id	sid	tid	token	lemma	pos
fuen-189	1	1	s.	s.	PROPN
fuen-189	1	2	mishra	mishra	PROPN
fuen-189	1	3	et	et	PROPN
fuen-189	1	4	al	al	PROPN
fuen-189	1	5	.	.	PROPN
fuen-189	1	6	/future	/future	PROPN
fuen-189	1	7	energy	energy	PROPN
fuen-189	1	8	november	november	PROPN
fuen-189	1	9	2024|	2024|	NUM
fuen-189	1	10	volume	volume	NOUN
fuen-189	1	11	03	03	NUM
fuen-189	2	1	|	|	ADV
fuen-189	2	2	issue	issue	VERB
fuen-189	2	3	04|	04|	ADP
fuen-189	2	4	pages	page	NOUN
fuen-189	2	5	47	47	NUM
fuen-189	2	6	-	-	SYM
fuen-189	2	7	55	55	NUM
fuen-189	2	8	47	47	NUM
fuen-189	2	9	review	review	NOUN
fuen-189	2	10	deep	deep	ADJ
fuen-189	2	11	-	-	PUNCT
fuen-189	2	12	learning	learning	NOUN
fuen-189	2	13	-	-	PUNCT
fuen-189	2	14	based	base	VERB
fuen-189	2	15	multi	multi	ADJ
fuen-189	2	16	-	-	ADJ
fuen-189	2	17	timescale	timescale	ADJ
fuen-189	2	18	load	load	NOUN
fuen-189	2	19	forecasting	forecasting	NOUN
fuen-189	2	20	in	in	ADP
fuen-189	2	21	buildings	building	NOUN
fuen-189	2	22	:	:	PUNCT
fuen-189	2	23	opportunities	opportunity	NOUN
fuen-189	2	24	and	and	CCONJ
fuen-189	2	25	challenges	challenge	NOUN
fuen-189	2	26	from	from	ADP
fuen-189	2	27	research	research	NOUN
fuen-189	2	28	to	to	ADP
fuen-189	2	29	deployment	deployment	PROPN
fuen-189	2	30	sakshi	sakshi	PROPN
fuen-189	2	31	mishra	mishra	PROPN
fuen-189	2	32	*	*	PROPN
fuen-189	2	33	,	,	PUNCT
fuen-189	2	34	stephen	stephen	PROPN
fuen-189	2	35	m.	m.	PROPN
fuen-189	2	36	frank	frank	PROPN
fuen-189	2	37	,	,	PUNCT
fuen-189	2	38	anya	anya	PROPN
fuen-189	2	39	petersen	petersen	PROPN
fuen-189	2	40	,	,	PUNCT
fuen-189	2	41	robert	robert	PROPN
fuen-189	2	42	buechler	buechler	PROPN
fuen-189	2	43	,	,	PUNCT
fuen-189	2	44	michelle	michelle	PROPN
fuen-189	2	45	slovensky	slovensky	PROPN
fuen-189	2	46	intelligent	intelligent	ADJ
fuen-189	2	47	campus	campus	NOUN
fuen-189	2	48	program	program	NOUN
fuen-189	2	49	,	,	PUNCT
fuen-189	2	50	national	national	ADJ
fuen-189	2	51	renewable	renewable	ADJ
fuen-189	2	52	energy	energy	NOUN
fuen-189	2	53	laboratory	laboratory	NOUN
fuen-189	2	54	,	,	PUNCT
fuen-189	2	55	golden	golden	ADJ
fuen-189	2	56	,	,	PUNCT
fuen-189	2	57	colorado	colorado	PROPN
fuen-189	2	58	,	,	PUNCT
fuen-189	2	59	united	united	PROPN
fuen-189	2	60	states	states	PROPN
fuen-189	2	61	a	a	DET
fuen-189	2	62	r	r	NOUN
fuen-189	2	63	t	t	NOUN
fuen-189	3	1	i	i	PRON
fuen-189	3	2	c	c	NOUN
fuen-189	3	3	l	l	NOUN
fuen-189	3	4	e	e	NOUN
fuen-189	4	1	i	i	PRON
fuen-189	4	2	n	n	VERB
fuen-189	4	3	f	f	NOUN
fuen-189	4	4	o	o	NOUN
fuen-189	4	5	article	article	NOUN
fuen-189	4	6	history	history	NOUN
fuen-189	4	7	:	:	PUNCT
fuen-189	4	8	received	receive	VERB
fuen-189	4	9	12	12	NUM
fuen-189	4	10	july	july	PROPN
fuen-189	4	11	2024	2024	NUM
fuen-189	4	12	received	receive	VERB
fuen-189	4	13	in	in	ADP
fuen-189	4	14	revised	revise	VERB
fuen-189	4	15	form	form	NOUN
fuen-189	4	16	18	18	NUM
fuen-189	4	17	august	august	PROPN
fuen-189	4	18	2024	2024	NUM
fuen-189	4	19	accepted	accept	VERB
fuen-189	4	20	26	26	NUM
fuen-189	4	21	august	august	PROPN
fuen-189	4	22	2024	2024	NUM
fuen-189	4	23	keywords	keyword	NOUN
fuen-189	4	24	:	:	PUNCT
fuen-189	4	25	deep	deep	ADJ
fuen-189	4	26	learning	learning	NOUN
fuen-189	4	27	,	,	PUNCT
fuen-189	4	28	recurrent	recurrent	ADJ
fuen-189	4	29	neural	neural	ADJ
fuen-189	4	30	networks	network	NOUN
fuen-189	4	31	,	,	PUNCT
fuen-189	4	32	long	long	ADJ
fuen-189	4	33	short	short	ADJ
fuen-189	4	34	-	-	PUNCT
fuen-189	4	35	term	term	NOUN
fuen-189	4	36	memory	memory	NOUN
fuen-189	4	37	,	,	PUNCT
fuen-189	4	38	building	build	VERB
fuen-189	4	39	load	load	NOUN
fuen-189	4	40	forecasting	forecasting	NOUN
fuen-189	4	41	,	,	PUNCT
fuen-189	4	42	grid	grid	NOUN
fuen-189	4	43	-	-	PUNCT
fuen-189	4	44	interactive	interactive	ADJ
fuen-189	4	45	efficient	efficient	ADJ
fuen-189	4	46	buildings	building	NOUN
fuen-189	4	47	,	,	PUNCT
fuen-189	4	48	smart	smart	ADJ
fuen-189	4	49	grid	grid	NOUN
fuen-189	4	50	*	*	PUNCT
fuen-189	4	51	corresponding	correspond	VERB
fuen-189	4	52	author	author	NOUN
fuen-189	4	53	email	email	NOUN
fuen-189	4	54	address	address	NOUN
fuen-189	4	55	:	:	PUNCT
fuen-189	4	56	sakshi.m@outlook.com	sakshi.m@outlook.com	X
fuen-189	4	57	doi	doi	NOUN
fuen-189	4	58	:	:	PUNCT
fuen-189	4	59	10.55670	10.55670	NUM
fuen-189	4	60	/	/	SYM
fuen-189	4	61	fpll.fuen.3.4.3	fpll.fuen.3.4.3	VERB
fuen-189	4	62	a	a	DET
fuen-189	4	63	b	b	PROPN
fuen-189	4	64	s	s	ADP
fuen-189	4	65	t	t	PROPN
fuen-189	4	66	r	r	NOUN
fuen-189	4	67	a	a	DET
fuen-189	4	68	c	c	NOUN
fuen-189	4	69	t	t	NOUN
fuen-189	4	70	electricity	electricity	NOUN
fuen-189	4	71	load	load	NOUN
fuen-189	4	72	forecasting	forecasting	NOUN
fuen-189	4	73	for	for	ADP
fuen-189	4	74	buildings	building	NOUN
fuen-189	4	75	and	and	CCONJ
fuen-189	4	76	campuses	campus	NOUN
fuen-189	4	77	is	be	AUX
fuen-189	4	78	becoming	become	VERB
fuen-189	4	79	increasingly	increasingly	ADV
fuen-189	4	80	important	important	ADJ
fuen-189	4	81	as	as	SCONJ
fuen-189	4	82	the	the	DET
fuen-189	4	83	penetration	penetration	NOUN
fuen-189	4	84	of	of	ADP
fuen-189	4	85	distributed	distribute	VERB
fuen-189	4	86	energy	energy	NOUN
fuen-189	4	87	resources	resource	NOUN
fuen-189	4	88	(	(	PUNCT
fuen-189	4	89	ders	der	NOUN
fuen-189	4	90	)	)	PUNCT
fuen-189	4	91	grows	grow	VERB
fuen-189	4	92	.	.	PUNCT
fuen-189	5	1	efficient	efficient	ADJ
fuen-189	5	2	operation	operation	NOUN
fuen-189	5	3	and	and	CCONJ
fuen-189	5	4	dispatch	dispatch	NOUN
fuen-189	5	5	of	of	ADP
fuen-189	5	6	ders	der	NOUN
fuen-189	5	7	require	require	VERB
fuen-189	5	8	reasonably	reasonably	ADV
fuen-189	5	9	accurate	accurate	ADJ
fuen-189	5	10	predictions	prediction	NOUN
fuen-189	5	11	of	of	ADP
fuen-189	5	12	future	future	ADJ
fuen-189	5	13	energy	energy	NOUN
fuen-189	5	14	consumption	consumption	NOUN
fuen-189	5	15	in	in	ADP
fuen-189	5	16	order	order	NOUN
fuen-189	5	17	to	to	PART
fuen-189	5	18	conduct	conduct	VERB
fuen-189	5	19	nearreal	nearreal	ADJ
fuen-189	5	20	-	-	PUNCT
fuen-189	5	21	time	time	NOUN
fuen-189	5	22	optimized	optimize	VERB
fuen-189	5	23	dispatch	dispatch	NOUN
fuen-189	5	24	of	of	ADP
fuen-189	5	25	on	on	ADP
fuen-189	5	26	-	-	PUNCT
fuen-189	5	27	site	site	NOUN
fuen-189	5	28	generation	generation	NOUN
fuen-189	5	29	and	and	CCONJ
fuen-189	5	30	storage	storage	NOUN
fuen-189	5	31	assets	asset	NOUN
fuen-189	5	32	.	.	PUNCT
fuen-189	6	1	electric	electric	ADJ
fuen-189	6	2	utilities	utility	NOUN
fuen-189	6	3	have	have	AUX
fuen-189	6	4	traditionally	traditionally	ADV
fuen-189	6	5	performed	perform	VERB
fuen-189	6	6	load	load	NOUN
fuen-189	6	7	forecasting	forecasting	NOUN
fuen-189	6	8	for	for	ADP
fuen-189	6	9	load	load	NOUN
fuen-189	6	10	pockets	pocket	NOUN
fuen-189	6	11	spanning	span	VERB
fuen-189	6	12	large	large	ADJ
fuen-189	6	13	geographic	geographic	ADJ
fuen-189	6	14	areas	area	NOUN
fuen-189	6	15	,	,	PUNCT
fuen-189	6	16	and	and	CCONJ
fuen-189	6	17	therefore	therefore	ADV
fuen-189	6	18	,	,	PUNCT
fuen-189	6	19	forecasting	forecasting	NOUN
fuen-189	6	20	has	have	AUX
fuen-189	6	21	not	not	PART
fuen-189	6	22	been	be	AUX
fuen-189	6	23	a	a	DET
fuen-189	6	24	common	common	ADJ
fuen-189	6	25	practice	practice	NOUN
fuen-189	6	26	by	by	ADP
fuen-189	6	27	buildings	building	NOUN
fuen-189	6	28	and	and	CCONJ
fuen-189	6	29	campus	campus	NOUN
fuen-189	6	30	operators	operator	NOUN
fuen-189	6	31	.	.	PUNCT
fuen-189	7	1	given	give	VERB
fuen-189	7	2	the	the	DET
fuen-189	7	3	growing	grow	VERB
fuen-189	7	4	trends	trend	NOUN
fuen-189	7	5	of	of	ADP
fuen-189	7	6	research	research	NOUN
fuen-189	7	7	and	and	CCONJ
fuen-189	7	8	prototyping	prototyping	NOUN
fuen-189	7	9	in	in	ADP
fuen-189	7	10	the	the	DET
fuen-189	7	11	grid	grid	NOUN
fuen-189	7	12	-	-	PUNCT
fuen-189	7	13	interactive	interactive	ADJ
fuen-189	7	14	efficient	efficient	ADJ
fuen-189	7	15	buildings	building	NOUN
fuen-189	7	16	domain	domain	NOUN
fuen-189	7	17	,	,	PUNCT
fuen-189	7	18	characteristics	characteristic	NOUN
fuen-189	7	19	beyond	beyond	ADP
fuen-189	7	20	simple	simple	ADJ
fuen-189	7	21	algorithm	algorithm	NOUN
fuen-189	7	22	forecast	forecast	NOUN
fuen-189	7	23	accuracy	accuracy	NOUN
fuen-189	7	24	are	be	AUX
fuen-189	7	25	important	important	ADJ
fuen-189	7	26	in	in	ADP
fuen-189	7	27	determining	determine	VERB
fuen-189	7	28	the	the	DET
fuen-189	7	29	algorithm	algorithm	NOUN
fuen-189	7	30	’s	’s	PART
fuen-189	7	31	true	true	ADJ
fuen-189	7	32	utility	utility	NOUN
fuen-189	7	33	for	for	ADP
fuen-189	7	34	smart	smart	ADJ
fuen-189	7	35	buildings	building	NOUN
fuen-189	7	36	.	.	PUNCT
fuen-189	8	1	other	other	ADJ
fuen-189	8	2	characteristics	characteristic	NOUN
fuen-189	8	3	include	include	VERB
fuen-189	8	4	the	the	DET
fuen-189	8	5	overall	overall	ADJ
fuen-189	8	6	design	design	NOUN
fuen-189	8	7	of	of	ADP
fuen-189	8	8	the	the	DET
fuen-189	8	9	deployed	deploy	VERB
fuen-189	8	10	architecture	architecture	NOUN
fuen-189	8	11	and	and	CCONJ
fuen-189	8	12	the	the	DET
fuen-189	8	13	operational	operational	ADJ
fuen-189	8	14	efficiency	efficiency	NOUN
fuen-189	8	15	of	of	ADP
fuen-189	8	16	the	the	DET
fuen-189	8	17	forecasting	forecasting	NOUN
fuen-189	8	18	system	system	NOUN
fuen-189	8	19	.	.	PUNCT
fuen-189	9	1	in	in	ADP
fuen-189	9	2	this	this	DET
fuen-189	9	3	work	work	NOUN
fuen-189	9	4	,	,	PUNCT
fuen-189	9	5	we	we	PRON
fuen-189	9	6	present	present	VERB
fuen-189	9	7	a	a	DET
fuen-189	9	8	deep	deep	ADJ
fuen-189	9	9	-	-	PUNCT
fuen-189	9	10	learning	learning	NOUN
fuen-189	9	11	-	-	PUNCT
fuen-189	9	12	based	base	VERB
fuen-189	9	13	load	load	NOUN
fuen-189	9	14	forecasting	forecasting	NOUN
fuen-189	9	15	system	system	NOUN
fuen-189	9	16	that	that	PRON
fuen-189	9	17	predicts	predict	VERB
fuen-189	9	18	the	the	DET
fuen-189	9	19	building	building	NOUN
fuen-189	9	20	load	load	NOUN
fuen-189	9	21	at	at	ADP
fuen-189	9	22	1	1	NUM
fuen-189	9	23	-	-	PUNCT
fuen-189	9	24	hour	hour	NOUN
fuen-189	9	25	intervals	interval	NOUN
fuen-189	9	26	for	for	ADP
fuen-189	9	27	18	18	NUM
fuen-189	9	28	hours	hour	NOUN
fuen-189	9	29	in	in	ADP
fuen-189	9	30	the	the	DET
fuen-189	9	31	future	future	NOUN
fuen-189	9	32	.	.	PUNCT
fuen-189	10	1	we	we	PRON
fuen-189	10	2	also	also	ADV
fuen-189	10	3	discuss	discuss	VERB
fuen-189	10	4	challenges	challenge	NOUN
fuen-189	10	5	associated	associate	VERB
fuen-189	10	6	with	with	ADP
fuen-189	10	7	the	the	DET
fuen-189	10	8	real	real	ADJ
fuen-189	10	9	-	-	PUNCT
fuen-189	10	10	time	time	NOUN
fuen-189	10	11	deployment	deployment	NOUN
fuen-189	10	12	of	of	ADP
fuen-189	10	13	such	such	ADJ
fuen-189	10	14	systems	system	NOUN
fuen-189	10	15	as	as	ADV
fuen-189	10	16	well	well	ADV
fuen-189	10	17	as	as	ADP
fuen-189	10	18	the	the	DET
fuen-189	10	19	research	research	NOUN
fuen-189	10	20	opportunities	opportunity	NOUN
fuen-189	10	21	presented	present	VERB
fuen-189	10	22	by	by	ADP
fuen-189	10	23	a	a	DET
fuen-189	10	24	fully	fully	ADV
fuen-189	10	25	functional	functional	ADJ
fuen-189	10	26	forecasting	forecasting	NOUN
fuen-189	10	27	system	system	NOUN
fuen-189	10	28	that	that	PRON
fuen-189	10	29	has	have	AUX
fuen-189	10	30	been	be	AUX
fuen-189	10	31	developed	develop	VERB
fuen-189	10	32	within	within	ADP
fuen-189	10	33	the	the	DET
fuen-189	10	34	national	national	ADJ
fuen-189	10	35	renewable	renewable	ADJ
fuen-189	10	36	energy	energy	NOUN
fuen-189	10	37	laboratory	laboratory	NOUN
fuen-189	10	38	’s	’s	PART
fuen-189	10	39	intelligent	intelligent	ADJ
fuen-189	10	40	campus	campus	NOUN
fuen-189	10	41	program	program	NOUN
fuen-189	10	42	.	.	PUNCT
fuen-189	11	1	1	1	X
fuen-189	11	2	.	.	X
fuen-189	11	3	introduction	introduction	NOUN
fuen-189	11	4	the	the	DET
fuen-189	11	5	commercial	commercial	ADJ
fuen-189	11	6	buildings	building	NOUN
fuen-189	11	7	sector	sector	NOUN
fuen-189	11	8	in	in	ADP
fuen-189	11	9	the	the	DET
fuen-189	11	10	united	united	PROPN
fuen-189	11	11	states	states	PROPN
fuen-189	11	12	consumed	consume	VERB
fuen-189	11	13	1,671.61	1,671.61	NUM
fuen-189	11	14	trillion	trillion	NUM
fuen-189	11	15	btu	btu	NOUN
fuen-189	11	16	of	of	ADP
fuen-189	11	17	energy	energy	NOUN
fuen-189	11	18	in	in	ADP
fuen-189	11	19	january	january	PROPN
fuen-189	11	20	2020	2020	NUM
fuen-189	11	21	alone	alone	ADV
fuen-189	11	22	(	(	PUNCT
fuen-189	11	23	immediately	immediately	ADV
fuen-189	11	24	prior	prior	ADV
fuen-189	11	25	to	to	ADP
fuen-189	11	26	the	the	DET
fuen-189	11	27	onset	onset	NOUN
fuen-189	11	28	of	of	ADP
fuen-189	11	29	the	the	DET
fuen-189	11	30	covid-19	covid-19	PROPN
fuen-189	11	31	pandemic	pandemic	NOUN
fuen-189	11	32	)	)	PUNCT
fuen-189	11	33	and	and	CCONJ
fuen-189	11	34	a	a	DET
fuen-189	11	35	total	total	NOUN
fuen-189	11	36	of	of	ADP
fuen-189	11	37	18,177.95	18,177.95	NUM
fuen-189	11	38	trillion	trillion	NUM
fuen-189	11	39	btu	btu	NOUN
fuen-189	11	40	in	in	ADP
fuen-189	11	41	2019	2019	NUM
fuen-189	11	42	[	[	X
fuen-189	11	43	1	1	NUM
fuen-189	11	44	]	]	PUNCT
fuen-189	11	45	.	.	PUNCT
fuen-189	12	1	overall	overall	ADV
fuen-189	12	2	,	,	PUNCT
fuen-189	12	3	buildings	building	NOUN
fuen-189	12	4	account	account	VERB
fuen-189	12	5	for	for	ADP
fuen-189	12	6	nearly	nearly	ADV
fuen-189	12	7	40	40	NUM
fuen-189	12	8	%	%	NOUN
fuen-189	12	9	of	of	ADP
fuen-189	12	10	the	the	DET
fuen-189	12	11	total	total	ADJ
fuen-189	12	12	energy	energy	NOUN
fuen-189	12	13	consumption	consumption	NOUN
fuen-189	12	14	in	in	ADP
fuen-189	12	15	the	the	DET
fuen-189	12	16	united	united	PROPN
fuen-189	12	17	states	states	PROPN
fuen-189	12	18	[	[	X
fuen-189	12	19	2	2	NUM
fuen-189	12	20	]	]	PUNCT
fuen-189	12	21	,	,	PUNCT
fuen-189	12	22	and	and	CCONJ
fuen-189	12	23	building	build	VERB
fuen-189	12	24	energy	energy	NOUN
fuen-189	12	25	consumption	consumption	NOUN
fuen-189	12	26	is	be	AUX
fuen-189	12	27	projected	project	VERB
fuen-189	12	28	to	to	PART
fuen-189	12	29	expand	expand	VERB
fuen-189	12	30	by	by	ADP
fuen-189	12	31	an	an	DET
fuen-189	12	32	annual	annual	ADJ
fuen-189	12	33	1.5	1.5	NUM
fuen-189	12	34	%	%	NOUN
fuen-189	12	35	globally	globally	ADV
fuen-189	13	1	[	[	X
fuen-189	13	2	3	3	NUM
fuen-189	13	3	]	]	PUNCT
fuen-189	13	4	.	.	PUNCT
fuen-189	14	1	even	even	ADV
fuen-189	14	2	with	with	ADP
fuen-189	14	3	many	many	ADJ
fuen-189	14	4	commercial	commercial	ADJ
fuen-189	14	5	facilities	facility	NOUN
fuen-189	14	6	operating	operate	VERB
fuen-189	14	7	at	at	ADP
fuen-189	14	8	reduced	reduce	VERB
fuen-189	14	9	occupancy	occupancy	NOUN
fuen-189	14	10	during	during	ADP
fuen-189	14	11	the	the	DET
fuen-189	14	12	covid-19	covid-19	PROPN
fuen-189	14	13	pandemic	pandemic	NOUN
fuen-189	14	14	,	,	PUNCT
fuen-189	14	15	preliminary	preliminary	ADJ
fuen-189	14	16	industry	industry	NOUN
fuen-189	14	17	reports	report	NOUN
fuen-189	14	18	indicate	indicate	VERB
fuen-189	14	19	that	that	SCONJ
fuen-189	14	20	commercial	commercial	ADJ
fuen-189	14	21	building	building	NOUN
fuen-189	14	22	energy	energy	NOUN
fuen-189	14	23	is	be	AUX
fuen-189	14	24	again	again	ADV
fuen-189	14	25	increasing	increase	VERB
fuen-189	14	26	as	as	SCONJ
fuen-189	14	27	operators	operator	NOUN
fuen-189	14	28	increase	increase	VERB
fuen-189	14	29	ventilation	ventilation	NOUN
fuen-189	14	30	rates	rate	NOUN
fuen-189	14	31	[	[	X
fuen-189	14	32	4	4	NUM
fuen-189	14	33	]	]	PUNCT
fuen-189	14	34	.	.	PUNCT
fuen-189	15	1	because	because	SCONJ
fuen-189	15	2	buildings	building	NOUN
fuen-189	15	3	are	be	AUX
fuen-189	15	4	among	among	ADP
fuen-189	15	5	the	the	DET
fuen-189	15	6	largest	large	ADJ
fuen-189	15	7	consumers	consumer	NOUN
fuen-189	15	8	of	of	ADP
fuen-189	15	9	energy	energy	NOUN
fuen-189	15	10	globally	globally	ADV
fuen-189	15	11	,	,	PUNCT
fuen-189	15	12	research	research	NOUN
fuen-189	15	13	to	to	PART
fuen-189	15	14	increase	increase	VERB
fuen-189	15	15	the	the	DET
fuen-189	15	16	design	design	NOUN
fuen-189	15	17	and	and	CCONJ
fuen-189	15	18	operational	operational	ADJ
fuen-189	15	19	energy	energy	NOUN
fuen-189	15	20	efficiencies	efficiency	NOUN
fuen-189	15	21	of	of	ADP
fuen-189	15	22	the	the	DET
fuen-189	15	23	commercial	commercial	ADJ
fuen-189	15	24	sector	sector	NOUN
fuen-189	15	25	(	(	PUNCT
fuen-189	15	26	i.e.	i.e.	X
fuen-189	15	27	,	,	PUNCT
fuen-189	15	28	commercial	commercial	ADJ
fuen-189	15	29	buildings	building	NOUN
fuen-189	15	30	)	)	PUNCT
fuen-189	15	31	will	will	AUX
fuen-189	15	32	play	play	VERB
fuen-189	15	33	a	a	DET
fuen-189	15	34	significant	significant	ADJ
fuen-189	15	35	role	role	NOUN
fuen-189	15	36	in	in	ADP
fuen-189	15	37	meeting	meet	VERB
fuen-189	15	38	energy	energy	NOUN
fuen-189	15	39	and	and	CCONJ
fuen-189	15	40	greenhouse	greenhouse	NOUN
fuen-189	15	41	gas	gas	NOUN
fuen-189	15	42	emissions	emission	NOUN
fuen-189	15	43	reduction	reduction	NOUN
fuen-189	15	44	targets	target	NOUN
fuen-189	15	45	.	.	PUNCT
fuen-189	16	1	the	the	DET
fuen-189	16	2	penetration	penetration	NOUN
fuen-189	16	3	of	of	ADP
fuen-189	16	4	behind	behind	ADP
fuen-189	16	5	-	-	PUNCT
fuen-189	16	6	the	the	DET
fuen-189	16	7	-	-	PUNCT
fuen-189	16	8	meter	meter	NOUN
fuen-189	16	9	distributed	distribute	VERB
fuen-189	16	10	energy	energy	NOUN
fuen-189	16	11	resources	resource	NOUN
fuen-189	16	12	(	(	PUNCT
fuen-189	16	13	ders	der	NOUN
fuen-189	16	14	)	)	PUNCT
fuen-189	16	15	is	be	AUX
fuen-189	16	16	also	also	ADV
fuen-189	16	17	increasing	increase	VERB
fuen-189	16	18	,	,	PUNCT
fuen-189	16	19	owing	owe	VERB
fuen-189	16	20	to	to	ADP
fuen-189	16	21	the	the	DET
fuen-189	16	22	decreasing	decrease	VERB
fuen-189	16	23	cost	cost	NOUN
fuen-189	16	24	of	of	ADP
fuen-189	16	25	renewable	renewable	ADJ
fuen-189	16	26	energy	energy	NOUN
fuen-189	16	27	technologies	technology	NOUN
fuen-189	16	28	[	[	X
fuen-189	16	29	5	5	NUM
fuen-189	16	30	]	]	PUNCT
fuen-189	16	31	.	.	PUNCT
fuen-189	17	1	smart	smart	ADJ
fuen-189	17	2	building	building	NOUN
fuen-189	17	3	operations	operation	NOUN
fuen-189	17	4	can	can	AUX
fuen-189	17	5	simultaneously	simultaneously	ADV
fuen-189	17	6	reduce	reduce	VERB
fuen-189	17	7	energy	energy	NOUN
fuen-189	17	8	consumption	consumption	NOUN
fuen-189	17	9	(	(	PUNCT
fuen-189	17	10	and	and	CCONJ
fuen-189	17	11	,	,	PUNCT
fuen-189	17	12	by	by	ADP
fuen-189	17	13	extension	extension	NOUN
fuen-189	17	14	,	,	PUNCT
fuen-189	17	15	greenhouse	greenhouse	NOUN
fuen-189	17	16	gas	gas	NOUN
fuen-189	17	17	emissions	emission	NOUN
fuen-189	17	18	)	)	PUNCT
fuen-189	17	19	and	and	CCONJ
fuen-189	17	20	optimize	optimize	VERB
fuen-189	17	21	behind	behind	ADP
fuen-189	17	22	-	-	PUNCT
fuen-189	17	23	the	the	DET
fuen-189	17	24	-	-	PUNCT
fuen-189	17	25	meter	meter	NOUN
fuen-189	17	26	der	der	NOUN
fuen-189	17	27	dis	dis	PROPN
fuen-189	17	28	-	-	PUNCT
fuen-189	17	29	patch	patch	VERB
fuen-189	17	30	to	to	PART
fuen-189	17	31	save	save	VERB
fuen-189	17	32	money	money	NOUN
fuen-189	17	33	for	for	ADP
fuen-189	17	34	building	build	VERB
fuen-189	17	35	owners	owner	NOUN
fuen-189	17	36	/	/	SYM
fuen-189	17	37	operators	operator	NOUN
fuen-189	17	38	via	via	ADP
fuen-189	17	39	additional	additional	ADJ
fuen-189	17	40	value	value	NOUN
fuen-189	17	41	streams	stream	NOUN
fuen-189	17	42	such	such	ADJ
fuen-189	17	43	as	as	ADP
fuen-189	17	44	demand	demand	NOUN
fuen-189	17	45	management	management	NOUN
fuen-189	17	46	(	(	PUNCT
fuen-189	17	47	peak	peak	NOUN
fuen-189	17	48	shaving	shaving	NOUN
fuen-189	17	49	)	)	PUNCT
fuen-189	17	50	,	,	PUNCT
fuen-189	17	51	energy	energy	NOUN
fuen-189	17	52	arbitrage	arbitrage	NOUN
fuen-189	17	53	,	,	PUNCT
fuen-189	17	54	user	user	NOUN
fuen-189	17	55	-	-	PUNCT
fuen-189	17	56	initiated	initiate	VERB
fuen-189	17	57	demand	demand	NOUN
fuen-189	17	58	-	-	PUNCT
fuen-189	17	59	response	response	NOUN
fuen-189	17	60	,	,	PUNCT
fuen-189	17	61	and	and	CCONJ
fuen-189	17	62	optimal	optimal	ADJ
fuen-189	17	63	electric	electric	ADJ
fuen-189	17	64	vehicle	vehicle	NOUN
fuen-189	17	65	charging	charging	NOUN
fuen-189	17	66	.	.	PUNCT
fuen-189	18	1	properly	properly	ADV
fuen-189	18	2	deployed	deploy	VERB
fuen-189	18	3	,	,	PUNCT
fuen-189	18	4	these	these	DET
fuen-189	18	5	capabilities	capability	NOUN
fuen-189	18	6	also	also	ADV
fuen-189	18	7	benefit	benefit	VERB
fuen-189	18	8	the	the	DET
fuen-189	18	9	utility	utility	NOUN
fuen-189	18	10	grid	grid	NOUN
fuen-189	18	11	by	by	ADP
fuen-189	18	12	enhancing	enhance	VERB
fuen-189	18	13	grid	grid	NOUN
fuen-189	18	14	reliability	reliability	NOUN
fuen-189	18	15	and	and	CCONJ
fuen-189	18	16	resilience	resilience	NOUN
fuen-189	18	17	,	,	PUNCT
fuen-189	18	18	deferring	defer	VERB
fuen-189	18	19	or	or	CCONJ
fuen-189	18	20	reducing	reduce	VERB
fuen-189	18	21	capital	capital	NOUN
fuen-189	18	22	expenditures	expenditure	NOUN
fuen-189	18	23	required	require	VERB
fuen-189	18	24	to	to	PART
fuen-189	18	25	upgrade	upgrade	VERB
fuen-189	18	26	the	the	DET
fuen-189	18	27	distribution	distribution	NOUN
fuen-189	18	28	grid	grid	NOUN
fuen-189	18	29	,	,	PUNCT
fuen-189	18	30	and	and	CCONJ
fuen-189	18	31	helping	help	VERB
fuen-189	18	32	balance	balance	VERB
fuen-189	18	33	the	the	DET
fuen-189	18	34	supply	supply	NOUN
fuen-189	18	35	of	of	ADP
fuen-189	18	36	renewable	renewable	ADJ
fuen-189	18	37	energy	energy	NOUN
fuen-189	18	38	as	as	ADP
fuen-189	18	39	its	its	PRON
fuen-189	18	40	penetration	penetration	NOUN
fuen-189	18	41	increases	increase	VERB
fuen-189	18	42	.	.	PUNCT
fuen-189	19	1	the	the	DET
fuen-189	19	2	u.s	u.s	PROPN
fuen-189	19	3	.	.	PROPN
fuen-189	19	4	department	department	PROPN
fuen-189	19	5	of	of	ADP
fuen-189	19	6	energy	energy	NOUN
fuen-189	19	7	’s	’s	PART
fuen-189	19	8	gridinteractive	gridinteractive	VERB
fuen-189	19	9	efficient	efficient	ADJ
fuen-189	19	10	buildings	building	NOUN
fuen-189	19	11	initiative	initiative	NOUN
fuen-189	19	12	[	[	X
fuen-189	19	13	6	6	NUM
fuen-189	19	14	]	]	PUNCT
fuen-189	19	15	describes	describe	VERB
fuen-189	19	16	the	the	DET
fuen-189	19	17	multi	multi	ADJ
fuen-189	19	18	-	-	ADJ
fuen-189	19	19	faceted	faceted	ADJ
fuen-189	19	20	benefits	benefit	NOUN
fuen-189	19	21	of	of	ADP
fuen-189	19	22	these	these	DET
fuen-189	19	23	smart	smart	ADJ
fuen-189	19	24	building	building	NOUN
fuen-189	19	25	capabilities	capability	NOUN
fuen-189	19	26	.	.	PUNCT
fuen-189	20	1	smart	smart	ADJ
fuen-189	20	2	building	building	NOUN
fuen-189	20	3	controls	control	NOUN
fuen-189	20	4	are	be	AUX
fuen-189	20	5	also	also	ADV
fuen-189	20	6	an	an	DET
fuen-189	20	7	integral	integral	ADJ
fuen-189	20	8	component	component	NOUN
fuen-189	20	9	of	of	ADP
fuen-189	20	10	autonomous	autonomous	ADJ
fuen-189	20	11	energy	energy	NOUN
fuen-189	20	12	grids	grid	NOUN
fuen-189	20	13	[	[	X
fuen-189	20	14	7	7	NUM
fuen-189	20	15	]	]	PUNCT
fuen-189	20	16	,	,	PUNCT
fuen-189	20	17	where	where	SCONJ
fuen-189	20	18	they	they	PRON
fuen-189	20	19	provide	provide	VERB
fuen-189	20	20	opportunities	opportunity	NOUN
fuen-189	20	21	for	for	ADP
fuen-189	20	22	granular	granular	ADJ
fuen-189	20	23	device	device	NOUN
fuen-189	20	24	-	-	PUNCT
fuen-189	20	25	level	level	NOUN
fuen-189	20	26	controls	control	NOUN
fuen-189	20	27	.	.	PUNCT
fuen-189	21	1	proportional	proportional	ADJ
fuen-189	21	2	–	–	PUNCT
fuen-189	21	3	integral	integral	ADJ
fuen-189	21	4	–	–	PUNCT
fuen-189	21	5	derivative	derivative	ADJ
fuen-189	21	6	(	(	PUNCT
fuen-189	21	7	pid	pid	NOUN
fuen-189	21	8	)	)	PUNCT
fuen-189	21	9	controllers	controller	NOUN
fuen-189	21	10	are	be	AUX
fuen-189	21	11	still	still	ADV
fuen-189	21	12	widely	widely	ADV
fuen-189	21	13	used	use	VERB
fuen-189	21	14	in	in	ADP
fuen-189	21	15	building	building	NOUN
fuen-189	21	16	controls	control	NOUN
fuen-189	21	17	for	for	ADP
fuen-189	21	18	heating	heating	NOUN
fuen-189	21	19	,	,	PUNCT
fuen-189	21	20	ventilating	ventilating	NOUN
fuen-189	21	21	,	,	PUNCT
fuen-189	21	22	and	and	CCONJ
fuen-189	21	23	air	air	NOUN
fuen-189	21	24	-	-	PUNCT
fuen-189	21	25	conditioning	conditioning	NOUN
fuen-189	21	26	(	(	PUNCT
fuen-189	21	27	hvac	hvac	NOUN
fuen-189	21	28	)	)	PUNCT
fuen-189	21	29	systems	system	NOUN
fuen-189	21	30	,	,	PUNCT
fuen-189	21	31	largely	largely	ADV
fuen-189	21	32	because	because	SCONJ
fuen-189	21	33	of	of	ADP
fuen-189	21	34	their	their	PRON
fuen-189	21	35	simplicity	simplicity	NOUN
fuen-189	21	36	and	and	CCONJ
fuen-189	21	37	fast	fast	ADJ
fuen-189	21	38	solution	solution	NOUN
fuen-189	21	39	times	time	NOUN
fuen-189	21	40	,	,	PUNCT
fuen-189	21	41	as	as	SCONJ
fuen-189	21	42	they	they	PRON
fuen-189	21	43	employ	employ	VERB
fuen-189	21	44	numerical	numerical	ADJ
fuen-189	21	45	methods	method	NOUN
fuen-189	21	46	to	to	PART
fuen-189	21	47	determine	determine	VERB
fuen-189	21	48	the	the	DET
fuen-189	21	49	controlling	control	VERB
fuen-189	21	50	parameters	parameter	NOUN
fuen-189	22	1	[	[	X
fuen-189	22	2	8	8	NUM
fuen-189	22	3	]	]	PUNCT
fuen-189	22	4	.	.	PUNCT
fuen-189	23	1	future	future	ADJ
fuen-189	23	2	energy	energy	NOUN
fuen-189	23	3	open	open	PROPN
fuen-189	23	4	access	access	NOUN
fuen-189	23	5	journal	journal	PROPN
fuen-189	23	6	https://doi.org/10.55670/fpll.fuen.3.4.3	https://doi.org/10.55670/fpll.fuen.3.4.3	VERB
fuen-189	23	7	november	november	PROPN
fuen-189	23	8	2024|	2024|	PROPN
fuen-189	23	9	volume	volume	NOUN
fuen-189	23	10	03	03	NUM
fuen-189	24	1	|	|	ADV
fuen-189	24	2	issue	issue	VERB
fuen-189	24	3	04	04	NUM
fuen-189	25	1	|	|	CCONJ
fuen-189	25	2	pages	page	VERB
fuen-189	25	3	47	47	NUM
fuen-189	25	4	-	-	SYM
fuen-189	25	5	55	55	NUM
fuen-189	25	6	journal	journal	NOUN
fuen-189	25	7	homepage	homepage	NOUN
fuen-189	25	8	:	:	PUNCT
fuen-189	25	9	https://fupubco.com/fuen	https://fupubco.com/fuen	PROPN
fuen-189	25	10	issn	issn	PROPN
fuen-189	25	11	2832	2832	NUM
fuen-189	25	12	-	-	SYM
fuen-189	25	13	0328	0328	NUM
fuen-189	25	14	mailto:sakshi.m@outlook.com	mailto:sakshi.m@outlook.com	X
fuen-189	25	15	https://doi.org/10.55670/fpll.fuen.3.4.3	https://doi.org/10.55670/fpll.fuen.3.4.3	VERB
fuen-189	25	16	https://fupubco.com/fuen	https://fupubco.com/fuen	PROPN
fuen-189	25	17	s.	s.	PROPN
fuen-189	25	18	mishra	mishra	PROPN
fuen-189	25	19	et	et	PROPN
fuen-189	25	20	al	al	PROPN
fuen-189	25	21	.	.	PROPN
fuen-189	26	1	/future	/future	PROPN
fuen-189	26	2	energy	energy	PROPN
fuen-189	26	3	november	november	PROPN
fuen-189	26	4	2024|	2024|	NUM
fuen-189	26	5	volume	volume	NOUN
fuen-189	26	6	03	03	NUM
fuen-189	27	1	|	|	ADV
fuen-189	27	2	issue	issue	VERB
fuen-189	27	3	04|	04|	ADP
fuen-189	27	4	pages	page	NOUN
fuen-189	27	5	47	47	NUM
fuen-189	27	6	-	-	SYM
fuen-189	27	7	55	55	NUM
fuen-189	27	8	48	48	NUM
fuen-189	27	9	however	however	ADV
fuen-189	27	10	,	,	PUNCT
fuen-189	27	11	the	the	DET
fuen-189	27	12	time	time	NOUN
fuen-189	27	13	-	-	PUNCT
fuen-189	27	14	varying	vary	VERB
fuen-189	27	15	system	system	NOUN
fuen-189	27	16	dynamics	dynamic	NOUN
fuen-189	27	17	characteristics	characteristic	NOUN
fuen-189	27	18	of	of	ADP
fuen-189	27	19	hvac	hvac	PROPN
fuen-189	27	20	control	control	PROPN
fuen-189	27	21	systems	systems	PROPN
fuen-189	27	22	result	result	VERB
fuen-189	27	23	in	in	ADP
fuen-189	27	24	the	the	DET
fuen-189	27	25	inconsistent	inconsistent	ADJ
fuen-189	27	26	performance	performance	NOUN
fuen-189	27	27	of	of	ADP
fuen-189	27	28	traditional	traditional	ADJ
fuen-189	27	29	controllers	controller	NOUN
fuen-189	27	30	,	,	PUNCT
fuen-189	27	31	often	often	ADV
fuen-189	27	32	leading	lead	VERB
fuen-189	27	33	to	to	ADP
fuen-189	27	34	lesseconomic	lesseconomic	ADJ
fuen-189	27	35	performance	performance	NOUN
fuen-189	27	36	.	.	PUNCT
fuen-189	28	1	moreover	moreover	ADV
fuen-189	28	2	,	,	PUNCT
fuen-189	28	3	the	the	DET
fuen-189	28	4	objectives	objective	NOUN
fuen-189	28	5	of	of	ADP
fuen-189	28	6	building	build	VERB
fuen-189	28	7	control	control	NOUN
fuen-189	28	8	systems	system	NOUN
fuen-189	28	9	have	have	AUX
fuen-189	28	10	shifted	shift	VERB
fuen-189	28	11	from	from	ADP
fuen-189	28	12	being	be	AUX
fuen-189	28	13	solely	solely	ADV
fuen-189	28	14	occupantcomfort	occupantcomfort	ADJ
fuen-189	28	15	and	and	CCONJ
fuen-189	28	16	economic	economic	ADJ
fuen-189	28	17	operations	operation	NOUN
fuen-189	28	18	to	to	ADP
fuen-189	28	19	being	be	AUX
fuen-189	28	20	grid	grid	NOUN
fuen-189	28	21	-	-	PUNCT
fuen-189	28	22	interactive	interactive	ADJ
fuen-189	28	23	prosumers	prosumer	NOUN
fuen-189	28	24	.	.	PUNCT
fuen-189	29	1	as	as	SCONJ
fuen-189	29	2	prosumers	prosumer	NOUN
fuen-189	29	3	,	,	PUNCT
fuen-189	29	4	building	build	VERB
fuen-189	29	5	energy	energy	NOUN
fuen-189	29	6	management	management	NOUN
fuen-189	29	7	systems	system	NOUN
fuen-189	29	8	have	have	VERB
fuen-189	29	9	goals	goal	NOUN
fuen-189	29	10	such	such	ADJ
fuen-189	29	11	as	as	ADP
fuen-189	29	12	(	(	PUNCT
fuen-189	29	13	i	i	NOUN
fuen-189	29	14	)	)	PUNCT
fuen-189	29	15	maximizing	maximize	VERB
fuen-189	29	16	the	the	DET
fuen-189	29	17	use	use	NOUN
fuen-189	29	18	of	of	ADP
fuen-189	29	19	on	on	ADP
fuen-189	29	20	-	-	PUNCT
fuen-189	29	21	site	site	NOUN
fuen-189	29	22	distributed	distribute	VERB
fuen-189	29	23	energy	energy	NOUN
fuen-189	29	24	resources	resource	NOUN
fuen-189	29	25	,	,	PUNCT
fuen-189	29	26	(	(	PUNCT
fuen-189	29	27	ii	ii	NOUN
fuen-189	29	28	)	)	PUNCT
fuen-189	29	29	managing	manage	VERB
fuen-189	29	30	consumption	consumption	NOUN
fuen-189	29	31	profiles	profile	NOUN
fuen-189	29	32	based	base	VERB
fuen-189	29	33	on	on	ADP
fuen-189	29	34	time	time	NOUN
fuen-189	29	35	-	-	PUNCT
fuen-189	29	36	of	of	ADP
fuen-189	29	37	-	-	PUNCT
fuen-189	29	38	use	use	NOUN
fuen-189	29	39	energy	energy	NOUN
fuen-189	29	40	rates	rate	NOUN
fuen-189	29	41	,	,	PUNCT
fuen-189	29	42	and	and	CCONJ
fuen-189	29	43	(	(	PUNCT
fuen-189	29	44	iii	iii	NOUN
fuen-189	29	45	)	)	PUNCT
fuen-189	29	46	using	use	VERB
fuen-189	29	47	onsite	onsite	ADJ
fuen-189	29	48	energy	energy	NOUN
fuen-189	29	49	storage	storage	NOUN
fuen-189	29	50	to	to	PART
fuen-189	29	51	reduce	reduce	VERB
fuen-189	29	52	the	the	DET
fuen-189	29	53	peak	peak	NOUN
fuen-189	29	54	demand	demand	NOUN
fuen-189	29	55	for	for	ADP
fuen-189	29	56	cost	cost	NOUN
fuen-189	29	57	savings	saving	NOUN
fuen-189	29	58	.	.	PUNCT
fuen-189	30	1	such	such	DET
fuen-189	30	2	a	a	DET
fuen-189	30	3	complex	complex	ADJ
fuen-189	30	4	set	set	NOUN
fuen-189	30	5	of	of	ADP
fuen-189	30	6	objectives	objective	NOUN
fuen-189	30	7	requires	require	VERB
fuen-189	30	8	the	the	DET
fuen-189	30	9	use	use	NOUN
fuen-189	30	10	of	of	ADP
fuen-189	30	11	advanced	advanced	ADJ
fuen-189	30	12	control	control	NOUN
fuen-189	30	13	techniques	technique	NOUN
fuen-189	30	14	like	like	ADP
fuen-189	30	15	model	model	ADJ
fuen-189	30	16	-	-	PUNCT
fuen-189	30	17	predictive	predictive	ADJ
fuen-189	30	18	control	control	NOUN
fuen-189	30	19	[	[	X
fuen-189	30	20	9	9	NUM
fuen-189	30	21	]	]	PUNCT
fuen-189	30	22	.	.	PUNCT
fuen-189	31	1	implementation	implementation	NOUN
fuen-189	31	2	of	of	ADP
fuen-189	31	3	intelligent	intelligent	ADJ
fuen-189	31	4	dispatch	dispatch	NOUN
fuen-189	31	5	and	and	CCONJ
fuen-189	31	6	modelpredictive	modelpredictive	ADJ
fuen-189	31	7	control	control	NOUN
fuen-189	31	8	algorithms	algorithm	NOUN
fuen-189	31	9	that	that	PRON
fuen-189	31	10	help	help	VERB
fuen-189	31	11	achieve	achieve	VERB
fuen-189	31	12	the	the	DET
fuen-189	31	13	abovestated	abovestated	ADJ
fuen-189	31	14	goals	goal	NOUN
fuen-189	31	15	to	to	PART
fuen-189	31	16	reduce	reduce	VERB
fuen-189	31	17	overall	overall	ADJ
fuen-189	31	18	energy	energy	NOUN
fuen-189	31	19	consumption	consumption	NOUN
fuen-189	31	20	and	and	CCONJ
fuen-189	31	21	operational	operational	ADJ
fuen-189	31	22	costs	cost	NOUN
fuen-189	31	23	of	of	ADP
fuen-189	31	24	the	the	DET
fuen-189	31	25	building	building	NOUN
fuen-189	31	26	nearly	nearly	ADV
fuen-189	31	27	always	always	ADV
fuen-189	31	28	requires	require	VERB
fuen-189	31	29	a	a	DET
fuen-189	31	30	forecast	forecast	NOUN
fuen-189	31	31	of	of	ADP
fuen-189	31	32	the	the	DET
fuen-189	31	33	energy	energy	NOUN
fuen-189	31	34	consumption	consumption	NOUN
fuen-189	31	35	of	of	ADP
fuen-189	31	36	the	the	DET
fuen-189	31	37	building	building	NOUN
fuen-189	31	38	.	.	PUNCT
fuen-189	32	1	these	these	DET
fuen-189	32	2	algorithms	algorithm	NOUN
fuen-189	32	3	use	use	VERB
fuen-189	32	4	these	these	DET
fuen-189	32	5	building	building	NOUN
fuen-189	32	6	load	load	NOUN
fuen-189	32	7	predictions	prediction	NOUN
fuen-189	32	8	to	to	PART
fuen-189	32	9	schedule	schedule	VERB
fuen-189	32	10	the	the	DET
fuen-189	32	11	dispatch	dispatch	NOUN
fuen-189	32	12	of	of	ADP
fuen-189	32	13	flexible	flexible	ADJ
fuen-189	32	14	loads	load	NOUN
fuen-189	32	15	,	,	PUNCT
fuen-189	32	16	on	on	ADP
fuen-189	32	17	-	-	PUNCT
fuen-189	32	18	site	site	NOUN
fuen-189	32	19	clean	clean	ADJ
fuen-189	32	20	energy	energy	NOUN
fuen-189	32	21	resources	resource	NOUN
fuen-189	32	22	,	,	PUNCT
fuen-189	32	23	and/or	and/or	CCONJ
fuen-189	32	24	energy	energy	NOUN
fuen-189	32	25	storage	storage	NOUN
fuen-189	32	26	systems	system	NOUN
fuen-189	32	27	to	to	PART
fuen-189	32	28	optimize	optimize	VERB
fuen-189	32	29	a	a	DET
fuen-189	32	30	desired	desire	VERB
fuen-189	32	31	metric	metric	NOUN
fuen-189	32	32	,	,	PUNCT
fuen-189	32	33	such	such	ADJ
fuen-189	32	34	as	as	ADP
fuen-189	32	35	utility	utility	NOUN
fuen-189	32	36	cost	cost	NOUN
fuen-189	32	37	.	.	PUNCT
fuen-189	33	1	forecast	forecast	NOUN
fuen-189	33	2	accuracy	accuracy	NOUN
fuen-189	33	3	is	be	AUX
fuen-189	33	4	a	a	DET
fuen-189	33	5	key	key	ADJ
fuen-189	33	6	driver	driver	NOUN
fuen-189	33	7	of	of	ADP
fuen-189	33	8	modelpredictive	modelpredictive	ADJ
fuen-189	33	9	control	control	NOUN
fuen-189	33	10	algorithm	algorithm	NOUN
fuen-189	33	11	effectiveness	effectiveness	NOUN
fuen-189	33	12	[	[	X
fuen-189	33	13	8	8	NUM
fuen-189	33	14	-	-	SYM
fuen-189	33	15	10	10	NUM
fuen-189	33	16	]	]	PUNCT
fuen-189	33	17	.	.	PUNCT
fuen-189	34	1	prediction	prediction	NOUN
fuen-189	34	2	of	of	ADP
fuen-189	34	3	building	build	VERB
fuen-189	34	4	energy	energy	NOUN
fuen-189	34	5	consumption	consumption	NOUN
fuen-189	34	6	patterns	pattern	NOUN
fuen-189	34	7	is	be	AUX
fuen-189	34	8	also	also	ADV
fuen-189	34	9	important	important	ADJ
fuen-189	34	10	for	for	ADP
fuen-189	34	11	detecting	detect	VERB
fuen-189	34	12	faults	fault	NOUN
fuen-189	34	13	or	or	CCONJ
fuen-189	34	14	operational	operational	ADJ
fuen-189	34	15	anomalies	anomaly	NOUN
fuen-189	34	16	in	in	ADP
fuen-189	34	17	energy	energy	NOUN
fuen-189	34	18	systems	system	NOUN
fuen-189	34	19	.	.	PUNCT
fuen-189	35	1	therefore	therefore	ADV
fuen-189	35	2	,	,	PUNCT
fuen-189	35	3	building	build	VERB
fuen-189	35	4	load	load	NOUN
fuen-189	35	5	forecasting	forecasting	NOUN
fuen-189	35	6	systems	system	NOUN
fuen-189	35	7	are	be	AUX
fuen-189	35	8	an	an	DET
fuen-189	35	9	essential	essential	ADJ
fuen-189	35	10	component	component	NOUN
fuen-189	35	11	of	of	ADP
fuen-189	35	12	smart	smart	ADJ
fuen-189	35	13	buildings	building	NOUN
fuen-189	35	14	.	.	PUNCT
fuen-189	36	1	building	build	VERB
fuen-189	36	2	load	load	NOUN
fuen-189	36	3	forecasting	forecasting	NOUN
fuen-189	36	4	is	be	AUX
fuen-189	36	5	not	not	PART
fuen-189	36	6	a	a	DET
fuen-189	36	7	new	new	ADJ
fuen-189	36	8	research	research	NOUN
fuen-189	36	9	question	question	NOUN
fuen-189	36	10	;	;	PUNCT
fuen-189	36	11	much	much	ADJ
fuen-189	36	12	research	research	NOUN
fuen-189	36	13	work	work	NOUN
fuen-189	36	14	in	in	ADP
fuen-189	36	15	the	the	DET
fuen-189	36	16	literature	literature	NOUN
fuen-189	36	17	has	have	AUX
fuen-189	36	18	addressed	address	VERB
fuen-189	36	19	this	this	DET
fuen-189	36	20	problem	problem	NOUN
fuen-189	36	21	space	space	NOUN
fuen-189	37	1	[	[	X
fuen-189	37	2	11	11	NUM
fuen-189	37	3	-	-	SYM
fuen-189	37	4	13	13	NUM
fuen-189	37	5	]	]	PUNCT
fuen-189	37	6	.	.	PUNCT
fuen-189	38	1	commercial	commercial	ADJ
fuen-189	38	2	load	load	NOUN
fuen-189	38	3	forecasting	forecasting	NOUN
fuen-189	38	4	tools	tool	NOUN
fuen-189	38	5	for	for	ADP
fuen-189	38	6	building	build	VERB
fuen-189	38	7	energy	energy	NOUN
fuen-189	38	8	predictions	prediction	NOUN
fuen-189	38	9	are	be	AUX
fuen-189	38	10	also	also	ADV
fuen-189	38	11	available	available	ADJ
fuen-189	38	12	[	[	X
fuen-189	38	13	14,15	14,15	NUM
fuen-189	38	14	]	]	PUNCT
fuen-189	38	15	.	.	PUNCT
fuen-189	39	1	the	the	DET
fuen-189	39	2	journey	journey	NOUN
fuen-189	39	3	of	of	ADP
fuen-189	39	4	successful	successful	ADJ
fuen-189	39	5	research	research	NOUN
fuen-189	39	6	outcome	outcome	NOUN
fuen-189	39	7	to	to	ADP
fuen-189	39	8	industry	industry	NOUN
fuen-189	39	9	deployment	deployment	NOUN
fuen-189	39	10	,	,	PUNCT
fuen-189	39	11	however	however	ADV
fuen-189	39	12	,	,	PUNCT
fuen-189	39	13	inevitably	inevitably	ADV
fuen-189	39	14	passes	pass	VERB
fuen-189	39	15	through	through	ADP
fuen-189	39	16	the	the	DET
fuen-189	39	17	research	research	NOUN
fuen-189	39	18	-	-	PUNCT
fuen-189	39	19	prototyping	prototype	VERB
fuen-189	39	20	phase	phase	NOUN
fuen-189	39	21	,	,	PUNCT
fuen-189	39	22	and	and	CCONJ
fuen-189	39	23	advanced	advanced	ADJ
fuen-189	39	24	building	building	NOUN
fuen-189	39	25	load	load	NOUN
fuen-189	39	26	forecasting	forecasting	NOUN
fuen-189	39	27	systems	system	NOUN
fuen-189	39	28	are	be	AUX
fuen-189	39	29	no	no	DET
fuen-189	39	30	exception	exception	NOUN
fuen-189	39	31	.	.	PUNCT
fuen-189	40	1	this	this	PRON
fuen-189	40	2	is	be	AUX
fuen-189	40	3	especially	especially	ADV
fuen-189	40	4	relevant	relevant	ADJ
fuen-189	40	5	for	for	ADP
fuen-189	40	6	data	data	NOUN
fuen-189	40	7	-	-	PUNCT
fuen-189	40	8	driven	drive	VERB
fuen-189	40	9	modeling	modeling	NOUN
fuen-189	40	10	projects	project	NOUN
fuen-189	40	11	where	where	SCONJ
fuen-189	40	12	the	the	DET
fuen-189	40	13	type	type	NOUN
fuen-189	40	14	,	,	PUNCT
fuen-189	40	15	quality	quality	NOUN
fuen-189	40	16	,	,	PUNCT
fuen-189	40	17	and	and	CCONJ
fuen-189	40	18	pre	pre	ADJ
fuen-189	40	19	-	-	ADJ
fuen-189	40	20	processing	processing	NOUN
fuen-189	40	21	of	of	ADP
fuen-189	40	22	data	datum	NOUN
fuen-189	40	23	largely	largely	ADV
fuen-189	40	24	dictate	dictate	VERB
fuen-189	40	25	the	the	DET
fuen-189	40	26	performance	performance	NOUN
fuen-189	40	27	of	of	ADP
fuen-189	40	28	the	the	DET
fuen-189	40	29	forecasting	forecasting	NOUN
fuen-189	40	30	system	system	NOUN
fuen-189	40	31	.	.	PUNCT
fuen-189	41	1	the	the	DET
fuen-189	41	2	work	work	NOUN
fuen-189	41	3	presented	present	VERB
fuen-189	41	4	in	in	ADP
fuen-189	41	5	this	this	DET
fuen-189	41	6	article	article	NOUN
fuen-189	41	7	sheds	shed	VERB
fuen-189	41	8	light	light	NOUN
fuen-189	41	9	on	on	ADP
fuen-189	41	10	the	the	DET
fuen-189	41	11	end	end	NOUN
fuen-189	41	12	-	-	PUNCT
fuen-189	41	13	to	to	ADP
fuen-189	41	14	-	-	PUNCT
fuen-189	41	15	end	end	NOUN
fuen-189	41	16	pipeline	pipeline	NOUN
fuen-189	41	17	of	of	ADP
fuen-189	41	18	building	building	NOUN
fuen-189	41	19	load	load	NOUN
fuen-189	41	20	forecasting	forecasting	NOUN
fuen-189	41	21	systemsin	systemsin	VERB
fuen-189	41	22	a	a	DET
fuen-189	41	23	campus	campus	NOUN
fuen-189	41	24	-	-	PUNCT
fuen-189	41	25	wide	wide	ADJ
fuen-189	41	26	prototyping	prototyping	NOUN
fuen-189	41	27	setupusing	setupuse	VERB
fuen-189	41	28	advanced	advanced	ADJ
fuen-189	41	29	data	data	NOUN
fuen-189	41	30	-	-	PUNCT
fuen-189	41	31	driven	drive	VERB
fuen-189	41	32	methods	method	NOUN
fuen-189	41	33	(	(	PUNCT
fuen-189	41	34	recurrent	recurrent	ADJ
fuen-189	41	35	neural	neural	ADJ
fuen-189	41	36	networks	network	NOUN
fuen-189	41	37	)	)	PUNCT
fuen-189	41	38	.	.	PUNCT
fuen-189	42	1	the	the	DET
fuen-189	42	2	following	follow	VERB
fuen-189	42	3	paragraphs	paragraph	NOUN
fuen-189	42	4	delineate	delineate	VERB
fuen-189	42	5	the	the	DET
fuen-189	42	6	types	type	NOUN
fuen-189	42	7	of	of	ADP
fuen-189	42	8	modeling	model	VERB
fuen-189	42	9	algorithms	algorithm	NOUN
fuen-189	42	10	used	use	VERB
fuen-189	42	11	in	in	ADP
fuen-189	42	12	the	the	DET
fuen-189	42	13	literature	literature	NOUN
fuen-189	42	14	for	for	ADP
fuen-189	42	15	the	the	DET
fuen-189	42	16	building	building	NOUN
fuen-189	42	17	energy	energy	NOUN
fuen-189	42	18	forecasting	forecasting	NOUN
fuen-189	42	19	problem	problem	NOUN
fuen-189	42	20	and	and	CCONJ
fuen-189	42	21	specifically	specifically	ADV
fuen-189	42	22	discuss	discuss	VERB
fuen-189	42	23	works	work	NOUN
fuen-189	42	24	that	that	PRON
fuen-189	42	25	have	have	AUX
fuen-189	42	26	utilized	utilize	VERB
fuen-189	42	27	data	data	NOUN
fuen-189	42	28	-	-	PUNCT
fuen-189	42	29	driven	drive	VERB
fuen-189	42	30	modeling	modeling	NOUN
fuen-189	42	31	methods	method	NOUN
fuen-189	42	32	.	.	PUNCT
fuen-189	43	1	as	as	SCONJ
fuen-189	43	2	building	building	NOUN
fuen-189	43	3	systems	system	NOUN
fuen-189	43	4	become	become	VERB
fuen-189	43	5	more	more	ADV
fuen-189	43	6	advanced	advanced	ADJ
fuen-189	43	7	through	through	ADP
fuen-189	43	8	next	next	ADJ
fuen-189	43	9	-	-	PUNCT
fuen-189	43	10	generation	generation	NOUN
fuen-189	43	11	sensors	sensor	NOUN
fuen-189	43	12	,	,	PUNCT
fuen-189	43	13	controls	control	NOUN
fuen-189	43	14	,	,	PUNCT
fuen-189	43	15	connectivity	connectivity	NOUN
fuen-189	43	16	,	,	PUNCT
fuen-189	43	17	and	and	CCONJ
fuen-189	43	18	communications	communication	NOUN
fuen-189	43	19	,	,	PUNCT
fuen-189	43	20	they	they	PRON
fuen-189	43	21	produce	produce	VERB
fuen-189	43	22	a	a	DET
fuen-189	43	23	large	large	ADJ
fuen-189	43	24	volume	volume	NOUN
fuen-189	43	25	of	of	ADP
fuen-189	43	26	empirical	empirical	ADJ
fuen-189	43	27	data	datum	NOUN
fuen-189	43	28	available	available	ADJ
fuen-189	43	29	to	to	ADP
fuen-189	43	30	building	build	VERB
fuen-189	43	31	operators	operator	NOUN
fuen-189	43	32	for	for	ADP
fuen-189	43	33	decision	decision	NOUN
fuen-189	43	34	-	-	PUNCT
fuen-189	43	35	making	making	NOUN
fuen-189	43	36	.	.	PUNCT
fuen-189	44	1	this	this	DET
fuen-189	44	2	data	datum	NOUN
fuen-189	44	3	,	,	PUNCT
fuen-189	44	4	along	along	ADP
fuen-189	44	5	with	with	ADP
fuen-189	44	6	meteorological	meteorological	ADJ
fuen-189	44	7	parameters	parameter	NOUN
fuen-189	44	8	,	,	PUNCT
fuen-189	44	9	can	can	AUX
fuen-189	44	10	be	be	AUX
fuen-189	44	11	harnessed	harness	VERB
fuen-189	44	12	to	to	PART
fuen-189	44	13	predict	predict	VERB
fuen-189	44	14	building	building	NOUN
fuen-189	44	15	and	and	CCONJ
fuen-189	44	16	campus	campus	NOUN
fuen-189	44	17	energy	energy	NOUN
fuen-189	44	18	consumption	consumption	NOUN
fuen-189	44	19	.	.	PUNCT
fuen-189	45	1	there	there	PRON
fuen-189	45	2	are	be	VERB
fuen-189	45	3	two	two	NUM
fuen-189	45	4	main	main	ADJ
fuen-189	45	5	approaches	approach	NOUN
fuen-189	45	6	available	available	ADJ
fuen-189	45	7	for	for	ADP
fuen-189	45	8	this	this	DET
fuen-189	45	9	prediction	prediction	NOUN
fuen-189	45	10	task	task	NOUN
fuen-189	45	11	:	:	PUNCT
fuen-189	45	12	(	(	PUNCT
fuen-189	45	13	i	i	NOUN
fuen-189	45	14	)	)	PUNCT
fuen-189	45	15	physics	physics	NOUN
fuen-189	45	16	-	-	PUNCT
fuen-189	45	17	based	base	VERB
fuen-189	45	18	(	(	PUNCT
fuen-189	45	19	or	or	CCONJ
fuen-189	45	20	“	"	PUNCT
fuen-189	45	21	white	white	PROPN
fuen-189	45	22	box	box	NOUN
fuen-189	45	23	”	"	PUNCT
fuen-189	45	24	)	)	PUNCT
fuen-189	45	25	modeling	modeling	NOUN
fuen-189	45	26	and	and	CCONJ
fuen-189	45	27	(	(	PUNCT
fuen-189	45	28	ii	ii	NOUN
fuen-189	45	29	)	)	PUNCT
fuen-189	45	30	data	data	NOUN
fuen-189	45	31	-	-	PUNCT
fuen-189	45	32	driven	drive	VERB
fuen-189	45	33	(	(	PUNCT
fuen-189	45	34	or	or	CCONJ
fuen-189	45	35	“	"	PUNCT
fuen-189	45	36	black	black	ADJ
fuen-189	45	37	box	box	NOUN
fuen-189	45	38	”	"	PUNCT
fuen-189	45	39	)	)	PUNCT
fuen-189	45	40	modeling	modeling	NOUN
fuen-189	45	41	.	.	PUNCT
fuen-189	46	1	(	(	PUNCT
fuen-189	46	2	physics	physics	NOUN
fuen-189	46	3	-	-	PUNCT
fuen-189	46	4	based	base	VERB
fuen-189	46	5	models	model	NOUN
fuen-189	46	6	are	be	AUX
fuen-189	46	7	termed	term	VERB
fuen-189	46	8	“	"	PUNCT
fuen-189	46	9	white	white	PROPN
fuen-189	46	10	box	box	PROPN
fuen-189	46	11	”	"	PUNCT
fuen-189	46	12	because	because	SCONJ
fuen-189	46	13	the	the	DET
fuen-189	46	14	inner	inner	ADJ
fuen-189	46	15	workings	working	NOUN
fuen-189	46	16	of	of	ADP
fuen-189	46	17	the	the	DET
fuen-189	46	18	model	model	NOUN
fuen-189	46	19	are	be	AUX
fuen-189	46	20	typically	typically	ADV
fuen-189	46	21	open	open	ADJ
fuen-189	46	22	to	to	ADP
fuen-189	46	23	the	the	DET
fuen-189	46	24	modeler	modeler	NOUN
fuen-189	46	25	,	,	PUNCT
fuen-189	46	26	whereas	whereas	SCONJ
fuen-189	46	27	data	data	NOUN
fuen-189	46	28	-	-	PUNCT
fuen-189	46	29	driven	drive	VERB
fuen-189	46	30	models	model	NOUN
fuen-189	46	31	are	be	AUX
fuen-189	46	32	termed	term	VERB
fuen-189	46	33	“	"	PUNCT
fuen-189	46	34	black	black	ADJ
fuen-189	46	35	box	box	NOUN
fuen-189	46	36	”	"	PUNCT
fuen-189	46	37	because	because	SCONJ
fuen-189	46	38	their	their	PRON
fuen-189	46	39	prediction	prediction	NOUN
fuen-189	46	40	logic	logic	NOUN
fuen-189	46	41	is	be	AUX
fuen-189	46	42	often	often	ADV
fuen-189	46	43	opaque	opaque	ADJ
fuen-189	46	44	.	.	PUNCT
fuen-189	46	45	)	)	PUNCT
fuen-189	47	1	a	a	DET
fuen-189	47	2	third	third	ADJ
fuen-189	47	3	category	category	NOUN
fuen-189	47	4	,	,	PUNCT
fuen-189	47	5	“	"	PUNCT
fuen-189	47	6	grey	grey	PROPN
fuen-189	47	7	box	box	NOUN
fuen-189	47	8	”	"	PUNCT
fuen-189	47	9	models	model	NOUN
fuen-189	47	10	[	[	X
fuen-189	47	11	16	16	NUM
fuen-189	47	12	]	]	PUNCT
fuen-189	47	13	,	,	PUNCT
fuen-189	47	14	represents	represent	VERB
fuen-189	47	15	a	a	DET
fuen-189	47	16	combination	combination	NOUN
fuen-189	47	17	of	of	ADP
fuen-189	47	18	the	the	DET
fuen-189	47	19	physics	physics	NOUN
fuen-189	47	20	-	-	PUNCT
fuen-189	47	21	based	base	VERB
fuen-189	47	22	and	and	CCONJ
fuen-189	47	23	data	data	NOUN
fuen-189	47	24	-	-	PUNCT
fuen-189	47	25	driven	drive	VERB
fuen-189	47	26	approaches	approach	NOUN
fuen-189	47	27	.	.	PUNCT
fuen-189	48	1	they	they	PRON
fuen-189	48	2	combine	combine	VERB
fuen-189	48	3	a	a	DET
fuen-189	48	4	partial	partial	ADJ
fuen-189	48	5	theoretical	theoretical	ADJ
fuen-189	48	6	structure	structure	NOUN
fuen-189	48	7	with	with	ADP
fuen-189	48	8	data	datum	NOUN
fuen-189	48	9	,	,	PUNCT
fuen-189	48	10	offering	offer	VERB
fuen-189	48	11	relatively	relatively	ADV
fuen-189	48	12	simpler	simple	ADJ
fuen-189	48	13	model	model	NOUN
fuen-189	48	14	architectures	architecture	NOUN
fuen-189	48	15	.	.	PUNCT
fuen-189	49	1	grey	grey	PROPN
fuen-189	49	2	box	box	PROPN
fuen-189	49	3	models	model	NOUN
fuen-189	49	4	are	be	AUX
fuen-189	49	5	generally	generally	ADV
fuen-189	49	6	trained	train	VERB
fuen-189	49	7	or	or	CCONJ
fuen-189	49	8	fit	fit	ADJ
fuen-189	49	9	like	like	ADP
fuen-189	49	10	data	data	NOUN
fuen-189	49	11	-	-	PUNCT
fuen-189	49	12	driven	drive	VERB
fuen-189	49	13	models	model	NOUN
fuen-189	49	14	.	.	PUNCT
fuen-189	50	1	physics	physics	NOUN
fuen-189	50	2	-	-	PUNCT
fuen-189	50	3	based	base	VERB
fuen-189	50	4	building	building	NOUN
fuen-189	50	5	models	model	NOUN
fuen-189	50	6	such	such	ADJ
fuen-189	50	7	as	as	ADP
fuen-189	50	8	energyplus	energyplus	ADJ
fuen-189	50	9	®	®	NOUN
fuen-189	50	10	[	[	X
fuen-189	50	11	17,18	17,18	X
fuen-189	50	12	]	]	PUNCT
fuen-189	50	13	model	model	NOUN
fuen-189	50	14	the	the	DET
fuen-189	50	15	physical	physical	ADJ
fuen-189	50	16	relationships	relationship	NOUN
fuen-189	50	17	between	between	ADP
fuen-189	50	18	the	the	DET
fuen-189	50	19	building	building	NOUN
fuen-189	50	20	characteristics	characteristic	NOUN
fuen-189	50	21	(	(	PUNCT
fuen-189	50	22	construction	construction	NOUN
fuen-189	50	23	details	detail	NOUN
fuen-189	50	24	,	,	PUNCT
fuen-189	50	25	operation	operation	NOUN
fuen-189	50	26	schedules	schedule	NOUN
fuen-189	50	27	,	,	PUNCT
fuen-189	50	28	shading	shade	VERB
fuen-189	50	29	information	information	NOUN
fuen-189	50	30	)	)	PUNCT
fuen-189	50	31	and	and	CCONJ
fuen-189	50	32	environmental	environmental	ADJ
fuen-189	50	33	parameters	parameter	NOUN
fuen-189	50	34	(	(	PUNCT
fuen-189	50	35	sky	sky	NOUN
fuen-189	50	36	conditions	condition	NOUN
fuen-189	50	37	)	)	PUNCT
fuen-189	50	38	to	to	PART
fuen-189	50	39	calculate	calculate	VERB
fuen-189	50	40	building	build	VERB
fuen-189	50	41	energy	energy	NOUN
fuen-189	50	42	consumption	consumption	NOUN
fuen-189	50	43	[	[	X
fuen-189	50	44	19	19	NUM
fuen-189	50	45	]	]	PUNCT
fuen-189	50	46	.	.	PUNCT
fuen-189	51	1	data	data	NOUN
fuen-189	51	2	-	-	PUNCT
fuen-189	51	3	driven	drive	VERB
fuen-189	51	4	models	model	NOUN
fuen-189	51	5	,	,	PUNCT
fuen-189	51	6	on	on	ADP
fuen-189	51	7	the	the	DET
fuen-189	51	8	other	other	ADJ
fuen-189	51	9	hand	hand	NOUN
fuen-189	51	10	,	,	PUNCT
fuen-189	51	11	make	make	VERB
fuen-189	51	12	predictions	prediction	NOUN
fuen-189	51	13	by	by	ADP
fuen-189	51	14	learning	learn	VERB
fuen-189	51	15	the	the	DET
fuen-189	51	16	pattern	pattern	NOUN
fuen-189	51	17	empirically	empirically	ADV
fuen-189	51	18	from	from	ADP
fuen-189	51	19	historical	historical	ADJ
fuen-189	51	20	data	datum	NOUN
fuen-189	51	21	.	.	PUNCT
fuen-189	52	1	datadriven	datadriven	ADJ
fuen-189	52	2	models	model	NOUN
fuen-189	52	3	have	have	VERB
fuen-189	52	4	two	two	NUM
fuen-189	52	5	major	major	ADJ
fuen-189	52	6	subcategories	subcategorie	NOUN
fuen-189	52	7	:	:	PUNCT
fuen-189	52	8	(	(	PUNCT
fuen-189	52	9	i	i	NOUN
fuen-189	52	10	)	)	PUNCT
fuen-189	52	11	statistical	statistical	ADJ
fuen-189	52	12	models	model	NOUN
fuen-189	52	13	and	and	CCONJ
fuen-189	52	14	(	(	PUNCT
fuen-189	52	15	ii	ii	NOUN
fuen-189	52	16	)	)	PUNCT
fuen-189	52	17	machine	machine	NOUN
fuen-189	52	18	learning	learning	NOUN
fuen-189	52	19	models	model	NOUN
fuen-189	52	20	.	.	PUNCT
fuen-189	53	1	deep	deep	ADJ
fuen-189	53	2	learning	learning	NOUN
fuen-189	53	3	models	model	NOUN
fuen-189	53	4	are	be	AUX
fuen-189	53	5	a	a	DET
fuen-189	53	6	subset	subset	NOUN
fuen-189	53	7	of	of	ADP
fuen-189	53	8	machine	machine	NOUN
fuen-189	53	9	learning	learning	NOUN
fuen-189	53	10	models	model	NOUN
fuen-189	53	11	that	that	PRON
fuen-189	53	12	are	be	AUX
fuen-189	53	13	capable	capable	ADJ
fuen-189	53	14	of	of	ADP
fuen-189	53	15	learning	learn	VERB
fuen-189	53	16	complex	complex	ADJ
fuen-189	53	17	nonlinear	nonlinear	ADJ
fuen-189	53	18	relationships	relationship	NOUN
fuen-189	53	19	between	between	ADP
fuen-189	53	20	the	the	DET
fuen-189	53	21	inputs	input	NOUN
fuen-189	53	22	and	and	CCONJ
fuen-189	53	23	the	the	DET
fuen-189	53	24	predicted	predict	VERB
fuen-189	53	25	variable(s	variable(s	NOUN
fuen-189	53	26	)	)	PUNCT
fuen-189	53	27	.	.	PUNCT
fuen-189	54	1	recurrent	recurrent	ADJ
fuen-189	54	2	neural	neural	ADJ
fuen-189	54	3	networks	network	NOUN
fuen-189	54	4	(	(	PUNCT
fuen-189	54	5	rnns	rnns	PROPN
fuen-189	54	6	)	)	PUNCT
fuen-189	54	7	are	be	AUX
fuen-189	54	8	an	an	DET
fuen-189	54	9	advanced	advanced	ADJ
fuen-189	54	10	variant	variant	NOUN
fuen-189	54	11	of	of	ADP
fuen-189	54	12	deep	deep	ADJ
fuen-189	54	13	neural	neural	ADJ
fuen-189	54	14	networks	network	NOUN
fuen-189	54	15	that	that	PRON
fuen-189	54	16	are	be	AUX
fuen-189	54	17	capable	capable	ADJ
fuen-189	54	18	of	of	ADP
fuen-189	54	19	incorporating	incorporate	VERB
fuen-189	54	20	temporal	temporal	ADJ
fuen-189	54	21	dependencies	dependency	NOUN
fuen-189	54	22	between	between	ADP
fuen-189	54	23	the	the	DET
fuen-189	54	24	input	input	NOUN
fuen-189	54	25	and	and	CCONJ
fuen-189	54	26	output	output	NOUN
fuen-189	54	27	variables	variable	NOUN
fuen-189	54	28	.	.	PUNCT
fuen-189	55	1	long	long	ADJ
fuen-189	55	2	short	short	ADJ
fuen-189	55	3	-	-	PUNCT
fuen-189	55	4	term	term	NOUN
fuen-189	55	5	memory	memory	NOUN
fuen-189	55	6	networks	network	NOUN
fuen-189	55	7	(	(	PUNCT
fuen-189	55	8	lstm	lstm	NOUN
fuen-189	55	9	)	)	PUNCT
fuen-189	55	10	are	be	AUX
fuen-189	55	11	a	a	DET
fuen-189	55	12	variant	variant	NOUN
fuen-189	55	13	of	of	ADP
fuen-189	55	14	rnns	rnn	NOUN
fuen-189	55	15	that	that	PRON
fuen-189	55	16	are	be	AUX
fuen-189	55	17	effective	effective	ADJ
fuen-189	55	18	at	at	ADP
fuen-189	55	19	capturing	capture	VERB
fuen-189	55	20	longer	long	ADJ
fuen-189	55	21	-	-	PUNCT
fuen-189	55	22	term	term	NOUN
fuen-189	55	23	temporal	temporal	ADJ
fuen-189	55	24	dependencies	dependency	NOUN
fuen-189	55	25	in	in	ADP
fuen-189	55	26	the	the	DET
fuen-189	55	27	data	data	NOUN
fuen-189	55	28	sets	set	NOUN
fuen-189	55	29	.	.	PUNCT
fuen-189	56	1	there	there	PRON
fuen-189	56	2	are	be	VERB
fuen-189	56	3	numerous	numerous	ADJ
fuen-189	56	4	advanced	advanced	ADJ
fuen-189	56	5	applications	application	NOUN
fuen-189	56	6	of	of	ADP
fuen-189	56	7	predictive	predictive	ADJ
fuen-189	56	8	analytics	analytic	NOUN
fuen-189	56	9	in	in	ADP
fuen-189	56	10	the	the	DET
fuen-189	56	11	renewable	renewable	ADJ
fuen-189	56	12	energy	energy	NOUN
fuen-189	56	13	field	field	NOUN
fuen-189	57	1	[	[	X
fuen-189	57	2	20]spanning	20]spanning	NUM
fuen-189	57	3	the	the	DET
fuen-189	57	4	energy	energy	NOUN
fuen-189	57	5	system	system	NOUN
fuen-189	57	6	from	from	ADP
fuen-189	57	7	generation	generation	NOUN
fuen-189	57	8	(	(	PUNCT
fuen-189	57	9	solar	solar	ADJ
fuen-189	57	10	and	and	CCONJ
fuen-189	57	11	wind	wind	NOUN
fuen-189	57	12	forecasting	forecasting	NOUN
fuen-189	57	13	)	)	PUNCT
fuen-189	57	14	to	to	ADP
fuen-189	57	15	consumption	consumption	NOUN
fuen-189	57	16	(	(	PUNCT
fuen-189	57	17	smart	smart	ADJ
fuen-189	57	18	buildings	building	NOUN
fuen-189	57	19	energy	energy	NOUN
fuen-189	57	20	forecasting	forecasting	NOUN
fuen-189	57	21	to	to	PART
fuen-189	57	22	fault	fault	VERB
fuen-189	57	23	predictions	prediction	NOUN
fuen-189	57	24	)	)	PUNCT
fuen-189	57	25	.	.	PUNCT
fuen-189	58	1	because	because	SCONJ
fuen-189	58	2	the	the	DET
fuen-189	58	3	focus	focus	NOUN
fuen-189	58	4	of	of	ADP
fuen-189	58	5	this	this	DET
fuen-189	58	6	article	article	NOUN
fuen-189	58	7	is	be	AUX
fuen-189	58	8	smart	smart	ADJ
fuen-189	58	9	buildings	building	NOUN
fuen-189	58	10	’	'	PUNCT
fuen-189	58	11	predictive	predictive	ADJ
fuen-189	58	12	analytics	analytic	NOUN
fuen-189	58	13	application	application	NOUN
fuen-189	58	14	,	,	PUNCT
fuen-189	58	15	herein	herein	NOUN
fuen-189	58	16	,	,	PUNCT
fuen-189	58	17	we	we	PRON
fuen-189	58	18	discuss	discuss	VERB
fuen-189	58	19	literary	literary	ADJ
fuen-189	58	20	works	work	NOUN
fuen-189	58	21	focused	focus	VERB
fuen-189	58	22	on	on	ADP
fuen-189	58	23	data	data	NOUN
fuen-189	58	24	-	-	PUNCT
fuen-189	58	25	driven	drive	VERB
fuen-189	58	26	building	building	NOUN
fuen-189	58	27	load	load	NOUN
fuen-189	58	28	forecasting	forecasting	NOUN
fuen-189	58	29	.	.	PUNCT
fuen-189	59	1	recent	recent	ADJ
fuen-189	59	2	research	research	NOUN
fuen-189	59	3	has	have	AUX
fuen-189	59	4	established	establish	VERB
fuen-189	59	5	the	the	DET
fuen-189	59	6	utility	utility	NOUN
fuen-189	59	7	of	of	ADP
fuen-189	59	8	neural	neural	ADJ
fuen-189	59	9	networks	network	NOUN
fuen-189	59	10	for	for	ADP
fuen-189	59	11	forecasting	forecast	VERB
fuen-189	59	12	the	the	DET
fuen-189	59	13	energy	energy	NOUN
fuen-189	59	14	consumption	consumption	NOUN
fuen-189	59	15	of	of	ADP
fuen-189	59	16	both	both	DET
fuen-189	59	17	individual	individual	ADJ
fuen-189	59	18	buildings	building	NOUN
fuen-189	59	19	and	and	CCONJ
fuen-189	59	20	groups	group	NOUN
fuen-189	59	21	of	of	ADP
fuen-189	59	22	buildings	building	NOUN
fuen-189	59	23	.	.	PUNCT
fuen-189	60	1	for	for	ADP
fuen-189	60	2	example	example	NOUN
fuen-189	60	3	,	,	PUNCT
fuen-189	60	4	a	a	DET
fuen-189	60	5	machine	machine	NOUN
fuen-189	60	6	-	-	PUNCT
fuen-189	60	7	learning	learning	NOUN
fuen-189	60	8	-	-	PUNCT
fuen-189	60	9	based	base	VERB
fuen-189	60	10	forecasting	forecasting	NOUN
fuen-189	60	11	model	model	NOUN
fuen-189	60	12	is	be	AUX
fuen-189	60	13	presented	present	VERB
fuen-189	60	14	in	in	ADP
fuen-189	60	15	[	[	X
fuen-189	60	16	21	21	NUM
fuen-189	60	17	]	]	PUNCT
fuen-189	60	18	,	,	PUNCT
fuen-189	60	19	whereas	whereas	SCONJ
fuen-189	60	20	[	[	X
fuen-189	60	21	22	22	NUM
fuen-189	60	22	]	]	PUNCT
fuen-189	60	23	covers	cover	VERB
fuen-189	60	24	a	a	DET
fuen-189	60	25	review	review	NOUN
fuen-189	60	26	of	of	ADP
fuen-189	60	27	the	the	DET
fuen-189	60	28	intelligent	intelligent	ADJ
fuen-189	60	29	system	system	NOUN
fuen-189	60	30	for	for	ADP
fuen-189	60	31	power	power	NOUN
fuen-189	60	32	load	load	NOUN
fuen-189	60	33	forecasting	forecasting	NOUN
fuen-189	60	34	.	.	PUNCT
fuen-189	61	1	a	a	DET
fuen-189	61	2	polish	polish	ADJ
fuen-189	61	3	power	power	NOUN
fuen-189	61	4	system	system	NOUN
fuen-189	61	5	study	study	NOUN
fuen-189	61	6	with	with	ADP
fuen-189	61	7	a	a	DET
fuen-189	61	8	deep	deep	ADJ
fuen-189	61	9	learning	learning	NOUN
fuen-189	61	10	approach	approach	NOUN
fuen-189	61	11	is	be	AUX
fuen-189	61	12	presented	present	VERB
fuen-189	61	13	in	in	ADP
fuen-189	61	14	[	[	X
fuen-189	61	15	23	23	NUM
fuen-189	61	16	]	]	PUNCT
fuen-189	61	17	,	,	PUNCT
fuen-189	61	18	and	and	CCONJ
fuen-189	61	19	[	[	X
fuen-189	61	20	24	24	NUM
fuen-189	61	21	]	]	PUNCT
fuen-189	61	22	takes	take	VERB
fuen-189	61	23	a	a	DET
fuen-189	61	24	deeper	deep	ADJ
fuen-189	61	25	look	look	NOUN
fuen-189	61	26	at	at	ADP
fuen-189	61	27	a	a	DET
fuen-189	61	28	hybrid	hybrid	ADJ
fuen-189	61	29	system	system	NOUN
fuen-189	61	30	based	base	VERB
fuen-189	61	31	on	on	ADP
fuen-189	61	32	lstm	lstm	NOUN
fuen-189	61	33	for	for	ADP
fuen-189	61	34	short	short	ADJ
fuen-189	61	35	-	-	PUNCT
fuen-189	61	36	term	term	NOUN
fuen-189	61	37	power	power	NOUN
fuen-189	61	38	load	load	NOUN
fuen-189	61	39	forecasting	forecasting	NOUN
fuen-189	61	40	;	;	PUNCT
fuen-189	61	41	similarly	similarly	ADV
fuen-189	61	42	,	,	PUNCT
fuen-189	61	43	reference	reference	NOUN
fuen-189	61	44	[	[	X
fuen-189	61	45	25	25	NUM
fuen-189	61	46	]	]	PUNCT
fuen-189	61	47	presents	present	VERB
fuen-189	61	48	an	an	DET
fuen-189	61	49	rnn	rnn	NOUN
fuen-189	61	50	-	-	PUNCT
fuen-189	61	51	based	base	VERB
fuen-189	61	52	robust	robust	ADJ
fuen-189	61	53	short	short	ADJ
fuen-189	61	54	-	-	PUNCT
fuen-189	61	55	term	term	NOUN
fuen-189	61	56	load	load	NOUN
fuen-189	61	57	forecasting	forecasting	NOUN
fuen-189	61	58	framework	framework	NOUN
fuen-189	61	59	.	.	PUNCT
fuen-189	62	1	an	an	DET
fuen-189	62	2	online	online	ADJ
fuen-189	62	3	adaptive	adaptive	ADJ
fuen-189	62	4	rnn	rnn	NOUN
fuen-189	62	5	-	-	PUNCT
fuen-189	62	6	based	base	VERB
fuen-189	62	7	load	load	NOUN
fuen-189	62	8	forecasting	forecasting	NOUN
fuen-189	62	9	algorithm	algorithm	NOUN
fuen-189	62	10	with	with	ADP
fuen-189	62	11	smart	smart	ADJ
fuen-189	62	12	meter	meter	NOUN
fuen-189	62	13	data	datum	NOUN
fuen-189	62	14	is	be	AUX
fuen-189	62	15	presented	present	VERB
fuen-189	62	16	in	in	ADP
fuen-189	62	17	[	[	X
fuen-189	62	18	26	26	NUM
fuen-189	62	19	]	]	PUNCT
fuen-189	62	20	.	.	PUNCT
fuen-189	63	1	short	short	ADJ
fuen-189	63	2	-	-	PUNCT
fuen-189	63	3	term	term	NOUN
fuen-189	63	4	load	load	NOUN
fuen-189	63	5	forecasting	forecasting	NOUN
fuen-189	63	6	for	for	ADP
fuen-189	63	7	urban	urban	ADJ
fuen-189	63	8	loads	load	NOUN
fuen-189	63	9	using	use	VERB
fuen-189	63	10	an	an	DET
fuen-189	63	11	artificial	artificial	ADJ
fuen-189	63	12	neural	neural	ADJ
fuen-189	63	13	network	network	NOUN
fuen-189	63	14	is	be	AUX
fuen-189	63	15	tackled	tackle	VERB
fuen-189	63	16	in	in	ADP
fuen-189	63	17	reference	reference	NOUN
fuen-189	63	18	[	[	X
fuen-189	63	19	27	27	NUM
fuen-189	63	20	]	]	PUNCT
fuen-189	63	21	.	.	PUNCT
fuen-189	64	1	an	an	DET
fuen-189	64	2	lstm	lstm	NOUN
fuen-189	64	3	-	-	PUNCT
fuen-189	64	4	based	base	VERB
fuen-189	64	5	method	method	NOUN
fuen-189	64	6	is	be	AUX
fuen-189	64	7	improved	improve	VERB
fuen-189	64	8	for	for	ADP
fuen-189	64	9	short	short	ADJ
fuen-189	64	10	-	-	PUNCT
fuen-189	64	11	term	term	NOUN
fuen-189	64	12	load	load	NOUN
fuen-189	64	13	forecasting	forecasting	NOUN
fuen-189	64	14	[	[	X
fuen-189	64	15	28	28	NUM
fuen-189	64	16	]	]	PUNCT
fuen-189	64	17	.	.	PUNCT
fuen-189	65	1	on	on	ADP
fuen-189	65	2	the	the	DET
fuen-189	65	3	research	research	NOUN
fuen-189	65	4	end	end	NOUN
fuen-189	65	5	of	of	ADP
fuen-189	65	6	the	the	DET
fuen-189	65	7	building	building	NOUN
fuen-189	65	8	load	load	NOUN
fuen-189	65	9	forecasting	forecasting	NOUN
fuen-189	65	10	spectrum	spectrum	NOUN
fuen-189	65	11	,	,	PUNCT
fuen-189	65	12	the	the	DET
fuen-189	65	13	existing	exist	VERB
fuen-189	65	14	literature	literature	NOUN
fuen-189	65	15	has	have	AUX
fuen-189	65	16	extensively	extensively	ADV
fuen-189	65	17	focused	focus	VERB
fuen-189	65	18	on	on	ADP
fuen-189	65	19	assessing	assess	VERB
fuen-189	65	20	the	the	DET
fuen-189	65	21	effectiveness	effectiveness	NOUN
fuen-189	65	22	of	of	ADP
fuen-189	65	23	machine	machine	NOUN
fuen-189	65	24	learning	learning	NOUN
fuen-189	65	25	(	(	PUNCT
fuen-189	65	26	specifically	specifically	ADV
fuen-189	65	27	deep	deep	ADJ
fuen-189	65	28	learning	learning	NOUN
fuen-189	65	29	)	)	PUNCT
fuen-189	65	30	models	model	NOUN
fuen-189	65	31	for	for	ADP
fuen-189	65	32	the	the	DET
fuen-189	65	33	building	building	NOUN
fuen-189	65	34	load	load	NOUN
fuen-189	65	35	prediction	prediction	NOUN
fuen-189	65	36	problem	problem	NOUN
fuen-189	65	37	.	.	PUNCT
fuen-189	66	1	the	the	DET
fuen-189	66	2	commercial	commercial	ADJ
fuen-189	66	3	end	end	NOUN
fuen-189	66	4	of	of	ADP
fuen-189	66	5	building	building	NOUN
fuen-189	66	6	load	load	NOUN
fuen-189	66	7	forecasting	forecasting	NOUN
fuen-189	66	8	spectrum	spectrum	NOUN
fuen-189	66	9	,	,	PUNCT
fuen-189	66	10	on	on	ADP
fuen-189	66	11	the	the	DET
fuen-189	66	12	other	other	ADJ
fuen-189	66	13	hand	hand	NOUN
fuen-189	66	14	,	,	PUNCT
fuen-189	66	15	focuses	focus	VERB
fuen-189	66	16	on	on	ADP
fuen-189	66	17	using	use	VERB
fuen-189	66	18	proven	prove	VERB
fuen-189	66	19	and	and	CCONJ
fuen-189	66	20	tested	test	VERB
fuen-189	66	21	traditional	traditional	ADJ
fuen-189	66	22	methods	method	NOUN
fuen-189	66	23	in	in	ADP
fuen-189	66	24	prepackaged	prepackaged	ADJ
fuen-189	66	25	software	software	NOUN
fuen-189	66	26	products	product	NOUN
fuen-189	66	27	.	.	PUNCT
fuen-189	67	1	both	both	CCONJ
fuen-189	67	2	these	these	DET
fuen-189	67	3	extreme	extreme	ADJ
fuen-189	67	4	ends	end	NOUN
fuen-189	67	5	of	of	ADP
fuen-189	67	6	the	the	DET
fuen-189	67	7	building	building	NOUN
fuen-189	67	8	load	load	NOUN
fuen-189	67	9	forecasting	forecasting	NOUN
fuen-189	67	10	problem	problem	NOUN
fuen-189	67	11	space	space	NOUN
fuen-189	67	12	do	do	AUX
fuen-189	67	13	not	not	PART
fuen-189	67	14	address	address	VERB
fuen-189	67	15	the	the	DET
fuen-189	67	16	“	"	PUNCT
fuen-189	67	17	research	research	NOUN
fuen-189	67	18	prototyping	prototyping	NOUN
fuen-189	67	19	”	"	PUNCT
fuen-189	67	20	step	step	NOUN
fuen-189	67	21	for	for	ADP
fuen-189	67	22	incrementally	incrementally	ADV
fuen-189	67	23	adopting	adopt	VERB
fuen-189	67	24	cutting	cutting	NOUN
fuen-189	67	25	-	-	PUNCT
fuen-189	67	26	edge	edge	NOUN
fuen-189	67	27	prediction	prediction	NOUN
fuen-189	67	28	methodologies	methodology	NOUN
fuen-189	67	29	.	.	PUNCT
fuen-189	68	1	that	that	PRON
fuen-189	68	2	is	be	AUX
fuen-189	68	3	to	to	PART
fuen-189	68	4	say	say	VERB
fuen-189	68	5	,	,	PUNCT
fuen-189	68	6	none	none	NOUN
fuen-189	68	7	of	of	ADP
fuen-189	68	8	these	these	DET
fuen-189	68	9	works	work	NOUN
fuen-189	68	10	have	have	AUX
fuen-189	68	11	covered	cover	VERB
fuen-189	68	12	a	a	DET
fuen-189	68	13	holistic	holistic	ADJ
fuen-189	68	14	picture	picture	NOUN
fuen-189	68	15	of	of	ADP
fuen-189	68	16	the	the	DET
fuen-189	68	17	deep	deep	ADJ
fuen-189	68	18	-	-	PUNCT
fuen-189	68	19	learning	learning	NOUN
fuen-189	68	20	-	-	PUNCT
fuen-189	68	21	based	base	VERB
fuen-189	68	22	prediction	prediction	NOUN
fuen-189	68	23	system	system	NOUN
fuen-189	68	24	deployment	deployment	NOUN
fuen-189	68	25	process	process	NOUN
fuen-189	68	26	—	—	PUNCT
fuen-189	68	27	in	in	ADP
fuen-189	68	28	a	a	DET
fuen-189	68	29	research	research	NOUN
fuen-189	68	30	setup	setup	NOUN
fuen-189	68	31	—	—	PUNCT
fuen-189	68	32	which	which	PRON
fuen-189	68	33	starts	start	VERB
fuen-189	68	34	with	with	ADP
fuen-189	68	35	the	the	DET
fuen-189	68	36	data	data	NOUN
fuen-189	68	37	collection	collection	NOUN
fuen-189	68	38	and	and	CCONJ
fuen-189	68	39	curation	curation	NOUN
fuen-189	68	40	process	process	NOUN
fuen-189	68	41	and	and	CCONJ
fuen-189	68	42	continues	continue	VERB
fuen-189	68	43	to	to	PART
fuen-189	68	44	critically	critically	ADV
fuen-189	68	45	assess	assess	VERB
fuen-189	68	46	the	the	DET
fuen-189	68	47	challenges	challenge	NOUN
fuen-189	68	48	and	and	CCONJ
fuen-189	68	49	opportunities	opportunity	NOUN
fuen-189	68	50	with	with	ADP
fuen-189	68	51	its	its	PRON
fuen-189	68	52	end	end	NOUN
fuen-189	68	53	-	-	PUNCT
fuen-189	68	54	to	to	ADP
fuen-189	68	55	-	-	PUNCT
fuen-189	68	56	end	end	NOUN
fuen-189	68	57	deployment	deployment	NOUN
fuen-189	68	58	and	and	CCONJ
fuen-189	68	59	continued	continued	ADJ
fuen-189	68	60	use	use	NOUN
fuen-189	68	61	.	.	PUNCT
fuen-189	69	1	the	the	DET
fuen-189	69	2	work	work	NOUN
fuen-189	69	3	presented	present	VERB
fuen-189	69	4	in	in	ADP
fuen-189	69	5	this	this	DET
fuen-189	69	6	paper	paper	NOUN
fuen-189	69	7	contributes	contribute	VERB
fuen-189	69	8	a	a	DET
fuen-189	69	9	perspective	perspective	NOUN
fuen-189	69	10	on	on	ADP
fuen-189	69	11	how	how	SCONJ
fuen-189	69	12	to	to	PART
fuen-189	69	13	move	move	VERB
fuen-189	69	14	data	data	NOUN
fuen-189	69	15	-	-	PUNCT
fuen-189	69	16	driven	drive	VERB
fuen-189	69	17	algorithms	algorithm	NOUN
fuen-189	69	18	from	from	ADP
fuen-189	69	19	research	research	NOUN
fuen-189	69	20	to	to	ADP
fuen-189	69	21	practical	practical	ADJ
fuen-189	69	22	deployment	deployment	NOUN
fuen-189	69	23	by	by	ADP
fuen-189	69	24	presenting	present	VERB
fuen-189	69	25	a	a	DET
fuen-189	69	26	case	case	NOUN
fuen-189	69	27	study	study	NOUN
fuen-189	69	28	s.	s.	PROPN
fuen-189	69	29	mishra	mishra	PROPN
fuen-189	69	30	et	et	PROPN
fuen-189	69	31	al	al	PROPN
fuen-189	69	32	.	.	PROPN
fuen-189	69	33	/future	/future	PROPN
fuen-189	69	34	energy	energy	PROPN
fuen-189	70	1	november	november	PROPN
fuen-189	70	2	2024|	2024|	NUM
fuen-189	70	3	volume	volume	NOUN
fuen-189	70	4	03	03	NUM
fuen-189	71	1	|	|	ADV
fuen-189	71	2	issue	issue	VERB
fuen-189	71	3	04|	04|	ADP
fuen-189	71	4	pages	page	NOUN
fuen-189	71	5	47	47	NUM
fuen-189	71	6	-	-	SYM
fuen-189	71	7	55	55	NUM
fuen-189	71	8	49	49	NUM
fuen-189	71	9	of	of	ADP
fuen-189	71	10	designing	designing	NOUN
fuen-189	71	11	,	,	PUNCT
fuen-189	71	12	building	building	NOUN
fuen-189	71	13	,	,	PUNCT
fuen-189	71	14	and	and	CCONJ
fuen-189	71	15	deploying	deploy	VERB
fuen-189	71	16	a	a	DET
fuen-189	71	17	research	research	NOUN
fuen-189	71	18	prototype	prototype	NOUN
fuen-189	71	19	of	of	ADP
fuen-189	71	20	a	a	DET
fuen-189	71	21	deep	deep	ADJ
fuen-189	71	22	-	-	PUNCT
fuen-189	71	23	learning	learning	NOUN
fuen-189	71	24	-	-	PUNCT
fuen-189	71	25	based	base	VERB
fuen-189	71	26	building	building	NOUN
fuen-189	71	27	load	load	NOUN
fuen-189	71	28	forecasting	forecasting	NOUN
fuen-189	71	29	system	system	NOUN
fuen-189	71	30	.	.	PUNCT
fuen-189	72	1	the	the	DET
fuen-189	72	2	current	current	ADJ
fuen-189	72	3	section	section	NOUN
fuen-189	72	4	lays	lay	VERB
fuen-189	72	5	out	out	ADP
fuen-189	72	6	the	the	DET
fuen-189	72	7	introduction	introduction	NOUN
fuen-189	72	8	and	and	CCONJ
fuen-189	72	9	background	background	NOUN
fuen-189	72	10	behind	behind	ADP
fuen-189	72	11	the	the	DET
fuen-189	72	12	presented	present	VERB
fuen-189	72	13	work	work	NOUN
fuen-189	72	14	,	,	PUNCT
fuen-189	72	15	and	and	CCONJ
fuen-189	72	16	the	the	DET
fuen-189	72	17	rest	rest	NOUN
fuen-189	72	18	of	of	ADP
fuen-189	72	19	the	the	DET
fuen-189	72	20	paper	paper	NOUN
fuen-189	72	21	is	be	AUX
fuen-189	72	22	organized	organize	VERB
fuen-189	72	23	as	as	SCONJ
fuen-189	72	24	follows	follow	VERB
fuen-189	72	25	:	:	PUNCT
fuen-189	72	26	section	section	PROPN
fuen-189	72	27	ii	ii	PROPN
fuen-189	72	28	provides	provide	VERB
fuen-189	72	29	a	a	DET
fuen-189	72	30	brief	brief	ADJ
fuen-189	72	31	introduction	introduction	NOUN
fuen-189	72	32	of	of	ADP
fuen-189	72	33	the	the	DET
fuen-189	72	34	real	real	ADJ
fuen-189	72	35	-	-	PUNCT
fuen-189	72	36	time	time	NOUN
fuen-189	72	37	testbed	testbe	VERB
fuen-189	72	38	(	(	PUNCT
fuen-189	72	39	intelligent	intelligent	ADJ
fuen-189	72	40	campus	campus	NOUN
fuen-189	72	41	)	)	PUNCT
fuen-189	72	42	utilized	utilize	VERB
fuen-189	72	43	for	for	ADP
fuen-189	72	44	deploying	deploy	VERB
fuen-189	72	45	the	the	DET
fuen-189	72	46	deep	deep	ADJ
fuen-189	72	47	learning	learning	NOUN
fuen-189	72	48	models	model	NOUN
fuen-189	72	49	.	.	PUNCT
fuen-189	73	1	section	section	NOUN
fuen-189	73	2	iii	iii	PROPN
fuen-189	73	3	discusses	discuss	VERB
fuen-189	73	4	the	the	DET
fuen-189	73	5	algorithm	algorithm	NOUN
fuen-189	73	6	employed	employ	VERB
fuen-189	73	7	in	in	ADP
fuen-189	73	8	modeling	modeling	NOUN
fuen-189	73	9	,	,	PUNCT
fuen-189	73	10	methodology	methodology	NOUN
fuen-189	73	11	,	,	PUNCT
fuen-189	73	12	and	and	CCONJ
fuen-189	73	13	benchmarking	benchmarking	NOUN
fuen-189	73	14	.	.	PUNCT
fuen-189	74	1	section	section	NOUN
fuen-189	74	2	iv	iv	NUM
fuen-189	74	3	presents	present	VERB
fuen-189	74	4	the	the	DET
fuen-189	74	5	challenges	challenge	NOUN
fuen-189	74	6	faced	face	VERB
fuen-189	74	7	,	,	PUNCT
fuen-189	74	8	lessons	lesson	NOUN
fuen-189	74	9	learned	learn	VERB
fuen-189	74	10	,	,	PUNCT
fuen-189	74	11	and	and	CCONJ
fuen-189	74	12	opportunities	opportunity	NOUN
fuen-189	74	13	that	that	PRON
fuen-189	74	14	a	a	DET
fuen-189	74	15	fully	fully	ADV
fuen-189	74	16	functional	functional	ADJ
fuen-189	74	17	and	and	CCONJ
fuen-189	74	18	deployed	deploy	VERB
fuen-189	74	19	load	load	NOUN
fuen-189	74	20	forecasting	forecasting	NOUN
fuen-189	74	21	system	system	NOUN
fuen-189	74	22	presents	present	VERB
fuen-189	74	23	for	for	ADP
fuen-189	74	24	modern	modern	ADJ
fuen-189	74	25	buildings	building	NOUN
fuen-189	74	26	.	.	PUNCT
fuen-189	75	1	section	section	NOUN
fuen-189	75	2	v	v	PROPN
fuen-189	75	3	concludes	conclude	VERB
fuen-189	75	4	the	the	DET
fuen-189	75	5	paper	paper	NOUN
fuen-189	75	6	with	with	ADP
fuen-189	75	7	a	a	DET
fuen-189	75	8	discussion	discussion	NOUN
fuen-189	75	9	of	of	ADP
fuen-189	75	10	outlook	outlook	NOUN
fuen-189	75	11	.	.	PUNCT
fuen-189	76	1	this	this	DET
fuen-189	76	2	paper	paper	NOUN
fuen-189	76	3	is	be	AUX
fuen-189	76	4	an	an	DET
fuen-189	76	5	extended	extended	ADJ
fuen-189	76	6	version	version	NOUN
fuen-189	76	7	of	of	ADP
fuen-189	76	8	our	our	PRON
fuen-189	76	9	preprint	preprint	NOUN
fuen-189	76	10	[	[	X
fuen-189	76	11	29	29	NUM
fuen-189	76	12	]	]	PUNCT
fuen-189	76	13	.	.	PUNCT
fuen-189	77	1	2	2	X
fuen-189	77	2	.	.	X
fuen-189	77	3	intelligent	intelligent	ADJ
fuen-189	77	4	campus	campus	NOUN
fuen-189	77	5	the	the	DET
fuen-189	77	6	intelligent	intelligent	ADJ
fuen-189	77	7	campus	campus	NOUN
fuen-189	77	8	platform	platform	NOUN
fuen-189	77	9	at	at	ADP
fuen-189	77	10	the	the	DET
fuen-189	77	11	national	national	ADJ
fuen-189	77	12	renewable	renewable	ADJ
fuen-189	77	13	energy	energy	NOUN
fuen-189	77	14	laboratory	laboratory	NOUN
fuen-189	77	15	(	(	PUNCT
fuen-189	77	16	nrel	nrel	NOUN
fuen-189	77	17	)	)	PUNCT
fuen-189	77	18	was	be	AUX
fuen-189	77	19	established	establish	VERB
fuen-189	77	20	to	to	PART
fuen-189	77	21	collect	collect	VERB
fuen-189	77	22	historical	historical	ADJ
fuen-189	77	23	and	and	CCONJ
fuen-189	77	24	real	real	ADJ
fuen-189	77	25	-	-	PUNCT
fuen-189	77	26	time	time	NOUN
fuen-189	77	27	building	building	NOUN
fuen-189	77	28	performance	performance	NOUN
fuen-189	77	29	data	datum	NOUN
fuen-189	77	30	to	to	PART
fuen-189	77	31	support	support	VERB
fuen-189	77	32	analytics	analytic	NOUN
fuen-189	77	33	that	that	PRON
fuen-189	77	34	enhance	enhance	VERB
fuen-189	77	35	operational	operational	ADJ
fuen-189	77	36	awareness	awareness	NOUN
fuen-189	77	37	and	and	CCONJ
fuen-189	77	38	decision	decision	NOUN
fuen-189	77	39	-	-	PUNCT
fuen-189	77	40	making	making	NOUN
fuen-189	77	41	with	with	ADP
fuen-189	77	42	respect	respect	NOUN
fuen-189	77	43	to	to	ADP
fuen-189	77	44	energy	energy	NOUN
fuen-189	77	45	use	use	NOUN
fuen-189	77	46	.	.	PUNCT
fuen-189	78	1	the	the	DET
fuen-189	78	2	platform	platform	NOUN
fuen-189	78	3	was	be	AUX
fuen-189	78	4	developed	develop	VERB
fuen-189	78	5	using	use	VERB
fuen-189	78	6	open	open	ADJ
fuen-189	78	7	standards	standard	NOUN
fuen-189	78	8	and	and	CCONJ
fuen-189	78	9	protocols	protocol	NOUN
fuen-189	78	10	(	(	PUNCT
fuen-189	78	11	figure	figure	NOUN
fuen-189	78	12	1	1	NUM
fuen-189	78	13	)	)	PUNCT
fuen-189	78	14	with	with	ADP
fuen-189	78	15	the	the	DET
fuen-189	78	16	intent	intent	NOUN
fuen-189	78	17	to	to	PART
fuen-189	78	18	provide	provide	VERB
fuen-189	78	19	an	an	DET
fuen-189	78	20	architecture	architecture	NOUN
fuen-189	78	21	that	that	PRON
fuen-189	78	22	is	be	AUX
fuen-189	78	23	readily	readily	ADV
fuen-189	78	24	transferable	transferable	ADJ
fuen-189	78	25	to	to	ADP
fuen-189	78	26	other	other	ADJ
fuen-189	78	27	campuses	campus	NOUN
fuen-189	78	28	[	[	X
fuen-189	78	29	30	30	NUM
fuen-189	78	30	]	]	PUNCT
fuen-189	78	31	.	.	PUNCT
fuen-189	79	1	since	since	SCONJ
fuen-189	79	2	its	its	PRON
fuen-189	79	3	inception	inception	NOUN
fuen-189	79	4	,	,	PUNCT
fuen-189	79	5	the	the	DET
fuen-189	79	6	intelligent	intelligent	ADJ
fuen-189	79	7	campus	campus	NOUN
fuen-189	79	8	platform	platform	NOUN
fuen-189	79	9	has	have	AUX
fuen-189	79	10	evolved	evolve	VERB
fuen-189	79	11	into	into	ADP
fuen-189	79	12	a	a	DET
fuen-189	79	13	program	program	NOUN
fuen-189	79	14	providing	provide	VERB
fuen-189	79	15	an	an	DET
fuen-189	79	16	ecosystem	ecosystem	NOUN
fuen-189	79	17	for	for	ADP
fuen-189	79	18	the	the	DET
fuen-189	79	19	use	use	NOUN
fuen-189	79	20	of	of	ADP
fuen-189	79	21	the	the	DET
fuen-189	79	22	nrel	nrel	NOUN
fuen-189	79	23	campus	campus	NOUN
fuen-189	79	24	as	as	ADP
fuen-189	79	25	a	a	DET
fuen-189	79	26	living	live	VERB
fuen-189	79	27	laboratory	laboratory	NOUN
fuen-189	79	28	.	.	PUNCT
fuen-189	80	1	the	the	DET
fuen-189	80	2	intelligent	intelligent	ADJ
fuen-189	80	3	campus	campus	NOUN
fuen-189	80	4	program	program	NOUN
fuen-189	80	5	offers	offer	VERB
fuen-189	80	6	nascent	nascent	ADJ
fuen-189	80	7	energy	energy	NOUN
fuen-189	80	8	analytics	analytic	NOUN
fuen-189	80	9	technologies	technology	NOUN
fuen-189	80	10	and	and	CCONJ
fuen-189	80	11	algorithms	algorithm	VERB
fuen-189	80	12	a	a	DET
fuen-189	80	13	pathway	pathway	NOUN
fuen-189	80	14	to	to	PART
fuen-189	80	15	mature	mature	VERB
fuen-189	80	16	toward	toward	ADP
fuen-189	80	17	commercialization	commercialization	NOUN
fuen-189	80	18	.	.	PUNCT
fuen-189	81	1	the	the	DET
fuen-189	81	2	intelligent	intelligent	ADJ
fuen-189	81	3	campus	campus	NOUN
fuen-189	81	4	program	program	NOUN
fuen-189	81	5	includes	include	VERB
fuen-189	81	6	an	an	DET
fuen-189	81	7	interdisciplinary	interdisciplinary	ADJ
fuen-189	81	8	portfolio	portfolio	NOUN
fuen-189	81	9	of	of	ADP
fuen-189	81	10	projects	project	NOUN
fuen-189	81	11	aimed	aim	VERB
fuen-189	81	12	at	at	ADP
fuen-189	81	13	prototyping	prototype	VERB
fuen-189	81	14	the	the	DET
fuen-189	81	15	future	future	NOUN
fuen-189	81	16	of	of	ADP
fuen-189	81	17	smart	smart	ADJ
fuen-189	81	18	,	,	PUNCT
fuen-189	81	19	sustainable	sustainable	ADJ
fuen-189	81	20	,	,	PUNCT
fuen-189	81	21	resilient	resilient	ADJ
fuen-189	81	22	,	,	PUNCT
fuen-189	81	23	and	and	CCONJ
fuen-189	81	24	self	self	NOUN
fuen-189	81	25	-	-	PUNCT
fuen-189	81	26	healing	heal	VERB
fuen-189	81	27	buildings	building	NOUN
fuen-189	81	28	.	.	PUNCT
fuen-189	82	1	by	by	ADP
fuen-189	82	2	providing	provide	VERB
fuen-189	82	3	an	an	DET
fuen-189	82	4	environment	environment	NOUN
fuen-189	82	5	for	for	ADP
fuen-189	82	6	technology	technology	NOUN
fuen-189	82	7	demonstration	demonstration	NOUN
fuen-189	82	8	in	in	ADP
fuen-189	82	9	real	real	ADJ
fuen-189	82	10	facilities	facility	NOUN
fuen-189	82	11	,	,	PUNCT
fuen-189	82	12	the	the	DET
fuen-189	82	13	intelligent	intelligent	ADJ
fuen-189	82	14	campus	campus	NOUN
fuen-189	82	15	program	program	NOUN
fuen-189	82	16	is	be	AUX
fuen-189	82	17	bridging	bridge	VERB
fuen-189	82	18	the	the	DET
fuen-189	82	19	gap	gap	NOUN
fuen-189	82	20	between	between	ADP
fuen-189	82	21	theoretical	theoretical	ADJ
fuen-189	82	22	research	research	NOUN
fuen-189	82	23	into	into	ADP
fuen-189	82	24	building	building	NOUN
fuen-189	82	25	efficiency	efficiency	NOUN
fuen-189	82	26	technologies	technology	NOUN
fuen-189	82	27	(	(	PUNCT
fuen-189	82	28	which	which	PRON
fuen-189	82	29	are	be	AUX
fuen-189	82	30	often	often	ADV
fuen-189	82	31	published	publish	VERB
fuen-189	82	32	but	but	CCONJ
fuen-189	82	33	rarely	rarely	ADV
fuen-189	82	34	deployed	deploy	VERB
fuen-189	82	35	)	)	PUNCT
fuen-189	82	36	and	and	CCONJ
fuen-189	82	37	practical	practical	ADJ
fuen-189	82	38	application	application	NOUN
fuen-189	82	39	.	.	PUNCT
fuen-189	83	1	intelligent	intelligent	ADJ
fuen-189	83	2	campus	campus	NOUN
fuen-189	83	3	pilot	pilot	NOUN
fuen-189	83	4	projects	project	NOUN
fuen-189	83	5	include	include	VERB
fuen-189	83	6	detailed	detailed	ADJ
fuen-189	83	7	monitoring	monitoring	NOUN
fuen-189	83	8	and	and	CCONJ
fuen-189	83	9	analysis	analysis	NOUN
fuen-189	83	10	in	in	ADP
fuen-189	83	11	order	order	NOUN
fuen-189	83	12	to	to	PART
fuen-189	83	13	identify	identify	VERB
fuen-189	83	14	and	and	CCONJ
fuen-189	83	15	improve	improve	VERB
fuen-189	83	16	technology	technology	NOUN
fuen-189	83	17	shortcomings	shortcoming	NOUN
fuen-189	83	18	.	.	PUNCT
fuen-189	84	1	figure	figure	NOUN
fuen-189	84	2	1	1	NUM
fuen-189	84	3	.	.	PUNCT
fuen-189	84	4	end	end	NOUN
fuen-189	84	5	-	-	PUNCT
fuen-189	84	6	to	to	ADP
fuen-189	84	7	-	-	PUNCT
fuen-189	84	8	end	end	NOUN
fuen-189	84	9	data	data	NOUN
fuen-189	84	10	collection	collection	NOUN
fuen-189	84	11	architecture	architecture	NOUN
fuen-189	84	12	(	(	PUNCT
fuen-189	84	13	from	from	ADP
fuen-189	84	14	[	[	X
fuen-189	84	15	29	29	NUM
fuen-189	84	16	]	]	SYM
fuen-189	84	17	)	)	PUNCT
fuen-189	84	18	2.1	2.1	NUM
fuen-189	84	19	data	datum	NOUN
fuen-189	84	20	:	:	PUNCT
fuen-189	84	21	measurement	measurement	NOUN
fuen-189	84	22	,	,	PUNCT
fuen-189	84	23	collection	collection	NOUN
fuen-189	84	24	,	,	PUNCT
fuen-189	84	25	and	and	CCONJ
fuen-189	84	26	curation	curation	NOUN
fuen-189	84	27	advanced	advanced	ADJ
fuen-189	84	28	analytics	analytic	NOUN
fuen-189	84	29	and	and	CCONJ
fuen-189	84	30	model	model	ADJ
fuen-189	84	31	-	-	PUNCT
fuen-189	84	32	predictive	predictive	ADJ
fuen-189	84	33	control	control	NOUN
fuen-189	84	34	algorithms	algorithm	NOUN
fuen-189	84	35	for	for	ADP
fuen-189	84	36	smart	smart	ADJ
fuen-189	84	37	buildings	building	NOUN
fuen-189	84	38	require	require	VERB
fuen-189	84	39	reliable	reliable	ADJ
fuen-189	84	40	,	,	PUNCT
fuen-189	84	41	internally	internally	ADV
fuen-189	84	42	consistent	consistent	ADJ
fuen-189	84	43	building	building	NOUN
fuen-189	84	44	performance	performance	NOUN
fuen-189	84	45	data	datum	NOUN
fuen-189	84	46	.	.	PUNCT
fuen-189	85	1	nrel	nrel	NOUN
fuen-189	85	2	collects	collect	VERB
fuen-189	85	3	a	a	DET
fuen-189	85	4	variety	variety	NOUN
fuen-189	85	5	of	of	ADP
fuen-189	85	6	performance	performance	NOUN
fuen-189	85	7	data	datum	NOUN
fuen-189	85	8	at	at	ADP
fuen-189	85	9	its	its	PRON
fuen-189	85	10	south	south	ADJ
fuen-189	85	11	table	table	NOUN
fuen-189	85	12	mountain	mountain	NOUN
fuen-189	85	13	campus	campus	NOUN
fuen-189	85	14	.	.	PUNCT
fuen-189	86	1	the	the	DET
fuen-189	86	2	campus	campus	NOUN
fuen-189	86	3	has	have	VERB
fuen-189	86	4	a	a	DET
fuen-189	86	5	single	single	ADJ
fuen-189	86	6	common	common	ADJ
fuen-189	86	7	utility	utility	NOUN
fuen-189	86	8	electric	electric	ADJ
fuen-189	86	9	meter	meter	NOUN
fuen-189	86	10	for	for	ADP
fuen-189	86	11	all	all	DET
fuen-189	86	12	facilities	facility	NOUN
fuen-189	86	13	,	,	PUNCT
fuen-189	86	14	including	include	VERB
fuen-189	86	15	the	the	DET
fuen-189	86	16	campus	campus	NOUN
fuen-189	86	17	’s	’s	PART
fuen-189	86	18	central	central	ADJ
fuen-189	86	19	heating	heating	NOUN
fuen-189	86	20	and	and	CCONJ
fuen-189	86	21	chilled	chill	VERB
fuen-189	86	22	water	water	NOUN
fuen-189	86	23	plant	plant	NOUN
fuen-189	86	24	.	.	PUNCT
fuen-189	87	1	eighteen	eighteen	NUM
fuen-189	87	2	campus	campus	NOUN
fuen-189	87	3	buildings	building	NOUN
fuen-189	87	4	have	have	VERB
fuen-189	87	5	whole	whole	ADJ
fuen-189	87	6	-	-	PUNCT
fuen-189	87	7	building	build	VERB
fuen-189	87	8	electrical	electrical	ADJ
fuen-189	87	9	meters	meter	NOUN
fuen-189	87	10	;	;	PUNCT
fuen-189	87	11	several	several	ADJ
fuen-189	87	12	other	other	ADJ
fuen-189	87	13	small	small	ADJ
fuen-189	87	14	buildings	building	NOUN
fuen-189	87	15	do	do	AUX
fuen-189	87	16	not	not	PART
fuen-189	87	17	have	have	AUX
fuen-189	87	18	dedicated	dedicate	VERB
fuen-189	87	19	electrical	electrical	ADJ
fuen-189	87	20	meters	meter	NOUN
fuen-189	87	21	.	.	PUNCT
fuen-189	88	1	several	several	ADJ
fuen-189	88	2	newer	new	ADJ
fuen-189	88	3	buildings	building	NOUN
fuen-189	88	4	have	have	AUX
fuen-189	88	5	submetering	submetere	VERB
fuen-189	88	6	by	by	ADP
fuen-189	88	7	end	end	NOUN
fuen-189	88	8	-	-	PUNCT
fuen-189	88	9	use	use	NOUN
fuen-189	88	10	,	,	PUNCT
fuen-189	88	11	per	per	ADP
fuen-189	88	12	the	the	DET
fuen-189	88	13	requirements	requirement	NOUN
fuen-189	88	14	of	of	ADP
fuen-189	88	15	ashrae	ashrae	PROPN
fuen-189	88	16	90.1	90.1	NUM
fuen-189	88	17	[	[	X
fuen-189	88	18	31	31	NUM
fuen-189	88	19	]	]	PUNCT
fuen-189	88	20	.	.	PUNCT
fuen-189	89	1	facilities	facility	NOUN
fuen-189	89	2	that	that	PRON
fuen-189	89	3	consume	consume	VERB
fuen-189	89	4	heating	heating	NOUN
fuen-189	89	5	and	and	CCONJ
fuen-189	89	6	chilled	chill	VERB
fuen-189	89	7	water	water	NOUN
fuen-189	89	8	from	from	ADP
fuen-189	89	9	the	the	DET
fuen-189	89	10	central	central	ADJ
fuen-189	89	11	plant	plant	NOUN
fuen-189	89	12	have	have	VERB
fuen-189	89	13	thermal	thermal	ADJ
fuen-189	89	14	meters	meter	NOUN
fuen-189	89	15	for	for	ADP
fuen-189	89	16	heating	heating	NOUN
fuen-189	89	17	and	and	CCONJ
fuen-189	89	18	chilled	chill	VERB
fuen-189	89	19	water	water	NOUN
fuen-189	89	20	consumption	consumption	NOUN
fuen-189	89	21	.	.	PUNCT
fuen-189	90	1	nrel	nrel	NOUN
fuen-189	90	2	captures	capture	VERB
fuen-189	90	3	the	the	DET
fuen-189	90	4	electric	electric	ADJ
fuen-189	90	5	and	and	CCONJ
fuen-189	90	6	thermal	thermal	ADJ
fuen-189	90	7	meter	meter	NOUN
fuen-189	90	8	interval	interval	NOUN
fuen-189	90	9	data	datum	NOUN
fuen-189	90	10	using	use	VERB
fuen-189	90	11	a	a	DET
fuen-189	90	12	central	central	ADJ
fuen-189	90	13	energy	energy	NOUN
fuen-189	90	14	management	management	NOUN
fuen-189	90	15	information	information	NOUN
fuen-189	90	16	system	system	NOUN
fuen-189	90	17	(	(	PUNCT
fuen-189	90	18	emis	emis	PROPN
fuen-189	90	19	)	)	PUNCT
fuen-189	90	20	.	.	PUNCT
fuen-189	91	1	the	the	DET
fuen-189	91	2	emis	emis	PROPN
fuen-189	91	3	also	also	ADV
fuen-189	91	4	collects	collect	VERB
fuen-189	91	5	interval	interval	NOUN
fuen-189	91	6	data	datum	NOUN
fuen-189	91	7	from	from	ADP
fuen-189	91	8	the	the	DET
fuen-189	91	9	campus	campus	NOUN
fuen-189	91	10	building	building	NOUN
fuen-189	91	11	automation	automation	NOUN
fuen-189	91	12	system	system	NOUN
fuen-189	91	13	and	and	CCONJ
fuen-189	91	14	syncs	sync	NOUN
fuen-189	91	15	data	datum	NOUN
fuen-189	91	16	from	from	ADP
fuen-189	91	17	several	several	ADJ
fuen-189	91	18	cloud	cloud	NOUN
fuen-189	91	19	data	datum	NOUN
fuen-189	91	20	sources	source	NOUN
fuen-189	91	21	via	via	ADP
fuen-189	91	22	web	web	NOUN
fuen-189	91	23	application	application	NOUN
fuen-189	91	24	programming	programming	NOUN
fuen-189	91	25	interfaces	interface	NOUN
fuen-189	91	26	,	,	PUNCT
fuen-189	91	27	including	include	VERB
fuen-189	91	28	utility	utility	NOUN
fuen-189	91	29	data	datum	NOUN
fuen-189	91	30	from	from	ADP
fuen-189	91	31	the	the	DET
fuen-189	91	32	campus	campus	NOUN
fuen-189	91	33	main	main	ADJ
fuen-189	91	34	electricity	electricity	NOUN
fuen-189	91	35	meter	meter	NOUN
fuen-189	91	36	and	and	CCONJ
fuen-189	91	37	nrel	nrel	NOUN
fuen-189	91	38	’s	’s	PART
fuen-189	91	39	onsite	onsite	ADJ
fuen-189	91	40	research	research	NOUN
fuen-189	91	41	weather	weather	NOUN
fuen-189	91	42	station	station	NOUN
fuen-189	91	43	[	[	X
fuen-189	91	44	32	32	NUM
fuen-189	91	45	]	]	PUNCT
fuen-189	91	46	.	.	PUNCT
fuen-189	92	1	to	to	PART
fuen-189	92	2	maximize	maximize	VERB
fuen-189	92	3	accessibility	accessibility	NOUN
fuen-189	92	4	for	for	ADP
fuen-189	92	5	operations	operation	NOUN
fuen-189	92	6	and	and	CCONJ
fuen-189	92	7	research	research	NOUN
fuen-189	92	8	,	,	PUNCT
fuen-189	92	9	intelligent	intelligent	ADJ
fuen-189	92	10	campus	campus	NOUN
fuen-189	92	11	organizes	organize	VERB
fuen-189	92	12	collected	collect	VERB
fuen-189	92	13	interval	interval	NOUN
fuen-189	92	14	data	datum	NOUN
fuen-189	92	15	per	per	ADP
fuen-189	92	16	the	the	DET
fuen-189	92	17	project	project	NOUN
fuen-189	92	18	haystack	haystack	NOUN
fuen-189	92	19	standard	standard	NOUN
fuen-189	92	20	[	[	X
fuen-189	92	21	30,33	30,33	NUM
fuen-189	92	22	]	]	PUNCT
fuen-189	92	23	.	.	PUNCT
fuen-189	93	1	these	these	DET
fuen-189	93	2	interval	interval	NOUN
fuen-189	93	3	data	datum	NOUN
fuen-189	93	4	are	be	AUX
fuen-189	93	5	available	available	ADJ
fuen-189	93	6	to	to	PART
fuen-189	93	7	serve	serve	VERB
fuen-189	93	8	as	as	ADP
fuen-189	93	9	inputs	input	NOUN
fuen-189	93	10	for	for	ADP
fuen-189	93	11	predictive	predictive	ADJ
fuen-189	93	12	load	load	NOUN
fuen-189	93	13	models	model	NOUN
fuen-189	93	14	.	.	PUNCT
fuen-189	94	1	2.2	2.2	NUM
fuen-189	94	2	predictive	predictive	ADJ
fuen-189	94	3	analytics	analytic	NOUN
fuen-189	94	4	intelligent	intelligent	ADJ
fuen-189	94	5	campus	campus	NOUN
fuen-189	94	6	’s	’s	PART
fuen-189	94	7	predictive	predictive	ADJ
fuen-189	94	8	analytics	analytic	NOUN
fuen-189	94	9	project	project	NOUN
fuen-189	94	10	applies	apply	VERB
fuen-189	94	11	recent	recent	ADJ
fuen-189	94	12	machine	machine	NOUN
fuen-189	94	13	learning	learning	NOUN
fuen-189	94	14	and	and	CCONJ
fuen-189	94	15	deep	deep	ADJ
fuen-189	94	16	learning	learning	NOUN
fuen-189	94	17	advances	advance	NOUN
fuen-189	94	18	to	to	PART
fuen-189	94	19	develop	develop	VERB
fuen-189	94	20	and	and	CCONJ
fuen-189	94	21	continuously	continuously	ADV
fuen-189	94	22	improve	improve	VERB
fuen-189	94	23	load	load	NOUN
fuen-189	94	24	forecasting	forecasting	NOUN
fuen-189	94	25	capability	capability	NOUN
fuen-189	94	26	for	for	ADP
fuen-189	94	27	nrel	nrel	NOUN
fuen-189	94	28	’s	’s	PART
fuen-189	94	29	south	south	PROPN
fuen-189	94	30	table	table	NOUN
fuen-189	94	31	mountain	mountain	NOUN
fuen-189	94	32	campus	campus	NOUN
fuen-189	94	33	.	.	PUNCT
fuen-189	95	1	intelligent	intelligent	ADJ
fuen-189	95	2	campus	campus	NOUN
fuen-189	95	3	executes	execute	VERB
fuen-189	95	4	research	research	NOUN
fuen-189	95	5	,	,	PUNCT
fuen-189	95	6	prototyping	prototyping	NOUN
fuen-189	95	7	,	,	PUNCT
fuen-189	95	8	and	and	CCONJ
fuen-189	95	9	enhancement	enhancement	NOUN
fuen-189	95	10	in	in	ADP
fuen-189	95	11	a	a	DET
fuen-189	95	12	cycle	cycle	NOUN
fuen-189	95	13	so	so	SCONJ
fuen-189	95	14	that	that	SCONJ
fuen-189	95	15	practical	practical	ADJ
fuen-189	95	16	deployment	deployment	NOUN
fuen-189	95	17	lessons	lesson	NOUN
fuen-189	95	18	can	can	AUX
fuen-189	95	19	be	be	AUX
fuen-189	95	20	folded	fold	VERB
fuen-189	95	21	back	back	ADV
fuen-189	95	22	into	into	ADP
fuen-189	95	23	early	early	ADJ
fuen-189	95	24	-	-	PUNCT
fuen-189	95	25	stage	stage	NOUN
fuen-189	95	26	research	research	NOUN
fuen-189	95	27	,	,	PUNCT
fuen-189	95	28	increasing	increase	VERB
fuen-189	95	29	the	the	DET
fuen-189	95	30	ultimate	ultimate	ADJ
fuen-189	95	31	effectiveness	effectiveness	NOUN
fuen-189	95	32	and	and	CCONJ
fuen-189	95	33	eventual	eventual	ADJ
fuen-189	95	34	impact	impact	NOUN
fuen-189	95	35	of	of	ADP
fuen-189	95	36	the	the	DET
fuen-189	95	37	work	work	NOUN
fuen-189	95	38	.	.	PUNCT
fuen-189	96	1	intelligent	intelligent	ADJ
fuen-189	96	2	campus	campus	NOUN
fuen-189	96	3	’s	’s	PART
fuen-189	96	4	building	building	NOUN
fuen-189	96	5	load	load	NOUN
fuen-189	96	6	forecasting	forecasting	NOUN
fuen-189	96	7	work	work	NOUN
fuen-189	96	8	builds	build	VERB
fuen-189	96	9	from	from	ADP
fuen-189	96	10	prior	prior	ADJ
fuen-189	96	11	nrel	nrel	NOUN
fuen-189	96	12	research	research	NOUN
fuen-189	96	13	that	that	PRON
fuen-189	96	14	predicts	predict	VERB
fuen-189	96	15	expected	expect	VERB
fuen-189	96	16	building	building	NOUN
fuen-189	96	17	performance	performance	NOUN
fuen-189	96	18	based	base	VERB
fuen-189	96	19	on	on	ADP
fuen-189	96	20	exogenous	exogenous	ADJ
fuen-189	96	21	inputs	input	NOUN
fuen-189	96	22	[	[	X
fuen-189	96	23	34	34	NUM
fuen-189	96	24	]	]	PUNCT
fuen-189	96	25	.	.	PUNCT
fuen-189	97	1	s.	s.	PROPN
fuen-189	97	2	mishra	mishra	PROPN
fuen-189	97	3	et	et	PROPN
fuen-189	97	4	al	al	PROPN
fuen-189	97	5	.	.	PROPN
fuen-189	97	6	/future	/future	PROPN
fuen-189	97	7	energy	energy	PROPN
fuen-189	97	8	november	november	PROPN
fuen-189	97	9	2024|	2024|	NUM
fuen-189	97	10	volume	volume	NOUN
fuen-189	97	11	03	03	NUM
fuen-189	98	1	|	|	ADV
fuen-189	98	2	issue	issue	VERB
fuen-189	98	3	04|	04|	ADP
fuen-189	98	4	pages	page	NOUN
fuen-189	98	5	47	47	NUM
fuen-189	98	6	-	-	SYM
fuen-189	98	7	55	55	NUM
fuen-189	98	8	50	50	NUM
fuen-189	98	9	as	as	ADP
fuen-189	98	10	an	an	DET
fuen-189	98	11	academic	academic	ADJ
fuen-189	98	12	discipline	discipline	NOUN
fuen-189	98	13	,	,	PUNCT
fuen-189	98	14	load	load	NOUN
fuen-189	98	15	forecasting	forecasting	NOUN
fuen-189	98	16	approaches	approach	NOUN
fuen-189	98	17	can	can	AUX
fuen-189	98	18	be	be	AUX
fuen-189	98	19	studied	study	VERB
fuen-189	98	20	using	use	VERB
fuen-189	98	21	static	static	ADJ
fuen-189	98	22	postprocessed	postprocesse	VERB
fuen-189	98	23	data	data	NOUN
fuen-189	98	24	sets	set	NOUN
fuen-189	98	25	.	.	PUNCT
fuen-189	99	1	transferal	transferal	ADJ
fuen-189	99	2	of	of	ADP
fuen-189	99	3	these	these	DET
fuen-189	99	4	results	result	NOUN
fuen-189	99	5	to	to	ADP
fuen-189	99	6	a	a	DET
fuen-189	99	7	real	real	ADJ
fuen-189	99	8	-	-	PUNCT
fuen-189	99	9	world	world	NOUN
fuen-189	99	10	setting	setting	NOUN
fuen-189	99	11	requires	require	VERB
fuen-189	99	12	,	,	PUNCT
fuen-189	99	13	at	at	ADP
fuen-189	99	14	a	a	DET
fuen-189	99	15	minimum	minimum	NOUN
fuen-189	99	16	,	,	PUNCT
fuen-189	99	17	some	some	DET
fuen-189	99	18	underlying	underlying	ADJ
fuen-189	99	19	sensor	sensor	NOUN
fuen-189	99	20	infrastructure	infrastructure	NOUN
fuen-189	99	21	,	,	PUNCT
fuen-189	99	22	a	a	DET
fuen-189	99	23	mapping	mapping	NOUN
fuen-189	99	24	of	of	ADP
fuen-189	99	25	sensor	sensor	NOUN
fuen-189	99	26	data	datum	NOUN
fuen-189	99	27	streams	stream	NOUN
fuen-189	99	28	to	to	ADP
fuen-189	99	29	model	model	NOUN
fuen-189	99	30	inputs	input	NOUN
fuen-189	99	31	,	,	PUNCT
fuen-189	99	32	and	and	CCONJ
fuen-189	99	33	quality	quality	NOUN
fuen-189	99	34	control	control	NOUN
fuen-189	99	35	on	on	ADP
fuen-189	99	36	the	the	DET
fuen-189	99	37	measured	measured	ADJ
fuen-189	99	38	data	datum	NOUN
fuen-189	99	39	being	be	AUX
fuen-189	99	40	fed	feed	VERB
fuen-189	99	41	to	to	ADP
fuen-189	99	42	the	the	DET
fuen-189	99	43	model	model	NOUN
fuen-189	99	44	.	.	PUNCT
fuen-189	100	1	therefore	therefore	ADV
fuen-189	100	2	,	,	PUNCT
fuen-189	100	3	the	the	DET
fuen-189	100	4	focus	focus	NOUN
fuen-189	100	5	of	of	ADP
fuen-189	100	6	the	the	DET
fuen-189	100	7	current	current	ADJ
fuen-189	100	8	effort	effort	NOUN
fuen-189	100	9	is	be	AUX
fuen-189	100	10	twofold	twofold	ADV
fuen-189	100	11	:	:	PUNCT
fuen-189	100	12	(	(	PUNCT
fuen-189	100	13	i	i	NOUN
fuen-189	100	14	)	)	PUNCT
fuen-189	100	15	to	to	PART
fuen-189	100	16	automate	automate	VERB
fuen-189	100	17	,	,	PUNCT
fuen-189	100	18	replicate	replicate	VERB
fuen-189	100	19	,	,	PUNCT
fuen-189	100	20	and	and	CCONJ
fuen-189	100	21	scale	scale	VERB
fuen-189	100	22	the	the	DET
fuen-189	100	23	predictive	predictive	ADJ
fuen-189	100	24	algorithms	algorithm	NOUN
fuen-189	100	25	and	and	CCONJ
fuen-189	100	26	(	(	PUNCT
fuen-189	100	27	ii	ii	NOUN
fuen-189	100	28	)	)	PUNCT
fuen-189	100	29	to	to	PART
fuen-189	100	30	improve	improve	VERB
fuen-189	100	31	accuracy	accuracy	NOUN
fuen-189	100	32	by	by	ADP
fuen-189	100	33	leveraging	leverage	VERB
fuen-189	100	34	state	state	NOUN
fuen-189	100	35	-	-	PUNCT
fuen-189	100	36	of	of	ADP
fuen-189	100	37	-	-	PUNCT
fuen-189	100	38	the	the	DET
fuen-189	100	39	-	-	PUNCT
fuen-189	100	40	art	art	NOUN
fuen-189	100	41	neural	neural	ADJ
fuen-189	100	42	networks	network	NOUN
fuen-189	100	43	.	.	PUNCT
fuen-189	101	1	3	3	X
fuen-189	101	2	.	.	X
fuen-189	101	3	load	load	NOUN
fuen-189	101	4	forecasting	forecasting	NOUN
fuen-189	101	5	using	use	VERB
fuen-189	101	6	deep	deep	ADJ
fuen-189	101	7	learning	learn	VERB
fuen-189	101	8	3.1	3.1	NUM
fuen-189	101	9	deep	deep	ADJ
fuen-189	101	10	learning	learning	NOUN
fuen-189	101	11	:	:	PUNCT
fuen-189	101	12	long	long	ADJ
fuen-189	101	13	short	short	ADJ
fuen-189	101	14	-	-	PUNCT
fuen-189	101	15	term	term	NOUN
fuen-189	101	16	memory	memory	NOUN
fuen-189	101	17	network	network	NOUN
fuen-189	101	18	artificial	artificial	ADJ
fuen-189	101	19	neural	neural	ADJ
fuen-189	101	20	networks	network	NOUN
fuen-189	101	21	are	be	AUX
fuen-189	101	22	universal	universal	ADJ
fuen-189	101	23	function	function	NOUN
fuen-189	101	24	approximators	approximator	NOUN
fuen-189	101	25	.	.	PUNCT
fuen-189	102	1	they	they	PRON
fuen-189	102	2	are	be	AUX
fuen-189	102	3	capable	capable	ADJ
fuen-189	102	4	of	of	ADP
fuen-189	102	5	representing	represent	VERB
fuen-189	102	6	complex	complex	ADJ
fuen-189	102	7	nonlinear	nonlinear	ADJ
fuen-189	102	8	relationships	relationship	NOUN
fuen-189	102	9	in	in	ADP
fuen-189	102	10	high	high	ADJ
fuen-189	102	11	-	-	PUNCT
fuen-189	102	12	dimensional	dimensional	ADJ
fuen-189	102	13	data	datum	NOUN
fuen-189	102	14	sets	set	NOUN
fuen-189	102	15	such	such	ADJ
fuen-189	102	16	as	as	ADP
fuen-189	102	17	the	the	DET
fuen-189	102	18	one	one	NOUN
fuen-189	102	19	being	be	AUX
fuen-189	102	20	employed	employ	VERB
fuen-189	102	21	for	for	ADP
fuen-189	102	22	building	build	VERB
fuen-189	102	23	load	load	NOUN
fuen-189	102	24	forecasting	forecasting	NOUN
fuen-189	102	25	in	in	ADP
fuen-189	102	26	this	this	DET
fuen-189	102	27	work	work	NOUN
fuen-189	102	28	.	.	PUNCT
fuen-189	103	1	deep	deep	ADJ
fuen-189	103	2	learning	learning	NOUN
fuen-189	103	3	algorithms	algorithm	NOUN
fuen-189	103	4	,	,	PUNCT
fuen-189	103	5	which	which	PRON
fuen-189	103	6	employ	employ	VERB
fuen-189	103	7	multiple	multiple	ADJ
fuen-189	103	8	hidden	hide	VERB
fuen-189	103	9	layers	layer	NOUN
fuen-189	103	10	,	,	PUNCT
fuen-189	103	11	have	have	VERB
fuen-189	103	12	powerful	powerful	ADJ
fuen-189	103	13	generalizing	generalize	VERB
fuen-189	103	14	capabilities	capability	NOUN
fuen-189	103	15	.	.	PUNCT
fuen-189	104	1	that	that	PRON
fuen-189	104	2	is	is	ADV
fuen-189	104	3	,	,	PUNCT
fuen-189	104	4	they	they	PRON
fuen-189	104	5	are	be	AUX
fuen-189	104	6	able	able	ADJ
fuen-189	104	7	to	to	PART
fuen-189	104	8	make	make	VERB
fuen-189	104	9	reasonably	reasonably	ADV
fuen-189	104	10	accurate	accurate	ADJ
fuen-189	104	11	predictions	prediction	NOUN
fuen-189	104	12	for	for	ADP
fuen-189	104	13	previously	previously	ADV
fuen-189	104	14	unseen	unseen	ADJ
fuen-189	104	15	scenarios	scenario	NOUN
fuen-189	104	16	because	because	SCONJ
fuen-189	104	17	of	of	ADP
fuen-189	104	18	their	their	PRON
fuen-189	104	19	ability	ability	NOUN
fuen-189	104	20	to	to	PART
fuen-189	104	21	learn	learn	VERB
fuen-189	104	22	the	the	DET
fuen-189	104	23	intricate	intricate	ADJ
fuen-189	104	24	structures	structure	NOUN
fuen-189	104	25	in	in	ADP
fuen-189	104	26	large	large	ADJ
fuen-189	104	27	data	datum	NOUN
fuen-189	104	28	sets	set	NOUN
fuen-189	104	29	.	.	PUNCT
fuen-189	105	1	feedforward	feedforward	ADJ
fuen-189	105	2	neural	neural	ADJ
fuen-189	105	3	networks	network	NOUN
fuen-189	105	4	,	,	PUNCT
fuen-189	105	5	sometimes	sometimes	ADV
fuen-189	105	6	referred	refer	VERB
fuen-189	105	7	to	to	ADP
fuen-189	105	8	as	as	ADP
fuen-189	105	9	“	"	PUNCT
fuen-189	105	10	vanilla	vanilla	NOUN
fuen-189	105	11	”	"	PUNCT
fuen-189	105	12	deep	deep	ADJ
fuen-189	105	13	neural	neural	ADJ
fuen-189	105	14	networks	network	NOUN
fuen-189	105	15	,	,	PUNCT
fuen-189	105	16	have	have	VERB
fuen-189	105	17	the	the	DET
fuen-189	105	18	fundamental	fundamental	ADJ
fuen-189	105	19	drawback	drawback	NOUN
fuen-189	105	20	of	of	ADP
fuen-189	105	21	independence	independence	NOUN
fuen-189	105	22	among	among	ADP
fuen-189	105	23	the	the	DET
fuen-189	105	24	time	time	NOUN
fuen-189	105	25	-	-	PUNCT
fuen-189	105	26	series	series	NOUN
fuen-189	105	27	samples	sample	NOUN
fuen-189	105	28	/	/	SYM
fuen-189	105	29	data	datum	NOUN
fuen-189	105	30	points	point	NOUN
fuen-189	105	31	,	,	PUNCT
fuen-189	105	32	which	which	PRON
fuen-189	105	33	makes	make	VERB
fuen-189	105	34	them	they	PRON
fuen-189	105	35	an	an	DET
fuen-189	105	36	ineffective	ineffective	ADJ
fuen-189	105	37	choice	choice	NOUN
fuen-189	105	38	of	of	ADP
fuen-189	105	39	algorithm	algorithm	NOUN
fuen-189	105	40	for	for	ADP
fuen-189	105	41	time	time	NOUN
fuen-189	105	42	-	-	PUNCT
fuen-189	105	43	series	series	NOUN
fuen-189	105	44	-	-	PUNCT
fuen-189	105	45	based	base	VERB
fuen-189	105	46	prediction	prediction	NOUN
fuen-189	105	47	problems	problem	NOUN
fuen-189	105	48	.	.	PUNCT
fuen-189	106	1	this	this	PRON
fuen-189	106	2	is	be	AUX
fuen-189	106	3	because	because	SCONJ
fuen-189	106	4	the	the	DET
fuen-189	106	5	entire	entire	ADJ
fuen-189	106	6	state	state	NOUN
fuen-189	106	7	of	of	ADP
fuen-189	106	8	the	the	DET
fuen-189	106	9	feedforward	feedforward	ADJ
fuen-189	106	10	neural	neural	ADJ
fuen-189	106	11	network	network	NOUN
fuen-189	106	12	is	be	AUX
fuen-189	106	13	cleared	clear	VERB
fuen-189	106	14	after	after	ADP
fuen-189	106	15	processing	process	VERB
fuen-189	106	16	each	each	DET
fuen-189	106	17	time	time	NOUN
fuen-189	106	18	-	-	PUNCT
fuen-189	106	19	series	series	NOUN
fuen-189	106	20	sample	sample	NOUN
fuen-189	106	21	,	,	PUNCT
fuen-189	106	22	which	which	PRON
fuen-189	106	23	means	mean	VERB
fuen-189	106	24	that	that	SCONJ
fuen-189	106	25	the	the	DET
fuen-189	106	26	network	network	NOUN
fuen-189	106	27	starts	start	VERB
fuen-189	106	28	mapping	map	VERB
fuen-189	106	29	the	the	DET
fuen-189	106	30	inputs	input	NOUN
fuen-189	106	31	and	and	CCONJ
fuen-189	106	32	output	output	NOUN
fuen-189	106	33	for	for	ADP
fuen-189	106	34	the	the	DET
fuen-189	106	35	next	next	ADJ
fuen-189	106	36	time	time	NOUN
fuen-189	106	37	step	step	NOUN
fuen-189	106	38	from	from	ADP
fuen-189	106	39	scratch	scratch	NOUN
fuen-189	106	40	,	,	PUNCT
fuen-189	106	41	thereby	thereby	ADV
fuen-189	106	42	failing	fail	VERB
fuen-189	106	43	to	to	PART
fuen-189	106	44	account	account	VERB
fuen-189	106	45	for	for	ADP
fuen-189	106	46	the	the	DET
fuen-189	106	47	impact	impact	NOUN
fuen-189	106	48	of	of	ADP
fuen-189	106	49	the	the	DET
fuen-189	106	50	previous	previous	ADJ
fuen-189	106	51	time	time	NOUN
fuen-189	106	52	step	step	NOUN
fuen-189	106	53	’s	’s	PART
fuen-189	106	54	input	input	NOUN
fuen-189	106	55	variables	variable	NOUN
fuen-189	106	56	.	.	PUNCT
fuen-189	107	1	recurrent	recurrent	ADJ
fuen-189	107	2	neural	neural	ADJ
fuen-189	107	3	networks	network	NOUN
fuen-189	107	4	(	(	PUNCT
fuen-189	107	5	rnn	rnn	PROPN
fuen-189	107	6	)	)	PUNCT
fuen-189	107	7	are	be	AUX
fuen-189	107	8	advanced	advanced	ADJ
fuen-189	107	9	types	type	NOUN
fuen-189	107	10	of	of	ADP
fuen-189	107	11	deep	deep	ADJ
fuen-189	107	12	neural	neural	ADJ
fuen-189	107	13	networks	network	NOUN
fuen-189	107	14	that	that	PRON
fuen-189	107	15	overcome	overcome	VERB
fuen-189	107	16	feed	feed	NOUN
fuen-189	107	17	-	-	PUNCT
fuen-189	107	18	forward	forward	NOUN
fuen-189	107	19	neural	neural	ADJ
fuen-189	107	20	networks	network	NOUN
fuen-189	107	21	’	'	PUNCT
fuen-189	107	22	limitations	limitation	NOUN
fuen-189	107	23	.	.	PUNCT
fuen-189	108	1	they	they	PRON
fuen-189	108	2	are	be	AUX
fuen-189	108	3	different	different	ADJ
fuen-189	108	4	from	from	ADP
fuen-189	108	5	feedforward	feedforward	ADJ
fuen-189	108	6	neural	neural	ADJ
fuen-189	108	7	networks	network	NOUN
fuen-189	108	8	because	because	SCONJ
fuen-189	108	9	of	of	ADP
fuen-189	108	10	the	the	DET
fuen-189	108	11	presence	presence	NOUN
fuen-189	108	12	of	of	ADP
fuen-189	108	13	additional	additional	ADJ
fuen-189	108	14	directed	direct	VERB
fuen-189	108	15	edges	edge	NOUN
fuen-189	108	16	that	that	PRON
fuen-189	108	17	introduce	introduce	VERB
fuen-189	108	18	temporal	temporal	ADJ
fuen-189	108	19	memory	memory	NOUN
fuen-189	108	20	components	component	NOUN
fuen-189	108	21	,	,	PUNCT
fuen-189	108	22	enabling	enable	VERB
fuen-189	108	23	them	they	PRON
fuen-189	108	24	to	to	PART
fuen-189	108	25	capture	capture	VERB
fuen-189	108	26	complex	complex	ADJ
fuen-189	108	27	nonlinear	nonlinear	ADJ
fuen-189	108	28	relationships	relationship	NOUN
fuen-189	108	29	between	between	ADP
fuen-189	108	30	the	the	DET
fuen-189	108	31	temporally	temporally	ADV
fuen-189	108	32	related	relate	VERB
fuen-189	108	33	inputs	input	NOUN
fuen-189	108	34	and	and	CCONJ
fuen-189	108	35	outputs	output	NOUN
fuen-189	108	36	across	across	ADP
fuen-189	108	37	multiple	multiple	ADJ
fuen-189	108	38	time	time	NOUN
fuen-189	108	39	steps	step	NOUN
fuen-189	108	40	.	.	PUNCT
fuen-189	109	1	this	this	PRON
fuen-189	109	2	makes	make	VERB
fuen-189	109	3	them	they	PRON
fuen-189	109	4	effective	effective	ADJ
fuen-189	109	5	at	at	ADP
fuen-189	109	6	modeling	model	VERB
fuen-189	109	7	time	time	NOUN
fuen-189	109	8	-	-	PUNCT
fuen-189	109	9	series	series	NOUN
fuen-189	109	10	forecasting	forecasting	NOUN
fuen-189	109	11	problems	problem	NOUN
fuen-189	109	12	.	.	PUNCT
fuen-189	110	1	a	a	DET
fuen-189	110	2	long	long	ADJ
fuen-189	110	3	short	short	ADJ
fuen-189	110	4	-	-	PUNCT
fuen-189	110	5	term	term	NOUN
fuen-189	110	6	memory	memory	NOUN
fuen-189	110	7	(	(	PUNCT
fuen-189	110	8	lstm	lstm	NOUN
fuen-189	110	9	)	)	PUNCT
fuen-189	110	10	network	network	NOUN
fuen-189	110	11	[	[	X
fuen-189	110	12	35	35	NUM
fuen-189	110	13	]	]	PUNCT
fuen-189	110	14	,	,	PUNCT
fuen-189	110	15	shown	show	VERB
fuen-189	110	16	in	in	ADP
fuen-189	110	17	figure	figure	NOUN
fuen-189	110	18	2	2	NUM
fuen-189	110	19	,	,	PUNCT
fuen-189	110	20	is	be	AUX
fuen-189	110	21	an	an	DET
fuen-189	110	22	rnn	rnn	NOUN
fuen-189	110	23	variant	variant	NOUN
fuen-189	110	24	that	that	PRON
fuen-189	110	25	is	be	AUX
fuen-189	110	26	able	able	ADJ
fuen-189	110	27	to	to	PART
fuen-189	110	28	learn	learn	VERB
fuen-189	110	29	long	long	ADJ
fuen-189	110	30	-	-	PUNCT
fuen-189	110	31	term	term	NOUN
fuen-189	110	32	dependencies	dependency	NOUN
fuen-189	110	33	between	between	ADP
fuen-189	110	34	the	the	DET
fuen-189	110	35	input	input	NOUN
fuen-189	110	36	features	feature	NOUN
fuen-189	110	37	and	and	CCONJ
fuen-189	110	38	the	the	DET
fuen-189	110	39	predicted	predict	VERB
fuen-189	110	40	variable	variable	NOUN
fuen-189	110	41	[	[	X
fuen-189	110	42	36	36	NUM
fuen-189	110	43	]	]	PUNCT
fuen-189	110	44	.	.	PUNCT
fuen-189	111	1	figure	figure	NOUN
fuen-189	111	2	2	2	NUM
fuen-189	111	3	.	.	PUNCT
fuen-189	111	4	lstm	lstm	NOUN
fuen-189	111	5	memory	memory	NOUN
fuen-189	111	6	cell	cell	NOUN
fuen-189	111	7	diagram	diagram	NOUN
fuen-189	111	8	(	(	PUNCT
fuen-189	111	9	from	from	ADP
fuen-189	111	10	[	[	X
fuen-189	111	11	29,36	29,36	NUM
fuen-189	111	12	]	]	PUNCT
fuen-189	111	13	)	)	PUNCT
fuen-189	111	14	figure	figure	NOUN
fuen-189	111	15	2	2	NUM
fuen-189	111	16	displays	display	VERB
fuen-189	111	17	a	a	DET
fuen-189	111	18	typical	typical	ADJ
fuen-189	111	19	memory	memory	NOUN
fuen-189	111	20	cell	cell	NOUN
fuen-189	111	21	for	for	ADP
fuen-189	111	22	an	an	DET
fuen-189	111	23	lstm	lstm	ADJ
fuen-189	111	24	network	network	NOUN
fuen-189	111	25	.	.	PUNCT
fuen-189	112	1	in	in	ADP
fuen-189	112	2	the	the	DET
fuen-189	112	3	figure	figure	NOUN
fuen-189	112	4	,	,	PUNCT
fuen-189	112	5	𝐶	𝐶	PROPN
fuen-189	112	6	denotes	denote	VERB
fuen-189	112	7	the	the	DET
fuen-189	112	8	cell	cell	NOUN
fuen-189	112	9	states	state	NOUN
fuen-189	112	10	at	at	ADP
fuen-189	112	11	different	different	ADJ
fuen-189	112	12	points	point	NOUN
fuen-189	112	13	in	in	ADP
fuen-189	112	14	time	time	NOUN
fuen-189	112	15	𝑡	𝑡	NOUN
fuen-189	112	16	;	;	PUNCT
fuen-189	112	17	𝑓𝑡	𝑓𝑡	NOUN
fuen-189	112	18	,	,	PUNCT
fuen-189	112	19	𝑖𝑡	𝑖𝑡	NOUN
fuen-189	112	20	,	,	PUNCT
fuen-189	112	21	and	and	CCONJ
fuen-189	112	22	𝑜𝑡	𝑜𝑡	PRON
fuen-189	112	23	denote	denote	VERB
fuen-189	112	24	the	the	DET
fuen-189	112	25	forward	forward	ADJ
fuen-189	112	26	,	,	PUNCT
fuen-189	112	27	input	input	NOUN
fuen-189	112	28	,	,	PUNCT
fuen-189	112	29	and	and	CCONJ
fuen-189	112	30	output	output	NOUN
fuen-189	112	31	gates	gate	NOUN
fuen-189	112	32	,	,	PUNCT
fuen-189	112	33	respectively	respectively	ADV
fuen-189	112	34	;	;	PUNCT
fuen-189	112	35	ℎ(𝑡	ℎ(𝑡	PROPN
fuen-189	112	36	)	)	PUNCT
fuen-189	112	37	is	be	AUX
fuen-189	112	38	the	the	DET
fuen-189	112	39	hidden	hidden	ADJ
fuen-189	112	40	state	state	NOUN
fuen-189	112	41	at	at	ADP
fuen-189	112	42	time	time	NOUN
fuen-189	112	43	𝑡	𝑡	NOUN
fuen-189	112	44	;	;	PUNCT
fuen-189	112	45	and	and	CCONJ
fuen-189	112	46	𝑊𝑓	𝑊𝑓	PROPN
fuen-189	112	47	,	,	PUNCT
fuen-189	112	48	𝑊𝑖	𝑊𝑖	PROPN
fuen-189	112	49	,	,	PUNCT
fuen-189	112	50	𝑊𝑐	𝑊𝑐	PROPN
fuen-189	112	51	,	,	PUNCT
fuen-189	112	52	𝑊𝑜	𝑊𝑜	PROPN
fuen-189	112	53	are	be	AUX
fuen-189	112	54	the	the	DET
fuen-189	112	55	weights	weight	NOUN
fuen-189	112	56	.	.	PUNCT
fuen-189	113	1	further	further	ADJ
fuen-189	113	2	explanation	explanation	NOUN
fuen-189	113	3	can	can	AUX
fuen-189	113	4	be	be	AUX
fuen-189	113	5	found	find	VERB
fuen-189	113	6	in	in	ADP
fuen-189	113	7	[	[	X
fuen-189	113	8	36	36	NUM
fuen-189	113	9	]	]	SYM
fuen-189	113	10	.	.	PUNCT
fuen-189	114	1	3.2	3.2	NUM
fuen-189	114	2	performance	performance	NOUN
fuen-189	114	3	measure	measure	NOUN
fuen-189	114	4	the	the	DET
fuen-189	114	5	evaluation	evaluation	NOUN
fuen-189	114	6	metric	metric	NOUN
fuen-189	114	7	used	use	VERB
fuen-189	114	8	to	to	PART
fuen-189	114	9	measure	measure	VERB
fuen-189	114	10	the	the	DET
fuen-189	114	11	performance	performance	NOUN
fuen-189	114	12	of	of	ADP
fuen-189	114	13	the	the	DET
fuen-189	114	14	forecasting	forecasting	NOUN
fuen-189	114	15	algorithm	algorithm	NOUN
fuen-189	114	16	is	be	AUX
fuen-189	114	17	the	the	DET
fuen-189	114	18	mean	mean	ADJ
fuen-189	114	19	squared	square	VERB
fuen-189	114	20	error	error	NOUN
fuen-189	114	21	(	(	PUNCT
fuen-189	114	22	mse	mse	NOUN
fuen-189	114	23	)	)	PUNCT
fuen-189	114	24	.	.	PUNCT
fuen-189	115	1	the	the	DET
fuen-189	115	2	difference	difference	NOUN
fuen-189	115	3	between	between	ADP
fuen-189	115	4	the	the	DET
fuen-189	115	5	ground	ground	NOUN
fuen-189	115	6	truth	truth	NOUN
fuen-189	115	7	(	(	PUNCT
fuen-189	115	8	i.e.	i.e.	X
fuen-189	115	9	,	,	PUNCT
fuen-189	115	10	the	the	DET
fuen-189	115	11	actual	actual	ADJ
fuen-189	115	12	future	future	ADJ
fuen-189	115	13	time	time	NOUN
fuen-189	115	14	-	-	PUNCT
fuen-189	115	15	step	step	NOUN
fuen-189	115	16	value	value	NOUN
fuen-189	115	17	of	of	ADP
fuen-189	115	18	the	the	DET
fuen-189	115	19	measurement	measurement	NOUN
fuen-189	115	20	being	be	AUX
fuen-189	115	21	predicted	predict	VERB
fuen-189	115	22	)	)	PUNCT
fuen-189	115	23	and	and	CCONJ
fuen-189	115	24	forecasting	forecasting	NOUN
fuen-189	115	25	values	value	NOUN
fuen-189	115	26	(	(	PUNCT
fuen-189	115	27	i.e.	i.e.	X
fuen-189	115	28	,	,	PUNCT
fuen-189	115	29	output	output	NOUN
fuen-189	115	30	of	of	ADP
fuen-189	115	31	the	the	DET
fuen-189	115	32	deep	deep	ADJ
fuen-189	115	33	learning	learning	NOUN
fuen-189	115	34	model	model	NOUN
fuen-189	115	35	)	)	PUNCT
fuen-189	115	36	is	be	AUX
fuen-189	115	37	calculated	calculate	VERB
fuen-189	115	38	using	use	VERB
fuen-189	115	39	mse	mse	NOUN
fuen-189	115	40	:	:	PUNCT
fuen-189	115	41	mse	mse	PROPN
fuen-189	115	42	=	=	SYM
fuen-189	115	43	1	1	NUM
fuen-189	115	44	𝑛	𝑛	NOUN
fuen-189	115	45	∑	∑	PUNCT
fuen-189	115	46	(	(	PUNCT
fuen-189	115	47	av𝑗	av𝑗	PROPN
fuen-189	115	48	(	(	PUNCT
fuen-189	115	49	𝑡	𝑡	NOUN
fuen-189	115	50	)	)	PUNCT
fuen-189	115	51	−	−	PROPN
fuen-189	115	52	ov𝑗	ov𝑗	NOUN
fuen-189	115	53	(	(	PUNCT
fuen-189	115	54	𝑡)̂	𝑡)̂	NUM
fuen-189	115	55	)	)	PUNCT
fuen-189	115	56	2	2	NUM
fuen-189	115	57	𝑛	𝑛	PRON
fuen-189	115	58	𝑗	𝑗	NOUN
fuen-189	115	59	=	=	SYM
fuen-189	115	60	1	1	NUM
fuen-189	115	61	(	(	PUNCT
fuen-189	115	62	1	1	NUM
fuen-189	115	63	)	)	PUNCT
fuen-189	115	64	where	where	SCONJ
fuen-189	115	65	𝐴𝑉𝑗	𝐴𝑉𝑗	PROPN
fuen-189	115	66	(	(	PUNCT
fuen-189	115	67	𝑡	𝑡	NOUN
fuen-189	115	68	)	)	PUNCT
fuen-189	115	69	is	be	AUX
fuen-189	115	70	a	a	DET
fuen-189	115	71	vector	vector	NOUN
fuen-189	115	72	of	of	ADP
fuen-189	115	73	actual	actual	ADJ
fuen-189	115	74	(	(	PUNCT
fuen-189	115	75	ground	ground	NOUN
fuen-189	115	76	truth	truth	NOUN
fuen-189	115	77	)	)	PUNCT
fuen-189	115	78	values	value	NOUN
fuen-189	115	79	and	and	CCONJ
fuen-189	115	80	𝑂𝑉𝑗	𝑂𝑉𝑗	NOUN
fuen-189	115	81	(	(	PUNCT
fuen-189	115	82	𝑡)̂	𝑡)̂	PUNCT
fuen-189	115	83	is	be	AUX
fuen-189	115	84	a	a	DET
fuen-189	115	85	vector	vector	NOUN
fuen-189	115	86	of	of	ADP
fuen-189	115	87	forecasted	forecast	VERB
fuen-189	115	88	(	(	PUNCT
fuen-189	115	89	output	output	NOUN
fuen-189	115	90	)	)	PUNCT
fuen-189	115	91	values	value	NOUN
fuen-189	115	92	.	.	PUNCT
fuen-189	116	1	3.3	3.3	NUM
fuen-189	116	2	case	case	NOUN
fuen-189	116	3	study	study	NOUN
fuen-189	116	4	:	:	PUNCT
fuen-189	116	5	building	build	VERB
fuen-189	116	6	load	load	NOUN
fuen-189	116	7	forecasting	forecasting	NOUN
fuen-189	116	8	on	on	ADP
fuen-189	116	9	a	a	DET
fuen-189	116	10	research	research	NOUN
fuen-189	116	11	campus	campus	NOUN
fuen-189	116	12	in	in	ADP
fuen-189	116	13	this	this	DET
fuen-189	116	14	case	case	NOUN
fuen-189	116	15	study	study	NOUN
fuen-189	116	16	,	,	PUNCT
fuen-189	116	17	the	the	DET
fuen-189	116	18	energy	energy	NOUN
fuen-189	116	19	consumption	consumption	NOUN
fuen-189	116	20	at	at	ADP
fuen-189	116	21	the	the	DET
fuen-189	116	22	main	main	ADJ
fuen-189	116	23	electricity	electricity	NOUN
fuen-189	116	24	meter	meter	NOUN
fuen-189	116	25	for	for	ADP
fuen-189	116	26	the	the	DET
fuen-189	116	27	café	café	NOUN
fuen-189	116	28	building	building	NOUN
fuen-189	116	29	on	on	ADP
fuen-189	116	30	the	the	DET
fuen-189	116	31	nrel	nrel	NOUN
fuen-189	116	32	south	south	ADJ
fuen-189	116	33	table	table	NOUN
fuen-189	116	34	mountain	mountain	NOUN
fuen-189	116	35	campus	campus	NOUN
fuen-189	116	36	is	be	AUX
fuen-189	116	37	predicted	predict	VERB
fuen-189	116	38	at	at	ADP
fuen-189	116	39	an	an	DET
fuen-189	116	40	hourly	hourly	ADJ
fuen-189	116	41	resolution	resolution	NOUN
fuen-189	116	42	.	.	PUNCT
fuen-189	117	1	there	there	PRON
fuen-189	117	2	are	be	VERB
fuen-189	117	3	six	six	NUM
fuen-189	117	4	input	input	NOUN
fuen-189	117	5	features	feature	NOUN
fuen-189	117	6	used	use	VERB
fuen-189	117	7	for	for	ADP
fuen-189	117	8	training	train	VERB
fuen-189	117	9	the	the	DET
fuen-189	117	10	model	model	NOUN
fuen-189	117	11	:	:	PUNCT
fuen-189	117	12	relative	relative	ADJ
fuen-189	117	13	humidity	humidity	NOUN
fuen-189	117	14	,	,	PUNCT
fuen-189	117	15	barometric	barometric	NOUN
fuen-189	117	16	pressure	pressure	NOUN
fuen-189	117	17	,	,	PUNCT
fuen-189	117	18	dry	dry	ADJ
fuen-189	117	19	bulb	bulb	NOUN
fuen-189	117	20	temperature	temperature	NOUN
fuen-189	117	21	,	,	PUNCT
fuen-189	117	22	global	global	ADJ
fuen-189	117	23	horizontal	horizontal	ADJ
fuen-189	117	24	irradiance	irradiance	NOUN
fuen-189	117	25	,	,	PUNCT
fuen-189	117	26	total	total	ADJ
fuen-189	117	27	cloud	cloud	NOUN
fuen-189	117	28	cover	cover	NOUN
fuen-189	117	29	,	,	PUNCT
fuen-189	117	30	and	and	CCONJ
fuen-189	117	31	wind	wind	NOUN
fuen-189	117	32	speed	speed	NOUN
fuen-189	117	33	.	.	PUNCT
fuen-189	118	1	these	these	DET
fuen-189	118	2	data	datum	NOUN
fuen-189	118	3	are	be	AUX
fuen-189	118	4	from	from	ADP
fuen-189	118	5	nrel	nrel	NOUN
fuen-189	118	6	’s	’s	PART
fuen-189	118	7	solar	solar	ADJ
fuen-189	118	8	radiation	radiation	NOUN
fuen-189	118	9	research	research	NOUN
fuen-189	118	10	laboratory	laboratory	NOUN
fuen-189	118	11	data	datum	NOUN
fuen-189	118	12	set	set	VERB
fuen-189	118	13	[	[	X
fuen-189	118	14	32	32	NUM
fuen-189	118	15	]	]	PUNCT
fuen-189	118	16	;	;	PUNCT
fuen-189	118	17	however	however	ADV
fuen-189	118	18	,	,	PUNCT
fuen-189	118	19	they	they	PRON
fuen-189	118	20	also	also	ADV
fuen-189	118	21	represent	represent	VERB
fuen-189	118	22	measurements	measurement	NOUN
fuen-189	118	23	commonly	commonly	ADV
fuen-189	118	24	available	available	ADJ
fuen-189	118	25	from	from	ADP
fuen-189	118	26	highquality	highquality	NOUN
fuen-189	118	27	weather	weather	NOUN
fuen-189	118	28	stations	station	NOUN
fuen-189	118	29	worldwide	worldwide	ADV
fuen-189	118	30	.	.	PUNCT
fuen-189	119	1	the	the	DET
fuen-189	119	2	model	model	NOUN
fuen-189	119	3	is	be	AUX
fuen-189	119	4	run	run	VERB
fuen-189	119	5	for	for	ADP
fuen-189	119	6	200	200	NUM
fuen-189	119	7	epochs	epoch	NOUN
fuen-189	119	8	with	with	ADP
fuen-189	119	9	the	the	DET
fuen-189	119	10	data	datum	NOUN
fuen-189	119	11	spanning	span	VERB
fuen-189	119	12	a	a	DET
fuen-189	119	13	year	year	NOUN
fuen-189	119	14	’s	’s	PART
fuen-189	119	15	interval	interval	NOUN
fuen-189	119	16	:	:	PUNCT
fuen-189	119	17	10and	10and	NOUN
fuen-189	119	18	2months	2months	NUM
fuen-189	119	19	train	train	NOUN
fuen-189	119	20	/	/	SYM
fuen-189	119	21	test	test	NOUN
fuen-189	119	22	split	split	NOUN
fuen-189	119	23	,	,	PUNCT
fuen-189	119	24	respectively	respectively	ADV
fuen-189	119	25	.	.	PUNCT
fuen-189	120	1	we	we	PRON
fuen-189	120	2	use	use	VERB
fuen-189	120	3	a	a	DET
fuen-189	120	4	single	single	ADJ
fuen-189	120	5	-	-	PUNCT
fuen-189	120	6	layered	layered	ADJ
fuen-189	120	7	network	network	NOUN
fuen-189	120	8	with	with	ADP
fuen-189	120	9	35	35	NUM
fuen-189	120	10	neurons	neuron	NOUN
fuen-189	120	11	.	.	PUNCT
fuen-189	121	1	the	the	DET
fuen-189	121	2	following	follow	VERB
fuen-189	121	3	mse	mse	PROPN
fuen-189	121	4	plot	plot	NOUN
fuen-189	121	5	(	(	PUNCT
fuen-189	121	6	figure	figure	NOUN
fuen-189	121	7	3	3	NUM
fuen-189	121	8	)	)	PUNCT
fuen-189	121	9	shows	show	VERB
fuen-189	121	10	the	the	DET
fuen-189	121	11	train	train	NOUN
fuen-189	121	12	and	and	CCONJ
fuen-189	121	13	test	test	NOUN
fuen-189	121	14	losses	loss	NOUN
fuen-189	121	15	over	over	ADP
fuen-189	121	16	several	several	ADJ
fuen-189	121	17	thousand	thousand	NUM
fuen-189	121	18	iterations	iteration	NOUN
fuen-189	121	19	.	.	PUNCT
fuen-189	122	1	despite	despite	SCONJ
fuen-189	122	2	the	the	DET
fuen-189	122	3	difference	difference	NOUN
fuen-189	122	4	between	between	ADP
fuen-189	122	5	final	final	ADJ
fuen-189	122	6	train	train	NOUN
fuen-189	122	7	and	and	CCONJ
fuen-189	122	8	test	test	NOUN
fuen-189	122	9	losses	loss	NOUN
fuen-189	122	10	,	,	PUNCT
fuen-189	122	11	no	no	DET
fuen-189	122	12	overfitting	overfitting	NOUN
fuen-189	122	13	was	be	AUX
fuen-189	122	14	observed	observe	VERB
fuen-189	122	15	in	in	ADP
fuen-189	122	16	the	the	DET
fuen-189	122	17	experiment	experiment	NOUN
fuen-189	122	18	.	.	PUNCT
fuen-189	123	1	figure	figure	NOUN
fuen-189	123	2	3	3	NUM
fuen-189	123	3	.	.	PUNCT
fuen-189	124	1	mean	mean	VERB
fuen-189	124	2	squared	square	VERB
fuen-189	124	3	error	error	NOUN
fuen-189	124	4	(	(	PUNCT
fuen-189	124	5	mse	mse	NOUN
fuen-189	124	6	)	)	PUNCT
fuen-189	124	7	error	error	NOUN
fuen-189	124	8	plot	plot	NOUN
fuen-189	124	9	for	for	ADP
fuen-189	124	10	train	train	NOUN
fuen-189	124	11	and	and	CCONJ
fuen-189	124	12	test	test	NOUN
fuen-189	124	13	data	datum	NOUN
fuen-189	124	14	(	(	PUNCT
fuen-189	124	15	from	from	ADP
fuen-189	124	16	[	[	X
fuen-189	124	17	29	29	NUM
fuen-189	124	18	]	]	PUNCT
fuen-189	124	19	)	)	PUNCT
fuen-189	124	20	s.	s.	PROPN
fuen-189	124	21	mishra	mishra	PROPN
fuen-189	124	22	et	et	PROPN
fuen-189	124	23	al	al	PROPN
fuen-189	124	24	.	.	PROPN
fuen-189	124	25	/future	/future	PROPN
fuen-189	125	1	energy	energy	PROPN
fuen-189	125	2	november	november	PROPN
fuen-189	125	3	2024|	2024|	NUM
fuen-189	125	4	volume	volume	NOUN
fuen-189	125	5	03	03	NUM
fuen-189	126	1	|	|	ADV
fuen-189	126	2	issue	issue	VERB
fuen-189	126	3	04|	04|	ADP
fuen-189	126	4	pages	page	NOUN
fuen-189	126	5	47	47	NUM
fuen-189	126	6	-	-	SYM
fuen-189	126	7	55	55	NUM
fuen-189	126	8	51	51	NUM
fuen-189	126	9	the	the	DET
fuen-189	126	10	model	model	NOUN
fuen-189	126	11	can	can	AUX
fuen-189	126	12	produce	produce	VERB
fuen-189	126	13	load	load	NOUN
fuen-189	126	14	forecasts	forecast	NOUN
fuen-189	126	15	at	at	ADP
fuen-189	126	16	multiple	multiple	ADJ
fuen-189	126	17	future	future	ADJ
fuen-189	126	18	time	time	NOUN
fuen-189	126	19	steps	step	NOUN
fuen-189	126	20	,	,	PUNCT
fuen-189	126	21	as	as	SCONJ
fuen-189	126	22	shown	show	VERB
fuen-189	126	23	in	in	ADP
fuen-189	126	24	figure	figure	NOUN
fuen-189	126	25	4	4	NUM
fuen-189	126	26	for	for	ADP
fuen-189	126	27	the	the	DET
fuen-189	126	28	café	café	NOUN
fuen-189	126	29	building	building	NOUN
fuen-189	126	30	's	's	PART
fuen-189	126	31	main	main	ADJ
fuen-189	126	32	power	power	NOUN
fuen-189	126	33	.	.	PUNCT
fuen-189	127	1	the	the	DET
fuen-189	127	2	models	model	NOUN
fuen-189	127	3	use	use	VERB
fuen-189	127	4	the	the	DET
fuen-189	127	5	most	most	ADV
fuen-189	127	6	recent	recent	ADJ
fuen-189	127	7	12	12	NUM
fuen-189	127	8	hours	hour	NOUN
fuen-189	127	9	of	of	ADP
fuen-189	127	10	weather	weather	NOUN
fuen-189	127	11	data	datum	NOUN
fuen-189	127	12	to	to	PART
fuen-189	127	13	capture	capture	VERB
fuen-189	127	14	the	the	DET
fuen-189	127	15	transient	transient	ADJ
fuen-189	127	16	effect	effect	NOUN
fuen-189	127	17	of	of	ADP
fuen-189	127	18	weather	weather	NOUN
fuen-189	127	19	on	on	ADP
fuen-189	127	20	energy	energy	NOUN
fuen-189	127	21	consumption	consumption	NOUN
fuen-189	127	22	and	and	CCONJ
fuen-189	127	23	use	use	VERB
fuen-189	127	24	the	the	DET
fuen-189	127	25	time	time	NOUN
fuen-189	127	26	of	of	ADP
fuen-189	127	27	day	day	NOUN
fuen-189	127	28	and	and	CCONJ
fuen-189	127	29	day	day	NOUN
fuen-189	127	30	of	of	ADP
fuen-189	127	31	the	the	DET
fuen-189	127	32	week	week	NOUN
fuen-189	127	33	to	to	PART
fuen-189	127	34	capture	capture	VERB
fuen-189	127	35	time	time	NOUN
fuen-189	127	36	-	-	PUNCT
fuen-189	127	37	based	base	VERB
fuen-189	127	38	energy	energy	NOUN
fuen-189	127	39	consumption	consumption	NOUN
fuen-189	127	40	patterns	pattern	NOUN
fuen-189	127	41	,	,	PUNCT
fuen-189	127	42	such	such	ADJ
fuen-189	127	43	as	as	ADP
fuen-189	127	44	those	those	PRON
fuen-189	127	45	related	relate	VERB
fuen-189	127	46	to	to	ADP
fuen-189	127	47	building	build	VERB
fuen-189	127	48	occupancy	occupancy	NOUN
fuen-189	127	49	.	.	PUNCT
fuen-189	128	1	because	because	SCONJ
fuen-189	128	2	neural	neural	ADJ
fuen-189	128	3	networks	network	NOUN
fuen-189	128	4	can	can	AUX
fuen-189	128	5	learn	learn	VERB
fuen-189	128	6	non	non	ADJ
fuen-189	128	7	-	-	ADJ
fuen-189	128	8	linear	linear	ADJ
fuen-189	128	9	relationships	relationship	NOUN
fuen-189	128	10	,	,	PUNCT
fuen-189	128	11	the	the	DET
fuen-189	128	12	trained	train	VERB
fuen-189	128	13	models	model	NOUN
fuen-189	128	14	are	be	AUX
fuen-189	128	15	able	able	ADJ
fuen-189	128	16	to	to	PART
fuen-189	128	17	infer	infer	VERB
fuen-189	128	18	complex	complex	ADJ
fuen-189	128	19	behaviors	behavior	NOUN
fuen-189	128	20	,	,	PUNCT
fuen-189	128	21	such	such	ADJ
fuen-189	128	22	as	as	ADP
fuen-189	128	23	the	the	DET
fuen-189	128	24	pre	pre	ADJ
fuen-189	128	25	-	-	ADJ
fuen-189	128	26	occupancy	occupancy	ADJ
fuen-189	128	27	energy	energy	NOUN
fuen-189	128	28	spike	spike	NOUN
fuen-189	128	29	in	in	ADP
fuen-189	128	30	the	the	DET
fuen-189	128	31	café	café	NOUN
fuen-189	128	32	due	due	ADP
fuen-189	128	33	to	to	ADP
fuen-189	128	34	early	early	ADJ
fuen-189	128	35	morning	morning	NOUN
fuen-189	128	36	food	food	NOUN
fuen-189	128	37	preparation	preparation	NOUN
fuen-189	128	38	.	.	PUNCT
fuen-189	129	1	each	each	DET
fuen-189	129	2	model	model	NOUN
fuen-189	129	3	outputs	output	VERB
fuen-189	129	4	a	a	DET
fuen-189	129	5	prediction	prediction	NOUN
fuen-189	129	6	of	of	ADP
fuen-189	129	7	building	build	VERB
fuen-189	129	8	load	load	NOUN
fuen-189	129	9	from	from	ADP
fuen-189	129	10	the	the	DET
fuen-189	129	11	current	current	ADJ
fuen-189	129	12	time	time	NOUN
fuen-189	129	13	step	step	NOUN
fuen-189	129	14	to	to	ADP
fuen-189	129	15	18	18	NUM
fuen-189	129	16	hours	hour	NOUN
fuen-189	129	17	in	in	ADP
fuen-189	129	18	the	the	DET
fuen-189	129	19	future	future	NOUN
fuen-189	129	20	in	in	ADP
fuen-189	129	21	1	1	NUM
fuen-189	129	22	-	-	PUNCT
fuen-189	129	23	hour	hour	NOUN
fuen-189	129	24	increments	increment	NOUN
fuen-189	129	25	.	.	PUNCT
fuen-189	130	1	this	this	DET
fuen-189	130	2	input	input	NOUN
fuen-189	130	3	-	-	PUNCT
fuen-189	130	4	output	output	NOUN
fuen-189	130	5	structure	structure	NOUN
fuen-189	130	6	applies	apply	VERB
fuen-189	130	7	to	to	ADP
fuen-189	130	8	all	all	DET
fuen-189	130	9	buildings	building	NOUN
fuen-189	130	10	that	that	PRON
fuen-189	130	11	were	be	AUX
fuen-189	130	12	studied	study	VERB
fuen-189	130	13	on	on	ADP
fuen-189	130	14	the	the	DET
fuen-189	130	15	nrel	nrel	NOUN
fuen-189	130	16	campus	campus	NOUN
fuen-189	130	17	.	.	PUNCT
fuen-189	131	1	model	model	NOUN
fuen-189	131	2	performance	performance	NOUN
fuen-189	131	3	was	be	AUX
fuen-189	131	4	not	not	PART
fuen-189	131	5	seen	see	VERB
fuen-189	131	6	to	to	PART
fuen-189	131	7	change	change	VERB
fuen-189	131	8	significantly	significantly	ADV
fuen-189	131	9	as	as	SCONJ
fuen-189	131	10	the	the	DET
fuen-189	131	11	length	length	NOUN
fuen-189	131	12	of	of	ADP
fuen-189	131	13	the	the	DET
fuen-189	131	14	forecast	forecast	NOUN
fuen-189	131	15	window	window	NOUN
fuen-189	131	16	increased	increase	VERB
fuen-189	131	17	/	/	SYM
fuen-189	131	18	decreased	decrease	VERB
fuen-189	131	19	,	,	PUNCT
fuen-189	131	20	but	but	CCONJ
fuen-189	131	21	the	the	DET
fuen-189	131	22	training	training	NOUN
fuen-189	131	23	time	time	NOUN
fuen-189	131	24	was	be	AUX
fuen-189	131	25	significantly	significantly	ADV
fuen-189	131	26	impacted	impact	VERB
fuen-189	131	27	by	by	ADP
fuen-189	131	28	the	the	DET
fuen-189	131	29	length	length	NOUN
fuen-189	131	30	of	of	ADP
fuen-189	131	31	the	the	DET
fuen-189	131	32	training	training	NOUN
fuen-189	131	33	window	window	NOUN
fuen-189	131	34	(	(	PUNCT
fuen-189	131	35	number	number	NOUN
fuen-189	131	36	of	of	ADP
fuen-189	131	37	hours	hour	NOUN
fuen-189	131	38	of	of	ADP
fuen-189	131	39	historical	historical	ADJ
fuen-189	131	40	data	datum	NOUN
fuen-189	131	41	used	use	VERB
fuen-189	131	42	as	as	ADP
fuen-189	131	43	input	input	NOUN
fuen-189	131	44	to	to	ADP
fuen-189	131	45	the	the	DET
fuen-189	131	46	model	model	NOUN
fuen-189	131	47	)	)	PUNCT
fuen-189	131	48	.	.	PUNCT
fuen-189	132	1	4	4	X
fuen-189	132	2	.	.	X
fuen-189	132	3	operational	operational	ADJ
fuen-189	132	4	load	load	NOUN
fuen-189	132	5	forecasting	forecasting	NOUN
fuen-189	132	6	system	system	NOUN
fuen-189	132	7	deployment	deployment	NOUN
fuen-189	132	8	a	a	DET
fuen-189	132	9	primary	primary	ADJ
fuen-189	132	10	research	research	NOUN
fuen-189	132	11	objective	objective	NOUN
fuen-189	132	12	of	of	ADP
fuen-189	132	13	the	the	DET
fuen-189	132	14	case	case	NOUN
fuen-189	132	15	study	study	NOUN
fuen-189	132	16	was	be	AUX
fuen-189	132	17	to	to	PART
fuen-189	132	18	establish	establish	VERB
fuen-189	132	19	deployment	deployment	NOUN
fuen-189	132	20	and	and	CCONJ
fuen-189	132	21	continuous	continuous	ADJ
fuen-189	132	22	improvement	improvement	NOUN
fuen-189	132	23	pathways	pathway	NOUN
fuen-189	132	24	for	for	ADP
fuen-189	132	25	the	the	DET
fuen-189	132	26	developed	develop	VERB
fuen-189	132	27	algorithms	algorithm	NOUN
fuen-189	132	28	.	.	PUNCT
fuen-189	133	1	that	that	PRON
fuen-189	133	2	is	is	ADV
fuen-189	133	3	,	,	PUNCT
fuen-189	133	4	developed	develop	VERB
fuen-189	133	5	algorithms	algorithm	NOUN
fuen-189	133	6	should	should	AUX
fuen-189	133	7	be	be	AUX
fuen-189	133	8	able	able	ADJ
fuen-189	133	9	to	to	PART
fuen-189	133	10	be	be	AUX
fuen-189	133	11	rapidly	rapidly	ADV
fuen-189	133	12	deployed	deploy	VERB
fuen-189	133	13	for	for	ADP
fuen-189	133	14	testing	testing	NOUN
fuen-189	133	15	within	within	ADP
fuen-189	133	16	the	the	DET
fuen-189	133	17	intelligent	intelligent	ADJ
fuen-189	133	18	campus	campus	NOUN
fuen-189	133	19	platform	platform	NOUN
fuen-189	133	20	and	and	CCONJ
fuen-189	133	21	iteratively	iteratively	ADV
fuen-189	133	22	improved	improve	VERB
fuen-189	133	23	with	with	ADP
fuen-189	133	24	minimal	minimal	ADJ
fuen-189	133	25	retooling	retooling	NOUN
fuen-189	133	26	.	.	PUNCT
fuen-189	134	1	the	the	DET
fuen-189	134	2	intelligent	intelligent	ADJ
fuen-189	134	3	campus	campus	NOUN
fuen-189	134	4	team	team	NOUN
fuen-189	134	5	intends	intend	VERB
fuen-189	134	6	to	to	PART
fuen-189	134	7	expand	expand	VERB
fuen-189	134	8	the	the	DET
fuen-189	134	9	algorithm	algorithm	NOUN
fuen-189	134	10	to	to	PART
fuen-189	134	11	forecast	forecast	VERB
fuen-189	134	12	other	other	ADJ
fuen-189	134	13	quantities	quantity	NOUN
fuen-189	134	14	(	(	PUNCT
fuen-189	134	15	such	such	ADJ
fuen-189	134	16	as	as	ADP
fuen-189	134	17	building	build	VERB
fuen-189	134	18	electricity	electricity	NOUN
fuen-189	134	19	meters	meter	NOUN
fuen-189	134	20	,	,	PUNCT
fuen-189	134	21	thermal	thermal	ADJ
fuen-189	134	22	meters	meter	NOUN
fuen-189	134	23	,	,	PUNCT
fuen-189	134	24	and	and	CCONJ
fuen-189	134	25	photovoltaic	photovoltaic	NOUN
fuen-189	134	26	system	system	NOUN
fuen-189	134	27	generation	generation	NOUN
fuen-189	134	28	)	)	PUNCT
fuen-189	134	29	and	and	CCONJ
fuen-189	134	30	to	to	PART
fuen-189	134	31	support	support	VERB
fuen-189	134	32	additional	additional	ADJ
fuen-189	134	33	exogenous	exogenous	ADJ
fuen-189	134	34	variables	variable	NOUN
fuen-189	134	35	.	.	PUNCT
fuen-189	135	1	therefore	therefore	ADV
fuen-189	135	2	,	,	PUNCT
fuen-189	135	3	from	from	ADP
fuen-189	135	4	a	a	DET
fuen-189	135	5	software	software	NOUN
fuen-189	135	6	development	development	NOUN
fuen-189	135	7	point	point	NOUN
fuen-189	135	8	of	of	ADP
fuen-189	135	9	view	view	NOUN
fuen-189	135	10	,	,	PUNCT
fuen-189	135	11	the	the	DET
fuen-189	135	12	system	system	NOUN
fuen-189	135	13	’s	’s	PART
fuen-189	135	14	input	input	NOUN
fuen-189	135	15	-	-	PUNCT
fuen-189	135	16	output	output	NOUN
fuen-189	135	17	architecture	architecture	NOUN
fuen-189	135	18	must	must	AUX
fuen-189	135	19	be	be	AUX
fuen-189	135	20	flexible	flexible	ADJ
fuen-189	135	21	,	,	PUNCT
fuen-189	135	22	replicable	replicable	ADJ
fuen-189	135	23	,	,	PUNCT
fuen-189	135	24	and	and	CCONJ
fuen-189	135	25	scalable	scalable	ADJ
fuen-189	135	26	.	.	PUNCT
fuen-189	136	1	due	due	ADP
fuen-189	136	2	to	to	ADP
fuen-189	136	3	the	the	DET
fuen-189	136	4	nature	nature	NOUN
fuen-189	136	5	of	of	ADP
fuen-189	136	6	the	the	DET
fuen-189	136	7	deep	deep	ADJ
fuen-189	136	8	learning	learning	NOUN
fuen-189	136	9	algorithms	algorithm	NOUN
fuen-189	136	10	used	use	VERB
fuen-189	136	11	,	,	PUNCT
fuen-189	136	12	ongoing	ongoing	ADJ
fuen-189	136	13	access	access	NOUN
fuen-189	136	14	to	to	ADP
fuen-189	136	15	data	data	NOUN
fuen-189	136	16	is	be	AUX
fuen-189	136	17	an	an	DET
fuen-189	136	18	integral	integral	ADJ
fuen-189	136	19	part	part	NOUN
fuen-189	136	20	of	of	ADP
fuen-189	136	21	the	the	DET
fuen-189	136	22	continued	continue	VERB
fuen-189	136	23	operation	operation	NOUN
fuen-189	136	24	of	of	ADP
fuen-189	136	25	the	the	DET
fuen-189	136	26	system	system	NOUN
fuen-189	136	27	.	.	PUNCT
fuen-189	137	1	periodic	periodic	ADJ
fuen-189	137	2	retraining	retraining	NOUN
fuen-189	137	3	of	of	ADP
fuen-189	137	4	the	the	DET
fuen-189	137	5	models	model	NOUN
fuen-189	137	6	as	as	SCONJ
fuen-189	137	7	more	more	ADJ
fuen-189	137	8	data	datum	NOUN
fuen-189	137	9	gets	get	AUX
fuen-189	137	10	collected	collect	VERB
fuen-189	137	11	has	have	VERB
fuen-189	137	12	the	the	DET
fuen-189	137	13	potential	potential	NOUN
fuen-189	137	14	to	to	PART
fuen-189	137	15	increase	increase	VERB
fuen-189	137	16	model	model	NOUN
fuen-189	137	17	accuracy	accuracy	NOUN
fuen-189	137	18	.	.	PUNCT
fuen-189	138	1	figure	figure	NOUN
fuen-189	138	2	4	4	NUM
fuen-189	138	3	.	.	PUNCT
fuen-189	139	1	multi	multi	ADJ
fuen-189	139	2	-	-	ADJ
fuen-189	139	3	time	time	ADJ
fuen-189	139	4	horizon	horizon	PROPN
fuen-189	139	5	forecast	forecast	NOUN
fuen-189	139	6	(	(	PUNCT
fuen-189	139	7	from	from	ADP
fuen-189	139	8	[	[	X
fuen-189	139	9	29	29	NUM
fuen-189	139	10	]	]	PUNCT
fuen-189	139	11	)	)	PUNCT
fuen-189	140	1	the	the	DET
fuen-189	140	2	following	follow	VERB
fuen-189	140	3	two	two	NUM
fuen-189	140	4	subsections	subsection	NOUN
fuen-189	140	5	describe	describe	VERB
fuen-189	140	6	the	the	DET
fuen-189	140	7	challenges	challenge	NOUN
fuen-189	140	8	and	and	CCONJ
fuen-189	140	9	opportunities	opportunity	NOUN
fuen-189	140	10	that	that	PRON
fuen-189	140	11	open	open	VERB
fuen-189	140	12	up	up	ADP
fuen-189	140	13	for	for	ADP
fuen-189	140	14	smart	smart	ADJ
fuen-189	140	15	buildings	building	NOUN
fuen-189	140	16	’	'	PUNCT
fuen-189	140	17	research	research	NOUN
fuen-189	140	18	and	and	CCONJ
fuen-189	140	19	prototyping	prototyping	NOUN
fuen-189	140	20	once	once	SCONJ
fuen-189	140	21	those	those	DET
fuen-189	140	22	challenges	challenge	NOUN
fuen-189	140	23	are	be	AUX
fuen-189	140	24	addressed	address	VERB
fuen-189	140	25	.	.	PUNCT
fuen-189	141	1	understanding	understand	VERB
fuen-189	141	2	the	the	DET
fuen-189	141	3	deployment	deployment	ADJ
fuen-189	141	4	aspect	aspect	NOUN
fuen-189	141	5	of	of	ADP
fuen-189	141	6	a	a	DET
fuen-189	141	7	deep	deep	ADJ
fuen-189	141	8	-	-	PUNCT
fuen-189	141	9	learningbased	learningbase	VERB
fuen-189	141	10	forecasting	forecasting	NOUN
fuen-189	141	11	system	system	NOUN
fuen-189	141	12	,	,	PUNCT
fuen-189	141	13	therefore	therefore	ADV
fuen-189	141	14	,	,	PUNCT
fuen-189	141	15	completes	complete	VERB
fuen-189	141	16	the	the	DET
fuen-189	141	17	re	re	NOUN
fuen-189	141	18	-	-	ADJ
fuen-189	141	19	searchprototyping	searchprototyping	ADJ
fuen-189	141	20	loop	loop	NOUN
fuen-189	141	21	.	.	PUNCT
fuen-189	142	1	4.1	4.1	NUM
fuen-189	142	2	challenges	challenge	NOUN
fuen-189	142	3	4.1.1	4.1.1	NUM
fuen-189	142	4	data	data	NOUN
fuen-189	142	5	availability	availability	NOUN
fuen-189	142	6	and	and	CCONJ
fuen-189	142	7	quality	quality	NOUN
fuen-189	142	8	control	control	NOUN
fuen-189	142	9	“	"	PUNCT
fuen-189	142	10	garbage	garbage	NOUN
fuen-189	142	11	in	in	ADP
fuen-189	142	12	,	,	PUNCT
fuen-189	142	13	garbage	garbage	NOUN
fuen-189	142	14	out”––a	out”––a	VERB
fuen-189	142	15	common	common	ADJ
fuen-189	142	16	phrase	phrase	NOUN
fuen-189	142	17	used	use	VERB
fuen-189	142	18	in	in	ADP
fuen-189	142	19	the	the	DET
fuen-189	142	20	machine	machine	NOUN
fuen-189	142	21	learning	learn	VERB
fuen-189	142	22	community––captures	community––captures	PROPN
fuen-189	142	23	the	the	DET
fuen-189	142	24	importance	importance	NOUN
fuen-189	142	25	of	of	ADP
fuen-189	142	26	this	this	DET
fuen-189	142	27	step	step	NOUN
fuen-189	142	28	of	of	ADP
fuen-189	142	29	data	datum	NOUN
fuen-189	142	30	collection	collection	NOUN
fuen-189	142	31	and	and	CCONJ
fuen-189	142	32	curation	curation	NOUN
fuen-189	142	33	.	.	PUNCT
fuen-189	143	1	assembling	assemble	VERB
fuen-189	143	2	a	a	DET
fuen-189	143	3	machine	machine	NOUN
fuen-189	143	4	learning	learn	VERB
fuen-189	143	5	training	training	NOUN
fuen-189	143	6	data	datum	NOUN
fuen-189	143	7	set	set	VERB
fuen-189	143	8	begins	begin	VERB
fuen-189	143	9	with	with	ADP
fuen-189	143	10	proper	proper	ADJ
fuen-189	143	11	commissioning	commissioning	NOUN
fuen-189	143	12	and	and	CCONJ
fuen-189	143	13	maintenance	maintenance	NOUN
fuen-189	143	14	of	of	ADP
fuen-189	143	15	meters	meter	NOUN
fuen-189	143	16	,	,	PUNCT
fuen-189	143	17	sensors	sensor	NOUN
fuen-189	143	18	,	,	PUNCT
fuen-189	143	19	and	and	CCONJ
fuen-189	143	20	other	other	ADJ
fuen-189	143	21	data	datum	NOUN
fuen-189	143	22	inputs	input	NOUN
fuen-189	143	23	.	.	PUNCT
fuen-189	144	1	data	datum	NOUN
fuen-189	144	2	should	should	AUX
fuen-189	144	3	have	have	VERB
fuen-189	144	4	proper	proper	ADJ
fuen-189	144	5	units	unit	NOUN
fuen-189	144	6	and	and	CCONJ
fuen-189	144	7	scaling	scaling	NOUN
fuen-189	144	8	.	.	PUNCT
fuen-189	145	1	(	(	PUNCT
fuen-189	145	2	although	although	SCONJ
fuen-189	145	3	in	in	ADP
fuen-189	145	4	some	some	DET
fuen-189	145	5	circumstances	circumstance	NOUN
fuen-189	145	6	,	,	PUNCT
fuen-189	145	7	a	a	DET
fuen-189	145	8	machine	machine	NOUN
fuen-189	145	9	learning	learn	VERB
fuen-189	145	10	model	model	NOUN
fuen-189	145	11	could	could	AUX
fuen-189	145	12	be	be	AUX
fuen-189	145	13	successfully	successfully	ADV
fuen-189	145	14	trained	train	VERB
fuen-189	145	15	from	from	ADP
fuen-189	145	16	improperly	improperly	ADV
fuen-189	145	17	scaled	scale	VERB
fuen-189	145	18	or	or	CCONJ
fuen-189	145	19	otherwise	otherwise	ADV
fuen-189	145	20	corrupted	corrupted	ADJ
fuen-189	145	21	input	input	NOUN
fuen-189	145	22	data	datum	NOUN
fuen-189	145	23	,	,	PUNCT
fuen-189	145	24	if	if	SCONJ
fuen-189	145	25	those	those	DET
fuen-189	145	26	data	datum	NOUN
fuen-189	145	27	stream	stream	NOUN
fuen-189	145	28	errors	error	NOUN
fuen-189	145	29	were	be	AUX
fuen-189	145	30	corrected	correct	VERB
fuen-189	145	31	in	in	ADP
fuen-189	145	32	the	the	DET
fuen-189	145	33	future	future	NOUN
fuen-189	145	34	,	,	PUNCT
fuen-189	145	35	the	the	DET
fuen-189	145	36	model	model	NOUN
fuen-189	145	37	would	would	AUX
fuen-189	145	38	need	need	VERB
fuen-189	145	39	to	to	PART
fuen-189	145	40	be	be	AUX
fuen-189	145	41	retrained	retrain	VERB
fuen-189	145	42	)	)	PUNCT
fuen-189	145	43	.	.	PUNCT
fuen-189	146	1	automated	automate	VERB
fuen-189	146	2	accumulation	accumulation	NOUN
fuen-189	146	3	of	of	ADP
fuen-189	146	4	new	new	ADJ
fuen-189	146	5	training	training	NOUN
fuen-189	146	6	data	datum	NOUN
fuen-189	146	7	(	(	PUNCT
fuen-189	146	8	without	without	ADP
fuen-189	146	9	extensive	extensive	ADJ
fuen-189	146	10	human	human	ADJ
fuen-189	146	11	review	review	NOUN
fuen-189	146	12	)	)	PUNCT
fuen-189	146	13	presents	present	VERB
fuen-189	146	14	data	datum	NOUN
fuen-189	146	15	quality	quality	NOUN
fuen-189	146	16	challenges	challenge	NOUN
fuen-189	146	17	.	.	PUNCT
fuen-189	147	1	nrel	nrel	NOUN
fuen-189	147	2	’s	’s	PART
fuen-189	147	3	intelligent	intelligent	ADJ
fuen-189	147	4	campus	campus	NOUN
fuen-189	147	5	team	team	NOUN
fuen-189	147	6	has	have	AUX
fuen-189	147	7	implemented	implement	VERB
fuen-189	147	8	quality	quality	NOUN
fuen-189	147	9	check	check	NOUN
fuen-189	147	10	mechanisms	mechanism	NOUN
fuen-189	147	11	for	for	ADP
fuen-189	147	12	the	the	DET
fuen-189	147	13	measurements	measurement	NOUN
fuen-189	147	14	coming	come	VERB
fuen-189	147	15	from	from	ADP
fuen-189	147	16	the	the	DET
fuen-189	147	17	sensors	sensor	NOUN
fuen-189	147	18	in	in	ADP
fuen-189	147	19	real	real	ADJ
fuen-189	147	20	time	time	NOUN
fuen-189	147	21	before	before	SCONJ
fuen-189	147	22	they	they	PRON
fuen-189	147	23	are	be	AUX
fuen-189	147	24	fed	feed	VERB
fuen-189	147	25	to	to	ADP
fuen-189	147	26	the	the	DET
fuen-189	147	27	model	model	NOUN
fuen-189	147	28	.	.	PUNCT
fuen-189	148	1	one	one	NUM
fuen-189	148	2	example	example	NOUN
fuen-189	148	3	is	be	AUX
fuen-189	148	4	removing	remove	VERB
fuen-189	148	5	the	the	DET
fuen-189	148	6	outliers	outlier	NOUN
fuen-189	148	7	identified	identify	VERB
fuen-189	148	8	by	by	ADP
fuen-189	148	9	the	the	DET
fuen-189	148	10	values	value	NOUN
fuen-189	148	11	lying	lie	VERB
fuen-189	148	12	outside	outside	ADP
fuen-189	148	13	of	of	ADP
fuen-189	148	14	three	three	NUM
fuen-189	148	15	standard	standard	ADJ
fuen-189	148	16	deviations	deviation	NOUN
fuen-189	148	17	.	.	PUNCT
fuen-189	149	1	another	another	PRON
fuen-189	149	2	is	be	AUX
fuen-189	149	3	operating	operate	VERB
fuen-189	149	4	basic	basic	ADJ
fuen-189	149	5	fault	fault	NOUN
fuen-189	149	6	detection	detection	NOUN
fuen-189	149	7	rules	rule	NOUN
fuen-189	149	8	that	that	PRON
fuen-189	149	9	check	check	VERB
fuen-189	149	10	for	for	ADP
fuen-189	149	11	stuck	stuck	ADJ
fuen-189	149	12	sensors	sensor	NOUN
fuen-189	149	13	(	(	PUNCT
fuen-189	149	14	constant	constant	ADJ
fuen-189	149	15	value	value	NOUN
fuen-189	149	16	for	for	ADP
fuen-189	149	17	long	long	ADJ
fuen-189	149	18	periods	period	NOUN
fuen-189	149	19	of	of	ADP
fuen-189	149	20	time	time	NOUN
fuen-189	149	21	)	)	PUNCT
fuen-189	149	22	,	,	PUNCT
fuen-189	149	23	logically	logically	ADV
fuen-189	149	24	out	out	ADJ
fuen-189	149	25	-	-	PUNCT
fuen-189	149	26	ofrange	ofrange	NOUN
fuen-189	149	27	data	datum	NOUN
fuen-189	149	28	(	(	PUNCT
fuen-189	149	29	such	such	ADJ
fuen-189	149	30	as	as	ADP
fuen-189	149	31	significant	significant	ADJ
fuen-189	149	32	solar	solar	ADJ
fuen-189	149	33	radiation	radiation	NOUN
fuen-189	149	34	recorded	record	VERB
fuen-189	149	35	at	at	ADP
fuen-189	149	36	night	night	NOUN
fuen-189	149	37	)	)	PUNCT
fuen-189	149	38	,	,	PUNCT
fuen-189	149	39	and	and	CCONJ
fuen-189	149	40	similar	similar	ADJ
fuen-189	149	41	anomalies	anomaly	NOUN
fuen-189	149	42	.	.	PUNCT
fuen-189	150	1	these	these	DET
fuen-189	150	2	checks	check	NOUN
fuen-189	150	3	not	not	PART
fuen-189	150	4	only	only	ADV
fuen-189	150	5	improve	improve	VERB
fuen-189	150	6	machine	machine	NOUN
fuen-189	150	7	learning	learning	NOUN
fuen-189	150	8	model	model	NOUN
fuen-189	150	9	quality	quality	NOUN
fuen-189	150	10	but	but	CCONJ
fuen-189	150	11	also	also	ADV
fuen-189	150	12	provide	provide	VERB
fuen-189	150	13	an	an	DET
fuen-189	150	14	opportunity	opportunity	NOUN
fuen-189	150	15	to	to	PART
fuen-189	150	16	detect	detect	VERB
fuen-189	150	17	and	and	CCONJ
fuen-189	150	18	correct	correct	ADJ
fuen-189	150	19	errors	error	NOUN
fuen-189	150	20	in	in	ADP
fuen-189	150	21	the	the	DET
fuen-189	150	22	measurement	measurement	NOUN
fuen-189	150	23	systems	system	NOUN
fuen-189	150	24	and	and	CCONJ
fuen-189	150	25	equipment	equipment	NOUN
fuen-189	150	26	.	.	PUNCT
fuen-189	151	1	s.	s.	PROPN
fuen-189	151	2	mishra	mishra	PROPN
fuen-189	151	3	et	et	PROPN
fuen-189	151	4	al	al	PROPN
fuen-189	151	5	.	.	PROPN
fuen-189	151	6	/future	/future	PROPN
fuen-189	151	7	energy	energy	PROPN
fuen-189	151	8	november	november	PROPN
fuen-189	151	9	2024|	2024|	NUM
fuen-189	152	1	volume	volume	NOUN
fuen-189	152	2	03	03	NUM
fuen-189	153	1	|	|	ADV
fuen-189	153	2	issue	issue	VERB
fuen-189	153	3	04|	04|	ADP
fuen-189	153	4	pages	page	NOUN
fuen-189	153	5	47	47	NUM
fuen-189	153	6	-	-	SYM
fuen-189	153	7	55	55	NUM
fuen-189	153	8	52	52	NUM
fuen-189	153	9	4.1.2	4.1.2	NUM
fuen-189	153	10	integration	integration	NOUN
fuen-189	153	11	with	with	ADP
fuen-189	153	12	emis	emis	NOUN
fuen-189	153	13	and	and	CCONJ
fuen-189	153	14	scalability	scalability	NOUN
fuen-189	153	15	the	the	DET
fuen-189	153	16	practical	practical	ADJ
fuen-189	153	17	implementation	implementation	NOUN
fuen-189	153	18	of	of	ADP
fuen-189	153	19	a	a	DET
fuen-189	153	20	forecasting	forecasting	NOUN
fuen-189	153	21	system	system	NOUN
fuen-189	153	22	requires	require	VERB
fuen-189	153	23	reliable	reliable	ADJ
fuen-189	153	24	interfaces	interface	NOUN
fuen-189	153	25	for	for	ADP
fuen-189	153	26	transferring	transfer	VERB
fuen-189	153	27	data	datum	NOUN
fuen-189	153	28	to	to	ADP
fuen-189	153	29	the	the	DET
fuen-189	153	30	model	model	NOUN
fuen-189	153	31	and	and	CCONJ
fuen-189	153	32	for	for	ADP
fuen-189	153	33	transferring	transfer	VERB
fuen-189	153	34	model	model	NOUN
fuen-189	153	35	outputs	output	NOUN
fuen-189	153	36	to	to	ADP
fuen-189	153	37	an	an	DET
fuen-189	153	38	analytics	analytic	NOUN
fuen-189	153	39	system	system	NOUN
fuen-189	153	40	that	that	PRON
fuen-189	153	41	consumes	consume	VERB
fuen-189	153	42	them	they	PRON
fuen-189	153	43	.	.	PUNCT
fuen-189	154	1	the	the	DET
fuen-189	154	2	forecasting	forecasting	NOUN
fuen-189	154	3	system	system	NOUN
fuen-189	154	4	developed	develop	VERB
fuen-189	154	5	for	for	ADP
fuen-189	154	6	this	this	DET
fuen-189	154	7	case	case	NOUN
fuen-189	154	8	study	study	NOUN
fuen-189	154	9	communicates	communicate	VERB
fuen-189	154	10	with	with	ADP
fuen-189	154	11	the	the	DET
fuen-189	154	12	nrel	nrel	NOUN
fuen-189	154	13	emis	emis	NOUN
fuen-189	154	14	via	via	ADP
fuen-189	154	15	an	an	DET
fuen-189	154	16	application	application	NOUN
fuen-189	154	17	programming	programming	NOUN
fuen-189	154	18	interface	interface	NOUN
fuen-189	154	19	defined	define	VERB
fuen-189	154	20	by	by	ADP
fuen-189	154	21	the	the	DET
fuen-189	154	22	project	project	NOUN
fuen-189	154	23	haystack	haystack	NOUN
fuen-189	154	24	standard	standard	NOUN
fuen-189	154	25	[	[	X
fuen-189	154	26	33	33	NUM
fuen-189	154	27	]	]	PUNCT
fuen-189	154	28	.	.	PUNCT
fuen-189	155	1	the	the	DET
fuen-189	155	2	emis	emis	PROPN
fuen-189	155	3	provides	provide	VERB
fuen-189	155	4	forecast	forecast	NOUN
fuen-189	155	5	inputs	input	NOUN
fuen-189	155	6	,	,	PUNCT
fuen-189	155	7	and	and	CCONJ
fuen-189	155	8	the	the	DET
fuen-189	155	9	forecast	forecast	NOUN
fuen-189	155	10	system	system	NOUN
fuen-189	155	11	,	,	PUNCT
fuen-189	155	12	in	in	ADP
fuen-189	155	13	turn	turn	NOUN
fuen-189	155	14	,	,	PUNCT
fuen-189	155	15	writes	write	VERB
fuen-189	155	16	forecasts	forecast	NOUN
fuen-189	155	17	back	back	ADV
fuen-189	155	18	to	to	ADP
fuen-189	155	19	the	the	DET
fuen-189	155	20	emis	emis	NOUN
fuen-189	155	21	.	.	PUNCT
fuen-189	156	1	adherence	adherence	NOUN
fuen-189	156	2	to	to	ADP
fuen-189	156	3	a	a	DET
fuen-189	156	4	metadata	metadata	ADJ
fuen-189	156	5	standard	standard	NOUN
fuen-189	156	6	and	and	CCONJ
fuen-189	156	7	an	an	DET
fuen-189	156	8	open	open	ADJ
fuen-189	156	9	application	application	NOUN
fuen-189	156	10	programming	programming	NOUN
fuen-189	156	11	interface	interface	NOUN
fuen-189	156	12	allows	allow	VERB
fuen-189	156	13	the	the	DET
fuen-189	156	14	forecasting	forecasting	NOUN
fuen-189	156	15	system	system	NOUN
fuen-189	156	16	to	to	PART
fuen-189	156	17	be	be	AUX
fuen-189	156	18	rapidly	rapidly	ADV
fuen-189	156	19	retrained	retrain	VERB
fuen-189	156	20	and	and	CCONJ
fuen-189	156	21	redeployed	redeploy	VERB
fuen-189	156	22	for	for	ADP
fuen-189	156	23	new	new	ADJ
fuen-189	156	24	sites	site	NOUN
fuen-189	156	25	.	.	PUNCT
fuen-189	157	1	any	any	DET
fuen-189	157	2	database	database	NOUN
fuen-189	157	3	that	that	PRON
fuen-189	157	4	adheres	adhere	VERB
fuen-189	157	5	to	to	ADP
fuen-189	157	6	the	the	DET
fuen-189	157	7	project	project	NOUN
fuen-189	157	8	haystack	haystack	NOUN
fuen-189	157	9	standard	standard	NOUN
fuen-189	157	10	and	and	CCONJ
fuen-189	157	11	correctly	correctly	ADV
fuen-189	157	12	tags	tag	VERB
fuen-189	157	13	the	the	DET
fuen-189	157	14	required	require	VERB
fuen-189	157	15	input	input	NOUN
fuen-189	157	16	points	point	NOUN
fuen-189	157	17	can	can	AUX
fuen-189	157	18	be	be	AUX
fuen-189	157	19	connected	connect	VERB
fuen-189	157	20	to	to	ADP
fuen-189	157	21	a	a	DET
fuen-189	157	22	new	new	ADJ
fuen-189	157	23	instance	instance	NOUN
fuen-189	157	24	of	of	ADP
fuen-189	157	25	the	the	DET
fuen-189	157	26	deep	deep	ADJ
fuen-189	157	27	learning	learning	NOUN
fuen-189	157	28	algorithm	algorithm	NOUN
fuen-189	157	29	,	,	PUNCT
fuen-189	157	30	and	and	CCONJ
fuen-189	157	31	a	a	DET
fuen-189	157	32	new	new	ADJ
fuen-189	157	33	model	model	NOUN
fuen-189	157	34	can	can	AUX
fuen-189	157	35	be	be	AUX
fuen-189	157	36	trained	train	VERB
fuen-189	157	37	with	with	ADP
fuen-189	157	38	minimal	minimal	ADJ
fuen-189	157	39	effort	effort	NOUN
fuen-189	157	40	.	.	PUNCT
fuen-189	158	1	when	when	SCONJ
fuen-189	158	2	the	the	DET
fuen-189	158	3	forecasting	forecasting	NOUN
fuen-189	158	4	system	system	NOUN
fuen-189	158	5	runs	run	VERB
fuen-189	158	6	in	in	ADP
fuen-189	158	7	integration	integration	NOUN
fuen-189	158	8	with	with	ADP
fuen-189	158	9	emis	emi	NOUN
fuen-189	158	10	,	,	PUNCT
fuen-189	158	11	it	it	PRON
fuen-189	158	12	is	be	AUX
fuen-189	158	13	also	also	ADV
fuen-189	158	14	important	important	ADJ
fuen-189	158	15	to	to	PART
fuen-189	158	16	be	be	AUX
fuen-189	158	17	able	able	ADJ
fuen-189	158	18	to	to	PART
fuen-189	158	19	redeploy	redeploy	VERB
fuen-189	158	20	the	the	DET
fuen-189	158	21	model	model	NOUN
fuen-189	158	22	(	(	PUNCT
fuen-189	158	23	with	with	ADP
fuen-189	158	24	either	either	CCONJ
fuen-189	158	25	architectural	architectural	ADJ
fuen-189	158	26	or	or	CCONJ
fuen-189	158	27	training	training	NOUN
fuen-189	158	28	updates	update	NOUN
fuen-189	158	29	)	)	PUNCT
fuen-189	158	30	without	without	ADP
fuen-189	158	31	service	service	NOUN
fuen-189	158	32	interruption	interruption	NOUN
fuen-189	158	33	.	.	PUNCT
fuen-189	159	1	because	because	SCONJ
fuen-189	159	2	forecasts	forecast	NOUN
fuen-189	159	3	cover	cover	VERB
fuen-189	159	4	a	a	DET
fuen-189	159	5	span	span	NOUN
fuen-189	159	6	of	of	ADP
fuen-189	159	7	time	time	NOUN
fuen-189	159	8	but	but	CCONJ
fuen-189	159	9	are	be	AUX
fuen-189	159	10	frequently	frequently	ADV
fuen-189	159	11	updated	update	VERB
fuen-189	159	12	,	,	PUNCT
fuen-189	159	13	managing	manage	VERB
fuen-189	159	14	caching	cache	VERB
fuen-189	159	15	is	be	AUX
fuen-189	159	16	a	a	DET
fuen-189	159	17	key	key	ADJ
fuen-189	159	18	challenge	challenge	NOUN
fuen-189	159	19	.	.	PUNCT
fuen-189	160	1	in	in	ADP
fuen-189	160	2	addition	addition	NOUN
fuen-189	160	3	,	,	PUNCT
fuen-189	160	4	the	the	DET
fuen-189	160	5	forecast	forecast	NOUN
fuen-189	160	6	read	read	VERB
fuen-189	160	7	/	/	SYM
fuen-189	160	8	write	write	NOUN
fuen-189	160	9	system	system	NOUN
fuen-189	160	10	must	must	AUX
fuen-189	160	11	be	be	AUX
fuen-189	160	12	flexible	flexible	ADJ
fuen-189	160	13	enough	enough	ADV
fuen-189	160	14	to	to	PART
fuen-189	160	15	handle	handle	VERB
fuen-189	160	16	arbitrary	arbitrary	ADJ
fuen-189	160	17	forecast	forecast	NOUN
fuen-189	160	18	inputs	input	NOUN
fuen-189	160	19	and	and	CCONJ
fuen-189	160	20	outputs	output	NOUN
fuen-189	160	21	.	.	PUNCT
fuen-189	161	1	additionally	additionally	ADV
fuen-189	161	2	,	,	PUNCT
fuen-189	161	3	given	give	VERB
fuen-189	161	4	the	the	DET
fuen-189	161	5	computationally	computationally	ADV
fuen-189	161	6	intensive	intensive	ADJ
fuen-189	161	7	nature	nature	NOUN
fuen-189	161	8	of	of	ADP
fuen-189	161	9	deep	deep	ADJ
fuen-189	161	10	learning	learning	NOUN
fuen-189	161	11	models	model	NOUN
fuen-189	161	12	,	,	PUNCT
fuen-189	161	13	scalability	scalability	NOUN
fuen-189	161	14	in	in	ADP
fuen-189	161	15	terms	term	NOUN
fuen-189	161	16	of	of	ADP
fuen-189	161	17	available	available	ADJ
fuen-189	161	18	computing	computing	NOUN
fuen-189	161	19	power	power	NOUN
fuen-189	161	20	for	for	ADP
fuen-189	161	21	retraining	retrain	VERB
fuen-189	161	22	the	the	DET
fuen-189	161	23	models	model	NOUN
fuen-189	161	24	is	be	AUX
fuen-189	161	25	another	another	DET
fuen-189	161	26	interesting	interesting	ADJ
fuen-189	161	27	challenge	challenge	NOUN
fuen-189	161	28	.	.	PUNCT
fuen-189	162	1	4.1.3	4.1.3	NUM
fuen-189	162	2	online	online	NOUN
fuen-189	162	3	vs.	vs.	ADP
fuen-189	162	4	offline	offline	ADJ
fuen-189	162	5	training	training	NOUN
fuen-189	162	6	training	training	NOUN
fuen-189	162	7	is	be	AUX
fuen-189	162	8	an	an	DET
fuen-189	162	9	important	important	ADJ
fuen-189	162	10	consideration	consideration	NOUN
fuen-189	162	11	for	for	ADP
fuen-189	162	12	deeplearning	deeplearne	VERB
fuen-189	162	13	-	-	PUNCT
fuen-189	162	14	based	base	VERB
fuen-189	162	15	forecasting	forecasting	NOUN
fuen-189	162	16	systems	system	NOUN
fuen-189	162	17	because	because	SCONJ
fuen-189	162	18	deep	deep	ADJ
fuen-189	162	19	-	-	PUNCT
fuen-189	162	20	learning	learn	VERB
fuen-189	162	21	models	model	NOUN
fuen-189	162	22	’	'	PUNCT
fuen-189	162	23	accuracies	accuracy	NOUN
fuen-189	162	24	have	have	AUX
fuen-189	162	25	been	be	AUX
fuen-189	162	26	shown	show	VERB
fuen-189	162	27	to	to	PART
fuen-189	162	28	keep	keep	VERB
fuen-189	162	29	rising	rise	VERB
fuen-189	162	30	with	with	ADP
fuen-189	162	31	more	more	ADJ
fuen-189	162	32	training	training	NOUN
fuen-189	162	33	.	.	PUNCT
fuen-189	163	1	offline	offline	ADJ
fuen-189	163	2	training	training	NOUN
fuen-189	163	3	is	be	AUX
fuen-189	163	4	a	a	DET
fuen-189	163	5	relatively	relatively	ADV
fuen-189	163	6	simpler	simple	ADJ
fuen-189	163	7	way	way	NOUN
fuen-189	163	8	of	of	ADP
fuen-189	163	9	implementation	implementation	NOUN
fuen-189	163	10	in	in	ADP
fuen-189	163	11	which	which	PRON
fuen-189	163	12	the	the	DET
fuen-189	163	13	machine	machine	NOUN
fuen-189	163	14	learning	learning	NOUN
fuen-189	163	15	models	model	NOUN
fuen-189	163	16	are	be	AUX
fuen-189	163	17	retrained	retrain	VERB
fuen-189	163	18	by	by	ADP
fuen-189	163	19	a	a	DET
fuen-189	163	20	manual	manual	ADJ
fuen-189	163	21	process	process	NOUN
fuen-189	163	22	where	where	SCONJ
fuen-189	163	23	an	an	DET
fuen-189	163	24	engineer	engineer	NOUN
fuen-189	163	25	copies	copy	VERB
fuen-189	163	26	the	the	DET
fuen-189	163	27	old	old	ADJ
fuen-189	163	28	model	model	NOUN
fuen-189	163	29	to	to	ADP
fuen-189	163	30	a	a	DET
fuen-189	163	31	local	local	ADJ
fuen-189	163	32	machine	machine	NOUN
fuen-189	163	33	,	,	PUNCT
fuen-189	163	34	trains	train	VERB
fuen-189	163	35	it	it	PRON
fuen-189	163	36	further	far	ADV
fuen-189	163	37	with	with	ADP
fuen-189	163	38	the	the	DET
fuen-189	163	39	new	new	ADJ
fuen-189	163	40	data	datum	NOUN
fuen-189	163	41	,	,	PUNCT
fuen-189	163	42	and	and	CCONJ
fuen-189	163	43	transfers	transfer	VERB
fuen-189	163	44	it	it	PRON
fuen-189	163	45	back	back	ADV
fuen-189	163	46	to	to	ADP
fuen-189	163	47	the	the	DET
fuen-189	163	48	servers	server	NOUN
fuen-189	163	49	where	where	SCONJ
fuen-189	163	50	the	the	DET
fuen-189	163	51	systems	system	NOUN
fuen-189	163	52	are	be	AUX
fuen-189	163	53	deployed	deploy	VERB
fuen-189	163	54	.	.	PUNCT
fuen-189	164	1	offline	offline	ADJ
fuen-189	164	2	training	training	NOUN
fuen-189	164	3	,	,	PUNCT
fuen-189	164	4	therefore	therefore	ADV
fuen-189	164	5	,	,	PUNCT
fuen-189	164	6	requires	require	VERB
fuen-189	164	7	more	more	ADJ
fuen-189	164	8	human	human	ADJ
fuen-189	164	9	hours	hour	NOUN
fuen-189	164	10	over	over	ADP
fuen-189	164	11	the	the	DET
fuen-189	164	12	course	course	NOUN
fuen-189	164	13	of	of	ADP
fuen-189	164	14	the	the	DET
fuen-189	164	15	system	system	NOUN
fuen-189	164	16	’s	’s	PART
fuen-189	164	17	operation	operation	NOUN
fuen-189	164	18	because	because	SCONJ
fuen-189	164	19	human	human	ADJ
fuen-189	164	20	intervention	intervention	NOUN
fuen-189	164	21	is	be	AUX
fuen-189	164	22	needed	need	VERB
fuen-189	164	23	to	to	PART
fuen-189	164	24	train	train	VERB
fuen-189	164	25	the	the	DET
fuen-189	164	26	models	model	NOUN
fuen-189	164	27	further	far	ADV
fuen-189	164	28	at	at	ADP
fuen-189	164	29	regular	regular	ADJ
fuen-189	164	30	intervals	interval	NOUN
fuen-189	164	31	.	.	PUNCT
fuen-189	165	1	the	the	DET
fuen-189	165	2	online	online	ADJ
fuen-189	165	3	training	training	NOUN
fuen-189	165	4	approach	approach	NOUN
fuen-189	165	5	,	,	PUNCT
fuen-189	165	6	on	on	ADP
fuen-189	165	7	the	the	DET
fuen-189	165	8	other	other	ADJ
fuen-189	165	9	hand	hand	NOUN
fuen-189	165	10	,	,	PUNCT
fuen-189	165	11	is	be	AUX
fuen-189	165	12	an	an	DET
fuen-189	165	13	automated	automate	VERB
fuen-189	165	14	process	process	NOUN
fuen-189	165	15	.	.	PUNCT
fuen-189	166	1	at	at	ADP
fuen-189	166	2	its	its	PRON
fuen-189	166	3	simplest	simple	ADJ
fuen-189	166	4	,	,	PUNCT
fuen-189	166	5	an	an	DET
fuen-189	166	6	online	online	ADJ
fuen-189	166	7	training	training	NOUN
fuen-189	166	8	system	system	NOUN
fuen-189	166	9	trains	train	VERB
fuen-189	166	10	models	model	NOUN
fuen-189	166	11	on	on	ADP
fuen-189	166	12	a	a	DET
fuen-189	166	13	schedule	schedule	NOUN
fuen-189	166	14	(	(	PUNCT
fuen-189	166	15	for	for	ADP
fuen-189	166	16	example	example	NOUN
fuen-189	166	17	,	,	PUNCT
fuen-189	166	18	every	every	DET
fuen-189	166	19	1	1	NUM
fuen-189	166	20	to	to	PART
fuen-189	166	21	2	2	NUM
fuen-189	166	22	months	month	NOUN
fuen-189	166	23	)	)	PUNCT
fuen-189	166	24	without	without	ADP
fuen-189	166	25	any	any	DET
fuen-189	166	26	manual	manual	ADJ
fuen-189	166	27	intervention	intervention	NOUN
fuen-189	166	28	[	[	X
fuen-189	166	29	37	37	NUM
fuen-189	166	30	]	]	PUNCT
fuen-189	166	31	.	.	PUNCT
fuen-189	167	1	though	though	SCONJ
fuen-189	167	2	setting	set	VERB
fuen-189	167	3	up	up	ADP
fuen-189	167	4	the	the	DET
fuen-189	167	5	automated	automate	VERB
fuen-189	167	6	training	training	NOUN
fuen-189	167	7	pipeline	pipeline	NOUN
fuen-189	167	8	initially	initially	ADV
fuen-189	167	9	requires	require	VERB
fuen-189	167	10	additional	additional	ADJ
fuen-189	167	11	planning	planning	NOUN
fuen-189	167	12	and	and	CCONJ
fuen-189	167	13	coding	coding	NOUN
fuen-189	167	14	,	,	PUNCT
fuen-189	167	15	this	this	DET
fuen-189	167	16	online	online	ADJ
fuen-189	167	17	training	training	NOUN
fuen-189	167	18	eliminates	eliminate	VERB
fuen-189	167	19	the	the	DET
fuen-189	167	20	maintenance	maintenance	NOUN
fuen-189	167	21	dependency	dependency	NOUN
fuen-189	167	22	on	on	ADP
fuen-189	167	23	human	human	ADJ
fuen-189	167	24	intervention	intervention	NOUN
fuen-189	167	25	to	to	PART
fuen-189	167	26	move	move	VERB
fuen-189	167	27	the	the	DET
fuen-189	167	28	models	model	NOUN
fuen-189	167	29	offline	offline	ADJ
fuen-189	167	30	,	,	PUNCT
fuen-189	167	31	retrain	retrain	VERB
fuen-189	167	32	them	they	PRON
fuen-189	167	33	,	,	PUNCT
fuen-189	167	34	and	and	CCONJ
fuen-189	167	35	upload	upload	VERB
fuen-189	167	36	them	they	PRON
fuen-189	167	37	back	back	ADV
fuen-189	167	38	into	into	ADP
fuen-189	167	39	the	the	DET
fuen-189	167	40	forecasting	forecasting	NOUN
fuen-189	167	41	system	system	NOUN
fuen-189	167	42	pipeline	pipeline	NOUN
fuen-189	167	43	regularly	regularly	ADV
fuen-189	167	44	.	.	PUNCT
fuen-189	168	1	thus	thus	ADV
fuen-189	168	2	,	,	PUNCT
fuen-189	168	3	online	online	ADJ
fuen-189	168	4	training	training	NOUN
fuen-189	168	5	can	can	AUX
fuen-189	168	6	increase	increase	VERB
fuen-189	168	7	operational	operational	ADJ
fuen-189	168	8	efficiency	efficiency	NOUN
fuen-189	168	9	and	and	CCONJ
fuen-189	168	10	reduce	reduce	VERB
fuen-189	168	11	opportunities	opportunity	NOUN
fuen-189	168	12	for	for	ADP
fuen-189	168	13	human	human	ADJ
fuen-189	168	14	error	error	NOUN
fuen-189	168	15	to	to	PART
fuen-189	168	16	impact	impact	VERB
fuen-189	168	17	the	the	DET
fuen-189	168	18	forecasting	forecasting	NOUN
fuen-189	168	19	system	system	NOUN
fuen-189	168	20	.	.	PUNCT
fuen-189	169	1	moreover	moreover	ADV
fuen-189	169	2	,	,	PUNCT
fuen-189	169	3	because	because	SCONJ
fuen-189	169	4	a	a	DET
fuen-189	169	5	robust	robust	ADJ
fuen-189	169	6	metering	metering	NOUN
fuen-189	169	7	platform	platform	NOUN
fuen-189	169	8	has	have	AUX
fuen-189	169	9	already	already	ADV
fuen-189	169	10	been	be	AUX
fuen-189	169	11	established	establish	VERB
fuen-189	169	12	as	as	ADP
fuen-189	169	13	the	the	DET
fuen-189	169	14	first	first	ADJ
fuen-189	169	15	step	step	NOUN
fuen-189	169	16	in	in	ADP
fuen-189	169	17	the	the	DET
fuen-189	169	18	process	process	NOUN
fuen-189	169	19	of	of	ADP
fuen-189	169	20	our	our	PRON
fuen-189	169	21	prototype	prototype	NOUN
fuen-189	169	22	of	of	ADP
fuen-189	169	23	intelligent	intelligent	ADJ
fuen-189	169	24	campus	campus	NOUN
fuen-189	169	25	,	,	PUNCT
fuen-189	169	26	high	high	ADJ
fuen-189	169	27	-	-	PUNCT
fuen-189	169	28	quality	quality	NOUN
fuen-189	169	29	data	datum	NOUN
fuen-189	169	30	are	be	AUX
fuen-189	169	31	constantly	constantly	ADV
fuen-189	169	32	accumulating	accumulate	VERB
fuen-189	169	33	and	and	CCONJ
fuen-189	169	34	can	can	AUX
fuen-189	169	35	be	be	AUX
fuen-189	169	36	used	use	VERB
fuen-189	169	37	to	to	PART
fuen-189	169	38	increase	increase	VERB
fuen-189	169	39	the	the	DET
fuen-189	169	40	accuracy	accuracy	NOUN
fuen-189	169	41	rates	rate	NOUN
fuen-189	169	42	of	of	ADP
fuen-189	169	43	our	our	PRON
fuen-189	169	44	models	model	NOUN
fuen-189	169	45	.	.	PUNCT
fuen-189	170	1	for	for	ADP
fuen-189	170	2	our	our	PRON
fuen-189	170	3	final	final	ADJ
fuen-189	170	4	implementation	implementation	NOUN
fuen-189	170	5	,	,	PUNCT
fuen-189	170	6	we	we	PRON
fuen-189	170	7	have	have	AUX
fuen-189	170	8	chosen	choose	VERB
fuen-189	170	9	the	the	DET
fuen-189	170	10	online	online	ADJ
fuen-189	170	11	training	training	NOUN
fuen-189	170	12	option	option	NOUN
fuen-189	170	13	.	.	PUNCT
fuen-189	171	1	4.1.4	4.1.4	NUM
fuen-189	171	2	continuous	continuous	ADJ
fuen-189	171	3	improvement	improvement	NOUN
fuen-189	171	4	as	as	SCONJ
fuen-189	171	5	described	describe	VERB
fuen-189	171	6	above	above	ADV
fuen-189	171	7	,	,	PUNCT
fuen-189	171	8	deep	deep	ADJ
fuen-189	171	9	learning	learning	NOUN
fuen-189	171	10	models	model	NOUN
fuen-189	171	11	are	be	AUX
fuen-189	171	12	capable	capable	ADJ
fuen-189	171	13	of	of	ADP
fuen-189	171	14	increasing	increase	VERB
fuen-189	171	15	accuracy	accuracy	NOUN
fuen-189	171	16	as	as	SCONJ
fuen-189	171	17	more	more	ADJ
fuen-189	171	18	data	datum	NOUN
fuen-189	171	19	is	be	AUX
fuen-189	171	20	made	make	VERB
fuen-189	171	21	available	available	ADJ
fuen-189	171	22	for	for	ADP
fuen-189	171	23	training	training	NOUN
fuen-189	171	24	.	.	PUNCT
fuen-189	172	1	also	also	ADV
fuen-189	172	2	,	,	PUNCT
fuen-189	172	3	in	in	ADP
fuen-189	172	4	the	the	DET
fuen-189	172	5	initial	initial	ADJ
fuen-189	172	6	stages	stage	NOUN
fuen-189	172	7	,	,	PUNCT
fuen-189	172	8	when	when	SCONJ
fuen-189	172	9	the	the	DET
fuen-189	172	10	accuracy	accuracy	NOUN
fuen-189	172	11	of	of	ADP
fuen-189	172	12	the	the	DET
fuen-189	172	13	model	model	NOUN
fuen-189	172	14	is	be	AUX
fuen-189	172	15	not	not	PART
fuen-189	172	16	satisfactory	satisfactory	ADJ
fuen-189	172	17	,	,	PUNCT
fuen-189	172	18	given	give	VERB
fuen-189	172	19	the	the	DET
fuen-189	172	20	shortage	shortage	NOUN
fuen-189	172	21	of	of	ADP
fuen-189	172	22	data	datum	NOUN
fuen-189	172	23	points	point	NOUN
fuen-189	172	24	to	to	PART
fuen-189	172	25	train	train	VERB
fuen-189	172	26	it	it	PRON
fuen-189	172	27	,	,	PUNCT
fuen-189	172	28	large	large	ADJ
fuen-189	172	29	changes	change	NOUN
fuen-189	172	30	in	in	ADP
fuen-189	172	31	predictive	predictive	ADJ
fuen-189	172	32	behavior	behavior	NOUN
fuen-189	172	33	can	can	AUX
fuen-189	172	34	be	be	AUX
fuen-189	172	35	offputting	offputte	VERB
fuen-189	172	36	to	to	PART
fuen-189	172	37	end	end	VERB
fuen-189	172	38	users	user	NOUN
fuen-189	172	39	.	.	PUNCT
fuen-189	173	1	therefore	therefore	ADV
fuen-189	173	2	,	,	PUNCT
fuen-189	173	3	along	along	ADP
fuen-189	173	4	with	with	ADP
fuen-189	173	5	iterative	iterative	NOUN
fuen-189	173	6	training	training	NOUN
fuen-189	173	7	,	,	PUNCT
fuen-189	173	8	we	we	PRON
fuen-189	173	9	conduct	conduct	VERB
fuen-189	173	10	model	model	NOUN
fuen-189	173	11	enhancement	enhancement	NOUN
fuen-189	173	12	with	with	ADP
fuen-189	173	13	hyperparameter	hyperparameter	NOUN
fuen-189	173	14	tuning	tuning	NOUN
fuen-189	173	15	as	as	SCONJ
fuen-189	173	16	the	the	DET
fuen-189	173	17	operational	operational	ADJ
fuen-189	173	18	circumstances	circumstance	NOUN
fuen-189	173	19	change	change	VERB
fuen-189	173	20	over	over	ADP
fuen-189	173	21	time	time	NOUN
fuen-189	173	22	.	.	PUNCT
fuen-189	174	1	this	this	PRON
fuen-189	174	2	is	be	AUX
fuen-189	174	3	an	an	DET
fuen-189	174	4	infrequent	infrequent	ADJ
fuen-189	174	5	yet	yet	CCONJ
fuen-189	174	6	desirable	desirable	ADJ
fuen-189	174	7	step	step	NOUN
fuen-189	174	8	.	.	PUNCT
fuen-189	175	1	4.1.5	4.1.5	NUM
fuen-189	175	2	generalizability	generalizability	NOUN
fuen-189	175	3	another	another	DET
fuen-189	175	4	typical	typical	ADJ
fuen-189	175	5	challenge	challenge	NOUN
fuen-189	175	6	in	in	ADP
fuen-189	175	7	deploying	deploy	VERB
fuen-189	175	8	deep	deep	ADJ
fuen-189	175	9	learning	learning	NOUN
fuen-189	175	10	models	model	NOUN
fuen-189	175	11	for	for	ADP
fuen-189	175	12	multiple	multiple	ADJ
fuen-189	175	13	prediction	prediction	NOUN
fuen-189	175	14	points	point	NOUN
fuen-189	175	15	(	(	PUNCT
fuen-189	175	16	i.e.	i.e.	X
fuen-189	175	17	,	,	PUNCT
fuen-189	175	18	building	build	VERB
fuen-189	175	19	-	-	PUNCT
fuen-189	175	20	wise	wise	ADJ
fuen-189	175	21	energy	energy	NOUN
fuen-189	175	22	consumption	consumption	NOUN
fuen-189	175	23	forecasts	forecast	NOUN
fuen-189	175	24	)	)	PUNCT
fuen-189	175	25	is	be	AUX
fuen-189	175	26	generalizability	generalizability	NOUN
fuen-189	175	27	.	.	PUNCT
fuen-189	176	1	because	because	SCONJ
fuen-189	176	2	each	each	DET
fuen-189	176	3	prediction	prediction	NOUN
fuen-189	176	4	point	point	NOUN
fuen-189	176	5	has	have	VERB
fuen-189	176	6	its	its	PRON
fuen-189	176	7	own	own	ADJ
fuen-189	176	8	model	model	NOUN
fuen-189	176	9	,	,	PUNCT
fuen-189	176	10	the	the	DET
fuen-189	176	11	deployment	deployment	NOUN
fuen-189	176	12	architecture	architecture	NOUN
fuen-189	176	13	must	must	AUX
fuen-189	176	14	address	address	VERB
fuen-189	176	15	the	the	DET
fuen-189	176	16	need	need	NOUN
fuen-189	176	17	for	for	ADP
fuen-189	176	18	automated	automate	VERB
fuen-189	176	19	model	model	NOUN
fuen-189	176	20	generation	generation	NOUN
fuen-189	176	21	.	.	PUNCT
fuen-189	177	1	to	to	PART
fuen-189	177	2	address	address	VERB
fuen-189	177	3	the	the	DET
fuen-189	177	4	challenge	challenge	NOUN
fuen-189	177	5	of	of	ADP
fuen-189	177	6	generalizability	generalizability	NOUN
fuen-189	177	7	,	,	PUNCT
fuen-189	177	8	the	the	DET
fuen-189	177	9	forecasting	forecasting	NOUN
fuen-189	177	10	system	system	NOUN
fuen-189	177	11	’s	’s	PART
fuen-189	177	12	data	datum	NOUN
fuen-189	177	13	preprocessing	preprocesse	VERB
fuen-189	177	14	and	and	CCONJ
fuen-189	177	15	postprocessing	postprocessing	NOUN
fuen-189	177	16	modules	module	NOUN
fuen-189	177	17	are	be	AUX
fuen-189	177	18	designed	design	VERB
fuen-189	177	19	with	with	ADP
fuen-189	177	20	the	the	DET
fuen-189	177	21	capability	capability	NOUN
fuen-189	177	22	to	to	PART
fuen-189	177	23	take	take	VERB
fuen-189	177	24	in	in	ADP
fuen-189	177	25	a	a	DET
fuen-189	177	26	generic	generic	ADJ
fuen-189	177	27	variable	variable	NOUN
fuen-189	177	28	named	name	VERB
fuen-189	177	29	“	"	PUNCT
fuen-189	177	30	point	point	NOUN
fuen-189	177	31	-	-	PUNCT
fuen-189	177	32	id	id	NOUN
fuen-189	177	33	”	"	PUNCT
fuen-189	177	34	that	that	PRON
fuen-189	177	35	is	be	AUX
fuen-189	177	36	used	use	VERB
fuen-189	177	37	as	as	ADP
fuen-189	177	38	a	a	DET
fuen-189	177	39	reference	reference	NOUN
fuen-189	177	40	to	to	PART
fuen-189	177	41	fetch	fetch	VERB
fuen-189	177	42	the	the	DET
fuen-189	177	43	respective	respective	ADJ
fuen-189	177	44	machine	machine	NOUN
fuen-189	177	45	learning	learning	NOUN
fuen-189	177	46	model	model	NOUN
fuen-189	177	47	and	and	CCONJ
fuen-189	177	48	input	input	NOUN
fuen-189	177	49	data	datum	NOUN
fuen-189	177	50	streams	stream	NOUN
fuen-189	177	51	.	.	PUNCT
fuen-189	178	1	4.2	4.2	NUM
fuen-189	178	2	opportunities	opportunity	NOUN
fuen-189	178	3	an	an	DET
fuen-189	178	4	automated	automate	VERB
fuen-189	178	5	end	end	NOUN
fuen-189	178	6	-	-	PUNCT
fuen-189	178	7	to	to	ADP
fuen-189	178	8	-	-	PUNCT
fuen-189	178	9	end	end	NOUN
fuen-189	178	10	pipeline	pipeline	NOUN
fuen-189	178	11	for	for	ADP
fuen-189	178	12	load	load	NOUN
fuen-189	178	13	forecasting	forecasting	NOUN
fuen-189	178	14	deployed	deploy	VERB
fuen-189	178	15	on	on	ADP
fuen-189	178	16	-	-	PUNCT
fuen-189	178	17	site	site	NOUN
fuen-189	178	18	,	,	PUNCT
fuen-189	178	19	with	with	ADP
fuen-189	178	20	an	an	DET
fuen-189	178	21	online	online	ADJ
fuen-189	178	22	training	training	NOUN
fuen-189	178	23	mechanism	mechanism	NOUN
fuen-189	178	24	in	in	ADP
fuen-189	178	25	place	place	NOUN
fuen-189	178	26	,	,	PUNCT
fuen-189	178	27	enables	enable	VERB
fuen-189	178	28	many	many	ADJ
fuen-189	178	29	opportunities	opportunity	NOUN
fuen-189	178	30	to	to	PART
fuen-189	178	31	harness	harness	VERB
fuen-189	178	32	the	the	DET
fuen-189	178	33	predicted	predict	VERB
fuen-189	178	34	data	datum	NOUN
fuen-189	178	35	for	for	ADP
fuen-189	178	36	furthering	further	VERB
fuen-189	178	37	the	the	DET
fuen-189	178	38	smart	smart	ADJ
fuen-189	178	39	buildings	building	NOUN
fuen-189	178	40	’	'	PUNCT
fuen-189	178	41	research	research	NOUN
fuen-189	178	42	.	.	PUNCT
fuen-189	179	1	in	in	ADP
fuen-189	179	2	the	the	DET
fuen-189	179	3	following	follow	VERB
fuen-189	179	4	subsections	subsection	NOUN
fuen-189	179	5	,	,	PUNCT
fuen-189	179	6	we	we	PRON
fuen-189	179	7	describe	describe	VERB
fuen-189	179	8	three	three	NUM
fuen-189	179	9	potential	potential	ADJ
fuen-189	179	10	applications	application	NOUN
fuen-189	179	11	.	.	PUNCT
fuen-189	180	1	4.2.1	4.2.1	NUM
fuen-189	180	2	demand	demand	NOUN
fuen-189	180	3	management	management	NOUN
fuen-189	180	4	motivations	motivation	NOUN
fuen-189	180	5	for	for	ADP
fuen-189	180	6	electricity	electricity	NOUN
fuen-189	180	7	demand	demand	NOUN
fuen-189	180	8	management	management	NOUN
fuen-189	180	9	(	(	PUNCT
fuen-189	180	10	peak	peak	NOUN
fuen-189	180	11	shaving	shaving	NOUN
fuen-189	180	12	)	)	PUNCT
fuen-189	180	13	,	,	PUNCT
fuen-189	180	14	including	include	VERB
fuen-189	180	15	utility	utility	NOUN
fuen-189	180	16	demand	demand	NOUN
fuen-189	180	17	charge	charge	NOUN
fuen-189	180	18	reductions	reduction	NOUN
fuen-189	180	19	and	and	CCONJ
fuen-189	180	20	reduced	reduce	VERB
fuen-189	180	21	carbon	carbon	NOUN
fuen-189	180	22	footprint	footprint	NOUN
fuen-189	180	23	.	.	PUNCT
fuen-189	181	1	(	(	PUNCT
fuen-189	181	2	when	when	SCONJ
fuen-189	181	3	the	the	DET
fuen-189	181	4	peak	peak	NOUN
fuen-189	181	5	of	of	ADP
fuen-189	181	6	multiple	multiple	ADJ
fuen-189	181	7	buildings	building	NOUN
fuen-189	181	8	and	and	CCONJ
fuen-189	181	9	campuses	campus	NOUN
fuen-189	181	10	coincides	coincide	VERB
fuen-189	181	11	with	with	ADP
fuen-189	181	12	the	the	DET
fuen-189	181	13	utility	utility	NOUN
fuen-189	181	14	peak	peak	NOUN
fuen-189	181	15	,	,	PUNCT
fuen-189	181	16	lower	low	ADJ
fuen-189	181	17	-	-	PUNCT
fuen-189	181	18	efficiency	efficiency	NOUN
fuen-189	181	19	“	"	PUNCT
fuen-189	181	20	peaking	peaking	NOUN
fuen-189	181	21	”	"	PUNCT
fuen-189	181	22	power	power	NOUN
fuen-189	181	23	plants	plant	NOUN
fuen-189	181	24	fired	fire	VERB
fuen-189	181	25	by	by	ADP
fuen-189	181	26	gas	gas	NOUN
fuen-189	181	27	or	or	CCONJ
fuen-189	181	28	diesel	diesel	NOUN
fuen-189	181	29	are	be	AUX
fuen-189	181	30	used	use	VERB
fuen-189	181	31	to	to	PART
fuen-189	181	32	support	support	VERB
fuen-189	181	33	the	the	DET
fuen-189	181	34	grid	grid	NOUN
fuen-189	181	35	,	,	PUNCT
fuen-189	181	36	which	which	PRON
fuen-189	181	37	translates	translate	VERB
fuen-189	181	38	to	to	ADP
fuen-189	181	39	proportionally	proportionally	ADV
fuen-189	181	40	higher	high	ADJ
fuen-189	181	41	greenhouse	greenhouse	NOUN
fuen-189	181	42	gas	gas	NOUN
fuen-189	181	43	emissions	emission	NOUN
fuen-189	181	44	.	.	PUNCT
fuen-189	181	45	)	)	PUNCT
fuen-189	182	1	reducing	reduce	VERB
fuen-189	182	2	peak	peak	NOUN
fuen-189	182	3	demand	demand	NOUN
fuen-189	182	4	requires	require	VERB
fuen-189	182	5	the	the	DET
fuen-189	182	6	ability	ability	NOUN
fuen-189	182	7	to	to	PART
fuen-189	182	8	predict	predict	VERB
fuen-189	182	9	the	the	DET
fuen-189	182	10	timing	timing	NOUN
fuen-189	182	11	and	and	CCONJ
fuen-189	182	12	magnitude	magnitude	NOUN
fuen-189	182	13	of	of	ADP
fuen-189	182	14	peak	peak	NOUN
fuen-189	182	15	demand	demand	NOUN
fuen-189	182	16	,	,	PUNCT
fuen-189	182	17	then	then	ADV
fuen-189	182	18	preemptively	preemptively	ADV
fuen-189	182	19	shift	shift	NOUN
fuen-189	182	20	load	load	NOUN
fuen-189	182	21	or	or	CCONJ
fuen-189	182	22	dispatch	dispatch	VERB
fuen-189	182	23	energy	energy	NOUN
fuen-189	182	24	storage	storage	NOUN
fuen-189	182	25	assets	asset	NOUN
fuen-189	182	26	to	to	PART
fuen-189	182	27	avoid	avoid	VERB
fuen-189	182	28	the	the	DET
fuen-189	182	29	peak	peak	NOUN
fuen-189	182	30	.	.	PUNCT
fuen-189	183	1	4.2.2	4.2.2	NUM
fuen-189	183	2	energy	energy	NOUN
fuen-189	183	3	arbitrage	arbitrage	NOUN
fuen-189	183	4	energy	energy	NOUN
fuen-189	183	5	arbitrage	arbitrage	NOUN
fuen-189	183	6	is	be	AUX
fuen-189	183	7	another	another	DET
fuen-189	183	8	cost	cost	NOUN
fuen-189	183	9	-	-	PUNCT
fuen-189	183	10	saving	save	VERB
fuen-189	183	11	opportunity	opportunity	NOUN
fuen-189	183	12	available	available	ADJ
fuen-189	183	13	for	for	ADP
fuen-189	183	14	grid	grid	NOUN
fuen-189	183	15	-	-	PUNCT
fuen-189	183	16	interactive	interactive	ADJ
fuen-189	183	17	buildings	building	NOUN
fuen-189	183	18	in	in	ADP
fuen-189	183	19	cases	case	NOUN
fuen-189	183	20	where	where	SCONJ
fuen-189	183	21	on	on	ADP
fuen-189	183	22	-	-	PUNCT
fuen-189	183	23	site	site	NOUN
fuen-189	183	24	energy	energy	NOUN
fuen-189	183	25	storage	storage	NOUN
fuen-189	183	26	is	be	AUX
fuen-189	183	27	available	available	ADJ
fuen-189	183	28	.	.	PUNCT
fuen-189	184	1	energy	energy	NOUN
fuen-189	184	2	arbitrage	arbitrage	NOUN
fuen-189	184	3	is	be	AUX
fuen-189	184	4	performed	perform	VERB
fuen-189	184	5	by	by	ADP
fuen-189	184	6	participating	participate	VERB
fuen-189	184	7	in	in	ADP
fuen-189	184	8	the	the	DET
fuen-189	184	9	energy	energy	NOUN
fuen-189	184	10	markets	market	NOUN
fuen-189	184	11	by	by	ADP
fuen-189	184	12	charging	charge	VERB
fuen-189	184	13	energy	energy	NOUN
fuen-189	184	14	storage	storage	NOUN
fuen-189	184	15	(	(	PUNCT
fuen-189	184	16	for	for	ADP
fuen-189	184	17	example	example	NOUN
fuen-189	184	18	,	,	PUNCT
fuen-189	184	19	batteries	battery	NOUN
fuen-189	184	20	)	)	PUNCT
fuen-189	184	21	when	when	SCONJ
fuen-189	184	22	electricity	electricity	NOUN
fuen-189	184	23	prices	price	NOUN
fuen-189	184	24	are	be	AUX
fuen-189	184	25	low	low	ADJ
fuen-189	184	26	and	and	CCONJ
fuen-189	184	27	discharging	discharge	VERB
fuen-189	184	28	storage	storage	NOUN
fuen-189	184	29	to	to	PART
fuen-189	184	30	sell	sell	VERB
fuen-189	184	31	power	power	NOUN
fuen-189	184	32	back	back	ADV
fuen-189	184	33	to	to	ADP
fuen-189	184	34	the	the	DET
fuen-189	184	35	grid	grid	NOUN
fuen-189	184	36	when	when	SCONJ
fuen-189	184	37	prices	price	NOUN
fuen-189	184	38	spike	spike	VERB
fuen-189	184	39	.	.	PUNCT
fuen-189	185	1	even	even	ADV
fuen-189	185	2	in	in	ADP
fuen-189	185	3	utility	utility	NOUN
fuen-189	185	4	markets	market	NOUN
fuen-189	185	5	where	where	SCONJ
fuen-189	185	6	bidirectional	bidirectional	ADJ
fuen-189	185	7	electricity	electricity	NOUN
fuen-189	185	8	exchange	exchange	NOUN
fuen-189	185	9	is	be	AUX
fuen-189	185	10	not	not	PART
fuen-189	185	11	possible	possible	ADJ
fuen-189	185	12	,	,	PUNCT
fuen-189	185	13	a	a	DET
fuen-189	185	14	form	form	NOUN
fuen-189	185	15	of	of	ADP
fuen-189	185	16	energy	energy	NOUN
fuen-189	185	17	arbitrage	arbitrage	NOUN
fuen-189	185	18	is	be	AUX
fuen-189	185	19	possible	possible	ADJ
fuen-189	185	20	by	by	ADP
fuen-189	185	21	buying	buy	VERB
fuen-189	185	22	energy	energy	NOUN
fuen-189	185	23	when	when	SCONJ
fuen-189	185	24	prices	price	NOUN
fuen-189	185	25	are	be	AUX
fuen-189	185	26	low	low	ADJ
fuen-189	185	27	,	,	PUNCT
fuen-189	185	28	storing	store	VERB
fuen-189	185	29	the	the	DET
fuen-189	185	30	energy	energy	NOUN
fuen-189	185	31	locally	locally	ADV
fuen-189	185	32	,	,	PUNCT
fuen-189	185	33	and	and	CCONJ
fuen-189	185	34	dispatching	dispatch	VERB
fuen-189	185	35	the	the	DET
fuen-189	185	36	energy	energy	NOUN
fuen-189	185	37	locally	locally	ADV
fuen-189	185	38	to	to	PART
fuen-189	185	39	meet	meet	VERB
fuen-189	185	40	load	load	NOUN
fuen-189	185	41	when	when	SCONJ
fuen-189	185	42	energy	energy	NOUN
fuen-189	185	43	prices	price	NOUN
fuen-189	185	44	are	be	AUX
fuen-189	185	45	high	high	ADJ
fuen-189	185	46	.	.	PUNCT
fuen-189	186	1	energy	energy	NOUN
fuen-189	186	2	arbitrage	arbitrage	NOUN
fuen-189	186	3	can	can	AUX
fuen-189	186	4	be	be	AUX
fuen-189	186	5	accomplished	accomplish	VERB
fuen-189	186	6	by	by	ADP
fuen-189	186	7	employing	employ	VERB
fuen-189	186	8	near	near	ADJ
fuen-189	186	9	-	-	PUNCT
fuen-189	186	10	real	real	ADJ
fuen-189	186	11	-	-	PUNCT
fuen-189	186	12	time	time	NOUN
fuen-189	186	13	or	or	CCONJ
fuen-189	186	14	real	real	ADJ
fuen-189	186	15	-	-	PUNCT
fuen-189	186	16	time	time	NOUN
fuen-189	186	17	optimization	optimization	NOUN
fuen-189	186	18	algorithms	algorithm	NOUN
fuen-189	186	19	.	.	PUNCT
fuen-189	187	1	however	however	ADV
fuen-189	187	2	,	,	PUNCT
fuen-189	187	3	the	the	DET
fuen-189	187	4	real	real	ADJ
fuen-189	187	5	-	-	PUNCT
fuen-189	187	6	time	time	NOUN
fuen-189	187	7	optimized	optimize	VERB
fuen-189	187	8	storage	storage	NOUN
fuen-189	187	9	dispatch	dispatch	NOUN
fuen-189	187	10	requires	require	VERB
fuen-189	187	11	reasonable	reasonable	ADJ
fuen-189	187	12	foresight	foresight	NOUN
fuen-189	187	13	into	into	ADP
fuen-189	187	14	future	future	ADJ
fuen-189	187	15	onsite	onsite	ADJ
fuen-189	187	16	energy	energy	NOUN
fuen-189	187	17	consumption	consumption	NOUN
fuen-189	187	18	,	,	PUNCT
fuen-189	187	19	thereby	thereby	ADV
fuen-189	187	20	making	make	VERB
fuen-189	187	21	building	building	NOUN
fuen-189	187	22	load	load	NOUN
fuen-189	187	23	forecasts	forecast	NOUN
fuen-189	187	24	an	an	DET
fuen-189	187	25	important	important	ADJ
fuen-189	187	26	component	component	NOUN
fuen-189	187	27	of	of	ADP
fuen-189	187	28	the	the	DET
fuen-189	187	29	system	system	NOUN
fuen-189	187	30	.	.	PUNCT
fuen-189	188	1	4.2.3	4.2.3	NUM
fuen-189	188	2	load	load	VERB
fuen-189	188	3	flexibility	flexibility	NOUN
fuen-189	188	4	a	a	DET
fuen-189	188	5	third	third	ADJ
fuen-189	188	6	opportunity	opportunity	NOUN
fuen-189	188	7	to	to	PART
fuen-189	188	8	save	save	VERB
fuen-189	188	9	energy	energy	NOUN
fuen-189	188	10	costs	cost	NOUN
fuen-189	188	11	for	for	ADP
fuen-189	188	12	building	build	VERB
fuen-189	188	13	operations	operation	NOUN
fuen-189	188	14	is	be	AUX
fuen-189	188	15	shifting	shift	VERB
fuen-189	188	16	the	the	DET
fuen-189	188	17	load	load	NOUN
fuen-189	188	18	based	base	VERB
fuen-189	188	19	on	on	ADP
fuen-189	188	20	the	the	DET
fuen-189	188	21	time	time	NOUN
fuen-189	188	22	-	-	PUNCT
fuen-189	188	23	of	of	ADP
fuen-189	188	24	-	-	PUNCT
fuen-189	188	25	use	use	NOUN
fuen-189	188	26	energy	energy	NOUN
fuen-189	188	27	rates	rate	NOUN
fuen-189	188	28	.	.	PUNCT
fuen-189	189	1	building	building	NOUN
fuen-189	189	2	load	load	NOUN
fuen-189	189	3	can	can	AUX
fuen-189	189	4	be	be	AUX
fuen-189	189	5	classified	classify	VERB
fuen-189	189	6	as	as	ADP
fuen-189	189	7	critical	critical	ADJ
fuen-189	189	8	,	,	PUNCT
fuen-189	189	9	which	which	PRON
fuen-189	189	10	consists	consist	VERB
fuen-189	189	11	of	of	ADP
fuen-189	189	12	loads	load	NOUN
fuen-189	189	13	that	that	PRON
fuen-189	189	14	can	can	AUX
fuen-189	189	15	not	not	PART
fuen-189	189	16	be	be	AUX
fuen-189	189	17	deferred	defer	VERB
fuen-189	189	18	,	,	PUNCT
fuen-189	189	19	and	and	CCONJ
fuen-189	189	20	flexible	flexible	ADJ
fuen-189	189	21	,	,	PUNCT
fuen-189	190	1	which	which	PRON
fuen-189	190	2	s.	s.	PROPN
fuen-189	190	3	mishra	mishra	PROPN
fuen-189	190	4	et	et	PROPN
fuen-189	190	5	al	al	PROPN
fuen-189	190	6	.	.	PROPN
fuen-189	190	7	/future	/future	PROPN
fuen-189	190	8	energy	energy	PROPN
fuen-189	190	9	november	november	PROPN
fuen-189	190	10	2024|	2024|	NUM
fuen-189	190	11	volume	volume	NOUN
fuen-189	190	12	03	03	NUM
fuen-189	190	13	|	|	ADV
fuen-189	190	14	issue	issue	VERB
fuen-189	190	15	04|	04|	ADP
fuen-189	190	16	pages	page	NOUN
fuen-189	190	17	47	47	NUM
fuen-189	190	18	-	-	SYM
fuen-189	190	19	55	55	NUM
fuen-189	190	20	53	53	NUM
fuen-189	190	21	consists	consist	VERB
fuen-189	190	22	of	of	ADP
fuen-189	190	23	loads	load	NOUN
fuen-189	190	24	whose	whose	DET
fuen-189	190	25	consumption	consumption	NOUN
fuen-189	190	26	can	can	AUX
fuen-189	190	27	be	be	AUX
fuen-189	190	28	scheduled	schedule	VERB
fuen-189	190	29	within	within	ADP
fuen-189	190	30	a	a	DET
fuen-189	190	31	given	give	VERB
fuen-189	190	32	time	time	NOUN
fuen-189	190	33	window	window	NOUN
fuen-189	190	34	.	.	PUNCT
fuen-189	191	1	examples	example	NOUN
fuen-189	191	2	of	of	ADP
fuen-189	191	3	critical	critical	ADJ
fuen-189	191	4	loads	load	NOUN
fuen-189	191	5	include	include	VERB
fuen-189	191	6	lights	light	NOUN
fuen-189	191	7	,	,	PUNCT
fuen-189	191	8	fans	fan	NOUN
fuen-189	191	9	,	,	PUNCT
fuen-189	191	10	microwaves	microwave	NOUN
fuen-189	191	11	,	,	PUNCT
fuen-189	191	12	computing	computing	NOUN
fuen-189	191	13	systems	system	NOUN
fuen-189	191	14	,	,	PUNCT
fuen-189	191	15	etc	etc	X
fuen-189	191	16	.	.	X
fuen-189	191	17	;	;	PUNCT
fuen-189	191	18	these	these	DET
fuen-189	191	19	loads	load	NOUN
fuen-189	191	20	must	must	AUX
fuen-189	191	21	be	be	AUX
fuen-189	191	22	available	available	ADJ
fuen-189	191	23	for	for	ADP
fuen-189	191	24	use	use	NOUN
fuen-189	191	25	when	when	SCONJ
fuen-189	191	26	needed	need	VERB
fuen-189	191	27	.	.	PUNCT
fuen-189	192	1	examples	example	NOUN
fuen-189	192	2	of	of	ADP
fuen-189	192	3	flexible	flexible	ADJ
fuen-189	192	4	loads	load	NOUN
fuen-189	192	5	include	include	VERB
fuen-189	192	6	dishwashers	dishwasher	NOUN
fuen-189	192	7	,	,	PUNCT
fuen-189	192	8	laundry	laundry	NOUN
fuen-189	192	9	,	,	PUNCT
fuen-189	192	10	and	and	CCONJ
fuen-189	192	11	even	even	ADV
fuen-189	192	12	heating	heat	VERB
fuen-189	192	13	and	and	CCONJ
fuen-189	192	14	cooling	cool	VERB
fuen-189	192	15	(	(	PUNCT
fuen-189	192	16	buildings	building	NOUN
fuen-189	192	17	can	can	AUX
fuen-189	192	18	be	be	AUX
fuen-189	192	19	precooled	precoole	VERB
fuen-189	192	20	/	/	SYM
fuen-189	192	21	preheated	preheat	VERB
fuen-189	192	22	)	)	PUNCT
fuen-189	192	23	.	.	PUNCT
fuen-189	193	1	with	with	ADP
fuen-189	193	2	adequate	adequate	ADJ
fuen-189	193	3	foresight	foresight	NOUN
fuen-189	193	4	,	,	PUNCT
fuen-189	193	5	flexible	flexible	ADJ
fuen-189	193	6	loads	load	NOUN
fuen-189	193	7	can	can	AUX
fuen-189	193	8	be	be	AUX
fuen-189	193	9	shifted	shift	VERB
fuen-189	193	10	to	to	PART
fuen-189	193	11	minimize	minimize	VERB
fuen-189	193	12	energy	energy	NOUN
fuen-189	193	13	costs	cost	NOUN
fuen-189	193	14	.	.	PUNCT
fuen-189	194	1	this	this	PRON
fuen-189	194	2	also	also	ADV
fuen-189	194	3	requires	require	VERB
fuen-189	194	4	predicting	predict	VERB
fuen-189	194	5	the	the	DET
fuen-189	194	6	building	building	NOUN
fuen-189	194	7	’s	’s	PART
fuen-189	194	8	future	future	ADJ
fuen-189	194	9	energy	energy	NOUN
fuen-189	194	10	consumption	consumption	NOUN
fuen-189	194	11	.	.	PUNCT
fuen-189	195	1	5	5	X
fuen-189	195	2	.	.	X
fuen-189	195	3	conclusion	conclusion	VERB
fuen-189	195	4	the	the	DET
fuen-189	195	5	paradigm	paradigm	NOUN
fuen-189	195	6	of	of	ADP
fuen-189	195	7	grid	grid	NOUN
fuen-189	195	8	-	-	PUNCT
fuen-189	195	9	interactive	interactive	ADJ
fuen-189	195	10	efficient	efficient	ADJ
fuen-189	195	11	buildings	building	NOUN
fuen-189	195	12	,	,	PUNCT
fuen-189	195	13	i.e.	i.e.	X
fuen-189	195	14	,	,	PUNCT
fuen-189	195	15	dynamically	dynamically	ADV
fuen-189	195	16	operating	operate	VERB
fuen-189	195	17	buildings	building	NOUN
fuen-189	195	18	that	that	PRON
fuen-189	195	19	constantly	constantly	ADV
fuen-189	195	20	exchange	exchange	VERB
fuen-189	195	21	information	information	NOUN
fuen-189	195	22	and	and	CCONJ
fuen-189	195	23	energy	energy	NOUN
fuen-189	195	24	with	with	ADP
fuen-189	195	25	the	the	DET
fuen-189	195	26	utility	utility	NOUN
fuen-189	195	27	grid	grid	NOUN
fuen-189	195	28	,	,	PUNCT
fuen-189	195	29	is	be	AUX
fuen-189	195	30	increasingly	increasingly	ADV
fuen-189	195	31	gaining	gain	VERB
fuen-189	195	32	traction	traction	NOUN
fuen-189	195	33	in	in	ADP
fuen-189	195	34	both	both	CCONJ
fuen-189	195	35	the	the	DET
fuen-189	195	36	research	research	NOUN
fuen-189	195	37	community	community	NOUN
fuen-189	195	38	and	and	CCONJ
fuen-189	195	39	in	in	ADP
fuen-189	195	40	industry	industry	NOUN
fuen-189	195	41	.	.	PUNCT
fuen-189	196	1	such	such	ADJ
fuen-189	196	2	smart	smart	ADJ
fuen-189	196	3	buildings	building	NOUN
fuen-189	196	4	will	will	AUX
fuen-189	196	5	operate	operate	VERB
fuen-189	196	6	in	in	ADP
fuen-189	196	7	harmony	harmony	NOUN
fuen-189	196	8	with	with	ADP
fuen-189	196	9	the	the	DET
fuen-189	196	10	grid	grid	NOUN
fuen-189	196	11	to	to	PART
fuen-189	196	12	make	make	VERB
fuen-189	196	13	electricity	electricity	NOUN
fuen-189	196	14	more	more	ADV
fuen-189	196	15	affordable	affordable	ADJ
fuen-189	196	16	and	and	CCONJ
fuen-189	196	17	integrate	integrate	VERB
fuen-189	196	18	a	a	DET
fuen-189	196	19	larger	large	ADJ
fuen-189	196	20	share	share	NOUN
fuen-189	196	21	of	of	ADP
fuen-189	196	22	ders	der	NOUN
fuen-189	196	23	while	while	SCONJ
fuen-189	196	24	meeting	meet	VERB
fuen-189	196	25	the	the	DET
fuen-189	196	26	comfort	comfort	NOUN
fuen-189	196	27	and	and	CCONJ
fuen-189	196	28	productivity	productivity	NOUN
fuen-189	196	29	needs	need	NOUN
fuen-189	196	30	of	of	ADP
fuen-189	196	31	the	the	DET
fuen-189	196	32	buildings	building	NOUN
fuen-189	196	33	’	'	PUNCT
fuen-189	196	34	occupants	occupant	NOUN
fuen-189	196	35	.	.	PUNCT
fuen-189	197	1	nrel	nrel	NOUN
fuen-189	197	2	’s	’s	PART
fuen-189	197	3	intelligent	intelligent	ADJ
fuen-189	197	4	campus	campus	NOUN
fuen-189	197	5	is	be	AUX
fuen-189	197	6	a	a	DET
fuen-189	197	7	living	live	VERB
fuen-189	197	8	laboratory	laboratory	NOUN
fuen-189	197	9	that	that	PRON
fuen-189	197	10	is	be	AUX
fuen-189	197	11	dedicated	dedicate	VERB
fuen-189	197	12	to	to	ADP
fuen-189	197	13	accelerating	accelerate	VERB
fuen-189	197	14	the	the	DET
fuen-189	197	15	research	research	NOUN
fuen-189	197	16	and	and	CCONJ
fuen-189	197	17	deployment	deployment	NOUN
fuen-189	197	18	of	of	ADP
fuen-189	197	19	various	various	ADJ
fuen-189	197	20	pieces	piece	NOUN
fuen-189	197	21	of	of	ADP
fuen-189	197	22	the	the	DET
fuen-189	197	23	smart	smart	ADJ
fuen-189	197	24	buildings	building	NOUN
fuen-189	197	25	puzzle	puzzle	NOUN
fuen-189	197	26	,	,	PUNCT
fuen-189	197	27	serving	serve	VERB
fuen-189	197	28	as	as	ADP
fuen-189	197	29	a	a	DET
fuen-189	197	30	vital	vital	ADJ
fuen-189	197	31	testbed	testbe	VERB
fuen-189	197	32	for	for	ADP
fuen-189	197	33	the	the	DET
fuen-189	197	34	innovative	innovative	ADJ
fuen-189	197	35	solutions	solution	NOUN
fuen-189	197	36	that	that	PRON
fuen-189	197	37	push	push	VERB
fuen-189	197	38	the	the	DET
fuen-189	197	39	frontier	frontier	NOUN
fuen-189	197	40	of	of	ADP
fuen-189	197	41	smart	smart	ADJ
fuen-189	197	42	building	building	NOUN
fuen-189	197	43	operations	operation	NOUN
fuen-189	197	44	.	.	PUNCT
fuen-189	198	1	in	in	ADP
fuen-189	198	2	this	this	DET
fuen-189	198	3	article	article	NOUN
fuen-189	198	4	,	,	PUNCT
fuen-189	198	5	we	we	PRON
fuen-189	198	6	describe	describe	VERB
fuen-189	198	7	and	and	CCONJ
fuen-189	198	8	critically	critically	ADV
fuen-189	198	9	discuss	discuss	VERB
fuen-189	198	10	a	a	DET
fuen-189	198	11	deep	deep	ADJ
fuen-189	198	12	learning	learning	NOUN
fuen-189	198	13	building	build	VERB
fuen-189	198	14	load	load	NOUN
fuen-189	198	15	forecasting	forecasting	NOUN
fuen-189	198	16	system	system	NOUN
fuen-189	198	17	that	that	PRON
fuen-189	198	18	is	be	AUX
fuen-189	198	19	an	an	DET
fuen-189	198	20	important	important	ADJ
fuen-189	198	21	module	module	NOUN
fuen-189	198	22	of	of	ADP
fuen-189	198	23	smart	smart	ADJ
fuen-189	198	24	buildings	building	NOUN
fuen-189	198	25	’	'	PUNCT
fuen-189	198	26	overall	overall	ADJ
fuen-189	198	27	controls	control	NOUN
fuen-189	198	28	.	.	PUNCT
fuen-189	199	1	through	through	ADP
fuen-189	199	2	the	the	DET
fuen-189	199	3	critical	critical	ADJ
fuen-189	199	4	discussion	discussion	NOUN
fuen-189	199	5	,	,	PUNCT
fuen-189	199	6	we	we	PRON
fuen-189	199	7	highlight	highlight	VERB
fuen-189	199	8	that	that	SCONJ
fuen-189	199	9	the	the	DET
fuen-189	199	10	characteristics	characteristic	NOUN
fuen-189	199	11	beyond	beyond	ADP
fuen-189	199	12	simple	simple	ADJ
fuen-189	199	13	algorithm	algorithm	NOUN
fuen-189	199	14	forecast	forecast	NOUN
fuen-189	199	15	accuracy	accuracy	NOUN
fuen-189	199	16	are	be	AUX
fuen-189	199	17	important	important	ADJ
fuen-189	199	18	in	in	ADP
fuen-189	199	19	determining	determine	VERB
fuen-189	199	20	the	the	DET
fuen-189	199	21	algorithm	algorithm	NOUN
fuen-189	199	22	’s	’s	PART
fuen-189	199	23	true	true	ADJ
fuen-189	199	24	utility	utility	NOUN
fuen-189	199	25	for	for	ADP
fuen-189	199	26	smart	smart	ADJ
fuen-189	199	27	buildings	building	NOUN
fuen-189	199	28	.	.	PUNCT
fuen-189	200	1	we	we	PRON
fuen-189	200	2	demonstrate	demonstrate	VERB
fuen-189	200	3	that	that	SCONJ
fuen-189	200	4	metering	metering	NOUN
fuen-189	200	5	,	,	PUNCT
fuen-189	200	6	collection	collection	NOUN
fuen-189	200	7	,	,	PUNCT
fuen-189	200	8	and	and	CCONJ
fuen-189	200	9	curation	curation	NOUN
fuen-189	200	10	of	of	ADP
fuen-189	200	11	data	datum	NOUN
fuen-189	200	12	is	be	AUX
fuen-189	200	13	a	a	DET
fuen-189	200	14	crucial	crucial	ADJ
fuen-189	200	15	part	part	NOUN
fuen-189	200	16	of	of	ADP
fuen-189	200	17	the	the	DET
fuen-189	200	18	prototyping	prototyping	NOUN
fuen-189	200	19	process	process	NOUN
fuen-189	200	20	of	of	ADP
fuen-189	200	21	such	such	DET
fuen-189	200	22	an	an	DET
fuen-189	200	23	advanced	advanced	ADJ
fuen-189	200	24	forecasting	forecasting	NOUN
fuen-189	200	25	system	system	NOUN
fuen-189	200	26	.	.	PUNCT
fuen-189	201	1	using	use	VERB
fuen-189	201	2	lstms	lstms	NOUN
fuen-189	201	3	,	,	PUNCT
fuen-189	201	4	the	the	DET
fuen-189	201	5	deep	deep	ADJ
fuen-189	201	6	learning	learning	NOUN
fuen-189	201	7	model	model	NOUN
fuen-189	201	8	can	can	AUX
fuen-189	201	9	predict	predict	VERB
fuen-189	201	10	the	the	DET
fuen-189	201	11	building	building	NOUN
fuen-189	201	12	and	and	CCONJ
fuen-189	201	13	campus	campus	NOUN
fuen-189	201	14	load	load	NOUN
fuen-189	201	15	for	for	ADP
fuen-189	201	16	an	an	DET
fuen-189	201	17	18	18	NUM
fuen-189	201	18	-	-	PUNCT
fuen-189	201	19	hour	hour	NOUN
fuen-189	201	20	’	'	PUNCT
fuen-189	201	21	time	time	NOUN
fuen-189	201	22	horizon	horizon	NOUN
fuen-189	201	23	.	.	PUNCT
fuen-189	202	1	the	the	DET
fuen-189	202	2	architecture	architecture	NOUN
fuen-189	202	3	is	be	AUX
fuen-189	202	4	flexible	flexible	ADJ
fuen-189	202	5	with	with	ADP
fuen-189	202	6	the	the	DET
fuen-189	202	7	time	time	NOUN
fuen-189	202	8	resolution	resolution	NOUN
fuen-189	202	9	;	;	PUNCT
fuen-189	202	10	sub	sub	ADJ
fuen-189	202	11	-	-	ADJ
fuen-189	202	12	hourly	hourly	ADJ
fuen-189	202	13	predictions	prediction	NOUN
fuen-189	202	14	can	can	AUX
fuen-189	202	15	be	be	AUX
fuen-189	202	16	enabled	enable	VERB
fuen-189	202	17	with	with	ADP
fuen-189	202	18	minimal	minimal	ADJ
fuen-189	202	19	modifications	modification	NOUN
fuen-189	202	20	to	to	ADP
fuen-189	202	21	the	the	DET
fuen-189	202	22	code	code	NOUN
fuen-189	202	23	.	.	PUNCT
fuen-189	203	1	using	use	VERB
fuen-189	203	2	intelligent	intelligent	ADJ
fuen-189	203	3	campus	campus	NOUN
fuen-189	203	4	as	as	ADP
fuen-189	203	5	the	the	DET
fuen-189	203	6	platform	platform	NOUN
fuen-189	203	7	for	for	ADP
fuen-189	203	8	testing	test	VERB
fuen-189	203	9	the	the	DET
fuen-189	203	10	research	research	NOUN
fuen-189	203	11	findings	finding	NOUN
fuen-189	203	12	in	in	ADP
fuen-189	203	13	real	real	ADJ
fuen-189	203	14	-	-	PUNCT
fuen-189	203	15	time	time	NOUN
fuen-189	203	16	settings	setting	NOUN
fuen-189	203	17	,	,	PUNCT
fuen-189	203	18	we	we	PRON
fuen-189	203	19	shed	shed	VERB
fuen-189	203	20	light	light	NOUN
fuen-189	203	21	on	on	ADP
fuen-189	203	22	the	the	DET
fuen-189	203	23	deployment	deployment	ADJ
fuen-189	203	24	aspect	aspect	NOUN
fuen-189	203	25	of	of	ADP
fuen-189	203	26	such	such	ADJ
fuen-189	203	27	advanced	advanced	ADJ
fuen-189	203	28	forecasting	forecasting	NOUN
fuen-189	203	29	systems	system	NOUN
fuen-189	203	30	.	.	PUNCT
fuen-189	204	1	we	we	PRON
fuen-189	204	2	conclude	conclude	VERB
fuen-189	204	3	that	that	SCONJ
fuen-189	204	4	a	a	DET
fuen-189	204	5	well	well	ADV
fuen-189	204	6	-	-	PUNCT
fuen-189	204	7	architected	architecte	VERB
fuen-189	204	8	design	design	NOUN
fuen-189	204	9	of	of	ADP
fuen-189	204	10	the	the	DET
fuen-189	204	11	forecasting	forecasting	NOUN
fuen-189	204	12	system	system	NOUN
fuen-189	204	13	is	be	AUX
fuen-189	204	14	key	key	ADJ
fuen-189	204	15	to	to	ADP
fuen-189	204	16	its	its	PRON
fuen-189	204	17	effectiveness	effectiveness	NOUN
fuen-189	204	18	.	.	PUNCT
fuen-189	205	1	to	to	PART
fuen-189	205	2	take	take	VERB
fuen-189	205	3	a	a	DET
fuen-189	205	4	forecasting	forecasting	NOUN
fuen-189	205	5	algorithm	algorithm	NOUN
fuen-189	205	6	from	from	ADP
fuen-189	205	7	the	the	DET
fuen-189	205	8	research	research	NOUN
fuen-189	205	9	phase	phase	NOUN
fuen-189	205	10	to	to	ADP
fuen-189	205	11	deployment	deployment	NOUN
fuen-189	205	12	for	for	ADP
fuen-189	205	13	practical	practical	ADJ
fuen-189	205	14	use	use	NOUN
fuen-189	205	15	,	,	PUNCT
fuen-189	205	16	building	building	NOUN
fuen-189	205	17	engineers	engineer	NOUN
fuen-189	205	18	will	will	AUX
fuen-189	205	19	need	need	VERB
fuen-189	205	20	to	to	PART
fuen-189	205	21	focus	focus	VERB
fuen-189	205	22	on	on	ADP
fuen-189	205	23	the	the	DET
fuen-189	205	24	endto	endto	NOUN
fuen-189	205	25	-	-	PUNCT
fuen-189	205	26	end	end	NOUN
fuen-189	205	27	pipeline	pipeline	NOUN
fuen-189	205	28	,	,	PUNCT
fuen-189	205	29	which	which	PRON
fuen-189	205	30	requires	require	VERB
fuen-189	205	31	considerations	consideration	NOUN
fuen-189	205	32	for	for	ADP
fuen-189	205	33	multiple	multiple	ADJ
fuen-189	205	34	submodules	submodule	NOUN
fuen-189	205	35	such	such	ADJ
fuen-189	205	36	as	as	ADP
fuen-189	205	37	access	access	NOUN
fuen-189	205	38	to	to	ADP
fuen-189	205	39	data	datum	NOUN
fuen-189	205	40	,	,	PUNCT
fuen-189	205	41	data	datum	NOUN
fuen-189	205	42	handling	handling	NOUN
fuen-189	205	43	,	,	PUNCT
fuen-189	205	44	seamless	seamless	ADJ
fuen-189	205	45	integration	integration	NOUN
fuen-189	205	46	with	with	ADP
fuen-189	205	47	the	the	DET
fuen-189	205	48	existing	exist	VERB
fuen-189	205	49	building	building	NOUN
fuen-189	205	50	data	datum	NOUN
fuen-189	205	51	platform	platform	NOUN
fuen-189	205	52	,	,	PUNCT
fuen-189	205	53	model	model	NOUN
fuen-189	205	54	training	training	NOUN
fuen-189	205	55	,	,	PUNCT
fuen-189	205	56	and	and	CCONJ
fuen-189	205	57	update	update	NOUN
fuen-189	205	58	mechanism	mechanism	NOUN
fuen-189	205	59	,	,	PUNCT
fuen-189	205	60	periodic	periodic	ADJ
fuen-189	205	61	performance	performance	NOUN
fuen-189	205	62	checks	check	NOUN
fuen-189	205	63	,	,	PUNCT
fuen-189	205	64	and	and	CCONJ
fuen-189	205	65	model	model	NOUN
fuen-189	205	66	enhancement	enhancement	NOUN
fuen-189	205	67	with	with	ADP
fuen-189	205	68	hyperparameter	hyperparameter	NOUN
fuen-189	205	69	tuning	tune	VERB
fuen-189	205	70	as	as	ADP
fuen-189	205	71	operational	operational	ADJ
fuen-189	205	72	circumstances	circumstance	NOUN
fuen-189	205	73	change	change	VERB
fuen-189	205	74	.	.	PUNCT
fuen-189	206	1	the	the	DET
fuen-189	206	2	end	end	NOUN
fuen-189	206	3	-	-	PUNCT
fuen-189	206	4	to	to	ADP
fuen-189	206	5	-	-	PUNCT
fuen-189	206	6	end	end	NOUN
fuen-189	206	7	forecasting	forecasting	NOUN
fuen-189	206	8	system	system	NOUN
fuen-189	206	9	presented	present	VERB
fuen-189	206	10	in	in	ADP
fuen-189	206	11	this	this	DET
fuen-189	206	12	work	work	NOUN
fuen-189	206	13	forms	form	VERB
fuen-189	206	14	a	a	DET
fuen-189	206	15	robust	robust	ADJ
fuen-189	206	16	platform	platform	NOUN
fuen-189	206	17	for	for	ADP
fuen-189	206	18	furthering	further	VERB
fuen-189	206	19	research	research	NOUN
fuen-189	206	20	in	in	ADP
fuen-189	206	21	the	the	DET
fuen-189	206	22	building	building	NOUN
fuen-189	206	23	energy	energy	NOUN
fuen-189	206	24	predictive	predictive	ADJ
fuen-189	206	25	analytics	analytic	NOUN
fuen-189	206	26	problem	problem	NOUN
fuen-189	206	27	space	space	NOUN
fuen-189	206	28	.	.	PUNCT
fuen-189	207	1	we	we	PRON
fuen-189	207	2	plan	plan	VERB
fuen-189	207	3	to	to	PART
fuen-189	207	4	expand	expand	VERB
fuen-189	207	5	this	this	DET
fuen-189	207	6	work	work	NOUN
fuen-189	207	7	in	in	ADP
fuen-189	207	8	the	the	DET
fuen-189	207	9	following	following	ADJ
fuen-189	207	10	directions	direction	NOUN
fuen-189	207	11	:	:	PUNCT
fuen-189	207	12	5.1	5.1	NUM
fuen-189	207	13	probabilistic	probabilistic	ADJ
fuen-189	207	14	forecasting	forecasting	NOUN
fuen-189	207	15	rather	rather	ADV
fuen-189	207	16	than	than	ADP
fuen-189	207	17	generating	generate	VERB
fuen-189	207	18	a	a	DET
fuen-189	207	19	point	point	NOUN
fuen-189	207	20	forecast	forecast	NOUN
fuen-189	207	21	for	for	ADP
fuen-189	207	22	every	every	DET
fuen-189	207	23	time	time	NOUN
fuen-189	207	24	step	step	NOUN
fuen-189	207	25	,	,	PUNCT
fuen-189	207	26	a	a	DET
fuen-189	207	27	range	range	NOUN
fuen-189	207	28	can	can	AUX
fuen-189	207	29	be	be	AUX
fuen-189	207	30	outputted	output	VERB
fuen-189	207	31	with	with	ADP
fuen-189	207	32	the	the	DET
fuen-189	207	33	estimated	estimate	VERB
fuen-189	207	34	minimum	minimum	ADJ
fuen-189	207	35	and	and	CCONJ
fuen-189	207	36	maximum	maximum	ADJ
fuen-189	207	37	values	value	NOUN
fuen-189	207	38	serving	serve	VERB
fuen-189	207	39	as	as	ADP
fuen-189	207	40	the	the	DET
fuen-189	207	41	upper	upper	ADJ
fuen-189	207	42	and	and	CCONJ
fuen-189	207	43	lower	low	ADJ
fuen-189	207	44	bounds	bound	NOUN
fuen-189	207	45	for	for	ADP
fuen-189	207	46	a	a	DET
fuen-189	207	47	prediction	prediction	NOUN
fuen-189	207	48	band	band	NOUN
fuen-189	207	49	within	within	ADP
fuen-189	207	50	which	which	PRON
fuen-189	207	51	the	the	DET
fuen-189	207	52	actual	actual	ADJ
fuen-189	207	53	consumption	consumption	NOUN
fuen-189	207	54	in	in	ADP
fuen-189	207	55	the	the	DET
fuen-189	207	56	future	future	ADJ
fuen-189	207	57	time	time	NOUN
fuen-189	207	58	step	step	NOUN
fuen-189	207	59	will	will	AUX
fuen-189	207	60	fall	fall	VERB
fuen-189	207	61	.	.	PUNCT
fuen-189	208	1	having	have	VERB
fuen-189	208	2	a	a	DET
fuen-189	208	3	range	range	NOUN
fuen-189	208	4	instead	instead	ADV
fuen-189	208	5	of	of	ADP
fuen-189	208	6	point	point	NOUN
fuen-189	208	7	forecasting	forecasting	NOUN
fuen-189	208	8	is	be	AUX
fuen-189	208	9	especially	especially	ADV
fuen-189	208	10	helpful	helpful	ADJ
fuen-189	208	11	in	in	ADP
fuen-189	208	12	the	the	DET
fuen-189	208	13	fault	fault	NOUN
fuen-189	208	14	detection	detection	NOUN
fuen-189	208	15	application	application	NOUN
fuen-189	208	16	where	where	SCONJ
fuen-189	208	17	consistent	consistent	ADJ
fuen-189	208	18	outliers	outlier	NOUN
fuen-189	208	19	(	(	PUNCT
fuen-189	208	20	outside	outside	ADP
fuen-189	208	21	of	of	ADP
fuen-189	208	22	the	the	DET
fuen-189	208	23	band	band	NOUN
fuen-189	208	24	points	point	NOUN
fuen-189	208	25	)	)	PUNCT
fuen-189	208	26	indicate	indicate	VERB
fuen-189	208	27	a	a	DET
fuen-189	208	28	potential	potential	ADJ
fuen-189	208	29	issue	issue	NOUN
fuen-189	208	30	that	that	PRON
fuen-189	208	31	can	can	AUX
fuen-189	208	32	be	be	AUX
fuen-189	208	33	further	far	ADV
fuen-189	208	34	investigated	investigate	VERB
fuen-189	208	35	by	by	ADP
fuen-189	208	36	the	the	DET
fuen-189	208	37	building	building	NOUN
fuen-189	208	38	’s	’s	PART
fuen-189	208	39	operations	operation	NOUN
fuen-189	208	40	team	team	NOUN
fuen-189	208	41	.	.	PUNCT
fuen-189	209	1	moreover	moreover	ADV
fuen-189	209	2	,	,	PUNCT
fuen-189	209	3	probabilistic	probabilistic	ADJ
fuen-189	209	4	forecasting	forecasting	NOUN
fuen-189	209	5	using	use	VERB
fuen-189	209	6	deep	deep	ADJ
fuen-189	209	7	neural	neural	ADJ
fuen-189	209	8	networks	network	NOUN
fuen-189	209	9	is	be	AUX
fuen-189	209	10	an	an	DET
fuen-189	209	11	active	active	ADJ
fuen-189	209	12	inquiry	inquiry	NOUN
fuen-189	209	13	front	front	NOUN
fuen-189	209	14	on	on	ADP
fuen-189	209	15	the	the	DET
fuen-189	209	16	research	research	NOUN
fuen-189	209	17	end	end	NOUN
fuen-189	209	18	of	of	ADP
fuen-189	209	19	the	the	DET
fuen-189	209	20	forecasting	forecasting	NOUN
fuen-189	209	21	technology	technology	NOUN
fuen-189	209	22	’s	’s	PART
fuen-189	209	23	spectrum	spectrum	NOUN
fuen-189	209	24	.	.	PUNCT
fuen-189	210	1	5.2	5.2	NUM
fuen-189	210	2	predictive	predictive	ADJ
fuen-189	210	3	maintenance	maintenance	NOUN
fuen-189	210	4	current	current	ADJ
fuen-189	210	5	practice	practice	NOUN
fuen-189	210	6	in	in	ADP
fuen-189	210	7	the	the	DET
fuen-189	210	8	building	building	NOUN
fuen-189	210	9	industry	industry	NOUN
fuen-189	210	10	is	be	AUX
fuen-189	210	11	to	to	PART
fuen-189	210	12	perform	perform	VERB
fuen-189	210	13	“	"	PUNCT
fuen-189	210	14	schedule	schedule	NOUN
fuen-189	210	15	-	-	PUNCT
fuen-189	210	16	based	base	VERB
fuen-189	210	17	”	"	PUNCT
fuen-189	210	18	maintenance	maintenance	NOUN
fuen-189	210	19	for	for	ADP
fuen-189	210	20	fault	fault	NOUN
fuen-189	210	21	prevention	prevention	NOUN
fuen-189	210	22	,	,	PUNCT
fuen-189	210	23	which	which	PRON
fuen-189	210	24	is	be	AUX
fuen-189	210	25	not	not	PART
fuen-189	210	26	effective	effective	ADJ
fuen-189	210	27	in	in	ADP
fuen-189	210	28	terms	term	NOUN
fuen-189	210	29	of	of	ADP
fuen-189	210	30	flagging	flag	VERB
fuen-189	210	31	the	the	DET
fuen-189	210	32	equipment	equipment	NOUN
fuen-189	210	33	vulnerable	vulnerable	ADJ
fuen-189	210	34	to	to	ADP
fuen-189	210	35	a	a	DET
fuen-189	210	36	fault	fault	NOUN
fuen-189	210	37	beforehand	beforehand	ADV
fuen-189	210	38	.	.	PUNCT
fuen-189	211	1	the	the	DET
fuen-189	211	2	next	next	ADJ
fuen-189	211	3	generation	generation	NOUN
fuen-189	211	4	of	of	ADP
fuen-189	211	5	the	the	DET
fuen-189	211	6	faultprevention	faultprevention	NOUN
fuen-189	211	7	mechanism	mechanism	NOUN
fuen-189	211	8	is	be	AUX
fuen-189	211	9	“	"	PUNCT
fuen-189	211	10	condition	condition	NOUN
fuen-189	211	11	-	-	PUNCT
fuen-189	211	12	based	base	VERB
fuen-189	211	13	”	"	PUNCT
fuen-189	211	14	or	or	CCONJ
fuen-189	211	15	“	"	PUNCT
fuen-189	211	16	preventive	preventive	ADJ
fuen-189	211	17	”	"	PUNCT
fuen-189	211	18	maintenance	maintenance	NOUN
fuen-189	211	19	.	.	PUNCT
fuen-189	212	1	this	this	PRON
fuen-189	212	2	involves	involve	VERB
fuen-189	212	3	using	use	VERB
fuen-189	212	4	statistical	statistical	ADJ
fuen-189	212	5	analysis	analysis	NOUN
fuen-189	212	6	to	to	PART
fuen-189	212	7	assess	assess	VERB
fuen-189	212	8	the	the	DET
fuen-189	212	9	health	health	NOUN
fuen-189	212	10	of	of	ADP
fuen-189	212	11	the	the	DET
fuen-189	212	12	patients	patient	NOUN
fuen-189	212	13	and	and	CCONJ
fuen-189	212	14	estimate	estimate	VERB
fuen-189	212	15	the	the	DET
fuen-189	212	16	probability	probability	NOUN
fuen-189	212	17	of	of	ADP
fuen-189	212	18	failure	failure	NOUN
fuen-189	212	19	in	in	ADP
fuen-189	212	20	order	order	NOUN
fuen-189	212	21	to	to	PART
fuen-189	212	22	inform	inform	VERB
fuen-189	212	23	the	the	DET
fuen-189	212	24	operators	operator	NOUN
fuen-189	212	25	.	.	PUNCT
fuen-189	213	1	the	the	DET
fuen-189	213	2	presented	present	VERB
fuen-189	213	3	forecasting	forecasting	NOUN
fuen-189	213	4	system	system	NOUN
fuen-189	213	5	can	can	AUX
fuen-189	213	6	be	be	AUX
fuen-189	213	7	further	far	ADV
fuen-189	213	8	developed	develop	VERB
fuen-189	213	9	for	for	ADP
fuen-189	213	10	predictivemaintenance	predictivemaintenance	NOUN
fuen-189	213	11	applications	application	NOUN
fuen-189	213	12	where	where	SCONJ
fuen-189	213	13	the	the	DET
fuen-189	213	14	occurrence	occurrence	NOUN
fuen-189	213	15	of	of	ADP
fuen-189	213	16	a	a	DET
fuen-189	213	17	specific	specific	ADJ
fuen-189	213	18	fault	fault	NOUN
fuen-189	213	19	on	on	ADP
fuen-189	213	20	the	the	DET
fuen-189	213	21	system	system	NOUN
fuen-189	213	22	,	,	PUNCT
fuen-189	213	23	which	which	PRON
fuen-189	213	24	may	may	AUX
fuen-189	213	25	occur	occur	VERB
fuen-189	213	26	due	due	ADJ
fuen-189	213	27	to	to	ADP
fuen-189	213	28	unusual	unusual	ADJ
fuen-189	213	29	wearand	wearand	NOUN
fuen-189	213	30	-	-	PUNCT
fuen-189	213	31	tear	tear	NOUN
fuen-189	213	32	on	on	ADP
fuen-189	213	33	equipment	equipment	NOUN
fuen-189	213	34	,	,	PUNCT
fuen-189	213	35	can	can	AUX
fuen-189	213	36	be	be	AUX
fuen-189	213	37	predicted	predict	VERB
fuen-189	213	38	well	well	ADV
fuen-189	213	39	in	in	ADP
fuen-189	213	40	advance	advance	NOUN
fuen-189	213	41	,	,	PUNCT
fuen-189	213	42	thereby	thereby	ADV
fuen-189	213	43	preventing	prevent	VERB
fuen-189	213	44	equipment	equipment	NOUN
fuen-189	213	45	failure	failure	NOUN
fuen-189	213	46	from	from	ADP
fuen-189	213	47	triggering	trigger	VERB
fuen-189	213	48	faults	fault	NOUN
fuen-189	213	49	.	.	PUNCT
fuen-189	214	1	author	author	NOUN
fuen-189	214	2	contributions	contribution	NOUN
fuen-189	214	3	conceptualization	conceptualization	NOUN
fuen-189	214	4	,	,	PUNCT
fuen-189	214	5	sakshi	sakshi	PROPN
fuen-189	214	6	mishra	mishra	PROPN
fuen-189	214	7	,	,	PUNCT
fuen-189	214	8	stephen	stephen	PROPN
fuen-189	214	9	m.	m.	PROPN
fuen-189	214	10	frank	frank	PROPN
fuen-189	214	11	,	,	PUNCT
fuen-189	214	12	and	and	CCONJ
fuen-189	214	13	anya	anya	PROPN
fuen-189	214	14	petersen	petersen	PROPN
fuen-189	214	15	;	;	PUNCT
fuen-189	214	16	method	method	NOUN
fuen-189	214	17	-	-	PUNCT
fuen-189	214	18	ology	ology	NOUN
fuen-189	214	19	,	,	PUNCT
fuen-189	214	20	sakshi	sakshi	PROPN
fuen-189	214	21	mishra	mishra	PROPN
fuen-189	214	22	and	and	CCONJ
fuen-189	214	23	stephen	stephen	PROPN
fuen-189	214	24	m.	m.	PROPN
fuen-189	214	25	frank	frank	PROPN
fuen-189	214	26	;	;	PUNCT
fuen-189	214	27	software	software	NOUN
fuen-189	214	28	,	,	PUNCT
fuen-189	214	29	anya	anya	PROPN
fuen-189	214	30	petersen	petersen	PROPN
fuen-189	214	31	and	and	CCONJ
fuen-189	214	32	sakshi	sakshi	PROPN
fuen-189	214	33	mishra	mishra	PROPN
fuen-189	214	34	;	;	PUNCT
fuen-189	214	35	validation	validation	NOUN
fuen-189	214	36	,	,	PUNCT
fuen-189	214	37	stephen	stephen	PROPN
fuen-189	214	38	m.	m.	PROPN
fuen-189	214	39	frank	frank	PROPN
fuen-189	214	40	and	and	CCONJ
fuen-189	214	41	robert	robert	PROPN
fuen-189	214	42	buechler	buechler	PROPN
fuen-189	214	43	;	;	PUNCT
fuen-189	214	44	formal	formal	ADJ
fuen-189	214	45	analysis	analysis	NOUN
fuen-189	214	46	,	,	PUNCT
fuen-189	214	47	sakshi	sakshi	PROPN
fuen-189	214	48	mishra	mishra	PROPN
fuen-189	214	49	;	;	PUNCT
fuen-189	214	50	resources	resource	NOUN
fuen-189	214	51	,	,	PUNCT
fuen-189	214	52	stephen	stephen	PROPN
fuen-189	214	53	m.	m.	PROPN
fuen-189	214	54	frank	frank	PROPN
fuen-189	214	55	and	and	CCONJ
fuen-189	214	56	michelle	michelle	PROPN
fuen-189	214	57	slovensky	slovensky	PROPN
fuen-189	214	58	;	;	PUNCT
fuen-189	214	59	data	datum	NOUN
fuen-189	214	60	curation	curation	NOUN
fuen-189	214	61	,	,	PUNCT
fuen-189	214	62	stephen	stephen	PROPN
fuen-189	214	63	m.	m.	PROPN
fuen-189	214	64	frank	frank	PROPN
fuen-189	214	65	;	;	PUNCT
fuen-189	214	66	writing	writing	NOUN
fuen-189	214	67	—	—	PUNCT
fuen-189	214	68	original	original	ADJ
fuen-189	214	69	draft	draft	NOUN
fuen-189	214	70	preparation	preparation	NOUN
fuen-189	214	71	,	,	PUNCT
fuen-189	214	72	sakshi	sakshi	PROPN
fuen-189	214	73	mishra	mishra	PROPN
fuen-189	214	74	,	,	PUNCT
fuen-189	214	75	stephen	stephen	PROPN
fuen-189	214	76	m.	m.	PROPN
fuen-189	214	77	frank	frank	PROPN
fuen-189	214	78	,	,	PUNCT
fuen-189	214	79	and	and	CCONJ
fuen-189	214	80	anya	anya	PROPN
fuen-189	214	81	petersen	petersen	PROPN
fuen-189	214	82	;	;	PUNCT
fuen-189	214	83	writing	writing	NOUN
fuen-189	214	84	—	—	PUNCT
fuen-189	214	85	review	review	NOUN
fuen-189	214	86	and	and	CCONJ
fuen-189	214	87	editing	editing	NOUN
fuen-189	214	88	,	,	PUNCT
fuen-189	214	89	robert	robert	PROPN
fuen-189	214	90	buechler	buechler	PROPN
fuen-189	214	91	and	and	CCONJ
fuen-189	214	92	michelle	michelle	PROPN
fuen-189	214	93	slovensky	slovensky	PROPN
fuen-189	214	94	;	;	PUNCT
fuen-189	214	95	visualization	visualization	NOUN
fuen-189	214	96	,	,	PUNCT
fuen-189	214	97	sakshi	sakshi	PROPN
fuen-189	214	98	mishra	mishra	PROPN
fuen-189	214	99	,	,	PUNCT
fuen-189	214	100	robert	robert	PROPN
fuen-189	214	101	buechler	buechler	PROPN
fuen-189	214	102	,	,	PUNCT
fuen-189	214	103	and	and	CCONJ
fuen-189	214	104	marj	marj	PROPN
fuen-189	214	105	schott	schott	PROPN
fuen-189	214	106	;	;	PUNCT
fuen-189	214	107	supervision	supervision	NOUN
fuen-189	214	108	,	,	PUNCT
fuen-189	214	109	michelle	michelle	NOUN
fuen-189	214	110	slovensky	slovensky	PROPN
fuen-189	214	111	;	;	PUNCT
fuen-189	214	112	project	project	NOUN
fuen-189	214	113	administration	administration	NOUN
fuen-189	214	114	,	,	PUNCT
fuen-189	214	115	anya	anya	PROPN
fuen-189	214	116	petersen	petersen	PROPN
fuen-189	214	117	;	;	PUNCT
fuen-189	214	118	funding	funding	NOUN
fuen-189	214	119	acquisition	acquisition	NOUN
fuen-189	214	120	,	,	PUNCT
fuen-189	214	121	michelle	michelle	NOUN
fuen-189	214	122	slovensky	slovensky	PROPN
fuen-189	214	123	.	.	PUNCT
fuen-189	215	1	all	all	DET
fuen-189	215	2	authors	author	NOUN
fuen-189	215	3	have	have	AUX
fuen-189	215	4	read	read	VERB
fuen-189	215	5	and	and	CCONJ
fuen-189	215	6	agreed	agree	VERB
fuen-189	215	7	to	to	ADP
fuen-189	215	8	the	the	DET
fuen-189	215	9	published	publish	VERB
fuen-189	215	10	version	version	NOUN
fuen-189	215	11	of	of	ADP
fuen-189	215	12	the	the	DET
fuen-189	215	13	manuscript	manuscript	NOUN
fuen-189	215	14	.	.	PUNCT
fuen-189	216	1	ethical	ethical	ADJ
fuen-189	216	2	issue	issue	NOUN
fuen-189	216	3	the	the	DET
fuen-189	216	4	authors	author	NOUN
fuen-189	216	5	are	be	AUX
fuen-189	216	6	aware	aware	ADJ
fuen-189	216	7	of	of	ADP
fuen-189	216	8	and	and	CCONJ
fuen-189	216	9	comply	comply	ADJ
fuen-189	216	10	with	with	ADP
fuen-189	216	11	best	good	ADJ
fuen-189	216	12	practices	practice	NOUN
fuen-189	216	13	in	in	ADP
fuen-189	216	14	publication	publication	NOUN
fuen-189	216	15	ethics	ethic	NOUN
fuen-189	216	16	,	,	PUNCT
fuen-189	216	17	specifically	specifically	ADV
fuen-189	216	18	concerning	concern	VERB
fuen-189	216	19	authorship	authorship	NOUN
fuen-189	216	20	(	(	PUNCT
fuen-189	216	21	avoidance	avoidance	NOUN
fuen-189	216	22	of	of	ADP
fuen-189	216	23	guest	guest	NOUN
fuen-189	216	24	authorship	authorship	NOUN
fuen-189	216	25	)	)	PUNCT
fuen-189	216	26	,	,	PUNCT
fuen-189	216	27	dual	dual	ADJ
fuen-189	216	28	submission	submission	NOUN
fuen-189	216	29	,	,	PUNCT
fuen-189	216	30	manipulation	manipulation	NOUN
fuen-189	216	31	of	of	ADP
fuen-189	216	32	figures	figure	NOUN
fuen-189	216	33	,	,	PUNCT
fuen-189	216	34	competing	compete	VERB
fuen-189	216	35	interests	interest	NOUN
fuen-189	216	36	,	,	PUNCT
fuen-189	216	37	and	and	CCONJ
fuen-189	216	38	compliance	compliance	NOUN
fuen-189	216	39	with	with	ADP
fuen-189	216	40	policies	policy	NOUN
fuen-189	216	41	on	on	ADP
fuen-189	216	42	research	research	NOUN
fuen-189	216	43	ethics	ethic	NOUN
fuen-189	216	44	.	.	PUNCT
fuen-189	217	1	the	the	DET
fuen-189	217	2	authors	author	NOUN
fuen-189	217	3	adhere	adhere	VERB
fuen-189	217	4	to	to	ADP
fuen-189	217	5	publication	publication	NOUN
fuen-189	217	6	requirements	requirement	NOUN
fuen-189	217	7	that	that	SCONJ
fuen-189	217	8	the	the	DET
fuen-189	217	9	submitted	submit	VERB
fuen-189	217	10	work	work	NOUN
fuen-189	217	11	is	be	AUX
fuen-189	217	12	original	original	ADJ
fuen-189	217	13	and	and	CCONJ
fuen-189	217	14	has	have	AUX
fuen-189	217	15	not	not	PART
fuen-189	217	16	been	be	AUX
fuen-189	217	17	published	publish	VERB
fuen-189	217	18	elsewhere	elsewhere	ADV
fuen-189	217	19	in	in	ADP
fuen-189	217	20	any	any	DET
fuen-189	217	21	language	language	NOUN
fuen-189	217	22	.	.	PUNCT
fuen-189	218	1	funding	fund	VERB
fuen-189	218	2	this	this	DET
fuen-189	218	3	research	research	NOUN
fuen-189	218	4	was	be	AUX
fuen-189	218	5	funded	fund	VERB
fuen-189	218	6	by	by	ADP
fuen-189	218	7	the	the	DET
fuen-189	218	8	u.s	u.s	PROPN
fuen-189	218	9	.	.	PROPN
fuen-189	218	10	department	department	PROPN
fuen-189	218	11	of	of	ADP
fuen-189	218	12	energy	energy	NOUN
fuen-189	218	13	office	office	NOUN
fuen-189	218	14	of	of	ADP
fuen-189	218	15	energy	energy	NOUN
fuen-189	218	16	efficiency	efficiency	NOUN
fuen-189	218	17	and	and	CCONJ
fuen-189	218	18	renewable	renewable	ADJ
fuen-189	218	19	energy	energy	NOUN
fuen-189	218	20	building	building	NOUN
fuen-189	218	21	technologies	technology	NOUN
fuen-189	218	22	office	office	NOUN
fuen-189	218	23	.	.	PUNCT
fuen-189	219	1	acknowledgments	acknowledgment	NOUN
fuen-189	219	2	this	this	DET
fuen-189	219	3	work	work	NOUN
fuen-189	219	4	was	be	AUX
fuen-189	219	5	authored	author	VERB
fuen-189	219	6	by	by	ADP
fuen-189	219	7	nrel	nrel	NOUN
fuen-189	219	8	,	,	PUNCT
fuen-189	219	9	operated	operate	VERB
fuen-189	219	10	by	by	ADP
fuen-189	219	11	alliance	alliance	NOUN
fuen-189	219	12	for	for	ADP
fuen-189	219	13	sustainable	sustainable	ADJ
fuen-189	219	14	energy	energy	NOUN
fuen-189	219	15	,	,	PUNCT
fuen-189	219	16	llc	llc	PROPN
fuen-189	219	17	,	,	PUNCT
fuen-189	219	18	for	for	ADP
fuen-189	219	19	the	the	DET
fuen-189	219	20	u.s	u.s	PROPN
fuen-189	219	21	.	.	PROPN
fuen-189	219	22	department	department	PROPN
fuen-189	219	23	of	of	ADP
fuen-189	219	24	energy	energy	NOUN
fuen-189	219	25	(	(	PUNCT
fuen-189	219	26	doe	doe	NOUN
fuen-189	219	27	)	)	PUNCT
fuen-189	219	28	under	under	ADP
fuen-189	219	29	contract	contract	NOUN
fuen-189	219	30	no	no	INTJ
fuen-189	219	31	.	.	PUNCT
fuen-189	220	1	de	de	PROPN
fuen-189	220	2	-	-	PROPN
fuen-189	220	3	ac36	ac36	PROPN
fuen-189	220	4	-	-	PUNCT
fuen-189	220	5	08go28308	08go28308	PROPN
fuen-189	220	6	.	.	PUNCT
fuen-189	221	1	funding	funding	NOUN
fuen-189	221	2	provided	provide	VERB
fuen-189	221	3	by	by	ADP
fuen-189	221	4	the	the	DET
fuen-189	221	5	u.s	u.s	PROPN
fuen-189	221	6	.	.	PROPN
fuen-189	221	7	department	department	PROPN
fuen-189	221	8	of	of	ADP
fuen-189	221	9	energy	energy	NOUN
fuen-189	221	10	office	office	NOUN
fuen-189	221	11	of	of	ADP
fuen-189	221	12	energy	energy	NOUN
fuen-189	221	13	efficiency	efficiency	NOUN
fuen-189	221	14	and	and	CCONJ
fuen-189	221	15	renewable	renewable	ADJ
fuen-189	221	16	energy	energy	NOUN
fuen-189	221	17	building	building	NOUN
fuen-189	221	18	technologies	technology	NOUN
fuen-189	221	19	office	office	NOUN
fuen-189	221	20	.	.	PUNCT
fuen-189	222	1	the	the	DET
fuen-189	222	2	views	view	NOUN
fuen-189	222	3	expressed	express	VERB
fuen-189	222	4	in	in	ADP
fuen-189	222	5	the	the	DET
fuen-189	222	6	article	article	NOUN
fuen-189	222	7	do	do	AUX
fuen-189	222	8	not	not	PART
fuen-189	222	9	necessarily	necessarily	ADV
fuen-189	222	10	represent	represent	VERB
fuen-189	222	11	the	the	DET
fuen-189	222	12	views	view	NOUN
fuen-189	222	13	of	of	ADP
fuen-189	222	14	the	the	DET
fuen-189	222	15	doe	doe	NOUN
fuen-189	222	16	or	or	CCONJ
fuen-189	222	17	the	the	DET
fuen-189	222	18	u.s	u.s	PROPN
fuen-189	222	19	.	.	PROPN
fuen-189	222	20	government	government	NOUN
fuen-189	222	21	.	.	PUNCT
fuen-189	223	1	the	the	DET
fuen-189	223	2	authors	author	NOUN
fuen-189	223	3	wish	wish	VERB
fuen-189	223	4	to	to	PART
fuen-189	223	5	acknowledge	acknowledge	VERB
fuen-189	223	6	the	the	DET
fuen-189	223	7	national	national	ADJ
fuen-189	223	8	renewable	renewable	ADJ
fuen-189	223	9	energy	energy	NOUN
fuen-189	223	10	laboratory	laboratory	NOUN
fuen-189	223	11	’s	’s	PART
fuen-189	223	12	continued	continue	VERB
fuen-189	223	13	support	support	NOUN
fuen-189	223	14	in	in	ADP
fuen-189	223	15	enhancing	enhance	VERB
fuen-189	223	16	the	the	DET
fuen-189	223	17	research	research	NOUN
fuen-189	223	18	and	and	CCONJ
fuen-189	223	19	prototyping	prototype	VERB
fuen-189	223	20	capabilities	capability	NOUN
fuen-189	223	21	of	of	ADP
fuen-189	223	22	the	the	DET
fuen-189	223	23	intelligent	intelligent	ADJ
fuen-189	223	24	campus	campus	NOUN
fuen-189	223	25	program	program	NOUN
fuen-189	223	26	.	.	PUNCT
fuen-189	224	1	the	the	DET
fuen-189	224	2	authors	author	NOUN
fuen-189	224	3	would	would	AUX
fuen-189	224	4	like	like	VERB
fuen-189	224	5	to	to	PART
fuen-189	224	6	thank	thank	VERB
fuen-189	224	7	marj	marj	PROPN
fuen-189	224	8	schott	schott	PROPN
fuen-189	224	9	(	(	PUNCT
fuen-189	224	10	nrel	nrel	NOUN
fuen-189	224	11	)	)	PUNCT
fuen-189	224	12	for	for	ADP
fuen-189	224	13	contributing	contribute	VERB
fuen-189	224	14	figure	figure	NOUN
fuen-189	224	15	1	1	NUM
fuen-189	224	16	to	to	ADP
fuen-189	224	17	the	the	DET
fuen-189	224	18	article	article	NOUN
fuen-189	224	19	.	.	PUNCT
fuen-189	225	1	s.	s.	PROPN
fuen-189	225	2	mishra	mishra	PROPN
fuen-189	225	3	et	et	PROPN
fuen-189	225	4	al	al	PROPN
fuen-189	225	5	.	.	PROPN
fuen-189	225	6	/future	/future	PROPN
fuen-189	225	7	energy	energy	PROPN
fuen-189	225	8	november	november	PROPN
fuen-189	225	9	2024|	2024|	NUM
fuen-189	225	10	volume	volume	NOUN
fuen-189	225	11	03	03	NUM
fuen-189	226	1	|	|	ADV
fuen-189	226	2	issue	issue	VERB
fuen-189	226	3	04|	04|	ADP
fuen-189	226	4	pages	page	NOUN
fuen-189	226	5	47	47	NUM
fuen-189	226	6	-	-	SYM
fuen-189	226	7	55	55	NUM
fuen-189	226	8	54	54	NUM
fuen-189	226	9	data	datum	NOUN
fuen-189	226	10	availability	availability	NOUN
fuen-189	226	11	statement	statement	NOUN
fuen-189	226	12	data	datum	NOUN
fuen-189	226	13	sharing	sharing	NOUN
fuen-189	226	14	does	do	AUX
fuen-189	226	15	not	not	PART
fuen-189	226	16	apply	apply	VERB
fuen-189	226	17	to	to	ADP
fuen-189	226	18	this	this	DET
fuen-189	226	19	article	article	NOUN
fuen-189	226	20	as	as	SCONJ
fuen-189	226	21	no	no	DET
fuen-189	226	22	datasets	dataset	NOUN
fuen-189	226	23	were	be	AUX
fuen-189	226	24	generated	generate	VERB
fuen-189	226	25	or	or	CCONJ
fuen-189	226	26	analyzed	analyze	VERB
fuen-189	226	27	during	during	ADP
fuen-189	226	28	the	the	DET
fuen-189	226	29	current	current	ADJ
fuen-189	226	30	study	study	NOUN
fuen-189	226	31	.	.	PUNCT
fuen-189	227	1	conflict	conflict	NOUN
fuen-189	227	2	of	of	ADP
fuen-189	227	3	interest	interest	NOUN
fuen-189	227	4	the	the	DET
fuen-189	227	5	authors	author	NOUN
fuen-189	227	6	declare	declare	VERB
fuen-189	227	7	no	no	DET
fuen-189	227	8	potential	potential	ADJ
fuen-189	227	9	conflict	conflict	NOUN
fuen-189	227	10	of	of	ADP
fuen-189	227	11	interest	interest	NOUN
fuen-189	227	12	.	.	PUNCT
fuen-189	228	1	references	reference	NOUN
fuen-189	228	2	[	[	X
fuen-189	228	3	1	1	NUM
fuen-189	228	4	]	]	PUNCT
fuen-189	228	5	total	total	ADJ
fuen-189	228	6	energy	energy	NOUN
fuen-189	228	7	monthly	monthly	ADJ
fuen-189	228	8	energy	energy	NOUN
fuen-189	228	9	review	review	NOUN
fuen-189	228	10	,	,	PUNCT
fuen-189	228	11	u.s	u.s	PROPN
fuen-189	228	12	.	.	PROPN
fuen-189	228	13	energy	energy	PROPN
fuen-189	228	14	information	information	PROPN
fuen-189	228	15	administration	administration	NOUN
fuen-189	228	16	,	,	PUNCT
fuen-189	228	17	,	,	PUNCT
fuen-189	228	18	02	02	NUM
fuen-189	228	19	05	05	NUM
fuen-189	228	20	2020	2020	NUM
fuen-189	228	21	.	.	PUNCT
fuen-189	229	1	[	[	X
fuen-189	229	2	online	online	X
fuen-189	229	3	]	]	X
fuen-189	229	4	.	.	PUNCT
fuen-189	230	1	available	available	ADJ
fuen-189	230	2	:	:	PUNCT
fuen-189	231	1	https://www.eia.gov/totalenergy/data/monthly/inde	https://www.eia.gov/totalenergy/data/monthly/inde	PROPN
fuen-189	231	2	x.php	x.php	PROPN
fuen-189	231	3	.	.	PUNCT
fuen-189	232	1	[	[	X
fuen-189	232	2	accessed	access	VERB
fuen-189	232	3	02	02	NUM
fuen-189	232	4	05	05	NUM
fuen-189	232	5	2020	2020	NUM
fuen-189	232	6	]	]	PUNCT
fuen-189	232	7	.	.	PUNCT
fuen-189	233	1	[	[	X
fuen-189	233	2	2	2	NUM
fuen-189	233	3	]	]	X
fuen-189	233	4	u.	u.	NOUN
fuen-189	233	5	doe	doe	PROPN
fuen-189	233	6	,	,	PUNCT
fuen-189	233	7	buildings	building	NOUN
fuen-189	233	8	energy	energy	NOUN
fuen-189	233	9	data	datum	NOUN
fuen-189	233	10	book	book	NOUN
fuen-189	233	11	.	.	PUNCT
fuen-189	234	1	avalable	avalable	PROPN
fuen-189	234	2	:	:	PUNCT
fuen-189	234	3	https://data.openei.org/submissions/144	https://data.openei.org/submissions/144	PROPN
fuen-189	235	1	[	[	X
fuen-189	235	2	3	3	X
fuen-189	235	3	]	]	PUNCT
fuen-189	235	4	p.	p.	NOUN
fuen-189	235	5	g.	g.	PROPN
fuen-189	235	6	jordan	jordan	PROPN
fuen-189	235	7	,	,	PUNCT
fuen-189	235	8	“	"	PUNCT
fuen-189	235	9	global	global	ADJ
fuen-189	235	10	markets	market	NOUN
fuen-189	235	11	”	"	PUNCT
fuen-189	235	12	in	in	ADP
fuen-189	235	13	solar	solar	ADJ
fuen-189	235	14	energy	energy	NOUN
fuen-189	235	15	markets	market	NOUN
fuen-189	235	16	,	,	PUNCT
fuen-189	235	17	2014	2014	NUM
fuen-189	235	18	,	,	PUNCT
fuen-189	235	19	pp	pp	ADJ
fuen-189	235	20	.	.	PUNCT
fuen-189	236	1	127	127	NUM
fuen-189	236	2	-	-	SYM
fuen-189	236	3	133	133	NUM
fuen-189	236	4	.	.	PUNCT
fuen-189	237	1	[	[	X
fuen-189	237	2	4	4	NUM
fuen-189	237	3	]	]	X
fuen-189	237	4	energy	energy	NOUN
fuen-189	237	5	-	-	PUNCT
fuen-189	237	6	spectral	spectral	ADJ
fuen-189	237	7	,	,	PUNCT
fuen-189	237	8	during	during	ADP
fuen-189	237	9	covid-19	covid-19	PROPN
fuen-189	237	10	lockdown	lockdown	NOUN
fuen-189	237	11	,	,	PUNCT
fuen-189	237	12	office	office	NOUN
fuen-189	237	13	buildings	building	NOUN
fuen-189	237	14	are	be	AUX
fuen-189	237	15	consuming	consume	VERB
fuen-189	237	16	even	even	ADV
fuen-189	237	17	more	more	ADJ
fuen-189	237	18	hvac	hvac	NOUN
fuen-189	237	19	energy	energy	NOUN
fuen-189	237	20	than	than	ADP
fuen-189	237	21	when	when	SCONJ
fuen-189	237	22	fully	fully	ADV
fuen-189	237	23	occupied	occupy	VERB
fuen-189	237	24	,	,	PUNCT
fuen-189	237	25	spectral	spectral	ADJ
fuen-189	237	26	energy	energy	NOUN
fuen-189	237	27	,	,	PUNCT
fuen-189	237	28	2020	2020	NUM
fuen-189	237	29	.	.	PUNCT
fuen-189	238	1	[	[	X
fuen-189	238	2	online	online	X
fuen-189	238	3	]	]	X
fuen-189	238	4	.	.	PUNCT
fuen-189	239	1	available	available	ADJ
fuen-189	239	2	:	:	PUNCT
fuen-189	239	3	https://spectral.energy/news/covid19-officebuilding-energy-consumption-increasing/.	https://spectral.energy/news/covid19-officebuilding-energy-consumption-increasing/.	NOUN
fuen-189	240	1	[	[	X
fuen-189	240	2	accessed	access	VERB
fuen-189	240	3	25	25	NUM
fuen-189	240	4	07	07	NUM
fuen-189	240	5	2020	2020	NUM
fuen-189	240	6	]	]	PUNCT
fuen-189	240	7	.	.	PUNCT
fuen-189	241	1	[	[	X
fuen-189	241	2	5	5	X
fuen-189	241	3	]	]	PUNCT
fuen-189	241	4	p.	p.	NOUN
fuen-189	241	5	donohoo	donohoo	PROPN
fuen-189	241	6	-	-	PUNCT
fuen-189	241	7	vallett	vallett	PROPN
fuen-189	241	8	,	,	PUNCT
fuen-189	241	9	p.	p.	PROPN
fuen-189	241	10	gilman	gilman	PROPN
fuen-189	241	11	,	,	PUNCT
fuen-189	241	12	d.	d.	PROPN
fuen-189	241	13	feldman	feldman	PROPN
fuen-189	241	14	,	,	PUNCT
fuen-189	241	15	j.	j.	PROPN
fuen-189	241	16	brodrick	brodrick	PROPN
fuen-189	241	17	,	,	PUNCT
fuen-189	241	18	d.	d.	PROPN
fuen-189	241	19	gohlke	gohlke	PROPN
fuen-189	241	20	,	,	PUNCT
fuen-189	241	21	r.	r.	PROPN
fuen-189	241	22	gravel	gravel	PROPN
fuen-189	241	23	,	,	PUNCT
fuen-189	241	24	a.	a.	NOUN
fuen-189	241	25	jiron	jiron	PROPN
fuen-189	241	26	,	,	PUNCT
fuen-189	241	27	c.	c.	PROPN
fuen-189	241	28	schutte	schutte	PROPN
fuen-189	241	29	,	,	PUNCT
fuen-189	241	30	s.	s.	PROPN
fuen-189	241	31	satyapal	satyapal	PROPN
fuen-189	241	32	,	,	PUNCT
fuen-189	241	33	t.	t.	NOUN
fuen-189	241	34	nguyen	nguyen	NOUN
fuen-189	241	35	,	,	PUNCT
fuen-189	241	36	p.	p.	NOUN
fuen-189	241	37	scheihing	scheihing	NOUN
fuen-189	241	38	,	,	PUNCT
fuen-189	241	39	b.	b.	PROPN
fuen-189	241	40	marshall	marshall	PROPN
fuen-189	241	41	and	and	CCONJ
fuen-189	241	42	s.	s.	PROPN
fuen-189	241	43	harman	harman	PROPN
fuen-189	241	44	,	,	PUNCT
fuen-189	241	45	"	"	PUNCT
fuen-189	241	46	revolution	revolution	NOUN
fuen-189	241	47	now	now	ADV
fuen-189	241	48	the	the	DET
fuen-189	241	49	future	future	NOUN
fuen-189	241	50	arrives	arrive	VERB
fuen-189	241	51	for	for	ADP
fuen-189	241	52	five	five	NUM
fuen-189	241	53	clean	clean	ADJ
fuen-189	241	54	energy	energy	NOUN
fuen-189	241	55	technologies	technology	NOUN
fuen-189	241	56	,	,	PUNCT
fuen-189	241	57	"	"	PUNCT
fuen-189	241	58	u.s	u.s	PROPN
fuen-189	241	59	.	.	PROPN
fuen-189	241	60	doe	doe	PROPN
fuen-189	241	61	,	,	PUNCT
fuen-189	241	62	2016	2016	NUM
fuen-189	241	63	.	.	PUNCT
fuen-189	242	1	[	[	X
fuen-189	242	2	6	6	NUM
fuen-189	242	3	]	]	PUNCT
fuen-189	242	4	m.	m.	NOUN
fuen-189	242	5	neukomm	neukomm	NOUN
fuen-189	242	6	,	,	PUNCT
fuen-189	242	7	v.	v.	CCONJ
fuen-189	242	8	nubbe	nubbe	NOUN
fuen-189	242	9	and	and	CCONJ
fuen-189	242	10	r.	r.	NOUN
fuen-189	242	11	fares	fare	NOUN
fuen-189	242	12	,	,	PUNCT
fuen-189	242	13	"	"	PUNCT
fuen-189	242	14	grid	grid	NOUN
fuen-189	242	15	-	-	PUNCT
fuen-189	242	16	interactive	interactive	ADJ
fuen-189	242	17	efficient	efficient	ADJ
fuen-189	242	18	buildings	building	NOUN
fuen-189	242	19	technical	technical	ADJ
fuen-189	242	20	report	report	NOUN
fuen-189	242	21	series	series	NOUN
fuen-189	242	22	,	,	PUNCT
fuen-189	242	23	"	"	PUNCT
fuen-189	242	24	doe	doe	NOUN
fuen-189	242	25	office	office	NOUN
fuen-189	242	26	of	of	ADP
fuen-189	242	27	energy	energy	NOUN
fuen-189	242	28	efficiency	efficiency	NOUN
fuen-189	242	29	&	&	CCONJ
fuen-189	242	30	renewable	renewable	ADJ
fuen-189	242	31	energy	energy	NOUN
fuen-189	242	32	,	,	PUNCT
fuen-189	242	33	2019	2019	NUM
fuen-189	242	34	.	.	PUNCT
fuen-189	243	1	[	[	X
fuen-189	243	2	7	7	X
fuen-189	243	3	]	]	X
fuen-189	243	4	b.	b.	PROPN
fuen-189	243	5	kroposki	kroposki	PROPN
fuen-189	243	6	,	,	PUNCT
fuen-189	243	7	e.	e.	PROPN
fuen-189	243	8	dall’anese	dall’anese	PROPN
fuen-189	243	9	,	,	PUNCT
fuen-189	243	10	a.	a.	PROPN
fuen-189	243	11	bernstein	bernstein	PROPN
fuen-189	243	12	,	,	PUNCT
fuen-189	243	13	y.	y.	PROPN
fuen-189	243	14	zhang	zhang	PROPN
fuen-189	243	15	and	and	CCONJ
fuen-189	243	16	b.-m	b.-m	PROPN
fuen-189	243	17	.	.	PUNCT
fuen-189	244	1	hodge	hodge	PROPN
fuen-189	244	2	,	,	PUNCT
fuen-189	244	3	"	"	PUNCT
fuen-189	244	4	autonomous	autonomous	ADJ
fuen-189	244	5	energy	energy	NOUN
fuen-189	244	6	grids	grid	NOUN
fuen-189	244	7	,	,	PUNCT
fuen-189	244	8	"	"	PUNCT
fuen-189	244	9	2017	2017	NUM
fuen-189	244	10	.	.	PUNCT
fuen-189	245	1	[	[	X
fuen-189	245	2	8	8	NUM
fuen-189	245	3	]	]	PUNCT
fuen-189	245	4	a.	a.	NOUN
fuen-189	245	5	afram	afram	PROPN
fuen-189	245	6	and	and	CCONJ
fuen-189	245	7	f.	f.	PROPN
fuen-189	245	8	janabi	janabi	PROPN
fuen-189	245	9	-	-	PUNCT
fuen-189	245	10	sharifi	sharifi	NOUN
fuen-189	245	11	,	,	PUNCT
fuen-189	245	12	"	"	PUNCT
fuen-189	245	13	theory	theory	NOUN
fuen-189	245	14	and	and	CCONJ
fuen-189	245	15	applications	application	NOUN
fuen-189	245	16	of	of	ADP
fuen-189	245	17	hvac	hvac	PROPN
fuen-189	245	18	control	control	PROPN
fuen-189	245	19	systems	systems	PROPN
fuen-189	245	20	a	a	DET
fuen-189	245	21	review	review	NOUN
fuen-189	245	22	of	of	ADP
fuen-189	245	23	model	model	NOUN
fuen-189	245	24	predictive	predictive	ADJ
fuen-189	245	25	contol	contol	NOUN
fuen-189	245	26	(	(	PUNCT
fuen-189	245	27	mpc	mpc	NOUN
fuen-189	245	28	)	)	PUNCT
fuen-189	245	29	,	,	PUNCT
fuen-189	245	30	"	"	PUNCT
fuen-189	245	31	building	building	NOUN
fuen-189	245	32	and	and	CCONJ
fuen-189	245	33	environment	environment	NOUN
fuen-189	245	34	,	,	PUNCT
fuen-189	245	35	vol	vol	NOUN
fuen-189	245	36	.	.	PROPN
fuen-189	245	37	72	72	NUM
fuen-189	245	38	,	,	PUNCT
fuen-189	245	39	pp	pp	ADJ
fuen-189	245	40	.	.	PUNCT
fuen-189	246	1	343	343	NUM
fuen-189	246	2	-	-	SYM
fuen-189	246	3	355	355	NUM
fuen-189	246	4	,	,	PUNCT
fuen-189	246	5	2014	2014	NUM
fuen-189	246	6	.	.	PUNCT
fuen-189	247	1	[	[	X
fuen-189	247	2	9	9	NUM
fuen-189	247	3	]	]	PUNCT
fuen-189	247	4	e.	e.	PROPN
fuen-189	247	5	khanmirza	khanmirza	PROPN
fuen-189	247	6	,	,	PUNCT
fuen-189	247	7	a.	a.	NOUN
fuen-189	247	8	esmaeilzadeh	esmaeilzadeh	PROPN
fuen-189	247	9	and	and	CCONJ
fuen-189	247	10	a.	a.	PROPN
fuen-189	247	11	h.	h.	PROPN
fuen-189	247	12	d.	d.	PROPN
fuen-189	247	13	markazi	markazi	PROPN
fuen-189	247	14	,	,	PUNCT
fuen-189	247	15	"	"	PUNCT
fuen-189	247	16	predictive	predictive	ADJ
fuen-189	247	17	control	control	NOUN
fuen-189	247	18	of	of	ADP
fuen-189	247	19	a	a	DET
fuen-189	247	20	building	building	NOUN
fuen-189	247	21	hybrid	hybrid	ADJ
fuen-189	247	22	heating	heating	NOUN
fuen-189	247	23	system	system	NOUN
fuen-189	247	24	for	for	ADP
fuen-189	247	25	energy	energy	NOUN
fuen-189	247	26	cost	cost	NOUN
fuen-189	247	27	reduction	reduction	NOUN
fuen-189	247	28	,	,	PUNCT
fuen-189	247	29	"	"	PUNCT
fuen-189	247	30	applied	apply	VERB
fuen-189	247	31	soft	soft	ADJ
fuen-189	247	32	computing	computing	NOUN
fuen-189	247	33	,	,	PUNCT
fuen-189	247	34	vol	vol	NOUN
fuen-189	247	35	.	.	PROPN
fuen-189	247	36	46	46	NUM
fuen-189	247	37	,	,	PUNCT
fuen-189	247	38	pp	pp	ADJ
fuen-189	247	39	.	.	PUNCT
fuen-189	248	1	407	407	NUM
fuen-189	248	2	-	-	SYM
fuen-189	248	3	23	23	NUM
fuen-189	248	4	,	,	PUNCT
fuen-189	248	5	2016	2016	NUM
fuen-189	248	6	.	.	PUNCT
fuen-189	249	1	[	[	X
fuen-189	249	2	10	10	NUM
fuen-189	249	3	]	]	X
fuen-189	249	4	t.-t	t.-t	NOUN
fuen-189	249	5	.	.	PUNCT
fuen-189	250	1	nguyen	nguyen	NOUN
fuen-189	250	2	,	,	PUNCT
fuen-189	250	3	h.-j	h.-j	PROPN
fuen-189	250	4	.	.	PUNCT
fuen-189	250	5	yoo	yoo	PROPN
fuen-189	250	6	and	and	CCONJ
fuen-189	250	7	h.-m	h.-m	PROPN
fuen-189	250	8	.	.	PUNCT
fuen-189	251	1	kim	kim	PROPN
fuen-189	251	2	,	,	PUNCT
fuen-189	251	3	"	"	PUNCT
fuen-189	251	4	analyzing	analyze	VERB
fuen-189	251	5	the	the	DET
fuen-189	251	6	impacts	impact	NOUN
fuen-189	251	7	of	of	ADP
fuen-189	251	8	system	system	NOUN
fuen-189	251	9	parameters	parameter	NOUN
fuen-189	251	10	on	on	ADP
fuen-189	251	11	mpc	mpc	NOUN
fuen-189	251	12	-	-	PUNCT
fuen-189	251	13	based	base	VERB
fuen-189	251	14	frequency	frequency	NOUN
fuen-189	251	15	control	control	NOUN
fuen-189	251	16	for	for	ADP
fuen-189	251	17	a	a	DET
fuen-189	251	18	stand	stand	VERB
fuen-189	251	19	-	-	PUNCT
fuen-189	251	20	alone	alone	ADV
fuen-189	251	21	microgrid	microgrid	NOUN
fuen-189	251	22	,	,	PUNCT
fuen-189	251	23	"	"	PUNCT
fuen-189	251	24	energies	energy	NOUN
fuen-189	251	25	,	,	PUNCT
fuen-189	251	26	vol	vol	NOUN
fuen-189	251	27	.	.	PROPN
fuen-189	251	28	10	10	NUM
fuen-189	251	29	,	,	PUNCT
fuen-189	251	30	no	no	INTJ
fuen-189	251	31	.	.	NOUN
fuen-189	251	32	4	4	NUM
fuen-189	251	33	,	,	PUNCT
fuen-189	251	34	2017	2017	NUM
fuen-189	251	35	.	.	PUNCT
fuen-189	252	1	[	[	X
fuen-189	252	2	11	11	NUM
fuen-189	252	3	]	]	X
fuen-189	252	4	y.	y.	PROPN
fuen-189	252	5	iino	iino	PROPN
fuen-189	252	6	,	,	PUNCT
fuen-189	252	7	m.	m.	NOUN
fuen-189	252	8	murai	murai	PROPN
fuen-189	252	9	,	,	PUNCT
fuen-189	252	10	d.	d.	PROPN
fuen-189	252	11	murayama	murayama	PROPN
fuen-189	252	12	,	,	PUNCT
fuen-189	252	13	i.	i.	PROPN
fuen-189	252	14	motoyama	motoyama	PROPN
fuen-189	252	15	,	,	PUNCT
fuen-189	252	16	s.	s.	PROPN
fuen-189	252	17	kuzusaka	kuzusaka	PROPN
fuen-189	252	18	and	and	CCONJ
fuen-189	252	19	k.	k.	PROPN
fuen-189	252	20	ueta	ueta	PROPN
fuen-189	252	21	,	,	PUNCT
fuen-189	252	22	"	"	PUNCT
fuen-189	252	23	hybrid	hybrid	ADJ
fuen-189	252	24	modeling	modeling	NOUN
fuen-189	252	25	with	with	ADP
fuen-189	252	26	physical	physical	ADJ
fuen-189	252	27	and	and	CCONJ
fuen-189	252	28	jit	jit	PROPN
fuen-189	252	29	model	model	NOUN
fuen-189	252	30	for	for	ADP
fuen-189	252	31	building	build	VERB
fuen-189	252	32	thermal	thermal	ADJ
fuen-189	252	33	load	load	NOUN
fuen-189	252	34	prediction	prediction	NOUN
fuen-189	252	35	and	and	CCONJ
fuen-189	252	36	optimal	optimal	ADJ
fuen-189	252	37	energy	energy	NOUN
fuen-189	252	38	saving	saving	NOUN
fuen-189	252	39	control	control	NOUN
fuen-189	252	40	,	,	PUNCT
fuen-189	252	41	"	"	PUNCT
fuen-189	252	42	in	in	ADP
fuen-189	252	43	iccas	iccas	NOUN
fuen-189	252	44	-	-	PUNCT
fuen-189	252	45	sice	sice	ADV
fuen-189	252	46	,	,	PUNCT
fuen-189	252	47	fukuoka	fukuoka	PROPN
fuen-189	252	48	,	,	PUNCT
fuen-189	252	49	japan	japan	PROPN
fuen-189	252	50	,	,	PUNCT
fuen-189	252	51	2009	2009	NUM
fuen-189	252	52	.	.	PUNCT
fuen-189	253	1	[	[	X
fuen-189	253	2	12	12	NUM
fuen-189	253	3	]	]	X
fuen-189	253	4	f.	f.	PROPN
fuen-189	253	5	zhang	zhang	PROPN
fuen-189	253	6	and	and	CCONJ
fuen-189	253	7	x.	x.	PROPN
fuen-189	253	8	zhou	zhou	PROPN
fuen-189	253	9	,	,	PUNCT
fuen-189	253	10	"	"	PUNCT
fuen-189	253	11	gray	gray	ADJ
fuen-189	253	12	-	-	PUNCT
fuen-189	253	13	regression	regression	NOUN
fuen-189	253	14	variable	variable	ADJ
fuen-189	253	15	weight	weight	NOUN
fuen-189	253	16	combination	combination	NOUN
fuen-189	253	17	model	model	NOUN
fuen-189	253	18	for	for	ADP
fuen-189	253	19	load	load	NOUN
fuen-189	253	20	forecasting	forecasting	NOUN
fuen-189	253	21	,	,	PUNCT
fuen-189	253	22	"	"	PUNCT
fuen-189	253	23	in	in	ADP
fuen-189	253	24	2008	2008	NUM
fuen-189	253	25	international	international	ADJ
fuen-189	253	26	conference	conference	NOUN
fuen-189	253	27	on	on	ADP
fuen-189	253	28	risk	risk	NOUN
fuen-189	253	29	management	management	NOUN
fuen-189	253	30	&	&	CCONJ
fuen-189	253	31	engineering	engineering	PROPN
fuen-189	253	32	management	management	NOUN
fuen-189	253	33	,	,	PUNCT
fuen-189	253	34	beijing	beijing	PROPN
fuen-189	253	35	,	,	PUNCT
fuen-189	253	36	china	china	PROPN
fuen-189	253	37	,	,	PUNCT
fuen-189	253	38	2008	2008	NUM
fuen-189	253	39	.	.	PUNCT
fuen-189	254	1	[	[	X
fuen-189	254	2	13	13	NUM
fuen-189	254	3	]	]	X
fuen-189	254	4	y.	y.	NOUN
fuen-189	254	5	iwafune	iwafune	PROPN
fuen-189	254	6	,	,	PUNCT
fuen-189	254	7	y.	y.	PROPN
fuen-189	254	8	yagita	yagita	PROPN
fuen-189	254	9	,	,	PUNCT
fuen-189	254	10	t.	t.	PROPN
fuen-189	254	11	ikegami	ikegami	PROPN
fuen-189	254	12	and	and	CCONJ
fuen-189	254	13	k.	k.	PROPN
fuen-189	254	14	ogimoto	ogimoto	PROPN
fuen-189	254	15	,	,	PUNCT
fuen-189	254	16	"	"	PUNCT
fuen-189	254	17	short	short	ADJ
fuen-189	254	18	-	-	PUNCT
fuen-189	254	19	term	term	NOUN
fuen-189	254	20	forecasting	forecasting	NOUN
fuen-189	254	21	of	of	ADP
fuen-189	254	22	residential	residential	ADJ
fuen-189	254	23	building	building	NOUN
fuen-189	254	24	load	load	NOUN
fuen-189	254	25	for	for	ADP
fuen-189	254	26	distributed	distribute	VERB
fuen-189	254	27	energy	energy	NOUN
fuen-189	254	28	management	management	NOUN
fuen-189	254	29	,	,	PUNCT
fuen-189	254	30	"	"	PUNCT
fuen-189	254	31	in	in	ADP
fuen-189	254	32	2014	2014	NUM
fuen-189	254	33	ieee	ieee	NOUN
fuen-189	254	34	international	international	PROPN
fuen-189	254	35	energy	energy	NOUN
fuen-189	254	36	conference	conference	NOUN
fuen-189	254	37	(	(	PUNCT
fuen-189	254	38	energycon	energycon	PROPN
fuen-189	254	39	)	)	PUNCT
fuen-189	254	40	,	,	PUNCT
fuen-189	254	41	cavtat	cavtat	PROPN
fuen-189	254	42	,	,	PUNCT
fuen-189	254	43	croatia	croatia	PROPN
fuen-189	254	44	,	,	PUNCT
fuen-189	254	45	2014	2014	NUM
fuen-189	254	46	.	.	PUNCT
fuen-189	255	1	[	[	X
fuen-189	255	2	14	14	NUM
fuen-189	255	3	]	]	X
fuen-189	255	4	itron	itron	PROPN
fuen-189	255	5	,	,	PUNCT
fuen-189	255	6	"	"	PUNCT
fuen-189	255	7	energy	energy	NOUN
fuen-189	255	8	forecasting	forecasting	NOUN
fuen-189	255	9	"	"	PUNCT
fuen-189	255	10	.	.	PUNCT
fuen-189	256	1	https://na.itron.com/	https://na.itron.com/	PROPN
fuen-189	257	1	[	[	X
fuen-189	257	2	15	15	NUM
fuen-189	257	3	]	]	X
fuen-189	257	4	enverus	enveru	NOUN
fuen-189	257	5	,	,	PUNCT
fuen-189	257	6	"	"	PUNCT
fuen-189	257	7	electric	electric	ADJ
fuen-189	257	8	gas	gas	NOUN
fuen-189	257	9	and	and	CCONJ
fuen-189	257	10	load	load	NOUN
fuen-189	257	11	forecast	forecast	NOUN
fuen-189	257	12	"	"	PUNCT
fuen-189	257	13	.	.	PUNCT
fuen-189	258	1	https://www.enverus.com/	https://www.enverus.com/	PROPN
fuen-189	259	1	[	[	X
fuen-189	259	2	16	16	NUM
fuen-189	259	3	]	]	X
fuen-189	259	4	b.	b.	PROPN
fuen-189	259	5	sohlberg	sohlberg	PROPN
fuen-189	259	6	and	and	CCONJ
fuen-189	259	7	jacobsen	jacobsen	PROPN
fuen-189	259	8	,	,	PUNCT
fuen-189	259	9	"	"	PUNCT
fuen-189	259	10	grey	grey	PROPN
fuen-189	259	11	box	box	PROPN
fuen-189	259	12	modelling	model	VERB
fuen-189	259	13	branches	branch	NOUN
fuen-189	259	14	and	and	CCONJ
fuen-189	259	15	experiences	experience	NOUN
fuen-189	259	16	,	,	PUNCT
fuen-189	259	17	"	"	PUNCT
fuen-189	259	18	ifac	ifac	NOUN
fuen-189	259	19	proceedings	proceeding	NOUN
fuen-189	259	20	volumes	volume	NOUN
fuen-189	259	21	,	,	PUNCT
fuen-189	259	22	vol	vol	NOUN
fuen-189	259	23	.	.	PROPN
fuen-189	259	24	41	41	NUM
fuen-189	259	25	,	,	PUNCT
fuen-189	259	26	no	no	INTJ
fuen-189	259	27	.	.	NOUN
fuen-189	259	28	2	2	NUM
fuen-189	259	29	,	,	PUNCT
fuen-189	259	30	pp	pp	ADJ
fuen-189	259	31	.	.	PUNCT
fuen-189	260	1	11415	11415	NUM
fuen-189	260	2	-	-	SYM
fuen-189	260	3	11420	11420	NUM
fuen-189	260	4	,	,	PUNCT
fuen-189	260	5	2008	2008	NUM
fuen-189	260	6	.	.	PUNCT
fuen-189	261	1	[	[	X
fuen-189	261	2	17	17	NUM
fuen-189	261	3	]	]	X
fuen-189	261	4	d.	d.	PROPN
fuen-189	261	5	b.	b.	PROPN
fuen-189	261	6	crawley	crawley	PROPN
fuen-189	261	7	,	,	PUNCT
fuen-189	261	8	l.	l.	PROPN
fuen-189	261	9	k.	k.	PROPN
fuen-189	261	10	lawrie	lawrie	PROPN
fuen-189	261	11	,	,	PUNCT
fuen-189	261	12	f.	f.	PROPN
fuen-189	261	13	c.	c.	PROPN
fuen-189	261	14	winkelmann	winkelmann	PROPN
fuen-189	261	15	,	,	PUNCT
fuen-189	261	16	w.	w.	PROPN
fuen-189	261	17	f.	f.	PROPN
fuen-189	261	18	buhl	buhl	PROPN
fuen-189	261	19	,	,	PUNCT
fuen-189	261	20	y.	y.	PROPN
fuen-189	261	21	h.	h.	PROPN
fuen-189	261	22	c.	c.	PROPN
fuen-189	261	23	o.	o.	PROPN
fuen-189	261	24	pedersen	pedersen	PROPN
fuen-189	261	25	,	,	PUNCT
fuen-189	262	1	r.	r.	PROPN
fuen-189	262	2	k.	k.	PROPN
fuen-189	262	3	strand	strand	PROPN
fuen-189	262	4	,	,	PUNCT
fuen-189	262	5	r.	r.	PROPN
fuen-189	262	6	j.	j.	PROPN
fuen-189	262	7	liesen	liesen	PROPN
fuen-189	262	8	,	,	PUNCT
fuen-189	262	9	d.	d.	PROPN
fuen-189	262	10	e.	e.	PROPN
fuen-189	262	11	fisher	fisher	PROPN
fuen-189	262	12	,	,	PUNCT
fuen-189	262	13	m.	m.	NOUN
fuen-189	262	14	j.witte	j.witte	PROPN
fuen-189	262	15	and	and	CCONJ
fuen-189	262	16	j.	j.	PROPN
fuen-189	262	17	glazer	glazer	PROPN
fuen-189	262	18	,	,	PUNCT
fuen-189	262	19	"	"	PUNCT
fuen-189	262	20	energyplus	energyplus	ADJ
fuen-189	262	21	:	:	PUNCT
fuen-189	262	22	creating	create	VERB
fuen-189	262	23	a	a	DET
fuen-189	262	24	new	new	ADJ
fuen-189	262	25	-	-	PUNCT
fuen-189	262	26	generation	generation	NOUN
fuen-189	262	27	building	building	NOUN
fuen-189	262	28	energy	energy	NOUN
fuen-189	262	29	simulation	simulation	NOUN
fuen-189	262	30	program	program	NOUN
fuen-189	262	31	,	,	PUNCT
fuen-189	262	32	"	"	PUNCT
fuen-189	262	33	energy	energy	NOUN
fuen-189	262	34	and	and	CCONJ
fuen-189	262	35	buildings	building	NOUN
fuen-189	262	36	,	,	PUNCT
fuen-189	262	37	vol	vol	NOUN
fuen-189	262	38	.	.	PROPN
fuen-189	262	39	33	33	NUM
fuen-189	262	40	,	,	PUNCT
fuen-189	262	41	no	no	INTJ
fuen-189	262	42	.	.	NOUN
fuen-189	262	43	4	4	NUM
fuen-189	262	44	,	,	PUNCT
fuen-189	262	45	pp	pp	ADJ
fuen-189	262	46	.	.	PUNCT
fuen-189	263	1	319	319	NUM
fuen-189	263	2	-	-	SYM
fuen-189	263	3	331	331	NUM
fuen-189	263	4	,	,	PUNCT
fuen-189	263	5	2001	2001	NUM
fuen-189	263	6	.	.	PUNCT
fuen-189	264	1	[	[	X
fuen-189	264	2	18	18	NUM
fuen-189	264	3	]	]	SYM
fuen-189	264	4	eere	eere	ADV
fuen-189	264	5	,	,	PUNCT
fuen-189	264	6	"	"	PUNCT
fuen-189	264	7	energyplus	energyplus	ADJ
fuen-189	264	8	,	,	PUNCT
fuen-189	264	9	"	"	PUNCT
fuen-189	264	10	energy.gov	energy.gov	NUM
fuen-189	264	11	,	,	PUNCT
fuen-189	264	12	2020	2020	NUM
fuen-189	264	13	.	.	PUNCT
fuen-189	265	1	[	[	X
fuen-189	265	2	online	online	X
fuen-189	265	3	]	]	X
fuen-189	265	4	.	.	PUNCT
fuen-189	266	1	available	available	ADJ
fuen-189	266	2	:	:	PUNCT
fuen-189	266	3	https://www.energy.gov/eere/buildings/downloads/	https://www.energy.gov/eere/buildings/downloads/	PROPN
fuen-189	266	4	energyplus-0	energyplus-0	PROPN
fuen-189	266	5	.	.	PUNCT
fuen-189	267	1	[	[	X
fuen-189	267	2	19	19	NUM
fuen-189	267	3	]	]	PUNCT
fuen-189	267	4	s.	s.	PROPN
fuen-189	267	5	s.	s.	PROPN
fuen-189	267	6	kwok	kwok	PROPN
fuen-189	267	7	and	and	CCONJ
fuen-189	267	8	e.	e.	PROPN
fuen-189	267	9	w.	w.	PROPN
fuen-189	267	10	m.	m.	PROPN
fuen-189	267	11	lee	lee	PROPN
fuen-189	267	12	,	,	PUNCT
fuen-189	267	13	"	"	PUNCT
fuen-189	267	14	a	a	DET
fuen-189	267	15	study	study	NOUN
fuen-189	267	16	of	of	ADP
fuen-189	267	17	the	the	DET
fuen-189	267	18	importance	importance	NOUN
fuen-189	267	19	of	of	ADP
fuen-189	267	20	occupancy	occupancy	NOUN
fuen-189	267	21	to	to	ADP
fuen-189	267	22	building	build	VERB
fuen-189	267	23	cooling	cool	VERB
fuen-189	267	24	load	load	NOUN
fuen-189	267	25	in	in	ADP
fuen-189	267	26	prediction	prediction	NOUN
fuen-189	267	27	by	by	ADP
fuen-189	267	28	intelligent	intelligent	ADJ
fuen-189	267	29	approach	approach	NOUN
fuen-189	267	30	,	,	PUNCT
fuen-189	267	31	"	"	PUNCT
fuen-189	267	32	energy	energy	NOUN
fuen-189	267	33	conversion	conversion	NOUN
fuen-189	267	34	and	and	CCONJ
fuen-189	267	35	management	management	NOUN
fuen-189	267	36	,	,	PUNCT
fuen-189	267	37	vol	vol	NOUN
fuen-189	267	38	.	.	PROPN
fuen-189	267	39	52	52	NUM
fuen-189	267	40	,	,	PUNCT
fuen-189	267	41	no	no	INTJ
fuen-189	267	42	.	.	NOUN
fuen-189	267	43	7	7	NUM
fuen-189	267	44	,	,	PUNCT
fuen-189	267	45	pp	pp	ADJ
fuen-189	267	46	.	.	PUNCT
fuen-189	267	47	2555	2555	NUM
fuen-189	267	48	-	-	SYM
fuen-189	267	49	2564	2564	NUM
fuen-189	267	50	,	,	PUNCT
fuen-189	267	51	2011	2011	NUM
fuen-189	267	52	.	.	PUNCT
fuen-189	268	1	[	[	X
fuen-189	268	2	20	20	NUM
fuen-189	268	3	]	]	PUNCT
fuen-189	268	4	s.	s.	PROPN
fuen-189	268	5	mishra	mishra	PROPN
fuen-189	268	6	,	,	PUNCT
fuen-189	268	7	a.	a.	NOUN
fuen-189	268	8	glaws	glaw	NOUN
fuen-189	268	9	and	and	CCONJ
fuen-189	268	10	p.	p.	NOUN
fuen-189	268	11	palanisamy	palanisamy	NOUN
fuen-189	268	12	,	,	PUNCT
fuen-189	268	13	"	"	PUNCT
fuen-189	268	14	predictive	predictive	ADJ
fuen-189	268	15	analytics	analytic	NOUN
fuen-189	268	16	in	in	ADP
fuen-189	268	17	future	future	ADJ
fuen-189	268	18	power	power	NOUN
fuen-189	268	19	systems	system	NOUN
fuen-189	268	20	:	:	PUNCT
fuen-189	268	21	a	a	DET
fuen-189	268	22	panorama	panorama	NOUN
fuen-189	268	23	and	and	CCONJ
fuen-189	268	24	state	state	NOUN
fuen-189	268	25	-	-	PUNCT
fuen-189	268	26	of	of	ADP
fuen-189	268	27	-	-	PUNCT
fuen-189	268	28	the	the	DET
fuen-189	268	29	-	-	PUNCT
fuen-189	268	30	art	art	NOUN
fuen-189	268	31	of	of	ADP
fuen-189	268	32	deep	deep	ADJ
fuen-189	268	33	learning	learning	NOUN
fuen-189	268	34	applications	application	NOUN
fuen-189	268	35	,	,	PUNCT
fuen-189	268	36	"	"	PUNCT
fuen-189	268	37	in	in	ADP
fuen-189	268	38	optimization	optimization	NOUN
fuen-189	268	39	,	,	PUNCT
fuen-189	268	40	learning	learning	NOUN
fuen-189	268	41	,	,	PUNCT
fuen-189	268	42	and	and	CCONJ
fuen-189	268	43	control	control	NOUN
fuen-189	268	44	for	for	ADP
fuen-189	268	45	interdependent	interdependent	ADJ
fuen-189	268	46	complex	complex	ADJ
fuen-189	268	47	networks	network	NOUN
fuen-189	268	48	,	,	PUNCT
fuen-189	268	49	springerlink	springerlink	NOUN
fuen-189	268	50	,	,	PUNCT
fuen-189	268	51	2020	2020	NUM
fuen-189	268	52	,	,	PUNCT
fuen-189	268	53	pp	pp	ADV
fuen-189	268	54	.	.	PUNCT
fuen-189	269	1	147	147	NUM
fuen-189	269	2	-	-	SYM
fuen-189	269	3	182	182	NUM
fuen-189	269	4	.	.	PUNCT
fuen-189	270	1	[	[	X
fuen-189	270	2	21	21	NUM
fuen-189	270	3	]	]	PUNCT
fuen-189	270	4	j.	j.	PROPN
fuen-189	270	5	hwang	hwang	PROPN
fuen-189	270	6	,	,	PUNCT
fuen-189	270	7	d.	d.	PROPN
fuen-189	270	8	suh	suh	PROPN
fuen-189	270	9	and	and	CCONJ
fuen-189	270	10	m.-o	m.-o	NOUN
fuen-189	270	11	.	.	PUNCT
fuen-189	271	1	otto	otto	PROPN
fuen-189	271	2	,	,	PUNCT
fuen-189	271	3	"	"	PUNCT
fuen-189	271	4	forecasting	forecast	VERB
fuen-189	271	5	electricity	electricity	NOUN
fuen-189	271	6	consumption	consumption	NOUN
fuen-189	271	7	in	in	ADP
fuen-189	271	8	commercial	commercial	ADJ
fuen-189	271	9	buildings	building	NOUN
fuen-189	271	10	using	use	VERB
fuen-189	271	11	a	a	DET
fuen-189	271	12	machine	machine	NOUN
fuen-189	271	13	learning	learning	NOUN
fuen-189	271	14	approach	approach	NOUN
fuen-189	271	15	,	,	PUNCT
fuen-189	271	16	"	"	PUNCT
fuen-189	271	17	energies	energy	NOUN
fuen-189	271	18	,	,	PUNCT
fuen-189	271	19	vol	vol	NOUN
fuen-189	271	20	.	.	PROPN
fuen-189	271	21	13	13	NUM
fuen-189	271	22	,	,	PUNCT
fuen-189	271	23	no	no	INTJ
fuen-189	271	24	.	.	NOUN
fuen-189	271	25	22	22	NUM
fuen-189	271	26	,	,	PUNCT
fuen-189	271	27	2020	2020	NUM
fuen-189	271	28	.	.	PUNCT
fuen-189	272	1	[	[	X
fuen-189	272	2	22	22	NUM
fuen-189	272	3	]	]	PUNCT
fuen-189	272	4	i.	i.	PROPN
fuen-189	272	5	s.	s.	PROPN
fuen-189	272	6	jahan	jahan	PROPN
fuen-189	272	7	,	,	PUNCT
fuen-189	272	8	v.	v.	ADP
fuen-189	272	9	snasel	snasel	NOUN
fuen-189	272	10	and	and	CCONJ
fuen-189	272	11	s.	s.	PROPN
fuen-189	272	12	misak	misak	PROPN
fuen-189	272	13	,	,	PUNCT
fuen-189	272	14	"	"	PUNCT
fuen-189	272	15	intelligent	intelligent	ADJ
fuen-189	272	16	systems	system	NOUN
fuen-189	272	17	for	for	ADP
fuen-189	272	18	power	power	NOUN
fuen-189	272	19	load	load	NOUN
fuen-189	272	20	forecasting	forecasting	NOUN
fuen-189	272	21	:	:	PUNCT
fuen-189	272	22	a	a	DET
fuen-189	272	23	study	study	NOUN
fuen-189	272	24	review	review	NOUN
fuen-189	272	25	,	,	PUNCT
fuen-189	272	26	"	"	PUNCT
fuen-189	272	27	energies	energy	NOUN
fuen-189	272	28	,	,	PUNCT
fuen-189	272	29	vol	vol	NOUN
fuen-189	272	30	.	.	PROPN
fuen-189	272	31	13	13	NUM
fuen-189	272	32	,	,	PUNCT
fuen-189	272	33	no	no	INTJ
fuen-189	272	34	.	.	NOUN
fuen-189	272	35	22	22	NUM
fuen-189	272	36	,	,	PUNCT
fuen-189	272	37	2020	2020	NUM
fuen-189	272	38	.	.	PUNCT
fuen-189	273	1	[	[	X
fuen-189	273	2	23	23	NUM
fuen-189	273	3	]	]	PUNCT
fuen-189	273	4	t.	t.	NOUN
fuen-189	273	5	ciechulski	ciechulski	PROPN
fuen-189	273	6	and	and	CCONJ
fuen-189	273	7	s.	s.	PROPN
fuen-189	273	8	osowski	osowski	PROPN
fuen-189	273	9	,	,	PUNCT
fuen-189	273	10	"	"	PUNCT
fuen-189	273	11	deep	deep	ADJ
fuen-189	273	12	learning	learning	NOUN
fuen-189	273	13	approach	approach	NOUN
fuen-189	273	14	to	to	ADP
fuen-189	273	15	power	power	NOUN
fuen-189	273	16	demand	demand	NOUN
fuen-189	273	17	forecasting	forecasting	NOUN
fuen-189	273	18	in	in	ADP
fuen-189	273	19	polish	polish	ADJ
fuen-189	273	20	power	power	NOUN
fuen-189	273	21	system	system	NOUN
fuen-189	273	22	,	,	PUNCT
fuen-189	273	23	"	"	PUNCT
fuen-189	273	24	energies	energy	NOUN
fuen-189	273	25	,	,	PUNCT
fuen-189	273	26	vol	vol	NOUN
fuen-189	273	27	.	.	PROPN
fuen-189	273	28	13	13	NUM
fuen-189	273	29	,	,	PUNCT
fuen-189	273	30	no	no	INTJ
fuen-189	273	31	.	.	NOUN
fuen-189	273	32	22	22	NUM
fuen-189	273	33	.	.	PUNCT
fuen-189	274	1	[	[	X
fuen-189	274	2	24	24	NUM
fuen-189	274	3	]	]	X
fuen-189	274	4	y.	y.	PROPN
fuen-189	274	5	jin	jin	PROPN
fuen-189	274	6	,	,	PUNCT
fuen-189	274	7	h.	h.	PROPN
fuen-189	274	8	guo	guo	PROPN
fuen-189	274	9	,	,	PUNCT
fuen-189	274	10	j.	j.	PROPN
fuen-189	274	11	wang	wang	PROPN
fuen-189	274	12	and	and	CCONJ
fuen-189	274	13	a.	a.	NOUN
fuen-189	274	14	song	song	NOUN
fuen-189	274	15	,	,	PUNCT
fuen-189	274	16	"	"	PUNCT
fuen-189	274	17	a	a	DET
fuen-189	274	18	hybrid	hybrid	ADJ
fuen-189	274	19	system	system	NOUN
fuen-189	274	20	based	base	VERB
fuen-189	274	21	on	on	ADP
fuen-189	274	22	lstm	lstm	NOUN
fuen-189	274	23	for	for	ADP
fuen-189	274	24	short	short	ADJ
fuen-189	274	25	-	-	PUNCT
fuen-189	274	26	term	term	NOUN
fuen-189	274	27	power	power	NOUN
fuen-189	274	28	load	load	NOUN
fuen-189	274	29	forecasting	forecasting	NOUN
fuen-189	274	30	,	,	PUNCT
fuen-189	274	31	"	"	PUNCT
fuen-189	274	32	energies	energy	NOUN
fuen-189	274	33	,	,	PUNCT
fuen-189	274	34	vol	vol	NOUN
fuen-189	274	35	.	.	PROPN
fuen-189	274	36	13	13	NUM
fuen-189	274	37	,	,	PUNCT
fuen-189	274	38	no	no	INTJ
fuen-189	274	39	.	.	NOUN
fuen-189	274	40	23	23	NUM
fuen-189	274	41	,	,	PUNCT
fuen-189	274	42	2020	2020	NUM
fuen-189	274	43	.	.	PUNCT
fuen-189	275	1	[	[	X
fuen-189	275	2	25	25	NUM
fuen-189	275	3	]	]	X
fuen-189	275	4	g.	g.	PROPN
fuen-189	275	5	chitalia	chitalia	PROPN
fuen-189	275	6	,	,	PUNCT
fuen-189	275	7	m.	m.	NOUN
fuen-189	275	8	pipattanasomporn	pipattanasomporn	VERB
fuen-189	275	9	,	,	PUNCT
fuen-189	275	10	v.	v.	ADP
fuen-189	275	11	garg	garg	PROPN
fuen-189	275	12	and	and	CCONJ
fuen-189	275	13	s.	s.	PROPN
fuen-189	275	14	rahman	rahman	PROPN
fuen-189	275	15	,	,	PUNCT
fuen-189	275	16	"	"	PUNCT
fuen-189	275	17	robust	robust	ADJ
fuen-189	275	18	short	short	ADJ
fuen-189	275	19	-	-	PUNCT
fuen-189	275	20	term	term	NOUN
fuen-189	275	21	electrical	electrical	ADJ
fuen-189	275	22	load	load	NOUN
fuen-189	275	23	forecasting	forecasting	NOUN
fuen-189	275	24	framework	framework	NOUN
fuen-189	275	25	for	for	ADP
fuen-189	275	26	commercial	commercial	ADJ
fuen-189	275	27	buildings	building	NOUN
fuen-189	275	28	using	use	VERB
fuen-189	275	29	deep	deep	ADJ
fuen-189	275	30	recurrent	recurrent	ADJ
fuen-189	275	31	neural	neural	ADJ
fuen-189	275	32	networks	network	NOUN
fuen-189	275	33	,	,	PUNCT
fuen-189	275	34	"	"	PUNCT
fuen-189	275	35	applied	apply	VERB
fuen-189	275	36	energy	energy	NOUN
fuen-189	275	37	,	,	PUNCT
fuen-189	275	38	vol	vol	NOUN
fuen-189	275	39	.	.	PROPN
fuen-189	275	40	278	278	NUM
fuen-189	275	41	,	,	PUNCT
fuen-189	275	42	2020	2020	NUM
fuen-189	275	43	.	.	PUNCT
fuen-189	276	1	[	[	X
fuen-189	276	2	26	26	NUM
fuen-189	276	3	]	]	PUNCT
fuen-189	276	4	m.	m.	NOUN
fuen-189	276	5	n.	n.	PROPN
fuen-189	276	6	fekri	fekri	PROPN
fuen-189	276	7	,	,	PUNCT
fuen-189	276	8	h.	h.	PROPN
fuen-189	276	9	patel	patel	PROPN
fuen-189	276	10	,	,	PUNCT
fuen-189	276	11	k.	k.	PROPN
fuen-189	276	12	grolinger	grolinger	PROPN
fuen-189	276	13	and	and	CCONJ
fuen-189	276	14	v.	v.	ADP
fuen-189	276	15	sharma	sharma	PROPN
fuen-189	276	16	,	,	PUNCT
fuen-189	276	17	"	"	PUNCT
fuen-189	276	18	deep	deep	ADJ
fuen-189	276	19	learning	learning	NOUN
fuen-189	276	20	for	for	ADP
fuen-189	276	21	load	load	NOUN
fuen-189	276	22	forecasting	forecasting	NOUN
fuen-189	276	23	with	with	ADP
fuen-189	276	24	smart	smart	ADJ
fuen-189	276	25	meter	meter	NOUN
fuen-189	276	26	data	datum	NOUN
fuen-189	276	27	:	:	PUNCT
fuen-189	276	28	online	online	ADJ
fuen-189	276	29	adaptive	adaptive	ADJ
fuen-189	276	30	recurrent	recurrent	ADJ
fuen-189	276	31	neural	neural	ADJ
fuen-189	276	32	network	network	NOUN
fuen-189	276	33	,	,	PUNCT
fuen-189	276	34	"	"	PUNCT
fuen-189	276	35	applied	apply	VERB
fuen-189	276	36	energy	energy	NOUN
fuen-189	276	37	,	,	PUNCT
fuen-189	276	38	vol	vol	NOUN
fuen-189	276	39	.	.	PROPN
fuen-189	276	40	282	282	NUM
fuen-189	276	41	,	,	PUNCT
fuen-189	276	42	2021	2021	NUM
fuen-189	276	43	.	.	PUNCT
fuen-189	277	1	[	[	X
fuen-189	277	2	27	27	NUM
fuen-189	277	3	]	]	X
fuen-189	277	4	n.	n.	PROPN
fuen-189	277	5	gautam	gautam	PROPN
fuen-189	277	6	,	,	PUNCT
fuen-189	277	7	a.	a.	PROPN
fuen-189	277	8	s.	s.	PROPN
fuen-189	277	9	mayal	mayal	PROPN
fuen-189	277	10	,	,	PUNCT
fuen-189	277	11	v.	v.	PROPN
fuen-189	277	12	s.	s.	PROPN
fuen-189	277	13	ram	ram	PROPN
fuen-189	277	14	and	and	CCONJ
fuen-189	277	15	a.	a.	NOUN
fuen-189	277	16	priya	priya	PROPN
fuen-189	277	17	,	,	PUNCT
fuen-189	277	18	"	"	PUNCT
fuen-189	277	19	short	short	ADJ
fuen-189	277	20	term	term	NOUN
fuen-189	277	21	load	load	NOUN
fuen-189	277	22	forecasting	forecasting	NOUN
fuen-189	277	23	of	of	ADP
fuen-189	277	24	urban	urban	ADJ
fuen-189	277	25	loads	load	NOUN
fuen-189	277	26	based	base	VERB
fuen-189	277	27	on	on	ADP
fuen-189	277	28	artificial	artificial	ADJ
fuen-189	277	29	neural	neural	ADJ
fuen-189	277	30	network	network	NOUN
fuen-189	277	31	,	,	PUNCT
fuen-189	277	32	"	"	PUNCT
fuen-189	277	33	in	in	ADP
fuen-189	277	34	2nd	2nd	ADJ
fuen-189	277	35	international	international	ADJ
fuen-189	277	36	conference	conference	NOUN
fuen-189	277	37	on	on	ADP
fuen-189	277	38	power	power	NOUN
fuen-189	277	39	and	and	CCONJ
fuen-189	277	40	embedded	embed	VERB
fuen-189	277	41	drive	drive	NOUN
fuen-189	277	42	control	control	NOUN
fuen-189	277	43	(	(	PUNCT
fuen-189	277	44	icpedc	icpedc	PROPN
fuen-189	277	45	)	)	PUNCT
fuen-189	277	46	,	,	PUNCT
fuen-189	277	47	2019	2019	NUM
fuen-189	277	48	,	,	PUNCT
fuen-189	277	49	2019	2019	NUM
fuen-189	277	50	.	.	PUNCT
fuen-189	278	1	[	[	X
fuen-189	278	2	28	28	NUM
fuen-189	278	3	]	]	X
fuen-189	278	4	j.	j.	PROPN
fuen-189	278	5	cui	cui	PROPN
fuen-189	278	6	,	,	PUNCT
fuen-189	278	7	q.	q.	PROPN
fuen-189	278	8	gao	gao	PROPN
fuen-189	278	9	and	and	CCONJ
fuen-189	278	10	d.	d.	PROPN
fuen-189	278	11	li	li	PROPN
fuen-189	278	12	,	,	PUNCT
fuen-189	278	13	"	"	PUNCT
fuen-189	278	14	improved	improve	VERB
fuen-189	278	15	long	long	ADJ
fuen-189	278	16	short	short	ADJ
fuen-189	278	17	-	-	PUNCT
fuen-189	278	18	term	term	NOUN
fuen-189	278	19	memory	memory	NOUN
fuen-189	278	20	network	network	NOUN
fuen-189	278	21	based	base	VERB
fuen-189	278	22	short	short	ADJ
fuen-189	278	23	term	term	NOUN
fuen-189	278	24	load	load	NOUN
fuen-189	278	25	forecasting	forecasting	NOUN
fuen-189	278	26	,	,	PUNCT
fuen-189	278	27	"	"	PUNCT
fuen-189	278	28	hangzhou	hangzhou	PROPN
fuen-189	278	29	,	,	PUNCT
fuen-189	278	30	china	china	PROPN
fuen-189	278	31	,	,	PUNCT
fuen-189	278	32	2020	2020	NUM
fuen-189	278	33	.	.	PUNCT
fuen-189	279	1	[	[	X
fuen-189	279	2	29	29	NUM
fuen-189	279	3	]	]	PUNCT
fuen-189	279	4	s.	s.	PROPN
fuen-189	279	5	mishra	mishra	PROPN
fuen-189	279	6	,	,	PUNCT
fuen-189	279	7	s.	s.	PROPN
fuen-189	279	8	m.	m.	PROPN
fuen-189	279	9	frank	frank	PROPN
fuen-189	279	10	,	,	PUNCT
fuen-189	279	11	a.	a.	PROPN
fuen-189	279	12	petersen	petersen	PROPN
fuen-189	279	13	,	,	PUNCT
fuen-189	279	14	r.	r.	PROPN
fuen-189	279	15	buechler	buechler	PROPN
fuen-189	279	16	and	and	CCONJ
fuen-189	279	17	m.	m.	NOUN
fuen-189	279	18	slovensky	slovensky	PROPN
fuen-189	279	19	,	,	PUNCT
fuen-189	279	20	"	"	PUNCT
fuen-189	279	21	deep	deep	ADJ
fuen-189	279	22	-	-	PUNCT
fuen-189	279	23	learning	learning	NOUN
fuen-189	279	24	-	-	PUNCT
fuen-189	279	25	based	base	VERB
fuen-189	279	26	,	,	PUNCT
fuen-189	279	27	multi	multi	ADJ
fuen-189	279	28	-	-	ADJ
fuen-189	279	29	timescale	timescale	ADJ
fuen-189	279	30	load	load	NOUN
fuen-189	279	31	forecasting	forecasting	NOUN
fuen-189	279	32	in	in	ADP
fuen-189	279	33	buildings	building	NOUN
fuen-189	279	34	:	:	PUNCT
fuen-189	279	35	opportunities	opportunity	NOUN
fuen-189	279	36	and	and	CCONJ
fuen-189	279	37	challenges	challenge	NOUN
fuen-189	279	38	from	from	ADP
fuen-189	279	39	research	research	NOUN
fuen-189	279	40	to	to	ADP
fuen-189	279	41	deployment	deployment	NOUN
fuen-189	279	42	(	(	PUNCT
fuen-189	279	43	preprint	preprint	NOUN
fuen-189	279	44	)	)	PUNCT
fuen-189	279	45	,	,	PUNCT
fuen-189	279	46	"	"	PUNCT
fuen-189	279	47	vol	vol	NOUN
fuen-189	279	48	.	.	PROPN
fuen-189	279	49	1	1	NUM
fuen-189	279	50	,	,	PUNCT
fuen-189	279	51	no	no	INTJ
fuen-189	279	52	.	.	NOUN
fuen-189	279	53	1	1	NUM
fuen-189	279	54	,	,	PUNCT
fuen-189	279	55	pp	pp	ADJ
fuen-189	279	56	.	.	PUNCT
fuen-189	279	57	1	1	NUM
fuen-189	279	58	13	13	NUM
fuen-189	279	59	,	,	PUNCT
fuen-189	279	60	2020	2020	NUM
fuen-189	279	61	.	.	PUNCT
fuen-189	280	1	[	[	X
fuen-189	280	2	30	30	NUM
fuen-189	280	3	]	]	X
fuen-189	280	4	d.	d.	PROPN
fuen-189	280	5	cutler	cutler	PROPN
fuen-189	280	6	,	,	PUNCT
fuen-189	280	7	s.	s.	PROPN
fuen-189	280	8	frank	frank	PROPN
fuen-189	280	9	,	,	PUNCT
fuen-189	280	10	m.	m.	NOUN
fuen-189	280	11	slovensky	slovensky	PROPN
fuen-189	280	12	,	,	PUNCT
fuen-189	280	13	m.	m.	NOUN
fuen-189	280	14	sheppy	sheppy	PROPN
fuen-189	280	15	and	and	CCONJ
fuen-189	280	16	a.	a.	NOUN
fuen-189	280	17	petersen	petersen	PROPN
fuen-189	280	18	,	,	PUNCT
fuen-189	280	19	"	"	PUNCT
fuen-189	280	20	creating	create	VERB
fuen-189	280	21	an	an	DET
fuen-189	280	22	energy	energy	NOUN
fuen-189	280	23	intelligent	intelligent	ADJ
fuen-189	280	24	campus	campus	NOUN
fuen-189	280	25	:	:	PUNCT
fuen-189	280	26	data	datum	NOUN
fuen-189	280	27	https://data.openei.org/submissions/144	https://data.openei.org/submissions/144	PROPN
fuen-189	280	28	s.	s.	PROPN
fuen-189	280	29	mishra	mishra	PROPN
fuen-189	280	30	et	et	PROPN
fuen-189	280	31	al	al	PROPN
fuen-189	280	32	.	.	PROPN
fuen-189	280	33	/future	/future	PROPN
fuen-189	281	1	energy	energy	PROPN
fuen-189	281	2	november	november	PROPN
fuen-189	281	3	2024|	2024|	NUM
fuen-189	281	4	volume	volume	NOUN
fuen-189	281	5	03	03	NUM
fuen-189	282	1	|	|	ADV
fuen-189	282	2	issue	issue	VERB
fuen-189	282	3	04|	04|	ADP
fuen-189	282	4	pages	page	NOUN
fuen-189	282	5	47	47	NUM
fuen-189	282	6	-	-	SYM
fuen-189	282	7	55	55	NUM
fuen-189	282	8	55	55	NUM
fuen-189	282	9	integration	integration	NOUN
fuen-189	282	10	challenges	challenge	NOUN
fuen-189	282	11	and	and	CCONJ
fuen-189	282	12	solutions	solution	NOUN
fuen-189	282	13	at	at	ADP
fuen-189	282	14	a	a	DET
fuen-189	282	15	large	large	ADJ
fuen-189	282	16	research	research	NOUN
fuen-189	282	17	campus	campus	NOUN
fuen-189	282	18	,	,	PUNCT
fuen-189	282	19	"	"	PUNCT
fuen-189	282	20	in	in	ADP
fuen-189	282	21	aceee	aceee	NOUN
fuen-189	282	22	summer	summer	NOUN
fuen-189	282	23	study	study	NOUN
fuen-189	282	24	on	on	ADP
fuen-189	282	25	energy	energy	NOUN
fuen-189	282	26	efficiency	efficiency	NOUN
fuen-189	282	27	in	in	ADP
fuen-189	282	28	buildings	building	NOUN
fuen-189	282	29	,	,	PUNCT
fuen-189	282	30	pacific	pacific	PROPN
fuen-189	282	31	grove	grove	PROPN
fuen-189	282	32	,	,	PUNCT
fuen-189	282	33	ca	ca	PROPN
fuen-189	282	34	,	,	PUNCT
fuen-189	282	35	2016	2016	NUM
fuen-189	282	36	.	.	PUNCT
fuen-189	283	1	[	[	X
fuen-189	283	2	31	31	NUM
fuen-189	283	3	]	]	PUNCT
fuen-189	283	4	ashrae	ashrae	NOUN
fuen-189	283	5	,	,	PUNCT
fuen-189	283	6	"	"	PUNCT
fuen-189	283	7	energy	energy	NOUN
fuen-189	283	8	standard	standard	NOUN
fuen-189	283	9	for	for	ADP
fuen-189	283	10	buildings	building	NOUN
fuen-189	283	11	except	except	SCONJ
fuen-189	283	12	lowrise	lowrise	NOUN
fuen-189	283	13	residential	residential	ADJ
fuen-189	283	14	buildings	building	NOUN
fuen-189	283	15	,	,	PUNCT
fuen-189	283	16	standard	standard	ADJ
fuen-189	283	17	90.1	90.1	NUM
fuen-189	283	18	-	-	SYM
fuen-189	283	19	2019	2019	NUM
fuen-189	283	20	,	,	PUNCT
fuen-189	283	21	"	"	PUNCT
fuen-189	283	22	2019	2019	NUM
fuen-189	283	23	.	.	PUNCT
fuen-189	284	1	[	[	X
fuen-189	284	2	32	32	NUM
fuen-189	284	3	]	]	PUNCT
fuen-189	284	4	t.	t.	PROPN
fuen-189	284	5	stoffel	stoffel	PROPN
fuen-189	284	6	and	and	CCONJ
fuen-189	284	7	a.	a.	PROPN
fuen-189	284	8	andreas	andreas	PROPN
fuen-189	284	9	,	,	PUNCT
fuen-189	284	10	"	"	PUNCT
fuen-189	284	11	nrel	nrel	NOUN
fuen-189	284	12	solar	solar	ADJ
fuen-189	284	13	radiation	radiation	NOUN
fuen-189	284	14	research	research	NOUN
fuen-189	284	15	laboratory	laboratory	NOUN
fuen-189	284	16	(	(	PUNCT
fuen-189	284	17	srrl	srrl	PROPN
fuen-189	284	18	):	):	PUNCT
fuen-189	284	19	baseline	baseline	NOUN
fuen-189	284	20	measurement	measurement	NOUN
fuen-189	284	21	system	system	NOUN
fuen-189	284	22	(	(	PUNCT
fuen-189	284	23	bms	bms	NOUN
fuen-189	284	24	)	)	PUNCT
fuen-189	284	25	,	,	PUNCT
fuen-189	284	26	"	"	PUNCT
fuen-189	284	27	national	national	ADJ
fuen-189	284	28	renewable	renewable	ADJ
fuen-189	284	29	energy	energy	NOUN
fuen-189	284	30	laboratory	laboratory	NOUN
fuen-189	284	31	,	,	PUNCT
fuen-189	284	32	golden	golden	ADJ
fuen-189	284	33	,	,	PUNCT
fuen-189	284	34	colorado	colorado	PROPN
fuen-189	284	35	(	(	PUNCT
fuen-189	284	36	data	data	PROPN
fuen-189	284	37	)	)	PUNCT
fuen-189	284	38	,	,	PUNCT
fuen-189	284	39	1981	1981	NUM
fuen-189	284	40	.	.	PUNCT
fuen-189	285	1	[	[	X
fuen-189	285	2	33	33	NUM
fuen-189	285	3	]	]	PUNCT
fuen-189	285	4	"	"	PUNCT
fuen-189	285	5	project	project	NOUN
fuen-189	285	6	haystack	haystack	NOUN
fuen-189	285	7	,	,	PUNCT
fuen-189	285	8	"	"	PUNCT
fuen-189	285	9	2020	2020	NUM
fuen-189	285	10	.	.	PUNCT
fuen-189	286	1	[	[	X
fuen-189	286	2	online	online	X
fuen-189	286	3	]	]	X
fuen-189	286	4	.	.	PUNCT
fuen-189	287	1	available	available	ADJ
fuen-189	287	2	:	:	PUNCT
fuen-189	288	1	https://project-haystack.org/.	https://project-haystack.org/.	NUM
fuen-189	288	2	[	[	X
fuen-189	288	3	34	34	NUM
fuen-189	288	4	]	]	X
fuen-189	288	5	g.	g.	PROPN
fuen-189	288	6	p.	p.	PROPN
fuen-189	288	7	henze	henze	NOUN
fuen-189	288	8	,	,	PUNCT
fuen-189	288	9	s.	s.	PROPN
fuen-189	288	10	pless	pless	PROPN
fuen-189	288	11	,	,	PUNCT
fuen-189	288	12	a.	a.	PROPN
fuen-189	288	13	petersen	petersen	PROPN
fuen-189	288	14	,	,	PUNCT
fuen-189	288	15	n.	n.	PROPN
fuen-189	288	16	long	long	ADV
fuen-189	288	17	and	and	CCONJ
fuen-189	288	18	a.	a.	NOUN
fuen-189	288	19	t.	t.	PROPN
fuen-189	288	20	scambos	scambos	PROPN
fuen-189	288	21	,	,	PUNCT
fuen-189	288	22	"	"	PUNCT
fuen-189	288	23	control	control	NOUN
fuen-189	288	24	limits	limit	NOUN
fuen-189	288	25	for	for	ADP
fuen-189	288	26	building	build	VERB
fuen-189	288	27	energy	energy	NOUN
fuen-189	288	28	end	end	NOUN
fuen-189	288	29	use	use	NOUN
fuen-189	288	30	based	base	VERB
fuen-189	288	31	on	on	ADP
fuen-189	288	32	frequency	frequency	NOUN
fuen-189	288	33	analysis	analysis	NOUN
fuen-189	288	34	and	and	CCONJ
fuen-189	288	35	quantile	quantile	ADJ
fuen-189	288	36	regression	regression	NOUN
fuen-189	288	37	,	,	PUNCT
fuen-189	288	38	"	"	PUNCT
fuen-189	288	39	energy	energy	NOUN
fuen-189	288	40	efficiency	efficiency	NOUN
fuen-189	288	41	,	,	PUNCT
fuen-189	288	42	vol	vol	NOUN
fuen-189	288	43	.	.	PROPN
fuen-189	288	44	8	8	NUM
fuen-189	288	45	,	,	PUNCT
fuen-189	288	46	p.	p.	NOUN
fuen-189	288	47	1077–1092	1077–1092	NUM
fuen-189	288	48	,	,	PUNCT
fuen-189	288	49	2015	2015	NUM
fuen-189	288	50	.	.	PUNCT
fuen-189	289	1	[	[	X
fuen-189	289	2	35	35	NUM
fuen-189	289	3	]	]	X
fuen-189	289	4	s.	s.	PROPN
fuen-189	289	5	hochreiter	hochreiter	PROPN
fuen-189	289	6	and	and	CCONJ
fuen-189	289	7	j.	j.	PROPN
fuen-189	289	8	schmihuber	schmihuber	PROPN
fuen-189	289	9	,	,	PUNCT
fuen-189	289	10	"	"	PUNCT
fuen-189	289	11	long	long	ADJ
fuen-189	289	12	short	short	ADJ
fuen-189	289	13	-	-	PUNCT
fuen-189	289	14	term	term	NOUN
fuen-189	289	15	memory	memory	NOUN
fuen-189	289	16	,	,	PUNCT
fuen-189	289	17	"	"	PUNCT
fuen-189	289	18	neural	neural	ADJ
fuen-189	289	19	computation	computation	NOUN
fuen-189	289	20	,	,	PUNCT
fuen-189	289	21	vol	vol	NOUN
fuen-189	289	22	.	.	PROPN
fuen-189	290	1	9	9	NUM
fuen-189	290	2	,	,	PUNCT
fuen-189	290	3	no	no	INTJ
fuen-189	290	4	.	.	NOUN
fuen-189	290	5	8	8	NUM
fuen-189	290	6	,	,	PUNCT
fuen-189	290	7	pp	pp	ADJ
fuen-189	290	8	.	.	PUNCT
fuen-189	291	1	17351780	17351780	NUM
fuen-189	291	2	,	,	PUNCT
fuen-189	291	3	1997	1997	NUM
fuen-189	291	4	.	.	PUNCT
fuen-189	292	1	[	[	X
fuen-189	292	2	36	36	NUM
fuen-189	292	3	]	]	X
fuen-189	292	4	s.	s.	PROPN
fuen-189	292	5	mishra	mishra	PROPN
fuen-189	292	6	and	and	CCONJ
fuen-189	292	7	p.	p.	PROPN
fuen-189	292	8	palanisamy	palanisamy	NOUN
fuen-189	292	9	,	,	PUNCT
fuen-189	292	10	"	"	PUNCT
fuen-189	292	11	an	an	DET
fuen-189	292	12	integrated	integrated	ADJ
fuen-189	292	13	multitime	multitime	NOUN
fuen-189	292	14	-	-	PUNCT
fuen-189	292	15	scale	scale	NOUN
fuen-189	292	16	modeling	modeling	NOUN
fuen-189	292	17	for	for	ADP
fuen-189	292	18	solar	solar	ADJ
fuen-189	292	19	irradiance	irradiance	NOUN
fuen-189	292	20	forecasting	forecasting	NOUN
fuen-189	292	21	using	use	VERB
fuen-189	292	22	deep	deep	ADJ
fuen-189	292	23	learning	learning	NOUN
fuen-189	292	24	,	,	PUNCT
fuen-189	292	25	"	"	PUNCT
fuen-189	292	26	arxiv.org	arxiv.org	NOUN
fuen-189	292	27	,	,	PUNCT
fuen-189	292	28	2019	2019	NUM
fuen-189	292	29	.	.	PUNCT
fuen-189	293	1	[	[	X
fuen-189	293	2	37	37	NUM
fuen-189	293	3	]	]	X
fuen-189	293	4	cloud	cloud	ADJ
fuen-189	293	5	-	-	PUNCT
fuen-189	293	6	architecture	architecture	NOUN
fuen-189	293	7	-	-	PUNCT
fuen-189	293	8	center	center	NOUN
fuen-189	293	9	,	,	PUNCT
fuen-189	293	10	google	google	NOUN
fuen-189	293	11	,	,	PUNCT
fuen-189	293	12	"	"	PUNCT
fuen-189	293	13	mlops	mlop	NOUN
fuen-189	293	14	:	:	PUNCT
fuen-189	293	15	continuous	continuous	ADJ
fuen-189	293	16	delivery	delivery	NOUN
fuen-189	293	17	and	and	CCONJ
fuen-189	293	18	automation	automation	NOUN
fuen-189	293	19	pipelines	pipeline	NOUN
fuen-189	293	20	in	in	ADP
fuen-189	293	21	machine	machine	NOUN
fuen-189	293	22	learning	learning	NOUN
fuen-189	293	23	,	,	PUNCT
fuen-189	293	24	"	"	PUNCT
fuen-189	293	25	2021	2021	NUM
fuen-189	293	26	.	.	PUNCT
fuen-189	294	1	this	this	DET
fuen-189	294	2	article	article	NOUN
fuen-189	294	3	is	be	AUX
fuen-189	294	4	an	an	DET
fuen-189	294	5	open	open	ADJ
fuen-189	294	6	-	-	PUNCT
fuen-189	294	7	access	access	NOUN
fuen-189	294	8	article	article	NOUN
fuen-189	294	9	distributed	distribute	VERB
fuen-189	294	10	under	under	ADP
fuen-189	294	11	the	the	DET
fuen-189	294	12	terms	term	NOUN
fuen-189	294	13	and	and	CCONJ
fuen-189	294	14	conditions	condition	NOUN
fuen-189	294	15	of	of	ADP
fuen-189	294	16	the	the	DET
fuen-189	294	17	creative	creative	ADJ
fuen-189	294	18	commons	common	NOUN
fuen-189	294	19	attribution	attribution	NOUN
fuen-189	294	20	(	(	PUNCT
fuen-189	294	21	cc	cc	NOUN
fuen-189	294	22	by	by	ADP
fuen-189	294	23	)	)	PUNCT
fuen-189	294	24	license	license	NOUN
fuen-189	294	25	(	(	PUNCT
fuen-189	294	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
fuen-189	294	27	)	)	PUNCT
fuen-189	294	28	.	.	PUNCT
fuen-189	295	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN