
ejpam-6539	497	363	16	16	NUM
ejpam-6539	497	364	-	-	PUNCT
ejpam-6539	497	365	052022	052022	NUM
ejpam-6539	497	366	4468.43	4468.43	NUM
ejpam-6539	497	367	24	24	NUM
ejpam-6539	497	368	-	-	PUNCT
ejpam-6539	497	369	062022	062022	NUM
ejpam-6539	497	370	6063.78	6063.78	NUM
ejpam-6539	497	371	k.	k.	PROPN
ejpam-6539	498	1	kalpana	kalpana	PROPN
ejpam-6539	498	2	,	,	PUNCT
ejpam-6539	498	3	g.	g.	PROPN
ejpam-6539	498	4	kavitha	kavitha	PROPN
ejpam-6539	498	5	/	/	SYM
ejpam-6539	498	6	eur	eur	PROPN
ejpam-6539	498	7	.	.	PUNCT
ejpam-6539	499	1	j.	j.	PROPN
ejpam-6539	499	2	pure	pure	PROPN
ejpam-6539	499	3	appl	appl	PROPN
ejpam-6539	499	4	.	.	PROPN
ejpam-6539	499	5	math	math	PROPN
ejpam-6539	499	6	,	,	PUNCT
ejpam-6539	499	7	18	18	NUM
ejpam-6539	499	8	(	(	PUNCT
ejpam-6539	499	9	4	4	NUM
ejpam-6539	499	10	)	)	PUNCT
ejpam-6539	499	11	(	(	PUNCT
ejpam-6539	499	12	2025	2025	NUM
ejpam-6539	499	13	)	)	PUNCT
ejpam-6539	499	14	,	,	PUNCT
ejpam-6539	499	15	6539	6539	NUM
ejpam-6539	499	16	39	39	NUM
ejpam-6539	499	17	of	of	ADP
ejpam-6539	499	18	42	42	NUM
ejpam-6539	499	19	date	date	NOUN
ejpam-6539	499	20	mcp	mcp	PROPN
ejpam-6539	499	21	date	date	NOUN
ejpam-6539	499	22	mcp	mcp	PROPN
ejpam-6539	499	23	date	date	PROPN
ejpam-6539	499	24	mcp	mcp	PROPN
ejpam-6539	499	25	date	date	PROPN
ejpam-6539	499	26	mcp	mcp	PROPN
ejpam-6539	499	27	date	date	NOUN
ejpam-6539	499	28	mcp	mcp	PROPN
ejpam-6539	499	29	20	20	NUM
ejpam-6539	499	30	-	-	PUNCT
ejpam-6539	499	31	012022	012022	NUM
ejpam-6539	499	32	3944.68	3944.68	NUM
ejpam-6539	499	33	28	28	NUM
ejpam-6539	499	34	-	-	SYM
ejpam-6539	499	35	022022	022022	NUM
ejpam-6539	499	36	3500.74	3500.74	NUM
ejpam-6539	499	37	08	08	NUM
ejpam-6539	499	38	-	-	SYM
ejpam-6539	499	39	042022	042022	NUM
ejpam-6539	499	40	9342.42	9342.42	NUM
ejpam-6539	499	41	17	17	NUM
ejpam-6539	499	42	-	-	PUNCT
ejpam-6539	499	43	052022	052022	NUM
ejpam-6539	499	44	6223.79	6223.79	NUM
ejpam-6539	499	45	25	25	NUM
ejpam-6539	499	46	-	-	PUNCT
ejpam-6539	499	47	062022	062022	NUM
ejpam-6539	499	48	6195.98	6195.98	NUM
ejpam-6539	499	49	21	21	NUM
ejpam-6539	499	50	-	-	SYM
ejpam-6539	499	51	012022	012022	NUM
ejpam-6539	499	52	3694.69	3694.69	NUM
ejpam-6539	499	53	01	01	NUM
ejpam-6539	499	54	-	-	PUNCT
ejpam-6539	499	55	032022	032022	NUM
ejpam-6539	499	56	4304.46	4304.46	NUM
ejpam-6539	499	57	09	09	NUM
ejpam-6539	499	58	-	-	SYM
ejpam-6539	499	59	042022	042022	NUM
ejpam-6539	499	60	9864.62	9864.62	NUM
ejpam-6539	499	61	18	18	NUM
ejpam-6539	499	62	-	-	PUNCT
ejpam-6539	499	63	052022	052022	NUM
ejpam-6539	499	64	8375.99	8375.99	NUM
ejpam-6539	499	65	26	26	NUM
ejpam-6539	499	66	-	-	SYM
ejpam-6539	499	67	062022	062022	NUM
ejpam-6539	499	68	6456.22	6456.22	NUM
ejpam-6539	499	69	22	22	NUM
ejpam-6539	499	70	-	-	SYM
ejpam-6539	499	71	012022	012022	NUM
ejpam-6539	499	72	2655.79	2655.79	NUM
ejpam-6539	499	73	02	02	NUM
ejpam-6539	499	74	-	-	PUNCT
ejpam-6539	499	75	032022	032022	NUM
ejpam-6539	499	76	3767.73	3767.73	NUM
ejpam-6539	499	77	10	10	NUM
ejpam-6539	499	78	-	-	SYM
ejpam-6539	499	79	042022	042022	NUM
ejpam-6539	499	80	7370.23	7370.23	NUM
ejpam-6539	499	81	19	19	NUM
ejpam-6539	499	82	-	-	PUNCT
ejpam-6539	499	83	052022	052022	NUM
ejpam-6539	499	84	8343.44	8343.44	NUM
ejpam-6539	499	85	27	27	NUM
ejpam-6539	499	86	-	-	SYM
ejpam-6539	499	87	062022	062022	NUM
ejpam-6539	499	88	9080.35	9080.35	NUM
ejpam-6539	499	89	23	23	NUM
ejpam-6539	499	90	-	-	SYM
ejpam-6539	499	91	012022	012022	NUM
ejpam-6539	499	92	2706.54	2706.54	NUM
ejpam-6539	499	93	03	03	NUM
ejpam-6539	499	94	-	-	PUNCT
ejpam-6539	499	95	032022	032022	NUM
ejpam-6539	499	96	4003.32	4003.32	NUM
ejpam-6539	499	97	11	11	NUM
ejpam-6539	499	98	-	-	SYM
ejpam-6539	499	99	042022	042022	NUM
ejpam-6539	499	100	9317.28	9317.28	NUM
ejpam-6539	499	101	20	20	NUM
ejpam-6539	499	102	-	-	PUNCT
ejpam-6539	499	103	052022	052022	NUM
ejpam-6539	499	104	5290.71	5290.71	NUM
ejpam-6539	499	105	28	28	NUM
ejpam-6539	499	106	-	-	SYM
ejpam-6539	499	107	062022	062022	NUM
ejpam-6539	499	108	8830.52	8830.52	NUM
ejpam-6539	499	109	24	24	NUM
ejpam-6539	499	110	-	-	SYM
ejpam-6539	499	111	012022	012022	NUM
ejpam-6539	499	112	3427.9	3427.9	NUM
ejpam-6539	499	113	04	04	NUM
ejpam-6539	499	114	-	-	PUNCT
ejpam-6539	499	115	032022	032022	NUM
ejpam-6539	499	116	4848.98	4848.98	NUM
ejpam-6539	499	117	12	12	NUM
ejpam-6539	499	118	-	-	SYM
ejpam-6539	499	119	042022	042022	NUM
ejpam-6539	499	120	10525.9	10525.9	NUM
ejpam-6539	499	121	21	21	NUM
ejpam-6539	499	122	-	-	PUNCT
ejpam-6539	499	123	052022	052022	NUM
ejpam-6539	499	124	2893.47	2893.47	NUM
ejpam-6539	499	125	29	29	NUM
ejpam-6539	499	126	-	-	SYM
ejpam-6539	499	127	062022	062022	NUM
ejpam-6539	499	128	3970.43	3970.43	NUM
ejpam-6539	499	129	25	25	NUM
ejpam-6539	499	130	-	-	PUNCT
ejpam-6539	499	131	012022	012022	NUM
ejpam-6539	499	132	3569.44	3569.44	NUM
ejpam-6539	499	133	05	05	NUM
ejpam-6539	499	134	-	-	SYM
ejpam-6539	499	135	032022	032022	NUM
ejpam-6539	499	136	4688.38	4688.38	NUM
ejpam-6539	499	137	13	13	NUM
ejpam-6539	499	138	-	-	SYM
ejpam-6539	499	139	042022	042022	NUM
ejpam-6539	499	140	10683.12	10683.12	NUM
ejpam-6539	499	141	22	22	NUM
ejpam-6539	499	142	-	-	PUNCT
ejpam-6539	499	143	052022	052022	NUM
ejpam-6539	499	144	2790	2790	NUM
ejpam-6539	499	145	30	30	NUM
ejpam-6539	499	146	-	-	SYM
ejpam-6539	499	147	062022	062022	NUM
ejpam-6539	499	148	3230.3	3230.3	NUM
ejpam-6539	499	149	26	26	NUM
ejpam-6539	499	150	-	-	SYM
ejpam-6539	499	151	012022	012022	NUM
ejpam-6539	499	152	3165.4	3165.4	NUM
ejpam-6539	499	153	06	06	NUM
ejpam-6539	499	154	-	-	SYM
ejpam-6539	499	155	032022	032022	NUM
ejpam-6539	499	156	4077.85	4077.85	NUM
ejpam-6539	499	157	14	14	NUM
ejpam-6539	499	158	-	-	SYM
ejpam-6539	499	159	042022	042022	NUM
ejpam-6539	499	160	8723.87	8723.87	NUM
ejpam-6539	499	161	23	23	NUM
ejpam-6539	499	162	-	-	SYM
ejpam-6539	499	163	052022	052022	NUM
ejpam-6539	499	164	2559	2559	NUM
ejpam-6539	499	165	27	27	NUM
ejpam-6539	499	166	-	-	SYM
ejpam-6539	499	167	012022	012022	NUM
ejpam-6539	499	168	3027.6	3027.6	NUM
ejpam-6539	499	169	07	07	NUM
ejpam-6539	499	170	-	-	PUNCT
ejpam-6539	499	171	032022	032022	NUM
ejpam-6539	499	172	5142.14	5142.14	NUM
ejpam-6539	499	173	15	15	NUM
ejpam-6539	499	174	-	-	SYM
ejpam-6539	499	175	042022	042022	NUM
ejpam-6539	499	176	5944.09	5944.09	NUM
ejpam-6539	499	177	24	24	NUM
ejpam-6539	499	178	-	-	PUNCT
ejpam-6539	499	179	052022	052022	NUM
ejpam-6539	499	180	5453.05	5453.05	NUM
ejpam-6539	499	181	28	28	NUM
ejpam-6539	499	182	-	-	SYM
ejpam-6539	499	183	012022	012022	NUM
ejpam-6539	499	184	3777.15	3777.15	NUM
ejpam-6539	499	185	08	08	NUM
ejpam-6539	499	186	-	-	SYM
ejpam-6539	499	187	032022	032022	NUM
ejpam-6539	499	188	5136.22	5136.22	NUM
ejpam-6539	499	189	16	16	NUM
ejpam-6539	499	190	-	-	PUNCT
ejpam-6539	499	191	042022	042022	NUM
ejpam-6539	499	192	9384.13	9384.13	NUM
ejpam-6539	499	193	25	25	NUM
ejpam-6539	499	194	-	-	PUNCT
ejpam-6539	499	195	052022	052022	NUM
ejpam-6539	499	196	7852.73	7852.73	NUM
ejpam-6539	499	197	29	29	NUM
ejpam-6539	499	198	-	-	SYM
ejpam-6539	499	199	012022	012022	NUM
ejpam-6539	499	200	4493.98	4493.98	NUM
ejpam-6539	499	201	09	09	NUM
ejpam-6539	499	202	-	-	PUNCT
ejpam-6539	499	203	032022	032022	NUM
ejpam-6539	499	204	6303.08	6303.08	NUM
ejpam-6539	499	205	17	17	NUM
ejpam-6539	499	206	-	-	SYM
ejpam-6539	499	207	042022	042022	NUM
ejpam-6539	499	208	7294.56	7294.56	NUM
ejpam-6539	499	209	26	26	NUM
ejpam-6539	499	210	-	-	PUNCT
ejpam-6539	499	211	052022	052022	NUM
ejpam-6539	499	212	6063.98	6063.98	NUM
ejpam-6539	499	213	30	30	NUM
ejpam-6539	499	214	-	-	SYM
ejpam-6539	499	215	012022	012022	NUM
ejpam-6539	499	216	3834.11	3834.11	NUM
ejpam-6539	499	217	10	10	NUM
ejpam-6539	499	218	-	-	SYM
ejpam-6539	499	219	032022	032022	NUM
ejpam-6539	499	220	6178.34	6178.34	NUM
ejpam-6539	499	221	18	18	NUM
ejpam-6539	499	222	-	-	SYM
ejpam-6539	499	223	042022	042022	NUM
ejpam-6539	499	224	9808.69	9808.69	NUM
ejpam-6539	499	225	27	27	NUM
ejpam-6539	499	226	-	-	PUNCT
ejpam-6539	499	227	052022	052022	NUM
ejpam-6539	499	228	4404.83	4404.83	NUM
ejpam-6539	499	229	31	31	NUM
ejpam-6539	499	230	-	-	SYM
ejpam-6539	499	231	012022	012022	NUM
ejpam-6539	499	232	4803.92	4803.92	NUM
ejpam-6539	499	233	11	11	NUM
ejpam-6539	499	234	-	-	SYM
ejpam-6539	499	235	032022	032022	NUM
ejpam-6539	499	236	7890.69	7890.69	NUM
ejpam-6539	499	237	19	19	NUM
ejpam-6539	499	238	-	-	PUNCT
ejpam-6539	499	239	042022	042022	NUM
ejpam-6539	499	240	11191.72	11191.72	NUM
ejpam-6539	499	241	28	28	NUM
ejpam-6539	499	242	-	-	PUNCT
ejpam-6539	499	243	052022	052022	NUM
ejpam-6539	499	244	5990.68	5990.68	NUM
ejpam-6539	499	245	01	01	NUM
ejpam-6539	499	246	-	-	SYM
ejpam-6539	499	247	022022	022022	NUM
ejpam-6539	499	248	5975.77	5975.77	NUM
ejpam-6539	499	249	12	12	NUM
ejpam-6539	499	250	-	-	PUNCT
ejpam-6539	499	251	032022	032022	NUM
ejpam-6539	499	252	6649.12	6649.12	NUM
ejpam-6539	499	253	20	20	NUM
ejpam-6539	499	254	-	-	SYM
ejpam-6539	499	255	042022	042022	NUM
ejpam-6539	499	256	11586.07	11586.07	NUM
ejpam-6539	499	257	29	29	NUM
ejpam-6539	499	258	-	-	PUNCT
ejpam-6539	499	259	052022	052022	NUM
ejpam-6539	499	260	5429.72	5429.72	NUM
ejpam-6539	499	261	02	02	NUM
ejpam-6539	499	262	-	-	SYM
ejpam-6539	499	263	022022	022022	NUM
ejpam-6539	499	264	5241.53	5241.53	NUM
ejpam-6539	499	265	13	13	NUM
ejpam-6539	499	266	-	-	SYM
ejpam-6539	499	267	032022	032022	NUM
ejpam-6539	499	268	4924.24	4924.24	NUM
ejpam-6539	499	269	21	21	NUM
ejpam-6539	499	270	-	-	SYM
ejpam-6539	499	271	042022	042022	NUM
ejpam-6539	499	272	11850.28	11850.28	NUM
ejpam-6539	499	273	30	30	NUM
ejpam-6539	499	274	-	-	PUNCT
ejpam-6539	499	275	052022	052022	NUM
ejpam-6539	499	276	6989.44	6989.44	NUM
ejpam-6539	499	277	03	03	NUM
ejpam-6539	499	278	-	-	SYM
ejpam-6539	499	279	022022	022022	NUM
ejpam-6539	499	280	3371.95	3371.95	NUM
ejpam-6539	499	281	14	14	NUM
ejpam-6539	499	282	-	-	PUNCT
ejpam-6539	499	283	032022	032022	NUM
ejpam-6539	499	284	6983.67	6983.67	NUM
ejpam-6539	499	285	22	22	NUM
ejpam-6539	499	286	-	-	PUNCT
ejpam-6539	499	287	042022	042022	NUM
ejpam-6539	499	288	12000	12000	NUM
ejpam-6539	499	289	31	31	NUM
ejpam-6539	499	290	-	-	PUNCT
ejpam-6539	499	291	052022	052022	NUM
ejpam-6539	499	292	6768.54	6768.54	NUM
ejpam-6539	499	293	04	04	NUM
ejpam-6539	499	294	-	-	SYM
ejpam-6539	499	295	022022	022022	NUM
ejpam-6539	499	296	3168.86	3168.86	NUM
ejpam-6539	499	297	15	15	NUM
ejpam-6539	499	298	-	-	NUM
ejpam-6539	499	299	032022	032022	NUM
ejpam-6539	499	300	9567.71	9567.71	NUM
ejpam-6539	499	301	23	23	NUM
ejpam-6539	499	302	-	-	SYM
ejpam-6539	499	303	042022	042022	NUM
ejpam-6539	499	304	12000	12000	NUM
ejpam-6539	499	305	01	01	NUM
ejpam-6539	499	306	-	-	SYM
ejpam-6539	499	307	062022	062022	NUM
ejpam-6539	499	308	7112.59	7112.59	NUM
ejpam-6539	499	309	05	05	NUM
ejpam-6539	499	310	-	-	SYM
ejpam-6539	499	311	022022	022022	NUM
ejpam-6539	499	312	3748.65	3748.65	NUM
ejpam-6539	499	313	16	16	NUM
ejpam-6539	499	314	-	-	PUNCT
ejpam-6539	499	315	032022	032022	NUM
ejpam-6539	499	316	11766.66	11766.66	NUM
ejpam-6539	499	317	24	24	NUM
ejpam-6539	499	318	-	-	PUNCT
ejpam-6539	499	319	042022	042022	NUM
ejpam-6539	499	320	8774.78	8774.78	NUM
ejpam-6539	499	321	02	02	NUM
ejpam-6539	499	322	-	-	PUNCT
ejpam-6539	499	323	062022	062022	NUM
ejpam-6539	499	324	8332.87	8332.87	NUM
ejpam-6539	499	325	06	06	NUM
ejpam-6539	499	326	-	-	SYM
ejpam-6539	499	327	022022	022022	NUM
ejpam-6539	499	328	3126.77	3126.77	NUM
ejpam-6539	499	329	17	17	NUM
ejpam-6539	499	330	-	-	SYM
ejpam-6539	499	331	032022	032022	NUM
ejpam-6539	499	332	11022.62	11022.62	NUM
ejpam-6539	499	333	25	25	NUM
ejpam-6539	499	334	-	-	SYM
ejpam-6539	499	335	042022	042022	NUM
ejpam-6539	499	336	11381.37	11381.37	NUM
ejpam-6539	499	337	03	03	NUM
ejpam-6539	499	338	-	-	SYM
ejpam-6539	499	339	062022	062022	NUM
ejpam-6539	499	340	7806.18	7806.18	NUM
ejpam-6539	499	341	07	07	NUM
ejpam-6539	499	342	-	-	PUNCT
ejpam-6539	499	343	022022	022022	NUM
ejpam-6539	499	344	3736.07	3736.07	NUM
ejpam-6539	499	345	18	18	NUM
ejpam-6539	499	346	-	-	PUNCT
ejpam-6539	499	347	032022	032022	NUM
ejpam-6539	499	348	4978.51	4978.51	NUM
ejpam-6539	499	349	26	26	NUM
ejpam-6539	499	350	-	-	SYM
ejpam-6539	499	351	042022	042022	NUM
ejpam-6539	499	352	11382.09	11382.09	NUM
ejpam-6539	499	353	04	04	NUM
ejpam-6539	499	354	-	-	PUNCT
ejpam-6539	499	355	062022	062022	NUM
ejpam-6539	499	356	8759.77	8759.77	NUM
ejpam-6539	499	357	08	08	NUM
ejpam-6539	499	358	-	-	SYM
ejpam-6539	499	359	022022	022022	NUM
ejpam-6539	499	360	4478.21	4478.21	NUM
ejpam-6539	499	361	19	19	NUM
ejpam-6539	499	362	-	-	PUNCT
ejpam-6539	499	363	032022	032022	NUM
ejpam-6539	499	364	3432.91	3432.91	NUM
ejpam-6539	499	365	27	27	NUM
ejpam-6539	499	366	-	-	SYM
ejpam-6539	499	367	042022	042022	NUM
ejpam-6539	499	368	12000	12000	NUM
ejpam-6539	499	369	05	05	NUM
ejpam-6539	499	370	-	-	SYM
ejpam-6539	499	371	062022	062022	NUM
ejpam-6539	499	372	7907.22	7907.22	NUM
ejpam-6539	499	373	k.	k.	PROPN
ejpam-6539	500	1	kalpana	kalpana	PROPN
ejpam-6539	500	2	,	,	PUNCT
ejpam-6539	500	3	g.	g.	PROPN
ejpam-6539	500	4	kavitha	kavitha	PROPN
ejpam-6539	500	5	/	/	SYM
ejpam-6539	500	6	eur	eur	PROPN
ejpam-6539	500	7	.	.	PUNCT
ejpam-6539	501	1	j.	j.	PROPN
ejpam-6539	501	2	pure	pure	PROPN
ejpam-6539	501	3	appl	appl	PROPN
ejpam-6539	501	4	.	.	PROPN
ejpam-6539	501	5	math	math	PROPN
ejpam-6539	501	6	,	,	PUNCT
ejpam-6539	501	7	18	18	NUM
ejpam-6539	501	8	(	(	PUNCT
ejpam-6539	501	9	4	4	NUM
ejpam-6539	501	10	)	)	PUNCT
ejpam-6539	501	11	(	(	PUNCT
ejpam-6539	501	12	2025	2025	NUM
ejpam-6539	501	13	)	)	PUNCT
ejpam-6539	501	14	,	,	PUNCT
ejpam-6539	501	15	6539	6539	NUM
ejpam-6539	501	16	40	40	NUM
ejpam-6539	501	17	of	of	ADP
ejpam-6539	501	18	42	42	NUM
ejpam-6539	501	19	table	table	NOUN
ejpam-6539	501	20	13	13	NUM
ejpam-6539	501	21	:	:	PUNCT
ejpam-6539	501	22	difference	difference	NOUN
ejpam-6539	501	23	value	value	NOUN
ejpam-6539	501	24	and	and	CCONJ
ejpam-6539	501	25	observation	observation	NOUN
ejpam-6539	501	26	symbol	symbol	NOUN
ejpam-6539	501	27	of	of	ADP
ejpam-6539	501	28	historical	historical	ADJ
ejpam-6539	501	29	data	datum	NOUN
ejpam-6539	501	30	of	of	ADP
ejpam-6539	501	31	market	market	NOUN
ejpam-6539	501	32	clearing	clearing	NOUN
ejpam-6539	501	33	price	price	NOUN
ejpam-6539	501	34	of	of	ADP
ejpam-6539	501	35	real	real	ADJ
ejpam-6539	501	36	time	time	NOUN
ejpam-6539	501	37	market	market	NOUN
ejpam-6539	501	38	.	.	PUNCT
ejpam-6539	502	1	date	date	NOUN
ejpam-6539	503	1	mcp	mcp	PROPN
ejpam-6539	503	2	d.v	d.v	PROPN
ejpam-6539	503	3	o.s	o.s	PROPN
ejpam-6539	503	4	date	date	NOUN
ejpam-6539	503	5	mcp	mcp	PROPN
ejpam-6539	503	6	d.v	d.v	PROPN
ejpam-6539	503	7	o.s	o.s	PROPN
ejpam-6539	503	8	date	date	NOUN
ejpam-6539	504	1	mcp	mcp	PROPN
ejpam-6539	504	2	d.v	d.v	PROPN
ejpam-6539	504	3	o.s	o.s	PROPN
ejpam-6539	504	4	01	01	PROPN
ejpam-6539	504	5	-	-	PUNCT
ejpam-6539	504	6	012022	012022	NUM
ejpam-6539	504	7	3323.97	3323.97	NUM
ejpam-6539	504	8	11	11	NUM
ejpam-6539	504	9	-	-	SYM
ejpam-6539	504	10	022022	022022	NUM
ejpam-6539	504	11	3969.4	3969.4	NUM
ejpam-6539	504	12	332.14	332.14	NUM
ejpam-6539	504	13	r	r	NOUN
ejpam-6539	504	14	24	24	NUM
ejpam-6539	504	15	-	-	PUNCT
ejpam-6539	504	16	032022	032022	NUM
ejpam-6539	504	17	16063.81	16063.81	NUM
ejpam-6539	504	18	-974.74	-974.74	PROPN
ejpam-6539	504	19	f	f	PROPN
ejpam-6539	504	20	02	02	NUM
ejpam-6539	504	21	-	-	PUNCT
ejpam-6539	504	22	012022	012022	NUM
ejpam-6539	504	23	2607.29	2607.29	NUM
ejpam-6539	504	24	-716.68	-716.68	PROPN
ejpam-6539	504	25	f	f	PROPN
ejpam-6539	504	26	12	12	NUM
ejpam-6539	504	27	-	-	PUNCT
ejpam-6539	504	28	022022	022022	NUM
ejpam-6539	504	29	4825.24	4825.24	NUM
ejpam-6539	504	30	855.84	855.84	NUM
ejpam-6539	504	31	r	r	NOUN
ejpam-6539	504	32	25	25	NUM
ejpam-6539	504	33	-	-	PUNCT
ejpam-6539	504	34	032022	032022	NUM
ejpam-6539	504	35	17486.4	17486.4	NUM
ejpam-6539	504	36	1422.59	1422.59	NUM
ejpam-6539	504	37	r	r	NOUN
ejpam-6539	504	38	03	03	NUM
ejpam-6539	504	39	-	-	SYM
ejpam-6539	504	40	012022	012022	NUM
ejpam-6539	504	41	3833.34	3833.34	NUM
ejpam-6539	504	42	1226.05	1226.05	NUM
ejpam-6539	504	43	r	r	NOUN
ejpam-6539	504	44	13	13	NUM
ejpam-6539	504	45	-	-	SYM
ejpam-6539	504	46	022022	022022	NUM
ejpam-6539	504	47	3509.84	3509.84	NUM
ejpam-6539	504	48	-1315.4	-1315.4	PUNCT
ejpam-6539	504	49	f	f	PROPN
ejpam-6539	504	50	26	26	NUM
ejpam-6539	504	51	-	-	PUNCT
ejpam-6539	504	52	032022	032022	NUM
ejpam-6539	504	53	11958.87	11958.87	NUM
ejpam-6539	504	54	-5527.53	-5527.53	PROPN
ejpam-6539	504	55	f	f	PROPN
ejpam-6539	504	56	04	04	NUM
ejpam-6539	504	57	-	-	SYM
ejpam-6539	504	58	012022	012022	NUM
ejpam-6539	504	59	4352.75	4352.75	NUM
ejpam-6539	505	1	519.41	519.41	NUM
ejpam-6539	505	2	f	f	NOUN
ejpam-6539	505	3	14	14	NUM
ejpam-6539	505	4	-	-	SYM
ejpam-6539	505	5	022022	022022	NUM
ejpam-6539	505	6	3849.16	3849.16	NUM
ejpam-6539	505	7	339.32	339.32	NUM
ejpam-6539	505	8	r	r	NOUN
ejpam-6539	505	9	27	27	NUM
ejpam-6539	505	10	-	-	NOUN
ejpam-6539	505	11	032022	032022	NUM
ejpam-6539	505	12	4771.8	4771.8	NUM
ejpam-6539	505	13	-7187.07	-7187.07	NOUN
ejpam-6539	505	14	f	f	NOUN
ejpam-6539	505	15	05	05	NUM
ejpam-6539	505	16	-	-	SYM
ejpam-6539	505	17	012022	012022	NUM
ejpam-6539	505	18	3347.16	3347.16	NUM
ejpam-6539	505	19	1005.59	1005.59	NUM
ejpam-6539	505	20	f	f	PROPN
ejpam-6539	505	21	15	15	NUM
ejpam-6539	505	22	-	-	NOUN
ejpam-6539	505	23	022022	022022	NUM
ejpam-6539	505	24	4668.2	4668.2	NUM
ejpam-6539	505	25	819.04	819.04	NUM
ejpam-6539	505	26	r	r	NOUN
ejpam-6539	505	27	28	28	NUM
ejpam-6539	505	28	-	-	SYM
ejpam-6539	505	29	032022	032022	NUM
ejpam-6539	505	30	5715.81	5715.81	NUM
ejpam-6539	505	31	944.01	944.01	NUM
ejpam-6539	505	32	r	r	NOUN
ejpam-6539	505	33	06	06	NUM
ejpam-6539	505	34	-	-	SYM
ejpam-6539	505	35	012022	012022	NUM
ejpam-6539	505	36	3679.79	3679.79	NUM
ejpam-6539	505	37	332.63	332.63	NUM
ejpam-6539	505	38	r	r	NOUN
ejpam-6539	505	39	16	16	NUM
ejpam-6539	505	40	-	-	SYM
ejpam-6539	505	41	022022	022022	NUM
ejpam-6539	505	42	5276	5276	NUM
ejpam-6539	505	43	607.8	607.8	NUM
ejpam-6539	505	44	f	f	NOUN
ejpam-6539	505	45	29	29	NUM
ejpam-6539	505	46	-	-	PUNCT
ejpam-6539	505	47	032022	032022	NUM
ejpam-6539	505	48	11629.97	11629.97	NUM
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ejpam-6539	505	52	-	-	PUNCT
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ejpam-6539	505	88	-	-	PUNCT
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ejpam-6539	505	142	-	-	PUNCT
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ejpam-6539	505	154	-	-	PUNCT
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ejpam-6539	506	46	-	-	PUNCT
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ejpam-6539	509	17	-	-	PUNCT
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ejpam-6539	509	29	-	-	PUNCT
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ejpam-6539	509	41	-	-	SYM
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ejpam-6539	509	47	-	-	SYM
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ejpam-6539	509	51	r	r	NOUN
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ejpam-6539	509	53	-	-	NOUN
ejpam-6539	509	54	032022	032022	NUM
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ejpam-6539	509	57	f	f	PROPN
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ejpam-6539	511	16	-	-	PUNCT
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ejpam-6539	511	22	-	-	SYM
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ejpam-6539	511	34	-	-	NOUN
ejpam-6539	511	35	032022	032022	NUM
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ejpam-6539	511	38	f	f	PROPN
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ejpam-6539	511	40	-	-	PUNCT
ejpam-6539	511	41	042022	042022	NUM
ejpam-6539	511	42	9808.69	9808.69	NUM
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ejpam-6539	511	44	r	r	NOUN
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ejpam-6539	511	46	-	-	SYM
ejpam-6539	511	47	012022	012022	NUM
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ejpam-6539	511	50	r	r	NOUN
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ejpam-6539	511	52	-	-	PUNCT
ejpam-6539	511	53	032022	032022	NUM
ejpam-6539	511	54	6303.08	6303.08	NUM
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ejpam-6539	511	58	-	-	PUNCT
ejpam-6539	511	59	042022	042022	NUM
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ejpam-6539	511	64	-	-	SYM
ejpam-6539	511	65	012022	012022	NUM
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ejpam-6539	511	68	r	r	NOUN
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ejpam-6539	511	71	032022	032022	NUM
ejpam-6539	511	72	6178.34	6178.34	NUM
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ejpam-6539	511	74	f	f	PROPN
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ejpam-6539	511	76	-	-	SYM
ejpam-6539	511	77	042022	042022	NUM
ejpam-6539	511	78	11586.07	11586.07	NUM
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ejpam-6539	511	80	f	f	NOUN
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ejpam-6539	511	82	-	-	SYM
ejpam-6539	511	83	012022	012022	NUM
ejpam-6539	511	84	4493.98	4493.98	NUM
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ejpam-6539	512	12	11850.28	11850.28	NUM
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ejpam-6539	512	17	012022	012022	NUM
ejpam-6539	512	18	3834.11	3834.11	NUM
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ejpam-6539	512	20	f	f	PROPN
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ejpam-6539	512	22	-	-	PUNCT
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ejpam-6539	512	24	6649.12	6649.12	NUM
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ejpam-6539	512	28	-	-	PUNCT
ejpam-6539	512	29	042022	042022	NUM
ejpam-6539	512	30	12000	12000	NUM
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ejpam-6539	512	32	f	f	PROPN
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ejpam-6539	512	34	-	-	SYM
ejpam-6539	512	35	012022	012022	NUM
ejpam-6539	512	36	4803.92	4803.92	NUM
ejpam-6539	512	37	969.81	969.81	NUM
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ejpam-6539	512	40	-	-	PUNCT
ejpam-6539	512	41	032022	032022	NUM
ejpam-6539	512	42	4924.24	4924.24	NUM
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ejpam-6539	512	44	f	f	PROPN
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ejpam-6539	512	46	-	-	SYM
ejpam-6539	512	47	042022	042022	NUM
ejpam-6539	512	48	12000	12000	NUM
ejpam-6539	512	49	0	0	NUM
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ejpam-6539	513	3	-	-	PUNCT
ejpam-6539	513	4	022022	022022	NUM
ejpam-6539	513	5	5975.77	5975.77	NUM
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ejpam-6539	513	9	-	-	PUNCT
ejpam-6539	513	10	032022	032022	NUM
ejpam-6539	513	11	6983.67	6983.67	NUM
ejpam-6539	513	12	2059.43	2059.43	NUM
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ejpam-6539	513	15	-	-	PUNCT
ejpam-6539	513	16	042022	042022	NUM
ejpam-6539	513	17	8774.78	8774.78	NUM
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ejpam-6539	513	20	02	02	NUM
ejpam-6539	513	21	-	-	PUNCT
ejpam-6539	513	22	022022	022022	NUM
ejpam-6539	513	23	5241.53	5241.53	NUM
ejpam-6539	513	24	-734.24	-734.24	PROPN
ejpam-6539	513	25	f	f	PROPN
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ejpam-6539	513	27	-	-	NOUN
ejpam-6539	513	28	032022	032022	NUM
ejpam-6539	513	29	9567.71	9567.71	NUM
ejpam-6539	513	30	2584.04	2584.04	NUM
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ejpam-6539	513	33	-	-	SYM
ejpam-6539	513	34	042022	042022	NUM
ejpam-6539	513	35	11381.37	11381.37	NUM
ejpam-6539	513	36	2606.59	2606.59	NUM
ejpam-6539	513	37	r	r	NOUN
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ejpam-6539	513	39	-	-	SYM
ejpam-6539	513	40	022022	022022	NUM
ejpam-6539	513	41	3371.95	3371.95	NUM
ejpam-6539	513	42	1869.58	1869.58	NUM
ejpam-6539	513	43	f	f	PROPN
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ejpam-6539	513	45	-	-	PUNCT
ejpam-6539	513	46	032022	032022	NUM
ejpam-6539	513	47	11766.66	11766.66	NUM
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ejpam-6539	513	49	f	f	NOUN
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ejpam-6539	513	51	-	-	SYM
ejpam-6539	513	52	042022	042022	NUM
ejpam-6539	513	53	11382.09	11382.09	NUM
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ejpam-6539	513	55	f	f	NOUN
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ejpam-6539	513	57	-	-	SYM
ejpam-6539	513	58	022022	022022	NUM
ejpam-6539	513	59	3168.86	3168.86	NUM
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ejpam-6539	513	63	-	-	PUNCT
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ejpam-6539	513	65	11022.62	11022.62	NUM
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ejpam-6539	513	69	-	-	SYM
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ejpam-6539	513	71	12000	12000	NUM
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ejpam-6539	513	75	-	-	SYM
ejpam-6539	513	76	022022	022022	NUM
ejpam-6539	513	77	3748.65	3748.65	NUM
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ejpam-6539	514	4	-	-	PUNCT
ejpam-6539	514	5	032022	032022	NUM
ejpam-6539	514	6	4978.51	4978.51	NUM
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ejpam-6539	515	2	f	f	PROPN
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ejpam-6539	515	4	-	-	SYM
ejpam-6539	515	5	042022	042022	NUM
ejpam-6539	515	6	12000	12000	NUM
ejpam-6539	515	7	0	0	NUM
ejpam-6539	516	1	f	f	NOUN
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ejpam-6539	516	3	-	-	SYM
ejpam-6539	516	4	022022	022022	NUM
ejpam-6539	516	5	3126.77	3126.77	NUM
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ejpam-6539	516	9	-	-	PUNCT
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ejpam-6539	516	17	12000	12000	NUM
ejpam-6539	516	18	0	0	NUM
ejpam-6539	517	1	f	f	PROPN
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ejpam-6539	517	3	-	-	PUNCT
ejpam-6539	517	4	022022	022022	NUM
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ejpam-6539	517	9	-	-	PUNCT
ejpam-6539	517	10	032022	032022	NUM
ejpam-6539	517	11	5003.36	5003.36	NUM
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ejpam-6539	517	15	-	-	SYM
ejpam-6539	517	16	042022	042022	NUM
ejpam-6539	517	17	11672.53	11672.53	NUM
ejpam-6539	517	18	-327.47	-327.47	PROPN
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ejpam-6539	517	21	-	-	SYM
ejpam-6539	517	22	022022	022022	NUM
ejpam-6539	517	23	4478.21	4478.21	NUM
ejpam-6539	517	24	742.14	742.14	NUM
ejpam-6539	517	25	r	r	NOUN
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ejpam-6539	517	27	-	-	PUNCT
ejpam-6539	517	28	032022	032022	NUM
ejpam-6539	517	29	11250.78	11250.78	NUM
ejpam-6539	517	30	6247.42	6247.42	NUM
ejpam-6539	517	31	r	r	NOUN
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ejpam-6539	517	33	-	-	PUNCT
ejpam-6539	517	34	052022	052022	NUM
ejpam-6539	517	35	6326.4	6326.4	NUM
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ejpam-6539	518	8	(	(	PUNCT
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ejpam-6539	518	12	2025	2025	NUM
ejpam-6539	518	13	)	)	PUNCT
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ejpam-6539	518	18	42	42	NUM
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ejpam-6539	519	1	mcp	mcp	PROPN
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ejpam-6539	519	5	mcp	mcp	PROPN
ejpam-6539	519	6	d.v	d.v	PROPN
ejpam-6539	519	7	o.s	o.s	PROPN
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ejpam-6539	519	9	mcp	mcp	PROPN
ejpam-6539	519	10	d.v	d.v	PROPN
ejpam-6539	519	11	o.s	o.s	PROPN
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ejpam-6539	519	13	-	-	PUNCT
ejpam-6539	519	14	022022	022022	NUM
ejpam-6539	519	15	3819.26	3819.26	NUM
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ejpam-6539	519	17	f	f	PROPN
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ejpam-6539	519	19	-	-	PUNCT
ejpam-6539	519	20	032022	032022	NUM
ejpam-6539	519	21	14055.37	14055.37	NUM
ejpam-6539	519	22	2804.59	2804.59	NUM
ejpam-6539	519	23	f	f	NOUN
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ejpam-6539	519	25	-	-	PUNCT
ejpam-6539	519	26	052022	052022	NUM
ejpam-6539	519	27	7382.49	7382.49	NUM
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ejpam-6539	519	29	r	r	NOUN
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ejpam-6539	519	31	-	-	NUM
ejpam-6539	519	32	022022	022022	NUM
ejpam-6539	519	33	3637.26	3637.26	NUM
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ejpam-6539	519	35	r	r	NOUN
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ejpam-6539	519	37	-	-	SYM
ejpam-6539	519	38	032022	032022	NUM
ejpam-6539	519	39	17038.55	17038.55	NUM
ejpam-6539	519	40	2983.18	2983.18	NUM
ejpam-6539	519	41	r	r	NOUN
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ejpam-6539	519	43	-	-	PUNCT
ejpam-6539	519	44	052022	052022	NUM
ejpam-6539	519	45	8921.89	8921.89	NUM
ejpam-6539	519	46	1539.4	1539.4	NUM
ejpam-6539	519	47	r	r	NOUN
ejpam-6539	519	48	date	date	NOUN
ejpam-6539	519	49	mcp	mcp	PROPN
ejpam-6539	519	50	d.v	d.v	PROPN
ejpam-6539	519	51	o.s	o.s	PROPN
ejpam-6539	519	52	date	date	NOUN
ejpam-6539	520	1	mcp	mcp	PROPN
ejpam-6539	520	2	d.v	d.v	PROPN
ejpam-6539	520	3	o.s	o.s	PROPN
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ejpam-6539	520	5	-	-	PUNCT
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ejpam-6539	520	7	-	-	PUNCT
ejpam-6539	520	8	2022	2022	NUM
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ejpam-6539	520	13	-	-	PUNCT
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ejpam-6539	520	15	-	-	PUNCT
ejpam-6539	520	16	2022	2022	NUM
ejpam-6539	520	17	7806.18	7806.18	NUM
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ejpam-6539	520	19	f	f	PROPN
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ejpam-6539	520	21	-	-	PUNCT
ejpam-6539	520	22	05	05	NUM
ejpam-6539	520	23	-	-	PUNCT
ejpam-6539	520	24	2022	2022	NUM
ejpam-6539	520	25	8904.66	8904.66	NUM
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ejpam-6539	520	27	r	r	NOUN
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ejpam-6539	520	29	-	-	PUNCT
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ejpam-6539	520	31	-	-	PUNCT
ejpam-6539	520	32	2022	2022	NUM
ejpam-6539	520	33	8759.77	8759.77	NUM
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ejpam-6539	520	35	r	r	NOUN
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ejpam-6539	520	37	-	-	SYM
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ejpam-6539	520	39	-	-	PUNCT
ejpam-6539	520	40	2022	2022	NUM
ejpam-6539	520	41	7634.53	7634.53	NUM
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ejpam-6539	521	4	-	-	PUNCT
ejpam-6539	521	5	06	06	NUM
ejpam-6539	521	6	-	-	PUNCT
ejpam-6539	521	7	2022	2022	NUM
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ejpam-6539	522	4	-	-	PUNCT
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ejpam-6539	522	6	-	-	PUNCT
ejpam-6539	522	7	2022	2022	NUM
ejpam-6539	522	8	6500.01	6500.01	NUM
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ejpam-6539	522	12	-	-	SYM
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ejpam-6539	528	6	-	-	PUNCT
ejpam-6539	528	7	2022	2022	NUM
ejpam-6539	528	8	8332.87	8332.87	NUM
ejpam-6539	528	9	1220.28	1220.28	NUM
ejpam-6539	528	10	r	r	NOUN