id	sid	tid	token	lemma	pos
p8418k7434s	1	1	current	current	ADJ
p8418k7434s	1	2	research	research	NOUN
p8418k7434s	1	3	has	have	AUX
p8418k7434s	1	4	shown	show	VERB
p8418k7434s	1	5	that	that	SCONJ
p8418k7434s	1	6	building	build	VERB
p8418k7434s	1	7	energy	energy	NOUN
p8418k7434s	1	8	consumption	consumption	NOUN
p8418k7434s	1	9	contributes	contribute	VERB
p8418k7434s	1	10	to	to	ADP
p8418k7434s	1	11	more	more	ADJ
p8418k7434s	1	12	than	than	ADP
p8418k7434s	1	13	40\%	40\%	NUM
p8418k7434s	1	14	of	of	ADP
p8418k7434s	1	15	the	the	DET
p8418k7434s	1	16	total	total	ADJ
p8418k7434s	1	17	energy	energy	NOUN
p8418k7434s	1	18	use	use	NOUN
p8418k7434s	1	19	in	in	ADP
p8418k7434s	1	20	united	united	PROPN
p8418k7434s	1	21	states	states	PROPN
p8418k7434s	1	22	.	.	PUNCT
p8418k7434s	2	1	in	in	ADP
p8418k7434s	2	2	recent	recent	ADJ
p8418k7434s	2	3	years	year	NOUN
p8418k7434s	2	4	,	,	PUNCT
p8418k7434s	2	5	the	the	DET
p8418k7434s	2	6	investigation	investigation	NOUN
p8418k7434s	2	7	of	of	ADP
p8418k7434s	2	8	the	the	DET
p8418k7434s	2	9	reduction	reduction	NOUN
p8418k7434s	2	10	of	of	ADP
p8418k7434s	2	11	a	a	DET
p8418k7434s	2	12	building	building	NOUN
p8418k7434s	2	13	's	's	PART
p8418k7434s	2	14	energy	energy	NOUN
p8418k7434s	2	15	consumption	consumption	NOUN
p8418k7434s	2	16	,	,	PUNCT
p8418k7434s	2	17	both	both	PRON
p8418k7434s	2	18	at	at	ADP
p8418k7434s	2	19	the	the	DET
p8418k7434s	2	20	design	design	NOUN
p8418k7434s	2	21	stage	stage	NOUN
p8418k7434s	2	22	and	and	CCONJ
p8418k7434s	2	23	operational	operational	ADJ
p8418k7434s	2	24	stage	stage	NOUN
p8418k7434s	2	25	,	,	PUNCT
p8418k7434s	2	26	has	have	AUX
p8418k7434s	2	27	received	receive	VERB
p8418k7434s	2	28	great	great	ADJ
p8418k7434s	2	29	attention	attention	NOUN
p8418k7434s	2	30	.	.	PUNCT
p8418k7434s	3	1	to	to	PART
p8418k7434s	3	2	obtain	obtain	VERB
p8418k7434s	3	3	an	an	DET
p8418k7434s	3	4	optimal	optimal	ADJ
p8418k7434s	3	5	design	design	NOUN
p8418k7434s	3	6	and	and	CCONJ
p8418k7434s	3	7	improve	improve	VERB
p8418k7434s	3	8	energy	energy	NOUN
p8418k7434s	3	9	efficiency	efficiency	NOUN
p8418k7434s	3	10	during	during	ADP
p8418k7434s	3	11	operation	operation	NOUN
p8418k7434s	3	12	,	,	PUNCT
p8418k7434s	3	13	a	a	DET
p8418k7434s	3	14	reliable	reliable	ADJ
p8418k7434s	3	15	building	building	NOUN
p8418k7434s	3	16	energy	energy	NOUN
p8418k7434s	3	17	model	model	NOUN
p8418k7434s	3	18	is	be	AUX
p8418k7434s	3	19	needed	need	VERB
p8418k7434s	3	20	to	to	PART
p8418k7434s	3	21	incorporate	incorporate	VERB
p8418k7434s	3	22	the	the	DET
p8418k7434s	3	23	important	important	ADJ
p8418k7434s	3	24	static	static	ADJ
p8418k7434s	3	25	and	and	CCONJ
p8418k7434s	3	26	dynamic	dynamic	ADJ
p8418k7434s	3	27	information	information	NOUN
p8418k7434s	3	28	from	from	ADP
p8418k7434s	3	29	various	various	ADJ
p8418k7434s	3	30	resources	resource	NOUN
p8418k7434s	3	31	.	.	PUNCT
p8418k7434s	4	1	static	static	ADJ
p8418k7434s	4	2	information	information	NOUN
p8418k7434s	4	3	includes	include	VERB
p8418k7434s	4	4	building	building	NOUN
p8418k7434s	4	5	geometry	geometry	NOUN
p8418k7434s	4	6	,	,	PUNCT
p8418k7434s	4	7	materials	material	NOUN
p8418k7434s	4	8	,	,	PUNCT
p8418k7434s	4	9	and	and	CCONJ
p8418k7434s	4	10	installed	instal	VERB
p8418k7434s	4	11	hvac	hvac	NOUN
p8418k7434s	4	12	system	system	NOUN
p8418k7434s	4	13	,	,	PUNCT
p8418k7434s	4	14	while	while	SCONJ
p8418k7434s	4	15	dynamic	dynamic	ADJ
p8418k7434s	4	16	information	information	NOUN
p8418k7434s	4	17	includes	include	VERB
p8418k7434s	4	18	weather	weather	NOUN
p8418k7434s	4	19	information	information	NOUN
p8418k7434s	4	20	,	,	PUNCT
p8418k7434s	4	21	occupants	occupant	NOUN
p8418k7434s	4	22	'	'	PART
p8418k7434s	4	23	temperature	temperature	NOUN
p8418k7434s	4	24	schedule	schedule	NOUN
p8418k7434s	4	25	,	,	PUNCT
p8418k7434s	4	26	inputs	input	VERB
p8418k7434s	4	27	from	from	ADP
p8418k7434s	4	28	sensors	sensor	NOUN
p8418k7434s	4	29	(	(	PUNCT
p8418k7434s	4	30	e.g.	e.g.	ADV
p8418k7434s	4	31	,	,	PUNCT
p8418k7434s	4	32	temperature	temperature	NOUN
p8418k7434s	4	33	and	and	CCONJ
p8418k7434s	4	34	occupancy	occupancy	NOUN
p8418k7434s	4	35	)	)	PUNCT
p8418k7434s	4	36	,	,	PUNCT
p8418k7434s	4	37	and	and	CCONJ
p8418k7434s	4	38	internal	internal	ADJ
p8418k7434s	4	39	heat	heat	NOUN
p8418k7434s	4	40	and	and	CCONJ
p8418k7434s	4	41	moisture	moisture	NOUN
p8418k7434s	4	42	sources	source	NOUN
p8418k7434s	4	43	during	during	ADP
p8418k7434s	4	44	operation	operation	NOUN
p8418k7434s	4	45	.	.	PUNCT
p8418k7434s	5	1	at	at	ADP
p8418k7434s	5	2	the	the	DET
p8418k7434s	5	3	design	design	NOUN
p8418k7434s	5	4	stage	stage	NOUN
p8418k7434s	5	5	,	,	PUNCT
p8418k7434s	5	6	using	use	VERB
p8418k7434s	5	7	a	a	DET
p8418k7434s	5	8	building	building	NOUN
p8418k7434s	5	9	energy	energy	NOUN
p8418k7434s	5	10	model	model	NOUN
p8418k7434s	5	11	can	can	AUX
p8418k7434s	5	12	assist	assist	VERB
p8418k7434s	5	13	architects	architect	NOUN
p8418k7434s	5	14	with	with	ADP
p8418k7434s	5	15	normative	normative	ADJ
p8418k7434s	5	16	design	design	NOUN
p8418k7434s	5	17	and	and	CCONJ
p8418k7434s	5	18	building	build	VERB
p8418k7434s	5	19	optimization	optimization	NOUN
p8418k7434s	5	20	workflows	workflow	NOUN
p8418k7434s	5	21	.	.	PUNCT
p8418k7434s	6	1	the	the	DET
p8418k7434s	6	2	developed	develop	VERB
p8418k7434s	6	3	energy	energy	NOUN
p8418k7434s	6	4	model	model	NOUN
p8418k7434s	6	5	in	in	ADP
p8418k7434s	6	6	this	this	DET
p8418k7434s	6	7	dissertation	dissertation	NOUN
p8418k7434s	6	8	can	can	AUX
p8418k7434s	6	9	be	be	AUX
p8418k7434s	6	10	easily	easily	ADV
p8418k7434s	6	11	integrated	integrate	VERB
p8418k7434s	6	12	with	with	ADP
p8418k7434s	6	13	revit	revit	ADJ
p8418k7434s	6	14	architecture	architecture	NOUN
p8418k7434s	6	15	,	,	PUNCT
p8418k7434s	6	16	one	one	NUM
p8418k7434s	6	17	of	of	ADP
p8418k7434s	6	18	the	the	DET
p8418k7434s	6	19	most	most	ADV
p8418k7434s	6	20	commonly	commonly	ADV
p8418k7434s	6	21	used	use	VERB
p8418k7434s	6	22	building	building	NOUN
p8418k7434s	6	23	design	design	NOUN
p8418k7434s	6	24	tools	tool	NOUN
p8418k7434s	6	25	,	,	PUNCT
p8418k7434s	6	26	to	to	PART
p8418k7434s	6	27	accelerate	accelerate	VERB
p8418k7434s	6	28	the	the	DET
p8418k7434s	6	29	design	design	NOUN
p8418k7434s	6	30	optimization	optimization	NOUN
p8418k7434s	6	31	process	process	NOUN
p8418k7434s	6	32	.	.	PUNCT
p8418k7434s	7	1	its	its	PRON
p8418k7434s	7	2	use	use	NOUN
p8418k7434s	7	3	can	can	AUX
p8418k7434s	7	4	save	save	VERB
p8418k7434s	7	5	redundant	redundant	ADJ
p8418k7434s	7	6	efforts	effort	NOUN
p8418k7434s	7	7	of	of	ADP
p8418k7434s	7	8	going	go	VERB
p8418k7434s	7	9	back	back	ADV
p8418k7434s	7	10	-	-	PUNCT
p8418k7434s	7	11	and	and	CCONJ
p8418k7434s	7	12	-	-	PUNCT
p8418k7434s	7	13	forth	forth	NOUN
p8418k7434s	7	14	between	between	ADP
p8418k7434s	7	15	an	an	DET
p8418k7434s	7	16	energy	energy	NOUN
p8418k7434s	7	17	modeling	modeling	NOUN
p8418k7434s	7	18	tool	tool	NOUN
p8418k7434s	7	19	and	and	CCONJ
p8418k7434s	7	20	a	a	DET
p8418k7434s	7	21	design	design	NOUN
p8418k7434s	7	22	tool	tool	NOUN
p8418k7434s	7	23	to	to	PART
p8418k7434s	7	24	assess	assess	VERB
p8418k7434s	7	25	the	the	DET
p8418k7434s	7	26	energy	energy	NOUN
p8418k7434s	7	27	impact	impact	NOUN
p8418k7434s	7	28	of	of	ADP
p8418k7434s	7	29	design	design	NOUN
p8418k7434s	7	30	modifications	modification	NOUN
p8418k7434s	7	31	.	.	PUNCT
p8418k7434s	8	1	at	at	ADP
p8418k7434s	8	2	the	the	DET
p8418k7434s	8	3	operational	operational	ADJ
p8418k7434s	8	4	stage	stage	NOUN
p8418k7434s	8	5	,	,	PUNCT
p8418k7434s	8	6	a	a	DET
p8418k7434s	8	7	machine	machine	NOUN
p8418k7434s	8	8	learning	learning	NOUN
p8418k7434s	8	9	method	method	NOUN
p8418k7434s	8	10	is	be	AUX
p8418k7434s	8	11	utilized	utilize	VERB
p8418k7434s	8	12	to	to	PART
p8418k7434s	8	13	predict	predict	VERB
p8418k7434s	8	14	the	the	DET
p8418k7434s	8	15	occupants	occupant	NOUN
p8418k7434s	8	16	temperature	temperature	NOUN
p8418k7434s	8	17	schedule	schedule	NOUN
p8418k7434s	8	18	,	,	PUNCT
p8418k7434s	8	19	and	and	CCONJ
p8418k7434s	8	20	this	this	DET
p8418k7434s	8	21	schedule	schedule	NOUN
p8418k7434s	8	22	is	be	AUX
p8418k7434s	8	23	input	input	NOUN
p8418k7434s	8	24	to	to	ADP
p8418k7434s	8	25	the	the	DET
p8418k7434s	8	26	model	model	NOUN
p8418k7434s	8	27	-	-	PUNCT
p8418k7434s	8	28	based	base	VERB
p8418k7434s	8	29	predictive	predictive	ADJ
p8418k7434s	8	30	control	control	NOUN
p8418k7434s	8	31	for	for	ADP
p8418k7434s	8	32	further	further	ADJ
p8418k7434s	8	33	optimization	optimization	NOUN
p8418k7434s	8	34	with	with	ADP
p8418k7434s	8	35	the	the	DET
p8418k7434s	8	36	goal	goal	NOUN
p8418k7434s	8	37	of	of	ADP
p8418k7434s	8	38	minimizing	minimize	VERB
p8418k7434s	8	39	energy	energy	NOUN
p8418k7434s	8	40	consumption	consumption	NOUN
p8418k7434s	8	41	while	while	SCONJ
p8418k7434s	8	42	maintaining	maintain	VERB
p8418k7434s	8	43	comfort	comfort	NOUN
p8418k7434s	8	44	conditions	condition	NOUN
p8418k7434s	8	45	.	.	PUNCT
p8418k7434s	9	1	though	though	SCONJ
p8418k7434s	9	2	many	many	ADJ
p8418k7434s	9	3	attempts	attempt	NOUN
p8418k7434s	9	4	have	have	AUX
p8418k7434s	9	5	been	be	AUX
p8418k7434s	9	6	made	make	VERB
p8418k7434s	9	7	to	to	PART
p8418k7434s	9	8	study	study	VERB
p8418k7434s	9	9	the	the	DET
p8418k7434s	9	10	basic	basic	ADJ
p8418k7434s	9	11	mechanisms	mechanism	NOUN
p8418k7434s	9	12	of	of	ADP
p8418k7434s	9	13	building	build	VERB
p8418k7434s	9	14	energy	energy	NOUN
p8418k7434s	9	15	modeling	modeling	NOUN
p8418k7434s	9	16	and	and	CCONJ
p8418k7434s	9	17	predictive	predictive	ADJ
p8418k7434s	9	18	control	control	NOUN
p8418k7434s	9	19	,	,	PUNCT
p8418k7434s	9	20	major	major	ADJ
p8418k7434s	9	21	challenge	challenge	NOUN
p8418k7434s	9	22	still	still	ADV
p8418k7434s	9	23	lie	lie	VERB
p8418k7434s	9	24	in	in	ADP
p8418k7434s	9	25	how	how	SCONJ
p8418k7434s	9	26	to	to	PART
p8418k7434s	9	27	develop	develop	VERB
p8418k7434s	9	28	a	a	DET
p8418k7434s	9	29	simple	simple	ADJ
p8418k7434s	9	30	but	but	CCONJ
p8418k7434s	9	31	also	also	ADV
p8418k7434s	9	32	relatively	relatively	ADV
p8418k7434s	9	33	accurate	accurate	ADJ
p8418k7434s	9	34	thermal	thermal	ADJ
p8418k7434s	9	35	model	model	NOUN
p8418k7434s	9	36	to	to	PART
p8418k7434s	9	37	simulate	simulate	VERB
p8418k7434s	9	38	a	a	DET
p8418k7434s	9	39	building	building	NOUN
p8418k7434s	9	40	's	's	PART
p8418k7434s	9	41	energy	energy	NOUN
p8418k7434s	9	42	performance	performance	NOUN
p8418k7434s	9	43	.	.	PUNCT
p8418k7434s	10	1	the	the	DET
p8418k7434s	10	2	other	other	ADJ
p8418k7434s	10	3	challenge	challenge	NOUN
p8418k7434s	10	4	lie	lie	VERB
p8418k7434s	10	5	in	in	ADP
p8418k7434s	10	6	how	how	SCONJ
p8418k7434s	10	7	to	to	PART
p8418k7434s	10	8	develop	develop	VERB
p8418k7434s	10	9	a	a	DET
p8418k7434s	10	10	comprehensive	comprehensive	ADJ
p8418k7434s	10	11	cost	cost	NOUN
p8418k7434s	10	12	function	function	NOUN
p8418k7434s	10	13	with	with	ADP
p8418k7434s	10	14	sufficient	sufficient	ADJ
p8418k7434s	10	15	constraints	constraint	NOUN
p8418k7434s	10	16	for	for	ADP
p8418k7434s	10	17	a	a	DET
p8418k7434s	10	18	model	model	ADJ
p8418k7434s	10	19	predictive	predictive	ADJ
p8418k7434s	10	20	control	control	NOUN
p8418k7434s	10	21	algorithm	algorithm	PROPN
p8418k7434s	10	22	.	.	PUNCT
p8418k7434s	11	1	this	this	DET
p8418k7434s	11	2	dissertation	dissertation	NOUN
p8418k7434s	11	3	introduces	introduce	VERB
p8418k7434s	11	4	and	and	CCONJ
p8418k7434s	11	5	illustrates	illustrate	VERB
p8418k7434s	11	6	a	a	DET
p8418k7434s	11	7	method	method	NOUN
p8418k7434s	11	8	for	for	ADP
p8418k7434s	11	9	integrated	integrated	ADJ
p8418k7434s	11	10	building	building	NOUN
p8418k7434s	11	11	control	control	NOUN
p8418k7434s	11	12	to	to	PART
p8418k7434s	11	13	reduce	reduce	VERB
p8418k7434s	11	14	energy	energy	NOUN
p8418k7434s	11	15	consumption	consumption	NOUN
p8418k7434s	11	16	and	and	CCONJ
p8418k7434s	11	17	maintain	maintain	VERB
p8418k7434s	11	18	indoor	indoor	ADJ
p8418k7434s	11	19	temperature	temperature	NOUN
p8418k7434s	11	20	setpoints	setpoint	NOUN
p8418k7434s	11	21	,	,	PUNCT
p8418k7434s	11	22	based	base	VERB
p8418k7434s	11	23	on	on	ADP
p8418k7434s	11	24	the	the	DET
p8418k7434s	11	25	prediction	prediction	NOUN
p8418k7434s	11	26	of	of	ADP
p8418k7434s	11	27	occupant	occupant	ADJ
p8418k7434s	11	28	behavior	behavior	NOUN
p8418k7434s	11	29	patterns	pattern	NOUN
p8418k7434s	11	30	and	and	CCONJ
p8418k7434s	11	31	weather	weather	NOUN
p8418k7434s	11	32	information	information	NOUN
p8418k7434s	11	33	.	.	PUNCT
p8418k7434s	12	1	it	it	PRON
p8418k7434s	12	2	primarily	primarily	ADV
p8418k7434s	12	3	focuses	focus	VERB
p8418k7434s	12	4	on	on	ADP
p8418k7434s	12	5	the	the	DET
p8418k7434s	12	6	following	follow	VERB
p8418k7434s	12	7	goals	goal	NOUN
p8418k7434s	12	8	.	.	PUNCT
p8418k7434s	13	1	firstly	firstly	ADV
p8418k7434s	13	2	,	,	PUNCT
p8418k7434s	13	3	an	an	DET
p8418k7434s	13	4	energy	energy	NOUN
p8418k7434s	13	5	model	model	NOUN
p8418k7434s	13	6	for	for	ADP
p8418k7434s	13	7	building	build	VERB
p8418k7434s	13	8	energy	energy	NOUN
p8418k7434s	13	9	simulation	simulation	NOUN
p8418k7434s	13	10	has	have	AUX
p8418k7434s	13	11	been	be	AUX
p8418k7434s	13	12	developed	develop	VERB
p8418k7434s	13	13	,	,	PUNCT
p8418k7434s	13	14	and	and	CCONJ
p8418k7434s	13	15	integrated	integrate	VERB
p8418k7434s	13	16	to	to	PART
p8418k7434s	13	17	assist	assist	VERB
p8418k7434s	13	18	architects	architect	NOUN
p8418k7434s	13	19	to	to	PART
p8418k7434s	13	20	do	do	VERB
p8418k7434s	13	21	design	design	NOUN
p8418k7434s	13	22	optimizations	optimization	NOUN
p8418k7434s	13	23	.	.	PUNCT
p8418k7434s	14	1	secondly	secondly	ADV
p8418k7434s	14	2	,	,	PUNCT
p8418k7434s	14	3	a	a	DET
p8418k7434s	14	4	model	model	NOUN
p8418k7434s	14	5	-	-	PUNCT
p8418k7434s	14	6	based	base	VERB
p8418k7434s	14	7	predictive	predictive	ADJ
p8418k7434s	14	8	control	control	NOUN
p8418k7434s	14	9	(	(	PUNCT
p8418k7434s	14	10	mbpc	mbpc	PROPN
p8418k7434s	14	11	)	)	PUNCT
p8418k7434s	14	12	method	method	NOUN
p8418k7434s	14	13	has	have	AUX
p8418k7434s	14	14	been	be	AUX
p8418k7434s	14	15	developed	develop	VERB
p8418k7434s	14	16	and	and	CCONJ
p8418k7434s	14	17	experiments	experiment	NOUN
p8418k7434s	14	18	have	have	AUX
p8418k7434s	14	19	been	be	AUX
p8418k7434s	14	20	conducted	conduct	VERB
p8418k7434s	14	21	to	to	PART
p8418k7434s	14	22	validate	validate	VERB
p8418k7434s	14	23	the	the	DET
p8418k7434s	14	24	energy	energy	NOUN
p8418k7434s	14	25	-	-	PUNCT
p8418k7434s	14	26	saving	save	VERB
p8418k7434s	14	27	benefits	benefit	NOUN
p8418k7434s	14	28	of	of	ADP
p8418k7434s	14	29	mbpc	mbpc	PROPN
p8418k7434s	14	30	compared	compare	VERB
p8418k7434s	14	31	with	with	ADP
p8418k7434s	14	32	other	other	ADJ
p8418k7434s	14	33	conventional	conventional	ADJ
p8418k7434s	14	34	control	control	NOUN
p8418k7434s	14	35	methods	method	NOUN
p8418k7434s	14	36	.	.	PUNCT
p8418k7434s	15	1	in	in	ADP
p8418k7434s	15	2	the	the	DET
p8418k7434s	15	3	end	end	NOUN
p8418k7434s	15	4	,	,	PUNCT
p8418k7434s	15	5	a	a	DET
p8418k7434s	15	6	machine	machine	NOUN
p8418k7434s	15	7	-	-	PUNCT
p8418k7434s	15	8	learning	learn	VERB
p8418k7434s	15	9	algorithm	algorithm	NOUN
p8418k7434s	15	10	is	be	AUX
p8418k7434s	15	11	developed	develop	VERB
p8418k7434s	15	12	to	to	PART
p8418k7434s	15	13	predict	predict	VERB
p8418k7434s	15	14	the	the	DET
p8418k7434s	15	15	future	future	ADJ
p8418k7434s	15	16	temperature	temperature	NOUN
p8418k7434s	15	17	schedule	schedule	NOUN
p8418k7434s	15	18	based	base	VERB
p8418k7434s	15	19	on	on	ADP
p8418k7434s	15	20	historic	historic	ADJ
p8418k7434s	15	21	data	datum	NOUN
p8418k7434s	15	22	.	.	PUNCT