id	sid	tid	token	lemma	pos
easat-11374	1	1	edelweiss	edelweiss	PROPN
easat-11374	1	2	applied	apply	VERB
easat-11374	1	3	science	science	NOUN
easat-11374	1	4	and	and	CCONJ
easat-11374	1	5	technology	technology	NOUN
easat-11374	1	6	issn	issn	PROPN
easat-11374	1	7	:	:	PUNCT
easat-11374	1	8	2576	2576	NUM
easat-11374	1	9	-	-	SYM
easat-11374	1	10	8484	8484	NUM
easat-11374	1	11	vol	vol	NOUN
easat-11374	1	12	.	.	PROPN
easat-11374	2	1	9	9	NUM
easat-11374	2	2	,	,	PUNCT
easat-11374	2	3	no	no	INTJ
easat-11374	2	4	.	.	NOUN
easat-11374	2	5	12	12	NUM
easat-11374	2	6	,	,	PUNCT
easat-11374	2	7	389	389	NUM
easat-11374	2	8	-	-	SYM
easat-11374	2	9	405	405	NUM
easat-11374	2	10	2025	2025	NUM
easat-11374	2	11	publisher	publisher	NOUN
easat-11374	2	12	:	:	PUNCT
easat-11374	2	13	learning	learn	VERB
easat-11374	2	14	gate	gate	NOUN
easat-11374	2	15	doi	doi	PROPN
easat-11374	2	16	:	:	PUNCT
easat-11374	2	17	10.55214/2576	10.55214/2576	NUM
easat-11374	2	18	-	-	SYM
easat-11374	2	19	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	2	20	©	©	ADP
easat-11374	2	21	2025	2025	NUM
easat-11374	2	22	by	by	ADP
easat-11374	2	23	the	the	DET
easat-11374	2	24	authors	author	NOUN
easat-11374	2	25	;	;	PUNCT
easat-11374	3	1	licensee	licensee	PROPN
easat-11374	3	2	learning	learning	NOUN
easat-11374	3	3	gate	gate	NOUN
easat-11374	3	4	©	©	PROPN
easat-11374	3	5	2025	2025	NUM
easat-11374	3	6	by	by	ADP
easat-11374	3	7	the	the	DET
easat-11374	3	8	authors	author	NOUN
easat-11374	3	9	;	;	PUNCT
easat-11374	3	10	licensee	licensee	PROPN
easat-11374	3	11	learning	learning	NOUN
easat-11374	3	12	gate	gate	NOUN
easat-11374	3	13	history	history	NOUN
easat-11374	3	14	:	:	PUNCT
easat-11374	3	15	received	receive	VERB
easat-11374	3	16	:	:	PUNCT
easat-11374	3	17	29	29	NUM
easat-11374	3	18	september	september	PROPN
easat-11374	3	19	2025	2025	NUM
easat-11374	3	20	;	;	PUNCT
easat-11374	3	21	revised	revise	VERB
easat-11374	3	22	:	:	PUNCT
easat-11374	3	23	18	18	NUM
easat-11374	3	24	november	november	NOUN
easat-11374	3	25	2025	2025	NUM
easat-11374	3	26	;	;	PUNCT
easat-11374	3	27	accepted	accept	VERB
easat-11374	3	28	:	:	PUNCT
easat-11374	3	29	21	21	NUM
easat-11374	3	30	november	november	NOUN
easat-11374	3	31	2025	2025	NUM
easat-11374	3	32	;	;	PUNCT
easat-11374	3	33	published	publish	VERB
easat-11374	3	34	:	:	PUNCT
easat-11374	3	35	9	9	NUM
easat-11374	3	36	december	december	PROPN
easat-11374	3	37	2025	2025	NUM
easat-11374	3	38	*	*	PUNCT
easat-11374	3	39	correspondence	correspondence	NOUN
easat-11374	3	40	:	:	PUNCT
easat-11374	3	41	osifeko.martins@gmail.com	osifeko.martins@gmail.com	X
easat-11374	3	42	ai	ai	ADJ
easat-11374	3	43	-	-	PUNCT
easat-11374	3	44	enabled	enable	VERB
easat-11374	3	45	smart	smart	ADJ
easat-11374	3	46	metering	metering	NOUN
easat-11374	3	47	framework	framework	NOUN
easat-11374	3	48	for	for	ADP
easat-11374	3	49	energy	energy	NOUN
easat-11374	3	50	theft	theft	NOUN
easat-11374	3	51	and	and	CCONJ
easat-11374	3	52	anomaly	anomaly	NOUN
easat-11374	3	53	detection	detection	NOUN
easat-11374	3	54	in	in	ADP
easat-11374	3	55	modern	modern	ADJ
easat-11374	3	56	smart	smart	ADJ
easat-11374	3	57	grids	grid	NOUN
easat-11374	3	58	martins	martin	VERB
easat-11374	3	59	osifeko1	osifeko1	PROPN
easat-11374	3	60	*	*	PUNCT
easat-11374	3	61	,	,	PUNCT
easat-11374	3	62	josiah	josiah	PROPN
easat-11374	3	63	munda2	munda2	PROPN
easat-11374	4	1	1tshwane	1tshwane	NUM
easat-11374	4	2	university	university	NOUN
easat-11374	4	3	of	of	ADP
easat-11374	4	4	university	university	PROPN
easat-11374	4	5	,	,	PUNCT
easat-11374	4	6	pretoria	pretoria	PROPN
easat-11374	4	7	,	,	PUNCT
easat-11374	4	8	south	south	PROPN
easat-11374	4	9	africa	africa	PROPN
easat-11374	4	10	;	;	PUNCT
easat-11374	4	11	osifeko.martins@gmail.com	osifeko.martins@gmail.com	X
easat-11374	4	12	(	(	PUNCT
easat-11374	4	13	m.o	m.o	PROPN
easat-11374	4	14	.	.	PROPN
easat-11374	4	15	)	)	PUNCT
easat-11374	4	16	.	.	PUNCT
easat-11374	5	1	abstract	abstract	ADV
easat-11374	5	2	:	:	PUNCT
easat-11374	5	3	the	the	DET
easat-11374	5	4	rapid	rapid	ADJ
easat-11374	5	5	expansion	expansion	NOUN
easat-11374	5	6	of	of	ADP
easat-11374	5	7	smart	smart	ADJ
easat-11374	5	8	grids	grid	NOUN
easat-11374	5	9	and	and	CCONJ
easat-11374	5	10	distributed	distribute	VERB
easat-11374	5	11	renewable	renewable	ADJ
easat-11374	5	12	energy	energy	NOUN
easat-11374	5	13	systems	system	NOUN
easat-11374	5	14	has	have	AUX
easat-11374	5	15	increased	increase	VERB
easat-11374	5	16	the	the	DET
easat-11374	5	17	need	need	NOUN
easat-11374	5	18	for	for	ADP
easat-11374	5	19	intelligent	intelligent	ADJ
easat-11374	5	20	,	,	PUNCT
easat-11374	5	21	real	real	ADJ
easat-11374	5	22	-	-	PUNCT
easat-11374	5	23	time	time	NOUN
easat-11374	5	24	energy	energy	NOUN
easat-11374	5	25	monitoring	monitoring	NOUN
easat-11374	5	26	and	and	CCONJ
easat-11374	5	27	management	management	NOUN
easat-11374	5	28	solutions	solution	NOUN
easat-11374	5	29	.	.	PUNCT
easat-11374	6	1	traditional	traditional	ADJ
easat-11374	6	2	energy	energy	NOUN
easat-11374	6	3	meters	meter	NOUN
easat-11374	6	4	lack	lack	VERB
easat-11374	6	5	the	the	DET
easat-11374	6	6	computational	computational	ADJ
easat-11374	6	7	intelligence	intelligence	NOUN
easat-11374	6	8	to	to	PART
easat-11374	6	9	analyze	analyze	VERB
easat-11374	6	10	usage	usage	NOUN
easat-11374	6	11	patterns	pattern	NOUN
easat-11374	6	12	or	or	CCONJ
easat-11374	6	13	detect	detect	NOUN
easat-11374	6	14	anomalies	anomaly	NOUN
easat-11374	6	15	,	,	PUNCT
easat-11374	6	16	limiting	limit	VERB
easat-11374	6	17	their	their	PRON
easat-11374	6	18	effectiveness	effectiveness	NOUN
easat-11374	6	19	in	in	ADP
easat-11374	6	20	modern	modern	ADJ
easat-11374	6	21	energy	energy	NOUN
easat-11374	6	22	systems	system	NOUN
easat-11374	6	23	.	.	PUNCT
easat-11374	7	1	this	this	DET
easat-11374	7	2	paper	paper	NOUN
easat-11374	7	3	presents	present	VERB
easat-11374	7	4	an	an	DET
easat-11374	7	5	ai	ai	NOUN
easat-11374	7	6	-	-	PUNCT
easat-11374	7	7	integrated	integrate	VERB
easat-11374	7	8	smart	smart	ADJ
easat-11374	7	9	energy	energy	NOUN
easat-11374	7	10	metering	metering	NOUN
easat-11374	7	11	framework	framework	NOUN
easat-11374	7	12	that	that	PRON
easat-11374	7	13	combines	combine	VERB
easat-11374	7	14	internet	internet	NOUN
easat-11374	7	15	of	of	ADP
easat-11374	7	16	things	thing	NOUN
easat-11374	7	17	(	(	PUNCT
easat-11374	7	18	iot	iot	NOUN
easat-11374	7	19	)	)	PUNCT
easat-11374	7	20	technologies	technology	NOUN
easat-11374	7	21	with	with	ADP
easat-11374	7	22	machine	machine	NOUN
easat-11374	7	23	learning	learning	NOUN
easat-11374	7	24	(	(	PUNCT
easat-11374	7	25	ml	ml	NOUN
easat-11374	7	26	)	)	PUNCT
easat-11374	7	27	algorithms	algorithm	NOUN
easat-11374	7	28	for	for	ADP
easat-11374	7	29	real	real	ADJ
easat-11374	7	30	-	-	PUNCT
easat-11374	7	31	time	time	NOUN
easat-11374	7	32	energy	energy	NOUN
easat-11374	7	33	monitoring	monitoring	NOUN
easat-11374	7	34	,	,	PUNCT
easat-11374	7	35	anomaly	anomaly	NOUN
easat-11374	7	36	detection	detection	NOUN
easat-11374	7	37	,	,	PUNCT
easat-11374	7	38	and	and	CCONJ
easat-11374	7	39	load	load	NOUN
easat-11374	7	40	forecasting	forecasting	NOUN
easat-11374	7	41	.	.	PUNCT
easat-11374	8	1	the	the	DET
easat-11374	8	2	proposed	propose	VERB
easat-11374	8	3	system	system	NOUN
easat-11374	8	4	employs	employ	VERB
easat-11374	8	5	low	low	ADJ
easat-11374	8	6	-	-	PUNCT
easat-11374	8	7	cost	cost	NOUN
easat-11374	8	8	iot	iot	NOUN
easat-11374	8	9	hardware	hardware	NOUN
easat-11374	8	10	for	for	ADP
easat-11374	8	11	energy	energy	NOUN
easat-11374	8	12	data	datum	NOUN
easat-11374	8	13	acquisition	acquisition	NOUN
easat-11374	8	14	,	,	PUNCT
easat-11374	8	15	cloud	cloud	NOUN
easat-11374	8	16	-	-	PUNCT
easat-11374	8	17	based	base	VERB
easat-11374	8	18	storage	storage	NOUN
easat-11374	8	19	for	for	ADP
easat-11374	8	20	scalable	scalable	ADJ
easat-11374	8	21	data	datum	NOUN
easat-11374	8	22	handling	handling	NOUN
easat-11374	8	23	,	,	PUNCT
easat-11374	8	24	and	and	CCONJ
easat-11374	8	25	embedded	embed	VERB
easat-11374	8	26	ai	ai	PROPN
easat-11374	8	27	models	model	NOUN
easat-11374	8	28	for	for	ADP
easat-11374	8	29	predictive	predictive	ADJ
easat-11374	8	30	analytics	analytic	NOUN
easat-11374	8	31	and	and	CCONJ
easat-11374	8	32	anomaly	anomaly	NOUN
easat-11374	8	33	detection	detection	NOUN
easat-11374	8	34	.	.	PUNCT
easat-11374	9	1	a	a	DET
easat-11374	9	2	supervised	supervise	VERB
easat-11374	9	3	learning	learning	NOUN
easat-11374	9	4	model	model	NOUN
easat-11374	9	5	,	,	PUNCT
easat-11374	9	6	trained	train	VERB
easat-11374	9	7	using	use	VERB
easat-11374	9	8	historical	historical	ADJ
easat-11374	9	9	consumption	consumption	NOUN
easat-11374	9	10	data	datum	NOUN
easat-11374	9	11	,	,	PUNCT
easat-11374	9	12	predicts	predict	VERB
easat-11374	9	13	short	short	ADJ
easat-11374	9	14	-	-	PUNCT
easat-11374	9	15	term	term	NOUN
easat-11374	9	16	demand	demand	NOUN
easat-11374	9	17	,	,	PUNCT
easat-11374	9	18	while	while	SCONJ
easat-11374	9	19	an	an	DET
easat-11374	9	20	unsupervised	unsupervised	ADJ
easat-11374	9	21	learning	learning	NOUN
easat-11374	9	22	algorithm	algorithm	NOUN
easat-11374	9	23	detects	detect	NOUN
easat-11374	9	24	abnormal	abnormal	ADJ
easat-11374	9	25	consumption	consumption	NOUN
easat-11374	9	26	patterns	pattern	NOUN
easat-11374	9	27	indicative	indicative	ADJ
easat-11374	9	28	of	of	ADP
easat-11374	9	29	energy	energy	NOUN
easat-11374	9	30	theft	theft	NOUN
easat-11374	9	31	,	,	PUNCT
easat-11374	9	32	equipment	equipment	NOUN
easat-11374	9	33	malfunction	malfunction	NOUN
easat-11374	9	34	,	,	PUNCT
easat-11374	9	35	or	or	CCONJ
easat-11374	9	36	system	system	NOUN
easat-11374	9	37	inefficiencies	inefficiency	NOUN
easat-11374	9	38	.	.	PUNCT
easat-11374	10	1	experimental	experimental	ADJ
easat-11374	10	2	results	result	NOUN
easat-11374	10	3	from	from	ADP
easat-11374	10	4	prototype	prototype	NOUN
easat-11374	10	5	implementation	implementation	NOUN
easat-11374	10	6	demonstrate	demonstrate	VERB
easat-11374	10	7	high	high	ADJ
easat-11374	10	8	prediction	prediction	NOUN
easat-11374	10	9	accuracy	accuracy	NOUN
easat-11374	10	10	(	(	PUNCT
easat-11374	10	11	r²	r²	NOUN
easat-11374	10	12	=	=	NOUN
easat-11374	10	13	0.94	0.94	NUM
easat-11374	10	14	)	)	PUNCT
easat-11374	10	15	and	and	CCONJ
easat-11374	10	16	efficient	efficient	ADJ
easat-11374	10	17	anomaly	anomaly	NOUN
easat-11374	10	18	identification	identification	NOUN
easat-11374	10	19	with	with	ADP
easat-11374	10	20	minimal	minimal	ADJ
easat-11374	10	21	false	false	ADJ
easat-11374	10	22	positives	positive	NOUN
easat-11374	10	23	.	.	PUNCT
easat-11374	11	1	the	the	DET
easat-11374	11	2	integration	integration	NOUN
easat-11374	11	3	of	of	ADP
easat-11374	11	4	ai	ai	NOUN
easat-11374	11	5	with	with	ADP
easat-11374	11	6	iot	iot	PROPN
easat-11374	11	7	can	can	AUX
easat-11374	11	8	help	help	VERB
easat-11374	11	9	utilities	utility	NOUN
easat-11374	11	10	identify	identify	VERB
easat-11374	11	11	energy	energy	NOUN
easat-11374	11	12	theft	theft	NOUN
easat-11374	11	13	,	,	PUNCT
easat-11374	11	14	thereby	thereby	ADV
easat-11374	11	15	preventing	prevent	VERB
easat-11374	11	16	lost	lose	VERB
easat-11374	11	17	revenue	revenue	NOUN
easat-11374	11	18	.	.	PUNCT
easat-11374	12	1	keywords	keyword	NOUN
easat-11374	12	2	:	:	PUNCT
easat-11374	12	3	anomaly	anomaly	NOUN
easat-11374	12	4	detection	detection	NOUN
easat-11374	12	5	,	,	PUNCT
easat-11374	12	6	energy	energy	NOUN
easat-11374	12	7	theft	theft	NOUN
easat-11374	12	8	,	,	PUNCT
easat-11374	12	9	smart	smart	ADJ
easat-11374	12	10	grid	grid	NOUN
easat-11374	12	11	,	,	PUNCT
easat-11374	12	12	smart	smart	ADJ
easat-11374	12	13	metering	metering	NOUN
easat-11374	12	14	.	.	PUNCT
easat-11374	13	1	1	1	X
easat-11374	13	2	.	.	X
easat-11374	13	3	introduction	introduction	NOUN
easat-11374	13	4	global	global	ADJ
easat-11374	13	5	energy	energy	NOUN
easat-11374	13	6	demand	demand	NOUN
easat-11374	13	7	is	be	AUX
easat-11374	13	8	growing	grow	VERB
easat-11374	13	9	rapidly	rapidly	ADV
easat-11374	13	10	,	,	PUNCT
easat-11374	13	11	driven	drive	VERB
easat-11374	13	12	by	by	ADP
easat-11374	13	13	industrialization	industrialization	NOUN
easat-11374	13	14	,	,	PUNCT
easat-11374	13	15	population	population	NOUN
easat-11374	13	16	growth	growth	NOUN
easat-11374	13	17	,	,	PUNCT
easat-11374	13	18	and	and	CCONJ
easat-11374	13	19	the	the	DET
easat-11374	13	20	increasing	increase	VERB
easat-11374	13	21	adoption	adoption	NOUN
easat-11374	13	22	of	of	ADP
easat-11374	13	23	electrified	electrify	VERB
easat-11374	13	24	technologies	technology	NOUN
easat-11374	13	25	[	[	X
easat-11374	13	26	1	1	NUM
easat-11374	13	27	]	]	PUNCT
easat-11374	13	28	.	.	PUNCT
easat-11374	14	1	consequently	consequently	ADV
easat-11374	14	2	,	,	PUNCT
easat-11374	14	3	modern	modern	ADJ
easat-11374	14	4	power	power	NOUN
easat-11374	14	5	systems	system	NOUN
easat-11374	14	6	are	be	AUX
easat-11374	14	7	transitioning	transition	VERB
easat-11374	14	8	toward	toward	ADP
easat-11374	14	9	smart	smart	ADJ
easat-11374	14	10	grids	grid	NOUN
easat-11374	14	11	that	that	PRON
easat-11374	14	12	integrate	integrate	VERB
easat-11374	14	13	renewable	renewable	ADJ
easat-11374	14	14	energy	energy	NOUN
easat-11374	14	15	resources	resource	NOUN
easat-11374	14	16	,	,	PUNCT
easat-11374	14	17	real	real	ADJ
easat-11374	14	18	-	-	PUNCT
easat-11374	14	19	time	time	NOUN
easat-11374	14	20	monitoring	monitoring	NOUN
easat-11374	14	21	,	,	PUNCT
easat-11374	14	22	and	and	CCONJ
easat-11374	14	23	intelligent	intelligent	ADJ
easat-11374	14	24	control	control	NOUN
easat-11374	14	25	mechanisms	mechanism	NOUN
easat-11374	14	26	[	[	X
easat-11374	14	27	2	2	NUM
easat-11374	14	28	]	]	PUNCT
easat-11374	14	29	.	.	PUNCT
easat-11374	15	1	within	within	ADP
easat-11374	15	2	this	this	DET
easat-11374	15	3	framework	framework	NOUN
easat-11374	15	4	,	,	PUNCT
easat-11374	15	5	smart	smart	ADJ
easat-11374	15	6	energy	energy	NOUN
easat-11374	15	7	meters	meter	NOUN
easat-11374	15	8	play	play	VERB
easat-11374	15	9	a	a	DET
easat-11374	15	10	pivotal	pivotal	ADJ
easat-11374	15	11	role	role	NOUN
easat-11374	15	12	by	by	ADP
easat-11374	15	13	providing	provide	VERB
easat-11374	15	14	continuous	continuous	ADJ
easat-11374	15	15	and	and	CCONJ
easat-11374	15	16	detailed	detailed	ADJ
easat-11374	15	17	insights	insight	NOUN
easat-11374	15	18	into	into	ADP
easat-11374	15	19	energy	energy	NOUN
easat-11374	15	20	usage	usage	NOUN
easat-11374	15	21	patterns	pattern	NOUN
easat-11374	15	22	.	.	PUNCT
easat-11374	16	1	however	however	ADV
easat-11374	16	2	,	,	PUNCT
easat-11374	16	3	conventional	conventional	ADJ
easat-11374	16	4	smart	smart	ADJ
easat-11374	16	5	meters	meter	NOUN
easat-11374	16	6	primarily	primarily	ADV
easat-11374	16	7	focus	focus	VERB
easat-11374	16	8	on	on	ADP
easat-11374	16	9	data	datum	NOUN
easat-11374	16	10	acquisition	acquisition	NOUN
easat-11374	16	11	and	and	CCONJ
easat-11374	16	12	communication	communication	NOUN
easat-11374	16	13	,	,	PUNCT
easat-11374	16	14	with	with	ADP
easat-11374	16	15	limited	limited	ADJ
easat-11374	16	16	capacity	capacity	NOUN
easat-11374	16	17	for	for	ADP
easat-11374	16	18	autonomous	autonomous	ADJ
easat-11374	16	19	analysis	analysis	NOUN
easat-11374	16	20	or	or	CCONJ
easat-11374	16	21	decision	decision	NOUN
easat-11374	16	22	-	-	PUNCT
easat-11374	16	23	making	making	NOUN
easat-11374	16	24	.	.	PUNCT
easat-11374	17	1	this	this	DET
easat-11374	17	2	limitation	limitation	NOUN
easat-11374	17	3	often	often	ADV
easat-11374	17	4	results	result	VERB
easat-11374	17	5	in	in	ADP
easat-11374	17	6	delayed	delay	VERB
easat-11374	17	7	fault	fault	NOUN
easat-11374	17	8	detection	detection	NOUN
easat-11374	17	9	,	,	PUNCT
easat-11374	17	10	inefficient	inefficient	ADJ
easat-11374	17	11	energy	energy	NOUN
easat-11374	17	12	management	management	NOUN
easat-11374	17	13	,	,	PUNCT
easat-11374	17	14	and	and	CCONJ
easat-11374	17	15	increased	increase	VERB
easat-11374	17	16	operational	operational	ADJ
easat-11374	17	17	costs	cost	NOUN
easat-11374	17	18	[	[	X
easat-11374	17	19	3	3	NUM
easat-11374	17	20	]	]	PUNCT
easat-11374	17	21	.	.	PUNCT
easat-11374	18	1	the	the	DET
easat-11374	18	2	emergence	emergence	NOUN
easat-11374	18	3	of	of	ADP
easat-11374	18	4	the	the	DET
easat-11374	18	5	internet	internet	NOUN
easat-11374	18	6	of	of	ADP
easat-11374	18	7	things	thing	NOUN
easat-11374	18	8	(	(	PUNCT
easat-11374	18	9	iot	iot	NOUN
easat-11374	18	10	)	)	PUNCT
easat-11374	18	11	has	have	AUX
easat-11374	18	12	revolutionized	revolutionize	VERB
easat-11374	18	13	energy	energy	NOUN
easat-11374	18	14	monitoring	monitoring	NOUN
easat-11374	18	15	by	by	ADP
easat-11374	18	16	enabling	enable	VERB
easat-11374	18	17	ubiquitous	ubiquitous	ADJ
easat-11374	18	18	connectivity	connectivity	NOUN
easat-11374	18	19	and	and	CCONJ
easat-11374	18	20	remote	remote	ADJ
easat-11374	18	21	data	datum	NOUN
easat-11374	18	22	access	access	NOUN
easat-11374	18	23	.	.	PUNCT
easat-11374	19	1	iot	iot	PROPN
easat-11374	19	2	-	-	PUNCT
easat-11374	19	3	based	base	VERB
easat-11374	19	4	smart	smart	ADJ
easat-11374	19	5	meters	meter	NOUN
easat-11374	19	6	can	can	AUX
easat-11374	19	7	transmit	transmit	VERB
easat-11374	19	8	granular	granular	ADJ
easat-11374	19	9	consumption	consumption	NOUN
easat-11374	19	10	data	datum	NOUN
easat-11374	19	11	to	to	ADP
easat-11374	19	12	centralized	centralized	ADJ
easat-11374	19	13	or	or	CCONJ
easat-11374	19	14	cloud	cloud	NOUN
easat-11374	19	15	-	-	PUNCT
easat-11374	19	16	based	base	VERB
easat-11374	19	17	systems	system	NOUN
easat-11374	19	18	,	,	PUNCT
easat-11374	19	19	facilitating	facilitate	VERB
easat-11374	19	20	data	data	NOUN
easat-11374	19	21	-	-	PUNCT
easat-11374	19	22	driven	drive	VERB
easat-11374	19	23	energy	energy	NOUN
easat-11374	19	24	optimization	optimization	NOUN
easat-11374	19	25	[	[	X
easat-11374	19	26	4	4	NUM
easat-11374	19	27	]	]	PUNCT
easat-11374	19	28	.	.	PUNCT
easat-11374	20	1	yet	yet	ADV
easat-11374	20	2	,	,	PUNCT
easat-11374	20	3	the	the	DET
easat-11374	20	4	exponential	exponential	ADJ
easat-11374	20	5	increase	increase	NOUN
easat-11374	20	6	in	in	ADP
easat-11374	20	7	data	datum	NOUN
easat-11374	20	8	volume	volume	NOUN
easat-11374	20	9	demands	demand	VERB
easat-11374	20	10	intelligent	intelligent	ADJ
easat-11374	20	11	analytics	analytic	NOUN
easat-11374	20	12	that	that	PRON
easat-11374	20	13	can	can	AUX
easat-11374	20	14	autonomously	autonomously	ADV
easat-11374	20	15	extract	extract	VERB
easat-11374	20	16	insights	insight	NOUN
easat-11374	20	17	,	,	PUNCT
easat-11374	20	18	detect	detect	NOUN
easat-11374	20	19	anomalies	anomaly	NOUN
easat-11374	20	20	,	,	PUNCT
easat-11374	20	21	and	and	CCONJ
easat-11374	20	22	predict	predict	VERB
easat-11374	20	23	consumption	consumption	NOUN
easat-11374	20	24	trends	trend	NOUN
easat-11374	20	25	.	.	PUNCT
easat-11374	21	1	this	this	PRON
easat-11374	21	2	is	be	AUX
easat-11374	21	3	where	where	SCONJ
easat-11374	21	4	artificial	artificial	ADJ
easat-11374	21	5	intelligence	intelligence	NOUN
easat-11374	21	6	(	(	PUNCT
easat-11374	21	7	ai	ai	NOUN
easat-11374	21	8	)	)	PUNCT
easat-11374	21	9	becomes	become	VERB
easat-11374	21	10	transformative	transformative	ADJ
easat-11374	21	11	.	.	PUNCT
easat-11374	22	1	when	when	SCONJ
easat-11374	22	2	integrated	integrate	VERB
easat-11374	22	3	with	with	ADP
easat-11374	22	4	iot	iot	NOUN
easat-11374	22	5	,	,	PUNCT
easat-11374	22	6	ai	ai	VERB
easat-11374	22	7	empowers	empower	NOUN
easat-11374	22	8	energy	energy	NOUN
easat-11374	22	9	meters	meter	NOUN
easat-11374	22	10	to	to	PART
easat-11374	22	11	evolve	evolve	VERB
easat-11374	22	12	from	from	ADP
easat-11374	22	13	passive	passive	ADJ
easat-11374	22	14	sensors	sensor	NOUN
easat-11374	22	15	to	to	ADP
easat-11374	22	16	autonomous	autonomous	ADJ
easat-11374	22	17	decision	decision	NOUN
easat-11374	22	18	-	-	PUNCT
easat-11374	22	19	making	make	VERB
easat-11374	22	20	agents	agent	NOUN
easat-11374	22	21	capable	capable	ADJ
easat-11374	22	22	of	of	ADP
easat-11374	22	23	self	self	NOUN
easat-11374	22	24	-	-	PUNCT
easat-11374	22	25	learning	learn	VERB
easat-11374	22	26	and	and	CCONJ
easat-11374	22	27	adaptive	adaptive	ADJ
easat-11374	22	28	control	control	NOUN
easat-11374	23	1	[	[	X
easat-11374	23	2	5	5	NUM
easat-11374	23	3	]	]	PUNCT
easat-11374	23	4	.	.	PUNCT
easat-11374	24	1	recent	recent	ADJ
easat-11374	24	2	studies	study	NOUN
easat-11374	24	3	have	have	AUX
easat-11374	24	4	demonstrated	demonstrate	VERB
easat-11374	24	5	the	the	DET
easat-11374	24	6	potential	potential	NOUN
easat-11374	24	7	of	of	ADP
easat-11374	24	8	ai	ai	NOUN
easat-11374	24	9	and	and	CCONJ
easat-11374	24	10	machine	machine	NOUN
easat-11374	24	11	learning	learn	VERB
easat-11374	24	12	techniques	technique	NOUN
easat-11374	24	13	such	such	ADJ
easat-11374	24	14	as	as	ADP
easat-11374	24	15	lstm	lstm	ADJ
easat-11374	24	16	,	,	PUNCT
easat-11374	24	17	random	random	ADJ
easat-11374	24	18	forest	forest	NOUN
easat-11374	24	19	,	,	PUNCT
easat-11374	24	20	and	and	CCONJ
easat-11374	24	21	k	k	X
easat-11374	24	22	-	-	PUNCT
easat-11374	24	23	means	means	NOUN
easat-11374	24	24	clustering	cluster	VERB
easat-11374	24	25	in	in	ADP
easat-11374	24	26	load	load	NOUN
easat-11374	24	27	forecasting	forecasting	NOUN
easat-11374	24	28	[	[	X
easat-11374	24	29	6	6	NUM
easat-11374	24	30	]	]	PUNCT
easat-11374	24	31	,	,	PUNCT
easat-11374	24	32	energy	energy	NOUN
easat-11374	24	33	theft	theft	NOUN
easat-11374	24	34	detection	detection	NOUN
easat-11374	24	35	[	[	X
easat-11374	24	36	7	7	NUM
easat-11374	24	37	]	]	PUNCT
easat-11374	24	38	,	,	PUNCT
easat-11374	24	39	and	and	CCONJ
easat-11374	24	40	predictive	predictive	ADJ
easat-11374	24	41	maintenance	maintenance	NOUN
easat-11374	24	42	.	.	PUNCT
easat-11374	25	1	however	however	ADV
easat-11374	25	2	,	,	PUNCT
easat-11374	25	3	many	many	ADJ
easat-11374	25	4	existing	exist	VERB
easat-11374	25	5	systems	system	NOUN
easat-11374	25	6	either	either	CCONJ
easat-11374	25	7	rely	rely	VERB
easat-11374	25	8	solely	solely	ADV
easat-11374	25	9	on	on	ADP
easat-11374	25	10	cloud	cloud	NOUN
easat-11374	25	11	-	-	PUNCT
easat-11374	25	12	based	base	VERB
easat-11374	25	13	ai	ai	NOUN
easat-11374	25	14	models	model	NOUN
easat-11374	25	15	,	,	PUNCT
easat-11374	25	16	which	which	PRON
easat-11374	25	17	introduce	introduce	VERB
easat-11374	25	18	latency	latency	NOUN
easat-11374	25	19	and	and	CCONJ
easat-11374	25	20	privacy	privacy	NOUN
easat-11374	25	21	risks	risk	NOUN
easat-11374	25	22	,	,	PUNCT
easat-11374	25	23	or	or	CCONJ
easat-11374	25	24	lack	lack	VERB
easat-11374	25	25	robust	robust	ADJ
easat-11374	25	26	anomaly	anomaly	NOUN
easat-11374	25	27	detection	detection	NOUN
easat-11374	25	28	mechanisms	mechanism	NOUN
easat-11374	25	29	390	390	NUM
easat-11374	25	30	edelweiss	edelweiss	PROPN
easat-11374	25	31	applied	apply	VERB
easat-11374	25	32	science	science	NOUN
easat-11374	25	33	and	and	CCONJ
easat-11374	25	34	technology	technology	NOUN
easat-11374	25	35	issn	issn	PROPN
easat-11374	25	36	:	:	PUNCT
easat-11374	25	37	2576	2576	NUM
easat-11374	25	38	-	-	SYM
easat-11374	25	39	8484	8484	NUM
easat-11374	25	40	vol	vol	NOUN
easat-11374	25	41	.	.	PROPN
easat-11374	26	1	9	9	NUM
easat-11374	26	2	,	,	PUNCT
easat-11374	26	3	no	no	INTJ
easat-11374	26	4	.	.	NOUN
easat-11374	26	5	12	12	NUM
easat-11374	26	6	:	:	PUNCT
easat-11374	26	7	389	389	NUM
easat-11374	26	8	-	-	SYM
easat-11374	26	9	405	405	NUM
easat-11374	26	10	,	,	PUNCT
easat-11374	26	11	2025	2025	NUM
easat-11374	26	12	doi	doi	NOUN
easat-11374	26	13	:	:	PUNCT
easat-11374	26	14	10.55214/2576	10.55214/2576	NUM
easat-11374	26	15	-	-	SYM
easat-11374	26	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	26	17	©	©	ADP
easat-11374	26	18	2025	2025	NUM
easat-11374	26	19	by	by	ADP
easat-11374	26	20	the	the	DET
easat-11374	26	21	authors	author	NOUN
easat-11374	26	22	;	;	PUNCT
easat-11374	26	23	licensee	licensee	PROPN
easat-11374	26	24	learning	learning	NOUN
easat-11374	26	25	gate	gate	NOUN
easat-11374	26	26	suitable	suitable	ADJ
easat-11374	26	27	for	for	ADP
easat-11374	26	28	edge	edge	NOUN
easat-11374	26	29	-	-	PUNCT
easat-11374	26	30	level	level	NOUN
easat-11374	26	31	implementation	implementation	NOUN
easat-11374	26	32	[	[	X
easat-11374	26	33	8	8	NUM
easat-11374	26	34	]	]	PUNCT
easat-11374	26	35	.	.	PUNCT
easat-11374	27	1	moreover	moreover	ADV
easat-11374	27	2	,	,	PUNCT
easat-11374	27	3	the	the	DET
easat-11374	27	4	integration	integration	NOUN
easat-11374	27	5	of	of	ADP
easat-11374	27	6	iot	iot	NOUN
easat-11374	27	7	,	,	PUNCT
easat-11374	27	8	cloud	cloud	NOUN
easat-11374	27	9	analytics	analytic	NOUN
easat-11374	27	10	,	,	PUNCT
easat-11374	27	11	and	and	CCONJ
easat-11374	27	12	embedded	embed	VERB
easat-11374	27	13	ai	ai	VERB
easat-11374	27	14	within	within	ADP
easat-11374	27	15	a	a	DET
easat-11374	27	16	single	single	ADJ
easat-11374	27	17	unified	unified	ADJ
easat-11374	27	18	framework	framework	NOUN
easat-11374	27	19	remains	remain	VERB
easat-11374	27	20	an	an	DET
easat-11374	27	21	ongoing	ongoing	ADJ
easat-11374	27	22	challenge	challenge	NOUN
easat-11374	27	23	.	.	PUNCT
easat-11374	28	1	the	the	DET
easat-11374	28	2	proliferation	proliferation	NOUN
easat-11374	28	3	of	of	ADP
easat-11374	28	4	low	low	ADJ
easat-11374	28	5	-	-	PUNCT
easat-11374	28	6	cost	cost	NOUN
easat-11374	28	7	microcontrollers	microcontroller	NOUN
easat-11374	28	8	(	(	PUNCT
easat-11374	28	9	e.g.	e.g.	ADV
easat-11374	28	10	,	,	PUNCT
easat-11374	28	11	esp32	esp32	ADJ
easat-11374	28	12	)	)	PUNCT
easat-11374	28	13	,	,	PUNCT
easat-11374	28	14	non	non	ADJ
easat-11374	28	15	-	-	ADJ
easat-11374	28	16	invasive	invasive	ADJ
easat-11374	28	17	current	current	ADJ
easat-11374	28	18	transformers	transformer	NOUN
easat-11374	28	19	,	,	PUNCT
easat-11374	28	20	and	and	CCONJ
easat-11374	28	21	affordable	affordable	ADJ
easat-11374	28	22	voltage	voltage	NOUN
easat-11374	28	23	sensors	sensor	NOUN
easat-11374	28	24	has	have	AUX
easat-11374	28	25	enabled	enable	VERB
easat-11374	28	26	a	a	DET
easat-11374	28	27	new	new	ADJ
easat-11374	28	28	generation	generation	NOUN
easat-11374	28	29	of	of	ADP
easat-11374	28	30	iot	iot	NOUN
easat-11374	28	31	-	-	PUNCT
easat-11374	28	32	based	base	VERB
easat-11374	28	33	smart	smart	ADJ
easat-11374	28	34	meters	meter	NOUN
easat-11374	28	35	capable	capable	ADJ
easat-11374	28	36	of	of	ADP
easat-11374	28	37	continuous	continuous	ADJ
easat-11374	28	38	,	,	PUNCT
easat-11374	28	39	high	high	ADJ
easat-11374	28	40	-	-	PUNCT
easat-11374	28	41	resolution	resolution	NOUN
easat-11374	28	42	measurement	measurement	NOUN
easat-11374	28	43	.	.	PUNCT
easat-11374	29	1	prior	prior	ADJ
easat-11374	29	2	works	work	NOUN
easat-11374	29	3	demonstrate	demonstrate	VERB
easat-11374	29	4	practical	practical	ADJ
easat-11374	29	5	prototypes	prototype	NOUN
easat-11374	29	6	that	that	PRON
easat-11374	29	7	couple	couple	VERB
easat-11374	29	8	ondevice	ondevice	NOUN
easat-11374	29	9	sensing	sense	VERB
easat-11374	29	10	with	with	ADP
easat-11374	29	11	wireless	wireless	ADJ
easat-11374	29	12	transmission	transmission	NOUN
easat-11374	29	13	(	(	PUNCT
easat-11374	29	14	wi	wi	PROPN
easat-11374	29	15	-	-	PUNCT
easat-11374	29	16	fi	fi	NOUN
easat-11374	29	17	,	,	PUNCT
easat-11374	29	18	lora	lora	PROPN
easat-11374	29	19	,	,	PUNCT
easat-11374	29	20	or	or	CCONJ
easat-11374	29	21	nb	nb	NOUN
easat-11374	29	22	-	-	PUNCT
easat-11374	29	23	iot	iot	NOUN
easat-11374	29	24	)	)	PUNCT
easat-11374	29	25	to	to	ADP
easat-11374	29	26	cloud	cloud	NOUN
easat-11374	29	27	platforms	platform	NOUN
easat-11374	29	28	for	for	ADP
easat-11374	29	29	storage	storage	NOUN
easat-11374	29	30	and	and	CCONJ
easat-11374	29	31	analytics	analytic	NOUN
easat-11374	29	32	[	[	X
easat-11374	29	33	9	9	NUM
easat-11374	29	34	,	,	PUNCT
easat-11374	29	35	10	10	NUM
easat-11374	29	36	]	]	PUNCT
easat-11374	29	37	.	.	PUNCT
easat-11374	30	1	typical	typical	ADJ
easat-11374	30	2	systems	system	NOUN
easat-11374	30	3	implement	implement	VERB
easat-11374	30	4	adc	adc	PROPN
easat-11374	30	5	sampling	sampling	NOUN
easat-11374	30	6	,	,	PUNCT
easat-11374	30	7	local	local	ADJ
easat-11374	30	8	preprocessing	preprocessing	NOUN
easat-11374	30	9	(	(	PUNCT
easat-11374	30	10	e.g.	e.g.	ADV
easat-11374	30	11	,	,	PUNCT
easat-11374	30	12	de	de	ADJ
easat-11374	30	13	-	-	ADJ
easat-11374	30	14	spiking	spiking	ADJ
easat-11374	30	15	,	,	PUNCT
easat-11374	30	16	aggregation	aggregation	NOUN
easat-11374	30	17	)	)	PUNCT
easat-11374	30	18	,	,	PUNCT
easat-11374	30	19	and	and	CCONJ
easat-11374	30	20	periodic	periodic	ADJ
easat-11374	30	21	uploads	upload	NOUN
easat-11374	30	22	to	to	ADP
easat-11374	30	23	cloud	cloud	NOUN
easat-11374	30	24	dashboards	dashboard	NOUN
easat-11374	30	25	for	for	ADP
easat-11374	30	26	consumer	consumer	NOUN
easat-11374	30	27	feedback	feedback	NOUN
easat-11374	30	28	and	and	CCONJ
easat-11374	30	29	utility	utility	NOUN
easat-11374	30	30	billing	billing	NOUN
easat-11374	31	1	[	[	X
easat-11374	31	2	11	11	NUM
easat-11374	31	3	]	]	PUNCT
easat-11374	31	4	.	.	PUNCT
easat-11374	32	1	these	these	DET
easat-11374	32	2	platforms	platform	NOUN
easat-11374	32	3	improve	improve	VERB
easat-11374	32	4	visibility	visibility	NOUN
easat-11374	32	5	and	and	CCONJ
easat-11374	32	6	facilitate	facilitate	VERB
easat-11374	32	7	demand	demand	NOUN
easat-11374	32	8	-	-	PUNCT
easat-11374	32	9	side	side	NOUN
easat-11374	32	10	management	management	NOUN
easat-11374	32	11	;	;	PUNCT
easat-11374	32	12	however	however	ADV
easat-11374	32	13	,	,	PUNCT
easat-11374	32	14	many	many	ADJ
easat-11374	32	15	early	early	ADJ
easat-11374	32	16	systems	system	NOUN
easat-11374	32	17	stop	stop	VERB
easat-11374	32	18	at	at	ADP
easat-11374	32	19	visualization	visualization	NOUN
easat-11374	32	20	and	and	CCONJ
easat-11374	32	21	do	do	AUX
easat-11374	32	22	not	not	PART
easat-11374	32	23	include	include	VERB
easat-11374	32	24	integrated	integrated	ADJ
easat-11374	32	25	intelligence	intelligence	NOUN
easat-11374	32	26	for	for	ADP
easat-11374	32	27	automated	automate	VERB
easat-11374	32	28	fault	fault	NOUN
easat-11374	32	29	or	or	CCONJ
easat-11374	32	30	theft	theft	NOUN
easat-11374	32	31	detection	detection	NOUN
easat-11374	32	32	[	[	X
easat-11374	32	33	12	12	NUM
easat-11374	32	34	]	]	PUNCT
easat-11374	32	35	.	.	PUNCT
easat-11374	33	1	in	in	ADP
easat-11374	33	2	addition	addition	NOUN
easat-11374	33	3	,	,	PUNCT
easat-11374	33	4	some	some	DET
easat-11374	33	5	deployments	deployment	NOUN
easat-11374	33	6	rely	rely	VERB
easat-11374	33	7	on	on	ADP
easat-11374	33	8	proprietary	proprietary	ADJ
easat-11374	33	9	gateways	gateway	NOUN
easat-11374	33	10	or	or	CCONJ
easat-11374	33	11	cloud	cloud	NOUN
easat-11374	33	12	services	service	NOUN
easat-11374	33	13	,	,	PUNCT
easat-11374	33	14	raising	raise	VERB
easat-11374	33	15	concerns	concern	NOUN
easat-11374	33	16	about	about	ADP
easat-11374	33	17	scalability	scalability	NOUN
easat-11374	33	18	,	,	PUNCT
easat-11374	33	19	interoperability	interoperability	NOUN
easat-11374	33	20	,	,	PUNCT
easat-11374	33	21	and	and	CCONJ
easat-11374	33	22	cost	cost	NOUN
easat-11374	33	23	in	in	ADP
easat-11374	33	24	resource	resource	NOUN
easat-11374	33	25	-	-	PUNCT
easat-11374	33	26	constrained	constrain	VERB
easat-11374	33	27	settings	setting	NOUN
easat-11374	33	28	.	.	PUNCT
easat-11374	34	1	a	a	DET
easat-11374	34	2	growing	grow	VERB
easat-11374	34	3	body	body	NOUN
easat-11374	34	4	of	of	ADP
easat-11374	34	5	research	research	NOUN
easat-11374	34	6	applies	apply	VERB
easat-11374	34	7	statistical	statistical	ADJ
easat-11374	34	8	and	and	CCONJ
easat-11374	34	9	machine	machine	NOUN
easat-11374	34	10	learning	learn	VERB
easat-11374	34	11	techniques	technique	NOUN
easat-11374	34	12	to	to	PART
easat-11374	34	13	detect	detect	VERB
easat-11374	34	14	anomalies	anomaly	NOUN
easat-11374	34	15	and	and	CCONJ
easat-11374	34	16	non	non	ADJ
easat-11374	34	17	-	-	ADJ
easat-11374	34	18	technical	technical	ADJ
easat-11374	34	19	losses	loss	NOUN
easat-11374	34	20	(	(	PUNCT
easat-11374	34	21	ntls	ntls	PROPN
easat-11374	34	22	)	)	PUNCT
easat-11374	34	23	in	in	ADP
easat-11374	34	24	electricity	electricity	NOUN
easat-11374	34	25	consumption	consumption	NOUN
easat-11374	34	26	.	.	PUNCT
easat-11374	35	1	these	these	DET
easat-11374	35	2	approaches	approach	NOUN
easat-11374	35	3	are	be	AUX
easat-11374	35	4	broadly	broadly	ADV
easat-11374	35	5	classified	classify	VERB
easat-11374	35	6	into	into	ADP
easat-11374	35	7	supervised	supervised	ADJ
easat-11374	35	8	,	,	PUNCT
easat-11374	35	9	unsupervised	unsupervised	ADJ
easat-11374	35	10	,	,	PUNCT
easat-11374	35	11	and	and	CCONJ
easat-11374	35	12	hybrid	hybrid	ADJ
easat-11374	35	13	methods	method	NOUN
easat-11374	35	14	.	.	PUNCT
easat-11374	36	1	supervised	supervise	VERB
easat-11374	36	2	models	model	NOUN
easat-11374	36	3	such	such	ADJ
easat-11374	36	4	as	as	ADP
easat-11374	36	5	random	random	ADJ
easat-11374	36	6	forests	forest	NOUN
easat-11374	36	7	and	and	CCONJ
easat-11374	36	8	svms	svms	NOUN
easat-11374	36	9	[	[	X
easat-11374	36	10	13	13	NUM
easat-11374	36	11	,	,	PUNCT
easat-11374	36	12	14	14	NUM
easat-11374	36	13	]	]	PUNCT
easat-11374	36	14	deliver	deliver	VERB
easat-11374	36	15	strong	strong	ADJ
easat-11374	36	16	performance	performance	NOUN
easat-11374	36	17	when	when	SCONJ
easat-11374	36	18	labeled	label	VERB
easat-11374	36	19	theft	theft	NOUN
easat-11374	36	20	data	datum	NOUN
easat-11374	36	21	are	be	AUX
easat-11374	36	22	available	available	ADJ
easat-11374	36	23	,	,	PUNCT
easat-11374	36	24	but	but	CCONJ
easat-11374	36	25	they	they	PRON
easat-11374	36	26	depend	depend	VERB
easat-11374	36	27	heavily	heavily	ADV
easat-11374	36	28	on	on	ADP
easat-11374	36	29	curated	curate	VERB
easat-11374	36	30	datasets	dataset	NOUN
easat-11374	36	31	that	that	PRON
easat-11374	36	32	are	be	AUX
easat-11374	36	33	costly	costly	ADJ
easat-11374	36	34	to	to	PART
easat-11374	36	35	obtain	obtain	VERB
easat-11374	36	36	[	[	X
easat-11374	36	37	15	15	NUM
easat-11374	36	38	]	]	PUNCT
easat-11374	36	39	.	.	PUNCT
easat-11374	37	1	unsupervised	unsupervised	ADJ
easat-11374	37	2	models	model	NOUN
easat-11374	37	3	such	such	ADJ
easat-11374	37	4	as	as	ADP
easat-11374	37	5	isolation	isolation	NOUN
easat-11374	37	6	forests	forest	NOUN
easat-11374	37	7	,	,	PUNCT
easat-11374	37	8	clustering	cluster	VERB
easat-11374	37	9	algorithms	algorithm	NOUN
easat-11374	37	10	,	,	PUNCT
easat-11374	37	11	and	and	CCONJ
easat-11374	37	12	autoencoders	autoencoder	NOUN
easat-11374	37	13	[	[	X
easat-11374	37	14	16	16	NUM
easat-11374	37	15	]	]	PUNCT
easat-11374	37	16	work	work	NOUN
easat-11374	37	17	without	without	ADP
easat-11374	37	18	labeled	label	VERB
easat-11374	37	19	data	datum	NOUN
easat-11374	37	20	and	and	CCONJ
easat-11374	37	21	are	be	AUX
easat-11374	37	22	widely	widely	ADV
easat-11374	37	23	adopted	adopt	VERB
easat-11374	37	24	for	for	ADP
easat-11374	37	25	anomaly	anomaly	NOUN
easat-11374	37	26	detection	detection	NOUN
easat-11374	37	27	in	in	ADP
easat-11374	37	28	smart	smart	ADJ
easat-11374	37	29	metering	metering	NOUN
easat-11374	38	1	[	[	X
easat-11374	38	2	17	17	NUM
easat-11374	38	3	]	]	PUNCT
easat-11374	38	4	.	.	PUNCT
easat-11374	39	1	time	time	NOUN
easat-11374	39	2	-	-	PUNCT
easat-11374	39	3	series	series	NOUN
easat-11374	39	4	models	model	NOUN
easat-11374	39	5	,	,	PUNCT
easat-11374	39	6	such	such	ADJ
easat-11374	39	7	as	as	ADP
easat-11374	39	8	arima	arima	PROPN
easat-11374	39	9	and	and	CCONJ
easat-11374	39	10	lstm	lstm	PROPN
easat-11374	39	11	,	,	PUNCT
easat-11374	39	12	further	far	ADV
easat-11374	39	13	enhance	enhance	VERB
easat-11374	39	14	detection	detection	NOUN
easat-11374	39	15	by	by	ADP
easat-11374	39	16	forecasting	forecast	VERB
easat-11374	39	17	normal	normal	ADJ
easat-11374	39	18	usage	usage	NOUN
easat-11374	39	19	patterns	pattern	NOUN
easat-11374	39	20	and	and	CCONJ
easat-11374	39	21	flagging	flag	VERB
easat-11374	39	22	large	large	ADJ
easat-11374	39	23	deviations	deviation	NOUN
easat-11374	39	24	as	as	ADP
easat-11374	39	25	anomalies	anomaly	NOUN
easat-11374	39	26	.	.	PUNCT
easat-11374	40	1	recent	recent	ADJ
easat-11374	40	2	advances	advance	NOUN
easat-11374	40	3	favor	favor	VERB
easat-11374	40	4	hybrid	hybrid	ADJ
easat-11374	40	5	architectures	architecture	NOUN
easat-11374	40	6	that	that	PRON
easat-11374	40	7	combine	combine	VERB
easat-11374	40	8	forecasting	forecasting	NOUN
easat-11374	40	9	and	and	CCONJ
easat-11374	40	10	outlier	outlier	NOUN
easat-11374	40	11	detection	detection	NOUN
easat-11374	40	12	[	[	X
easat-11374	40	13	16	16	NUM
easat-11374	40	14	]	]	PUNCT
easat-11374	40	15	.	.	PUNCT
easat-11374	41	1	these	these	DET
easat-11374	41	2	systems	system	NOUN
easat-11374	41	3	first	first	ADV
easat-11374	41	4	predict	predict	VERB
easat-11374	41	5	expected	expect	VERB
easat-11374	41	6	consumption	consumption	NOUN
easat-11374	41	7	(	(	PUNCT
easat-11374	41	8	using	use	VERB
easat-11374	41	9	models	model	NOUN
easat-11374	41	10	such	such	ADJ
easat-11374	41	11	as	as	ADP
easat-11374	41	12	lstm	lstm	NOUN
easat-11374	41	13	or	or	CCONJ
easat-11374	41	14	arima	arima	NOUN
easat-11374	41	15	)	)	PUNCT
easat-11374	41	16	and	and	CCONJ
easat-11374	41	17	then	then	ADV
easat-11374	41	18	apply	apply	VERB
easat-11374	41	19	unsupervised	unsupervised	ADJ
easat-11374	41	20	detectors	detector	NOUN
easat-11374	41	21	(	(	PUNCT
easat-11374	41	22	e.g.	e.g.	ADV
easat-11374	41	23	,	,	PUNCT
easat-11374	41	24	isolation	isolation	NOUN
easat-11374	41	25	forests	forest	NOUN
easat-11374	41	26	or	or	CCONJ
easat-11374	41	27	autoencoders	autoencoder	NOUN
easat-11374	41	28	)	)	PUNCT
easat-11374	41	29	to	to	ADP
easat-11374	41	30	the	the	DET
easat-11374	41	31	forecast	forecast	NOUN
easat-11374	41	32	residuals	residual	NOUN
easat-11374	41	33	.	.	PUNCT
easat-11374	42	1	this	this	DET
easat-11374	42	2	two	two	NUM
easat-11374	42	3	-	-	PUNCT
easat-11374	42	4	stage	stage	NOUN
easat-11374	42	5	“	"	PUNCT
easat-11374	42	6	predict	predict	VERB
easat-11374	42	7	-	-	PUNCT
easat-11374	42	8	then	then	ADV
easat-11374	42	9	-	-	PUNCT
easat-11374	42	10	detect	detect	VERB
easat-11374	42	11	”	"	PUNCT
easat-11374	42	12	framework	framework	NOUN
easat-11374	42	13	reduces	reduce	VERB
easat-11374	42	14	false	false	ADJ
easat-11374	42	15	alarms	alarm	NOUN
easat-11374	42	16	and	and	CCONJ
easat-11374	42	17	adapts	adapt	VERB
easat-11374	42	18	better	well	ADV
easat-11374	42	19	to	to	PART
easat-11374	42	20	cyclic	cyclic	VERB
easat-11374	42	21	usage	usage	NOUN
easat-11374	42	22	behavior	behavior	NOUN
easat-11374	42	23	.	.	PUNCT
easat-11374	43	1	however	however	ADV
easat-11374	43	2	,	,	PUNCT
easat-11374	43	3	challenges	challenge	NOUN
easat-11374	43	4	remain	remain	VERB
easat-11374	43	5	in	in	ADP
easat-11374	43	6	ensuring	ensure	VERB
easat-11374	43	7	real	real	ADJ
easat-11374	43	8	-	-	PUNCT
easat-11374	43	9	time	time	NOUN
easat-11374	43	10	responsiveness	responsiveness	NOUN
easat-11374	43	11	,	,	PUNCT
easat-11374	43	12	minimizing	minimize	VERB
easat-11374	43	13	computational	computational	ADJ
easat-11374	43	14	cost	cost	NOUN
easat-11374	43	15	,	,	PUNCT
easat-11374	43	16	and	and	CCONJ
easat-11374	43	17	maintaining	maintain	VERB
easat-11374	43	18	performance	performance	NOUN
easat-11374	43	19	under	under	ADP
easat-11374	43	20	limited	limited	ADJ
easat-11374	43	21	labeled	label	VERB
easat-11374	43	22	data	datum	NOUN
easat-11374	43	23	.	.	PUNCT
easat-11374	44	1	edge	edge	PROPN
easat-11374	44	2	–	–	PUNCT
easat-11374	44	3	cloud	cloud	ADJ
easat-11374	44	4	partitioning	partitioning	NOUN
easat-11374	44	5	is	be	AUX
easat-11374	44	6	also	also	ADV
easat-11374	44	7	gaining	gain	VERB
easat-11374	44	8	attention	attention	NOUN
easat-11374	44	9	,	,	PUNCT
easat-11374	44	10	with	with	ADP
easat-11374	44	11	lightweight	lightweight	ADJ
easat-11374	44	12	detection	detection	NOUN
easat-11374	44	13	running	run	VERB
easat-11374	44	14	locally	locally	ADV
easat-11374	44	15	for	for	ADP
easat-11374	44	16	low	low	ADJ
easat-11374	44	17	latency	latency	NOUN
easat-11374	44	18	,	,	PUNCT
easat-11374	44	19	while	while	SCONJ
easat-11374	44	20	heavier	heavy	ADJ
easat-11374	44	21	model	model	NOUN
easat-11374	44	22	training	training	NOUN
easat-11374	44	23	occurs	occur	VERB
easat-11374	44	24	in	in	ADP
easat-11374	44	25	the	the	DET
easat-11374	44	26	cloud	cloud	NOUN
easat-11374	44	27	[	[	X
easat-11374	44	28	18	18	NUM
easat-11374	44	29	]	]	PUNCT
easat-11374	44	30	.	.	PUNCT
easat-11374	45	1	despite	despite	SCONJ
easat-11374	45	2	these	these	DET
easat-11374	45	3	advances	advance	NOUN
easat-11374	45	4	,	,	PUNCT
easat-11374	45	5	practical	practical	ADJ
easat-11374	45	6	,	,	PUNCT
easat-11374	45	7	low	low	ADJ
easat-11374	45	8	-	-	PUNCT
easat-11374	45	9	cost	cost	NOUN
easat-11374	45	10	implementations	implementation	NOUN
easat-11374	45	11	that	that	PRON
easat-11374	45	12	combine	combine	VERB
easat-11374	45	13	iot	iot	ADJ
easat-11374	45	14	sensing	sensing	NOUN
easat-11374	45	15	,	,	PUNCT
easat-11374	45	16	ai	ai	NOUN
easat-11374	45	17	-	-	PUNCT
easat-11374	45	18	based	base	VERB
easat-11374	45	19	analytics	analytic	NOUN
easat-11374	45	20	,	,	PUNCT
easat-11374	45	21	and	and	CCONJ
easat-11374	45	22	real	real	ADJ
easat-11374	45	23	-	-	PUNCT
easat-11374	45	24	time	time	NOUN
easat-11374	45	25	response	response	NOUN
easat-11374	45	26	remain	remain	VERB
easat-11374	45	27	scarce	scarce	ADJ
easat-11374	45	28	.	.	PUNCT
easat-11374	46	1	this	this	DET
easat-11374	46	2	study	study	NOUN
easat-11374	46	3	addresses	address	VERB
easat-11374	46	4	these	these	DET
easat-11374	46	5	gaps	gap	NOUN
easat-11374	46	6	by	by	ADP
easat-11374	46	7	proposing	propose	VERB
easat-11374	46	8	an	an	DET
easat-11374	46	9	integrated	integrated	ADJ
easat-11374	46	10	iot	iot	NOUN
easat-11374	46	11	–	–	PUNCT
easat-11374	46	12	ai	ai	VERB
easat-11374	46	13	smart	smart	ADJ
easat-11374	46	14	metering	metering	NOUN
easat-11374	46	15	framework	framework	NOUN
easat-11374	46	16	using	use	VERB
easat-11374	46	17	an	an	DET
easat-11374	46	18	esp32	esp32	ADJ
easat-11374	46	19	platform	platform	NOUN
easat-11374	46	20	for	for	ADP
easat-11374	46	21	sensing	sense	VERB
easat-11374	46	22	and	and	CCONJ
easat-11374	46	23	preprocessing	preprocessing	NOUN
easat-11374	46	24	,	,	PUNCT
easat-11374	46	25	coupled	couple	VERB
easat-11374	46	26	with	with	ADP
easat-11374	46	27	a	a	DET
easat-11374	46	28	hybrid	hybrid	ADJ
easat-11374	46	29	lstm	lstm	NOUN
easat-11374	46	30	–	–	PUNCT
easat-11374	46	31	isolation	isolation	NOUN
easat-11374	46	32	forest	forest	NOUN
easat-11374	46	33	pipeline	pipeline	NOUN
easat-11374	46	34	for	for	ADP
easat-11374	46	35	real	real	ADJ
easat-11374	46	36	-	-	PUNCT
easat-11374	46	37	time	time	NOUN
easat-11374	46	38	anomaly	anomaly	NOUN
easat-11374	46	39	detection	detection	NOUN
easat-11374	46	40	and	and	CCONJ
easat-11374	46	41	forecasting	forecasting	NOUN
easat-11374	46	42	.	.	PUNCT
easat-11374	47	1	the	the	DET
easat-11374	47	2	system	system	NOUN
easat-11374	47	3	is	be	AUX
easat-11374	47	4	designed	design	VERB
easat-11374	47	5	to	to	PART
easat-11374	47	6	be	be	AUX
easat-11374	47	7	scalable	scalable	ADJ
easat-11374	47	8	,	,	PUNCT
easat-11374	47	9	cost	cost	NOUN
easat-11374	47	10	-	-	PUNCT
easat-11374	47	11	efficient	efficient	ADJ
easat-11374	47	12	,	,	PUNCT
easat-11374	47	13	and	and	CCONJ
easat-11374	47	14	interoperable	interoperable	ADJ
easat-11374	47	15	with	with	ADP
easat-11374	47	16	existing	exist	VERB
easat-11374	47	17	smart	smart	ADJ
easat-11374	47	18	grid	grid	NOUN
easat-11374	47	19	infrastructure	infrastructure	NOUN
easat-11374	47	20	,	,	PUNCT
easat-11374	47	21	offering	offer	VERB
easat-11374	47	22	a	a	DET
easat-11374	47	23	balanced	balanced	ADJ
easat-11374	47	24	edge	edge	NOUN
easat-11374	47	25	–	–	PUNCT
easat-11374	47	26	cloud	cloud	NOUN
easat-11374	47	27	solution	solution	NOUN
easat-11374	47	28	that	that	PRON
easat-11374	47	29	enhances	enhance	VERB
easat-11374	47	30	reliability	reliability	NOUN
easat-11374	47	31	,	,	PUNCT
easat-11374	47	32	privacy	privacy	NOUN
easat-11374	47	33	,	,	PUNCT
easat-11374	47	34	and	and	CCONJ
easat-11374	47	35	rapid	rapid	ADJ
easat-11374	47	36	anomaly	anomaly	NOUN
easat-11374	47	37	response	response	NOUN
easat-11374	47	38	.	.	PUNCT
easat-11374	48	1	the	the	DET
easat-11374	48	2	main	main	ADJ
easat-11374	48	3	contributions	contribution	NOUN
easat-11374	48	4	of	of	ADP
easat-11374	48	5	this	this	DET
easat-11374	48	6	work	work	NOUN
easat-11374	48	7	are	be	AUX
easat-11374	48	8	as	as	SCONJ
easat-11374	48	9	follows	follow	VERB
easat-11374	48	10	:	:	PUNCT
easat-11374	48	11	i.	i.	NOUN
easat-11374	48	12	design	design	PROPN
easat-11374	48	13	and	and	CCONJ
easat-11374	48	14	implementation	implementation	NOUN
easat-11374	48	15	of	of	ADP
easat-11374	48	16	an	an	DET
easat-11374	48	17	iot	iot	NOUN
easat-11374	48	18	-	-	PUNCT
easat-11374	48	19	based	base	VERB
easat-11374	48	20	smart	smart	ADJ
easat-11374	48	21	energy	energy	NOUN
easat-11374	48	22	meter	meter	NOUN
easat-11374	48	23	that	that	PRON
easat-11374	48	24	captures	capture	VERB
easat-11374	48	25	and	and	CCONJ
easat-11374	48	26	transmits	transmit	VERB
easat-11374	48	27	real	real	ADJ
easat-11374	48	28	-	-	PUNCT
easat-11374	48	29	time	time	NOUN
easat-11374	48	30	consumption	consumption	NOUN
easat-11374	48	31	data	datum	NOUN
easat-11374	48	32	.	.	PUNCT
easat-11374	49	1	ii	ii	PROPN
easat-11374	49	2	.	.	PUNCT
easat-11374	50	1	integration	integration	NOUN
easat-11374	50	2	of	of	ADP
easat-11374	50	3	ai	ai	PRON
easat-11374	50	4	algorithms	algorithms	NOUN
easat-11374	50	5	(	(	PUNCT
easat-11374	50	6	supervised	supervised	ADJ
easat-11374	50	7	and	and	CCONJ
easat-11374	50	8	unsupervised	unsupervised	ADJ
easat-11374	50	9	learning	learning	NOUN
easat-11374	50	10	)	)	PUNCT
easat-11374	50	11	for	for	ADP
easat-11374	50	12	load	load	NOUN
easat-11374	50	13	prediction	prediction	NOUN
easat-11374	50	14	and	and	CCONJ
easat-11374	50	15	anomaly	anomaly	NOUN
easat-11374	50	16	detection	detection	NOUN
easat-11374	50	17	at	at	ADP
easat-11374	50	18	the	the	DET
easat-11374	50	19	device	device	NOUN
easat-11374	50	20	and	and	CCONJ
easat-11374	50	21	cloud	cloud	NOUN
easat-11374	50	22	levels	level	NOUN
easat-11374	50	23	.	.	PUNCT
easat-11374	51	1	iii	iii	X
easat-11374	51	2	.	.	PUNCT
easat-11374	51	3	development	development	NOUN
easat-11374	51	4	of	of	ADP
easat-11374	51	5	a	a	DET
easat-11374	51	6	scalable	scalable	ADJ
easat-11374	51	7	architecture	architecture	NOUN
easat-11374	51	8	that	that	PRON
easat-11374	51	9	balances	balance	VERB
easat-11374	51	10	edge	edge	VERB
easat-11374	51	11	and	and	CCONJ
easat-11374	51	12	cloud	cloud	ADJ
easat-11374	51	13	computation	computation	NOUN
easat-11374	51	14	to	to	PART
easat-11374	51	15	minimize	minimize	VERB
easat-11374	51	16	latency	latency	NOUN
easat-11374	51	17	while	while	SCONJ
easat-11374	51	18	maintaining	maintain	VERB
easat-11374	51	19	high	high	ADJ
easat-11374	51	20	analytical	analytical	ADJ
easat-11374	51	21	performance	performance	NOUN
easat-11374	51	22	.	.	PUNCT
easat-11374	52	1	iv	iv	X
easat-11374	52	2	.	.	PUNCT
easat-11374	52	3	experimental	experimental	ADJ
easat-11374	52	4	validation	validation	NOUN
easat-11374	52	5	using	use	VERB
easat-11374	52	6	real	real	ADJ
easat-11374	52	7	-	-	PUNCT
easat-11374	52	8	world	world	NOUN
easat-11374	52	9	energy	energy	NOUN
easat-11374	52	10	datasets	dataset	NOUN
easat-11374	52	11	and	and	CCONJ
easat-11374	52	12	hardware	hardware	NOUN
easat-11374	52	13	prototypes	prototype	NOUN
easat-11374	52	14	to	to	PART
easat-11374	52	15	evaluate	evaluate	VERB
easat-11374	52	16	performance	performance	NOUN
easat-11374	52	17	metrics	metric	NOUN
easat-11374	52	18	such	such	ADJ
easat-11374	52	19	as	as	ADP
easat-11374	52	20	accuracy	accuracy	NOUN
easat-11374	52	21	,	,	PUNCT
easat-11374	52	22	latency	latency	NOUN
easat-11374	52	23	,	,	PUNCT
easat-11374	52	24	and	and	CCONJ
easat-11374	52	25	reliability	reliability	NOUN
easat-11374	52	26	.	.	PUNCT
easat-11374	53	1	the	the	DET
easat-11374	53	2	rest	rest	NOUN
easat-11374	53	3	of	of	ADP
easat-11374	53	4	this	this	DET
easat-11374	53	5	paper	paper	NOUN
easat-11374	53	6	is	be	AUX
easat-11374	53	7	organized	organize	VERB
easat-11374	53	8	as	as	SCONJ
easat-11374	53	9	follows	follow	VERB
easat-11374	53	10	:	:	PUNCT
easat-11374	53	11	section	section	PROPN
easat-11374	53	12	ii	ii	PROPN
easat-11374	53	13	describes	describe	VERB
easat-11374	53	14	the	the	DET
easat-11374	53	15	methodology	methodology	NOUN
easat-11374	53	16	,	,	PUNCT
easat-11374	53	17	section	section	NOUN
easat-11374	53	18	iii	iii	PROPN
easat-11374	53	19	presents	present	VERB
easat-11374	53	20	the	the	DET
easat-11374	53	21	system	system	NOUN
easat-11374	53	22	implementation	implementation	NOUN
easat-11374	53	23	and	and	CCONJ
easat-11374	53	24	results	result	NOUN
easat-11374	53	25	.	.	PUNCT
easat-11374	54	1	section	section	NOUN
easat-11374	54	2	iv	iv	NUM
easat-11374	54	3	concludes	conclude	VERB
easat-11374	54	4	the	the	DET
easat-11374	54	5	paper	paper	NOUN
easat-11374	54	6	with	with	ADP
easat-11374	54	7	insights	insight	NOUN
easat-11374	54	8	into	into	ADP
easat-11374	54	9	future	future	ADJ
easat-11374	54	10	developments	development	NOUN
easat-11374	54	11	.	.	PUNCT
easat-11374	55	1	391	391	NUM
easat-11374	55	2	edelweiss	edelweiss	PROPN
easat-11374	55	3	applied	apply	VERB
easat-11374	55	4	science	science	NOUN
easat-11374	55	5	and	and	CCONJ
easat-11374	55	6	technology	technology	NOUN
easat-11374	55	7	issn	issn	PROPN
easat-11374	55	8	:	:	PUNCT
easat-11374	55	9	2576	2576	NUM
easat-11374	55	10	-	-	SYM
easat-11374	55	11	8484	8484	NUM
easat-11374	55	12	vol	vol	NOUN
easat-11374	55	13	.	.	PROPN
easat-11374	56	1	9	9	NUM
easat-11374	56	2	,	,	PUNCT
easat-11374	56	3	no	no	INTJ
easat-11374	56	4	.	.	NOUN
easat-11374	56	5	12	12	NUM
easat-11374	56	6	:	:	PUNCT
easat-11374	56	7	389	389	NUM
easat-11374	56	8	-	-	SYM
easat-11374	56	9	405	405	NUM
easat-11374	56	10	,	,	PUNCT
easat-11374	56	11	2025	2025	NUM
easat-11374	56	12	doi	doi	NOUN
easat-11374	56	13	:	:	PUNCT
easat-11374	56	14	10.55214/2576	10.55214/2576	NUM
easat-11374	56	15	-	-	SYM
easat-11374	56	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	56	17	©	©	ADP
easat-11374	56	18	2025	2025	NUM
easat-11374	56	19	by	by	ADP
easat-11374	56	20	the	the	DET
easat-11374	56	21	authors	author	NOUN
easat-11374	56	22	;	;	PUNCT
easat-11374	56	23	licensee	licensee	PROPN
easat-11374	56	24	learning	learning	NOUN
easat-11374	56	25	gate	gate	NOUN
easat-11374	56	26	2	2	NUM
easat-11374	56	27	.	.	PUNCT
easat-11374	56	28	methodology	methodology	NOUN
easat-11374	56	29	2.1	2.1	NUM
easat-11374	56	30	.	.	PUNCT
easat-11374	57	1	system	system	NOUN
easat-11374	57	2	overview	overview	VERB
easat-11374	57	3	the	the	DET
easat-11374	57	4	proposed	propose	VERB
easat-11374	57	5	ai	ai	NOUN
easat-11374	57	6	-	-	PUNCT
easat-11374	57	7	enabled	enable	VERB
easat-11374	57	8	smart	smart	ADJ
easat-11374	57	9	energy	energy	NOUN
easat-11374	57	10	metering	metering	NOUN
easat-11374	57	11	framework	framework	NOUN
easat-11374	57	12	aims	aim	VERB
easat-11374	57	13	to	to	PART
easat-11374	57	14	seamlessly	seamlessly	ADV
easat-11374	57	15	integrate	integrate	VERB
easat-11374	57	16	internet	internet	NOUN
easat-11374	57	17	of	of	ADP
easat-11374	57	18	things	thing	NOUN
easat-11374	57	19	(	(	PUNCT
easat-11374	57	20	iot	iot	NOUN
easat-11374	57	21	)	)	PUNCT
easat-11374	57	22	,	,	PUNCT
easat-11374	57	23	cloud	cloud	NOUN
easat-11374	57	24	computing	computing	NOUN
easat-11374	57	25	,	,	PUNCT
easat-11374	57	26	and	and	CCONJ
easat-11374	57	27	artificial	artificial	ADJ
easat-11374	57	28	intelligence	intelligence	NOUN
easat-11374	57	29	(	(	PUNCT
easat-11374	57	30	ai	ai	NOUN
easat-11374	57	31	)	)	PUNCT
easat-11374	57	32	to	to	PART
easat-11374	57	33	enable	enable	VERB
easat-11374	57	34	real	real	ADJ
easat-11374	57	35	-	-	PUNCT
easat-11374	57	36	time	time	NOUN
easat-11374	57	37	energy	energy	NOUN
easat-11374	57	38	monitoring	monitoring	NOUN
easat-11374	57	39	,	,	PUNCT
easat-11374	57	40	anomaly	anomaly	NOUN
easat-11374	57	41	detection	detection	NOUN
easat-11374	57	42	,	,	PUNCT
easat-11374	57	43	and	and	CCONJ
easat-11374	57	44	theft	theft	NOUN
easat-11374	57	45	identification	identification	NOUN
easat-11374	57	46	.	.	PUNCT
easat-11374	58	1	the	the	DET
easat-11374	58	2	system	system	NOUN
easat-11374	58	3	leverages	leverage	VERB
easat-11374	58	4	low	low	ADJ
easat-11374	58	5	-	-	PUNCT
easat-11374	58	6	cost	cost	NOUN
easat-11374	58	7	smart	smart	ADJ
easat-11374	58	8	meters	meter	NOUN
easat-11374	58	9	embedded	embed	VERB
easat-11374	58	10	with	with	ADP
easat-11374	58	11	sensors	sensor	NOUN
easat-11374	58	12	and	and	CCONJ
easat-11374	58	13	an	an	DET
easat-11374	58	14	esp32	esp32	ADJ
easat-11374	58	15	microcontroller	microcontroller	NOUN
easat-11374	58	16	to	to	PART
easat-11374	58	17	capture	capture	VERB
easat-11374	58	18	and	and	CCONJ
easat-11374	58	19	preprocess	preprocess	NOUN
easat-11374	58	20	voltage	voltage	NOUN
easat-11374	58	21	,	,	PUNCT
easat-11374	58	22	current	current	ADJ
easat-11374	58	23	,	,	PUNCT
easat-11374	58	24	and	and	CCONJ
easat-11374	58	25	power	power	NOUN
easat-11374	58	26	data	datum	NOUN
easat-11374	58	27	at	at	ADP
easat-11374	58	28	the	the	DET
easat-11374	58	29	edge	edge	NOUN
easat-11374	58	30	.	.	PUNCT
easat-11374	59	1	this	this	PRON
easat-11374	59	2	ensures	ensure	VERB
easat-11374	59	3	efficient	efficient	ADJ
easat-11374	59	4	data	datum	NOUN
easat-11374	59	5	acquisition	acquisition	NOUN
easat-11374	59	6	and	and	CCONJ
easat-11374	59	7	minimal	minimal	ADJ
easat-11374	59	8	latency	latency	NOUN
easat-11374	59	9	before	before	ADP
easat-11374	59	10	transmission	transmission	NOUN
easat-11374	59	11	to	to	ADP
easat-11374	59	12	the	the	DET
easat-11374	59	13	cloud	cloud	NOUN
easat-11374	59	14	.	.	PUNCT
easat-11374	60	1	the	the	DET
easat-11374	60	2	system	system	NOUN
easat-11374	60	3	’s	’s	PART
easat-11374	60	4	primary	primary	ADJ
easat-11374	60	5	goal	goal	NOUN
easat-11374	60	6	is	be	AUX
easat-11374	60	7	to	to	PART
easat-11374	60	8	detect	detect	VERB
easat-11374	60	9	energy	energy	NOUN
easat-11374	60	10	theft	theft	NOUN
easat-11374	60	11	and	and	CCONJ
easat-11374	60	12	abnormal	abnormal	ADJ
easat-11374	60	13	consumption	consumption	NOUN
easat-11374	60	14	patterns	pattern	NOUN
easat-11374	60	15	while	while	SCONJ
easat-11374	60	16	enabling	enable	VERB
easat-11374	60	17	users	user	NOUN
easat-11374	60	18	to	to	PART
easat-11374	60	19	visualize	visualize	VERB
easat-11374	60	20	energy	energy	NOUN
easat-11374	60	21	usage	usage	NOUN
easat-11374	60	22	through	through	ADP
easat-11374	60	23	a	a	DET
easat-11374	60	24	cloud	cloud	NOUN
easat-11374	60	25	-	-	PUNCT
easat-11374	60	26	based	base	VERB
easat-11374	60	27	dashboard	dashboard	NOUN
easat-11374	60	28	.	.	PUNCT
easat-11374	61	1	as	as	SCONJ
easat-11374	61	2	illustrated	illustrate	VERB
easat-11374	61	3	in	in	ADP
easat-11374	61	4	figure	figure	NOUN
easat-11374	61	5	1	1	NUM
easat-11374	61	6	,	,	PUNCT
easat-11374	61	7	the	the	DET
easat-11374	61	8	framework	framework	NOUN
easat-11374	61	9	is	be	AUX
easat-11374	61	10	organized	organize	VERB
easat-11374	61	11	into	into	ADP
easat-11374	61	12	four	four	NUM
easat-11374	61	13	interconnected	interconnected	ADJ
easat-11374	61	14	layers	layer	NOUN
easat-11374	61	15	.	.	PUNCT
easat-11374	62	1	the	the	DET
easat-11374	62	2	iot	iot	PROPN
easat-11374	62	3	layer	layer	NOUN
easat-11374	62	4	handles	handle	VERB
easat-11374	62	5	energy	energy	NOUN
easat-11374	62	6	measurement	measurement	NOUN
easat-11374	62	7	and	and	CCONJ
easat-11374	62	8	local	local	ADJ
easat-11374	62	9	computation	computation	NOUN
easat-11374	62	10	through	through	ADP
easat-11374	62	11	the	the	DET
easat-11374	62	12	smart	smart	ADJ
easat-11374	62	13	meters	meter	NOUN
easat-11374	62	14	.	.	PUNCT
easat-11374	63	1	the	the	DET
easat-11374	63	2	communication	communication	NOUN
easat-11374	63	3	layer	layer	NOUN
easat-11374	63	4	transmits	transmit	VERB
easat-11374	63	5	processed	process	VERB
easat-11374	63	6	data	datum	NOUN
easat-11374	63	7	wirelessly	wirelessly	ADV
easat-11374	63	8	via	via	ADP
easat-11374	63	9	wi	wi	PROPN
easat-11374	63	10	-	-	PUNCT
easat-11374	63	11	fi	fi	NOUN
easat-11374	63	12	using	use	VERB
easat-11374	63	13	lightweight	lightweight	ADJ
easat-11374	63	14	mqtt	mqtt	NOUN
easat-11374	63	15	protocols	protocol	NOUN
easat-11374	63	16	to	to	ADP
easat-11374	63	17	the	the	DET
easat-11374	63	18	cloud	cloud	NOUN
easat-11374	63	19	.	.	PUNCT
easat-11374	64	1	the	the	DET
easat-11374	64	2	ai	ai	NOUN
easat-11374	64	3	/	/	SYM
easat-11374	64	4	ml	ml	NOUN
easat-11374	64	5	analytics	analytic	NOUN
easat-11374	64	6	layer	layer	NOUN
easat-11374	64	7	employs	employ	VERB
easat-11374	64	8	hybrid	hybrid	ADJ
easat-11374	64	9	models	model	NOUN
easat-11374	64	10	,	,	PUNCT
easat-11374	64	11	specifically	specifically	ADV
easat-11374	64	12	lstm	lstm	ADJ
easat-11374	64	13	networks	network	NOUN
easat-11374	64	14	for	for	ADP
easat-11374	64	15	time	time	NOUN
easat-11374	64	16	-	-	PUNCT
easat-11374	64	17	series	series	NOUN
easat-11374	64	18	forecasting	forecasting	NOUN
easat-11374	64	19	and	and	CCONJ
easat-11374	64	20	isolation	isolation	NOUN
easat-11374	64	21	forests	forest	NOUN
easat-11374	64	22	for	for	ADP
easat-11374	64	23	unsupervised	unsupervised	ADJ
easat-11374	64	24	anomaly	anomaly	NOUN
easat-11374	64	25	detection	detection	NOUN
easat-11374	64	26	,	,	PUNCT
easat-11374	64	27	to	to	PART
easat-11374	64	28	identify	identify	VERB
easat-11374	64	29	irregular	irregular	ADJ
easat-11374	64	30	consumption	consumption	NOUN
easat-11374	64	31	patterns	pattern	NOUN
easat-11374	64	32	or	or	CCONJ
easat-11374	64	33	potential	potential	ADJ
easat-11374	64	34	theft	theft	NOUN
easat-11374	64	35	.	.	PUNCT
easat-11374	65	1	finally	finally	ADV
easat-11374	65	2	,	,	PUNCT
easat-11374	65	3	the	the	DET
easat-11374	65	4	visualization	visualization	NOUN
easat-11374	65	5	and	and	CCONJ
easat-11374	65	6	control	control	NOUN
easat-11374	65	7	layer	layer	NOUN
easat-11374	65	8	provides	provide	VERB
easat-11374	65	9	a	a	DET
easat-11374	65	10	cloud	cloud	NOUN
easat-11374	65	11	-	-	PUNCT
easat-11374	65	12	based	base	VERB
easat-11374	65	13	dashboard	dashboard	NOUN
easat-11374	65	14	for	for	ADP
easat-11374	65	15	real	real	ADJ
easat-11374	65	16	-	-	PUNCT
easat-11374	65	17	time	time	NOUN
easat-11374	65	18	monitoring	monitoring	NOUN
easat-11374	65	19	,	,	PUNCT
easat-11374	65	20	historical	historical	ADJ
easat-11374	65	21	analytics	analytic	NOUN
easat-11374	65	22	,	,	PUNCT
easat-11374	65	23	and	and	CCONJ
easat-11374	65	24	automated	automated	ADJ
easat-11374	65	25	alerting	alerting	NOUN
easat-11374	65	26	,	,	PUNCT
easat-11374	65	27	enabling	enable	VERB
easat-11374	65	28	both	both	CCONJ
easat-11374	65	29	utilities	utility	NOUN
easat-11374	65	30	and	and	CCONJ
easat-11374	65	31	consumers	consumer	NOUN
easat-11374	65	32	to	to	PART
easat-11374	65	33	take	take	VERB
easat-11374	65	34	timely	timely	ADJ
easat-11374	65	35	,	,	PUNCT
easat-11374	65	36	data	data	NOUN
easat-11374	65	37	-	-	PUNCT
easat-11374	65	38	driven	drive	VERB
easat-11374	65	39	actions	action	NOUN
easat-11374	65	40	.	.	PUNCT
easat-11374	66	1	figure	figure	NOUN
easat-11374	66	2	1	1	NUM
easat-11374	66	3	.	.	X
easat-11374	66	4	four	four	NUM
easat-11374	66	5	layers	layer	NOUN
easat-11374	66	6	of	of	ADP
easat-11374	66	7	the	the	DET
easat-11374	66	8	proposed	propose	VERB
easat-11374	66	9	framework	framework	NOUN
easat-11374	66	10	.	.	PUNCT
easat-11374	67	1	392	392	NUM
easat-11374	67	2	edelweiss	edelweiss	PROPN
easat-11374	67	3	applied	apply	VERB
easat-11374	67	4	science	science	NOUN
easat-11374	67	5	and	and	CCONJ
easat-11374	67	6	technology	technology	NOUN
easat-11374	67	7	issn	issn	PROPN
easat-11374	67	8	:	:	PUNCT
easat-11374	67	9	2576	2576	NUM
easat-11374	67	10	-	-	SYM
easat-11374	67	11	8484	8484	NUM
easat-11374	67	12	vol	vol	NOUN
easat-11374	67	13	.	.	PROPN
easat-11374	68	1	9	9	NUM
easat-11374	68	2	,	,	PUNCT
easat-11374	68	3	no	no	INTJ
easat-11374	68	4	.	.	NOUN
easat-11374	68	5	12	12	NUM
easat-11374	68	6	:	:	PUNCT
easat-11374	68	7	389	389	NUM
easat-11374	68	8	-	-	SYM
easat-11374	68	9	405	405	NUM
easat-11374	68	10	,	,	PUNCT
easat-11374	68	11	2025	2025	NUM
easat-11374	68	12	doi	doi	NOUN
easat-11374	68	13	:	:	PUNCT
easat-11374	68	14	10.55214/2576	10.55214/2576	NUM
easat-11374	68	15	-	-	SYM
easat-11374	68	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	68	17	©	©	ADP
easat-11374	68	18	2025	2025	NUM
easat-11374	68	19	by	by	ADP
easat-11374	68	20	the	the	DET
easat-11374	68	21	authors	author	NOUN
easat-11374	68	22	;	;	PUNCT
easat-11374	68	23	licensee	licensee	PROPN
easat-11374	68	24	learning	learning	NOUN
easat-11374	68	25	gate	gate	NOUN
easat-11374	68	26	2.2	2.2	NUM
easat-11374	68	27	.	.	PUNCT
easat-11374	68	28	hardware	hardware	NOUN
easat-11374	68	29	components	component	NOUN
easat-11374	68	30	and	and	CCONJ
easat-11374	68	31	description	description	NOUN
easat-11374	68	32	(	(	PUNCT
easat-11374	68	33	iot	iot	NOUN
easat-11374	68	34	layer	layer	NOUN
easat-11374	68	35	)	)	PUNCT
easat-11374	68	36	the	the	DET
easat-11374	68	37	iot	iot	NOUN
easat-11374	68	38	layer	layer	NOUN
easat-11374	68	39	consists	consist	VERB
easat-11374	68	40	of	of	ADP
easat-11374	68	41	an	an	DET
easat-11374	68	42	esp32	esp32	ADV
easat-11374	68	43	microcontroller	microcontroller	NOUN
easat-11374	68	44	,	,	PUNCT
easat-11374	68	45	voltage	voltage	NOUN
easat-11374	68	46	and	and	CCONJ
easat-11374	68	47	current	current	ADJ
easat-11374	68	48	sensors	sensor	NOUN
easat-11374	68	49	,	,	PUNCT
easat-11374	68	50	and	and	CCONJ
easat-11374	68	51	an	an	DET
easat-11374	68	52	lcd	lcd	NOUN
easat-11374	68	53	display	display	NOUN
easat-11374	68	54	module	module	NOUN
easat-11374	68	55	,	,	PUNCT
easat-11374	68	56	assembled	assemble	VERB
easat-11374	68	57	on	on	ADP
easat-11374	68	58	a	a	DET
easat-11374	68	59	compact	compact	ADJ
easat-11374	68	60	and	and	CCONJ
easat-11374	68	61	low	low	ADJ
easat-11374	68	62	-	-	PUNCT
easat-11374	68	63	power	power	NOUN
easat-11374	68	64	iot	iot	NOUN
easat-11374	68	65	platform	platform	NOUN
easat-11374	68	66	.	.	PUNCT
easat-11374	69	1	table	table	NOUN
easat-11374	69	2	1	1	NUM
easat-11374	69	3	summarizes	summarize	NOUN
easat-11374	69	4	the	the	DET
easat-11374	69	5	core	core	NOUN
easat-11374	69	6	components	component	NOUN
easat-11374	69	7	used	use	VERB
easat-11374	69	8	in	in	ADP
easat-11374	69	9	the	the	DET
easat-11374	69	10	iot	iot	NOUN
easat-11374	69	11	layer	layer	NOUN
easat-11374	69	12	.	.	PUNCT
easat-11374	70	1	the	the	DET
easat-11374	70	2	esp32	esp32	ADV
easat-11374	70	3	serves	serve	VERB
easat-11374	70	4	as	as	ADP
easat-11374	70	5	the	the	DET
easat-11374	70	6	computational	computational	ADJ
easat-11374	70	7	hub	hub	NOUN
easat-11374	70	8	,	,	PUNCT
easat-11374	70	9	reading	read	VERB
easat-11374	70	10	analog	analog	NOUN
easat-11374	70	11	signals	signal	NOUN
easat-11374	70	12	from	from	ADP
easat-11374	70	13	the	the	DET
easat-11374	70	14	sensors	sensor	NOUN
easat-11374	70	15	via	via	ADP
easat-11374	70	16	its	its	PRON
easat-11374	70	17	12	12	NUM
easat-11374	70	18	-	-	PUNCT
easat-11374	70	19	bit	bit	NOUN
easat-11374	70	20	adc	adc	PROPN
easat-11374	70	21	channels	channel	NOUN
easat-11374	70	22	,	,	PUNCT
easat-11374	70	23	computing	compute	VERB
easat-11374	70	24	instantaneous	instantaneous	ADJ
easat-11374	70	25	power	power	NOUN
easat-11374	70	26	,	,	PUNCT
easat-11374	70	27	and	and	CCONJ
easat-11374	70	28	transmitting	transmit	VERB
easat-11374	70	29	processed	process	VERB
easat-11374	70	30	data	datum	NOUN
easat-11374	70	31	to	to	ADP
easat-11374	70	32	the	the	DET
easat-11374	70	33	cloud	cloud	NOUN
easat-11374	70	34	through	through	ADP
easat-11374	70	35	wi	wi	PROPN
easat-11374	70	36	-	-	PUNCT
easat-11374	70	37	fi	fi	NOUN
easat-11374	70	38	[	[	X
easat-11374	70	39	19	19	NUM
easat-11374	70	40	]	]	PUNCT
easat-11374	70	41	.	.	PUNCT
easat-11374	71	1	a	a	DET
easat-11374	71	2	voltage	voltage	NOUN
easat-11374	71	3	divider	divider	NOUN
easat-11374	71	4	circuit	circuit	NOUN
easat-11374	71	5	scales	scale	VERB
easat-11374	71	6	down	down	ADP
easat-11374	71	7	line	line	NOUN
easat-11374	71	8	voltage	voltage	NOUN
easat-11374	71	9	to	to	ADP
easat-11374	71	10	a	a	DET
easat-11374	71	11	safe	safe	ADJ
easat-11374	71	12	sensing	sense	VERB
easat-11374	71	13	level	level	NOUN
easat-11374	71	14	,	,	PUNCT
easat-11374	71	15	while	while	SCONJ
easat-11374	71	16	the	the	DET
easat-11374	71	17	zmct103c	zmct103c	PROPN
easat-11374	71	18	captures	capture	VERB
easat-11374	71	19	current	current	ADJ
easat-11374	71	20	without	without	ADP
easat-11374	71	21	physically	physically	ADV
easat-11374	71	22	interrupting	interrupt	VERB
easat-11374	71	23	the	the	DET
easat-11374	71	24	circuit	circuit	NOUN
easat-11374	71	25	.	.	PUNCT
easat-11374	72	1	the	the	DET
easat-11374	72	2	lcd	lcd	NOUN
easat-11374	72	3	module	module	NOUN
easat-11374	72	4	displays	display	VERB
easat-11374	72	5	instantaneous	instantaneous	ADJ
easat-11374	72	6	voltage	voltage	NOUN
easat-11374	72	7	,	,	PUNCT
easat-11374	72	8	current	current	ADJ
easat-11374	72	9	,	,	PUNCT
easat-11374	72	10	power	power	NOUN
easat-11374	72	11	,	,	PUNCT
easat-11374	72	12	and	and	CCONJ
easat-11374	72	13	energy	energy	NOUN
easat-11374	72	14	consumption	consumption	NOUN
easat-11374	72	15	locally	locally	ADV
easat-11374	72	16	.	.	PUNCT
easat-11374	73	1	table	table	NOUN
easat-11374	73	2	1	1	NUM
easat-11374	73	3	.	.	PUNCT
easat-11374	73	4	core	core	NOUN
easat-11374	73	5	system	system	NOUN
easat-11374	73	6	components	component	NOUN
easat-11374	73	7	.	.	PUNCT
easat-11374	74	1	component	component	NOUN
easat-11374	74	2	description	description	NOUN
easat-11374	74	3	image	image	NOUN
easat-11374	74	4	esp32	esp32	ADV
easat-11374	74	5	devkit	devkit	NOUN
easat-11374	74	6	v1	v1	NOUN
easat-11374	74	7	serves	serve	VERB
easat-11374	74	8	as	as	ADP
easat-11374	74	9	the	the	DET
easat-11374	74	10	main	main	ADJ
easat-11374	74	11	microcontroller	microcontroller	NOUN
easat-11374	74	12	,	,	PUNCT
easat-11374	74	13	featuring	feature	VERB
easat-11374	74	14	a	a	DET
easat-11374	74	15	dual	dual	ADJ
easat-11374	74	16	-	-	PUNCT
easat-11374	74	17	core	core	NOUN
easat-11374	74	18	tensilica	tensilica	NOUN
easat-11374	74	19	lx6	lx6	NOUN
easat-11374	74	20	cpu	cpu	NOUN
easat-11374	74	21	operating	operate	VERB
easat-11374	74	22	at	at	ADP
easat-11374	74	23	240	240	NUM
easat-11374	74	24	mhz	mhz	NOUN
easat-11374	74	25	,	,	PUNCT
easat-11374	74	26	with	with	ADP
easat-11374	74	27	integrated	integrate	VERB
easat-11374	74	28	wi	wi	PROPN
easat-11374	74	29	-	-	PUNCT
easat-11374	74	30	fi	fi	NOUN
easat-11374	74	31	and	and	CCONJ
easat-11374	74	32	bluetooth	bluetooth	NOUN
easat-11374	74	33	modules	module	NOUN
easat-11374	74	34	for	for	ADP
easat-11374	74	35	data	data	NOUN
easat-11374	74	36	acquisition	acquisition	NOUN
easat-11374	74	37	,	,	PUNCT
easat-11374	74	38	processing	processing	NOUN
easat-11374	74	39	,	,	PUNCT
easat-11374	74	40	and	and	CCONJ
easat-11374	74	41	wireless	wireless	ADJ
easat-11374	74	42	communication	communication	NOUN
easat-11374	74	43	[	[	X
easat-11374	74	44	19	19	NUM
easat-11374	74	45	]	]	PUNCT
easat-11374	74	46	.	.	PUNCT
easat-11374	75	1	zmpt101b	zmpt101b	PROPN
easat-11374	75	2	voltage	voltage	NOUN
easat-11374	75	3	sensor	sensor	NOUN
easat-11374	75	4	measures	measure	NOUN
easat-11374	75	5	ac	ac	ADP
easat-11374	75	6	voltage	voltage	NOUN
easat-11374	75	7	within	within	ADP
easat-11374	75	8	the	the	DET
easat-11374	75	9	0–250	0–250	PROPN
easat-11374	75	10	v	v	PROPN
easat-11374	75	11	ac	ac	PROPN
easat-11374	75	12	range	range	VERB
easat-11374	75	13	with	with	ADP
easat-11374	75	14	±0.5	±0.5	PROPN
easat-11374	75	15	%	%	NOUN
easat-11374	75	16	accuracy	accuracy	NOUN
easat-11374	75	17	,	,	PUNCT
easat-11374	75	18	providing	provide	VERB
easat-11374	75	19	a	a	DET
easat-11374	75	20	proportional	proportional	ADJ
easat-11374	75	21	0–5	0–5	NOUN
easat-11374	75	22	v	v	NOUN
easat-11374	75	23	dc	dc	PROPN
easat-11374	75	24	output	output	NOUN
easat-11374	75	25	signal	signal	PROPN
easat-11374	75	26	suitable	suitable	ADJ
easat-11374	75	27	for	for	ADP
easat-11374	75	28	analog	analog	ADJ
easat-11374	75	29	input	input	NOUN
easat-11374	75	30	to	to	ADP
easat-11374	75	31	the	the	DET
easat-11374	75	32	controller	controller	NOUN
easat-11374	75	33	[	[	X
easat-11374	75	34	20	20	NUM
easat-11374	75	35	]	]	PUNCT
easat-11374	75	36	.	.	PUNCT
easat-11374	76	1	zmct103c	zmct103c	PROPN
easat-11374	76	2	current	current	ADJ
easat-11374	76	3	sensor	sensor	PROPN
easat-11374	76	4	a	a	DET
easat-11374	76	5	non	non	ADJ
easat-11374	76	6	-	-	ADJ
easat-11374	76	7	invasive	invasive	ADJ
easat-11374	76	8	current	current	ADJ
easat-11374	76	9	transformer	transformer	NOUN
easat-11374	76	10	capable	capable	ADJ
easat-11374	76	11	of	of	ADP
easat-11374	76	12	measuring	measure	VERB
easat-11374	76	13	0–5	0–5	NOUN
easat-11374	76	14	a	a	DET
easat-11374	76	15	ac	ac	NOUN
easat-11374	76	16	.	.	PUNCT
easat-11374	77	1	it	it	PRON
easat-11374	77	2	delivers	deliver	VERB
easat-11374	77	3	an	an	DET
easat-11374	77	4	analog	analog	NOUN
easat-11374	77	5	voltage	voltage	NOUN
easat-11374	77	6	output	output	NOUN
easat-11374	77	7	proportional	proportional	ADJ
easat-11374	77	8	to	to	ADP
easat-11374	77	9	the	the	DET
easat-11374	77	10	line	line	NOUN
easat-11374	77	11	current	current	ADJ
easat-11374	77	12	,	,	PUNCT
easat-11374	77	13	enabling	enable	VERB
easat-11374	77	14	accurate	accurate	ADJ
easat-11374	77	15	real	real	ADJ
easat-11374	77	16	-	-	PUNCT
easat-11374	77	17	time	time	NOUN
easat-11374	77	18	current	current	ADJ
easat-11374	77	19	sensing	sensing	NOUN
easat-11374	77	20	[	[	X
easat-11374	77	21	21	21	NUM
easat-11374	77	22	]	]	PUNCT
easat-11374	77	23	.	.	PUNCT
easat-11374	78	1	lcd	lcd	PROPN
easat-11374	78	2	16×2	16×2	PROPN
easat-11374	78	3	with	with	ADP
easat-11374	78	4	i²c	i²c	NOUN
easat-11374	78	5	(	(	PUNCT
easat-11374	78	6	pcf8574	pcf8574	NOUN
easat-11374	78	7	t	t	NOUN
easat-11374	78	8	)	)	PUNCT
easat-11374	78	9	displays	display	VERB
easat-11374	78	10	real	real	ADJ
easat-11374	78	11	-	-	PUNCT
easat-11374	78	12	time	time	NOUN
easat-11374	78	13	system	system	NOUN
easat-11374	78	14	parameters	parameter	NOUN
easat-11374	78	15	,	,	PUNCT
easat-11374	78	16	including	include	VERB
easat-11374	78	17	voltage	voltage	NOUN
easat-11374	78	18	,	,	PUNCT
easat-11374	78	19	current	current	ADJ
easat-11374	78	20	,	,	PUNCT
easat-11374	78	21	and	and	CCONJ
easat-11374	78	22	energy	energy	NOUN
easat-11374	78	23	consumption	consumption	NOUN
easat-11374	78	24	.	.	PUNCT
easat-11374	79	1	the	the	DET
easat-11374	79	2	i²c	i²c	NOUN
easat-11374	79	3	interface	interface	NOUN
easat-11374	79	4	minimizes	minimize	VERB
easat-11374	79	5	wiring	wiring	NOUN
easat-11374	79	6	complexity	complexity	NOUN
easat-11374	79	7	and	and	CCONJ
easat-11374	79	8	enhances	enhance	VERB
easat-11374	79	9	communication	communication	NOUN
easat-11374	79	10	efficiency	efficiency	NOUN
easat-11374	79	11	[	[	X
easat-11374	79	12	19	19	NUM
easat-11374	79	13	]	]	PUNCT
easat-11374	79	14	.	.	PUNCT
easat-11374	80	1	lm7805	lm7805	PROPN
easat-11374	80	2	regulator	regulator	NOUN
easat-11374	80	3	+	+	CCONJ
easat-11374	80	4	passive	passive	ADJ
easat-11374	80	5	components	component	NOUN
easat-11374	80	6	ensures	ensure	VERB
easat-11374	80	7	a	a	DET
easat-11374	80	8	stable	stable	ADJ
easat-11374	80	9	5	5	NUM
easat-11374	80	10	v	v	NOUN
easat-11374	80	11	dc	dc	PROPN
easat-11374	80	12	power	power	NOUN
easat-11374	80	13	supply	supply	NOUN
easat-11374	80	14	to	to	ADP
easat-11374	80	15	the	the	DET
easat-11374	80	16	sensors	sensor	NOUN
easat-11374	80	17	and	and	CCONJ
easat-11374	80	18	microcontroller	microcontroller	NOUN
easat-11374	80	19	.	.	PUNCT
easat-11374	81	1	capacitors	capacitor	NOUN
easat-11374	81	2	are	be	AUX
easat-11374	81	3	incorporated	incorporate	VERB
easat-11374	81	4	to	to	PART
easat-11374	81	5	reduce	reduce	VERB
easat-11374	81	6	noise	noise	NOUN
easat-11374	81	7	and	and	CCONJ
easat-11374	81	8	maintain	maintain	VERB
easat-11374	81	9	power	power	NOUN
easat-11374	81	10	stability	stability	NOUN
easat-11374	81	11	during	during	ADP
easat-11374	81	12	operation	operation	NOUN
easat-11374	81	13	[	[	X
easat-11374	81	14	21	21	NUM
easat-11374	81	15	]	]	PUNCT
easat-11374	81	16	.	.	PUNCT
easat-11374	82	1	393	393	NUM
easat-11374	82	2	edelweiss	edelweiss	PROPN
easat-11374	82	3	applied	apply	VERB
easat-11374	82	4	science	science	NOUN
easat-11374	82	5	and	and	CCONJ
easat-11374	82	6	technology	technology	NOUN
easat-11374	82	7	issn	issn	PROPN
easat-11374	82	8	:	:	PUNCT
easat-11374	82	9	2576	2576	NUM
easat-11374	82	10	-	-	SYM
easat-11374	82	11	8484	8484	NUM
easat-11374	82	12	vol	vol	NOUN
easat-11374	82	13	.	.	PROPN
easat-11374	83	1	9	9	NUM
easat-11374	83	2	,	,	PUNCT
easat-11374	83	3	no	no	INTJ
easat-11374	83	4	.	.	NOUN
easat-11374	83	5	12	12	NUM
easat-11374	83	6	:	:	PUNCT
easat-11374	83	7	389	389	NUM
easat-11374	83	8	-	-	SYM
easat-11374	83	9	405	405	NUM
easat-11374	83	10	,	,	PUNCT
easat-11374	83	11	2025	2025	NUM
easat-11374	83	12	doi	doi	NOUN
easat-11374	83	13	:	:	PUNCT
easat-11374	83	14	10.55214/2576	10.55214/2576	NUM
easat-11374	83	15	-	-	SYM
easat-11374	83	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	83	17	©	©	ADP
easat-11374	83	18	2025	2025	NUM
easat-11374	83	19	by	by	ADP
easat-11374	83	20	the	the	DET
easat-11374	83	21	authors	author	NOUN
easat-11374	83	22	;	;	PUNCT
easat-11374	84	1	licensee	licensee	PROPN
easat-11374	84	2	learning	learning	NOUN
easat-11374	84	3	gate	gate	NOUN
easat-11374	84	4	2.3	2.3	NUM
easat-11374	84	5	.	.	PUNCT
easat-11374	85	1	circuit	circuit	NOUN
easat-11374	85	2	layout	layout	VERB
easat-11374	85	3	the	the	DET
easat-11374	85	4	circuit	circuit	NOUN
easat-11374	85	5	layout	layout	NOUN
easat-11374	85	6	in	in	ADP
easat-11374	85	7	figure	figure	NOUN
easat-11374	85	8	2	2	NUM
easat-11374	85	9	illustrates	illustrate	VERB
easat-11374	85	10	the	the	DET
easat-11374	85	11	interconnection	interconnection	NOUN
easat-11374	85	12	of	of	ADP
easat-11374	85	13	active	active	ADJ
easat-11374	85	14	and	and	CCONJ
easat-11374	85	15	passive	passive	ADJ
easat-11374	85	16	components	component	NOUN
easat-11374	85	17	that	that	PRON
easat-11374	85	18	enable	enable	VERB
easat-11374	85	19	the	the	DET
easat-11374	85	20	proposed	propose	VERB
easat-11374	85	21	system	system	NOUN
easat-11374	85	22	's	's	PART
easat-11374	85	23	functionality	functionality	NOUN
easat-11374	85	24	.	.	PUNCT
easat-11374	86	1	terminal	terminal	ADJ
easat-11374	86	2	block	block	PROPN
easat-11374	86	3	j3	j3	PROPN
easat-11374	86	4	serves	serve	VERB
easat-11374	86	5	as	as	ADP
easat-11374	86	6	the	the	DET
easat-11374	86	7	primary	primary	ADJ
easat-11374	86	8	interface	interface	NOUN
easat-11374	86	9	to	to	ADP
easat-11374	86	10	the	the	DET
easat-11374	86	11	power	power	NOUN
easat-11374	86	12	source	source	NOUN
easat-11374	86	13	,	,	PUNCT
easat-11374	86	14	while	while	SCONJ
easat-11374	86	15	the	the	DET
easat-11374	86	16	converter	converter	NOUN
easat-11374	86	17	module	module	NOUN
easat-11374	86	18	(	(	PUNCT
easat-11374	86	19	u1	u1	NOUN
easat-11374	86	20	)	)	PUNCT
easat-11374	86	21	performs	perform	VERB
easat-11374	86	22	ac	ac	PROPN
easat-11374	86	23	-	-	PUNCT
easat-11374	86	24	to	to	ADP
easat-11374	86	25	-	-	PUNCT
easat-11374	86	26	dc	dc	PROPN
easat-11374	86	27	conversion	conversion	NOUN
easat-11374	86	28	,	,	PUNCT
easat-11374	86	29	delivering	deliver	VERB
easat-11374	86	30	a	a	DET
easat-11374	86	31	regulated	regulated	ADJ
easat-11374	86	32	12	12	NUM
easat-11374	86	33	v	v	ADP
easat-11374	86	34	dc	dc	PROPN
easat-11374	86	35	output	output	NOUN
easat-11374	86	36	.	.	PUNCT
easat-11374	87	1	this	this	DET
easat-11374	87	2	voltage	voltage	NOUN
easat-11374	87	3	is	be	AUX
easat-11374	87	4	subsequently	subsequently	ADV
easat-11374	87	5	filtered	filter	VERB
easat-11374	87	6	by	by	ADP
easat-11374	87	7	capacitor	capacitor	NOUN
easat-11374	87	8	c1	c1	PROPN
easat-11374	87	9	and	and	CCONJ
easat-11374	87	10	stepped	step	VERB
easat-11374	87	11	down	down	ADV
easat-11374	87	12	to	to	ADP
easat-11374	87	13	5	5	NUM
easat-11374	87	14	v	v	ADP
easat-11374	87	15	dc	dc	PROPN
easat-11374	87	16	using	use	VERB
easat-11374	87	17	the	the	DET
easat-11374	87	18	lm7805	lm7805	PROPN
easat-11374	87	19	voltage	voltage	NOUN
easat-11374	87	20	regulator	regulator	NOUN
easat-11374	87	21	(	(	PUNCT
easat-11374	87	22	u2	u2	PROPN
easat-11374	87	23	)	)	PUNCT
easat-11374	87	24	.	.	PUNCT
easat-11374	88	1	together	together	ADV
easat-11374	88	2	with	with	ADP
easat-11374	88	3	capacitor	capacitor	PROPN
easat-11374	88	4	c2	c2	PROPN
easat-11374	88	5	,	,	PUNCT
easat-11374	88	6	the	the	DET
easat-11374	88	7	regulator	regulator	NOUN
easat-11374	88	8	provides	provide	VERB
easat-11374	88	9	a	a	DET
easat-11374	88	10	stable	stable	ADJ
easat-11374	88	11	5	5	NUM
easat-11374	88	12	v	v	NOUN
easat-11374	88	13	,	,	PUNCT
easat-11374	88	14	1	1	NUM
easat-11374	88	15	a	a	DET
easat-11374	88	16	supply	supply	NOUN
easat-11374	88	17	for	for	ADP
easat-11374	88	18	the	the	DET
easat-11374	88	19	sensors	sensor	NOUN
easat-11374	88	20	and	and	CCONJ
easat-11374	88	21	controller	controller	NOUN
easat-11374	88	22	,	,	PUNCT
easat-11374	88	23	ensuring	ensure	VERB
easat-11374	88	24	consistent	consistent	ADJ
easat-11374	88	25	operation	operation	NOUN
easat-11374	88	26	under	under	ADP
easat-11374	88	27	varying	vary	VERB
easat-11374	88	28	load	load	NOUN
easat-11374	88	29	conditions	condition	NOUN
easat-11374	88	30	.	.	PUNCT
easat-11374	89	1	the	the	DET
easat-11374	89	2	current	current	ADJ
easat-11374	89	3	sensor	sensor	NOUN
easat-11374	89	4	is	be	AUX
easat-11374	89	5	interfaced	interface	VERB
easat-11374	89	6	through	through	ADP
easat-11374	89	7	terminal	terminal	PROPN
easat-11374	89	8	j3	j3	PROPN
easat-11374	89	9	to	to	ADP
easat-11374	89	10	the	the	DET
easat-11374	89	11	esp32	esp32	ADJ
easat-11374	89	12	microcontroller	microcontroller	NOUN
easat-11374	89	13	via	via	ADP
easat-11374	89	14	pins	pin	NOUN
easat-11374	89	15	d4	d4	PROPN
easat-11374	89	16	(	(	PUNCT
easat-11374	89	17	signal	signal	PROPN
easat-11374	89	18	)	)	PUNCT
easat-11374	89	19	,	,	PUNCT
easat-11374	89	20	5v	5v	NOUN
easat-11374	89	21	,	,	PUNCT
easat-11374	89	22	and	and	CCONJ
easat-11374	89	23	gnd	gnd	PROPN
easat-11374	89	24	,	,	PUNCT
easat-11374	89	25	while	while	SCONJ
easat-11374	89	26	the	the	DET
easat-11374	89	27	voltage	voltage	NOUN
easat-11374	89	28	sensor	sensor	NOUN
easat-11374	89	29	connects	connect	VERB
easat-11374	89	30	through	through	ADP
easat-11374	89	31	terminal	terminal	ADJ
easat-11374	89	32	j2	j2	PROPN
easat-11374	89	33	to	to	ADP
easat-11374	89	34	pins	pin	NOUN
easat-11374	89	35	d2	d2	PROPN
easat-11374	89	36	(	(	PUNCT
easat-11374	89	37	signal	signal	NOUN
easat-11374	89	38	)	)	PUNCT
easat-11374	89	39	,	,	PUNCT
easat-11374	89	40	5v	5v	NOUN
easat-11374	89	41	,	,	PUNCT
easat-11374	89	42	and	and	CCONJ
easat-11374	89	43	gnd	gnd	PROPN
easat-11374	89	44	.	.	PUNCT
easat-11374	90	1	these	these	DET
easat-11374	90	2	interfaces	interface	NOUN
easat-11374	90	3	enable	enable	VERB
easat-11374	90	4	synchronized	synchronize	VERB
easat-11374	90	5	voltage	voltage	NOUN
easat-11374	90	6	and	and	CCONJ
easat-11374	90	7	current	current	ADJ
easat-11374	90	8	measurements	measurement	NOUN
easat-11374	90	9	required	require	VERB
easat-11374	90	10	for	for	ADP
easat-11374	90	11	energy	energy	NOUN
easat-11374	90	12	computation	computation	NOUN
easat-11374	90	13	.	.	PUNCT
easat-11374	91	1	the	the	DET
easat-11374	91	2	i²c	i²c	CCONJ
easat-11374	91	3	lcd	lcd	NOUN
easat-11374	91	4	module	module	NOUN
easat-11374	91	5	connects	connect	VERB
easat-11374	91	6	through	through	ADP
easat-11374	91	7	terminal	terminal	ADJ
easat-11374	91	8	j1	j1	PROPN
easat-11374	91	9	to	to	ADP
easat-11374	91	10	pins	pin	NOUN
easat-11374	91	11	d21	d21	NOUN
easat-11374	91	12	(	(	PUNCT
easat-11374	91	13	sda	sda	NOUN
easat-11374	91	14	)	)	PUNCT
easat-11374	91	15	and	and	CCONJ
easat-11374	91	16	d22	d22	PROPN
easat-11374	91	17	(	(	PUNCT
easat-11374	91	18	scl	scl	NOUN
easat-11374	91	19	)	)	PUNCT
easat-11374	91	20	of	of	ADP
easat-11374	91	21	the	the	DET
easat-11374	91	22	esp32	esp32	NOUN
easat-11374	91	23	,	,	PUNCT
easat-11374	91	24	along	along	ADP
easat-11374	91	25	with	with	ADP
easat-11374	91	26	5v	5v	NOUN
easat-11374	91	27	and	and	CCONJ
easat-11374	91	28	gnd	gnd	PROPN
easat-11374	91	29	,	,	PUNCT
easat-11374	91	30	facilitating	facilitate	VERB
easat-11374	91	31	real	real	ADJ
easat-11374	91	32	-	-	PUNCT
easat-11374	91	33	time	time	NOUN
easat-11374	91	34	display	display	NOUN
easat-11374	91	35	of	of	ADP
easat-11374	91	36	measured	measured	ADJ
easat-11374	91	37	parameters	parameter	NOUN
easat-11374	91	38	.	.	PUNCT
easat-11374	92	1	terminal	terminal	PROPN
easat-11374	92	2	j6	j6	PROPN
easat-11374	92	3	links	link	VERB
easat-11374	92	4	the	the	DET
easat-11374	92	5	load	load	NOUN
easat-11374	92	6	to	to	ADP
easat-11374	92	7	both	both	DET
easat-11374	92	8	sensing	sense	VERB
easat-11374	92	9	modules	module	NOUN
easat-11374	92	10	for	for	ADP
easat-11374	92	11	data	datum	NOUN
easat-11374	92	12	acquisition	acquisition	NOUN
easat-11374	92	13	directly	directly	ADV
easat-11374	92	14	from	from	ADP
easat-11374	92	15	the	the	DET
easat-11374	92	16	mains	main	NOUN
easat-11374	92	17	.	.	PUNCT
easat-11374	93	1	the	the	DET
easat-11374	93	2	instantaneous	instantaneous	ADJ
easat-11374	93	3	power	power	NOUN
easat-11374	93	4	𝑃	𝑃	NOUN
easat-11374	93	5	and	and	CCONJ
easat-11374	93	6	accumulated	accumulate	VERB
easat-11374	93	7	energy	energy	NOUN
easat-11374	93	8	e	e	NOUN
easat-11374	93	9	are	be	AUX
easat-11374	93	10	computed	compute	VERB
easat-11374	93	11	as	as	ADP
easat-11374	93	12	:	:	PUNCT
easat-11374	93	13	𝑃	𝑃	NOUN
easat-11374	93	14	=	=	SYM
easat-11374	93	15	𝑉	𝑉	PROPN
easat-11374	93	16	×	×	NOUN
easat-11374	93	17	𝐼	𝐼	PROPN
easat-11374	93	18	,	,	PUNCT
easat-11374	93	19	𝐸	𝐸	PROPN
easat-11374	93	20	=	=	PUNCT
easat-11374	93	21	∑	∑	PUNCT
easat-11374	93	22	𝑃𝑡	𝑃𝑡	ADJ
easat-11374	93	23	×	×	NOUN
easat-11374	93	24	∆𝑡𝑇	∆𝑡𝑇	NOUN
easat-11374	93	25	𝑡=1	𝑡=1	PROPN
easat-11374	93	26	(	(	PUNCT
easat-11374	93	27	1	1	X
easat-11374	93	28	)	)	PUNCT
easat-11374	93	29	figure	figure	NOUN
easat-11374	93	30	2	2	NUM
easat-11374	93	31	.	.	PUNCT
easat-11374	93	32	circuit	circuit	NOUN
easat-11374	93	33	layout	layout	PROPN
easat-11374	93	34	.	.	PUNCT
easat-11374	94	1	2.4	2.4	NUM
easat-11374	94	2	.	.	PUNCT
easat-11374	95	1	cloud	cloud	ADJ
easat-11374	95	2	integration	integration	NOUN
easat-11374	95	3	and	and	CCONJ
easat-11374	95	4	data	datum	NOUN
easat-11374	95	5	acquisition	acquisition	NOUN
easat-11374	95	6	data	datum	NOUN
easat-11374	95	7	collected	collect	VERB
easat-11374	95	8	from	from	ADP
easat-11374	95	9	the	the	DET
easat-11374	95	10	esp32	esp32	NOUN
easat-11374	95	11	are	be	AUX
easat-11374	95	12	uploaded	upload	VERB
easat-11374	95	13	to	to	ADP
easat-11374	95	14	thingspeak	thingspeak	NOUN
easat-11374	95	15	,	,	PUNCT
easat-11374	95	16	an	an	DET
easat-11374	95	17	iot	iot	ADJ
easat-11374	95	18	cloud	cloud	NOUN
easat-11374	95	19	platform	platform	NOUN
easat-11374	95	20	compatible	compatible	ADJ
easat-11374	95	21	with	with	ADP
easat-11374	95	22	matlab	matlab	PROPN
easat-11374	95	23	analytics	analytic	NOUN
easat-11374	95	24	.	.	PUNCT
easat-11374	96	1	each	each	DET
easat-11374	96	2	transmission	transmission	NOUN
easat-11374	96	3	includes	include	VERB
easat-11374	96	4	:	:	PUNCT
easat-11374	96	5	timestamp	timestamp	NOUN
easat-11374	96	6	,	,	PUNCT
easat-11374	96	7	voltage	voltage	NOUN
easat-11374	96	8	(	(	PUNCT
easat-11374	96	9	v	v	NOUN
easat-11374	96	10	)	)	PUNCT
easat-11374	96	11	,	,	PUNCT
easat-11374	96	12	current	current	ADJ
easat-11374	96	13	(	(	PUNCT
easat-11374	96	14	a	a	NOUN
easat-11374	96	15	)	)	PUNCT
easat-11374	96	16	,	,	PUNCT
easat-11374	96	17	power	power	NOUN
easat-11374	96	18	(	(	PUNCT
easat-11374	96	19	w	w	NOUN
easat-11374	96	20	)	)	PUNCT
easat-11374	96	21	,	,	PUNCT
easat-11374	96	22	394	394	NUM
easat-11374	96	23	edelweiss	edelweiss	PROPN
easat-11374	96	24	applied	apply	VERB
easat-11374	96	25	science	science	NOUN
easat-11374	96	26	and	and	CCONJ
easat-11374	96	27	technology	technology	NOUN
easat-11374	96	28	issn	issn	PROPN
easat-11374	96	29	:	:	PUNCT
easat-11374	96	30	2576	2576	NUM
easat-11374	96	31	-	-	SYM
easat-11374	96	32	8484	8484	NUM
easat-11374	96	33	vol	vol	NOUN
easat-11374	96	34	.	.	PROPN
easat-11374	97	1	9	9	NUM
easat-11374	97	2	,	,	PUNCT
easat-11374	97	3	no	no	INTJ
easat-11374	97	4	.	.	NOUN
easat-11374	97	5	12	12	NUM
easat-11374	97	6	:	:	PUNCT
easat-11374	97	7	389	389	NUM
easat-11374	97	8	-	-	SYM
easat-11374	97	9	405	405	NUM
easat-11374	97	10	,	,	PUNCT
easat-11374	97	11	2025	2025	NUM
easat-11374	97	12	doi	doi	NOUN
easat-11374	97	13	:	:	PUNCT
easat-11374	97	14	10.55214/2576	10.55214/2576	NUM
easat-11374	97	15	-	-	SYM
easat-11374	97	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	97	17	©	©	ADP
easat-11374	97	18	2025	2025	NUM
easat-11374	97	19	by	by	ADP
easat-11374	97	20	the	the	DET
easat-11374	97	21	authors	author	NOUN
easat-11374	97	22	;	;	PUNCT
easat-11374	97	23	licensee	licensee	PROPN
easat-11374	97	24	learning	learn	VERB
easat-11374	97	25	gate	gate	PROPN
easat-11374	97	26	energy	energy	NOUN
easat-11374	97	27	(	(	PUNCT
easat-11374	97	28	kwh	kwh	NOUN
easat-11374	97	29	)	)	PUNCT
easat-11374	97	30	.	.	PUNCT
easat-11374	98	1	the	the	DET
easat-11374	98	2	data	datum	NOUN
easat-11374	98	3	are	be	AUX
easat-11374	98	4	stored	store	VERB
easat-11374	98	5	in	in	ADP
easat-11374	98	6	dedicated	dedicated	ADJ
easat-11374	98	7	channels	channel	NOUN
easat-11374	98	8	shown	show	VERB
easat-11374	98	9	in	in	ADP
easat-11374	98	10	figure	figure	NOUN
easat-11374	98	11	3	3	NUM
easat-11374	98	12	with	with	ADP
easat-11374	98	13	real	real	ADJ
easat-11374	98	14	-	-	PUNCT
easat-11374	98	15	time	time	NOUN
easat-11374	98	16	dashboards	dashboard	NOUN
easat-11374	98	17	,	,	PUNCT
easat-11374	98	18	and	and	CCONJ
easat-11374	98	19	can	can	AUX
easat-11374	98	20	also	also	ADV
easat-11374	98	21	be	be	AUX
easat-11374	98	22	accessed	access	VERB
easat-11374	98	23	via	via	ADP
easat-11374	98	24	rest	rest	NOUN
easat-11374	98	25	apis	apis	ADJ
easat-11374	98	26	for	for	ADP
easat-11374	98	27	downstream	downstream	ADJ
easat-11374	98	28	processing	processing	NOUN
easat-11374	98	29	in	in	ADP
easat-11374	98	30	python	python	NOUN
easat-11374	98	31	or	or	CCONJ
easat-11374	98	32	tensorflow	tensorflow	NOUN
easat-11374	98	33	environments	environment	NOUN
easat-11374	98	34	.	.	PUNCT
easat-11374	99	1	figure	figure	VERB
easat-11374	99	2	3	3	NUM
easat-11374	99	3	.	.	NOUN
easat-11374	99	4	channel	channel	NOUN
easat-11374	99	5	creation	creation	NOUN
easat-11374	99	6	on	on	ADP
easat-11374	99	7	thingspeak	thingspeak	NOUN
easat-11374	99	8	.	.	PUNCT
easat-11374	100	1	2.5	2.5	NUM
easat-11374	100	2	.	.	PUNCT
easat-11374	101	1	model	model	PROPN
easat-11374	101	2	development	development	NOUN
easat-11374	101	3	the	the	DET
easat-11374	101	4	proposed	propose	VERB
easat-11374	101	5	framework	framework	NOUN
easat-11374	101	6	integrates	integrate	VERB
easat-11374	101	7	two	two	NUM
easat-11374	101	8	learning	learning	NOUN
easat-11374	101	9	paradigms	paradigm	NOUN
easat-11374	101	10	to	to	PART
easat-11374	101	11	achieve	achieve	VERB
easat-11374	101	12	predictive	predictive	ADJ
easat-11374	101	13	and	and	CCONJ
easat-11374	101	14	diagnostic	diagnostic	ADJ
easat-11374	101	15	intelligence	intelligence	NOUN
easat-11374	101	16	in	in	ADP
easat-11374	101	17	smart	smart	ADJ
easat-11374	101	18	energy	energy	NOUN
easat-11374	101	19	monitoring	monitoring	NOUN
easat-11374	101	20	:	:	PUNCT
easat-11374	101	21	a	a	DET
easat-11374	101	22	long	long	ADJ
easat-11374	101	23	short	short	ADJ
easat-11374	101	24	-	-	PUNCT
easat-11374	101	25	term	term	NOUN
easat-11374	101	26	memory	memory	NOUN
easat-11374	101	27	(	(	PUNCT
easat-11374	101	28	lstm	lstm	NOUN
easat-11374	101	29	)	)	PUNCT
easat-11374	101	30	network	network	NOUN
easat-11374	101	31	[	[	X
easat-11374	101	32	22	22	NUM
easat-11374	101	33	]	]	PUNCT
easat-11374	101	34	for	for	ADP
easat-11374	101	35	load	load	NOUN
easat-11374	101	36	forecasting	forecasting	NOUN
easat-11374	101	37	and	and	CCONJ
easat-11374	101	38	an	an	DET
easat-11374	101	39	isolation	isolation	NOUN
easat-11374	101	40	forest	forest	NOUN
easat-11374	101	41	(	(	PUNCT
easat-11374	101	42	iforest	iforest	NOUN
easat-11374	101	43	)	)	PUNCT
easat-11374	101	44	model	model	NOUN
easat-11374	102	1	[	[	X
easat-11374	102	2	23	23	NUM
easat-11374	102	3	]	]	PUNCT
easat-11374	102	4	for	for	ADP
easat-11374	102	5	anomaly	anomaly	NOUN
easat-11374	102	6	detection	detection	NOUN
easat-11374	102	7	.	.	PUNCT
easat-11374	103	1	the	the	DET
easat-11374	103	2	combined	combine	VERB
easat-11374	103	3	approach	approach	NOUN
easat-11374	103	4	captures	capture	VERB
easat-11374	103	5	both	both	DET
easat-11374	103	6	normal	normal	ADJ
easat-11374	103	7	consumption	consumption	NOUN
easat-11374	103	8	dynamics	dynamic	NOUN
easat-11374	103	9	and	and	CCONJ
easat-11374	103	10	abnormal	abnormal	ADJ
easat-11374	103	11	energy	energy	NOUN
easat-11374	103	12	-	-	PUNCT
easat-11374	103	13	use	use	NOUN
easat-11374	103	14	deviations	deviation	NOUN
easat-11374	103	15	indicative	indicative	ADJ
easat-11374	103	16	of	of	ADP
easat-11374	103	17	theft	theft	NOUN
easat-11374	103	18	,	,	PUNCT
easat-11374	103	19	malfunction	malfunction	NOUN
easat-11374	103	20	,	,	PUNCT
easat-11374	103	21	or	or	CCONJ
easat-11374	103	22	inefficiencies	inefficiency	NOUN
easat-11374	103	23	.	.	PUNCT
easat-11374	104	1	2.6	2.6	NUM
easat-11374	104	2	.	.	PUNCT
easat-11374	105	1	data	datum	NOUN
easat-11374	105	2	description	description	NOUN
easat-11374	105	3	and	and	CCONJ
easat-11374	105	4	preprocessing	preprocesse	VERB
easat-11374	105	5	the	the	DET
easat-11374	105	6	dataset	dataset	NOUN
easat-11374	105	7	,	,	PUNCT
easat-11374	105	8	acquired	acquire	VERB
easat-11374	105	9	via	via	ADP
easat-11374	105	10	iot	iot	NOUN
easat-11374	105	11	-	-	PUNCT
easat-11374	105	12	based	base	VERB
easat-11374	105	13	smart	smart	ADJ
easat-11374	105	14	meters	meter	NOUN
easat-11374	105	15	and	and	CCONJ
easat-11374	105	16	stored	store	VERB
easat-11374	105	17	on	on	ADP
easat-11374	105	18	thingspeak	thingspeak	NOUN
easat-11374	105	19	,	,	PUNCT
easat-11374	105	20	comprises	comprise	VERB
easat-11374	105	21	timestamped	timestamped	ADJ
easat-11374	105	22	measurements	measurement	NOUN
easat-11374	105	23	of	of	ADP
easat-11374	105	24	voltage	voltage	NOUN
easat-11374	105	25	𝑉𝑡	𝑉𝑡	PROPN
easat-11374	105	26	,	,	PUNCT
easat-11374	105	27	current	current	ADJ
easat-11374	105	28	𝐼𝑡	𝐼𝑡	ADV
easat-11374	105	29	,	,	PUNCT
easat-11374	105	30	real	real	ADJ
easat-11374	105	31	power	power	NOUN
easat-11374	105	32	𝑃𝑡	𝑃𝑡	PROPN
easat-11374	105	33	,	,	PUNCT
easat-11374	105	34	and	and	CCONJ
easat-11374	105	35	power	power	NOUN
easat-11374	105	36	factor	factor	NOUN
easat-11374	105	37	𝑃𝐹𝑡	𝑃𝐹𝑡	NOUN
easat-11374	105	38	at	at	ADP
easat-11374	105	39	one	one	NUM
easat-11374	105	40	-	-	PUNCT
easat-11374	105	41	minute	minute	NOUN
easat-11374	105	42	intervals	interval	NOUN
easat-11374	105	43	.	.	PUNCT
easat-11374	106	1	temporal	temporal	ADJ
easat-11374	106	2	features	feature	NOUN
easat-11374	106	3	such	such	ADJ
easat-11374	106	4	as	as	ADP
easat-11374	106	5	hour	hour	NOUN
easat-11374	106	6	of	of	ADP
easat-11374	106	7	day	day	NOUN
easat-11374	106	8	,	,	PUNCT
easat-11374	106	9	𝑉𝑡	𝑉𝑡	PROPN
easat-11374	106	10	,	,	PUNCT
easat-11374	106	11	day	day	NOUN
easat-11374	106	12	of	of	ADP
easat-11374	106	13	week	week	NOUN
easat-11374	106	14	,	,	PUNCT
easat-11374	106	15	and	and	CCONJ
easat-11374	106	16	weekend	weekend	NOUN
easat-11374	106	17	indicator	indicator	NOUN
easat-11374	106	18	(	(	PUNCT
easat-11374	106	19	𝑤	𝑤	X
easat-11374	106	20	)	)	PUNCT
easat-11374	106	21	were	be	AUX
easat-11374	106	22	appended	append	VERB
easat-11374	106	23	to	to	PART
easat-11374	106	24	capture	capture	VERB
easat-11374	106	25	periodic	periodic	ADJ
easat-11374	106	26	demand	demand	NOUN
easat-11374	106	27	variation	variation	NOUN
easat-11374	106	28	.	.	PUNCT
easat-11374	107	1	preprocessing	preprocesse	VERB
easat-11374	107	2	involved	involve	VERB
easat-11374	107	3	noise	noise	NOUN
easat-11374	107	4	removal	removal	NOUN
easat-11374	107	5	via	via	ADP
easat-11374	107	6	a	a	DET
easat-11374	107	7	rolling	rolling	ADJ
easat-11374	107	8	median	median	ADJ
easat-11374	107	9	filter	filter	NOUN
easat-11374	107	10	,	,	PUNCT
easat-11374	107	11	missing	miss	VERB
easat-11374	107	12	value	value	NOUN
easat-11374	107	13	imputation	imputation	NOUN
easat-11374	107	14	using	use	VERB
easat-11374	107	15	linear	linear	ADJ
easat-11374	107	16	interpolation	interpolation	NOUN
easat-11374	107	17	,	,	PUNCT
easat-11374	107	18	and	and	CCONJ
easat-11374	107	19	normalization	normalization	NOUN
easat-11374	107	20	via	via	ADP
easat-11374	107	21	min	min	PROPN
easat-11374	107	22	–	–	PUNCT
easat-11374	107	23	max	max	ADJ
easat-11374	107	24	scaling	scale	VERB
easat-11374	107	25	techniques	technique	NOUN
easat-11374	107	26	.	.	PUNCT
easat-11374	108	1	395	395	NUM
easat-11374	108	2	edelweiss	edelweiss	PROPN
easat-11374	108	3	applied	apply	VERB
easat-11374	108	4	science	science	NOUN
easat-11374	108	5	and	and	CCONJ
easat-11374	108	6	technology	technology	NOUN
easat-11374	108	7	issn	issn	PROPN
easat-11374	108	8	:	:	PUNCT
easat-11374	108	9	2576	2576	NUM
easat-11374	108	10	-	-	SYM
easat-11374	108	11	8484	8484	NUM
easat-11374	108	12	vol	vol	NOUN
easat-11374	108	13	.	.	PROPN
easat-11374	109	1	9	9	NUM
easat-11374	109	2	,	,	PUNCT
easat-11374	109	3	no	no	INTJ
easat-11374	109	4	.	.	NOUN
easat-11374	109	5	12	12	NUM
easat-11374	109	6	:	:	PUNCT
easat-11374	109	7	389	389	NUM
easat-11374	109	8	-	-	SYM
easat-11374	109	9	405	405	NUM
easat-11374	109	10	,	,	PUNCT
easat-11374	109	11	2025	2025	NUM
easat-11374	109	12	doi	doi	NOUN
easat-11374	109	13	:	:	PUNCT
easat-11374	109	14	10.55214/2576	10.55214/2576	NUM
easat-11374	109	15	-	-	SYM
easat-11374	109	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	109	17	©	©	ADP
easat-11374	109	18	2025	2025	NUM
easat-11374	109	19	by	by	ADP
easat-11374	109	20	the	the	DET
easat-11374	109	21	authors	author	NOUN
easat-11374	109	22	;	;	PUNCT
easat-11374	109	23	licensee	licensee	PROPN
easat-11374	109	24	learning	learn	VERB
easat-11374	109	25	gate	gate	NOUN
easat-11374	109	26	𝑥𝑡	𝑥𝑡	ADV
easat-11374	109	27	′	′	NOUN
easat-11374	109	28	=	=	PUNCT
easat-11374	109	29	𝑥𝑡−min⁡(𝑥	𝑥𝑡−min⁡(𝑥	NOUN
easat-11374	109	30	)	)	PUNCT
easat-11374	109	31	max(𝑥)−min⁡(𝑥	max(𝑥)−min⁡(𝑥	NOUN
easat-11374	109	32	)	)	PUNCT
easat-11374	109	33	(	(	PUNCT
easat-11374	109	34	2	2	X
easat-11374	109	35	)	)	PUNCT
easat-11374	109	36	the	the	DET
easat-11374	109	37	data	datum	NOUN
easat-11374	109	38	were	be	AUX
easat-11374	109	39	split	split	VERB
easat-11374	109	40	chronologically	chronologically	ADV
easat-11374	109	41	into	into	ADP
easat-11374	109	42	70	70	NUM
easat-11374	109	43	%	%	NOUN
easat-11374	109	44	training	training	NOUN
easat-11374	109	45	,	,	PUNCT
easat-11374	109	46	15	15	NUM
easat-11374	109	47	%	%	NOUN
easat-11374	109	48	validation	validation	NOUN
easat-11374	109	49	,	,	PUNCT
easat-11374	109	50	and	and	CCONJ
easat-11374	109	51	15	15	NUM
easat-11374	109	52	%	%	NOUN
easat-11374	109	53	testing	testing	NOUN
easat-11374	109	54	subsets	subset	NOUN
easat-11374	109	55	based	base	VERB
easat-11374	109	56	on	on	ADP
easat-11374	109	57	standard	standard	ADJ
easat-11374	109	58	time	time	NOUN
easat-11374	109	59	-	-	PUNCT
easat-11374	109	60	series	series	NOUN
easat-11374	109	61	partitioning	partitioning	NOUN
easat-11374	109	62	practices	practice	NOUN
easat-11374	109	63	to	to	PART
easat-11374	109	64	preserve	preserve	VERB
easat-11374	109	65	temporal	temporal	ADJ
easat-11374	109	66	dependencies	dependency	NOUN
easat-11374	109	67	and	and	CCONJ
easat-11374	109	68	prevent	prevent	VERB
easat-11374	109	69	data	datum	NOUN
easat-11374	109	70	leakage	leakage	NOUN
easat-11374	109	71	between	between	ADP
easat-11374	109	72	the	the	DET
easat-11374	109	73	training	training	NOUN
easat-11374	109	74	and	and	CCONJ
easat-11374	109	75	evaluation	evaluation	NOUN
easat-11374	109	76	phases	phase	NOUN
easat-11374	109	77	.	.	PUNCT
easat-11374	110	1	2.7	2.7	NUM
easat-11374	110	2	.	.	PUNCT
easat-11374	110	3	lstm	lstm	PROPN
easat-11374	110	4	forecasting	forecasting	NOUN
easat-11374	110	5	model	model	NOUN
easat-11374	110	6	the	the	DET
easat-11374	110	7	lstm	lstm	PROPN
easat-11374	110	8	network	network	NOUN
easat-11374	110	9	learns	learn	VERB
easat-11374	110	10	temporal	temporal	ADJ
easat-11374	110	11	dependencies	dependency	NOUN
easat-11374	110	12	in	in	ADP
easat-11374	110	13	the	the	DET
easat-11374	110	14	energy	energy	NOUN
easat-11374	110	15	data	datum	NOUN
easat-11374	110	16	to	to	PART
easat-11374	110	17	predict	predict	VERB
easat-11374	110	18	short	short	ADJ
easat-11374	110	19	-	-	PUNCT
easat-11374	110	20	term	term	NOUN
easat-11374	110	21	demand	demand	NOUN
easat-11374	110	22	�	�	NOUN
easat-11374	110	23	̂	̂	NOUN
easat-11374	110	24	�	�	NOUN
easat-11374	110	25	𝑡+1	𝑡+1	NUM
easat-11374	110	26	.	.	PUNCT
easat-11374	110	27	given	give	VERB
easat-11374	110	28	a	a	DET
easat-11374	110	29	sequence	sequence	NOUN
easat-11374	111	1	𝑋𝑡	𝑋𝑡	NOUN
easat-11374	111	2	=	=	PUNCT
easat-11374	112	1	[	[	X
easat-11374	112	2	𝑃𝑡−𝑛+1,𝑃𝑡−𝑛+2	𝑃𝑡−𝑛+1,𝑃𝑡−𝑛+2	NOUN
easat-11374	112	3	,	,	PUNCT
easat-11374	112	4	…	…	PUNCT
easat-11374	112	5	,	,	PUNCT
easat-11374	112	6	𝑃𝑡	𝑃𝑡	PROPN
easat-11374	112	7	]	]	PUNCT
easat-11374	112	8	,	,	PUNCT
easat-11374	112	9	the	the	DET
easat-11374	112	10	lstm	lstm	NOUN
easat-11374	112	11	computes	compute	VERB
easat-11374	112	12	hidden	hide	VERB
easat-11374	112	13	representations	representation	NOUN
easat-11374	112	14	through	through	ADP
easat-11374	112	15	gated	gate	VERB
easat-11374	112	16	operations	operation	NOUN
easat-11374	112	17	as	as	ADP
easat-11374	112	18	[	[	X
easat-11374	112	19	22	22	NUM
easat-11374	112	20	]	]	PUNCT
easat-11374	112	21	:	:	PUNCT
easat-11374	112	22	forget	forget	VERB
easat-11374	112	23	gate	gate	NOUN
easat-11374	112	24	:	:	PUNCT
easat-11374	112	25	𝑓𝑡	𝑓𝑡	PROPN
easat-11374	112	26	=	=	PUNCT
easat-11374	112	27	𝜎(𝑊𝑓[ℎ𝑡−1	𝜎(𝑊𝑓[ℎ𝑡−1	PROPN
easat-11374	112	28	,	,	PUNCT
easat-11374	112	29	𝑥𝑡	𝑥𝑡	ADP
easat-11374	112	30	]	]	X
easat-11374	113	1	+	+	NOUN
easat-11374	113	2	⁡𝑏𝑓	⁡𝑏𝑓	NUM
easat-11374	113	3	)	)	PUNCT
easat-11374	113	4	(	(	PUNCT
easat-11374	113	5	3	3	X
easat-11374	113	6	)	)	PUNCT
easat-11374	113	7	input	input	NOUN
easat-11374	113	8	gate	gate	NOUN
easat-11374	113	9	:	:	PUNCT
easat-11374	113	10	𝑖𝑡	𝑖𝑡	NOUN
easat-11374	113	11	=	=	PUNCT
easat-11374	113	12	𝜎(𝑊𝑖	𝜎(𝑊𝑖	NOUN
easat-11374	113	13	⁡[ℎ𝑡−1	⁡[ℎ𝑡−1	NOUN
easat-11374	113	14	,	,	PUNCT
easat-11374	113	15	𝑥𝑡	𝑥𝑡	ADV
easat-11374	113	16	⁡	⁡	NOUN
easat-11374	113	17	]	]	X
easat-11374	113	18	+	+	PUNCT
easat-11374	113	19	⁡𝑏𝑖⁡	⁡𝑏𝑖⁡	NUM
easat-11374	113	20	)	)	PUNCT
easat-11374	113	21	(	(	PUNCT
easat-11374	113	22	4	4	X
easat-11374	113	23	)	)	PUNCT
easat-11374	113	24	cell	cell	NOUN
easat-11374	113	25	candidate	candidate	NOUN
easat-11374	113	26	:	:	PUNCT
easat-11374	113	27	�	�	PROPN
easat-11374	113	28	̃	̃	PROPN
easat-11374	113	29	�	�	NOUN
easat-11374	113	30	𝑡	𝑡	ADJ
easat-11374	113	31	=	=	PROPN
easat-11374	113	32	tanh⁡(𝑊𝑐	tanh⁡(𝑊𝑐	PROPN
easat-11374	113	33	⁡[ℎ𝑡−1⁡	⁡[ℎ𝑡−1⁡	PROPN
easat-11374	113	34	,	,	PUNCT
easat-11374	113	35	𝑥𝑡	𝑥𝑡	ADV
easat-11374	113	36	⁡	⁡	NOUN
easat-11374	113	37	]	]	X
easat-11374	113	38	+	+	X
easat-11374	113	39	⁡𝑏𝑐	⁡𝑏𝑐	X
easat-11374	113	40	)	)	PUNCT
easat-11374	113	41	(	(	PUNCT
easat-11374	113	42	5	5	X
easat-11374	113	43	)	)	PUNCT
easat-11374	113	44	cell	cell	NOUN
easat-11374	113	45	state	state	NOUN
easat-11374	113	46	:	:	PUNCT
easat-11374	114	1	𝐶𝑡	𝐶𝑡	PROPN
easat-11374	114	2	=	=	PRON
easat-11374	114	3	⁡𝑓𝑡ʘ⁡𝐶𝑡−1	⁡𝑓𝑡ʘ⁡𝐶𝑡−1	VERB
easat-11374	114	4	+	+	PROPN
easat-11374	114	5	⁡𝑖𝑡ʘ⁡	⁡𝑖𝑡ʘ⁡	NOUN
easat-11374	114	6	�	�	NOUN
easat-11374	114	7	̃	̃	NOUN
easat-11374	114	8	�	�	NOUN
easat-11374	114	9	𝑡	𝑡	PROPN
easat-11374	114	10	(	(	PUNCT
easat-11374	114	11	6	6	NUM
easat-11374	114	12	)	)	PUNCT
easat-11374	114	13	output	output	NOUN
easat-11374	114	14	gate	gate	NOUN
easat-11374	114	15	:	:	PUNCT
easat-11374	114	16	𝑜𝑡	𝑜𝑡	PROPN
easat-11374	114	17	=	=	SYM
easat-11374	114	18	𝜎(𝑊𝑜⁡.	𝜎(𝑊𝑜⁡.	PROPN
easat-11374	115	1	[	[	X
easat-11374	115	2	ℎ𝑡−1	ℎ𝑡−1	ADJ
easat-11374	115	3	,	,	PUNCT
easat-11374	115	4	𝑥𝑡⁡	𝑥𝑡⁡	PRON
easat-11374	115	5	]	]	PUNCT
easat-11374	116	1	+	+	CCONJ
easat-11374	116	2	⁡𝑏𝑜⁡	⁡𝑏𝑜⁡	ADJ
easat-11374	116	3	)	)	PUNCT
easat-11374	116	4	(	(	PUNCT
easat-11374	116	5	7	7	X
easat-11374	116	6	)	)	PUNCT
easat-11374	116	7	hidden	hide	VERB
easat-11374	116	8	state	state	NOUN
easat-11374	116	9	output	output	NOUN
easat-11374	116	10	:	:	PUNCT
easat-11374	116	11	ℎ𝑡	ℎ𝑡	NOUN
easat-11374	116	12	=	=	PUNCT
easat-11374	116	13	𝑜𝑡	𝑜𝑡	NOUN
easat-11374	116	14	⁡ʘ⁡tanh⁡(𝐶𝑡	⁡ʘ⁡tanh⁡(𝐶𝑡	NOUN
easat-11374	116	15	)	)	PUNCT
easat-11374	116	16	(	(	PUNCT
easat-11374	116	17	8)	8)	NUM
easat-11374	116	18	the	the	DET
easat-11374	116	19	final	final	ADJ
easat-11374	116	20	load	load	NOUN
easat-11374	116	21	forecast	forecast	NOUN
easat-11374	116	22	is	be	AUX
easat-11374	116	23	then	then	ADV
easat-11374	116	24	formulated	formulate	VERB
easat-11374	116	25	as	as	ADP
easat-11374	116	26	:	:	PUNCT
easat-11374	116	27	�	�	PROPN
easat-11374	116	28	̂	̂	NOUN
easat-11374	116	29	�	�	NOUN
easat-11374	116	30	𝑡+1	𝑡+1	NOUN
easat-11374	116	31	=	=	PUNCT
easat-11374	116	32	𝑊𝑦ℎ𝑡	𝑊𝑦ℎ𝑡	PROPN
easat-11374	116	33	+	+	NUM
easat-11374	116	34	⁡𝑏𝑦	⁡𝑏𝑦	X
easat-11374	116	35	(	(	PUNCT
easat-11374	116	36	9	9	NUM
easat-11374	116	37	)	)	PUNCT
easat-11374	116	38	table	table	NOUN
easat-11374	116	39	2	2	NUM
easat-11374	116	40	summarizes	summarize	NOUN
easat-11374	116	41	the	the	DET
easat-11374	116	42	model	model	NOUN
easat-11374	116	43	configuration	configuration	NOUN
easat-11374	116	44	parameters	parameter	NOUN
easat-11374	116	45	table	table	VERB
easat-11374	116	46	2	2	NUM
easat-11374	116	47	.	.	PUNCT
easat-11374	116	48	model	model	NOUN
easat-11374	116	49	configuration	configuration	NOUN
easat-11374	116	50	parameters	parameter	NOUN
easat-11374	116	51	.	.	PUNCT
easat-11374	117	1	parameter	parameter	NOUN
easat-11374	117	2	value	value	NOUN
easat-11374	117	3	input	input	NOUN
easat-11374	117	4	window	window	NOUN
easat-11374	117	5	60	60	NUM
easat-11374	117	6	minutes	minute	NOUN
easat-11374	117	7	lstm	lstm	ADJ
easat-11374	117	8	layers	layer	NOUN
easat-11374	117	9	64	64	NUM
easat-11374	117	10	and	and	CCONJ
easat-11374	117	11	32	32	NUM
easat-11374	117	12	units	unit	NOUN
easat-11374	117	13	dropout	dropout	VERB
easat-11374	117	14	0.2	0.2	NUM
easat-11374	117	15	output	output	NOUN
easat-11374	117	16	layer	layer	NOUN
easat-11374	117	17	dense	dense	ADJ
easat-11374	117	18	loss	loss	NOUN
easat-11374	117	19	function	function	NOUN
easat-11374	117	20	mse	mse	NOUN
easat-11374	117	21	=	=	NOUN
easat-11374	117	22	1	1	NUM
easat-11374	117	23	𝑁	𝑁	PROPN
easat-11374	117	24	∑	∑	PUNCT
easat-11374	117	25	(	(	PUNCT
easat-11374	117	26	𝑃𝑡	𝑃𝑡	PROPN
easat-11374	117	27	−	−	PROPN
easat-11374	117	28	�	�	NOUN
easat-11374	117	29	̂	̂	NOUN
easat-11374	117	30	�	�	NOUN
easat-11374	117	31	𝑡	𝑡	NOUN
easat-11374	117	32	)	)	PUNCT
easat-11374	117	33	2𝑁	2𝑁	ADJ
easat-11374	117	34	𝑡=1	𝑡=1	PROPN
easat-11374	117	35	optimizer	optimizer	NOUN
easat-11374	117	36	adam	adam	NOUN
easat-11374	117	37	(	(	PUNCT
easat-11374	117	38	η=0.001	η=0.001	X
easat-11374	117	39	)	)	PUNCT
easat-11374	117	40	epochs	epoch	VERB
easat-11374	117	41	150	150	NUM
easat-11374	117	42	batch	batch	NOUN
easat-11374	117	43	size	size	NOUN
easat-11374	117	44	32	32	NUM
easat-11374	117	45	early	early	ADJ
easat-11374	117	46	stopping	stop	VERB
easat-11374	117	47	patience=10	patience=10	NUM
easat-11374	117	48	2.8	2.8	NUM
easat-11374	117	49	.	.	PUNCT
easat-11374	118	1	isolation	isolation	NOUN
easat-11374	118	2	forest	forest	NOUN
easat-11374	118	3	anomaly	anomaly	NOUN
easat-11374	118	4	detection	detection	NOUN
easat-11374	118	5	residuals	residual	NOUN
easat-11374	118	6	between	between	ADP
easat-11374	118	7	observed	observe	VERB
easat-11374	118	8	and	and	CCONJ
easat-11374	118	9	predicted	predict	VERB
easat-11374	118	10	load	load	NOUN
easat-11374	118	11	were	be	AUX
easat-11374	118	12	computed	compute	VERB
easat-11374	118	13	as	as	ADP
easat-11374	118	14	𝑟𝑡	𝑟𝑡	PROPN
easat-11374	118	15	=	=	SYM
easat-11374	118	16	|𝑃𝑡	|𝑃𝑡	PROPN
easat-11374	118	17	−	−	PROPN
easat-11374	118	18	�	�	PROPN
easat-11374	118	19	̂	̂	NOUN
easat-11374	118	20	�	�	NOUN
easat-11374	118	21	𝑡|	𝑡|	PROPN
easat-11374	118	22	.	.	PUNCT
easat-11374	119	1	the	the	DET
easat-11374	119	2	isolation	isolation	NOUN
easat-11374	119	3	forest	forest	NOUN
easat-11374	119	4	identifies	identify	VERB
easat-11374	119	5	anomalies	anomaly	NOUN
easat-11374	119	6	by	by	ADP
easat-11374	119	7	recursively	recursively	ADV
easat-11374	119	8	partitioning	partition	VERB
easat-11374	119	9	the	the	DET
easat-11374	119	10	residual	residual	ADJ
easat-11374	119	11	space	space	NOUN
easat-11374	119	12	.	.	PUNCT
easat-11374	120	1	for	for	ADP
easat-11374	120	2	a	a	DET
easat-11374	120	3	dataset	dataset	NOUN
easat-11374	120	4	𝑋	𝑋	NOUN
easat-11374	120	5	=	=	SYM
easat-11374	120	6	{	{	PUNCT
easat-11374	120	7	𝑥1	𝑥1	PROPN
easat-11374	120	8	,	,	PUNCT
easat-11374	120	9	𝑥1	𝑥1	PROPN
easat-11374	120	10	,	,	PUNCT
easat-11374	120	11	…	…	PUNCT
easat-11374	120	12	,	,	PUNCT
easat-11374	120	13	𝑥𝑛	𝑥𝑛	NOUN
easat-11374	120	14	}	}	PUNCT
easat-11374	120	15	,	,	PUNCT
easat-11374	120	16	random	random	ADJ
easat-11374	120	17	feature	feature	NOUN
easat-11374	120	18	𝑞	𝑞	NOUN
easat-11374	120	19	and	and	CCONJ
easat-11374	120	20	split	split	ADJ
easat-11374	120	21	value	value	NOUN
easat-11374	120	22	𝑝	𝑝	NOUN
easat-11374	120	23	are	be	AUX
easat-11374	120	24	selected	select	VERB
easat-11374	120	25	to	to	PART
easat-11374	120	26	form	form	VERB
easat-11374	120	27	partitions	partition	NOUN
easat-11374	120	28	until	until	SCONJ
easat-11374	120	29	isolation	isolation	NOUN
easat-11374	120	30	occurs	occur	VERB
easat-11374	120	31	[	[	X
easat-11374	120	32	23	23	NUM
easat-11374	120	33	]	]	PUNCT
easat-11374	120	34	.	.	PUNCT
easat-11374	121	1	the	the	DET
easat-11374	121	2	anomaly	anomaly	NOUN
easat-11374	121	3	score	score	NOUN
easat-11374	121	4	for	for	ADP
easat-11374	121	5	a	a	DET
easat-11374	121	6	sample	sample	NOUN
easat-11374	121	7	x	x	AUX
easat-11374	121	8	is	be	AUX
easat-11374	121	9	given	give	VERB
easat-11374	121	10	by	by	ADP
easat-11374	121	11	𝑠(𝑥	𝑠(𝑥	PROPN
easat-11374	121	12	,	,	PUNCT
easat-11374	121	13	𝑛	𝑛	ADJ
easat-11374	121	14	)	)	PUNCT
easat-11374	121	15	=	=	SYM
easat-11374	121	16	2	2	NUM
easat-11374	121	17	−	−	NOUN
easat-11374	121	18	𝐸(ℎ(𝑥	𝐸(ℎ(𝑥	NOUN
easat-11374	121	19	)	)	PUNCT
easat-11374	121	20	)	)	PUNCT
easat-11374	122	1	𝑐(𝑛	𝑐(𝑛	PROPN
easat-11374	122	2	)	)	PUNCT
easat-11374	122	3	,	,	PUNCT
easat-11374	122	4	where	where	SCONJ
easat-11374	122	5	𝐸(ℎ(𝑥	𝐸(ℎ(𝑥	NOUN
easat-11374	122	6	)	)	PUNCT
easat-11374	122	7	)	)	PUNCT
easat-11374	122	8	is	be	AUX
easat-11374	122	9	the	the	DET
easat-11374	122	10	average	average	ADJ
easat-11374	122	11	path	path	NOUN
easat-11374	122	12	length	length	NOUN
easat-11374	122	13	𝑥	𝑥	NOUN
easat-11374	122	14	across	across	ADP
easat-11374	122	15	all	all	DET
easat-11374	122	16	trees	tree	NOUN
easat-11374	122	17	,	,	PUNCT
easat-11374	122	18	𝑛𝑜𝑟𝑚𝑎𝑙𝑖𝑧𝑎𝑡𝑖𝑜𝑛⁡𝑓𝑎𝑐𝑡𝑜𝑟⁡𝑐(𝑛	𝑛𝑜𝑟𝑚𝑎𝑙𝑖𝑧𝑎𝑡𝑖𝑜𝑛⁡𝑓𝑎𝑐𝑡𝑜𝑟⁡𝑐(𝑛	NUM
easat-11374	122	19	)	)	PUNCT
easat-11374	123	1	=	=	SYM
easat-11374	124	1	2𝐻(𝑛	2𝐻(𝑛	NUM
easat-11374	124	2	−	−	NOUN
easat-11374	125	1	1	1	NUM
easat-11374	125	2	)	)	PUNCT
easat-11374	125	3	−	−	NOUN
easat-11374	125	4	2(𝑛−1	2(𝑛−1	NOUN
easat-11374	125	5	)	)	PUNCT
easat-11374	125	6	𝑛	𝑛	PROPN
easat-11374	125	7	and	and	CCONJ
easat-11374	125	8	the	the	DET
easat-11374	125	9	harmonic	harmonic	ADJ
easat-11374	125	10	number	number	NOUN
easat-11374	125	11	𝐻(𝑛	𝐻(𝑛	NUM
easat-11374	125	12	)	)	PUNCT
easat-11374	125	13	is	be	AUX
easat-11374	125	14	approximated	approximate	VERB
easat-11374	125	15	by	by	ADP
easat-11374	125	16	ln(𝑛	ln(𝑛	NOUN
easat-11374	125	17	)	)	PUNCT
easat-11374	126	1	+	+	CCONJ
easat-11374	127	1	0.5772	0.5772	NUM
easat-11374	127	2	.	.	PUNCT
easat-11374	128	1	if	if	SCONJ
easat-11374	128	2	𝑠(𝑥	𝑠(𝑥	PROPN
easat-11374	128	3	,	,	PUNCT
easat-11374	128	4	𝑛	𝑛	NOUN
easat-11374	128	5	)	)	PUNCT
easat-11374	128	6	>	>	X
easat-11374	128	7	𝑡ℎ𝑟𝑒𝑠ℎ𝑜𝑙𝑑	𝑡ℎ𝑟𝑒𝑠ℎ𝑜𝑙𝑑	PROPN
easat-11374	128	8	,	,	PUNCT
easat-11374	128	9	𝑥	𝑥	PROPN
easat-11374	128	10	is	be	AUX
easat-11374	128	11	flagged	flag	VERB
easat-11374	128	12	as	as	ADP
easat-11374	128	13	anomalous	anomalous	ADJ
easat-11374	128	14	[	[	X
easat-11374	128	15	24	24	NUM
easat-11374	128	16	]	]	PUNCT
easat-11374	128	17	.	.	PUNCT
easat-11374	129	1	hyperparameters	hyperparameter	NOUN
easat-11374	129	2	include	include	VERB
easat-11374	129	3	number	number	NOUN
easat-11374	129	4	of	of	ADP
easat-11374	129	5	estimators	estimator	NOUN
easat-11374	129	6	=	=	SYM
easat-11374	129	7	200	200	NUM
easat-11374	129	8	,	,	PUNCT
easat-11374	129	9	maximum	maximum	ADJ
easat-11374	129	10	samples	sample	NOUN
easat-11374	129	11	=	=	SYM
easat-11374	129	12	256	256	NUM
easat-11374	129	13	,	,	PUNCT
easat-11374	129	14	contamination	contamination	NOUN
easat-11374	129	15	=	=	NOUN
easat-11374	129	16	0.05	0.05	NUM
easat-11374	129	17	,	,	PUNCT
easat-11374	129	18	max	max	PROPN
easat-11374	129	19	features	feature	VERB
easat-11374	129	20	=	=	PROPN
easat-11374	129	21	1.0	1.0	NUM
easat-11374	129	22	.	.	NOUN
easat-11374	129	23	2.9	2.9	NUM
easat-11374	129	24	.	.	PUNCT
easat-11374	130	1	model	model	NOUN
easat-11374	130	2	evaluation	evaluation	NOUN
easat-11374	130	3	the	the	DET
easat-11374	130	4	lstm	lstm	PROPN
easat-11374	130	5	model	model	PROPN
easat-11374	130	6	’s	’s	PART
easat-11374	130	7	accuracy	accuracy	NOUN
easat-11374	130	8	was	be	AUX
easat-11374	130	9	assessed	assess	VERB
easat-11374	130	10	using	use	VERB
easat-11374	130	11	rmse	rmse	NOUN
easat-11374	130	12	,	,	PUNCT
easat-11374	130	13	mae	mae	PROPN
easat-11374	130	14	,	,	PUNCT
easat-11374	130	15	and	and	CCONJ
easat-11374	130	16	𝑅2	𝑅2	VERB
easat-11374	131	1	[	[	X
easat-11374	131	2	25	25	NUM
easat-11374	131	3	]	]	PUNCT
easat-11374	131	4	.	.	PUNCT
easat-11374	132	1	rmse	rmse	PROPN
easat-11374	133	1	=	=	NOUN
easat-11374	133	2	√	√	NOUN
easat-11374	133	3	1	1	NUM
easat-11374	133	4	𝑁	𝑁	PROPN
easat-11374	133	5	∑	∑	PUNCT
easat-11374	133	6	(	(	PUNCT
easat-11374	133	7	𝑃𝑡	𝑃𝑡	PROPN
easat-11374	133	8	−	−	PROPN
easat-11374	133	9	�	�	NOUN
easat-11374	133	10	̂	̂	NOUN
easat-11374	133	11	�	�	NOUN
easat-11374	133	12	𝑡	𝑡	NOUN
easat-11374	133	13	)	)	PUNCT
easat-11374	133	14	2𝑁	2𝑁	NOUN
easat-11374	133	15	𝑡=1	𝑡=1	PROPN
easat-11374	133	16	(	(	PUNCT
easat-11374	133	17	10	10	NUM
easat-11374	133	18	)	)	PUNCT
easat-11374	133	19	mae	mae	PROPN
easat-11374	133	20	=	=	SYM
easat-11374	133	21	1	1	NUM
easat-11374	133	22	𝑁	𝑁	PROPN
easat-11374	133	23	∑	∑	PUNCT
easat-11374	133	24	|𝑃𝑡	|𝑃𝑡	PROPN
easat-11374	133	25	−	−	PROPN
easat-11374	133	26	�	�	PROPN
easat-11374	133	27	̂	̂	SYM
easat-11374	133	28	�	�	NOUN
easat-11374	133	29	𝑡|	𝑡|	VERB
easat-11374	133	30	𝑁	𝑁	PROPN
easat-11374	133	31	𝑡=1	𝑡=1	PROPN
easat-11374	133	32	(	(	PUNCT
easat-11374	133	33	11	11	NUM
easat-11374	133	34	)	)	SYM
easat-11374	133	35	396	396	NUM
easat-11374	133	36	edelweiss	edelweiss	PROPN
easat-11374	133	37	applied	apply	VERB
easat-11374	133	38	science	science	NOUN
easat-11374	133	39	and	and	CCONJ
easat-11374	133	40	technology	technology	NOUN
easat-11374	133	41	issn	issn	PROPN
easat-11374	133	42	:	:	PUNCT
easat-11374	133	43	2576	2576	NUM
easat-11374	133	44	-	-	SYM
easat-11374	133	45	8484	8484	NUM
easat-11374	133	46	vol	vol	NOUN
easat-11374	133	47	.	.	PROPN
easat-11374	134	1	9	9	NUM
easat-11374	134	2	,	,	PUNCT
easat-11374	134	3	no	no	INTJ
easat-11374	134	4	.	.	NOUN
easat-11374	134	5	12	12	NUM
easat-11374	134	6	:	:	PUNCT
easat-11374	134	7	389	389	NUM
easat-11374	134	8	-	-	SYM
easat-11374	134	9	405	405	NUM
easat-11374	134	10	,	,	PUNCT
easat-11374	134	11	2025	2025	NUM
easat-11374	134	12	doi	doi	NOUN
easat-11374	134	13	:	:	PUNCT
easat-11374	134	14	10.55214/2576	10.55214/2576	NUM
easat-11374	134	15	-	-	SYM
easat-11374	134	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	134	17	©	©	ADP
easat-11374	134	18	2025	2025	NUM
easat-11374	134	19	by	by	ADP
easat-11374	134	20	the	the	DET
easat-11374	134	21	authors	author	NOUN
easat-11374	134	22	;	;	PUNCT
easat-11374	134	23	licensee	licensee	PROPN
easat-11374	134	24	learning	learning	NOUN
easat-11374	134	25	gate	gate	VERB
easat-11374	134	26	the	the	DET
easat-11374	134	27	isolation	isolation	NOUN
easat-11374	134	28	forest	forest	NOUN
easat-11374	134	29	was	be	AUX
easat-11374	134	30	evaluated	evaluate	VERB
easat-11374	134	31	using	use	VERB
easat-11374	134	32	precision	precision	NOUN
easat-11374	134	33	(	(	PUNCT
easat-11374	134	34	p	p	NOUN
easat-11374	134	35	)	)	PUNCT
easat-11374	134	36	,	,	PUNCT
easat-11374	134	37	recall	recall	INTJ
easat-11374	134	38	(	(	PUNCT
easat-11374	134	39	r	r	NOUN
easat-11374	134	40	)	)	PUNCT
easat-11374	134	41	,	,	PUNCT
easat-11374	134	42	and	and	CCONJ
easat-11374	134	43	f1	f1	NOUN
easat-11374	134	44	-	-	PUNCT
easat-11374	134	45	score	score	NOUN
easat-11374	134	46	(	(	PUNCT
easat-11374	134	47	f1	f1	NOUN
easat-11374	134	48	)	)	PUNCT
easat-11374	134	49	on	on	ADP
easat-11374	134	50	labeled	label	VERB
easat-11374	134	51	test	test	NOUN
easat-11374	134	52	data	datum	NOUN
easat-11374	135	1	[	[	X
easat-11374	135	2	26	26	NUM
easat-11374	135	3	]	]	X
easat-11374	135	4	:	:	PUNCT
easat-11374	135	5	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
easat-11374	135	6	=	=	PUNCT
easat-11374	135	7	⁡	⁡	X
easat-11374	135	8	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	X
easat-11374	135	9	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	PUNCT
easat-11374	135	10	(	(	PUNCT
easat-11374	135	11	12	12	NUM
easat-11374	135	12	)	)	PUNCT
easat-11374	135	13	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
easat-11374	135	14	=	=	PUNCT
easat-11374	135	15	⁡	⁡	NUM
easat-11374	135	16	𝑇𝑃	𝑇𝑃	PROPN
easat-11374	135	17	𝑇𝑃+𝐹𝑃	𝑇𝑃+𝐹𝑃	NUM
easat-11374	135	18	(	(	PUNCT
easat-11374	135	19	13	13	NUM
easat-11374	135	20	)	)	PUNCT
easat-11374	135	21	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-11374	135	22	=	=	SYM
easat-11374	135	23	𝑇𝑃	𝑇𝑃	NOUN
easat-11374	135	24	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
easat-11374	135	25	(	(	PUNCT
easat-11374	135	26	14	14	NUM
easat-11374	135	27	)	)	PUNCT
easat-11374	135	28	𝐹1	𝐹1	NOUN
easat-11374	135	29	−	−	PROPN
easat-11374	135	30	𝑠𝑐𝑜𝑟𝑒	𝑠𝑐𝑜𝑟𝑒	NOUN
easat-11374	135	31	=	=	SYM
easat-11374	135	32	2	2	NUM
easat-11374	135	33	×⁡	×⁡	NOUN
easat-11374	135	34	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛⁡×𝑅𝑒𝑐𝑎𝑙𝑙	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛⁡×𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-11374	135	35	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	X
easat-11374	135	36	(	(	PUNCT
easat-11374	135	37	15	15	NUM
easat-11374	135	38	)	)	PUNCT
easat-11374	135	39	where	where	SCONJ
easat-11374	135	40	tp	tp	NOUN
easat-11374	135	41	,	,	PUNCT
easat-11374	135	42	tn	tn	PROPN
easat-11374	135	43	,	,	PUNCT
easat-11374	135	44	fp	fp	NOUN
easat-11374	135	45	,	,	PUNCT
easat-11374	135	46	and	and	CCONJ
easat-11374	135	47	fn	fn	NOUN
easat-11374	135	48	denote	denote	VERB
easat-11374	135	49	true	true	ADJ
easat-11374	135	50	positives	positive	NOUN
easat-11374	135	51	,	,	PUNCT
easat-11374	135	52	true	true	ADJ
easat-11374	135	53	negatives	negative	NOUN
easat-11374	135	54	,	,	PUNCT
easat-11374	135	55	false	false	ADJ
easat-11374	135	56	positives	positive	NOUN
easat-11374	135	57	,	,	PUNCT
easat-11374	135	58	and	and	CCONJ
easat-11374	135	59	false	false	ADJ
easat-11374	135	60	negatives	negative	NOUN
easat-11374	135	61	,	,	PUNCT
easat-11374	135	62	respectively	respectively	ADV
easat-11374	135	63	.	.	PUNCT
easat-11374	136	1	additionally	additionally	ADV
easat-11374	136	2	,	,	PUNCT
easat-11374	136	3	the	the	DET
easat-11374	136	4	receiver	receiver	NOUN
easat-11374	136	5	operating	operate	VERB
easat-11374	136	6	characteristic	characteristic	NOUN
easat-11374	136	7	–	–	PUNCT
easat-11374	136	8	area	area	NOUN
easat-11374	136	9	under	under	ADP
easat-11374	136	10	the	the	DET
easat-11374	136	11	curve	curve	NOUN
easat-11374	136	12	(	(	PUNCT
easat-11374	136	13	roc	roc	PROPN
easat-11374	136	14	–	–	PUNCT
easat-11374	136	15	auc	auc	NOUN
easat-11374	136	16	)	)	PUNCT
easat-11374	136	17	metric	metric	NOUN
easat-11374	136	18	is	be	AUX
easat-11374	136	19	employed	employ	VERB
easat-11374	136	20	to	to	PART
easat-11374	136	21	assess	assess	VERB
easat-11374	136	22	the	the	DET
easat-11374	136	23	model	model	NOUN
easat-11374	136	24	’s	’s	PART
easat-11374	136	25	ability	ability	NOUN
easat-11374	136	26	to	to	PART
easat-11374	136	27	discriminate	discriminate	VERB
easat-11374	136	28	between	between	ADP
easat-11374	136	29	normal	normal	ADJ
easat-11374	136	30	and	and	CCONJ
easat-11374	136	31	anomalous	anomalous	ADJ
easat-11374	136	32	consumption	consumption	NOUN
easat-11374	136	33	patterns	pattern	NOUN
easat-11374	136	34	.	.	PUNCT
easat-11374	137	1	2.10	2.10	NUM
easat-11374	137	2	.	.	PUNCT
easat-11374	138	1	integration	integration	NOUN
easat-11374	138	2	logic	logic	NOUN
easat-11374	138	3	the	the	DET
easat-11374	138	4	anomaly	anomaly	NOUN
easat-11374	138	5	detection	detection	NOUN
easat-11374	138	6	logic	logic	NOUN
easat-11374	138	7	integrates	integrate	VERB
easat-11374	138	8	both	both	DET
easat-11374	138	9	models	model	NOUN
easat-11374	138	10	sequentially	sequentially	ADV
easat-11374	138	11	as	as	ADP
easat-11374	138	12	𝐴𝑡	𝐴𝑡	PROPN
easat-11374	138	13	=	=	PUNCT
easat-11374	138	14	{	{	PUNCT
easat-11374	138	15	1	1	NUM
easat-11374	138	16	,	,	PUNCT
easat-11374	138	17	𝑖𝑓⁡𝑠(𝑟𝑡	𝑖𝑓⁡𝑠(𝑟𝑡	INTJ
easat-11374	138	18	,	,	PUNCT
easat-11374	138	19	𝑛	𝑛	PROPN
easat-11374	138	20	)	)	PUNCT
easat-11374	138	21	>	>	X
easat-11374	138	22	⁡𝜏	⁡𝜏	X
easat-11374	138	23	0	0	NUM
easat-11374	138	24	,	,	PUNCT
easat-11374	138	25	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	NOUN
easat-11374	138	26	(	(	PUNCT
easat-11374	138	27	16	16	NUM
easat-11374	138	28	)	)	PUNCT
easat-11374	138	29	where	where	SCONJ
easat-11374	138	30	𝐴𝑡	𝐴𝑡	PROPN
easat-11374	138	31	=	=	PUNCT
easat-11374	138	32	1	1	NUM
easat-11374	138	33	indicates	indicate	VERB
easat-11374	138	34	an	an	DET
easat-11374	138	35	anomaly	anomaly	NOUN
easat-11374	138	36	flag	flag	NOUN
easat-11374	138	37	.	.	PUNCT
easat-11374	139	1	this	this	DET
easat-11374	139	2	hybrid	hybrid	ADJ
easat-11374	139	3	lstm	lstm	ADJ
easat-11374	139	4	-	-	PUNCT
easat-11374	139	5	iforest	iforest	NOUN
easat-11374	139	6	configuration	configuration	NOUN
easat-11374	139	7	ensures	ensure	VERB
easat-11374	139	8	that	that	SCONJ
easat-11374	139	9	deviations	deviation	NOUN
easat-11374	139	10	from	from	ADP
easat-11374	139	11	forecasted	forecast	VERB
easat-11374	139	12	normal	normal	ADJ
easat-11374	139	13	load	load	NOUN
easat-11374	139	14	patterns	pattern	NOUN
easat-11374	139	15	trigger	trigger	VERB
easat-11374	139	16	immediate	immediate	ADJ
easat-11374	139	17	alerts	alert	NOUN
easat-11374	139	18	within	within	ADP
easat-11374	139	19	the	the	DET
easat-11374	139	20	iot	iot	PROPN
easat-11374	139	21	dashboard	dashboard	NOUN
easat-11374	139	22	for	for	ADP
easat-11374	139	23	further	further	ADJ
easat-11374	139	24	analysis	analysis	NOUN
easat-11374	139	25	.	.	PUNCT
easat-11374	140	1	the	the	DET
easat-11374	140	2	operational	operational	ADJ
easat-11374	140	3	framework	framework	NOUN
easat-11374	140	4	is	be	AUX
easat-11374	140	5	detailed	detail	VERB
easat-11374	140	6	in	in	ADP
easat-11374	140	7	algorithm	algorithm	NOUN
easat-11374	140	8	1	1	NUM
easat-11374	140	9	.	.	PUNCT
easat-11374	141	1	algorithm	algorithm	NOUN
easat-11374	141	2	1	1	NUM
easat-11374	141	3	:	:	PUNCT
easat-11374	141	4	ai	ai	AUX
easat-11374	141	5	-	-	PUNCT
easat-11374	141	6	enabled	enable	VERB
easat-11374	141	7	hybrid	hybrid	ADJ
easat-11374	141	8	lstm	lstm	NOUN
easat-11374	141	9	–	–	PUNCT
easat-11374	141	10	isolation	isolation	NOUN
easat-11374	141	11	forest	forest	NOUN
easat-11374	141	12	anomaly	anomaly	NOUN
easat-11374	141	13	detection	detection	NOUN
easat-11374	141	14	input	input	NOUN
easat-11374	141	15	:	:	PUNCT
easat-11374	141	16	streaming	stream	VERB
easat-11374	141	17	energy	energy	NOUN
easat-11374	141	18	data	datum	NOUN
easat-11374	141	19	𝐷	𝐷	NOUN
easat-11374	141	20	=	=	PUNCT
easat-11374	141	21	{	{	PUNCT
easat-11374	141	22	𝑉𝑡	𝑉𝑡	PROPN
easat-11374	141	23	,	,	PUNCT
easat-11374	141	24	𝐼𝑡	𝐼𝑡	NOUN
easat-11374	141	25	,	,	PUNCT
easat-11374	141	26	𝑃𝑡	𝑃𝑡	PROPN
easat-11374	141	27	,	,	PUNCT
easat-11374	141	28	𝐸𝑡	𝐸𝑡	ADJ
easat-11374	141	29	}	}	PUNCT
easat-11374	141	30	output	output	NOUN
easat-11374	141	31	:	:	PUNCT
easat-11374	141	32	anomaly	anomaly	NOUN
easat-11374	141	33	labels	label	VERB
easat-11374	141	34	𝐴⁡	𝐴⁡	X
easat-11374	142	1	=	=	PUNCT
easat-11374	142	2	⁡	⁡	X
easat-11374	142	3	{	{	PUNCT
easat-11374	142	4	0,1	0,1	NOUN
easat-11374	142	5	}	}	SYM
easat-11374	142	6	1	1	NUM
easat-11374	142	7	.	.	X
easat-11374	143	1	initialize	initialize	NOUN
easat-11374	143	2	:	:	PUNCT
easat-11374	143	3	set	set	VERB
easat-11374	143	4	lstm	lstm	ADJ
easat-11374	143	5	model	model	NOUN
easat-11374	143	6	parameters	parameter	NOUN
easat-11374	143	7	θlstm⁡	θlstm⁡	VERB
easat-11374	143	8	set	set	VERB
easat-11374	143	9	isolation	isolation	NOUN
easat-11374	143	10	forest	forest	NOUN
easat-11374	143	11	model	model	NOUN
easat-11374	143	12	θ𝐼𝐹	θ𝐼𝐹	VERB
easat-11374	143	13	2	2	NUM
easat-11374	143	14	.	.	PUNCT
easat-11374	144	1	while	while	SCONJ
easat-11374	144	2	data	datum	NOUN
easat-11374	144	3	stream	stream	NOUN
easat-11374	144	4	is	be	AUX
easat-11374	144	5	active	active	ADJ
easat-11374	144	6	,	,	PUNCT
easat-11374	144	7	do	do	VERB
easat-11374	144	8	3	3	NUM
easat-11374	144	9	.	.	PUNCT
easat-11374	144	10	read	read	VERB
easat-11374	144	11	new	new	ADJ
easat-11374	144	12	sample	sample	NOUN
easat-11374	145	1	𝑥𝑡	𝑥𝑡	ADP
easat-11374	145	2	=	=	X
easat-11374	145	3	{	{	PUNCT
easat-11374	145	4	𝑉𝑡	𝑉𝑡	PROPN
easat-11374	145	5	,	,	PUNCT
easat-11374	145	6	𝐼𝑡	𝐼𝑡	PROPN
easat-11374	145	7	,	,	PUNCT
easat-11374	145	8	𝑃𝑡	𝑃𝑡	PROPN
easat-11374	145	9	,	,	PUNCT
easat-11374	145	10	𝐸𝑡	𝐸𝑡	NOUN
easat-11374	145	11	}	}	PUNCT
easat-11374	145	12	4	4	NUM
easat-11374	145	13	.	.	X
easat-11374	146	1	normalize	normalize	VERB
easat-11374	146	2	(	(	PUNCT
easat-11374	146	3	𝑥𝑡	𝑥𝑡	ADV
easat-11374	146	4	)	)	PUNCT
easat-11374	146	5	using	use	VERB
easat-11374	146	6	precomputed	precompute	VERB
easat-11374	146	7	files	file	NOUN
easat-11374	146	8	.	.	PUNCT
easat-11374	147	1	6	6	NUM
easat-11374	147	2	predict	predict	VERB
easat-11374	147	3	nnext	nnext	ADJ
easat-11374	147	4	value	value	NOUN
easat-11374	147	5	.	.	PUNCT
easat-11374	148	1	5	5	X
easat-11374	148	2	.	.	X
easat-11374	148	3	�	�	PROPN
easat-11374	148	4	̂	̂	NOUN
easat-11374	148	5	�	�	NOUN
easat-11374	148	6	𝑡	𝑡	SYM
easat-11374	148	7	⁡←	⁡←	ADJ
easat-11374	148	8	lstm_predict	lstm_predict	PROPN
easat-11374	148	9	(	(	PUNCT
easat-11374	148	10	𝑥𝑡	𝑥𝑡	ADV
easat-11374	148	11	|	|	ADV
easat-11374	148	12	θlstm	θlstm	NOUN
easat-11374	148	13	)	)	PUNCT
easat-11374	148	14	6	6	NUM
easat-11374	148	15	.	.	X
easat-11374	149	1	compute	compute	VERB
easat-11374	149	2	residual	residual	ADJ
easat-11374	149	3	𝑟𝑡	𝑟𝑡	PROPN
easat-11374	149	4	=	=	SYM
easat-11374	149	5	|𝑦𝑡	|𝑦𝑡	PROPN
easat-11374	149	6	−	−	PROPN
easat-11374	149	7	�	�	PROPN
easat-11374	149	8	̂	̂	SYM
easat-11374	149	9	�	�	PROPN
easat-11374	149	10	𝑡|	𝑡|	NOUN
easat-11374	149	11	//	//	NUM
easat-11374	149	12	residual	residual	ADJ
easat-11374	149	13	error	error	NOUN
easat-11374	149	14	7	7	NUM
easat-11374	149	15	.	.	PUNCT
easat-11374	150	1	if	if	SCONJ
easat-11374	150	2	𝑟𝑡	𝑟𝑡	PROPN
easat-11374	150	3	>	>	X
easat-11374	150	4	ε	ε	PROPN
easat-11374	150	5	then	then	ADV
easat-11374	150	6	𝐴𝑡	𝐴𝑡	PROPN
easat-11374	150	7	←	←	PROPN
easat-11374	150	8	isolationforest	isolationforest	NOUN
easat-11374	150	9	(	(	PUNCT
easat-11374	150	10	𝑟𝑡	𝑟𝑡	PROPN
easat-11374	150	11	|	|	ADV
easat-11374	150	12	θ𝐼𝐹	θ𝐼𝐹	VERB
easat-11374	150	13	)	)	PUNCT
easat-11374	150	14	if	if	SCONJ
easat-11374	150	15	𝐴𝑡=	𝐴𝑡=	PROPN
easat-11374	150	16	1	1	NUM
easat-11374	150	17	:	:	PUNCT
easat-11374	150	18	.	.	PUNCT
easat-11374	151	1	trigger	trigger	NOUN
easat-11374	151	2	alert	alert	PROPN
easat-11374	151	3	&	&	CCONJ
easat-11374	151	4	log	log	VERB
easat-11374	151	5	anomaly	anomaly	PROPN
easat-11374	151	6	if	if	SCONJ
easat-11374	151	7	theft	theft	NOUN
easat-11374	151	8	confirmed	confirm	VERB
easat-11374	151	9	:	:	PUNCT
easat-11374	151	10	send	send	VERB
easat-11374	151	11	relay	relay	NOUN
easat-11374	151	12	off	off	ADP
easat-11374	151	13	command	command	NOUN
easat-11374	151	14	to	to	PART
easat-11374	151	15	esp32	esp32	ADV
easat-11374	151	16	end	end	VERB
easat-11374	151	17	if	if	SCONJ
easat-11374	151	18	8	8	NUM
easat-11374	151	19	.	.	X
easat-11374	152	1	else	else	ADV
easat-11374	152	2	:	:	PUNCT
easat-11374	152	3	𝐴𝑡	𝐴𝑡	VERB
easat-11374	152	4	←	←	PROPN
easat-11374	152	5	0	0	NUM
easat-11374	152	6	9	9	NUM
easat-11374	152	7	.	.	PUNCT
easat-11374	152	8	periodically	periodically	ADV
easat-11374	152	9	update	update	VERB
easat-11374	152	10	θlstm	θlstm	NOUN
easat-11374	152	11	and	and	CCONJ
easat-11374	152	12	θif	θif	VERB
easat-11374	152	13	with	with	ADP
easat-11374	152	14	new	new	ADJ
easat-11374	152	15	data	datum	NOUN
easat-11374	152	16	end	end	VERB
easat-11374	152	17	while	while	SCONJ
easat-11374	152	18	2.11	2.11	NUM
easat-11374	152	19	.	.	PUNCT
easat-11374	152	20	visualization	visualization	NOUN
easat-11374	152	21	and	and	CCONJ
easat-11374	152	22	control	control	NOUN
easat-11374	152	23	layer	layer	NOUN
easat-11374	152	24	397	397	NUM
easat-11374	152	25	edelweiss	edelweiss	PROPN
easat-11374	152	26	applied	apply	VERB
easat-11374	152	27	science	science	NOUN
easat-11374	152	28	and	and	CCONJ
easat-11374	152	29	technology	technology	NOUN
easat-11374	152	30	issn	issn	PROPN
easat-11374	152	31	:	:	PUNCT
easat-11374	152	32	2576	2576	NUM
easat-11374	152	33	-	-	SYM
easat-11374	152	34	8484	8484	NUM
easat-11374	152	35	vol	vol	NOUN
easat-11374	152	36	.	.	PROPN
easat-11374	153	1	9	9	NUM
easat-11374	153	2	,	,	PUNCT
easat-11374	153	3	no	no	INTJ
easat-11374	153	4	.	.	NOUN
easat-11374	153	5	12	12	NUM
easat-11374	153	6	:	:	PUNCT
easat-11374	153	7	389	389	NUM
easat-11374	153	8	-	-	SYM
easat-11374	153	9	405	405	NUM
easat-11374	153	10	,	,	PUNCT
easat-11374	153	11	2025	2025	NUM
easat-11374	153	12	doi	doi	NOUN
easat-11374	153	13	:	:	PUNCT
easat-11374	153	14	10.55214/2576	10.55214/2576	NUM
easat-11374	153	15	-	-	SYM
easat-11374	153	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	153	17	©	©	ADP
easat-11374	153	18	2025	2025	NUM
easat-11374	153	19	by	by	ADP
easat-11374	153	20	the	the	DET
easat-11374	153	21	authors	author	NOUN
easat-11374	153	22	;	;	PUNCT
easat-11374	153	23	licensee	licensee	PROPN
easat-11374	153	24	learning	learning	NOUN
easat-11374	153	25	gate	gate	VERB
easat-11374	153	26	the	the	DET
easat-11374	153	27	visualization	visualization	NOUN
easat-11374	153	28	and	and	CCONJ
easat-11374	153	29	control	control	NOUN
easat-11374	153	30	layer	layer	NOUN
easat-11374	153	31	provides	provide	VERB
easat-11374	153	32	a	a	DET
easat-11374	153	33	cloud	cloud	NOUN
easat-11374	153	34	-	-	PUNCT
easat-11374	153	35	based	base	VERB
easat-11374	153	36	dashboard	dashboard	NOUN
easat-11374	153	37	that	that	PRON
easat-11374	153	38	enables	enable	VERB
easat-11374	153	39	users	user	NOUN
easat-11374	153	40	and	and	CCONJ
easat-11374	153	41	utility	utility	NOUN
easat-11374	153	42	operators	operator	NOUN
easat-11374	153	43	to	to	PART
easat-11374	153	44	monitor	monitor	VERB
easat-11374	153	45	and	and	CCONJ
easat-11374	153	46	manage	manage	VERB
easat-11374	153	47	energy	energy	NOUN
easat-11374	153	48	consumption	consumption	NOUN
easat-11374	153	49	in	in	ADP
easat-11374	153	50	real	real	ADJ
easat-11374	153	51	time	time	NOUN
easat-11374	153	52	.	.	PUNCT
easat-11374	154	1	it	it	PRON
easat-11374	154	2	presents	present	VERB
easat-11374	154	3	interactive	interactive	ADJ
easat-11374	154	4	energy	energy	NOUN
easat-11374	154	5	usage	usage	NOUN
easat-11374	154	6	graphs	graph	NOUN
easat-11374	154	7	across	across	ADP
easat-11374	154	8	daily	daily	ADJ
easat-11374	154	9	,	,	PUNCT
easat-11374	154	10	weekly	weekly	ADJ
easat-11374	154	11	,	,	PUNCT
easat-11374	154	12	and	and	CCONJ
easat-11374	154	13	monthly	monthly	ADJ
easat-11374	154	14	intervals	interval	NOUN
easat-11374	154	15	,	,	PUNCT
easat-11374	154	16	along	along	ADP
easat-11374	154	17	with	with	ADP
easat-11374	154	18	real	real	ADJ
easat-11374	154	19	-	-	PUNCT
easat-11374	154	20	time	time	NOUN
easat-11374	154	21	anomaly	anomaly	NOUN
easat-11374	154	22	alerts	alert	NOUN
easat-11374	154	23	highlighted	highlight	VERB
easat-11374	154	24	in	in	ADP
easat-11374	154	25	red	red	NOUN
easat-11374	154	26	for	for	ADP
easat-11374	154	27	quick	quick	ADJ
easat-11374	154	28	identification	identification	NOUN
easat-11374	154	29	of	of	ADP
easat-11374	154	30	abnormal	abnormal	ADJ
easat-11374	154	31	patterns	pattern	NOUN
easat-11374	154	32	.	.	PUNCT
easat-11374	155	1	the	the	DET
easat-11374	155	2	interface	interface	NOUN
easat-11374	155	3	also	also	ADV
easat-11374	155	4	supports	support	VERB
easat-11374	155	5	remote	remote	ADJ
easat-11374	155	6	control	control	NOUN
easat-11374	155	7	functions	function	NOUN
easat-11374	155	8	,	,	PUNCT
easat-11374	155	9	such	such	ADJ
easat-11374	155	10	as	as	ADP
easat-11374	155	11	relay	relay	NOUN
easat-11374	155	12	on	on	ADP
easat-11374	155	13	/	/	SYM
easat-11374	155	14	off	off	ADP
easat-11374	155	15	switching	switching	NOUN
easat-11374	155	16	,	,	PUNCT
easat-11374	155	17	and	and	CCONJ
easat-11374	155	18	automated	automate	VERB
easat-11374	155	19	notifications	notification	NOUN
easat-11374	155	20	via	via	ADP
easat-11374	155	21	sms	sms	PROPN
easat-11374	155	22	or	or	CCONJ
easat-11374	155	23	email	email	NOUN
easat-11374	155	24	to	to	PART
easat-11374	155	25	promptly	promptly	ADV
easat-11374	155	26	inform	inform	VERB
easat-11374	155	27	users	user	NOUN
easat-11374	155	28	of	of	ADP
easat-11374	155	29	critical	critical	ADJ
easat-11374	155	30	events	event	NOUN
easat-11374	155	31	.	.	PUNCT
easat-11374	156	1	additionally	additionally	ADV
easat-11374	156	2	,	,	PUNCT
easat-11374	156	3	it	it	PRON
easat-11374	156	4	offers	offer	VERB
easat-11374	156	5	comparative	comparative	ADJ
easat-11374	156	6	consumption	consumption	NOUN
easat-11374	156	7	insights	insight	NOUN
easat-11374	156	8	,	,	PUNCT
easat-11374	156	9	allowing	allow	VERB
easat-11374	156	10	users	user	NOUN
easat-11374	156	11	to	to	PART
easat-11374	156	12	evaluate	evaluate	VERB
easat-11374	156	13	their	their	PRON
easat-11374	156	14	usage	usage	NOUN
easat-11374	156	15	trends	trend	NOUN
easat-11374	156	16	against	against	ADP
easat-11374	156	17	historical	historical	ADJ
easat-11374	156	18	data	datum	NOUN
easat-11374	156	19	or	or	CCONJ
easat-11374	156	20	benchmark	benchmark	NOUN
easat-11374	156	21	averages	average	NOUN
easat-11374	156	22	.	.	PUNCT
easat-11374	157	1	designed	design	VERB
easat-11374	157	2	for	for	ADP
easat-11374	157	3	cross	cross	ADJ
easat-11374	157	4	-	-	ADJ
easat-11374	157	5	platform	platform	ADJ
easat-11374	157	6	accessibility	accessibility	NOUN
easat-11374	157	7	,	,	PUNCT
easat-11374	157	8	the	the	DET
easat-11374	157	9	dashboard	dashboard	NOUN
easat-11374	157	10	can	can	AUX
easat-11374	157	11	be	be	AUX
easat-11374	157	12	accessed	access	VERB
easat-11374	157	13	seamlessly	seamlessly	ADV
easat-11374	157	14	through	through	ADP
easat-11374	157	15	web	web	NOUN
easat-11374	157	16	and	and	CCONJ
easat-11374	157	17	mobile	mobile	ADJ
easat-11374	157	18	devices	device	NOUN
easat-11374	157	19	,	,	PUNCT
easat-11374	157	20	ensuring	ensure	VERB
easat-11374	157	21	convenient	convenient	ADJ
easat-11374	157	22	and	and	CCONJ
easat-11374	157	23	continuous	continuous	ADJ
easat-11374	157	24	monitoring	monitoring	NOUN
easat-11374	157	25	of	of	ADP
easat-11374	157	26	energy	energy	NOUN
easat-11374	157	27	performance	performance	NOUN
easat-11374	157	28	and	and	CCONJ
easat-11374	157	29	security	security	NOUN
easat-11374	157	30	.	.	PUNCT
easat-11374	158	1	3	3	X
easat-11374	158	2	.	.	X
easat-11374	158	3	result	result	NOUN
easat-11374	158	4	and	and	CCONJ
easat-11374	158	5	discussion	discussion	VERB
easat-11374	158	6	the	the	DET
easat-11374	158	7	system	system	NOUN
easat-11374	158	8	was	be	AUX
easat-11374	158	9	assessed	assess	VERB
easat-11374	158	10	in	in	ADP
easat-11374	158	11	terms	term	NOUN
easat-11374	158	12	of	of	ADP
easat-11374	158	13	measurement	measurement	NOUN
easat-11374	158	14	accuracy	accuracy	NOUN
easat-11374	158	15	,	,	PUNCT
easat-11374	158	16	response	response	NOUN
easat-11374	158	17	latency	latency	NOUN
easat-11374	158	18	,	,	PUNCT
easat-11374	158	19	anomaly	anomaly	NOUN
easat-11374	158	20	detection	detection	NOUN
easat-11374	158	21	performance	performance	NOUN
easat-11374	158	22	,	,	PUNCT
easat-11374	158	23	and	and	CCONJ
easat-11374	158	24	user	user	NOUN
easat-11374	158	25	interface	interface	NOUN
easat-11374	158	26	usability	usability	NOUN
easat-11374	158	27	.	.	PUNCT
easat-11374	159	1	3.1	3.1	NUM
easat-11374	159	2	.	.	PUNCT
easat-11374	159	3	hardware	hardware	NOUN
easat-11374	159	4	implementation	implementation	NOUN
easat-11374	159	5	test	test	NOUN
easat-11374	159	6	the	the	DET
easat-11374	159	7	system	system	NOUN
easat-11374	159	8	’s	’s	PART
easat-11374	159	9	hardware	hardware	NOUN
easat-11374	159	10	architecture	architecture	NOUN
easat-11374	159	11	integrates	integrate	VERB
easat-11374	159	12	the	the	DET
easat-11374	159	13	esp32	esp32	ADV
easat-11374	159	14	microcontroller	microcontroller	NOUN
easat-11374	159	15	,	,	PUNCT
easat-11374	159	16	current	current	ADJ
easat-11374	159	17	and	and	CCONJ
easat-11374	159	18	voltage	voltage	NOUN
easat-11374	159	19	sensors	sensor	NOUN
easat-11374	159	20	,	,	PUNCT
easat-11374	159	21	and	and	CCONJ
easat-11374	159	22	an	an	DET
easat-11374	159	23	mqtt	mqtt	NOUN
easat-11374	159	24	-	-	PUNCT
easat-11374	159	25	based	base	VERB
easat-11374	159	26	wireless	wireless	ADJ
easat-11374	159	27	data	data	NOUN
easat-11374	159	28	transmission	transmission	NOUN
easat-11374	159	29	module	module	NOUN
easat-11374	159	30	.	.	PUNCT
easat-11374	160	1	the	the	PRON
easat-11374	160	2	esp32	esp32	ADV
easat-11374	160	3	continuously	continuously	ADV
easat-11374	160	4	samples	sample	VERB
easat-11374	160	5	analog	analog	NOUN
easat-11374	160	6	signals	signal	NOUN
easat-11374	160	7	,	,	PUNCT
easat-11374	160	8	computes	compute	VERB
easat-11374	160	9	instantaneous	instantaneous	ADJ
easat-11374	160	10	power	power	NOUN
easat-11374	160	11	,	,	PUNCT
easat-11374	160	12	and	and	CCONJ
easat-11374	160	13	publishes	publish	VERB
easat-11374	160	14	data	datum	NOUN
easat-11374	160	15	to	to	ADP
easat-11374	160	16	the	the	DET
easat-11374	160	17	thingspeak	thingspeak	NOUN
easat-11374	160	18	iot	iot	NOUN
easat-11374	160	19	platform	platform	NOUN
easat-11374	160	20	.	.	PUNCT
easat-11374	161	1	figures	figure	NOUN
easat-11374	161	2	4	4	NUM
easat-11374	161	3	and	and	CCONJ
easat-11374	161	4	5	5	NUM
easat-11374	161	5	illustrate	illustrate	VERB
easat-11374	161	6	the	the	DET
easat-11374	161	7	internal	internal	ADJ
easat-11374	161	8	wiring	wiring	NOUN
easat-11374	161	9	layout	layout	NOUN
easat-11374	161	10	and	and	CCONJ
easat-11374	161	11	external	external	ADJ
easat-11374	161	12	enclosure	enclosure	NOUN
easat-11374	161	13	of	of	ADP
easat-11374	161	14	the	the	DET
easat-11374	161	15	developed	develop	VERB
easat-11374	161	16	prototype	prototype	NOUN
easat-11374	161	17	.	.	PUNCT
easat-11374	162	1	figure	figure	NOUN
easat-11374	162	2	4	4	NUM
easat-11374	162	3	.	.	PUNCT
easat-11374	163	1	hardware	hardware	NOUN
easat-11374	163	2	internal	internal	ADJ
easat-11374	163	3	view	view	NOUN
easat-11374	163	4	.	.	PUNCT
easat-11374	164	1	398	398	NUM
easat-11374	164	2	edelweiss	edelweiss	PROPN
easat-11374	164	3	applied	apply	VERB
easat-11374	164	4	science	science	NOUN
easat-11374	164	5	and	and	CCONJ
easat-11374	164	6	technology	technology	NOUN
easat-11374	164	7	issn	issn	PROPN
easat-11374	164	8	:	:	PUNCT
easat-11374	164	9	2576	2576	NUM
easat-11374	164	10	-	-	SYM
easat-11374	164	11	8484	8484	NUM
easat-11374	164	12	vol	vol	NOUN
easat-11374	164	13	.	.	PROPN
easat-11374	165	1	9	9	NUM
easat-11374	165	2	,	,	PUNCT
easat-11374	165	3	no	no	INTJ
easat-11374	165	4	.	.	NOUN
easat-11374	165	5	12	12	NUM
easat-11374	165	6	:	:	PUNCT
easat-11374	165	7	389	389	NUM
easat-11374	165	8	-	-	SYM
easat-11374	165	9	405	405	NUM
easat-11374	165	10	,	,	PUNCT
easat-11374	165	11	2025	2025	NUM
easat-11374	165	12	doi	doi	NOUN
easat-11374	165	13	:	:	PUNCT
easat-11374	165	14	10.55214/2576	10.55214/2576	NUM
easat-11374	165	15	-	-	SYM
easat-11374	165	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	165	17	©	©	ADP
easat-11374	165	18	2025	2025	NUM
easat-11374	165	19	by	by	ADP
easat-11374	165	20	the	the	DET
easat-11374	165	21	authors	author	NOUN
easat-11374	165	22	;	;	PUNCT
easat-11374	165	23	licensee	licensee	PROPN
easat-11374	165	24	learning	learn	VERB
easat-11374	165	25	gate	gate	PROPN
easat-11374	165	26	figure	figure	NOUN
easat-11374	165	27	5	5	NUM
easat-11374	165	28	.	.	PUNCT
easat-11374	166	1	hardware	hardware	NOUN
easat-11374	166	2	external	external	ADJ
easat-11374	166	3	view	view	NOUN
easat-11374	166	4	.	.	PUNCT
easat-11374	167	1	3.2	3.2	NUM
easat-11374	167	2	.	.	PUNCT
easat-11374	167	3	experimental	experimental	ADJ
easat-11374	167	4	setup	setup	NOUN
easat-11374	167	5	data	datum	NOUN
easat-11374	167	6	was	be	AUX
easat-11374	167	7	collected	collect	VERB
easat-11374	167	8	over	over	ADP
easat-11374	167	9	30	30	NUM
easat-11374	167	10	days	day	NOUN
easat-11374	167	11	at	at	ADP
easat-11374	167	12	one	one	NUM
easat-11374	167	13	-	-	PUNCT
easat-11374	167	14	minute	minute	NOUN
easat-11374	167	15	intervals	interval	NOUN
easat-11374	167	16	,	,	PUNCT
easat-11374	167	17	capturing	capture	VERB
easat-11374	167	18	voltage	voltage	NOUN
easat-11374	167	19	,	,	PUNCT
easat-11374	167	20	current	current	ADJ
easat-11374	167	21	,	,	PUNCT
easat-11374	167	22	and	and	CCONJ
easat-11374	167	23	active	active	ADJ
easat-11374	167	24	power	power	NOUN
easat-11374	167	25	measurements	measurement	NOUN
easat-11374	167	26	under	under	ADP
easat-11374	167	27	varying	vary	VERB
easat-11374	167	28	residential	residential	ADJ
easat-11374	167	29	and	and	CCONJ
easat-11374	167	30	industrial	industrial	ADJ
easat-11374	167	31	load	load	NOUN
easat-11374	167	32	conditions	condition	NOUN
easat-11374	167	33	.	.	PUNCT
easat-11374	168	1	model	model	NOUN
easat-11374	168	2	training	training	NOUN
easat-11374	168	3	and	and	CCONJ
easat-11374	168	4	evaluation	evaluation	NOUN
easat-11374	168	5	were	be	AUX
easat-11374	168	6	conducted	conduct	VERB
easat-11374	168	7	in	in	ADP
easat-11374	168	8	matlab	matlab	PROPN
easat-11374	169	1	r2023b	r2023b	PROPN
easat-11374	169	2	using	use	VERB
easat-11374	169	3	the	the	DET
easat-11374	169	4	machine	machine	NOUN
easat-11374	169	5	learning	learning	NOUN
easat-11374	169	6	toolbox	toolbox	NOUN
easat-11374	169	7	,	,	PUNCT
easat-11374	169	8	while	while	SCONJ
easat-11374	169	9	thingspeak	thingspeak	NOUN
easat-11374	169	10	facilitated	facilitate	VERB
easat-11374	169	11	real	real	ADJ
easat-11374	169	12	-	-	PUNCT
easat-11374	169	13	time	time	NOUN
easat-11374	169	14	data	datum	NOUN
easat-11374	169	15	streaming	streaming	NOUN
easat-11374	169	16	,	,	PUNCT
easat-11374	169	17	visualization	visualization	NOUN
easat-11374	169	18	,	,	PUNCT
easat-11374	169	19	and	and	CCONJ
easat-11374	169	20	model	model	NOUN
easat-11374	169	21	deployment	deployment	PROPN
easat-11374	169	22	.	.	PUNCT
easat-11374	170	1	performance	performance	NOUN
easat-11374	170	2	was	be	AUX
easat-11374	170	3	assessed	assess	VERB
easat-11374	170	4	using	use	VERB
easat-11374	170	5	rmse	rmse	NOUN
easat-11374	170	6	,	,	PUNCT
easat-11374	170	7	mae,⁡𝑅2⁡and	mae,⁡𝑅2⁡and	PROPN
easat-11374	170	8	,	,	PUNCT
easat-11374	170	9	for	for	ADP
easat-11374	170	10	forecasting	forecasting	NOUN
easat-11374	170	11	accuracy	accuracy	NOUN
easat-11374	170	12	,	,	PUNCT
easat-11374	170	13	precision	precision	NOUN
easat-11374	170	14	,	,	PUNCT
easat-11374	170	15	recall	recall	NOUN
easat-11374	170	16	,	,	PUNCT
easat-11374	170	17	and	and	CCONJ
easat-11374	170	18	f1	f1	NOUN
easat-11374	170	19	-	-	PUNCT
easat-11374	170	20	score	score	NOUN
easat-11374	170	21	for	for	ADP
easat-11374	170	22	anomaly	anomaly	NOUN
easat-11374	170	23	detection	detection	NOUN
easat-11374	170	24	performance	performance	NOUN
easat-11374	170	25	.	.	PUNCT
easat-11374	171	1	3.3	3.3	NUM
easat-11374	171	2	.	.	PUNCT
easat-11374	172	1	forecasting	forecasting	NOUN
easat-11374	172	2	model	model	NOUN
easat-11374	172	3	performance	performance	NOUN
easat-11374	172	4	3.3.1	3.3.1	NUM
easat-11374	172	5	.	.	PUNCT
easat-11374	172	6	training	training	NOUN
easat-11374	172	7	and	and	CCONJ
easat-11374	172	8	validation	validation	NOUN
easat-11374	172	9	results	result	NOUN
easat-11374	172	10	figure	figure	VERB
easat-11374	172	11	6	6	NUM
easat-11374	172	12	illustrates	illustrate	VERB
easat-11374	172	13	the	the	DET
easat-11374	172	14	trend	trend	NOUN
easat-11374	172	15	of	of	ADP
easat-11374	172	16	the	the	DET
easat-11374	172	17	mean	mean	ADJ
easat-11374	172	18	squared	square	VERB
easat-11374	172	19	error	error	NOUN
easat-11374	172	20	(	(	PUNCT
easat-11374	172	21	mse	mse	NOUN
easat-11374	172	22	)	)	PUNCT
easat-11374	172	23	for	for	ADP
easat-11374	172	24	both	both	CCONJ
easat-11374	172	25	the	the	DET
easat-11374	172	26	training	training	NOUN
easat-11374	172	27	and	and	CCONJ
easat-11374	172	28	validation	validation	NOUN
easat-11374	172	29	datasets	dataset	NOUN
easat-11374	172	30	over	over	ADP
easat-11374	172	31	100	100	NUM
easat-11374	172	32	epochs	epoch	NOUN
easat-11374	172	33	.	.	PUNCT
easat-11374	173	1	initially	initially	ADV
easat-11374	173	2	,	,	PUNCT
easat-11374	173	3	both	both	DET
easat-11374	173	4	curves	curve	NOUN
easat-11374	173	5	exhibit	exhibit	VERB
easat-11374	173	6	relatively	relatively	ADV
easat-11374	173	7	high	high	ADJ
easat-11374	173	8	mse	mse	NOUN
easat-11374	173	9	values	value	NOUN
easat-11374	173	10	(	(	PUNCT
easat-11374	173	11	≈0.12–0.13	≈0.12–0.13	NOUN
easat-11374	173	12	)	)	PUNCT
easat-11374	173	13	,	,	PUNCT
easat-11374	173	14	reflecting	reflect	VERB
easat-11374	173	15	the	the	DET
easat-11374	173	16	model	model	NOUN
easat-11374	173	17	’s	’s	PART
easat-11374	173	18	poor	poor	ADJ
easat-11374	173	19	predictive	predictive	ADJ
easat-11374	173	20	accuracy	accuracy	NOUN
easat-11374	173	21	at	at	ADP
easat-11374	173	22	the	the	DET
easat-11374	173	23	early	early	ADJ
easat-11374	173	24	stage	stage	NOUN
easat-11374	173	25	of	of	ADP
easat-11374	173	26	training	training	NOUN
easat-11374	173	27	.	.	PUNCT
easat-11374	174	1	however	however	ADV
easat-11374	174	2	,	,	PUNCT
easat-11374	174	3	as	as	SCONJ
easat-11374	174	4	training	training	NOUN
easat-11374	174	5	progresses	progress	NOUN
easat-11374	174	6	,	,	PUNCT
easat-11374	174	7	the	the	DET
easat-11374	174	8	errors	error	NOUN
easat-11374	174	9	steadily	steadily	ADV
easat-11374	174	10	decrease	decrease	VERB
easat-11374	174	11	,	,	PUNCT
easat-11374	174	12	indicating	indicate	VERB
easat-11374	174	13	effective	effective	ADJ
easat-11374	174	14	learning	learning	NOUN
easat-11374	174	15	and	and	CCONJ
easat-11374	174	16	convergence	convergence	NOUN
easat-11374	174	17	.	.	PUNCT
easat-11374	175	1	around	around	ADP
easat-11374	175	2	epoch	epoch	PROPN
easat-11374	175	3	40	40	NUM
easat-11374	175	4	,	,	PUNCT
easat-11374	175	5	the	the	DET
easat-11374	175	6	training	training	NOUN
easat-11374	175	7	and	and	CCONJ
easat-11374	175	8	validation	validation	NOUN
easat-11374	175	9	curves	curve	NOUN
easat-11374	175	10	begin	begin	VERB
easat-11374	175	11	to	to	PART
easat-11374	175	12	stabilize	stabilize	VERB
easat-11374	175	13	below	below	ADP
easat-11374	175	14	an	an	DET
easat-11374	175	15	mse	mse	NOUN
easat-11374	175	16	of	of	ADP
easat-11374	175	17	0.02	0.02	NUM
easat-11374	175	18	,	,	PUNCT
easat-11374	175	19	suggesting	suggest	VERB
easat-11374	175	20	that	that	SCONJ
easat-11374	175	21	the	the	DET
easat-11374	175	22	model	model	NOUN
easat-11374	175	23	has	have	AUX
easat-11374	175	24	reached	reach	VERB
easat-11374	175	25	an	an	DET
easat-11374	175	26	optimal	optimal	ADJ
easat-11374	175	27	learning	learning	NOUN
easat-11374	175	28	region	region	NOUN
easat-11374	175	29	.	.	PUNCT
easat-11374	176	1	the	the	DET
easat-11374	176	2	close	close	ADJ
easat-11374	176	3	alignment	alignment	NOUN
easat-11374	176	4	between	between	ADP
easat-11374	176	5	the	the	DET
easat-11374	176	6	two	two	NUM
easat-11374	176	7	curves	curve	NOUN
easat-11374	176	8	throughout	throughout	ADP
easat-11374	176	9	training	training	NOUN
easat-11374	176	10	indicates	indicate	VERB
easat-11374	176	11	good	good	ADJ
easat-11374	176	12	generalization	generalization	NOUN
easat-11374	176	13	and	and	CCONJ
easat-11374	176	14	minimal	minimal	ADJ
easat-11374	176	15	overfitting	overfitting	NOUN
easat-11374	176	16	;	;	PUNCT
easat-11374	176	17	the	the	DET
easat-11374	176	18	validation	validation	NOUN
easat-11374	176	19	loss	loss	NOUN
easat-11374	176	20	follows	follow	VERB
easat-11374	176	21	the	the	DET
easat-11374	176	22	training	training	NOUN
easat-11374	176	23	loss	loss	NOUN
easat-11374	176	24	without	without	ADP
easat-11374	176	25	significant	significant	ADJ
easat-11374	176	26	divergence	divergence	NOUN
easat-11374	176	27	.	.	PUNCT
easat-11374	177	1	the	the	DET
easat-11374	177	2	mild	mild	ADJ
easat-11374	177	3	fluctuations	fluctuation	NOUN
easat-11374	177	4	observed	observe	VERB
easat-11374	177	5	in	in	ADP
easat-11374	177	6	the	the	DET
easat-11374	177	7	validation	validation	NOUN
easat-11374	177	8	curve	curve	NOUN
easat-11374	177	9	are	be	AUX
easat-11374	177	10	typical	typical	ADJ
easat-11374	177	11	in	in	ADP
easat-11374	177	12	stochastic	stochastic	ADJ
easat-11374	177	13	gradient	gradient	NOUN
easat-11374	177	14	-	-	PUNCT
easat-11374	177	15	based	base	VERB
easat-11374	177	16	optimization	optimization	NOUN
easat-11374	177	17	and	and	CCONJ
easat-11374	177	18	can	can	AUX
easat-11374	177	19	be	be	AUX
easat-11374	177	20	attributed	attribute	VERB
easat-11374	177	21	to	to	ADP
easat-11374	177	22	random	random	ADJ
easat-11374	177	23	batch	batch	NOUN
easat-11374	177	24	sampling	sampling	NOUN
easat-11374	177	25	or	or	CCONJ
easat-11374	177	26	slight	slight	ADJ
easat-11374	177	27	variations	variation	NOUN
easat-11374	177	28	in	in	ADP
easat-11374	177	29	data	datum	NOUN
easat-11374	177	30	distribution	distribution	NOUN
easat-11374	177	31	.	.	PUNCT
easat-11374	178	1	from	from	ADP
easat-11374	178	2	a	a	DET
easat-11374	178	3	training	training	NOUN
easat-11374	178	4	dynamics	dynamic	NOUN
easat-11374	178	5	perspective	perspective	NOUN
easat-11374	178	6	,	,	PUNCT
easat-11374	178	7	the	the	DET
easat-11374	178	8	smooth	smooth	ADJ
easat-11374	178	9	convergence	convergence	NOUN
easat-11374	178	10	trend	trend	NOUN
easat-11374	178	11	implies	imply	VERB
easat-11374	178	12	that	that	SCONJ
easat-11374	178	13	the	the	DET
easat-11374	178	14	chosen	choose	VERB
easat-11374	178	15	learning	learning	NOUN
easat-11374	178	16	rate	rate	NOUN
easat-11374	178	17	was	be	AUX
easat-11374	178	18	appropriately	appropriately	ADV
easat-11374	178	19	tuned	tune	VERB
easat-11374	178	20	,	,	PUNCT
easat-11374	178	21	neither	neither	CCONJ
easat-11374	178	22	too	too	ADV
easat-11374	178	23	high	high	ADJ
easat-11374	178	24	(	(	PUNCT
easat-11374	178	25	which	which	PRON
easat-11374	178	26	could	could	AUX
easat-11374	178	27	cause	cause	VERB
easat-11374	178	28	oscillations	oscillation	NOUN
easat-11374	178	29	or	or	CCONJ
easat-11374	178	30	divergence	divergence	NOUN
easat-11374	178	31	)	)	PUNCT
easat-11374	178	32	nor	nor	CCONJ
easat-11374	178	33	too	too	ADV
easat-11374	178	34	low	low	ADJ
easat-11374	178	35	(	(	PUNCT
easat-11374	178	36	which	which	PRON
easat-11374	178	37	would	would	AUX
easat-11374	178	38	slow	slow	VERB
easat-11374	178	39	convergence	convergence	NOUN
easat-11374	178	40	)	)	PUNCT
easat-11374	178	41	.	.	PUNCT
easat-11374	179	1	furthermore	furthermore	ADV
easat-11374	179	2	,	,	PUNCT
easat-11374	179	3	the	the	DET
easat-11374	179	4	consistent	consistent	ADJ
easat-11374	179	5	reduction	reduction	NOUN
easat-11374	179	6	of	of	ADP
easat-11374	179	7	mse	mse	NOUN
easat-11374	179	8	across	across	ADP
easat-11374	179	9	epochs	epoch	NOUN
easat-11374	179	10	suggests	suggest	VERB
easat-11374	179	11	that	that	SCONJ
easat-11374	179	12	the	the	DET
easat-11374	179	13	sequence	sequence	NOUN
easat-11374	179	14	length	length	NOUN
easat-11374	179	15	and	and	CCONJ
easat-11374	179	16	batch	batch	NOUN
easat-11374	179	17	size	size	NOUN
easat-11374	179	18	settings	setting	NOUN
easat-11374	179	19	were	be	AUX
easat-11374	179	20	effective	effective	ADJ
easat-11374	179	21	in	in	ADP
easat-11374	179	22	capturing	capture	VERB
easat-11374	179	23	temporal	temporal	ADJ
easat-11374	179	24	dependencies	dependency	NOUN
easat-11374	179	25	without	without	ADP
easat-11374	179	26	causing	cause	VERB
easat-11374	179	27	instability	instability	NOUN
easat-11374	179	28	.	.	PUNCT
easat-11374	180	1	399	399	NUM
easat-11374	180	2	edelweiss	edelweiss	PROPN
easat-11374	180	3	applied	apply	VERB
easat-11374	180	4	science	science	NOUN
easat-11374	180	5	and	and	CCONJ
easat-11374	180	6	technology	technology	NOUN
easat-11374	180	7	issn	issn	PROPN
easat-11374	180	8	:	:	PUNCT
easat-11374	180	9	2576	2576	NUM
easat-11374	180	10	-	-	SYM
easat-11374	180	11	8484	8484	NUM
easat-11374	180	12	vol	vol	NOUN
easat-11374	180	13	.	.	PROPN
easat-11374	181	1	9	9	NUM
easat-11374	181	2	,	,	PUNCT
easat-11374	181	3	no	no	INTJ
easat-11374	181	4	.	.	NOUN
easat-11374	181	5	12	12	NUM
easat-11374	181	6	:	:	PUNCT
easat-11374	181	7	389	389	NUM
easat-11374	181	8	-	-	SYM
easat-11374	181	9	405	405	NUM
easat-11374	181	10	,	,	PUNCT
easat-11374	181	11	2025	2025	NUM
easat-11374	181	12	doi	doi	NOUN
easat-11374	181	13	:	:	PUNCT
easat-11374	181	14	10.55214/2576	10.55214/2576	NUM
easat-11374	181	15	-	-	SYM
easat-11374	181	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	181	17	©	©	ADP
easat-11374	181	18	2025	2025	NUM
easat-11374	181	19	by	by	ADP
easat-11374	181	20	the	the	DET
easat-11374	181	21	authors	author	NOUN
easat-11374	181	22	;	;	PUNCT
easat-11374	181	23	licensee	licensee	PROPN
easat-11374	181	24	learning	learn	VERB
easat-11374	181	25	gate	gate	PROPN
easat-11374	181	26	figure	figure	NOUN
easat-11374	181	27	6	6	NUM
easat-11374	181	28	.	.	PUNCT
easat-11374	182	1	plot	plot	NOUN
easat-11374	182	2	showing	show	VERB
easat-11374	182	3	mse	mse	NOUN
easat-11374	182	4	vs.	vs.	ADP
easat-11374	182	5	epoch	epoch	NOUN
easat-11374	182	6	for	for	ADP
easat-11374	182	7	training	training	NOUN
easat-11374	182	8	/	/	SYM
easat-11374	182	9	validation	validation	NOUN
easat-11374	182	10	.	.	PUNCT
easat-11374	183	1	3.4	3.4	NUM
easat-11374	183	2	.	.	PUNCT
easat-11374	183	3	forecast	forecast	NOUN
easat-11374	183	4	accuracy	accuracy	NOUN
easat-11374	183	5	figure	figure	NOUN
easat-11374	183	6	7	7	NUM
easat-11374	183	7	compares	compare	VERB
easat-11374	183	8	the	the	DET
easat-11374	183	9	actual	actual	ADJ
easat-11374	183	10	and	and	CCONJ
easat-11374	183	11	predicted	predict	VERB
easat-11374	183	12	load	load	NOUN
easat-11374	183	13	profiles	profile	NOUN
easat-11374	183	14	over	over	ADP
easat-11374	183	15	a	a	DET
easat-11374	183	16	representative	representative	ADJ
easat-11374	183	17	24	24	NUM
easat-11374	183	18	-	-	PUNCT
easat-11374	183	19	hour	hour	NOUN
easat-11374	183	20	period	period	NOUN
easat-11374	183	21	using	use	VERB
easat-11374	183	22	the	the	DET
easat-11374	183	23	trained	train	VERB
easat-11374	183	24	lstm	lstm	PROPN
easat-11374	183	25	model	model	NOUN
easat-11374	183	26	.	.	PUNCT
easat-11374	184	1	the	the	DET
easat-11374	184	2	blue	blue	ADJ
easat-11374	184	3	line	line	NOUN
easat-11374	184	4	represents	represent	VERB
easat-11374	184	5	the	the	DET
easat-11374	184	6	measured	measured	ADJ
easat-11374	184	7	load	load	NOUN
easat-11374	184	8	,	,	PUNCT
easat-11374	184	9	while	while	SCONJ
easat-11374	184	10	the	the	DET
easat-11374	184	11	orange	orange	PROPN
easat-11374	184	12	dashed	dash	VERB
easat-11374	184	13	line	line	NOUN
easat-11374	184	14	indicates	indicate	VERB
easat-11374	184	15	the	the	DET
easat-11374	184	16	model	model	NOUN
easat-11374	184	17	’s	’s	PART
easat-11374	184	18	predictions	prediction	NOUN
easat-11374	184	19	.	.	PUNCT
easat-11374	185	1	the	the	DET
easat-11374	185	2	lstm	lstm	NOUN
easat-11374	185	3	exhibits	exhibit	VERB
easat-11374	185	4	a	a	DET
easat-11374	185	5	strong	strong	ADJ
easat-11374	185	6	temporal	temporal	ADJ
easat-11374	185	7	alignment	alignment	NOUN
easat-11374	185	8	with	with	ADP
easat-11374	185	9	the	the	DET
easat-11374	185	10	observed	observed	ADJ
easat-11374	185	11	load	load	NOUN
easat-11374	185	12	variations	variation	NOUN
easat-11374	185	13	,	,	PUNCT
easat-11374	185	14	accurately	accurately	ADV
easat-11374	185	15	tracking	track	VERB
easat-11374	185	16	both	both	CCONJ
easat-11374	185	17	the	the	DET
easat-11374	185	18	magnitude	magnitude	NOUN
easat-11374	185	19	and	and	CCONJ
easat-11374	185	20	timing	timing	NOUN
easat-11374	185	21	of	of	ADP
easat-11374	185	22	demand	demand	NOUN
easat-11374	185	23	fluctuations	fluctuation	NOUN
easat-11374	185	24	.	.	PUNCT
easat-11374	186	1	during	during	ADP
easat-11374	186	2	peak	peak	NOUN
easat-11374	186	3	hours	hour	NOUN
easat-11374	186	4	(	(	PUNCT
easat-11374	186	5	around	around	ADV
easat-11374	186	6	4–8	4–8	NUM
easat-11374	186	7	hours	hour	NOUN
easat-11374	186	8	and	and	CCONJ
easat-11374	186	9	20–24	20–24	NUM
easat-11374	186	10	hours	hour	NOUN
easat-11374	186	11	)	)	PUNCT
easat-11374	186	12	,	,	PUNCT
easat-11374	186	13	the	the	DET
easat-11374	186	14	predicted	predict	VERB
easat-11374	186	15	curve	curve	NOUN
easat-11374	186	16	closely	closely	ADV
easat-11374	186	17	follows	follow	VERB
easat-11374	186	18	the	the	DET
easat-11374	186	19	rapid	rapid	ADJ
easat-11374	186	20	rise	rise	NOUN
easat-11374	186	21	in	in	ADP
easat-11374	186	22	power	power	NOUN
easat-11374	186	23	demand	demand	NOUN
easat-11374	186	24	,	,	PUNCT
easat-11374	186	25	reflecting	reflect	VERB
easat-11374	186	26	the	the	DET
easat-11374	186	27	model	model	NOUN
easat-11374	186	28	’s	’s	PART
easat-11374	186	29	capability	capability	NOUN
easat-11374	186	30	to	to	PART
easat-11374	186	31	learn	learn	VERB
easat-11374	186	32	short	short	ADJ
easat-11374	186	33	-	-	PUNCT
easat-11374	186	34	term	term	NOUN
easat-11374	186	35	dependencies	dependency	NOUN
easat-11374	186	36	and	and	CCONJ
easat-11374	186	37	capture	capture	VERB
easat-11374	186	38	non	non	ADJ
easat-11374	186	39	-	-	ADJ
easat-11374	186	40	linear	linear	ADJ
easat-11374	186	41	load	load	NOUN
easat-11374	186	42	dynamics	dynamic	NOUN
easat-11374	186	43	.	.	PUNCT
easat-11374	187	1	similarly	similarly	ADV
easat-11374	187	2	,	,	PUNCT
easat-11374	187	3	in	in	ADP
easat-11374	187	4	off	off	ADP
easat-11374	187	5	-	-	PUNCT
easat-11374	187	6	peak	peak	NOUN
easat-11374	187	7	hours	hour	NOUN
easat-11374	187	8	(	(	PUNCT
easat-11374	187	9	approximately	approximately	ADV
easat-11374	187	10	10–16	10–16	NUM
easat-11374	187	11	hours	hour	NOUN
easat-11374	187	12	)	)	PUNCT
easat-11374	187	13	,	,	PUNCT
easat-11374	187	14	the	the	DET
easat-11374	187	15	model	model	NOUN
easat-11374	187	16	effectively	effectively	ADV
easat-11374	187	17	reproduces	reproduce	VERB
easat-11374	187	18	the	the	DET
easat-11374	187	19	valley	valley	NOUN
easat-11374	187	20	in	in	ADP
easat-11374	187	21	demand	demand	NOUN
easat-11374	187	22	,	,	PUNCT
easat-11374	187	23	indicating	indicate	VERB
easat-11374	187	24	successful	successful	ADJ
easat-11374	187	25	learning	learning	NOUN
easat-11374	187	26	of	of	ADP
easat-11374	187	27	daily	daily	ADJ
easat-11374	187	28	consumption	consumption	NOUN
easat-11374	187	29	cycles	cycle	NOUN
easat-11374	187	30	.	.	PUNCT
easat-11374	188	1	minor	minor	ADJ
easat-11374	188	2	deviations	deviation	NOUN
easat-11374	188	3	observed	observe	VERB
easat-11374	188	4	around	around	ADP
easat-11374	188	5	the	the	DET
easat-11374	188	6	transition	transition	NOUN
easat-11374	188	7	between	between	ADP
easat-11374	188	8	high	high	ADJ
easat-11374	188	9	and	and	CCONJ
easat-11374	188	10	low	low	ADJ
easat-11374	188	11	demand	demand	NOUN
easat-11374	188	12	periods	period	NOUN
easat-11374	188	13	can	can	AUX
easat-11374	188	14	be	be	AUX
easat-11374	188	15	attributed	attribute	VERB
easat-11374	188	16	to	to	ADP
easat-11374	188	17	temporal	temporal	ADJ
easat-11374	188	18	lags	lag	NOUN
easat-11374	188	19	or	or	CCONJ
easat-11374	188	20	smoothing	smooth	VERB
easat-11374	188	21	effects	effect	NOUN
easat-11374	188	22	inherent	inherent	ADJ
easat-11374	188	23	in	in	ADP
easat-11374	188	24	sequence	sequence	NOUN
easat-11374	188	25	-	-	PUNCT
easat-11374	188	26	based	base	VERB
easat-11374	188	27	forecasting	forecasting	NOUN
easat-11374	188	28	.	.	PUNCT
easat-11374	189	1	quantitatively	quantitatively	ADV
easat-11374	189	2	,	,	PUNCT
easat-11374	189	3	lstm	lstm	NOUN
easat-11374	189	4	achieved	achieve	VERB
easat-11374	189	5	low	low	ADJ
easat-11374	189	6	error	error	NOUN
easat-11374	189	7	metrics	metric	NOUN
easat-11374	189	8	:	:	PUNCT
easat-11374	189	9	rmse	rmse	NOUN
easat-11374	189	10	=	=	PROPN
easat-11374	189	11	0.146	0.146	NUM
easat-11374	189	12	,	,	PUNCT
easat-11374	189	13	mae	mae	PROPN
easat-11374	189	14	=	=	PROPN
easat-11374	189	15	0.103	0.103	NUM
easat-11374	189	16	,	,	PUNCT
easat-11374	189	17	and	and	CCONJ
easat-11374	189	18	r2	r2	PROPN
easat-11374	189	19	=	=	SYM
easat-11374	189	20	0.94	0.94	NUM
easat-11374	189	21	,	,	PUNCT
easat-11374	189	22	confirming	confirm	VERB
easat-11374	189	23	its	its	PRON
easat-11374	189	24	ability	ability	NOUN
easat-11374	189	25	to	to	PART
easat-11374	189	26	generate	generate	VERB
easat-11374	189	27	high	high	ADJ
easat-11374	189	28	-	-	PUNCT
easat-11374	189	29	fidelity	fidelity	NOUN
easat-11374	189	30	forecasts	forecast	NOUN
easat-11374	189	31	with	with	ADP
easat-11374	189	32	minimal	minimal	ADJ
easat-11374	189	33	bias	bias	NOUN
easat-11374	189	34	.	.	PUNCT
easat-11374	190	1	figure	figure	NOUN
easat-11374	190	2	7	7	NUM
easat-11374	190	3	.	.	PUNCT
easat-11374	191	1	the	the	DET
easat-11374	191	2	actual	actual	ADJ
easat-11374	191	3	and	and	CCONJ
easat-11374	191	4	predicted	predict	VERB
easat-11374	191	5	load	load	NOUN
easat-11374	191	6	profiles	profile	NOUN
easat-11374	191	7	over	over	ADP
easat-11374	191	8	a	a	DET
easat-11374	191	9	representative	representative	ADJ
easat-11374	191	10	24	24	NUM
easat-11374	191	11	-	-	PUNCT
easat-11374	191	12	hour	hour	NOUN
easat-11374	191	13	period	period	NOUN
easat-11374	191	14	.	.	PUNCT
easat-11374	192	1	400	400	NUM
easat-11374	192	2	edelweiss	edelweiss	PROPN
easat-11374	192	3	applied	apply	VERB
easat-11374	192	4	science	science	NOUN
easat-11374	192	5	and	and	CCONJ
easat-11374	192	6	technology	technology	NOUN
easat-11374	192	7	issn	issn	PROPN
easat-11374	192	8	:	:	PUNCT
easat-11374	192	9	2576	2576	NUM
easat-11374	192	10	-	-	SYM
easat-11374	192	11	8484	8484	NUM
easat-11374	192	12	vol	vol	NOUN
easat-11374	192	13	.	.	PROPN
easat-11374	193	1	9	9	NUM
easat-11374	193	2	,	,	PUNCT
easat-11374	193	3	no	no	INTJ
easat-11374	193	4	.	.	NOUN
easat-11374	193	5	12	12	NUM
easat-11374	193	6	:	:	PUNCT
easat-11374	193	7	389	389	NUM
easat-11374	193	8	-	-	SYM
easat-11374	193	9	405	405	NUM
easat-11374	193	10	,	,	PUNCT
easat-11374	193	11	2025	2025	NUM
easat-11374	193	12	doi	doi	NOUN
easat-11374	193	13	:	:	PUNCT
easat-11374	193	14	10.55214/2576	10.55214/2576	NUM
easat-11374	193	15	-	-	SYM
easat-11374	193	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	193	17	©	©	ADP
easat-11374	193	18	2025	2025	NUM
easat-11374	193	19	by	by	ADP
easat-11374	193	20	the	the	DET
easat-11374	193	21	authors	author	NOUN
easat-11374	193	22	;	;	PUNCT
easat-11374	194	1	licensee	licensee	PROPN
easat-11374	194	2	learning	learning	NOUN
easat-11374	194	3	gate	gate	NOUN
easat-11374	194	4	3.5	3.5	NUM
easat-11374	194	5	.	.	PUNCT
easat-11374	195	1	comparison	comparison	NOUN
easat-11374	195	2	with	with	ADP
easat-11374	195	3	baselines	baseline	NOUN
easat-11374	195	4	table	table	NOUN
easat-11374	195	5	3	3	NUM
easat-11374	195	6	compares	compare	VERB
easat-11374	195	7	the	the	DET
easat-11374	195	8	performance	performance	NOUN
easat-11374	195	9	of	of	ADP
easat-11374	195	10	the	the	DET
easat-11374	195	11	proposed	propose	VERB
easat-11374	195	12	lstm	lstm	NOUN
easat-11374	195	13	model	model	NOUN
easat-11374	195	14	against	against	ADP
easat-11374	195	15	two	two	NUM
easat-11374	195	16	traditional	traditional	ADJ
easat-11374	195	17	forecasting	forecasting	NOUN
easat-11374	195	18	approaches	approach	NOUN
easat-11374	195	19	,	,	PUNCT
easat-11374	195	20	autoregressive	autoregressive	ADJ
easat-11374	195	21	integrated	integrated	ADJ
easat-11374	195	22	moving	move	VERB
easat-11374	195	23	average	average	ADJ
easat-11374	195	24	(	(	PUNCT
easat-11374	195	25	arima	arima	NOUN
easat-11374	195	26	)	)	PUNCT
easat-11374	195	27	and	and	CCONJ
easat-11374	195	28	support	support	VERB
easat-11374	195	29	vector	vector	NOUN
easat-11374	195	30	regression	regression	NOUN
easat-11374	195	31	(	(	PUNCT
easat-11374	195	32	svr	svr	PROPN
easat-11374	195	33	)	)	PUNCT
easat-11374	195	34	.	.	PUNCT
easat-11374	196	1	the	the	DET
easat-11374	196	2	lstm	lstm	NOUN
easat-11374	196	3	achieved	achieve	VERB
easat-11374	196	4	the	the	DET
easat-11374	196	5	lowest	low	ADJ
easat-11374	196	6	prediction	prediction	NOUN
easat-11374	196	7	errors	error	NOUN
easat-11374	196	8	and	and	CCONJ
easat-11374	196	9	the	the	DET
easat-11374	196	10	highest	high	ADJ
easat-11374	196	11	coefficient	coefficient	NOUN
easat-11374	196	12	of	of	ADP
easat-11374	196	13	determination	determination	NOUN
easat-11374	196	14	(	(	PUNCT
easat-11374	196	15	r²	r²	NOUN
easat-11374	196	16	=	=	NOUN
easat-11374	196	17	0.94	0.94	NUM
easat-11374	196	18	)	)	PUNCT
easat-11374	196	19	,	,	PUNCT
easat-11374	196	20	demonstrating	demonstrate	VERB
easat-11374	196	21	a	a	DET
easat-11374	196	22	significant	significant	ADJ
easat-11374	196	23	improvement	improvement	NOUN
easat-11374	196	24	in	in	ADP
easat-11374	196	25	capturing	capture	VERB
easat-11374	196	26	nonlinear	nonlinear	ADJ
easat-11374	196	27	temporal	temporal	ADJ
easat-11374	196	28	dependencies	dependency	NOUN
easat-11374	196	29	present	present	ADJ
easat-11374	196	30	in	in	ADP
easat-11374	196	31	the	the	DET
easat-11374	196	32	load	load	NOUN
easat-11374	196	33	data	datum	NOUN
easat-11374	196	34	.	.	PUNCT
easat-11374	197	1	quantitatively	quantitatively	ADV
easat-11374	197	2	,	,	PUNCT
easat-11374	197	3	the	the	DET
easat-11374	197	4	lstm	lstm	NOUN
easat-11374	197	5	reduced	reduce	VERB
easat-11374	197	6	rmse	rmse	NOUN
easat-11374	197	7	by	by	ADP
easat-11374	197	8	approximately	approximately	ADV
easat-11374	197	9	31	31	NUM
easat-11374	197	10	%	%	NOUN
easat-11374	197	11	compared	compare	VERB
easat-11374	197	12	to	to	PART
easat-11374	197	13	svr	svr	PROPN
easat-11374	197	14	(	(	PUNCT
easat-11374	197	15	0.146	0.146	NUM
easat-11374	197	16	vs.	vs.	ADP
easat-11374	197	17	0.214	0.214	NUM
easat-11374	197	18	)	)	PUNCT
easat-11374	197	19	and	and	CCONJ
easat-11374	197	20	48	48	NUM
easat-11374	197	21	%	%	NOUN
easat-11374	197	22	relative	relative	ADJ
easat-11374	197	23	to	to	ADP
easat-11374	197	24	arima	arima	PROPN
easat-11374	197	25	(	(	PUNCT
easat-11374	197	26	0.146	0.146	NUM
easat-11374	197	27	vs.	vs.	ADP
easat-11374	197	28	0.281	0.281	NUM
easat-11374	197	29	)	)	PUNCT
easat-11374	197	30	.	.	PUNCT
easat-11374	198	1	similarly	similarly	ADV
easat-11374	198	2	,	,	PUNCT
easat-11374	198	3	the	the	DET
easat-11374	198	4	mae	mae	PROPN
easat-11374	198	5	decreased	decrease	VERB
easat-11374	198	6	by	by	ADP
easat-11374	198	7	34	34	NUM
easat-11374	198	8	%	%	NOUN
easat-11374	198	9	and	and	CCONJ
easat-11374	198	10	47	47	NUM
easat-11374	198	11	%	%	NOUN
easat-11374	198	12	,	,	PUNCT
easat-11374	198	13	respectively	respectively	ADV
easat-11374	198	14	.	.	PUNCT
easat-11374	199	1	these	these	DET
easat-11374	199	2	improvements	improvement	NOUN
easat-11374	199	3	highlight	highlight	VERB
easat-11374	199	4	the	the	DET
easat-11374	199	5	network	network	NOUN
easat-11374	199	6	’s	’s	PART
easat-11374	199	7	superior	superior	ADJ
easat-11374	199	8	capability	capability	NOUN
easat-11374	199	9	to	to	PART
easat-11374	199	10	learn	learn	VERB
easat-11374	199	11	complex	complex	ADJ
easat-11374	199	12	patterns	pattern	NOUN
easat-11374	199	13	and	and	CCONJ
easat-11374	199	14	long	long	ADJ
easat-11374	199	15	-	-	PUNCT
easat-11374	199	16	term	term	NOUN
easat-11374	199	17	dependencies	dependency	NOUN
easat-11374	199	18	,	,	PUNCT
easat-11374	199	19	which	which	PRON
easat-11374	199	20	traditional	traditional	ADJ
easat-11374	199	21	statistical	statistical	ADJ
easat-11374	199	22	and	and	CCONJ
easat-11374	199	23	shallow	shallow	ADJ
easat-11374	199	24	learning	learning	NOUN
easat-11374	199	25	models	model	NOUN
easat-11374	199	26	struggle	struggle	VERB
easat-11374	199	27	to	to	PART
easat-11374	199	28	represent	represent	VERB
easat-11374	199	29	.	.	PUNCT
easat-11374	200	1	although	although	SCONJ
easat-11374	200	2	the	the	DET
easat-11374	200	3	training	training	NOUN
easat-11374	200	4	time	time	NOUN
easat-11374	200	5	for	for	ADP
easat-11374	200	6	lstm	lstm	NOUN
easat-11374	200	7	(	(	PUNCT
easat-11374	200	8	72	72	NUM
easat-11374	200	9	s	s	NOUN
easat-11374	200	10	)	)	PUNCT
easat-11374	200	11	is	be	AUX
easat-11374	200	12	slightly	slightly	ADV
easat-11374	200	13	higher	high	ADJ
easat-11374	200	14	than	than	ADP
easat-11374	200	15	that	that	PRON
easat-11374	200	16	of	of	ADP
easat-11374	200	17	arima	arima	PROPN
easat-11374	200	18	(	(	PUNCT
easat-11374	200	19	41	41	NUM
easat-11374	200	20	s	s	NOUN
easat-11374	200	21	)	)	PUNCT
easat-11374	200	22	and	and	CCONJ
easat-11374	200	23	svr	svr	PROPN
easat-11374	200	24	(	(	PUNCT
easat-11374	200	25	59	59	NUM
easat-11374	200	26	s	s	NOUN
easat-11374	200	27	)	)	PUNCT
easat-11374	200	28	,	,	PUNCT
easat-11374	200	29	this	this	DET
easat-11374	200	30	increase	increase	NOUN
easat-11374	200	31	is	be	AUX
easat-11374	200	32	marginal	marginal	ADJ
easat-11374	200	33	relative	relative	ADJ
easat-11374	200	34	to	to	ADP
easat-11374	200	35	the	the	DET
easat-11374	200	36	substantial	substantial	ADJ
easat-11374	200	37	gain	gain	NOUN
easat-11374	200	38	in	in	ADP
easat-11374	200	39	accuracy	accuracy	NOUN
easat-11374	200	40	and	and	CCONJ
easat-11374	200	41	generalization	generalization	NOUN
easat-11374	200	42	performance	performance	NOUN
easat-11374	200	43	.	.	PUNCT
easat-11374	201	1	the	the	DET
easat-11374	201	2	elevated	elevated	ADJ
easat-11374	201	3	r²	r²	NOUN
easat-11374	201	4	score	score	NOUN
easat-11374	201	5	underscores	underscore	VERB
easat-11374	201	6	the	the	DET
easat-11374	201	7	model	model	NOUN
easat-11374	201	8	’s	’s	PART
easat-11374	201	9	strong	strong	ADJ
easat-11374	201	10	fit	fit	NOUN
easat-11374	201	11	to	to	ADP
easat-11374	201	12	the	the	DET
easat-11374	201	13	observed	observe	VERB
easat-11374	201	14	data	datum	NOUN
easat-11374	201	15	while	while	SCONJ
easat-11374	201	16	maintaining	maintain	VERB
easat-11374	201	17	stability	stability	NOUN
easat-11374	201	18	across	across	ADP
easat-11374	201	19	validation	validation	NOUN
easat-11374	201	20	runs	run	NOUN
easat-11374	201	21	.	.	PUNCT
easat-11374	202	1	table	table	NOUN
easat-11374	202	2	3	3	NUM
easat-11374	202	3	.	.	PUNCT
easat-11374	202	4	performance	performance	NOUN
easat-11374	202	5	of	of	ADP
easat-11374	202	6	the	the	DET
easat-11374	202	7	proposed	propose	VERB
easat-11374	202	8	lstm	lstm	NOUN
easat-11374	202	9	model	model	NOUN
easat-11374	202	10	against	against	ADP
easat-11374	202	11	traditional	traditional	ADJ
easat-11374	202	12	forecasting	forecasting	NOUN
easat-11374	202	13	approaches	approach	NOUN
easat-11374	202	14	.	.	PUNCT
easat-11374	203	1	model	model	PROPN
easat-11374	203	2	rmse	rmse	PROPN
easat-11374	203	3	mae	mae	PROPN
easat-11374	203	4	r²	r²	PROPN
easat-11374	203	5	training	training	NOUN
easat-11374	203	6	time	time	NOUN
easat-11374	203	7	(	(	PUNCT
easat-11374	203	8	s	s	NOUN
easat-11374	203	9	)	)	PUNCT
easat-11374	203	10	arima	arima	NOUN
easat-11374	203	11	0.281	0.281	NUM
easat-11374	203	12	0.196	0.196	NUM
easat-11374	203	13	0.82	0.82	NUM
easat-11374	203	14	41	41	NUM
easat-11374	203	15	svr	svr	VERB
easat-11374	203	16	0.214	0.214	ADV
easat-11374	203	17	0.157	0.157	NUM
easat-11374	203	18	0.86	0.86	NUM
easat-11374	203	19	59	59	NUM
easat-11374	203	20	lstm	lstm	NOUN
easat-11374	203	21	(	(	PUNCT
easat-11374	203	22	proposed	propose	VERB
easat-11374	203	23	)	)	PUNCT
easat-11374	203	24	0.146	0.146	NUM
easat-11374	203	25	0.103	0.103	NUM
easat-11374	203	26	0.94	0.94	NUM
easat-11374	203	27	72	72	NUM
easat-11374	203	28	3.6	3.6	NUM
easat-11374	203	29	.	.	PUNCT
easat-11374	204	1	residual	residual	ADJ
easat-11374	204	2	distribution	distribution	NOUN
easat-11374	204	3	analysis	analysis	NOUN
easat-11374	204	4	figure	figure	NOUN
easat-11374	204	5	8	8	NUM
easat-11374	204	6	shows	show	VERB
easat-11374	204	7	the	the	DET
easat-11374	204	8	residual	residual	ADJ
easat-11374	204	9	distribution	distribution	NOUN
easat-11374	204	10	plot	plot	NOUN
easat-11374	204	11	,	,	PUNCT
easat-11374	204	12	which	which	PRON
easat-11374	204	13	separates	separate	VERB
easat-11374	204	14	normal	normal	ADJ
easat-11374	204	15	and	and	CCONJ
easat-11374	204	16	abnormal	abnormal	ADJ
easat-11374	204	17	samples	sample	NOUN
easat-11374	204	18	based	base	VERB
easat-11374	204	19	on	on	ADP
easat-11374	204	20	their	their	PRON
easat-11374	204	21	statistical	statistical	ADJ
easat-11374	204	22	spread	spread	NOUN
easat-11374	204	23	.	.	PUNCT
easat-11374	205	1	normal	normal	ADJ
easat-11374	205	2	residuals	residual	NOUN
easat-11374	205	3	group	group	NOUN
easat-11374	205	4	closely	closely	ADV
easat-11374	205	5	around	around	ADP
easat-11374	205	6	zero	zero	NUM
easat-11374	205	7	,	,	PUNCT
easat-11374	205	8	forming	form	VERB
easat-11374	205	9	a	a	DET
easat-11374	205	10	nearly	nearly	ADV
easat-11374	205	11	symmetric	symmetric	ADJ
easat-11374	205	12	bellshaped	bellshape	VERB
easat-11374	205	13	distribution	distribution	NOUN
easat-11374	205	14	,	,	PUNCT
easat-11374	205	15	while	while	SCONJ
easat-11374	205	16	abnormal	abnormal	ADJ
easat-11374	205	17	residuals	residual	NOUN
easat-11374	205	18	display	display	VERB
easat-11374	205	19	a	a	DET
easat-11374	205	20	long	long	ADJ
easat-11374	205	21	tail	tail	NOUN
easat-11374	205	22	extending	extend	VERB
easat-11374	205	23	toward	toward	ADP
easat-11374	205	24	higher	high	ADJ
easat-11374	205	25	values	value	NOUN
easat-11374	205	26	.	.	PUNCT
easat-11374	206	1	this	this	DET
easat-11374	206	2	skewed	skewed	ADJ
easat-11374	206	3	tail	tail	NOUN
easat-11374	206	4	suggests	suggest	VERB
easat-11374	206	5	situations	situation	NOUN
easat-11374	206	6	where	where	SCONJ
easat-11374	206	7	predicted	predict	VERB
easat-11374	206	8	and	and	CCONJ
easat-11374	206	9	actual	actual	ADJ
easat-11374	206	10	load	load	NOUN
easat-11374	206	11	values	value	NOUN
easat-11374	206	12	differ	differ	VERB
easat-11374	206	13	significantly	significantly	ADV
easat-11374	206	14	,	,	PUNCT
easat-11374	206	15	indicative	indicative	ADJ
easat-11374	206	16	of	of	ADP
easat-11374	206	17	potential	potential	ADJ
easat-11374	206	18	data	datum	NOUN
easat-11374	206	19	theft	theft	NOUN
easat-11374	206	20	or	or	CCONJ
easat-11374	206	21	intrusion	intrusion	NOUN
easat-11374	206	22	events	event	NOUN
easat-11374	206	23	.	.	PUNCT
easat-11374	207	1	the	the	DET
easat-11374	207	2	distinct	distinct	ADJ
easat-11374	207	3	separation	separation	NOUN
easat-11374	207	4	between	between	ADP
easat-11374	207	5	normal	normal	ADJ
easat-11374	207	6	and	and	CCONJ
easat-11374	207	7	abnormal	abnormal	ADJ
easat-11374	207	8	distributions	distribution	NOUN
easat-11374	207	9	indicates	indicate	VERB
easat-11374	207	10	that	that	SCONJ
easat-11374	207	11	residual	residual	ADJ
easat-11374	207	12	-	-	PUNCT
easat-11374	207	13	based	base	VERB
easat-11374	207	14	anomaly	anomaly	NOUN
easat-11374	207	15	representation	representation	NOUN
easat-11374	207	16	effectively	effectively	ADV
easat-11374	207	17	captures	capture	VERB
easat-11374	207	18	deviations	deviation	NOUN
easat-11374	207	19	in	in	ADP
easat-11374	207	20	energy	energy	NOUN
easat-11374	207	21	consumption	consumption	NOUN
easat-11374	207	22	patterns	pattern	NOUN
easat-11374	207	23	.	.	PUNCT
easat-11374	208	1	this	this	DET
easat-11374	208	2	long	long	ADV
easat-11374	208	3	-	-	PUNCT
easat-11374	208	4	tailed	tail	VERB
easat-11374	208	5	pattern	pattern	NOUN
easat-11374	208	6	is	be	AUX
easat-11374	208	7	typical	typical	ADJ
easat-11374	208	8	of	of	ADP
easat-11374	208	9	rare	rare	ADJ
easat-11374	208	10	,	,	PUNCT
easat-11374	208	11	high	high	ADJ
easat-11374	208	12	-	-	PUNCT
easat-11374	208	13	impact	impact	NOUN
easat-11374	208	14	anomalies	anomaly	NOUN
easat-11374	208	15	,	,	PUNCT
easat-11374	208	16	confirming	confirm	VERB
easat-11374	208	17	that	that	SCONJ
easat-11374	208	18	the	the	DET
easat-11374	208	19	residual	residual	ADJ
easat-11374	208	20	transformation	transformation	NOUN
easat-11374	208	21	is	be	AUX
easat-11374	208	22	a	a	DET
easat-11374	208	23	reliable	reliable	ADJ
easat-11374	208	24	preprocessing	preprocessing	NOUN
easat-11374	208	25	step	step	NOUN
easat-11374	208	26	for	for	ADP
easat-11374	208	27	unsupervised	unsupervised	ADJ
easat-11374	208	28	anomaly	anomaly	NOUN
easat-11374	208	29	detection	detection	NOUN
easat-11374	208	30	.	.	PUNCT
easat-11374	209	1	figure	figure	NOUN
easat-11374	209	2	8	8	NUM
easat-11374	209	3	.	.	PUNCT
easat-11374	210	1	the	the	DET
easat-11374	210	2	residual	residual	ADJ
easat-11374	210	3	distribution	distribution	NOUN
easat-11374	210	4	plot	plot	NOUN
easat-11374	210	5	shows	show	VERB
easat-11374	210	6	normal	normal	ADJ
easat-11374	210	7	and	and	CCONJ
easat-11374	210	8	abnormal	abnormal	ADJ
easat-11374	210	9	samples	sample	NOUN
easat-11374	210	10	based	base	VERB
easat-11374	210	11	on	on	ADP
easat-11374	210	12	their	their	PRON
easat-11374	210	13	statistical	statistical	ADJ
easat-11374	210	14	spread	spread	NOUN
easat-11374	210	15	.	.	PUNCT
easat-11374	211	1	401	401	NUM
easat-11374	211	2	edelweiss	edelweiss	PROPN
easat-11374	211	3	applied	apply	VERB
easat-11374	211	4	science	science	NOUN
easat-11374	211	5	and	and	CCONJ
easat-11374	211	6	technology	technology	NOUN
easat-11374	211	7	issn	issn	PROPN
easat-11374	211	8	:	:	PUNCT
easat-11374	211	9	2576	2576	NUM
easat-11374	211	10	-	-	SYM
easat-11374	211	11	8484	8484	NUM
easat-11374	211	12	vol	vol	NOUN
easat-11374	211	13	.	.	PROPN
easat-11374	212	1	9	9	NUM
easat-11374	212	2	,	,	PUNCT
easat-11374	212	3	no	no	INTJ
easat-11374	212	4	.	.	NOUN
easat-11374	212	5	12	12	NUM
easat-11374	212	6	:	:	PUNCT
easat-11374	212	7	389	389	NUM
easat-11374	212	8	-	-	SYM
easat-11374	212	9	405	405	NUM
easat-11374	212	10	,	,	PUNCT
easat-11374	212	11	2025	2025	NUM
easat-11374	212	12	doi	doi	NOUN
easat-11374	212	13	:	:	PUNCT
easat-11374	212	14	10.55214/2576	10.55214/2576	NUM
easat-11374	212	15	-	-	SYM
easat-11374	212	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	212	17	©	©	ADP
easat-11374	212	18	2025	2025	NUM
easat-11374	212	19	by	by	ADP
easat-11374	212	20	the	the	DET
easat-11374	212	21	authors	author	NOUN
easat-11374	212	22	;	;	PUNCT
easat-11374	212	23	licensee	licensee	PROPN
easat-11374	212	24	learning	learning	NOUN
easat-11374	212	25	gate	gate	NOUN
easat-11374	212	26	3.7	3.7	NUM
easat-11374	212	27	.	.	PUNCT
easat-11374	213	1	isolation	isolation	NOUN
easat-11374	213	2	forest	forest	NOUN
easat-11374	213	3	evaluation	evaluation	NOUN
easat-11374	213	4	the	the	DET
easat-11374	213	5	isolation	isolation	NOUN
easat-11374	213	6	forest	forest	NOUN
easat-11374	213	7	model	model	NOUN
easat-11374	213	8	effectively	effectively	ADV
easat-11374	213	9	detected	detect	VERB
easat-11374	213	10	abnormal	abnormal	ADJ
easat-11374	213	11	load	load	NOUN
easat-11374	213	12	patterns	pattern	NOUN
easat-11374	213	13	within	within	ADP
easat-11374	213	14	the	the	DET
easat-11374	213	15	residual	residual	ADJ
easat-11374	213	16	time	time	NOUN
easat-11374	213	17	series	series	NOUN
easat-11374	213	18	,	,	PUNCT
easat-11374	213	19	as	as	SCONJ
easat-11374	213	20	shown	show	VERB
easat-11374	213	21	in	in	ADP
easat-11374	213	22	figure	figure	NOUN
easat-11374	213	23	9	9	NUM
easat-11374	213	24	,	,	PUNCT
easat-11374	213	25	achieving	achieve	VERB
easat-11374	213	26	a	a	DET
easat-11374	213	27	precision	precision	NOUN
easat-11374	213	28	of	of	ADP
easat-11374	213	29	0.92	0.92	NUM
easat-11374	213	30	,	,	PUNCT
easat-11374	213	31	a	a	DET
easat-11374	213	32	recall	recall	NOUN
easat-11374	213	33	of	of	ADP
easat-11374	213	34	0.88	0.88	NUM
easat-11374	213	35	,	,	PUNCT
easat-11374	213	36	and	and	CCONJ
easat-11374	213	37	an	an	DET
easat-11374	213	38	f1	f1	NOUN
easat-11374	213	39	-	-	PUNCT
easat-11374	213	40	score	score	NOUN
easat-11374	213	41	of	of	ADP
easat-11374	213	42	0.90	0.90	NUM
easat-11374	213	43	.	.	PUNCT
easat-11374	214	1	the	the	DET
easat-11374	214	2	high	high	ADJ
easat-11374	214	3	precision	precision	NOUN
easat-11374	214	4	implies	imply	VERB
easat-11374	214	5	that	that	SCONJ
easat-11374	214	6	most	most	ADV
easat-11374	214	7	flagged	flag	VERB
easat-11374	214	8	anomalies	anomaly	NOUN
easat-11374	214	9	were	be	AUX
easat-11374	214	10	indeed	indeed	ADV
easat-11374	214	11	true	true	ADJ
easat-11374	214	12	anomalies	anomaly	NOUN
easat-11374	214	13	,	,	PUNCT
easat-11374	214	14	while	while	SCONJ
easat-11374	214	15	the	the	DET
easat-11374	214	16	strong	strong	ADJ
easat-11374	214	17	recall	recall	NOUN
easat-11374	214	18	demonstrates	demonstrate	VERB
easat-11374	214	19	the	the	DET
easat-11374	214	20	model	model	NOUN
easat-11374	214	21	’s	’s	PART
easat-11374	214	22	ability	ability	NOUN
easat-11374	214	23	to	to	PART
easat-11374	214	24	detect	detect	VERB
easat-11374	214	25	the	the	DET
easat-11374	214	26	majority	majority	NOUN
easat-11374	214	27	of	of	ADP
easat-11374	214	28	actual	actual	ADJ
easat-11374	214	29	abnormal	abnormal	ADJ
easat-11374	214	30	events	event	NOUN
easat-11374	214	31	.	.	PUNCT
easat-11374	215	1	the	the	DET
easat-11374	215	2	roc	roc	PROPN
easat-11374	215	3	curve	curve	NOUN
easat-11374	215	4	in	in	ADP
easat-11374	215	5	figure	figure	NOUN
easat-11374	215	6	10	10	NUM
easat-11374	215	7	further	further	ADJ
easat-11374	215	8	supports	support	VERB
easat-11374	215	9	this	this	DET
easat-11374	215	10	performance	performance	NOUN
easat-11374	215	11	,	,	PUNCT
easat-11374	215	12	with	with	ADP
easat-11374	215	13	an	an	DET
easat-11374	215	14	auc	auc	NOUN
easat-11374	215	15	of	of	ADP
easat-11374	215	16	approximately	approximately	ADV
easat-11374	215	17	0.935	0.935	NUM
easat-11374	215	18	,	,	PUNCT
easat-11374	215	19	indicating	indicate	VERB
easat-11374	215	20	excellent	excellent	ADJ
easat-11374	215	21	discrimination	discrimination	NOUN
easat-11374	215	22	capability	capability	NOUN
easat-11374	215	23	between	between	ADP
easat-11374	215	24	normal	normal	ADJ
easat-11374	215	25	and	and	CCONJ
easat-11374	215	26	anomalous	anomalous	ADJ
easat-11374	215	27	samples	sample	NOUN
easat-11374	215	28	.	.	PUNCT
easat-11374	216	1	the	the	DET
easat-11374	216	2	time	time	NOUN
easat-11374	216	3	-	-	PUNCT
easat-11374	216	4	series	series	NOUN
easat-11374	216	5	plot	plot	NOUN
easat-11374	216	6	of	of	ADP
easat-11374	216	7	anomaly	anomaly	NOUN
easat-11374	216	8	scores	score	NOUN
easat-11374	216	9	in	in	ADP
easat-11374	216	10	figure	figure	NOUN
easat-11374	216	11	9	9	NUM
easat-11374	216	12	reveals	reveal	VERB
easat-11374	216	13	distinct	distinct	ADJ
easat-11374	216	14	peaks	peak	NOUN
easat-11374	216	15	corresponding	correspond	VERB
easat-11374	216	16	to	to	ADP
easat-11374	216	17	detected	detect	VERB
easat-11374	216	18	anomalies	anomaly	NOUN
easat-11374	216	19	,	,	PUNCT
easat-11374	216	20	highlighting	highlight	VERB
easat-11374	216	21	the	the	DET
easat-11374	216	22	model	model	NOUN
easat-11374	216	23	’s	’s	PART
easat-11374	216	24	responsiveness	responsiveness	NOUN
easat-11374	216	25	to	to	ADP
easat-11374	216	26	irregular	irregular	ADJ
easat-11374	216	27	consumption	consumption	NOUN
easat-11374	216	28	behavior	behavior	NOUN
easat-11374	216	29	.	.	PUNCT
easat-11374	217	1	these	these	DET
easat-11374	217	2	results	result	NOUN
easat-11374	217	3	underscore	underscore	VERB
easat-11374	217	4	the	the	DET
easat-11374	217	5	robustness	robustness	NOUN
easat-11374	217	6	of	of	ADP
easat-11374	217	7	the	the	DET
easat-11374	217	8	isolation	isolation	NOUN
easat-11374	217	9	forest	forest	NOUN
easat-11374	217	10	in	in	ADP
easat-11374	217	11	handling	handle	VERB
easat-11374	217	12	high	high	ADV
easat-11374	217	13	-	-	PUNCT
easat-11374	217	14	dimensional	dimensional	ADJ
easat-11374	217	15	,	,	PUNCT
easat-11374	217	16	non	non	ADJ
easat-11374	217	17	-	-	ADJ
easat-11374	217	18	gaussian	gaussian	ADJ
easat-11374	217	19	data	datum	NOUN
easat-11374	217	20	distributions	distribution	NOUN
easat-11374	217	21	typical	typical	ADJ
easat-11374	217	22	of	of	ADP
easat-11374	217	23	smart	smart	ADJ
easat-11374	217	24	energy	energy	NOUN
easat-11374	217	25	systems	system	NOUN
easat-11374	217	26	.	.	PUNCT
easat-11374	218	1	figure	figure	NOUN
easat-11374	218	2	9	9	NUM
easat-11374	218	3	.	.	PUNCT
easat-11374	219	1	the	the	DET
easat-11374	219	2	anomaly	anomaly	PROPN
easat-11374	219	3	score	score	NOUN
easat-11374	219	4	time	time	NOUN
easat-11374	219	5	series	series	NOUN
easat-11374	219	6	of	of	ADP
easat-11374	219	7	the	the	DET
easat-11374	219	8	isolation	isolation	NOUN
easat-11374	219	9	forest	forest	NOUN
easat-11374	219	10	model	model	NOUN
easat-11374	219	11	.	.	PUNCT
easat-11374	220	1	figure	figure	NOUN
easat-11374	220	2	10	10	NUM
easat-11374	220	3	.	.	PUNCT
easat-11374	221	1	the	the	DET
easat-11374	221	2	roc	roc	PROPN
easat-11374	221	3	curve	curve	NOUN
easat-11374	221	4	of	of	ADP
easat-11374	221	5	the	the	DET
easat-11374	221	6	isolation	isolation	NOUN
easat-11374	221	7	forest	forest	NOUN
easat-11374	221	8	model	model	NOUN
easat-11374	221	9	.	.	PUNCT
easat-11374	222	1	402	402	NUM
easat-11374	222	2	edelweiss	edelweiss	PROPN
easat-11374	222	3	applied	apply	VERB
easat-11374	222	4	science	science	NOUN
easat-11374	222	5	and	and	CCONJ
easat-11374	222	6	technology	technology	NOUN
easat-11374	222	7	issn	issn	PROPN
easat-11374	222	8	:	:	PUNCT
easat-11374	222	9	2576	2576	NUM
easat-11374	222	10	-	-	SYM
easat-11374	222	11	8484	8484	NUM
easat-11374	222	12	vol	vol	NOUN
easat-11374	222	13	.	.	PROPN
easat-11374	223	1	9	9	NUM
easat-11374	223	2	,	,	PUNCT
easat-11374	223	3	no	no	INTJ
easat-11374	223	4	.	.	NOUN
easat-11374	223	5	12	12	NUM
easat-11374	223	6	:	:	PUNCT
easat-11374	223	7	389	389	NUM
easat-11374	223	8	-	-	SYM
easat-11374	223	9	405	405	NUM
easat-11374	223	10	,	,	PUNCT
easat-11374	223	11	2025	2025	NUM
easat-11374	223	12	doi	doi	NOUN
easat-11374	223	13	:	:	PUNCT
easat-11374	223	14	10.55214/2576	10.55214/2576	NUM
easat-11374	223	15	-	-	SYM
easat-11374	223	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	223	17	©	©	ADP
easat-11374	223	18	2025	2025	NUM
easat-11374	223	19	by	by	ADP
easat-11374	223	20	the	the	DET
easat-11374	223	21	authors	author	NOUN
easat-11374	223	22	;	;	PUNCT
easat-11374	223	23	licensee	licensee	PROPN
easat-11374	223	24	learning	learning	NOUN
easat-11374	223	25	gate	gate	VERB
easat-11374	223	26	3.8	3.8	NUM
easat-11374	223	27	.	.	PUNCT
easat-11374	224	1	comparative	comparative	ADJ
easat-11374	224	2	analysis	analysis	NOUN
easat-11374	224	3	a	a	DET
easat-11374	224	4	comparative	comparative	ADJ
easat-11374	224	5	analysis	analysis	NOUN
easat-11374	224	6	with	with	ADP
easat-11374	224	7	other	other	ADJ
easat-11374	224	8	unsupervised	unsupervised	ADJ
easat-11374	224	9	detectors	detector	NOUN
easat-11374	224	10	,	,	PUNCT
easat-11374	224	11	namely	namely	ADV
easat-11374	224	12	,	,	PUNCT
easat-11374	224	13	the	the	DET
easat-11374	224	14	one	one	NUM
easat-11374	224	15	-	-	PUNCT
easat-11374	224	16	class	class	NOUN
easat-11374	224	17	svm	svm	NOUN
easat-11374	224	18	and	and	CCONJ
easat-11374	224	19	an	an	DET
easat-11374	224	20	autoencoder	autoencoder	NOUN
easat-11374	224	21	baseline	baseline	NOUN
easat-11374	224	22	in	in	ADP
easat-11374	224	23	figure	figure	NOUN
easat-11374	224	24	11	11	NUM
easat-11374	224	25	,	,	PUNCT
easat-11374	224	26	demonstrates	demonstrate	VERB
easat-11374	224	27	that	that	SCONJ
easat-11374	224	28	the	the	DET
easat-11374	224	29	isolation	isolation	NOUN
easat-11374	224	30	forest	forest	NOUN
easat-11374	224	31	consistently	consistently	ADV
easat-11374	224	32	outperformed	outperform	VERB
easat-11374	224	33	the	the	DET
easat-11374	224	34	alternatives	alternative	NOUN
easat-11374	224	35	.	.	PUNCT
easat-11374	225	1	as	as	SCONJ
easat-11374	225	2	summarized	summarize	VERB
easat-11374	225	3	in	in	ADP
easat-11374	225	4	the	the	DET
easat-11374	225	5	results	result	NOUN
easat-11374	225	6	table	table	NOUN
easat-11374	225	7	,	,	PUNCT
easat-11374	225	8	the	the	DET
easat-11374	225	9	isolation	isolation	NOUN
easat-11374	225	10	forest	forest	NOUN
easat-11374	225	11	achieved	achieve	VERB
easat-11374	225	12	superior	superior	ADJ
easat-11374	225	13	scores	score	NOUN
easat-11374	225	14	across	across	ADP
easat-11374	225	15	all	all	DET
easat-11374	225	16	metrics	metric	NOUN
easat-11374	225	17	(	(	PUNCT
easat-11374	225	18	precision	precision	NOUN
easat-11374	225	19	=	=	SYM
easat-11374	225	20	0.92	0.92	NUM
easat-11374	225	21	,	,	PUNCT
easat-11374	225	22	recall	recall	NOUN
easat-11374	225	23	=	=	SYM
easat-11374	225	24	0.88	0.88	NUM
easat-11374	225	25	,	,	PUNCT
easat-11374	225	26	f1	f1	NOUN
easat-11374	225	27	=	=	SYM
easat-11374	225	28	0.90	0.90	NUM
easat-11374	225	29	,	,	PUNCT
easat-11374	225	30	auc	auc	NOUN
easat-11374	225	31	=	=	NOUN
easat-11374	225	32	0.935	0.935	NUM
easat-11374	225	33	)	)	PUNCT
easat-11374	225	34	,	,	PUNCT
easat-11374	225	35	exceeding	exceed	VERB
easat-11374	225	36	the	the	DET
easat-11374	225	37	one	one	NUM
easat-11374	225	38	-	-	PUNCT
easat-11374	225	39	class	class	NOUN
easat-11374	225	40	svm	svm	NOUN
easat-11374	225	41	by	by	ADP
easat-11374	225	42	4–5	4–5	PROPN
easat-11374	225	43	%	%	NOUN
easat-11374	225	44	and	and	CCONJ
easat-11374	225	45	the	the	DET
easat-11374	225	46	autoencoder	autoencoder	NOUN
easat-11374	225	47	by	by	ADP
easat-11374	225	48	approximately	approximately	ADV
easat-11374	225	49	8–10	8–10	NOUN
easat-11374	225	50	%	%	NOUN
easat-11374	225	51	.	.	PUNCT
easat-11374	226	1	the	the	DET
easat-11374	226	2	improvement	improvement	NOUN
easat-11374	226	3	is	be	AUX
easat-11374	226	4	attributed	attribute	VERB
easat-11374	226	5	to	to	ADP
easat-11374	226	6	the	the	DET
easat-11374	226	7	isolation	isolation	NOUN
easat-11374	226	8	forest	forest	NOUN
easat-11374	226	9	’s	’s	PART
easat-11374	226	10	ensemble	ensemble	ADJ
easat-11374	226	11	-	-	PUNCT
easat-11374	226	12	based	base	VERB
easat-11374	226	13	approach	approach	NOUN
easat-11374	226	14	,	,	PUNCT
easat-11374	226	15	which	which	PRON
easat-11374	226	16	isolates	isolate	VERB
easat-11374	226	17	anomalies	anomaly	NOUN
easat-11374	226	18	by	by	ADP
easat-11374	226	19	recursive	recursive	ADJ
easat-11374	226	20	partitioning	partitioning	NOUN
easat-11374	226	21	rather	rather	ADV
easat-11374	226	22	than	than	ADP
easat-11374	226	23	relying	rely	VERB
easat-11374	226	24	solely	solely	ADV
easat-11374	226	25	on	on	ADP
easat-11374	226	26	distance	distance	NOUN
easat-11374	226	27	or	or	CCONJ
easat-11374	226	28	reconstruction	reconstruction	NOUN
easat-11374	226	29	error	error	NOUN
easat-11374	226	30	metrics	metric	NOUN
easat-11374	226	31	.	.	PUNCT
easat-11374	227	1	this	this	PRON
easat-11374	227	2	makes	make	VERB
easat-11374	227	3	it	it	PRON
easat-11374	227	4	particularly	particularly	ADV
easat-11374	227	5	resilient	resilient	ADJ
easat-11374	227	6	to	to	PART
easat-11374	227	7	noise	noise	VERB
easat-11374	227	8	and	and	CCONJ
easat-11374	227	9	adaptable	adaptable	ADJ
easat-11374	227	10	to	to	ADP
easat-11374	227	11	varying	vary	VERB
easat-11374	227	12	load	load	NOUN
easat-11374	227	13	conditions	condition	NOUN
easat-11374	227	14	.	.	PUNCT
easat-11374	228	1	the	the	DET
easat-11374	228	2	comparative	comparative	ADJ
easat-11374	228	3	results	result	NOUN
easat-11374	228	4	confirm	confirm	VERB
easat-11374	228	5	that	that	SCONJ
easat-11374	228	6	isolation	isolation	NOUN
easat-11374	228	7	forest	forest	NOUN
easat-11374	228	8	provides	provide	VERB
easat-11374	228	9	a	a	DET
easat-11374	228	10	balanced	balanced	ADJ
easat-11374	228	11	trade	trade	NOUN
easat-11374	228	12	-	-	PUNCT
easat-11374	228	13	off	off	NOUN
easat-11374	228	14	between	between	ADP
easat-11374	228	15	accuracy	accuracy	NOUN
easat-11374	228	16	and	and	CCONJ
easat-11374	228	17	computational	computational	ADJ
easat-11374	228	18	efficiency	efficiency	NOUN
easat-11374	228	19	for	for	ADP
easat-11374	228	20	real	real	ADJ
easat-11374	228	21	-	-	PUNCT
easat-11374	228	22	time	time	NOUN
easat-11374	228	23	anomaly	anomaly	NOUN
easat-11374	228	24	detection	detection	NOUN
easat-11374	228	25	in	in	ADP
easat-11374	228	26	smart	smart	ADJ
easat-11374	228	27	metering	metering	NOUN
easat-11374	228	28	applications	application	NOUN
easat-11374	228	29	.	.	PUNCT
easat-11374	229	1	figure	figure	VERB
easat-11374	229	2	11	11	NUM
easat-11374	229	3	.	.	PUNCT
easat-11374	230	1	comparative	comparative	ADJ
easat-11374	230	2	performance	performance	NOUN
easat-11374	230	3	with	with	ADP
easat-11374	230	4	baseline	baseline	NOUN
easat-11374	230	5	models	model	NOUN
easat-11374	230	6	.	.	PUNCT
easat-11374	231	1	3.9	3.9	NUM
easat-11374	231	2	.	.	PUNCT
easat-11374	231	3	user	user	NOUN
easat-11374	231	4	interface	interface	VERB
easat-11374	231	5	a	a	DET
easat-11374	231	6	dynamic	dynamic	ADJ
easat-11374	231	7	thingspeak	thingspeak	NOUN
easat-11374	231	8	dashboard	dashboard	NOUN
easat-11374	231	9	was	be	AUX
easat-11374	231	10	developed	develop	VERB
easat-11374	231	11	for	for	ADP
easat-11374	231	12	real	real	ADJ
easat-11374	231	13	-	-	PUNCT
easat-11374	231	14	time	time	NOUN
easat-11374	231	15	data	datum	NOUN
easat-11374	231	16	visualization	visualization	NOUN
easat-11374	231	17	.	.	PUNCT
easat-11374	232	1	the	the	DET
easat-11374	232	2	dashboard	dashboard	NOUN
easat-11374	232	3	displays	display	VERB
easat-11374	232	4	instantaneous	instantaneous	ADJ
easat-11374	232	5	power	power	NOUN
easat-11374	232	6	,	,	PUNCT
easat-11374	232	7	voltage	voltage	NOUN
easat-11374	232	8	,	,	PUNCT
easat-11374	232	9	and	and	CCONJ
easat-11374	232	10	current	current	ADJ
easat-11374	232	11	values	value	NOUN
easat-11374	232	12	,	,	PUNCT
easat-11374	232	13	while	while	SCONJ
easat-11374	232	14	also	also	ADV
easat-11374	232	15	providing	provide	VERB
easat-11374	232	16	time	time	NOUN
easat-11374	232	17	-	-	PUNCT
easat-11374	232	18	series	series	NOUN
easat-11374	232	19	plots	plot	NOUN
easat-11374	232	20	for	for	ADP
easat-11374	232	21	historical	historical	ADJ
easat-11374	232	22	trend	trend	NOUN
easat-11374	232	23	analysis	analysis	NOUN
easat-11374	232	24	.	.	PUNCT
easat-11374	233	1	detected	detect	VERB
easat-11374	233	2	anomalies	anomaly	NOUN
easat-11374	233	3	are	be	AUX
easat-11374	233	4	flagged	flag	VERB
easat-11374	233	5	for	for	ADP
easat-11374	233	6	user	user	NOUN
easat-11374	233	7	attention	attention	NOUN
easat-11374	233	8	,	,	PUNCT
easat-11374	233	9	enabling	enable	VERB
easat-11374	233	10	prompt	prompt	ADJ
easat-11374	233	11	corrective	corrective	ADJ
easat-11374	233	12	action	action	NOUN
easat-11374	233	13	.	.	PUNCT
easat-11374	234	1	this	this	DET
easat-11374	234	2	interface	interface	NOUN
easat-11374	234	3	enhances	enhance	VERB
easat-11374	234	4	energy	energy	NOUN
easat-11374	234	5	awareness	awareness	NOUN
easat-11374	234	6	and	and	CCONJ
easat-11374	234	7	supports	support	VERB
easat-11374	234	8	behavioral	behavioral	ADJ
easat-11374	234	9	changes	change	NOUN
easat-11374	234	10	toward	toward	ADP
easat-11374	234	11	efficiency	efficiency	NOUN
easat-11374	234	12	.	.	PUNCT
easat-11374	235	1	403	403	NUM
easat-11374	235	2	edelweiss	edelweiss	PROPN
easat-11374	235	3	applied	apply	VERB
easat-11374	235	4	science	science	NOUN
easat-11374	235	5	and	and	CCONJ
easat-11374	235	6	technology	technology	NOUN
easat-11374	235	7	issn	issn	PROPN
easat-11374	235	8	:	:	PUNCT
easat-11374	235	9	2576	2576	NUM
easat-11374	235	10	-	-	SYM
easat-11374	235	11	8484	8484	NUM
easat-11374	235	12	vol	vol	NOUN
easat-11374	235	13	.	.	PROPN
easat-11374	236	1	9	9	NUM
easat-11374	236	2	,	,	PUNCT
easat-11374	236	3	no	no	INTJ
easat-11374	236	4	.	.	NOUN
easat-11374	236	5	12	12	NUM
easat-11374	236	6	:	:	PUNCT
easat-11374	236	7	389	389	NUM
easat-11374	236	8	-	-	SYM
easat-11374	236	9	405	405	NUM
easat-11374	236	10	,	,	PUNCT
easat-11374	236	11	2025	2025	NUM
easat-11374	236	12	doi	doi	NOUN
easat-11374	236	13	:	:	PUNCT
easat-11374	236	14	10.55214/2576	10.55214/2576	NUM
easat-11374	236	15	-	-	SYM
easat-11374	236	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	236	17	©	©	ADP
easat-11374	236	18	2025	2025	NUM
easat-11374	236	19	by	by	ADP
easat-11374	236	20	the	the	DET
easat-11374	236	21	authors	author	NOUN
easat-11374	236	22	;	;	PUNCT
easat-11374	237	1	licensee	licensee	PROPN
easat-11374	237	2	learning	learn	VERB
easat-11374	237	3	gate	gate	PROPN
easat-11374	237	4	figure	figure	NOUN
easat-11374	237	5	12	12	NUM
easat-11374	237	6	.	.	PUNCT
easat-11374	238	1	thingsspeak	thingsspeak	PROPN
easat-11374	238	2	user	user	NOUN
easat-11374	238	3	interface	interface	NOUN
easat-11374	238	4	.	.	PUNCT
easat-11374	239	1	4	4	X
easat-11374	239	2	.	.	X
easat-11374	239	3	conclusion	conclusion	NOUN
easat-11374	239	4	this	this	DET
easat-11374	239	5	study	study	NOUN
easat-11374	239	6	presented	present	VERB
easat-11374	239	7	an	an	DET
easat-11374	239	8	integrated	integrate	VERB
easat-11374	239	9	framework	framework	NOUN
easat-11374	239	10	for	for	ADP
easat-11374	239	11	smart	smart	ADJ
easat-11374	239	12	grid	grid	NOUN
easat-11374	239	13	anomaly	anomaly	NOUN
easat-11374	239	14	detection	detection	NOUN
easat-11374	239	15	based	base	VERB
easat-11374	239	16	on	on	ADP
easat-11374	239	17	residual	residual	ADJ
easat-11374	239	18	analysis	analysis	NOUN
easat-11374	239	19	from	from	ADP
easat-11374	239	20	machine	machine	NOUN
easat-11374	239	21	learning	learning	NOUN
easat-11374	239	22	–	–	PUNCT
easat-11374	239	23	based	base	VERB
easat-11374	239	24	load	load	NOUN
easat-11374	239	25	forecasting	forecasting	NOUN
easat-11374	239	26	and	and	CCONJ
easat-11374	239	27	unsupervised	unsupervised	ADJ
easat-11374	239	28	learning	learning	NOUN
easat-11374	239	29	using	use	VERB
easat-11374	239	30	the	the	DET
easat-11374	239	31	isolation	isolation	NOUN
easat-11374	239	32	forest	forest	NOUN
easat-11374	239	33	algorithm	algorithm	NOUN
easat-11374	239	34	.	.	PUNCT
easat-11374	240	1	the	the	DET
easat-11374	240	2	results	result	NOUN
easat-11374	240	3	demonstrated	demonstrate	VERB
easat-11374	240	4	that	that	SCONJ
easat-11374	240	5	the	the	DET
easat-11374	240	6	proposed	propose	VERB
easat-11374	240	7	lstm	lstm	NOUN
easat-11374	240	8	–	–	PUNCT
easat-11374	240	9	isolation	isolation	NOUN
easat-11374	240	10	forest	forest	NOUN
easat-11374	240	11	pipeline	pipeline	NOUN
easat-11374	240	12	achieved	achieve	VERB
easat-11374	240	13	high	high	ADJ
easat-11374	240	14	detection	detection	NOUN
easat-11374	240	15	accuracy	accuracy	NOUN
easat-11374	240	16	with	with	ADP
easat-11374	240	17	a	a	DET
easat-11374	240	18	precision	precision	NOUN
easat-11374	240	19	of	of	ADP
easat-11374	240	20	0.92	0.92	NUM
easat-11374	240	21	,	,	PUNCT
easat-11374	240	22	recall	recall	NOUN
easat-11374	240	23	of	of	ADP
easat-11374	240	24	0.88	0.88	NUM
easat-11374	240	25	,	,	PUNCT
easat-11374	240	26	and	and	CCONJ
easat-11374	240	27	f1	f1	NOUN
easat-11374	240	28	-	-	PUNCT
easat-11374	240	29	score	score	NOUN
easat-11374	240	30	of	of	ADP
easat-11374	240	31	0.90	0.90	NUM
easat-11374	240	32	,	,	PUNCT
easat-11374	240	33	outperforming	outperform	VERB
easat-11374	240	34	baseline	baseline	NOUN
easat-11374	240	35	models	model	NOUN
easat-11374	240	36	such	such	ADJ
easat-11374	240	37	as	as	ADP
easat-11374	240	38	one	one	NUM
easat-11374	240	39	-	-	PUNCT
easat-11374	240	40	class	class	NOUN
easat-11374	240	41	svm	svm	NOUN
easat-11374	240	42	and	and	CCONJ
easat-11374	240	43	autoencoder	autoencoder	NOUN
easat-11374	240	44	-	-	PUNCT
easat-11374	240	45	based	base	VERB
easat-11374	240	46	detectors	detector	NOUN
easat-11374	240	47	.	.	PUNCT
easat-11374	241	1	the	the	DET
easat-11374	241	2	residual	residual	ADJ
easat-11374	241	3	distribution	distribution	NOUN
easat-11374	241	4	analysis	analysis	NOUN
easat-11374	241	5	revealed	reveal	VERB
easat-11374	241	6	that	that	SCONJ
easat-11374	241	7	anomalies	anomaly	NOUN
easat-11374	241	8	manifest	manifest	VERB
easat-11374	241	9	as	as	ADP
easat-11374	241	10	long	long	ADV
easat-11374	241	11	-	-	PUNCT
easat-11374	241	12	tailed	tail	VERB
easat-11374	241	13	deviations	deviation	NOUN
easat-11374	241	14	,	,	PUNCT
easat-11374	241	15	confirming	confirm	VERB
easat-11374	241	16	the	the	DET
easat-11374	241	17	model	model	NOUN
easat-11374	241	18	’s	’s	PART
easat-11374	241	19	robustness	robustness	NOUN
easat-11374	241	20	in	in	ADP
easat-11374	241	21	distinguishing	distinguish	VERB
easat-11374	241	22	abnormal	abnormal	ADJ
easat-11374	241	23	consumption	consumption	NOUN
easat-11374	241	24	patterns	pattern	NOUN
easat-11374	241	25	from	from	ADP
easat-11374	241	26	regular	regular	ADJ
easat-11374	241	27	demand	demand	NOUN
easat-11374	241	28	fluctuations	fluctuation	NOUN
easat-11374	241	29	.	.	PUNCT
easat-11374	242	1	furthermore	furthermore	ADV
easat-11374	242	2	,	,	PUNCT
easat-11374	242	3	the	the	DET
easat-11374	242	4	model	model	NOUN
easat-11374	242	5	achieved	achieve	VERB
easat-11374	242	6	a	a	DET
easat-11374	242	7	coefficient	coefficient	NOUN
easat-11374	242	8	of	of	ADP
easat-11374	242	9	determination	determination	NOUN
easat-11374	242	10	(	(	PUNCT
easat-11374	242	11	r²	r²	NOUN
easat-11374	242	12	)	)	PUNCT
easat-11374	242	13	of	of	ADP
easat-11374	242	14	0.94	0.94	NUM
easat-11374	242	15	in	in	ADP
easat-11374	242	16	load	load	NOUN
easat-11374	242	17	forecasting	forecasting	NOUN
easat-11374	242	18	,	,	PUNCT
easat-11374	242	19	significantly	significantly	ADV
easat-11374	242	20	improving	improve	VERB
easat-11374	242	21	predictive	predictive	ADJ
easat-11374	242	22	accuracy	accuracy	NOUN
easat-11374	242	23	over	over	ADP
easat-11374	242	24	conventional	conventional	ADJ
easat-11374	242	25	approaches	approach	NOUN
easat-11374	242	26	like	like	ADP
easat-11374	242	27	arima	arima	NOUN
easat-11374	242	28	and	and	CCONJ
easat-11374	242	29	svr	svr	PROPN
easat-11374	242	30	.	.	PUNCT
easat-11374	243	1	this	this	DET
easat-11374	243	2	improvement	improvement	NOUN
easat-11374	243	3	in	in	ADP
easat-11374	243	4	forecasting	forecasting	NOUN
easat-11374	243	5	precision	precision	NOUN
easat-11374	243	6	directly	directly	ADV
easat-11374	243	7	enhanced	enhance	VERB
easat-11374	243	8	the	the	DET
easat-11374	243	9	reliability	reliability	NOUN
easat-11374	243	10	of	of	ADP
easat-11374	243	11	residual	residual	ADJ
easat-11374	243	12	-	-	PUNCT
easat-11374	243	13	based	base	VERB
easat-11374	243	14	anomaly	anomaly	NOUN
easat-11374	243	15	detection	detection	NOUN
easat-11374	243	16	.	.	PUNCT
easat-11374	244	1	the	the	DET
easat-11374	244	2	proposed	propose	VERB
easat-11374	244	3	system	system	NOUN
easat-11374	244	4	,	,	PUNCT
easat-11374	244	5	therefore	therefore	ADV
easat-11374	244	6	,	,	PUNCT
easat-11374	244	7	enables	enable	VERB
easat-11374	244	8	early	early	ADJ
easat-11374	244	9	detection	detection	NOUN
easat-11374	244	10	of	of	ADP
easat-11374	244	11	theft	theft	NOUN
easat-11374	244	12	,	,	PUNCT
easat-11374	244	13	faults	fault	NOUN
easat-11374	244	14	,	,	PUNCT
easat-11374	244	15	and	and	CCONJ
easat-11374	244	16	cyber	cyber	NOUN
easat-11374	244	17	-	-	PUNCT
easat-11374	244	18	intrusions	intrusion	NOUN
easat-11374	244	19	,	,	PUNCT
easat-11374	244	20	which	which	PRON
easat-11374	244	21	are	be	AUX
easat-11374	244	22	key	key	ADJ
easat-11374	244	23	threats	threat	NOUN
easat-11374	244	24	to	to	ADP
easat-11374	244	25	the	the	DET
easat-11374	244	26	stability	stability	NOUN
easat-11374	244	27	and	and	CCONJ
easat-11374	244	28	security	security	NOUN
easat-11374	244	29	of	of	ADP
easat-11374	244	30	modern	modern	ADJ
easat-11374	244	31	smart	smart	ADJ
easat-11374	244	32	grids	grid	NOUN
easat-11374	244	33	.	.	PUNCT
easat-11374	245	1	future	future	ADJ
easat-11374	245	2	work	work	NOUN
easat-11374	245	3	will	will	AUX
easat-11374	245	4	focus	focus	VERB
easat-11374	245	5	on	on	ADP
easat-11374	245	6	extending	extend	VERB
easat-11374	245	7	the	the	DET
easat-11374	245	8	framework	framework	NOUN
easat-11374	245	9	to	to	ADP
easat-11374	245	10	multi	multi	ADJ
easat-11374	245	11	-	-	ADJ
easat-11374	245	12	modal	modal	ADJ
easat-11374	245	13	datasets	dataset	NOUN
easat-11374	245	14	incorporating	incorporate	VERB
easat-11374	245	15	weather	weather	NOUN
easat-11374	245	16	,	,	PUNCT
easat-11374	245	17	voltage	voltage	NOUN
easat-11374	245	18	,	,	PUNCT
easat-11374	245	19	and	and	CCONJ
easat-11374	245	20	network	network	NOUN
easat-11374	245	21	topology	topology	NOUN
easat-11374	245	22	features	feature	VERB
easat-11374	245	23	,	,	PUNCT
easat-11374	245	24	as	as	ADV
easat-11374	245	25	well	well	ADV
easat-11374	245	26	as	as	ADP
easat-11374	245	27	deploying	deploy	VERB
easat-11374	245	28	adaptive	adaptive	ADJ
easat-11374	245	29	and	and	CCONJ
easat-11374	245	30	online	online	ADJ
easat-11374	245	31	versions	version	NOUN
easat-11374	245	32	of	of	ADP
easat-11374	245	33	the	the	DET
easat-11374	245	34	anomaly	anomaly	NOUN
easat-11374	245	35	detector	detector	NOUN
easat-11374	245	36	for	for	ADP
easat-11374	245	37	real	real	ADJ
easat-11374	245	38	-	-	PUNCT
easat-11374	245	39	time	time	NOUN
easat-11374	245	40	energy	energy	NOUN
easat-11374	245	41	management	management	NOUN
easat-11374	245	42	.	.	PUNCT
easat-11374	246	1	integrating	integrate	VERB
easat-11374	246	2	explainable	explainable	ADJ
easat-11374	246	3	ai	ai	NOUN
easat-11374	246	4	(	(	PUNCT
easat-11374	246	5	xai	xai	PROPN
easat-11374	246	6	)	)	PUNCT
easat-11374	246	7	methods	method	NOUN
easat-11374	246	8	will	will	AUX
easat-11374	246	9	also	also	ADV
easat-11374	246	10	provide	provide	VERB
easat-11374	246	11	interpretability	interpretability	NOUN
easat-11374	246	12	for	for	ADP
easat-11374	246	13	operational	operational	ADJ
easat-11374	246	14	decisions	decision	NOUN
easat-11374	246	15	,	,	PUNCT
easat-11374	246	16	ensuring	ensure	VERB
easat-11374	246	17	transparent	transparent	ADJ
easat-11374	246	18	and	and	CCONJ
easat-11374	246	19	secure	secure	ADJ
easat-11374	246	20	grid	grid	NOUN
easat-11374	246	21	monitoring	monitoring	NOUN
easat-11374	246	22	.	.	PUNCT
easat-11374	247	1	404	404	NUM
easat-11374	247	2	edelweiss	edelweiss	PROPN
easat-11374	247	3	applied	apply	VERB
easat-11374	247	4	science	science	NOUN
easat-11374	247	5	and	and	CCONJ
easat-11374	247	6	technology	technology	NOUN
easat-11374	247	7	issn	issn	PROPN
easat-11374	247	8	:	:	PUNCT
easat-11374	247	9	2576	2576	NUM
easat-11374	247	10	-	-	SYM
easat-11374	247	11	8484	8484	NUM
easat-11374	247	12	vol	vol	NOUN
easat-11374	247	13	.	.	PROPN
easat-11374	248	1	9	9	NUM
easat-11374	248	2	,	,	PUNCT
easat-11374	248	3	no	no	INTJ
easat-11374	248	4	.	.	NOUN
easat-11374	248	5	12	12	NUM
easat-11374	248	6	:	:	PUNCT
easat-11374	248	7	389	389	NUM
easat-11374	248	8	-	-	SYM
easat-11374	248	9	405	405	NUM
easat-11374	248	10	,	,	PUNCT
easat-11374	248	11	2025	2025	NUM
easat-11374	248	12	doi	doi	NOUN
easat-11374	248	13	:	:	PUNCT
easat-11374	248	14	10.55214/2576	10.55214/2576	NUM
easat-11374	248	15	-	-	SYM
easat-11374	248	16	8484.v9i12.11374	8484.v9i12.11374	NUM
easat-11374	248	17	©	©	ADP
easat-11374	248	18	2025	2025	NUM
easat-11374	248	19	by	by	ADP
easat-11374	248	20	the	the	DET
easat-11374	248	21	authors	author	NOUN
easat-11374	248	22	;	;	PUNCT
easat-11374	249	1	licensee	licensee	PROPN
easat-11374	249	2	learning	learn	VERB
easat-11374	249	3	gate	gate	NOUN
easat-11374	249	4	transparency	transparency	NOUN
easat-11374	249	5	:	:	PUNCT
easat-11374	249	6	the	the	DET
easat-11374	249	7	authors	author	NOUN
easat-11374	249	8	confirm	confirm	VERB
easat-11374	249	9	that	that	SCONJ
easat-11374	249	10	the	the	DET
easat-11374	249	11	manuscript	manuscript	NOUN
easat-11374	249	12	is	be	AUX
easat-11374	249	13	an	an	DET
easat-11374	249	14	honest	honest	ADJ
easat-11374	249	15	,	,	PUNCT
easat-11374	249	16	accurate	accurate	ADJ
easat-11374	249	17	,	,	PUNCT
easat-11374	249	18	and	and	CCONJ
easat-11374	249	19	transparent	transparent	ADJ
easat-11374	249	20	account	account	NOUN
easat-11374	249	21	of	of	ADP
easat-11374	249	22	the	the	DET
easat-11374	249	23	study	study	NOUN
easat-11374	249	24	;	;	PUNCT
easat-11374	249	25	that	that	SCONJ
easat-11374	249	26	no	no	DET
easat-11374	249	27	vital	vital	ADJ
easat-11374	249	28	features	feature	NOUN
easat-11374	249	29	of	of	ADP
easat-11374	249	30	the	the	DET
easat-11374	249	31	study	study	NOUN
easat-11374	249	32	have	have	AUX
easat-11374	249	33	been	be	AUX
easat-11374	249	34	omitted	omit	VERB
easat-11374	249	35	;	;	PUNCT
easat-11374	249	36	and	and	CCONJ
easat-11374	249	37	that	that	SCONJ
easat-11374	249	38	any	any	DET
easat-11374	249	39	discrepancies	discrepancy	NOUN
easat-11374	249	40	from	from	ADP
easat-11374	249	41	the	the	DET
easat-11374	249	42	study	study	NOUN
easat-11374	249	43	as	as	SCONJ
easat-11374	249	44	planned	plan	VERB
easat-11374	249	45	have	have	AUX
easat-11374	249	46	been	be	AUX
easat-11374	249	47	explained	explain	VERB
easat-11374	249	48	.	.	PUNCT
easat-11374	250	1	this	this	DET
easat-11374	250	2	study	study	NOUN
easat-11374	250	3	followed	follow	VERB
easat-11374	250	4	all	all	DET
easat-11374	250	5	ethical	ethical	ADJ
easat-11374	250	6	practices	practice	NOUN
easat-11374	250	7	during	during	ADP
easat-11374	250	8	writing	writing	NOUN
easat-11374	250	9	.	.	PUNCT
easat-11374	251	1	copyright	copyright	NOUN
easat-11374	251	2	:	:	PUNCT
easat-11374	251	3	©	©	PROPN
easat-11374	251	4	2025	2025	NUM
easat-11374	251	5	by	by	ADP
easat-11374	251	6	the	the	DET
easat-11374	251	7	authors	author	NOUN
easat-11374	251	8	.	.	PUNCT
easat-11374	252	1	this	this	DET
easat-11374	252	2	article	article	NOUN
easat-11374	252	3	is	be	AUX
easat-11374	252	4	an	an	DET
easat-11374	252	5	open	open	ADJ
easat-11374	252	6	-	-	PUNCT
easat-11374	252	7	access	access	NOUN
easat-11374	252	8	article	article	NOUN
easat-11374	252	9	distributed	distribute	VERB
easat-11374	252	10	under	under	ADP
easat-11374	252	11	the	the	DET
easat-11374	252	12	terms	term	NOUN
easat-11374	252	13	and	and	CCONJ
easat-11374	252	14	conditions	condition	NOUN
easat-11374	252	15	of	of	ADP
easat-11374	252	16	the	the	DET
easat-11374	252	17	creative	creative	ADJ
easat-11374	252	18	commons	common	NOUN
easat-11374	252	19	attribution	attribution	NOUN
easat-11374	252	20	(	(	PUNCT
easat-11374	252	21	cc	cc	NOUN
easat-11374	252	22	by	by	ADP
easat-11374	252	23	)	)	PUNCT
easat-11374	252	24	license	license	NOUN
easat-11374	252	25	(	(	PUNCT
easat-11374	252	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-11374	252	27	)	)	PUNCT
easat-11374	252	28	.	.	PUNCT
easat-11374	253	1	references	reference	NOUN
easat-11374	253	2	[	[	X
easat-11374	253	3	1	1	NUM
easat-11374	253	4	]	]	PUNCT
easat-11374	253	5	t.	t.	NOUN
easat-11374	253	6	rajaperumal	rajaperumal	NOUN
easat-11374	253	7	and	and	CCONJ
easat-11374	253	8	c.	c.	PROPN
easat-11374	253	9	c.	c.	PROPN
easat-11374	253	10	columbus	columbus	PROPN
easat-11374	253	11	,	,	PUNCT
easat-11374	253	12	"	"	PUNCT
easat-11374	253	13	transforming	transform	VERB
easat-11374	253	14	the	the	DET
easat-11374	253	15	electrical	electrical	ADJ
easat-11374	253	16	grid	grid	NOUN
easat-11374	253	17	:	:	PUNCT
easat-11374	253	18	the	the	DET
easat-11374	253	19	role	role	NOUN
easat-11374	253	20	of	of	ADP
easat-11374	253	21	ai	ai	VERB
easat-11374	253	22	in	in	ADP
easat-11374	253	23	advancing	advance	VERB
easat-11374	253	24	smart	smart	ADJ
easat-11374	253	25	,	,	PUNCT
easat-11374	253	26	sustainable	sustainable	ADJ
easat-11374	253	27	,	,	PUNCT
easat-11374	253	28	and	and	CCONJ
easat-11374	253	29	secure	secure	VERB
easat-11374	253	30	energy	energy	NOUN
easat-11374	253	31	systems	system	NOUN
easat-11374	253	32	,	,	PUNCT
easat-11374	253	33	"	"	PUNCT
easat-11374	253	34	energy	energy	NOUN
easat-11374	253	35	informatics	informatic	NOUN
easat-11374	253	36	,	,	PUNCT
easat-11374	253	37	vol	vol	NOUN
easat-11374	253	38	.	.	PROPN
easat-11374	253	39	8	8	NUM
easat-11374	253	40	,	,	PUNCT
easat-11374	253	41	p.	p.	NOUN
easat-11374	253	42	51	51	NUM
easat-11374	253	43	,	,	PUNCT
easat-11374	253	44	2025	2025	NUM
easat-11374	253	45	.	.	PUNCT
easat-11374	254	1	https://doi.org/10.1186/s42162-02400461-w	https://doi.org/10.1186/s42162-02400461-w	X
easat-11374	254	2	[	[	X
easat-11374	254	3	2	2	NUM
easat-11374	254	4	]	]	PUNCT
easat-11374	254	5	m.	m.	NOUN
easat-11374	254	6	asghar	asghar	PROPN
easat-11374	254	7	,	,	PUNCT
easat-11374	254	8	s.	s.	PROPN
easat-11374	254	9	ali	ali	PROPN
easat-11374	254	10	,	,	PUNCT
easat-11374	254	11	m.	m.	PROPN
easat-11374	254	12	hanif	hanif	PROPN
easat-11374	254	13	,	,	PUNCT
easat-11374	254	14	and	and	CCONJ
easat-11374	254	15	s.	s.	PROPN
easat-11374	254	16	ullah	ullah	PROPN
easat-11374	254	17	,	,	PUNCT
easat-11374	254	18	"	"	PUNCT
easat-11374	254	19	energy	energy	NOUN
easat-11374	254	20	transition	transition	NOUN
easat-11374	254	21	in	in	ADP
easat-11374	254	22	newly	newly	ADV
easat-11374	254	23	industrialized	industrialize	VERB
easat-11374	254	24	countries	country	NOUN
easat-11374	254	25	:	:	PUNCT
easat-11374	254	26	a	a	DET
easat-11374	254	27	policy	policy	NOUN
easat-11374	254	28	paradigm	paradigm	NOUN
easat-11374	254	29	in	in	ADP
easat-11374	254	30	the	the	DET
easat-11374	254	31	perspective	perspective	NOUN
easat-11374	254	32	of	of	ADP
easat-11374	254	33	technological	technological	ADJ
easat-11374	254	34	innovation	innovation	NOUN
easat-11374	254	35	and	and	CCONJ
easat-11374	254	36	urbanization	urbanization	NOUN
easat-11374	254	37	,	,	PUNCT
easat-11374	254	38	"	"	PUNCT
easat-11374	254	39	sustainable	sustainable	ADJ
easat-11374	254	40	futures	future	NOUN
easat-11374	254	41	,	,	PUNCT
easat-11374	254	42	vol	vol	NOUN
easat-11374	254	43	.	.	PROPN
easat-11374	254	44	7	7	NUM
easat-11374	254	45	,	,	PUNCT
easat-11374	254	46	p.	p.	NOUN
easat-11374	254	47	100163	100163	NUM
easat-11374	254	48	,	,	PUNCT
easat-11374	254	49	2024	2024	NUM
easat-11374	254	50	.	.	PUNCT
easat-11374	255	1	https://doi.org/10.1016/j.sftr.2024.100163	https://doi.org/10.1016/j.sftr.2024.100163	PROPN
easat-11374	256	1	[	[	X
easat-11374	256	2	3	3	X
easat-11374	256	3	]	]	X
easat-11374	256	4	h.	h.	PROPN
easat-11374	256	5	a.	a.	NOUN
easat-11374	256	6	hseiki	hseiki	PROPN
easat-11374	256	7	,	,	PUNCT
easat-11374	256	8	a.	a.	PROPN
easat-11374	256	9	m.	m.	PROPN
easat-11374	256	10	el	el	PROPN
easat-11374	256	11	-	-	PUNCT
easat-11374	256	12	hajj	hajj	PROPN
easat-11374	256	13	,	,	PUNCT
easat-11374	256	14	y.	y.	PROPN
easat-11374	256	15	o.	o.	PROPN
easat-11374	256	16	ajra	ajra	PROPN
easat-11374	256	17	,	,	PUNCT
easat-11374	256	18	f.	f.	PROPN
easat-11374	256	19	a.	a.	PROPN
easat-11374	256	20	hija	hija	PROPN
easat-11374	256	21	,	,	PUNCT
easat-11374	256	22	and	and	CCONJ
easat-11374	256	23	a.	a.	NOUN
easat-11374	256	24	m.	m.	PROPN
easat-11374	256	25	haidar	haidar	PROPN
easat-11374	256	26	,	,	PUNCT
easat-11374	256	27	"	"	PUNCT
easat-11374	256	28	a	a	DET
easat-11374	256	29	secure	secure	ADJ
easat-11374	256	30	and	and	CCONJ
easat-11374	256	31	resilient	resilient	ADJ
easat-11374	256	32	smart	smart	ADJ
easat-11374	256	33	energy	energy	NOUN
easat-11374	256	34	meter	meter	NOUN
easat-11374	256	35	,	,	PUNCT
easat-11374	256	36	"	"	PUNCT
easat-11374	256	37	ieee	ieee	NOUN
easat-11374	256	38	access	access	NOUN
easat-11374	256	39	,	,	PUNCT
easat-11374	256	40	vol	vol	NOUN
easat-11374	256	41	.	.	PROPN
easat-11374	256	42	12	12	NUM
easat-11374	256	43	,	,	PUNCT
easat-11374	256	44	pp	pp	ADJ
easat-11374	256	45	.	.	PUNCT
easat-11374	257	1	3114	3114	NUM
easat-11374	257	2	-	-	SYM
easat-11374	257	3	3125	3125	NUM
easat-11374	257	4	,	,	PUNCT
easat-11374	257	5	2024	2024	NUM
easat-11374	257	6	.	.	PUNCT
easat-11374	258	1	https://doi.org/10.1109/access.2023.3349091	https://doi.org/10.1109/access.2023.3349091	PROPN
easat-11374	259	1	[	[	X
easat-11374	259	2	4	4	X
easat-11374	259	3	]	]	PUNCT
easat-11374	259	4	o.	o.	PROPN
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easat-11374	259	7	al	al	PROPN
easat-11374	259	8	.	.	PROPN
easat-11374	259	9	,	,	PUNCT
easat-11374	259	10	"	"	PUNCT
easat-11374	259	11	development	development	NOUN
easat-11374	259	12	of	of	ADP
easat-11374	259	13	an	an	DET
easat-11374	259	14	iot	iot	ADJ
easat-11374	259	15	smart	smart	ADJ
easat-11374	259	16	energy	energy	NOUN
easat-11374	259	17	meter	meter	NOUN
easat-11374	259	18	with	with	ADP
easat-11374	259	19	power	power	NOUN
easat-11374	259	20	quality	quality	NOUN
easat-11374	259	21	features	feature	VERB
easat-11374	259	22	for	for	ADP
easat-11374	259	23	a	a	DET
easat-11374	259	24	smart	smart	ADJ
easat-11374	259	25	grid	grid	NOUN
easat-11374	259	26	architecture	architecture	NOUN
easat-11374	259	27	,	,	PUNCT
easat-11374	259	28	"	"	PUNCT
easat-11374	259	29	sustainable	sustainable	ADJ
easat-11374	259	30	computing	computing	NOUN
easat-11374	259	31	:	:	PUNCT
easat-11374	259	32	informatics	informatic	NOUN
easat-11374	259	33	and	and	CCONJ
easat-11374	259	34	systems	system	NOUN
easat-11374	259	35	,	,	PUNCT
easat-11374	259	36	vol	vol	NOUN
easat-11374	259	37	.	.	PROPN
easat-11374	259	38	43	43	NUM
easat-11374	259	39	,	,	PUNCT
easat-11374	259	40	p.	p.	NOUN
easat-11374	259	41	100990	100990	NUM
easat-11374	259	42	,	,	PUNCT
easat-11374	259	43	2024	2024	NUM
easat-11374	259	44	.	.	PUNCT
easat-11374	260	1	https://doi.org/10.1016/j.suscom.2024.100990	https://doi.org/10.1016/j.suscom.2024.100990	NOUN
easat-11374	260	2	[	[	X
easat-11374	260	3	5	5	NUM
easat-11374	260	4	]	]	PUNCT
easat-11374	260	5	m.	m.	NOUN
easat-11374	260	6	i.	i.	PROPN
easat-11374	260	7	el	el	PROPN
easat-11374	260	8	-	-	PROPN
easat-11374	260	9	afifi	afifi	PROPN
easat-11374	260	10	,	,	PUNCT
easat-11374	260	11	b.	b.	PROPN
easat-11374	260	12	e.	e.	PROPN
easat-11374	260	13	sedhom	sedhom	PROPN
easat-11374	260	14	,	,	PUNCT
easat-11374	260	15	a.	a.	PROPN
easat-11374	260	16	a.	a.	PROPN
easat-11374	260	17	eladl	eladl	PROPN
easat-11374	260	18	,	,	PUNCT
easat-11374	260	19	and	and	CCONJ
easat-11374	260	20	s.	s.	PROPN
easat-11374	260	21	padmanaban	padmanaban	PROPN
easat-11374	260	22	,	,	PUNCT
easat-11374	260	23	"	"	PUNCT
easat-11374	260	24	survey	survey	NOUN
easat-11374	260	25	of	of	ADP
easat-11374	260	26	technologies	technology	NOUN
easat-11374	260	27	,	,	PUNCT
easat-11374	260	28	techniques	technique	NOUN
easat-11374	260	29	,	,	PUNCT
easat-11374	260	30	and	and	CCONJ
easat-11374	260	31	applications	application	NOUN
easat-11374	260	32	for	for	ADP
easat-11374	260	33	big	big	ADJ
easat-11374	260	34	data	datum	NOUN
easat-11374	260	35	analytics	analytic	NOUN
easat-11374	260	36	in	in	ADP
easat-11374	260	37	smart	smart	ADJ
easat-11374	260	38	energy	energy	NOUN
easat-11374	260	39	hub	hub	NOUN
easat-11374	260	40	,	,	PUNCT
easat-11374	260	41	"	"	PUNCT
easat-11374	260	42	energy	energy	NOUN
easat-11374	260	43	strategy	strategy	NOUN
easat-11374	260	44	reviews	review	NOUN
easat-11374	260	45	,	,	PUNCT
easat-11374	260	46	vol	vol	NOUN
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easat-11374	260	49	,	,	PUNCT
easat-11374	260	50	p.	p.	NOUN
easat-11374	260	51	101582	101582	NUM
easat-11374	260	52	,	,	PUNCT
easat-11374	260	53	2024	2024	NUM
easat-11374	260	54	.	.	PUNCT
easat-11374	261	1	https://doi.org/10.1016/j.esr.2024.101582	https://doi.org/10.1016/j.esr.2024.101582	PUNCT
easat-11374	261	2	[	[	X
easat-11374	261	3	6	6	NUM
easat-11374	261	4	]	]	PUNCT
easat-11374	261	5	a.	a.	NOUN
easat-11374	261	6	sulaiman	sulaiman	PROPN
easat-11374	261	7	,	,	PUNCT
easat-11374	261	8	a.	a.	PROPN
easat-11374	261	9	i.	i.	PROPN
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easat-11374	261	11	,	,	PUNCT
easat-11374	261	12	a.	a.	NOUN
easat-11374	261	13	o.	o.	NOUN
easat-11374	261	14	issa	issa	PROPN
easat-11374	261	15	,	,	PUNCT
easat-11374	261	16	and	and	CCONJ
easat-11374	261	17	a.	a.	NOUN
easat-11374	261	18	o.	o.	PROPN
easat-11374	261	19	issa	issa	PROPN
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easat-11374	261	21	"	"	PUNCT
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easat-11374	261	23	short	short	ADJ
easat-11374	261	24	-	-	PUNCT
easat-11374	261	25	term	term	NOUN
easat-11374	261	26	residential	residential	ADJ
easat-11374	261	27	load	load	NOUN
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easat-11374	261	30	kmeans	kmean	NOUN
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easat-11374	261	32	and	and	CCONJ
easat-11374	261	33	iterative	iterative	VERB
easat-11374	261	34	residual	residual	ADJ
easat-11374	261	35	lstm	lstm	NOUN
easat-11374	261	36	networks	network	NOUN
easat-11374	261	37	,	,	PUNCT
easat-11374	261	38	"	"	PUNCT
easat-11374	261	39	computer	computer	NOUN
easat-11374	261	40	engineering	engineering	NOUN
easat-11374	261	41	and	and	CCONJ
easat-11374	261	42	applications	application	NOUN
easat-11374	261	43	journal	journal	NOUN
easat-11374	261	44	,	,	PUNCT
easat-11374	261	45	vol	vol	NOUN
easat-11374	261	46	.	.	PROPN
easat-11374	261	47	14	14	NUM
easat-11374	261	48	,	,	PUNCT
easat-11374	261	49	no	no	INTJ
easat-11374	261	50	.	.	NOUN
easat-11374	261	51	1	1	NUM
easat-11374	261	52	,	,	PUNCT
easat-11374	261	53	pp	pp	ADJ
easat-11374	261	54	.	.	PUNCT
easat-11374	262	1	22	22	NUM
easat-11374	262	2	-	-	SYM
easat-11374	262	3	39	39	NUM
easat-11374	262	4	,	,	PUNCT
easat-11374	262	5	2025	2025	NUM
easat-11374	262	6	.	.	PUNCT
easat-11374	263	1	https://doi.org/10.18495/comengapp.v14i1.1168	https://doi.org/10.18495/comengapp.v14i1.1168	X
easat-11374	263	2	[	[	X
easat-11374	263	3	7	7	X
easat-11374	263	4	]	]	PUNCT
easat-11374	263	5	m.	m.	NOUN
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easat-11374	263	7	and	and	CCONJ
easat-11374	263	8	g.	g.	PROPN
easat-11374	263	9	dobrić	dobrić	PROPN
easat-11374	263	10	,	,	PUNCT
easat-11374	263	11	"	"	PUNCT
easat-11374	263	12	artificial	artificial	ADJ
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easat-11374	263	14	for	for	ADP
easat-11374	263	15	energy	energy	NOUN
easat-11374	263	16	theft	theft	NOUN
easat-11374	263	17	detection	detection	NOUN
easat-11374	263	18	in	in	ADP
easat-11374	263	19	distribution	distribution	NOUN
easat-11374	263	20	networks	network	NOUN
easat-11374	263	21	,	,	PUNCT
easat-11374	263	22	"	"	PUNCT
easat-11374	263	23	energies	energy	NOUN
easat-11374	263	24	,	,	PUNCT
easat-11374	263	25	vol	vol	NOUN
easat-11374	263	26	.	.	PROPN
easat-11374	264	1	17	17	NUM
easat-11374	264	2	,	,	PUNCT
easat-11374	264	3	no	no	INTJ
easat-11374	264	4	.	.	NOUN
easat-11374	264	5	7	7	NUM
easat-11374	264	6	,	,	PUNCT
easat-11374	264	7	p.	p.	NOUN
easat-11374	264	8	1580	1580	NUM
easat-11374	264	9	,	,	PUNCT
easat-11374	264	10	2024	2024	NUM
easat-11374	264	11	.	.	PUNCT
easat-11374	265	1	https://doi.org/10.3390/en17071580	https://doi.org/10.3390/en17071580	PUNCT
easat-11374	266	1	[	[	X
easat-11374	266	2	8	8	NUM
easat-11374	266	3	]	]	PUNCT
easat-11374	266	4	k.	k.	PROPN
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easat-11374	266	6	,	,	PUNCT
easat-11374	266	7	"	"	PUNCT
easat-11374	266	8	ai	ai	VERB
easat-11374	266	9	in	in	ADP
easat-11374	266	10	cloud	cloud	NOUN
easat-11374	266	11	computing	computing	NOUN
easat-11374	266	12	:	:	PUNCT
easat-11374	266	13	enhancing	enhance	VERB
easat-11374	266	14	services	service	NOUN
easat-11374	266	15	and	and	CCONJ
easat-11374	266	16	performance	performance	NOUN
easat-11374	266	17	,	,	PUNCT
easat-11374	266	18	"	"	PUNCT
easat-11374	266	19	international	international	ADJ
easat-11374	266	20	journal	journal	NOUN
easat-11374	266	21	of	of	ADP
easat-11374	266	22	computer	computer	NOUN
easat-11374	266	23	engineering	engineering	NOUN
easat-11374	266	24	and	and	CCONJ
easat-11374	266	25	technology	technology	NOUN
easat-11374	266	26	,	,	PUNCT
easat-11374	266	27	vol	vol	NOUN
easat-11374	266	28	.	.	PROPN
easat-11374	266	29	15	15	NUM
easat-11374	266	30	,	,	PUNCT
easat-11374	266	31	no	no	INTJ
easat-11374	266	32	.	.	NOUN
easat-11374	266	33	4	4	NUM
easat-11374	266	34	,	,	PUNCT
easat-11374	266	35	pp	pp	ADJ
easat-11374	266	36	.	.	PUNCT
easat-11374	267	1	622	622	NUM
easat-11374	267	2	-	-	SYM
easat-11374	267	3	635	635	NUM
easat-11374	267	4	,	,	PUNCT
easat-11374	267	5	2024	2024	NUM
easat-11374	267	6	.	.	PUNCT
easat-11374	268	1	https://doi.org/10.5281/zenodo.13353681	https://doi.org/10.5281/zenodo.13353681	PROPN
easat-11374	269	1	[	[	X
easat-11374	269	2	9	9	NUM
easat-11374	269	3	]	]	X
easat-11374	269	4	g.	g.	PROPN
easat-11374	269	5	hmda	hmda	PROPN
easat-11374	269	6	and	and	CCONJ
easat-11374	269	7	i.	i.	PROPN
easat-11374	269	8	smaili	smaili	PROPN
easat-11374	269	9	,	,	PUNCT
easat-11374	269	10	"	"	PUNCT
easat-11374	269	11	design	design	NOUN
easat-11374	269	12	and	and	CCONJ
easat-11374	269	13	implementation	implementation	NOUN
easat-11374	269	14	of	of	ADP
easat-11374	269	15	a	a	DET
easat-11374	269	16	smart	smart	ADJ
easat-11374	269	17	energy	energy	NOUN
easat-11374	269	18	meter	meter	NOUN
easat-11374	269	19	system	system	NOUN
easat-11374	269	20	using	use	VERB
easat-11374	269	21	the	the	DET
easat-11374	269	22	internet	internet	NOUN
easat-11374	269	23	of	of	ADP
easat-11374	269	24	things	thing	NOUN
easat-11374	269	25	,	,	PUNCT
easat-11374	269	26	"	"	PUNCT
easat-11374	269	27	journal	journal	NOUN
easat-11374	269	28	of	of	ADP
easat-11374	269	29	engineering	engineering	NOUN
easat-11374	269	30	and	and	CCONJ
easat-11374	269	31	applied	apply	VERB
easat-11374	269	32	sciences	science	NOUN
easat-11374	269	33	,	,	PUNCT
easat-11374	269	34	vol	vol	NOUN
easat-11374	269	35	.	.	PROPN
easat-11374	269	36	11	11	NUM
easat-11374	269	37	,	,	PUNCT
easat-11374	269	38	no	no	INTJ
easat-11374	269	39	.	.	NOUN
easat-11374	269	40	2	2	NUM
easat-11374	269	41	,	,	PUNCT
easat-11374	269	42	p.	p.	NOUN
easat-11374	269	43	12	12	NUM
easat-11374	269	44	,	,	PUNCT
easat-11374	269	45	2024	2024	NUM
easat-11374	269	46	.	.	PUNCT
easat-11374	270	1	https://doi.org/10.5455/jeas.2024021102	https://doi.org/10.5455/jeas.2024021102	X
easat-11374	271	1	[	[	X
easat-11374	271	2	10	10	NUM
easat-11374	271	3	]	]	PUNCT
easat-11374	271	4	k.	k.	PROPN
easat-11374	271	5	a.	a.	PROPN
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easat-11374	271	10	al	al	PROPN
easat-11374	271	11	.	.	PROPN
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easat-11374	271	29	and	and	CCONJ
easat-11374	271	30	nb	nb	NOUN
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easat-11374	271	44	,	,	PUNCT
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easat-11374	274	2	-	-	SYM
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easat-11374	275	14	data	datum	NOUN
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easat-11374	275	27	,	,	PUNCT
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easat-11374	288	38	,	,	PUNCT
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easat-11374	288	40	.	.	PUNCT
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easat-11374	290	1	berkeley	berkeley	PROPN
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easat-11374	290	5	springer	springer	NOUN
easat-11374	290	6	,	,	PUNCT
easat-11374	290	7	2023	2023	NUM
easat-11374	290	8	.	.	PUNCT
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easat-11374	293	6	:	:	PUNCT
easat-11374	293	7	389	389	NUM
easat-11374	293	8	-	-	SYM
easat-11374	293	9	405	405	NUM
easat-11374	293	10	,	,	PUNCT
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easat-11374	293	15	-	-	SYM
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easat-11374	294	9	,	,	PUNCT
easat-11374	294	10	m.	m.	PROPN
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easat-11374	294	17	m.	m.	PROPN
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easat-11374	294	21	calibration	calibration	NOUN
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easat-11374	294	40	and	and	CCONJ
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easat-11374	294	42	sciences	science	NOUN
easat-11374	294	43	,	,	PUNCT
easat-11374	294	44	vol	vol	NOUN
easat-11374	294	45	.	.	PROPN
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easat-11374	294	47	,	,	PUNCT
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easat-11374	294	51	,	,	PUNCT
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easat-11374	295	3	]	]	X
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easat-11374	295	36	analytics	analytic	NOUN
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easat-11374	295	41	-	-	PUNCT
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easat-11374	295	43	,	,	PUNCT
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easat-11374	295	45	.	.	PUNCT
easat-11374	296	1	[	[	X
easat-11374	296	2	22	22	NUM
easat-11374	296	3	]	]	PUNCT
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easat-11374	297	8	.	.	PUNCT
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easat-11374	300	2	24	24	NUM
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easat-11374	300	41	,	,	PUNCT
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easat-11374	300	45	-	-	SYM
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easat-11374	301	46	,	,	PUNCT
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easat-11374	301	50	,	,	PUNCT
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easat-11374	303	3	]	]	PUNCT
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easat-11374	303	14	precision	precision	NOUN
easat-11374	303	15	,	,	PUNCT
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easat-11374	303	17	,	,	PUNCT
easat-11374	303	18	and	and	CCONJ
easat-11374	303	19	f1	f1	NOUN
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easat-11374	303	23	thorough	thorough	ADJ
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easat-11374	303	31	proceedings	proceeding	NOUN
easat-11374	303	32	of	of	ADP
easat-11374	303	33	the	the	DET
easat-11374	303	34	first	first	ADJ
easat-11374	303	35	workshop	workshop	NOUN
easat-11374	303	36	on	on	ADP
easat-11374	303	37	evaluation	evaluation	NOUN
easat-11374	303	38	and	and	CCONJ
easat-11374	303	39	comparison	comparison	NOUN
easat-11374	303	40	of	of	ADP
easat-11374	303	41	nlp	nlp	NOUN
easat-11374	303	42	systems	system	NOUN
easat-11374	303	43	,	,	PUNCT
easat-11374	303	44	2020	2020	NUM
easat-11374	303	45	.	.	PUNCT
easat-11374	303	46	.	.	PUNCT
easat-11374	304	1	https://doi.org/10.1109/tkde.2023.3270293	https://doi.org/10.1109/tkde.2023.3270293	X
easat-11374	304	2	https://doi.org/10.7717/peerj-cs.623	https://doi.org/10.7717/peerj-cs.623	X