id	sid	tid	token	lemma	pos
cet-15744	1	1	doi	doi	NOUN
cet-15744	1	2	:	:	PUNCT
cet-15744	1	3	10.3303	10.3303	NUM
cet-15744	1	4	/	/	SYM
cet-15744	1	5	cet25121017	cet25121017	NOUN
cet-15744	1	6	paper	paper	NOUN
cet-15744	1	7	received	receive	VERB
cet-15744	1	8	:	:	PUNCT
cet-15744	1	9	20	20	NUM
cet-15744	1	10	august	august	PROPN
cet-15744	1	11	2025	2025	NUM
cet-15744	1	12	;	;	PUNCT
cet-15744	1	13	revised	revise	VERB
cet-15744	1	14	:	:	PUNCT
cet-15744	1	15	25	25	NUM
cet-15744	1	16	october	october	NOUN
cet-15744	1	17	2025	2025	NUM
cet-15744	1	18	;	;	PUNCT
cet-15744	1	19	accepted	accept	VERB
cet-15744	1	20	:	:	PUNCT
cet-15744	1	21	02	02	NUM
cet-15744	1	22	december	december	PROPN
cet-15744	1	23	2025	2025	NUM
cet-15744	1	24	please	please	INTJ
cet-15744	1	25	cite	cite	VERB
cet-15744	1	26	this	this	DET
cet-15744	1	27	article	article	NOUN
cet-15744	1	28	as	as	ADP
cet-15744	1	29	:	:	PUNCT
cet-15744	1	30	oláh	oláh	PROPN
cet-15744	1	31	s.	s.	PROPN
cet-15744	1	32	,	,	PUNCT
cet-15744	1	33	barsi	barsi	NOUN
cet-15744	1	34	á	á	PROPN
cet-15744	1	35	.	.	PROPN
cet-15744	1	36	,	,	PUNCT
cet-15744	1	37	kozma	kozma	PROPN
cet-15744	1	38	k.	k.	PROPN
cet-15744	1	39	,	,	PUNCT
cet-15744	1	40	2025	2025	NUM
cet-15744	1	41	,	,	PUNCT
cet-15744	1	42	smart	smart	ADJ
cet-15744	1	43	cities	city	NOUN
cet-15744	1	44	and	and	CCONJ
cet-15744	1	45	data	datum	NOUN
cet-15744	1	46	enrichment	enrichment	NOUN
cet-15744	1	47	:	:	PUNCT
cet-15744	1	48	the	the	DET
cet-15744	1	49	role	role	NOUN
cet-15744	1	50	of	of	ADP
cet-15744	1	51	lidar	lidar	NOUN
cet-15744	1	52	and	and	CCONJ
cet-15744	1	53	point	point	VERB
cet-15744	1	54	cloud	cloud	NOUN
cet-15744	1	55	upsampling	upsampling	NOUN
cet-15744	1	56	in	in	ADP
cet-15744	1	57	sustainable	sustainable	ADJ
cet-15744	1	58	urban	urban	ADJ
cet-15744	1	59	management	management	NOUN
cet-15744	1	60	,	,	PUNCT
cet-15744	1	61	chemical	chemical	ADJ
cet-15744	1	62	engineering	engineering	NOUN
cet-15744	1	63	transactions	transaction	NOUN
cet-15744	1	64	,	,	PUNCT
cet-15744	1	65	121	121	NUM
cet-15744	1	66	,	,	PUNCT
cet-15744	1	67	97	97	NUM
cet-15744	1	68	-	-	SYM
cet-15744	1	69	102	102	NUM
cet-15744	1	70	doi:10.3303	doi:10.3303	NOUN
cet-15744	1	71	/	/	SYM
cet-15744	1	72	cet25121017	cet25121017	NOUN
cet-15744	1	73	chemical	chemical	NOUN
cet-15744	1	74	engineering	engineering	NOUN
cet-15744	1	75	transactions	transaction	NOUN
cet-15744	1	76	vol	vol	NOUN
cet-15744	1	77	.	.	PROPN
cet-15744	1	78	121	121	NUM
cet-15744	1	79	,	,	PUNCT
cet-15744	1	80	2025	2025	NUM
cet-15744	1	81	a	a	DET
cet-15744	1	82	publication	publication	NOUN
cet-15744	1	83	of	of	ADP
cet-15744	1	84	the	the	DET
cet-15744	1	85	italian	italian	ADJ
cet-15744	1	86	association	association	NOUN
cet-15744	1	87	of	of	ADP
cet-15744	1	88	chemical	chemical	PROPN
cet-15744	1	89	engineering	engineering	NOUN
cet-15744	1	90	online	online	ADV
cet-15744	1	91	at	at	ADP
cet-15744	1	92	www.cetjournal.it	www.cetjournal.it	PROPN
cet-15744	1	93	guest	guest	NOUN
cet-15744	1	94	editors	editor	NOUN
cet-15744	1	95	:	:	PUNCT
cet-15744	1	96	petar	petar	PROPN
cet-15744	1	97	s.	s.	PROPN
cet-15744	1	98	varbanov	varbanov	PROPN
cet-15744	1	99	copyright	copyright	NOUN
cet-15744	1	100	©	©	PROPN
cet-15744	1	101	2025	2025	NUM
cet-15744	1	102	,	,	PUNCT
cet-15744	1	103	aidic	aidic	ADJ
cet-15744	1	104	servizi	servizi	PROPN
cet-15744	1	105	s.r.l	s.r.l	NOUN
cet-15744	1	106	.	.	PUNCT
cet-15744	2	1	isbn	isbn	PROPN
cet-15744	2	2	979	979	NUM
cet-15744	2	3	-	-	SYM
cet-15744	2	4	12	12	NUM
cet-15744	2	5	-	-	PUNCT
cet-15744	2	6	81206	81206	NUM
cet-15744	2	7	-	-	SYM
cet-15744	2	8	22	22	NUM
cet-15744	2	9	-	-	SYM
cet-15744	2	10	9	9	NUM
cet-15744	2	11	;	;	PUNCT
cet-15744	2	12	issn	issn	PROPN
cet-15744	2	13	2283	2283	NUM
cet-15744	2	14	-	-	SYM
cet-15744	2	15	9216	9216	NUM
cet-15744	2	16	smart	smart	ADJ
cet-15744	2	17	cities	city	NOUN
cet-15744	2	18	and	and	CCONJ
cet-15744	2	19	data	datum	NOUN
cet-15744	2	20	enrichment	enrichment	NOUN
cet-15744	2	21	:	:	PUNCT
cet-15744	2	22	the	the	DET
cet-15744	2	23	role	role	NOUN
cet-15744	2	24	of	of	ADP
cet-15744	2	25	lidar	lidar	NOUN
cet-15744	2	26	and	and	CCONJ
cet-15744	2	27	point	point	VERB
cet-15744	2	28	cloud	cloud	NOUN
cet-15744	2	29	upsampling	upsampling	NOUN
cet-15744	2	30	in	in	ADP
cet-15744	2	31	sustainable	sustainable	ADJ
cet-15744	2	32	urban	urban	ADJ
cet-15744	2	33	management	management	PROPN
cet-15744	2	34	szeverin	szeverin	PROPN
cet-15744	2	35	oláha	oláha	PROPN
cet-15744	2	36	,	,	PUNCT
cet-15744	2	37	árpád	árpád	PROPN
cet-15744	2	38	barsib	barsib	PROPN
cet-15744	2	39	,	,	PUNCT
cet-15744	2	40	katalin	katalin	PROPN
cet-15744	2	41	kozma*,c	kozma*,c	VERB
cet-15744	2	42	adoctoral	adoctoral	ADJ
cet-15744	2	43	programme	programme	NOUN
cet-15744	2	44	in	in	ADP
cet-15744	2	45	informatics	informatics	PROPN
cet-15744	2	46	,	,	PUNCT
cet-15744	2	47	doctoral	doctoral	ADJ
cet-15744	2	48	school	school	NOUN
cet-15744	2	49	of	of	ADP
cet-15744	2	50	multidisciplinary	multidisciplinary	ADJ
cet-15744	2	51	engineering	engineering	NOUN
cet-15744	2	52	sciences	science	NOUN
cet-15744	2	53	,	,	PUNCT
cet-15744	2	54	széchenyi	széchenyi	PROPN
cet-15744	2	55	istván	istván	PROPN
cet-15744	2	56	university	university	PROPN
cet-15744	2	57	,	,	PUNCT
cet-15744	2	58	egyetem	egyetem	NOUN
cet-15744	2	59	tér	tér	PROPN
cet-15744	2	60	1	1	NUM
cet-15744	2	61	,	,	PUNCT
cet-15744	2	62	9026	9026	NUM
cet-15744	2	63	győr	győr	NOUN
cet-15744	2	64	,	,	PUNCT
cet-15744	2	65	hungary	hungary	PROPN
cet-15744	2	66	bdepartment	bdepartment	NOUN
cet-15744	2	67	of	of	ADP
cet-15744	2	68	photogrammetry	photogrammetry	NOUN
cet-15744	2	69	and	and	CCONJ
cet-15744	2	70	geoinformatics	geoinformatic	NOUN
cet-15744	2	71	,	,	PUNCT
cet-15744	2	72	faculty	faculty	NOUN
cet-15744	2	73	of	of	ADP
cet-15744	2	74	civil	civil	ADJ
cet-15744	2	75	engineering	engineering	NOUN
cet-15744	2	76	,	,	PUNCT
cet-15744	2	77	budapest	budapest	PROPN
cet-15744	2	78	university	university	PROPN
cet-15744	2	79	of	of	ADP
cet-15744	2	80	technology	technology	NOUN
cet-15744	2	81	and	and	CCONJ
cet-15744	2	82	economics	economic	NOUN
cet-15744	2	83	,	,	PUNCT
cet-15744	2	84	műegyetem	műegyetem	NOUN
cet-15744	2	85	rkp	rkp	PROPN
cet-15744	2	86	.	.	PROPN
cet-15744	2	87	3	3	NUM
cet-15744	2	88	,	,	PUNCT
cet-15744	2	89	1111	1111	NUM
cet-15744	2	90	budapest	budapest	NOUN
cet-15744	2	91	,	,	PUNCT
cet-15744	2	92	hungary	hungary	PROPN
cet-15744	2	93	cdepartment	cdepartment	NOUN
cet-15744	2	94	of	of	ADP
cet-15744	2	95	applied	apply	VERB
cet-15744	2	96	sustainability	sustainability	NOUN
cet-15744	2	97	,	,	PUNCT
cet-15744	2	98	albert	albert	PROPN
cet-15744	2	99	kázmér	kázmér	PROPN
cet-15744	2	100	faculty	faculty	NOUN
cet-15744	2	101	of	of	ADP
cet-15744	2	102	agricultural	agricultural	ADJ
cet-15744	2	103	and	and	CCONJ
cet-15744	2	104	food	food	NOUN
cet-15744	2	105	sciences	science	NOUN
cet-15744	2	106	,	,	PUNCT
cet-15744	2	107	széchenyi	széchenyi	PROPN
cet-15744	2	108	istván	istván	PROPN
cet-15744	2	109	university	university	PROPN
cet-15744	2	110	,	,	PUNCT
cet-15744	2	111	egyetem	egyetem	NOUN
cet-15744	2	112	tér	tér	PROPN
cet-15744	2	113	1	1	NUM
cet-15744	2	114	,	,	PUNCT
cet-15744	2	115	9026	9026	NUM
cet-15744	2	116	győr	győr	PROPN
cet-15744	2	117	,	,	PUNCT
cet-15744	2	118	hungary	hungary	PROPN
cet-15744	2	119	kozma.katalin@sze.hu	kozma.katalin@sze.hu	PROPN
cet-15744	2	120	geospatial	geospatial	PROPN
cet-15744	2	121	data	datum	NOUN
cet-15744	2	122	with	with	ADP
cet-15744	2	123	high	high	ADJ
cet-15744	2	124	resolution	resolution	NOUN
cet-15744	2	125	and	and	CCONJ
cet-15744	2	126	spatio	spatio	PROPN
cet-15744	2	127	-	-	PUNCT
cet-15744	2	128	temporal	temporal	ADJ
cet-15744	2	129	accuracy	accuracy	NOUN
cet-15744	2	130	can	can	AUX
cet-15744	2	131	further	far	ADV
cet-15744	2	132	support	support	VERB
cet-15744	2	133	sustainable	sustainable	ADJ
cet-15744	2	134	infrastructure	infrastructure	NOUN
cet-15744	2	135	and	and	CCONJ
cet-15744	2	136	optimise	optimise	ADJ
cet-15744	2	137	urban	urban	ADJ
cet-15744	2	138	services	service	NOUN
cet-15744	2	139	to	to	PART
cet-15744	2	140	improve	improve	VERB
cet-15744	2	141	the	the	DET
cet-15744	2	142	quality	quality	NOUN
cet-15744	2	143	of	of	ADP
cet-15744	2	144	life	life	NOUN
cet-15744	2	145	of	of	ADP
cet-15744	2	146	city	city	NOUN
cet-15744	2	147	residents	resident	NOUN
cet-15744	2	148	.	.	PUNCT
cet-15744	3	1	lidar	lidar	NOUN
cet-15744	3	2	-	-	PUNCT
cet-15744	3	3	based	base	VERB
cet-15744	3	4	technologies	technology	NOUN
cet-15744	3	5	are	be	AUX
cet-15744	3	6	commonly	commonly	ADV
cet-15744	3	7	used	use	VERB
cet-15744	3	8	to	to	PART
cet-15744	3	9	produce	produce	VERB
cet-15744	3	10	3d	3d	NUM
cet-15744	3	11	urban	urban	ADJ
cet-15744	3	12	models	model	NOUN
cet-15744	3	13	and	and	CCONJ
cet-15744	3	14	can	can	AUX
cet-15744	3	15	include	include	VERB
cet-15744	3	16	terrestrial	terrestrial	ADJ
cet-15744	3	17	laser	laser	NOUN
cet-15744	3	18	scanning	scanning	NOUN
cet-15744	3	19	(	(	PUNCT
cet-15744	3	20	tls	tls	PROPN
cet-15744	3	21	)	)	PUNCT
cet-15744	3	22	,	,	PUNCT
cet-15744	3	23	mobile	mobile	ADJ
cet-15744	3	24	mapping	mapping	NOUN
cet-15744	3	25	systems	system	NOUN
cet-15744	3	26	(	(	PUNCT
cet-15744	3	27	mms	mms	NOUN
cet-15744	3	28	)	)	PUNCT
cet-15744	3	29	,	,	PUNCT
cet-15744	3	30	and	and	CCONJ
cet-15744	3	31	airborne	airborne	ADJ
cet-15744	3	32	platforms	platform	NOUN
cet-15744	3	33	such	such	ADJ
cet-15744	3	34	as	as	ADP
cet-15744	3	35	photogrammetric	photogrammetric	ADJ
cet-15744	3	36	drones	drone	NOUN
cet-15744	3	37	.	.	PUNCT
cet-15744	4	1	point	point	NOUN
cet-15744	4	2	cloud	cloud	NOUN
cet-15744	4	3	datasets	dataset	NOUN
cet-15744	4	4	can	can	AUX
cet-15744	4	5	be	be	AUX
cet-15744	4	6	utilised	utilise	VERB
cet-15744	4	7	for	for	ADP
cet-15744	4	8	transportation	transportation	NOUN
cet-15744	4	9	planning	planning	NOUN
cet-15744	4	10	and	and	CCONJ
cet-15744	4	11	management	management	NOUN
cet-15744	4	12	,	,	PUNCT
cet-15744	4	13	utility	utility	NOUN
cet-15744	4	14	management	management	NOUN
cet-15744	4	15	,	,	PUNCT
cet-15744	4	16	green	green	ADJ
cet-15744	4	17	infrastructure	infrastructure	NOUN
cet-15744	4	18	evaluation	evaluation	NOUN
cet-15744	4	19	,	,	PUNCT
cet-15744	4	20	and	and	CCONJ
cet-15744	4	21	emergency	emergency	NOUN
cet-15744	4	22	response	response	NOUN
cet-15744	4	23	.	.	PUNCT
cet-15744	5	1	despite	despite	SCONJ
cet-15744	5	2	the	the	DET
cet-15744	5	3	utility	utility	NOUN
cet-15744	5	4	of	of	ADP
cet-15744	5	5	these	these	DET
cet-15744	5	6	point	point	NOUN
cet-15744	5	7	cloud	cloud	NOUN
cet-15744	5	8	datasets	dataset	NOUN
cet-15744	5	9	,	,	PUNCT
cet-15744	5	10	the	the	DET
cet-15744	5	11	intrinsic	intrinsic	ADJ
cet-15744	5	12	incompleteness	incompleteness	NOUN
cet-15744	5	13	or	or	CCONJ
cet-15744	5	14	sparsity	sparsity	NOUN
cet-15744	5	15	due	due	ADP
cet-15744	5	16	to	to	ADP
cet-15744	5	17	the	the	DET
cet-15744	5	18	costs	cost	NOUN
cet-15744	5	19	of	of	ADP
cet-15744	5	20	surveying	surveying	NOUN
cet-15744	5	21	,	,	PUNCT
cet-15744	5	22	the	the	DET
cet-15744	5	23	characteristics	characteristic	NOUN
cet-15744	5	24	of	of	ADP
cet-15744	5	25	the	the	DET
cet-15744	5	26	sensors	sensor	NOUN
cet-15744	5	27	,	,	PUNCT
cet-15744	5	28	and	and	CCONJ
cet-15744	5	29	environmental	environmental	ADJ
cet-15744	5	30	occlusion	occlusion	NOUN
cet-15744	5	31	are	be	AUX
cet-15744	5	32	significant	significant	ADJ
cet-15744	5	33	limitations	limitation	NOUN
cet-15744	5	34	for	for	ADP
cet-15744	5	35	effective	effective	ADJ
cet-15744	5	36	precision	precision	NOUN
cet-15744	5	37	modelling	modelling	NOUN
cet-15744	5	38	at	at	ADP
cet-15744	5	39	the	the	DET
cet-15744	5	40	urban	urban	ADJ
cet-15744	5	41	scale	scale	NOUN
cet-15744	5	42	.	.	PUNCT
cet-15744	6	1	point	point	NOUN
cet-15744	6	2	cloud	cloud	NOUN
cet-15744	6	3	upsampling	upsampling	NOUN
cet-15744	6	4	appears	appear	VERB
cet-15744	6	5	to	to	PART
cet-15744	6	6	be	be	AUX
cet-15744	6	7	an	an	DET
cet-15744	6	8	innovative	innovative	ADJ
cet-15744	6	9	modelling	modelling	NOUN
cet-15744	6	10	gap	gap	NOUN
cet-15744	6	11	for	for	ADP
cet-15744	6	12	synthetically	synthetically	ADV
cet-15744	6	13	increasing	increase	VERB
cet-15744	6	14	point	point	NOUN
cet-15744	6	15	density	density	NOUN
cet-15744	6	16	,	,	PUNCT
cet-15744	6	17	while	while	SCONJ
cet-15744	6	18	preserving	preserve	VERB
cet-15744	6	19	geometric	geometric	ADJ
cet-15744	6	20	accuracy	accuracy	NOUN
cet-15744	6	21	.	.	PUNCT
cet-15744	7	1	deep	deep	ADJ
cet-15744	7	2	learning	learning	NOUN
cet-15744	7	3	–	–	PUNCT
cet-15744	7	4	based	base	VERB
cet-15744	7	5	networks	network	NOUN
cet-15744	7	6	demonstrably	demonstrably	ADV
cet-15744	7	7	reduced	reduce	VERB
cet-15744	7	8	the	the	DET
cet-15744	7	9	quantified	quantified	ADJ
cet-15744	7	10	improvements	improvement	NOUN
cet-15744	7	11	of	of	ADP
cet-15744	7	12	the	the	DET
cet-15744	7	13	point	point	NOUN
cet-15744	7	14	cloud	cloud	NOUN
cet-15744	7	15	upsampling	upsampling	NOUN
cet-15744	7	16	method	method	NOUN
cet-15744	7	17	.	.	PUNCT
cet-15744	8	1	previous	previous	ADJ
cet-15744	8	2	studies	study	NOUN
cet-15744	8	3	have	have	AUX
cet-15744	8	4	shown	show	VERB
cet-15744	8	5	that	that	SCONJ
cet-15744	8	6	reduced	reduce	VERB
cet-15744	8	7	point	point	NOUN
cet-15744	8	8	-	-	PUNCT
cet-15744	8	9	to	to	ADP
cet-15744	8	10	-	-	PUNCT
cet-15744	8	11	surface	surface	NOUN
cet-15744	8	12	deviation	deviation	NOUN
cet-15744	8	13	from	from	ADP
cet-15744	8	14	~0.146	~0.146	PRON
cet-15744	8	15	to	to	ADP
cet-15744	8	16	~0.140	~0.140	PROPN
cet-15744	8	17	(	(	PUNCT
cet-15744	8	18	10⁻²	10⁻²	NUM
cet-15744	8	19	scale	scale	NOUN
cet-15744	8	20	;	;	PUNCT
cet-15744	8	21	6.11	6.11	NUM
cet-15744	8	22	%	%	NOUN
cet-15744	8	23	improvement	improvement	NOUN
cet-15744	8	24	)	)	PUNCT
cet-15744	8	25	,	,	PUNCT
cet-15744	8	26	and	and	CCONJ
cet-15744	8	27	improved	improve	VERB
cet-15744	8	28	distribution	distribution	NOUN
cet-15744	8	29	uniformity	uniformity	NOUN
cet-15744	8	30	from	from	ADP
cet-15744	8	31	0.315	0.315	NUM
cet-15744	8	32	to	to	ADP
cet-15744	8	33	0.219	0.219	NUM
cet-15744	8	34	(	(	PUNCT
cet-15744	8	35	30.55	30.55	NUM
cet-15744	8	36	%	%	NOUN
cet-15744	8	37	improvement	improvement	NOUN
cet-15744	8	38	)	)	PUNCT
cet-15744	8	39	,	,	PUNCT
cet-15744	8	40	and	and	CCONJ
cet-15744	8	41	frequency	frequency	NOUN
cet-15744	8	42	-	-	PUNCT
cet-15744	8	43	selective	selective	ADJ
cet-15744	8	44	geometry	geometry	NOUN
cet-15744	8	45	upsampling	upsampling	NOUN
cet-15744	8	46	provided	provide	VERB
cet-15744	8	47	up	up	ADP
cet-15744	8	48	to	to	ADP
cet-15744	8	49	4.4×s	4.4×s	PROPN
cet-15744	8	50	less	less	ADJ
cet-15744	8	51	point	point	NOUN
cet-15744	8	52	-	-	PUNCT
cet-15744	8	53	to	to	ADP
cet-15744	8	54	-	-	PUNCT
cet-15744	8	55	point	point	NOUN
cet-15744	8	56	compared	compare	VERB
cet-15744	8	57	to	to	ADP
cet-15744	8	58	pu	pu	NOUN
cet-15744	8	59	-	-	ADJ
cet-15744	8	60	net	net	NOUN
cet-15744	8	61	and	and	CCONJ
cet-15744	8	62	at	at	ADP
cet-15744	8	63	4×	4×	ADJ
cet-15744	8	64	upsampling	upsample	VERB
cet-15744	8	65	factors	factor	NOUN
cet-15744	8	66	these	these	DET
cet-15744	8	67	results	result	NOUN
cet-15744	8	68	demonstrate	demonstrate	VERB
cet-15744	8	69	that	that	SCONJ
cet-15744	8	70	advanced	advanced	ADJ
cet-15744	8	71	point	point	NOUN
cet-15744	8	72	cloud	cloud	NOUN
cet-15744	8	73	upsampling	upsample	VERB
cet-15744	8	74	methods	method	NOUN
cet-15744	8	75	would	would	AUX
cet-15744	8	76	reasonable	reasonable	ADJ
cet-15744	8	77	improve	improve	VERB
cet-15744	8	78	the	the	DET
cet-15744	8	79	accuracy	accuracy	NOUN
cet-15744	8	80	or	or	CCONJ
cet-15744	8	81	precision	precision	NOUN
cet-15744	8	82	of	of	ADP
cet-15744	8	83	derived	derive	VERB
cet-15744	8	84	products	product	NOUN
cet-15744	8	85	such	such	ADJ
cet-15744	8	86	as	as	ADP
cet-15744	8	87	digital	digital	ADJ
cet-15744	8	88	terrain	terrain	NOUN
cet-15744	8	89	models	model	NOUN
cet-15744	8	90	(	(	PUNCT
cet-15744	8	91	dtms	dtms	NOUN
cet-15744	8	92	)	)	PUNCT
cet-15744	8	93	,	,	PUNCT
cet-15744	8	94	canopy	canopy	NOUN
cet-15744	8	95	height	height	NOUN
cet-15744	8	96	models	model	NOUN
cet-15744	8	97	(	(	PUNCT
cet-15744	8	98	chms	chm	NOUN
cet-15744	8	99	)	)	PUNCT
cet-15744	8	100	,	,	PUNCT
cet-15744	8	101	and	and	CCONJ
cet-15744	8	102	other	other	ADJ
cet-15744	8	103	ecological	ecological	ADJ
cet-15744	8	104	indices	index	NOUN
cet-15744	8	105	that	that	PRON
cet-15744	8	106	are	be	AUX
cet-15744	8	107	generally	generally	ADV
cet-15744	8	108	sensitive	sensitive	ADJ
cet-15744	8	109	to	to	PART
cet-15744	8	110	point	point	VERB
cet-15744	8	111	density	density	NOUN
cet-15744	8	112	.	.	PUNCT
cet-15744	9	1	this	this	DET
cet-15744	9	2	paper	paper	NOUN
cet-15744	9	3	reviews	review	VERB
cet-15744	9	4	the	the	DET
cet-15744	9	5	latest	late	ADJ
cet-15744	9	6	upsampling	upsample	VERB
cet-15744	9	7	algorithms	algorithm	NOUN
cet-15744	9	8	and	and	CCONJ
cet-15744	9	9	proposes	propose	VERB
cet-15744	9	10	a	a	DET
cet-15744	9	11	way	way	NOUN
cet-15744	9	12	of	of	ADP
cet-15744	9	13	thinking	thinking	NOUN
cet-15744	9	14	and	and	CCONJ
cet-15744	9	15	structuring	structure	VERB
cet-15744	9	16	data	datum	NOUN
cet-15744	9	17	science	science	NOUN
cet-15744	9	18	that	that	PRON
cet-15744	9	19	can	can	AUX
cet-15744	9	20	scale	scale	VERB
cet-15744	9	21	into	into	ADP
cet-15744	9	22	urban	urban	ADJ
cet-15744	9	23	monitoring	monitoring	NOUN
cet-15744	9	24	processes	process	NOUN
cet-15744	9	25	.	.	PUNCT
cet-15744	10	1	1	1	X
cet-15744	10	2	.	.	X
cet-15744	10	3	introduction	introduction	NOUN
cet-15744	10	4	one	one	NUM
cet-15744	10	5	of	of	ADP
cet-15744	10	6	the	the	DET
cet-15744	10	7	fundamental	fundamental	ADJ
cet-15744	10	8	preconditions	precondition	NOUN
cet-15744	10	9	of	of	ADP
cet-15744	10	10	sustainable	sustainable	ADJ
cet-15744	10	11	urban	urban	ADJ
cet-15744	10	12	development	development	NOUN
cet-15744	10	13	is	be	AUX
cet-15744	10	14	the	the	DET
cet-15744	10	15	need	need	NOUN
cet-15744	10	16	to	to	PART
cet-15744	10	17	balance	balance	VERB
cet-15744	10	18	the	the	DET
cet-15744	10	19	use	use	NOUN
cet-15744	10	20	of	of	ADP
cet-15744	10	21	the	the	DET
cet-15744	10	22	elements	element	NOUN
cet-15744	10	23	'	'	PART
cet-15744	10	24	natural	natural	ADJ
cet-15744	10	25	environment	environment	NOUN
cet-15744	10	26	with	with	ADP
cet-15744	10	27	the	the	DET
cet-15744	10	28	urban	urban	ADJ
cet-15744	10	29	built	build	VERB
cet-15744	10	30	environment	environment	NOUN
cet-15744	10	31	,	,	PUNCT
cet-15744	10	32	in	in	ADP
cet-15744	10	33	which	which	PRON
cet-15744	10	34	green	green	ADJ
cet-15744	10	35	infrastructure	infrastructure	NOUN
cet-15744	10	36	,	,	PUNCT
cet-15744	10	37	including	include	VERB
cet-15744	10	38	trees	tree	NOUN
cet-15744	10	39	,	,	PUNCT
cet-15744	10	40	parks	park	NOUN
cet-15744	10	41	,	,	PUNCT
cet-15744	10	42	green	green	ADJ
cet-15744	10	43	roofs	roof	NOUN
cet-15744	10	44	,	,	PUNCT
cet-15744	10	45	and	and	CCONJ
cet-15744	10	46	green	green	ADJ
cet-15744	10	47	corridors	corridor	NOUN
cet-15744	10	48	,	,	PUNCT
cet-15744	10	49	plays	play	VERB
cet-15744	10	50	an	an	DET
cet-15744	10	51	important	important	ADJ
cet-15744	10	52	part	part	NOUN
cet-15744	10	53	.	.	PUNCT
cet-15744	11	1	these	these	DET
cet-15744	11	2	green	green	ADJ
cet-15744	11	3	spaces	space	NOUN
cet-15744	11	4	support	support	VERB
cet-15744	11	5	the	the	DET
cet-15744	11	6	urban	urban	ADJ
cet-15744	11	7	microclimate	microclimate	NOUN
cet-15744	11	8	,	,	PUNCT
cet-15744	11	9	soften	soften	VERB
cet-15744	11	10	the	the	DET
cet-15744	11	11	heat	heat	NOUN
cet-15744	11	12	island	island	NOUN
cet-15744	11	13	effect	effect	NOUN
cet-15744	11	14	,	,	PUNCT
cet-15744	11	15	enhance	enhance	VERB
cet-15744	11	16	air	air	NOUN
cet-15744	11	17	quality	quality	NOUN
cet-15744	11	18	,	,	PUNCT
cet-15744	11	19	provide	provide	VERB
cet-15744	11	20	natural	natural	ADJ
cet-15744	11	21	drainage	drainage	NOUN
cet-15744	11	22	for	for	ADP
cet-15744	11	23	rainfall	rainfall	NOUN
cet-15744	11	24	,	,	PUNCT
cet-15744	11	25	and	and	CCONJ
cet-15744	11	26	also	also	ADV
cet-15744	11	27	provide	provide	VERB
cet-15744	11	28	aesthetic	aesthetic	ADJ
cet-15744	11	29	and	and	CCONJ
cet-15744	11	30	recreational	recreational	ADJ
cet-15744	11	31	value	value	NOUN
cet-15744	11	32	.	.	PUNCT
cet-15744	12	1	however	however	ADV
cet-15744	12	2	,	,	PUNCT
cet-15744	12	3	to	to	PART
cet-15744	12	4	ensure	ensure	VERB
cet-15744	12	5	smart	smart	ADJ
cet-15744	12	6	,	,	PUNCT
cet-15744	12	7	sustainable	sustainable	ADJ
cet-15744	12	8	urban	urban	ADJ
cet-15744	12	9	management	management	NOUN
cet-15744	12	10	,	,	PUNCT
cet-15744	12	11	detailed	detailed	ADJ
cet-15744	12	12	,	,	PUNCT
cet-15744	12	13	accurate	accurate	ADJ
cet-15744	12	14	and	and	CCONJ
cet-15744	12	15	up	up	ADP
cet-15744	12	16	-	-	PUNCT
cet-15744	12	17	to	to	ADP
cet-15744	12	18	-	-	PUNCT
cet-15744	12	19	date	date	NOUN
cet-15744	12	20	spatial	spatial	ADJ
cet-15744	12	21	information	information	NOUN
cet-15744	12	22	is	be	AUX
cet-15744	12	23	needed	need	VERB
cet-15744	12	24	for	for	ADP
cet-15744	12	25	municipalities	municipality	NOUN
cet-15744	12	26	,	,	PUNCT
cet-15744	12	27	urban	urban	ADJ
cet-15744	12	28	planners	planner	NOUN
cet-15744	12	29	and	and	CCONJ
cet-15744	12	30	environmental	environmental	ADJ
cet-15744	12	31	consultants	consultant	NOUN
cet-15744	12	32	to	to	PART
cet-15744	12	33	make	make	VERB
cet-15744	12	34	better	well	ADV
cet-15744	12	35	-	-	PUNCT
cet-15744	12	36	informed	inform	VERB
cet-15744	12	37	decisions	decision	NOUN
cet-15744	12	38	(	(	PUNCT
cet-15744	12	39	costa	costa	PROPN
cet-15744	12	40	et	et	PROPN
cet-15744	12	41	al	al	PROPN
cet-15744	12	42	.	.	PROPN
cet-15744	12	43	,	,	PUNCT
cet-15744	12	44	2024	2024	NUM
cet-15744	12	45	)	)	PUNCT
cet-15744	12	46	.	.	PUNCT
cet-15744	13	1	remote	remote	ADJ
cet-15744	13	2	sensing	sense	VERB
cet-15744	13	3	technologies	technology	NOUN
cet-15744	13	4	,	,	PUNCT
cet-15744	13	5	specifically	specifically	ADV
cet-15744	13	6	light	light	ADJ
cet-15744	13	7	detection	detection	NOUN
cet-15744	13	8	and	and	CCONJ
cet-15744	13	9	ranging	range	VERB
cet-15744	13	10	(	(	PUNCT
cet-15744	13	11	lidar)-based	lidar)-based	ADJ
cet-15744	13	12	surveys	survey	NOUN
cet-15744	13	13	,	,	PUNCT
cet-15744	13	14	provide	provide	VERB
cet-15744	13	15	incredible	incredible	ADJ
cet-15744	13	16	capabilities	capability	NOUN
cet-15744	13	17	for	for	ADP
cet-15744	13	18	spatial	spatial	ADJ
cet-15744	13	19	mapping	mapping	NOUN
cet-15744	13	20	of	of	ADP
cet-15744	13	21	urban	urban	ADJ
cet-15744	13	22	green	green	ADJ
cet-15744	13	23	spaces	space	NOUN
cet-15744	13	24	,	,	PUNCT
cet-15744	13	25	developing	develop	VERB
cet-15744	13	26	3d	3d	NUM
cet-15744	13	27	point	point	NOUN
cet-15744	13	28	cloud	cloud	PROPN
cet-15744	13	29	data	datum	NOUN
cet-15744	13	30	.	.	PUNCT
cet-15744	14	1	a	a	DET
cet-15744	14	2	point	point	NOUN
cet-15744	14	3	cloud	cloud	NOUN
cet-15744	14	4	is	be	AUX
cet-15744	14	5	a	a	DET
cet-15744	14	6	set	set	NOUN
cet-15744	14	7	of	of	ADP
cet-15744	14	8	data	datum	NOUN
cet-15744	14	9	points	point	NOUN
cet-15744	14	10	in	in	ADP
cet-15744	14	11	space	space	NOUN
cet-15744	14	12	where	where	SCONJ
cet-15744	14	13	each	each	DET
cet-15744	14	14	point	point	NOUN
cet-15744	14	15	is	be	AUX
cet-15744	14	16	defined	define	VERB
cet-15744	14	17	by	by	ADP
cet-15744	14	18	the	the	DET
cet-15744	14	19	x	x	PROPN
cet-15744	14	20	,	,	PUNCT
cet-15744	14	21	y	y	PROPN
cet-15744	14	22	,	,	PUNCT
cet-15744	14	23	and	and	CCONJ
cet-15744	14	24	z	z	NOUN
cet-15744	14	25	coordinates	coordinate	NOUN
cet-15744	14	26	that	that	PRON
cet-15744	14	27	together	together	ADV
cet-15744	14	28	represent	represent	VERB
cet-15744	14	29	the	the	DET
cet-15744	14	30	outer	outer	ADJ
cet-15744	14	31	surfaces	surface	NOUN
cet-15744	14	32	of	of	ADP
cet-15744	14	33	objects	object	NOUN
cet-15744	14	34	,	,	PUNCT
cet-15744	14	35	structures	structure	NOUN
cet-15744	14	36	,	,	PUNCT
cet-15744	14	37	vegetation	vegetation	NOUN
cet-15744	14	38	,	,	PUNCT
cet-15744	14	39	or	or	CCONJ
cet-15744	14	40	terrain	terrain	NOUN
cet-15744	14	41	features	feature	NOUN
cet-15744	14	42	(	(	PUNCT
cet-15744	14	43	lokugam	lokugam	NOUN
cet-15744	14	44	et	et	PROPN
cet-15744	14	45	al	al	PROPN
cet-15744	14	46	.	.	PROPN
cet-15744	14	47	,	,	PUNCT
cet-15744	14	48	2022	2022	NUM
cet-15744	14	49	)	)	PUNCT
cet-15744	14	50	.	.	PUNCT
cet-15744	15	1	data	datum	NOUN
cet-15744	15	2	that	that	PRON
cet-15744	15	3	are	be	AUX
cet-15744	15	4	derived	derive	VERB
cet-15744	15	5	from	from	ADP
cet-15744	15	6	3d	3d	NUM
cet-15744	15	7	point	point	NOUN
cet-15744	15	8	cloud	cloud	NOUN
cet-15744	15	9	(	(	PUNCT
cet-15744	15	10	pc	pc	NOUN
cet-15744	15	11	)	)	PUNCT
cet-15744	15	12	can	can	AUX
cet-15744	15	13	be	be	AUX
cet-15744	15	14	used	use	VERB
cet-15744	15	15	to	to	PART
cet-15744	15	16	conduct	conduct	VERB
cet-15744	15	17	detailed	detailed	ADJ
cet-15744	15	18	analyses	analysis	NOUN
cet-15744	15	19	of	of	ADP
cet-15744	15	20	vegetation	vegetation	NOUN
cet-15744	15	21	cover	cover	NOUN
cet-15744	15	22	using	use	VERB
cet-15744	15	23	the	the	DET
cet-15744	15	24	extent	extent	NOUN
cet-15744	15	25	,	,	PUNCT
cet-15744	15	26	structure	structure	NOUN
cet-15744	15	27	,	,	PUNCT
cet-15744	15	28	density	density	NOUN
cet-15744	15	29	and	and	CCONJ
cet-15744	15	30	height	height	NOUN
cet-15744	15	31	of	of	ADP
cet-15744	15	32	the	the	DET
cet-15744	15	33	vegetation	vegetation	NOUN
cet-15744	15	34	cover	cover	NOUN
cet-15744	15	35	.	.	PUNCT
cet-15744	16	1	increasing	increase	VERB
cet-15744	16	2	lidar	lidar	NOUN
cet-15744	16	3	system	system	NOUN
cet-15744	16	4	power	power	NOUN
cet-15744	16	5	97	97	NUM
cet-15744	16	6	technologies	technology	NOUN
cet-15744	16	7	notwithstanding	notwithstanding	ADP
cet-15744	16	8	,	,	PUNCT
cet-15744	16	9	pcs	pc	NOUN
cet-15744	16	10	can	can	AUX
cet-15744	16	11	be	be	AUX
cet-15744	16	12	a	a	DET
cet-15744	16	13	product	product	NOUN
cet-15744	16	14	of	of	ADP
cet-15744	16	15	external	external	ADJ
cet-15744	16	16	factors	factor	NOUN
cet-15744	16	17	such	such	ADJ
cet-15744	16	18	that	that	SCONJ
cet-15744	16	19	they	they	PRON
cet-15744	16	20	can	can	AUX
cet-15744	16	21	not	not	PART
cet-15744	16	22	be	be	AUX
cet-15744	16	23	completed	complete	VERB
cet-15744	16	24	,	,	PUNCT
cet-15744	16	25	denoised	denoise	VERB
cet-15744	16	26	or	or	CCONJ
cet-15744	16	27	upsampled	upsample	VERB
cet-15744	16	28	to	to	PART
cet-15744	16	29	include	include	VERB
cet-15744	16	30	the	the	DET
cet-15744	16	31	spatial	spatial	ADJ
cet-15744	16	32	density	density	NOUN
cet-15744	16	33	required	require	VERB
cet-15744	16	34	to	to	PART
cet-15744	16	35	accurately	accurately	ADV
cet-15744	16	36	model	model	VERB
cet-15744	16	37	green	green	ADJ
cet-15744	16	38	infrastructure	infrastructure	NOUN
cet-15744	16	39	details	detail	NOUN
cet-15744	16	40	such	such	ADJ
cet-15744	16	41	as	as	ADP
cet-15744	16	42	canopy	canopy	NOUN
cet-15744	16	43	structure	structure	NOUN
cet-15744	16	44	and	and	CCONJ
cet-15744	16	45	foliage	foliage	NOUN
cet-15744	16	46	shading	shading	NOUN
cet-15744	16	47	.	.	PUNCT
cet-15744	17	1	point	point	NOUN
cet-15744	17	2	cloud	cloud	NOUN
cet-15744	17	3	upsampling	upsampling	NOUN
cet-15744	17	4	(	(	PUNCT
cet-15744	17	5	pu	pu	PROPN
cet-15744	17	6	)	)	PUNCT
cet-15744	17	7	,	,	PUNCT
cet-15744	17	8	meaningfully	meaningfully	ADV
cet-15744	17	9	,	,	PUNCT
cet-15744	17	10	refers	refer	VERB
cet-15744	17	11	to	to	ADP
cet-15744	17	12	the	the	DET
cet-15744	17	13	ability	ability	NOUN
cet-15744	17	14	to	to	PART
cet-15744	17	15	synthetically	synthetically	ADV
cet-15744	17	16	increase	increase	VERB
cet-15744	17	17	the	the	DET
cet-15744	17	18	number	number	NOUN
cet-15744	17	19	of	of	ADP
cet-15744	17	20	points	point	NOUN
cet-15744	17	21	in	in	ADP
cet-15744	17	22	a	a	DET
cet-15744	17	23	point	point	NOUN
cet-15744	17	24	cloud	cloud	NOUN
cet-15744	17	25	dataset	dataset	NOUN
cet-15744	17	26	to	to	PART
cet-15744	17	27	reconstruct	reconstruct	VERB
cet-15744	17	28	finer	fine	ADJ
cet-15744	17	29	geometric	geometric	ADJ
cet-15744	17	30	details	detail	NOUN
cet-15744	17	31	,	,	PUNCT
cet-15744	17	32	fill	fill	VERB
cet-15744	17	33	data	datum	NOUN
cet-15744	17	34	holes	hole	NOUN
cet-15744	17	35	,	,	PUNCT
cet-15744	17	36	and	and	CCONJ
cet-15744	17	37	improve	improve	VERB
cet-15744	17	38	spatial	spatial	ADJ
cet-15744	17	39	resolution	resolution	NOUN
cet-15744	17	40	.	.	PUNCT
cet-15744	18	1	recent	recent	ADJ
cet-15744	18	2	advancements	advancement	NOUN
cet-15744	18	3	in	in	ADP
cet-15744	18	4	pu	pu	PROPN
cet-15744	18	5	methods	method	NOUN
cet-15744	18	6	allow	allow	VERB
cet-15744	18	7	for	for	ADP
cet-15744	18	8	the	the	DET
cet-15744	18	9	capability	capability	NOUN
cet-15744	18	10	to	to	PART
cet-15744	18	11	synthetically	synthetically	ADV
cet-15744	18	12	densify	densify	VERB
cet-15744	18	13	an	an	DET
cet-15744	18	14	existing	exist	VERB
cet-15744	18	15	pc	pc	NOUN
cet-15744	18	16	while	while	SCONJ
cet-15744	18	17	retaining	retain	VERB
cet-15744	18	18	local	local	ADJ
cet-15744	18	19	geometrical	geometrical	ADJ
cet-15744	18	20	structures	structure	NOUN
cet-15744	18	21	or	or	CCONJ
cet-15744	18	22	reconstructing	reconstruct	VERB
cet-15744	18	23	new	new	ADJ
cet-15744	18	24	details	detail	NOUN
cet-15744	18	25	.	.	PUNCT
cet-15744	19	1	pu	pu	PROPN
cet-15744	19	2	in	in	ADP
cet-15744	19	3	an	an	DET
cet-15744	19	4	urban	urban	ADJ
cet-15744	19	5	environment	environment	NOUN
cet-15744	19	6	has	have	VERB
cet-15744	19	7	applications	application	NOUN
cet-15744	19	8	not	not	PART
cet-15744	19	9	only	only	ADV
cet-15744	19	10	to	to	PART
cet-15744	19	11	improve	improve	VERB
cet-15744	19	12	spatial	spatial	ADJ
cet-15744	19	13	accuracy	accuracy	NOUN
cet-15744	19	14	but	but	CCONJ
cet-15744	19	15	also	also	ADV
cet-15744	19	16	enables	enable	VERB
cet-15744	19	17	the	the	DET
cet-15744	19	18	estimation	estimation	NOUN
cet-15744	19	19	of	of	ADP
cet-15744	19	20	green	green	ADJ
cet-15744	19	21	infrastructure	infrastructure	NOUN
cet-15744	19	22	parameters	parameter	NOUN
cet-15744	19	23	that	that	PRON
cet-15744	19	24	can	can	AUX
cet-15744	19	25	be	be	AUX
cet-15744	19	26	linked	link	VERB
cet-15744	19	27	to	to	ADP
cet-15744	19	28	indicators	indicator	NOUN
cet-15744	19	29	of	of	ADP
cet-15744	19	30	sustainability	sustainability	NOUN
cet-15744	19	31	.	.	PUNCT
cet-15744	20	1	the	the	DET
cet-15744	20	2	purpose	purpose	NOUN
cet-15744	20	3	of	of	ADP
cet-15744	20	4	this	this	DET
cet-15744	20	5	study	study	NOUN
cet-15744	20	6	is	be	AUX
cet-15744	20	7	to	to	PART
cet-15744	20	8	formulate	formulate	VERB
cet-15744	20	9	the	the	DET
cet-15744	20	10	meaningfulness	meaningfulness	NOUN
cet-15744	20	11	of	of	ADP
cet-15744	20	12	pu	pu	PROPN
cet-15744	20	13	for	for	ADP
cet-15744	20	14	the	the	DET
cet-15744	20	15	gis	gis	NOUN
cet-15744	20	16	monitoring	monitoring	NOUN
cet-15744	20	17	of	of	ADP
cet-15744	20	18	urban	urban	ADJ
cet-15744	20	19	green	green	ADJ
cet-15744	20	20	spaces	space	NOUN
cet-15744	20	21	,	,	PUNCT
cet-15744	20	22	particularly	particularly	ADV
cet-15744	20	23	as	as	SCONJ
cet-15744	20	24	it	it	PRON
cet-15744	20	25	relates	relate	VERB
cet-15744	20	26	to	to	ADP
cet-15744	20	27	initiating	initiate	VERB
cet-15744	20	28	sustainable	sustainable	ADJ
cet-15744	20	29	urban	urban	ADJ
cet-15744	20	30	management	management	NOUN
cet-15744	20	31	.	.	PUNCT
cet-15744	21	1	the	the	DET
cet-15744	21	2	outlining	outlining	NOUN
cet-15744	21	3	of	of	ADP
cet-15744	21	4	the	the	DET
cet-15744	21	5	ai	ai	NOUN
cet-15744	21	6	-	-	PUNCT
cet-15744	21	7	based	base	VERB
cet-15744	21	8	densification	densification	NOUN
cet-15744	21	9	process	process	NOUN
cet-15744	21	10	adopted	adopt	VERB
cet-15744	21	11	in	in	ADP
cet-15744	21	12	this	this	DET
cet-15744	21	13	study	study	NOUN
cet-15744	21	14	(	(	PUNCT
cet-15744	21	15	figure	figure	NOUN
cet-15744	21	16	1	1	NUM
cet-15744	21	17	)	)	PUNCT
cet-15744	21	18	produces	produce	VERB
cet-15744	21	19	results	result	NOUN
cet-15744	21	20	to	to	PART
cet-15744	21	21	enhance	enhance	VERB
cet-15744	21	22	or	or	CCONJ
cet-15744	21	23	improve	improve	VERB
cet-15744	21	24	the	the	DET
cet-15744	21	25	embedded	embed	VERB
cet-15744	21	26	lidar	lidar	NOUN
cet-15744	21	27	data	datum	NOUN
cet-15744	21	28	for	for	ADP
cet-15744	21	29	the	the	DET
cet-15744	21	30	purpose	purpose	NOUN
cet-15744	21	31	of	of	ADP
cet-15744	21	32	creating	create	VERB
cet-15744	21	33	a	a	DET
cet-15744	21	34	green	green	ADJ
cet-15744	21	35	infrastructure	infrastructure	NOUN
cet-15744	21	36	model	model	NOUN
cet-15744	21	37	.	.	PUNCT
cet-15744	22	1	the	the	DET
cet-15744	22	2	resulting	result	VERB
cet-15744	22	3	data	datum	NOUN
cet-15744	22	4	are	be	AUX
cet-15744	22	5	more	more	ADV
cet-15744	22	6	appropriate	appropriate	ADJ
cet-15744	22	7	for	for	ADP
cet-15744	22	8	the	the	DET
cet-15744	22	9	construction	construction	NOUN
cet-15744	22	10	of	of	ADP
cet-15744	22	11	urban	urban	ADJ
cet-15744	22	12	digital	digital	ADJ
cet-15744	22	13	twins	twin	NOUN
cet-15744	22	14	,	,	PUNCT
cet-15744	22	15	monitoring	monitor	VERB
cet-15744	22	16	changes	change	NOUN
cet-15744	22	17	in	in	ADP
cet-15744	22	18	green	green	ADJ
cet-15744	22	19	areas	area	NOUN
cet-15744	22	20	and	and	CCONJ
cet-15744	22	21	the	the	DET
cet-15744	22	22	implementation	implementation	NOUN
cet-15744	22	23	of	of	ADP
cet-15744	22	24	environmental	environmental	ADJ
cet-15744	22	25	decision	decision	NOUN
cet-15744	22	26	support	support	NOUN
cet-15744	22	27	systems	system	NOUN
cet-15744	22	28	.	.	PUNCT
cet-15744	23	1	by	by	ADP
cet-15744	23	2	providing	provide	VERB
cet-15744	23	3	a	a	DET
cet-15744	23	4	detailed	detailed	ADJ
cet-15744	23	5	and	and	CCONJ
cet-15744	23	6	dynamic	dynamic	ADJ
cet-15744	23	7	spatial	spatial	ADJ
cet-15744	23	8	representation	representation	NOUN
cet-15744	23	9	of	of	ADP
cet-15744	23	10	green	green	ADJ
cet-15744	23	11	areas	area	NOUN
cet-15744	23	12	,	,	PUNCT
cet-15744	23	13	these	these	DET
cet-15744	23	14	techniques	technique	NOUN
cet-15744	23	15	can	can	AUX
cet-15744	23	16	also	also	ADV
cet-15744	23	17	support	support	VERB
cet-15744	23	18	urban	urban	ADJ
cet-15744	23	19	planning	planning	NOUN
cet-15744	23	20	processes	process	NOUN
cet-15744	23	21	,	,	PUNCT
cet-15744	23	22	including	include	VERB
cet-15744	23	23	park	park	NOUN
cet-15744	23	24	renovation	renovation	NOUN
cet-15744	23	25	projects	project	NOUN
cet-15744	23	26	,	,	PUNCT
cet-15744	23	27	health	health	NOUN
cet-15744	23	28	-	-	PUNCT
cet-15744	23	29	based	base	VERB
cet-15744	23	30	tree	tree	NOUN
cet-15744	23	31	management	management	NOUN
cet-15744	23	32	,	,	PUNCT
cet-15744	23	33	and	and	CCONJ
cet-15744	23	34	the	the	DET
cet-15744	23	35	optimisation	optimisation	NOUN
cet-15744	23	36	of	of	ADP
cet-15744	23	37	green	green	ADJ
cet-15744	23	38	space	space	NOUN
cet-15744	23	39	distribution	distribution	NOUN
cet-15744	23	40	for	for	ADP
cet-15744	23	41	future	future	ADJ
cet-15744	23	42	developments	development	NOUN
cet-15744	23	43	.	.	PUNCT
cet-15744	24	1	2	2	X
cet-15744	24	2	.	.	X
cet-15744	24	3	background	background	NOUN
cet-15744	24	4	and	and	CCONJ
cet-15744	24	5	related	related	ADJ
cet-15744	24	6	work	work	NOUN
cet-15744	24	7	urban	urban	ADJ
cet-15744	24	8	sustainability	sustainability	NOUN
cet-15744	24	9	has	have	AUX
cet-15744	24	10	emerged	emerge	VERB
cet-15744	24	11	as	as	ADP
cet-15744	24	12	a	a	DET
cet-15744	24	13	central	central	ADJ
cet-15744	24	14	aspiration	aspiration	NOUN
cet-15744	24	15	among	among	ADP
cet-15744	24	16	cities	city	NOUN
cet-15744	24	17	around	around	ADP
cet-15744	24	18	the	the	DET
cet-15744	24	19	world	world	NOUN
cet-15744	24	20	,	,	PUNCT
cet-15744	24	21	as	as	SCONJ
cet-15744	24	22	they	they	PRON
cet-15744	24	23	seek	seek	VERB
cet-15744	24	24	to	to	PART
cet-15744	24	25	balance	balance	VERB
cet-15744	24	26	economic	economic	ADJ
cet-15744	24	27	development	development	NOUN
cet-15744	24	28	,	,	PUNCT
cet-15744	24	29	environmental	environmental	ADJ
cet-15744	24	30	sustainability	sustainability	NOUN
cet-15744	24	31	,	,	PUNCT
cet-15744	24	32	and	and	CCONJ
cet-15744	24	33	social	social	ADJ
cet-15744	24	34	equity	equity	NOUN
cet-15744	24	35	.	.	PUNCT
cet-15744	25	1	as	as	ADP
cet-15744	25	2	a	a	DET
cet-15744	25	3	component	component	NOUN
cet-15744	25	4	of	of	ADP
cet-15744	25	5	urban	urban	ADJ
cet-15744	25	6	sustainability	sustainability	NOUN
cet-15744	25	7	,	,	PUNCT
cet-15744	25	8	green	green	ADJ
cet-15744	25	9	infrastructure	infrastructure	NOUN
cet-15744	25	10	protects	protect	VERB
cet-15744	25	11	and	and	CCONJ
cet-15744	25	12	restores	restore	VERB
cet-15744	25	13	urban	urban	ADJ
cet-15744	25	14	environmental	environmental	ADJ
cet-15744	25	15	systems	system	NOUN
cet-15744	25	16	,	,	PUNCT
cet-15744	25	17	can	can	AUX
cet-15744	25	18	reduce	reduce	VERB
cet-15744	25	19	the	the	DET
cet-15744	25	20	urban	urban	ADJ
cet-15744	25	21	heat	heat	NOUN
cet-15744	25	22	island	island	NOUN
cet-15744	25	23	effect	effect	NOUN
cet-15744	25	24	,	,	PUNCT
cet-15744	25	25	improve	improve	VERB
cet-15744	25	26	air	air	NOUN
cet-15744	25	27	quality	quality	NOUN
cet-15744	25	28	,	,	PUNCT
cet-15744	25	29	increase	increase	VERB
cet-15744	25	30	biodiversity	biodiversity	NOUN
cet-15744	25	31	,	,	PUNCT
cet-15744	25	32	and	and	CCONJ
cet-15744	25	33	provide	provide	VERB
cet-15744	25	34	recreational	recreational	ADJ
cet-15744	25	35	opportunities	opportunity	NOUN
cet-15744	25	36	for	for	ADP
cet-15744	25	37	residents	resident	NOUN
cet-15744	25	38	(	(	PUNCT
cet-15744	25	39	wang	wang	PROPN
cet-15744	25	40	et	et	PROPN
cet-15744	25	41	al	al	PROPN
cet-15744	25	42	.	.	PROPN
cet-15744	25	43	,	,	PUNCT
cet-15744	25	44	2024	2024	NUM
cet-15744	25	45	)	)	PUNCT
cet-15744	25	46	.	.	PUNCT
cet-15744	26	1	however	however	ADV
cet-15744	26	2	,	,	PUNCT
cet-15744	26	3	the	the	DET
cet-15744	26	4	monitoring	monitoring	NOUN
cet-15744	26	5	and	and	CCONJ
cet-15744	26	6	management	management	NOUN
cet-15744	26	7	of	of	ADP
cet-15744	26	8	urban	urban	ADJ
cet-15744	26	9	green	green	ADJ
cet-15744	26	10	space	space	NOUN
cet-15744	26	11	relies	rely	VERB
cet-15744	26	12	on	on	ADP
cet-15744	26	13	precise	precise	ADJ
cet-15744	26	14	and	and	CCONJ
cet-15744	26	15	comprehensive	comprehensive	ADJ
cet-15744	26	16	spatial	spatial	ADJ
cet-15744	26	17	data	datum	NOUN
cet-15744	26	18	that	that	PRON
cet-15744	26	19	can	can	AUX
cet-15744	26	20	accurately	accurately	ADV
cet-15744	26	21	report	report	VERB
cet-15744	26	22	on	on	ADP
cet-15744	26	23	the	the	DET
cet-15744	26	24	complexity	complexity	NOUN
cet-15744	26	25	of	of	ADP
cet-15744	26	26	green	green	ADJ
cet-15744	26	27	structures	structure	NOUN
cet-15744	26	28	and	and	CCONJ
cet-15744	26	29	the	the	DET
cet-15744	26	30	dynamic	dynamic	ADJ
cet-15744	26	31	conditions	condition	NOUN
cet-15744	26	32	that	that	PRON
cet-15744	26	33	change	change	VERB
cet-15744	26	34	over	over	ADP
cet-15744	26	35	time	time	NOUN
cet-15744	26	36	.	.	PUNCT
cet-15744	27	1	traditional	traditional	ADJ
cet-15744	27	2	3d	3d	NUM
cet-15744	27	3	mapping	mapping	NOUN
cet-15744	27	4	techniques	technique	NOUN
cet-15744	27	5	are	be	AUX
cet-15744	27	6	insufficient	insufficient	ADJ
cet-15744	27	7	for	for	ADP
cet-15744	27	8	these	these	DET
cet-15744	27	9	needs	need	NOUN
cet-15744	27	10	,	,	PUNCT
cet-15744	27	11	particularly	particularly	ADV
cet-15744	27	12	in	in	ADP
cet-15744	27	13	higher	high	ADJ
cet-15744	27	14	-	-	PUNCT
cet-15744	27	15	density	density	NOUN
cet-15744	27	16	built	build	VERB
cet-15744	27	17	environments	environment	NOUN
cet-15744	27	18	where	where	SCONJ
cet-15744	27	19	vegetation	vegetation	NOUN
cet-15744	27	20	is	be	AUX
cet-15744	27	21	layered	layer	VERB
cet-15744	27	22	vertically	vertically	ADV
cet-15744	27	23	and	and	CCONJ
cet-15744	27	24	spatially	spatially	ADV
cet-15744	27	25	merged	merge	VERB
cet-15744	27	26	with	with	ADP
cet-15744	27	27	built	build	VERB
cet-15744	27	28	structures	structure	NOUN
cet-15744	27	29	.	.	PUNCT
cet-15744	28	1	lidar	lidar	NOUN
cet-15744	28	2	systems	system	NOUN
cet-15744	28	3	generate	generate	VERB
cet-15744	28	4	3d	3d	NUM
cet-15744	28	5	pc	pc	NOUN
cet-15744	28	6	data	datum	NOUN
cet-15744	28	7	that	that	PRON
cet-15744	28	8	accurately	accurately	ADV
cet-15744	28	9	represent	represent	VERB
cet-15744	28	10	the	the	DET
cet-15744	28	11	shape	shape	NOUN
cet-15744	28	12	and	and	CCONJ
cet-15744	28	13	size	size	NOUN
cet-15744	28	14	of	of	ADP
cet-15744	28	15	trees	tree	NOUN
cet-15744	28	16	,	,	PUNCT
cet-15744	28	17	vegetation	vegetation	NOUN
cet-15744	28	18	patches	patch	NOUN
cet-15744	28	19	and	and	CCONJ
cet-15744	28	20	natural	natural	ADJ
cet-15744	28	21	features	feature	NOUN
cet-15744	28	22	within	within	ADP
cet-15744	28	23	the	the	DET
cet-15744	28	24	urban	urban	ADJ
cet-15744	28	25	fabric	fabric	NOUN
cet-15744	28	26	(	(	PUNCT
cet-15744	28	27	shen	shen	PROPN
cet-15744	28	28	et	et	PROPN
cet-15744	28	29	al	al	PROPN
cet-15744	28	30	.	.	PROPN
cet-15744	28	31	,	,	PUNCT
cet-15744	28	32	2024	2024	NUM
cet-15744	28	33	)	)	PUNCT
cet-15744	28	34	.	.	PUNCT
cet-15744	29	1	these	these	DET
cet-15744	29	2	datasets	dataset	NOUN
cet-15744	29	3	have	have	AUX
cet-15744	29	4	become	become	VERB
cet-15744	29	5	a	a	DET
cet-15744	29	6	valuable	valuable	ADJ
cet-15744	29	7	resource	resource	NOUN
cet-15744	29	8	for	for	ADP
cet-15744	29	9	mapping	mapping	NOUN
cet-15744	29	10	and	and	CCONJ
cet-15744	29	11	monitoring	monitor	VERB
cet-15744	29	12	the	the	DET
cet-15744	29	13	detailed	detail	VERB
cet-15744	29	14	spatial	spatial	ADJ
cet-15744	29	15	characteristics	characteristic	NOUN
cet-15744	29	16	of	of	ADP
cet-15744	29	17	urban	urban	ADJ
cet-15744	29	18	green	green	ADJ
cet-15744	29	19	areas	area	NOUN
cet-15744	29	20	.	.	PUNCT
cet-15744	30	1	pc	pc	NOUN
cet-15744	30	2	data	datum	NOUN
cet-15744	30	3	facilitates	facilitate	VERB
cet-15744	30	4	the	the	DET
cet-15744	30	5	measurement	measurement	NOUN
cet-15744	30	6	of	of	ADP
cet-15744	30	7	key	key	ADJ
cet-15744	30	8	ecological	ecological	ADJ
cet-15744	30	9	indicators	indicator	NOUN
cet-15744	30	10	such	such	ADJ
cet-15744	30	11	as	as	ADP
cet-15744	30	12	tree	tree	NOUN
cet-15744	30	13	canopy	canopy	NOUN
cet-15744	30	14	height	height	NOUN
cet-15744	30	15	,	,	PUNCT
cet-15744	30	16	vegetation	vegetation	NOUN
cet-15744	30	17	density	density	NOUN
cet-15744	30	18	,	,	PUNCT
cet-15744	30	19	and	and	CCONJ
cet-15744	30	20	leaf	leaf	NOUN
cet-15744	30	21	area	area	NOUN
cet-15744	30	22	index	index	NOUN
cet-15744	30	23	(	(	PUNCT
cet-15744	30	24	lai	lai	PROPN
cet-15744	30	25	)	)	PUNCT
cet-15744	30	26	,	,	PUNCT
cet-15744	30	27	all	all	PRON
cet-15744	30	28	of	of	ADP
cet-15744	30	29	which	which	PRON
cet-15744	30	30	are	be	AUX
cet-15744	30	31	critical	critical	ADJ
cet-15744	30	32	for	for	ADP
cet-15744	30	33	the	the	DET
cet-15744	30	34	health	health	NOUN
cet-15744	30	35	and	and	CCONJ
cet-15744	30	36	functional	functional	ADJ
cet-15744	30	37	assessment	assessment	NOUN
cet-15744	30	38	of	of	ADP
cet-15744	30	39	urban	urban	ADJ
cet-15744	30	40	green	green	ADJ
cet-15744	30	41	infrastructure	infrastructure	NOUN
cet-15744	30	42	(	(	PUNCT
cet-15744	30	43	díazvarela	díazvarela	PROPN
cet-15744	30	44	and	and	CCONJ
cet-15744	30	45	gonzález	gonzález	PROPN
cet-15744	30	46	-	-	PUNCT
cet-15744	30	47	ferreiro	ferreiro	NOUN
cet-15744	30	48	,	,	PUNCT
cet-15744	30	49	2021	2021	NUM
cet-15744	30	50	)	)	PUNCT
cet-15744	30	51	.	.	PUNCT
cet-15744	31	1	with	with	ADP
cet-15744	31	2	this	this	DET
cet-15744	31	3	technology	technology	NOUN
cet-15744	31	4	,	,	PUNCT
cet-15744	31	5	local	local	ADJ
cet-15744	31	6	governments	government	NOUN
cet-15744	31	7	can	can	AUX
cet-15744	31	8	make	make	VERB
cet-15744	31	9	better	well	ADV
cet-15744	31	10	-	-	PUNCT
cet-15744	31	11	informed	inform	VERB
cet-15744	31	12	,	,	PUNCT
cet-15744	31	13	evidence	evidence	NOUN
cet-15744	31	14	-	-	PUNCT
cet-15744	31	15	based	base	VERB
cet-15744	31	16	decisions	decision	NOUN
cet-15744	31	17	on	on	ADP
cet-15744	31	18	how	how	SCONJ
cet-15744	31	19	to	to	PART
cet-15744	31	20	allocate	allocate	VERB
cet-15744	31	21	resources	resource	NOUN
cet-15744	31	22	,	,	PUNCT
cet-15744	31	23	plan	plan	VERB
cet-15744	31	24	green	green	ADJ
cet-15744	31	25	areas	area	NOUN
cet-15744	31	26	,	,	PUNCT
cet-15744	31	27	and	and	CCONJ
cet-15744	31	28	determine	determine	VERB
cet-15744	31	29	when	when	SCONJ
cet-15744	31	30	to	to	PART
cet-15744	31	31	intervene	intervene	VERB
cet-15744	31	32	for	for	ADP
cet-15744	31	33	the	the	DET
cet-15744	31	34	protection	protection	NOUN
cet-15744	31	35	of	of	ADP
cet-15744	31	36	vegetation	vegetation	NOUN
cet-15744	31	37	.	.	PUNCT
cet-15744	32	1	however	however	ADV
cet-15744	32	2	,	,	PUNCT
cet-15744	32	3	generating	generate	VERB
cet-15744	32	4	pcs	pc	NOUN
cet-15744	32	5	from	from	ADP
cet-15744	32	6	lidar	lidar	NOUN
cet-15744	32	7	technology	technology	NOUN
cet-15744	32	8	is	be	AUX
cet-15744	32	9	not	not	PART
cet-15744	32	10	without	without	ADP
cet-15744	32	11	challenges	challenge	NOUN
cet-15744	32	12	.	.	PUNCT
cet-15744	33	1	urban	urban	ADJ
cet-15744	33	2	environments	environment	NOUN
cet-15744	33	3	are	be	AUX
cet-15744	33	4	exceptionally	exceptionally	ADV
cet-15744	33	5	complex	complex	ADJ
cet-15744	33	6	,	,	PUNCT
cet-15744	33	7	thus	thus	ADV
cet-15744	33	8	they	they	PRON
cet-15744	33	9	are	be	AUX
cet-15744	33	10	characterised	characterise	VERB
cet-15744	33	11	by	by	ADP
cet-15744	33	12	a	a	DET
cet-15744	33	13	heterogeneous	heterogeneous	ADJ
cet-15744	33	14	mix	mix	NOUN
cet-15744	33	15	of	of	ADP
cet-15744	33	16	buildings	building	NOUN
cet-15744	33	17	,	,	PUNCT
cet-15744	33	18	vegetation	vegetation	NOUN
cet-15744	33	19	and	and	CCONJ
cet-15744	33	20	varied	varied	ADJ
cet-15744	33	21	terrain	terrain	NOUN
cet-15744	33	22	.	.	PUNCT
cet-15744	34	1	as	as	ADP
cet-15744	34	2	a	a	DET
cet-15744	34	3	result	result	NOUN
cet-15744	34	4	,	,	PUNCT
cet-15744	34	5	the	the	DET
cet-15744	34	6	captured	capture	VERB
cet-15744	34	7	datasets	dataset	NOUN
cet-15744	34	8	may	may	AUX
cet-15744	34	9	contain	contain	VERB
cet-15744	34	10	occlusions	occlusion	NOUN
cet-15744	34	11	and	and	CCONJ
cet-15744	34	12	data	datum	NOUN
cet-15744	34	13	gaps	gap	NOUN
cet-15744	34	14	.	.	PUNCT
cet-15744	35	1	factors	factor	NOUN
cet-15744	35	2	such	such	ADJ
cet-15744	35	3	as	as	ADP
cet-15744	35	4	the	the	DET
cet-15744	35	5	angle	angle	NOUN
cet-15744	35	6	of	of	ADP
cet-15744	35	7	the	the	DET
cet-15744	35	8	sensor	sensor	NOUN
cet-15744	35	9	,	,	PUNCT
cet-15744	35	10	the	the	DET
cet-15744	35	11	flight	flight	NOUN
cet-15744	35	12	altitude	altitude	NOUN
cet-15744	35	13	and	and	CCONJ
cet-15744	35	14	the	the	DET
cet-15744	35	15	presence	presence	NOUN
cet-15744	35	16	of	of	ADP
cet-15744	35	17	densely	densely	ADV
cet-15744	35	18	inhabited	inhabited	ADJ
cet-15744	35	19	areas	area	NOUN
cet-15744	35	20	may	may	AUX
cet-15744	35	21	contribute	contribute	VERB
cet-15744	35	22	to	to	ADP
cet-15744	35	23	inconsistencies	inconsistency	NOUN
cet-15744	35	24	and	and	CCONJ
cet-15744	35	25	deficiencies	deficiency	NOUN
cet-15744	35	26	in	in	ADP
cet-15744	35	27	the	the	DET
cet-15744	35	28	datasets	dataset	NOUN
cet-15744	35	29	.	.	PUNCT
cet-15744	36	1	policymakers	policymaker	NOUN
cet-15744	36	2	are	be	AUX
cet-15744	36	3	reliant	reliant	ADJ
cet-15744	36	4	on	on	ADP
cet-15744	36	5	comprehensive	comprehensive	ADJ
cet-15744	36	6	,	,	PUNCT
cet-15744	36	7	high	high	ADJ
cet-15744	36	8	-	-	PUNCT
cet-15744	36	9	quality	quality	NOUN
cet-15744	36	10	datasets	dataset	NOUN
cet-15744	36	11	in	in	ADP
cet-15744	36	12	the	the	DET
cet-15744	36	13	service	service	NOUN
cet-15744	36	14	of	of	ADP
cet-15744	36	15	sustainable	sustainable	ADJ
cet-15744	36	16	urban	urban	ADJ
cet-15744	36	17	management	management	NOUN
cet-15744	36	18	.	.	PUNCT
cet-15744	37	1	this	this	PRON
cet-15744	37	2	contributes	contribute	VERB
cet-15744	37	3	to	to	ADP
cet-15744	37	4	mitigating	mitigate	VERB
cet-15744	37	5	the	the	DET
cet-15744	37	6	risk	risk	NOUN
cet-15744	37	7	of	of	ADP
cet-15744	37	8	misinterpretation	misinterpretation	NOUN
cet-15744	37	9	and	and	CCONJ
cet-15744	37	10	to	to	ADP
cet-15744	37	11	preventing	prevent	VERB
cet-15744	37	12	suboptimal	suboptimal	ADJ
cet-15744	37	13	interventions	intervention	NOUN
cet-15744	37	14	.	.	PUNCT
cet-15744	38	1	unaddressed	unaddresse	VERB
cet-15744	38	2	,	,	PUNCT
cet-15744	38	3	low	low	ADJ
cet-15744	38	4	-	-	PUNCT
cet-15744	38	5	quality	quality	NOUN
cet-15744	38	6	pc	pc	NOUN
cet-15744	38	7	data	datum	NOUN
cet-15744	38	8	might	might	AUX
cet-15744	38	9	lead	lead	VERB
cet-15744	38	10	to	to	ADP
cet-15744	38	11	underestimation	underestimation	NOUN
cet-15744	38	12	of	of	ADP
cet-15744	38	13	canopy	canopy	NOUN
cet-15744	38	14	cover	cover	NOUN
cet-15744	38	15	,	,	PUNCT
cet-15744	38	16	misclassification	misclassification	NOUN
cet-15744	38	17	of	of	ADP
cet-15744	38	18	land	land	NOUN
cet-15744	38	19	cover	cover	NOUN
cet-15744	38	20	types	type	NOUN
cet-15744	38	21	,	,	PUNCT
cet-15744	38	22	or	or	CCONJ
cet-15744	38	23	even	even	ADV
cet-15744	38	24	failure	failure	NOUN
cet-15744	38	25	to	to	PART
cet-15744	38	26	detect	detect	VERB
cet-15744	38	27	critical	critical	ADJ
cet-15744	38	28	vulnerabilities	vulnerability	NOUN
cet-15744	38	29	in	in	ADP
cet-15744	38	30	urban	urban	ADJ
cet-15744	38	31	green	green	ADJ
cet-15744	38	32	infrastructure	infrastructure	NOUN
cet-15744	38	33	if	if	SCONJ
cet-15744	38	34	it	it	PRON
cet-15744	38	35	is	be	AUX
cet-15744	38	36	not	not	PART
cet-15744	38	37	properly	properly	ADV
cet-15744	38	38	managed	manage	VERB
cet-15744	38	39	.	.	PUNCT
cet-15744	39	1	pu	pu	PROPN
cet-15744	39	2	was	be	AUX
cet-15744	39	3	invented	invent	VERB
cet-15744	39	4	as	as	ADP
cet-15744	39	5	an	an	DET
cet-15744	39	6	advanced	advanced	ADJ
cet-15744	39	7	data	data	NOUN
cet-15744	39	8	enrichment	enrichment	NOUN
cet-15744	39	9	method	method	NOUN
cet-15744	39	10	to	to	PART
cet-15744	39	11	address	address	VERB
cet-15744	39	12	these	these	DET
cet-15744	39	13	limitations	limitation	NOUN
cet-15744	39	14	.	.	PUNCT
cet-15744	40	1	the	the	DET
cet-15744	40	2	aim	aim	NOUN
cet-15744	40	3	of	of	ADP
cet-15744	40	4	pu	pu	PROPN
cet-15744	40	5	is	be	AUX
cet-15744	40	6	to	to	PART
cet-15744	40	7	densify	densify	VERB
cet-15744	40	8	existing	exist	VERB
cet-15744	40	9	datasets	dataset	NOUN
cet-15744	40	10	synthetically	synthetically	ADV
cet-15744	40	11	.	.	PUNCT
cet-15744	41	1	this	this	DET
cet-15744	41	2	process	process	NOUN
cet-15744	41	3	fills	fill	VERB
cet-15744	41	4	in	in	ADP
cet-15744	41	5	missing	miss	VERB
cet-15744	41	6	details	detail	NOUN
cet-15744	41	7	and	and	CCONJ
cet-15744	41	8	enhances	enhance	VERB
cet-15744	41	9	the	the	DET
cet-15744	41	10	representation	representation	NOUN
cet-15744	41	11	of	of	ADP
cet-15744	41	12	fine	fine	ADJ
cet-15744	41	13	-	-	PUNCT
cet-15744	41	14	scale	scale	NOUN
cet-15744	41	15	features	feature	NOUN
cet-15744	41	16	.	.	PUNCT
cet-15744	42	1	quantitative	quantitative	ADJ
cet-15744	42	2	evaluations	evaluation	NOUN
cet-15744	42	3	have	have	AUX
cet-15744	42	4	established	establish	VERB
cet-15744	42	5	the	the	DET
cet-15744	42	6	practice	practice	NOUN
cet-15744	42	7	improvements	improvement	NOUN
cet-15744	42	8	possible	possible	ADJ
cet-15744	42	9	with	with	ADP
cet-15744	42	10	deep	deep	ADJ
cet-15744	42	11	learning	learning	NOUN
cet-15744	42	12	–	–	PUNCT
cet-15744	42	13	based	base	VERB
cet-15744	42	14	upsampling	upsampling	NOUN
cet-15744	42	15	(	(	PUNCT
cet-15744	42	16	figure	figure	NOUN
cet-15744	42	17	2	2	NUM
cet-15744	42	18	)	)	PUNCT
cet-15744	42	19	.	.	PUNCT
cet-15744	43	1	in	in	ADP
cet-15744	43	2	the	the	DET
cet-15744	43	3	case	case	NOUN
cet-15744	43	4	of	of	ADP
cet-15744	43	5	pu	pu	PROPN
cet-15744	43	6	-	-	ADJ
cet-15744	43	7	net	net	ADJ
cet-15744	43	8	,	,	PUNCT
cet-15744	43	9	point	point	NOUN
cet-15744	43	10	-	-	PUNCT
cet-15744	43	11	to	to	ADP
cet-15744	43	12	-	-	PUNCT
cet-15744	43	13	surface	surface	NOUN
cet-15744	43	14	deviation	deviation	NOUN
cet-15744	43	15	was	be	AUX
cet-15744	43	16	improved	improve	VERB
cet-15744	43	17	from	from	ADP
cet-15744	43	18	~0.146	~0.146	PRON
cet-15744	43	19	to	to	ADP
cet-15744	43	20	~0.140	~0.140	PROPN
cet-15744	43	21	(	(	PUNCT
cet-15744	43	22	10⁻²	10⁻²	NUM
cet-15744	43	23	scale	scale	NOUN
cet-15744	43	24	;	;	PUNCT
cet-15744	43	25	6.1	6.1	NUM
cet-15744	43	26	%	%	NOUN
cet-15744	43	27	improvement	improvement	NOUN
cet-15744	43	28	)	)	PUNCT
cet-15744	43	29	,	,	PUNCT
cet-15744	43	30	and	and	CCONJ
cet-15744	43	31	point	point	NOUN
cet-15744	43	32	distribution	distribution	NOUN
cet-15744	43	33	uniformity	uniformity	NOUN
cet-15744	43	34	improved	improve	VERB
cet-15744	43	35	from	from	ADP
cet-15744	43	36	0.315	0.315	NUM
cet-15744	43	37	to	to	ADP
cet-15744	43	38	0.219	0.219	NUM
cet-15744	43	39	(	(	PUNCT
cet-15744	43	40	30.5	30.5	NUM
cet-15744	43	41	%	%	NOUN
cet-15744	43	42	improvement	improvement	NOUN
cet-15744	43	43	)	)	PUNCT
cet-15744	43	44	(	(	PUNCT
cet-15744	43	45	yu	yu	PROPN
cet-15744	43	46	et	et	PROPN
cet-15744	43	47	al	al	PROPN
cet-15744	43	48	.	.	PROPN
cet-15744	43	49	,	,	PUNCT
cet-15744	43	50	2018	2018	NUM
cet-15744	43	51	)	)	PUNCT
cet-15744	43	52	.	.	PUNCT
cet-15744	44	1	more	more	ADV
cet-15744	44	2	recently	recently	ADV
cet-15744	44	3	,	,	PUNCT
cet-15744	44	4	frequency	frequency	NOUN
cet-15744	44	5	-	-	PUNCT
cet-15744	44	6	selective	selective	ADJ
cet-15744	44	7	geometry	geometry	NOUN
cet-15744	44	8	upsampling	upsampling	NOUN
cet-15744	44	9	achieved	achieve	VERB
cet-15744	44	10	as	as	ADV
cet-15744	44	11	much	much	ADJ
cet-15744	44	12	as	as	ADP
cet-15744	44	13	4.4	4.4	NUM
cet-15744	44	14	times	time	NOUN
cet-15744	44	15	less	less	ADJ
cet-15744	44	16	point	point	NOUN
cet-15744	44	17	-	-	PUNCT
cet-15744	44	18	to	to	ADP
cet-15744	44	19	-	-	PUNCT
cet-15744	44	20	point	point	NOUN
cet-15744	44	21	variance	variance	NOUN
cet-15744	44	22	than	than	ADP
cet-15744	44	23	pu	pu	NOUN
cet-15744	44	24	-	-	ADJ
cet-15744	44	25	net	net	NOUN
cet-15744	44	26	for	for	ADP
cet-15744	44	27	the	the	DET
cet-15744	44	28	same	same	ADJ
cet-15744	44	29	upsampling	upsample	VERB
cet-15744	44	30	factors	factor	NOUN
cet-15744	44	31	(	(	PUNCT
cet-15744	44	32	heimann	heimann	X
cet-15744	44	33	et	et	PROPN
cet-15744	44	34	al	al	PROPN
cet-15744	44	35	.	.	PROPN
cet-15744	44	36	,	,	PUNCT
cet-15744	44	37	2022	2022	NUM
cet-15744	44	38	)	)	PUNCT
cet-15744	44	39	.	.	PUNCT
cet-15744	45	1	pu	pu	PROPN
cet-15744	45	2	networks	network	NOUN
cet-15744	45	3	significantly	significantly	ADV
cet-15744	45	4	enhance	enhance	VERB
cet-15744	45	5	the	the	DET
cet-15744	45	6	accuracy	accuracy	NOUN
cet-15744	45	7	of	of	ADP
cet-15744	45	8	green	green	ADJ
cet-15744	45	9	urban	urban	ADJ
cet-15744	45	10	environment	environment	NOUN
cet-15744	45	11	models	model	NOUN
cet-15744	45	12	.	.	PUNCT
cet-15744	46	1	thus	thus	ADV
cet-15744	46	2	,	,	PUNCT
cet-15744	46	3	the	the	DET
cet-15744	46	4	estimation	estimation	NOUN
cet-15744	46	5	of	of	ADP
cet-15744	46	6	ecosystem	ecosystem	NOUN
cet-15744	46	7	services	service	NOUN
cet-15744	46	8	has	have	AUX
cet-15744	46	9	become	become	VERB
cet-15744	46	10	more	more	ADV
cet-15744	46	11	precise	precise	ADJ
cet-15744	46	12	,	,	PUNCT
cet-15744	46	13	including	include	VERB
cet-15744	46	14	shading	shade	VERB
cet-15744	46	15	potential	potential	NOUN
cet-15744	46	16	,	,	PUNCT
cet-15744	46	17	carbon	carbon	NOUN
cet-15744	46	18	sequestration	sequestration	NOUN
cet-15744	46	19	capacity	capacity	NOUN
cet-15744	46	20	and	and	CCONJ
cet-15744	46	21	stormwater	stormwater	NOUN
cet-15744	46	22	retention	retention	NOUN
cet-15744	46	23	capabilities	capability	NOUN
cet-15744	46	24	.	.	PUNCT
cet-15744	47	1	a	a	DET
cet-15744	47	2	few	few	ADJ
cet-15744	47	3	advanced	advanced	ADJ
cet-15744	47	4	cities	city	NOUN
cet-15744	47	5	have	have	AUX
cet-15744	47	6	already	already	ADV
cet-15744	47	7	successfully	successfully	ADV
cet-15744	47	8	used	use	VERB
cet-15744	47	9	lidar	lidar	NOUN
cet-15744	47	10	-	-	PUNCT
cet-15744	47	11	based	base	VERB
cet-15744	47	12	models	model	NOUN
cet-15744	47	13	in	in	ADP
cet-15744	47	14	their	their	PRON
cet-15744	47	15	systems	system	NOUN
cet-15744	47	16	for	for	ADP
cet-15744	47	17	urban	urban	ADJ
cet-15744	47	18	planning	planning	NOUN
cet-15744	47	19	and	and	CCONJ
cet-15744	47	20	management	management	NOUN
cet-15744	47	21	.	.	PUNCT
cet-15744	48	1	notably	notably	ADV
cet-15744	48	2	,	,	PUNCT
cet-15744	48	3	in	in	ADP
cet-15744	48	4	helsinki	helsinki	PROPN
cet-15744	48	5	,	,	PUNCT
cet-15744	48	6	a	a	DET
cet-15744	48	7	3d	3d	PROPN
cet-15744	48	8	geospatial	geospatial	NOUN
cet-15744	48	9	model	model	NOUN
cet-15744	48	10	was	be	AUX
cet-15744	48	11	created	create	VERB
cet-15744	48	12	for	for	ADP
cet-15744	48	13	environmental	environmental	ADJ
cet-15744	48	14	simulations	simulation	NOUN
cet-15744	48	15	and	and	CCONJ
cet-15744	48	16	smart	smart	ADJ
cet-15744	48	17	city	city	NOUN
cet-15744	48	18	experimentation	experimentation	NOUN
cet-15744	48	19	(	(	PUNCT
cet-15744	48	20	hämäläinen	hämäläinen	NOUN
cet-15744	48	21	,	,	PUNCT
cet-15744	48	22	2021	2021	NUM
cet-15744	48	23	)	)	PUNCT
cet-15744	48	24	.	.	PUNCT
cet-15744	49	1	singapore	singapore	PROPN
cet-15744	49	2	has	have	VERB
cet-15744	49	3	a	a	DET
cet-15744	49	4	very	very	ADV
cet-15744	49	5	similar	similar	ADJ
cet-15744	49	6	focus	focus	NOUN
cet-15744	49	7	,	,	PUNCT
cet-15744	49	8	part	part	NOUN
cet-15744	49	9	of	of	ADP
cet-15744	49	10	their	their	PRON
cet-15744	49	11	smart	smart	ADJ
cet-15744	49	12	nation	nation	NOUN
cet-15744	49	13	98	98	NUM
cet-15744	49	14	initiative	initiative	NOUN
cet-15744	49	15	,	,	PUNCT
cet-15744	49	16	which	which	PRON
cet-15744	49	17	incorporates	incorporate	VERB
cet-15744	49	18	point	point	NOUN
cet-15744	49	19	cloud	cloud	NOUN
cet-15744	49	20	data	datum	NOUN
cet-15744	49	21	to	to	PART
cet-15744	49	22	help	help	VERB
cet-15744	49	23	optimise	optimise	VERB
cet-15744	49	24	green	green	ADJ
cet-15744	49	25	space	space	NOUN
cet-15744	49	26	in	in	ADP
cet-15744	49	27	the	the	DET
cet-15744	49	28	city	city	NOUN
cet-15744	49	29	and	and	CCONJ
cet-15744	49	30	coolness	coolness	NOUN
cet-15744	49	31	strategies	strategy	NOUN
cet-15744	49	32	(	(	PUNCT
cet-15744	49	33	gobeawan	gobeawan	NOUN
cet-15744	49	34	et	et	NOUN
cet-15744	49	35	al	al	PROPN
cet-15744	49	36	.	.	PROPN
cet-15744	49	37	,	,	PUNCT
cet-15744	49	38	2018	2018	NUM
cet-15744	49	39	)	)	PUNCT
cet-15744	49	40	.	.	PUNCT
cet-15744	50	1	recent	recent	ADJ
cet-15744	50	2	studies	study	NOUN
cet-15744	50	3	have	have	AUX
cet-15744	50	4	also	also	ADV
cet-15744	50	5	demonstrated	demonstrate	VERB
cet-15744	50	6	the	the	DET
cet-15744	50	7	potential	potential	NOUN
cet-15744	50	8	of	of	ADP
cet-15744	50	9	pc	pc	NOUN
cet-15744	50	10	analysis	analysis	NOUN
cet-15744	50	11	in	in	ADP
cet-15744	50	12	building	building	NOUN
cet-15744	50	13	diagnostics	diagnostic	NOUN
cet-15744	50	14	and	and	CCONJ
cet-15744	50	15	condition	condition	NOUN
cet-15744	50	16	assessment	assessment	NOUN
cet-15744	50	17	(	(	PUNCT
cet-15744	50	18	szurös	szurös	PROPN
cet-15744	50	19	et	et	PROPN
cet-15744	50	20	al	al	PROPN
cet-15744	50	21	.	.	PROPN
cet-15744	50	22	,	,	PUNCT
cet-15744	50	23	2024	2024	NUM
cet-15744	50	24	)	)	PUNCT
cet-15744	50	25	.	.	PUNCT
cet-15744	51	1	enriched	enrich	VERB
cet-15744	51	2	pc	pc	NOUN
cet-15744	51	3	data	datum	NOUN
cet-15744	51	4	provides	provide	VERB
cet-15744	51	5	a	a	DET
cet-15744	51	6	stronger	strong	ADJ
cet-15744	51	7	spatial	spatial	ADJ
cet-15744	51	8	layer	layer	NOUN
cet-15744	51	9	for	for	ADP
cet-15744	51	10	urban	urban	ADJ
cet-15744	51	11	planners	planner	NOUN
cet-15744	51	12	and	and	CCONJ
cet-15744	51	13	managers	manager	NOUN
cet-15744	51	14	by	by	ADP
cet-15744	51	15	improving	improve	VERB
cet-15744	51	16	the	the	DET
cet-15744	51	17	spatial	spatial	ADJ
cet-15744	51	18	resolution	resolution	NOUN
cet-15744	51	19	and	and	CCONJ
cet-15744	51	20	eliminating	eliminate	VERB
cet-15744	51	21	the	the	DET
cet-15744	51	22	data	data	NOUN
cet-15744	51	23	gaps	gap	NOUN
cet-15744	51	24	normally	normally	ADV
cet-15744	51	25	present	present	ADJ
cet-15744	51	26	in	in	ADP
cet-15744	51	27	traditional	traditional	ADJ
cet-15744	51	28	urban	urban	ADJ
cet-15744	51	29	data	datum	NOUN
cet-15744	51	30	sources	source	NOUN
cet-15744	51	31	or	or	CCONJ
cet-15744	51	32	datasets	dataset	NOUN
cet-15744	51	33	.	.	PUNCT
cet-15744	52	1	improved	improve	VERB
cet-15744	52	2	detail	detail	NOUN
cet-15744	52	3	in	in	ADP
cet-15744	52	4	point	point	NOUN
cet-15744	52	5	pc	pc	NOUN
cet-15744	52	6	will	will	AUX
cet-15744	52	7	ultimately	ultimately	ADV
cet-15744	52	8	help	help	VERB
cet-15744	52	9	urban	urban	ADJ
cet-15744	52	10	planners	planner	NOUN
cet-15744	52	11	and	and	CCONJ
cet-15744	52	12	managers	manager	NOUN
cet-15744	52	13	improve	improve	VERB
cet-15744	52	14	the	the	DET
cet-15744	52	15	ability	ability	NOUN
cet-15744	52	16	of	of	ADP
cet-15744	52	17	their	their	PRON
cet-15744	52	18	cities	city	NOUN
cet-15744	52	19	to	to	PART
cet-15744	52	20	make	make	VERB
cet-15744	52	21	effective	effective	ADJ
cet-15744	52	22	decisions	decision	NOUN
cet-15744	52	23	to	to	PART
cet-15744	52	24	plan	plan	VERB
cet-15744	52	25	for	for	ADP
cet-15744	52	26	climate	climate	NOUN
cet-15744	52	27	change	change	NOUN
cet-15744	52	28	adaptation	adaptation	NOUN
cet-15744	52	29	and	and	CCONJ
cet-15744	52	30	mitigation	mitigation	NOUN
cet-15744	52	31	.	.	PUNCT
cet-15744	53	1	improperly	improperly	ADV
cet-15744	53	2	processed	process	VERB
cet-15744	53	3	synthetic	synthetic	ADJ
cet-15744	53	4	densification	densification	NOUN
cet-15744	53	5	can	can	AUX
cet-15744	53	6	create	create	VERB
cet-15744	53	7	uncontrollable	uncontrollable	ADJ
cet-15744	53	8	gross	gross	ADJ
cet-15744	53	9	distortions	distortion	NOUN
cet-15744	53	10	due	due	ADP
cet-15744	53	11	to	to	ADP
cet-15744	53	12	the	the	DET
cet-15744	53	13	incapacity	incapacity	NOUN
cet-15744	53	14	errors	error	NOUN
cet-15744	53	15	falling	fall	VERB
cet-15744	53	16	outside	outside	ADV
cet-15744	53	17	of	of	ADP
cet-15744	53	18	the	the	DET
cet-15744	53	19	calibrated	calibrate	VERB
cet-15744	53	20	error	error	NOUN
cet-15744	53	21	limits	limit	NOUN
cet-15744	53	22	.	.	PUNCT
cet-15744	54	1	on	on	ADP
cet-15744	54	2	top	top	NOUN
cet-15744	54	3	of	of	ADP
cet-15744	54	4	data	datum	NOUN
cet-15744	54	5	accuracy	accuracy	NOUN
cet-15744	54	6	,	,	PUNCT
cet-15744	54	7	processing	processing	NOUN
cet-15744	54	8	and	and	CCONJ
cet-15744	54	9	storing	store	VERB
cet-15744	54	10	units	unit	NOUN
cet-15744	54	11	of	of	ADP
cet-15744	54	12	urban	urban	ADJ
cet-15744	54	13	data	datum	NOUN
cet-15744	54	14	come	come	VERB
cet-15744	54	15	with	with	ADP
cet-15744	54	16	significant	significant	ADJ
cet-15744	54	17	computing	computing	NOUN
cet-15744	54	18	resources	resource	NOUN
cet-15744	54	19	,	,	PUNCT
cet-15744	54	20	and	and	CCONJ
cet-15744	54	21	have	have	VERB
cet-15744	54	22	limitations	limitation	NOUN
cet-15744	54	23	on	on	ADP
cet-15744	54	24	the	the	DET
cet-15744	54	25	prerequisites	prerequisite	NOUN
cet-15744	54	26	they	they	PRON
cet-15744	54	27	are	be	AUX
cet-15744	54	28	able	able	ADJ
cet-15744	54	29	to	to	PART
cet-15744	54	30	execute	execute	VERB
cet-15744	54	31	.	.	PUNCT
cet-15744	55	1	although	although	SCONJ
cet-15744	55	2	both	both	PRON
cet-15744	55	3	of	of	ADP
cet-15744	55	4	these	these	DET
cet-15744	55	5	challenges	challenge	NOUN
cet-15744	55	6	exist	exist	VERB
cet-15744	55	7	,	,	PUNCT
cet-15744	55	8	technological	technological	ADJ
cet-15744	55	9	advancements	advancement	NOUN
cet-15744	55	10	continue	continue	VERB
cet-15744	55	11	to	to	PART
cet-15744	55	12	develop	develop	VERB
cet-15744	55	13	within	within	ADP
cet-15744	55	14	the	the	DET
cet-15744	55	15	discipline	discipline	NOUN
cet-15744	55	16	,	,	PUNCT
cet-15744	55	17	suggesting	suggest	VERB
cet-15744	55	18	that	that	SCONJ
cet-15744	55	19	geospatial	geospatial	ADJ
cet-15744	55	20	datasets	dataset	NOUN
cet-15744	55	21	can	can	AUX
cet-15744	55	22	become	become	VERB
cet-15744	55	23	indispensable	indispensable	ADJ
cet-15744	55	24	elements	element	NOUN
cet-15744	55	25	of	of	ADP
cet-15744	55	26	planning	planning	NOUN
cet-15744	55	27	and	and	CCONJ
cet-15744	55	28	managing	manage	VERB
cet-15744	55	29	sustainable	sustainable	ADJ
cet-15744	55	30	urban	urban	ADJ
cet-15744	55	31	ecosystems	ecosystem	NOUN
cet-15744	55	32	.	.	PUNCT
cet-15744	56	1	integrating	integrate	VERB
cet-15744	56	2	details	detail	NOUN
cet-15744	56	3	and	and	CCONJ
cet-15744	56	4	high	high	ADJ
cet-15744	56	5	-	-	PUNCT
cet-15744	56	6	resolution	resolution	NOUN
cet-15744	56	7	pc	pc	NOUN
cet-15744	56	8	datasets	dataset	NOUN
cet-15744	56	9	in	in	ADP
cet-15744	56	10	a	a	DET
cet-15744	56	11	regulatory	regulatory	ADJ
cet-15744	56	12	framework	framework	NOUN
cet-15744	56	13	,	,	PUNCT
cet-15744	56	14	and	and	CCONJ
cet-15744	56	15	in	in	ADP
cet-15744	56	16	policy	policy	NOUN
cet-15744	56	17	-	-	PUNCT
cet-15744	56	18	making	making	NOUN
cet-15744	56	19	,	,	PUNCT
cet-15744	56	20	is	be	AUX
cet-15744	56	21	pivotal	pivotal	ADJ
cet-15744	56	22	to	to	ADP
cet-15744	56	23	greening	green	VERB
cet-15744	56	24	,	,	PUNCT
cet-15744	56	25	smartening	smartene	VERB
cet-15744	56	26	and	and	CCONJ
cet-15744	56	27	creating	create	VERB
cet-15744	56	28	resilient	resilient	ADJ
cet-15744	56	29	urban	urban	ADJ
cet-15744	56	30	cities	city	NOUN
cet-15744	56	31	.	.	PUNCT
cet-15744	57	1	in	in	ADP
cet-15744	57	2	conclusion	conclusion	NOUN
cet-15744	57	3	,	,	PUNCT
cet-15744	57	4	previous	previous	ADJ
cet-15744	57	5	research	research	NOUN
cet-15744	57	6	has	have	AUX
cet-15744	57	7	demonstrated	demonstrate	VERB
cet-15744	57	8	the	the	DET
cet-15744	57	9	role	role	NOUN
cet-15744	57	10	of	of	ADP
cet-15744	57	11	lidar	lidar	NOUN
cet-15744	57	12	pc	pc	NOUN
cet-15744	57	13	data	datum	NOUN
cet-15744	57	14	for	for	ADP
cet-15744	57	15	urban	urban	ADJ
cet-15744	57	16	modelling	modelling	NOUN
cet-15744	57	17	and	and	CCONJ
cet-15744	57	18	green	green	ADJ
cet-15744	57	19	infrastructure	infrastructure	NOUN
cet-15744	57	20	assessment	assessment	NOUN
cet-15744	57	21	.	.	PUNCT
cet-15744	58	1	however	however	ADV
cet-15744	58	2	,	,	PUNCT
cet-15744	58	3	a	a	DET
cet-15744	58	4	limited	limited	ADJ
cet-15744	58	5	number	number	NOUN
cet-15744	58	6	of	of	ADP
cet-15744	58	7	studies	study	NOUN
cet-15744	58	8	have	have	AUX
cet-15744	58	9	systematically	systematically	ADV
cet-15744	58	10	investigated	investigate	VERB
cet-15744	58	11	how	how	SCONJ
cet-15744	58	12	pu	pu	PROPN
cet-15744	58	13	improve	improve	VERB
cet-15744	58	14	the	the	DET
cet-15744	58	15	accuracy	accuracy	NOUN
cet-15744	58	16	of	of	ADP
cet-15744	58	17	sustainability	sustainability	NOUN
cet-15744	58	18	indicators	indicator	NOUN
cet-15744	58	19	or	or	CCONJ
cet-15744	58	20	provides	provide	VERB
cet-15744	58	21	real	real	ADJ
cet-15744	58	22	-	-	PUNCT
cet-15744	58	23	time	time	NOUN
cet-15744	58	24	environmental	environmental	ADJ
cet-15744	58	25	management	management	NOUN
cet-15744	58	26	at	at	ADP
cet-15744	58	27	the	the	DET
cet-15744	58	28	city	city	NOUN
cet-15744	58	29	level	level	NOUN
cet-15744	58	30	.	.	PUNCT
cet-15744	59	1	this	this	DET
cet-15744	59	2	gap	gap	NOUN
cet-15744	59	3	demonstrates	demonstrate	VERB
cet-15744	59	4	the	the	DET
cet-15744	59	5	need	need	NOUN
cet-15744	59	6	for	for	ADP
cet-15744	59	7	a	a	DET
cet-15744	59	8	structured	structure	VERB
cet-15744	59	9	,	,	PUNCT
cet-15744	59	10	ai	ai	NOUN
cet-15744	59	11	-	-	PUNCT
cet-15744	59	12	based	base	VERB
cet-15744	59	13	upsampling	upsampling	NOUN
cet-15744	59	14	framework	framework	NOUN
cet-15744	59	15	which	which	PRON
cet-15744	59	16	can	can	AUX
cet-15744	59	17	enrich	enrich	VERB
cet-15744	59	18	lidar	lidar	NOUN
cet-15744	59	19	datasets	dataset	NOUN
cet-15744	59	20	for	for	ADP
cet-15744	59	21	smart	smart	ADJ
cet-15744	59	22	city	city	NOUN
cet-15744	59	23	purposes	purpose	NOUN
cet-15744	59	24	.	.	PUNCT
cet-15744	60	1	the	the	DET
cet-15744	60	2	current	current	ADJ
cet-15744	60	3	study	study	NOUN
cet-15744	60	4	addresses	address	VERB
cet-15744	60	5	this	this	DET
cet-15744	60	6	gap	gap	NOUN
cet-15744	60	7	with	with	ADP
cet-15744	60	8	the	the	DET
cet-15744	60	9	proposal	proposal	NOUN
cet-15744	60	10	of	of	ADP
cet-15744	60	11	a	a	DET
cet-15744	60	12	conceptual	conceptual	ADJ
cet-15744	60	13	and	and	CCONJ
cet-15744	60	14	methodological	methodological	ADJ
cet-15744	60	15	framework	framework	NOUN
cet-15744	60	16	linking	link	VERB
cet-15744	60	17	pc	pc	NOUN
cet-15744	60	18	densification	densification	NOUN
cet-15744	60	19	to	to	ADP
cet-15744	60	20	sustainable	sustainable	VERB
cet-15744	60	21	urban	urban	ADJ
cet-15744	60	22	management	management	NOUN
cet-15744	60	23	goals	goal	NOUN
cet-15744	60	24	.	.	PUNCT
cet-15744	61	1	3	3	X
cet-15744	61	2	.	.	X
cet-15744	61	3	scientific	scientific	ADJ
cet-15744	61	4	hypothesis	hypothesis	NOUN
cet-15744	61	5	and	and	CCONJ
cet-15744	61	6	conceptual	conceptual	ADJ
cet-15744	61	7	framework	framework	NOUN
cet-15744	61	8	pu	pu	PROPN
cet-15744	61	9	is	be	AUX
cet-15744	61	10	a	a	DET
cet-15744	61	11	possible	possible	ADJ
cet-15744	61	12	avenue	avenue	NOUN
cet-15744	61	13	to	to	PART
cet-15744	61	14	deal	deal	VERB
cet-15744	61	15	with	with	ADP
cet-15744	61	16	the	the	DET
cet-15744	61	17	low	low	ADJ
cet-15744	61	18	density	density	NOUN
cet-15744	61	19	of	of	ADP
cet-15744	61	20	airborne	airborne	ADJ
cet-15744	61	21	laser	laser	NOUN
cet-15744	61	22	scanning	scanning	NOUN
cet-15744	61	23	(	(	PUNCT
cet-15744	61	24	als	als	NOUN
cet-15744	61	25	)	)	PUNCT
cet-15744	61	26	datasets	dataset	NOUN
cet-15744	61	27	and	and	CCONJ
cet-15744	61	28	improve	improve	VERB
cet-15744	61	29	the	the	DET
cet-15744	61	30	accuracy	accuracy	NOUN
cet-15744	61	31	and	and	CCONJ
cet-15744	61	32	robustness	robustness	NOUN
cet-15744	61	33	of	of	ADP
cet-15744	61	34	ecological	ecological	ADJ
cet-15744	61	35	and	and	CCONJ
cet-15744	61	36	environmental	environmental	ADJ
cet-15744	61	37	trajectory	trajectory	NOUN
cet-15744	61	38	modelling	modelling	NOUN
cet-15744	61	39	.	.	PUNCT
cet-15744	62	1	the	the	DET
cet-15744	62	2	consequences	consequence	NOUN
cet-15744	62	3	for	for	ADP
cet-15744	62	4	generating	generate	VERB
cet-15744	62	5	digital	digital	ADJ
cet-15744	62	6	terrain	terrain	NOUN
cet-15744	62	7	models	model	NOUN
cet-15744	62	8	(	(	PUNCT
cet-15744	62	9	dtms	dtms	NOUN
cet-15744	62	10	)	)	PUNCT
cet-15744	62	11	,	,	PUNCT
cet-15744	62	12	canopy	canopy	NOUN
cet-15744	62	13	height	height	NOUN
cet-15744	62	14	models	model	NOUN
cet-15744	62	15	(	(	PUNCT
cet-15744	62	16	chms	chm	NOUN
cet-15744	62	17	)	)	PUNCT
cet-15744	62	18	and	and	CCONJ
cet-15744	62	19	other	other	ADJ
cet-15744	62	20	ecological	ecological	ADJ
cet-15744	62	21	indices	index	NOUN
cet-15744	62	22	based	base	VERB
cet-15744	62	23	on	on	ADP
cet-15744	62	24	point	point	NOUN
cet-15744	62	25	density	density	NOUN
cet-15744	62	26	,	,	PUNCT
cet-15744	62	27	with	with	ADP
cet-15744	62	28	respect	respect	NOUN
cet-15744	62	29	to	to	ADP
cet-15744	62	30	maintaining	maintain	VERB
cet-15744	62	31	the	the	DET
cet-15744	62	32	geometric	geometric	ADJ
cet-15744	62	33	accuracy	accuracy	NOUN
cet-15744	62	34	and	and	CCONJ
cet-15744	62	35	surface	surface	NOUN
cet-15744	62	36	continuity	continuity	NOUN
cet-15744	62	37	of	of	ADP
cet-15744	62	38	the	the	DET
cet-15744	62	39	higher	high	ADJ
cet-15744	62	40	point	point	NOUN
cet-15744	62	41	density	density	NOUN
cet-15744	62	42	,	,	PUNCT
cet-15744	62	43	are	be	AUX
cet-15744	62	44	unequivocal	unequivocal	ADJ
cet-15744	62	45	.	.	PUNCT
cet-15744	63	1	the	the	DET
cet-15744	63	2	reasoning	reasoning	NOUN
cet-15744	63	3	behind	behind	ADP
cet-15744	63	4	the	the	DET
cet-15744	63	5	above	above	ADJ
cet-15744	63	6	hypotheses	hypothesis	NOUN
cet-15744	63	7	relates	relate	VERB
cet-15744	63	8	to	to	ADP
cet-15744	63	9	the	the	DET
cet-15744	63	10	technical	technical	ADJ
cet-15744	63	11	characteristics	characteristic	NOUN
cet-15744	63	12	of	of	ADP
cet-15744	63	13	the	the	DET
cet-15744	63	14	pu	pu	PROPN
cet-15744	63	15	methodologies	methodology	NOUN
cet-15744	63	16	.	.	PUNCT
cet-15744	64	1	conventional	conventional	ADJ
cet-15744	64	2	interpolation	interpolation	NOUN
cet-15744	64	3	techniques	technique	NOUN
cet-15744	64	4	can	can	AUX
cet-15744	64	5	produce	produce	VERB
cet-15744	64	6	local	local	ADJ
cet-15744	64	7	over	over	ADP
cet-15744	64	8	-	-	PUNCT
cet-15744	64	9	smoothing	smoothing	NOUN
cet-15744	64	10	of	of	ADP
cet-15744	64	11	structures	structure	NOUN
cet-15744	64	12	when	when	SCONJ
cet-15744	64	13	applied	apply	VERB
cet-15744	64	14	to	to	ADP
cet-15744	64	15	complex	complex	ADJ
cet-15744	64	16	environments	environment	NOUN
cet-15744	64	17	and	and	CCONJ
cet-15744	64	18	urban	urban	ADJ
cet-15744	64	19	landscapes	landscape	NOUN
cet-15744	64	20	containing	contain	VERB
cet-15744	64	21	environmental	environmental	ADJ
cet-15744	64	22	noise	noise	NOUN
cet-15744	64	23	.	.	PUNCT
cet-15744	65	1	optimisationbased	optimisationbased	ADJ
cet-15744	65	2	techniques	technique	NOUN
cet-15744	65	3	have	have	VERB
cet-15744	65	4	much	much	ADV
cet-15744	65	5	greater	great	ADJ
cet-15744	65	6	uniformity	uniformity	NOUN
cet-15744	65	7	over	over	ADP
cet-15744	65	8	surfaces	surface	NOUN
cet-15744	65	9	,	,	PUNCT
cet-15744	65	10	but	but	CCONJ
cet-15744	65	11	often	often	ADV
cet-15744	65	12	lack	lack	VERB
cet-15744	65	13	characteristics	characteristic	NOUN
cet-15744	65	14	identifying	identify	VERB
cet-15744	65	15	them	they	PRON
cet-15744	65	16	at	at	ADP
cet-15744	65	17	a	a	DET
cet-15744	65	18	fine	fine	ADJ
cet-15744	65	19	-	-	PUNCT
cet-15744	65	20	scale	scale	NOUN
cet-15744	65	21	resolution	resolution	NOUN
cet-15744	65	22	with	with	ADP
cet-15744	65	23	heterogeneous	heterogeneous	ADJ
cet-15744	65	24	landscapes	landscape	NOUN
cet-15744	65	25	.	.	PUNCT
cet-15744	66	1	however	however	ADV
cet-15744	66	2	,	,	PUNCT
cet-15744	66	3	there	there	PRON
cet-15744	66	4	has	have	AUX
cet-15744	66	5	been	be	AUX
cet-15744	66	6	some	some	DET
cet-15744	66	7	exciting	exciting	ADJ
cet-15744	66	8	recent	recent	ADJ
cet-15744	66	9	development	development	NOUN
cet-15744	66	10	in	in	ADP
cet-15744	66	11	the	the	DET
cet-15744	66	12	methods	method	NOUN
cet-15744	66	13	used	use	VERB
cet-15744	66	14	for	for	ADP
cet-15744	66	15	deep	deep	ADJ
cet-15744	66	16	learning	learning	NOUN
cet-15744	66	17	(	(	PUNCT
cet-15744	66	18	dl)-based	dl)-base	VERB
cet-15744	66	19	pu	pu	PROPN
cet-15744	66	20	methodologies	methodology	NOUN
cet-15744	66	21	that	that	PRON
cet-15744	66	22	allow	allow	VERB
cet-15744	66	23	local	local	ADJ
cet-15744	66	24	geometric	geometric	ADJ
cet-15744	66	25	reconstruction	reconstruction	NOUN
cet-15744	66	26	,	,	PUNCT
cet-15744	66	27	continuity	continuity	NOUN
cet-15744	66	28	of	of	ADP
cet-15744	66	29	structure	structure	NOUN
cet-15744	66	30	,	,	PUNCT
cet-15744	66	31	and	and	CCONJ
cet-15744	66	32	the	the	DET
cet-15744	66	33	propagation	propagation	NOUN
cet-15744	66	34	of	of	ADP
cet-15744	66	35	non	non	ADJ
cet-15744	66	36	-	-	ADJ
cet-15744	66	37	geometric	geometric	ADJ
cet-15744	66	38	information	information	NOUN
cet-15744	66	39	.	.	PUNCT
cet-15744	67	1	these	these	DET
cet-15744	67	2	technical	technical	ADJ
cet-15744	67	3	capabilities	capability	NOUN
cet-15744	67	4	also	also	ADV
cet-15744	67	5	support	support	VERB
cet-15744	67	6	the	the	DET
cet-15744	67	7	conclusions	conclusion	NOUN
cet-15744	67	8	that	that	PRON
cet-15744	67	9	pu	pu	PROPN
cet-15744	67	10	methods	method	NOUN
cet-15744	67	11	lend	lend	VERB
cet-15744	67	12	themselves	themselves	PRON
cet-15744	67	13	well	well	ADV
cet-15744	67	14	to	to	ADP
cet-15744	67	15	providing	provide	VERB
cet-15744	67	16	representations	representation	NOUN
cet-15744	67	17	of	of	ADP
cet-15744	67	18	als	als	NOUN
cet-15744	67	19	data	datum	NOUN
cet-15744	67	20	when	when	SCONJ
cet-15744	67	21	the	the	DET
cet-15744	67	22	als	als	NOUN
cet-15744	67	23	data	datum	NOUN
cet-15744	67	24	describes	describe	VERB
cet-15744	67	25	heterogeneous	heterogeneous	ADJ
cet-15744	67	26	environments	environment	NOUN
cet-15744	67	27	having	have	VERB
cet-15744	67	28	irregular	irregular	ADJ
cet-15744	67	29	spatial	spatial	ADJ
cet-15744	67	30	sampling	sampling	NOUN
cet-15744	67	31	and	and	CCONJ
cet-15744	67	32	through	through	ADP
cet-15744	67	33	vegetated	vegetate	VERB
cet-15744	67	34	occlusion	occlusion	NOUN
cet-15744	67	35	in	in	ADP
cet-15744	67	36	sample	sample	NOUN
cet-15744	67	37	speck	speck	NOUN
cet-15744	67	38	thickness	thickness	NOUN
cet-15744	67	39	with	with	ADP
cet-15744	67	40	great	great	ADJ
cet-15744	67	41	variation	variation	NOUN
cet-15744	67	42	in	in	ADP
cet-15744	67	43	point	point	NOUN
cet-15744	67	44	density	density	NOUN
cet-15744	67	45	.	.	PUNCT
cet-15744	68	1	the	the	DET
cet-15744	68	2	overall	overall	ADJ
cet-15744	68	3	workflow	workflow	NOUN
cet-15744	68	4	is	be	AUX
cet-15744	68	5	modular	modular	ADJ
cet-15744	68	6	,	,	PUNCT
cet-15744	68	7	beginning	begin	VERB
cet-15744	68	8	with	with	ADP
cet-15744	68	9	als	als	NOUN
cet-15744	68	10	data	datum	NOUN
cet-15744	68	11	collection	collection	NOUN
cet-15744	68	12	and	and	CCONJ
cet-15744	68	13	preprocessing	preprocessing	NOUN
cet-15744	68	14	(	(	PUNCT
cet-15744	68	15	recognising	recognise	VERB
cet-15744	68	16	that	that	SCONJ
cet-15744	68	17	all	all	DET
cet-15744	68	18	als	als	NOUN
cet-15744	68	19	data	datum	NOUN
cet-15744	68	20	has	have	VERB
cet-15744	68	21	to	to	PART
cet-15744	68	22	be	be	AUX
cet-15744	68	23	processed	process	VERB
cet-15744	68	24	to	to	PART
cet-15744	68	25	have	have	VERB
cet-15744	68	26	a	a	DET
cet-15744	68	27	usable	usable	ADJ
cet-15744	68	28	and	and	CCONJ
cet-15744	68	29	consistent	consistent	ADJ
cet-15744	68	30	input	input	NOUN
cet-15744	68	31	)	)	PUNCT
cet-15744	68	32	,	,	PUNCT
cet-15744	68	33	processing	process	VERB
cet-15744	68	34	the	the	DET
cet-15744	68	35	als	als	NOUN
cet-15744	68	36	data	datum	NOUN
cet-15744	68	37	using	use	VERB
cet-15744	68	38	the	the	DET
cet-15744	68	39	methods	method	NOUN
cet-15744	68	40	upscaling	upscale	VERB
cet-15744	68	41	,	,	PUNCT
cet-15744	68	42	and	and	CCONJ
cet-15744	68	43	lastly	lastly	ADV
cet-15744	68	44	,	,	PUNCT
cet-15744	68	45	post	post	ADJ
cet-15744	68	46	-	-	ADJ
cet-15744	68	47	processing	processing	NOUN
cet-15744	68	48	to	to	PART
cet-15744	68	49	remove	remove	VERB
cet-15744	68	50	artefacts	artefact	NOUN
cet-15744	68	51	and	and	CCONJ
cet-15744	68	52	impose	impose	VERB
cet-15744	68	53	distribution	distribution	NOUN
cet-15744	68	54	consistency	consistency	NOUN
cet-15744	68	55	.	.	PUNCT
cet-15744	69	1	the	the	DET
cet-15744	69	2	up	up	ADV
cet-15744	69	3	-	-	PUNCT
cet-15744	69	4	scaled	scale	VERB
cet-15744	69	5	datasets	dataset	NOUN
cet-15744	69	6	have	have	AUX
cet-15744	69	7	also	also	ADV
cet-15744	69	8	been	be	AUX
cet-15744	69	9	validated	validate	VERB
cet-15744	69	10	with	with	ADP
cet-15744	69	11	independent	independent	ADJ
cet-15744	69	12	reference	reference	NOUN
cet-15744	69	13	data	datum	NOUN
cet-15744	69	14	and	and	CCONJ
cet-15744	69	15	apply	apply	VERB
cet-15744	69	16	high	high	ADJ
cet-15744	69	17	-	-	PUNCT
cet-15744	69	18	density	density	NOUN
cet-15744	69	19	pc	pc	NOUN
cet-15744	69	20	within	within	ADP
cet-15744	69	21	environmental	environmental	ADJ
cet-15744	69	22	applications	application	NOUN
cet-15744	69	23	;	;	PUNCT
cet-15744	69	24	forestry	forestry	NOUN
cet-15744	69	25	,	,	PUNCT
cet-15744	69	26	watershed	watershe	VERB
cet-15744	69	27	assessments	assessment	NOUN
cet-15744	69	28	and	and	CCONJ
cet-15744	69	29	conservation	conservation	NOUN
cet-15744	69	30	planning	planning	NOUN
cet-15744	69	31	.	.	PUNCT
cet-15744	70	1	in	in	ADP
cet-15744	70	2	summary	summary	NOUN
cet-15744	70	3	,	,	PUNCT
cet-15744	70	4	the	the	DET
cet-15744	70	5	main	main	ADJ
cet-15744	70	6	scientific	scientific	ADJ
cet-15744	70	7	hypothesis	hypothesis	NOUN
cet-15744	70	8	investigated	investigate	VERB
cet-15744	70	9	in	in	ADP
cet-15744	70	10	this	this	DET
cet-15744	70	11	study	study	NOUN
cet-15744	70	12	is	be	AUX
cet-15744	70	13	that	that	SCONJ
cet-15744	70	14	point	point	NOUN
cet-15744	70	15	cloud	cloud	ADJ
cet-15744	70	16	upsampling	upsampling	NOUN
cet-15744	70	17	provides	provide	VERB
cet-15744	70	18	a	a	DET
cet-15744	70	19	density	density	NOUN
cet-15744	70	20	of	of	ADP
cet-15744	70	21	als	als	NOUN
cet-15744	70	22	datasets	dataset	NOUN
cet-15744	70	23	that	that	PRON
cet-15744	70	24	results	result	VERB
cet-15744	70	25	in	in	ADP
cet-15744	70	26	better	well	ADJ
cet-15744	70	27	temporal	temporal	ADJ
cet-15744	70	28	accuracy	accuracy	NOUN
cet-15744	70	29	and	and	CCONJ
cet-15744	70	30	reliability	reliability	NOUN
cet-15744	70	31	,	,	PUNCT
cet-15744	70	32	as	as	ADV
cet-15744	70	33	well	well	ADV
cet-15744	70	34	as	as	ADP
cet-15744	70	35	the	the	DET
cet-15744	70	36	accuracy	accuracy	NOUN
cet-15744	70	37	of	of	ADP
cet-15744	70	38	ecological	ecological	ADJ
cet-15744	70	39	and	and	CCONJ
cet-15744	70	40	urban	urban	ADJ
cet-15744	70	41	indicators	indicator	NOUN
cet-15744	70	42	derived	derive	VERB
cet-15744	70	43	from	from	ADP
cet-15744	70	44	their	their	PRON
cet-15744	70	45	processing	processing	NOUN
cet-15744	70	46	.	.	PUNCT
cet-15744	71	1	pu	pu	PROPN
cet-15744	71	2	would	would	AUX
cet-15744	71	3	provide	provide	VERB
cet-15744	71	4	a	a	DET
cet-15744	71	5	denser	dense	ADJ
cet-15744	71	6	density	density	NOUN
cet-15744	71	7	for	for	ADP
cet-15744	71	8	determining	determine	VERB
cet-15744	71	9	vegetation	vegetation	NOUN
cet-15744	71	10	metrics	metric	NOUN
cet-15744	71	11	,	,	PUNCT
cet-15744	71	12	canopy	canopy	NOUN
cet-15744	71	13	height	height	NOUN
cet-15744	71	14	distribution	distribution	NOUN
cet-15744	71	15	,	,	PUNCT
cet-15744	71	16	and	and	CCONJ
cet-15744	71	17	surface	surface	NOUN
cet-15744	71	18	continuity	continuity	NOUN
cet-15744	71	19	,	,	PUNCT
cet-15744	71	20	preserving	preserve	VERB
cet-15744	71	21	local	local	ADJ
cet-15744	71	22	geometric	geometric	ADJ
cet-15744	71	23	quality	quality	NOUN
cet-15744	71	24	through	through	ADP
cet-15744	71	25	syntactic	syntactic	ADJ
cet-15744	71	26	reconstruction	reconstruction	NOUN
cet-15744	71	27	of	of	ADP
cet-15744	71	28	missing	miss	VERB
cet-15744	71	29	features	feature	NOUN
cet-15744	71	30	.	.	PUNCT
cet-15744	72	1	the	the	DET
cet-15744	72	2	research	research	NOUN
cet-15744	72	3	hypotheses	hypothesis	NOUN
cet-15744	72	4	are	be	AUX
cet-15744	72	5	that	that	DET
cet-15744	72	6	geometric	geometric	ADJ
cet-15744	72	7	density	density	NOUN
cet-15744	72	8	at	at	ADP
cet-15744	72	9	the	the	DET
cet-15744	72	10	data	data	NOUN
cet-15744	72	11	level	level	NOUN
cet-15744	72	12	provides	provide	VERB
cet-15744	72	13	specificity	specificity	NOUN
cet-15744	72	14	that	that	PRON
cet-15744	72	15	further	far	ADV
cet-15744	72	16	reduces	reduce	VERB
cet-15744	72	17	uncertainty	uncertainty	NOUN
cet-15744	72	18	in	in	ADP
cet-15744	72	19	ecological	ecological	ADJ
cet-15744	72	20	indices	index	NOUN
cet-15744	72	21	or	or	CCONJ
cet-15744	72	22	spatial	spatial	ADJ
cet-15744	72	23	planning	planning	NOUN
cet-15744	72	24	decisions	decision	NOUN
cet-15744	72	25	.	.	PUNCT
cet-15744	73	1	the	the	DET
cet-15744	73	2	hypothesis	hypothesis	NOUN
cet-15744	73	3	is	be	AUX
cet-15744	73	4	based	base	VERB
cet-15744	73	5	on	on	ADP
cet-15744	73	6	the	the	DET
cet-15744	73	7	implicit	implicit	ADJ
cet-15744	73	8	assumption	assumption	NOUN
cet-15744	73	9	that	that	SCONJ
cet-15744	73	10	an	an	DET
cet-15744	73	11	improvement	improvement	NOUN
cet-15744	73	12	in	in	ADP
cet-15744	73	13	geometric	geometric	ADJ
cet-15744	73	14	accuracy	accuracy	NOUN
cet-15744	73	15	at	at	ADP
cet-15744	73	16	the	the	DET
cet-15744	73	17	data	data	NOUN
cet-15744	73	18	level	level	NOUN
cet-15744	73	19	coincides	coincide	VERB
cet-15744	73	20	with	with	ADP
cet-15744	73	21	a	a	DET
cet-15744	73	22	subsequent	subsequent	ADJ
cet-15744	73	23	reduction	reduction	NOUN
cet-15744	73	24	in	in	ADP
cet-15744	73	25	uncertainty	uncertainty	NOUN
cet-15744	73	26	in	in	ADP
cet-15744	73	27	ecological	ecological	ADJ
cet-15744	73	28	indicators	indicator	NOUN
cet-15744	73	29	for	for	ADP
cet-15744	73	30	spatial	spatial	ADJ
cet-15744	73	31	planning	planning	NOUN
cet-15744	73	32	decision	decision	NOUN
cet-15744	73	33	-	-	PUNCT
cet-15744	73	34	making	making	NOUN
cet-15744	73	35	.	.	PUNCT
cet-15744	74	1	figure	figure	VERB
cet-15744	74	2	1	1	NUM
cet-15744	74	3	:	:	PUNCT
cet-15744	74	4	workflow	workflow	NOUN
cet-15744	74	5	of	of	ADP
cet-15744	74	6	the	the	DET
cet-15744	74	7	point	point	NOUN
cet-15744	74	8	cloud	cloud	NOUN
cet-15744	74	9	upsampling	upsampling	NOUN
cet-15744	74	10	process	process	NOUN
cet-15744	74	11	for	for	ADP
cet-15744	74	12	sustainable	sustainable	ADJ
cet-15744	74	13	urban	urban	ADJ
cet-15744	74	14	management	management	NOUN
cet-15744	74	15	(	(	PUNCT
cet-15744	74	16	source	source	NOUN
cet-15744	74	17	:	:	PUNCT
cet-15744	74	18	own	own	ADJ
cet-15744	74	19	creation	creation	NOUN
cet-15744	74	20	)	)	PUNCT
cet-15744	74	21	99	99	NUM
cet-15744	74	22	4	4	NUM
cet-15744	74	23	.	.	PUNCT
cet-15744	74	24	proposed	propose	VERB
cet-15744	74	25	methodological	methodological	ADJ
cet-15744	74	26	framework	framework	NOUN
cet-15744	74	27	for	for	ADP
cet-15744	74	28	the	the	DET
cet-15744	74	29	efficient	efficient	ADJ
cet-15744	74	30	and	and	CCONJ
cet-15744	74	31	forward	forward	ADV
cet-15744	74	32	-	-	PUNCT
cet-15744	74	33	focused	focus	VERB
cet-15744	74	34	management	management	NOUN
cet-15744	74	35	of	of	ADP
cet-15744	74	36	urban	urban	ADJ
cet-15744	74	37	green	green	PROPN
cet-15744	74	38	infrastructure	infrastructure	NOUN
cet-15744	74	39	,	,	PUNCT
cet-15744	74	40	organisations	organisation	NOUN
cet-15744	74	41	need	need	VERB
cet-15744	74	42	spatiallyprecise	spatiallyprecise	NOUN
cet-15744	74	43	,	,	PUNCT
cet-15744	74	44	high	high	ADJ
cet-15744	74	45	-	-	PUNCT
cet-15744	74	46	quality	quality	NOUN
cet-15744	74	47	data	datum	NOUN
cet-15744	74	48	that	that	PRON
cet-15744	74	49	describes	describe	VERB
cet-15744	74	50	the	the	DET
cet-15744	74	51	existing	exist	VERB
cet-15744	74	52	conditions	condition	NOUN
cet-15744	74	53	and	and	CCONJ
cet-15744	74	54	provides	provide	VERB
cet-15744	74	55	information	information	NOUN
cet-15744	74	56	to	to	PART
cet-15744	74	57	inform	inform	VERB
cet-15744	74	58	predictive	predictive	ADJ
cet-15744	74	59	planning	planning	NOUN
cet-15744	74	60	and	and	CCONJ
cet-15744	74	61	adaptive	adaptive	ADJ
cet-15744	74	62	management	management	NOUN
cet-15744	74	63	(	(	PUNCT
cet-15744	74	64	korkou	korkou	PROPN
cet-15744	74	65	et	et	PROPN
cet-15744	74	66	al	al	PROPN
cet-15744	74	67	.	.	PROPN
cet-15744	74	68	,	,	PUNCT
cet-15744	74	69	2023	2023	NUM
cet-15744	74	70	)	)	PUNCT
cet-15744	74	71	.	.	PUNCT
cet-15744	75	1	there	there	PRON
cet-15744	75	2	is	be	VERB
cet-15744	75	3	an	an	DET
cet-15744	75	4	emerging	emerge	VERB
cet-15744	75	5	demand	demand	NOUN
cet-15744	75	6	within	within	ADP
cet-15744	75	7	sustainable	sustainable	ADJ
cet-15744	75	8	urban	urban	ADJ
cet-15744	75	9	development	development	NOUN
cet-15744	75	10	for	for	ADP
cet-15744	75	11	digital	digital	ADJ
cet-15744	75	12	solutions	solution	NOUN
cet-15744	75	13	that	that	PRON
cet-15744	75	14	will	will	AUX
cet-15744	75	15	provide	provide	VERB
cet-15744	75	16	dynamic	dynamic	ADJ
cet-15744	75	17	,	,	PUNCT
cet-15744	75	18	3d	3d	NUM
cet-15744	75	19	typologies	typology	NOUN
cet-15744	75	20	of	of	ADP
cet-15744	75	21	green	green	ADJ
cet-15744	75	22	components	component	NOUN
cet-15744	75	23	throughout	throughout	ADP
cet-15744	75	24	cities	city	NOUN
cet-15744	75	25	.	.	PUNCT
cet-15744	76	1	these	these	DET
cet-15744	76	2	dynamic	dynamic	ADJ
cet-15744	76	3	,	,	PUNCT
cet-15744	76	4	3d	3d	NUM
cet-15744	76	5	solutions	solution	NOUN
cet-15744	76	6	can	can	AUX
cet-15744	76	7	not	not	PART
cet-15744	76	8	only	only	ADV
cet-15744	76	9	advance	advance	VERB
cet-15744	76	10	the	the	DET
cet-15744	76	11	preservation	preservation	NOUN
cet-15744	76	12	of	of	ADP
cet-15744	76	13	existing	exist	VERB
cet-15744	76	14	vegetation	vegetation	NOUN
cet-15744	76	15	but	but	CCONJ
cet-15744	76	16	also	also	ADV
cet-15744	76	17	the	the	DET
cet-15744	76	18	creation	creation	NOUN
cet-15744	76	19	and	and	CCONJ
cet-15744	76	20	growth	growth	NOUN
cet-15744	76	21	of	of	ADP
cet-15744	76	22	green	green	ADJ
cet-15744	76	23	networks	network	NOUN
cet-15744	76	24	that	that	PRON
cet-15744	76	25	contribute	contribute	VERB
cet-15744	76	26	to	to	ADP
cet-15744	76	27	ecological	ecological	ADJ
cet-15744	76	28	resilience	resilience	NOUN
cet-15744	76	29	,	,	PUNCT
cet-15744	76	30	thermal	thermal	ADJ
cet-15744	76	31	comfort	comfort	NOUN
cet-15744	76	32	,	,	PUNCT
cet-15744	76	33	and	and	CCONJ
cet-15744	76	34	livability	livability	NOUN
cet-15744	76	35	in	in	ADP
cet-15744	76	36	urban	urban	ADJ
cet-15744	76	37	contexts	contexts	NOUN
cet-15744	76	38	.	.	PUNCT
cet-15744	77	1	this	this	DET
cet-15744	77	2	framework	framework	NOUN
cet-15744	77	3	outlines	outline	VERB
cet-15744	77	4	a	a	DET
cet-15744	77	5	framework	framework	NOUN
cet-15744	77	6	for	for	ADP
cet-15744	77	7	integrating	integrate	VERB
cet-15744	77	8	pc	pc	NOUN
cet-15744	77	9	spatial	spatial	ADJ
cet-15744	77	10	data	data	NOUN
cet-15744	77	11	,	,	PUNCT
cet-15744	77	12	upsampling	upsample	VERB
cet-15744	77	13	approaches	approach	NOUN
cet-15744	77	14	,	,	PUNCT
cet-15744	77	15	and	and	CCONJ
cet-15744	77	16	sustainability	sustainability	NOUN
cet-15744	77	17	-	-	PUNCT
cet-15744	77	18	focused	focus	VERB
cet-15744	77	19	on	on	ADP
cet-15744	77	20	green	green	ADJ
cet-15744	77	21	space	space	NOUN
cet-15744	77	22	indicators	indicator	NOUN
cet-15744	77	23	,	,	PUNCT
cet-15744	77	24	which	which	PRON
cet-15744	77	25	can	can	AUX
cet-15744	77	26	be	be	AUX
cet-15744	77	27	integrated	integrate	VERB
cet-15744	77	28	into	into	ADP
cet-15744	77	29	municipal	municipal	ADJ
cet-15744	77	30	decision	decision	NOUN
cet-15744	77	31	-	-	PUNCT
cet-15744	77	32	making	making	NOUN
cet-15744	77	33	.	.	PUNCT
cet-15744	78	1	the	the	DET
cet-15744	78	2	first	first	ADJ
cet-15744	78	3	component	component	NOUN
cet-15744	78	4	of	of	ADP
cet-15744	78	5	this	this	DET
cet-15744	78	6	framework	framework	NOUN
cet-15744	78	7	considers	consider	VERB
cet-15744	78	8	the	the	DET
cet-15744	78	9	acquisition	acquisition	NOUN
cet-15744	78	10	of	of	ADP
cet-15744	78	11	data	datum	NOUN
cet-15744	78	12	on	on	ADP
cet-15744	78	13	urban	urban	ADJ
cet-15744	78	14	green	green	ADJ
cet-15744	78	15	areas	area	NOUN
cet-15744	78	16	with	with	ADP
cet-15744	78	17	current	current	ADJ
cet-15744	78	18	sensing	sense	VERB
cet-15744	78	19	techniques	technique	NOUN
cet-15744	78	20	available	available	ADJ
cet-15744	78	21	,	,	PUNCT
cet-15744	78	22	such	such	ADJ
cet-15744	78	23	as	as	ADP
cet-15744	78	24	terrestrial	terrestrial	ADJ
cet-15744	78	25	laser	laser	NOUN
cet-15744	78	26	scanning	scanning	NOUN
cet-15744	78	27	,	,	PUNCT
cet-15744	78	28	mobile	mobile	ADJ
cet-15744	78	29	mapping	mapping	NOUN
cet-15744	78	30	systems	system	NOUN
cet-15744	78	31	,	,	PUNCT
cet-15744	78	32	and	and	CCONJ
cet-15744	78	33	lidar	lidar	NOUN
cet-15744	78	34	or	or	CCONJ
cet-15744	78	35	photogrammetry	photogrammetry	NOUN
cet-15744	78	36	with	with	ADP
cet-15744	78	37	uavs	uavs	PROPN
cet-15744	78	38	,	,	PUNCT
cet-15744	78	39	which	which	PRON
cet-15744	78	40	will	will	AUX
cet-15744	78	41	likely	likely	ADV
cet-15744	78	42	continue	continue	VERB
cet-15744	78	43	to	to	PART
cet-15744	78	44	become	become	VERB
cet-15744	78	45	more	more	ADV
cet-15744	78	46	accessible	accessible	ADJ
cet-15744	78	47	.	.	PUNCT
cet-15744	79	1	these	these	DET
cet-15744	79	2	techniques	technique	NOUN
cet-15744	79	3	allow	allow	VERB
cet-15744	79	4	for	for	ADP
cet-15744	79	5	more	more	ADV
cet-15744	79	6	detailed	detailed	ADJ
cet-15744	79	7	3d	3d	NOUN
cet-15744	79	8	surveys	survey	NOUN
cet-15744	79	9	of	of	ADP
cet-15744	79	10	urban	urban	ADJ
cet-15744	79	11	landscapes	landscape	NOUN
cet-15744	79	12	that	that	PRON
cet-15744	79	13	can	can	AUX
cet-15744	79	14	capture	capture	VERB
cet-15744	79	15	beyond	beyond	ADP
cet-15744	79	16	traditional	traditional	ADJ
cet-15744	79	17	2d	2d	NUM
cet-15744	79	18	remote	remote	NOUN
cet-15744	79	19	.	.	PUNCT
cet-15744	80	1	however	however	ADV
cet-15744	80	2	,	,	PUNCT
cet-15744	80	3	pc	pc	NOUN
cet-15744	80	4	datasets	dataset	NOUN
cet-15744	80	5	can	can	AUX
cet-15744	80	6	be	be	AUX
cet-15744	80	7	impacted	impact	VERB
cet-15744	80	8	by	by	ADP
cet-15744	80	9	issues	issue	NOUN
cet-15744	80	10	of	of	ADP
cet-15744	80	11	irregular	irregular	ADJ
cet-15744	80	12	density	density	NOUN
cet-15744	80	13	,	,	PUNCT
cet-15744	80	14	occlusions	occlusion	NOUN
cet-15744	80	15	,	,	PUNCT
cet-15744	80	16	and	and	CCONJ
cet-15744	80	17	gaps	gap	NOUN
cet-15744	80	18	in	in	ADP
cet-15744	80	19	data	datum	NOUN
cet-15744	80	20	due	due	ADP
cet-15744	80	21	to	to	ADP
cet-15744	80	22	the	the	DET
cet-15744	80	23	nature	nature	NOUN
cet-15744	80	24	of	of	ADP
cet-15744	80	25	urban	urban	ADJ
cet-15744	80	26	environments	environment	NOUN
cet-15744	80	27	,	,	PUNCT
cet-15744	80	28	line	line	NOUN
cet-15744	80	29	-	-	PUNCT
cet-15744	80	30	of	of	ADP
cet-15744	80	31	-	-	PUNCT
cet-15744	80	32	sight	sight	NOUN
cet-15744	80	33	variability	variability	NOUN
cet-15744	80	34	,	,	PUNCT
cet-15744	80	35	and	and	CCONJ
cet-15744	80	36	varying	vary	VERB
cet-15744	80	37	density	density	NOUN
cet-15744	80	38	of	of	ADP
cet-15744	80	39	built	build	VERB
cet-15744	80	40	-	-	PUNCT
cet-15744	80	41	up	up	ADP
cet-15744	80	42	infrastructure	infrastructure	NOUN
cet-15744	80	43	.	.	PUNCT
cet-15744	81	1	these	these	DET
cet-15744	81	2	issues	issue	NOUN
cet-15744	81	3	can	can	AUX
cet-15744	81	4	significantly	significantly	ADV
cet-15744	81	5	affect	affect	VERB
cet-15744	81	6	the	the	DET
cet-15744	81	7	reliable	reliable	ADJ
cet-15744	81	8	estimates	estimate	NOUN
cet-15744	81	9	of	of	ADP
cet-15744	81	10	key	key	ADJ
cet-15744	81	11	variables	variable	NOUN
cet-15744	81	12	such	such	ADJ
cet-15744	81	13	as	as	ADP
cet-15744	81	14	canopy	canopy	NOUN
cet-15744	81	15	cover	cover	NOUN
cet-15744	81	16	or	or	CCONJ
cet-15744	81	17	vertical	vertical	ADJ
cet-15744	81	18	vegetation	vegetation	NOUN
cet-15744	81	19	profiles	profile	NOUN
cet-15744	81	20	that	that	PRON
cet-15744	81	21	are	be	AUX
cet-15744	81	22	important	important	ADJ
cet-15744	81	23	for	for	ADP
cet-15744	81	24	planning	plan	VERB
cet-15744	81	25	for	for	ADP
cet-15744	81	26	sustainability	sustainability	NOUN
cet-15744	81	27	.	.	PUNCT
cet-15744	82	1	to	to	PART
cet-15744	82	2	mitigate	mitigate	VERB
cet-15744	82	3	these	these	DET
cet-15744	82	4	challenges	challenge	NOUN
cet-15744	82	5	,	,	PUNCT
cet-15744	82	6	the	the	DET
cet-15744	82	7	second	second	ADJ
cet-15744	82	8	stage	stage	NOUN
cet-15744	82	9	of	of	ADP
cet-15744	82	10	the	the	DET
cet-15744	82	11	framework	framework	NOUN
cet-15744	82	12	proposes	propose	VERB
cet-15744	82	13	that	that	SCONJ
cet-15744	82	14	pu	pu	PROPN
cet-15744	82	15	methods	method	NOUN
cet-15744	82	16	for	for	ADP
cet-15744	82	17	pcs	pc	NOUN
cet-15744	82	18	introduced	introduce	VERB
cet-15744	82	19	from	from	ADP
cet-15744	82	20	artificial	artificial	ADJ
cet-15744	82	21	intelligence	intelligence	NOUN
cet-15744	82	22	(	(	PUNCT
cet-15744	82	23	ai	ai	VERB
cet-15744	82	24	)	)	PUNCT
cet-15744	82	25	are	be	AUX
cet-15744	82	26	used	use	VERB
cet-15744	82	27	.	.	PUNCT
cet-15744	83	1	in	in	ADP
cet-15744	83	2	these	these	DET
cet-15744	83	3	algorithms	algorithm	NOUN
cet-15744	83	4	,	,	PUNCT
cet-15744	83	5	the	the	DET
cet-15744	83	6	pc	pc	NOUN
cet-15744	83	7	density	density	NOUN
cet-15744	83	8	increases	increase	VERB
cet-15744	83	9	synthetically	synthetically	ADV
cet-15744	83	10	through	through	ADP
cet-15744	83	11	the	the	DET
cet-15744	83	12	generation	generation	NOUN
cet-15744	83	13	of	of	ADP
cet-15744	83	14	new	new	ADJ
cet-15744	83	15	points	point	NOUN
cet-15744	83	16	that	that	PRON
cet-15744	83	17	match	match	VERB
cet-15744	83	18	local	local	ADJ
cet-15744	83	19	geometric	geometric	ADJ
cet-15744	83	20	characteristics	characteristic	NOUN
cet-15744	83	21	in	in	ADP
cet-15744	83	22	the	the	DET
cet-15744	83	23	original	original	ADJ
cet-15744	83	24	pc	pc	NOUN
cet-15744	83	25	dataset	dataset	NOUN
cet-15744	83	26	(	(	PUNCT
cet-15744	83	27	kwon	kwon	PROPN
cet-15744	83	28	et	et	PROPN
cet-15744	83	29	al	al	PROPN
cet-15744	83	30	.	.	PROPN
cet-15744	83	31	,	,	PUNCT
cet-15744	83	32	2023	2023	NUM
cet-15744	83	33	)	)	PUNCT
cet-15744	83	34	.	.	PUNCT
cet-15744	84	1	the	the	DET
cet-15744	84	2	proposed	propose	VERB
cet-15744	84	3	pu	pu	PROPN
cet-15744	84	4	recommended	recommend	VERB
cet-15744	84	5	in	in	ADP
cet-15744	84	6	the	the	DET
cet-15744	84	7	second	second	ADJ
cet-15744	84	8	stage	stage	NOUN
cet-15744	84	9	of	of	ADP
cet-15744	84	10	the	the	DET
cet-15744	84	11	framework	framework	NOUN
cet-15744	84	12	can	can	AUX
cet-15744	84	13	improve	improve	VERB
cet-15744	84	14	spatially	spatially	ADV
cet-15744	84	15	enhanced	enhance	VERB
cet-15744	84	16	representations	representation	NOUN
cet-15744	84	17	and	and	CCONJ
cet-15744	84	18	provide	provide	VERB
cet-15744	84	19	better	well	ADJ
cet-15744	84	20	delineation	delineation	NOUN
cet-15744	84	21	of	of	ADP
cet-15744	84	22	green	green	ADJ
cet-15744	84	23	structures	structure	NOUN
cet-15744	84	24	on	on	ADP
cet-15744	84	25	a	a	DET
cet-15744	84	26	fine	fine	ADJ
cet-15744	84	27	scale	scale	NOUN
cet-15744	84	28	,	,	PUNCT
cet-15744	84	29	like	like	ADP
cet-15744	84	30	tree	tree	NOUN
cet-15744	84	31	crowns	crown	NOUN
cet-15744	84	32	,	,	PUNCT
cet-15744	84	33	hedgerows	hedgerow	NOUN
cet-15744	84	34	,	,	PUNCT
cet-15744	84	35	and	and	CCONJ
cet-15744	84	36	vegetation	vegetation	NOUN
cet-15744	84	37	on	on	ADP
cet-15744	84	38	rooftops	rooftop	NOUN
cet-15744	84	39	.	.	PUNCT
cet-15744	85	1	pu	pu	PROPN
cet-15744	85	2	can	can	AUX
cet-15744	85	3	also	also	ADV
cet-15744	85	4	help	help	VERB
cet-15744	85	5	to	to	PART
cet-15744	85	6	reduce	reduce	VERB
cet-15744	85	7	the	the	DET
cet-15744	85	8	uncertainty	uncertainty	NOUN
cet-15744	85	9	associated	associate	VERB
cet-15744	85	10	with	with	ADP
cet-15744	85	11	occlusions	occlusion	NOUN
cet-15744	85	12	and	and	CCONJ
cet-15744	85	13	incomplete	incomplete	ADJ
cet-15744	85	14	scans	scan	NOUN
cet-15744	85	15	to	to	PART
cet-15744	85	16	produce	produce	VERB
cet-15744	85	17	data	datum	NOUN
cet-15744	85	18	that	that	PRON
cet-15744	85	19	is	be	AUX
cet-15744	85	20	better	well	ADJ
cet-15744	85	21	for	for	ADP
cet-15744	85	22	future	future	ADJ
cet-15744	85	23	sustainability	sustainability	NOUN
cet-15744	85	24	analysis	analysis	NOUN
cet-15744	85	25	.	.	PUNCT
cet-15744	86	1	the	the	DET
cet-15744	86	2	third	third	ADJ
cet-15744	86	3	element	element	NOUN
cet-15744	86	4	of	of	ADP
cet-15744	86	5	the	the	DET
cet-15744	86	6	framework	framework	NOUN
cet-15744	86	7	is	be	AUX
cet-15744	86	8	the	the	DET
cet-15744	86	9	extraction	extraction	NOUN
cet-15744	86	10	of	of	ADP
cet-15744	86	11	sustainability	sustainability	NOUN
cet-15744	86	12	-	-	PUNCT
cet-15744	86	13	relevant	relevant	ADJ
cet-15744	86	14	indicators	indicator	NOUN
cet-15744	86	15	from	from	ADP
cet-15744	86	16	the	the	DET
cet-15744	86	17	upsampled	upsample	VERB
cet-15744	86	18	dataset	dataset	NOUN
cet-15744	86	19	.	.	PUNCT
cet-15744	87	1	sustainability	sustainability	NOUN
cet-15744	87	2	-	-	PUNCT
cet-15744	87	3	relevant	relevant	ADJ
cet-15744	87	4	indicators	indicator	NOUN
cet-15744	87	5	may	may	AUX
cet-15744	87	6	include	include	VERB
cet-15744	87	7	metrics	metric	NOUN
cet-15744	87	8	based	base	VERB
cet-15744	87	9	on	on	ADP
cet-15744	87	10	spatially	spatially	ADV
cet-15744	87	11	explicit	explicit	ADJ
cet-15744	87	12	data	datum	NOUN
cet-15744	87	13	,	,	PUNCT
cet-15744	87	14	such	such	ADJ
cet-15744	87	15	as	as	ADP
cet-15744	87	16	total	total	ADJ
cet-15744	87	17	canopy	canopy	NOUN
cet-15744	87	18	area	area	NOUN
cet-15744	87	19	,	,	PUNCT
cet-15744	87	20	vertical	vertical	ADJ
cet-15744	87	21	vegetation	vegetation	NOUN
cet-15744	87	22	distribution	distribution	NOUN
cet-15744	87	23	,	,	PUNCT
cet-15744	87	24	shading	shading	NOUN
cet-15744	87	25	levels	level	NOUN
cet-15744	87	26	,	,	PUNCT
cet-15744	87	27	leaf	leaf	NOUN
cet-15744	87	28	area	area	NOUN
cet-15744	87	29	index	index	NOUN
cet-15744	87	30	,	,	PUNCT
cet-15744	87	31	or	or	CCONJ
cet-15744	87	32	vegetation	vegetation	NOUN
cet-15744	87	33	health	health	NOUN
cet-15744	87	34	indicators	indicator	NOUN
cet-15744	87	35	that	that	PRON
cet-15744	87	36	can	can	AUX
cet-15744	87	37	be	be	AUX
cet-15744	87	38	derived	derive	VERB
cet-15744	87	39	from	from	ADP
cet-15744	87	40	fused	fuse	VERB
cet-15744	87	41	multispectral	multispectral	ADJ
cet-15744	87	42	data	datum	NOUN
cet-15744	87	43	,	,	PUNCT
cet-15744	87	44	etc	etc	X
cet-15744	87	45	.	.	X
cet-15744	87	46	accessibility	accessibility	NOUN
cet-15744	87	47	is	be	AUX
cet-15744	87	48	also	also	ADV
cet-15744	87	49	important	important	ADJ
cet-15744	87	50	in	in	ADP
cet-15744	87	51	terms	term	NOUN
cet-15744	87	52	of	of	ADP
cet-15744	87	53	sustainable	sustainable	ADJ
cet-15744	87	54	features	feature	NOUN
cet-15744	87	55	.	.	PUNCT
cet-15744	88	1	this	this	PRON
cet-15744	88	2	was	be	AUX
cet-15744	88	3	similarly	similarly	ADV
cet-15744	88	4	demonstrated	demonstrate	VERB
cet-15744	88	5	by	by	ADP
cet-15744	88	6	she	she	PRON
cet-15744	88	7	(	(	PUNCT
cet-15744	88	8	2024	2024	NUM
cet-15744	88	9	)	)	PUNCT
cet-15744	88	10	.	.	PUNCT
cet-15744	89	1	she	she	PRON
cet-15744	89	2	surveyed	survey	VERB
cet-15744	89	3	urban	urban	ADJ
cet-15744	89	4	green	green	ADJ
cet-15744	89	5	space	space	NOUN
cet-15744	89	6	accessibility	accessibility	NOUN
cet-15744	89	7	in	in	ADP
cet-15744	89	8	hong	hong	PROPN
cet-15744	89	9	kong	kong	PROPN
cet-15744	89	10	through	through	ADP
cet-15744	89	11	transportation	transportation	NOUN
cet-15744	89	12	-	-	PUNCT
cet-15744	89	13	based	base	VERB
cet-15744	89	14	gis	gis	NOUN
cet-15744	89	15	network	network	NOUN
cet-15744	89	16	analysis	analysis	NOUN
cet-15744	89	17	and	and	CCONJ
cet-15744	89	18	kernel	kernel	NOUN
cet-15744	89	19	density	density	NOUN
cet-15744	89	20	analysis	analysis	NOUN
cet-15744	89	21	.	.	PUNCT
cet-15744	90	1	the	the	DET
cet-15744	90	2	results	result	NOUN
cet-15744	90	3	underscore	underscore	VERB
cet-15744	90	4	the	the	DET
cet-15744	90	5	need	need	NOUN
cet-15744	90	6	to	to	PART
cet-15744	90	7	incorporate	incorporate	VERB
cet-15744	90	8	an	an	DET
cet-15744	90	9	accessibility	accessibility	NOUN
cet-15744	90	10	assessment	assessment	NOUN
cet-15744	90	11	into	into	ADP
cet-15744	90	12	green	green	ADJ
cet-15744	90	13	infrastructure	infrastructure	NOUN
cet-15744	90	14	monitoring	monitoring	NOUN
cet-15744	90	15	frameworks	framework	NOUN
cet-15744	90	16	that	that	PRON
cet-15744	90	17	incorporate	incorporate	VERB
cet-15744	90	18	spatial	spatial	ADJ
cet-15744	90	19	,	,	PUNCT
cet-15744	90	20	green	green	ADJ
cet-15744	90	21	infrastructure	infrastructure	NOUN
cet-15744	90	22	planning	planning	NOUN
cet-15744	90	23	,	,	PUNCT
cet-15744	90	24	design	design	NOUN
cet-15744	90	25	,	,	PUNCT
cet-15744	90	26	distribution	distribution	NOUN
cet-15744	90	27	,	,	PUNCT
cet-15744	90	28	and	and	CCONJ
cet-15744	90	29	use	use	NOUN
cet-15744	90	30	of	of	ADP
cet-15744	90	31	urban	urban	ADJ
cet-15744	90	32	greenery	greenery	PROPN
cet-15744	90	33	.	.	PUNCT
cet-15744	91	1	these	these	DET
cet-15744	91	2	features	feature	NOUN
cet-15744	91	3	will	will	AUX
cet-15744	91	4	be	be	AUX
cet-15744	91	5	vital	vital	ADJ
cet-15744	91	6	indicators	indicator	NOUN
cet-15744	91	7	to	to	PART
cet-15744	91	8	assess	assess	VERB
cet-15744	91	9	urban	urban	ADJ
cet-15744	91	10	ecosystems	ecosystem	NOUN
cet-15744	91	11	and	and	CCONJ
cet-15744	91	12	their	their	PRON
cet-15744	91	13	roles	role	NOUN
cet-15744	91	14	in	in	ADP
cet-15744	91	15	heat	heat	NOUN
cet-15744	91	16	abatement	abatement	NOUN
cet-15744	91	17	,	,	PUNCT
cet-15744	91	18	biodiversity	biodiversity	NOUN
cet-15744	91	19	support	support	NOUN
cet-15744	91	20	,	,	PUNCT
cet-15744	91	21	water	water	NOUN
cet-15744	91	22	retention	retention	NOUN
cet-15744	91	23	and	and	CCONJ
cet-15744	91	24	quality	quality	NOUN
cet-15744	91	25	,	,	PUNCT
cet-15744	91	26	and	and	CCONJ
cet-15744	91	27	air	air	NOUN
cet-15744	91	28	quality	quality	NOUN
cet-15744	91	29	.	.	PUNCT
cet-15744	92	1	where	where	SCONJ
cet-15744	92	2	clear	clear	ADJ
cet-15744	92	3	,	,	PUNCT
cet-15744	92	4	consistent	consistent	ADJ
cet-15744	92	5	,	,	PUNCT
cet-15744	92	6	and	and	CCONJ
cet-15744	92	7	maintained	maintain	VERB
cet-15744	92	8	evaluations	evaluation	NOUN
cet-15744	92	9	can	can	AUX
cet-15744	92	10	be	be	AUX
cet-15744	92	11	calculated	calculate	VERB
cet-15744	92	12	and	and	CCONJ
cet-15744	92	13	maintained	maintain	VERB
cet-15744	92	14	over	over	ADP
cet-15744	92	15	time	time	NOUN
cet-15744	92	16	,	,	PUNCT
cet-15744	92	17	these	these	DET
cet-15744	92	18	evaluations	evaluation	NOUN
cet-15744	92	19	can	can	AUX
cet-15744	92	20	be	be	AUX
cet-15744	92	21	deployed	deploy	VERB
cet-15744	92	22	to	to	PART
cet-15744	92	23	assess	assess	VERB
cet-15744	92	24	changes	change	NOUN
cet-15744	92	25	over	over	ADP
cet-15744	92	26	time	time	NOUN
cet-15744	92	27	,	,	PUNCT
cet-15744	92	28	when	when	SCONJ
cet-15744	92	29	those	those	DET
cet-15744	92	30	change	change	NOUN
cet-15744	92	31	patterns	pattern	NOUN
cet-15744	92	32	begin	begin	VERB
cet-15744	92	33	to	to	PART
cet-15744	92	34	cause	cause	VERB
cet-15744	92	35	degradation	degradation	NOUN
cet-15744	92	36	,	,	PUNCT
cet-15744	92	37	and	and	CCONJ
cet-15744	92	38	for	for	ADP
cet-15744	92	39	testing	test	VERB
cet-15744	92	40	the	the	DET
cet-15744	92	41	success	success	NOUN
cet-15744	92	42	of	of	ADP
cet-15744	92	43	urban	urban	ADJ
cet-15744	92	44	greening	greening	NOUN
cet-15744	92	45	programs	program	NOUN
cet-15744	92	46	.	.	PUNCT
cet-15744	93	1	the	the	DET
cet-15744	93	2	fourth	fourth	ADJ
cet-15744	93	3	part	part	NOUN
cet-15744	93	4	of	of	ADP
cet-15744	93	5	the	the	DET
cet-15744	93	6	above	above	ADJ
cet-15744	93	7	framework	framework	NOUN
cet-15744	93	8	is	be	AUX
cet-15744	93	9	different	different	ADJ
cet-15744	93	10	steps	step	NOUN
cet-15744	93	11	to	to	PART
cet-15744	93	12	make	make	VERB
cet-15744	93	13	them	they	PRON
cet-15744	93	14	useful	useful	ADJ
cet-15744	93	15	:	:	PUNCT
cet-15744	93	16	this	this	PRON
cet-15744	93	17	can	can	AUX
cet-15744	93	18	occur	occur	VERB
cet-15744	93	19	through	through	ADP
cet-15744	93	20	integrating	integrate	VERB
cet-15744	93	21	these	these	DET
cet-15744	93	22	features	feature	NOUN
cet-15744	93	23	into	into	ADP
cet-15744	93	24	spatial	spatial	ADJ
cet-15744	93	25	decision	decision	NOUN
cet-15744	93	26	support	support	NOUN
cet-15744	93	27	systems	system	NOUN
cet-15744	93	28	.	.	PUNCT
cet-15744	94	1	for	for	ADP
cet-15744	94	2	example	example	NOUN
cet-15744	94	3	,	,	PUNCT
cet-15744	94	4	by	by	ADP
cet-15744	94	5	embedding	embed	VERB
cet-15744	94	6	enriched	enrich	VERB
cet-15744	94	7	pcs	pc	NOUN
cet-15744	94	8	and	and	CCONJ
cet-15744	94	9	measures	measure	NOUN
cet-15744	94	10	into	into	ADP
cet-15744	94	11	municipal	municipal	ADJ
cet-15744	94	12	gis	gis	NOUN
cet-15744	94	13	or	or	CCONJ
cet-15744	94	14	smart	smart	ADJ
cet-15744	94	15	city	city	NOUN
cet-15744	94	16	dashboards	dashboard	NOUN
cet-15744	94	17	,	,	PUNCT
cet-15744	94	18	linking	link	VERB
cet-15744	94	19	urban	urban	ADJ
cet-15744	94	20	greenery	greenery	NOUN
cet-15744	94	21	and	and	CCONJ
cet-15744	94	22	green	green	ADJ
cet-15744	94	23	space	space	NOUN
cet-15744	94	24	to	to	ADP
cet-15744	94	25	visualisations	visualisation	NOUN
cet-15744	94	26	of	of	ADP
cet-15744	94	27	the	the	DET
cet-15744	94	28	real	real	ADJ
cet-15744	94	29	-	-	PUNCT
cet-15744	94	30	time	time	NOUN
cet-15744	94	31	status	status	NOUN
cet-15744	94	32	of	of	ADP
cet-15744	94	33	urban	urban	ADJ
cet-15744	94	34	greens	green	NOUN
cet-15744	94	35	(	(	PUNCT
cet-15744	94	36	orozco	orozco	PROPN
cet-15744	94	37	carpio	carpio	PROPN
cet-15744	94	38	et	et	PROPN
cet-15744	94	39	al	al	PROPN
cet-15744	94	40	.	.	PROPN
cet-15744	94	41	,	,	PUNCT
cet-15744	94	42	2024	2024	NUM
cet-15744	94	43	)	)	PUNCT
cet-15744	94	44	.	.	PUNCT
cet-15744	95	1	in	in	ADP
cet-15744	95	2	these	these	DET
cet-15744	95	3	settings	setting	NOUN
cet-15744	95	4	,	,	PUNCT
cet-15744	95	5	action	action	NOUN
cet-15744	95	6	can	can	AUX
cet-15744	95	7	include	include	VERB
cet-15744	95	8	scenario	scenario	NOUN
cet-15744	95	9	evaluation	evaluation	NOUN
cet-15744	95	10	,	,	PUNCT
cet-15744	95	11	interactivity	interactivity	NOUN
cet-15744	95	12	,	,	PUNCT
cet-15744	95	13	and	and	CCONJ
cet-15744	95	14	alerts	alert	NOUN
cet-15744	95	15	where	where	SCONJ
cet-15744	95	16	measurable	measurable	ADJ
cet-15744	95	17	thresholds	threshold	NOUN
cet-15744	95	18	have	have	AUX
cet-15744	95	19	reached	reach	VERB
cet-15744	95	20	precursors	precursor	NOUN
cet-15744	95	21	to	to	ADP
cet-15744	95	22	degradation	degradation	NOUN
cet-15744	95	23	(	(	PUNCT
cet-15744	95	24	e.g.	e.g.	ADV
cet-15744	95	25	,	,	PUNCT
cet-15744	95	26	canopy	canopy	NOUN
cet-15744	95	27	loss	loss	NOUN
cet-15744	95	28	exceeds	exceed	VERB
cet-15744	95	29	a	a	DET
cet-15744	95	30	percentage	percentage	NOUN
cet-15744	95	31	)	)	PUNCT
cet-15744	95	32	.	.	PUNCT
cet-15744	96	1	as	as	ADP
cet-15744	96	2	an	an	DET
cet-15744	96	3	illustration	illustration	NOUN
cet-15744	96	4	,	,	PUNCT
cet-15744	96	5	the	the	DET
cet-15744	96	6	system	system	NOUN
cet-15744	96	7	could	could	AUX
cet-15744	96	8	help	help	VERB
cet-15744	96	9	prioritise	prioritise	VERB
cet-15744	96	10	areas	area	NOUN
cet-15744	96	11	that	that	PRON
cet-15744	96	12	are	be	AUX
cet-15744	96	13	good	good	ADJ
cet-15744	96	14	candidates	candidate	NOUN
cet-15744	96	15	for	for	ADP
cet-15744	96	16	tree	tree	NOUN
cet-15744	96	17	planting	planting	NOUN
cet-15744	96	18	based	base	VERB
cet-15744	96	19	on	on	ADP
cet-15744	96	20	low	low	ADJ
cet-15744	96	21	shading	shading	NOUN
cet-15744	96	22	coverage	coverage	NOUN
cet-15744	96	23	,	,	PUNCT
cet-15744	96	24	or	or	CCONJ
cet-15744	96	25	it	it	PRON
cet-15744	96	26	could	could	AUX
cet-15744	96	27	also	also	ADV
cet-15744	96	28	help	help	VERB
cet-15744	96	29	identify	identify	VERB
cet-15744	96	30	parks	park	NOUN
cet-15744	96	31	that	that	PRON
cet-15744	96	32	may	may	AUX
cet-15744	96	33	require	require	VERB
cet-15744	96	34	maintenance	maintenance	NOUN
cet-15744	96	35	due	due	ADP
cet-15744	96	36	to	to	ADP
cet-15744	96	37	shading	shade	VERB
cet-15744	96	38	loss	loss	NOUN
cet-15744	96	39	and	and	CCONJ
cet-15744	96	40	thinning	thinning	NOUN
cet-15744	96	41	of	of	ADP
cet-15744	96	42	the	the	DET
cet-15744	96	43	canopy	canopy	NOUN
cet-15744	96	44	.	.	PUNCT
cet-15744	97	1	the	the	DET
cet-15744	97	2	framework	framework	NOUN
cet-15744	97	3	provides	provide	VERB
cet-15744	97	4	the	the	DET
cet-15744	97	5	potential	potential	NOUN
cet-15744	97	6	for	for	ADP
cet-15744	97	7	strategic	strategic	ADJ
cet-15744	97	8	planning	planning	NOUN
cet-15744	97	9	and	and	CCONJ
cet-15744	97	10	future	future	NOUN
cet-15744	97	11	-	-	PUNCT
cet-15744	97	12	proofing	proof	VERB
cet-15744	97	13	through	through	ADP
cet-15744	97	14	generative	generative	ADJ
cet-15744	97	15	and	and	CCONJ
cet-15744	97	16	iterative	iterative	NOUN
cet-15744	97	17	processes	process	NOUN
cet-15744	97	18	,	,	PUNCT
cet-15744	97	19	allowing	allow	VERB
cet-15744	97	20	for	for	ADP
cet-15744	97	21	the	the	DET
cet-15744	97	22	establishment	establishment	NOUN
cet-15744	97	23	of	of	ADP
cet-15744	97	24	digital	digital	ADJ
cet-15744	97	25	urban	urban	ADJ
cet-15744	97	26	twins	twin	NOUN
cet-15744	97	27	that	that	PRON
cet-15744	97	28	represent	represent	VERB
cet-15744	97	29	the	the	DET
cet-15744	97	30	trees	tree	NOUN
cet-15744	97	31	and	and	CCONJ
cet-15744	97	32	green	green	ADJ
cet-15744	97	33	infrastructure	infrastructure	NOUN
cet-15744	97	34	in	in	ADP
cet-15744	97	35	detail	detail	NOUN
cet-15744	97	36	.	.	PUNCT
cet-15744	98	1	from	from	ADP
cet-15744	98	2	these	these	DET
cet-15744	98	3	digital	digital	ADJ
cet-15744	98	4	twins	twin	NOUN
cet-15744	98	5	,	,	PUNCT
cet-15744	98	6	development	development	NOUN
cet-15744	98	7	plans	plan	NOUN
cet-15744	98	8	for	for	ADP
cet-15744	98	9	future	future	ADJ
cet-15744	98	10	urban	urban	ADJ
cet-15744	98	11	development	development	NOUN
cet-15744	98	12	can	can	AUX
cet-15744	98	13	be	be	AUX
cet-15744	98	14	simulated	simulate	VERB
cet-15744	98	15	with	with	ADP
cet-15744	98	16	regard	regard	NOUN
cet-15744	98	17	to	to	ADP
cet-15744	98	18	green	green	ADJ
cet-15744	98	19	space	space	NOUN
cet-15744	98	20	availability	availability	NOUN
cet-15744	98	21	,	,	PUNCT
cet-15744	98	22	new	new	ADJ
cet-15744	98	23	green	green	ADJ
cet-15744	98	24	corridors	corridor	NOUN
cet-15744	98	25	can	can	AUX
cet-15744	98	26	be	be	AUX
cet-15744	98	27	tested	test	VERB
cet-15744	98	28	for	for	ADP
cet-15744	98	29	their	their	PRON
cet-15744	98	30	expected	expect	VERB
cet-15744	98	31	benefits	benefit	NOUN
cet-15744	98	32	,	,	PUNCT
cet-15744	98	33	and	and	CCONJ
cet-15744	98	34	the	the	DET
cet-15744	98	35	potential	potential	ADJ
cet-15744	98	36	cooling	cool	VERB
cet-15744	98	37	benefit	benefit	NOUN
cet-15744	98	38	of	of	ADP
cet-15744	98	39	expanded	expand	VERB
cet-15744	98	40	canopy	canopy	NOUN
cet-15744	98	41	cover	cover	NOUN
cet-15744	98	42	can	can	AUX
cet-15744	98	43	be	be	AUX
cet-15744	98	44	evaluated	evaluate	VERB
cet-15744	98	45	due	due	ADP
cet-15744	98	46	to	to	ADP
cet-15744	98	47	climate	climate	NOUN
cet-15744	98	48	change	change	NOUN
cet-15744	98	49	.	.	PUNCT
cet-15744	99	1	the	the	DET
cet-15744	99	2	framework	framework	NOUN
cet-15744	99	3	forms	form	VERB
cet-15744	99	4	a	a	DET
cet-15744	99	5	foundational	foundational	ADJ
cet-15744	99	6	element	element	NOUN
cet-15744	99	7	for	for	ADP
cet-15744	99	8	cities	city	NOUN
cet-15744	99	9	wanting	want	VERB
cet-15744	99	10	to	to	PART
cet-15744	99	11	incorporate	incorporate	VERB
cet-15744	99	12	nature	nature	NOUN
cet-15744	99	13	-	-	PUNCT
cet-15744	99	14	based	base	VERB
cet-15744	99	15	approaches	approach	NOUN
cet-15744	99	16	to	to	ADP
cet-15744	99	17	planning	planning	NOUN
cet-15744	99	18	and	and	CCONJ
cet-15744	99	19	climate	climate	NOUN
cet-15744	99	20	adaptation	adaptation	NOUN
cet-15744	99	21	.	.	PUNCT
cet-15744	100	1	beyond	beyond	ADP
cet-15744	100	2	technical	technical	ADJ
cet-15744	100	3	improvements	improvement	NOUN
cet-15744	100	4	,	,	PUNCT
cet-15744	100	5	the	the	DET
cet-15744	100	6	framework	framework	NOUN
cet-15744	100	7	supports	support	VERB
cet-15744	100	8	a	a	DET
cet-15744	100	9	shift	shift	NOUN
cet-15744	100	10	in	in	ADP
cet-15744	100	11	how	how	SCONJ
cet-15744	100	12	cities	city	NOUN
cet-15744	100	13	think	think	VERB
cet-15744	100	14	about	about	ADP
cet-15744	100	15	and	and	CCONJ
cet-15744	100	16	manage	manage	VERB
cet-15744	100	17	urban	urban	ADJ
cet-15744	100	18	nature	nature	NOUN
cet-15744	100	19	.	.	PUNCT
cet-15744	101	1	by	by	ADP
cet-15744	101	2	thinking	think	VERB
cet-15744	101	3	of	of	ADP
cet-15744	101	4	green	green	ADJ
cet-15744	101	5	infrastructure	infrastructure	NOUN
cet-15744	101	6	in	in	ADP
cet-15744	101	7	the	the	DET
cet-15744	101	8	context	context	NOUN
cet-15744	101	9	of	of	ADP
cet-15744	101	10	not	not	PART
cet-15744	101	11	just	just	ADV
cet-15744	101	12	a	a	DET
cet-15744	101	13	passive	passive	ADJ
cet-15744	101	14	background	background	NOUN
cet-15744	101	15	element	element	NOUN
cet-15744	101	16	,	,	PUNCT
cet-15744	101	17	but	but	CCONJ
cet-15744	101	18	as	as	ADP
cet-15744	101	19	a	a	DET
cet-15744	101	20	living	living	NOUN
cet-15744	101	21	system	system	NOUN
cet-15744	101	22	that	that	PRON
cet-15744	101	23	requires	require	VERB
cet-15744	101	24	planning	plan	VERB
cet-15744	101	25	,	,	PUNCT
cet-15744	101	26	monitoring	monitoring	NOUN
cet-15744	101	27	,	,	PUNCT
cet-15744	101	28	maintenance	maintenance	NOUN
cet-15744	101	29	and	and	CCONJ
cet-15744	101	30	management	management	NOUN
cet-15744	101	31	as	as	ADP
cet-15744	101	32	an	an	DET
cet-15744	101	33	ongoing	ongoing	ADJ
cet-15744	101	34	process	process	NOUN
cet-15744	101	35	,	,	PUNCT
cet-15744	101	36	they	they	PRON
cet-15744	101	37	are	be	AUX
cet-15744	101	38	supported	support	VERB
cet-15744	101	39	towards	towards	ADP
cet-15744	101	40	a	a	DET
cet-15744	101	41	more	more	ADV
cet-15744	101	42	systematic	systematic	ADJ
cet-15744	101	43	approach	approach	NOUN
cet-15744	101	44	to	to	ADP
cet-15744	101	45	urban	urban	ADJ
cet-15744	101	46	sustainability	sustainability	NOUN
cet-15744	101	47	,	,	PUNCT
cet-15744	101	48	relatively	relatively	ADV
cet-15744	101	49	,	,	PUNCT
cet-15744	101	50	they	they	PRON
cet-15744	101	51	acknowledge	acknowledge	VERB
cet-15744	101	52	the	the	DET
cet-15744	101	53	multiple	multiple	ADJ
cet-15744	101	54	nature	nature	NOUN
cet-15744	101	55	-	-	PUNCT
cet-15744	101	56	based	base	VERB
cet-15744	101	57	values	value	NOUN
cet-15744	101	58	of	of	ADP
cet-15744	101	59	green	green	ADJ
cet-15744	101	60	spaces	space	NOUN
cet-15744	101	61	,	,	PUNCT
cet-15744	101	62	systems	system	NOUN
cet-15744	101	63	,	,	PUNCT
cet-15744	101	64	or	or	CCONJ
cet-15744	101	65	infrastructure	infrastructure	NOUN
cet-15744	101	66	and	and	CCONJ
cet-15744	101	67	integrate	integrate	VERB
cet-15744	101	68	these	these	DET
cet-15744	101	69	factors	factor	NOUN
cet-15744	101	70	into	into	ADP
cet-15744	101	71	as	as	ADV
cet-15744	101	72	many	many	ADJ
cet-15744	101	73	aspects	aspect	NOUN
cet-15744	101	74	of	of	ADP
cet-15744	101	75	urban	urban	ADJ
cet-15744	101	76	planning	planning	NOUN
cet-15744	101	77	as	as	ADP
cet-15744	101	78	possible	possible	ADJ
cet-15744	101	79	,	,	PUNCT
cet-15744	101	80	such	such	ADJ
cet-15744	101	81	as	as	ADP
cet-15744	101	82	mobility	mobility	NOUN
cet-15744	101	83	,	,	PUNCT
cet-15744	101	84	housing	housing	NOUN
cet-15744	101	85	,	,	PUNCT
cet-15744	101	86	public	public	ADJ
cet-15744	101	87	health	health	NOUN
cet-15744	101	88	or	or	CCONJ
cet-15744	101	89	energy	energy	NOUN
cet-15744	101	90	efficiency	efficiency	NOUN
cet-15744	101	91	.	.	PUNCT
cet-15744	102	1	100	100	NUM
cet-15744	102	2	figure	figure	NOUN
cet-15744	102	3	2	2	NUM
cet-15744	102	4	:	:	PUNCT
cet-15744	102	5	comparison	comparison	NOUN
cet-15744	102	6	of	of	ADP
cet-15744	102	7	point	point	NOUN
cet-15744	102	8	cloud	cloud	ADJ
cet-15744	102	9	upsampling	upsampling	NOUN
cet-15744	102	10	methods	method	NOUN
cet-15744	102	11	(	(	PUNCT
cet-15744	102	12	pu	pu	PROPN
cet-15744	102	13	-	-	ADJ
cet-15744	102	14	net	net	ADJ
cet-15744	102	15	,	,	PUNCT
cet-15744	102	16	mpu	mpu	NOUN
cet-15744	102	17	,	,	PUNCT
cet-15744	102	18	pu	pu	PROPN
cet-15744	102	19	-	-	PUNCT
cet-15744	102	20	gan	gan	NOUN
cet-15744	102	21	)	)	PUNCT
cet-15744	102	22	.	.	PUNCT
cet-15744	103	1	adapted	adapt	VERB
cet-15744	103	2	from	from	ADP
cet-15744	103	3	li	li	PROPN
cet-15744	103	4	et	et	PROPN
cet-15744	103	5	al	al	PROPN
cet-15744	103	6	.	.	PROPN
cet-15744	104	1	(	(	PUNCT
cet-15744	104	2	2019	2019	NUM
cet-15744	104	3	)	)	PUNCT
cet-15744	104	4	5	5	NUM
cet-15744	104	5	.	.	X
cet-15744	104	6	discussion	discussion	NOUN
cet-15744	104	7	this	this	DET
cet-15744	104	8	study	study	NOUN
cet-15744	104	9	highlights	highlight	VERB
cet-15744	104	10	significant	significant	ADJ
cet-15744	104	11	developments	development	NOUN
cet-15744	104	12	regarding	regard	VERB
cet-15744	104	13	high	high	ADJ
cet-15744	104	14	-	-	PUNCT
cet-15744	104	15	quality	quality	NOUN
cet-15744	104	16	3	3	NUM
cet-15744	104	17	-	-	PUNCT
cet-15744	104	18	d	d	NOUN
cet-15744	104	19	datasets	dataset	NOUN
cet-15744	104	20	emerging	emerge	VERB
cet-15744	104	21	as	as	ADP
cet-15744	104	22	an	an	DET
cet-15744	104	23	important	important	ADJ
cet-15744	104	24	foundational	foundational	ADJ
cet-15744	104	25	resource	resource	NOUN
cet-15744	104	26	in	in	ADP
cet-15744	104	27	sustainable	sustainable	ADJ
cet-15744	104	28	urban	urban	ADJ
cet-15744	104	29	management	management	NOUN
cet-15744	104	30	and	and	CCONJ
cet-15744	104	31	green	green	ADJ
cet-15744	104	32	infrastructure	infrastructure	NOUN
cet-15744	104	33	monitoring	monitoring	NOUN
cet-15744	104	34	.	.	PUNCT
cet-15744	105	1	improving	improve	VERB
cet-15744	105	2	the	the	DET
cet-15744	105	3	opportunity	opportunity	NOUN
cet-15744	105	4	for	for	ADP
cet-15744	105	5	lidar	lidar	NOUN
cet-15744	105	6	-	-	PUNCT
cet-15744	105	7	based	base	VERB
cet-15744	105	8	pcs	pc	NOUN
cet-15744	105	9	to	to	PART
cet-15744	105	10	assess	assess	VERB
cet-15744	105	11	the	the	DET
cet-15744	105	12	problems	problem	NOUN
cet-15744	105	13	associated	associate	VERB
cet-15744	105	14	with	with	ADP
cet-15744	105	15	natural	natural	ADJ
cet-15744	105	16	irregular	irregular	ADJ
cet-15744	105	17	3	3	NUM
cet-15744	105	18	-	-	PUNCT
cet-15744	105	19	d	d	NOUN
cet-15744	105	20	data	data	NOUN
cet-15744	105	21	is	be	AUX
cet-15744	105	22	an	an	DET
cet-15744	105	23	important	important	ADJ
cet-15744	105	24	step	step	NOUN
cet-15744	105	25	forward	forward	ADV
cet-15744	105	26	with	with	ADP
cet-15744	105	27	respect	respect	NOUN
cet-15744	105	28	to	to	ADP
cet-15744	105	29	ai	ai	VERB
cet-15744	105	30	-	-	PUNCT
cet-15744	105	31	driven	drive	VERB
cet-15744	105	32	pu	pu	PROPN
cet-15744	105	33	of	of	ADP
cet-15744	105	34	raw	raw	ADJ
cet-15744	105	35	,	,	PUNCT
cet-15744	105	36	say	say	INTJ
cet-15744	105	37	,	,	PUNCT
cet-15744	105	38	digital	digital	ADJ
cet-15744	105	39	elevation	elevation	NOUN
cet-15744	105	40	models	model	NOUN
cet-15744	105	41	.	.	PUNCT
cet-15744	106	1	they	they	PRON
cet-15744	106	2	present	present	VERB
cet-15744	106	3	an	an	DET
cet-15744	106	4	imaginable	imaginable	ADJ
cet-15744	106	5	means	mean	NOUN
cet-15744	106	6	to	to	PART
cet-15744	106	7	discover	discover	VERB
cet-15744	106	8	a	a	DET
cet-15744	106	9	level	level	NOUN
cet-15744	106	10	of	of	ADP
cet-15744	106	11	3	3	NUM
cet-15744	106	12	-	-	SYM
cet-15744	106	13	d	d	NOUN
cet-15744	106	14	detail	detail	NOUN
cet-15744	106	15	that	that	PRON
cet-15744	106	16	is	be	AUX
cet-15744	106	17	potentially	potentially	ADV
cet-15744	106	18	more	more	ADV
cet-15744	106	19	reliable	reliable	ADJ
cet-15744	106	20	data	datum	NOUN
cet-15744	106	21	than	than	ADP
cet-15744	106	22	2d	2d	NUM
cet-15744	106	23	representations	representation	NOUN
cet-15744	106	24	in	in	ADP
cet-15744	106	25	regard	regard	NOUN
cet-15744	106	26	to	to	ADP
cet-15744	106	27	structural	structural	ADJ
cet-15744	106	28	emotion	emotion	NOUN
cet-15744	106	29	,	,	PUNCT
cet-15744	106	30	upon	upon	SCONJ
cet-15744	106	31	which	which	PRON
cet-15744	106	32	demands	demand	VERB
cet-15744	106	33	in	in	ADP
cet-15744	106	34	the	the	DET
cet-15744	106	35	proven	proven	ADJ
cet-15744	106	36	analytics	analytic	NOUN
cet-15744	106	37	of	of	ADP
cet-15744	106	38	urban	urban	ADJ
cet-15744	106	39	planning	planning	NOUN
cet-15744	106	40	,	,	PUNCT
cet-15744	106	41	with	with	ADP
cet-15744	106	42	respect	respect	NOUN
cet-15744	106	43	to	to	ADP
cet-15744	106	44	greater	great	ADJ
cet-15744	106	45	ecological	ecological	ADJ
cet-15744	106	46	values	value	NOUN
cet-15744	106	47	,	,	PUNCT
cet-15744	106	48	can	can	AUX
cet-15744	106	49	be	be	AUX
cet-15744	106	50	leveraged	leverage	VERB
cet-15744	106	51	for	for	ADP
cet-15744	106	52	better	well	ADJ
cet-15744	106	53	environmental	environmental	ADJ
cet-15744	106	54	assessments	assessment	NOUN
cet-15744	106	55	,	,	PUNCT
cet-15744	106	56	targeting	target	VERB
cet-15744	106	57	interventions	intervention	NOUN
cet-15744	106	58	,	,	PUNCT
cet-15744	106	59	and	and	CCONJ
cet-15744	106	60	forward	forward	ADV
cet-15744	106	61	-	-	PUNCT
cet-15744	106	62	thinking	think	VERB
cet-15744	106	63	sustainable	sustainable	ADJ
cet-15744	106	64	resilience	resilience	NOUN
cet-15744	106	65	.	.	PUNCT
cet-15744	107	1	pu	pu	PROPN
cet-15744	107	2	can	can	AUX
cet-15744	107	3	serve	serve	VERB
cet-15744	107	4	as	as	ADP
cet-15744	107	5	a	a	DET
cet-15744	107	6	reference	reference	NOUN
cet-15744	107	7	layer	layer	NOUN
cet-15744	107	8	across	across	ADP
cet-15744	107	9	multiple	multiple	ADJ
cet-15744	107	10	varied	varied	ADJ
cet-15744	107	11	and	and	CCONJ
cet-15744	107	12	disparate	disparate	ADJ
cet-15744	107	13	municipal	municipal	ADJ
cet-15744	107	14	functions	function	NOUN
cet-15744	107	15	,	,	PUNCT
cet-15744	107	16	ranging	range	VERB
cet-15744	107	17	from	from	ADP
cet-15744	107	18	resident	resident	ADJ
cet-15744	107	19	environmental	environmental	ADJ
cet-15744	107	20	surveillance	surveillance	NOUN
cet-15744	107	21	,	,	PUNCT
cet-15744	107	22	biodiversity	biodiversity	NOUN
cet-15744	107	23	protection	protection	NOUN
cet-15744	107	24	and	and	CCONJ
cet-15744	107	25	natural	natural	ADJ
cet-15744	107	26	asset	asset	NOUN
cet-15744	107	27	management	management	NOUN
cet-15744	107	28	,	,	PUNCT
cet-15744	107	29	public	public	ADJ
cet-15744	107	30	health	health	NOUN
cet-15744	107	31	monitoring	monitoring	NOUN
cet-15744	107	32	for	for	ADP
cet-15744	107	33	adaptation	adaptation	NOUN
cet-15744	107	34	or	or	CCONJ
cet-15744	107	35	resistance	resistance	NOUN
cet-15744	107	36	response	response	NOUN
cet-15744	107	37	assessment	assessment	NOUN
cet-15744	107	38	,	,	PUNCT
cet-15744	107	39	to	to	PART
cet-15744	107	40	routine	routine	VERB
cet-15744	107	41	site	site	NOUN
cet-15744	107	42	-	-	PUNCT
cet-15744	107	43	marshalling	marshalling	NOUN
cet-15744	107	44	,	,	PUNCT
cet-15744	107	45	urban	urban	ADJ
cet-15744	107	46	climate	climate	NOUN
cet-15744	107	47	adaptation	adaptation	NOUN
cet-15744	107	48	planning	planning	NOUN
cet-15744	107	49	.	.	PUNCT
cet-15744	108	1	enabling	enable	VERB
cet-15744	108	2	a	a	DET
cet-15744	108	3	greater	great	ADJ
cet-15744	108	4	level	level	NOUN
cet-15744	108	5	of	of	ADP
cet-15744	108	6	accuracy	accuracy	NOUN
cet-15744	108	7	and	and	CCONJ
cet-15744	108	8	completeness	completeness	NOUN
cet-15744	108	9	in	in	ADP
cet-15744	108	10	urban	urban	ADJ
cet-15744	108	11	models	model	NOUN
cet-15744	108	12	of	of	ADP
cet-15744	108	13	green	green	ADJ
cet-15744	108	14	urban	urban	ADJ
cet-15744	108	15	natural	natural	ADJ
cet-15744	108	16	assets	asset	NOUN
cet-15744	108	17	provides	provide	VERB
cet-15744	108	18	municipalities	municipality	NOUN
cet-15744	108	19	with	with	ADP
cet-15744	108	20	the	the	DET
cet-15744	108	21	possibility	possibility	NOUN
cet-15744	108	22	of	of	ADP
cet-15744	108	23	assessing	assess	VERB
cet-15744	108	24	long	long	ADJ
cet-15744	108	25	-	-	PUNCT
cet-15744	108	26	term	term	NOUN
cet-15744	108	27	trends	trend	NOUN
cet-15744	108	28	and	and	CCONJ
cet-15744	108	29	emerging	emerge	VERB
cet-15744	108	30	challenges	challenge	NOUN
cet-15744	108	31	,	,	PUNCT
cet-15744	108	32	developing	develop	VERB
cet-15744	108	33	a	a	DET
cet-15744	108	34	legislative	legislative	ADJ
cet-15744	108	35	framework	framework	NOUN
cet-15744	108	36	to	to	PART
cet-15744	108	37	allocate	allocate	VERB
cet-15744	108	38	resources	resource	NOUN
cet-15744	108	39	in	in	ADP
cet-15744	108	40	a	a	DET
cet-15744	108	41	way	way	NOUN
cet-15744	108	42	that	that	PRON
cet-15744	108	43	is	be	AUX
cet-15744	108	44	evidence	evidence	NOUN
cet-15744	108	45	-	-	PUNCT
cet-15744	108	46	based	base	VERB
cet-15744	108	47	,	,	PUNCT
cet-15744	108	48	valuedriven	valuedriven	ADJ
cet-15744	108	49	,	,	PUNCT
cet-15744	108	50	sustainable	sustainable	ADJ
cet-15744	108	51	and	and	CCONJ
cet-15744	108	52	traceable	traceable	ADJ
cet-15744	108	53	.	.	PUNCT
cet-15744	109	1	at	at	ADP
cet-15744	109	2	the	the	DET
cet-15744	109	3	same	same	ADJ
cet-15744	109	4	time	time	NOUN
cet-15744	109	5	,	,	PUNCT
cet-15744	109	6	by	by	ADP
cet-15744	109	7	accepting	accept	VERB
cet-15744	109	8	dl	dl	NOUN
cet-15744	109	9	-	-	PUNCT
cet-15744	109	10	based	base	VERB
cet-15744	109	11	pu	pu	PROPN
cet-15744	109	12	methods	method	NOUN
cet-15744	109	13	,	,	PUNCT
cet-15744	109	14	the	the	DET
cet-15744	109	15	perspective	perspective	NOUN
cet-15744	109	16	can	can	AUX
cet-15744	109	17	shift	shift	VERB
cet-15744	109	18	from	from	ADP
cet-15744	109	19	seeing	see	VERB
cet-15744	109	20	point	point	NOUN
cet-15744	109	21	cloud	cloud	NOUN
cet-15744	109	22	datasets	dataset	NOUN
cet-15744	109	23	as	as	ADP
cet-15744	109	24	just	just	ADV
cet-15744	109	25	static	static	ADJ
cet-15744	109	26	datasets	dataset	NOUN
cet-15744	109	27	to	to	ADP
cet-15744	109	28	dynamic	dynamic	ADJ
cet-15744	109	29	,	,	PUNCT
cet-15744	109	30	evolving	evolve	VERB
cet-15744	109	31	elements	element	NOUN
cet-15744	109	32	of	of	ADP
cet-15744	109	33	a	a	DET
cet-15744	109	34	living	live	VERB
cet-15744	109	35	digital	digital	ADJ
cet-15744	109	36	twin	twin	NOUN
cet-15744	109	37	.	.	PUNCT
cet-15744	110	1	this	this	DET
cet-15744	110	2	shift	shift	NOUN
cet-15744	110	3	allows	allow	VERB
cet-15744	110	4	us	we	PRON
cet-15744	110	5	to	to	PART
cet-15744	110	6	interrogate	interrogate	VERB
cet-15744	110	7	an	an	DET
cet-15744	110	8	integrated	integrated	ADJ
cet-15744	110	9	perspective	perspective	NOUN
cet-15744	110	10	of	of	ADP
cet-15744	110	11	urban	urban	ADJ
cet-15744	110	12	systems	system	NOUN
cet-15744	110	13	in	in	ADP
cet-15744	110	14	which	which	PRON
cet-15744	110	15	technological	technological	ADJ
cet-15744	110	16	abilities	ability	NOUN
cet-15744	110	17	,	,	PUNCT
cet-15744	110	18	environmental	environmental	ADJ
cet-15744	110	19	aspirations	aspiration	NOUN
cet-15744	110	20	,	,	PUNCT
cet-15744	110	21	and	and	CCONJ
cet-15744	110	22	societal	societal	ADJ
cet-15744	110	23	needs	need	NOUN
cet-15744	110	24	are	be	AUX
cet-15744	110	25	inextricably	inextricably	ADV
cet-15744	110	26	linked	link	VERB
cet-15744	110	27	.	.	PUNCT
cet-15744	111	1	as	as	SCONJ
cet-15744	111	2	computing	compute	VERB
cet-15744	111	3	resources	resource	NOUN
cet-15744	111	4	and	and	CCONJ
cet-15744	111	5	algorithms	algorithm	NOUN
cet-15744	111	6	continue	continue	VERB
cet-15744	111	7	to	to	PART
cet-15744	111	8	improve	improve	VERB
cet-15744	111	9	,	,	PUNCT
cet-15744	111	10	these	these	DET
cet-15744	111	11	methods	method	NOUN
cet-15744	111	12	become	become	VERB
cet-15744	111	13	more	more	ADV
cet-15744	111	14	accessible	accessible	ADJ
cet-15744	111	15	,	,	PUNCT
cet-15744	111	16	scalable	scalable	ADJ
cet-15744	111	17	,	,	PUNCT
cet-15744	111	18	and	and	CCONJ
cet-15744	111	19	appropriate	appropriate	ADJ
cet-15744	111	20	to	to	PART
cet-15744	111	21	become	become	VERB
cet-15744	111	22	near	near	ADP
cet-15744	111	23	real	real	ADJ
cet-15744	111	24	-	-	PUNCT
cet-15744	111	25	time	time	NOUN
cet-15744	111	26	in	in	ADP
cet-15744	111	27	decision	decision	NOUN
cet-15744	111	28	-	-	PUNCT
cet-15744	111	29	support	support	NOUN
cet-15744	111	30	systems	system	NOUN
cet-15744	111	31	(	(	PUNCT
cet-15744	111	32	hu	hu	PROPN
cet-15744	111	33	et	et	PROPN
cet-15744	111	34	al	al	PROPN
cet-15744	111	35	.	.	PROPN
cet-15744	111	36	,	,	PUNCT
cet-15744	111	37	2024	2024	NUM
cet-15744	111	38	)	)	PUNCT
cet-15744	111	39	.	.	PUNCT
cet-15744	112	1	the	the	DET
cet-15744	112	2	potential	potential	NOUN
cet-15744	112	3	exists	exist	VERB
cet-15744	112	4	for	for	SCONJ
cet-15744	112	5	the	the	DET
cet-15744	112	6	dl	dl	PROPN
cet-15744	112	7	-	-	PUNCT
cet-15744	112	8	based	base	VERB
cet-15744	112	9	up	up	ADP
cet-15744	112	10	processes	process	NOUN
cet-15744	112	11	to	to	PART
cet-15744	112	12	be	be	AUX
cet-15744	112	13	a	a	DET
cet-15744	112	14	building	building	NOUN
cet-15744	112	15	block	block	NOUN
cet-15744	112	16	of	of	ADP
cet-15744	112	17	smart	smart	ADJ
cet-15744	112	18	city	city	NOUN
cet-15744	112	19	geospatial	geospatial	ADJ
cet-15744	112	20	architecture	architecture	NOUN
cet-15744	112	21	.	.	PUNCT
cet-15744	113	1	the	the	DET
cet-15744	113	2	potential	potential	NOUN
cet-15744	113	3	of	of	ADP
cet-15744	113	4	creating	create	VERB
cet-15744	113	5	site	site	NOUN
cet-15744	113	6	-	-	PUNCT
cet-15744	113	7	specific	specific	ADJ
cet-15744	113	8	data	datum	NOUN
cet-15744	113	9	,	,	PUNCT
cet-15744	113	10	not	not	PART
cet-15744	113	11	just	just	ADV
cet-15744	113	12	fulfilling	fulfil	VERB
cet-15744	113	13	the	the	DET
cet-15744	113	14	gaps	gap	NOUN
cet-15744	113	15	in	in	ADP
cet-15744	113	16	data	datum	NOUN
cet-15744	113	17	or	or	CCONJ
cet-15744	113	18	improving	improve	VERB
cet-15744	113	19	geospatial	geospatial	ADJ
cet-15744	113	20	3d	3d	PROPN
cet-15744	113	21	models	model	NOUN
cet-15744	113	22	,	,	PUNCT
cet-15744	113	23	represents	represent	VERB
cet-15744	113	24	a	a	DET
cet-15744	113	25	more	more	ADV
cet-15744	113	26	informed	informed	ADJ
cet-15744	113	27	,	,	PUNCT
cet-15744	113	28	responsive	responsive	ADJ
cet-15744	113	29	,	,	PUNCT
cet-15744	113	30	and	and	CCONJ
cet-15744	113	31	prospective	prospective	ADJ
cet-15744	113	32	opportunity	opportunity	NOUN
cet-15744	113	33	in	in	ADP
cet-15744	113	34	our	our	PRON
cet-15744	113	35	pursuit	pursuit	NOUN
cet-15744	113	36	of	of	ADP
cet-15744	113	37	urban	urban	ADJ
cet-15744	113	38	sustainability	sustainability	NOUN
cet-15744	113	39	.	.	PUNCT
cet-15744	114	1	ongoing	ongoing	ADJ
cet-15744	114	2	research	research	NOUN
cet-15744	114	3	and	and	CCONJ
cet-15744	114	4	development	development	NOUN
cet-15744	114	5	will	will	AUX
cet-15744	114	6	be	be	AUX
cet-15744	114	7	needed	need	VERB
cet-15744	114	8	to	to	PART
cet-15744	114	9	leverage	leverage	VERB
cet-15744	114	10	this	this	DET
cet-15744	114	11	potential	potential	NOUN
cet-15744	114	12	,	,	PUNCT
cet-15744	114	13	and	and	CCONJ
cet-15744	114	14	better	well	ADJ
cet-15744	114	15	equip	equip	VERB
cet-15744	114	16	future	future	ADJ
cet-15744	114	17	cities	city	NOUN
cet-15744	114	18	with	with	ADP
cet-15744	114	19	the	the	DET
cet-15744	114	20	intelligence	intelligence	NOUN
cet-15744	114	21	,	,	PUNCT
cet-15744	114	22	tools	tool	NOUN
cet-15744	114	23	and	and	CCONJ
cet-15744	114	24	information	information	NOUN
cet-15744	114	25	to	to	PART
cet-15744	114	26	make	make	VERB
cet-15744	114	27	resilient	resilient	ADJ
cet-15744	114	28	and	and	CCONJ
cet-15744	114	29	sustainable	sustainable	ADJ
cet-15744	114	30	decisions	decision	NOUN
cet-15744	114	31	in	in	ADP
cet-15744	114	32	the	the	DET
cet-15744	114	33	management	management	NOUN
cet-15744	114	34	of	of	ADP
cet-15744	114	35	our	our	PRON
cet-15744	114	36	natural	natural	ADJ
cet-15744	114	37	assets	asset	NOUN
cet-15744	114	38	.	.	PUNCT
cet-15744	115	1	6	6	X
cet-15744	115	2	.	.	X
cet-15744	115	3	conclusion	conclusion	NOUN
cet-15744	115	4	the	the	DET
cet-15744	115	5	inherent	inherent	ADJ
cet-15744	115	6	constraint	constraint	NOUN
cet-15744	115	7	with	with	ADP
cet-15744	115	8	als	als	NOUN
cet-15744	115	9	data	datum	NOUN
cet-15744	115	10	is	be	AUX
cet-15744	115	11	the	the	DET
cet-15744	115	12	output	output	NOUN
cet-15744	115	13	's	's	PART
cet-15744	115	14	low	low	ADJ
cet-15744	115	15	-	-	PUNCT
cet-15744	115	16	point	point	NOUN
cet-15744	115	17	density	density	NOUN
cet-15744	115	18	,	,	PUNCT
cet-15744	115	19	where	where	SCONJ
cet-15744	115	20	often	often	ADV
cet-15744	115	21	the	the	DET
cet-15744	115	22	obtainable	obtainable	ADJ
cet-15744	115	23	spatial	spatial	ADJ
cet-15744	115	24	fidelity	fidelity	PROPN
cet-15744	115	25	will	will	AUX
cet-15744	115	26	inhibit	inhibit	VERB
cet-15744	115	27	the	the	DET
cet-15744	115	28	successful	successful	ADJ
cet-15744	115	29	delivery	delivery	NOUN
cet-15744	115	30	of	of	ADP
cet-15744	115	31	reliable	reliable	ADJ
cet-15744	115	32	dtms	dtms	NOUN
cet-15744	115	33	,	,	PUNCT
cet-15744	115	34	chms	chm	NOUN
cet-15744	115	35	,	,	PUNCT
cet-15744	115	36	and	and	CCONJ
cet-15744	115	37	other	other	ADJ
cet-15744	115	38	vegetation	vegetation	NOUN
cet-15744	115	39	structure	structure	NOUN
cet-15744	115	40	metrics	metric	NOUN
cet-15744	115	41	.	.	PUNCT
cet-15744	116	1	the	the	DET
cet-15744	116	2	results	result	NOUN
cet-15744	116	3	showed	show	VERB
cet-15744	116	4	that	that	SCONJ
cet-15744	116	5	by	by	ADP
cet-15744	116	6	synthetically	synthetically	ADV
cet-15744	116	7	elevating	elevate	VERB
cet-15744	116	8	the	the	DET
cet-15744	116	9	point	point	NOUN
cet-15744	116	10	density	density	NOUN
cet-15744	116	11	,	,	PUNCT
cet-15744	116	12	while	while	SCONJ
cet-15744	116	13	retaining	retain	VERB
cet-15744	116	14	the	the	DET
cet-15744	116	15	geometric	geometric	ADJ
cet-15744	116	16	accuracy	accuracy	NOUN
cet-15744	116	17	of	of	ADP
cet-15744	116	18	the	the	DET
cet-15744	116	19	als	als	NOUN
cet-15744	116	20	output	output	NOUN
cet-15744	116	21	,	,	PUNCT
cet-15744	116	22	pu	pu	PROPN
cet-15744	116	23	has	have	VERB
cet-15744	116	24	the	the	DET
cet-15744	116	25	opportunity	opportunity	NOUN
cet-15744	116	26	to	to	PART
cet-15744	116	27	advance	advance	VERB
cet-15744	116	28	the	the	DET
cet-15744	116	29	value	value	NOUN
cet-15744	116	30	of	of	ADP
cet-15744	116	31	geospatial	geospatial	ADJ
cet-15744	116	32	analytical	analytical	ADJ
cet-15744	116	33	products	product	NOUN
cet-15744	116	34	and	and	CCONJ
cet-15744	116	35	reduce	reduce	VERB
cet-15744	116	36	uncertainty	uncertainty	NOUN
cet-15744	116	37	with	with	ADP
cet-15744	116	38	downstream	downstream	ADJ
cet-15744	116	39	environmental	environmental	ADJ
cet-15744	116	40	models	model	NOUN
cet-15744	116	41	.	.	PUNCT
cet-15744	117	1	quantifiable	quantifiable	ADJ
cet-15744	117	2	performance	performance	NOUN
cet-15744	117	3	metrics	metric	NOUN
cet-15744	117	4	cited	cite	VERB
cet-15744	117	5	in	in	ADP
cet-15744	117	6	current	current	ADJ
cet-15744	117	7	literature	literature	NOUN
cet-15744	117	8	illustrate	illustrate	VERB
cet-15744	117	9	this	this	DET
cet-15744	117	10	increased	increase	VERB
cet-15744	117	11	performance	performance	NOUN
cet-15744	117	12	:	:	PUNCT
cet-15744	117	13	pu	pu	PROPN
cet-15744	117	14	-	-	ADJ
cet-15744	117	15	net	net	NOUN
cet-15744	117	16	produced	produce	VERB
cet-15744	117	17	a	a	DET
cet-15744	117	18	~	~	SYM
cet-15744	117	19	6.1	6.1	NUM
cet-15744	117	20	%	%	NOUN
cet-15744	117	21	reduction	reduction	NOUN
cet-15744	117	22	in	in	ADP
cet-15744	117	23	voxel	voxel	PROPN
cet-15744	117	24	-	-	PUNCT
cet-15744	117	25	to	to	ADP
cet-15744	117	26	-	-	PUNCT
cet-15744	117	27	surface	surface	NOUN
cet-15744	117	28	variance	variance	NOUN
cet-15744	117	29	and	and	CCONJ
cet-15744	117	30	a	a	DET
cet-15744	117	31	~	~	SYM
cet-15744	117	32	30.5	30.5	NUM
cet-15744	117	33	%	%	NOUN
cet-15744	117	34	improvement	improvement	NOUN
cet-15744	117	35	in	in	ADP
cet-15744	117	36	spatial	spatial	ADJ
cet-15744	117	37	variance	variance	NOUN
cet-15744	117	38	when	when	SCONJ
cet-15744	117	39	compared	compare	VERB
cet-15744	117	40	with	with	ADP
cet-15744	117	41	raw	raw	ADJ
cet-15744	117	42	datasets	dataset	NOUN
cet-15744	117	43	.	.	PUNCT
cet-15744	118	1	conversely	conversely	ADV
cet-15744	118	2	,	,	PUNCT
cet-15744	118	3	frequency	frequency	NOUN
cet-15744	118	4	-	-	PUNCT
cet-15744	118	5	selective	selective	ADJ
cet-15744	118	6	geometry	geometry	NOUN
cet-15744	118	7	pu	pu	PROPN
cet-15744	118	8	produced	produce	VERB
cet-15744	118	9	point	point	NOUN
cet-15744	118	10	-	-	PUNCT
cet-15744	118	11	to	to	ADP
cet-15744	118	12	-	-	PUNCT
cet-15744	118	13	point	point	NOUN
cet-15744	118	14	variances	variance	NOUN
cet-15744	118	15	up	up	ADP
cet-15744	118	16	to	to	ADP
cet-15744	118	17	4.4×	4.4×	PRON
cet-15744	118	18	lower	low	ADJ
cet-15744	118	19	compared	compare	VERB
cet-15744	118	20	with	with	ADP
cet-15744	118	21	pu	pu	PROPN
cet-15744	118	22	-	-	ADJ
cet-15744	118	23	net	net	NOUN
cet-15744	118	24	using	use	VERB
cet-15744	118	25	the	the	DET
cet-15744	118	26	same	same	ADJ
cet-15744	118	27	pu	pu	NOUN
cet-15744	118	28	factors	factor	NOUN
cet-15744	118	29	.	.	PUNCT
cet-15744	119	1	such	such	ADJ
cet-15744	119	2	101	101	NUM
cet-15744	119	3	performance	performance	NOUN
cet-15744	119	4	improvements	improvement	NOUN
cet-15744	119	5	have	have	VERB
cet-15744	119	6	the	the	DET
cet-15744	119	7	potential	potential	NOUN
cet-15744	119	8	to	to	PART
cet-15744	119	9	significantly	significantly	ADV
cet-15744	119	10	alleviate	alleviate	VERB
cet-15744	119	11	uncertainties	uncertainty	NOUN
cet-15744	119	12	surrounding	surround	VERB
cet-15744	119	13	downstream	downstream	ADJ
cet-15744	119	14	ecological	ecological	ADJ
cet-15744	119	15	proxy	proxy	NOUN
cet-15744	119	16	indicators	indicator	NOUN
cet-15744	119	17	of	of	ADP
cet-15744	119	18	canopy	canopy	NOUN
cet-15744	119	19	cover	cover	NOUN
cet-15744	119	20	,	,	PUNCT
cet-15744	119	21	shading	shade	VERB
cet-15744	119	22	potential	potential	NOUN
cet-15744	119	23	,	,	PUNCT
cet-15744	119	24	and	and	CCONJ
cet-15744	119	25	stormwater	stormwater	NOUN
cet-15744	119	26	retention	retention	NOUN
cet-15744	119	27	potential	potential	NOUN
cet-15744	119	28	.	.	PUNCT
cet-15744	120	1	dl	dl	PROPN
cet-15744	120	2	workflows	workflow	NOUN
cet-15744	120	3	are	be	AUX
cet-15744	120	4	clearly	clearly	ADV
cet-15744	120	5	preferable	preferable	ADJ
cet-15744	120	6	in	in	ADP
cet-15744	120	7	heterogeneous	heterogeneous	ADJ
cet-15744	120	8	urban	urban	ADJ
cet-15744	120	9	landscapes	landscape	NOUN
cet-15744	120	10	that	that	PRON
cet-15744	120	11	are	be	AUX
cet-15744	120	12	dominated	dominate	VERB
cet-15744	120	13	by	by	ADP
cet-15744	120	14	vegetation	vegetation	NOUN
cet-15744	120	15	,	,	PUNCT
cet-15744	120	16	buildings	building	NOUN
cet-15744	120	17	,	,	PUNCT
cet-15744	120	18	and	and	CCONJ
cet-15744	120	19	complex	complex	ADJ
cet-15744	120	20	surfaces	surface	NOUN
cet-15744	120	21	.	.	PUNCT
cet-15744	121	1	distinguishing	distinguish	VERB
cet-15744	121	2	spatial	spatial	ADJ
cet-15744	121	3	and	and	CCONJ
cet-15744	121	4	physical	physical	ADJ
cet-15744	121	5	consistency	consistency	NOUN
cet-15744	121	6	and	and	CCONJ
cet-15744	121	7	reconstructing	reconstruct	VERB
cet-15744	121	8	local	local	ADJ
cet-15744	121	9	geometric	geometric	ADJ
cet-15744	121	10	forms	form	NOUN
cet-15744	121	11	make	make	VERB
cet-15744	121	12	dl	dl	NOUN
cet-15744	121	13	-	-	PUNCT
cet-15744	121	14	based	base	VERB
cet-15744	121	15	pu	pu	PROPN
cet-15744	121	16	ideal	ideal	PROPN
cet-15744	121	17	for	for	ADP
cet-15744	121	18	urban	urban	ADJ
cet-15744	121	19	green	green	ADJ
cet-15744	121	20	infrastructure	infrastructure	NOUN
cet-15744	121	21	monitoring	monitoring	NOUN
cet-15744	121	22	applications	application	NOUN
cet-15744	121	23	.	.	PUNCT
cet-15744	122	1	amplified	amplify	VERB
cet-15744	122	2	pc	pc	NOUN
cet-15744	122	3	data	datum	NOUN
cet-15744	122	4	will	will	AUX
cet-15744	122	5	then	then	ADV
cet-15744	122	6	support	support	VERB
cet-15744	122	7	the	the	DET
cet-15744	122	8	development	development	NOUN
cet-15744	122	9	of	of	ADP
cet-15744	122	10	virtual	virtual	ADJ
cet-15744	122	11	twins	twin	NOUN
cet-15744	122	12	,	,	PUNCT
cet-15744	122	13	support	support	NOUN
cet-15744	122	14	nature	nature	NOUN
cet-15744	122	15	-	-	PUNCT
cet-15744	122	16	based	base	VERB
cet-15744	122	17	solutions	solution	NOUN
cet-15744	122	18	,	,	PUNCT
cet-15744	122	19	and	and	CCONJ
cet-15744	122	20	contribute	contribute	VERB
cet-15744	122	21	to	to	ADP
cet-15744	122	22	urban	urban	ADJ
cet-15744	122	23	resilience	resilience	NOUN
cet-15744	122	24	.	.	PUNCT
cet-15744	123	1	future	future	ADJ
cet-15744	123	2	studies	study	NOUN
cet-15744	123	3	should	should	AUX
cet-15744	123	4	consider	consider	VERB
cet-15744	123	5	prioritising	prioritise	VERB
cet-15744	123	6	the	the	DET
cet-15744	123	7	combination	combination	NOUN
cet-15744	123	8	of	of	ADP
cet-15744	123	9	pu	pu	PROPN
cet-15744	123	10	workflows	workflow	NOUN
cet-15744	123	11	with	with	ADP
cet-15744	123	12	multi	multi	ADJ
cet-15744	123	13	-	-	ADJ
cet-15744	123	14	source	source	NOUN
cet-15744	123	15	datasets	dataset	NOUN
cet-15744	123	16	,	,	PUNCT
cet-15744	123	17	retaining	retain	VERB
cet-15744	123	18	non	non	ADJ
cet-15744	123	19	-	-	ADJ
cet-15744	123	20	geometric	geometric	ADJ
cet-15744	123	21	attributes	attribute	NOUN
cet-15744	123	22	,	,	PUNCT
cet-15744	123	23	and	and	CCONJ
cet-15744	123	24	methodological	methodological	ADJ
cet-15744	123	25	adjustments	adjustment	NOUN
cet-15744	123	26	leading	lead	VERB
cet-15744	123	27	to	to	ADP
cet-15744	123	28	decreased	decrease	VERB
cet-15744	123	29	computing	computing	NOUN
cet-15744	123	30	time	time	NOUN
cet-15744	123	31	to	to	PART
cet-15744	123	32	improve	improve	VERB
cet-15744	123	33	realtime	realtime	ADJ
cet-15744	123	34	capabilities	capability	NOUN
cet-15744	123	35	.	.	PUNCT
cet-15744	124	1	this	this	PRON
cet-15744	124	2	indicates	indicate	VERB
cet-15744	124	3	pu	pu	PROPN
cet-15744	124	4	evolve	evolve	VERB
cet-15744	124	5	into	into	ADP
cet-15744	124	6	an	an	DET
cet-15744	124	7	intrinsic	intrinsic	ADJ
cet-15744	124	8	enabling	enable	VERB
cet-15744	124	9	technology	technology	NOUN
cet-15744	124	10	for	for	ADP
cet-15744	124	11	smart	smart	ADJ
cet-15744	124	12	city	city	NOUN
cet-15744	124	13	design	design	NOUN
cet-15744	124	14	and	and	CCONJ
cet-15744	124	15	sustainable	sustainable	ADJ
cet-15744	124	16	environmental	environmental	ADJ
cet-15744	124	17	management	management	NOUN
cet-15744	124	18	.	.	PUNCT
cet-15744	125	1	these	these	DET
cet-15744	125	2	advancements	advancement	NOUN
cet-15744	125	3	have	have	VERB
cet-15744	125	4	real	real	ADJ
cet-15744	125	5	-	-	PUNCT
cet-15744	125	6	world	world	NOUN
cet-15744	125	7	applications	application	NOUN
cet-15744	125	8	.	.	PUNCT
cet-15744	126	1	denser	dense	ADJ
cet-15744	126	2	pcs	pc	NOUN
cet-15744	126	3	will	will	AUX
cet-15744	126	4	result	result	VERB
cet-15744	126	5	in	in	ADP
cet-15744	126	6	more	more	ADV
cet-15744	126	7	robust	robust	ADJ
cet-15744	126	8	monitoring	monitoring	NOUN
cet-15744	126	9	of	of	ADP
cet-15744	126	10	green	green	ADJ
cet-15744	126	11	infrastructure	infrastructure	NOUN
cet-15744	126	12	and	and	CCONJ
cet-15744	126	13	improve	improve	VERB
cet-15744	126	14	digital	digital	ADJ
cet-15744	126	15	twins	twin	NOUN
cet-15744	126	16	for	for	ADP
cet-15744	126	17	smart	smart	ADJ
cet-15744	126	18	city	city	NOUN
cet-15744	126	19	and	and	CCONJ
cet-15744	126	20	climate	climate	NOUN
cet-15744	126	21	adaptation	adaptation	NOUN
cet-15744	126	22	decisions	decision	NOUN
cet-15744	126	23	.	.	PUNCT
cet-15744	127	1	references	reference	NOUN
cet-15744	127	2	costa	costa	PROPN
cet-15744	127	3	d.g	d.g	PROPN
cet-15744	127	4	.	.	PROPN
cet-15744	127	5	,	,	PUNCT
cet-15744	127	6	bittencourt	bittencourt	PROPN
cet-15744	127	7	j.c.n	j.c.n	PROPN
cet-15744	127	8	.	.	PROPN
cet-15744	127	9	,	,	PUNCT
cet-15744	127	10	oliveira	oliveira	PROPN
cet-15744	127	11	f.	f.	PROPN
cet-15744	127	12	,	,	PUNCT
cet-15744	127	13	peixoto	peixoto	PROPN
cet-15744	127	14	j.p.j	j.p.j	NOUN
cet-15744	127	15	.	.	PROPN
cet-15744	127	16	,	,	PUNCT
cet-15744	127	17	jesus	jesus	PROPN
cet-15744	127	18	t.c	t.c	PROPN
cet-15744	127	19	.	.	PROPN
cet-15744	127	20	,	,	PUNCT
cet-15744	127	21	2024	2024	NUM
cet-15744	127	22	,	,	PUNCT
cet-15744	127	23	achieving	achieve	VERB
cet-15744	127	24	sustainable	sustainable	ADJ
cet-15744	127	25	smart	smart	ADJ
cet-15744	127	26	cities	city	NOUN
cet-15744	127	27	through	through	ADP
cet-15744	127	28	geospatial	geospatial	ADJ
cet-15744	127	29	data	data	NOUN
cet-15744	127	30	-	-	PUNCT
cet-15744	127	31	driven	drive	VERB
cet-15744	127	32	approaches	approach	NOUN
cet-15744	127	33	.	.	PUNCT
cet-15744	128	1	sustainability	sustainability	NOUN
cet-15744	128	2	,	,	PUNCT
cet-15744	128	3	16(2	16(2	NUM
cet-15744	128	4	)	)	PUNCT
cet-15744	128	5	,	,	PUNCT
cet-15744	128	6	640	640	NUM
cet-15744	128	7	,	,	PUNCT
cet-15744	128	8	doi	doi	NOUN
cet-15744	128	9	:	:	PUNCT
cet-15744	128	10	10.3390	10.3390	NUM
cet-15744	128	11	/	/	SYM
cet-15744	128	12	su16020640	su16020640	ADJ
cet-15744	128	13	.	.	PUNCT
cet-15744	128	14	díaz	díaz	PROPN
cet-15744	128	15	-	-	PUNCT
cet-15744	128	16	varela	varela	PROPN
cet-15744	128	17	r.a	r.a	PROPN
cet-15744	128	18	.	.	PROPN
cet-15744	128	19	,	,	PUNCT
cet-15744	128	20	gonzález	gonzález	PROPN
cet-15744	128	21	-	-	PUNCT
cet-15744	128	22	ferreiro	ferreiro	PROPN
cet-15744	128	23	e.	e.	PROPN
cet-15744	128	24	,	,	PUNCT
cet-15744	128	25	2021	2021	NUM
cet-15744	128	26	,	,	PUNCT
cet-15744	128	27	3d	3d	NUM
cet-15744	128	28	point	point	NOUN
cet-15744	128	29	clouds	cloud	NOUN
cet-15744	128	30	in	in	ADP
cet-15744	128	31	forest	forest	NOUN
cet-15744	128	32	remote	remote	ADJ
cet-15744	128	33	sensing	sensing	NOUN
cet-15744	128	34	.	.	PUNCT
cet-15744	129	1	remote	remote	ADJ
cet-15744	129	2	sensing	sensing	NOUN
cet-15744	129	3	,	,	PUNCT
cet-15744	129	4	13(15	13(15	NUM
cet-15744	129	5	)	)	PUNCT
cet-15744	129	6	,	,	PUNCT
cet-15744	129	7	2999	2999	NUM
cet-15744	129	8	,	,	PUNCT
cet-15744	129	9	doi	doi	NOUN
cet-15744	129	10	:	:	PUNCT
cet-15744	129	11	10.3390	10.3390	NUM
cet-15744	129	12	/	/	SYM
cet-15744	129	13	rs13152999	rs13152999	NOUN
cet-15744	129	14	.	.	PUNCT
cet-15744	130	1	gobeawan	gobeawan	PROPN
cet-15744	130	2	l.	l.	PROPN
cet-15744	130	3	,	,	PUNCT
cet-15744	130	4	lin	lin	PROPN
cet-15744	130	5	e.s	e.s	PROPN
cet-15744	130	6	.	.	PROPN
cet-15744	130	7	,	,	PUNCT
cet-15744	130	8	tandon	tandon	PROPN
cet-15744	130	9	a.	a.	PROPN
cet-15744	130	10	,	,	PUNCT
cet-15744	130	11	yee	yee	PROPN
cet-15744	130	12	a.t.k	a.t.k	PROPN
cet-15744	130	13	.	.	PROPN
cet-15744	130	14	,	,	PUNCT
cet-15744	130	15	khoo	khoo	PROPN
cet-15744	130	16	v.h.s	v.h.s	PROPN
cet-15744	130	17	.	.	PUNCT
cet-15744	130	18	,	,	PUNCT
cet-15744	130	19	teo	teo	PROPN
cet-15744	130	20	s.n	s.n	PROPN
cet-15744	130	21	.	.	PROPN
cet-15744	130	22	,	,	PUNCT
cet-15744	130	23	yi	yi	PROPN
cet-15744	130	24	s.	s.	PROPN
cet-15744	130	25	,	,	PUNCT
cet-15744	130	26	lim	lim	PROPN
cet-15744	130	27	c.w	c.w	PROPN
cet-15744	130	28	.	.	PROPN
cet-15744	130	29	,	,	PUNCT
cet-15744	130	30	wong	wong	PROPN
cet-15744	130	31	s.t	s.t	PROPN
cet-15744	130	32	.	.	PROPN
cet-15744	130	33	,	,	PUNCT
cet-15744	130	34	wise	wise	PROPN
cet-15744	130	35	d.j	d.j	PROPN
cet-15744	130	36	.	.	PROPN
cet-15744	130	37	,	,	PUNCT
cet-15744	130	38	cheng	cheng	PROPN
cet-15744	130	39	p.	p.	PROPN
cet-15744	130	40	,	,	PUNCT
cet-15744	130	41	liew	liew	PROPN
cet-15744	130	42	s.c	s.c	PROPN
cet-15744	130	43	.	.	PROPN
cet-15744	130	44	,	,	PUNCT
cet-15744	130	45	huang	huang	PROPN
cet-15744	130	46	x.	x.	PROPN
cet-15744	130	47	,	,	PUNCT
cet-15744	130	48	li	li	PROPN
cet-15744	131	1	q.h	q.h	PROPN
cet-15744	131	2	.	.	PROPN
cet-15744	131	3	,	,	PUNCT
cet-15744	131	4	teo	teo	PROPN
cet-15744	131	5	l.s	l.s	PROPN
cet-15744	131	6	.	.	PROPN
cet-15744	131	7	,	,	PUNCT
cet-15744	131	8	fekete	fekete	PROPN
cet-15744	131	9	g.s	g.s	PROPN
cet-15744	131	10	.	.	PROPN
cet-15744	131	11	,	,	PUNCT
cet-15744	131	12	poto	poto	PROPN
cet-15744	131	13	m.t	m.t	PROPN
cet-15744	131	14	.	.	PROPN
cet-15744	131	15	,	,	PUNCT
cet-15744	131	16	2018	2018	NUM
cet-15744	131	17	,	,	PUNCT
cet-15744	131	18	modeling	model	VERB
cet-15744	131	19	trees	tree	NOUN
cet-15744	131	20	for	for	ADP
cet-15744	131	21	virtual	virtual	ADJ
cet-15744	131	22	singapore	singapore	PROPN
cet-15744	131	23	:	:	PUNCT
cet-15744	131	24	from	from	ADP
cet-15744	131	25	data	data	NOUN
cet-15744	131	26	acquisition	acquisition	NOUN
cet-15744	131	27	to	to	ADP
cet-15744	131	28	citygml	citygml	ADJ
cet-15744	131	29	models	model	NOUN
cet-15744	131	30	.	.	PUNCT
cet-15744	132	1	international	international	ADJ
cet-15744	132	2	archives	archive	NOUN
cet-15744	132	3	of	of	ADP
cet-15744	132	4	the	the	DET
cet-15744	132	5	photogrammetry	photogrammetry	NOUN
cet-15744	132	6	,	,	PUNCT
cet-15744	132	7	remote	remote	ADJ
cet-15744	132	8	sensing	sensing	NOUN
cet-15744	132	9	and	and	CCONJ
cet-15744	132	10	spatial	spatial	ADJ
cet-15744	132	11	information	information	NOUN
cet-15744	132	12	sciences	science	NOUN
cet-15744	132	13	,	,	PUNCT
cet-15744	132	14	xlii-4	xlii-4	NUM
cet-15744	132	15	/	/	SYM
cet-15744	132	16	w10	w10	NOUN
cet-15744	132	17	,	,	PUNCT
cet-15744	132	18	55–62	55–62	NUM
cet-15744	132	19	,	,	PUNCT
cet-15744	132	20	doi	doi	NOUN
cet-15744	132	21	:	:	PUNCT
cet-15744	132	22	10.5194	10.5194	NUM
cet-15744	132	23	/	/	SYM
cet-15744	132	24	isprs	isprs	NOUN
cet-15744	132	25	-	-	PUNCT
cet-15744	132	26	archives	archive	NOUN
cet-15744	132	27	-	-	PUNCT
cet-15744	132	28	xlii-4w10	xlii-4w10	NOUN
cet-15744	132	29	-	-	PUNCT
cet-15744	132	30	55	55	NUM
cet-15744	132	31	-	-	SYM
cet-15744	132	32	2018	2018	NUM
cet-15744	132	33	.	.	PUNCT
cet-15744	133	1	hämäläinen	hämäläinen	NOUN
cet-15744	133	2	m.	m.	NOUN
cet-15744	133	3	,	,	PUNCT
cet-15744	133	4	2021	2021	NUM
cet-15744	133	5	,	,	PUNCT
cet-15744	133	6	urban	urban	ADJ
cet-15744	133	7	development	development	NOUN
cet-15744	133	8	with	with	ADP
cet-15744	133	9	dynamic	dynamic	ADJ
cet-15744	133	10	digital	digital	ADJ
cet-15744	133	11	twins	twin	NOUN
cet-15744	133	12	in	in	ADP
cet-15744	133	13	helsinki	helsinki	PROPN
cet-15744	133	14	city	city	PROPN
cet-15744	133	15	.	.	PUNCT
cet-15744	134	1	iet	iet	PROPN
cet-15744	134	2	smart	smart	ADJ
cet-15744	134	3	cities	city	NOUN
cet-15744	134	4	,	,	PUNCT
cet-15744	134	5	3(4	3(4	NUM
cet-15744	134	6	)	)	PUNCT
cet-15744	134	7	,	,	PUNCT
cet-15744	134	8	201–210	201–210	NUM
cet-15744	134	9	,	,	PUNCT
cet-15744	134	10	doi	doi	NOUN
cet-15744	134	11	:	:	PUNCT
cet-15744	134	12	10.1049	10.1049	NUM
cet-15744	134	13	/	/	SYM
cet-15744	134	14	smc2.12015	smc2.12015	PROPN
cet-15744	134	15	.	.	PUNCT
cet-15744	135	1	heimann	heimann	PROPN
cet-15744	135	2	v.	v.	PROPN
cet-15744	135	3	,	,	PUNCT
cet-15744	135	4	spruck	spruck	PROPN
cet-15744	135	5	a.	a.	NOUN
cet-15744	135	6	,	,	PUNCT
cet-15744	135	7	kaup	kaup	PROPN
cet-15744	135	8	a.	a.	PROPN
cet-15744	135	9	,	,	PUNCT
cet-15744	135	10	2022	2022	NUM
cet-15744	135	11	,	,	PUNCT
cet-15744	135	12	frequency	frequency	NOUN
cet-15744	135	13	-	-	PUNCT
cet-15744	135	14	selective	selective	ADJ
cet-15744	135	15	geometry	geometry	NOUN
cet-15744	135	16	upsampling	upsampling	NOUN
cet-15744	135	17	of	of	ADP
cet-15744	135	18	point	point	NOUN
cet-15744	135	19	clouds	cloud	NOUN
cet-15744	135	20	.	.	PUNCT
cet-15744	136	1	proceedings	proceeding	NOUN
cet-15744	136	2	of	of	ADP
cet-15744	136	3	the	the	DET
cet-15744	136	4	ieee	ieee	NOUN
cet-15744	136	5	international	international	PROPN
cet-15744	136	6	conference	conference	NOUN
cet-15744	136	7	on	on	ADP
cet-15744	136	8	image	image	NOUN
cet-15744	136	9	processing	processing	NOUN
cet-15744	136	10	(	(	PUNCT
cet-15744	136	11	icip	icip	PROPN
cet-15744	136	12	)	)	PUNCT
cet-15744	136	13	,	,	PUNCT
cet-15744	136	14	1511–1515	1511–1515	NUM
cet-15744	136	15	,	,	PUNCT
cet-15744	136	16	doi	doi	NOUN
cet-15744	136	17	:	:	PUNCT
cet-15744	136	18	10.1109	10.1109	NUM
cet-15744	136	19	/	/	SYM
cet-15744	136	20	icip46576.2022.9897920	icip46576.2022.9897920	PROPN
cet-15744	136	21	.	.	PROPN
cet-15744	136	22	hu	hu	PROPN
cet-15744	136	23	q.	q.	PROPN
cet-15744	136	24	,	,	PUNCT
cet-15744	136	25	zhang	zhang	PROPN
cet-15744	136	26	z.	z.	PROPN
cet-15744	136	27	,	,	PUNCT
cet-15744	136	28	hu	hu	PROPN
cet-15744	136	29	w.	w.	PROPN
cet-15744	136	30	,	,	PUNCT
cet-15744	136	31	2024	2024	NUM
cet-15744	136	32	,	,	PUNCT
cet-15744	136	33	rangeldm	rangeldm	NOUN
cet-15744	136	34	:	:	PUNCT
cet-15744	136	35	fast	fast	ADJ
cet-15744	136	36	realistic	realistic	ADJ
cet-15744	136	37	lidar	lidar	NOUN
cet-15744	136	38	point	point	NOUN
cet-15744	136	39	cloud	cloud	NOUN
cet-15744	136	40	generation	generation	NOUN
cet-15744	136	41	.	.	PUNCT
cet-15744	137	1	proceedings	proceeding	NOUN
cet-15744	137	2	of	of	ADP
cet-15744	137	3	the	the	DET
cet-15744	137	4	european	european	PROPN
cet-15744	137	5	conference	conference	PROPN
cet-15744	137	6	on	on	ADP
cet-15744	137	7	computer	computer	NOUN
cet-15744	137	8	vision	vision	NOUN
cet-15744	137	9	(	(	PUNCT
cet-15744	137	10	eccv	eccv	ADV
cet-15744	137	11	)	)	PUNCT
cet-15744	137	12	,	,	PUNCT
cet-15744	137	13	springer	springer	NOUN
cet-15744	137	14	,	,	PUNCT
cet-15744	137	15	cham	cham	PROPN
cet-15744	137	16	,	,	PUNCT
cet-15744	137	17	switzerland	switzerland	PROPN
cet-15744	137	18	,	,	PUNCT
cet-15744	137	19	123–137	123–137	NUM
cet-15744	137	20	,	,	PUNCT
cet-15744	137	21	doi	doi	NOUN
cet-15744	137	22	:	:	PUNCT
cet-15744	137	23	10.1007/978	10.1007/978	NUM
cet-15744	137	24	-	-	SYM
cet-15744	137	25	3	3	NUM
cet-15744	137	26	-	-	PUNCT
cet-15744	137	27	031	031	NUM
cet-15744	137	28	-	-	PUNCT
cet-15744	137	29	72784	72784	NUM
cet-15744	137	30	-	-	PUNCT
cet-15744	137	31	9_7	9_7	NOUN
cet-15744	137	32	.	.	PUNCT
cet-15744	138	1	korkou	korkou	PROPN
cet-15744	138	2	m.	m.	PROPN
cet-15744	138	3	,	,	PUNCT
cet-15744	138	4	tarigan	tarigan	PROPN
cet-15744	138	5	a.k.m	a.k.m	PROPN
cet-15744	138	6	.	.	PROPN
cet-15744	138	7	,	,	PUNCT
cet-15744	138	8	hanslin	hanslin	PROPN
cet-15744	138	9	h.m	h.m	PROPN
cet-15744	138	10	.	.	PROPN
cet-15744	138	11	,	,	PUNCT
cet-15744	138	12	2023	2023	NUM
cet-15744	138	13	,	,	PUNCT
cet-15744	138	14	the	the	DET
cet-15744	138	15	multifunctionality	multifunctionality	NOUN
cet-15744	138	16	concept	concept	NOUN
cet-15744	138	17	in	in	ADP
cet-15744	138	18	urban	urban	ADJ
cet-15744	138	19	green	green	ADJ
cet-15744	138	20	infrastructure	infrastructure	NOUN
cet-15744	138	21	planning	planning	NOUN
cet-15744	138	22	:	:	PUNCT
cet-15744	138	23	a	a	DET
cet-15744	138	24	systematic	systematic	ADJ
cet-15744	138	25	literature	literature	NOUN
cet-15744	138	26	review	review	NOUN
cet-15744	138	27	.	.	PUNCT
cet-15744	139	1	urban	urban	PROPN
cet-15744	139	2	forestry	forestry	PROPN
cet-15744	139	3	&	&	CCONJ
cet-15744	139	4	urban	urban	PROPN
cet-15744	139	5	greening	greening	NOUN
cet-15744	139	6	,	,	PUNCT
cet-15744	139	7	85	85	NUM
cet-15744	139	8	,	,	PUNCT
cet-15744	139	9	127975	127975	NUM
cet-15744	139	10	,	,	PUNCT
cet-15744	139	11	doi	doi	NOUN
cet-15744	139	12	:	:	PUNCT
cet-15744	139	13	10.1016	10.1016	NUM
cet-15744	139	14	/	/	SYM
cet-15744	139	15	j.ufug.2023.127975	j.ufug.2023.127975	PROPN
cet-15744	139	16	.	.	PUNCT
cet-15744	140	1	kwon	kwon	PROPN
cet-15744	140	2	s.	s.	PROPN
cet-15744	140	3	,	,	PUNCT
cet-15744	140	4	hur	hur	PROPN
cet-15744	140	5	j.h	j.h	PROPN
cet-15744	140	6	.	.	PROPN
cet-15744	140	7	,	,	PUNCT
cet-15744	140	8	kim	kim	PROPN
cet-15744	140	9	h.	h.	PROPN
cet-15744	140	10	,	,	PUNCT
cet-15744	140	11	2023	2023	NUM
cet-15744	140	12	,	,	PUNCT
cet-15744	140	13	deep	deep	ADJ
cet-15744	140	14	learning	learning	NOUN
cet-15744	140	15	-	-	PUNCT
cet-15744	140	16	based	base	VERB
cet-15744	140	17	point	point	NOUN
cet-15744	140	18	cloud	cloud	NOUN
cet-15744	140	19	upsampling	upsampling	NOUN
cet-15744	140	20	:	:	PUNCT
cet-15744	140	21	a	a	DET
cet-15744	140	22	review	review	NOUN
cet-15744	140	23	of	of	ADP
cet-15744	140	24	recent	recent	ADJ
cet-15744	140	25	trends	trend	NOUN
cet-15744	140	26	.	.	PUNCT
cet-15744	141	1	jmst	jmst	PROPN
cet-15744	141	2	advances	advance	NOUN
cet-15744	141	3	,	,	PUNCT
cet-15744	141	4	5	5	NUM
cet-15744	141	5	,	,	PUNCT
cet-15744	141	6	105–111	105–111	NUM
cet-15744	141	7	,	,	PUNCT
cet-15744	141	8	doi	doi	NOUN
cet-15744	141	9	:	:	PUNCT
cet-15744	141	10	10.1007	10.1007	NUM
cet-15744	141	11	/	/	SYM
cet-15744	141	12	s42791	s42791	NOUN
cet-15744	141	13	-	-	PUNCT
cet-15744	141	14	023	023	NUM
cet-15744	141	15	-	-	PUNCT
cet-15744	141	16	00058	00058	NUM
cet-15744	141	17	-	-	SYM
cet-15744	141	18	6	6	NUM
cet-15744	141	19	.	.	PUNCT
cet-15744	142	1	li	li	PROPN
cet-15744	142	2	r.	r.	PROPN
cet-15744	142	3	,	,	PUNCT
cet-15744	142	4	li	li	PROPN
cet-15744	142	5	x.	x.	PROPN
cet-15744	142	6	,	,	PUNCT
cet-15744	142	7	fu	fu	PROPN
cet-15744	142	8	c.	c.	PROPN
cet-15744	142	9	,	,	PUNCT
cet-15744	142	10	heng	heng	PROPN
cet-15744	142	11	d.c.p	d.c.p	PROPN
cet-15744	142	12	.	.	PROPN
cet-15744	142	13	,	,	PUNCT
cet-15744	142	14	2019	2019	NUM
cet-15744	142	15	,	,	PUNCT
cet-15744	142	16	pu	pu	PROPN
cet-15744	142	17	-	-	PUNCT
cet-15744	142	18	gan	gan	PROPN
cet-15744	142	19	:	:	PUNCT
cet-15744	142	20	a	a	DET
cet-15744	142	21	point	point	NOUN
cet-15744	142	22	cloud	cloud	NOUN
cet-15744	142	23	upsampling	upsample	VERB
cet-15744	142	24	adversarial	adversarial	ADJ
cet-15744	142	25	network	network	NOUN
cet-15744	142	26	.	.	PUNCT
cet-15744	143	1	proceedings	proceeding	NOUN
cet-15744	143	2	of	of	ADP
cet-15744	143	3	the	the	DET
cet-15744	143	4	ieee	ieee	NOUN
cet-15744	143	5	international	international	PROPN
cet-15744	143	6	conference	conference	NOUN
cet-15744	143	7	on	on	ADP
cet-15744	143	8	computer	computer	NOUN
cet-15744	143	9	vision	vision	NOUN
cet-15744	143	10	(	(	PUNCT
cet-15744	143	11	iccv	iccv	PROPN
cet-15744	143	12	)	)	PUNCT
cet-15744	143	13	,	,	PUNCT
cet-15744	143	14	7202–7211	7202–7211	NUM
cet-15744	143	15	,	,	PUNCT
cet-15744	143	16	doi	doi	NOUN
cet-15744	143	17	:	:	PUNCT
cet-15744	143	18	10.1109	10.1109	NUM
cet-15744	143	19	/	/	SYM
cet-15744	143	20	iccv.2019.00730	iccv.2019.00730	NOUN
cet-15744	143	21	.	.	PUNCT
cet-15744	143	22	lokugam	lokugam	PROPN
cet-15744	143	23	h.c.n	h.c.n	PROPN
cet-15744	143	24	.	.	PUNCT
cet-15744	143	25	,	,	PUNCT
cet-15744	143	26	laefer	laefer	PROPN
cet-15744	143	27	d.f	d.f	PROPN
cet-15744	143	28	.	.	PROPN
cet-15744	143	29	,	,	PUNCT
cet-15744	143	30	vo	vo	PROPN
cet-15744	143	31	a.v	a.v	PROPN
cet-15744	143	32	.	.	PROPN
cet-15744	143	33	,	,	PUNCT
cet-15744	143	34	le	le	PROPN
cet-15744	143	35	-	-	PUNCT
cet-15744	143	36	khac	khac	X
cet-15744	143	37	n.a	n.a	PROPN
cet-15744	143	38	.	.	PROPN
cet-15744	143	39	,	,	PUNCT
cet-15744	143	40	bertolotto	bertolotto	PROPN
cet-15744	143	41	m.	m.	NOUN
cet-15744	143	42	,	,	PUNCT
cet-15744	143	43	2022	2022	NUM
cet-15744	143	44	,	,	PUNCT
cet-15744	143	45	scalability	scalability	NOUN
cet-15744	143	46	and	and	CCONJ
cet-15744	143	47	performance	performance	NOUN
cet-15744	143	48	of	of	ADP
cet-15744	143	49	lidar	lidar	NOUN
cet-15744	143	50	point	point	NOUN
cet-15744	143	51	cloud	cloud	PROPN
cet-15744	143	52	data	data	PROPN
cet-15744	143	53	management	management	NOUN
cet-15744	143	54	systems	system	NOUN
cet-15744	143	55	:	:	PUNCT
cet-15744	143	56	a	a	DET
cet-15744	143	57	state	state	NOUN
cet-15744	143	58	-	-	PUNCT
cet-15744	143	59	of	of	ADP
cet-15744	143	60	-	-	PUNCT
cet-15744	143	61	the	the	DET
cet-15744	143	62	-	-	PUNCT
cet-15744	143	63	art	art	NOUN
cet-15744	143	64	review	review	NOUN
cet-15744	143	65	.	.	PUNCT
cet-15744	144	1	remote	remote	ADJ
cet-15744	144	2	sensing	sensing	NOUN
cet-15744	144	3	,	,	PUNCT
cet-15744	144	4	14(20	14(20	NUM
cet-15744	144	5	)	)	PUNCT
cet-15744	144	6	,	,	PUNCT
cet-15744	144	7	1–31	1–31	PROPN
cet-15744	144	8	,	,	PUNCT
cet-15744	144	9	doi	doi	NOUN
cet-15744	144	10	:	:	PUNCT
cet-15744	144	11	10.3390	10.3390	NUM
cet-15744	144	12	/	/	SYM
cet-15744	144	13	rs14205277	rs14205277	NOUN
cet-15744	144	14	.	.	PUNCT
cet-15744	145	1	orozco	orozco	PROPN
cet-15744	145	2	carpio	carpio	PROPN
cet-15744	145	3	p.r	p.r	PROPN
cet-15744	145	4	.	.	PROPN
cet-15744	145	5	,	,	PUNCT
cet-15744	145	6	viñals	viñals	PROPN
cet-15744	145	7	m.j	m.j	PROPN
cet-15744	145	8	.	.	PROPN
cet-15744	145	9	,	,	PUNCT
cet-15744	145	10	lópez	lópez	PROPN
cet-15744	145	11	-	-	PUNCT
cet-15744	145	12	gonzález	gonzález	PROPN
cet-15744	145	13	m.c	m.c	PROPN
cet-15744	145	14	.	.	PROPN
cet-15744	145	15	,	,	PUNCT
cet-15744	145	16	2024	2024	NUM
cet-15744	145	17	,	,	PUNCT
cet-15744	145	18	3d	3d	NUM
cet-15744	145	19	point	point	NOUN
cet-15744	145	20	cloud	cloud	NOUN
cet-15744	145	21	and	and	CCONJ
cet-15744	145	22	gis	gis	NOUN
cet-15744	145	23	approach	approach	NOUN
cet-15744	145	24	to	to	PART
cet-15744	145	25	assess	assess	VERB
cet-15744	145	26	street	street	NOUN
cet-15744	145	27	physical	physical	ADJ
cet-15744	145	28	attributes	attribute	NOUN
cet-15744	145	29	.	.	PUNCT
cet-15744	146	1	smart	smart	ADJ
cet-15744	146	2	cities	city	NOUN
cet-15744	146	3	,	,	PUNCT
cet-15744	146	4	7(3	7(3	NUM
cet-15744	146	5	)	)	PUNCT
cet-15744	146	6	,	,	PUNCT
cet-15744	146	7	991–1006	991–1006	NUM
cet-15744	146	8	,	,	PUNCT
cet-15744	146	9	doi	doi	NOUN
cet-15744	146	10	:	:	PUNCT
cet-15744	146	11	10.3390	10.3390	NUM
cet-15744	146	12	/	/	SYM
cet-15744	146	13	smartcities7030042	smartcities7030042	PROPN
cet-15744	146	14	.	.	PUNCT
cet-15744	147	1	she	she	PRON
cet-15744	147	2	j.	j.	PROPN
cet-15744	147	3	,	,	PUNCT
cet-15744	147	4	2024	2024	NUM
cet-15744	147	5	,	,	PUNCT
cet-15744	147	6	gis	gis	NOUN
cet-15744	147	7	-	-	PUNCT
cet-15744	147	8	based	base	VERB
cet-15744	147	9	urban	urban	ADJ
cet-15744	147	10	green	green	ADJ
cet-15744	147	11	spaces	space	NOUN
cet-15744	147	12	accessibility	accessibility	NOUN
cet-15744	147	13	analysis	analysis	NOUN
cet-15744	147	14	from	from	ADP
cet-15744	147	15	the	the	DET
cet-15744	147	16	view	view	NOUN
cet-15744	147	17	of	of	ADP
cet-15744	147	18	transportation	transportation	NOUN
cet-15744	147	19	:	:	PUNCT
cet-15744	147	20	a	a	DET
cet-15744	147	21	case	case	NOUN
cet-15744	147	22	study	study	NOUN
cet-15744	147	23	of	of	ADP
cet-15744	147	24	hong	hong	PROPN
cet-15744	147	25	kong	kong	PROPN
cet-15744	147	26	.	.	PUNCT
cet-15744	148	1	chemical	chemical	NOUN
cet-15744	148	2	engineering	engineering	NOUN
cet-15744	148	3	transactions	transaction	NOUN
cet-15744	148	4	,	,	PUNCT
cet-15744	148	5	113	113	NUM
cet-15744	148	6	,	,	PUNCT
cet-15744	148	7	133–138	133–138	NUM
cet-15744	148	8	,	,	PUNCT
cet-15744	148	9	doi:10.3303	doi:10.3303	NOUN
cet-15744	148	10	/	/	SYM
cet-15744	148	11	cet24113023	cet24113023	NOUN
cet-15744	148	12	.	.	PUNCT
cet-15744	149	1	shen	shen	PROPN
cet-15744	149	2	y.	y.	PROPN
cet-15744	149	3	,	,	PUNCT
cet-15744	149	4	huang	huang	PROPN
cet-15744	149	5	j.	j.	PROPN
cet-15744	149	6	,	,	PUNCT
cet-15744	149	7	wang	wang	PROPN
cet-15744	149	8	j.	j.	PROPN
cet-15744	149	9	,	,	PUNCT
cet-15744	149	10	jiang	jiang	PROPN
cet-15744	149	11	j.	j.	PROPN
cet-15744	149	12	,	,	PUNCT
cet-15744	149	13	li	li	PROPN
cet-15744	149	14	j.	j.	PROPN
cet-15744	149	15	,	,	PUNCT
cet-15744	149	16	ferreira	ferreira	PROPN
cet-15744	149	17	v.	v.	PROPN
cet-15744	149	18	,	,	PUNCT
cet-15744	149	19	2024	2024	NUM
cet-15744	149	20	,	,	PUNCT
cet-15744	149	21	a	a	DET
cet-15744	149	22	review	review	NOUN
cet-15744	149	23	and	and	CCONJ
cet-15744	149	24	future	future	ADJ
cet-15744	149	25	directions	direction	NOUN
cet-15744	149	26	of	of	ADP
cet-15744	149	27	techniques	technique	NOUN
cet-15744	149	28	for	for	ADP
cet-15744	149	29	extracting	extract	VERB
cet-15744	149	30	powerlines	powerline	NOUN
cet-15744	149	31	and	and	CCONJ
cet-15744	149	32	pylons	pylon	NOUN
cet-15744	149	33	from	from	ADP
cet-15744	149	34	lidar	lidar	NOUN
cet-15744	149	35	point	point	NOUN
cet-15744	149	36	clouds	cloud	NOUN
cet-15744	149	37	.	.	PUNCT
cet-15744	150	1	international	international	ADJ
cet-15744	150	2	journal	journal	PROPN
cet-15744	150	3	of	of	ADP
cet-15744	150	4	applied	apply	VERB
cet-15744	150	5	earth	earth	NOUN
cet-15744	150	6	observation	observation	NOUN
cet-15744	150	7	and	and	CCONJ
cet-15744	150	8	geoinformation	geoinformation	NOUN
cet-15744	150	9	,	,	PUNCT
cet-15744	150	10	132	132	NUM
cet-15744	150	11	,	,	PUNCT
cet-15744	150	12	104056	104056	NUM
cet-15744	150	13	,	,	PUNCT
cet-15744	150	14	doi	doi	NOUN
cet-15744	150	15	:	:	PUNCT
cet-15744	150	16	10.1016	10.1016	NUM
cet-15744	150	17	/	/	SYM
cet-15744	150	18	j.jag.2024.104056	j.jag.2024.104056	PROPN
cet-15744	150	19	.	.	PUNCT
cet-15744	151	1	szurös	szurös	PROPN
cet-15744	151	2	z.	z.	PROPN
cet-15744	151	3	,	,	PUNCT
cet-15744	151	4	ordog	ordog	NOUN
cet-15744	151	5	r.r	r.r	PROPN
cet-15744	151	6	.	.	PROPN
cet-15744	151	7	,	,	PUNCT
cet-15744	151	8	károlyfi	károlyfi	PROPN
cet-15744	151	9	k.a	k.a	PROPN
cet-15744	151	10	.	.	PROPN
cet-15744	151	11	,	,	PUNCT
cet-15744	151	12	szalai	szalai	PROPN
cet-15744	151	13	d.	d.	PROPN
cet-15744	151	14	,	,	PUNCT
cet-15744	151	15	bukovics	bukovics	PROPN
cet-15744	151	16	á	á	PROPN
cet-15744	151	17	.	.	PROPN
cet-15744	151	18	,	,	PUNCT
cet-15744	151	19	2024	2024	NUM
cet-15744	151	20	,	,	PUNCT
cet-15744	151	21	building	build	VERB
cet-15744	151	22	diagnostics	diagnostic	NOUN
cet-15744	151	23	options	option	NOUN
cet-15744	151	24	for	for	ADP
cet-15744	151	25	existing	exist	VERB
cet-15744	151	26	buildings	building	NOUN
cet-15744	151	27	–	–	PUNCT
cet-15744	151	28	innovative	innovative	ADJ
cet-15744	151	29	methods	method	NOUN
cet-15744	151	30	.	.	PUNCT
cet-15744	152	1	chemical	chemical	NOUN
cet-15744	152	2	engineering	engineering	NOUN
cet-15744	152	3	transactions	transaction	NOUN
cet-15744	152	4	,	,	PUNCT
cet-15744	152	5	115	115	NUM
cet-15744	152	6	,	,	PUNCT
cet-15744	152	7	793–798	793–798	NUM
cet-15744	152	8	,	,	PUNCT
cet-15744	152	9	doi	doi	NOUN
cet-15744	152	10	:	:	PUNCT
cet-15744	152	11	10.3303	10.3303	NUM
cet-15744	152	12	/	/	SYM
cet-15744	152	13	cet24115133	cet24115133	NOUN
cet-15744	152	14	.	.	PUNCT
cet-15744	153	1	yu	yu	PROPN
cet-15744	153	2	l.	l.	PROPN
cet-15744	153	3	,	,	PUNCT
cet-15744	153	4	fu	fu	PROPN
cet-15744	153	5	x.	x.	PROPN
cet-15744	153	6	,	,	PUNCT
cet-15744	153	7	heng	heng	PROPN
cet-15744	153	8	d.c.p	d.c.p	PROPN
cet-15744	153	9	.	.	PROPN
cet-15744	153	10	,	,	PUNCT
cet-15744	153	11	2018	2018	NUM
cet-15744	153	12	,	,	PUNCT
cet-15744	153	13	pu	pu	PROPN
cet-15744	153	14	-	-	ADJ
cet-15744	153	15	net	net	NOUN
cet-15744	153	16	:	:	PUNCT
cet-15744	153	17	point	point	NOUN
cet-15744	153	18	cloud	cloud	ADJ
cet-15744	153	19	upsampling	upsample	VERB
cet-15744	153	20	network	network	NOUN
cet-15744	153	21	.	.	PUNCT
cet-15744	154	1	proceedings	proceeding	NOUN
cet-15744	154	2	of	of	ADP
cet-15744	154	3	the	the	DET
cet-15744	154	4	ieee	ieee	NOUN
cet-15744	154	5	conference	conference	NOUN
cet-15744	154	6	on	on	ADP
cet-15744	154	7	computer	computer	NOUN
cet-15744	154	8	vision	vision	NOUN
cet-15744	154	9	and	and	CCONJ
cet-15744	154	10	pattern	pattern	NOUN
cet-15744	154	11	recognition	recognition	NOUN
cet-15744	154	12	(	(	PUNCT
cet-15744	154	13	cvpr	cvpr	NOUN
cet-15744	154	14	)	)	PUNCT
cet-15744	154	15	,	,	PUNCT
cet-15744	154	16	2790–2799	2790–2799	NUM
cet-15744	154	17	,	,	PUNCT
cet-15744	154	18	doi	doi	NOUN
cet-15744	154	19	:	:	PUNCT
cet-15744	154	20	10.48550	10.48550	NUM
cet-15744	154	21	/	/	SYM
cet-15744	154	22	arxiv.1801.06761	arxiv.1801.06761	NOUN
cet-15744	154	23	.	.	PUNCT
cet-15744	155	1	wang	wang	PROPN
cet-15744	155	2	d.	d.	PROPN
cet-15744	155	3	,	,	PUNCT
cet-15744	155	4	xu	xu	PROPN
cet-15744	155	5	p.y	p.y	PROPN
cet-15744	155	6	.	.	PROPN
cet-15744	155	7	,	,	PUNCT
cet-15744	155	8	an	an	DET
cet-15744	155	9	b.w	b.w	PROPN
cet-15744	155	10	.	.	PROPN
cet-15744	155	11	,	,	PUNCT
cet-15744	155	12	guo	guo	PROPN
cet-15744	155	13	q.p	q.p	PROPN
cet-15744	155	14	.	.	PROPN
cet-15744	155	15	,	,	PUNCT
cet-15744	155	16	2024	2024	NUM
cet-15744	155	17	,	,	PUNCT
cet-15744	155	18	urban	urban	ADJ
cet-15744	155	19	green	green	ADJ
cet-15744	155	20	infrastructure	infrastructure	NOUN
cet-15744	155	21	:	:	PUNCT
cet-15744	155	22	bridging	bridge	VERB
cet-15744	155	23	biodiversity	biodiversity	NOUN
cet-15744	155	24	conservation	conservation	NOUN
cet-15744	155	25	and	and	CCONJ
cet-15744	155	26	sustainable	sustainable	ADJ
cet-15744	155	27	urban	urban	ADJ
cet-15744	155	28	development	development	NOUN
cet-15744	155	29	through	through	ADP
cet-15744	155	30	adaptive	adaptive	ADJ
cet-15744	155	31	management	management	NOUN
cet-15744	155	32	approach	approach	NOUN
cet-15744	155	33	.	.	PUNCT
cet-15744	156	1	frontiers	frontier	NOUN
cet-15744	156	2	in	in	ADP
cet-15744	156	3	ecology	ecology	NOUN
cet-15744	156	4	and	and	CCONJ
cet-15744	156	5	evolution	evolution	NOUN
cet-15744	156	6	,	,	PUNCT
cet-15744	156	7	12	12	NUM
cet-15744	156	8	,	,	PUNCT
cet-15744	156	9	1440477	1440477	NUM
cet-15744	156	10	,	,	PUNCT
cet-15744	156	11	doi	doi	NOUN
cet-15744	156	12	:	:	PUNCT
cet-15744	156	13	10.3389	10.3389	NUM
cet-15744	156	14	/	/	SYM
cet-15744	156	15	fevo.2024.1440477	fevo.2024.1440477	NOUN
cet-15744	156	16	.	.	PUNCT
cet-15744	157	1	102	102	NUM
cet-15744	157	2	cos25_0087.pdf	cos25_0087.pdf	PROPN
cet-15744	157	3	smart	smart	ADJ
cet-15744	157	4	cities	city	NOUN
cet-15744	157	5	and	and	CCONJ
cet-15744	157	6	data	datum	NOUN
cet-15744	157	7	enrichment	enrichment	NOUN
cet-15744	157	8	:	:	PUNCT
cet-15744	157	9	the	the	DET
cet-15744	157	10	role	role	NOUN
cet-15744	157	11	of	of	ADP
cet-15744	157	12	lidar	lidar	NOUN
cet-15744	157	13	and	and	CCONJ
cet-15744	157	14	point	point	VERB
cet-15744	157	15	cloud	cloud	NOUN
cet-15744	157	16	upsampling	upsampling	NOUN
cet-15744	157	17	in	in	ADP
cet-15744	157	18	sustainable	sustainable	ADJ
cet-15744	157	19	urban	urban	ADJ
cet-15744	157	20	management	management	NOUN