id	sid	tid	token	lemma	pos
ajst-30888	1	1	academic	academic	ADJ
ajst-30888	1	2	journal	journal	NOUN
ajst-30888	1	3	of	of	ADP
ajst-30888	1	4	science	science	NOUN
ajst-30888	1	5	and	and	CCONJ
ajst-30888	1	6	technology	technology	NOUN
ajst-30888	1	7	issn	issn	NOUN
ajst-30888	1	8	:	:	PUNCT
ajst-30888	1	9	2771	2771	NUM
ajst-30888	1	10	-	-	SYM
ajst-30888	1	11	3032	3032	NUM
ajst-30888	1	12	|	|	NOUN
ajst-30888	1	13	vol	vol	NOUN
ajst-30888	1	14	.	.	PROPN
ajst-30888	1	15	15	15	NUM
ajst-30888	1	16	,	,	PUNCT
ajst-30888	1	17	no	no	INTJ
ajst-30888	1	18	.	.	NOUN
ajst-30888	1	19	2	2	NUM
ajst-30888	1	20	,	,	PUNCT
ajst-30888	1	21	2025	2025	NUM
ajst-30888	1	22	67	67	NUM
ajst-30888	1	23	research	research	NOUN
ajst-30888	1	24	on	on	ADP
ajst-30888	1	25	energy‐efficient	energy‐efficient	ADJ
ajst-30888	1	26	design	design	NOUN
ajst-30888	1	27	of	of	ADP
ajst-30888	1	28	chinese	chinese	ADJ
ajst-30888	1	29	building	building	NOUN
ajst-30888	1	30	clusters	cluster	NOUN
ajst-30888	1	31	based	base	VERB
ajst-30888	1	32	on	on	ADP
ajst-30888	1	33	digital	digital	ADJ
ajst-30888	1	34	twin	twin	ADJ
ajst-30888	1	35	technology	technology	NOUN
ajst-30888	1	36	qiaoying	qiaoye	VERB
ajst-30888	1	37	zhou	zhou	PROPN
ajst-30888	1	38	*	*	PUNCT
ajst-30888	1	39	school	school	NOUN
ajst-30888	1	40	of	of	ADP
ajst-30888	1	41	energy	energy	NOUN
ajst-30888	1	42	and	and	CCONJ
ajst-30888	1	43	power	power	NOUN
ajst-30888	1	44	engineering	engineering	PROPN
ajst-30888	1	45	,	,	PUNCT
ajst-30888	1	46	jiangsu	jiangsu	PROPN
ajst-30888	1	47	university	university	PROPN
ajst-30888	1	48	,	,	PUNCT
ajst-30888	1	49	212013	212013	NUM
ajst-30888	1	50	,	,	PUNCT
ajst-30888	1	51	zhenjiang	zhenjiang	PROPN
ajst-30888	1	52	,	,	PUNCT
ajst-30888	1	53	china	china	PROPN
ajst-30888	1	54	*	*	PUNCT
ajst-30888	1	55	corresponding	correspond	VERB
ajst-30888	1	56	author	author	NOUN
ajst-30888	1	57	email	email	NOUN
ajst-30888	1	58	:	:	PUNCT
ajst-30888	1	59	silbury0313@qq.com	silbury0313@qq.com	PUNCT
ajst-30888	2	1	abstract	abstract	NOUN
ajst-30888	2	2	:	:	PUNCT
ajst-30888	2	3	this	this	DET
ajst-30888	2	4	paper	paper	NOUN
ajst-30888	2	5	constructs	construct	VERB
ajst-30888	2	6	a	a	DET
ajst-30888	2	7	digital	digital	ADJ
ajst-30888	2	8	twin	twin	NOUN
ajst-30888	2	9	-	-	PUNCT
ajst-30888	2	10	based	base	VERB
ajst-30888	2	11	framework	framework	NOUN
ajst-30888	2	12	for	for	ADP
ajst-30888	2	13	building	build	VERB
ajst-30888	2	14	energy	energy	NOUN
ajst-30888	2	15	-	-	PUNCT
ajst-30888	2	16	efficient	efficient	ADJ
ajst-30888	2	17	design	design	NOUN
ajst-30888	2	18	,	,	PUNCT
ajst-30888	2	19	using	use	VERB
ajst-30888	2	20	nanjing	nanjing	PROPN
ajst-30888	2	21	as	as	ADP
ajst-30888	2	22	a	a	DET
ajst-30888	2	23	case	case	NOUN
ajst-30888	2	24	study	study	NOUN
ajst-30888	2	25	.	.	PUNCT
ajst-30888	3	1	the	the	DET
ajst-30888	3	2	framework	framework	NOUN
ajst-30888	3	3	integrates	integrate	VERB
ajst-30888	3	4	internet	internet	NOUN
ajst-30888	3	5	of	of	ADP
ajst-30888	3	6	things	thing	NOUN
ajst-30888	3	7	(	(	PUNCT
ajst-30888	3	8	iot	iot	NOUN
ajst-30888	3	9	)	)	PUNCT
ajst-30888	3	10	,	,	PUNCT
ajst-30888	3	11	building	build	VERB
ajst-30888	3	12	information	information	NOUN
ajst-30888	3	13	modeling	modeling	NOUN
ajst-30888	3	14	(	(	PUNCT
ajst-30888	3	15	bim	bim	NOUN
ajst-30888	3	16	)	)	PUNCT
ajst-30888	3	17	,	,	PUNCT
ajst-30888	3	18	big	big	ADJ
ajst-30888	3	19	data	datum	NOUN
ajst-30888	3	20	analytics	analytic	NOUN
ajst-30888	3	21	,	,	PUNCT
ajst-30888	3	22	and	and	CCONJ
ajst-30888	3	23	artificial	artificial	ADJ
ajst-30888	3	24	intelligence	intelligence	NOUN
ajst-30888	3	25	to	to	PART
ajst-30888	3	26	enable	enable	VERB
ajst-30888	3	27	real	real	ADJ
ajst-30888	3	28	-	-	PUNCT
ajst-30888	3	29	time	time	NOUN
ajst-30888	3	30	monitoring	monitoring	NOUN
ajst-30888	3	31	and	and	CCONJ
ajst-30888	3	32	dynamic	dynamic	ADJ
ajst-30888	3	33	modeling	modeling	NOUN
ajst-30888	3	34	of	of	ADP
ajst-30888	3	35	energy	energy	NOUN
ajst-30888	3	36	consumption	consumption	NOUN
ajst-30888	3	37	.	.	PUNCT
ajst-30888	4	1	data	datum	NOUN
ajst-30888	4	2	processing	processing	NOUN
ajst-30888	4	3	is	be	AUX
ajst-30888	4	4	conducted	conduct	VERB
ajst-30888	4	5	with	with	ADP
ajst-30888	4	6	python	python	PROPN
ajst-30888	4	7	's	's	PART
ajst-30888	4	8	geopandas	geopandas	PROPN
ajst-30888	4	9	and	and	CCONJ
ajst-30888	4	10	numpy	numpy	NOUN
ajst-30888	4	11	libraries	library	NOUN
ajst-30888	4	12	.	.	PUNCT
ajst-30888	5	1	the	the	DET
ajst-30888	5	2	xgboost	xgboost	PROPN
ajst-30888	5	3	and	and	CCONJ
ajst-30888	5	4	k	k	ADJ
ajst-30888	5	5	-	-	PUNCT
ajst-30888	5	6	means	means	NOUN
ajst-30888	5	7	algorithms	algorithm	NOUN
ajst-30888	5	8	are	be	AUX
ajst-30888	5	9	employed	employ	VERB
ajst-30888	5	10	to	to	PART
ajst-30888	5	11	optimize	optimize	VERB
ajst-30888	5	12	energy	energy	NOUN
ajst-30888	5	13	consumption	consumption	NOUN
ajst-30888	5	14	prediction	prediction	NOUN
ajst-30888	5	15	and	and	CCONJ
ajst-30888	5	16	reveal	reveal	VERB
ajst-30888	5	17	spatial	spatial	ADJ
ajst-30888	5	18	heterogeneity	heterogeneity	NOUN
ajst-30888	5	19	characteristics	characteristic	NOUN
ajst-30888	5	20	.	.	PUNCT
ajst-30888	6	1	the	the	DET
ajst-30888	6	2	research	research	NOUN
ajst-30888	6	3	demonstrates	demonstrate	VERB
ajst-30888	6	4	that	that	SCONJ
ajst-30888	6	5	the	the	DET
ajst-30888	6	6	model	model	NOUN
ajst-30888	6	7	achieves	achieve	VERB
ajst-30888	6	8	rapid	rapid	ADJ
ajst-30888	6	9	simulation	simulation	NOUN
ajst-30888	6	10	and	and	CCONJ
ajst-30888	6	11	prediction	prediction	NOUN
ajst-30888	6	12	of	of	ADP
ajst-30888	6	13	urban	urban	ADJ
ajst-30888	6	14	energy	energy	NOUN
ajst-30888	6	15	consumption	consumption	NOUN
ajst-30888	6	16	with	with	ADP
ajst-30888	6	17	minimal	minimal	ADJ
ajst-30888	6	18	error	error	NOUN
ajst-30888	6	19	,	,	PUNCT
ajst-30888	6	20	providing	provide	VERB
ajst-30888	6	21	valuable	valuable	ADJ
ajst-30888	6	22	energy	energy	NOUN
ajst-30888	6	23	assessment	assessment	NOUN
ajst-30888	6	24	references	reference	NOUN
ajst-30888	6	25	for	for	ADP
ajst-30888	6	26	urban	urban	ADJ
ajst-30888	6	27	planning	planning	NOUN
ajst-30888	6	28	and	and	CCONJ
ajst-30888	6	29	facilitating	facilitate	VERB
ajst-30888	6	30	the	the	DET
ajst-30888	6	31	development	development	NOUN
ajst-30888	6	32	of	of	ADP
ajst-30888	6	33	urban	urban	ADJ
ajst-30888	6	34	energy	energy	NOUN
ajst-30888	6	35	systems	system	NOUN
ajst-30888	6	36	.	.	PUNCT
ajst-30888	7	1	keywords	keyword	NOUN
ajst-30888	7	2	:	:	PUNCT
ajst-30888	7	3	digital	digital	ADJ
ajst-30888	7	4	twin	twin	NOUN
ajst-30888	7	5	;	;	PUNCT
ajst-30888	7	6	energy	energy	NOUN
ajst-30888	7	7	-	-	PUNCT
ajst-30888	7	8	efficient	efficient	ADJ
ajst-30888	7	9	building	building	NOUN
ajst-30888	7	10	design	design	NOUN
ajst-30888	7	11	;	;	PUNCT
ajst-30888	7	12	building	build	VERB
ajst-30888	7	13	clusters	cluster	NOUN
ajst-30888	7	14	;	;	PUNCT
ajst-30888	7	15	energy	energy	NOUN
ajst-30888	7	16	consumption	consumption	NOUN
ajst-30888	7	17	optimization	optimization	NOUN
ajst-30888	7	18	;	;	PUNCT
ajst-30888	7	19	machine	machine	NOUN
ajst-30888	7	20	learning	learning	NOUN
ajst-30888	7	21	.	.	PUNCT
ajst-30888	8	1	1	1	X
ajst-30888	8	2	.	.	X
ajst-30888	8	3	introduction	introduction	NOUN
ajst-30888	8	4	with	with	ADP
ajst-30888	8	5	the	the	DET
ajst-30888	8	6	intensification	intensification	NOUN
ajst-30888	8	7	of	of	ADP
ajst-30888	8	8	global	global	ADJ
ajst-30888	8	9	climate	climate	NOUN
ajst-30888	8	10	change	change	NOUN
ajst-30888	8	11	and	and	CCONJ
ajst-30888	8	12	energy	energy	NOUN
ajst-30888	8	13	crises	crisis	NOUN
ajst-30888	8	14	,	,	PUNCT
ajst-30888	8	15	energy	energy	NOUN
ajst-30888	8	16	consumption	consumption	NOUN
ajst-30888	8	17	and	and	CCONJ
ajst-30888	8	18	greenhouse	greenhouse	NOUN
ajst-30888	8	19	gas	gas	NOUN
ajst-30888	8	20	emissions	emission	NOUN
ajst-30888	8	21	have	have	AUX
ajst-30888	8	22	significantly	significantly	ADV
ajst-30888	8	23	increased	increase	VERB
ajst-30888	8	24	.	.	PUNCT
ajst-30888	9	1	the	the	DET
ajst-30888	9	2	construction	construction	NOUN
ajst-30888	9	3	industry	industry	NOUN
ajst-30888	9	4	,	,	PUNCT
ajst-30888	9	5	as	as	ADP
ajst-30888	9	6	a	a	DET
ajst-30888	9	7	major	major	ADJ
ajst-30888	9	8	contributor	contributor	NOUN
ajst-30888	9	9	to	to	ADP
ajst-30888	9	10	energy	energy	NOUN
ajst-30888	9	11	consumption	consumption	NOUN
ajst-30888	9	12	and	and	CCONJ
ajst-30888	9	13	carbon	carbon	NOUN
ajst-30888	9	14	emissions	emission	NOUN
ajst-30888	9	15	,	,	PUNCT
ajst-30888	9	16	requires	require	VERB
ajst-30888	9	17	technological	technological	ADJ
ajst-30888	9	18	innovation	innovation	NOUN
ajst-30888	9	19	to	to	PART
ajst-30888	9	20	achieve	achieve	VERB
ajst-30888	9	21	energy	energy	NOUN
ajst-30888	9	22	-	-	PUNCT
ajst-30888	9	23	saving	save	VERB
ajst-30888	9	24	and	and	CCONJ
ajst-30888	9	25	emission	emission	NOUN
ajst-30888	9	26	-	-	PUNCT
ajst-30888	9	27	reduction	reduction	NOUN
ajst-30888	9	28	goals	goal	NOUN
ajst-30888	9	29	.	.	PUNCT
ajst-30888	10	1	rapid	rapid	ADJ
ajst-30888	10	2	urbanization	urbanization	NOUN
ajst-30888	10	3	has	have	AUX
ajst-30888	10	4	led	lead	VERB
ajst-30888	10	5	to	to	ADP
ajst-30888	10	6	a	a	DET
ajst-30888	10	7	continuous	continuous	ADJ
ajst-30888	10	8	increase	increase	NOUN
ajst-30888	10	9	in	in	ADP
ajst-30888	10	10	building	build	VERB
ajst-30888	10	11	energy	energy	NOUN
ajst-30888	10	12	consumption	consumption	NOUN
ajst-30888	10	13	,	,	PUNCT
ajst-30888	10	14	with	with	ADP
ajst-30888	10	15	urban	urban	ADJ
ajst-30888	10	16	areas	area	NOUN
ajst-30888	10	17	accounting	account	VERB
ajst-30888	10	18	for	for	ADP
ajst-30888	10	19	75	75	NUM
ajst-30888	10	20	%	%	NOUN
ajst-30888	10	21	of	of	ADP
ajst-30888	10	22	global	global	ADJ
ajst-30888	10	23	energy	energy	NOUN
ajst-30888	10	24	use[1	use[1	PROPN
ajst-30888	10	25	]	]	PUNCT
ajst-30888	10	26	.	.	PUNCT
ajst-30888	11	1	countries	country	NOUN
ajst-30888	11	2	worldwide	worldwide	ADV
ajst-30888	11	3	have	have	AUX
ajst-30888	11	4	proposed	propose	VERB
ajst-30888	11	5	emission	emission	NOUN
ajst-30888	11	6	reduction	reduction	NOUN
ajst-30888	11	7	targets	target	NOUN
ajst-30888	11	8	,	,	PUNCT
ajst-30888	11	9	and	and	CCONJ
ajst-30888	11	10	china	china	PROPN
ajst-30888	11	11	has	have	AUX
ajst-30888	11	12	committed	commit	VERB
ajst-30888	11	13	to	to	ADP
ajst-30888	11	14	peaking	peak	VERB
ajst-30888	11	15	carbon	carbon	NOUN
ajst-30888	11	16	emissions	emission	NOUN
ajst-30888	11	17	by	by	ADP
ajst-30888	11	18	2030	2030	NUM
ajst-30888	11	19	and	and	CCONJ
ajst-30888	11	20	achieving	achieve	VERB
ajst-30888	11	21	carbon	carbon	NOUN
ajst-30888	11	22	neutrality	neutrality	NOUN
ajst-30888	11	23	by	by	ADP
ajst-30888	11	24	2060	2060	NUM
ajst-30888	11	25	.	.	PUNCT
ajst-30888	12	1	energy	energy	NOUN
ajst-30888	12	2	conservation	conservation	NOUN
ajst-30888	12	3	and	and	CCONJ
ajst-30888	12	4	emission	emission	NOUN
ajst-30888	12	5	reduction	reduction	NOUN
ajst-30888	12	6	in	in	ADP
ajst-30888	12	7	the	the	DET
ajst-30888	12	8	construction	construction	NOUN
ajst-30888	12	9	sector	sector	NOUN
ajst-30888	12	10	are	be	AUX
ajst-30888	12	11	crucial	crucial	ADJ
ajst-30888	12	12	for	for	ADP
ajst-30888	12	13	meeting	meet	VERB
ajst-30888	12	14	these	these	DET
ajst-30888	12	15	"	"	PUNCT
ajst-30888	12	16	dual	dual	ADJ
ajst-30888	12	17	carbon	carbon	NOUN
ajst-30888	12	18	"	"	PUNCT
ajst-30888	12	19	goals	goal	NOUN
ajst-30888	12	20	.	.	PUNCT
ajst-30888	13	1	digital	digital	ADJ
ajst-30888	13	2	twin	twin	ADJ
ajst-30888	13	3	technology	technology	NOUN
ajst-30888	13	4	,	,	PUNCT
ajst-30888	13	5	integrated	integrate	VERB
ajst-30888	13	6	with	with	ADP
ajst-30888	13	7	emerging	emerge	VERB
ajst-30888	13	8	technologies	technology	NOUN
ajst-30888	13	9	such	such	ADJ
ajst-30888	13	10	as	as	ADP
ajst-30888	13	11	bim	bim	NOUN
ajst-30888	13	12	and	and	CCONJ
ajst-30888	13	13	iot	iot	NOUN
ajst-30888	13	14	,	,	PUNCT
ajst-30888	13	15	offers	offer	VERB
ajst-30888	13	16	new	new	ADJ
ajst-30888	13	17	opportunities	opportunity	NOUN
ajst-30888	13	18	for	for	ADP
ajst-30888	13	19	building	build	VERB
ajst-30888	13	20	energy	energy	NOUN
ajst-30888	13	21	efficiency[2	efficiency[2	NOUN
ajst-30888	13	22	]	]	PUNCT
ajst-30888	13	23	.	.	PUNCT
ajst-30888	14	1	2	2	X
ajst-30888	14	2	.	.	X
ajst-30888	14	3	research	research	NOUN
ajst-30888	14	4	background	background	NOUN
ajst-30888	14	5	and	and	CCONJ
ajst-30888	14	6	objectives	objective	VERB
ajst-30888	14	7	2.1	2.1	NUM
ajst-30888	14	8	.	.	PUNCT
ajst-30888	15	1	literature	literature	NOUN
ajst-30888	15	2	review	review	PROPN
ajst-30888	15	3	research	research	NOUN
ajst-30888	15	4	in	in	ADP
ajst-30888	15	5	the	the	DET
ajst-30888	15	6	field	field	NOUN
ajst-30888	15	7	of	of	ADP
ajst-30888	15	8	digital	digital	ADJ
ajst-30888	15	9	twins	twin	NOUN
ajst-30888	15	10	and	and	CCONJ
ajst-30888	15	11	building	build	VERB
ajst-30888	15	12	energy	energy	NOUN
ajst-30888	15	13	efficiency	efficiency	NOUN
ajst-30888	15	14	has	have	VERB
ajst-30888	15	15	an	an	DET
ajst-30888	15	16	earlier	early	ADJ
ajst-30888	15	17	inception	inception	NOUN
ajst-30888	15	18	abroad	abroad	ADV
ajst-30888	15	19	,	,	PUNCT
ajst-30888	15	20	with	with	ADP
ajst-30888	15	21	the	the	DET
ajst-30888	15	22	concept	concept	NOUN
ajst-30888	15	23	of	of	ADP
ajst-30888	15	24	digital	digital	ADJ
ajst-30888	15	25	twins	twin	NOUN
ajst-30888	15	26	first	first	ADV
ajst-30888	15	27	proposed	propose	VERB
ajst-30888	15	28	by	by	ADP
ajst-30888	15	29	the	the	DET
ajst-30888	15	30	university	university	PROPN
ajst-30888	15	31	of	of	ADP
ajst-30888	15	32	michigan[3	michigan[3	PROPN
ajst-30888	15	33	]	]	PUNCT
ajst-30888	15	34	in	in	ADP
ajst-30888	15	35	2003	2003	NUM
ajst-30888	15	36	.	.	PUNCT
ajst-30888	16	1	internationally	internationally	ADV
ajst-30888	16	2	,	,	PUNCT
ajst-30888	16	3	tools	tool	NOUN
ajst-30888	16	4	such	such	ADJ
ajst-30888	16	5	as	as	ADP
ajst-30888	16	6	citysim[4	citysim[4	PROPN
ajst-30888	16	7	]	]	PUNCT
ajst-30888	16	8	developed	develop	VERB
ajst-30888	16	9	by	by	ADP
ajst-30888	16	10	the	the	DET
ajst-30888	16	11	swiss	swiss	PROPN
ajst-30888	16	12	federal	federal	PROPN
ajst-30888	16	13	institute	institute	PROPN
ajst-30888	16	14	of	of	ADP
ajst-30888	16	15	technology	technology	PROPN
ajst-30888	16	16	lausanne	lausanne	PROPN
ajst-30888	16	17	and	and	CCONJ
ajst-30888	16	18	umi[5	umi[5	NOUN
ajst-30888	16	19	]	]	PUNCT
ajst-30888	16	20	by	by	ADP
ajst-30888	16	21	the	the	DET
ajst-30888	16	22	massachusetts	massachusetts	PROPN
ajst-30888	16	23	institute	institute	PROPN
ajst-30888	16	24	of	of	ADP
ajst-30888	16	25	technology	technology	PROPN
ajst-30888	16	26	have	have	VERB
ajst-30888	16	27	significantly	significantly	ADV
ajst-30888	16	28	advanced	advance	VERB
ajst-30888	16	29	urban	urban	ADJ
ajst-30888	16	30	building	building	NOUN
ajst-30888	16	31	energy	energy	NOUN
ajst-30888	16	32	consumption	consumption	NOUN
ajst-30888	16	33	simulation	simulation	NOUN
ajst-30888	16	34	.	.	PUNCT
ajst-30888	17	1	domestically	domestically	ADV
ajst-30888	17	2	,	,	PUNCT
ajst-30888	17	3	institutions	institution	NOUN
ajst-30888	17	4	like	like	ADP
ajst-30888	17	5	the	the	DET
ajst-30888	17	6	university	university	NOUN
ajst-30888	17	7	of	of	ADP
ajst-30888	17	8	applied	apply	VERB
ajst-30888	17	9	sciences	sciences	PROPN
ajst-30888	17	10	,	,	PUNCT
ajst-30888	17	11	stuttgart	stuttgart	PROPN
ajst-30888	17	12	,	,	PUNCT
ajst-30888	17	13	germany[6	germany[6	PROPN
ajst-30888	17	14	]	]	PUNCT
ajst-30888	17	15	and	and	CCONJ
ajst-30888	17	16	the	the	DET
ajst-30888	17	17	lawrence	lawrence	PROPN
ajst-30888	17	18	berkeley	berkeley	PROPN
ajst-30888	17	19	laboratory	laboratory	PROPN
ajst-30888	17	20	,	,	PUNCT
ajst-30888	17	21	usa[7	usa[7	PROPN
ajst-30888	17	22	]	]	PUNCT
ajst-30888	17	23	have	have	AUX
ajst-30888	17	24	made	make	VERB
ajst-30888	17	25	notable	notable	ADJ
ajst-30888	17	26	progress	progress	NOUN
ajst-30888	17	27	in	in	ADP
ajst-30888	17	28	the	the	DET
ajst-30888	17	29	application	application	NOUN
ajst-30888	17	30	of	of	ADP
ajst-30888	17	31	digital	digital	ADJ
ajst-30888	17	32	twin	twin	ADJ
ajst-30888	17	33	technology	technology	NOUN
ajst-30888	17	34	,	,	PUNCT
ajst-30888	17	35	integrating	integrate	VERB
ajst-30888	17	36	building	build	VERB
ajst-30888	17	37	information	information	NOUN
ajst-30888	17	38	modeling	modeling	NOUN
ajst-30888	17	39	(	(	PUNCT
ajst-30888	17	40	bim	bim	NOUN
ajst-30888	17	41	)	)	PUNCT
ajst-30888	17	42	and	and	CCONJ
ajst-30888	17	43	geographic	geographic	ADJ
ajst-30888	17	44	information	information	NOUN
ajst-30888	17	45	systems	system	NOUN
ajst-30888	17	46	(	(	PUNCT
ajst-30888	17	47	gis	gis	NOUN
ajst-30888	17	48	)	)	PUNCT
ajst-30888	17	49	to	to	PART
ajst-30888	17	50	construct	construct	VERB
ajst-30888	17	51	urban	urban	ADJ
ajst-30888	17	52	building	building	NOUN
ajst-30888	17	53	models	model	NOUN
ajst-30888	17	54	that	that	PRON
ajst-30888	17	55	support	support	VERB
ajst-30888	17	56	urban	urban	ADJ
ajst-30888	17	57	planning	planning	NOUN
ajst-30888	17	58	and	and	CCONJ
ajst-30888	17	59	energy	energy	NOUN
ajst-30888	17	60	-	-	PUNCT
ajst-30888	17	61	efficient	efficient	ADJ
ajst-30888	17	62	design	design	NOUN
ajst-30888	17	63	.	.	PUNCT
ajst-30888	18	1	with	with	ADP
ajst-30888	18	2	the	the	DET
ajst-30888	18	3	introduction	introduction	NOUN
ajst-30888	18	4	of	of	ADP
ajst-30888	18	5	china	china	PROPN
ajst-30888	18	6	's	's	PART
ajst-30888	18	7	"	"	PUNCT
ajst-30888	18	8	dual	dual	ADJ
ajst-30888	18	9	carbon	carbon	NOUN
ajst-30888	18	10	"	"	PUNCT
ajst-30888	18	11	goals	goal	NOUN
ajst-30888	18	12	,	,	PUNCT
ajst-30888	18	13	a	a	DET
ajst-30888	18	14	series	series	NOUN
ajst-30888	18	15	of	of	ADP
ajst-30888	18	16	building	build	VERB
ajst-30888	18	17	energy	energy	NOUN
ajst-30888	18	18	efficiency	efficiency	NOUN
ajst-30888	18	19	policies	policy	NOUN
ajst-30888	18	20	have	have	AUX
ajst-30888	18	21	been	be	AUX
ajst-30888	18	22	promulgated	promulgate	VERB
ajst-30888	18	23	,	,	PUNCT
ajst-30888	18	24	propelling	propel	VERB
ajst-30888	18	25	the	the	DET
ajst-30888	18	26	application	application	NOUN
ajst-30888	18	27	and	and	CCONJ
ajst-30888	18	28	development	development	NOUN
ajst-30888	18	29	of	of	ADP
ajst-30888	18	30	digital	digital	ADJ
ajst-30888	18	31	twin	twin	ADJ
ajst-30888	18	32	technology	technology	NOUN
ajst-30888	18	33	in	in	ADP
ajst-30888	18	34	the	the	DET
ajst-30888	18	35	realm	realm	NOUN
ajst-30888	18	36	of	of	ADP
ajst-30888	18	37	building	build	VERB
ajst-30888	18	38	energy	energy	NOUN
ajst-30888	18	39	efficiency[8	efficiency[8	NOUN
ajst-30888	18	40	-	-	PUNCT
ajst-30888	18	41	9	9	NUM
ajst-30888	18	42	]	]	PUNCT
ajst-30888	18	43	.	.	PUNCT
ajst-30888	19	1	2.2	2.2	NUM
ajst-30888	19	2	.	.	PUNCT
ajst-30888	19	3	research	research	NOUN
ajst-30888	19	4	content	content	NOUN
ajst-30888	19	5	and	and	CCONJ
ajst-30888	19	6	objectives	objective	NOUN
ajst-30888	19	7	this	this	DET
ajst-30888	19	8	study	study	NOUN
ajst-30888	19	9	is	be	AUX
ajst-30888	19	10	based	base	VERB
ajst-30888	19	11	on	on	ADP
ajst-30888	19	12	geographic	geographic	ADJ
ajst-30888	19	13	information	information	NOUN
ajst-30888	19	14	data	datum	NOUN
ajst-30888	19	15	from	from	ADP
ajst-30888	19	16	nanjing	nanjing	PROPN
ajst-30888	19	17	,	,	PUNCT
ajst-30888	19	18	focusing	focus	VERB
ajst-30888	19	19	on	on	ADP
ajst-30888	19	20	data	data	NOUN
ajst-30888	19	21	-	-	PUNCT
ajst-30888	19	22	driven	drive	VERB
ajst-30888	19	23	building	building	NOUN
ajst-30888	19	24	energy	energy	NOUN
ajst-30888	19	25	consumption	consumption	NOUN
ajst-30888	19	26	simulation	simulation	NOUN
ajst-30888	19	27	.	.	PUNCT
ajst-30888	20	1	it	it	PRON
ajst-30888	20	2	involves	involve	VERB
ajst-30888	20	3	constructing	construct	VERB
ajst-30888	20	4	a	a	DET
ajst-30888	20	5	simulation	simulation	NOUN
ajst-30888	20	6	framework	framework	NOUN
ajst-30888	20	7	,	,	PUNCT
ajst-30888	20	8	optimizing	optimize	VERB
ajst-30888	20	9	energy	energy	NOUN
ajst-30888	20	10	consumption	consumption	NOUN
ajst-30888	20	11	data	datum	NOUN
ajst-30888	20	12	,	,	PUNCT
ajst-30888	20	13	applying	apply	VERB
ajst-30888	20	14	machine	machine	NOUN
ajst-30888	20	15	learning	learning	NOUN
ajst-30888	20	16	,	,	PUNCT
ajst-30888	20	17	and	and	CCONJ
ajst-30888	20	18	analyzing	analyze	VERB
ajst-30888	20	19	and	and	CCONJ
ajst-30888	20	20	visualizing	visualize	VERB
ajst-30888	20	21	energy	energy	NOUN
ajst-30888	20	22	consumption	consumption	NOUN
ajst-30888	20	23	data	datum	NOUN
ajst-30888	20	24	.	.	PUNCT
ajst-30888	21	1	the	the	DET
ajst-30888	21	2	research	research	NOUN
ajst-30888	21	3	encompasses	encompass	VERB
ajst-30888	21	4	:	:	PUNCT
ajst-30888	21	5	acquiring	acquire	VERB
ajst-30888	21	6	gis	gis	NOUN
ajst-30888	21	7	data	datum	NOUN
ajst-30888	21	8	and	and	CCONJ
ajst-30888	21	9	utilizing	utilize	VERB
ajst-30888	21	10	machine	machine	NOUN
ajst-30888	21	11	learning	learn	VERB
ajst-30888	21	12	to	to	PART
ajst-30888	21	13	identify	identify	VERB
ajst-30888	21	14	building	building	NOUN
ajst-30888	21	15	types	type	NOUN
ajst-30888	21	16	and	and	CCONJ
ajst-30888	21	17	construction	construction	NOUN
ajst-30888	21	18	years	year	NOUN
ajst-30888	21	19	;	;	PUNCT
ajst-30888	21	20	establishing	establish	VERB
ajst-30888	21	21	a	a	DET
ajst-30888	21	22	typical	typical	ADJ
ajst-30888	21	23	building	building	NOUN
ajst-30888	21	24	database	database	NOUN
ajst-30888	21	25	and	and	CCONJ
ajst-30888	21	26	generating	generate	VERB
ajst-30888	21	27	energyplus	energyplus	ADJ
ajst-30888	21	28	models	model	NOUN
ajst-30888	21	29	;	;	PUNCT
ajst-30888	21	30	developing	develop	VERB
ajst-30888	21	31	a	a	DET
ajst-30888	21	32	python	python	NOUN
ajst-30888	21	33	-	-	PUNCT
ajst-30888	21	34	based	base	VERB
ajst-30888	21	35	energy	energy	NOUN
ajst-30888	21	36	consumption	consumption	NOUN
ajst-30888	21	37	simulation	simulation	NOUN
ajst-30888	21	38	tool	tool	NOUN
ajst-30888	21	39	for	for	ADP
ajst-30888	21	40	data	datum	NOUN
ajst-30888	21	41	cleaning	cleaning	NOUN
ajst-30888	21	42	and	and	CCONJ
ajst-30888	21	43	spatial	spatial	ADJ
ajst-30888	21	44	energy	energy	NOUN
ajst-30888	21	45	consumption	consumption	NOUN
ajst-30888	21	46	quantification	quantification	NOUN
ajst-30888	21	47	analysis	analysis	NOUN
ajst-30888	21	48	;	;	PUNCT
ajst-30888	21	49	and	and	CCONJ
ajst-30888	21	50	calibrating	calibrate	VERB
ajst-30888	21	51	energy	energy	NOUN
ajst-30888	21	52	consumption	consumption	NOUN
ajst-30888	21	53	models	model	NOUN
ajst-30888	21	54	to	to	PART
ajst-30888	21	55	analyze	analyze	VERB
ajst-30888	21	56	the	the	DET
ajst-30888	21	57	impact	impact	NOUN
ajst-30888	21	58	of	of	ADP
ajst-30888	21	59	climate	climate	NOUN
ajst-30888	21	60	change	change	NOUN
ajst-30888	21	61	on	on	ADP
ajst-30888	21	62	energy	energy	NOUN
ajst-30888	21	63	use	use	NOUN
ajst-30888	21	64	.	.	PUNCT
ajst-30888	22	1	the	the	DET
ajst-30888	22	2	research	research	NOUN
ajst-30888	22	3	aims	aim	VERB
ajst-30888	22	4	to	to	PART
ajst-30888	22	5	address	address	VERB
ajst-30888	22	6	the	the	DET
ajst-30888	22	7	existing	exist	VERB
ajst-30888	22	8	gaps	gap	NOUN
ajst-30888	22	9	in	in	ADP
ajst-30888	22	10	urban	urban	ADJ
ajst-30888	22	11	building	building	NOUN
ajst-30888	22	12	energy	energy	NOUN
ajst-30888	22	13	consumption	consumption	NOUN
ajst-30888	22	14	simulation	simulation	NOUN
ajst-30888	22	15	in	in	ADP
ajst-30888	22	16	china	china	PROPN
ajst-30888	22	17	,	,	PUNCT
ajst-30888	22	18	build	build	VERB
ajst-30888	22	19	a	a	DET
ajst-30888	22	20	typical	typical	ADJ
ajst-30888	22	21	building	building	NOUN
ajst-30888	22	22	database	database	NOUN
ajst-30888	22	23	,	,	PUNCT
ajst-30888	22	24	develop	develop	VERB
ajst-30888	22	25	energy	energy	NOUN
ajst-30888	22	26	simulation	simulation	NOUN
ajst-30888	22	27	tools	tool	NOUN
ajst-30888	22	28	tailored	tailor	VERB
ajst-30888	22	29	to	to	ADP
ajst-30888	22	30	chinese	chinese	ADJ
ajst-30888	22	31	architectural	architectural	ADJ
ajst-30888	22	32	characteristics	characteristic	NOUN
ajst-30888	22	33	,	,	PUNCT
ajst-30888	22	34	and	and	CCONJ
ajst-30888	22	35	provide	provide	VERB
ajst-30888	22	36	technical	technical	ADJ
ajst-30888	22	37	support	support	NOUN
ajst-30888	22	38	for	for	ADP
ajst-30888	22	39	government	government	NOUN
ajst-30888	22	40	policies	policy	NOUN
ajst-30888	22	41	on	on	ADP
ajst-30888	22	42	energy	energy	NOUN
ajst-30888	22	43	conservation	conservation	NOUN
ajst-30888	22	44	and	and	CCONJ
ajst-30888	22	45	emission	emission	NOUN
ajst-30888	22	46	reduction	reduction	NOUN
ajst-30888	22	47	,	,	PUNCT
ajst-30888	22	48	thereby	thereby	ADV
ajst-30888	22	49	contributing	contribute	VERB
ajst-30888	22	50	to	to	ADP
ajst-30888	22	51	sustainable	sustainable	ADJ
ajst-30888	22	52	development	development	NOUN
ajst-30888	22	53	in	in	ADP
ajst-30888	22	54	the	the	DET
ajst-30888	22	55	building	building	NOUN
ajst-30888	22	56	sector	sector	NOUN
ajst-30888	22	57	.	.	PUNCT
ajst-30888	23	1	3	3	X
ajst-30888	23	2	.	.	X
ajst-30888	23	3	building	build	VERB
ajst-30888	23	4	model	model	NOUN
ajst-30888	23	5	establishment	establishment	NOUN
ajst-30888	23	6	and	and	CCONJ
ajst-30888	23	7	analysis	analysis	NOUN
ajst-30888	23	8	3.1	3.1	NUM
ajst-30888	23	9	.	.	PUNCT
ajst-30888	23	10	machine	machine	NOUN
ajst-30888	23	11	learning	learn	VERB
ajst-30888	23	12	algorithm	algorithm	NOUN
ajst-30888	23	13	machine	machine	NOUN
ajst-30888	23	14	learning	learning	NOUN
ajst-30888	23	15	is	be	AUX
ajst-30888	23	16	a	a	DET
ajst-30888	23	17	multi	multi	ADJ
ajst-30888	23	18	-	-	ADJ
ajst-30888	23	19	field	field	ADJ
ajst-30888	23	20	interdisciplinary	interdisciplinary	ADJ
ajst-30888	23	21	subject	subject	NOUN
ajst-30888	23	22	,	,	PUNCT
ajst-30888	23	23	through	through	ADP
ajst-30888	23	24	the	the	DET
ajst-30888	23	25	analysis	analysis	NOUN
ajst-30888	23	26	and	and	CCONJ
ajst-30888	23	27	calculation	calculation	NOUN
ajst-30888	23	28	methods	method	NOUN
ajst-30888	23	29	to	to	PART
ajst-30888	23	30	improve	improve	VERB
ajst-30888	23	31	and	and	CCONJ
ajst-30888	23	32	improve	improve	VERB
ajst-30888	23	33	its	its	PRON
ajst-30888	23	34	own	own	ADJ
ajst-30888	23	35	performance	performance	NOUN
ajst-30888	23	36	.	.	PUNCT
ajst-30888	24	1	the	the	DET
ajst-30888	24	2	object	object	NOUN
ajst-30888	24	3	subject	subject	NOUN
ajst-30888	24	4	is	be	AUX
ajst-30888	24	5	the	the	DET
ajst-30888	24	6	quantified	quantified	ADJ
ajst-30888	24	7	data	datum	NOUN
ajst-30888	24	8	,	,	PUNCT
ajst-30888	24	9	the	the	DET
ajst-30888	24	10	main	main	ADJ
ajst-30888	24	11	content	content	NOUN
ajst-30888	24	12	is	be	AUX
ajst-30888	24	13	to	to	PART
ajst-30888	24	14	summarize	summarize	VERB
ajst-30888	24	15	the	the	DET
ajst-30888	24	16	&	&	CCONJ
ajst-30888	24	17	quot;model&quot	quot;model&quot	PROPN
ajst-30888	24	18	;	;	PUNCT
ajst-30888	24	19	algorithm	algorithm	NOUN
ajst-30888	24	20	in	in	ADP
ajst-30888	24	21	the	the	DET
ajst-30888	24	22	data	datum	NOUN
ajst-30888	24	23	through	through	ADP
ajst-30888	24	24	the	the	DET
ajst-30888	24	25	computer	computer	NOUN
ajst-30888	24	26	,	,	PUNCT
ajst-30888	24	27	apply	apply	VERB
ajst-30888	24	28	the	the	DET
ajst-30888	24	29	algorithm	algorithm	NOUN
ajst-30888	24	30	to	to	ADP
ajst-30888	24	31	the	the	DET
ajst-30888	24	32	empirical	empirical	ADJ
ajst-30888	24	33	data	datum	NOUN
ajst-30888	24	34	,	,	PUNCT
ajst-30888	24	35	produce	produce	VERB
ajst-30888	24	36	the	the	DET
ajst-30888	24	37	data	data	NOUN
ajst-30888	24	38	-	-	PUNCT
ajst-30888	24	39	based	base	VERB
ajst-30888	24	40	algorithm	algorithm	NOUN
ajst-30888	24	41	model	model	NOUN
ajst-30888	24	42	,	,	PUNCT
ajst-30888	24	43	used	use	VERB
ajst-30888	24	44	to	to	PART
ajst-30888	24	45	judge	judge	VERB
ajst-30888	24	46	on	on	ADP
ajst-30888	24	47	the	the	DET
ajst-30888	24	48	new	new	ADJ
ajst-30888	24	49	data	datum	NOUN
ajst-30888	24	50	of	of	ADP
ajst-30888	24	51	the	the	DET
ajst-30888	24	52	same	same	ADJ
ajst-30888	24	53	structure	structure	NOUN
ajst-30888	24	54	.	.	PUNCT
ajst-30888	25	1	mitchella	mitchella	PROPN
ajst-30888	25	2	general	general	ADJ
ajst-30888	25	3	definition	definition	NOUN
ajst-30888	25	4	of	of	ADP
ajst-30888	25	5	machine	machine	NOUN
ajst-30888	25	6	learning	learning	NOUN
ajst-30888	25	7	:	:	PUNCT
ajst-30888	25	8	supposing	suppose	VERB
ajst-30888	25	9	p	p	NOUN
ajst-30888	25	10	is	be	AUX
ajst-30888	25	11	used	use	VERB
ajst-30888	25	12	to	to	PART
ajst-30888	25	13	evaluate	evaluate	VERB
ajst-30888	25	14	the	the	DET
ajst-30888	25	15	performance	performance	NOUN
ajst-30888	25	16	of	of	ADP
ajst-30888	25	17	computer	computer	NOUN
ajst-30888	25	18	programs	program	NOUN
ajst-30888	25	19	on	on	ADP
ajst-30888	25	20	the	the	DET
ajst-30888	25	21	task	task	NOUN
ajst-30888	25	22	category	category	NOUN
ajst-30888	25	23	t.	t.	PROPN
ajst-30888	26	1	if	if	SCONJ
ajst-30888	26	2	68	68	NUM
ajst-30888	26	3	a	a	DET
ajst-30888	26	4	program	program	NOUN
ajst-30888	26	5	achieves	achieve	VERB
ajst-30888	26	6	a	a	DET
ajst-30888	26	7	performance	performance	NOUN
ajst-30888	26	8	improvement	improvement	NOUN
ajst-30888	26	9	in	in	ADP
ajst-30888	26	10	the	the	DET
ajst-30888	26	11	t	t	NOUN
ajst-30888	26	12	task	task	NOUN
ajst-30888	26	13	by	by	ADP
ajst-30888	26	14	using	use	VERB
ajst-30888	26	15	empirical	empirical	ADJ
ajst-30888	26	16	e	e	NOUN
ajst-30888	26	17	,	,	PUNCT
ajst-30888	26	18	then	then	ADV
ajst-30888	26	19	we	we	PRON
ajst-30888	26	20	say	say	VERB
ajst-30888	26	21	that	that	SCONJ
ajst-30888	26	22	the	the	DET
ajst-30888	26	23	program	program	NOUN
ajst-30888	26	24	learns	learn	VERB
ajst-30888	26	25	from	from	ADP
ajst-30888	26	26	e.the	e.the	DET
ajst-30888	26	27	general	general	ADJ
ajst-30888	26	28	process	process	NOUN
ajst-30888	26	29	of	of	ADP
ajst-30888	26	30	machine	machine	NOUN
ajst-30888	26	31	learning	learning	NOUN
ajst-30888	26	32	has	have	VERB
ajst-30888	26	33	the	the	DET
ajst-30888	26	34	following	follow	VERB
ajst-30888	26	35	steps	step	NOUN
ajst-30888	26	36	:	:	PUNCT
ajst-30888	26	37	raw	raw	ADJ
ajst-30888	26	38	data	datum	NOUN
ajst-30888	26	39	set	set	VERB
ajst-30888	26	40	,	,	PUNCT
ajst-30888	26	41	feature	feature	NOUN
ajst-30888	26	42	analysis	analysis	NOUN
ajst-30888	26	43	,	,	PUNCT
ajst-30888	26	44	split	split	ADJ
ajst-30888	26	45	data	datum	NOUN
ajst-30888	26	46	set	set	NOUN
ajst-30888	26	47	,	,	PUNCT
ajst-30888	26	48	training	training	NOUN
ajst-30888	26	49	,	,	PUNCT
ajst-30888	26	50	evaluation	evaluation	NOUN
ajst-30888	26	51	,	,	PUNCT
ajst-30888	26	52	optimization	optimization	NOUN
ajst-30888	26	53	,	,	PUNCT
ajst-30888	26	54	prediction	prediction	NOUN
ajst-30888	26	55	and	and	CCONJ
ajst-30888	26	56	result	result	VERB
ajst-30888	26	57	output	output	NOUN
ajst-30888	26	58	.	.	PUNCT
ajst-30888	27	1	3.2	3.2	NUM
ajst-30888	27	2	.	.	X
ajst-30888	28	1	building	building	NOUN
ajst-30888	28	2	of	of	ADP
ajst-30888	28	3	building	build	VERB
ajst-30888	28	4	energy	energy	NOUN
ajst-30888	28	5	consumption	consumption	NOUN
ajst-30888	28	6	model	model	NOUN
ajst-30888	28	7	3.2.1	3.2.1	NUM
ajst-30888	28	8	.	.	PUNCT
ajst-30888	28	9	initialize	initialize	VERB
ajst-30888	28	10	the	the	DET
ajst-30888	28	11	data	datum	NOUN
ajst-30888	28	12	set	set	VERB
ajst-30888	28	13	in	in	ADP
ajst-30888	28	14	the	the	DET
ajst-30888	28	15	geopandas	geopandas	PROPN
ajst-30888	28	16	geographic	geographic	ADJ
ajst-30888	28	17	information	information	NOUN
ajst-30888	28	18	processing	processing	NOUN
ajst-30888	28	19	library	library	NOUN
ajst-30888	28	20	based	base	VERB
ajst-30888	28	21	on	on	ADP
ajst-30888	28	22	python	python	PROPN
ajst-30888	28	23	language	language	NOUN
ajst-30888	28	24	,	,	PUNCT
ajst-30888	28	25	the	the	DET
ajst-30888	28	26	building	building	NOUN
ajst-30888	28	27	data	datum	NOUN
ajst-30888	28	28	set	set	VERB
ajst-30888	28	29	analysis	analysis	NOUN
ajst-30888	28	30	and	and	CCONJ
ajst-30888	28	31	calculation	calculation	NOUN
ajst-30888	28	32	model	model	NOUN
ajst-30888	28	33	can	can	AUX
ajst-30888	28	34	be	be	AUX
ajst-30888	28	35	constructed	construct	VERB
ajst-30888	28	36	.	.	PUNCT
ajst-30888	29	1	geopandas	geopanda	NOUN
ajst-30888	29	2	integrate	integrate	VERB
ajst-30888	29	3	the	the	DET
ajst-30888	29	4	advantages	advantage	NOUN
ajst-30888	29	5	of	of	ADP
ajst-30888	29	6	pandas	panda	NOUN
ajst-30888	29	7	in	in	ADP
ajst-30888	29	8	data	data	NOUN
ajst-30888	29	9	processing	processing	NOUN
ajst-30888	29	10	and	and	CCONJ
ajst-30888	29	11	spatial	spatial	ADJ
ajst-30888	29	12	analysis	analysis	NOUN
ajst-30888	29	13	functions	function	NOUN
ajst-30888	29	14	to	to	PART
ajst-30888	29	15	form	form	VERB
ajst-30888	29	16	a	a	DET
ajst-30888	29	17	unique	unique	ADJ
ajst-30888	29	18	geospatial	geospatial	ADJ
ajst-30888	29	19	data	datum	NOUN
ajst-30888	29	20	processing	processing	NOUN
ajst-30888	29	21	framework	framework	NOUN
ajst-30888	29	22	.	.	PUNCT
ajst-30888	30	1	compared	compare	VERB
ajst-30888	30	2	with	with	ADP
ajst-30888	30	3	traditional	traditional	ADJ
ajst-30888	30	4	gis	gis	NOUN
ajst-30888	30	5	tools	tool	NOUN
ajst-30888	30	6	(	(	PUNCT
ajst-30888	30	7	such	such	ADJ
ajst-30888	30	8	as	as	ADP
ajst-30888	30	9	arcmap	arcmap	NOUN
ajst-30888	30	10	)	)	PUNCT
ajst-30888	30	11	,	,	PUNCT
ajst-30888	30	12	its	its	PRON
ajst-30888	30	13	open	open	ADJ
ajst-30888	30	14	source	source	NOUN
ajst-30888	30	15	features	feature	NOUN
ajst-30888	30	16	give	give	VERB
ajst-30888	30	17	higher	high	ADJ
ajst-30888	30	18	operational	operational	ADJ
ajst-30888	30	19	flexibility	flexibility	NOUN
ajst-30888	30	20	and	and	CCONJ
ajst-30888	30	21	algorithm	algorithm	NOUN
ajst-30888	30	22	expansion	expansion	NOUN
ajst-30888	30	23	space	space	NOUN
ajst-30888	30	24	,	,	PUNCT
ajst-30888	30	25	and	and	CCONJ
ajst-30888	30	26	have	have	VERB
ajst-30888	30	27	significant	significant	ADJ
ajst-30888	30	28	advantages	advantage	NOUN
ajst-30888	30	29	in	in	ADP
ajst-30888	30	30	terms	term	NOUN
ajst-30888	30	31	of	of	ADP
ajst-30888	30	32	batch	batch	NOUN
ajst-30888	30	33	data	data	NOUN
ajst-30888	30	34	computing	computing	NOUN
ajst-30888	30	35	efficiency	efficiency	NOUN
ajst-30888	30	36	.	.	PUNCT
ajst-30888	31	1	first	first	ADV
ajst-30888	31	2	,	,	PUNCT
ajst-30888	31	3	complete	complete	VERB
ajst-30888	31	4	the	the	DET
ajst-30888	31	5	basic	basic	ADJ
ajst-30888	31	6	environment	environment	NOUN
ajst-30888	31	7	configuration	configuration	NOUN
ajst-30888	31	8	,	,	PUNCT
ajst-30888	31	9	and	and	CCONJ
ajst-30888	31	10	import	import	NOUN
ajst-30888	31	11	numpy	numpy	NOUN
ajst-30888	31	12	and	and	CCONJ
ajst-30888	31	13	other	other	ADJ
ajst-30888	31	14	computing	computing	NOUN
ajst-30888	31	15	libraries	library	NOUN
ajst-30888	31	16	;	;	PUNCT
ajst-30888	31	17	then	then	ADV
ajst-30888	31	18	load	load	VERB
ajst-30888	31	19	the	the	DET
ajst-30888	31	20	original	original	ADJ
ajst-30888	31	21	geographic	geographic	ADJ
ajst-30888	31	22	information	information	NOUN
ajst-30888	31	23	data	datum	NOUN
ajst-30888	31	24	set	set	VERB
ajst-30888	31	25	,	,	PUNCT
ajst-30888	31	26	and	and	CCONJ
ajst-30888	31	27	build	build	VERB
ajst-30888	31	28	an	an	DET
ajst-30888	31	29	index	index	NOUN
ajst-30888	31	30	system	system	NOUN
ajst-30888	31	31	including	include	VERB
ajst-30888	31	32	key	key	ADJ
ajst-30888	31	33	parameters	parameter	NOUN
ajst-30888	31	34	such	such	ADJ
ajst-30888	31	35	as	as	ADP
ajst-30888	31	36	surface	surface	NOUN
ajst-30888	31	37	area	area	NOUN
ajst-30888	31	38	,	,	PUNCT
ajst-30888	31	39	volume	volume	NOUN
ajst-30888	31	40	,	,	PUNCT
ajst-30888	31	41	shape	shape	NOUN
ajst-30888	31	42	coefficient	coefficient	NOUN
ajst-30888	31	43	and	and	CCONJ
ajst-30888	31	44	circumference	circumference	NOUN
ajst-30888	31	45	area	area	NOUN
ajst-30888	31	46	ratio	ratio	NOUN
ajst-30888	31	47	;	;	PUNCT
ajst-30888	31	48	then	then	ADV
ajst-30888	31	49	perform	perform	VERB
ajst-30888	31	50	data	datum	NOUN
ajst-30888	31	51	cleaning	clean	VERB
ajst-30888	31	52	with	with	ADP
ajst-30888	31	53	double	double	ADJ
ajst-30888	31	54	constraint	constraint	NOUN
ajst-30888	31	55	:	:	PUNCT
ajst-30888	31	56	retain	retain	VERB
ajst-30888	31	57	valid	valid	ADJ
ajst-30888	31	58	samples	sample	NOUN
ajst-30888	31	59	with	with	ADP
ajst-30888	31	60	surface	surface	NOUN
ajst-30888	31	61	area	area	NOUN
ajst-30888	31	62	greater	great	ADJ
ajst-30888	31	63	than	than	ADP
ajst-30888	31	64	5m2	5m2	NUM
ajst-30888	31	65	and	and	CCONJ
ajst-30888	31	66	shape	shape	NOUN
ajst-30888	31	67	coefficient	coefficient	NOUN
ajst-30888	31	68	less	less	ADJ
ajst-30888	31	69	than	than	ADP
ajst-30888	31	70	1.5	1.5	NUM
ajst-30888	31	71	,	,	PUNCT
ajst-30888	31	72	reduce	reduce	VERB
ajst-30888	31	73	the	the	DET
ajst-30888	31	74	building	building	NOUN
ajst-30888	31	75	data	datum	NOUN
ajst-30888	31	76	sample	sample	NOUN
ajst-30888	31	77	size	size	NOUN
ajst-30888	31	78	of	of	ADP
ajst-30888	31	79	xuanwu	xuanwu	PROPN
ajst-30888	31	80	district	district	PROPN
ajst-30888	31	81	in	in	ADP
ajst-30888	31	82	nanjing	nanjing	PROPN
ajst-30888	31	83	from	from	ADP
ajst-30888	31	84	20,796	20,796	NUM
ajst-30888	31	85	to	to	ADP
ajst-30888	31	86	18,980	18,980	NUM
ajst-30888	31	87	groups	group	NOUN
ajst-30888	31	88	;	;	PUNCT
ajst-30888	31	89	finally	finally	ADV
ajst-30888	31	90	select	select	VERB
ajst-30888	31	91	2,000	2,000	NUM
ajst-30888	31	92	sets	set	NOUN
ajst-30888	31	93	of	of	ADP
ajst-30888	31	94	test	test	NOUN
ajst-30888	31	95	samples	sample	NOUN
ajst-30888	31	96	by	by	ADP
ajst-30888	31	97	random	random	ADJ
ajst-30888	31	98	sampling	sampling	NOUN
ajst-30888	31	99	method	method	NOUN
ajst-30888	31	100	,	,	PUNCT
ajst-30888	31	101	and	and	CCONJ
ajst-30888	31	102	output	output	VERB
ajst-30888	31	103	the	the	DET
ajst-30888	31	104	spatial	spatial	ADJ
ajst-30888	31	105	data	data	NOUN
ajst-30888	31	106	files	file	NOUN
ajst-30888	31	107	in	in	ADP
ajst-30888	31	108	standardized	standardized	ADJ
ajst-30888	31	109	shp	shp	NOUN
ajst-30888	31	110	format	format	NOUN
ajst-30888	31	111	.	.	PUNCT
ajst-30888	32	1	3.2.2	3.2.2	NUM
ajst-30888	32	2	.	.	PUNCT
ajst-30888	33	1	classification	classification	NOUN
ajst-30888	33	2	of	of	ADP
ajst-30888	33	3	building	building	NOUN
ajst-30888	33	4	types	type	NOUN
ajst-30888	33	5	as	as	ADP
ajst-30888	33	6	the	the	DET
ajst-30888	33	7	key	key	ADJ
ajst-30888	33	8	influence	influence	NOUN
ajst-30888	33	9	factor	factor	NOUN
ajst-30888	33	10	of	of	ADP
ajst-30888	33	11	the	the	DET
ajst-30888	33	12	energy	energy	NOUN
ajst-30888	33	13	consumption	consumption	NOUN
ajst-30888	33	14	simulation	simulation	NOUN
ajst-30888	33	15	,	,	PUNCT
ajst-30888	33	16	the	the	DET
ajst-30888	33	17	building	building	NOUN
ajst-30888	33	18	type	type	NOUN
ajst-30888	33	19	directly	directly	ADV
ajst-30888	33	20	determines	determine	VERB
ajst-30888	33	21	the	the	DET
ajst-30888	33	22	construction	construction	NOUN
ajst-30888	33	23	logic	logic	NOUN
ajst-30888	33	24	of	of	ADP
ajst-30888	33	25	the	the	DET
ajst-30888	33	26	operating	operate	VERB
ajst-30888	33	27	condition	condition	NOUN
ajst-30888	33	28	parameter	parameter	NOUN
ajst-30888	33	29	system	system	NOUN
ajst-30888	33	30	of	of	ADP
ajst-30888	33	31	the	the	DET
ajst-30888	33	32	construction	construction	NOUN
ajst-30888	33	33	equipment	equipment	NOUN
ajst-30888	33	34	.	.	PUNCT
ajst-30888	34	1	a	a	DET
ajst-30888	34	2	binary	binary	ADJ
ajst-30888	34	3	classification	classification	NOUN
ajst-30888	34	4	system	system	NOUN
ajst-30888	34	5	is	be	AUX
ajst-30888	34	6	constructed	construct	VERB
ajst-30888	34	7	based	base	VERB
ajst-30888	34	8	on	on	ADP
ajst-30888	34	9	the	the	DET
ajst-30888	34	10	building	building	NOUN
ajst-30888	34	11	contour	contour	NOUN
ajst-30888	34	12	vectorial	vectorial	ADJ
ajst-30888	34	13	features	feature	NOUN
ajst-30888	34	14	(	(	PUNCT
ajst-30888	34	15	building	build	VERB
ajst-30888	34	16	footprint	footprint	NOUN
ajst-30888	34	17	):	):	PUNCT
ajst-30888	34	18	the	the	DET
ajst-30888	34	19	building	building	NOUN
ajst-30888	34	20	types	type	NOUN
ajst-30888	34	21	are	be	AUX
ajst-30888	34	22	divided	divide	VERB
ajst-30888	34	23	into	into	ADP
ajst-30888	34	24	two	two	NUM
ajst-30888	34	25	categories	category	NOUN
ajst-30888	34	26	:	:	PUNCT
ajst-30888	34	27	residential	residential	ADJ
ajst-30888	34	28	buildings	building	NOUN
ajst-30888	34	29	(	(	PUNCT
ajst-30888	34	30	residential	residential	ADJ
ajst-30888	34	31	)	)	PUNCT
ajst-30888	34	32	and	and	CCONJ
ajst-30888	34	33	non	non	ADJ
ajst-30888	34	34	-	-	ADJ
ajst-30888	34	35	residential	residential	ADJ
ajst-30888	34	36	buildings	building	NOUN
ajst-30888	34	37	(	(	PUNCT
ajst-30888	34	38	non	non	ADJ
ajst-30888	34	39	-	-	ADJ
ajst-30888	34	40	residential	residential	ADJ
ajst-30888	34	41	)	)	PUNCT
ajst-30888	34	42	,	,	PUNCT
ajst-30888	34	43	corresponding	correspond	VERB
ajst-30888	34	44	to	to	ADP
ajst-30888	34	45	the	the	DET
ajst-30888	34	46	differentiated	differentiated	ADJ
ajst-30888	34	47	energy	energy	NOUN
ajst-30888	34	48	consumption	consumption	NOUN
ajst-30888	34	49	simulation	simulation	NOUN
ajst-30888	34	50	parameter	parameter	PROPN
ajst-30888	34	51	set	set	PROPN
ajst-30888	34	52	.	.	PUNCT
ajst-30888	35	1	the	the	DET
ajst-30888	35	2	technical	technical	ADJ
ajst-30888	35	3	implementation	implementation	NOUN
ajst-30888	35	4	path	path	NOUN
ajst-30888	35	5	consists	consist	VERB
ajst-30888	35	6	of	of	ADP
ajst-30888	35	7	three	three	NUM
ajst-30888	35	8	progressive	progressive	ADJ
ajst-30888	35	9	stages	stage	NOUN
ajst-30888	35	10	:	:	PUNCT
ajst-30888	35	11	(	(	PUNCT
ajst-30888	35	12	1	1	X
ajst-30888	35	13	)	)	PUNCT
ajst-30888	35	14	build	build	VERB
ajst-30888	35	15	the	the	DET
ajst-30888	35	16	training	training	NOUN
ajst-30888	35	17	sample	sample	NOUN
ajst-30888	35	18	set	set	VERB
ajst-30888	35	19	through	through	ADP
ajst-30888	35	20	expert	expert	NOUN
ajst-30888	35	21	annotation	annotation	NOUN
ajst-30888	35	22	method	method	NOUN
ajst-30888	35	23	and	and	CCONJ
ajst-30888	35	24	establish	establish	VERB
ajst-30888	35	25	the	the	DET
ajst-30888	35	26	feature	feature	NOUN
ajst-30888	35	27	engineering	engineering	NOUN
ajst-30888	35	28	framework	framework	NOUN
ajst-30888	35	29	;	;	PUNCT
ajst-30888	35	30	(	(	PUNCT
ajst-30888	35	31	2	2	X
ajst-30888	35	32	)	)	PUNCT
ajst-30888	35	33	compare	compare	VERB
ajst-30888	35	34	and	and	CCONJ
ajst-30888	35	35	evaluate	evaluate	VERB
ajst-30888	35	36	the	the	DET
ajst-30888	35	37	classification	classification	NOUN
ajst-30888	35	38	efficiency	efficiency	NOUN
ajst-30888	35	39	of	of	ADP
ajst-30888	35	40	svm	svm	ADJ
ajst-30888	35	41	and	and	CCONJ
ajst-30888	35	42	random	random	ADJ
ajst-30888	35	43	forest	forest	NOUN
ajst-30888	35	44	algorithms	algorithm	NOUN
ajst-30888	35	45	,	,	PUNCT
ajst-30888	35	46	and	and	CCONJ
ajst-30888	35	47	build	build	VERB
ajst-30888	35	48	the	the	DET
ajst-30888	35	49	best	good	ADJ
ajst-30888	35	50	prediction	prediction	NOUN
ajst-30888	35	51	model	model	NOUN
ajst-30888	35	52	;	;	PUNCT
ajst-30888	35	53	(	(	PUNCT
ajst-30888	35	54	3	3	X
ajst-30888	35	55	)	)	PUNCT
ajst-30888	35	56	apply	apply	VERB
ajst-30888	35	57	the	the	DET
ajst-30888	35	58	transfer	transfer	NOUN
ajst-30888	35	59	learning	learn	VERB
ajst-30888	35	60	strategy	strategy	NOUN
ajst-30888	35	61	to	to	PART
ajst-30888	35	62	infer	infer	VERB
ajst-30888	35	63	the	the	DET
ajst-30888	35	64	test	test	NOUN
ajst-30888	35	65	set	set	NOUN
ajst-30888	35	66	.	.	PUNCT
ajst-30888	36	1	in	in	ADP
ajst-30888	36	2	particular	particular	ADJ
ajst-30888	36	3	,	,	PUNCT
ajst-30888	36	4	the	the	DET
ajst-30888	36	5	dual	dual	ADJ
ajst-30888	36	6	-	-	PUNCT
ajst-30888	36	7	mode	mode	NOUN
ajst-30888	36	8	modeling	modeling	NOUN
ajst-30888	36	9	method	method	NOUN
ajst-30888	36	10	is	be	AUX
ajst-30888	36	11	proposed	propose	VERB
ajst-30888	36	12	:	:	PUNCT
ajst-30888	36	13	on	on	ADP
ajst-30888	36	14	the	the	DET
ajst-30888	36	15	one	one	NUM
ajst-30888	36	16	hand	hand	NOUN
ajst-30888	36	17	,	,	PUNCT
ajst-30888	36	18	the	the	DET
ajst-30888	36	19	vector	vector	NOUN
ajst-30888	36	20	properties	property	NOUN
ajst-30888	36	21	such	such	ADJ
ajst-30888	36	22	as	as	ADP
ajst-30888	36	23	building	build	VERB
ajst-30888	36	24	perimeter	perimeter	NOUN
ajst-30888	36	25	and	and	CCONJ
ajst-30888	36	26	layer	layer	NOUN
ajst-30888	36	27	number	number	NOUN
ajst-30888	36	28	are	be	AUX
ajst-30888	36	29	extracted	extract	VERB
ajst-30888	36	30	as	as	ADP
ajst-30888	36	31	structural	structural	ADJ
ajst-30888	36	32	features	feature	NOUN
ajst-30888	36	33	;	;	PUNCT
ajst-30888	36	34	on	on	ADP
ajst-30888	36	35	the	the	DET
ajst-30888	36	36	other	other	ADJ
ajst-30888	36	37	hand	hand	NOUN
ajst-30888	36	38	,	,	PUNCT
ajst-30888	36	39	the	the	DET
ajst-30888	36	40	building	building	NOUN
ajst-30888	36	41	plane	plane	NOUN
ajst-30888	36	42	grid	grid	NOUN
ajst-30888	36	43	is	be	AUX
ajst-30888	36	44	grid	grid	VERB
ajst-30888	36	45	,	,	PUNCT
ajst-30888	36	46	and	and	CCONJ
ajst-30888	36	47	the	the	DET
ajst-30888	36	48	spatial	spatial	ADJ
ajst-30888	36	49	morphological	morphological	ADJ
ajst-30888	36	50	features	feature	NOUN
ajst-30888	36	51	are	be	AUX
ajst-30888	36	52	extracted	extract	VERB
ajst-30888	36	53	through	through	ADP
ajst-30888	36	54	convolutional	convolutional	ADJ
ajst-30888	36	55	neural	neural	ADJ
ajst-30888	36	56	network	network	NOUN
ajst-30888	36	57	to	to	PART
ajst-30888	36	58	form	form	VERB
ajst-30888	36	59	a	a	DET
ajst-30888	36	60	deep	deep	ADJ
ajst-30888	36	61	learning	learning	NOUN
ajst-30888	36	62	model	model	NOUN
ajst-30888	36	63	of	of	ADP
ajst-30888	36	64	multi	multi	ADJ
ajst-30888	36	65	-	-	ADJ
ajst-30888	36	66	source	source	NOUN
ajst-30888	36	67	data	datum	NOUN
ajst-30888	36	68	fusion	fusion	NOUN
ajst-30888	36	69	,	,	PUNCT
ajst-30888	36	70	which	which	PRON
ajst-30888	36	71	significantly	significantly	ADV
ajst-30888	36	72	improves	improve	VERB
ajst-30888	36	73	the	the	DET
ajst-30888	36	74	classification	classification	NOUN
ajst-30888	36	75	accuracy	accuracy	NOUN
ajst-30888	36	76	to	to	ADP
ajst-30888	36	77	91.2	91.2	NUM
ajst-30888	36	78	%	%	NOUN
ajst-30888	36	79	,	,	PUNCT
ajst-30888	36	80	providing	provide	VERB
ajst-30888	36	81	reliable	reliable	ADJ
ajst-30888	36	82	type	type	NOUN
ajst-30888	36	83	discrimination	discrimination	NOUN
ajst-30888	36	84	benchmark	benchmark	NOUN
ajst-30888	36	85	for	for	ADP
ajst-30888	36	86	energy	energy	NOUN
ajst-30888	36	87	consumption	consumption	NOUN
ajst-30888	36	88	simulation	simulation	NOUN
ajst-30888	36	89	.	.	PUNCT
ajst-30888	37	1	to	to	PART
ajst-30888	37	2	build	build	VERB
ajst-30888	37	3	the	the	DET
ajst-30888	37	4	classification	classification	NOUN
ajst-30888	37	5	model	model	NOUN
ajst-30888	37	6	,	,	PUNCT
ajst-30888	37	7	you	you	PRON
ajst-30888	37	8	need	need	VERB
ajst-30888	37	9	to	to	PART
ajst-30888	37	10	add	add	VERB
ajst-30888	37	11	a	a	DET
ajst-30888	37	12	building	building	NOUN
ajst-30888	37	13	type	type	NOUN
ajst-30888	37	14	attribute	attribute	NOUN
ajst-30888	37	15	column	column	NOUN
ajst-30888	37	16	to	to	ADP
ajst-30888	37	17	the	the	DET
ajst-30888	37	18	geoinformation	geoinformation	NOUN
ajst-30888	37	19	data	datum	NOUN
ajst-30888	37	20	.	.	PUNCT
ajst-30888	38	1	the	the	DET
ajst-30888	38	2	default	default	NOUN
ajst-30888	38	3	value	value	NOUN
ajst-30888	38	4	0	0	NUM
ajst-30888	38	5	represents	represent	VERB
ajst-30888	38	6	the	the	DET
ajst-30888	38	7	unlabeled	unlabeled	ADJ
ajst-30888	38	8	state	state	NOUN
ajst-30888	38	9	,	,	PUNCT
ajst-30888	38	10	1	1	NUM
ajst-30888	38	11	is	be	AUX
ajst-30888	38	12	the	the	DET
ajst-30888	38	13	non	non	ADJ
ajst-30888	38	14	-	-	ADJ
ajst-30888	38	15	residential	residential	ADJ
ajst-30888	38	16	type	type	NOUN
ajst-30888	38	17	building	building	NOUN
ajst-30888	38	18	,	,	PUNCT
ajst-30888	38	19	and	and	CCONJ
ajst-30888	38	20	2	2	NUM
ajst-30888	38	21	is	be	AUX
ajst-30888	38	22	the	the	DET
ajst-30888	38	23	residential	residential	ADJ
ajst-30888	38	24	building	building	NOUN
ajst-30888	38	25	type	type	NOUN
ajst-30888	38	26	.	.	PUNCT
ajst-30888	39	1	the	the	DET
ajst-30888	39	2	geographic	geographic	ADJ
ajst-30888	39	3	range	range	NOUN
ajst-30888	39	4	of	of	ADP
ajst-30888	39	5	the	the	DET
ajst-30888	39	6	marked	mark	VERB
ajst-30888	39	7	information	information	NOUN
ajst-30888	39	8	is	be	AUX
ajst-30888	39	9	the	the	DET
ajst-30888	39	10	area	area	NOUN
ajst-30888	39	11	surrounded	surround	VERB
ajst-30888	39	12	by	by	ADP
ajst-30888	39	13	beijing	beijing	PROPN
ajst-30888	39	14	east	east	PROPN
ajst-30888	39	15	road	road	PROPN
ajst-30888	39	16	in	in	ADP
ajst-30888	39	17	the	the	DET
ajst-30888	39	18	north	north	NOUN
ajst-30888	39	19	,	,	PUNCT
ajst-30888	39	20	zhongshan	zhongshan	PROPN
ajst-30888	39	21	east	east	PROPN
ajst-30888	39	22	road	road	NOUN
ajst-30888	39	23	in	in	ADP
ajst-30888	39	24	the	the	DET
ajst-30888	39	25	south	south	NOUN
ajst-30888	39	26	,	,	PUNCT
ajst-30888	39	27	zhongshan	zhongshan	PROPN
ajst-30888	39	28	road	road	NOUN
ajst-30888	39	29	in	in	ADP
ajst-30888	39	30	the	the	DET
ajst-30888	39	31	west	west	NOUN
ajst-30888	39	32	and	and	CCONJ
ajst-30888	39	33	longpan	longpan	VERB
ajst-30888	39	34	middle	middle	ADJ
ajst-30888	39	35	road	road	NOUN
ajst-30888	39	36	in	in	ADP
ajst-30888	39	37	the	the	DET
ajst-30888	39	38	east	east	NOUN
ajst-30888	39	39	,	,	PUNCT
ajst-30888	39	40	as	as	SCONJ
ajst-30888	39	41	shown	show	VERB
ajst-30888	39	42	in	in	ADP
ajst-30888	39	43	figure	figure	NOUN
ajst-30888	39	44	2	2	NUM
ajst-30888	39	45	-	-	SYM
ajst-30888	39	46	1	1	NUM
ajst-30888	39	47	.	.	PUNCT
ajst-30888	40	1	among	among	ADP
ajst-30888	40	2	them	they	PRON
ajst-30888	40	3	,	,	PUNCT
ajst-30888	40	4	category	category	NOUN
ajst-30888	40	5	1	1	NUM
ajst-30888	40	6	represents	represent	VERB
ajst-30888	40	7	1036	1036	NUM
ajst-30888	40	8	marked	mark	VERB
ajst-30888	40	9	data	datum	NOUN
ajst-30888	40	10	for	for	ADP
ajst-30888	40	11	non	non	ADJ
ajst-30888	40	12	-	-	ADJ
ajst-30888	40	13	residential	residential	ADJ
ajst-30888	40	14	buildings	building	NOUN
ajst-30888	40	15	,	,	PUNCT
ajst-30888	40	16	and	and	CCONJ
ajst-30888	40	17	category	category	NOUN
ajst-30888	40	18	2	2	NUM
ajst-30888	40	19	represents	represent	VERB
ajst-30888	40	20	1275	1275	NUM
ajst-30888	40	21	marked	mark	VERB
ajst-30888	40	22	data	datum	NOUN
ajst-30888	40	23	for	for	ADP
ajst-30888	40	24	residential	residential	ADJ
ajst-30888	40	25	buildings	building	NOUN
ajst-30888	40	26	,	,	PUNCT
ajst-30888	40	27	totaling	total	VERB
ajst-30888	40	28	2311	2311	NUM
ajst-30888	40	29	pieces	piece	NOUN
ajst-30888	40	30	.	.	PUNCT
ajst-30888	41	1	figure	figure	NOUN
ajst-30888	41	2	2	2	NUM
ajst-30888	41	3	-	-	SYM
ajst-30888	41	4	1	1	NUM
ajst-30888	41	5	.	.	PUNCT
ajst-30888	41	6	marks	mark	VERB
ajst-30888	41	7	the	the	DET
ajst-30888	41	8	information	information	NOUN
ajst-30888	41	9	area	area	NOUN
ajst-30888	41	10	3.2.3	3.2.3	NUM
ajst-30888	41	11	.	.	PUNCT
ajst-30888	42	1	technology	technology	NOUN
ajst-30888	42	2	implementation	implementation	NOUN
ajst-30888	42	3	this	this	DET
ajst-30888	42	4	paper	paper	NOUN
ajst-30888	42	5	constructs	construct	VERB
ajst-30888	42	6	a	a	DET
ajst-30888	42	7	deep	deep	ADJ
ajst-30888	42	8	learning	learning	NOUN
ajst-30888	42	9	-	-	PUNCT
ajst-30888	42	10	based	base	VERB
ajst-30888	42	11	framework	framework	NOUN
ajst-30888	42	12	for	for	ADP
ajst-30888	42	13	geospatial	geospatial	ADJ
ajst-30888	42	14	feature	feature	NOUN
ajst-30888	42	15	extraction	extraction	NOUN
ajst-30888	42	16	,	,	PUNCT
ajst-30888	42	17	which	which	PRON
ajst-30888	42	18	encompasses	encompass	VERB
ajst-30888	42	19	three	three	NUM
ajst-30888	42	20	core	core	NOUN
ajst-30888	42	21	phases	phase	NOUN
ajst-30888	42	22	.	.	PUNCT
ajst-30888	43	1	initially	initially	ADV
ajst-30888	43	2	,	,	PUNCT
ajst-30888	43	3	the	the	DET
ajst-30888	43	4	geopandas	geopandas	PROPN
ajst-30888	43	5	visualization	visualization	NOUN
ajst-30888	43	6	module	module	NOUN
ajst-30888	43	7	is	be	AUX
ajst-30888	43	8	utilized	utilize	VERB
ajst-30888	43	9	to	to	PART
ajst-30888	43	10	generate	generate	VERB
ajst-30888	43	11	vectorized	vectorize	VERB
ajst-30888	43	12	maps	map	NOUN
ajst-30888	43	13	of	of	ADP
ajst-30888	43	14	building	build	VERB
ajst-30888	43	15	contour	contour	NOUN
ajst-30888	43	16	samples	sample	NOUN
ajst-30888	43	17	.	.	PUNCT
ajst-30888	44	1	the	the	DET
ajst-30888	44	2	building	building	NOUN
ajst-30888	44	3	layer	layer	NOUN
ajst-30888	44	4	attributes	attribute	NOUN
ajst-30888	44	5	are	be	AUX
ajst-30888	44	6	mapped	map	VERB
ajst-30888	44	7	to	to	ADP
ajst-30888	44	8	image	image	NOUN
ajst-30888	44	9	channels	channel	NOUN
ajst-30888	44	10	through	through	ADP
ajst-30888	44	11	gray	gray	ADJ
ajst-30888	44	12	-	-	PUNCT
ajst-30888	44	13	scale	scale	NOUN
ajst-30888	44	14	encoding	encoding	NOUN
ajst-30888	44	15	,	,	PUNCT
ajst-30888	44	16	with	with	ADP
ajst-30888	44	17	a	a	DET
ajst-30888	44	18	uniform	uniform	ADJ
ajst-30888	44	19	output	output	NOUN
ajst-30888	44	20	specification	specification	NOUN
ajst-30888	44	21	of	of	ADP
ajst-30888	44	22	2cm×2	2cm×2	NUM
ajst-30888	44	23	cm	cm	NOUN
ajst-30888	44	24	(	(	PUNCT
ajst-30888	44	25	50dpi	50dpi	NOUN
ajst-30888	44	26	resolution	resolution	NOUN
ajst-30888	44	27	)	)	PUNCT
ajst-30888	44	28	,	,	PUNCT
ajst-30888	44	29	resulting	result	VERB
ajst-30888	44	30	in	in	ADP
ajst-30888	44	31	an	an	DET
ajst-30888	44	32	annotated	annotate	VERB
ajst-30888	44	33	dataset	dataset	NOUN
ajst-30888	44	34	comprising	comprise	VERB
ajst-30888	44	35	2,142	2,142	NUM
ajst-30888	44	36	samples	sample	NOUN
ajst-30888	44	37	.	.	PUNCT
ajst-30888	45	1	subsequently	subsequently	ADV
ajst-30888	45	2	,	,	PUNCT
ajst-30888	45	3	the	the	DET
ajst-30888	45	4	opencv	opencv	PROPN
ajst-30888	45	5	computer	computer	PROPN
ajst-30888	45	6	vision	vision	NOUN
ajst-30888	45	7	library	library	NOUN
ajst-30888	45	8	is	be	AUX
ajst-30888	45	9	employed	employ	VERB
ajst-30888	45	10	to	to	PART
ajst-30888	45	11	transform	transform	VERB
ajst-30888	45	12	the	the	DET
ajst-30888	45	13	image	image	NOUN
ajst-30888	45	14	data	datum	NOUN
ajst-30888	45	15	into	into	ADP
ajst-30888	45	16	matrices	matrix	NOUN
ajst-30888	45	17	,	,	PUNCT
ajst-30888	45	18	followed	follow	VERB
ajst-30888	45	19	by	by	ADP
ajst-30888	45	20	standardized	standardized	ADJ
ajst-30888	45	21	preprocessing	preprocessing	NOUN
ajst-30888	45	22	to	to	PART
ajst-30888	45	23	eliminate	eliminate	VERB
ajst-30888	45	24	dimensional	dimensional	ADJ
ajst-30888	45	25	discrepancies	discrepancy	NOUN
ajst-30888	45	26	.	.	PUNCT
ajst-30888	46	1	finally	finally	ADV
ajst-30888	46	2	,	,	PUNCT
ajst-30888	46	3	a	a	DET
ajst-30888	46	4	stratified	stratified	ADJ
ajst-30888	46	5	sampling	sampling	NOUN
ajst-30888	46	6	strategy	strategy	NOUN
ajst-30888	46	7	is	be	AUX
ajst-30888	46	8	applied	apply	VERB
ajst-30888	46	9	to	to	PART
ajst-30888	46	10	divide	divide	VERB
ajst-30888	46	11	the	the	DET
ajst-30888	46	12	dataset	dataset	NOUN
ajst-30888	46	13	into	into	ADP
ajst-30888	46	14	a	a	DET
ajst-30888	46	15	training	training	NOUN
ajst-30888	46	16	set	set	NOUN
ajst-30888	46	17	(	(	PUNCT
ajst-30888	46	18	1,598	1,598	NUM
ajst-30888	46	19	samples	sample	NOUN
ajst-30888	46	20	)	)	PUNCT
ajst-30888	46	21	and	and	CCONJ
ajst-30888	46	22	a	a	DET
ajst-30888	46	23	test	test	NOUN
ajst-30888	46	24	set	set	NOUN
ajst-30888	46	25	(	(	PUNCT
ajst-30888	46	26	575	575	NUM
ajst-30888	46	27	samples	sample	NOUN
ajst-30888	46	28	)	)	PUNCT
ajst-30888	46	29	,	,	PUNCT
ajst-30888	46	30	with	with	ADP
ajst-30888	46	31	a	a	DET
ajst-30888	46	32	random	random	ADJ
ajst-30888	46	33	seed	seed	NOUN
ajst-30888	46	34	parameter	parameter	NOUN
ajst-30888	46	35	(	(	PUNCT
ajst-30888	46	36	random_state=1	random_state=1	NOUN
ajst-30888	46	37	)	)	PUNCT
ajst-30888	46	38	set	set	VERB
ajst-30888	46	39	to	to	PART
ajst-30888	46	40	ensure	ensure	VERB
ajst-30888	46	41	experimental	experimental	ADJ
ajst-30888	46	42	reproducibility	reproducibility	NOUN
ajst-30888	46	43	.	.	PUNCT
ajst-30888	47	1	the	the	DET
ajst-30888	47	2	feature	feature	NOUN
ajst-30888	47	3	extraction	extraction	NOUN
ajst-30888	47	4	network	network	NOUN
ajst-30888	47	5	adopts	adopt	VERB
ajst-30888	47	6	the	the	DET
ajst-30888	47	7	classic	classic	ADJ
ajst-30888	47	8	lenet5	lenet5	NOUN
ajst-30888	47	9	architecture	architecture	NOUN
ajst-30888	47	10	,	,	PUNCT
ajst-30888	47	11	a	a	DET
ajst-30888	47	12	foundational	foundational	ADJ
ajst-30888	47	13	convolutional	convolutional	ADJ
ajst-30888	47	14	neural	neural	ADJ
ajst-30888	47	15	network	network	NOUN
ajst-30888	47	16	(	(	PUNCT
ajst-30888	47	17	cnn	cnn	PROPN
ajst-30888	47	18	)	)	PUNCT
ajst-30888	47	19	that	that	PRON
ajst-30888	47	20	established	establish	VERB
ajst-30888	47	21	the	the	DET
ajst-30888	47	22	basic	basic	ADJ
ajst-30888	47	23	architectural	architectural	ADJ
ajst-30888	47	24	paradigm	paradigm	NOUN
ajst-30888	47	25	for	for	ADP
ajst-30888	47	26	cnns	cnn	NOUN
ajst-30888	47	27	.	.	PUNCT
ajst-30888	48	1	its	its	PRON
ajst-30888	48	2	eight	eight	NUM
ajst-30888	48	3	-	-	PUNCT
ajst-30888	48	4	layer	layer	NOUN
ajst-30888	48	5	topology	topology	NOUN
ajst-30888	48	6	includes	include	VERB
ajst-30888	48	7	:	:	PUNCT
ajst-30888	48	8	an	an	DET
ajst-30888	48	9	input	input	NOUN
ajst-30888	48	10	layer	layer	NOUN
ajst-30888	48	11	standardizing	standardize	VERB
ajst-30888	48	12	32×32	32×32	NUM
ajst-30888	48	13	pixels	pixel	NOUN
ajst-30888	48	14	;	;	PUNCT
ajst-30888	48	15	a	a	DET
ajst-30888	48	16	c1	c1	NOUN
ajst-30888	48	17	convolutional	convolutional	ADJ
ajst-30888	48	18	layer	layer	NOUN
ajst-30888	48	19	generating	generate	VERB
ajst-30888	48	20	28×28	28×28	NUM
ajst-30888	48	21	feature	feature	NOUN
ajst-30888	48	22	maps	map	NOUN
ajst-30888	48	23	using	use	VERB
ajst-30888	48	24	six	six	NUM
ajst-30888	48	25	5×5	5×5	NUM
ajst-30888	48	26	kernels	kernel	NOUN
ajst-30888	48	27	;	;	PUNCT
ajst-30888	48	28	an	an	DET
ajst-30888	48	29	s2	s2	NOUN
ajst-30888	48	30	pooling	pool	VERB
ajst-30888	48	31	layer	layer	NOUN
ajst-30888	48	32	employing	employ	VERB
ajst-30888	48	33	2×2	2×2	NOUN
ajst-30888	48	34	downsampling	downsample	VERB
ajst-30888	48	35	to	to	PART
ajst-30888	48	36	compress	compress	VERB
ajst-30888	48	37	data	data	NOUN
ajst-30888	48	38	dimensions	dimension	NOUN
ajst-30888	48	39	;	;	PUNCT
ajst-30888	48	40	a	a	DET
ajst-30888	48	41	c3	c3	NOUN
ajst-30888	48	42	convolutional	convolutional	ADJ
ajst-30888	48	43	layer	layer	NOUN
ajst-30888	48	44	expanding	expand	VERB
ajst-30888	48	45	to	to	ADP
ajst-30888	48	46	16channel	16channel	NUM
ajst-30888	48	47	feature	feature	NOUN
ajst-30888	48	48	extraction	extraction	NOUN
ajst-30888	48	49	;	;	PUNCT
ajst-30888	48	50	an	an	DET
ajst-30888	48	51	s4	s4	NOUN
ajst-30888	48	52	pooling	pool	VERB
ajst-30888	48	53	layer	layer	NOUN
ajst-30888	48	54	further	far	ADV
ajst-30888	48	55	reducing	reduce	VERB
ajst-30888	48	56	dimensions	dimension	NOUN
ajst-30888	48	57	to	to	ADP
ajst-30888	48	58	5×5	5×5	NUM
ajst-30888	48	59	spatial	spatial	ADJ
ajst-30888	48	60	resolution	resolution	NOUN
ajst-30888	48	61	;	;	PUNCT
ajst-30888	48	62	a	a	DET
ajst-30888	48	63	c5	c5	PROPN
ajst-30888	48	64	convolutional	convolutional	ADJ
ajst-30888	48	65	layer	layer	NOUN
ajst-30888	48	66	abstracting	abstract	VERB
ajst-30888	48	67	120	120	NUM
ajst-30888	48	68	-	-	PUNCT
ajst-30888	48	69	dimensional	dimensional	ADJ
ajst-30888	48	70	high	high	ADJ
ajst-30888	48	71	-	-	PUNCT
ajst-30888	48	72	level	level	NOUN
ajst-30888	48	73	features	feature	NOUN
ajst-30888	48	74	;	;	PUNCT
ajst-30888	48	75	an	an	DET
ajst-30888	48	76	f6	f6	PROPN
ajst-30888	48	77	fully	fully	ADV
ajst-30888	48	78	connected	connect	VERB
ajst-30888	48	79	layer	layer	NOUN
ajst-30888	48	80	mapping	map	VERB
ajst-30888	48	81	the	the	DET
ajst-30888	48	82	feature	feature	NOUN
ajst-30888	48	83	space	space	NOUN
ajst-30888	48	84	;	;	PUNCT
ajst-30888	48	85	and	and	CCONJ
ajst-30888	48	86	an	an	DET
ajst-30888	48	87	output	output	NOUN
ajst-30888	48	88	layer	layer	NOUN
ajst-30888	48	89	performing	perform	VERB
ajst-30888	48	90	classification	classification	NOUN
ajst-30888	48	91	decisions	decision	NOUN
ajst-30888	48	92	via	via	ADP
ajst-30888	48	93	the	the	DET
ajst-30888	48	94	softmax	softmax	NOUN
ajst-30888	48	95	function	function	NOUN
ajst-30888	48	96	.	.	PUNCT
ajst-30888	49	1	detailed	detailed	ADJ
ajst-30888	49	2	hyperparameter	hyperparameter	NOUN
ajst-30888	49	3	configurations	configuration	NOUN
ajst-30888	49	4	for	for	ADP
ajst-30888	49	5	each	each	DET
ajst-30888	49	6	layer	layer	NOUN
ajst-30888	49	7	are	be	AUX
ajst-30888	49	8	provided	provide	VERB
ajst-30888	49	9	in	in	ADP
ajst-30888	49	10	tables	table	NOUN
ajst-30888	49	11	2	2	NUM
ajst-30888	49	12	-	-	SYM
ajst-30888	49	13	1	1	NUM
ajst-30888	49	14	and	and	CCONJ
ajst-30888	49	15	2	2	NUM
ajst-30888	49	16	-	-	SYM
ajst-30888	49	17	2	2	NUM
ajst-30888	49	18	.	.	PUNCT
ajst-30888	50	1	the	the	DET
ajst-30888	50	2	train_test_split	train_test_split	X
ajst-30888	50	3	(	(	PUNCT
ajst-30888	50	4	)	)	PUNCT
ajst-30888	50	5	function	function	NOUN
ajst-30888	50	6	from	from	ADP
ajst-30888	50	7	the	the	DET
ajst-30888	50	8	sklearn	sklearn	ADJ
ajst-30888	50	9	library	library	NOUN
ajst-30888	50	10	is	be	AUX
ajst-30888	50	11	69	69	NUM
ajst-30888	50	12	used	use	VERB
ajst-30888	50	13	to	to	PART
ajst-30888	50	14	partition	partition	VERB
ajst-30888	50	15	the	the	DET
ajst-30888	50	16	training	training	NOUN
ajst-30888	50	17	set	set	NOUN
ajst-30888	50	18	,	,	PUNCT
ajst-30888	50	19	with	with	ADP
ajst-30888	50	20	four	four	NUM
ajst-30888	50	21	input	input	NOUN
ajst-30888	50	22	parameters	parameter	NOUN
ajst-30888	50	23	:	:	PUNCT
ajst-30888	50	24	train_data	train_data	NOUN
ajst-30888	50	25	(	(	PUNCT
ajst-30888	50	26	independent	independent	ADJ
ajst-30888	50	27	variables	variable	NOUN
ajst-30888	50	28	of	of	ADP
ajst-30888	50	29	the	the	DET
ajst-30888	50	30	dataset	dataset	NOUN
ajst-30888	50	31	)	)	PUNCT
ajst-30888	50	32	,	,	PUNCT
ajst-30888	50	33	train_target	train_target	INTJ
ajst-30888	50	34	(	(	PUNCT
ajst-30888	50	35	dependent	dependent	ADJ
ajst-30888	50	36	variables	variable	NOUN
ajst-30888	50	37	of	of	ADP
ajst-30888	50	38	the	the	DET
ajst-30888	50	39	training	training	NOUN
ajst-30888	50	40	set	set	NOUN
ajst-30888	50	41	)	)	PUNCT
ajst-30888	50	42	,	,	PUNCT
ajst-30888	50	43	test_size	test_size	PROPN
ajst-30888	50	44	(	(	PUNCT
ajst-30888	50	45	proportion	proportion	NOUN
ajst-30888	50	46	of	of	ADP
ajst-30888	50	47	the	the	DET
ajst-30888	50	48	test	test	NOUN
ajst-30888	50	49	set	set	VERB
ajst-30888	50	50	relative	relative	ADJ
ajst-30888	50	51	to	to	ADP
ajst-30888	50	52	the	the	DET
ajst-30888	50	53	total	total	ADJ
ajst-30888	50	54	dataset	dataset	NOUN
ajst-30888	50	55	,	,	PUNCT
ajst-30888	50	56	set	set	VERB
ajst-30888	50	57	at	at	ADP
ajst-30888	50	58	0.25	0.25	NUM
ajst-30888	50	59	in	in	ADP
ajst-30888	50	60	this	this	DET
ajst-30888	50	61	model	model	NOUN
ajst-30888	50	62	)	)	PUNCT
ajst-30888	50	63	,	,	PUNCT
ajst-30888	50	64	and	and	CCONJ
ajst-30888	50	65	random_state	random_state	NOUN
ajst-30888	50	66	.	.	PUNCT
ajst-30888	51	1	the	the	DET
ajst-30888	51	2	training	training	NOUN
ajst-30888	51	3	set	set	NOUN
ajst-30888	51	4	consists	consist	VERB
ajst-30888	51	5	of	of	ADP
ajst-30888	51	6	1,598	1,598	NUM
ajst-30888	51	7	entries	entry	NOUN
ajst-30888	51	8	,	,	PUNCT
ajst-30888	51	9	and	and	CCONJ
ajst-30888	51	10	the	the	DET
ajst-30888	51	11	test	test	NOUN
ajst-30888	51	12	set	set	NOUN
ajst-30888	51	13	contains	contain	VERB
ajst-30888	51	14	575	575	NUM
ajst-30888	51	15	entries	entry	NOUN
ajst-30888	51	16	.	.	PUNCT
ajst-30888	52	1	table	table	NOUN
ajst-30888	52	2	2	2	NUM
ajst-30888	52	3	-	-	SYM
ajst-30888	52	4	1	1	NUM
ajst-30888	52	5	.	.	PUNCT
ajst-30888	53	1	lenet5	lenet5	NOUN
ajst-30888	53	2	table	table	NOUN
ajst-30888	53	3	of	of	ADP
ajst-30888	53	4	parameters	parameter	NOUN
ajst-30888	53	5	of	of	ADP
ajst-30888	53	6	each	each	DET
ajst-30888	53	7	layer	layer	NOUN
ajst-30888	53	8	table	table	NOUN
ajst-30888	53	9	2	2	NUM
ajst-30888	53	10	-	-	SYM
ajst-30888	53	11	2	2	NUM
ajst-30888	53	12	.	.	PUNCT
ajst-30888	54	1	lenet5	lenet5	NOUN
ajst-30888	54	2	operating	operating	NOUN
ajst-30888	54	3	parameters	parameter	NOUN
ajst-30888	54	4	of	of	ADP
ajst-30888	54	5	the	the	DET
ajst-30888	54	6	classifie	classifie	NOUN
ajst-30888	54	7	this	this	DET
ajst-30888	54	8	research	research	NOUN
ajst-30888	54	9	employs	employ	VERB
ajst-30888	54	10	a	a	DET
ajst-30888	54	11	multi	multi	ADJ
ajst-30888	54	12	-	-	ADJ
ajst-30888	54	13	dimensional	dimensional	ADJ
ajst-30888	54	14	evaluation	evaluation	NOUN
ajst-30888	54	15	system	system	NOUN
ajst-30888	54	16	to	to	PART
ajst-30888	54	17	validate	validate	VERB
ajst-30888	54	18	the	the	DET
ajst-30888	54	19	efficacy	efficacy	NOUN
ajst-30888	54	20	of	of	ADP
ajst-30888	54	21	classification	classification	NOUN
ajst-30888	54	22	models	model	NOUN
ajst-30888	54	23	driven	drive	VERB
ajst-30888	54	24	by	by	ADP
ajst-30888	54	25	heterogeneous	heterogeneous	ADJ
ajst-30888	54	26	features	feature	NOUN
ajst-30888	54	27	.	.	PUNCT
ajst-30888	55	1	for	for	ADP
ajst-30888	55	2	the	the	DET
ajst-30888	55	3	building	build	VERB
ajst-30888	55	4	geographic	geographic	ADJ
ajst-30888	55	5	information	information	NOUN
ajst-30888	55	6	dataset	dataset	NOUN
ajst-30888	55	7	,	,	PUNCT
ajst-30888	55	8	structured	structured	ADJ
ajst-30888	55	9	models	model	NOUN
ajst-30888	55	10	based	base	VERB
ajst-30888	55	11	on	on	ADP
ajst-30888	55	12	morphological	morphological	ADJ
ajst-30888	55	13	parameters	parameter	NOUN
ajst-30888	55	14	(	(	PUNCT
ajst-30888	55	15	knn	knn	PROPN
ajst-30888	55	16	,	,	PUNCT
ajst-30888	55	17	dt	dt	PROPN
ajst-30888	55	18	,	,	PUNCT
ajst-30888	55	19	gbdt	gbdt	NOUN
ajst-30888	55	20	,	,	PUNCT
ajst-30888	55	21	rf	rf	NOUN
ajst-30888	55	22	)	)	PUNCT
ajst-30888	55	23	were	be	AUX
ajst-30888	55	24	constructed	construct	VERB
ajst-30888	55	25	,	,	PUNCT
ajst-30888	55	26	each	each	PRON
ajst-30888	55	27	demonstrating	demonstrate	VERB
ajst-30888	55	28	commendable	commendable	ADJ
ajst-30888	55	29	performance	performance	NOUN
ajst-30888	55	30	.	.	PUNCT
ajst-30888	56	1	as	as	SCONJ
ajst-30888	56	2	indicated	indicate	VERB
ajst-30888	56	3	in	in	ADP
ajst-30888	56	4	table	table	NOUN
ajst-30888	56	5	2	2	NUM
ajst-30888	56	6	-	-	SYM
ajst-30888	56	7	3	3	NUM
ajst-30888	56	8	,	,	PUNCT
ajst-30888	56	9	the	the	DET
ajst-30888	56	10	rf	rf	NOUN
ajst-30888	56	11	model	model	NOUN
ajst-30888	56	12	exhibits	exhibit	VERB
ajst-30888	56	13	superior	superior	ADJ
ajst-30888	56	14	class	class	NOUN
ajst-30888	56	15	-	-	PUNCT
ajst-30888	56	16	balanced	balance	VERB
ajst-30888	56	17	discrimination	discrimination	NOUN
ajst-30888	56	18	capabilities	capability	NOUN
ajst-30888	56	19	compared	compare	VERB
ajst-30888	56	20	to	to	ADP
ajst-30888	56	21	other	other	ADJ
ajst-30888	56	22	algorithms	algorithm	NOUN
ajst-30888	56	23	,	,	PUNCT
ajst-30888	56	24	and	and	CCONJ
ajst-30888	56	25	its	its	PRON
ajst-30888	56	26	constructed	construct	VERB
ajst-30888	56	27	feature	feature	NOUN
ajst-30888	56	28	importance	importance	NOUN
ajst-30888	56	29	evaluation	evaluation	NOUN
ajst-30888	56	30	system	system	NOUN
ajst-30888	56	31	provides	provide	VERB
ajst-30888	56	32	interpretable	interpretable	ADJ
ajst-30888	56	33	support	support	NOUN
ajst-30888	56	34	for	for	ADP
ajst-30888	56	35	the	the	DET
ajst-30888	56	36	optimization	optimization	NOUN
ajst-30888	56	37	of	of	ADP
ajst-30888	56	38	energy	energy	NOUN
ajst-30888	56	39	consumption	consumption	NOUN
ajst-30888	56	40	simulation	simulation	NOUN
ajst-30888	56	41	parameters	parameter	NOUN
ajst-30888	56	42	.	.	PUNCT
ajst-30888	57	1	based	base	VERB
ajst-30888	57	2	on	on	ADP
ajst-30888	57	3	the	the	DET
ajst-30888	57	4	aforementioned	aforementioned	ADJ
ajst-30888	57	5	analysis	analysis	NOUN
ajst-30888	57	6	,	,	PUNCT
ajst-30888	57	7	this	this	DET
ajst-30888	57	8	study	study	NOUN
ajst-30888	57	9	selects	select	VERB
ajst-30888	57	10	the	the	DET
ajst-30888	57	11	rf	rf	NOUN
ajst-30888	57	12	model	model	NOUN
ajst-30888	57	13	as	as	ADP
ajst-30888	57	14	the	the	DET
ajst-30888	57	15	benchmark	benchmark	NOUN
ajst-30888	57	16	for	for	ADP
ajst-30888	57	17	building	building	NOUN
ajst-30888	57	18	type	type	NOUN
ajst-30888	57	19	classification	classification	NOUN
ajst-30888	57	20	,	,	PUNCT
ajst-30888	57	21	establishing	establish	VERB
ajst-30888	57	22	a	a	DET
ajst-30888	57	23	reliable	reliable	ADJ
ajst-30888	57	24	data	datum	NOUN
ajst-30888	57	25	preprocessing	preprocesse	VERB
ajst-30888	57	26	framework	framework	NOUN
ajst-30888	57	27	for	for	ADP
ajst-30888	57	28	subsequent	subsequent	ADJ
ajst-30888	57	29	dynamic	dynamic	ADJ
ajst-30888	57	30	energy	energy	NOUN
ajst-30888	57	31	consumption	consumption	NOUN
ajst-30888	57	32	simulations	simulation	NOUN
ajst-30888	57	33	.	.	PUNCT
ajst-30888	58	1	table	table	NOUN
ajst-30888	58	2	2	2	NUM
ajst-30888	58	3	-	-	SYM
ajst-30888	58	4	3	3	NUM
ajst-30888	58	5	.	.	PUNCT
ajst-30888	58	6	classification	classification	NOUN
ajst-30888	58	7	and	and	CCONJ
ajst-30888	58	8	prediction	prediction	NOUN
ajst-30888	58	9	results	result	NOUN
ajst-30888	58	10	of	of	ADP
ajst-30888	58	11	the	the	DET
ajst-30888	58	12	algorithm	algorithm	NOUN
ajst-30888	58	13	at	at	ADP
ajst-30888	58	14	the	the	DET
ajst-30888	58	15	same	same	ADJ
ajst-30888	58	16	time	time	NOUN
ajst-30888	58	17	,	,	PUNCT
ajst-30888	58	18	based	base	VERB
ajst-30888	58	19	on	on	ADP
ajst-30888	58	20	the	the	DET
ajst-30888	58	21	nanjing	nanjing	PROPN
ajst-30888	58	22	xuanwu	xuanwu	PROPN
ajst-30888	58	23	district	district	PROPN
ajst-30888	58	24	building	build	VERB
ajst-30888	58	25	geographic	geographic	ADJ
ajst-30888	58	26	information	information	NOUN
ajst-30888	58	27	,	,	PUNCT
ajst-30888	58	28	can	can	AUX
ajst-30888	58	29	be	be	AUX
ajst-30888	58	30	more	more	ADV
ajst-30888	58	31	intuitively	intuitively	ADV
ajst-30888	58	32	in	in	ADP
ajst-30888	58	33	the	the	DET
ajst-30888	58	34	form	form	NOUN
ajst-30888	58	35	of	of	ADP
ajst-30888	58	36	illustrated	illustrate	VERB
ajst-30888	58	37	quantitative	quantitative	ADJ
ajst-30888	58	38	building	building	NOUN
ajst-30888	58	39	load	load	VERB
ajst-30888	58	40	spatial	spatial	ADJ
ajst-30888	58	41	distribution	distribution	NOUN
ajst-30888	58	42	law	law	NOUN
ajst-30888	58	43	,	,	PUNCT
ajst-30888	58	44	such	such	ADJ
ajst-30888	58	45	as	as	ADP
ajst-30888	58	46	building	build	VERB
ajst-30888	58	47	for	for	ADP
ajst-30888	58	48	unit	unit	NOUN
ajst-30888	58	49	statistical	statistical	ADJ
ajst-30888	58	50	unit	unit	NOUN
ajst-30888	58	51	refrigeration	refrigeration	NOUN
ajst-30888	58	52	,	,	PUNCT
ajst-30888	58	53	unit	unit	NOUN
ajst-30888	58	54	heating	heating	NOUN
ajst-30888	58	55	and	and	CCONJ
ajst-30888	58	56	heating	heating	NOUN
ajst-30888	58	57	load	load	NOUN
ajst-30888	58	58	distribution	distribution	NOUN
ajst-30888	58	59	,	,	PUNCT
ajst-30888	58	60	as	as	SCONJ
ajst-30888	58	61	shown	show	VERB
ajst-30888	58	62	in	in	ADP
ajst-30888	58	63	figure	figure	NOUN
ajst-30888	58	64	2	2	NUM
ajst-30888	58	65	-	-	SYM
ajst-30888	58	66	2	2	NUM
ajst-30888	58	67	-	-	PUNCT
ajst-30888	58	68	figure	figure	NOUN
ajst-30888	58	69	2	2	NUM
ajst-30888	58	70	-	-	SYM
ajst-30888	58	71	5	5	NUM
ajst-30888	58	72	,	,	PUNCT
ajst-30888	58	73	the	the	DET
ajst-30888	58	74	empirical	empirical	ADJ
ajst-30888	58	75	data	datum	NOUN
ajst-30888	58	76	reveal	reveal	VERB
ajst-30888	58	77	nanjing	nanjing	PROPN
ajst-30888	58	78	xuanwu	xuanwu	PROPN
ajst-30888	58	79	district	district	PROPN
ajst-30888	58	80	building	build	VERB
ajst-30888	58	81	energy	energy	NOUN
ajst-30888	58	82	consumption	consumption	NOUN
ajst-30888	58	83	presents	present	VERB
ajst-30888	58	84	significant	significant	ADJ
ajst-30888	58	85	spatial	spatial	ADJ
ajst-30888	58	86	agglomeration	agglomeration	NOUN
ajst-30888	58	87	characteristics	characteristic	NOUN
ajst-30888	58	88	.	.	PUNCT
ajst-30888	59	1	70	70	NUM
ajst-30888	59	2	figure	figure	NOUN
ajst-30888	59	3	2	2	NUM
ajst-30888	59	4	-	-	SYM
ajst-30888	59	5	2	2	NUM
ajst-30888	59	6	.	.	PUNCT
ajst-30888	59	7	spatial	spatial	ADJ
ajst-30888	59	8	distribution	distribution	NOUN
ajst-30888	59	9	of	of	ADP
ajst-30888	59	10	building	build	VERB
ajst-30888	59	11	figure	figure	NOUN
ajst-30888	59	12	2	2	NUM
ajst-30888	59	13	-	-	SYM
ajst-30888	59	14	3	3	NUM
ajst-30888	59	15	.	.	PUNCT
ajst-30888	59	16	spatial	spatial	ADJ
ajst-30888	59	17	distribution	distribution	NOUN
ajst-30888	59	18	diagram	diagram	NOUN
ajst-30888	59	19	of	of	ADP
ajst-30888	59	20	unit	unit	NOUN
ajst-30888	59	21	refrigeration	refrigeration	NOUN
ajst-30888	59	22	load	load	NOUN
ajst-30888	59	23	building	building	NOUN
ajst-30888	59	24	unit	unit	NOUN
ajst-30888	59	25	heating	heating	NOUN
ajst-30888	59	26	load	load	NOUN
ajst-30888	59	27	forecast	forecast	NOUN
ajst-30888	59	28	figure	figure	NOUN
ajst-30888	59	29	2	2	NUM
ajst-30888	59	30	-	-	SYM
ajst-30888	59	31	4	4	NUM
ajst-30888	59	32	.	.	PUNCT
ajst-30888	59	33	spatial	spatial	ADJ
ajst-30888	59	34	distribution	distribution	NOUN
ajst-30888	59	35	diagram	diagram	NOUN
ajst-30888	59	36	of	of	ADP
ajst-30888	59	37	figure	figure	NOUN
ajst-30888	59	38	2	2	NUM
ajst-30888	59	39	-	-	SYM
ajst-30888	59	40	5	5	NUM
ajst-30888	59	41	.	.	PUNCT
ajst-30888	59	42	spatial	spatial	ADJ
ajst-30888	59	43	distribution	distribution	NOUN
ajst-30888	59	44	of	of	ADP
ajst-30888	59	45	building	building	NOUN
ajst-30888	59	46	building	build	VERB
ajst-30888	59	47	total	total	ADJ
ajst-30888	59	48	refrigeration	refrigeration	NOUN
ajst-30888	59	49	load	load	NOUN
ajst-30888	59	50	forecast	forecast	NOUN
ajst-30888	59	51	total	total	ADJ
ajst-30888	59	52	heating	heating	NOUN
ajst-30888	59	53	load	load	NOUN
ajst-30888	59	54	forecast	forecast	VERB
ajst-30888	59	55	this	this	DET
ajst-30888	59	56	paper	paper	NOUN
ajst-30888	59	57	proposes	propose	VERB
ajst-30888	59	58	a	a	DET
ajst-30888	59	59	quantitative	quantitative	ADJ
ajst-30888	59	60	analysis	analysis	NOUN
ajst-30888	59	61	framework	framework	NOUN
ajst-30888	59	62	based	base	VERB
ajst-30888	59	63	on	on	ADP
ajst-30888	59	64	gis	gis	PROPN
ajst-30888	59	65	raster	raster	PROPN
ajst-30888	59	66	technology	technology	NOUN
ajst-30888	59	67	,	,	PUNCT
ajst-30888	59	68	which	which	PRON
ajst-30888	59	69	breaks	break	VERB
ajst-30888	59	70	through	through	ADP
ajst-30888	59	71	the	the	DET
ajst-30888	59	72	descriptive	descriptive	ADJ
ajst-30888	59	73	limitations	limitation	NOUN
ajst-30888	59	74	of	of	ADP
ajst-30888	59	75	traditional	traditional	ADJ
ajst-30888	59	76	density	density	NOUN
ajst-30888	59	77	visualization	visualization	NOUN
ajst-30888	59	78	methods	method	NOUN
ajst-30888	59	79	.	.	PUNCT
ajst-30888	60	1	by	by	ADP
ajst-30888	60	2	constructing	construct	VERB
ajst-30888	60	3	200	200	NUM
ajst-30888	60	4	m	m	NUM
ajst-30888	60	5	200	200	NUM
ajst-30888	60	6	m	m	NOUN
ajst-30888	60	7	spatial	spatial	ADJ
ajst-30888	60	8	grid	grid	NOUN
ajst-30888	60	9	system	system	NOUN
ajst-30888	60	10	,	,	PUNCT
ajst-30888	60	11	the	the	DET
ajst-30888	60	12	analysis	analysis	NOUN
ajst-30888	60	13	unit	unit	NOUN
ajst-30888	60	14	with	with	ADP
ajst-30888	60	15	the	the	DET
ajst-30888	60	16	relationship	relationship	NOUN
ajst-30888	60	17	between	between	ADP
ajst-30888	60	18	geographical	geographical	ADJ
ajst-30888	60	19	coordinates	coordinate	NOUN
ajst-30888	60	20	and	and	CCONJ
ajst-30888	60	21	relative	relative	ADJ
ajst-30888	60	22	space	space	NOUN
ajst-30888	60	23	is	be	AUX
ajst-30888	60	24	established	establish	VERB
ajst-30888	60	25	.	.	PUNCT
ajst-30888	61	1	figure	figure	NOUN
ajst-30888	61	2	2	2	NUM
ajst-30888	61	3	-	-	SYM
ajst-30888	61	4	6figure	6figure	NUM
ajst-30888	61	5	2	2	NUM
ajst-30888	61	6	-	-	SYM
ajst-30888	61	7	9	9	NUM
ajst-30888	61	8	is	be	AUX
ajst-30888	61	9	the	the	DET
ajst-30888	61	10	description	description	NOUN
ajst-30888	61	11	of	of	ADP
ajst-30888	61	12	the	the	DET
ajst-30888	61	13	unit	unit	NOUN
ajst-30888	61	14	refrigeration	refrigeration	NOUN
ajst-30888	61	15	and	and	CCONJ
ajst-30888	61	16	heating	heating	NOUN
ajst-30888	61	17	load	load	NOUN
ajst-30888	61	18	of	of	ADP
ajst-30888	61	19	the	the	DET
ajst-30888	61	20	grid	grid	NOUN
ajst-30888	61	21	grid	grid	NOUN
ajst-30888	61	22	building	building	NOUN
ajst-30888	61	23	,	,	PUNCT
ajst-30888	61	24	to	to	PART
ajst-30888	61	25	realize	realize	VERB
ajst-30888	61	26	the	the	DET
ajst-30888	61	27	multidimensional	multidimensional	ADJ
ajst-30888	61	28	accurate	accurate	ADJ
ajst-30888	61	29	measurement	measurement	NOUN
ajst-30888	61	30	of	of	ADP
ajst-30888	61	31	the	the	DET
ajst-30888	61	32	building	building	NOUN
ajst-30888	61	33	energy	energy	NOUN
ajst-30888	61	34	consumption	consumption	NOUN
ajst-30888	61	35	index	index	NOUN
ajst-30888	61	36	.	.	PUNCT
ajst-30888	62	1	it	it	PRON
ajst-30888	62	2	can	can	AUX
ajst-30888	62	3	be	be	AUX
ajst-30888	62	4	seen	see	VERB
ajst-30888	62	5	from	from	ADP
ajst-30888	62	6	the	the	DET
ajst-30888	62	7	figure	figure	NOUN
ajst-30888	62	8	that	that	SCONJ
ajst-30888	62	9	:	:	PUNCT
ajst-30888	62	10	compared	compare	VERB
ajst-30888	62	11	with	with	ADP
ajst-30888	62	12	the	the	DET
ajst-30888	62	13	overall	overall	ADJ
ajst-30888	62	14	load	load	NOUN
ajst-30888	62	15	distribution	distribution	NOUN
ajst-30888	62	16	,	,	PUNCT
ajst-30888	62	17	the	the	DET
ajst-30888	62	18	unit	unit	NOUN
ajst-30888	62	19	load	load	NOUN
ajst-30888	62	20	strength	strength	NOUN
ajst-30888	62	21	is	be	AUX
ajst-30888	62	22	in	in	ADP
ajst-30888	62	23	the	the	DET
ajst-30888	62	24	main	main	ADJ
ajst-30888	62	25	road	road	NOUN
ajst-30888	62	26	,	,	PUNCT
ajst-30888	62	27	and	and	CCONJ
ajst-30888	62	28	the	the	DET
ajst-30888	62	29	building	building	NOUN
ajst-30888	62	30	load	load	NOUN
ajst-30888	62	31	at	at	ADP
ajst-30888	62	32	the	the	DET
ajst-30888	62	33	urban	urban	ADJ
ajst-30888	62	34	building	building	NOUN
ajst-30888	62	35	boundary	boundary	NOUN
ajst-30888	62	36	is	be	AUX
ajst-30888	62	37	higher	high	ADJ
ajst-30888	62	38	than	than	ADP
ajst-30888	62	39	the	the	DET
ajst-30888	62	40	load	load	NOUN
ajst-30888	62	41	intensity	intensity	NOUN
ajst-30888	62	42	in	in	ADP
ajst-30888	62	43	other	other	ADJ
ajst-30888	62	44	areas	area	NOUN
ajst-30888	62	45	.	.	PUNCT
ajst-30888	63	1	figure	figure	VERB
ajst-30888	63	2	2	2	NUM
ajst-30888	63	3	-	-	SYM
ajst-30888	63	4	6	6	NUM
ajst-30888	63	5	.	.	PUNCT
ajst-30888	64	1	grid	grid	NOUN
ajst-30888	64	2	distribution	distribution	NOUN
ajst-30888	64	3	of	of	ADP
ajst-30888	64	4	total	total	ADJ
ajst-30888	64	5	figure	figure	NOUN
ajst-30888	64	6	2	2	NUM
ajst-30888	64	7	-	-	SYM
ajst-30888	64	8	7	7	NUM
ajst-30888	64	9	.	.	PUNCT
ajst-30888	64	10	grid	grid	NOUN
ajst-30888	64	11	distribution	distribution	NOUN
ajst-30888	64	12	of	of	ADP
ajst-30888	64	13	total	total	ADJ
ajst-30888	64	14	refrigeration	refrigeration	NOUN
ajst-30888	64	15	space	space	NOUN
ajst-30888	64	16	heating	heating	NOUN
ajst-30888	64	17	space	space	NOUN
ajst-30888	64	18	figure	figure	NOUN
ajst-30888	64	19	2	2	NUM
ajst-30888	64	20	-	-	SYM
ajst-30888	64	21	8	8	NUM
ajst-30888	64	22	.	.	PUNCT
ajst-30888	64	23	grated	grate	VERB
ajst-30888	64	24	distribution	distribution	NOUN
ajst-30888	64	25	of	of	ADP
ajst-30888	64	26	building	build	VERB
ajst-30888	64	27	figure	figure	NOUN
ajst-30888	64	28	2	2	NUM
ajst-30888	64	29	-	-	SYM
ajst-30888	64	30	9	9	NUM
ajst-30888	64	31	.	.	NUM
ajst-30888	64	32	grated	grate	VERB
ajst-30888	64	33	distribution	distribution	NOUN
ajst-30888	64	34	of	of	ADP
ajst-30888	64	35	building	building	NOUN
ajst-30888	64	36	unit	unit	NOUN
ajst-30888	64	37	refrigeration	refrigeration	NOUN
ajst-30888	64	38	space	space	NOUN
ajst-30888	64	39	unit	unit	NOUN
ajst-30888	64	40	heating	heating	NOUN
ajst-30888	64	41	space	space	NOUN
ajst-30888	64	42	according	accord	VERB
ajst-30888	64	43	to	to	ADP
ajst-30888	64	44	the	the	DET
ajst-30888	64	45	spatial	spatial	ADJ
ajst-30888	64	46	autocorrelation	autocorrelation	NOUN
ajst-30888	64	47	analysis	analysis	NOUN
ajst-30888	65	1	,	,	PUNCT
ajst-30888	65	2	it	it	PRON
ajst-30888	65	3	shows	show	VERB
ajst-30888	65	4	that	that	SCONJ
ajst-30888	65	5	the	the	DET
ajst-30888	65	6	axis	axis	NOUN
ajst-30888	65	7	of	of	ADP
ajst-30888	65	8	zhongshan	zhongshan	PROPN
ajst-30888	65	9	road	road	PROPN
ajst-30888	65	10	-	-	PUNCT
ajst-30888	65	11	xuanwu	xuanwu	PROPN
ajst-30888	65	12	avenue	avenue	PROPN
ajst-30888	65	13	-	-	PUNCT
ajst-30888	65	14	xianlin	xianlin	PROPN
ajst-30888	65	15	avenue	avenue	PROPN
ajst-30888	65	16	forms	form	VERB
ajst-30888	65	17	a	a	DET
ajst-30888	65	18	high	high	ADJ
ajst-30888	65	19	-	-	PUNCT
ajst-30888	65	20	intensity	intensity	NOUN
ajst-30888	65	21	energy	energy	NOUN
ajst-30888	65	22	consumption	consumption	NOUN
ajst-30888	65	23	corridor	corridor	NOUN
ajst-30888	65	24	,	,	PUNCT
ajst-30888	65	25	and	and	CCONJ
ajst-30888	65	26	the	the	DET
ajst-30888	65	27	average	average	ADJ
ajst-30888	65	28	load	load	NOUN
ajst-30888	65	29	density	density	NOUN
ajst-30888	65	30	increases	increase	NOUN
ajst-30888	65	31	by	by	ADP
ajst-30888	65	32	58.7	58.7	NUM
ajst-30888	65	33	%	%	NOUN
ajst-30888	65	34	-76.3	-76.3	NUM
ajst-30888	65	35	%	%	NOUN
ajst-30888	65	36	compared	compare	VERB
ajst-30888	65	37	with	with	ADP
ajst-30888	65	38	the	the	DET
ajst-30888	65	39	regional	regional	ADJ
ajst-30888	65	40	benchmark	benchmark	NOUN
ajst-30888	65	41	value	value	NOUN
ajst-30888	65	42	.	.	PUNCT
ajst-30888	66	1	the	the	DET
ajst-30888	66	2	high	high	ADJ
ajst-30888	66	3	energy	energy	NOUN
ajst-30888	66	4	consumption	consumption	NOUN
ajst-30888	66	5	characteristics	characteristic	NOUN
ajst-30888	66	6	of	of	ADP
ajst-30888	66	7	the	the	DET
ajst-30888	66	8	buildings	building	NOUN
ajst-30888	66	9	in	in	ADP
ajst-30888	66	10	the	the	DET
ajst-30888	66	11	corridor	corridor	NOUN
ajst-30888	66	12	are	be	AUX
ajst-30888	66	13	mainly	mainly	ADV
ajst-30888	66	14	driven	drive	VERB
ajst-30888	66	15	by	by	ADP
ajst-30888	66	16	dual	dual	ADJ
ajst-30888	66	17	geographical	geographical	ADJ
ajst-30888	66	18	elements	element	NOUN
ajst-30888	66	19	:	:	PUNCT
ajst-30888	66	20	one	one	NUM
ajst-30888	66	21	is	be	AUX
ajst-30888	66	22	the	the	DET
ajst-30888	66	23	flow	flow	NOUN
ajst-30888	66	24	density	density	NOUN
ajst-30888	66	25	effect	effect	NOUN
ajst-30888	66	26	caused	cause	VERB
ajst-30888	66	27	by	by	ADP
ajst-30888	66	28	the	the	DET
ajst-30888	66	29	transportation	transportation	NOUN
ajst-30888	66	30	hub	hub	NOUN
ajst-30888	66	31	,	,	PUNCT
ajst-30888	66	32	71	71	NUM
ajst-30888	66	33	which	which	PRON
ajst-30888	66	34	increases	increase	VERB
ajst-30888	66	35	in	in	ADP
ajst-30888	66	36	the	the	DET
ajst-30888	66	37	operation	operation	NOUN
ajst-30888	66	38	time	time	NOUN
ajst-30888	66	39	of	of	ADP
ajst-30888	66	40	the	the	DET
ajst-30888	66	41	air	air	NOUN
ajst-30888	66	42	conditioning	conditioning	NOUN
ajst-30888	66	43	system	system	NOUN
ajst-30888	66	44	;	;	PUNCT
ajst-30888	66	45	the	the	DET
ajst-30888	66	46	other	other	ADJ
ajst-30888	66	47	is	be	AUX
ajst-30888	66	48	the	the	DET
ajst-30888	66	49	high	high	ADJ
ajst-30888	66	50	floor	floor	NOUN
ajst-30888	66	51	area	area	NOUN
ajst-30888	66	52	ratio	ratio	NOUN
ajst-30888	66	53	characteristics	characteristic	NOUN
ajst-30888	66	54	of	of	ADP
ajst-30888	66	55	the	the	DET
ajst-30888	66	56	buildings	building	NOUN
ajst-30888	66	57	along	along	ADP
ajst-30888	66	58	the	the	DET
ajst-30888	66	59	street	street	NOUN
ajst-30888	66	60	,	,	PUNCT
ajst-30888	66	61	which	which	PRON
ajst-30888	66	62	aggravates	aggravate	VERB
ajst-30888	66	63	the	the	DET
ajst-30888	66	64	solar	solar	ADJ
ajst-30888	66	65	radiation	radiation	NOUN
ajst-30888	66	66	heat	heat	NOUN
ajst-30888	66	67	and	and	CCONJ
ajst-30888	66	68	the	the	DET
ajst-30888	66	69	loss	loss	NOUN
ajst-30888	66	70	of	of	ADP
ajst-30888	66	71	ventilation	ventilation	NOUN
ajst-30888	66	72	efficiency	efficiency	NOUN
ajst-30888	66	73	.	.	PUNCT
ajst-30888	67	1	the	the	DET
ajst-30888	67	2	study	study	NOUN
ajst-30888	67	3	further	far	ADV
ajst-30888	67	4	found	find	VERB
ajst-30888	67	5	that	that	SCONJ
ajst-30888	67	6	the	the	DET
ajst-30888	67	7	spatial	spatial	ADJ
ajst-30888	67	8	distribution	distribution	NOUN
ajst-30888	67	9	pattern	pattern	NOUN
ajst-30888	67	10	of	of	ADP
ajst-30888	67	11	commercial	commercial	ADJ
ajst-30888	67	12	complex	complex	ADJ
ajst-30888	67	13	and	and	CCONJ
ajst-30888	67	14	transportation	transportation	NOUN
ajst-30888	67	15	hub	hub	NOUN
ajst-30888	67	16	buildings	building	NOUN
ajst-30888	67	17	constitute	constitute	VERB
ajst-30888	67	18	regional	regional	ADJ
ajst-30888	67	19	peak	peak	NOUN
ajst-30888	67	20	energy	energy	NOUN
ajst-30888	67	21	consumption	consumption	NOUN
ajst-30888	67	22	units	unit	NOUN
ajst-30888	67	23	,	,	PUNCT
ajst-30888	67	24	which	which	PRON
ajst-30888	67	25	was	be	AUX
ajst-30888	67	26	significantly	significantly	ADV
ajst-30888	67	27	positively	positively	ADV
ajst-30888	67	28	correlated	correlate	VERB
ajst-30888	67	29	with	with	ADP
ajst-30888	67	30	the	the	DET
ajst-30888	67	31	intensity	intensity	NOUN
ajst-30888	67	32	of	of	ADP
ajst-30888	67	33	urban	urban	ADJ
ajst-30888	67	34	heat	heat	NOUN
ajst-30888	67	35	island	island	NOUN
ajst-30888	67	36	effect	effect	NOUN
ajst-30888	67	37	.	.	PUNCT
ajst-30888	68	1	3.3	3.3	NUM
ajst-30888	68	2	.	.	PUNCT
ajst-30888	69	1	return	return	NOUN
ajst-30888	69	2	of	of	ADP
ajst-30888	69	3	building	build	VERB
ajst-30888	69	4	energy	energy	NOUN
ajst-30888	69	5	consumption	consumption	NOUN
ajst-30888	69	6	3.3.1	3.3.1	PROPN
ajst-30888	69	7	.	.	PUNCT
ajst-30888	70	1	regression	regression	NOUN
ajst-30888	70	2	model	model	NOUN
ajst-30888	70	3	construction	construction	NOUN
ajst-30888	70	4	the	the	DET
ajst-30888	70	5	classification	classification	NOUN
ajst-30888	70	6	model	model	NOUN
ajst-30888	70	7	was	be	AUX
ajst-30888	70	8	constructed	construct	VERB
ajst-30888	70	9	in	in	ADP
ajst-30888	70	10	the	the	DET
ajst-30888	70	11	same	same	ADJ
ajst-30888	70	12	way	way	NOUN
ajst-30888	70	13	.	.	PUNCT
ajst-30888	71	1	the	the	DET
ajst-30888	71	2	sample	sample	NOUN
ajst-30888	71	3	data	datum	NOUN
ajst-30888	71	4	was	be	AUX
ajst-30888	71	5	split	split	VERB
ajst-30888	71	6	by	by	ADP
ajst-30888	71	7	sklearn	sklearn	PROPN
ajst-30888	71	8	's	's	PART
ajst-30888	71	9	train_test_split	train_test_split	X
ajst-30888	71	10	(	(	PUNCT
ajst-30888	71	11	)	)	PUNCT
ajst-30888	71	12	function	function	NOUN
ajst-30888	71	13	,	,	PUNCT
ajst-30888	71	14	and	and	CCONJ
ajst-30888	71	15	the	the	DET
ajst-30888	71	16	20	20	NUM
ajst-30888	71	17	%	%	NOUN
ajst-30888	71	18	validation	validation	NOUN
ajst-30888	71	19	set	set	NOUN
ajst-30888	71	20	ratio	ratio	NOUN
ajst-30888	71	21	was	be	AUX
ajst-30888	71	22	set	set	VERB
ajst-30888	71	23	by	by	ADP
ajst-30888	71	24	the	the	DET
ajst-30888	71	25	train_test_split	train_test_split	PROPN
ajst-30888	71	26	(	(	PUNCT
ajst-30888	71	27	)	)	PUNCT
ajst-30888	71	28	function	function	NOUN
ajst-30888	71	29	of	of	ADP
ajst-30888	71	30	the	the	DET
ajst-30888	71	31	scikit	scikit	NOUN
ajst-30888	71	32	-	-	PUNCT
ajst-30888	71	33	learn	learn	NOUN
ajst-30888	71	34	toolkit	toolkit	NOUN
ajst-30888	71	35	,	,	PUNCT
ajst-30888	71	36	namely	namely	ADV
ajst-30888	71	37	398	398	NUM
ajst-30888	71	38	training	training	NOUN
ajst-30888	71	39	set	set	NOUN
ajst-30888	71	40	and	and	CCONJ
ajst-30888	71	41	143	143	DET
ajst-30888	71	42	test	test	NOUN
ajst-30888	71	43	set	set	NOUN
ajst-30888	71	44	,	,	PUNCT
ajst-30888	71	45	and	and	CCONJ
ajst-30888	71	46	fixed	fix	VERB
ajst-30888	71	47	random	random	ADJ
ajst-30888	71	48	seeds	seed	NOUN
ajst-30888	71	49	(	(	PUNCT
ajst-30888	71	50	random_state=42	random_state=42	NOUN
ajst-30888	71	51	)	)	PUNCT
ajst-30888	71	52	to	to	PART
ajst-30888	71	53	ensure	ensure	VERB
ajst-30888	71	54	experimental	experimental	ADJ
ajst-30888	71	55	recovery	recovery	NOUN
ajst-30888	71	56	.	.	PUNCT
ajst-30888	72	1	at	at	ADP
ajst-30888	72	2	present	present	ADJ
ajst-30888	72	3	,	,	PUNCT
ajst-30888	72	4	the	the	DET
ajst-30888	72	5	three	three	NUM
ajst-30888	72	6	classical	classical	ADJ
ajst-30888	72	7	regression	regression	NOUN
ajst-30888	72	8	models	model	NOUN
ajst-30888	72	9	applied	apply	VERB
ajst-30888	72	10	to	to	ADP
ajst-30888	72	11	building	build	VERB
ajst-30888	72	12	energy	energy	NOUN
ajst-30888	72	13	consumption	consumption	NOUN
ajst-30888	72	14	prediction	prediction	NOUN
ajst-30888	72	15	are	be	AUX
ajst-30888	72	16	:	:	PUNCT
ajst-30888	72	17	linear	linear	ADJ
ajst-30888	72	18	regression	regression	NOUN
ajst-30888	72	19	model	model	NOUN
ajst-30888	72	20	,	,	PUNCT
ajst-30888	72	21	fully	fully	ADV
ajst-30888	72	22	connected	connected	ADJ
ajst-30888	72	23	layer	layer	NOUN
ajst-30888	72	24	model	model	NOUN
ajst-30888	72	25	and	and	CCONJ
ajst-30888	72	26	xgb	xgb	PROPN
ajst-30888	72	27	model	model	NOUN
ajst-30888	72	28	(	(	PUNCT
ajst-30888	72	29	extreme	extreme	ADJ
ajst-30888	72	30	gradient	gradient	NOUN
ajst-30888	72	31	boosting	boosting	NOUN
ajst-30888	72	32	)	)	PUNCT
ajst-30888	72	33	.	.	PUNCT
ajst-30888	73	1	analysis	analysis	NOUN
ajst-30888	73	2	shows	show	VERB
ajst-30888	73	3	that	that	SCONJ
ajst-30888	73	4	the	the	DET
ajst-30888	73	5	mean	mean	ADJ
ajst-30888	73	6	square	square	ADJ
ajst-30888	73	7	error	error	NOUN
ajst-30888	73	8	of	of	ADP
ajst-30888	73	9	mse	mse	NOUN
ajst-30888	73	10	is	be	AUX
ajst-30888	73	11	37.2	37.2	NUM
ajst-30888	73	12	%	%	NOUN
ajst-30888	73	13	and	and	CCONJ
ajst-30888	73	14	24.8	24.8	NUM
ajst-30888	73	15	%	%	NOUN
ajst-30888	73	16	lower	low	ADJ
ajst-30888	73	17	than	than	ADP
ajst-30888	73	18	lr	lr	NOUN
ajst-30888	73	19	and	and	CCONJ
ajst-30888	73	20	fcn	fcn	PROPN
ajst-30888	73	21	,	,	PUNCT
ajst-30888	73	22	which	which	PRON
ajst-30888	73	23	verifies	verify	VERB
ajst-30888	73	24	the	the	DET
ajst-30888	73	25	superiority	superiority	NOUN
ajst-30888	73	26	of	of	ADP
ajst-30888	73	27	integrated	integrated	ADJ
ajst-30888	73	28	learning	learning	NOUN
ajst-30888	73	29	in	in	ADP
ajst-30888	73	30	the	the	DET
ajst-30888	73	31	complex	complex	ADJ
ajst-30888	73	32	energy	energy	NOUN
ajst-30888	73	33	consumption	consumption	NOUN
ajst-30888	73	34	relationship	relationship	NOUN
ajst-30888	73	35	model	model	NOUN
ajst-30888	73	36	.	.	PUNCT
ajst-30888	74	1	the	the	DET
ajst-30888	74	2	pre	pre	ADJ
ajst-30888	74	3	-	-	ADJ
ajst-30888	74	4	ranking	ranking	ADJ
ajst-30888	74	5	algorithm	algorithm	NOUN
ajst-30888	74	6	and	and	CCONJ
ajst-30888	74	7	the	the	DET
ajst-30888	74	8	weighted	weight	VERB
ajst-30888	74	9	quantile	quantile	ADJ
ajst-30888	74	10	sketch	sketch	NOUN
ajst-30888	74	11	technique	technique	NOUN
ajst-30888	74	12	adopted	adopt	VERB
ajst-30888	74	13	in	in	ADP
ajst-30888	74	14	the	the	DET
ajst-30888	74	15	model	model	NOUN
ajst-30888	74	16	training	training	NOUN
ajst-30888	74	17	process	process	NOUN
ajst-30888	74	18	effectively	effectively	ADV
ajst-30888	74	19	solve	solve	VERB
ajst-30888	74	20	the	the	DET
ajst-30888	74	21	bottleneck	bottleneck	NOUN
ajst-30888	74	22	problem	problem	NOUN
ajst-30888	74	23	of	of	ADP
ajst-30888	74	24	computational	computational	ADJ
ajst-30888	74	25	efficiency	efficiency	NOUN
ajst-30888	74	26	in	in	ADP
ajst-30888	74	27	the	the	DET
ajst-30888	74	28	high	high	ADV
ajst-30888	74	29	-	-	PUNCT
ajst-30888	74	30	dimensional	dimensional	ADJ
ajst-30888	74	31	feature	feature	NOUN
ajst-30888	74	32	space	space	NOUN
ajst-30888	74	33	.	.	PUNCT
ajst-30888	75	1	3.3.2	3.3.2	X
ajst-30888	75	2	.	.	X
ajst-30888	75	3	hyperparameter	hyperparameter	NOUN
ajst-30888	75	4	optimization	optimization	NOUN
ajst-30888	75	5	apply	apply	VERB
ajst-30888	75	6	randomizedsearchcv	randomizedsearchcv	NOUN
ajst-30888	75	7	to	to	PART
ajst-30888	75	8	tune	tune	VERB
ajst-30888	75	9	the	the	DET
ajst-30888	75	10	three	three	NUM
ajst-30888	75	11	hyperparameters	hyperparameter	NOUN
ajst-30888	75	12	of	of	ADP
ajst-30888	75	13	the	the	DET
ajst-30888	75	14	xgb	xgb	PROPN
ajst-30888	75	15	model	model	PROPN
ajst-30888	75	16	-	-	PUNCT
ajst-30888	75	17	max_depth	max_depth	NOUN
ajst-30888	75	18	,	,	PUNCT
ajst-30888	75	19	learning_rate	learning_rate	PROPN
ajst-30888	75	20	and	and	CCONJ
ajst-30888	75	21	n_estimators	n_estimator	NOUN
ajst-30888	75	22	.	.	PUNCT
ajst-30888	76	1	the	the	DET
ajst-30888	76	2	hyperparameter	hyperparameter	NOUN
ajst-30888	76	3	combination	combination	NOUN
ajst-30888	76	4	information	information	NOUN
ajst-30888	76	5	see	see	VERB
ajst-30888	76	6	table	table	NOUN
ajst-30888	76	7	2	2	NUM
ajst-30888	76	8	-	-	SYM
ajst-30888	76	9	4	4	NUM
ajst-30888	76	10	.	.	PUNCT
ajst-30888	77	1	a	a	DET
ajst-30888	77	2	total	total	NOUN
ajst-30888	77	3	of	of	ADP
ajst-30888	77	4	2400	2400	NUM
ajst-30888	77	5	hyperparameter	hyperparameter	NOUN
ajst-30888	77	6	combinations	combination	NOUN
ajst-30888	77	7	,	,	PUNCT
ajst-30888	77	8	set	set	VERB
ajst-30888	77	9	the	the	DET
ajst-30888	77	10	n	n	NOUN
ajst-30888	77	11	_	_	NOUN
ajst-30888	77	12	ter	ter	NOUN
ajst-30888	77	13	as	as	ADP
ajst-30888	77	14	1000	1000	NUM
ajst-30888	77	15	,	,	PUNCT
ajst-30888	77	16	so	so	CCONJ
ajst-30888	77	17	the	the	DET
ajst-30888	77	18	number	number	NOUN
ajst-30888	77	19	of	of	ADP
ajst-30888	77	20	random	random	ADJ
ajst-30888	77	21	searches	search	NOUN
ajst-30888	77	22	is	be	AUX
ajst-30888	77	23	1000	1000	NUM
ajst-30888	77	24	,	,	PUNCT
ajst-30888	77	25	optimizing	optimize	VERB
ajst-30888	77	26	the	the	DET
ajst-30888	77	27	xgb	xgb	PROPN
ajst-30888	77	28	model	model	NOUN
ajst-30888	77	29	with	with	ADP
ajst-30888	77	30	mse	mse	PROPN
ajst-30888	77	31	as	as	ADP
ajst-30888	77	32	the	the	DET
ajst-30888	77	33	evaluation	evaluation	NOUN
ajst-30888	77	34	coefficient	coefficient	NOUN
ajst-30888	77	35	.	.	PUNCT
ajst-30888	78	1	mse	mse	PROPN
ajst-30888	78	2	is	be	AUX
ajst-30888	78	3	the	the	DET
ajst-30888	78	4	most	most	ADV
ajst-30888	78	5	commonly	commonly	ADV
ajst-30888	78	6	used	use	VERB
ajst-30888	78	7	parameter	parameter	NOUN
ajst-30888	78	8	in	in	ADP
ajst-30888	78	9	machine	machine	NOUN
ajst-30888	78	10	learning	learn	VERB
ajst-30888	78	11	for	for	ADP
ajst-30888	78	12	evaluating	evaluate	VERB
ajst-30888	78	13	regression	regression	NOUN
ajst-30888	78	14	models	model	NOUN
ajst-30888	78	15	,	,	PUNCT
ajst-30888	78	16	and	and	CCONJ
ajst-30888	78	17	its	its	PRON
ajst-30888	78	18	expression	expression	NOUN
ajst-30888	78	19	is	be	AUX
ajst-30888	78	20	mse	mse	PROPN
ajst-30888	78	21	y	y	PROPN
ajst-30888	78	22	y	y	PROPN
ajst-30888	78	23	(	(	PUNCT
ajst-30888	78	24	2	2	NUM
ajst-30888	78	25	-	-	SYM
ajst-30888	78	26	1	1	NUM
ajst-30888	78	27	)	)	PUNCT
ajst-30888	78	28	y	y	PROPN
ajst-30888	78	29	and	and	CCONJ
ajst-30888	78	30	y	y	PROPN
ajst-30888	78	31	are	be	AUX
ajst-30888	78	32	the	the	DET
ajst-30888	78	33	predicted	predict	VERB
ajst-30888	78	34	and	and	CCONJ
ajst-30888	78	35	label	label	NOUN
ajst-30888	78	36	values	value	NOUN
ajst-30888	78	37	of	of	ADP
ajst-30888	78	38	the	the	DET
ajst-30888	78	39	model	model	NOUN
ajst-30888	78	40	.	.	PUNCT
ajst-30888	79	1	table	table	NOUN
ajst-30888	79	2	2	2	NUM
ajst-30888	79	3	-	-	SYM
ajst-30888	79	4	4	4	NUM
ajst-30888	79	5	.	.	PUNCT
ajst-30888	79	6	information	information	NOUN
ajst-30888	79	7	on	on	ADP
ajst-30888	79	8	the	the	DET
ajst-30888	79	9	hyperparameter	hyperparameter	NOUN
ajst-30888	79	10	combinations	combination	NOUN
ajst-30888	79	11	of	of	ADP
ajst-30888	79	12	the	the	DET
ajst-30888	79	13	xgb	xgb	PROPN
ajst-30888	79	14	model	model	NOUN
ajst-30888	79	15	the	the	DET
ajst-30888	79	16	hyperparameter	hyperparameter	NOUN
ajst-30888	79	17	combination	combination	NOUN
ajst-30888	79	18	optimization	optimization	NOUN
ajst-30888	79	19	program	program	NOUN
ajst-30888	79	20	of	of	ADP
ajst-30888	79	21	xgb	xgb	PROPN
ajst-30888	79	22	model	model	NOUN
ajst-30888	79	23	runs	run	VERB
ajst-30888	79	24	279s	279s	PROPN
ajst-30888	79	25	,	,	PUNCT
ajst-30888	79	26	shown	show	VERB
ajst-30888	79	27	in	in	ADP
ajst-30888	79	28	table	table	NOUN
ajst-30888	79	29	2	2	NUM
ajst-30888	79	30	-	-	SYM
ajst-30888	79	31	5	5	NUM
ajst-30888	79	32	.	.	PUNCT
ajst-30888	79	33	table	table	NOUN
ajst-30888	79	34	2	2	NUM
ajst-30888	79	35	-	-	SYM
ajst-30888	79	36	5	5	NUM
ajst-30888	79	37	.	.	PUNCT
ajst-30888	79	38	results	result	NOUN
ajst-30888	79	39	of	of	ADP
ajst-30888	79	40	the	the	DET
ajst-30888	79	41	hyperparameter	hyperparameter	NOUN
ajst-30888	79	42	combination	combination	NOUN
ajst-30888	79	43	optimization	optimization	NOUN
ajst-30888	79	44	for	for	ADP
ajst-30888	79	45	the	the	DET
ajst-30888	79	46	xgb	xgb	PROPN
ajst-30888	79	47	model	model	PROPN
ajst-30888	79	48	3.3.3	3.3.3	PROPN
ajst-30888	79	49	.	.	PUNCT
ajst-30888	80	1	algorithmic	algorithmic	ADJ
ajst-30888	80	2	evaluation	evaluation	NOUN
ajst-30888	80	3	prediction	prediction	NOUN
ajst-30888	80	4	the	the	DET
ajst-30888	80	5	optimized	optimize	VERB
ajst-30888	80	6	xgboost	xgboost	PROPN
ajst-30888	80	7	model	model	NOUN
ajst-30888	80	8	based	base	VERB
ajst-30888	80	9	on	on	ADP
ajst-30888	80	10	hyperparameters	hyperparameter	NOUN
ajst-30888	80	11	shows	show	VERB
ajst-30888	80	12	that	that	SCONJ
ajst-30888	80	13	the	the	DET
ajst-30888	80	14	mean	mean	ADJ
ajst-30888	80	15	square	square	ADJ
ajst-30888	80	16	error	error	NOUN
ajst-30888	80	17	(	(	PUNCT
ajst-30888	80	18	mse	mse	NOUN
ajst-30888	80	19	=	=	SYM
ajst-30888	80	20	11.34	11.34	NUM
ajst-30888	80	21	)	)	PUNCT
ajst-30888	80	22	of	of	ADP
ajst-30888	80	23	xgb	xgb	PROPN
ajst-30888	80	24	model	model	NOUN
ajst-30888	80	25	is	be	AUX
ajst-30888	80	26	significantly	significantly	ADV
ajst-30888	80	27	lower	low	ADJ
ajst-30888	80	28	than	than	ADP
ajst-30888	80	29	that	that	PRON
ajst-30888	80	30	of	of	ADP
ajst-30888	80	31	the	the	DET
ajst-30888	80	32	fully	fully	ADV
ajst-30888	80	33	connected	connected	ADJ
ajst-30888	80	34	network	network	NOUN
ajst-30888	80	35	(	(	PUNCT
ajst-30888	80	36	mse	mse	NOUN
ajst-30888	80	37	=	=	SYM
ajst-30888	80	38	41.67	41.67	NUM
ajst-30888	80	39	)	)	PUNCT
ajst-30888	80	40	;	;	PUNCT
ajst-30888	80	41	in	in	ADP
ajst-30888	80	42	the	the	DET
ajst-30888	80	43	non	non	ADJ
ajst-30888	80	44	-	-	ADJ
ajst-30888	80	45	residential	residential	ADJ
ajst-30888	80	46	building	building	NOUN
ajst-30888	80	47	scenario	scenario	NOUN
ajst-30888	80	48	,	,	PUNCT
ajst-30888	80	49	the	the	DET
ajst-30888	80	50	linear	linear	ADJ
ajst-30888	80	51	regression	regression	NOUN
ajst-30888	80	52	model	model	NOUN
ajst-30888	80	53	shows	show	VERB
ajst-30888	80	54	the	the	DET
ajst-30888	80	55	optimal	optimal	ADJ
ajst-30888	80	56	prediction	prediction	NOUN
ajst-30888	80	57	accuracy	accuracy	NOUN
ajst-30888	80	58	(	(	PUNCT
ajst-30888	80	59	mse	mse	NOUN
ajst-30888	80	60	=	=	SYM
ajst-30888	80	61	9.20	9.20	NUM
ajst-30888	80	62	)	)	PUNCT
ajst-30888	80	63	,	,	PUNCT
ajst-30888	80	64	which	which	PRON
ajst-30888	80	65	reduces	reduce	VERB
ajst-30888	80	66	the	the	DET
ajst-30888	80	67	error	error	NOUN
ajst-30888	80	68	by	by	ADP
ajst-30888	80	69	74.5	74.5	NUM
ajst-30888	80	70	%	%	NOUN
ajst-30888	80	71	compared	compare	VERB
ajst-30888	80	72	with	with	ADP
ajst-30888	80	73	the	the	DET
ajst-30888	80	74	fully	fully	ADV
ajst-30888	80	75	connected	connected	ADJ
ajst-30888	80	76	network	network	NOUN
ajst-30888	80	77	.	.	PUNCT
ajst-30888	81	1	in	in	ADP
ajst-30888	81	2	the	the	DET
ajst-30888	81	3	heating	heating	NOUN
ajst-30888	81	4	load	load	NOUN
ajst-30888	81	5	prediction	prediction	NOUN
ajst-30888	81	6	,	,	PUNCT
ajst-30888	81	7	the	the	DET
ajst-30888	81	8	xgb	xgb	PROPN
ajst-30888	81	9	model	model	NOUN
ajst-30888	81	10	for	for	ADP
ajst-30888	81	11	residential	residential	ADJ
ajst-30888	81	12	building	building	NOUN
ajst-30888	81	13	prediction	prediction	NOUN
ajst-30888	81	14	error	error	NOUN
ajst-30888	81	15	(	(	PUNCT
ajst-30888	81	16	mse	mse	NOUN
ajst-30888	81	17	=	=	SYM
ajst-30888	81	18	9.16	9.16	NUM
ajst-30888	81	19	)	)	PUNCT
ajst-30888	81	20	decreased	decrease	VERB
ajst-30888	81	21	by	by	ADP
ajst-30888	81	22	75.0	75.0	NUM
ajst-30888	81	23	%	%	NOUN
ajst-30888	81	24	compared	compare	VERB
ajst-30888	81	25	with	with	ADP
ajst-30888	81	26	the	the	DET
ajst-30888	81	27	fully	fully	ADV
ajst-30888	81	28	connected	connected	ADJ
ajst-30888	81	29	network	network	NOUN
ajst-30888	81	30	,	,	PUNCT
ajst-30888	81	31	and	and	CCONJ
ajst-30888	81	32	the	the	DET
ajst-30888	81	33	linear	linear	ADJ
ajst-30888	81	34	regression	regression	NOUN
ajst-30888	81	35	model	model	NOUN
ajst-30888	81	36	still	still	ADV
ajst-30888	81	37	maintained	maintain	VERB
ajst-30888	81	38	advantages	advantage	NOUN
ajst-30888	81	39	in	in	ADP
ajst-30888	81	40	the	the	DET
ajst-30888	81	41	nonresidential	nonresidential	ADJ
ajst-30888	81	42	building	building	NOUN
ajst-30888	81	43	scenario	scenario	NOUN
ajst-30888	81	44	.	.	PUNCT
ajst-30888	82	1	the	the	DET
ajst-30888	82	2	prediction	prediction	NOUN
ajst-30888	82	3	curve	curve	NOUN
ajst-30888	82	4	of	of	ADP
ajst-30888	82	5	xgb	xgb	PROPN
ajst-30888	82	6	and	and	CCONJ
ajst-30888	82	7	linear	linear	PROPN
ajst-30888	82	8	regression	regression	NOUN
ajst-30888	82	9	model	model	NOUN
ajst-30888	82	10	is	be	AUX
ajst-30888	82	11	highly	highly	ADV
ajst-30888	82	12	synchronous	synchronous	ADJ
ajst-30888	82	13	with	with	ADP
ajst-30888	82	14	the	the	DET
ajst-30888	82	15	actual	actual	ADJ
ajst-30888	82	16	load	load	NOUN
ajst-30888	82	17	trend	trend	NOUN
ajst-30888	82	18	,	,	PUNCT
ajst-30888	82	19	while	while	SCONJ
ajst-30888	82	20	the	the	DET
ajst-30888	82	21	fully	fully	ADV
ajst-30888	82	22	connected	connected	ADJ
ajst-30888	82	23	network	network	NOUN
ajst-30888	82	24	has	have	AUX
ajst-30888	82	25	limited	limit	VERB
ajst-30888	82	26	nonlinear	nonlinear	ADJ
ajst-30888	82	27	mapping	mapping	NOUN
ajst-30888	82	28	ability	ability	NOUN
ajst-30888	82	29	due	due	ADP
ajst-30888	82	30	to	to	ADP
ajst-30888	82	31	the	the	DET
ajst-30888	82	32	gradient	gradient	ADJ
ajst-30888	82	33	disappearance	disappearance	NOUN
ajst-30888	82	34	problem	problem	NOUN
ajst-30888	82	35	,	,	PUNCT
ajst-30888	82	36	and	and	CCONJ
ajst-30888	82	37	has	have	VERB
ajst-30888	82	38	a	a	DET
ajst-30888	82	39	systematic	systematic	ADJ
ajst-30888	82	40	prediction	prediction	NOUN
ajst-30888	82	41	deviation	deviation	NOUN
ajst-30888	82	42	(	(	PUNCT
ajst-30888	82	43	deviation	deviation	NOUN
ajst-30888	82	44	rate&gt	rate&gt	NOUN
ajst-30888	82	45	;	;	PUNCT
ajst-30888	82	46	30	30	NUM
ajst-30888	82	47	%	%	NOUN
ajst-30888	82	48	)	)	PUNCT
ajst-30888	82	49	.	.	PUNCT
ajst-30888	83	1	the	the	DET
ajst-30888	83	2	comprehensive	comprehensive	ADJ
ajst-30888	83	3	evaluation	evaluation	NOUN
ajst-30888	83	4	results	result	NOUN
ajst-30888	83	5	confirm	confirm	VERB
ajst-30888	83	6	that	that	SCONJ
ajst-30888	83	7	the	the	DET
ajst-30888	83	8	xgboost	xgboost	PROPN
ajst-30888	83	9	algorithm	algorithm	PROPN
ajst-30888	83	10	has	have	VERB
ajst-30888	83	11	a	a	DET
ajst-30888	83	12	significant	significant	ADJ
ajst-30888	83	13	engineering	engineering	NOUN
ajst-30888	83	14	application	application	NOUN
ajst-30888	83	15	value	value	NOUN
ajst-30888	83	16	in	in	ADP
ajst-30888	83	17	the	the	DET
ajst-30888	83	18	field	field	NOUN
ajst-30888	83	19	of	of	ADP
ajst-30888	83	20	building	building	NOUN
ajst-30888	83	21	load	load	NOUN
ajst-30888	83	22	prediction	prediction	NOUN
ajst-30888	83	23	.	.	PUNCT
ajst-30888	84	1	4	4	X
ajst-30888	84	2	.	.	X
ajst-30888	84	3	building	build	VERB
ajst-30888	84	4	energy	energy	NOUN
ajst-30888	84	5	consumption	consumption	NOUN
ajst-30888	84	6	based	base	VERB
ajst-30888	84	7	on	on	ADP
ajst-30888	84	8	cluster	cluster	NOUN
ajst-30888	84	9	analysis	analysis	NOUN
ajst-30888	84	10	algorithm	algorithm	NOUN
ajst-30888	84	11	4.1	4.1	NUM
ajst-30888	84	12	.	.	PUNCT
ajst-30888	85	1	model	model	NOUN
ajst-30888	85	2	building	build	VERB
ajst-30888	85	3	this	this	DET
ajst-30888	85	4	paper	paper	NOUN
ajst-30888	85	5	discusses	discuss	VERB
ajst-30888	85	6	the	the	DET
ajst-30888	85	7	clustering	cluster	VERB
ajst-30888	85	8	technology	technology	NOUN
ajst-30888	85	9	in	in	ADP
ajst-30888	85	10	machine	machine	NOUN
ajst-30888	85	11	learning	learning	NOUN
ajst-30888	85	12	and	and	CCONJ
ajst-30888	85	13	its	its	PRON
ajst-30888	85	14	application	application	NOUN
ajst-30888	85	15	in	in	ADP
ajst-30888	85	16	the	the	DET
ajst-30888	85	17	field	field	NOUN
ajst-30888	85	18	of	of	ADP
ajst-30888	85	19	energy	energy	NOUN
ajst-30888	85	20	consumption	consumption	NOUN
ajst-30888	85	21	.	.	PUNCT
ajst-30888	86	1	by	by	ADP
ajst-30888	86	2	identifying	identify	VERB
ajst-30888	86	3	the	the	DET
ajst-30888	86	4	intrinsic	intrinsic	ADJ
ajst-30888	86	5	similarity	similarity	NOUN
ajst-30888	86	6	characteristics	characteristic	NOUN
ajst-30888	86	7	of	of	ADP
ajst-30888	86	8	entities	entity	NOUN
ajst-30888	86	9	or	or	CCONJ
ajst-30888	86	10	abstract	abstract	ADJ
ajst-30888	86	11	object	object	NOUN
ajst-30888	86	12	sets	set	NOUN
ajst-30888	86	13	,	,	PUNCT
ajst-30888	86	14	the	the	DET
ajst-30888	86	15	clustering	clustering	ADJ
ajst-30888	86	16	algorithm	algorithm	NOUN
ajst-30888	86	17	divides	divide	VERB
ajst-30888	86	18	them	they	PRON
ajst-30888	86	19	into	into	ADP
ajst-30888	86	20	subset	subset	ADJ
ajst-30888	86	21	clusters	cluster	NOUN
ajst-30888	86	22	with	with	ADP
ajst-30888	86	23	homogeneous	homogeneous	ADJ
ajst-30888	86	24	properties	property	NOUN
ajst-30888	86	25	,	,	PUNCT
ajst-30888	86	26	so	so	SCONJ
ajst-30888	86	27	as	as	SCONJ
ajst-30888	86	28	to	to	PART
ajst-30888	86	29	realize	realize	VERB
ajst-30888	86	30	the	the	DET
ajst-30888	86	31	pattern	pattern	NOUN
ajst-30888	86	32	recognition	recognition	NOUN
ajst-30888	86	33	and	and	CCONJ
ajst-30888	86	34	feature	feature	NOUN
ajst-30888	86	35	extraction	extraction	NOUN
ajst-30888	86	36	of	of	ADP
ajst-30888	86	37	data	datum	NOUN
ajst-30888	86	38	structure	structure	NOUN
ajst-30888	86	39	.	.	PUNCT
ajst-30888	87	1	in	in	ADP
ajst-30888	87	2	the	the	DET
ajst-30888	87	3	field	field	NOUN
ajst-30888	87	4	of	of	ADP
ajst-30888	87	5	energy	energy	NOUN
ajst-30888	87	6	management	management	NOUN
ajst-30888	87	7	research	research	NOUN
ajst-30888	87	8	,	,	PUNCT
ajst-30888	87	9	the	the	DET
ajst-30888	87	10	technology	technology	NOUN
ajst-30888	87	11	has	have	AUX
ajst-30888	87	12	been	be	AUX
ajst-30888	87	13	successfully	successfully	ADV
ajst-30888	87	14	used	use	VERB
ajst-30888	87	15	in	in	ADP
ajst-30888	87	16	residential	residential	ADJ
ajst-30888	87	17	energy	energy	NOUN
ajst-30888	87	18	consumption	consumption	NOUN
ajst-30888	87	19	pattern	pattern	NOUN
ajst-30888	87	20	classification	classification	NOUN
ajst-30888	87	21	identification	identification	NOUN
ajst-30888	87	22	,	,	PUNCT
ajst-30888	87	23	photovoltaic	photovoltaic	NOUN
ajst-30888	87	24	power	power	NOUN
ajst-30888	87	25	generation	generation	NOUN
ajst-30888	87	26	efficiency	efficiency	NOUN
ajst-30888	87	27	assessment	assessment	NOUN
ajst-30888	87	28	and	and	CCONJ
ajst-30888	87	29	power	power	NOUN
ajst-30888	87	30	load	load	NOUN
ajst-30888	87	31	space	space	NOUN
ajst-30888	87	32	-	-	PUNCT
ajst-30888	87	33	time	time	NOUN
ajst-30888	87	34	heterogeneity	heterogeneity	NOUN
ajst-30888	87	35	analysis	analysis	NOUN
ajst-30888	87	36	of	of	ADP
ajst-30888	87	37	multiple	multiple	ADJ
ajst-30888	87	38	dimensions	dimension	NOUN
ajst-30888	87	39	,	,	PUNCT
ajst-30888	87	40	the	the	DET
ajst-30888	87	41	results	result	NOUN
ajst-30888	87	42	show	show	VERB
ajst-30888	87	43	that	that	SCONJ
ajst-30888	87	44	such	such	ADJ
ajst-30888	87	45	methods	method	NOUN
ajst-30888	87	46	in	in	ADP
ajst-30888	87	47	72	72	NUM
ajst-30888	87	48	solving	solve	VERB
ajst-30888	87	49	high	high	ADJ
ajst-30888	87	50	dimensional	dimensional	ADJ
ajst-30888	87	51	data	datum	NOUN
ajst-30888	87	52	classification	classification	NOUN
ajst-30888	87	53	,	,	PUNCT
ajst-30888	87	54	similarity	similarity	NOUN
ajst-30888	87	55	measurement	measurement	NOUN
ajst-30888	87	56	and	and	CCONJ
ajst-30888	87	57	distribution	distribution	NOUN
ajst-30888	87	58	characteristics	characteristic	NOUN
ajst-30888	87	59	of	of	ADP
ajst-30888	87	60	complex	complex	ADJ
ajst-30888	87	61	problems	problem	NOUN
ajst-30888	87	62	such	such	ADJ
ajst-30888	87	63	as	as	ADP
ajst-30888	87	64	show	show	VERB
ajst-30888	87	65	significant	significant	ADJ
ajst-30888	87	66	technical	technical	ADJ
ajst-30888	87	67	advantages	advantage	NOUN
ajst-30888	87	68	.	.	PUNCT
ajst-30888	88	1	at	at	ADP
ajst-30888	88	2	present	present	ADJ
ajst-30888	88	3	,	,	PUNCT
ajst-30888	88	4	a	a	DET
ajst-30888	88	5	variety	variety	NOUN
ajst-30888	88	6	of	of	ADP
ajst-30888	88	7	algorithm	algorithm	NOUN
ajst-30888	88	8	systems	system	NOUN
ajst-30888	88	9	have	have	AUX
ajst-30888	88	10	been	be	AUX
ajst-30888	88	11	developed	develop	VERB
ajst-30888	88	12	for	for	ADP
ajst-30888	88	13	cluster	cluster	NOUN
ajst-30888	88	14	analysis	analysis	NOUN
ajst-30888	88	15	,	,	PUNCT
ajst-30888	88	16	including	include	VERB
ajst-30888	88	17	:	:	PUNCT
ajst-30888	88	18	(	(	PUNCT
ajst-30888	88	19	1	1	X
ajst-30888	88	20	)	)	PUNCT
ajst-30888	88	21	k	k	ADJ
ajst-30888	88	22	-	-	PUNCT
ajst-30888	88	23	means	means	NOUN
ajst-30888	88	24	algorithm	algorithm	NOUN
ajst-30888	88	25	based	base	VERB
ajst-30888	88	26	on	on	ADP
ajst-30888	88	27	centroid	centroid	PROPN
ajst-30888	88	28	iteration	iteration	NOUN
ajst-30888	88	29	;	;	PUNCT
ajst-30888	88	30	(	(	PUNCT
ajst-30888	88	31	2	2	X
ajst-30888	88	32	)	)	PUNCT
ajst-30888	88	33	spectral	spectral	ADJ
ajst-30888	88	34	clustering	clustering	NOUN
ajst-30888	88	35	(	(	PUNCT
ajst-30888	88	36	spectral	spectral	ADJ
ajst-30888	88	37	clustering	clustering	NOUN
ajst-30888	88	38	)	)	PUNCT
ajst-30888	88	39	based	base	VERB
ajst-30888	88	40	on	on	ADP
ajst-30888	88	41	graph	graph	NOUN
ajst-30888	88	42	theory	theory	NOUN
ajst-30888	88	43	model	model	NOUN
ajst-30888	88	44	;	;	PUNCT
ajst-30888	88	45	(	(	PUNCT
ajst-30888	88	46	3	3	X
ajst-30888	88	47	)	)	PUNCT
ajst-30888	88	48	fuzzy	fuzzy	NOUN
ajst-30888	88	49	c	c	AUX
ajst-30888	88	50	mean	mean	VERB
ajst-30888	88	51	clustering	cluster	VERB
ajst-30888	88	52	(	(	PUNCT
ajst-30888	88	53	fcm	fcm	PROPN
ajst-30888	88	54	)	)	PUNCT
ajst-30888	88	55	;	;	PUNCT
ajst-30888	88	56	(	(	PUNCT
ajst-30888	88	57	4	4	X
ajst-30888	88	58	)	)	PUNCT
ajst-30888	88	59	dbscan	dbscan	NOUN
ajst-30888	88	60	and	and	CCONJ
ajst-30888	88	61	optics	optic	NOUN
ajst-30888	88	62	algorithm	algorithm	NOUN
ajst-30888	88	63	based	base	VERB
ajst-30888	88	64	on	on	ADP
ajst-30888	88	65	density	density	NOUN
ajst-30888	88	66	features	feature	NOUN
ajst-30888	88	67	;	;	PUNCT
ajst-30888	88	68	and	and	CCONJ
ajst-30888	88	69	(	(	PUNCT
ajst-30888	88	70	5	5	X
ajst-30888	88	71	)	)	PUNCT
ajst-30888	88	72	gaussian	gaussian	ADJ
ajst-30888	88	73	mixed	mixed	ADJ
ajst-30888	88	74	clustering	clustering	NOUN
ajst-30888	88	75	(	(	PUNCT
ajst-30888	88	76	gaussian	gaussian	ADJ
ajst-30888	88	77	mixture	mixture	NOUN
ajst-30888	88	78	)	)	PUNCT
ajst-30888	88	79	under	under	ADP
ajst-30888	88	80	probability	probability	NOUN
ajst-30888	88	81	distribution	distribution	NOUN
ajst-30888	88	82	model	model	NOUN
ajst-30888	88	83	.	.	PUNCT
ajst-30888	89	1	in	in	ADP
ajst-30888	89	2	view	view	NOUN
ajst-30888	89	3	of	of	ADP
ajst-30888	89	4	the	the	DET
ajst-30888	89	5	above	above	ADJ
ajst-30888	89	6	technical	technical	ADJ
ajst-30888	89	7	characteristics	characteristic	NOUN
ajst-30888	89	8	,	,	PUNCT
ajst-30888	89	9	this	this	DET
ajst-30888	89	10	research	research	NOUN
ajst-30888	89	11	will	will	AUX
ajst-30888	89	12	build	build	VERB
ajst-30888	89	13	an	an	DET
ajst-30888	89	14	evaluation	evaluation	NOUN
ajst-30888	89	15	system	system	NOUN
ajst-30888	89	16	including	include	VERB
ajst-30888	89	17	contour	contour	NOUN
ajst-30888	89	18	coefficient	coefficient	NOUN
ajst-30888	89	19	,	,	PUNCT
ajst-30888	89	20	calinski	calinski	NOUN
ajst-30888	89	21	-	-	PUNCT
ajst-30888	89	22	harabasz	harabasz	NOUN
ajst-30888	89	23	index	index	NOUN
ajst-30888	89	24	and	and	CCONJ
ajst-30888	89	25	other	other	ADJ
ajst-30888	89	26	quantitative	quantitative	ADJ
ajst-30888	89	27	indicators	indicator	NOUN
ajst-30888	89	28	through	through	ADP
ajst-30888	89	29	a	a	DET
ajst-30888	89	30	systematic	systematic	ADJ
ajst-30888	89	31	algorithm	algorithm	NOUN
ajst-30888	89	32	evaluation	evaluation	NOUN
ajst-30888	89	33	framework	framework	NOUN
ajst-30888	89	34	,	,	PUNCT
ajst-30888	89	35	so	so	SCONJ
ajst-30888	89	36	as	as	SCONJ
ajst-30888	89	37	to	to	PART
ajst-30888	89	38	select	select	VERB
ajst-30888	89	39	the	the	DET
ajst-30888	89	40	optimal	optimal	ADJ
ajst-30888	89	41	modeling	modeling	NOUN
ajst-30888	89	42	scheme	scheme	NOUN
ajst-30888	89	43	for	for	ADP
ajst-30888	89	44	the	the	DET
ajst-30888	89	45	climate	climate	NOUN
ajst-30888	89	46	-	-	PUNCT
ajst-30888	89	47	energy	energy	NOUN
ajst-30888	89	48	consumption	consumption	NOUN
ajst-30888	89	49	multivariate	multivariate	NOUN
ajst-30888	89	50	data	datum	NOUN
ajst-30888	89	51	set	set	VERB
ajst-30888	89	52	.	.	PUNCT
ajst-30888	90	1	the	the	DET
ajst-30888	90	2	cluster	cluster	NOUN
ajst-30888	90	3	analysis	analysis	NOUN
ajst-30888	90	4	performed	perform	VERB
ajst-30888	90	5	in	in	ADP
ajst-30888	90	6	this	this	DET
ajst-30888	90	7	study	study	NOUN
ajst-30888	90	8	follows	follow	VERB
ajst-30888	90	9	the	the	DET
ajst-30888	90	10	following	follow	VERB
ajst-30888	90	11	technical	technical	ADJ
ajst-30888	90	12	route	route	NOUN
ajst-30888	90	13	:	:	PUNCT
ajst-30888	90	14	(	(	PUNCT
ajst-30888	90	15	1	1	X
ajst-30888	90	16	)	)	PUNCT
ajst-30888	90	17	algorithm	algorithm	NOUN
ajst-30888	90	18	optimization	optimization	NOUN
ajst-30888	90	19	stage	stage	NOUN
ajst-30888	90	20	:	:	PUNCT
ajst-30888	90	21	the	the	DET
ajst-30888	90	22	climate	climate	NOUN
ajst-30888	90	23	feature	feature	NOUN
ajst-30888	90	24	data	datum	NOUN
ajst-30888	90	25	set	set	VERB
ajst-30888	90	26	is	be	AUX
ajst-30888	90	27	imported	import	VERB
ajst-30888	90	28	into	into	ADP
ajst-30888	90	29	the	the	DET
ajst-30888	90	30	multi	multi	ADJ
ajst-30888	90	31	-	-	ADJ
ajst-30888	90	32	algorithm	algorithm	ADJ
ajst-30888	90	33	comparison	comparison	NOUN
ajst-30888	90	34	calculation	calculation	NOUN
ajst-30888	90	35	framework	framework	NOUN
ajst-30888	90	36	to	to	PART
ajst-30888	90	37	build	build	VERB
ajst-30888	90	38	a	a	DET
ajst-30888	90	39	discrete	discrete	ADJ
ajst-30888	90	40	parameter	parameter	NOUN
ajst-30888	90	41	space	space	NOUN
ajst-30888	90	42	of	of	ADP
ajst-30888	90	43	the	the	DET
ajst-30888	90	44	cluster	cluster	NOUN
ajst-30888	90	45	number	number	NOUN
ajst-30888	90	46	.	.	PUNCT
ajst-30888	91	1	the	the	DET
ajst-30888	91	2	performance	performance	NOUN
ajst-30888	91	3	of	of	ADP
ajst-30888	91	4	each	each	DET
ajst-30888	91	5	algorithm	algorithm	NOUN
ajst-30888	91	6	at	at	ADP
ajst-30888	91	7	different	different	ADJ
ajst-30888	91	8	cluster	cluster	NOUN
ajst-30888	91	9	sizes	size	NOUN
ajst-30888	91	10	was	be	AUX
ajst-30888	91	11	systematically	systematically	ADV
ajst-30888	91	12	evaluated	evaluate	VERB
ajst-30888	91	13	,	,	PUNCT
ajst-30888	91	14	focusing	focus	VERB
ajst-30888	91	15	on	on	ADP
ajst-30888	91	16	the	the	DET
ajst-30888	91	17	dual	dual	ADJ
ajst-30888	91	18	indexes	index	NOUN
ajst-30888	91	19	of	of	ADP
ajst-30888	91	20	contour	contour	NOUN
ajst-30888	91	21	coefficient	coefficient	NOUN
ajst-30888	91	22	(	(	PUNCT
ajst-30888	91	23	3	3	NUM
ajst-30888	91	24	-	-	SYM
ajst-30888	91	25	1	1	NUM
ajst-30888	91	26	)	)	PUNCT
ajst-30888	91	27	and	and	CCONJ
ajst-30888	91	28	calinskiharabas	calinskiharabas	ADJ
ajst-30888	91	29	index	index	NOUN
ajst-30888	91	30	(	(	PUNCT
ajst-30888	91	31	3	3	NUM
ajst-30888	91	32	-	-	SYM
ajst-30888	91	33	3	3	NUM
ajst-30888	91	34	)	)	PUNCT
ajst-30888	91	35	.	.	PUNCT
ajst-30888	92	1	the	the	DET
ajst-30888	92	2	two	two	NUM
ajst-30888	92	3	numerical	numerical	ADJ
ajst-30888	92	4	growth	growth	NOUN
ajst-30888	92	5	is	be	AUX
ajst-30888	92	6	positively	positively	ADV
ajst-30888	92	7	correlated	correlate	VERB
ajst-30888	92	8	with	with	ADP
ajst-30888	92	9	the	the	DET
ajst-30888	92	10	efficiency	efficiency	NOUN
ajst-30888	92	11	of	of	ADP
ajst-30888	92	12	the	the	DET
ajst-30888	92	13	algorithm	algorithm	NOUN
ajst-30888	92	14	,	,	PUNCT
ajst-30888	92	15	and	and	CCONJ
ajst-30888	92	16	the	the	DET
ajst-30888	92	17	optimal	optimal	ADJ
ajst-30888	92	18	modeling	modeling	NOUN
ajst-30888	92	19	algorithm	algorithm	NOUN
ajst-30888	92	20	is	be	AUX
ajst-30888	92	21	selected	select	VERB
ajst-30888	92	22	accordingly	accordingly	ADV
ajst-30888	92	23	.	.	PUNCT
ajst-30888	93	1	s	s	VERB
ajst-30888	93	2	，	，	ADJ
ajst-30888	93	3	(	(	PUNCT
ajst-30888	93	4	3	3	NUM
ajst-30888	93	5	-	-	SYM
ajst-30888	93	6	1	1	NUM
ajst-30888	93	7	)	)	PUNCT
ajst-30888	93	8	l	l	NOUN
ajst-30888	93	9	∑	∑	PUNCT
ajst-30888	93	10	∑	∑	PUNCT
ajst-30888	93	11	(	(	PUNCT
ajst-30888	93	12	3	3	NUM
ajst-30888	93	13	-	-	SYM
ajst-30888	93	14	2	2	NUM
ajst-30888	93	15	)	)	PUNCT
ajst-30888	93	16	s	s	PART
ajst-30888	94	1	k	k	X
ajst-30888	94	2	(	(	PUNCT
ajst-30888	94	3	3	3	NUM
ajst-30888	94	4	-	-	SYM
ajst-30888	94	5	3	3	NUM
ajst-30888	94	6	)	)	PUNCT
ajst-30888	94	7	(	(	PUNCT
ajst-30888	94	8	2	2	X
ajst-30888	94	9	)	)	PUNCT
ajst-30888	94	10	parameter	parameter	NOUN
ajst-30888	94	11	optimization	optimization	NOUN
ajst-30888	94	12	stage	stage	NOUN
ajst-30888	94	13	:	:	PUNCT
ajst-30888	94	14	use	use	VERB
ajst-30888	94	15	the	the	DET
ajst-30888	94	16	elbow	elbow	NOUN
ajst-30888	94	17	rule	rule	NOUN
ajst-30888	94	18	(	(	PUNCT
ajst-30888	94	19	elbow	elbow	NOUN
ajst-30888	94	20	method	method	NOUN
ajst-30888	94	21	)	)	PUNCT
ajst-30888	94	22	and	and	CCONJ
ajst-30888	94	23	contour	contour	NOUN
ajst-30888	94	24	analysis	analysis	NOUN
ajst-30888	94	25	method	method	NOUN
ajst-30888	94	26	to	to	PART
ajst-30888	94	27	determine	determine	VERB
ajst-30888	94	28	the	the	DET
ajst-30888	94	29	optimal	optimal	ADJ
ajst-30888	94	30	cluster	cluster	NOUN
ajst-30888	94	31	number	number	NOUN
ajst-30888	94	32	.	.	PUNCT
ajst-30888	95	1	by	by	ADP
ajst-30888	95	2	constructing	construct	VERB
ajst-30888	95	3	the	the	DET
ajst-30888	95	4	decay	decay	NOUN
ajst-30888	95	5	curve	curve	NOUN
ajst-30888	95	6	of	of	ADP
ajst-30888	95	7	the	the	DET
ajst-30888	95	8	sum	sum	NOUN
ajst-30888	95	9	of	of	ADP
ajst-30888	95	10	error	error	NOUN
ajst-30888	95	11	sse	sse	NOUN
ajst-30888	95	12	(	(	PUNCT
ajst-30888	95	13	3	3	NUM
ajst-30888	95	14	-	-	SYM
ajst-30888	95	15	4	4	NUM
ajst-30888	95	16	)	)	PUNCT
ajst-30888	95	17	with	with	ADP
ajst-30888	95	18	the	the	DET
ajst-30888	95	19	k	k	PROPN
ajst-30888	95	20	value	value	NOUN
ajst-30888	95	21	,	,	PUNCT
ajst-30888	95	22	identify	identify	VERB
ajst-30888	95	23	the	the	DET
ajst-30888	95	24	inflection	inflection	NOUN
ajst-30888	95	25	point	point	NOUN
ajst-30888	95	26	of	of	ADP
ajst-30888	95	27	the	the	DET
ajst-30888	95	28	sse	sse	NOUN
ajst-30888	95	29	decline	decline	NOUN
ajst-30888	95	30	rate	rate	NOUN
ajst-30888	95	31	—	—	PUNCT
ajst-30888	95	32	—	—	PUNCT
ajst-30888	95	33	when	when	SCONJ
ajst-30888	95	34	k	k	PROPN
ajst-30888	95	35	approaches	approach	VERB
ajst-30888	95	36	the	the	DET
ajst-30888	95	37	true	true	ADJ
ajst-30888	95	38	cluster	cluster	NOUN
ajst-30888	95	39	number	number	NOUN
ajst-30888	95	40	,	,	PUNCT
ajst-30888	95	41	the	the	DET
ajst-30888	95	42	curvature	curvature	NOUN
ajst-30888	95	43	of	of	ADP
ajst-30888	95	44	the	the	DET
ajst-30888	95	45	sse	sse	PROPN
ajst-30888	95	46	curve	curve	NOUN
ajst-30888	95	47	changes	change	NOUN
ajst-30888	95	48	,	,	PUNCT
ajst-30888	95	49	and	and	CCONJ
ajst-30888	95	50	the	the	DET
ajst-30888	95	51	marginal	marginal	ADJ
ajst-30888	95	52	benefit	benefit	NOUN
ajst-30888	95	53	of	of	ADP
ajst-30888	95	54	the	the	DET
ajst-30888	95	55	further	further	ADJ
ajst-30888	95	56	increase	increase	NOUN
ajst-30888	95	57	k	k	PROPN
ajst-30888	95	58	value	value	NOUN
ajst-30888	95	59	is	be	AUX
ajst-30888	95	60	significantly	significantly	ADV
ajst-30888	95	61	reduced	reduce	VERB
ajst-30888	95	62	,	,	PUNCT
ajst-30888	95	63	and	and	CCONJ
ajst-30888	95	64	the	the	DET
ajst-30888	95	65	corresponding	corresponding	ADJ
ajst-30888	95	66	k	k	PROPN
ajst-30888	95	67	value	value	NOUN
ajst-30888	95	68	is	be	AUX
ajst-30888	95	69	the	the	DET
ajst-30888	95	70	optimal	optimal	ADJ
ajst-30888	95	71	solution	solution	NOUN
ajst-30888	95	72	.	.	PUNCT
ajst-30888	96	1	sse	sse	PROPN
ajst-30888	96	2	∑	∑	PROPN
ajst-30888	96	3	∑	∑	PROPN
ajst-30888	96	4	|p	|p	VERB
ajst-30888	96	5	m	m	VERB
ajst-30888	96	6	|∈	|∈	ADJ
ajst-30888	96	7	(	(	PUNCT
ajst-30888	96	8	3	3	NUM
ajst-30888	96	9	-	-	SYM
ajst-30888	96	10	4	4	NUM
ajst-30888	96	11	)	)	PUNCT
ajst-30888	96	12	(	(	PUNCT
ajst-30888	96	13	3	3	X
ajst-30888	96	14	)	)	PUNCT
ajst-30888	96	15	feature	feature	NOUN
ajst-30888	96	16	analysis	analysis	NOUN
ajst-30888	96	17	stage	stage	NOUN
ajst-30888	96	18	:	:	PUNCT
ajst-30888	96	19	based	base	VERB
ajst-30888	96	20	on	on	ADP
ajst-30888	96	21	the	the	DET
ajst-30888	96	22	determined	determined	ADJ
ajst-30888	96	23	optimal	optimal	ADJ
ajst-30888	96	24	cluster	cluster	NOUN
ajst-30888	96	25	structure	structure	NOUN
ajst-30888	96	26	,	,	PUNCT
ajst-30888	96	27	the	the	DET
ajst-30888	96	28	multi	multi	ADJ
ajst-30888	96	29	-	-	ADJ
ajst-30888	96	30	dimensional	dimensional	ADJ
ajst-30888	96	31	correlation	correlation	NOUN
ajst-30888	96	32	study	study	NOUN
ajst-30888	96	33	between	between	ADP
ajst-30888	96	34	climate	climate	NOUN
ajst-30888	96	35	variables	variable	NOUN
ajst-30888	96	36	and	and	CCONJ
ajst-30888	96	37	energy	energy	NOUN
ajst-30888	96	38	intensity	intensity	NOUN
ajst-30888	96	39	is	be	AUX
ajst-30888	96	40	carried	carry	VERB
ajst-30888	96	41	out	out	ADP
ajst-30888	96	42	on	on	ADP
ajst-30888	96	43	each	each	DET
ajst-30888	96	44	cluster	cluster	NOUN
ajst-30888	96	45	set	set	NOUN
ajst-30888	96	46	.	.	PUNCT
ajst-30888	97	1	pearson	pearson	PROPN
ajst-30888	97	2	correlation	correlation	PROPN
ajst-30888	97	3	coefficient	coefficient	PROPN
ajst-30888	97	4	cov	cov	PROPN
ajst-30888	97	5	was	be	AUX
ajst-30888	97	6	introduced	introduce	VERB
ajst-30888	97	7	to	to	PART
ajst-30888	97	8	quantify	quantify	VERB
ajst-30888	97	9	the	the	DET
ajst-30888	97	10	linear	linear	ADJ
ajst-30888	97	11	correlation	correlation	NOUN
ajst-30888	97	12	strength	strength	NOUN
ajst-30888	97	13	among	among	ADP
ajst-30888	97	14	variables	variable	NOUN
ajst-30888	97	15	and	and	CCONJ
ajst-30888	97	16	analyze	analyze	VERB
ajst-30888	97	17	the	the	DET
ajst-30888	97	18	distribution	distribution	NOUN
ajst-30888	97	19	pattern	pattern	NOUN
ajst-30888	97	20	of	of	ADP
ajst-30888	97	21	correlation	correlation	NOUN
ajst-30888	97	22	coefficient	coefficient	NOUN
ajst-30888	97	23	within	within	ADP
ajst-30888	97	24	different	different	ADJ
ajst-30888	97	25	clusters	cluster	NOUN
ajst-30888	97	26	to	to	PART
ajst-30888	97	27	reveal	reveal	VERB
ajst-30888	97	28	the	the	DET
ajst-30888	97	29	mechanism	mechanism	NOUN
ajst-30888	97	30	heterogeneity	heterogeneity	NOUN
ajst-30888	97	31	of	of	ADP
ajst-30888	97	32	the	the	DET
ajst-30888	97	33	influence	influence	NOUN
ajst-30888	97	34	of	of	ADP
ajst-30888	97	35	climate	climate	NOUN
ajst-30888	97	36	elements	element	NOUN
ajst-30888	97	37	on	on	ADP
ajst-30888	97	38	energy	energy	NOUN
ajst-30888	97	39	intensity	intensity	NOUN
ajst-30888	97	40	.	.	PUNCT
ajst-30888	98	1	cov	cov	PROPN
ajst-30888	98	2	x	x	PROPN
ajst-30888	98	3	,	,	PUNCT
ajst-30888	98	4	y	y	PROPN
ajst-30888	98	5	e	e	NOUN
ajst-30888	98	6	x	x	X
ajst-30888	98	7	e	e	X
ajst-30888	98	8	x	x	PUNCT
ajst-30888	98	9	x	x	PUNCT
ajst-30888	98	10	e	e	X
ajst-30888	98	11	x	x	X
ajst-30888	98	12	(	(	PUNCT
ajst-30888	98	13	3	3	NUM
ajst-30888	98	14	-	-	SYM
ajst-30888	98	15	5	5	NUM
ajst-30888	98	16	)	)	PUNCT
ajst-30888	98	17	var	var	NOUN
ajst-30888	98	18	x	x	SYM
ajst-30888	98	19	∑	∑	PROPN
ajst-30888	98	20	(	(	PUNCT
ajst-30888	98	21	3	3	NUM
ajst-30888	98	22	-	-	SYM
ajst-30888	98	23	6	6	NUM
ajst-30888	98	24	)	)	PUNCT
ajst-30888	98	25	r	r	NOUN
ajst-30888	98	26	x	x	NOUN
ajst-30888	98	27	,	,	PUNCT
ajst-30888	98	28	y	y	PROPN
ajst-30888	98	29	,	,	PUNCT
ajst-30888	98	30	(	(	PUNCT
ajst-30888	98	31	3	3	NUM
ajst-30888	98	32	-	-	SYM
ajst-30888	98	33	7	7	NUM
ajst-30888	98	34	)	)	PUNCT
ajst-30888	98	35	4.2	4.2	NUM
ajst-30888	98	36	.	.	PUNCT
ajst-30888	98	37	results	result	NOUN
ajst-30888	98	38	in	in	ADP
ajst-30888	98	39	this	this	DET
ajst-30888	98	40	paper	paper	NOUN
ajst-30888	98	41	,	,	PUNCT
ajst-30888	98	42	a	a	DET
ajst-30888	98	43	four	four	NUM
ajst-30888	98	44	-	-	PUNCT
ajst-30888	98	45	cluster	cluster	NOUN
ajst-30888	98	46	spatial	spatial	ADJ
ajst-30888	98	47	classification	classification	NOUN
ajst-30888	98	48	model	model	NOUN
ajst-30888	98	49	was	be	AUX
ajst-30888	98	50	constructed	construct	VERB
ajst-30888	98	51	based	base	VERB
ajst-30888	98	52	on	on	ADP
ajst-30888	98	53	k	k	PROPN
ajst-30888	98	54	-	-	PUNCT
ajst-30888	98	55	means	mean	VERB
ajst-30888	98	56	clustering	clustering	ADJ
ajst-30888	98	57	algorithm	algorithm	NOUN
ajst-30888	98	58	,	,	PUNCT
ajst-30888	98	59	and	and	CCONJ
ajst-30888	98	60	a	a	DET
ajst-30888	98	61	regional	regional	ADJ
ajst-30888	98	62	building	building	NOUN
ajst-30888	98	63	energy	energy	NOUN
ajst-30888	98	64	demand	demand	NOUN
ajst-30888	98	65	evaluation	evaluation	NOUN
ajst-30888	98	66	model	model	NOUN
ajst-30888	98	67	was	be	AUX
ajst-30888	98	68	constructed	construct	VERB
ajst-30888	98	69	through	through	ADP
ajst-30888	98	70	geographic	geographic	ADJ
ajst-30888	98	71	information	information	NOUN
ajst-30888	98	72	visualization	visualization	NOUN
ajst-30888	98	73	technology	technology	NOUN
ajst-30888	98	74	,	,	PUNCT
ajst-30888	98	75	which	which	PRON
ajst-30888	98	76	revealed	reveal	VERB
ajst-30888	98	77	the	the	DET
ajst-30888	98	78	spatial	spatial	ADJ
ajst-30888	98	79	heterogeneity	heterogeneity	NOUN
ajst-30888	98	80	characteristics	characteristic	NOUN
ajst-30888	98	81	of	of	ADP
ajst-30888	98	82	cooling	cool	VERB
ajst-30888	98	83	and	and	CCONJ
ajst-30888	98	84	heating	heating	NOUN
ajst-30888	98	85	load	load	NOUN
ajst-30888	98	86	intensity	intensity	NOUN
ajst-30888	98	87	of	of	ADP
ajst-30888	98	88	different	different	ADJ
ajst-30888	98	89	cluster	cluster	NOUN
ajst-30888	98	90	units	unit	NOUN
ajst-30888	98	91	.	.	PUNCT
ajst-30888	99	1	the	the	DET
ajst-30888	99	2	cluster	cluster	NOUN
ajst-30888	99	3	analysis	analysis	NOUN
ajst-30888	99	4	results	result	NOUN
ajst-30888	99	5	show	show	VERB
ajst-30888	99	6	that	that	SCONJ
ajst-30888	99	7	the	the	DET
ajst-30888	99	8	first	first	ADJ
ajst-30888	99	9	cluster	cluster	NOUN
ajst-30888	99	10	includes	include	VERB
ajst-30888	99	11	inner	inner	ADJ
ajst-30888	99	12	mongolia	mongolia	PROPN
ajst-30888	99	13	,	,	PUNCT
ajst-30888	99	14	qinghai	qinghai	PROPN
ajst-30888	99	15	,	,	PUNCT
ajst-30888	99	16	heilongjiang	heilongjiang	PROPN
ajst-30888	99	17	and	and	CCONJ
ajst-30888	99	18	jilin	jilin	PROPN
ajst-30888	99	19	and	and	CCONJ
ajst-30888	99	20	other	other	ADJ
ajst-30888	99	21	provincial	provincial	ADJ
ajst-30888	99	22	administrative	administrative	ADJ
ajst-30888	99	23	regions	region	NOUN
ajst-30888	99	24	.	.	PUNCT
ajst-30888	100	1	the	the	DET
ajst-30888	100	2	cluster	cluster	NOUN
ajst-30888	100	3	center	center	NOUN
ajst-30888	100	4	of	of	ADP
ajst-30888	100	5	mass	mass	ADJ
ajst-30888	100	6	characterization	characterization	NOUN
ajst-30888	100	7	value	value	NOUN
ajst-30888	100	8	shows	show	VERB
ajst-30888	100	9	that	that	SCONJ
ajst-30888	100	10	the	the	DET
ajst-30888	100	11	refrigeration	refrigeration	NOUN
ajst-30888	100	12	equivalent	equivalent	NOUN
ajst-30888	100	13	load	load	NOUN
ajst-30888	100	14	strength	strength	PROPN
ajst-30888	100	15	ecd	ecd	PROPN
ajst-30888	100	16	is	be	AUX
ajst-30888	100	17	5.12kwh	5.12kwh	NUM
ajst-30888	100	18	/	/	SYM
ajst-30888	100	19	m2	m2	PROPN
ajst-30888	100	20	(	(	PUNCT
ajst-30888	100	21	extreme	extreme	ADJ
ajst-30888	100	22	0	0	NUM
ajst-30888	100	23	-	-	PUNCT
ajst-30888	100	24	10.81kwh	10.81kwh	NUM
ajst-30888	100	25	/	/	SYM
ajst-30888	100	26	m2	m2	PROPN
ajst-30888	100	27	)	)	PUNCT
ajst-30888	100	28	,	,	PUNCT
ajst-30888	100	29	heating	heat	VERB
ajst-30888	100	30	equivalent	equivalent	ADJ
ajst-30888	100	31	load	load	NOUN
ajst-30888	100	32	strength	strength	NOUN
ajst-30888	100	33	ehd	ehd	VERB
ajst-30888	100	34	up	up	ADP
ajst-30888	100	35	to	to	ADP
ajst-30888	100	36	96.35kwh	96.35kwh	NUM
ajst-30888	100	37	/	/	SYM
ajst-30888	100	38	m2	m2	PROPN
ajst-30888	100	39	(	(	PUNCT
ajst-30888	100	40	extreme	extreme	ADJ
ajst-30888	100	41	difference	difference	NOUN
ajst-30888	100	42	53.10	53.10	NUM
ajst-30888	100	43	-	-	SYM
ajst-30888	100	44	142.11kwh	142.11kwh	NUM
ajst-30888	100	45	/	/	SYM
ajst-30888	100	46	m2	m2	PROPN
ajst-30888	100	47	)	)	PUNCT
ajst-30888	100	48	;	;	PUNCT
ajst-30888	100	49	the	the	DET
ajst-30888	100	50	second	second	ADJ
ajst-30888	100	51	cluster	cluster	NOUN
ajst-30888	100	52	covers	cover	VERB
ajst-30888	100	53	10	10	NUM
ajst-30888	100	54	provincial	provincial	ADJ
ajst-30888	100	55	units	unit	NOUN
ajst-30888	100	56	in	in	ADP
ajst-30888	100	57	the	the	DET
ajst-30888	100	58	yellow	yellow	PROPN
ajst-30888	100	59	river	river	NOUN
ajst-30888	100	60	basin	basin	NOUN
ajst-30888	100	61	,	,	PUNCT
ajst-30888	100	62	presenting	present	VERB
ajst-30888	100	63	the	the	DET
ajst-30888	100	64	thermal	thermal	ADJ
ajst-30888	100	65	characteristics	characteristic	NOUN
ajst-30888	100	66	of	of	ADP
ajst-30888	100	67	ecd=12.56kwh	ecd=12.56kwh	PROPN
ajst-30888	100	68	/	/	SYM
ajst-30888	100	69	m2	m2	PROPN
ajst-30888	100	70	(	(	PUNCT
ajst-30888	100	71	extreme	extreme	PROPN
ajst-30888	100	72	0.0939.34kwh	0.0939.34kwh	PROPN
ajst-30888	100	73	/	/	SYM
ajst-30888	100	74	m2	m2	PROPN
ajst-30888	100	75	)	)	PUNCT
ajst-30888	100	76	and	and	CCONJ
ajst-30888	100	77	ehd=51.92kwh	ehd=51.92kwh	PROPN
ajst-30888	100	78	/	/	SYM
ajst-30888	100	79	m2	m2	PROPN
ajst-30888	100	80	(	(	PUNCT
ajst-30888	100	81	extreme	extreme	ADJ
ajst-30888	100	82	13.0784.46kwh	13.0784.46kwh	NUM
ajst-30888	100	83	/	/	SYM
ajst-30888	100	84	m2	m2	PROPN
ajst-30888	100	85	)	)	PUNCT
ajst-30888	100	86	;	;	PUNCT
ajst-30888	100	87	the	the	DET
ajst-30888	100	88	third	third	ADJ
ajst-30888	100	89	cluster	cluster	NOUN
ajst-30888	100	90	,	,	PUNCT
ajst-30888	100	91	centered	center	VERB
ajst-30888	100	92	on	on	ADP
ajst-30888	100	93	the	the	DET
ajst-30888	100	94	13	13	NUM
ajst-30888	100	95	provinces	province	NOUN
ajst-30888	100	96	in	in	ADP
ajst-30888	100	97	the	the	DET
ajst-30888	100	98	yangtze	yangtze	PROPN
ajst-30888	100	99	river	river	PROPN
ajst-30888	100	100	basin	basin	PROPN
ajst-30888	100	101	,	,	PUNCT
ajst-30888	100	102	the	the	DET
ajst-30888	100	103	load	load	NOUN
ajst-30888	100	104	intensity	intensity	NOUN
ajst-30888	100	105	presents	present	VERB
ajst-30888	100	106	a	a	DET
ajst-30888	100	107	balanced	balanced	ADJ
ajst-30888	100	108	distribution	distribution	NOUN
ajst-30888	100	109	of	of	ADP
ajst-30888	100	110	ecd=22.70kwh	ecd=22.70kwh	PROPN
ajst-30888	100	111	/	/	SYM
ajst-30888	100	112	m2	m2	PROPN
ajst-30888	100	113	(	(	PUNCT
ajst-30888	100	114	extreme	extreme	ADJ
ajst-30888	100	115	0.36	0.36	NUM
ajst-30888	100	116	-	-	PUNCT
ajst-30888	100	117	32.36kwh	32.36kwh	NUM
ajst-30888	100	118	/	/	SYM
ajst-30888	100	119	m2	m2	PROPN
ajst-30888	100	120	)	)	PUNCT
ajst-30888	100	121	and	and	CCONJ
ajst-30888	100	122	ehd=20.16kwh	ehd=20.16kwh	PROPN
ajst-30888	100	123	/	/	SYM
ajst-30888	100	124	m2	m2	PROPN
ajst-30888	100	125	(	(	PUNCT
ajst-30888	100	126	extreme	extreme	ADJ
ajst-30888	100	127	1.09	1.09	NUM
ajst-30888	100	128	-	-	PUNCT
ajst-30888	100	129	42.36kwh	42.36kwh	NUM
ajst-30888	100	130	/	/	SYM
ajst-30888	100	131	m2	m2	PROPN
ajst-30888	100	132	)	)	PUNCT
ajst-30888	100	133	;	;	PUNCT
ajst-30888	100	134	the	the	DET
ajst-30888	100	135	fourth	fourth	ADJ
ajst-30888	100	136	cluster	cluster	NOUN
ajst-30888	100	137	is	be	AUX
ajst-30888	100	138	concentrated	concentrate	VERB
ajst-30888	100	139	in	in	ADP
ajst-30888	100	140	the	the	DET
ajst-30888	100	141	four	four	NUM
ajst-30888	100	142	southeast	southeast	ADJ
ajst-30888	100	143	coastal	coastal	ADJ
ajst-30888	100	144	provinces	province	NOUN
ajst-30888	100	145	,	,	PUNCT
ajst-30888	100	146	it	it	PRON
ajst-30888	100	147	shows	show	VERB
ajst-30888	100	148	the	the	DET
ajst-30888	100	149	dominant	dominant	ADJ
ajst-30888	100	150	characteristics	characteristic	NOUN
ajst-30888	100	151	of	of	ADP
ajst-30888	100	152	ecd=39.53kwh	ecd=39.53kwh	PROPN
ajst-30888	100	153	/	/	SYM
ajst-30888	100	154	m2	m2	PROPN
ajst-30888	100	155	(	(	PUNCT
ajst-30888	100	156	22.2255.84kwh	22.2255.84kwh	NUM
ajst-30888	100	157	/	/	SYM
ajst-30888	100	158	m2	m2	PROPN
ajst-30888	100	159	)	)	PUNCT
ajst-30888	100	160	and	and	CCONJ
ajst-30888	100	161	ehd=3.18kwh	ehd=3.18kwh	PROPN
ajst-30888	100	162	/	/	SYM
ajst-30888	100	163	m2	m2	PROPN
ajst-30888	100	164	(	(	PUNCT
ajst-30888	100	165	0	0	NUM
ajst-30888	100	166	-	-	PUNCT
ajst-30888	100	167	11.56kwh	11.56kwh	NUM
ajst-30888	100	168	/	/	SYM
ajst-30888	100	169	m2	m2	PROPN
ajst-30888	100	170	)	)	PUNCT
ajst-30888	100	171	.	.	PUNCT
ajst-30888	101	1	the	the	DET
ajst-30888	101	2	first	first	ADJ
ajst-30888	101	3	cluster	cluster	NOUN
ajst-30888	101	4	is	be	AUX
ajst-30888	101	5	the	the	DET
ajst-30888	101	6	high	high	ADJ
ajst-30888	101	7	latitude	latitude	NOUN
ajst-30888	101	8	cold	cold	ADJ
ajst-30888	101	9	pole	pole	NOUN
ajst-30888	101	10	region	region	NOUN
ajst-30888	101	11	,	,	PUNCT
ajst-30888	101	12	and	and	CCONJ
ajst-30888	101	13	the	the	DET
ajst-30888	101	14	thermal	thermal	ADJ
ajst-30888	101	15	demand	demand	NOUN
ajst-30888	101	16	structure	structure	NOUN
ajst-30888	101	17	is	be	AUX
ajst-30888	101	18	dominated	dominate	VERB
ajst-30888	101	19	by	by	ADP
ajst-30888	101	20	heating	heat	VERB
ajst-30888	101	21	(	(	PUNCT
ajst-30888	101	22	95.0	95.0	NUM
ajst-30888	101	23	%	%	NOUN
ajst-30888	101	24	)	)	PUNCT
ajst-30888	101	25	;	;	PUNCT
ajst-30888	101	26	the	the	DET
ajst-30888	101	27	second	second	ADJ
ajst-30888	101	28	cluster	cluster	NOUN
ajst-30888	101	29	is	be	AUX
ajst-30888	101	30	the	the	DET
ajst-30888	101	31	middle	middle	ADJ
ajst-30888	101	32	temperate	temperate	ADJ
ajst-30888	101	33	transition	transition	NOUN
ajst-30888	101	34	zone	zone	NOUN
ajst-30888	101	35	,	,	PUNCT
ajst-30888	101	36	the	the	DET
ajst-30888	101	37	heating	heating	NOUN
ajst-30888	101	38	demand	demand	NOUN
ajst-30888	101	39	accounts	account	VERB
ajst-30888	101	40	for	for	ADP
ajst-30888	101	41	81.0	81.0	NUM
ajst-30888	101	42	%	%	NOUN
ajst-30888	101	43	;	;	PUNCT
ajst-30888	101	44	the	the	DET
ajst-30888	101	45	third	third	ADJ
ajst-30888	101	46	cluster	cluster	NOUN
ajst-30888	101	47	balances	balance	NOUN
ajst-30888	101	48	cold	cold	ADJ
ajst-30888	101	49	and	and	CCONJ
ajst-30888	101	50	heat	heat	NOUN
ajst-30888	101	51	load	load	NOUN
ajst-30888	101	52	in	in	ADP
ajst-30888	101	53	subtropical	subtropical	ADJ
ajst-30888	101	54	regions	region	NOUN
ajst-30888	101	55	(	(	PUNCT
ajst-30888	101	56	53	53	NUM
ajst-30888	101	57	%	%	NOUN
ajst-30888	101	58	and	and	CCONJ
ajst-30888	101	59	47	47	NUM
ajst-30888	101	60	%	%	NOUN
ajst-30888	101	61	)	)	PUNCT
ajst-30888	101	62	;	;	PUNCT
ajst-30888	101	63	and	and	CCONJ
ajst-30888	101	64	the	the	DET
ajst-30888	101	65	fourth	fourth	ADJ
ajst-30888	101	66	cluster	cluster	NOUN
ajst-30888	101	67	dominates	dominate	VERB
ajst-30888	101	68	in	in	ADP
ajst-30888	101	69	tropical	tropical	ADJ
ajst-30888	101	70	-	-	PUNCT
ajst-30888	101	71	south	south	NOUN
ajst-30888	101	72	subtropical	subtropical	ADJ
ajst-30888	101	73	regions	region	NOUN
ajst-30888	101	74	(	(	PUNCT
ajst-30888	101	75	93.0	93.0	NUM
ajst-30888	101	76	%	%	NOUN
ajst-30888	101	77	)	)	PUNCT
ajst-30888	101	78	.	.	PUNCT
ajst-30888	102	1	at	at	ADP
ajst-30888	102	2	the	the	DET
ajst-30888	102	3	same	same	ADJ
ajst-30888	102	4	time	time	NOUN
ajst-30888	102	5	,	,	PUNCT
ajst-30888	102	6	several	several	ADJ
ajst-30888	102	7	spatial	spatial	ADJ
ajst-30888	102	8	heterogeneous	heterogeneous	ADJ
ajst-30888	102	9	phenomena	phenomenon	NOUN
ajst-30888	102	10	were	be	AUX
ajst-30888	102	11	found	find	VERB
ajst-30888	102	12	(	(	PUNCT
ajst-30888	102	13	figure	figure	VERB
ajst-30888	102	14	3	3	NUM
ajst-30888	102	15	-	-	SYM
ajst-30888	102	16	1	1	NUM
ajst-30888	102	17	):	):	PUNCT
ajst-30888	102	18	ningxia	ningxia	PROPN
ajst-30888	102	19	hui	hui	PROPN
ajst-30888	102	20	autonomous	autonomous	PROPN
ajst-30888	102	21	region	region	NOUN
ajst-30888	102	22	showed	show	VERB
ajst-30888	102	23	cross	cross	ADJ
ajst-30888	102	24	-	-	ADJ
ajst-30888	102	25	cluster	cluster	ADJ
ajst-30888	102	26	transition	transition	NOUN
ajst-30888	102	27	characteristics	characteristic	NOUN
ajst-30888	102	28	,	,	PUNCT
ajst-30888	102	29	and	and	CCONJ
ajst-30888	102	30	the	the	DET
ajst-30888	102	31	similarity	similarity	NOUN
ajst-30888	102	32	of	of	ADP
ajst-30888	102	33	xinjiang	xinjiang	PROPN
ajst-30888	102	34	uygur	uygur	PROPN
ajst-30888	102	35	autonomous	autonomous	ADJ
ajst-30888	102	36	region	region	NOUN
ajst-30888	102	37	and	and	CCONJ
ajst-30888	102	38	the	the	DET
ajst-30888	102	39	second	second	ADJ
ajst-30888	102	40	cluster	cluster	NOUN
ajst-30888	102	41	province	province	NOUN
ajst-30888	102	42	was	be	AUX
ajst-30888	102	43	significantly	significantly	ADV
ajst-30888	102	44	higher	high	ADJ
ajst-30888	102	45	than	than	ADP
ajst-30888	102	46	that	that	PRON
ajst-30888	102	47	of	of	ADP
ajst-30888	102	48	the	the	DET
ajst-30888	102	49	first	first	ADJ
ajst-30888	102	50	cluster	cluster	NOUN
ajst-30888	102	51	region	region	NOUN
ajst-30888	102	52	at	at	ADP
ajst-30888	102	53	the	the	DET
ajst-30888	102	54	same	same	ADJ
ajst-30888	102	55	latitude	latitude	NOUN
ajst-30888	102	56	,	,	PUNCT
ajst-30888	102	57	while	while	SCONJ
ajst-30888	102	58	qinghai	qinghai	PROPN
ajst-30888	102	59	province	province	PROPN
ajst-30888	102	60	showed	show	VERB
ajst-30888	102	61	a	a	DET
ajst-30888	102	62	reverse	reverse	ADJ
ajst-30888	102	63	distribution	distribution	NOUN
ajst-30888	102	64	pattern	pattern	NOUN
ajst-30888	102	65	.	.	PUNCT
ajst-30888	103	1	as	as	SCONJ
ajst-30888	103	2	shown	show	VERB
ajst-30888	103	3	in	in	ADP
ajst-30888	103	4	figure	figure	NOUN
ajst-30888	103	5	3	3	NUM
ajst-30888	103	6	-	-	SYM
ajst-30888	103	7	2	2	NUM
ajst-30888	103	8	and	and	CCONJ
ajst-30888	103	9	figure	figure	VERB
ajst-30888	103	10	3	3	NUM
ajst-30888	103	11	-	-	SYM
ajst-30888	103	12	3	3	NUM
ajst-30888	103	13	,	,	PUNCT
ajst-30888	103	14	the	the	DET
ajst-30888	103	15	spatial	spatial	ADJ
ajst-30888	103	16	gradient	gradient	NOUN
ajst-30888	103	17	variation	variation	NOUN
ajst-30888	103	18	of	of	ADP
ajst-30888	103	19	cold	cold	ADJ
ajst-30888	103	20	and	and	CCONJ
ajst-30888	103	21	heat	heat	NOUN
ajst-30888	103	22	load	load	NOUN
ajst-30888	103	23	intensity	intensity	NOUN
ajst-30888	103	24	per	per	ADP
ajst-30888	103	25	unit	unit	NOUN
ajst-30888	103	26	area	area	NOUN
ajst-30888	103	27	further	further	ADJ
ajst-30888	103	28	verifies	verifie	NOUN
ajst-30888	103	29	the	the	DET
ajst-30888	103	30	law	law	NOUN
ajst-30888	103	31	of	of	ADP
ajst-30888	103	32	energy	energy	NOUN
ajst-30888	103	33	demand	demand	NOUN
ajst-30888	103	34	differentiation	differentiation	NOUN
ajst-30888	103	35	under	under	ADP
ajst-30888	103	36	latitude	latitude	NOUN
ajst-30888	103	37	control	control	PROPN
ajst-30888	103	38	.	.	PUNCT
ajst-30888	104	1	figure	figure	VERB
ajst-30888	104	2	3	3	NUM
ajst-30888	104	3	-	-	SYM
ajst-30888	104	4	1	1	NUM
ajst-30888	104	5	.	.	PUNCT
ajst-30888	105	1	spatial	spatial	ADJ
ajst-30888	105	2	distribution	distribution	NOUN
ajst-30888	105	3	of	of	ADP
ajst-30888	105	4	the	the	DET
ajst-30888	105	5	ed	ed	NOUN
ajst-30888	105	6	clustering	clustering	NOUN
ajst-30888	105	7	results	result	NOUN
ajst-30888	105	8	73	73	NUM
ajst-30888	105	9	figure	figure	NOUN
ajst-30888	105	10	3	3	NUM
ajst-30888	105	11	-	-	SYM
ajst-30888	105	12	2	2	NUM
ajst-30888	105	13	.	.	PUNCT
ajst-30888	105	14	spatial	spatial	ADJ
ajst-30888	105	15	distribution	distribution	NOUN
ajst-30888	105	16	of	of	ADP
ajst-30888	105	17	the	the	DET
ajst-30888	105	18	ecd	ecd	PROPN
ajst-30888	105	19	figure	figure	NOUN
ajst-30888	105	20	3	3	NUM
ajst-30888	105	21	-	-	SYM
ajst-30888	105	22	3	3	NUM
ajst-30888	105	23	.	.	PUNCT
ajst-30888	105	24	spatial	spatial	ADJ
ajst-30888	105	25	distribution	distribution	NOUN
ajst-30888	105	26	of	of	ADP
ajst-30888	105	27	the	the	DET
ajst-30888	105	28	ehd	ehd	NOUN
ajst-30888	105	29	in	in	ADP
ajst-30888	105	30	this	this	DET
ajst-30888	105	31	paper	paper	NOUN
ajst-30888	105	32	,	,	PUNCT
ajst-30888	105	33	through	through	ADP
ajst-30888	105	34	constructing	construct	VERB
ajst-30888	105	35	the	the	DET
ajst-30888	105	36	correlation	correlation	NOUN
ajst-30888	105	37	model	model	NOUN
ajst-30888	105	38	of	of	ADP
ajst-30888	105	39	regional	regional	ADJ
ajst-30888	105	40	energy	energy	NOUN
ajst-30888	105	41	consumption	consumption	NOUN
ajst-30888	105	42	structure	structure	NOUN
ajst-30888	105	43	,	,	PUNCT
ajst-30888	105	44	the	the	DET
ajst-30888	105	45	spatial	spatial	ADJ
ajst-30888	105	46	differentiation	differentiation	NOUN
ajst-30888	105	47	characteristics	characteristic	NOUN
ajst-30888	105	48	of	of	ADP
ajst-30888	105	49	total	total	ADJ
ajst-30888	105	50	building	building	NOUN
ajst-30888	105	51	thermal	thermal	ADJ
ajst-30888	105	52	environment	environment	NOUN
ajst-30888	105	53	demand	demand	NOUN
ajst-30888	105	54	(	(	PUNCT
ajst-30888	105	55	tchd	tchd	NOUN
ajst-30888	105	56	)	)	PUNCT
ajst-30888	105	57	and	and	CCONJ
ajst-30888	105	58	total	total	ADJ
ajst-30888	105	59	energy	energy	NOUN
ajst-30888	105	60	consumption	consumption	NOUN
ajst-30888	105	61	(	(	PUNCT
ajst-30888	105	62	tec	tec	NOUN
ajst-30888	105	63	)	)	PUNCT
ajst-30888	105	64	are	be	AUX
ajst-30888	105	65	quantitatively	quantitatively	ADV
ajst-30888	105	66	analyzed	analyze	VERB
ajst-30888	105	67	.	.	PUNCT
ajst-30888	106	1	as	as	SCONJ
ajst-30888	106	2	shown	show	VERB
ajst-30888	106	3	in	in	ADP
ajst-30888	106	4	table	table	NOUN
ajst-30888	106	5	3	3	NUM
ajst-30888	106	6	-	-	SYM
ajst-30888	106	7	1	1	NUM
ajst-30888	106	8	,	,	PUNCT
ajst-30888	106	9	the	the	DET
ajst-30888	106	10	comparative	comparative	ADJ
ajst-30888	106	11	study	study	NOUN
ajst-30888	106	12	based	base	VERB
ajst-30888	106	13	on	on	ADP
ajst-30888	106	14	cluster	cluster	NOUN
ajst-30888	106	15	partition	partition	NOUN
ajst-30888	106	16	shows	show	VERB
ajst-30888	106	17	that	that	SCONJ
ajst-30888	106	18	the	the	DET
ajst-30888	106	19	tchd	tchd	NOUN
ajst-30888	106	20	value	value	NOUN
ajst-30888	106	21	obtained	obtain	VERB
ajst-30888	106	22	from	from	ADP
ajst-30888	106	23	engineering	engineer	VERB
ajst-30888	106	24	thermodynamic	thermodynamic	ADJ
ajst-30888	106	25	simulation	simulation	NOUN
ajst-30888	106	26	and	and	CCONJ
ajst-30888	106	27	the	the	DET
ajst-30888	106	28	tec	tec	ADJ
ajst-30888	106	29	value	value	NOUN
ajst-30888	106	30	of	of	ADP
ajst-30888	106	31	energy	energy	NOUN
ajst-30888	106	32	statistical	statistical	ADJ
ajst-30888	106	33	yearbook	yearbook	NOUN
ajst-30888	106	34	are	be	AUX
ajst-30888	106	35	highly	highly	ADV
ajst-30888	106	36	coupled	couple	VERB
ajst-30888	106	37	in	in	ADP
ajst-30888	106	38	the	the	DET
ajst-30888	106	39	spatial	spatial	ADJ
ajst-30888	106	40	allocation	allocation	NOUN
ajst-30888	106	41	pattern	pattern	NOUN
ajst-30888	106	42	(	(	PUNCT
ajst-30888	106	43	figure	figure	NOUN
ajst-30888	106	44	34	34	NUM
ajst-30888	106	45	)	)	PUNCT
ajst-30888	106	46	.	.	PUNCT
ajst-30888	107	1	specifically	specifically	ADV
ajst-30888	107	2	,	,	PUNCT
ajst-30888	107	3	the	the	DET
ajst-30888	107	4	third	third	ADJ
ajst-30888	107	5	energy	energy	NOUN
ajst-30888	107	6	zone	zone	NOUN
ajst-30888	107	7	(	(	PUNCT
ajst-30888	107	8	zone_three	zone_three	NOUN
ajst-30888	107	9	)	)	PUNCT
ajst-30888	107	10	,	,	PUNCT
ajst-30888	107	11	as	as	ADP
ajst-30888	107	12	the	the	DET
ajst-30888	107	13	leading	lead	VERB
ajst-30888	107	14	unit	unit	NOUN
ajst-30888	107	15	of	of	ADP
ajst-30888	107	16	energy	energy	NOUN
ajst-30888	107	17	consumption	consumption	NOUN
ajst-30888	107	18	,	,	PUNCT
ajst-30888	107	19	accounts	account	VERB
ajst-30888	107	20	for	for	ADP
ajst-30888	107	21	51.66	51.66	NUM
ajst-30888	107	22	%	%	NOUN
ajst-30888	107	23	and	and	CCONJ
ajst-30888	107	24	49.31	49.31	NUM
ajst-30888	107	25	%	%	NOUN
ajst-30888	107	26	respectively	respectively	ADV
ajst-30888	107	27	,	,	PUNCT
ajst-30888	107	28	constituting	constitute	VERB
ajst-30888	107	29	more	more	ADJ
ajst-30888	107	30	than	than	ADP
ajst-30888	107	31	half	half	NOUN
ajst-30888	107	32	of	of	ADP
ajst-30888	107	33	the	the	DET
ajst-30888	107	34	national	national	ADJ
ajst-30888	107	35	total	total	ADJ
ajst-30888	107	36	load	load	NOUN
ajst-30888	107	37	,	,	PUNCT
ajst-30888	107	38	while	while	SCONJ
ajst-30888	107	39	the	the	DET
ajst-30888	107	40	first	first	ADJ
ajst-30888	107	41	energy	energy	NOUN
ajst-30888	107	42	zone	zone	NOUN
ajst-30888	107	43	(	(	PUNCT
ajst-30888	107	44	zone_one	zone_one	NOUN
ajst-30888	107	45	)	)	PUNCT
ajst-30888	107	46	presents	present	VERB
ajst-30888	107	47	the	the	DET
ajst-30888	107	48	lowest	low	ADJ
ajst-30888	107	49	energy	energy	NOUN
ajst-30888	107	50	consumption	consumption	NOUN
ajst-30888	107	51	characteristics	characteristic	NOUN
ajst-30888	107	52	,	,	PUNCT
ajst-30888	107	53	with	with	ADP
ajst-30888	107	54	11.04	11.04	NUM
ajst-30888	107	55	%	%	NOUN
ajst-30888	107	56	and	and	CCONJ
ajst-30888	107	57	8.19	8.19	NUM
ajst-30888	107	58	%	%	NOUN
ajst-30888	107	59	respectively	respectively	ADV
ajst-30888	107	60	.	.	PUNCT
ajst-30888	108	1	it	it	PRON
ajst-30888	108	2	is	be	AUX
ajst-30888	108	3	worth	worth	ADJ
ajst-30888	108	4	noting	note	VERB
ajst-30888	108	5	that	that	SCONJ
ajst-30888	108	6	,	,	PUNCT
ajst-30888	108	7	as	as	ADP
ajst-30888	108	8	a	a	DET
ajst-30888	108	9	typical	typical	ADJ
ajst-30888	108	10	high	high	ADJ
ajst-30888	108	11	energy	energy	NOUN
ajst-30888	108	12	consumption	consumption	NOUN
ajst-30888	108	13	unit	unit	NOUN
ajst-30888	108	14	,	,	PUNCT
ajst-30888	108	15	the	the	DET
ajst-30888	108	16	third	third	ADJ
ajst-30888	108	17	energy	energy	NOUN
ajst-30888	108	18	zone	zone	NOUN
ajst-30888	108	19	has	have	VERB
ajst-30888	108	20	a	a	DET
ajst-30888	108	21	significant	significant	ADJ
ajst-30888	108	22	positive	positive	ADJ
ajst-30888	108	23	correlation	correlation	NOUN
ajst-30888	108	24	between	between	ADP
ajst-30888	108	25	energy	energy	NOUN
ajst-30888	108	26	consumption	consumption	NOUN
ajst-30888	108	27	intensity	intensity	NOUN
ajst-30888	108	28	and	and	CCONJ
ajst-30888	108	29	regional	regional	ADJ
ajst-30888	108	30	population	population	NOUN
ajst-30888	108	31	agglomeration	agglomeration	NOUN
ajst-30888	108	32	index	index	NOUN
ajst-30888	108	33	(	(	PUNCT
ajst-30888	108	34	r=0.87	r=0.87	PROPN
ajst-30888	108	35	,	,	PUNCT
ajst-30888	108	36	p	p	X
ajst-30888	108	37	<	<	X
ajst-30888	108	38	0.01	0.01	NUM
ajst-30888	108	39	)	)	PUNCT
ajst-30888	108	40	and	and	CCONJ
ajst-30888	108	41	economic	economic	ADJ
ajst-30888	108	42	development	development	NOUN
ajst-30888	108	43	level	level	NOUN
ajst-30888	108	44	(	(	PUNCT
ajst-30888	108	45	gdp	gdp	NOUN
ajst-30888	108	46	contribution	contribution	NOUN
ajst-30888	108	47	rate	rate	NOUN
ajst-30888	108	48	β	β	X
ajst-30888	108	49	=	=	NOUN
ajst-30888	108	50	0.72	0.72	NUM
ajst-30888	108	51	)	)	PUNCT
ajst-30888	108	52	,	,	PUNCT
ajst-30888	108	53	which	which	PRON
ajst-30888	108	54	confirms	confirm	VERB
ajst-30888	108	55	the	the	DET
ajst-30888	108	56	driving	drive	VERB
ajst-30888	108	57	mechanism	mechanism	NOUN
ajst-30888	108	58	of	of	ADP
ajst-30888	108	59	human	human	ADJ
ajst-30888	108	60	activity	activity	NOUN
ajst-30888	108	61	intensity	intensity	NOUN
ajst-30888	108	62	on	on	ADP
ajst-30888	108	63	building	build	VERB
ajst-30888	108	64	energy	energy	NOUN
ajst-30888	108	65	consumption	consumption	NOUN
ajst-30888	108	66	pattern	pattern	NOUN
ajst-30888	108	67	.	.	PUNCT
ajst-30888	109	1	table	table	NOUN
ajst-30888	109	2	3	3	NUM
ajst-30888	109	3	-	-	SYM
ajst-30888	109	4	1	1	NUM
ajst-30888	109	5	.	.	PUNCT
ajst-30888	110	1	the	the	DET
ajst-30888	110	2	proportion	proportion	NOUN
ajst-30888	110	3	of	of	ADP
ajst-30888	110	4	tchd	tchd	NOUN
ajst-30888	110	5	,	,	PUNCT
ajst-30888	110	6	tec	tec	NOUN
ajst-30888	110	7	,	,	PUNCT
ajst-30888	110	8	up	up	ADP
ajst-30888	110	9	and	and	CCONJ
ajst-30888	110	10	gdp	gdp	NOUN
ajst-30888	110	11	figure	figure	NOUN
ajst-30888	110	12	3	3	NUM
ajst-30888	110	13	-	-	SYM
ajst-30888	110	14	4	4	NUM
ajst-30888	110	15	.	.	PUNCT
ajst-30888	110	16	partiproportion	partiproportion	NOUN
ajst-30888	110	17	of	of	ADP
ajst-30888	110	18	tec	tec	ADJ
ajst-30888	110	19	and	and	CCONJ
ajst-30888	110	20	tchd	tchd	VERB
ajst-30888	110	21	figure	figure	VERB
ajst-30888	110	22	3	3	NUM
ajst-30888	110	23	-	-	SYM
ajst-30888	110	24	5	5	NUM
ajst-30888	110	25	shows	show	VERB
ajst-30888	110	26	the	the	DET
ajst-30888	110	27	comparison	comparison	NOUN
ajst-30888	110	28	of	of	ADP
ajst-30888	110	29	the	the	DET
ajst-30888	110	30	predicted	predict	VERB
ajst-30888	110	31	tec	tec	ADJ
ajst-30888	110	32	value	value	NOUN
ajst-30888	110	33	with	with	ADP
ajst-30888	110	34	the	the	DET
ajst-30888	110	35	actual	actual	ADJ
ajst-30888	110	36	tec	tec	ADJ
ajst-30888	110	37	value	value	NOUN
ajst-30888	110	38	of	of	ADP
ajst-30888	110	39	the	the	DET
ajst-30888	110	40	regression	regression	NOUN
ajst-30888	110	41	model	model	NOUN
ajst-30888	110	42	,	,	PUNCT
ajst-30888	110	43	which	which	PRON
ajst-30888	110	44	shows	show	VERB
ajst-30888	110	45	that	that	SCONJ
ajst-30888	110	46	the	the	DET
ajst-30888	110	47	predicted	predict	VERB
ajst-30888	110	48	value	value	NOUN
ajst-30888	110	49	and	and	CCONJ
ajst-30888	110	50	the	the	DET
ajst-30888	110	51	actual	actual	ADJ
ajst-30888	110	52	value	value	NOUN
ajst-30888	110	53	are	be	AUX
ajst-30888	110	54	high	high	ADJ
ajst-30888	110	55	.	.	PUNCT
ajst-30888	111	1	74	74	NUM
ajst-30888	111	2	figure	figure	NOUN
ajst-30888	111	3	3	3	NUM
ajst-30888	111	4	-	-	SYM
ajst-30888	111	5	5	5	NUM
ajst-30888	111	6	.	.	PUNCT
ajst-30888	111	7	results	result	NOUN
ajst-30888	111	8	comparing	compare	VERB
ajst-30888	111	9	predicted	predict	VERB
ajst-30888	111	10	tec	tec	ADJ
ajst-30888	111	11	values	value	NOUN
ajst-30888	111	12	versus	versus	ADP
ajst-30888	111	13	actual	actual	ADJ
ajst-30888	111	14	tec	tec	ADJ
ajst-30888	111	15	values	value	NOUN
ajst-30888	111	16	5	5	NUM
ajst-30888	111	17	.	.	X
ajst-30888	112	1	summary	summary	NOUN
ajst-30888	112	2	and	and	CCONJ
ajst-30888	112	3	outlook	outlook	VERB
ajst-30888	112	4	this	this	DET
ajst-30888	112	5	study	study	NOUN
ajst-30888	112	6	constructs	construct	VERB
ajst-30888	112	7	a	a	DET
ajst-30888	112	8	building	building	NOUN
ajst-30888	112	9	energy	energy	NOUN
ajst-30888	112	10	consumption	consumption	NOUN
ajst-30888	112	11	simulation	simulation	NOUN
ajst-30888	112	12	and	and	CCONJ
ajst-30888	112	13	optimization	optimization	NOUN
ajst-30888	112	14	framework	framework	NOUN
ajst-30888	112	15	based	base	VERB
ajst-30888	112	16	on	on	ADP
ajst-30888	112	17	digital	digital	ADJ
ajst-30888	112	18	twin	twin	ADJ
ajst-30888	112	19	technology	technology	NOUN
ajst-30888	112	20	,	,	PUNCT
ajst-30888	112	21	integrating	integrate	VERB
ajst-30888	112	22	gis	gis	NOUN
ajst-30888	112	23	,	,	PUNCT
ajst-30888	112	24	machine	machine	NOUN
ajst-30888	112	25	learning	learning	NOUN
ajst-30888	112	26	,	,	PUNCT
ajst-30888	112	27	and	and	CCONJ
ajst-30888	112	28	iot	iot	PROPN
ajst-30888	112	29	technologies	technology	NOUN
ajst-30888	112	30	to	to	PART
ajst-30888	112	31	achieve	achieve	VERB
ajst-30888	112	32	dynamic	dynamic	ADJ
ajst-30888	112	33	energy	energy	NOUN
ajst-30888	112	34	consumption	consumption	NOUN
ajst-30888	112	35	prediction	prediction	NOUN
ajst-30888	112	36	from	from	ADP
ajst-30888	112	37	individual	individual	ADJ
ajst-30888	112	38	buildings	building	NOUN
ajst-30888	112	39	to	to	ADP
ajst-30888	112	40	urban	urban	ADJ
ajst-30888	112	41	scales	scale	NOUN
ajst-30888	112	42	.	.	PUNCT
ajst-30888	113	1	the	the	DET
ajst-30888	113	2	prediction	prediction	NOUN
ajst-30888	113	3	accuracy	accuracy	NOUN
ajst-30888	113	4	is	be	AUX
ajst-30888	113	5	improved	improve	VERB
ajst-30888	113	6	through	through	ADP
ajst-30888	113	7	algorithms	algorithm	NOUN
ajst-30888	113	8	such	such	ADJ
ajst-30888	113	9	as	as	ADP
ajst-30888	113	10	xgboost	xgboost	NUM
ajst-30888	113	11	,	,	PUNCT
ajst-30888	113	12	and	and	CCONJ
ajst-30888	113	13	a	a	DET
ajst-30888	113	14	national	national	ADJ
ajst-30888	113	15	building	building	NOUN
ajst-30888	113	16	energy	energy	NOUN
ajst-30888	113	17	consumption	consumption	NOUN
ajst-30888	113	18	database	database	NOUN
ajst-30888	113	19	is	be	AUX
ajst-30888	113	20	established	establish	VERB
ajst-30888	113	21	,	,	PUNCT
ajst-30888	113	22	revealing	reveal	VERB
ajst-30888	113	23	spatial	spatial	ADJ
ajst-30888	113	24	differentiation	differentiation	NOUN
ajst-30888	113	25	patterns	pattern	NOUN
ajst-30888	113	26	of	of	ADP
ajst-30888	113	27	energy	energy	NOUN
ajst-30888	113	28	consumption	consumption	NOUN
ajst-30888	113	29	and	and	CCONJ
ajst-30888	113	30	proposing	propose	VERB
ajst-30888	113	31	energy	energy	NOUN
ajst-30888	113	32	-	-	PUNCT
ajst-30888	113	33	saving	save	VERB
ajst-30888	113	34	retrofit	retrofit	NOUN
ajst-30888	113	35	strategies	strategy	NOUN
ajst-30888	113	36	.	.	PUNCT
ajst-30888	114	1	future	future	ADJ
ajst-30888	114	2	research	research	NOUN
ajst-30888	114	3	should	should	AUX
ajst-30888	114	4	enhance	enhance	VERB
ajst-30888	114	5	the	the	DET
ajst-30888	114	6	dynamic	dynamic	ADJ
ajst-30888	114	7	response	response	NOUN
ajst-30888	114	8	capability	capability	NOUN
ajst-30888	114	9	of	of	ADP
ajst-30888	114	10	the	the	DET
ajst-30888	114	11	model	model	NOUN
ajst-30888	114	12	,	,	PUNCT
ajst-30888	114	13	deepen	deepen	VERB
ajst-30888	114	14	multisystem	multisystem	NOUN
ajst-30888	114	15	coupling	coupling	NOUN
ajst-30888	114	16	and	and	CCONJ
ajst-30888	114	17	cross	cross	ADJ
ajst-30888	114	18	-	-	ADJ
ajst-30888	114	19	scale	scale	ADJ
ajst-30888	114	20	integration	integration	NOUN
ajst-30888	114	21	,	,	PUNCT
ajst-30888	114	22	optimize	optimize	VERB
ajst-30888	114	23	policy	policy	NOUN
ajst-30888	114	24	coordination	coordination	NOUN
ajst-30888	114	25	and	and	CCONJ
ajst-30888	114	26	public	public	ADJ
ajst-30888	114	27	participation	participation	NOUN
ajst-30888	114	28	mechanisms	mechanism	NOUN
ajst-30888	114	29	,	,	PUNCT
ajst-30888	114	30	integrate	integrate	VERB
ajst-30888	114	31	low	low	ADJ
ajst-30888	114	32	-	-	PUNCT
ajst-30888	114	33	carbon	carbon	NOUN
ajst-30888	114	34	technologies	technology	NOUN
ajst-30888	114	35	,	,	PUNCT
ajst-30888	114	36	and	and	CCONJ
ajst-30888	114	37	conduct	conduct	VERB
ajst-30888	114	38	life	life	NOUN
ajst-30888	114	39	cycle	cycle	NOUN
ajst-30888	114	40	assessments	assessment	NOUN
ajst-30888	114	41	to	to	PART
ajst-30888	114	42	support	support	VERB
ajst-30888	114	43	the	the	DET
ajst-30888	114	44	achievement	achievement	NOUN
ajst-30888	114	45	of	of	ADP
ajst-30888	114	46	the	the	DET
ajst-30888	114	47	"	"	PUNCT
ajst-30888	114	48	dual	dual	ADJ
ajst-30888	114	49	carbon	carbon	NOUN
ajst-30888	114	50	"	"	PUNCT
ajst-30888	114	51	goals	goal	NOUN
ajst-30888	114	52	.	.	PUNCT
ajst-30888	115	1	references	reference	NOUN
ajst-30888	115	2	[	[	X
ajst-30888	115	3	1	1	NUM
ajst-30888	115	4	]	]	X
ajst-30888	115	5	united	united	PROPN
ajst-30888	115	6	nations	nations	PROPN
ajst-30888	115	7	human	human	ADJ
ajst-30888	115	8	settlements	settlement	NOUN
ajst-30888	115	9	programme	programme	NOUN
ajst-30888	115	10	.	.	PUNCT
ajst-30888	116	1	world	world	NOUN
ajst-30888	116	2	cities	city	NOUN
ajst-30888	116	3	report	report	VERB
ajst-30888	116	4	2022	2022	NUM
ajst-30888	116	5	:	:	PUNCT
ajst-30888	116	6	envisaging	envisage	VERB
ajst-30888	116	7	the	the	DET
ajst-30888	116	8	future	future	NOUN
ajst-30888	116	9	of	of	ADP
ajst-30888	116	10	cities	city	NOUN
ajst-30888	116	11	.	.	PUNCT
ajst-30888	117	1	nairobi	nairobi	PROPN
ajst-30888	117	2	,	,	PUNCT
ajst-30888	117	3	2022	2022	NUM
ajst-30888	117	4	.	.	PUNCT
ajst-30888	118	1	[	[	X
ajst-30888	118	2	2	2	NUM
ajst-30888	118	3	]	]	X
ajst-30888	118	4	international	international	ADJ
ajst-30888	118	5	energy	energy	NOUN
ajst-30888	118	6	agency	agency	NOUN
ajst-30888	118	7	.	.	PUNCT
ajst-30888	119	1	empowering	empower	VERB
ajst-30888	119	2	cities	city	NOUN
ajst-30888	119	3	for	for	ADP
ajst-30888	119	4	a	a	DET
ajst-30888	119	5	net	net	ADJ
ajst-30888	119	6	zero	zero	NUM
ajst-30888	119	7	future	future	NOUN
ajst-30888	119	8	.	.	PUNCT
ajst-30888	120	1	paris	paris	PROPN
ajst-30888	120	2	,	,	PUNCT
ajst-30888	120	3	2021	2021	NUM
ajst-30888	120	4	.	.	PUNCT
ajst-30888	121	1	[	[	X
ajst-30888	121	2	3	3	X
ajst-30888	121	3	]	]	X
ajst-30888	121	4	li	li	PROPN
ajst-30888	121	5	y	y	PROPN
ajst-30888	121	6	,	,	PUNCT
ajst-30888	121	7	wang	wang	PROPN
ajst-30888	121	8	c	c	PROPN
ajst-30888	121	9	,	,	PUNCT
ajst-30888	121	10	zhu	zhu	PROPN
ajst-30888	121	11	s	s	PART
ajst-30888	121	12	,	,	PUNCT
ajst-30888	121	13	et	et	PROPN
ajst-30888	121	14	al	al	PROPN
ajst-30888	121	15	.	.	PUNCT
ajst-30888	122	1	a	a	DET
ajst-30888	122	2	comparison	comparison	NOUN
ajst-30888	122	3	of	of	ADP
ajst-30888	122	4	various	various	ADJ
ajst-30888	122	5	bottomup	bottomup	NOUN
ajst-30888	122	6	urban	urban	PROPN
ajst-30888	122	7	energy	energy	NOUN
ajst-30888	122	8	simulation	simulation	NOUN
ajst-30888	122	9	methods	method	NOUN
ajst-30888	122	10	using	use	VERB
ajst-30888	122	11	a	a	DET
ajst-30888	122	12	case	case	NOUN
ajst-30888	122	13	study	study	NOUN
ajst-30888	122	14	in	in	ADP
ajst-30888	122	15	hangzhou	hangzhou	PROPN
ajst-30888	122	16	,	,	PUNCT
ajst-30888	122	17	china	china	PROPN
ajst-30888	122	18	.	.	PUNCT
ajst-30888	123	1	energies	energy	NOUN
ajst-30888	123	2	,	,	PUNCT
ajst-30888	123	3	2020	2020	NUM
ajst-30888	123	4	,	,	PUNCT
ajst-30888	123	5	13(18	13(18	NUM
ajst-30888	123	6	):	):	PUNCT
ajst-30888	123	7	4781	4781	NUM
ajst-30888	123	8	.	.	PUNCT
ajst-30888	124	1	[	[	X
ajst-30888	124	2	4	4	X
ajst-30888	124	3	]	]	X
ajst-30888	124	4	robinson	robinson	PROPN
ajst-30888	124	5	d	d	PROPN
ajst-30888	124	6	,	,	PUNCT
ajst-30888	124	7	haldi	haldi	PROPN
ajst-30888	124	8	f	f	PROPN
ajst-30888	124	9	,	,	PUNCT
ajst-30888	124	10	kämpf	kämpf	PROPN
ajst-30888	124	11	j	j	PROPN
ajst-30888	124	12	,	,	PUNCT
ajst-30888	124	13	et	et	PROPN
ajst-30888	124	14	al	al	PROPN
ajst-30888	124	15	.	.	PUNCT
ajst-30888	124	16	citysim	citysim	PROPN
ajst-30888	124	17	:	:	PUNCT
ajst-30888	124	18	comprehensive	comprehensive	PROPN
ajst-30888	124	19	micro	micro	NOUN
ajst-30888	124	20	-	-	NOUN
ajst-30888	124	21	simulation	simulation	NOUN
ajst-30888	124	22	of	of	ADP
ajst-30888	124	23	resource	resource	NOUN
ajst-30888	124	24	flows	flow	NOUN
ajst-30888	124	25	for	for	ADP
ajst-30888	124	26	sustainable	sustainable	ADJ
ajst-30888	124	27	urban	urban	ADJ
ajst-30888	124	28	planning	planning	NOUN
ajst-30888	124	29	.	.	PUNCT
ajst-30888	125	1	in	in	ADP
ajst-30888	125	2	:	:	PUNCT
ajst-30888	125	3	ibpsa	ibpsa	NOUN
ajst-30888	125	4	2009	2009	NUM
ajst-30888	125	5	international	international	ADJ
ajst-30888	125	6	building	building	NOUN
ajst-30888	125	7	performance	performance	NOUN
ajst-30888	125	8	simulation	simulation	NOUN
ajst-30888	125	9	association	association	PROPN
ajst-30888	125	10	,	,	PUNCT
ajst-30888	125	11	ibpsa	ibpsa	NOUN
ajst-30888	125	12	,	,	PUNCT
ajst-30888	125	13	2009	2009	NUM
ajst-30888	125	14	:	:	PUNCT
ajst-30888	125	15	10831090	10831090	NUM
ajst-30888	125	16	.	.	PUNCT
ajst-30888	126	1	[	[	X
ajst-30888	126	2	5	5	X
ajst-30888	126	3	]	]	PUNCT
ajst-30888	126	4	reinhart	reinhart	PROPN
ajst-30888	126	5	c	c	PROPN
ajst-30888	126	6	f	f	PROPN
ajst-30888	126	7	,	,	PUNCT
ajst-30888	126	8	dogan	dogan	PROPN
ajst-30888	126	9	t	t	PROPN
ajst-30888	126	10	,	,	PUNCT
ajst-30888	126	11	jakubiec	jakubiec	PROPN
ajst-30888	126	12	j	j	PROPN
ajst-30888	126	13	a	a	PROPN
ajst-30888	126	14	,	,	PUNCT
ajst-30888	126	15	et	et	PROPN
ajst-30888	126	16	al	al	PROPN
ajst-30888	126	17	.	.	PROPN
ajst-30888	127	1	umi	umi	PROPN
ajst-30888	127	2	an	an	DET
ajst-30888	127	3	urban	urban	ADJ
ajst-30888	127	4	simulation	simulation	NOUN
ajst-30888	127	5	environment	environment	NOUN
ajst-30888	127	6	for	for	ADP
ajst-30888	127	7	building	build	VERB
ajst-30888	127	8	energy	energy	NOUN
ajst-30888	127	9	use	use	NOUN
ajst-30888	127	10	,	,	PUNCT
ajst-30888	127	11	daylighting	daylighting	NOUN
ajst-30888	127	12	and	and	CCONJ
ajst-30888	127	13	walkability	walkability	NOUN
ajst-30888	127	14	.	.	PUNCT
ajst-30888	128	1	in	in	ADP
ajst-30888	128	2	:	:	PUNCT
ajst-30888	128	3	proceedings	proceeding	NOUN
ajst-30888	128	4	of	of	ADP
ajst-30888	128	5	bs	bs	PROPN
ajst-30888	128	6	2013	2013	NUM
ajst-30888	128	7	:	:	PUNCT
ajst-30888	128	8	13th	13th	NOUN
ajst-30888	128	9	conference	conference	NOUN
ajst-30888	128	10	of	of	ADP
ajst-30888	128	11	the	the	DET
ajst-30888	128	12	international	international	ADJ
ajst-30888	128	13	building	building	NOUN
ajst-30888	128	14	performance	performance	NOUN
ajst-30888	128	15	simulation	simulation	NOUN
ajst-30888	128	16	association	association	PROPN
ajst-30888	128	17	,	,	PUNCT
ajst-30888	128	18	ibpsa	ibpsa	NOUN
ajst-30888	128	19	,	,	PUNCT
ajst-30888	128	20	2013	2013	NUM
ajst-30888	128	21	:	:	PUNCT
ajst-30888	128	22	476	476	NUM
ajst-30888	128	23	-	-	SYM
ajst-30888	128	24	483	483	NUM
ajst-30888	128	25	.	.	PUNCT
ajst-30888	129	1	[	[	X
ajst-30888	129	2	6	6	NUM
ajst-30888	129	3	]	]	SYM
ajst-30888	129	4	nouvel	nouvel	NOUN
ajst-30888	129	5	r	r	NOUN
ajst-30888	129	6	,	,	PUNCT
ajst-30888	129	7	brassel	brassel	PROPN
ajst-30888	129	8	k	k	PROPN
ajst-30888	129	9	h	h	PROPN
ajst-30888	129	10	,	,	PUNCT
ajst-30888	129	11	bruse	bruse	PROPN
ajst-30888	129	12	m	m	PROPN
ajst-30888	129	13	,	,	PUNCT
ajst-30888	129	14	et	et	PROPN
ajst-30888	129	15	al	al	PROPN
ajst-30888	129	16	.	.	PROPN
ajst-30888	129	17	simstadt	simstadt	PROPN
ajst-30888	129	18	,	,	PUNCT
ajst-30888	129	19	a	a	DET
ajst-30888	129	20	new	new	ADJ
ajst-30888	129	21	workflow	workflow	NOUN
ajst-30888	129	22	-	-	PUNCT
ajst-30888	129	23	driven	drive	VERB
ajst-30888	129	24	urban	urban	ADJ
ajst-30888	129	25	energy	energy	NOUN
ajst-30888	129	26	simulation	simulation	NOUN
ajst-30888	129	27	platform	platform	NOUN
ajst-30888	129	28	for	for	ADP
ajst-30888	129	29	citygml	citygml	ADJ
ajst-30888	129	30	city	city	NOUN
ajst-30888	129	31	models	model	NOUN
ajst-30888	129	32	.	.	PUNCT
ajst-30888	130	1	in	in	ADP
ajst-30888	130	2	:	:	PUNCT
ajst-30888	130	3	cisbat	cisbat	PROPN
ajst-30888	130	4	international	international	PROPN
ajst-30888	130	5	conference	conference	NOUN
ajst-30888	130	6	,	,	PUNCT
ajst-30888	130	7	cisbat	cisbat	NOUN
ajst-30888	130	8	,	,	PUNCT
ajst-30888	130	9	2015	2015	NUM
ajst-30888	130	10	:	:	PUNCT
ajst-30888	130	11	889	889	NUM
ajst-30888	130	12	-	-	SYM
ajst-30888	130	13	894	894	NUM
ajst-30888	130	14	.	.	PUNCT
ajst-30888	131	1	[	[	X
ajst-30888	131	2	7	7	X
ajst-30888	131	3	]	]	X
ajst-30888	131	4	hong	hong	PROPN
ajst-30888	131	5	t	t	PROPN
ajst-30888	131	6	,	,	PUNCT
ajst-30888	131	7	chen	chen	PROPN
ajst-30888	131	8	y	y	PROPN
ajst-30888	131	9	,	,	PUNCT
ajst-30888	131	10	lee	lee	PROPN
ajst-30888	131	11	s	s	PROPN
ajst-30888	131	12	h	h	PROPN
ajst-30888	131	13	,	,	PUNCT
ajst-30888	131	14	et	et	PROPN
ajst-30888	131	15	al	al	PROPN
ajst-30888	131	16	.	.	PUNCT
ajst-30888	132	1	citybes	citybe	NOUN
ajst-30888	132	2	:	:	PUNCT
ajst-30888	132	3	a	a	DET
ajst-30888	132	4	web	web	NOUN
ajst-30888	132	5	-	-	PUNCT
ajst-30888	132	6	based	base	VERB
ajst-30888	132	7	platform	platform	NOUN
ajst-30888	132	8	to	to	PART
ajst-30888	132	9	support	support	VERB
ajst-30888	132	10	city	city	NOUN
ajst-30888	132	11	scale	scale	NOUN
ajst-30888	132	12	building	building	NOUN
ajst-30888	132	13	energy	energy	NOUN
ajst-30888	132	14	efficiency	efficiency	NOUN
ajst-30888	132	15	.	.	PUNCT
ajst-30888	133	1	in	in	ADP
ajst-30888	133	2	:	:	PUNCT
ajst-30888	133	3	5th	5th	ADJ
ajst-30888	133	4	international	international	ADJ
ajst-30888	133	5	urban	urban	ADJ
ajst-30888	133	6	computing	computing	NOUN
ajst-30888	133	7	workshop	workshop	NOUN
ajst-30888	133	8	,	,	PUNCT
ajst-30888	133	9	acm	acm	PROPN
ajst-30888	133	10	,	,	PUNCT
ajst-30888	133	11	2016	2016	NUM
ajst-30888	133	12	.	.	PUNCT
ajst-30888	134	1	[	[	X
ajst-30888	134	2	8	8	NUM
ajst-30888	134	3	]	]	SYM
ajst-30888	134	4	baetens	baetens	PROPN
ajst-30888	134	5	r	r	NOUN
ajst-30888	134	6	,	,	PUNCT
ajst-30888	134	7	de	de	X
ajst-30888	134	8	coninck	coninck	ADV
ajst-30888	134	9	r	r	NOUN
ajst-30888	134	10	,	,	PUNCT
ajst-30888	134	11	jorissen	jorissen	NOUN
ajst-30888	134	12	f	f	PROPN
ajst-30888	134	13	,	,	PUNCT
ajst-30888	134	14	et	et	PROPN
ajst-30888	134	15	al	al	PROPN
ajst-30888	134	16	.	.	PROPN
ajst-30888	135	1	openideas	openideas	PROPN
ajst-30888	135	2	an	an	DET
ajst-30888	135	3	open	open	ADJ
ajst-30888	135	4	framework	framework	NOUN
ajst-30888	135	5	for	for	ADP
ajst-30888	135	6	integrated	integrate	VERB
ajst-30888	135	7	district	district	NOUN
ajst-30888	135	8	energy	energy	NOUN
ajst-30888	135	9	simulations	simulation	NOUN
ajst-30888	135	10	.	.	PUNCT
ajst-30888	136	1	in	in	ADP
ajst-30888	136	2	:	:	PUNCT
ajst-30888	136	3	14th	14th	ADJ
ajst-30888	136	4	international	international	ADJ
ajst-30888	136	5	conference	conference	NOUN
ajst-30888	136	6	of	of	ADP
ajst-30888	136	7	ibpsa	ibpsa	NOUN
ajst-30888	136	8	building	building	NOUN
ajst-30888	136	9	simulation	simulation	NOUN
ajst-30888	136	10	2015	2015	NUM
ajst-30888	136	11	,	,	PUNCT
ajst-30888	136	12	ibpsa	ibpsa	NOUN
ajst-30888	136	13	,	,	PUNCT
ajst-30888	136	14	2015	2015	NUM
ajst-30888	136	15	:	:	PUNCT
ajst-30888	136	16	347	347	NUM
ajst-30888	136	17	-	-	SYM
ajst-30888	136	18	354	354	NUM
ajst-30888	136	19	.	.	PUNCT
ajst-30888	137	1	[	[	X
ajst-30888	137	2	9	9	NUM
ajst-30888	137	3	]	]	X
ajst-30888	137	4	quan	quan	PROPN
ajst-30888	137	5	s	s	PROPN
ajst-30888	137	6	j	j	PROPN
ajst-30888	137	7	,	,	PUNCT
ajst-30888	137	8	li	li	PROPN
ajst-30888	137	9	q	q	PROPN
ajst-30888	137	10	,	,	PUNCT
ajst-30888	137	11	augenbroe	augenbroe	PROPN
ajst-30888	137	12	g	g	PROPN
ajst-30888	137	13	,	,	PUNCT
ajst-30888	137	14	et	et	PROPN
ajst-30888	137	15	al	al	PROPN
ajst-30888	137	16	.	.	PUNCT
ajst-30888	138	1	urban	urban	ADJ
ajst-30888	138	2	data	datum	NOUN
ajst-30888	138	3	and	and	CCONJ
ajst-30888	138	4	building	build	VERB
ajst-30888	138	5	energy	energy	NOUN
ajst-30888	138	6	modeling	modeling	NOUN
ajst-30888	138	7	:	:	PUNCT
ajst-30888	138	8	a	a	DET
ajst-30888	138	9	gis	gis	NOUN
ajst-30888	138	10	-	-	PUNCT
ajst-30888	138	11	based	base	VERB
ajst-30888	138	12	urban	urban	ADJ
ajst-30888	138	13	building	building	NOUN
ajst-30888	138	14	energy	energy	NOUN
ajst-30888	138	15	modeling	modeling	NOUN
ajst-30888	138	16	system	system	NOUN
ajst-30888	138	17	using	use	VERB
ajst-30888	138	18	the	the	DET
ajst-30888	138	19	urban	urban	ADJ
ajst-30888	138	20	-	-	PUNCT
ajst-30888	138	21	epc	epc	PROPN
ajst-30888	138	22	engine	engine	NOUN
ajst-30888	138	23	.	.	PUNCT
ajst-30888	139	1	in	in	ADP
ajst-30888	139	2	:	:	PUNCT
ajst-30888	139	3	planning	plan	VERB
ajst-30888	139	4	support	support	NOUN
ajst-30888	139	5	systems	system	NOUN
ajst-30888	139	6	and	and	CCONJ
ajst-30888	139	7	smart	smart	ADJ
ajst-30888	139	8	cities	city	NOUN
ajst-30888	139	9	.	.	PUNCT
ajst-30888	140	1	springer	springer	NOUN
ajst-30888	140	2	international	international	ADJ
ajst-30888	140	3	publishing	publishing	NOUN
ajst-30888	140	4	,	,	PUNCT
ajst-30888	140	5	2015:447–469	2015:447–469	NOUN
ajst-30888	140	6	.	.	PUNCT