id	sid	tid	token	lemma	pos
cana-656	1	1	communications	communication	NOUN
cana-656	1	2	on	on	ADP
cana-656	1	3	applied	apply	VERB
cana-656	1	4	nonlinear	nonlinear	ADJ
cana-656	1	5	analysis	analysis	NOUN
cana-656	1	6	issn	issn	NOUN
cana-656	1	7	:	:	PUNCT
cana-656	1	8	1074	1074	NUM
cana-656	1	9	-	-	PUNCT
cana-656	1	10	133x	133x	NUM
cana-656	1	11	vol	vol	NOUN
cana-656	1	12	31	31	NUM
cana-656	1	13	no	no	NOUN
cana-656	1	14	.	.	PUNCT
cana-656	2	1	2s	2s	NUM
cana-656	2	2	(	(	PUNCT
cana-656	2	3	2024	2024	NUM
cana-656	2	4	)	)	PUNCT
cana-656	2	5	388	388	NUM
cana-656	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	2	7	quantitative	quantitative	ADJ
cana-656	2	8	analysis	analysis	NOUN
cana-656	2	9	of	of	ADP
cana-656	2	10	urban	urban	ADJ
cana-656	2	11	transformation	transformation	NOUN
cana-656	2	12	using	use	VERB
cana-656	2	13	remote	remote	ADJ
cana-656	2	14	sensing	sense	VERB
cana-656	2	15	data	datum	NOUN
cana-656	2	16	and	and	CCONJ
cana-656	2	17	machine	machine	NOUN
cana-656	2	18	learning	learn	VERB
cana-656	2	19	approach	approach	PROPN
cana-656	2	20	nita	nita	PROPN
cana-656	2	21	nimbarte1	nimbarte1	PROPN
cana-656	2	22	,	,	PUNCT
cana-656	2	23	bharati	bharati	PROPN
cana-656	2	24	masram2	masram2	PROPN
cana-656	2	25	,	,	PUNCT
cana-656	2	26	archana	archana	PROPN
cana-656	2	27	tiwari3	tiwari3	PROPN
cana-656	2	28	,	,	PUNCT
cana-656	2	29	sanjay	sanjay	PROPN
cana-656	2	30	balamwar4	balamwar4	PROPN
cana-656	3	1	1,2department	1,2department	NUM
cana-656	3	2	of	of	ADP
cana-656	3	3	electronics	electronics	PROPN
cana-656	3	4	&	&	CCONJ
cana-656	3	5	telecommunication	telecommunication	NOUN
cana-656	3	6	engineering	engineering	NOUN
cana-656	3	7	,	,	PUNCT
cana-656	3	8	yeshwantrao	yeshwantrao	PROPN
cana-656	3	9	chavan	chavan	PROPN
cana-656	3	10	college	college	PROPN
cana-656	3	11	of	of	ADP
cana-656	3	12	engineering	engineering	PROPN
cana-656	3	13	,	,	PUNCT
cana-656	3	14	nagpur	nagpur	PROPN
cana-656	3	15	,	,	PUNCT
cana-656	3	16	india	india	PROPN
cana-656	3	17	.	.	PUNCT
cana-656	4	1	3department	3department	NUM
cana-656	4	2	of	of	ADP
cana-656	4	3	electronics	electronic	NOUN
cana-656	4	4	engineering	engineering	NOUN
cana-656	4	5	,	,	PUNCT
cana-656	4	6	shri	shri	PROPN
cana-656	4	7	ramdeobaba	ramdeobaba	PROPN
cana-656	4	8	college	college	NOUN
cana-656	4	9	of	of	ADP
cana-656	4	10	engineering	engineering	NOUN
cana-656	4	11	nagpur	nagpur	PROPN
cana-656	4	12	,	,	PUNCT
cana-656	4	13	india	india	PROPN
cana-656	4	14	.	.	PUNCT
cana-656	5	1	4maharashtra	4maharashtra	PROPN
cana-656	5	2	remote	remote	ADJ
cana-656	5	3	sensing	sensing	NOUN
cana-656	5	4	and	and	CCONJ
cana-656	5	5	applications	application	NOUN
cana-656	5	6	centre	centre	NOUN
cana-656	5	7	(	(	PUNCT
cana-656	5	8	mrsac	mrsac	NOUN
cana-656	5	9	)	)	PUNCT
cana-656	5	10	,	,	PUNCT
cana-656	5	11	vnit	vnit	PROPN
cana-656	5	12	campus	campus	PROPN
cana-656	5	13	,	,	PUNCT
cana-656	5	14	nagpur	nagpur	PROPN
cana-656	5	15	,	,	PUNCT
cana-656	5	16	india	india	PROPN
cana-656	5	17	.	.	PUNCT
cana-656	6	1	1nitangp@gmail.com	1nitangp@gmail.com	NUM
cana-656	6	2	,	,	PUNCT
cana-656	6	3	2bharatimasram@gmail.com	2bharatimasram@gmail.com	NUM
cana-656	6	4	,	,	PUNCT
cana-656	6	5	3tiwariar@rknec.edu	3tiwariar@rknec.edu	NUM
cana-656	6	6	,	,	PUNCT
cana-656	6	7	4sanjay.balamwar@mrsac.maharashtra.gov.in	4sanjay.balamwar@mrsac.maharashtra.gov.in	NUM
cana-656	6	8	article	article	NOUN
cana-656	6	9	history	history	NOUN
cana-656	6	10	:	:	PUNCT
cana-656	6	11	received	receive	VERB
cana-656	6	12	:	:	PUNCT
cana-656	6	13	25	25	NUM
cana-656	6	14	-	-	PUNCT
cana-656	6	15	03	03	NUM
cana-656	6	16	-	-	PUNCT
cana-656	6	17	2024	2024	NUM
cana-656	6	18	revised	revise	VERB
cana-656	6	19	:	:	PUNCT
cana-656	6	20	08	08	NUM
cana-656	6	21	-	-	PUNCT
cana-656	6	22	05	05	NUM
cana-656	6	23	-	-	PUNCT
cana-656	6	24	2024	2024	NUM
cana-656	6	25	accepted	accept	VERB
cana-656	6	26	:	:	PUNCT
cana-656	6	27	18	18	NUM
cana-656	6	28	-	-	SYM
cana-656	6	29	05	05	NUM
cana-656	6	30	-	-	PUNCT
cana-656	6	31	2024	2024	NUM
cana-656	6	32	abstract	abstract	NOUN
cana-656	6	33	:	:	PUNCT
cana-656	6	34	urban	urban	ADJ
cana-656	6	35	areas	area	NOUN
cana-656	6	36	are	be	AUX
cana-656	6	37	always	always	ADV
cana-656	6	38	changing	change	VERB
cana-656	6	39	,	,	PUNCT
cana-656	6	40	which	which	PRON
cana-656	6	41	makes	make	VERB
cana-656	6	42	it	it	PRON
cana-656	6	43	hard	hard	ADJ
cana-656	6	44	for	for	SCONJ
cana-656	6	45	planners	planner	NOUN
cana-656	6	46	and	and	CCONJ
cana-656	6	47	lawmakers	lawmaker	NOUN
cana-656	6	48	to	to	PART
cana-656	6	49	keep	keep	VERB
cana-656	6	50	an	an	DET
cana-656	6	51	eye	eye	NOUN
cana-656	6	52	on	on	ADP
cana-656	6	53	growth	growth	NOUN
cana-656	6	54	and	and	CCONJ
cana-656	6	55	handle	handle	VERB
cana-656	6	56	it	it	PRON
cana-656	6	57	well	well	ADV
cana-656	6	58	.	.	PUNCT
cana-656	7	1	combining	combine	VERB
cana-656	7	2	remote	remote	ADJ
cana-656	7	3	sensing	sense	VERB
cana-656	7	4	data	datum	NOUN
cana-656	7	5	with	with	ADP
cana-656	7	6	machine	machine	NOUN
cana-656	7	7	learning	learning	NOUN
cana-656	7	8	methods	method	NOUN
cana-656	7	9	is	be	AUX
cana-656	7	10	a	a	DET
cana-656	7	11	new	new	ADJ
cana-656	7	12	way	way	NOUN
cana-656	7	13	that	that	PRON
cana-656	7	14	this	this	DET
cana-656	7	15	study	study	NOUN
cana-656	7	16	suggests	suggest	VERB
cana-656	7	17	to	to	PART
cana-656	7	18	look	look	VERB
cana-656	7	19	at	at	ADP
cana-656	7	20	how	how	SCONJ
cana-656	7	21	cities	city	NOUN
cana-656	7	22	are	be	AUX
cana-656	7	23	changing	change	VERB
cana-656	7	24	quantitatively	quantitatively	ADV
cana-656	7	25	.	.	PUNCT
cana-656	8	1	we	we	PRON
cana-656	8	2	get	get	VERB
cana-656	8	3	a	a	DET
cana-656	8	4	lot	lot	NOUN
cana-656	8	5	of	of	ADP
cana-656	8	6	spatial	spatial	ADJ
cana-656	8	7	and	and	CCONJ
cana-656	8	8	spectral	spectral	ADJ
cana-656	8	9	information	information	NOUN
cana-656	8	10	from	from	ADP
cana-656	8	11	high	high	ADJ
cana-656	8	12	-	-	PUNCT
cana-656	8	13	resolution	resolution	NOUN
cana-656	8	14	satellite	satellite	NOUN
cana-656	8	15	images	image	NOUN
cana-656	8	16	that	that	PRON
cana-656	8	17	help	help	VERB
cana-656	8	18	us	we	PRON
cana-656	8	19	describe	describe	VERB
cana-656	8	20	urban	urban	ADJ
cana-656	8	21	areas	area	NOUN
cana-656	8	22	in	in	ADP
cana-656	8	23	more	more	ADJ
cana-656	8	24	detail	detail	NOUN
cana-656	8	25	than	than	ADP
cana-656	8	26	ever	ever	ADV
cana-656	8	27	before	before	ADV
cana-656	8	28	.	.	PUNCT
cana-656	9	1	as	as	ADP
cana-656	9	2	part	part	NOUN
cana-656	9	3	of	of	ADP
cana-656	9	4	our	our	PRON
cana-656	9	5	method	method	NOUN
cana-656	9	6	,	,	PUNCT
cana-656	9	7	we	we	PRON
cana-656	9	8	preprocess	preprocess	VERB
cana-656	9	9	satellite	satellite	NOUN
cana-656	9	10	images	image	NOUN
cana-656	9	11	to	to	PART
cana-656	9	12	pull	pull	VERB
cana-656	9	13	out	out	ADP
cana-656	9	14	useful	useful	ADJ
cana-656	9	15	information	information	NOUN
cana-656	9	16	like	like	ADP
cana-656	9	17	land	land	NOUN
cana-656	9	18	cover	cover	NOUN
cana-656	9	19	,	,	PUNCT
cana-656	9	20	land	land	NOUN
cana-656	9	21	use	use	NOUN
cana-656	9	22	,	,	PUNCT
cana-656	9	23	and	and	CCONJ
cana-656	9	24	the	the	DET
cana-656	9	25	shape	shape	NOUN
cana-656	9	26	of	of	ADP
cana-656	9	27	cities	city	NOUN
cana-656	9	28	.	.	PUNCT
cana-656	10	1	then	then	ADV
cana-656	10	2	,	,	PUNCT
cana-656	10	3	these	these	DET
cana-656	10	4	features	feature	NOUN
cana-656	10	5	are	be	AUX
cana-656	10	6	fed	feed	VERB
cana-656	10	7	into	into	ADP
cana-656	10	8	machine	machine	NOUN
cana-656	10	9	learning	learn	VERB
cana-656	10	10	methods	method	NOUN
cana-656	10	11	like	like	ADP
cana-656	10	12	convolutional	convolutional	ADJ
cana-656	10	13	neural	neural	ADJ
cana-656	10	14	networks	network	NOUN
cana-656	10	15	(	(	PUNCT
cana-656	10	16	cnns	cnns	PROPN
cana-656	10	17	)	)	PUNCT
cana-656	10	18	and	and	CCONJ
cana-656	10	19	support	support	VERB
cana-656	10	20	vector	vector	NOUN
cana-656	10	21	machines	machine	NOUN
cana-656	10	22	(	(	PUNCT
cana-656	10	23	svms	svms	NOUN
cana-656	10	24	)	)	PUNCT
cana-656	10	25	to	to	PART
cana-656	10	26	sort	sort	VERB
cana-656	10	27	and	and	CCONJ
cana-656	10	28	look	look	VERB
cana-656	10	29	at	at	ADP
cana-656	10	30	how	how	SCONJ
cana-656	10	31	cities	city	NOUN
cana-656	10	32	have	have	AUX
cana-656	10	33	changed	change	VERB
cana-656	10	34	over	over	ADP
cana-656	10	35	time	time	NOUN
cana-656	10	36	.	.	PUNCT
cana-656	11	1	we	we	PRON
cana-656	11	2	show	show	VERB
cana-656	11	3	that	that	SCONJ
cana-656	11	4	our	our	PRON
cana-656	11	5	method	method	NOUN
cana-656	11	6	works	work	VERB
cana-656	11	7	by	by	ADP
cana-656	11	8	doing	do	VERB
cana-656	11	9	a	a	DET
cana-656	11	10	lot	lot	NOUN
cana-656	11	11	of	of	ADP
cana-656	11	12	tests	test	NOUN
cana-656	11	13	and	and	CCONJ
cana-656	11	14	experiments	experiment	NOUN
cana-656	11	15	to	to	PART
cana-656	11	16	make	make	VERB
cana-656	11	17	sure	sure	ADJ
cana-656	11	18	it	it	PRON
cana-656	11	19	can	can	AUX
cana-656	11	20	correctly	correctly	ADV
cana-656	11	21	find	find	VERB
cana-656	11	22	and	and	CCONJ
cana-656	11	23	measure	measure	VERB
cana-656	11	24	urban	urban	ADJ
cana-656	11	25	transformation	transformation	NOUN
cana-656	11	26	processes	process	NOUN
cana-656	11	27	,	,	PUNCT
cana-656	11	28	such	such	ADJ
cana-656	11	29	as	as	ADP
cana-656	11	30	population	population	NOUN
cana-656	11	31	growth	growth	NOUN
cana-656	11	32	,	,	PUNCT
cana-656	11	33	changes	change	NOUN
cana-656	11	34	in	in	ADP
cana-656	11	35	land	land	NOUN
cana-656	11	36	use	use	NOUN
cana-656	11	37	,	,	PUNCT
cana-656	11	38	and	and	CCONJ
cana-656	11	39	infrastructure	infrastructure	NOUN
cana-656	11	40	development	development	NOUN
cana-656	11	41	.	.	PUNCT
cana-656	12	1	we	we	PRON
cana-656	12	2	also	also	ADV
cana-656	12	3	look	look	VERB
cana-656	12	4	at	at	ADP
cana-656	12	5	how	how	SCONJ
cana-656	12	6	this	this	DET
cana-656	12	7	method	method	NOUN
cana-656	12	8	could	could	AUX
cana-656	12	9	be	be	AUX
cana-656	12	10	used	use	VERB
cana-656	12	11	in	in	ADP
cana-656	12	12	different	different	ADJ
cana-656	12	13	urban	urban	ADJ
cana-656	12	14	planning	planning	NOUN
cana-656	12	15	and	and	CCONJ
cana-656	12	16	management	management	NOUN
cana-656	12	17	situations	situation	NOUN
cana-656	12	18	,	,	PUNCT
cana-656	12	19	like	like	ADP
cana-656	12	20	finding	find	VERB
cana-656	12	21	places	place	NOUN
cana-656	12	22	that	that	PRON
cana-656	12	23	are	be	AUX
cana-656	12	24	likely	likely	ADJ
cana-656	12	25	to	to	PART
cana-656	12	26	grow	grow	VERB
cana-656	12	27	quickly	quickly	ADV
cana-656	12	28	,	,	PUNCT
cana-656	12	29	figuring	figure	VERB
cana-656	12	30	out	out	ADP
cana-656	12	31	what	what	DET
cana-656	12	32	effect	effect	NOUN
cana-656	12	33	policy	policy	NOUN
cana-656	12	34	changes	change	NOUN
cana-656	12	35	will	will	AUX
cana-656	12	36	have	have	VERB
cana-656	12	37	,	,	PUNCT
cana-656	12	38	and	and	CCONJ
cana-656	12	39	guessing	guess	VERB
cana-656	12	40	how	how	SCONJ
cana-656	12	41	cities	city	NOUN
cana-656	12	42	will	will	AUX
cana-656	12	43	grow	grow	VERB
cana-656	12	44	in	in	ADP
cana-656	12	45	the	the	DET
cana-656	12	46	future	future	NOUN
cana-656	12	47	.	.	PUNCT
cana-656	13	1	to	to	PART
cana-656	13	2	look	look	VERB
cana-656	13	3	at	at	ADP
cana-656	13	4	how	how	SCONJ
cana-656	13	5	cities	city	NOUN
cana-656	13	6	are	be	AUX
cana-656	13	7	changing	change	VERB
cana-656	13	8	,	,	PUNCT
cana-656	13	9	satellite	satellite	NOUN
cana-656	13	10	pictures	picture	NOUN
cana-656	13	11	are	be	AUX
cana-656	13	12	used	use	VERB
cana-656	13	13	with	with	ADP
cana-656	13	14	both	both	CCONJ
cana-656	13	15	guided	guide	VERB
cana-656	13	16	and	and	CCONJ
cana-656	13	17	unstructured	unstructured	ADJ
cana-656	13	18	classification	classification	NOUN
cana-656	13	19	methods	method	NOUN
cana-656	13	20	.	.	PUNCT
cana-656	14	1	for	for	ADP
cana-656	14	2	algorithm	algorithm	NOUN
cana-656	14	3	research	research	NOUN
cana-656	14	4	,	,	PUNCT
cana-656	14	5	the	the	DET
cana-656	14	6	software	software	NOUN
cana-656	14	7	tool	tool	NOUN
cana-656	14	8	arc	arc	NOUN
cana-656	14	9	gis	gis	PROPN
cana-656	14	10	pro	pro	X
cana-656	14	11	is	be	AUX
cana-656	14	12	used	use	VERB
cana-656	14	13	.	.	PUNCT
cana-656	15	1	as	as	SCONJ
cana-656	15	2	more	more	ADJ
cana-656	15	3	people	people	NOUN
cana-656	15	4	move	move	VERB
cana-656	15	5	to	to	ADP
cana-656	15	6	cities	city	NOUN
cana-656	15	7	,	,	PUNCT
cana-656	15	8	the	the	DET
cana-656	15	9	nagpur	nagpur	PROPN
cana-656	15	10	city	city	PROPN
cana-656	15	11	area	area	NOUN
cana-656	15	12	has	have	AUX
cana-656	15	13	changed	change	VERB
cana-656	15	14	a	a	DET
cana-656	15	15	lot	lot	NOUN
cana-656	15	16	.	.	PUNCT
cana-656	16	1	from	from	ADP
cana-656	16	2	2005	2005	NUM
cana-656	16	3	to	to	ADP
cana-656	16	4	2023	2023	NUM
cana-656	16	5	,	,	PUNCT
cana-656	16	6	development	development	NOUN
cana-656	16	7	went	go	VERB
cana-656	16	8	from	from	ADP
cana-656	16	9	7	7	NUM
cana-656	16	10	%	%	NOUN
cana-656	16	11	to	to	PART
cana-656	16	12	30	30	NUM
cana-656	16	13	%	%	NOUN
cana-656	16	14	.	.	PUNCT
cana-656	17	1	this	this	DET
cana-656	17	2	method	method	NOUN
cana-656	17	3	can	can	AUX
cana-656	17	4	be	be	AUX
cana-656	17	5	used	use	VERB
cana-656	17	6	to	to	PART
cana-656	17	7	keep	keep	VERB
cana-656	17	8	an	an	DET
cana-656	17	9	eye	eye	NOUN
cana-656	17	10	on	on	ADP
cana-656	17	11	changes	change	NOUN
cana-656	17	12	in	in	ADP
cana-656	17	13	land	land	NOUN
cana-656	17	14	use	use	NOUN
cana-656	17	15	,	,	PUNCT
cana-656	17	16	city	city	NOUN
cana-656	17	17	growth	growth	NOUN
cana-656	17	18	,	,	PUNCT
cana-656	17	19	and	and	CCONJ
cana-656	17	20	the	the	DET
cana-656	17	21	natural	natural	ADJ
cana-656	17	22	impacts	impact	NOUN
cana-656	17	23	of	of	ADP
cana-656	17	24	city	city	NOUN
cana-656	17	25	growth	growth	NOUN
cana-656	17	26	.	.	PUNCT
cana-656	18	1	keywords	keyword	NOUN
cana-656	18	2	:	:	PUNCT
cana-656	18	3	remote	remote	ADJ
cana-656	18	4	sensing	sensing	NOUN
cana-656	18	5	,	,	PUNCT
cana-656	18	6	urbanization	urbanization	NOUN
cana-656	18	7	,	,	PUNCT
cana-656	18	8	machine	machine	NOUN
cana-656	18	9	learning	learning	NOUN
cana-656	18	10	,	,	PUNCT
cana-656	18	11	supervised	supervised	ADJ
cana-656	18	12	,	,	PUNCT
cana-656	18	13	unsupervised	unsupervised	ADJ
cana-656	18	14	,	,	PUNCT
cana-656	18	15	classification	classification	NOUN
cana-656	18	16	.	.	PUNCT
cana-656	19	1	1	1	X
cana-656	19	2	.	.	X
cana-656	19	3	introduction	introduction	NOUN
cana-656	19	4	in	in	ADP
cana-656	19	5	many	many	ADJ
cana-656	19	6	remote	remote	ADJ
cana-656	19	7	sensing	sense	VERB
cana-656	19	8	applications	application	NOUN
cana-656	19	9	unmanned	unmanned	ADJ
cana-656	19	10	aerial	aerial	ADJ
cana-656	19	11	vehicle	vehicle	NOUN
cana-656	19	12	is	be	AUX
cana-656	19	13	used	use	VERB
cana-656	19	14	for	for	ADP
cana-656	19	15	data	data	NOUN
cana-656	19	16	collection	collection	NOUN
cana-656	19	17	and	and	CCONJ
cana-656	19	18	survey	survey	NOUN
cana-656	19	19	.	.	PUNCT
cana-656	20	1	different	different	ADJ
cana-656	20	2	satellite	satellite	NOUN
cana-656	20	3	tool	tool	NOUN
cana-656	20	4	are	be	AUX
cana-656	20	5	used	use	VERB
cana-656	20	6	for	for	ADP
cana-656	20	7	detecting	detect	VERB
cana-656	20	8	specific	specific	ADJ
cana-656	20	9	land	land	NOUN
cana-656	20	10	space	space	NOUN
cana-656	20	11	and	and	CCONJ
cana-656	20	12	monitoring	monitor	VERB
cana-656	20	13	the	the	DET
cana-656	20	14	characteristics	characteristic	NOUN
cana-656	20	15	through	through	ADP
cana-656	20	16	radiations	radiation	NOUN
cana-656	20	17	.	.	PUNCT
cana-656	21	1	features	feature	NOUN
cana-656	21	2	and	and	CCONJ
cana-656	21	3	segmented	segment	VERB
cana-656	21	4	data	datum	NOUN
cana-656	21	5	used	use	VERB
cana-656	21	6	for	for	ADP
cana-656	21	7	urban	urban	ADJ
cana-656	21	8	/	/	SYM
cana-656	21	9	town	town	NOUN
cana-656	21	10	planning	planning	NOUN
cana-656	21	11	,	,	PUNCT
cana-656	21	12	infrastructure	infrastructure	NOUN
cana-656	21	13	management	management	NOUN
cana-656	21	14	and	and	CCONJ
cana-656	21	15	environment	environment	NOUN
cana-656	21	16	monitoring	monitoring	NOUN
cana-656	21	17	.	.	PUNCT
cana-656	22	1	urban	urban	ADJ
cana-656	22	2	city	city	NOUN
cana-656	22	3	growth	growth	NOUN
cana-656	22	4	is	be	AUX
cana-656	22	5	major	major	ADJ
cana-656	22	6	cause	cause	NOUN
cana-656	22	7	of	of	ADP
cana-656	22	8	decreasing	decrease	VERB
cana-656	22	9	agricultural	agricultural	ADJ
cana-656	22	10	land	land	NOUN
cana-656	22	11	and	and	CCONJ
cana-656	22	12	deforestation	deforestation	NOUN
cana-656	22	13	.	.	PUNCT
cana-656	23	1	the	the	DET
cana-656	23	2	author	author	NOUN
cana-656	23	3	discussed	discuss	VERB
cana-656	23	4	the	the	DET
cana-656	23	5	benefits	benefit	NOUN
cana-656	23	6	and	and	CCONJ
cana-656	23	7	drawbacks	drawback	NOUN
cana-656	23	8	of	of	ADP
cana-656	23	9	several	several	ADJ
cana-656	23	10	approaches	approach	NOUN
cana-656	23	11	,	,	PUNCT
cana-656	23	12	such	such	ADJ
cana-656	23	13	as	as	ADP
cana-656	23	14	the	the	DET
cana-656	23	15	point	point	NOUN
cana-656	23	16	-	-	PUNCT
cana-656	23	17	cloud	cloud	NOUN
cana-656	23	18	-	-	PUNCT
cana-656	23	19	based	base	VERB
cana-656	23	20	change	change	NOUN
cana-656	23	21	detection	detection	NOUN
cana-656	23	22	method	method	NOUN
cana-656	23	23	.	.	PUNCT
cana-656	24	1	applications	application	NOUN
cana-656	24	2	of	of	ADP
cana-656	24	3	current	current	ADJ
cana-656	24	4	publications	publication	NOUN
cana-656	24	5	and	and	CCONJ
cana-656	24	6	measurement	measurement	NOUN
cana-656	24	7	parameters	parameter	NOUN
cana-656	24	8	were	be	AUX
cana-656	24	9	also	also	ADV
cana-656	24	10	reviewed	review	VERB
cana-656	24	11	.	.	PUNCT
cana-656	25	1	future	future	ADJ
cana-656	25	2	research	research	NOUN
cana-656	25	3	directions	direction	NOUN
cana-656	25	4	for	for	ADP
cana-656	25	5	urban	urban	ADJ
cana-656	25	6	area	area	NOUN
cana-656	25	7	development	development	NOUN
cana-656	25	8	and	and	CCONJ
cana-656	25	9	monitoring	monitoring	NOUN
cana-656	25	10	are	be	AUX
cana-656	25	11	suggested	suggest	VERB
cana-656	25	12	[	[	X
cana-656	25	13	1	1	NUM
cana-656	25	14	]	]	PUNCT
cana-656	25	15	.	.	PUNCT
cana-656	26	1	the	the	DET
cana-656	26	2	change	change	NOUN
cana-656	26	3	in	in	ADP
cana-656	26	4	urban	urban	ADJ
cana-656	26	5	growth	growth	NOUN
cana-656	26	6	monitor	monitor	NOUN
cana-656	26	7	for	for	ADP
cana-656	26	8	the	the	DET
cana-656	26	9	communications	communication	NOUN
cana-656	26	10	on	on	ADP
cana-656	26	11	applied	apply	VERB
cana-656	26	12	nonlinear	nonlinear	ADJ
cana-656	26	13	analysis	analysis	NOUN
cana-656	26	14	issn	issn	NOUN
cana-656	26	15	:	:	PUNCT
cana-656	26	16	1074	1074	NUM
cana-656	26	17	-	-	PUNCT
cana-656	26	18	133x	133x	NUM
cana-656	26	19	vol	vol	NOUN
cana-656	26	20	31	31	NUM
cana-656	26	21	no	no	NOUN
cana-656	26	22	.	.	PUNCT
cana-656	27	1	2s	2s	NUM
cana-656	27	2	(	(	PUNCT
cana-656	27	3	2024	2024	NUM
cana-656	27	4	)	)	PUNCT
cana-656	27	5	389	389	NUM
cana-656	27	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	27	7	period	period	NOUN
cana-656	27	8	1999	1999	NUM
cana-656	27	9	and	and	CCONJ
cana-656	27	10	2003	2003	NUM
cana-656	27	11	of	of	ADP
cana-656	27	12	kano	kano	PROPN
cana-656	27	13	,	,	PUNCT
cana-656	27	14	northern	northern	PROPN
cana-656	27	15	nigeria	nigeria	PROPN
cana-656	27	16	area	area	NOUN
cana-656	27	17	.	.	PUNCT
cana-656	28	1	for	for	ADP
cana-656	28	2	this	this	DET
cana-656	28	3	period	period	NOUN
cana-656	28	4	bare	bare	ADJ
cana-656	28	5	land	land	NOUN
cana-656	28	6	increases	increase	NOUN
cana-656	28	7	,	,	PUNCT
cana-656	28	8	while	while	SCONJ
cana-656	28	9	water	water	NOUN
cana-656	28	10	body	body	NOUN
cana-656	28	11	and	and	CCONJ
cana-656	28	12	vegetation	vegetation	NOUN
cana-656	28	13	area	area	NOUN
cana-656	28	14	had	have	VERB
cana-656	28	15	decreases	decrease	NOUN
cana-656	28	16	.	.	PUNCT
cana-656	29	1	supervised	supervised	ADJ
cana-656	29	2	classification	classification	NOUN
cana-656	29	3	approach	approach	NOUN
cana-656	29	4	was	be	AUX
cana-656	29	5	used	use	VERB
cana-656	29	6	for	for	ADP
cana-656	29	7	accuracy	accuracy	NOUN
cana-656	29	8	assessment	assessment	NOUN
cana-656	29	9	[	[	X
cana-656	29	10	2	2	NUM
cana-656	29	11	]	]	NUM
cana-656	29	12	)	)	PUNCT
cana-656	29	13	.	.	PUNCT
cana-656	30	1	cross	cross	ADJ
cana-656	30	2	-	-	ADJ
cana-656	30	3	border	border	ADJ
cana-656	30	4	cities	city	NOUN
cana-656	30	5	were	be	AUX
cana-656	30	6	impacted	impact	VERB
cana-656	30	7	by	by	ADP
cana-656	30	8	the	the	DET
cana-656	30	9	increase	increase	NOUN
cana-656	30	10	of	of	ADP
cana-656	30	11	natural	natural	ADJ
cana-656	30	12	hazards	hazard	NOUN
cana-656	30	13	,	,	PUNCT
cana-656	30	14	which	which	PRON
cana-656	30	15	were	be	AUX
cana-656	30	16	tracked	track	VERB
cana-656	30	17	using	use	VERB
cana-656	30	18	spatial	spatial	ADJ
cana-656	30	19	assessment	assessment	NOUN
cana-656	30	20	.	.	PUNCT
cana-656	31	1	this	this	DET
cana-656	31	2	evaluation	evaluation	NOUN
cana-656	31	3	could	could	AUX
cana-656	31	4	be	be	AUX
cana-656	31	5	applied	apply	VERB
cana-656	31	6	to	to	ADP
cana-656	31	7	other	other	ADJ
cana-656	31	8	man	man	NOUN
cana-656	31	9	-	-	PUNCT
cana-656	31	10	made	make	VERB
cana-656	31	11	and	and	CCONJ
cana-656	31	12	natural	natural	ADJ
cana-656	31	13	risks	risk	NOUN
cana-656	31	14	[	[	X
cana-656	31	15	3	3	NUM
cana-656	31	16	]	]	PUNCT
cana-656	31	17	.	.	PUNCT
cana-656	32	1	prime	prime	ADJ
cana-656	32	2	issues	issue	NOUN
cana-656	32	3	of	of	ADP
cana-656	32	4	change	change	NOUN
cana-656	32	5	detection	detection	NOUN
cana-656	32	6	methods	method	NOUN
cana-656	32	7	are	be	AUX
cana-656	32	8	demonstrated	demonstrate	VERB
cana-656	32	9	.	.	PUNCT
cana-656	33	1	also	also	ADV
cana-656	33	2	review	review	VERB
cana-656	33	3	the	the	DET
cana-656	33	4	preprocessing	preprocessing	NOUN
cana-656	33	5	techniques	technique	NOUN
cana-656	33	6	of	of	ADP
cana-656	33	7	change	change	NOUN
cana-656	33	8	detection	detection	NOUN
cana-656	33	9	and	and	CCONJ
cana-656	33	10	object	object	VERB
cana-656	33	11	identification	identification	NOUN
cana-656	33	12	methods	method	NOUN
cana-656	33	13	for	for	ADP
cana-656	33	14	further	further	ADJ
cana-656	33	15	analysis	analysis	NOUN
cana-656	33	16	[	[	X
cana-656	33	17	4	4	NUM
cana-656	33	18	]	]	PUNCT
cana-656	33	19	.	.	PUNCT
cana-656	34	1	urban	urban	ADJ
cana-656	34	2	indices	index	NOUN
cana-656	34	3	are	be	AUX
cana-656	34	4	observed	observe	VERB
cana-656	34	5	and	and	CCONJ
cana-656	34	6	connected	connect	VERB
cana-656	34	7	with	with	ADP
cana-656	34	8	sustainable	sustainable	ADJ
cana-656	34	9	development	development	NOUN
cana-656	34	10	goals	goal	NOUN
cana-656	34	11	through	through	ADP
cana-656	34	12	the	the	DET
cana-656	34	13	use	use	NOUN
cana-656	34	14	of	of	ADP
cana-656	34	15	remote	remote	ADJ
cana-656	34	16	sensing	sensing	NOUN
cana-656	34	17	techniques	technique	NOUN
cana-656	34	18	in	in	ADP
cana-656	34	19	order	order	NOUN
cana-656	34	20	to	to	PART
cana-656	34	21	analyse	analyse	VERB
cana-656	34	22	urban	urban	ADJ
cana-656	34	23	environmental	environmental	ADJ
cana-656	34	24	change	change	NOUN
cana-656	34	25	in	in	ADP
cana-656	34	26	key	key	ADJ
cana-656	34	27	cities	city	NOUN
cana-656	34	28	in	in	ADP
cana-656	34	29	bangladesh	bangladesh	PROPN
cana-656	34	30	.	.	PUNCT
cana-656	35	1	normalized	normalize	VERB
cana-656	35	2	urban	urban	ADJ
cana-656	35	3	area	area	NOUN
cana-656	35	4	composite	composite	ADJ
cana-656	35	5	index	index	NOUN
cana-656	35	6	was	be	AUX
cana-656	35	7	calculated	calculate	VERB
cana-656	35	8	,	,	PUNCT
cana-656	35	9	which	which	PRON
cana-656	35	10	draws	draw	VERB
cana-656	35	11	additional	additional	ADJ
cana-656	35	12	data	datum	NOUN
cana-656	35	13	from	from	ADP
cana-656	35	14	relevant	relevant	ADJ
cana-656	35	15	pre	pre	ADJ
cana-656	35	16	-	-	ADJ
cana-656	35	17	established	established	ADJ
cana-656	35	18	indices	index	NOUN
cana-656	35	19	such	such	ADJ
cana-656	35	20	as	as	ADP
cana-656	35	21	normalized	normalize	VERB
cana-656	35	22	difference	difference	NOUN
cana-656	35	23	vegetation	vegetation	NOUN
cana-656	35	24	index	index	NOUN
cana-656	35	25	,	,	PUNCT
cana-656	35	26	normalized	normalize	VERB
cana-656	35	27	difference	difference	NOUN
cana-656	35	28	built	build	VERB
cana-656	35	29	-	-	PUNCT
cana-656	35	30	up	up	ADP
cana-656	35	31	index	index	NOUN
cana-656	35	32	,	,	PUNCT
cana-656	35	33	and	and	CCONJ
cana-656	35	34	normalized	normalize	VERB
cana-656	35	35	difference	difference	NOUN
cana-656	35	36	water	water	NOUN
cana-656	35	37	index	index	NOUN
cana-656	35	38	to	to	PART
cana-656	35	39	determine	determine	VERB
cana-656	35	40	the	the	DET
cana-656	35	41	presence	presence	NOUN
cana-656	35	42	of	of	ADP
cana-656	35	43	vegetation	vegetation	NOUN
cana-656	35	44	,	,	PUNCT
cana-656	35	45	built	build	VERB
cana-656	35	46	environment	environment	NOUN
cana-656	35	47	and	and	CCONJ
cana-656	35	48	water	water	NOUN
cana-656	35	49	respectively	respectively	ADV
cana-656	35	50	.	.	PUNCT
cana-656	36	1	khulna	khulna	PROPN
cana-656	36	2	's	's	PART
cana-656	36	3	sdg	sdg	PROPN
cana-656	36	4	index	index	NOUN
cana-656	36	5	is	be	AUX
cana-656	36	6	rising	rise	VERB
cana-656	36	7	,	,	PUNCT
cana-656	36	8	which	which	PRON
cana-656	36	9	is	be	AUX
cana-656	36	10	concerning	concern	VERB
cana-656	36	11	because	because	SCONJ
cana-656	36	12	it	it	PRON
cana-656	36	13	is	be	AUX
cana-656	36	14	affecting	affect	VERB
cana-656	36	15	the	the	DET
cana-656	36	16	environment	environment	NOUN
cana-656	37	1	[	[	X
cana-656	37	2	5	5	NUM
cana-656	37	3	]	]	PUNCT
cana-656	37	4	.	.	PUNCT
cana-656	38	1	high	high	ADJ
cana-656	38	2	resolution	resolution	NOUN
cana-656	38	3	data	datum	NOUN
cana-656	38	4	of	of	ADP
cana-656	38	5	uran	uran	PROPN
cana-656	38	6	taluka	taluka	PROPN
cana-656	38	7	,	,	PUNCT
cana-656	38	8	raigad	raigad	VERB
cana-656	38	9	district	district	NOUN
cana-656	38	10	area	area	NOUN
cana-656	38	11	with	with	ADP
cana-656	38	12	0.5	0.5	NUM
cana-656	38	13	m	m	NOUN
cana-656	38	14	and	and	CCONJ
cana-656	38	15	0.6	0.6	NUM
cana-656	38	16	m	m	NOUN
cana-656	38	17	resolution	resolution	NOUN
cana-656	38	18	is	be	AUX
cana-656	38	19	studied	study	VERB
cana-656	38	20	.	.	PUNCT
cana-656	39	1	the	the	DET
cana-656	39	2	unsupervised	unsupervised	ADJ
cana-656	39	3	classification	classification	NOUN
cana-656	39	4	method	method	NOUN
cana-656	39	5	is	be	AUX
cana-656	39	6	used	use	VERB
cana-656	39	7	.	.	PUNCT
cana-656	40	1	author	author	NOUN
cana-656	40	2	[	[	X
cana-656	40	3	6	6	NUM
cana-656	40	4	]	]	PUNCT
cana-656	40	5	reported	report	VERB
cana-656	40	6	change	change	NOUN
cana-656	40	7	in	in	ADP
cana-656	40	8	area	area	NOUN
cana-656	40	9	due	due	ADP
cana-656	40	10	to	to	ADP
cana-656	40	11	urbanization	urbanization	NOUN
cana-656	40	12	for	for	ADP
cana-656	40	13	the	the	DET
cana-656	40	14	period	period	NOUN
cana-656	40	15	2006	2006	NUM
cana-656	40	16	to	to	ADP
cana-656	40	17	2014	2014	NUM
cana-656	40	18	.	.	PUNCT
cana-656	41	1	area	area	NOUN
cana-656	41	2	covered	cover	VERB
cana-656	41	3	by	by	ADP
cana-656	41	4	vegetation	vegetation	NOUN
cana-656	41	5	reduced	reduce	VERB
cana-656	41	6	by	by	ADP
cana-656	41	7	6.585	6.585	NUM
cana-656	41	8	%	%	NOUN
cana-656	41	9	and	and	CCONJ
cana-656	41	10	other	other	ADJ
cana-656	41	11	greenery	greenery	NOUN
cana-656	41	12	also	also	ADV
cana-656	41	13	reduced	reduce	VERB
cana-656	41	14	by	by	ADP
cana-656	41	15	4.81	4.81	NUM
cana-656	41	16	%	%	NOUN
cana-656	41	17	for	for	ADP
cana-656	41	18	the	the	DET
cana-656	41	19	mentioned	mention	VERB
cana-656	41	20	time	time	NOUN
cana-656	41	21	period	period	NOUN
cana-656	41	22	.	.	PUNCT
cana-656	42	1	analysis	analysis	NOUN
cana-656	42	2	is	be	AUX
cana-656	42	3	carried	carry	VERB
cana-656	42	4	out	out	ADP
cana-656	42	5	and	and	CCONJ
cana-656	42	6	accuracy	accuracy	NOUN
cana-656	42	7	parameter	parameter	NOUN
cana-656	42	8	validated	validate	VERB
cana-656	42	9	through	through	ADP
cana-656	42	10	supervised	supervise	VERB
cana-656	42	11	classification	classification	NOUN
cana-656	42	12	method	method	NOUN
cana-656	42	13	.	.	PUNCT
cana-656	43	1	geographic	geographic	ADJ
cana-656	43	2	information	information	NOUN
cana-656	43	3	system	system	NOUN
cana-656	43	4	(	(	PUNCT
cana-656	43	5	gis	gis	NOUN
cana-656	43	6	)	)	PUNCT
cana-656	43	7	were	be	AUX
cana-656	43	8	used	use	VERB
cana-656	43	9	for	for	ADP
cana-656	43	10	analysis	analysis	NOUN
cana-656	43	11	of	of	ADP
cana-656	43	12	urban	urban	ADJ
cana-656	43	13	changes	change	NOUN
cana-656	43	14	.	.	PUNCT
cana-656	44	1	landsat	landsat	PROPN
cana-656	44	2	mss	mss	PROPN
cana-656	44	3	satellite	satellite	PROPN
cana-656	44	4	images	image	NOUN
cana-656	44	5	were	be	AUX
cana-656	44	6	taken	take	VERB
cana-656	44	7	in	in	ADP
cana-656	44	8	1973	1973	NUM
cana-656	44	9	,	,	PUNCT
cana-656	44	10	and	and	CCONJ
cana-656	44	11	landsat	landsat	PROPN
cana-656	44	12	and	and	CCONJ
cana-656	44	13	irs	irs	PROPN
cana-656	44	14	-	-	PUNCT
cana-656	44	15	lis	li	NOUN
cana-656	44	16	-	-	PUNCT
cana-656	44	17	iii	iii	NUM
cana-656	44	18	satellite	satellite	NOUN
cana-656	44	19	photos	photo	NOUN
cana-656	44	20	were	be	AUX
cana-656	44	21	collected	collect	VERB
cana-656	44	22	in	in	ADP
cana-656	44	23	2010	2010	NUM
cana-656	44	24	.	.	PUNCT
cana-656	45	1	over	over	ADP
cana-656	45	2	the	the	DET
cana-656	45	3	past	past	ADJ
cana-656	45	4	37	37	NUM
cana-656	45	5	years	year	NOUN
cana-656	45	6	,	,	PUNCT
cana-656	45	7	the	the	DET
cana-656	45	8	settlement	settlement	NOUN
cana-656	45	9	area	area	NOUN
cana-656	45	10	has	have	AUX
cana-656	45	11	grown	grow	VERB
cana-656	45	12	2.07	2.07	NUM
cana-656	45	13	times	time	NOUN
cana-656	45	14	due	due	ADJ
cana-656	45	15	to	to	ADP
cana-656	45	16	industrial	industrial	ADJ
cana-656	45	17	expansion	expansion	NOUN
cana-656	45	18	.	.	PUNCT
cana-656	46	1	according	accord	VERB
cana-656	46	2	to	to	ADP
cana-656	46	3	the	the	DET
cana-656	46	4	data	datum	NOUN
cana-656	46	5	,	,	PUNCT
cana-656	46	6	urban	urban	ADJ
cana-656	46	7	areas	area	NOUN
cana-656	46	8	were	be	AUX
cana-656	46	9	69.899	69.899	NUM
cana-656	46	10	square	square	ADJ
cana-656	46	11	kilometers	kilometer	NOUN
cana-656	46	12	in	in	ADP
cana-656	46	13	1973	1973	NUM
cana-656	46	14	and	and	CCONJ
cana-656	46	15	144.97	144.97	NUM
cana-656	46	16	square	square	ADJ
cana-656	46	17	kilometers	kilometer	NOUN
cana-656	46	18	in	in	ADP
cana-656	46	19	2010	2010	NUM
cana-656	46	20	.	.	PUNCT
cana-656	47	1	the	the	DET
cana-656	47	2	result	result	NOUN
cana-656	47	3	shows	show	VERB
cana-656	47	4	both	both	CCONJ
cana-656	47	5	migration	migration	NOUN
cana-656	47	6	and	and	CCONJ
cana-656	47	7	population	population	NOUN
cana-656	47	8	growth	growth	NOUN
cana-656	47	9	[	[	X
cana-656	47	10	7	7	NUM
cana-656	47	11	]	]	PUNCT
cana-656	47	12	.	.	PUNCT
cana-656	48	1	for	for	ADP
cana-656	48	2	analysis	analysis	NOUN
cana-656	48	3	of	of	ADP
cana-656	48	4	urbanization	urbanization	NOUN
cana-656	48	5	collected	collect	VERB
cana-656	48	6	images	image	NOUN
cana-656	48	7	of	of	ADP
cana-656	48	8	symbiosis	symbiosis	NOUN
cana-656	48	9	university	university	NOUN
cana-656	48	10	area	area	NOUN
cana-656	48	11	of	of	ADP
cana-656	48	12	nagpur	nagpur	PROPN
cana-656	48	13	,	,	PUNCT
cana-656	48	14	maharashtra	maharashtra	PROPN
cana-656	48	15	.	.	PUNCT
cana-656	49	1	for	for	ADP
cana-656	49	2	different	different	ADJ
cana-656	49	3	classes	class	NOUN
cana-656	49	4	like	like	ADP
cana-656	49	5	road	road	NOUN
cana-656	49	6	,	,	PUNCT
cana-656	49	7	ground	ground	NOUN
cana-656	49	8	,	,	PUNCT
cana-656	49	9	garden	garden	NOUN
cana-656	49	10	and	and	CCONJ
cana-656	49	11	building	building	NOUN
cana-656	49	12	analysis	analysis	NOUN
cana-656	49	13	was	be	AUX
cana-656	49	14	carried	carry	VERB
cana-656	49	15	out	out	ADP
cana-656	49	16	and	and	CCONJ
cana-656	49	17	total	total	ADJ
cana-656	49	18	change	change	NOUN
cana-656	49	19	of	of	ADP
cana-656	49	20	43.51	43.51	NUM
cana-656	49	21	%	%	NOUN
cana-656	49	22	is	be	AUX
cana-656	49	23	reported	report	VERB
cana-656	49	24	for	for	ADP
cana-656	49	25	the	the	DET
cana-656	49	26	march	march	PROPN
cana-656	49	27	month	month	NOUN
cana-656	49	28	of	of	ADP
cana-656	49	29	years	year	NOUN
cana-656	49	30	2016	2016	NUM
cana-656	49	31	,	,	PUNCT
cana-656	49	32	2018	2018	NUM
cana-656	49	33	and	and	CCONJ
cana-656	49	34	2020	2020	NUM
cana-656	50	1	[	[	X
cana-656	50	2	8	8	NUM
cana-656	50	3	]	]	PUNCT
cana-656	50	4	.	.	PUNCT
cana-656	51	1	for	for	ADP
cana-656	51	2	a	a	DET
cana-656	51	3	particular	particular	ADJ
cana-656	51	4	time	time	NOUN
cana-656	51	5	period	period	NOUN
cana-656	51	6	change	change	NOUN
cana-656	51	7	of	of	ADP
cana-656	51	8	area	area	NOUN
cana-656	51	9	analyzed	analyze	VERB
cana-656	51	10	using	use	VERB
cana-656	51	11	change	change	NOUN
cana-656	51	12	detection	detection	NOUN
cana-656	51	13	methods	method	NOUN
cana-656	51	14	like	like	ADP
cana-656	51	15	supervised	supervise	VERB
cana-656	51	16	classification	classification	NOUN
cana-656	51	17	methods	method	NOUN
cana-656	51	18	and	and	CCONJ
cana-656	51	19	for	for	ADP
cana-656	51	20	analysis	analysis	NOUN
cana-656	51	21	accuracy	accuracy	NOUN
cana-656	51	22	and	and	CCONJ
cana-656	51	23	kappa	kappa	ADJ
cana-656	51	24	coefficient	coefficient	PROPN
cana-656	51	25	parameter	parameter	NOUN
cana-656	51	26	was	be	AUX
cana-656	51	27	considered	consider	VERB
cana-656	51	28	.	.	PUNCT
cana-656	52	1	land	land	NOUN
cana-656	52	2	use	use	NOUN
cana-656	52	3	and	and	CCONJ
cana-656	52	4	land	land	NOUN
cana-656	52	5	cover	cover	NOUN
cana-656	52	6	(	(	PUNCT
cana-656	52	7	lulc	lulc	PROPN
cana-656	52	8	)	)	PUNCT
cana-656	52	9	class	class	NOUN
cana-656	52	10	change	change	NOUN
cana-656	52	11	analyzed	analyze	VERB
cana-656	52	12	for	for	ADP
cana-656	52	13	31	31	NUM
cana-656	52	14	years	year	NOUN
cana-656	52	15	from	from	ADP
cana-656	52	16	19892020	19892020	NUM
cana-656	52	17	.	.	PUNCT
cana-656	53	1	maximum	maximum	ADJ
cana-656	53	2	agricultural	agricultural	ADJ
cana-656	53	3	land	land	NOUN
cana-656	53	4	converted	convert	VERB
cana-656	53	5	into	into	ADP
cana-656	53	6	built	build	VERB
cana-656	53	7	-	-	PUNCT
cana-656	53	8	up	up	ADP
cana-656	53	9	areas	area	NOUN
cana-656	53	10	,	,	PUNCT
cana-656	53	11	this	this	DET
cana-656	53	12	analysis	analysis	NOUN
cana-656	53	13	was	be	AUX
cana-656	53	14	carried	carry	VERB
cana-656	53	15	out	out	ADP
cana-656	53	16	for	for	ADP
cana-656	53	17	pachhua	pachhua	PROPN
cana-656	53	18	dun	dun	PROPN
cana-656	53	19	-	-	PUNCT
cana-656	53	20	dehradun	dehradun	PROPN
cana-656	53	21	district	district	NOUN
cana-656	53	22	,	,	PUNCT
cana-656	53	23	uttarakhand	uttarakhand	PROPN
cana-656	53	24	,	,	PUNCT
cana-656	53	25	india	india	PROPN
cana-656	54	1	[	[	X
cana-656	54	2	9	9	NUM
cana-656	54	3	]	]	PUNCT
cana-656	54	4	.	.	PUNCT
cana-656	55	1	similarity	similarity	NOUN
cana-656	55	2	of	of	ADP
cana-656	55	3	geometric	geometric	ADJ
cana-656	55	4	structure	structure	NOUN
cana-656	55	5	measured	measure	VERB
cana-656	55	6	through	through	ADP
cana-656	55	7	shape	shape	NOUN
cana-656	55	8	context	context	NOUN
cana-656	55	9	and	and	CCONJ
cana-656	55	10	euclidean	euclidean	ADJ
cana-656	55	11	distance	distance	NOUN
cana-656	55	12	for	for	ADP
cana-656	55	13	change	change	NOUN
cana-656	55	14	analysis	analysis	NOUN
cana-656	55	15	.	.	PUNCT
cana-656	56	1	mixture	mixture	NOUN
cana-656	56	2	model	model	NOUN
cana-656	56	3	of	of	ADP
cana-656	56	4	different	different	ADJ
cana-656	56	5	features	feature	NOUN
cana-656	56	6	were	be	AUX
cana-656	56	7	used	use	VERB
cana-656	56	8	[	[	PUNCT
cana-656	56	9	10	10	NUM
cana-656	56	10	]	]	PUNCT
cana-656	56	11	.	.	PUNCT
cana-656	57	1	multisensor	multisensor	NOUN
cana-656	57	2	satellite	satellite	NOUN
cana-656	57	3	images	image	NOUN
cana-656	57	4	are	be	AUX
cana-656	57	5	used	use	VERB
cana-656	57	6	for	for	ADP
cana-656	57	7	analysis	analysis	NOUN
cana-656	57	8	of	of	ADP
cana-656	57	9	land	land	NOUN
cana-656	57	10	use	use	NOUN
cana-656	57	11	change	change	NOUN
cana-656	57	12	in	in	ADP
cana-656	57	13	urban	urban	ADJ
cana-656	57	14	area	area	NOUN
cana-656	57	15	of	of	ADP
cana-656	57	16	hangzhou	hangzhou	PROPN
cana-656	57	17	city	city	PROPN
cana-656	57	18	.	.	PUNCT
cana-656	58	1	principal	principal	ADJ
cana-656	58	2	component	component	NOUN
cana-656	58	3	analysis	analysis	NOUN
cana-656	58	4	(	(	PUNCT
cana-656	58	5	pca	pca	NOUN
cana-656	58	6	)	)	PUNCT
cana-656	58	7	and	and	CCONJ
cana-656	58	8	supervised	supervise	VERB
cana-656	58	9	classification	classification	NOUN
cana-656	58	10	was	be	AUX
cana-656	58	11	used	use	VERB
cana-656	58	12	to	to	PART
cana-656	58	13	segment	segment	VERB
cana-656	58	14	and	and	CCONJ
cana-656	58	15	analyze	analyze	VERB
cana-656	58	16	the	the	DET
cana-656	58	17	built	build	VERB
cana-656	58	18	-	-	PUNCT
cana-656	58	19	up	up	ADP
cana-656	58	20	land	land	NOUN
cana-656	58	21	,	,	PUNCT
cana-656	58	22	construction	construction	NOUN
cana-656	58	23	site	site	NOUN
cana-656	58	24	,	,	PUNCT
cana-656	58	25	and	and	CCONJ
cana-656	58	26	water	water	NOUN
cana-656	58	27	area	area	NOUN
cana-656	58	28	from	from	ADP
cana-656	58	29	year	year	NOUN
cana-656	58	30	2021	2021	NUM
cana-656	58	31	to	to	ADP
cana-656	58	32	2003	2003	NUM
cana-656	59	1	[	[	X
cana-656	59	2	11	11	NUM
cana-656	59	3	]	]	PUNCT
cana-656	59	4	.	.	PUNCT
cana-656	60	1	multitemporal	multitemporal	ADJ
cana-656	60	2	unsupervised	unsupervised	ADJ
cana-656	60	3	classification	classification	NOUN
cana-656	60	4	approach	approach	NOUN
cana-656	60	5	was	be	AUX
cana-656	60	6	used	use	VERB
cana-656	60	7	for	for	ADP
cana-656	60	8	urban	urban	ADJ
cana-656	60	9	change	change	NOUN
cana-656	60	10	detection	detection	NOUN
cana-656	60	11	and	and	CCONJ
cana-656	60	12	further	further	ADJ
cana-656	60	13	analysis	analysis	NOUN
cana-656	60	14	is	be	AUX
cana-656	60	15	carried	carry	VERB
cana-656	60	16	out	out	ADP
cana-656	60	17	through	through	ADP
cana-656	60	18	vegetation	vegetation	NOUN
cana-656	60	19	index	index	NOUN
cana-656	60	20	parameter	parameter	NOUN
cana-656	60	21	.	.	PUNCT
cana-656	61	1	landsat	landsat	PROPN
cana-656	61	2	tm	tm	NOUN
cana-656	61	3	-	-	PUNCT
cana-656	61	4	images	image	NOUN
cana-656	61	5	for	for	ADP
cana-656	61	6	three	three	NUM
cana-656	61	7	different	different	ADJ
cana-656	61	8	years	year	NOUN
cana-656	61	9	of	of	ADP
cana-656	61	10	lebanon	lebanon	PROPN
cana-656	61	11	area	area	NOUN
cana-656	61	12	were	be	AUX
cana-656	61	13	collected	collect	VERB
cana-656	61	14	and	and	CCONJ
cana-656	61	15	analysis	analysis	NOUN
cana-656	61	16	was	be	AUX
cana-656	61	17	done	do	VERB
cana-656	61	18	through	through	ADP
cana-656	61	19	erdas	erda	NOUN
cana-656	61	20	-	-	PUNCT
cana-656	61	21	imagine	imagine	ADJ
cana-656	61	22	software	software	NOUN
cana-656	62	1	[	[	X
cana-656	62	2	12	12	NUM
cana-656	62	3	]	]	PUNCT
cana-656	62	4	.	.	PUNCT
cana-656	63	1	author	author	NOUN
cana-656	63	2	reported	report	VERB
cana-656	63	3	the	the	DET
cana-656	63	4	analysis	analysis	NOUN
cana-656	63	5	of	of	ADP
cana-656	63	6	different	different	ADJ
cana-656	63	7	methods	method	NOUN
cana-656	63	8	used	use	VERB
cana-656	63	9	for	for	ADP
cana-656	63	10	land	land	NOUN
cana-656	63	11	use	use	NOUN
cana-656	63	12	change	change	NOUN
cana-656	63	13	detection	detection	NOUN
cana-656	63	14	(	(	PUNCT
cana-656	63	15	lucd	lucd	NOUN
cana-656	63	16	)	)	PUNCT
cana-656	63	17	like	like	ADP
cana-656	63	18	model	model	NOUN
cana-656	63	19	-	-	PUNCT
cana-656	63	20	based	base	VERB
cana-656	63	21	,	,	PUNCT
cana-656	63	22	classification	classification	NOUN
cana-656	63	23	-	-	PUNCT
cana-656	63	24	based	base	VERB
cana-656	63	25	,	,	PUNCT
cana-656	63	26	deep	deep	ADJ
cana-656	63	27	learning	learning	NOUN
cana-656	63	28	-	-	PUNCT
cana-656	63	29	based	base	VERB
cana-656	63	30	and	and	CCONJ
cana-656	63	31	threshold	threshold	NOUN
cana-656	63	32	-	-	PUNCT
cana-656	63	33	based	base	VERB
cana-656	63	34	.	.	PUNCT
cana-656	64	1	they	they	PRON
cana-656	64	2	reviewed	review	VERB
cana-656	64	3	3512	3512	NUM
cana-656	64	4	articles	article	NOUN
cana-656	64	5	collected	collect	VERB
cana-656	64	6	from	from	ADP
cana-656	64	7	web	web	NOUN
cana-656	64	8	of	of	ADP
cana-656	64	9	science	science	NOUN
cana-656	64	10	core	core	NOUN
cana-656	64	11	database	database	NOUN
cana-656	64	12	for	for	ADP
cana-656	64	13	period	period	NOUN
cana-656	64	14	1985	1985	NUM
cana-656	64	15	to	to	ADP
cana-656	64	16	2022	2022	NUM
cana-656	64	17	.	.	PUNCT
cana-656	65	1	also	also	ADV
cana-656	65	2	focus	focus	VERB
cana-656	65	3	on	on	ADP
cana-656	65	4	combination	combination	NOUN
cana-656	65	5	of	of	ADP
cana-656	65	6	machine	machine	NOUN
cana-656	65	7	learning	learning	NOUN
cana-656	65	8	methods	method	NOUN
cana-656	65	9	and	and	CCONJ
cana-656	65	10	bibliometric	bibliometric	ADJ
cana-656	65	11	analysis	analysis	NOUN
cana-656	65	12	[	[	X
cana-656	65	13	13	13	NUM
cana-656	65	14	]	]	PUNCT
cana-656	65	15	.	.	PUNCT
cana-656	66	1	six	six	NUM
cana-656	66	2	lulc	lulc	PROPN
cana-656	66	3	types	type	NOUN
cana-656	66	4	were	be	AUX
cana-656	66	5	communications	communication	NOUN
cana-656	66	6	on	on	ADP
cana-656	66	7	applied	apply	VERB
cana-656	66	8	nonlinear	nonlinear	ADJ
cana-656	66	9	analysis	analysis	NOUN
cana-656	66	10	issn	issn	NOUN
cana-656	66	11	:	:	PUNCT
cana-656	66	12	1074	1074	NUM
cana-656	66	13	-	-	PUNCT
cana-656	66	14	133x	133x	NUM
cana-656	66	15	vol	vol	NOUN
cana-656	66	16	31	31	NUM
cana-656	66	17	no	no	NOUN
cana-656	66	18	.	.	PUNCT
cana-656	67	1	2s	2s	NUM
cana-656	67	2	(	(	PUNCT
cana-656	67	3	2024	2024	NUM
cana-656	67	4	)	)	PUNCT
cana-656	67	5	390	390	NUM
cana-656	67	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	67	7	considered	consider	VERB
cana-656	67	8	for	for	ADP
cana-656	67	9	analysis	analysis	NOUN
cana-656	67	10	of	of	ADP
cana-656	67	11	change	change	NOUN
cana-656	67	12	detection	detection	NOUN
cana-656	67	13	.	.	PUNCT
cana-656	68	1	agricultural	agricultural	ADJ
cana-656	68	2	land	land	NOUN
cana-656	68	3	,	,	PUNCT
cana-656	68	4	forest	forest	NOUN
cana-656	68	5	cover	cover	NOUN
cana-656	68	6	and	and	CCONJ
cana-656	68	7	bare	bare	ADJ
cana-656	68	8	land	land	NOUN
cana-656	68	9	area	area	NOUN
cana-656	68	10	decreases	decrease	VERB
cana-656	68	11	and	and	CCONJ
cana-656	68	12	increasing	increase	VERB
cana-656	68	13	the	the	DET
cana-656	68	14	water	water	NOUN
cana-656	68	15	bodies	body	NOUN
cana-656	68	16	,	,	PUNCT
cana-656	68	17	plantations	plantation	NOUN
cana-656	68	18	and	and	CCONJ
cana-656	68	19	built	build	VERB
cana-656	68	20	-	-	PUNCT
cana-656	68	21	up	up	ADP
cana-656	68	22	land	land	NOUN
cana-656	68	23	area	area	NOUN
cana-656	68	24	.	.	PUNCT
cana-656	69	1	lulc	lulc	PROPN
cana-656	69	2	change	change	PROPN
cana-656	69	3	directly	directly	ADV
cana-656	69	4	affects	affect	VERB
cana-656	69	5	the	the	DET
cana-656	69	6	natural	natural	ADJ
cana-656	69	7	environment	environment	NOUN
cana-656	69	8	.	.	PUNCT
cana-656	70	1	for	for	ADP
cana-656	70	2	assessment	assessment	NOUN
cana-656	70	3	of	of	ADP
cana-656	70	4	change	change	NOUN
cana-656	70	5	detection	detection	NOUN
cana-656	70	6	following	follow	VERB
cana-656	70	7	parameters	parameter	NOUN
cana-656	70	8	considered	consider	VERB
cana-656	70	9	:	:	PUNCT
cana-656	70	10	normalized	normalize	VERB
cana-656	70	11	difference	difference	NOUN
cana-656	70	12	vegetation	vegetation	NOUN
cana-656	70	13	index	index	NOUN
cana-656	70	14	(	(	PUNCT
cana-656	70	15	ndvi	ndvi	PROPN
cana-656	70	16	)	)	PUNCT
cana-656	70	17	,	,	PUNCT
cana-656	70	18	normalized	normalize	VERB
cana-656	70	19	difference	difference	NOUN
cana-656	70	20	water	water	NOUN
cana-656	70	21	index	index	NOUN
cana-656	70	22	(	(	PUNCT
cana-656	70	23	ndwi	ndwi	NOUN
cana-656	70	24	)	)	PUNCT
cana-656	70	25	,	,	PUNCT
cana-656	70	26	land	land	NOUN
cana-656	70	27	surface	surface	NOUN
cana-656	70	28	temperature	temperature	NOUN
cana-656	70	29	(	(	PUNCT
cana-656	70	30	lst	lst	NOUN
cana-656	70	31	)	)	PUNCT
cana-656	70	32	,	,	PUNCT
cana-656	70	33	leaf	leaf	NOUN
cana-656	70	34	area	area	NOUN
cana-656	70	35	index	index	NOUN
cana-656	70	36	(	(	PUNCT
cana-656	70	37	lai	lai	PROPN
cana-656	70	38	)	)	PUNCT
cana-656	70	39	,	,	PUNCT
cana-656	71	1	effective	effective	ADJ
cana-656	71	2	roughness	roughness	NOUN
cana-656	71	3	length	length	NOUN
cana-656	71	4	(	(	PUNCT
cana-656	71	5	erl	erl	PROPN
cana-656	71	6	)	)	PUNCT
cana-656	71	7	,	,	PUNCT
cana-656	71	8	and	and	CCONJ
cana-656	71	9	surface	surface	NOUN
cana-656	71	10	albedo	albedo	NOUN
cana-656	71	11	(	(	PUNCT
cana-656	71	12	sa	sa	NOUN
cana-656	71	13	)	)	PUNCT
cana-656	72	1	[	[	X
cana-656	72	2	14	14	NUM
cana-656	72	3	]	]	PUNCT
cana-656	72	4	.	.	PUNCT
cana-656	73	1	arc	arc	PROPN
cana-656	73	2	gis	gis	PROPN
cana-656	73	3	and	and	CCONJ
cana-656	73	4	envi	envi	PROPN
cana-656	73	5	software	software	NOUN
cana-656	73	6	was	be	AUX
cana-656	73	7	used	use	VERB
cana-656	73	8	for	for	ADP
cana-656	73	9	change	change	NOUN
cana-656	73	10	detection	detection	NOUN
cana-656	73	11	.	.	PUNCT
cana-656	74	1	preprocessing	preprocessing	NOUN
cana-656	74	2	and	and	CCONJ
cana-656	74	3	classification	classification	NOUN
cana-656	74	4	carried	carry	VERB
cana-656	74	5	out	out	ADP
cana-656	74	6	on	on	ADP
cana-656	74	7	images	image	NOUN
cana-656	74	8	collected	collect	VERB
cana-656	74	9	from	from	ADP
cana-656	74	10	tana	tana	PROPN
cana-656	74	11	basin	basin	PROPN
cana-656	74	12	area	area	NOUN
cana-656	74	13	for	for	ADP
cana-656	74	14	three	three	NUM
cana-656	74	15	years	year	NOUN
cana-656	74	16	of	of	ADP
cana-656	74	17	period	period	NOUN
cana-656	74	18	(	(	PUNCT
cana-656	74	19	1986	1986	NUM
cana-656	74	20	,	,	PUNCT
cana-656	74	21	2002	2002	NUM
cana-656	74	22	and	and	CCONJ
cana-656	74	23	2018	2018	NUM
cana-656	74	24	)	)	PUNCT
cana-656	74	25	.	.	PUNCT
cana-656	75	1	overall	overall	ADJ
cana-656	75	2	accuracy	accuracy	NOUN
cana-656	75	3	and	and	CCONJ
cana-656	75	4	kappa	kappa	ADJ
cana-656	75	5	coefficient	coefficient	PROPN
cana-656	75	6	measuring	measure	VERB
cana-656	75	7	parameters	parameter	NOUN
cana-656	75	8	are	be	AUX
cana-656	75	9	considered	consider	VERB
cana-656	75	10	for	for	ADP
cana-656	75	11	change	change	NOUN
cana-656	75	12	analysis	analysis	NOUN
cana-656	75	13	[	[	X
cana-656	75	14	15	15	NUM
cana-656	75	15	]	]	PUNCT
cana-656	75	16	.	.	PUNCT
cana-656	76	1	advances	advance	NOUN
cana-656	76	2	in	in	ADP
cana-656	76	3	bitemporal	bitemporal	ADJ
cana-656	76	4	and	and	CCONJ
cana-656	76	5	multitemporal	multitemporal	ADJ
cana-656	76	6	two	two	NUM
cana-656	76	7	-	-	PUNCT
cana-656	76	8	dimensional	dimensional	ADJ
cana-656	76	9	change	change	NOUN
cana-656	76	10	detection	detection	NOUN
cana-656	76	11	are	be	AUX
cana-656	76	12	discussed	discuss	VERB
cana-656	76	13	for	for	ADP
cana-656	76	14	multispectral	multispectral	ADJ
cana-656	76	15	images	image	NOUN
cana-656	76	16	.	.	PUNCT
cana-656	77	1	also	also	ADV
cana-656	77	2	reviews	review	VERB
cana-656	77	3	different	different	ADJ
cana-656	77	4	change	change	NOUN
cana-656	77	5	detection	detection	NOUN
cana-656	77	6	methods	method	NOUN
cana-656	77	7	for	for	ADP
cana-656	77	8	sar	sar	PROPN
cana-656	77	9	.	.	PROPN
cana-656	78	1	highlighted	highlight	VERB
cana-656	78	2	the	the	DET
cana-656	78	3	data	datum	NOUN
cana-656	78	4	selection	selection	NOUN
cana-656	78	5	and	and	CCONJ
cana-656	78	6	preprocessing	preprocessing	NOUN
cana-656	78	7	methods	method	NOUN
cana-656	78	8	for	for	ADP
cana-656	78	9	multispectral	multispectral	ADJ
cana-656	78	10	image	image	NOUN
cana-656	78	11	processing	processing	NOUN
cana-656	78	12	.	.	PUNCT
cana-656	79	1	advantages	advantage	NOUN
cana-656	79	2	and	and	CCONJ
cana-656	79	3	limitations	limitation	NOUN
cana-656	79	4	are	be	AUX
cana-656	79	5	reported	report	VERB
cana-656	79	6	for	for	ADP
cana-656	79	7	improvements	improvement	NOUN
cana-656	79	8	[	[	X
cana-656	79	9	16	16	NUM
cana-656	79	10	]	]	PUNCT
cana-656	79	11	.	.	PUNCT
cana-656	80	1	lulc	lulc	PROPN
cana-656	80	2	caused	cause	VERB
cana-656	80	3	the	the	DET
cana-656	80	4	loss	loss	NOUN
cana-656	80	5	of	of	ADP
cana-656	80	6	soil	soil	NOUN
cana-656	80	7	fertility	fertility	NOUN
cana-656	80	8	,	,	PUNCT
cana-656	80	9	water	water	NOUN
cana-656	80	10	availability	availability	NOUN
cana-656	80	11	and	and	CCONJ
cana-656	80	12	biodiversity	biodiversity	NOUN
cana-656	80	13	.	.	PUNCT
cana-656	81	1	forestland	forestland	NOUN
cana-656	81	2	and	and	CCONJ
cana-656	81	3	grasslands	grassland	NOUN
cana-656	81	4	considerably	considerably	ADV
cana-656	81	5	declined	decline	VERB
cana-656	81	6	due	due	ADJ
cana-656	81	7	to	to	ADP
cana-656	81	8	urbanization	urbanization	NOUN
cana-656	81	9	and	and	CCONJ
cana-656	81	10	population	population	NOUN
cana-656	81	11	growth	growth	NOUN
cana-656	81	12	.	.	PUNCT
cana-656	82	1	a	a	DET
cana-656	82	2	supervised	supervised	ADJ
cana-656	82	3	maximum	maximum	ADJ
cana-656	82	4	likelihood	likelihood	NOUN
cana-656	82	5	method	method	NOUN
cana-656	82	6	employed	employ	VERB
cana-656	82	7	on	on	ADP
cana-656	82	8	image	image	NOUN
cana-656	82	9	of	of	ADP
cana-656	82	10	area	area	NOUN
cana-656	82	11	south	south	ADJ
cana-656	82	12	-	-	PUNCT
cana-656	82	13	central	central	ADJ
cana-656	82	14	ethiopia	ethiopia	PROPN
cana-656	82	15	[	[	X
cana-656	82	16	17	17	NUM
cana-656	82	17	]	]	PUNCT
cana-656	82	18	.	.	PUNCT
cana-656	83	1	for	for	ADP
cana-656	83	2	urban	urban	ADJ
cana-656	83	3	change	change	NOUN
cana-656	83	4	analysis	analysis	NOUN
cana-656	83	5	different	different	ADJ
cana-656	83	6	approaches	approach	NOUN
cana-656	83	7	and	and	CCONJ
cana-656	83	8	measuring	measure	VERB
cana-656	83	9	parameters	parameter	NOUN
cana-656	83	10	are	be	AUX
cana-656	83	11	used	use	VERB
cana-656	83	12	[	[	PUNCT
cana-656	83	13	18	18	NUM
cana-656	83	14	-	-	SYM
cana-656	83	15	20	20	NUM
cana-656	83	16	]	]	PUNCT
cana-656	83	17	.	.	PUNCT
cana-656	84	1	the	the	DET
cana-656	84	2	urbanization	urbanization	NOUN
cana-656	84	3	of	of	ADP
cana-656	84	4	nagpur	nagpur	PROPN
cana-656	84	5	,	,	PUNCT
cana-656	84	6	maharashtra	maharashtra	PROPN
cana-656	84	7	's	's	PART
cana-656	84	8	khapri	khapri	NOUN
cana-656	84	9	area	area	NOUN
cana-656	84	10	,	,	PUNCT
cana-656	84	11	is	be	AUX
cana-656	84	12	analyzed	analyze	VERB
cana-656	84	13	in	in	ADP
cana-656	84	14	this	this	DET
cana-656	84	15	article	article	NOUN
cana-656	84	16	.	.	PUNCT
cana-656	85	1	we	we	PRON
cana-656	85	2	examine	examine	VERB
cana-656	85	3	how	how	SCONJ
cana-656	85	4	the	the	DET
cana-656	85	5	mihan	mihan	PROPN
cana-656	85	6	project	project	NOUN
cana-656	85	7	,	,	PUNCT
cana-656	85	8	the	the	DET
cana-656	85	9	metro	metro	PROPN
cana-656	85	10	station	station	NOUN
cana-656	85	11	,	,	PUNCT
cana-656	85	12	and	and	CCONJ
cana-656	85	13	industrial	industrial	ADJ
cana-656	85	14	growth	growth	NOUN
cana-656	85	15	have	have	AUX
cana-656	85	16	affected	affect	VERB
cana-656	85	17	this	this	DET
cana-656	85	18	region	region	NOUN
cana-656	85	19	.	.	PUNCT
cana-656	86	1	three	three	NUM
cana-656	86	2	parameters	parameter	NOUN
cana-656	86	3	:	:	PUNCT
cana-656	86	4	vegetation	vegetation	NOUN
cana-656	86	5	,	,	PUNCT
cana-656	86	6	wasteland	wasteland	NOUN
cana-656	86	7	,	,	PUNCT
cana-656	86	8	and	and	CCONJ
cana-656	86	9	built	build	VERB
cana-656	86	10	-	-	PUNCT
cana-656	86	11	up	up	ADP
cana-656	86	12	area	area	NOUN
cana-656	86	13	are	be	AUX
cana-656	86	14	our	our	PRON
cana-656	86	15	main	main	ADJ
cana-656	86	16	concerns	concern	NOUN
cana-656	86	17	.	.	PUNCT
cana-656	87	1	the	the	DET
cana-656	87	2	method	method	NOUN
cana-656	87	3	of	of	ADP
cana-656	87	4	machine	machine	NOUN
cana-656	87	5	learning	learning	NOUN
cana-656	87	6	is	be	AUX
cana-656	87	7	applied	apply	VERB
cana-656	87	8	to	to	ADP
cana-656	87	9	parameter	parameter	NOUN
cana-656	87	10	analysis	analysis	NOUN
cana-656	87	11	.	.	PUNCT
cana-656	88	1	this	this	DET
cana-656	88	2	study	study	NOUN
cana-656	88	3	aids	aid	NOUN
cana-656	88	4	in	in	ADP
cana-656	88	5	balancing	balance	VERB
cana-656	88	6	nagpur	nagpur	PROPN
cana-656	88	7	city	city	NOUN
cana-656	88	8	's	's	PART
cana-656	88	9	growth	growth	NOUN
cana-656	88	10	with	with	ADP
cana-656	88	11	environmental	environmental	ADJ
cana-656	88	12	conditions	condition	NOUN
cana-656	88	13	.	.	PUNCT
cana-656	89	1	2	2	X
cana-656	89	2	.	.	X
cana-656	89	3	methods	method	NOUN
cana-656	89	4	and	and	CCONJ
cana-656	89	5	material	material	NOUN
cana-656	89	6	for	for	ADP
cana-656	89	7	analysis	analysis	NOUN
cana-656	89	8	of	of	ADP
cana-656	89	9	land	land	NOUN
cana-656	89	10	change	change	NOUN
cana-656	89	11	,	,	PUNCT
cana-656	89	12	input	input	NOUN
cana-656	89	13	images	image	NOUN
cana-656	89	14	of	of	ADP
cana-656	89	15	khapri	khapri	NOUN
cana-656	89	16	area	area	NOUN
cana-656	89	17	,	,	PUNCT
cana-656	89	18	nagpur	nagpur	PROPN
cana-656	89	19	are	be	AUX
cana-656	89	20	collected	collect	VERB
cana-656	89	21	from	from	ADP
cana-656	89	22	maharashtra	maharashtra	PROPN
cana-656	89	23	remote	remote	ADJ
cana-656	89	24	sensing	sense	VERB
cana-656	89	25	application	application	NOUN
cana-656	89	26	centre	centre	NOUN
cana-656	89	27	(	(	PUNCT
cana-656	89	28	mrsac	mrsac	NOUN
cana-656	89	29	)	)	PUNCT
cana-656	89	30	nagpur	nagpur	NOUN
cana-656	89	31	.	.	PUNCT
cana-656	90	1	also	also	ADV
cana-656	90	2	interpretation	interpretation	VERB
cana-656	90	3	satellite	satellite	NOUN
cana-656	90	4	data	datum	NOUN
cana-656	90	5	shown	show	VERB
cana-656	90	6	in	in	ADP
cana-656	90	7	figure	figure	NOUN
cana-656	90	8	3(b	3(b	NUM
cana-656	90	9	)	)	PUNCT
cana-656	90	10	collected	collect	VERB
cana-656	90	11	from	from	ADP
cana-656	90	12	mrsac	mrsac	NOUN
cana-656	90	13	nagpur	nagpur	NOUN
cana-656	90	14	for	for	ADP
cana-656	90	15	different	different	ADJ
cana-656	90	16	feature	feature	NOUN
cana-656	90	17	analysis	analysis	NOUN
cana-656	90	18	.	.	PUNCT
cana-656	91	1	processing	processing	NOUN
cana-656	91	2	of	of	ADP
cana-656	91	3	satellite	satellite	NOUN
cana-656	91	4	images	image	NOUN
cana-656	91	5	is	be	AUX
cana-656	91	6	done	do	VERB
cana-656	91	7	with	with	ADP
cana-656	91	8	arcgis	arcgis	PROPN
cana-656	91	9	pro	pro	X
cana-656	91	10	software	software	NOUN
cana-656	91	11	.	.	PUNCT
cana-656	92	1	for	for	ADP
cana-656	92	2	the	the	DET
cana-656	92	3	purpose	purpose	NOUN
cana-656	92	4	of	of	ADP
cana-656	92	5	detecting	detect	VERB
cana-656	92	6	land	land	NOUN
cana-656	92	7	change	change	NOUN
cana-656	92	8	,	,	PUNCT
cana-656	92	9	images	image	NOUN
cana-656	92	10	were	be	AUX
cana-656	92	11	gathered	gather	VERB
cana-656	92	12	in	in	ADP
cana-656	92	13	the	the	DET
cana-656	92	14	years	year	NOUN
cana-656	92	15	2005	2005	NUM
cana-656	92	16	,	,	PUNCT
cana-656	92	17	2010	2010	NUM
cana-656	92	18	,	,	PUNCT
cana-656	92	19	2015	2015	NUM
cana-656	92	20	,	,	PUNCT
cana-656	92	21	2020	2020	NUM
cana-656	92	22	,	,	PUNCT
cana-656	92	23	and	and	CCONJ
cana-656	92	24	2023	2023	NUM
cana-656	92	25	.	.	PUNCT
cana-656	93	1	the	the	DET
cana-656	93	2	system	system	NOUN
cana-656	93	3	flow	flow	NOUN
cana-656	93	4	diagram	diagram	NOUN
cana-656	93	5	for	for	ADP
cana-656	93	6	image	image	NOUN
cana-656	93	7	categorization	categorization	NOUN
cana-656	93	8	is	be	AUX
cana-656	93	9	shown	show	VERB
cana-656	93	10	in	in	ADP
cana-656	93	11	figure	figure	NOUN
cana-656	93	12	1	1	NUM
cana-656	93	13	.	.	PUNCT
cana-656	93	14	enhancement	enhancement	NOUN
cana-656	93	15	techniques	technique	NOUN
cana-656	93	16	are	be	AUX
cana-656	93	17	used	use	VERB
cana-656	93	18	during	during	ADP
cana-656	93	19	preprocessing	preprocesse	VERB
cana-656	93	20	to	to	PART
cana-656	93	21	improve	improve	VERB
cana-656	93	22	the	the	DET
cana-656	93	23	quality	quality	NOUN
cana-656	93	24	of	of	ADP
cana-656	93	25	the	the	DET
cana-656	93	26	input	input	NOUN
cana-656	93	27	images	image	NOUN
cana-656	93	28	.	.	PUNCT
cana-656	94	1	various	various	ADJ
cana-656	94	2	land	land	NOUN
cana-656	94	3	cover	cover	NOUN
cana-656	94	4	areas	area	NOUN
cana-656	94	5	are	be	AUX
cana-656	94	6	divided	divide	VERB
cana-656	94	7	into	into	ADP
cana-656	94	8	segments	segment	NOUN
cana-656	94	9	and	and	CCONJ
cana-656	94	10	subsequently	subsequently	ADV
cana-656	94	11	classed	class	VERB
cana-656	94	12	for	for	ADP
cana-656	94	13	study	study	NOUN
cana-656	94	14	using	use	VERB
cana-656	94	15	both	both	CCONJ
cana-656	94	16	supervised	supervised	ADJ
cana-656	94	17	and	and	CCONJ
cana-656	94	18	unsupervised	unsupervised	ADJ
cana-656	94	19	approaches	approach	NOUN
cana-656	94	20	.	.	PUNCT
cana-656	95	1	a.	a.	NOUN
cana-656	95	2	raw	raw	ADJ
cana-656	95	3	input	input	NOUN
cana-656	95	4	satellite	satellite	NOUN
cana-656	95	5	data	datum	NOUN
cana-656	95	6	in	in	ADP
cana-656	95	7	satellite	satellite	NOUN
cana-656	95	8	images	image	NOUN
cana-656	95	9	noise	noise	NOUN
cana-656	95	10	or	or	CCONJ
cana-656	95	11	distortions	distortion	NOUN
cana-656	95	12	may	may	AUX
cana-656	95	13	occur	occur	VERB
cana-656	95	14	due	due	ADP
cana-656	95	15	to	to	ADP
cana-656	95	16	topographical	topographical	ADJ
cana-656	95	17	variations	variation	NOUN
cana-656	95	18	in	in	ADP
cana-656	95	19	the	the	DET
cana-656	95	20	land	land	NOUN
cana-656	95	21	surface	surface	NOUN
cana-656	95	22	and	and	CCONJ
cana-656	95	23	different	different	ADJ
cana-656	95	24	angle	angle	NOUN
cana-656	95	25	of	of	ADP
cana-656	95	26	the	the	DET
cana-656	95	27	satellite	satellite	NOUN
cana-656	95	28	or	or	CCONJ
cana-656	95	29	sensor	sensor	NOUN
cana-656	95	30	.	.	PUNCT
cana-656	96	1	to	to	PART
cana-656	96	2	remove	remove	VERB
cana-656	96	3	these	these	DET
cana-656	96	4	distortion	distortion	NOUN
cana-656	96	5	some	some	DET
cana-656	96	6	preprocessing	preprocessing	NOUN
cana-656	96	7	is	be	AUX
cana-656	96	8	require	require	ADJ
cana-656	96	9	for	for	ADP
cana-656	96	10	proper	proper	ADJ
cana-656	96	11	image	image	NOUN
cana-656	96	12	of	of	ADP
cana-656	96	13	an	an	DET
cana-656	96	14	area	area	NOUN
cana-656	96	15	.	.	PUNCT
cana-656	97	1	preprocessing	preprocessing	NOUN
cana-656	97	2	:	:	PUNCT
cana-656	97	3	in	in	ADP
cana-656	97	4	remote	remote	ADJ
cana-656	97	5	sensing	sense	VERB
cana-656	97	6	ortho	ortho	PROPN
cana-656	97	7	correction	correction	NOUN
cana-656	97	8	process	process	NOUN
cana-656	97	9	used	use	VERB
cana-656	97	10	to	to	PART
cana-656	97	11	remove	remove	VERB
cana-656	97	12	geometric	geometric	ADJ
cana-656	97	13	distortions	distortion	NOUN
cana-656	97	14	.	.	PUNCT
cana-656	98	1	it	it	PRON
cana-656	98	2	used	use	VERB
cana-656	98	3	for	for	ADP
cana-656	98	4	correction	correction	NOUN
cana-656	98	5	of	of	ADP
cana-656	98	6	visual	visual	ADJ
cana-656	98	7	distortions	distortion	NOUN
cana-656	98	8	and	and	CCONJ
cana-656	98	9	position	position	NOUN
cana-656	98	10	of	of	ADP
cana-656	98	11	land	land	NOUN
cana-656	98	12	objects	object	NOUN
cana-656	98	13	caused	cause	VERB
cana-656	98	14	by	by	ADP
cana-656	98	15	sensor	sensor	NOUN
cana-656	98	16	angle	angle	NOUN
cana-656	98	17	and	and	CCONJ
cana-656	98	18	terrain	terrain	NOUN
cana-656	98	19	area	area	NOUN
cana-656	98	20	.	.	PUNCT
cana-656	99	1	rectification	rectification	NOUN
cana-656	99	2	process	process	NOUN
cana-656	99	3	coverts	covert	VERB
cana-656	99	4	raw	raw	ADJ
cana-656	99	5	image	image	NOUN
cana-656	99	6	into	into	ADP
cana-656	99	7	proper	proper	ADJ
cana-656	99	8	orientation	orientation	NOUN
cana-656	99	9	to	to	ADP
cana-656	99	10	a	a	DET
cana-656	99	11	ground	ground	NOUN
cana-656	99	12	surface	surface	NOUN
cana-656	99	13	and	and	CCONJ
cana-656	99	14	also	also	ADV
cana-656	99	15	correct	correct	VERB
cana-656	99	16	it	it	PRON
cana-656	99	17	geometrically	geometrically	ADV
cana-656	99	18	as	as	SCONJ
cana-656	99	19	shown	show	VERB
cana-656	99	20	in	in	ADP
cana-656	99	21	figure	figure	NOUN
cana-656	99	22	2	2	NUM
cana-656	99	23	.	.	PUNCT
cana-656	99	24	control	control	NOUN
cana-656	99	25	points	point	NOUN
cana-656	99	26	are	be	AUX
cana-656	99	27	precisely	precisely	ADV
cana-656	99	28	marked	mark	VERB
cana-656	99	29	points	point	NOUN
cana-656	99	30	on	on	ADP
cana-656	99	31	the	the	DET
cana-656	99	32	input	input	NOUN
cana-656	99	33	and	and	CCONJ
cana-656	99	34	reference	reference	NOUN
cana-656	99	35	images	image	NOUN
cana-656	99	36	used	use	VERB
cana-656	99	37	for	for	ADP
cana-656	99	38	geometric	geometric	ADJ
cana-656	99	39	correction	correction	NOUN
cana-656	99	40	.	.	PUNCT
cana-656	100	1	then	then	ADV
cana-656	100	2	image	image	NOUN
cana-656	100	3	is	be	AUX
cana-656	100	4	converted	convert	VERB
cana-656	100	5	into	into	ADP
cana-656	100	6	rectified	rectified	ADJ
cana-656	100	7	image	image	NOUN
cana-656	100	8	format	format	NOUN
cana-656	100	9	for	for	ADP
cana-656	100	10	further	further	ADJ
cana-656	100	11	processing	processing	NOUN
cana-656	100	12	[	[	X
cana-656	100	13	21	21	NUM
cana-656	100	14	-	-	SYM
cana-656	100	15	22	22	NUM
cana-656	100	16	]	]	PUNCT
cana-656	100	17	.	.	PUNCT
cana-656	101	1	the	the	DET
cana-656	101	2	polygon	polygon	NOUN
cana-656	101	3	layer	layer	NOUN
cana-656	101	4	removes	remove	VERB
cana-656	101	5	extraneous	extraneous	ADJ
cana-656	101	6	sides	side	NOUN
cana-656	101	7	from	from	ADP
cana-656	101	8	the	the	DET
cana-656	101	9	communications	communication	NOUN
cana-656	101	10	on	on	ADP
cana-656	101	11	applied	apply	VERB
cana-656	101	12	nonlinear	nonlinear	ADJ
cana-656	101	13	analysis	analysis	NOUN
cana-656	101	14	issn	issn	NOUN
cana-656	101	15	:	:	PUNCT
cana-656	101	16	1074	1074	NUM
cana-656	101	17	-	-	PUNCT
cana-656	101	18	133x	133x	NUM
cana-656	101	19	vol	vol	NOUN
cana-656	101	20	31	31	NUM
cana-656	101	21	no	no	NOUN
cana-656	101	22	.	.	PUNCT
cana-656	102	1	2s	2s	NUM
cana-656	102	2	(	(	PUNCT
cana-656	102	3	2024	2024	NUM
cana-656	102	4	)	)	PUNCT
cana-656	102	5	391	391	NUM
cana-656	102	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	102	7	image	image	NOUN
cana-656	102	8	and	and	CCONJ
cana-656	102	9	selects	select	VERB
cana-656	102	10	the	the	DET
cana-656	102	11	area	area	NOUN
cana-656	102	12	of	of	ADP
cana-656	102	13	interest	interest	NOUN
cana-656	102	14	(	(	PUNCT
cana-656	102	15	aoi	aoi	PROPN
cana-656	102	16	)	)	PUNCT
cana-656	102	17	.	.	PUNCT
cana-656	103	1	as	as	SCONJ
cana-656	103	2	seen	see	VERB
cana-656	103	3	in	in	ADP
cana-656	103	4	figure	figure	NOUN
cana-656	103	5	3(a	3(a	NUM
cana-656	103	6	)	)	PUNCT
cana-656	103	7	,	,	PUNCT
cana-656	103	8	the	the	DET
cana-656	103	9	images	image	NOUN
cana-656	103	10	are	be	AUX
cana-656	103	11	all	all	ADV
cana-656	103	12	in	in	ADP
cana-656	103	13	the	the	DET
cana-656	103	14	right	right	ADJ
cana-656	103	15	shape	shape	NOUN
cana-656	103	16	and	and	CCONJ
cana-656	103	17	share	share	VERB
cana-656	103	18	accurate	accurate	ADJ
cana-656	103	19	information	information	NOUN
cana-656	103	20	.	.	PUNCT
cana-656	104	1	figure	figure	VERB
cana-656	104	2	3	3	NUM
cana-656	104	3	(	(	PUNCT
cana-656	104	4	b	b	NOUN
cana-656	104	5	)	)	PUNCT
cana-656	104	6	illustrates	illustrate	VERB
cana-656	104	7	the	the	DET
cana-656	104	8	geographical	geographical	ADJ
cana-656	104	9	details	detail	NOUN
cana-656	104	10	which	which	PRON
cana-656	104	11	is	be	AUX
cana-656	104	12	called	call	VERB
cana-656	104	13	reference	reference	NOUN
cana-656	104	14	data	datum	NOUN
cana-656	104	15	.	.	PUNCT
cana-656	105	1	figure	figure	NOUN
cana-656	105	2	1	1	NUM
cana-656	105	3	:	:	PUNCT
cana-656	105	4	system	system	NOUN
cana-656	105	5	flow	flow	NOUN
cana-656	105	6	diagram	diagram	NOUN
cana-656	105	7	for	for	ADP
cana-656	105	8	land	land	NOUN
cana-656	105	9	change	change	NOUN
cana-656	105	10	detection	detection	NOUN
cana-656	105	11	and	and	CCONJ
cana-656	105	12	analysis	analysis	NOUN
cana-656	105	13	b.	b.	PROPN
cana-656	105	14	segmentation	segmentation	NOUN
cana-656	105	15	for	for	ADP
cana-656	105	16	identification	identification	NOUN
cana-656	105	17	of	of	ADP
cana-656	105	18	different	different	ADJ
cana-656	105	19	objects	object	NOUN
cana-656	105	20	classes	class	NOUN
cana-656	105	21	are	be	AUX
cana-656	105	22	form	form	NOUN
cana-656	105	23	using	use	VERB
cana-656	105	24	unsupervised	unsupervised	ADJ
cana-656	105	25	and	and	CCONJ
cana-656	105	26	supervised	supervise	VERB
cana-656	105	27	classification	classification	NOUN
cana-656	105	28	method	method	NOUN
cana-656	105	29	[	[	X
cana-656	105	30	23	23	NUM
cana-656	105	31	]	]	PUNCT
cana-656	105	32	.	.	PUNCT
cana-656	106	1	•	•	NUM
cana-656	106	2	unsupervised	unsupervised	ADJ
cana-656	106	3	classification	classification	NOUN
cana-656	106	4	:	:	PUNCT
cana-656	106	5	the	the	DET
cana-656	106	6	method	method	NOUN
cana-656	106	7	of	of	ADP
cana-656	106	8	machine	machine	NOUN
cana-656	106	9	learning	learn	VERB
cana-656	106	10	aids	aid	NOUN
cana-656	106	11	in	in	ADP
cana-656	106	12	the	the	DET
cana-656	106	13	formation	formation	NOUN
cana-656	106	14	of	of	ADP
cana-656	106	15	the	the	DET
cana-656	106	16	classes	class	NOUN
cana-656	106	17	.	.	PUNCT
cana-656	107	1	the	the	DET
cana-656	107	2	user	user	NOUN
cana-656	107	3	must	must	AUX
cana-656	107	4	specify	specify	VERB
cana-656	107	5	the	the	DET
cana-656	107	6	threshold	threshold	NOUN
cana-656	107	7	value	value	NOUN
cana-656	107	8	,	,	PUNCT
cana-656	107	9	maximum	maximum	ADJ
cana-656	107	10	number	number	NOUN
cana-656	107	11	of	of	ADP
cana-656	107	12	iterations	iteration	NOUN
cana-656	107	13	,	,	PUNCT
cana-656	107	14	and	and	CCONJ
cana-656	107	15	number	number	NOUN
cana-656	107	16	of	of	ADP
cana-656	107	17	classes	class	NOUN
cana-656	107	18	in	in	ADP
cana-656	107	19	this	this	DET
cana-656	107	20	method	method	NOUN
cana-656	107	21	.	.	PUNCT
cana-656	108	1	the	the	DET
cana-656	108	2	reference	reference	NOUN
cana-656	108	3	tone	tone	NOUN
cana-656	108	4	of	of	ADP
cana-656	108	5	each	each	DET
cana-656	108	6	pixel	pixel	NOUN
cana-656	108	7	in	in	ADP
cana-656	108	8	the	the	DET
cana-656	108	9	image	image	NOUN
cana-656	108	10	converts	convert	VERB
cana-656	108	11	it	it	PRON
cana-656	108	12	into	into	ADP
cana-656	108	13	a	a	DET
cana-656	108	14	class	class	NOUN
cana-656	108	15	.	.	PUNCT
cana-656	109	1	the	the	DET
cana-656	109	2	classes	class	NOUN
cana-656	109	3	focused	focus	VERB
cana-656	109	4	on	on	ADP
cana-656	109	5	particular	particular	ADJ
cana-656	109	6	backgrounds	background	NOUN
cana-656	109	7	,	,	PUNCT
cana-656	109	8	such	such	ADJ
cana-656	109	9	as	as	ADP
cana-656	109	10	buildings	building	NOUN
cana-656	109	11	,	,	PUNCT
cana-656	109	12	forests	forest	NOUN
cana-656	109	13	,	,	PUNCT
cana-656	109	14	arid	arid	NOUN
cana-656	109	15	regions	region	NOUN
cana-656	109	16	,	,	PUNCT
cana-656	109	17	and	and	CCONJ
cana-656	109	18	water	water	NOUN
cana-656	109	19	.	.	PUNCT
cana-656	110	1	in	in	ADP
cana-656	110	2	this	this	DET
cana-656	110	3	work	work	NOUN
cana-656	110	4	,	,	PUNCT
cana-656	110	5	image	image	NOUN
cana-656	110	6	is	be	AUX
cana-656	110	7	divided	divide	VERB
cana-656	110	8	into	into	ADP
cana-656	110	9	three	three	NUM
cana-656	110	10	classes	class	NOUN
cana-656	110	11	and	and	CCONJ
cana-656	110	12	assign	assign	VERB
cana-656	110	13	name	name	NOUN
cana-656	110	14	to	to	ADP
cana-656	110	15	each	each	DET
cana-656	110	16	class	class	NOUN
cana-656	110	17	as	as	ADP
cana-656	110	18	waste	waste	NOUN
cana-656	110	19	land	land	NOUN
cana-656	110	20	,	,	PUNCT
cana-656	110	21	vegetation	vegetation	NOUN
cana-656	110	22	and	and	CCONJ
cana-656	110	23	built	build	VERB
cana-656	110	24	-	-	PUNCT
cana-656	110	25	up	up	NOUN
cana-656	110	26	.	.	PUNCT
cana-656	111	1	•	•	NUM
cana-656	111	2	supervised	supervise	VERB
cana-656	111	3	classification	classification	NOUN
cana-656	111	4	:	:	PUNCT
cana-656	111	5	with	with	ADP
cana-656	111	6	a	a	DET
cana-656	111	7	few	few	ADJ
cana-656	111	8	additional	additional	ADJ
cana-656	111	9	steps	step	NOUN
cana-656	111	10	,	,	PUNCT
cana-656	111	11	the	the	DET
cana-656	111	12	supervised	supervised	ADJ
cana-656	111	13	classification	classification	NOUN
cana-656	111	14	method	method	NOUN
cana-656	111	15	procedure	procedure	NOUN
cana-656	111	16	is	be	AUX
cana-656	111	17	identical	identical	ADJ
cana-656	111	18	to	to	ADP
cana-656	111	19	the	the	DET
cana-656	111	20	unsupervised	unsupervised	ADJ
cana-656	111	21	classification	classification	NOUN
cana-656	111	22	method	method	NOUN
cana-656	111	23	.	.	PUNCT
cana-656	112	1	the	the	DET
cana-656	112	2	signature	signature	NOUN
cana-656	112	3	file	file	NOUN
cana-656	112	4	is	be	AUX
cana-656	112	5	added	add	VERB
cana-656	112	6	during	during	ADP
cana-656	112	7	supervised	supervised	ADJ
cana-656	112	8	classification	classification	NOUN
cana-656	112	9	.	.	PUNCT
cana-656	113	1	set	set	VERB
cana-656	113	2	the	the	DET
cana-656	113	3	classes	class	NOUN
cana-656	113	4	in	in	ADP
cana-656	113	5	this	this	DET
cana-656	113	6	process	process	NOUN
cana-656	113	7	based	base	VERB
cana-656	113	8	on	on	ADP
cana-656	113	9	the	the	DET
cana-656	113	10	pixel	pixel	PROPN
cana-656	113	11	's	's	PART
cana-656	113	12	shades	shade	NOUN
cana-656	113	13	.	.	PUNCT
cana-656	114	1	as	as	ADP
cana-656	114	2	references	reference	NOUN
cana-656	114	3	,	,	PUNCT
cana-656	114	4	these	these	DET
cana-656	114	5	classes	class	NOUN
cana-656	114	6	have	have	AUX
cana-656	114	7	been	be	AUX
cana-656	114	8	added	add	VERB
cana-656	114	9	to	to	ADP
cana-656	114	10	the	the	DET
cana-656	114	11	signature	signature	NOUN
cana-656	114	12	file	file	NOUN
cana-656	114	13	.	.	PUNCT
cana-656	115	1	these	these	DET
cana-656	115	2	classes	class	NOUN
cana-656	115	3	are	be	AUX
cana-656	115	4	divided	divide	VERB
cana-656	115	5	into	into	ADP
cana-656	115	6	distinct	distinct	ADJ
cana-656	115	7	elements	element	NOUN
cana-656	115	8	,	,	PUNCT
cana-656	115	9	and	and	CCONJ
cana-656	115	10	the	the	DET
cana-656	115	11	same	same	ADJ
cana-656	115	12	process	process	NOUN
cana-656	115	13	like	like	ADP
cana-656	115	14	unsupervised	unsupervised	ADJ
cana-656	115	15	method	method	NOUN
cana-656	115	16	is	be	AUX
cana-656	115	17	used	use	VERB
cana-656	115	18	to	to	PART
cana-656	115	19	further	far	ADV
cana-656	115	20	classify	classify	VERB
cana-656	115	21	them	they	PRON
cana-656	115	22	.	.	PUNCT
cana-656	116	1	raw	raw	ADJ
cana-656	116	2	input	input	NOUN
cana-656	116	3	satellite	satellite	NOUN
cana-656	116	4	data	datum	NOUN
cana-656	116	5	pre	pre	ADJ
cana-656	116	6	-	-	ADJ
cana-656	116	7	processing	processing	ADJ
cana-656	116	8	segmentation	segmentation	NOUN
cana-656	116	9	classification	classification	NOUN
cana-656	116	10	analysis	analysis	NOUN
cana-656	116	11	of	of	ADP
cana-656	116	12	output	output	NOUN
cana-656	116	13	image	image	NOUN
cana-656	116	14	communications	communication	NOUN
cana-656	116	15	on	on	ADP
cana-656	116	16	applied	apply	VERB
cana-656	116	17	nonlinear	nonlinear	ADJ
cana-656	116	18	analysis	analysis	NOUN
cana-656	116	19	issn	issn	NOUN
cana-656	116	20	:	:	PUNCT
cana-656	116	21	1074	1074	NUM
cana-656	116	22	-	-	PUNCT
cana-656	116	23	133x	133x	NUM
cana-656	116	24	vol	vol	NOUN
cana-656	116	25	31	31	NUM
cana-656	116	26	no	no	NOUN
cana-656	116	27	.	.	PUNCT
cana-656	117	1	2s	2s	NUM
cana-656	117	2	(	(	PUNCT
cana-656	117	3	2024	2024	NUM
cana-656	117	4	)	)	PUNCT
cana-656	117	5	392	392	NUM
cana-656	117	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	117	7	for	for	ADP
cana-656	117	8	year	year	NOUN
cana-656	117	9	2005	2005	NUM
cana-656	117	10	for	for	ADP
cana-656	117	11	year	year	NOUN
cana-656	117	12	2005	2005	NUM
cana-656	117	13	for	for	ADP
cana-656	117	14	year	year	NOUN
cana-656	117	15	2023	2023	NUM
cana-656	117	16	for	for	ADP
cana-656	117	17	year	year	NOUN
cana-656	117	18	2023	2023	NUM
cana-656	117	19	figure	figure	NOUN
cana-656	117	20	2	2	NUM
cana-656	117	21	.	.	PUNCT
cana-656	117	22	first	first	ADJ
cana-656	117	23	column	column	NOUN
cana-656	117	24	:	:	PUNCT
cana-656	117	25	raw	raw	ADJ
cana-656	117	26	input	input	NOUN
cana-656	117	27	satellite	satellite	NOUN
cana-656	117	28	image	image	NOUN
cana-656	117	29	,	,	PUNCT
cana-656	117	30	second	second	ADJ
cana-656	117	31	column	column	NOUN
cana-656	117	32	:	:	PUNCT
cana-656	117	33	pre	pre	ADJ
cana-656	117	34	-	-	ADJ
cana-656	117	35	processed	process	VERB
cana-656	117	36	rectified	rectified	ADJ
cana-656	117	37	satellite	satellite	NOUN
cana-656	117	38	image	image	NOUN
cana-656	117	39	.	.	PUNCT
cana-656	118	1	(	(	PUNCT
cana-656	118	2	a	a	X
cana-656	118	3	)	)	PUNCT
cana-656	118	4	(	(	PUNCT
cana-656	118	5	b	b	X
cana-656	118	6	)	)	PUNCT
cana-656	118	7	(	(	PUNCT
cana-656	118	8	c	c	X
cana-656	118	9	)	)	PUNCT
cana-656	118	10	(	(	PUNCT
cana-656	118	11	d	d	X
cana-656	118	12	)	)	PUNCT
cana-656	118	13	figure	figure	NOUN
cana-656	118	14	3	3	NUM
cana-656	118	15	.	.	PUNCT
cana-656	119	1	a	a	DET
cana-656	119	2	)	)	PUNCT
cana-656	119	3	selected	select	VERB
cana-656	119	4	area	area	NOUN
cana-656	119	5	of	of	ADP
cana-656	119	6	interest	interest	NOUN
cana-656	119	7	,	,	PUNCT
cana-656	119	8	b	b	X
cana-656	119	9	)	)	PUNCT
cana-656	119	10	interpretation	interpretation	NOUN
cana-656	119	11	of	of	ADP
cana-656	119	12	satellite	satellite	NOUN
cana-656	119	13	data	datum	NOUN
cana-656	119	14	for	for	ADP
cana-656	119	15	year	year	NOUN
cana-656	119	16	2005	2005	NUM
cana-656	119	17	,	,	PUNCT
cana-656	119	18	c	c	X
cana-656	119	19	)	)	PUNCT
cana-656	119	20	unsupervised	unsupervised	ADJ
cana-656	119	21	classification	classification	NOUN
cana-656	119	22	output	output	NOUN
cana-656	119	23	for	for	ADP
cana-656	119	24	year	year	NOUN
cana-656	119	25	2005	2005	NUM
cana-656	119	26	,	,	PUNCT
cana-656	119	27	d	d	X
cana-656	119	28	)	)	PUNCT
cana-656	119	29	supervised	supervise	VERB
cana-656	119	30	classification	classification	NOUN
cana-656	119	31	output	output	NOUN
cana-656	119	32	for	for	ADP
cana-656	119	33	year	year	NOUN
cana-656	119	34	2005	2005	NUM
cana-656	119	35	.	.	PUNCT
cana-656	120	1	communications	communication	NOUN
cana-656	120	2	on	on	ADP
cana-656	120	3	applied	apply	VERB
cana-656	120	4	nonlinear	nonlinear	ADJ
cana-656	120	5	analysis	analysis	NOUN
cana-656	120	6	issn	issn	NOUN
cana-656	120	7	:	:	PUNCT
cana-656	120	8	1074	1074	NUM
cana-656	120	9	-	-	PUNCT
cana-656	120	10	133x	133x	NUM
cana-656	120	11	vol	vol	NOUN
cana-656	120	12	31	31	NUM
cana-656	120	13	no	no	NOUN
cana-656	120	14	.	.	PUNCT
cana-656	121	1	2s	2s	NUM
cana-656	121	2	(	(	PUNCT
cana-656	121	3	2024	2024	NUM
cana-656	121	4	)	)	PUNCT
cana-656	121	5	393	393	NUM
cana-656	121	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	121	7	c.	c.	NOUN
cana-656	121	8	machine	machine	NOUN
cana-656	121	9	learning	learn	VERB
cana-656	121	10	approach	approach	NOUN
cana-656	121	11	support	support	VERB
cana-656	121	12	vector	vector	NOUN
cana-656	121	13	machines	machine	NOUN
cana-656	121	14	(	(	PUNCT
cana-656	121	15	svms	svms	NOUN
cana-656	121	16	)	)	PUNCT
cana-656	121	17	and	and	CCONJ
cana-656	121	18	convolutional	convolutional	ADJ
cana-656	121	19	neural	neural	ADJ
cana-656	121	20	networks	network	NOUN
cana-656	121	21	(	(	PUNCT
cana-656	121	22	cnns	cnns	PROPN
cana-656	121	23	)	)	PUNCT
cana-656	121	24	are	be	AUX
cana-656	121	25	used	use	VERB
cana-656	121	26	in	in	ADP
cana-656	121	27	this	this	DET
cana-656	121	28	study	study	NOUN
cana-656	121	29	to	to	PART
cana-656	121	30	look	look	VERB
cana-656	121	31	at	at	ADP
cana-656	121	32	how	how	SCONJ
cana-656	121	33	urban	urban	ADJ
cana-656	121	34	areas	area	NOUN
cana-656	121	35	change	change	VERB
cana-656	121	36	over	over	ADP
cana-656	121	37	time	time	NOUN
cana-656	121	38	.	.	PUNCT
cana-656	122	1	cnns	cnns	PROPN
cana-656	122	2	are	be	AUX
cana-656	122	3	very	very	ADV
cana-656	122	4	good	good	ADJ
cana-656	122	5	at	at	ADP
cana-656	122	6	getting	get	VERB
cana-656	122	7	spatial	spatial	ADJ
cana-656	122	8	features	feature	NOUN
cana-656	122	9	from	from	ADP
cana-656	122	10	high	high	ADJ
cana-656	122	11	-	-	PUNCT
cana-656	122	12	resolution	resolution	NOUN
cana-656	122	13	satellite	satellite	NOUN
cana-656	122	14	images	image	NOUN
cana-656	122	15	,	,	PUNCT
cana-656	122	16	which	which	PRON
cana-656	122	17	lets	let	VERB
cana-656	122	18	them	they	PRON
cana-656	122	19	accurately	accurately	ADV
cana-656	122	20	classify	classify	VERB
cana-656	122	21	features	feature	NOUN
cana-656	122	22	in	in	ADP
cana-656	122	23	cities	city	NOUN
cana-656	122	24	.	.	PUNCT
cana-656	123	1	svms	svms	NOUN
cana-656	123	2	add	add	VERB
cana-656	123	3	to	to	ADP
cana-656	123	4	this	this	PRON
cana-656	123	5	by	by	ADP
cana-656	123	6	handling	handle	VERB
cana-656	123	7	complicated	complicated	ADJ
cana-656	123	8	,	,	PUNCT
cana-656	123	9	non	non	ADJ
cana-656	123	10	-	-	ADJ
cana-656	123	11	linear	linear	ADJ
cana-656	123	12	connections	connection	NOUN
cana-656	123	13	in	in	ADP
cana-656	123	14	the	the	DET
cana-656	123	15	data	datum	NOUN
cana-656	123	16	,	,	PUNCT
cana-656	123	17	which	which	PRON
cana-656	123	18	makes	make	VERB
cana-656	123	19	the	the	DET
cana-656	123	20	model	model	NOUN
cana-656	123	21	more	more	ADV
cana-656	123	22	reliable	reliable	ADJ
cana-656	123	23	.	.	PUNCT
cana-656	124	1	these	these	DET
cana-656	124	2	machine	machine	NOUN
cana-656	124	3	learning	learn	VERB
cana-656	124	4	methods	method	NOUN
cana-656	124	5	work	work	VERB
cana-656	124	6	well	well	ADV
cana-656	124	7	together	together	ADV
cana-656	124	8	to	to	PART
cana-656	124	9	make	make	VERB
cana-656	124	10	it	it	PRON
cana-656	124	11	easy	easy	ADJ
cana-656	124	12	to	to	PART
cana-656	124	13	sort	sort	VERB
cana-656	124	14	and	and	CCONJ
cana-656	124	15	look	look	VERB
cana-656	124	16	at	at	ADP
cana-656	124	17	how	how	SCONJ
cana-656	124	18	cities	city	NOUN
cana-656	124	19	change	change	VERB
cana-656	124	20	over	over	ADP
cana-656	124	21	time	time	NOUN
cana-656	124	22	.	.	PUNCT
cana-656	125	1	this	this	DET
cana-656	125	2	study	study	NOUN
cana-656	125	3	uses	use	VERB
cana-656	125	4	the	the	DET
cana-656	125	5	combination	combination	NOUN
cana-656	125	6	of	of	ADP
cana-656	125	7	cnns	cnn	NOUN
cana-656	125	8	and	and	CCONJ
cana-656	125	9	svms	svms	NOUN
cana-656	125	10	to	to	PART
cana-656	125	11	give	give	VERB
cana-656	125	12	a	a	DET
cana-656	125	13	full	full	ADJ
cana-656	125	14	picture	picture	NOUN
cana-656	125	15	of	of	ADP
cana-656	125	16	how	how	SCONJ
cana-656	125	17	cities	city	NOUN
cana-656	125	18	change	change	VERB
cana-656	125	19	over	over	ADP
cana-656	125	20	time	time	NOUN
cana-656	125	21	.	.	PUNCT
cana-656	126	1	this	this	PRON
cana-656	126	2	helps	help	VERB
cana-656	126	3	urban	urban	ADJ
cana-656	126	4	planners	planner	NOUN
cana-656	126	5	and	and	CCONJ
cana-656	126	6	lawmakers	lawmaker	NOUN
cana-656	126	7	make	make	VERB
cana-656	126	8	smart	smart	ADJ
cana-656	126	9	choices	choice	NOUN
cana-656	126	10	for	for	ADP
cana-656	126	11	long	long	ADJ
cana-656	126	12	-	-	PUNCT
cana-656	126	13	term	term	NOUN
cana-656	126	14	growth	growth	NOUN
cana-656	126	15	.	.	PUNCT
cana-656	127	1	1	1	X
cana-656	127	2	.	.	X
cana-656	127	3	cnn	cnn	PROPN
cana-656	127	4	:	:	PUNCT
cana-656	127	5	convolutional	convolutional	ADJ
cana-656	127	6	neural	neural	ADJ
cana-656	127	7	networks	network	NOUN
cana-656	127	8	(	(	PUNCT
cana-656	127	9	cnns	cnns	PROPN
cana-656	127	10	)	)	PUNCT
cana-656	127	11	are	be	AUX
cana-656	127	12	a	a	DET
cana-656	127	13	key	key	ADJ
cana-656	127	14	part	part	NOUN
cana-656	127	15	of	of	ADP
cana-656	127	16	using	use	VERB
cana-656	127	17	remote	remote	ADJ
cana-656	127	18	sensing	sense	VERB
cana-656	127	19	data	datum	NOUN
cana-656	127	20	to	to	PART
cana-656	127	21	study	study	VERB
cana-656	127	22	how	how	SCONJ
cana-656	127	23	cities	city	NOUN
cana-656	127	24	change	change	VERB
cana-656	127	25	over	over	ADP
cana-656	127	26	time	time	NOUN
cana-656	127	27	through	through	ADP
cana-656	127	28	quantitative	quantitative	ADJ
cana-656	127	29	analysis	analysis	NOUN
cana-656	127	30	.	.	PUNCT
cana-656	128	1	cnns	cnns	PROPN
cana-656	128	2	make	make	VERB
cana-656	128	3	it	it	PRON
cana-656	128	4	possible	possible	ADJ
cana-656	128	5	to	to	PART
cana-656	128	6	precisely	precisely	ADV
cana-656	128	7	measure	measure	VERB
cana-656	128	8	how	how	SCONJ
cana-656	128	9	cities	city	NOUN
cana-656	128	10	change	change	VERB
cana-656	128	11	over	over	ADP
cana-656	128	12	time	time	NOUN
cana-656	128	13	by	by	ADP
cana-656	128	14	using	use	VERB
cana-656	128	15	their	their	PRON
cana-656	128	16	ability	ability	NOUN
cana-656	128	17	to	to	PART
cana-656	128	18	extract	extract	VERB
cana-656	128	19	complex	complex	ADJ
cana-656	128	20	spatial	spatial	ADJ
cana-656	128	21	traits	trait	NOUN
cana-656	128	22	from	from	ADP
cana-656	128	23	highresolution	highresolution	NOUN
cana-656	128	24	satellite	satellite	NOUN
cana-656	128	25	images	image	NOUN
cana-656	128	26	.	.	PUNCT
cana-656	129	1	these	these	DET
cana-656	129	2	networks	network	NOUN
cana-656	129	3	are	be	AUX
cana-656	129	4	very	very	ADV
cana-656	129	5	good	good	ADJ
cana-656	129	6	at	at	ADP
cana-656	129	7	picking	pick	VERB
cana-656	129	8	up	up	ADP
cana-656	129	9	on	on	ADP
cana-656	129	10	small	small	ADJ
cana-656	129	11	changes	change	NOUN
cana-656	129	12	in	in	ADP
cana-656	129	13	urban	urban	ADJ
cana-656	129	14	areas	area	NOUN
cana-656	129	15	,	,	PUNCT
cana-656	129	16	like	like	ADP
cana-656	129	17	when	when	SCONJ
cana-656	129	18	infrastructure	infrastructure	NOUN
cana-656	129	19	is	be	AUX
cana-656	129	20	built	build	VERB
cana-656	129	21	or	or	CCONJ
cana-656	129	22	land	land	NOUN
cana-656	129	23	cover	cover	NOUN
cana-656	129	24	changes	change	NOUN
cana-656	129	25	.	.	PUNCT
cana-656	130	1	by	by	ADP
cana-656	130	2	using	use	VERB
cana-656	130	3	strong	strong	ADJ
cana-656	130	4	training	training	NOUN
cana-656	130	5	and	and	CCONJ
cana-656	130	6	confirmation	confirmation	NOUN
cana-656	130	7	methods	method	NOUN
cana-656	130	8	,	,	PUNCT
cana-656	130	9	cnns	cnn	NOUN
cana-656	130	10	make	make	VERB
cana-656	130	11	it	it	PRON
cana-656	130	12	possible	possible	ADJ
cana-656	130	13	to	to	PART
cana-656	130	14	create	create	VERB
cana-656	130	15	quantified	quantified	ADJ
cana-656	130	16	measures	measure	NOUN
cana-656	130	17	for	for	ADP
cana-656	130	18	the	the	DET
cana-656	130	19	patterns	pattern	NOUN
cana-656	130	20	of	of	ADP
cana-656	130	21	urban	urban	ADJ
cana-656	130	22	change	change	NOUN
cana-656	130	23	,	,	PUNCT
cana-656	130	24	which	which	PRON
cana-656	130	25	helps	help	VERB
cana-656	130	26	lawmakers	lawmaker	NOUN
cana-656	130	27	and	and	CCONJ
cana-656	130	28	planners	planner	NOUN
cana-656	130	29	make	make	VERB
cana-656	130	30	decisions	decision	NOUN
cana-656	130	31	.	.	PUNCT
cana-656	131	1	this	this	DET
cana-656	131	2	method	method	NOUN
cana-656	131	3	not	not	PART
cana-656	131	4	only	only	ADV
cana-656	131	5	helps	help	VERB
cana-656	131	6	us	we	PRON
cana-656	131	7	understand	understand	VERB
cana-656	131	8	how	how	SCONJ
cana-656	131	9	cities	city	NOUN
cana-656	131	10	change	change	VERB
cana-656	131	11	over	over	ADP
cana-656	131	12	time	time	NOUN
cana-656	131	13	,	,	PUNCT
cana-656	131	14	but	but	CCONJ
cana-656	131	15	it	it	PRON
cana-656	131	16	also	also	ADV
cana-656	131	17	supports	support	VERB
cana-656	131	18	long	long	ADJ
cana-656	131	19	-	-	PUNCT
cana-656	131	20	term	term	NOUN
cana-656	131	21	urban	urban	ADJ
cana-656	131	22	growth	growth	NOUN
cana-656	131	23	plans	plan	NOUN
cana-656	131	24	by	by	ADP
cana-656	131	25	giving	give	VERB
cana-656	131	26	us	we	PRON
cana-656	131	27	data	data	NOUN
cana-656	131	28	-	-	PUNCT
cana-656	131	29	driven	drive	VERB
cana-656	131	30	information	information	NOUN
cana-656	131	31	about	about	ADP
cana-656	131	32	how	how	SCONJ
cana-656	131	33	cities	city	NOUN
cana-656	131	34	are	be	AUX
cana-656	131	35	changing	change	VERB
cana-656	131	36	right	right	ADV
cana-656	131	37	now	now	ADV
cana-656	131	38	.	.	PUNCT
cana-656	132	1	figure	figure	VERB
cana-656	132	2	4	4	NUM
cana-656	132	3	:	:	PUNCT
cana-656	132	4	overview	overview	NOUN
cana-656	132	5	of	of	ADP
cana-656	132	6	cnn	cnn	PROPN
cana-656	132	7	architecture	architecture	NOUN
cana-656	132	8	algorithm	algorithm	NOUN
cana-656	132	9	:	:	PUNCT
cana-656	132	10	1	1	X
cana-656	132	11	.	.	X
cana-656	132	12	data	datum	NOUN
cana-656	132	13	preprocessing	preprocessing	NOUN
cana-656	132	14	:	:	PUNCT
cana-656	132	15	normalize	normalize	VERB
cana-656	132	16	satellite	satellite	NOUN
cana-656	132	17	images	image	NOUN
cana-656	132	18	to	to	PART
cana-656	132	19	ensure	ensure	VERB
cana-656	132	20	consistent	consistent	ADJ
cana-656	132	21	pixel	pixel	ADJ
cana-656	132	22	values	value	NOUN
cana-656	132	23	:	:	PUNCT
cana-656	133	1	𝑥𝑛𝑜𝑟𝑚	𝑥𝑛𝑜𝑟𝑚	ADV
cana-656	133	2	=	=	PUNCT
cana-656	133	3	(	(	PUNCT
cana-656	133	4	𝑥	𝑥	INTJ
cana-656	133	5	−	−	NOUN
cana-656	133	6	𝜇	𝜇	NOUN
cana-656	133	7	)	)	PUNCT
cana-656	133	8	𝜎	𝜎	PROPN
cana-656	133	9	2	2	X
cana-656	133	10	.	.	X
cana-656	133	11	augment	augment	VERB
cana-656	133	12	the	the	DET
cana-656	133	13	dataset	dataset	NOUN
cana-656	133	14	to	to	PART
cana-656	133	15	enhance	enhance	VERB
cana-656	133	16	model	model	NOUN
cana-656	133	17	robustness	robustness	NOUN
cana-656	133	18	.	.	PUNCT
cana-656	134	1	•	•	NUM
cana-656	134	2	split	split	NOUN
cana-656	134	3	data	datum	NOUN
cana-656	134	4	into	into	ADP
cana-656	134	5	training	training	NOUN
cana-656	134	6	,	,	PUNCT
cana-656	134	7	validation	validation	NOUN
cana-656	134	8	,	,	PUNCT
cana-656	134	9	and	and	CCONJ
cana-656	134	10	testing	testing	NOUN
cana-656	134	11	sets	set	NOUN
cana-656	134	12	for	for	ADP
cana-656	134	13	model	model	NOUN
cana-656	134	14	evaluation	evaluation	NOUN
cana-656	134	15	.	.	PUNCT
cana-656	135	1	communications	communication	NOUN
cana-656	135	2	on	on	ADP
cana-656	135	3	applied	apply	VERB
cana-656	135	4	nonlinear	nonlinear	ADJ
cana-656	135	5	analysis	analysis	NOUN
cana-656	135	6	issn	issn	NOUN
cana-656	135	7	:	:	PUNCT
cana-656	135	8	1074	1074	NUM
cana-656	135	9	-	-	PUNCT
cana-656	135	10	133x	133x	NUM
cana-656	135	11	vol	vol	NOUN
cana-656	135	12	31	31	NUM
cana-656	135	13	no	no	NOUN
cana-656	135	14	.	.	PUNCT
cana-656	136	1	2s	2s	NUM
cana-656	136	2	(	(	PUNCT
cana-656	136	3	2024	2024	NUM
cana-656	136	4	)	)	PUNCT
cana-656	136	5	394	394	NUM
cana-656	136	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	136	7	3	3	X
cana-656	136	8	.	.	X
cana-656	136	9	cnn	cnn	PROPN
cana-656	136	10	model	model	PROPN
cana-656	136	11	design	design	PROPN
cana-656	136	12	:	:	PUNCT
cana-656	136	13	•	•	NUM
cana-656	136	14	design	design	NOUN
cana-656	136	15	cnn	cnn	PROPN
cana-656	136	16	architecture	architecture	NOUN
cana-656	136	17	tailored	tailor	VERB
cana-656	136	18	to	to	ADP
cana-656	136	19	urban	urban	ADJ
cana-656	136	20	transformation	transformation	NOUN
cana-656	136	21	analysis	analysis	NOUN
cana-656	136	22	.	.	PUNCT
cana-656	137	1	•	•	NUM
cana-656	137	2	experiment	experiment	NOUN
cana-656	137	3	with	with	ADP
cana-656	137	4	different	different	ADJ
cana-656	137	5	architectures	architecture	NOUN
cana-656	137	6	to	to	PART
cana-656	137	7	optimize	optimize	VERB
cana-656	137	8	performance	performance	NOUN
cana-656	137	9	.	.	PUNCT
cana-656	138	1	•	•	NUM
cana-656	138	2	include	include	VERB
cana-656	138	3	convolutional	convolutional	ADJ
cana-656	138	4	,	,	PUNCT
cana-656	138	5	pooling	pooling	NOUN
cana-656	138	6	,	,	PUNCT
cana-656	138	7	and	and	CCONJ
cana-656	138	8	fully	fully	ADV
cana-656	138	9	connected	connected	ADJ
cana-656	138	10	layers	layer	NOUN
cana-656	138	11	.	.	PUNCT
cana-656	139	1	𝑧[𝑙	𝑧[𝑙	NOUN
cana-656	139	2	]	]	X
cana-656	139	3	=	=	PUNCT
cana-656	139	4	𝑊[𝑙	𝑊[𝑙	VERB
cana-656	139	5	]	]	X
cana-656	139	6	∗	∗	NOUN
cana-656	139	7	𝑎[𝑙	𝑎[𝑙	NOUN
cana-656	139	8	−	−	PROPN
cana-656	139	9	1	1	NUM
cana-656	139	10	]	]	PUNCT
cana-656	140	1	+	+	X
cana-656	140	2	𝑏[𝑙	𝑏[𝑙	NOUN
cana-656	140	3	]	]	SYM
cana-656	140	4	4	4	NUM
cana-656	140	5	.	.	PUNCT
cana-656	140	6	model	model	NOUN
cana-656	140	7	training	training	NOUN
cana-656	140	8	:	:	PUNCT
cana-656	140	9	•	•	ADP
cana-656	140	10	initialize	initialize	VERB
cana-656	140	11	model	model	NOUN
cana-656	140	12	parameters	parameter	NOUN
cana-656	140	13	,	,	PUNCT
cana-656	140	14	possibly	possibly	ADV
cana-656	140	15	with	with	ADP
cana-656	140	16	pre	pre	ADJ
cana-656	140	17	-	-	ADJ
cana-656	140	18	trained	train	VERB
cana-656	140	19	weights	weight	NOUN
cana-656	140	20	.	.	PUNCT
cana-656	141	1	define	define	VERB
cana-656	141	2	loss	loss	NOUN
cana-656	141	3	function	function	NOUN
cana-656	141	4	(	(	PUNCT
cana-656	141	5	e.g.	e.g.	ADV
cana-656	141	6	,	,	PUNCT
cana-656	141	7	categorical	categorical	ADJ
cana-656	141	8	cross	cross	NOUN
cana-656	141	9	-	-	NOUN
cana-656	141	10	entropy	entropy	ADJ
cana-656	141	11	):	):	PUNCT
cana-656	141	12	𝐽	𝐽	PROPN
cana-656	141	13	=	=	PUNCT
cana-656	141	14	−	−	PROPN
cana-656	141	15	(	(	PUNCT
cana-656	141	16	1	1	NUM
cana-656	141	17	𝑚	𝑚	NOUN
cana-656	141	18	)	)	PUNCT
cana-656	141	19	∑(1	∑(1	PROPN
cana-656	141	20	𝑡𝑜	𝑡𝑜	PROPN
cana-656	141	21	𝑚)∑(1	𝑚)∑(1	NOUN
cana-656	141	22	𝑡𝑜	𝑡𝑜	PROPN
cana-656	141	23	𝐶)𝑦𝑖	𝐶)𝑦𝑖	PROPN
cana-656	141	24	,	,	PUNCT
cana-656	141	25	𝑐	𝑐	NOUN
cana-656	141	26	∗	∗	NOUN
cana-656	141	27	log(𝑦𝑖	log(𝑦𝑖	X
cana-656	141	28	𝑡	𝑡	PROPN
cana-656	141	29	,	,	PUNCT
cana-656	141	30	𝑐	𝑐	NOUN
cana-656	141	31	)	)	PUNCT
cana-656	141	32	•	•	X
cana-656	141	33	utilize	utilize	VERB
cana-656	141	34	optimization	optimization	NOUN
cana-656	141	35	algorithms	algorithm	NOUN
cana-656	141	36	like	like	ADP
cana-656	141	37	stochastic	stochastic	ADJ
cana-656	141	38	gradient	gradient	ADJ
cana-656	141	39	descent	descent	NOUN
cana-656	141	40	(	(	PUNCT
cana-656	141	41	sgd	sgd	NOUN
cana-656	141	42	)	)	PUNCT
cana-656	141	43	or	or	CCONJ
cana-656	141	44	adam	adam	PROPN
cana-656	141	45	for	for	ADP
cana-656	141	46	parameter	parameter	NOUN
cana-656	141	47	updating	updating	NOUN
cana-656	141	48	.	.	PUNCT
cana-656	142	1	5	5	X
cana-656	142	2	.	.	PUNCT
cana-656	142	3	model	model	NOUN
cana-656	142	4	evaluation	evaluation	NOUN
cana-656	142	5	and	and	CCONJ
cana-656	142	6	analysis	analysis	NOUN
cana-656	142	7	:	:	PUNCT
cana-656	142	8	•	•	NUM
cana-656	142	9	evaluate	evaluate	VERB
cana-656	142	10	model	model	NOUN
cana-656	142	11	performance	performance	NOUN
cana-656	142	12	on	on	ADP
cana-656	142	13	the	the	DET
cana-656	142	14	validation	validation	NOUN
cana-656	142	15	set	set	NOUN
cana-656	142	16	using	use	VERB
cana-656	142	17	metrics	metric	NOUN
cana-656	142	18	such	such	ADJ
cana-656	142	19	as	as	ADP
cana-656	142	20	accuracy	accuracy	NOUN
cana-656	142	21	,	,	PUNCT
cana-656	142	22	precision	precision	NOUN
cana-656	142	23	,	,	PUNCT
cana-656	142	24	recall	recall	NOUN
cana-656	142	25	,	,	PUNCT
cana-656	142	26	and	and	CCONJ
cana-656	142	27	f1	f1	NOUN
cana-656	142	28	-	-	PUNCT
cana-656	142	29	score	score	NOUN
cana-656	142	30	.	.	PUNCT
cana-656	143	1	•	•	NOUN
cana-656	143	2	assess	assess	NOUN
cana-656	143	3	generalization	generalization	NOUN
cana-656	143	4	capability	capability	NOUN
cana-656	143	5	on	on	ADP
cana-656	143	6	the	the	DET
cana-656	143	7	testing	testing	NOUN
cana-656	143	8	set	set	VERB
cana-656	143	9	.	.	PUNCT
cana-656	144	1	•	•	NUM
cana-656	144	2	visualize	visualize	VERB
cana-656	144	3	model	model	NOUN
cana-656	144	4	predictions	prediction	NOUN
cana-656	144	5	and	and	CCONJ
cana-656	144	6	metrics	metric	NOUN
cana-656	144	7	to	to	PART
cana-656	144	8	gain	gain	VERB
cana-656	144	9	insights	insight	NOUN
cana-656	144	10	into	into	ADP
cana-656	144	11	urban	urban	ADJ
cana-656	144	12	transformation	transformation	NOUN
cana-656	144	13	dynamics	dynamic	NOUN
cana-656	144	14	.	.	PUNCT
cana-656	145	1	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
cana-656	145	2	=	=	PROPN
cana-656	145	3	𝐶𝑜𝑟𝑟𝑒𝑐𝑡	𝐶𝑜𝑟𝑟𝑒𝑐𝑡	PROPN
cana-656	145	4	𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑖𝑜𝑛𝑠	𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑖𝑜𝑛𝑠	PROPN
cana-656	145	5	𝑇𝑜𝑡𝑎𝑙	𝑇𝑜𝑡𝑎𝑙	PROPN
cana-656	145	6	𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑖𝑜𝑛𝑠	𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑖𝑜𝑛𝑠	PROPN
cana-656	145	7	2	2	NUM
cana-656	145	8	.	.	PUNCT
cana-656	145	9	svm	svm	PROPN
cana-656	145	10	:	:	PUNCT
cana-656	145	11	support	support	NOUN
cana-656	145	12	vector	vector	NOUN
cana-656	145	13	machines	machine	NOUN
cana-656	145	14	(	(	PUNCT
cana-656	145	15	svms	svms	NOUN
cana-656	145	16	)	)	PUNCT
cana-656	145	17	are	be	AUX
cana-656	145	18	a	a	DET
cana-656	145	19	reliable	reliable	ADJ
cana-656	145	20	way	way	NOUN
cana-656	145	21	to	to	PART
cana-656	145	22	look	look	VERB
cana-656	145	23	at	at	ADP
cana-656	145	24	how	how	SCONJ
cana-656	145	25	cities	city	NOUN
cana-656	145	26	are	be	AUX
cana-656	145	27	changing	change	VERB
cana-656	145	28	using	use	VERB
cana-656	145	29	data	datum	NOUN
cana-656	145	30	from	from	ADP
cana-656	145	31	satellites	satellite	NOUN
cana-656	145	32	.	.	PUNCT
cana-656	146	1	svms	svms	NOUN
cana-656	146	2	are	be	AUX
cana-656	146	3	great	great	ADJ
cana-656	146	4	at	at	ADP
cana-656	146	5	identifying	identify	VERB
cana-656	146	6	and	and	CCONJ
cana-656	146	7	measuring	measure	VERB
cana-656	146	8	changes	change	NOUN
cana-656	146	9	in	in	ADP
cana-656	146	10	cities	city	NOUN
cana-656	146	11	over	over	ADP
cana-656	146	12	time	time	NOUN
cana-656	146	13	because	because	SCONJ
cana-656	146	14	they	they	PRON
cana-656	146	15	can	can	AUX
cana-656	146	16	handle	handle	VERB
cana-656	146	17	complicated	complicated	ADJ
cana-656	146	18	,	,	PUNCT
cana-656	146	19	non	non	ADJ
cana-656	146	20	-	-	ADJ
cana-656	146	21	linear	linear	ADJ
cana-656	146	22	connections	connection	NOUN
cana-656	146	23	.	.	PUNCT
cana-656	147	1	svms	svms	NOUN
cana-656	147	2	use	use	VERB
cana-656	147	3	a	a	DET
cana-656	147	4	margin	margin	NOUN
cana-656	147	5	-	-	PUNCT
cana-656	147	6	based	base	VERB
cana-656	147	7	method	method	NOUN
cana-656	147	8	to	to	PART
cana-656	147	9	try	try	VERB
cana-656	147	10	to	to	PART
cana-656	147	11	make	make	VERB
cana-656	147	12	the	the	DET
cana-656	147	13	gaps	gap	NOUN
cana-656	147	14	between	between	ADP
cana-656	147	15	classes	class	NOUN
cana-656	147	16	as	as	ADV
cana-656	147	17	big	big	ADJ
cana-656	147	18	as	as	ADP
cana-656	147	19	possible	possible	ADJ
cana-656	147	20	.	.	PUNCT
cana-656	148	1	this	this	PRON
cana-656	148	2	lets	let	VERB
cana-656	148	3	them	they	PRON
cana-656	148	4	make	make	VERB
cana-656	148	5	accurate	accurate	ADJ
cana-656	148	6	guesses	guess	NOUN
cana-656	148	7	even	even	ADV
cana-656	148	8	when	when	SCONJ
cana-656	148	9	they	they	PRON
cana-656	148	10	only	only	ADV
cana-656	148	11	have	have	VERB
cana-656	148	12	a	a	DET
cana-656	148	13	small	small	ADJ
cana-656	148	14	amount	amount	NOUN
cana-656	148	15	of	of	ADP
cana-656	148	16	training	training	NOUN
cana-656	148	17	data	datum	NOUN
cana-656	148	18	.	.	PUNCT
cana-656	149	1	svms	svms	NOUN
cana-656	149	2	are	be	AUX
cana-656	149	3	very	very	ADV
cana-656	149	4	useful	useful	ADJ
cana-656	149	5	for	for	ADP
cana-656	149	6	learning	learn	VERB
cana-656	149	7	how	how	SCONJ
cana-656	149	8	urban	urban	ADJ
cana-656	149	9	areas	area	NOUN
cana-656	149	10	change	change	VERB
cana-656	149	11	over	over	ADP
cana-656	149	12	time	time	NOUN
cana-656	149	13	because	because	SCONJ
cana-656	149	14	they	they	PRON
cana-656	149	15	are	be	AUX
cana-656	149	16	flexible	flexible	ADJ
cana-656	149	17	and	and	CCONJ
cana-656	149	18	accurate	accurate	ADJ
cana-656	149	19	.	.	PUNCT
cana-656	150	1	they	they	PRON
cana-656	150	2	also	also	ADV
cana-656	150	3	help	help	VERB
cana-656	150	4	people	people	NOUN
cana-656	150	5	make	make	VERB
cana-656	150	6	good	good	ADJ
cana-656	150	7	decisions	decision	NOUN
cana-656	150	8	for	for	ADP
cana-656	150	9	long	long	ADJ
cana-656	150	10	-	-	PUNCT
cana-656	150	11	term	term	NOUN
cana-656	150	12	urban	urban	ADJ
cana-656	150	13	development	development	NOUN
cana-656	150	14	projects	project	NOUN
cana-656	150	15	.	.	PUNCT
cana-656	151	1	algorithm	algorithm	NOUN
cana-656	151	2	:	:	PUNCT
cana-656	151	3	1	1	X
cana-656	151	4	.	.	X
cana-656	151	5	data	datum	NOUN
cana-656	151	6	preprocessing	preprocessing	NOUN
cana-656	151	7	:	:	PUNCT
cana-656	151	8	normalize	normalize	VERB
cana-656	151	9	satellite	satellite	NOUN
cana-656	151	10	images	image	NOUN
cana-656	151	11	to	to	PART
cana-656	151	12	ensure	ensure	VERB
cana-656	151	13	consistent	consistent	ADJ
cana-656	151	14	pixel	pixel	NOUN
cana-656	151	15	values	value	NOUN
cana-656	151	16	.	.	PUNCT
cana-656	152	1	augment	augment	VERB
cana-656	152	2	the	the	DET
cana-656	152	3	dataset	dataset	NOUN
cana-656	152	4	if	if	SCONJ
cana-656	152	5	necessary	necessary	ADJ
cana-656	152	6	.	.	PUNCT
cana-656	153	1	split	split	ADJ
cana-656	153	2	data	datum	NOUN
cana-656	153	3	into	into	ADP
cana-656	153	4	training	training	NOUN
cana-656	153	5	,	,	PUNCT
cana-656	153	6	validation	validation	NOUN
cana-656	153	7	,	,	PUNCT
cana-656	153	8	and	and	CCONJ
cana-656	153	9	testing	testing	NOUN
cana-656	153	10	sets	set	NOUN
cana-656	153	11	.	.	PUNCT
cana-656	154	1	normalization	normalization	NOUN
cana-656	154	2	:	:	PUNCT
cana-656	154	3	𝑥_𝑛𝑜𝑟𝑚	𝑥_𝑛𝑜𝑟𝑚	X
cana-656	154	4	=	=	SYM
cana-656	154	5	(	(	PUNCT
cana-656	154	6	𝑥	𝑥	NOUN
cana-656	154	7	−	−	NOUN
cana-656	154	8	𝜇	𝜇	NOUN
cana-656	154	9	)	)	PUNCT
cana-656	154	10	/	/	SYM
cana-656	154	11	𝜎	𝜎	PROPN
cana-656	154	12	communications	communication	NOUN
cana-656	154	13	on	on	ADP
cana-656	154	14	applied	apply	VERB
cana-656	154	15	nonlinear	nonlinear	ADJ
cana-656	154	16	analysis	analysis	NOUN
cana-656	154	17	issn	issn	NOUN
cana-656	154	18	:	:	PUNCT
cana-656	154	19	1074	1074	NUM
cana-656	154	20	-	-	PUNCT
cana-656	154	21	133x	133x	NUM
cana-656	154	22	vol	vol	NOUN
cana-656	154	23	31	31	NUM
cana-656	154	24	no	no	NOUN
cana-656	154	25	.	.	PUNCT
cana-656	155	1	2s	2s	NUM
cana-656	155	2	(	(	PUNCT
cana-656	155	3	2024	2024	NUM
cana-656	155	4	)	)	PUNCT
cana-656	155	5	395	395	NUM
cana-656	155	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	155	7	2	2	X
cana-656	155	8	.	.	PUNCT
cana-656	155	9	svm	svm	PROPN
cana-656	155	10	model	model	NOUN
cana-656	155	11	training	training	NOUN
cana-656	155	12	:	:	PUNCT
cana-656	155	13	•	•	ADP
cana-656	155	14	choose	choose	VERB
cana-656	155	15	suitable	suitable	ADJ
cana-656	155	16	kernel	kernel	NOUN
cana-656	155	17	function	function	NOUN
cana-656	155	18	•	•	NOUN
cana-656	155	19	define	define	VERB
cana-656	155	20	the	the	DET
cana-656	155	21	svm	svm	ADJ
cana-656	155	22	optimization	optimization	NOUN
cana-656	155	23	problem	problem	NOUN
cana-656	155	24	with	with	ADP
cana-656	155	25	appropriate	appropriate	ADJ
cana-656	155	26	constraints	constraint	NOUN
cana-656	155	27	and	and	CCONJ
cana-656	155	28	objective	objective	ADJ
cana-656	155	29	function	function	NOUN
cana-656	155	30	.	.	PUNCT
cana-656	156	1	•	•	NUM
cana-656	156	2	solve	solve	VERB
cana-656	156	3	the	the	DET
cana-656	156	4	optimization	optimization	NOUN
cana-656	156	5	problem	problem	NOUN
cana-656	156	6	to	to	PART
cana-656	156	7	obtain	obtain	VERB
cana-656	156	8	the	the	DET
cana-656	156	9	optimal	optimal	ADJ
cana-656	156	10	hyperplane	hyperplane	NOUN
cana-656	156	11	separating	separate	VERB
cana-656	156	12	different	different	ADJ
cana-656	156	13	classes	class	NOUN
cana-656	156	14	.	.	PUNCT
cana-656	157	1	a.	a.	NOUN
cana-656	157	2	objective	objective	ADJ
cana-656	157	3	function	function	NOUN
cana-656	157	4	:	:	PUNCT
cana-656	157	5	min	min	NOUN
cana-656	157	6	𝑤	𝑤	PROPN
cana-656	157	7	,	,	PUNCT
cana-656	157	8	𝑏	𝑏	PROPN
cana-656	157	9	,	,	PUNCT
cana-656	157	10	𝜉	𝜉	PROPN
cana-656	157	11	1	1	NUM
cana-656	157	12	2	2	NUM
cana-656	157	13	||𝑤||	||𝑤||	NOUN
cana-656	157	14	2	2	NUM
cana-656	157	15	+	+	CCONJ
cana-656	157	16	𝐶	𝐶	PROPN
cana-656	157	17	∑	∑	PUNCT
cana-656	157	18	{	{	PUNCT
cana-656	157	19	𝑛	𝑛	PROPN
cana-656	157	20	}	}	PUNCT
cana-656	157	21	𝜉_𝑖	𝜉_𝑖	ADJ
cana-656	157	22	{	{	PUNCT
cana-656	157	23	𝑖=1	𝑖=1	PROPN
cana-656	157	24	}	}	PUNCT
cana-656	157	25	b.	b.	PROPN
cana-656	157	26	constraints	constraint	NOUN
cana-656	157	27	:	:	PUNCT
cana-656	157	28	𝑦𝑖(𝑤𝑇𝜙(𝑥𝑖)+	𝑦𝑖(𝑤𝑇𝜙(𝑥𝑖)+	PROPN
cana-656	157	29	𝑏	𝑏	NOUN
cana-656	157	30	)	)	PUNCT
cana-656	157	31	≥	≥	NOUN
cana-656	157	32	1	1	NUM
cana-656	157	33	−	−	NOUN
cana-656	157	34	𝜉𝑖	𝜉𝑖	ADP
cana-656	157	35	𝜉_𝑖	𝜉_𝑖	ADJ
cana-656	157	36	≥	≥	NOUN
cana-656	157	37	0	0	NUM
cana-656	157	38	c.	c.	PROPN
cana-656	157	39	kernel	kernel	PROPN
cana-656	157	40	function	function	PROPN
cana-656	157	41	:	:	PUNCT
cana-656	157	42	𝐾(𝑥𝑖	𝐾(𝑥𝑖	ADJ
cana-656	157	43	,	,	PUNCT
cana-656	157	44	𝑥𝑗	𝑥𝑗	PROPN
cana-656	157	45	)	)	PUNCT
cana-656	157	46	=	=	SYM
cana-656	157	47	𝜙(𝑥𝑖	𝜙(𝑥𝑖	ADJ
cana-656	157	48	)	)	PUNCT
cana-656	157	49	⋅	⋅	PROPN
cana-656	157	50	𝜙(𝑥𝑗	𝜙(𝑥𝑗	NOUN
cana-656	157	51	)	)	PUNCT
cana-656	157	52	figure	figure	NOUN
cana-656	157	53	5	5	NUM
cana-656	157	54	:	:	PUNCT
cana-656	157	55	workflow	workflow	NOUN
cana-656	157	56	for	for	ADP
cana-656	157	57	svm	svm	ADJ
cana-656	157	58	communications	communication	NOUN
cana-656	157	59	on	on	ADP
cana-656	157	60	applied	apply	VERB
cana-656	157	61	nonlinear	nonlinear	ADJ
cana-656	157	62	analysis	analysis	NOUN
cana-656	157	63	issn	issn	NOUN
cana-656	157	64	:	:	PUNCT
cana-656	157	65	1074	1074	NUM
cana-656	157	66	-	-	PUNCT
cana-656	157	67	133x	133x	NUM
cana-656	157	68	vol	vol	NOUN
cana-656	157	69	31	31	NUM
cana-656	157	70	no	no	NOUN
cana-656	157	71	.	.	PUNCT
cana-656	158	1	2s	2s	NUM
cana-656	158	2	(	(	PUNCT
cana-656	158	3	2024	2024	NUM
cana-656	158	4	)	)	PUNCT
cana-656	158	5	396	396	NUM
cana-656	158	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	158	7	3	3	X
cana-656	158	8	.	.	PUNCT
cana-656	158	9	model	model	NOUN
cana-656	158	10	evaluation	evaluation	NOUN
cana-656	158	11	and	and	CCONJ
cana-656	158	12	analysis	analysis	NOUN
cana-656	158	13	:	:	PUNCT
cana-656	158	14	•	•	NUM
cana-656	158	15	evaluate	evaluate	VERB
cana-656	158	16	model	model	NOUN
cana-656	158	17	performance	performance	NOUN
cana-656	158	18	on	on	ADP
cana-656	158	19	the	the	DET
cana-656	158	20	validation	validation	NOUN
cana-656	158	21	set	set	NOUN
cana-656	158	22	using	use	VERB
cana-656	158	23	appropriate	appropriate	ADJ
cana-656	158	24	metrics	metric	NOUN
cana-656	158	25	(	(	PUNCT
cana-656	158	26	e.g.	e.g.	ADV
cana-656	158	27	,	,	PUNCT
cana-656	158	28	accuracy	accuracy	NOUN
cana-656	158	29	,	,	PUNCT
cana-656	158	30	precision	precision	NOUN
cana-656	158	31	,	,	PUNCT
cana-656	158	32	recall	recall	NOUN
cana-656	158	33	)	)	PUNCT
cana-656	158	34	.	.	PUNCT
cana-656	159	1	•	•	NUM
cana-656	159	2	tune	tune	NOUN
cana-656	159	3	hyperparameters	hyperparameter	NOUN
cana-656	159	4	such	such	ADJ
cana-656	159	5	as	as	ADP
cana-656	159	6	regularization	regularization	NOUN
cana-656	159	7	parameter	parameter	NOUN
cana-656	159	8	c	c	PROPN
cana-656	159	9	and	and	CCONJ
cana-656	159	10	kernel	kernel	PROPN
cana-656	159	11	parameters	parameter	NOUN
cana-656	159	12	based	base	VERB
cana-656	159	13	on	on	ADP
cana-656	159	14	validation	validation	NOUN
cana-656	159	15	performance	performance	NOUN
cana-656	159	16	.	.	PUNCT
cana-656	160	1	•	•	NOUN
cana-656	160	2	assess	assess	NOUN
cana-656	160	3	model	model	NOUN
cana-656	160	4	generalization	generalization	NOUN
cana-656	160	5	on	on	ADP
cana-656	160	6	the	the	DET
cana-656	160	7	testing	testing	NOUN
cana-656	160	8	set	set	NOUN
cana-656	160	9	.	.	PUNCT
cana-656	161	1	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
cana-656	161	2	=	=	PRON
cana-656	161	3	(	(	PUNCT
cana-656	161	4	𝐶𝑜𝑟𝑟𝑒𝑐𝑡	𝐶𝑜𝑟𝑟𝑒𝑐𝑡	PROPN
cana-656	161	5	𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑖𝑜𝑛𝑠	𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑖𝑜𝑛𝑠	PROPN
cana-656	161	6	)	)	PUNCT
cana-656	161	7	(	(	PUNCT
cana-656	161	8	𝑇𝑜𝑡𝑎𝑙	𝑇𝑜𝑡𝑎𝑙	PROPN
cana-656	161	9	𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑖𝑜𝑛𝑠	𝑃𝑟𝑒𝑑𝑖𝑐𝑡𝑖𝑜𝑛𝑠	PROPN
cana-656	161	10	)	)	PUNCT
cana-656	161	11	3	3	NUM
cana-656	161	12	.	.	NOUN
cana-656	161	13	results	result	NOUN
cana-656	161	14	and	and	CCONJ
cana-656	161	15	discussion	discussion	VERB
cana-656	161	16	the	the	DET
cana-656	161	17	change	change	NOUN
cana-656	161	18	detection	detection	NOUN
cana-656	161	19	study	study	NOUN
cana-656	161	20	conducted	conduct	VERB
cana-656	161	21	in	in	ADP
cana-656	161	22	the	the	DET
cana-656	161	23	vicinity	vicinity	NOUN
cana-656	161	24	of	of	ADP
cana-656	161	25	nagpur	nagpur	PROPN
cana-656	161	26	city	city	PROPN
cana-656	161	27	has	have	AUX
cana-656	161	28	revealed	reveal	VERB
cana-656	161	29	that	that	SCONJ
cana-656	161	30	the	the	DET
cana-656	161	31	urbanization	urbanization	NOUN
cana-656	161	32	of	of	ADP
cana-656	161	33	the	the	DET
cana-656	161	34	surrounding	surround	VERB
cana-656	161	35	areas	area	NOUN
cana-656	161	36	has	have	AUX
cana-656	161	37	caused	cause	VERB
cana-656	161	38	changes	change	NOUN
cana-656	161	39	in	in	ADP
cana-656	161	40	the	the	DET
cana-656	161	41	urban	urban	ADJ
cana-656	161	42	periphery	periphery	NOUN
cana-656	161	43	.	.	PUNCT
cana-656	162	1	for	for	ADP
cana-656	162	2	visual	visual	ADJ
cana-656	162	3	analysis	analysis	NOUN
cana-656	162	4	and	and	CCONJ
cana-656	162	5	comparative	comparative	ADJ
cana-656	162	6	study	study	NOUN
cana-656	162	7	,	,	PUNCT
cana-656	162	8	interpretation	interpretation	NOUN
cana-656	162	9	of	of	ADP
cana-656	162	10	satellite	satellite	NOUN
cana-656	162	11	data	datum	NOUN
cana-656	162	12	is	be	AUX
cana-656	162	13	referred	refer	VERB
cana-656	162	14	for	for	ADP
cana-656	162	15	years	year	NOUN
cana-656	162	16	2005	2005	NUM
cana-656	162	17	,	,	PUNCT
cana-656	162	18	2010	2010	NUM
cana-656	162	19	,	,	PUNCT
cana-656	162	20	2015	2015	NUM
cana-656	162	21	,	,	PUNCT
cana-656	162	22	2020	2020	NUM
cana-656	162	23	and	and	CCONJ
cana-656	162	24	2023	2023	NUM
cana-656	162	25	.	.	PUNCT
cana-656	163	1	from	from	ADP
cana-656	163	2	interpretation	interpretation	NOUN
cana-656	163	3	satellite	satellite	PROPN
cana-656	163	4	data	datum	NOUN
cana-656	163	5	size	size	NOUN
cana-656	163	6	,	,	PUNCT
cana-656	163	7	shape	shape	NOUN
cana-656	163	8	,	,	PUNCT
cana-656	163	9	texture	texture	NOUN
cana-656	163	10	,	,	PUNCT
cana-656	163	11	location	location	NOUN
cana-656	163	12	,	,	PUNCT
cana-656	163	13	resolution	resolution	NOUN
cana-656	163	14	,	,	PUNCT
cana-656	163	15	shadows	shadow	NOUN
cana-656	163	16	and	and	CCONJ
cana-656	163	17	tone	tone	NOUN
cana-656	163	18	,	,	PUNCT
cana-656	163	19	these	these	DET
cana-656	163	20	different	different	ADJ
cana-656	163	21	features	feature	NOUN
cana-656	163	22	can	can	AUX
cana-656	163	23	be	be	AUX
cana-656	163	24	analyzed	analyze	VERB
cana-656	163	25	as	as	SCONJ
cana-656	163	26	shown	show	VERB
cana-656	163	27	in	in	ADP
cana-656	163	28	figure	figure	NOUN
cana-656	163	29	6(a	6(a	NUM
cana-656	163	30	)	)	PUNCT
cana-656	163	31	.	.	PUNCT
cana-656	164	1	one	one	NUM
cana-656	164	2	of	of	ADP
cana-656	164	3	the	the	DET
cana-656	164	4	obvious	obvious	ADJ
cana-656	164	5	things	thing	NOUN
cana-656	164	6	to	to	PART
cana-656	164	7	consider	consider	VERB
cana-656	164	8	is	be	AUX
cana-656	164	9	shape	shape	NOUN
cana-656	164	10	.	.	PUNCT
cana-656	165	1	it	it	PRON
cana-656	165	2	is	be	AUX
cana-656	165	3	the	the	DET
cana-656	165	4	object	object	NOUN
cana-656	165	5	's	's	PART
cana-656	165	6	shape	shape	NOUN
cana-656	165	7	.	.	PUNCT
cana-656	166	1	roads	road	NOUN
cana-656	166	2	and	and	CCONJ
cana-656	166	3	metro	metro	PROPN
cana-656	166	4	lines	line	NOUN
cana-656	166	5	are	be	AUX
cana-656	166	6	often	often	ADV
cana-656	166	7	represented	represent	VERB
cana-656	166	8	by	by	ADP
cana-656	166	9	straight	straight	ADJ
cana-656	166	10	edge	edge	NOUN
cana-656	166	11	shapes	shape	NOUN
cana-656	166	12	,	,	PUNCT
cana-656	166	13	but	but	CCONJ
cana-656	166	14	fallow	fallow	NOUN
cana-656	166	15	fields	field	NOUN
cana-656	166	16	devoid	devoid	ADJ
cana-656	166	17	of	of	ADP
cana-656	166	18	crops	crop	NOUN
cana-656	166	19	and	and	CCONJ
cana-656	166	20	densely	densely	ADV
cana-656	166	21	populated	populate	VERB
cana-656	166	22	areas	area	NOUN
cana-656	166	23	are	be	AUX
cana-656	166	24	defined	define	VERB
cana-656	166	25	by	by	ADP
cana-656	166	26	pink	pink	ADJ
cana-656	166	27	hue	hue	ADJ
cana-656	166	28	areas	area	NOUN
cana-656	166	29	.	.	PUNCT
cana-656	167	1	texture	texture	NOUN
cana-656	167	2	,	,	PUNCT
cana-656	167	3	on	on	ADP
cana-656	167	4	the	the	DET
cana-656	167	5	other	other	ADJ
cana-656	167	6	hand	hand	NOUN
cana-656	167	7	,	,	PUNCT
cana-656	167	8	describes	describe	VERB
cana-656	167	9	how	how	SCONJ
cana-656	167	10	frequently	frequently	ADV
cana-656	167	11	tones	tone	VERB
cana-656	167	12	shift	shift	NOUN
cana-656	167	13	in	in	ADP
cana-656	167	14	a	a	DET
cana-656	167	15	particular	particular	ADJ
cana-656	167	16	region	region	NOUN
cana-656	167	17	of	of	ADP
cana-656	167	18	an	an	DET
cana-656	167	19	image	image	NOUN
cana-656	167	20	.	.	PUNCT
cana-656	168	1	waste	waste	NOUN
cana-656	168	2	terrain	terrain	NOUN
cana-656	168	3	is	be	AUX
cana-656	168	4	characterized	characterize	VERB
cana-656	168	5	by	by	ADP
cana-656	168	6	recurring	recur	VERB
cana-656	168	7	tiny	tiny	ADJ
cana-656	168	8	patterns	pattern	NOUN
cana-656	168	9	,	,	PUNCT
cana-656	168	10	whereas	whereas	SCONJ
cana-656	168	11	built	build	VERB
cana-656	168	12	-	-	PUNCT
cana-656	168	13	up	up	ADP
cana-656	168	14	areas	area	NOUN
cana-656	168	15	have	have	VERB
cana-656	168	16	coarse	coarse	ADJ
cana-656	168	17	textures	texture	NOUN
cana-656	168	18	.	.	PUNCT
cana-656	169	1	the	the	DET
cana-656	169	2	term	term	NOUN
cana-656	169	3	"	"	PUNCT
cana-656	169	4	association	association	NOUN
cana-656	169	5	"	"	PUNCT
cana-656	169	6	refers	refer	VERB
cana-656	169	7	to	to	ADP
cana-656	169	8	the	the	DET
cana-656	169	9	presence	presence	NOUN
cana-656	169	10	of	of	ADP
cana-656	169	11	one	one	NUM
cana-656	169	12	characteristic	characteristic	NOUN
cana-656	169	13	in	in	ADP
cana-656	169	14	relation	relation	NOUN
cana-656	169	15	to	to	ADP
cana-656	169	16	another	another	PRON
cana-656	169	17	.	.	PUNCT
cana-656	170	1	some	some	DET
cana-656	170	2	features	feature	NOUN
cana-656	170	3	are	be	AUX
cana-656	170	4	not	not	PART
cana-656	170	5	immediately	immediately	ADV
cana-656	170	6	discernible	discernible	ADJ
cana-656	170	7	by	by	ADP
cana-656	170	8	appearance	appearance	NOUN
cana-656	170	9	in	in	ADP
cana-656	170	10	an	an	DET
cana-656	170	11	image	image	NOUN
cana-656	170	12	,	,	PUNCT
cana-656	170	13	but	but	CCONJ
cana-656	170	14	they	they	PRON
cana-656	170	15	can	can	AUX
cana-656	170	16	be	be	AUX
cana-656	170	17	readily	readily	ADV
cana-656	170	18	interpreted	interpret	VERB
cana-656	170	19	based	base	VERB
cana-656	170	20	on	on	ADP
cana-656	170	21	their	their	PRON
cana-656	170	22	relationship	relationship	NOUN
cana-656	170	23	to	to	ADP
cana-656	170	24	their	their	PRON
cana-656	170	25	surroundings	surrounding	NOUN
cana-656	170	26	.	.	PUNCT
cana-656	171	1	figure	figure	NOUN
cana-656	171	2	6(b	6(b	NUM
cana-656	171	3	)	)	PUNCT
cana-656	172	1	and	and	CCONJ
cana-656	172	2	(	(	PUNCT
cana-656	172	3	c	c	X
cana-656	172	4	)	)	PUNCT
cana-656	172	5	described	describe	VERB
cana-656	172	6	that	that	DET
cana-656	172	7	day	day	NOUN
cana-656	172	8	by	by	ADP
cana-656	172	9	day	day	NOUN
cana-656	172	10	the	the	DET
cana-656	172	11	built	build	VERB
cana-656	172	12	-	-	PUNCT
cana-656	172	13	up	up	ADP
cana-656	172	14	area	area	NOUN
cana-656	172	15	is	be	AUX
cana-656	172	16	increasing	increase	VERB
cana-656	172	17	as	as	SCONJ
cana-656	172	18	compared	compare	VERB
cana-656	172	19	to	to	ADP
cana-656	172	20	vegetation	vegetation	NOUN
cana-656	172	21	area	area	NOUN
cana-656	172	22	due	due	ADP
cana-656	172	23	to	to	ADP
cana-656	172	24	urbanization	urbanization	NOUN
cana-656	172	25	.	.	PUNCT
cana-656	173	1	as	as	SCONJ
cana-656	173	2	we	we	PRON
cana-656	173	3	are	be	AUX
cana-656	173	4	selecting	select	VERB
cana-656	173	5	the	the	DET
cana-656	173	6	classes	class	NOUN
cana-656	173	7	manually	manually	ADV
cana-656	173	8	in	in	ADP
cana-656	173	9	supervised	supervised	ADJ
cana-656	173	10	method	method	NOUN
cana-656	173	11	and	and	CCONJ
cana-656	173	12	in	in	ADP
cana-656	173	13	unsupervised	unsupervised	ADJ
cana-656	173	14	method	method	NOUN
cana-656	173	15	we	we	PRON
cana-656	173	16	are	be	AUX
cana-656	173	17	defining	define	VERB
cana-656	173	18	the	the	DET
cana-656	173	19	number	number	NOUN
cana-656	173	20	of	of	ADP
cana-656	173	21	classes	class	NOUN
cana-656	173	22	.	.	PUNCT
cana-656	174	1	when	when	SCONJ
cana-656	174	2	comparing	compare	VERB
cana-656	174	3	both	both	DET
cana-656	174	4	methods	method	NOUN
cana-656	174	5	outcomes	outcome	NOUN
cana-656	174	6	with	with	ADP
cana-656	174	7	the	the	DET
cana-656	174	8	interpretation	interpretation	NOUN
cana-656	174	9	of	of	ADP
cana-656	174	10	satellite	satellite	NOUN
cana-656	174	11	data	datum	NOUN
cana-656	174	12	,	,	PUNCT
cana-656	174	13	the	the	DET
cana-656	174	14	supervised	supervised	ADJ
cana-656	174	15	classification	classification	NOUN
cana-656	174	16	technique	technique	NOUN
cana-656	174	17	performs	perform	VERB
cana-656	174	18	better	well	ADJ
cana-656	174	19	than	than	ADP
cana-656	174	20	the	the	DET
cana-656	174	21	unsupervised	unsupervised	ADJ
cana-656	174	22	method	method	NOUN
cana-656	174	23	.	.	PUNCT
cana-656	175	1	figure	figure	NOUN
cana-656	175	2	5	5	NUM
cana-656	175	3	shows	show	VERB
cana-656	175	4	graphical	graphical	ADJ
cana-656	175	5	representation	representation	NOUN
cana-656	175	6	of	of	ADP
cana-656	175	7	change	change	NOUN
cana-656	175	8	in	in	ADP
cana-656	175	9	area	area	NOUN
cana-656	175	10	over	over	ADP
cana-656	175	11	the	the	DET
cana-656	175	12	period	period	NOUN
cana-656	175	13	of	of	ADP
cana-656	175	14	18	18	NUM
cana-656	175	15	years	year	NOUN
cana-656	175	16	.	.	PUNCT
cana-656	176	1	table	table	NOUN
cana-656	176	2	1	1	NUM
cana-656	176	3	described	describe	VERB
cana-656	176	4	area	area	NOUN
cana-656	176	5	in	in	ADP
cana-656	176	6	hectares	hectare	NOUN
cana-656	176	7	of	of	ADP
cana-656	176	8	wasteland	wasteland	NOUN
cana-656	176	9	,	,	PUNCT
cana-656	176	10	built	build	VERB
cana-656	176	11	-	-	PUNCT
cana-656	176	12	up	up	NOUN
cana-656	176	13	and	and	CCONJ
cana-656	176	14	vegetation	vegetation	NOUN
cana-656	176	15	for	for	ADP
cana-656	176	16	different	different	ADJ
cana-656	176	17	years	year	NOUN
cana-656	176	18	as	as	SCONJ
cana-656	176	19	mentioned	mention	VERB
cana-656	176	20	above	above	ADV
cana-656	176	21	.	.	PUNCT
cana-656	177	1	the	the	DET
cana-656	177	2	pie	pie	NOUN
cana-656	177	3	chart	chart	NOUN
cana-656	177	4	in	in	ADP
cana-656	177	5	figure	figure	NOUN
cana-656	177	6	6	6	NUM
cana-656	177	7	depicts	depict	VERB
cana-656	177	8	the	the	DET
cana-656	177	9	percentage	percentage	NOUN
cana-656	177	10	change	change	NOUN
cana-656	177	11	in	in	ADP
cana-656	177	12	vegetation	vegetation	NOUN
cana-656	177	13	classes	class	NOUN
cana-656	177	14	from	from	ADP
cana-656	177	15	13	13	NUM
cana-656	177	16	%	%	NOUN
cana-656	177	17	to	to	PART
cana-656	177	18	23	23	NUM
cana-656	177	19	%	%	NOUN
cana-656	177	20	in	in	ADP
cana-656	177	21	2023	2023	NUM
cana-656	177	22	,	,	PUNCT
cana-656	177	23	the	the	DET
cana-656	177	24	change	change	NOUN
cana-656	177	25	in	in	ADP
cana-656	177	26	wasteland	wasteland	NOUN
cana-656	177	27	from	from	ADP
cana-656	177	28	80	80	NUM
cana-656	177	29	%	%	NOUN
cana-656	177	30	in	in	ADP
cana-656	177	31	2005	2005	NUM
cana-656	177	32	to	to	ADP
cana-656	177	33	47	47	NUM
cana-656	177	34	%	%	NOUN
cana-656	177	35	in	in	ADP
cana-656	177	36	2023	2023	NUM
cana-656	177	37	,	,	PUNCT
cana-656	177	38	and	and	CCONJ
cana-656	177	39	the	the	DET
cana-656	177	40	largest	large	ADJ
cana-656	177	41	change	change	NOUN
cana-656	177	42	brought	bring	VERB
cana-656	177	43	about	about	ADP
cana-656	177	44	by	by	ADP
cana-656	177	45	urbanization	urbanization	NOUN
cana-656	177	46	in	in	ADP
cana-656	177	47	the	the	DET
cana-656	177	48	nagpur	nagpur	PROPN
cana-656	177	49	city	city	PROPN
cana-656	177	50	area	area	NOUN
cana-656	177	51	from	from	ADP
cana-656	177	52	7	7	NUM
cana-656	177	53	%	%	NOUN
cana-656	177	54	in	in	ADP
cana-656	177	55	2005	2005	NUM
cana-656	177	56	to	to	ADP
cana-656	177	57	30	30	NUM
cana-656	177	58	%	%	NOUN
cana-656	177	59	in	in	ADP
cana-656	177	60	2023	2023	NUM
cana-656	177	61	.	.	PUNCT
cana-656	178	1	communications	communication	NOUN
cana-656	178	2	on	on	ADP
cana-656	178	3	applied	apply	VERB
cana-656	178	4	nonlinear	nonlinear	ADJ
cana-656	178	5	analysis	analysis	NOUN
cana-656	178	6	issn	issn	NOUN
cana-656	178	7	:	:	PUNCT
cana-656	178	8	1074	1074	NUM
cana-656	178	9	-	-	PUNCT
cana-656	178	10	133x	133x	NUM
cana-656	178	11	vol	vol	NOUN
cana-656	178	12	31	31	NUM
cana-656	178	13	no	no	NOUN
cana-656	178	14	.	.	PUNCT
cana-656	179	1	2s	2s	NUM
cana-656	179	2	(	(	PUNCT
cana-656	179	3	2024	2024	NUM
cana-656	179	4	)	)	PUNCT
cana-656	179	5	397	397	NUM
cana-656	179	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	179	7	(	(	PUNCT
cana-656	179	8	a	a	NOUN
cana-656	179	9	)	)	PUNCT
cana-656	179	10	(	(	PUNCT
cana-656	179	11	b	b	X
cana-656	179	12	)	)	PUNCT
cana-656	179	13	(	(	PUNCT
cana-656	179	14	c	c	X
cana-656	179	15	)	)	PUNCT
cana-656	179	16	figure	figure	NOUN
cana-656	179	17	6	6	NUM
cana-656	179	18	.	.	PUNCT
cana-656	179	19	row	row	VERB
cana-656	179	20	wise	wise	ADJ
cana-656	179	21	:	:	PUNCT
cana-656	179	22	row	row	NOUN
cana-656	179	23	1	1	NUM
cana-656	179	24	:	:	PUNCT
cana-656	179	25	year	year	NOUN
cana-656	179	26	2005	2005	NUM
cana-656	179	27	,	,	PUNCT
cana-656	179	28	row	row	VERB
cana-656	179	29	2	2	NUM
cana-656	179	30	:	:	PUNCT
cana-656	179	31	year	year	NOUN
cana-656	179	32	2010	2010	NUM
cana-656	179	33	,	,	PUNCT
cana-656	179	34	row	row	VERB
cana-656	179	35	3	3	NUM
cana-656	179	36	:	:	PUNCT
cana-656	179	37	year	year	NOUN
cana-656	179	38	2015	2015	NUM
cana-656	179	39	,	,	PUNCT
cana-656	179	40	row	row	VERB
cana-656	179	41	4	4	NUM
cana-656	179	42	:	:	PUNCT
cana-656	179	43	year	year	NOUN
cana-656	179	44	2020	2020	NUM
cana-656	179	45	,	,	PUNCT
cana-656	179	46	row	row	VERB
cana-656	179	47	5	5	NUM
cana-656	179	48	:	:	PUNCT
cana-656	179	49	year	year	NOUN
cana-656	179	50	2023	2023	NUM
cana-656	179	51	;	;	PUNCT
cana-656	179	52	column	column	NOUN
cana-656	179	53	wise:(a	wise:(a	NOUN
cana-656	179	54	)	)	PUNCT
cana-656	179	55	interpretation	interpretation	NOUN
cana-656	179	56	of	of	ADP
cana-656	179	57	satellite	satellite	NOUN
cana-656	179	58	data	datum	NOUN
cana-656	179	59	,	,	PUNCT
cana-656	179	60	(	(	PUNCT
cana-656	179	61	b	b	X
cana-656	179	62	)	)	PUNCT
cana-656	179	63	unsupervised	unsupervised	ADJ
cana-656	179	64	classification	classification	NOUN
cana-656	179	65	result	result	NOUN
cana-656	179	66	,	,	PUNCT
cana-656	179	67	(	(	PUNCT
cana-656	179	68	c	c	X
cana-656	179	69	)	)	PUNCT
cana-656	179	70	supervised	supervise	VERB
cana-656	179	71	classification	classification	NOUN
cana-656	179	72	result	result	NOUN
cana-656	179	73	.	.	PUNCT
cana-656	180	1	table	table	NOUN
cana-656	180	2	1	1	NUM
cana-656	180	3	.	.	PUNCT
cana-656	180	4	land	land	NOUN
cana-656	180	5	use	use	NOUN
cana-656	180	6	status	status	NOUN
cana-656	180	7	of	of	ADP
cana-656	180	8	aoi	aoi	PROPN
cana-656	180	9	between	between	ADP
cana-656	180	10	year	year	NOUN
cana-656	180	11	2005	2005	NUM
cana-656	180	12	to	to	ADP
cana-656	180	13	2023	2023	NUM
cana-656	180	14	year	year	NOUN
cana-656	180	15	classes	class	NOUN
cana-656	180	16	area	area	NOUN
cana-656	180	17	(	(	PUNCT
cana-656	180	18	in	in	ADP
cana-656	180	19	hectares	hectare	NOUN
cana-656	180	20	)	)	PUNCT
cana-656	180	21	2005	2005	NUM
cana-656	180	22	wasteland	wasteland	VERB
cana-656	180	23	380.49	380.49	NUM
cana-656	180	24	build	build	NOUN
cana-656	180	25	-	-	PUNCT
cana-656	180	26	up	up	ADP
cana-656	180	27	36.92	36.92	NUM
cana-656	180	28	vegetation	vegetation	NOUN
cana-656	180	29	59.61	59.61	NUM
cana-656	180	30	2010	2010	NUM
cana-656	180	31	wasteland	wasteland	VERB
cana-656	180	32	170.45	170.45	NUM
cana-656	180	33	build	build	NOUN
cana-656	180	34	-	-	PUNCT
cana-656	180	35	up	up	ADP
cana-656	180	36	160.33	160.33	NUM
cana-656	180	37	communications	communication	NOUN
cana-656	180	38	on	on	ADP
cana-656	180	39	applied	apply	VERB
cana-656	180	40	nonlinear	nonlinear	ADJ
cana-656	180	41	analysis	analysis	NOUN
cana-656	180	42	issn	issn	NOUN
cana-656	180	43	:	:	PUNCT
cana-656	180	44	1074	1074	NUM
cana-656	180	45	-	-	PUNCT
cana-656	180	46	133x	133x	NUM
cana-656	180	47	vol	vol	NOUN
cana-656	180	48	31	31	NUM
cana-656	180	49	no	no	NOUN
cana-656	180	50	.	.	PUNCT
cana-656	181	1	2s	2s	NUM
cana-656	181	2	(	(	PUNCT
cana-656	181	3	2024	2024	NUM
cana-656	181	4	)	)	PUNCT
cana-656	181	5	398	398	NUM
cana-656	181	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	181	7	vegetation	vegetation	NOUN
cana-656	181	8	147.19	147.19	NUM
cana-656	181	9	2015	2015	NUM
cana-656	181	10	wasteland	wasteland	VERB
cana-656	181	11	236.11	236.11	NUM
cana-656	181	12	build	build	NOUN
cana-656	181	13	-	-	PUNCT
cana-656	181	14	up	up	ADP
cana-656	181	15	152.94	152.94	NUM
cana-656	181	16	vegetation	vegetation	NOUN
cana-656	181	17	88.11	88.11	NUM
cana-656	181	18	2020	2020	NUM
cana-656	181	19	wasteland	wasteland	VERB
cana-656	181	20	180.34	180.34	NUM
cana-656	181	21	build	build	NOUN
cana-656	181	22	-	-	PUNCT
cana-656	181	23	up	up	ADP
cana-656	181	24	151.55	151.55	NUM
cana-656	181	25	vegetation	vegetation	NOUN
cana-656	181	26	145.2	145.2	NUM
cana-656	181	27	2023	2023	NUM
cana-656	181	28	wasteland	wasteland	NOUN
cana-656	181	29	225.45	225.45	NUM
cana-656	181	30	build	build	NOUN
cana-656	181	31	-	-	PUNCT
cana-656	181	32	up	up	NOUN
cana-656	181	33	140.9	140.9	NUM
cana-656	181	34	vegetation	vegetation	NOUN
cana-656	181	35	110.86	110.86	NUM
cana-656	181	36	the	the	DET
cana-656	181	37	information	information	NOUN
cana-656	181	38	shows	show	VERB
cana-656	181	39	a	a	DET
cana-656	181	40	picture	picture	NOUN
cana-656	181	41	of	of	ADP
cana-656	181	42	three	three	NUM
cana-656	181	43	types	type	NOUN
cana-656	181	44	of	of	ADP
cana-656	181	45	land	land	NOUN
cana-656	181	46	cover	cover	NOUN
cana-656	181	47	from	from	ADP
cana-656	181	48	2005	2005	NUM
cana-656	181	49	to	to	ADP
cana-656	181	50	2023	2023	NUM
cana-656	181	51	:	:	PUNCT
cana-656	181	52	wasteland	wasteland	ADJ
cana-656	181	53	,	,	PUNCT
cana-656	181	54	buildup	buildup	VERB
cana-656	181	55	,	,	PUNCT
cana-656	181	56	and	and	CCONJ
cana-656	181	57	vegetation	vegetation	NOUN
cana-656	181	58	.	.	PUNCT
cana-656	182	1	each	each	DET
cana-656	182	2	type	type	NOUN
cana-656	182	3	is	be	AUX
cana-656	182	4	measured	measure	VERB
cana-656	182	5	in	in	ADP
cana-656	182	6	hectares	hectare	NOUN
cana-656	182	7	.	.	PUNCT
cana-656	183	1	over	over	ADP
cana-656	183	2	the	the	DET
cana-656	183	3	years	year	NOUN
cana-656	183	4	,	,	PUNCT
cana-656	183	5	there	there	PRON
cana-656	183	6	have	have	AUX
cana-656	183	7	been	be	AUX
cana-656	183	8	clear	clear	ADJ
cana-656	183	9	changes	change	NOUN
cana-656	183	10	.	.	PUNCT
cana-656	184	1	the	the	DET
cana-656	184	2	amount	amount	NOUN
cana-656	184	3	of	of	ADP
cana-656	184	4	wasteland	wasteland	NOUN
cana-656	184	5	went	go	VERB
cana-656	184	6	down	down	ADP
cana-656	184	7	from	from	ADP
cana-656	184	8	380.49	380.49	NUM
cana-656	184	9	hectares	hectare	NOUN
cana-656	184	10	in	in	ADP
cana-656	184	11	2005	2005	NUM
cana-656	184	12	to	to	ADP
cana-656	184	13	225.45	225.45	NUM
cana-656	184	14	hectares	hectare	NOUN
cana-656	184	15	in	in	ADP
cana-656	184	16	2023	2023	NUM
cana-656	184	17	,	,	PUNCT
cana-656	184	18	which	which	PRON
cana-656	184	19	suggests	suggest	VERB
cana-656	184	20	that	that	SCONJ
cana-656	184	21	steps	step	NOUN
cana-656	184	22	might	might	AUX
cana-656	184	23	be	be	AUX
cana-656	184	24	made	make	VERB
cana-656	184	25	to	to	PART
cana-656	184	26	clean	clean	VERB
cana-656	184	27	it	it	PRON
cana-656	184	28	up	up	ADP
cana-656	184	29	.	.	PUNCT
cana-656	185	1	build	build	VERB
cana-656	185	2	-	-	PUNCT
cana-656	185	3	up	up	ADP
cana-656	185	4	areas	area	NOUN
cana-656	185	5	,	,	PUNCT
cana-656	185	6	on	on	ADP
cana-656	185	7	the	the	DET
cana-656	185	8	other	other	ADJ
cana-656	185	9	hand	hand	NOUN
cana-656	185	10	,	,	PUNCT
cana-656	185	11	went	go	VERB
cana-656	185	12	up	up	ADV
cana-656	185	13	and	and	CCONJ
cana-656	185	14	down	down	ADV
cana-656	185	15	.	.	PUNCT
cana-656	186	1	they	they	PRON
cana-656	186	2	reached	reach	VERB
cana-656	186	3	a	a	DET
cana-656	186	4	high	high	ADJ
cana-656	186	5	point	point	NOUN
cana-656	186	6	of	of	ADP
cana-656	186	7	160.33	160.33	NUM
cana-656	186	8	hectares	hectare	NOUN
cana-656	186	9	in	in	ADP
cana-656	186	10	2010	2010	NUM
cana-656	186	11	and	and	CCONJ
cana-656	186	12	then	then	ADV
cana-656	186	13	fell	fall	VERB
cana-656	186	14	to	to	ADP
cana-656	186	15	140.9	140.9	NUM
cana-656	186	16	hectares	hectare	NOUN
cana-656	186	17	by	by	ADP
cana-656	186	18	2023	2023	NUM
cana-656	186	19	.	.	PUNCT
cana-656	187	1	there	there	PRON
cana-656	187	2	were	be	VERB
cana-656	187	3	peaks	peak	NOUN
cana-656	187	4	and	and	CCONJ
cana-656	187	5	valleys	valley	NOUN
cana-656	187	6	in	in	ADP
cana-656	187	7	the	the	DET
cana-656	187	8	vegetation	vegetation	NOUN
cana-656	187	9	patterns	pattern	NOUN
cana-656	187	10	,	,	PUNCT
cana-656	187	11	but	but	CCONJ
cana-656	187	12	overall	overall	ADV
cana-656	187	13	they	they	PRON
cana-656	187	14	were	be	AUX
cana-656	187	15	pretty	pretty	ADV
cana-656	187	16	steady	steady	ADJ
cana-656	187	17	.	.	PUNCT
cana-656	188	1	these	these	DET
cana-656	188	2	kinds	kind	NOUN
cana-656	188	3	of	of	ADP
cana-656	188	4	data	datum	NOUN
cana-656	188	5	findings	finding	NOUN
cana-656	188	6	are	be	AUX
cana-656	188	7	very	very	ADV
cana-656	188	8	important	important	ADJ
cana-656	188	9	for	for	ADP
cana-656	188	10	urban	urban	ADJ
cana-656	188	11	planning	planning	NOUN
cana-656	188	12	,	,	PUNCT
cana-656	188	13	environmental	environmental	ADJ
cana-656	188	14	management	management	NOUN
cana-656	188	15	,	,	PUNCT
cana-656	188	16	and	and	CCONJ
cana-656	188	17	policymaking	policymake	VERB
cana-656	188	18	because	because	SCONJ
cana-656	188	19	they	they	PRON
cana-656	188	20	help	help	VERB
cana-656	188	21	people	people	NOUN
cana-656	188	22	make	make	VERB
cana-656	188	23	smart	smart	ADJ
cana-656	188	24	choices	choice	NOUN
cana-656	188	25	about	about	ADP
cana-656	188	26	how	how	SCONJ
cana-656	188	27	to	to	PART
cana-656	188	28	use	use	VERB
cana-656	188	29	land	land	NOUN
cana-656	188	30	,	,	PUNCT
cana-656	188	31	protect	protect	VERB
cana-656	188	32	it	it	PRON
cana-656	188	33	,	,	PUNCT
cana-656	188	34	and	and	CCONJ
cana-656	188	35	build	build	VERB
cana-656	188	36	a	a	DET
cana-656	188	37	healthy	healthy	ADJ
cana-656	188	38	future	future	NOUN
cana-656	188	39	,	,	PUNCT
cana-656	188	40	analysis	analysis	NOUN
cana-656	188	41	shown	show	VERB
cana-656	188	42	in	in	ADP
cana-656	188	43	figure	figure	NOUN
cana-656	188	44	7	7	NUM
cana-656	188	45	.	.	PUNCT
cana-656	188	46	figure	figure	VERB
cana-656	188	47	7	7	NUM
cana-656	188	48	.	.	PUNCT
cana-656	189	1	urban	urban	ADJ
cana-656	189	2	area	area	NOUN
cana-656	189	3	change	change	VERB
cana-656	189	4	analysis	analysis	NOUN
cana-656	189	5	for	for	ADP
cana-656	189	6	period	period	NOUN
cana-656	189	7	2005	2005	NUM
cana-656	189	8	to	to	ADP
cana-656	189	9	2023	2023	NUM
cana-656	189	10	.	.	PUNCT
cana-656	190	1	table	table	NOUN
cana-656	190	2	2	2	NUM
cana-656	190	3	:	:	PUNCT
cana-656	190	4	machine	machine	NOUN
cana-656	190	5	learning	learning	NOUN
cana-656	190	6	method	method	NOUN
cana-656	190	7	result	result	VERB
cana-656	190	8	comparison	comparison	NOUN
cana-656	190	9	model	model	NOUN
cana-656	190	10	accuracy	accuracy	NOUN
cana-656	190	11	precision	precision	NOUN
cana-656	190	12	recall	recall	NOUN
cana-656	190	13	f1	f1	PROPN
cana-656	190	14	score	score	NOUN
cana-656	190	15	svm	svm	NOUN
cana-656	190	16	90.32	90.32	NUM
cana-656	190	17	92.87	92.87	NUM
cana-656	190	18	91.45	91.45	NUM
cana-656	190	19	95.63	95.63	NUM
cana-656	190	20	cnn	cnn	PROPN
cana-656	190	21	94.52	94.52	NUM
cana-656	190	22	93.55	93.55	NUM
cana-656	190	23	92.75	92.75	NUM
cana-656	190	24	97.44	97.44	NUM
cana-656	190	25	support	support	NOUN
cana-656	190	26	vector	vector	NOUN
cana-656	190	27	machines	machine	NOUN
cana-656	190	28	(	(	PUNCT
cana-656	190	29	svm	svm	PROPN
cana-656	190	30	)	)	PUNCT
cana-656	190	31	and	and	CCONJ
cana-656	190	32	convolutional	convolutional	ADJ
cana-656	190	33	neural	neural	ADJ
cana-656	190	34	networks	network	NOUN
cana-656	190	35	(	(	PUNCT
cana-656	190	36	cnn	cnn	PROPN
cana-656	190	37	)	)	PUNCT
cana-656	190	38	are	be	AUX
cana-656	190	39	two	two	NUM
cana-656	190	40	machine	machine	NOUN
cana-656	190	41	learning	learning	NOUN
cana-656	190	42	methods	method	NOUN
cana-656	190	43	that	that	PRON
cana-656	190	44	are	be	AUX
cana-656	190	45	compared	compare	VERB
cana-656	190	46	in	in	ADP
cana-656	190	47	table	table	NOUN
cana-656	190	48	2	2	NUM
cana-656	190	49	based	base	VERB
cana-656	190	50	on	on	ADP
cana-656	190	51	four	four	NUM
cana-656	190	52	performance	performance	NOUN
cana-656	190	53	metrics	metric	NOUN
cana-656	190	54	:	:	PUNCT
cana-656	190	55	f1	f1	NOUN
cana-656	190	56	score	score	NOUN
cana-656	190	57	,	,	PUNCT
cana-656	190	58	accuracy	accuracy	NOUN
cana-656	190	59	,	,	PUNCT
cana-656	190	60	and	and	CCONJ
cana-656	190	61	precision	precision	NOUN
cana-656	190	62	.	.	PUNCT
cana-656	191	1	with	with	ADP
cana-656	191	2	an	an	DET
cana-656	191	3	accuracy	accuracy	NOUN
cana-656	191	4	of	of	ADP
cana-656	191	5	90.32	90.32	NUM
cana-656	191	6	%	%	NOUN
cana-656	191	7	,	,	PUNCT
cana-656	191	8	precision	precision	NOUN
cana-656	191	9	of	of	ADP
cana-656	191	10	92.87	92.87	NUM
cana-656	191	11	%	%	NOUN
cana-656	191	12	,	,	PUNCT
cana-656	191	13	recall	recall	NOUN
cana-656	191	14	of	of	ADP
cana-656	191	15	91.45	91.45	NUM
cana-656	191	16	%	%	NOUN
cana-656	191	17	,	,	PUNCT
cana-656	191	18	and	and	CCONJ
cana-656	191	19	communications	communication	NOUN
cana-656	191	20	on	on	ADP
cana-656	191	21	applied	apply	VERB
cana-656	191	22	nonlinear	nonlinear	ADJ
cana-656	191	23	analysis	analysis	NOUN
cana-656	191	24	issn	issn	NOUN
cana-656	191	25	:	:	PUNCT
cana-656	191	26	1074	1074	NUM
cana-656	191	27	-	-	PUNCT
cana-656	191	28	133x	133x	NUM
cana-656	191	29	vol	vol	NOUN
cana-656	191	30	31	31	NUM
cana-656	191	31	no	no	NOUN
cana-656	191	32	.	.	PUNCT
cana-656	192	1	2s	2s	NUM
cana-656	192	2	(	(	PUNCT
cana-656	192	3	2024	2024	NUM
cana-656	192	4	)	)	PUNCT
cana-656	192	5	399	399	NUM
cana-656	192	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	192	7	f1	f1	NOUN
cana-656	192	8	score	score	NOUN
cana-656	192	9	of	of	ADP
cana-656	192	10	95.63	95.63	NUM
cana-656	192	11	%	%	NOUN
cana-656	192	12	,	,	PUNCT
cana-656	192	13	the	the	DET
cana-656	192	14	svm	svm	PROPN
cana-656	192	15	model	model	NOUN
cana-656	192	16	did	do	VERB
cana-656	192	17	a	a	DET
cana-656	192	18	good	good	ADJ
cana-656	192	19	job	job	NOUN
cana-656	192	20	.	.	PUNCT
cana-656	193	1	but	but	CCONJ
cana-656	193	2	the	the	DET
cana-656	193	3	cnn	cnn	PROPN
cana-656	193	4	model	model	NOUN
cana-656	193	5	did	do	VERB
cana-656	193	6	better	well	ADV
cana-656	193	7	than	than	ADP
cana-656	193	8	svm	svm	ADJ
cana-656	193	9	,	,	PUNCT
cana-656	193	10	with	with	ADP
cana-656	193	11	an	an	DET
cana-656	193	12	accuracy	accuracy	NOUN
cana-656	193	13	score	score	NOUN
cana-656	193	14	of	of	ADP
cana-656	193	15	94.52	94.52	NUM
cana-656	193	16	%	%	NOUN
cana-656	193	17	and	and	CCONJ
cana-656	193	18	scores	score	NOUN
cana-656	193	19	for	for	ADP
cana-656	193	20	precision	precision	NOUN
cana-656	193	21	,	,	PUNCT
cana-656	193	22	recall	recall	NOUN
cana-656	193	23	,	,	PUNCT
cana-656	193	24	and	and	CCONJ
cana-656	193	25	f1	f1	NOUN
cana-656	193	26	of	of	ADP
cana-656	193	27	93.55	93.55	NUM
cana-656	193	28	%	%	NOUN
cana-656	193	29	,	,	PUNCT
cana-656	193	30	92.75	92.75	NUM
cana-656	193	31	%	%	NOUN
cana-656	193	32	,	,	PUNCT
cana-656	193	33	and	and	CCONJ
cana-656	193	34	97.44	97.44	NUM
cana-656	193	35	%	%	NOUN
cana-656	193	36	,	,	PUNCT
cana-656	193	37	respectively	respectively	ADV
cana-656	193	38	.	.	PUNCT
cana-656	194	1	the	the	DET
cana-656	194	2	comparison	comparison	NOUN
cana-656	194	3	shows	show	VERB
cana-656	194	4	that	that	SCONJ
cana-656	194	5	both	both	DET
cana-656	194	6	models	model	NOUN
cana-656	194	7	perform	perform	VERB
cana-656	194	8	well	well	ADV
cana-656	194	9	across	across	ADP
cana-656	194	10	all	all	DET
cana-656	194	11	measures	measure	NOUN
cana-656	194	12	,	,	PUNCT
cana-656	194	13	which	which	PRON
cana-656	194	14	means	mean	VERB
cana-656	194	15	they	they	PRON
cana-656	194	16	are	be	AUX
cana-656	194	17	good	good	ADJ
cana-656	194	18	at	at	ADP
cana-656	194	19	the	the	DET
cana-656	194	20	job	job	NOUN
cana-656	194	21	at	at	ADP
cana-656	194	22	hand	hand	NOUN
cana-656	194	23	.	.	PUNCT
cana-656	195	1	but	but	CCONJ
cana-656	195	2	the	the	DET
cana-656	195	3	cnn	cnn	PROPN
cana-656	195	4	model	model	NOUN
cana-656	195	5	does	do	VERB
cana-656	195	6	a	a	DET
cana-656	195	7	little	little	ADJ
cana-656	195	8	better	well	ADJ
cana-656	195	9	than	than	ADP
cana-656	195	10	the	the	DET
cana-656	195	11	svm	svm	ADJ
cana-656	195	12	model	model	NOUN
cana-656	195	13	,	,	PUNCT
cana-656	195	14	especially	especially	ADV
cana-656	195	15	when	when	SCONJ
cana-656	195	16	it	it	PRON
cana-656	195	17	comes	come	VERB
cana-656	195	18	to	to	ADP
cana-656	195	19	accuracy	accuracy	NOUN
cana-656	195	20	and	and	CCONJ
cana-656	195	21	f1	f1	NOUN
cana-656	195	22	score	score	NOUN
cana-656	195	23	.	.	PUNCT
cana-656	196	1	this	this	PRON
cana-656	196	2	means	mean	VERB
cana-656	196	3	that	that	SCONJ
cana-656	196	4	cnns	cnn	NOUN
cana-656	196	5	,	,	PUNCT
cana-656	196	6	which	which	PRON
cana-656	196	7	can	can	AUX
cana-656	196	8	easily	easily	ADV
cana-656	196	9	pull	pull	VERB
cana-656	196	10	out	out	ADP
cana-656	196	11	hierarchical	hierarchical	ADJ
cana-656	196	12	features	feature	NOUN
cana-656	196	13	from	from	ADP
cana-656	196	14	complicated	complicated	ADJ
cana-656	196	15	data	datum	NOUN
cana-656	196	16	like	like	ADP
cana-656	196	17	pictures	picture	NOUN
cana-656	196	18	,	,	PUNCT
cana-656	196	19	are	be	AUX
cana-656	196	20	a	a	DET
cana-656	196	21	good	good	ADJ
cana-656	196	22	fit	fit	NOUN
cana-656	196	23	for	for	ADP
cana-656	196	24	the	the	DET
cana-656	196	25	classification	classification	NOUN
cana-656	196	26	job	job	NOUN
cana-656	196	27	,	,	PUNCT
cana-656	196	28	leading	lead	VERB
cana-656	196	29	to	to	ADP
cana-656	196	30	better	well	ADJ
cana-656	196	31	results	result	NOUN
cana-656	196	32	overall	overall	ADV
cana-656	196	33	,	,	PUNCT
cana-656	196	34	shown	show	VERB
cana-656	196	35	in	in	ADP
cana-656	196	36	figure	figure	NOUN
cana-656	196	37	8	8	NUM
cana-656	196	38	.	.	PUNCT
cana-656	196	39	figure	figure	VERB
cana-656	196	40	8	8	NUM
cana-656	196	41	:	:	PUNCT
cana-656	196	42	representation	representation	NOUN
cana-656	196	43	evaluation	evaluation	NOUN
cana-656	196	44	parameter	parameter	NOUN
cana-656	196	45	for	for	ADP
cana-656	196	46	cnn	cnn	PROPN
cana-656	196	47	and	and	CCONJ
cana-656	196	48	svm	svm	PROPN
cana-656	196	49	additionally	additionally	ADV
cana-656	196	50	,	,	PUNCT
cana-656	196	51	svms	svms	NOUN
cana-656	196	52	are	be	AUX
cana-656	196	53	known	know	VERB
cana-656	196	54	for	for	ADP
cana-656	196	55	being	be	AUX
cana-656	196	56	reliable	reliable	ADJ
cana-656	196	57	and	and	CCONJ
cana-656	196	58	good	good	ADJ
cana-656	196	59	at	at	ADP
cana-656	196	60	working	work	VERB
cana-656	196	61	with	with	ADP
cana-656	196	62	large	large	ADJ
cana-656	196	63	amounts	amount	NOUN
cana-656	196	64	of	of	ADP
cana-656	196	65	data	datum	NOUN
cana-656	196	66	,	,	PUNCT
cana-656	196	67	but	but	CCONJ
cana-656	196	68	cnn	cnn	PROPN
cana-656	196	69	's	's	PART
cana-656	196	70	better	well	ADJ
cana-656	196	71	performance	performance	NOUN
cana-656	196	72	in	in	ADP
cana-656	196	73	this	this	DET
cana-656	196	74	case	case	NOUN
cana-656	196	75	shows	show	VERB
cana-656	196	76	how	how	SCONJ
cana-656	196	77	important	important	ADJ
cana-656	196	78	it	it	PRON
cana-656	196	79	is	be	AUX
cana-656	196	80	to	to	PART
cana-656	196	81	use	use	VERB
cana-656	196	82	deep	deep	ADJ
cana-656	196	83	learning	learning	NOUN
cana-656	196	84	methods	method	NOUN
cana-656	196	85	,	,	PUNCT
cana-656	196	86	especially	especially	ADV
cana-656	196	87	when	when	SCONJ
cana-656	196	88	working	work	VERB
cana-656	196	89	with	with	ADP
cana-656	196	90	images	image	NOUN
cana-656	196	91	and	and	CCONJ
cana-656	196	92	patterns	pattern	NOUN
cana-656	196	93	,	,	PUNCT
cana-656	196	94	comparison	comparison	NOUN
cana-656	196	95	shown	show	VERB
cana-656	196	96	in	in	ADP
cana-656	196	97	figure	figure	NOUN
cana-656	196	98	9	9	NUM
cana-656	196	99	.	.	PUNCT
cana-656	196	100	figure	figure	NOUN
cana-656	196	101	9	9	NUM
cana-656	196	102	:	:	PUNCT
cana-656	196	103	comparison	comparison	NOUN
cana-656	196	104	of	of	ADP
cana-656	196	105	machine	machine	NOUN
cana-656	196	106	learning	learning	NOUN
cana-656	196	107	model	model	NOUN
cana-656	196	108	with	with	ADP
cana-656	196	109	it	it	PRON
cana-656	196	110	evaluation	evaluation	NOUN
cana-656	196	111	parameter	parameter	NOUN
cana-656	196	112	communications	communication	NOUN
cana-656	196	113	on	on	ADP
cana-656	196	114	applied	apply	VERB
cana-656	196	115	nonlinear	nonlinear	ADJ
cana-656	196	116	analysis	analysis	NOUN
cana-656	196	117	issn	issn	NOUN
cana-656	196	118	:	:	PUNCT
cana-656	196	119	1074	1074	NUM
cana-656	196	120	-	-	PUNCT
cana-656	196	121	133x	133x	NUM
cana-656	196	122	vol	vol	NOUN
cana-656	196	123	31	31	NUM
cana-656	196	124	no	no	NOUN
cana-656	196	125	.	.	PUNCT
cana-656	197	1	2s	2s	NUM
cana-656	197	2	(	(	PUNCT
cana-656	197	3	2024	2024	NUM
cana-656	197	4	)	)	PUNCT
cana-656	197	5	400	400	NUM
cana-656	197	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	197	7	4	4	NUM
cana-656	197	8	.	.	PUNCT
cana-656	197	9	conclusion	conclusion	NOUN
cana-656	197	10	using	use	VERB
cana-656	197	11	data	datum	NOUN
cana-656	197	12	from	from	ADP
cana-656	197	13	remote	remote	ADJ
cana-656	197	14	sensing	sensing	NOUN
cana-656	197	15	along	along	ADP
cana-656	197	16	with	with	ADP
cana-656	197	17	machine	machine	NOUN
cana-656	197	18	learning	learn	VERB
cana-656	197	19	methods	method	NOUN
cana-656	197	20	looks	look	VERB
cana-656	197	21	like	like	ADP
cana-656	197	22	a	a	DET
cana-656	197	23	good	good	ADJ
cana-656	197	24	way	way	NOUN
cana-656	197	25	to	to	PART
cana-656	197	26	look	look	VERB
cana-656	197	27	at	at	ADP
cana-656	197	28	how	how	SCONJ
cana-656	197	29	cities	city	NOUN
cana-656	197	30	change	change	VERB
cana-656	197	31	over	over	ADP
cana-656	197	32	time	time	NOUN
cana-656	197	33	using	use	VERB
cana-656	197	34	numbers	number	NOUN
cana-656	197	35	.	.	PUNCT
cana-656	198	1	based	base	VERB
cana-656	198	2	on	on	ADP
cana-656	198	3	this	this	DET
cana-656	198	4	study	study	NOUN
cana-656	198	5	,	,	PUNCT
cana-656	198	6	we	we	PRON
cana-656	198	7	have	have	AUX
cana-656	198	8	shown	show	VERB
cana-656	198	9	that	that	SCONJ
cana-656	198	10	using	use	VERB
cana-656	198	11	advanced	advanced	ADJ
cana-656	198	12	methods	method	NOUN
cana-656	198	13	to	to	PART
cana-656	198	14	learn	learn	VERB
cana-656	198	15	about	about	ADP
cana-656	198	16	how	how	SCONJ
cana-656	198	17	land	land	NOUN
cana-656	198	18	cover	cover	NOUN
cana-656	198	19	changes	change	NOUN
cana-656	198	20	over	over	ADP
cana-656	198	21	time	time	NOUN
cana-656	198	22	works	work	NOUN
cana-656	198	23	.	.	PUNCT
cana-656	199	1	using	use	VERB
cana-656	199	2	data	datum	NOUN
cana-656	199	3	from	from	ADP
cana-656	199	4	remote	remote	ADJ
cana-656	199	5	sensing	sensing	NOUN
cana-656	199	6	,	,	PUNCT
cana-656	199	7	we	we	PRON
cana-656	199	8	can	can	AUX
cana-656	199	9	get	get	VERB
cana-656	199	10	detailed	detailed	ADJ
cana-656	199	11	information	information	NOUN
cana-656	199	12	about	about	ADP
cana-656	199	13	space	space	NOUN
cana-656	199	14	,	,	PUNCT
cana-656	199	15	which	which	PRON
cana-656	199	16	helps	help	VERB
cana-656	199	17	us	we	PRON
cana-656	199	18	understand	understand	VERB
cana-656	199	19	how	how	SCONJ
cana-656	199	20	cities	city	NOUN
cana-656	199	21	grow	grow	VERB
cana-656	199	22	and	and	CCONJ
cana-656	199	23	change	change	VERB
cana-656	199	24	over	over	ADP
cana-656	199	25	time	time	NOUN
cana-656	199	26	.	.	PUNCT
cana-656	200	1	tools	tool	NOUN
cana-656	200	2	for	for	ADP
cana-656	200	3	machine	machine	NOUN
cana-656	200	4	learning	learning	NOUN
cana-656	200	5	,	,	PUNCT
cana-656	200	6	like	like	ADP
cana-656	200	7	convolutional	convolutional	ADJ
cana-656	200	8	neural	neural	ADJ
cana-656	200	9	networks	network	NOUN
cana-656	200	10	(	(	PUNCT
cana-656	200	11	cnns	cnns	PROPN
cana-656	200	12	)	)	PUNCT
cana-656	200	13	and	and	CCONJ
cana-656	200	14	support	support	VERB
cana-656	200	15	vector	vector	NOUN
cana-656	200	16	machines	machine	NOUN
cana-656	200	17	(	(	PUNCT
cana-656	200	18	svms	svms	NOUN
cana-656	200	19	)	)	PUNCT
cana-656	200	20	,	,	PUNCT
cana-656	200	21	have	have	AUX
cana-656	200	22	become	become	VERB
cana-656	200	23	very	very	ADV
cana-656	200	24	useful	useful	ADJ
cana-656	200	25	for	for	ADP
cana-656	200	26	looking	look	VERB
cana-656	200	27	at	at	ADP
cana-656	200	28	this	this	DET
cana-656	200	29	kind	kind	NOUN
cana-656	200	30	of	of	ADP
cana-656	200	31	data	data	PROPN
cana-656	200	32	.	.	PUNCT
cana-656	201	1	cnns	cnns	PROPN
cana-656	201	2	are	be	AUX
cana-656	201	3	great	great	ADJ
cana-656	201	4	at	at	ADP
cana-656	201	5	automatically	automatically	ADV
cana-656	201	6	learning	learn	VERB
cana-656	201	7	spatial	spatial	ADJ
cana-656	201	8	traits	trait	NOUN
cana-656	201	9	from	from	ADP
cana-656	201	10	images	image	NOUN
cana-656	201	11	collected	collect	VERB
cana-656	201	12	by	by	ADP
cana-656	201	13	remote	remote	ADJ
cana-656	201	14	sensing	sensing	NOUN
cana-656	201	15	,	,	PUNCT
cana-656	201	16	and	and	CCONJ
cana-656	201	17	svms	svms	NOUN
cana-656	201	18	are	be	AUX
cana-656	201	19	great	great	ADJ
cana-656	201	20	at	at	ADP
cana-656	201	21	classifying	classify	VERB
cana-656	201	22	things	thing	NOUN
cana-656	201	23	.	.	PUNCT
cana-656	202	1	our	our	PRON
cana-656	202	2	results	result	NOUN
cana-656	202	3	show	show	VERB
cana-656	202	4	that	that	SCONJ
cana-656	202	5	these	these	DET
cana-656	202	6	methods	method	NOUN
cana-656	202	7	could	could	AUX
cana-656	202	8	be	be	AUX
cana-656	202	9	used	use	VERB
cana-656	202	10	to	to	ADP
cana-656	202	11	correctly	correctly	ADV
cana-656	202	12	group	group	NOUN
cana-656	202	13	and	and	CCONJ
cana-656	202	14	measure	measure	NOUN
cana-656	202	15	changes	change	NOUN
cana-656	202	16	in	in	ADP
cana-656	202	17	urban	urban	ADJ
cana-656	202	18	land	land	NOUN
cana-656	202	19	cover	cover	NOUN
cana-656	202	20	.	.	PUNCT
cana-656	203	1	using	use	VERB
cana-656	203	2	remote	remote	ADJ
cana-656	203	3	sensing	sensing	NOUN
cana-656	203	4	and	and	CCONJ
cana-656	203	5	machine	machine	NOUN
cana-656	203	6	learning	learn	VERB
cana-656	203	7	together	together	ADV
cana-656	203	8	makes	make	VERB
cana-656	203	9	research	research	NOUN
cana-656	203	10	more	more	ADV
cana-656	203	11	accurate	accurate	ADJ
cana-656	203	12	and	and	CCONJ
cana-656	203	13	fast	fast	ADJ
cana-656	203	14	,	,	PUNCT
cana-656	203	15	which	which	PRON
cana-656	203	16	is	be	AUX
cana-656	203	17	important	important	ADJ
cana-656	203	18	for	for	ADP
cana-656	203	19	making	make	VERB
cana-656	203	20	smart	smart	ADJ
cana-656	203	21	decisions	decision	NOUN
cana-656	203	22	in	in	ADP
cana-656	203	23	environmental	environmental	ADJ
cana-656	203	24	management	management	NOUN
cana-656	203	25	and	and	CCONJ
cana-656	203	26	urban	urban	ADJ
cana-656	203	27	planning	planning	NOUN
cana-656	203	28	.	.	PUNCT
cana-656	204	1	for	for	ADP
cana-656	204	2	example	example	NOUN
cana-656	204	3	,	,	PUNCT
cana-656	204	4	it	it	PRON
cana-656	204	5	can	can	AUX
cana-656	204	6	be	be	AUX
cana-656	204	7	used	use	VERB
cana-656	204	8	to	to	PART
cana-656	204	9	find	find	VERB
cana-656	204	10	changes	change	NOUN
cana-656	204	11	in	in	ADP
cana-656	204	12	the	the	DET
cana-656	204	13	cover	cover	NOUN
cana-656	204	14	of	of	ADP
cana-656	204	15	plants	plant	NOUN
cana-656	204	16	and	and	CCONJ
cana-656	204	17	to	to	PART
cana-656	204	18	keep	keep	VERB
cana-656	204	19	an	an	DET
cana-656	204	20	eye	eye	NOUN
cana-656	204	21	on	on	ADP
cana-656	204	22	urban	urban	ADJ
cana-656	204	23	sprawl	sprawl	NOUN
cana-656	204	24	.	.	PUNCT
cana-656	205	1	in	in	ADP
cana-656	205	2	the	the	DET
cana-656	205	3	future	future	NOUN
cana-656	205	4	,	,	PUNCT
cana-656	205	5	more	more	ADJ
cana-656	205	6	study	study	NOUN
cana-656	205	7	could	could	AUX
cana-656	205	8	look	look	VERB
cana-656	205	9	into	into	ADP
cana-656	205	10	how	how	SCONJ
cana-656	205	11	to	to	PART
cana-656	205	12	improve	improve	VERB
cana-656	205	13	the	the	DET
cana-656	205	14	models	model	NOUN
cana-656	205	15	'	'	PART
cana-656	205	16	ability	ability	NOUN
cana-656	205	17	to	to	PART
cana-656	205	18	predict	predict	VERB
cana-656	205	19	the	the	DET
cana-656	205	20	future	future	NOUN
cana-656	205	21	by	by	ADP
cana-656	205	22	adding	add	VERB
cana-656	205	23	more	more	ADJ
cana-656	205	24	data	datum	NOUN
cana-656	205	25	sources	source	NOUN
cana-656	205	26	,	,	PUNCT
cana-656	205	27	like	like	ADP
cana-656	205	28	social	social	ADJ
cana-656	205	29	factors	factor	NOUN
cana-656	205	30	or	or	CCONJ
cana-656	205	31	climate	climate	NOUN
cana-656	205	32	data	datum	NOUN
cana-656	205	33	.	.	PUNCT
cana-656	206	1	also	also	ADV
cana-656	206	2	,	,	PUNCT
cana-656	206	3	as	as	SCONJ
cana-656	206	4	machine	machine	NOUN
cana-656	206	5	learning	learn	VERB
cana-656	206	6	algorithms	algorithm	NOUN
cana-656	206	7	and	and	CCONJ
cana-656	206	8	remote	remote	ADJ
cana-656	206	9	sensing	sensing	NOUN
cana-656	206	10	technologies	technology	NOUN
cana-656	206	11	keep	keep	VERB
cana-656	206	12	getting	get	VERB
cana-656	206	13	better	well	ADJ
cana-656	206	14	,	,	PUNCT
cana-656	206	15	they	they	PRON
cana-656	206	16	could	could	AUX
cana-656	206	17	lead	lead	VERB
cana-656	206	18	to	to	ADP
cana-656	206	19	even	even	ADV
cana-656	206	20	more	more	ADV
cana-656	206	21	accurate	accurate	ADJ
cana-656	206	22	studies	study	NOUN
cana-656	206	23	,	,	PUNCT
cana-656	206	24	which	which	PRON
cana-656	206	25	would	would	AUX
cana-656	206	26	help	help	VERB
cana-656	206	27	with	with	ADP
cana-656	206	28	long	long	ADJ
cana-656	206	29	-	-	PUNCT
cana-656	206	30	term	term	NOUN
cana-656	206	31	urban	urban	ADJ
cana-656	206	32	growth	growth	NOUN
cana-656	206	33	and	and	CCONJ
cana-656	206	34	environmental	environmental	ADJ
cana-656	206	35	protection	protection	NOUN
cana-656	206	36	..	..	PUNCT
cana-656	206	37	acknowledgment	acknowledgment	NOUN
cana-656	206	38	the	the	DET
cana-656	206	39	authors	author	NOUN
cana-656	206	40	are	be	AUX
cana-656	206	41	thankful	thankful	ADJ
cana-656	206	42	to	to	ADP
cana-656	206	43	the	the	DET
cana-656	206	44	mrsac	mrsac	NOUN
cana-656	206	45	nagpur	nagpur	PROPN
cana-656	206	46	,	,	PUNCT
cana-656	206	47	maharashtra	maharashtra	PROPN
cana-656	206	48	,	,	PUNCT
cana-656	206	49	india	india	PROPN
cana-656	206	50	to	to	PART
cana-656	206	51	carry	carry	VERB
cana-656	206	52	out	out	ADP
cana-656	206	53	this	this	DET
cana-656	206	54	research	research	NOUN
cana-656	206	55	work	work	NOUN
cana-656	206	56	and	and	CCONJ
cana-656	206	57	providing	provide	VERB
cana-656	206	58	satellite	satellite	NOUN
cana-656	206	59	image	image	NOUN
cana-656	206	60	data	datum	NOUN
cana-656	206	61	for	for	ADP
cana-656	206	62	urban	urban	ADJ
cana-656	206	63	change	change	NOUN
cana-656	206	64	analysis	analysis	NOUN
cana-656	206	65	.	.	PUNCT
cana-656	207	1	references	reference	NOUN
cana-656	207	2	[	[	X
cana-656	207	3	1	1	NUM
cana-656	207	4	]	]	PUNCT
cana-656	207	5	uwe	uwe	PROPN
cana-656	207	6	stilla	stilla	PROPN
cana-656	207	7	and	and	CCONJ
cana-656	207	8	yusheng	yusheng	PROPN
cana-656	207	9	xu	xu	PROPN
cana-656	207	10	,	,	PUNCT
cana-656	207	11	“	"	PUNCT
cana-656	207	12	change	change	NOUN
cana-656	207	13	detection	detection	NOUN
cana-656	207	14	of	of	ADP
cana-656	207	15	urban	urban	ADJ
cana-656	207	16	objects	object	NOUN
cana-656	207	17	using	use	VERB
cana-656	207	18	3d	3d	NUM
cana-656	207	19	point	point	NOUN
cana-656	207	20	clouds	cloud	NOUN
cana-656	207	21	:	:	PUNCT
cana-656	207	22	a	a	DET
cana-656	207	23	review	review	NOUN
cana-656	207	24	”	"	PUNCT
cana-656	207	25	,	,	PUNCT
cana-656	207	26	isprs	isprs	NOUN
cana-656	207	27	journal	journal	NOUN
cana-656	207	28	of	of	ADP
cana-656	207	29	photogrammetry	photogrammetry	NOUN
cana-656	207	30	and	and	CCONJ
cana-656	207	31	remote	remote	ADJ
cana-656	207	32	sensing	sensing	NOUN
cana-656	207	33	”	"	PUNCT
cana-656	207	34	,	,	PUNCT
cana-656	207	35	197	197	NUM
cana-656	207	36	,	,	PUNCT
cana-656	207	37	228–255	228–255	NUM
cana-656	207	38	,	,	PUNCT
cana-656	207	39	2023	2023	NUM
cana-656	207	40	.	.	PUNCT
cana-656	208	1	[	[	X
cana-656	208	2	2	2	NUM
cana-656	208	3	]	]	PUNCT
cana-656	208	4	tanimu	tanimu	NOUN
cana-656	208	5	isah	isah	NOUN
cana-656	208	6	,	,	PUNCT
cana-656	208	7	&	&	CCONJ
cana-656	208	8	quot;remote	quot;remote	PROPN
cana-656	208	9	sensing	sense	VERB
cana-656	208	10	studies	study	NOUN
cana-656	208	11	on	on	ADP
cana-656	208	12	urban	urban	ADJ
cana-656	208	13	change	change	NOUN
cana-656	208	14	detections&quot	detections&quot	NOUN
cana-656	208	15	;	;	PUNCT
cana-656	208	16	,	,	PUNCT
cana-656	208	17	international	international	ADJ
cana-656	208	18	journal	journal	NOUN
cana-656	208	19	of	of	ADP
cana-656	208	20	computer	computer	NOUN
cana-656	208	21	science	science	NOUN
cana-656	208	22	and	and	CCONJ
cana-656	208	23	information	information	NOUN
cana-656	208	24	technology	technology	NOUN
cana-656	208	25	research	research	NOUN
cana-656	208	26	issn	issn	PROPN
cana-656	208	27	2348	2348	NUM
cana-656	208	28	-	-	PUNCT
cana-656	208	29	120x	120x	NUM
cana-656	208	30	(	(	PUNCT
cana-656	208	31	online	online	ADJ
cana-656	208	32	)	)	PUNCT
cana-656	208	33	vol	vol	NOUN
cana-656	208	34	.	.	PROPN
cana-656	209	1	3	3	NUM
cana-656	209	2	,	,	PUNCT
cana-656	209	3	issue	issue	NOUN
cana-656	209	4	3	3	NUM
cana-656	209	5	,	,	PUNCT
cana-656	209	6	pp	pp	ADV
cana-656	209	7	:	:	PUNCT
cana-656	209	8	(	(	PUNCT
cana-656	209	9	62	62	NUM
cana-656	209	10	-	-	SYM
cana-656	209	11	71	71	NUM
cana-656	209	12	)	)	PUNCT
cana-656	209	13	,	,	PUNCT
cana-656	209	14	month	month	NOUN
cana-656	209	15	:	:	PUNCT
cana-656	210	1	july	july	PROPN
cana-656	210	2	september	september	PROPN
cana-656	210	3	2015	2015	NUM
cana-656	210	4	.	.	PUNCT
cana-656	211	1	[	[	X
cana-656	211	2	3	3	X
cana-656	211	3	]	]	X
cana-656	211	4	alexander	alexander	PROPN
cana-656	211	5	fekete	fekete	PROPN
cana-656	211	6	and	and	CCONJ
cana-656	211	7	peter	peter	PROPN
cana-656	211	8	priesmeier	priesmeier	NOUN
cana-656	211	9	,	,	PUNCT
cana-656	211	10	“	"	PUNCT
cana-656	211	11	cross	cross	ADJ
cana-656	211	12	-	-	ADJ
cana-656	211	13	border	border	ADJ
cana-656	211	14	urban	urban	ADJ
cana-656	211	15	change	change	NOUN
cana-656	211	16	detection	detection	NOUN
cana-656	211	17	and	and	CCONJ
cana-656	211	18	growth	growth	NOUN
cana-656	211	19	assessment	assessment	NOUN
cana-656	211	20	for	for	ADP
cana-656	211	21	mexican	mexican	PROPN
cana-656	211	22	-	-	PUNCT
cana-656	211	23	usa	usa	PROPN
cana-656	211	24	twin	twin	PROPN
cana-656	211	25	cities	city	NOUN
cana-656	211	26	”	"	PUNCT
cana-656	211	27	,	,	PUNCT
cana-656	211	28	remote	remote	ADJ
cana-656	211	29	sens	sen	NOUN
cana-656	211	30	.	.	PROPN
cana-656	211	31	2021	2021	NUM
cana-656	211	32	,	,	PUNCT
cana-656	211	33	13	13	NUM
cana-656	211	34	,	,	PUNCT
cana-656	211	35	4422	4422	NUM
cana-656	211	36	.	.	PUNCT
cana-656	212	1	[	[	X
cana-656	212	2	4	4	NUM
cana-656	212	3	]	]	X
cana-656	212	4	sonam	sonam	PROPN
cana-656	212	5	ross	ross	PROPN
cana-656	212	6	,	,	PUNCT
cana-656	212	7	h.s	h.s	PROPN
cana-656	212	8	.	.	PROPN
cana-656	212	9	bhadauria	bhadauria	PROPN
cana-656	212	10	,	,	PUNCT
cana-656	212	11	&	&	CCONJ
cana-656	212	12	quot;a	quot;a	PROPN
cana-656	212	13	review	review	NOUN
cana-656	212	14	of	of	ADP
cana-656	212	15	change	change	NOUN
cana-656	212	16	detection	detection	NOUN
cana-656	212	17	techniques	technique	NOUN
cana-656	212	18	of	of	ADP
cana-656	212	19	land	land	NOUN
cana-656	212	20	cover	cover	NOUN
cana-656	212	21	using	use	VERB
cana-656	212	22	remote	remote	ADJ
cana-656	212	23	sensing	sense	VERB
cana-656	212	24	data	datum	NOUN
cana-656	212	25	”	"	PUNCT
cana-656	212	26	.	.	PUNCT
cana-656	213	1	iosr	iosr	PROPN
cana-656	213	2	journal	journal	PROPN
cana-656	213	3	of	of	ADP
cana-656	213	4	computer	computer	NOUN
cana-656	213	5	engineering	engineering	NOUN
cana-656	213	6	(	(	PUNCT
cana-656	213	7	iosr	iosr	PROPN
cana-656	213	8	-	-	PUNCT
cana-656	213	9	jce	jce	NOUN
cana-656	213	10	)	)	PUNCT
cana-656	213	11	e	e	NOUN
cana-656	213	12	-	-	PUNCT
cana-656	213	13	issn	issn	NOUN
cana-656	213	14	:	:	PUNCT
cana-656	213	15	2278	2278	NUM
cana-656	213	16	-	-	PUNCT
cana-656	213	17	0661,p	0661,p	NOUN
cana-656	213	18	-	-	PUNCT
cana-656	213	19	issn:2278	issn:2278	NOUN
cana-656	213	20	-	-	PUNCT
cana-656	213	21	8727	8727	NUM
cana-656	213	22	,	,	PUNCT
cana-656	213	23	volume	volume	NOUN
cana-656	213	24	17	17	NUM
cana-656	213	25	,	,	PUNCT
cana-656	213	26	issue	issue	NOUN
cana-656	213	27	3	3	NUM
cana-656	213	28	,	,	PUNCT
cana-656	213	29	ver	ver	NOUN
cana-656	213	30	.	.	PROPN
cana-656	214	1	iv	iv	X
cana-656	214	2	(	(	PUNCT
cana-656	214	3	may	may	PROPN
cana-656	214	4	–	–	PUNCT
cana-656	214	5	jun	jun	PROPN
cana-656	214	6	.	.	PROPN
cana-656	214	7	2015	2015	NUM
cana-656	214	8	)	)	PUNCT
cana-656	214	9	,	,	PUNCT
cana-656	214	10	pp	pp	ADV
cana-656	214	11	17	17	NUM
cana-656	214	12	-	-	SYM
cana-656	214	13	21	21	NUM
cana-656	214	14	,	,	PUNCT
cana-656	214	15	2015	2015	NUM
cana-656	214	16	.	.	PUNCT
cana-656	215	1	[	[	X
cana-656	215	2	5	5	NUM
cana-656	215	3	]	]	X
cana-656	215	4	sumya	sumya	NOUN
cana-656	215	5	tasnim	tasnim	NOUN
cana-656	215	6	,	,	PUNCT
cana-656	215	7	farzana	farzana	PROPN
cana-656	215	8	mahbub	mahbub	PROPN
cana-656	215	9	,	,	PUNCT
cana-656	215	10	gopa	gopa	PROPN
cana-656	215	11	biswas	biswas	PROPN
cana-656	215	12	,	,	PUNCT
cana-656	215	13	dewan	dewan	PROPN
cana-656	215	14	mohammad	mohammad	PROPN
cana-656	215	15	enamul	enamul	PROPN
cana-656	215	16	haque	haque	PROPN
cana-656	215	17	,	,	PUNCT
cana-656	215	18	“	"	PUNCT
cana-656	215	19	spatial	spatial	ADJ
cana-656	215	20	indices	index	NOUN
cana-656	215	21	and	and	CCONJ
cana-656	215	22	sdg	sdg	NOUN
cana-656	215	23	indicator	indicator	NOUN
cana-656	215	24	-	-	PUNCT
cana-656	215	25	based	base	VERB
cana-656	215	26	urban	urban	ADJ
cana-656	215	27	environmental	environmental	ADJ
cana-656	215	28	change	change	NOUN
cana-656	215	29	detection	detection	NOUN
cana-656	215	30	of	of	ADP
cana-656	215	31	the	the	DET
cana-656	215	32	major	major	ADJ
cana-656	215	33	cities	city	NOUN
cana-656	215	34	in	in	ADP
cana-656	215	35	bangladesh	bangladesh	NOUN
cana-656	215	36	”	"	PUNCT
cana-656	215	37	,	,	PUNCT
cana-656	215	38	journal	journal	NOUN
cana-656	215	39	of	of	ADP
cana-656	215	40	urban	urban	PROPN
cana-656	215	41	management	management	PROPN
cana-656	215	42	,	,	PUNCT
cana-656	215	43	issn	issn	PROPN
cana-656	215	44	2226	2226	NUM
cana-656	215	45	-	-	SYM
cana-656	215	46	5856	5856	NUM
cana-656	215	47	,	,	PUNCT
cana-656	215	48	elsevier	elsevier	NOUN
cana-656	215	49	,	,	PUNCT
cana-656	215	50	amsterdam	amsterdam	PROPN
cana-656	215	51	,	,	PUNCT
cana-656	215	52	vol	vol	NOUN
cana-656	215	53	.	.	PROPN
cana-656	215	54	11	11	NUM
cana-656	215	55	,	,	PUNCT
cana-656	215	56	iss	iss	PROPN
cana-656	215	57	.	.	PROPN
cana-656	215	58	4	4	NUM
cana-656	215	59	,	,	PUNCT
cana-656	215	60	pp	pp	ADJ
cana-656	215	61	.	.	PUNCT
cana-656	216	1	519	519	NUM
cana-656	216	2	-	-	SYM
cana-656	216	3	529	529	NUM
cana-656	216	4	,	,	PUNCT
cana-656	216	5	2022	2022	NUM
cana-656	216	6	.	.	PUNCT
cana-656	217	1	[	[	X
cana-656	217	2	6	6	NUM
cana-656	217	3	]	]	X
cana-656	217	4	pooja	pooja	NOUN
cana-656	217	5	sonde	sonde	PROPN
cana-656	217	6	,	,	PUNCT
cana-656	217	7	sanjay	sanjay	NOUN
cana-656	217	8	balamwar	balamwar	NOUN
cana-656	217	9	,	,	PUNCT
cana-656	217	10	rohini	rohini	PROPN
cana-656	217	11	s.	s.	PROPN
cana-656	217	12	ochawar	ochawar	PROPN
cana-656	217	13	,	,	PUNCT
cana-656	217	14	&	&	CCONJ
cana-656	217	15	quot;urban	quot;urban	PROPN
cana-656	217	16	sprawl	sprawl	NOUN
cana-656	217	17	detection	detection	NOUN
cana-656	217	18	and	and	CCONJ
cana-656	217	19	analysis	analysis	NOUN
cana-656	217	20	using	use	VERB
cana-656	217	21	unsupervised	unsupervised	ADJ
cana-656	217	22	classification	classification	NOUN
cana-656	217	23	of	of	ADP
cana-656	217	24	high	high	ADJ
cana-656	217	25	resolution	resolution	NOUN
cana-656	217	26	image	image	NOUN
cana-656	217	27	data	datum	NOUN
cana-656	217	28	of	of	ADP
cana-656	217	29	jawaharlal	jawaharlal	PROPN
cana-656	217	30	nehru	nehru	PROPN
cana-656	217	31	port	port	PROPN
cana-656	217	32	trust	trust	PROPN
cana-656	217	33	area	area	NOUN
cana-656	217	34	in	in	ADP
cana-656	217	35	india&quot	india&quot	PROPN
cana-656	217	36	;	;	PUNCT
cana-656	217	37	,	,	PUNCT
cana-656	217	38	remote	remote	ADJ
cana-656	217	39	sensing	sense	VERB
cana-656	217	40	applications	application	NOUN
cana-656	217	41	:	:	PUNCT
cana-656	217	42	society	society	NOUN
cana-656	217	43	and	and	CCONJ
cana-656	217	44	environment	environment	NOUN
cana-656	217	45	,	,	PUNCT
cana-656	217	46	volume	volume	NOUN
cana-656	217	47	17	17	NUM
cana-656	217	48	,	,	PUNCT
cana-656	217	49	100282	100282	NUM
cana-656	217	50	,	,	PUNCT
cana-656	217	51	january	january	PROPN
cana-656	217	52	2020	2020	NUM
cana-656	217	53	.	.	PUNCT
cana-656	218	1	[	[	X
cana-656	218	2	7	7	NUM
cana-656	218	3	]	]	X
cana-656	218	4	shanmugamtamilenthi	shanmugamtamilenthi	NOUN
cana-656	218	5	,	,	PUNCT
cana-656	218	6	rajagopalan	rajagopalan	VERB
cana-656	218	7	baskaran	baskaran	ADJ
cana-656	218	8	,	,	PUNCT
cana-656	218	9	“	"	PUNCT
cana-656	218	10	urban	urban	ADJ
cana-656	218	11	change	change	NOUN
cana-656	218	12	detection	detection	NOUN
cana-656	218	13	based	base	VERB
cana-656	218	14	on	on	ADP
cana-656	218	15	remote	remote	ADJ
cana-656	218	16	sensing	sensing	NOUN
cana-656	218	17	and	and	CCONJ
cana-656	218	18	gis	gis	NOUN
cana-656	218	19	study	study	NOUN
cana-656	218	20	of	of	ADP
cana-656	218	21	salem	salem	PROPN
cana-656	218	22	revenue	revenue	NOUN
cana-656	218	23	division	division	NOUN
cana-656	218	24	,	,	PUNCT
cana-656	218	25	salem	salem	PROPN
cana-656	218	26	district	district	NOUN
cana-656	218	27	,	,	PUNCT
cana-656	218	28	tamil	tamil	PROPN
cana-656	218	29	nadu	nadu	PROPN
cana-656	218	30	,	,	PUNCT
cana-656	218	31	india	india	PROPN
cana-656	218	32	”	"	PUNCT
cana-656	218	33	,	,	PUNCT
cana-656	218	34	european	european	PROPN
cana-656	218	35	journal	journal	PROPN
cana-656	218	36	of	of	ADP
cana-656	218	37	geography	geography	NOUN
cana-656	218	38	issn	issn	PROPN
cana-656	218	39	1792	1792	NUM
cana-656	218	40	-	-	SYM
cana-656	218	41	1341	1341	NUM
cana-656	218	42	,	,	PUNCT
cana-656	218	43	2013	2013	NUM
cana-656	218	44	.	.	PUNCT
cana-656	219	1	communications	communication	NOUN
cana-656	219	2	on	on	ADP
cana-656	219	3	applied	apply	VERB
cana-656	219	4	nonlinear	nonlinear	ADJ
cana-656	219	5	analysis	analysis	NOUN
cana-656	219	6	issn	issn	NOUN
cana-656	219	7	:	:	PUNCT
cana-656	219	8	1074	1074	NUM
cana-656	219	9	-	-	PUNCT
cana-656	219	10	133x	133x	NUM
cana-656	219	11	vol	vol	NOUN
cana-656	219	12	31	31	NUM
cana-656	219	13	no	no	NOUN
cana-656	219	14	.	.	PUNCT
cana-656	220	1	2s	2s	NUM
cana-656	220	2	(	(	PUNCT
cana-656	220	3	2024	2024	NUM
cana-656	220	4	)	)	PUNCT
cana-656	220	5	401	401	NUM
cana-656	220	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-656	221	1	[	[	X
cana-656	221	2	8	8	NUM
cana-656	221	3	]	]	X
cana-656	221	4	pritesh	pritesh	PROPN
cana-656	221	5	d.	d.	PROPN
cana-656	221	6	gaidhane	gaidhane	PROPN
cana-656	221	7	,	,	PUNCT
cana-656	221	8	prabhakar	prabhakar	PROPN
cana-656	221	9	d.	d.	PROPN
cana-656	221	10	dorge	dorge	VERB
cana-656	221	11	,	,	PUNCT
cana-656	221	12	sanjay	sanjay	NOUN
cana-656	221	13	balamwar,"urban	balamwar,"urban	PROPN
cana-656	221	14	change	change	NOUN
cana-656	221	15	detection	detection	NOUN
cana-656	221	16	and	and	CCONJ
cana-656	221	17	alert	alert	NOUN
cana-656	221	18	system	system	NOUN
cana-656	221	19	based	base	VERB
cana-656	221	20	on	on	ADP
cana-656	221	21	remote	remote	ADJ
cana-656	221	22	sensing	sense	VERB
cana-656	221	23	techniques	technique	NOUN
cana-656	221	24	”	"	PUNCT
cana-656	221	25	,	,	PUNCT
cana-656	221	26	3rd	3rd	ADJ
cana-656	221	27	international	international	ADJ
cana-656	221	28	conference	conference	NOUN
cana-656	221	29	on	on	ADP
cana-656	221	30	signal	signal	ADJ
cana-656	221	31	processing	processing	NOUN
cana-656	221	32	and	and	CCONJ
cana-656	221	33	communication	communication	NOUN
cana-656	221	34	(	(	PUNCT
cana-656	221	35	icpsc)volume	icpsc)volume	NOUN
cana-656	221	36	6,issue	6,issue	NUM
cana-656	221	37	12	12	NUM
cana-656	221	38	,	,	PUNCT
cana-656	221	39	publisher	publisher	NOUN
cana-656	221	40	:	:	PUNCT
cana-656	221	41	ieee	ieee	NOUN
cana-656	221	42	,	,	PUNCT
cana-656	221	43	2021	2021	NUM
cana-656	221	44	.	.	PUNCT
cana-656	222	1	[	[	X
cana-656	222	2	9	9	NUM
cana-656	222	3	]	]	PUNCT
cana-656	222	4	rahul	rahul	PROPN
cana-656	222	5	thapa	thapa	PROPN
cana-656	222	6	,	,	PUNCT
cana-656	222	7	vijay	vijay	PROPN
cana-656	222	8	bahuguna	bahuguna	NOUN
cana-656	222	9	,	,	PUNCT
cana-656	222	10	“	"	PUNCT
cana-656	222	11	monitoring	monitor	VERB
cana-656	222	12	land	land	NOUN
cana-656	222	13	encroachment	encroachment	NOUN
cana-656	222	14	and	and	CCONJ
cana-656	222	15	land	land	NOUN
cana-656	222	16	use	use	NOUN
cana-656	222	17	and	and	CCONJ
cana-656	222	18	land	land	NOUN
cana-656	222	19	cover	cover	NOUN
cana-656	222	20	(	(	PUNCT
cana-656	222	21	lulc	lulc	PROPN
cana-656	222	22	)	)	PUNCT
cana-656	222	23	change	change	NOUN
cana-656	222	24	in	in	ADP
cana-656	222	25	the	the	DET
cana-656	222	26	pachhua	pachhua	PROPN
cana-656	222	27	dun	dun	PROPN
cana-656	222	28	,	,	PUNCT
cana-656	222	29	dehradun	dehradun	PROPN
cana-656	222	30	district	district	NOUN
cana-656	222	31	using	use	VERB
cana-656	222	32	landsat	landsat	NOUN
cana-656	222	33	images	image	NOUN
cana-656	222	34	1989	1989	NUM
cana-656	222	35	and	and	CCONJ
cana-656	222	36	2020	2020	NUM
cana-656	222	37	”	"	PUNCT
cana-656	222	38	,	,	PUNCT
cana-656	222	39	journal	journal	NOUN
cana-656	222	40	of	of	ADP
cana-656	222	41	geospatial	geospatial	ADJ
cana-656	222	42	information	information	NOUN
cana-656	222	43	science	science	NOUN
cana-656	222	44	and	and	CCONJ
cana-656	222	45	engineering	engineering	NOUN
cana-656	222	46	(	(	PUNCT
cana-656	222	47	jgise	jgise	PROPN
cana-656	222	48	)	)	PUNCT
cana-656	222	49	,	,	PUNCT
cana-656	222	50	vol	vol	NOUN
cana-656	222	51	.	.	PROPN
cana-656	222	52	4	4	NUM
cana-656	222	53	no	no	NOUN
cana-656	222	54	.	.	NOUN
cana-656	222	55	1	1	NUM
cana-656	222	56	(	(	PUNCT
cana-656	222	57	2021	2021	NUM
cana-656	222	58	)	)	PUNCT
cana-656	222	59	,	,	PUNCT
cana-656	222	60	pp	pp	ADP
cana-656	222	61	.	.	PUNCT
cana-656	223	1	71	71	NUM
cana-656	223	2	–	–	SYM
cana-656	223	3	80	80	NUM
cana-656	223	4	,	,	PUNCT
cana-656	223	5	issn	issn	PROPN
cana-656	223	6	:	:	PUNCT
cana-656	223	7	2623	2623	NUM
cana-656	223	8	-	-	SYM
cana-656	223	9	1182	1182	NUM
cana-656	223	10	,	,	PUNCT
cana-656	223	11	2021	2021	NUM
cana-656	223	12	.	.	PUNCT
cana-656	224	1	[	[	X
cana-656	224	2	10	10	NUM
cana-656	224	3	]	]	PUNCT
cana-656	224	4	k.	k.	PROPN
cana-656	224	5	yang	yang	PROPN
cana-656	224	6	,	,	PUNCT
cana-656	224	7	a.	a.	PROPN
cana-656	224	8	pan	pan	PROPN
cana-656	224	9	,	,	PUNCT
cana-656	224	10	y.	y.	PROPN
cana-656	224	11	yang	yang	PROPN
cana-656	224	12	,	,	PUNCT
cana-656	224	13	s.	s.	PROPN
cana-656	224	14	zhang	zhang	PROPN
cana-656	224	15	,	,	PUNCT
cana-656	224	16	s.	s.	PROPN
cana-656	224	17	h.	h.	PROPN
cana-656	224	18	ong	ong	PROPN
cana-656	224	19	,	,	PUNCT
cana-656	224	20	andh	andh	PROPN
cana-656	224	21	.	.	PUNCT
cana-656	224	22	tang	tang	PROPN
cana-656	224	23	,	,	PUNCT
cana-656	224	24	‘	'	PUNCT
cana-656	224	25	‘	'	PUNCT
cana-656	224	26	remote	remote	ADJ
cana-656	224	27	sensing	sense	VERB
cana-656	224	28	image	image	NOUN
cana-656	224	29	registration	registration	NOUN
cana-656	224	30	using	use	VERB
cana-656	224	31	multiple	multiple	ADJ
cana-656	224	32	image	image	NOUN
cana-656	224	33	features	feature	NOUN
cana-656	224	34	,	,	PUNCT
cana-656	224	35	’’	’'	PUNCT
cana-656	224	36	remote	remote	ADJ
cana-656	224	37	sens	sen	NOUN
cana-656	224	38	.	.	PROPN
cana-656	224	39	,	,	PUNCT
cana-656	224	40	vol	vol	NOUN
cana-656	224	41	.	.	PROPN
cana-656	225	1	9	9	NUM
cana-656	225	2	,	,	PUNCT
cana-656	225	3	no	no	INTJ
cana-656	225	4	.	.	NOUN
cana-656	225	5	6	6	NUM
cana-656	225	6	,	,	PUNCT
cana-656	225	7	p.	p.	NOUN
cana-656	225	8	581	581	NUM
cana-656	225	9	,	,	PUNCT
cana-656	225	10	2017	2017	NUM
cana-656	225	11	.	.	PUNCT
cana-656	226	1	[	[	X
cana-656	226	2	11	11	NUM
cana-656	226	3	]	]	X
cana-656	226	4	jin	jin	NOUN
cana-656	226	5	-	-	PUNCT
cana-656	226	6	song	song	NOUN
cana-656	226	7	d	d	NOUN
cana-656	226	8	,	,	PUNCT
cana-656	226	9	ke	ke	PROPN
cana-656	226	10	w	w	PROPN
cana-656	226	11	,	,	PUNCT
cana-656	226	12	jun	jun	PROPN
cana-656	226	13	l	l	PROPN
cana-656	226	14	,	,	PUNCT
cana-656	226	15	yan	yan	PROPN
cana-656	226	16	-	-	PUNCT
cana-656	226	17	hua	hua	PROPN
cana-656	227	1	d	d	PROPN
cana-656	227	2	,	,	PUNCT
cana-656	227	3	“	"	PUNCT
cana-656	227	4	urban	urban	ADJ
cana-656	227	5	land	land	NOUN
cana-656	227	6	use	use	NOUN
cana-656	227	7	change	change	NOUN
cana-656	227	8	detection	detection	NOUN
cana-656	227	9	using	use	VERB
cana-656	227	10	multisensor	multisensor	NOUN
cana-656	227	11	satellite	satellite	NOUN
cana-656	227	12	images	image	NOUN
cana-656	227	13	”	"	PUNCT
cana-656	227	14	,	,	PUNCT
cana-656	227	15	pedosphere	pedosphere	NOUN
cana-656	227	16	,	,	PUNCT
cana-656	227	17	volume	volume	NOUN
cana-656	227	18	19	19	NUM
cana-656	227	19	,	,	PUNCT
cana-656	227	20	issue	issue	NOUN
cana-656	227	21	1	1	NUM
cana-656	227	22	,	,	PUNCT
cana-656	227	23	pages	page	NOUN
cana-656	227	24	96	96	NUM
cana-656	227	25	-	-	SYM
cana-656	227	26	103	103	NUM
cana-656	227	27	,	,	PUNCT
cana-656	227	28	february	february	PROPN
cana-656	227	29	2009	2009	NUM
cana-656	227	30	.	.	PUNCT
cana-656	228	1	[	[	X
cana-656	228	2	12	12	NUM
cana-656	228	3	]	]	PUNCT
cana-656	228	4	jomaa	jomaa	NOUN
cana-656	228	5	i.	i.	PROPN
cana-656	228	6	,	,	PUNCT
cana-656	228	7	bou	bou	PROPN
cana-656	228	8	kheir	kheir	PROPN
cana-656	228	9	r.	r.	PROPN
cana-656	228	10	,	,	PUNCT
cana-656	228	11	“	"	PUNCT
cana-656	228	12	multitemporal	multitemporal	ADJ
cana-656	228	13	unsupervised	unsupervised	ADJ
cana-656	228	14	classification	classification	NOUN
cana-656	228	15	and	and	CCONJ
cana-656	228	16	ndvi	ndvi	NOUN
cana-656	228	17	to	to	PART
cana-656	228	18	monitor	monitor	VERB
cana-656	228	19	land	land	NOUN
cana-656	228	20	cover	cover	NOUN
cana-656	228	21	change	change	NOUN
cana-656	228	22	in	in	ADP
cana-656	228	23	lebanon	lebanon	PROPN
cana-656	228	24	(	(	PUNCT
cana-656	228	25	1987	1987	NUM
cana-656	228	26	-	-	SYM
cana-656	228	27	1998	1998	NUM
cana-656	228	28	)	)	PUNCT
cana-656	228	29	”	"	PUNCT
cana-656	228	30	.	.	PUNCT
cana-656	229	1	in	in	ADP
cana-656	229	2	:	:	PUNCT
cana-656	229	3	gitas	gitas	PROPN
cana-656	229	4	i.z	i.z	PROPN
cana-656	229	5	.	.	PUNCT
cana-656	229	6	(	(	PUNCT
cana-656	229	7	ed	ed	NOUN
cana-656	229	8	.	.	PUNCT
cana-656	229	9	)	)	PUNCT
cana-656	229	10	,	,	PUNCT
cana-656	229	11	san	san	PROPN
cana-656	229	12	miguel	miguel	PROPN
cana-656	229	13	ayanz	ayanz	PROPN
cana-656	229	14	j.	j.	PROPN
cana-656	230	1	(	(	PUNCT
cana-656	230	2	ed	ed	NOUN
cana-656	230	3	.	.	PUNCT
cana-656	230	4	)	)	PUNCT
cana-656	230	5	.	.	PUNCT
cana-656	231	1	environmental	environmental	ADJ
cana-656	231	2	monitoring	monitoring	NOUN
cana-656	231	3	in	in	ADP
cana-656	231	4	the	the	DET
cana-656	231	5	southeastern	southeastern	ADJ
cana-656	231	6	mediterranean	mediterranean	PROPN
cana-656	231	7	region	region	NOUN
cana-656	231	8	using	use	VERB
cana-656	231	9	rs	r	NOUN
cana-656	231	10	/	/	SYM
cana-656	231	11	gistechniques	gistechnique	NOUN
cana-656	231	12	.	.	PUNCT
cana-656	232	1	chania	chania	PROPN
cana-656	232	2	:	:	PUNCT
cana-656	232	3	ciheam	ciheam	NOUN
cana-656	232	4	,	,	PUNCT
cana-656	232	5	p.	p.	NOUN
cana-656	232	6	43	43	NUM
cana-656	232	7	-	-	SYM
cana-656	232	8	49	49	NUM
cana-656	232	9	(	(	PUNCT
cana-656	232	10	options	option	NOUN
cana-656	232	11	méditerranéennes	méditerranéenne	NOUN
cana-656	232	12	:	:	PUNCT
cana-656	232	13	série	série	PROPN
cana-656	232	14	b.	b.	PROPN
cana-656	232	15	etudes	etudes	PROPN
cana-656	232	16	et	et	NOUN
cana-656	232	17	recherches	recherche	NOUN
cana-656	232	18	;	;	PUNCT
cana-656	232	19	n.	n.	NOUN
cana-656	232	20	46	46	NUM
cana-656	232	21	)	)	PUNCT
cana-656	232	22	,	,	PUNCT
cana-656	232	23	2003	2003	NUM
cana-656	232	24	.	.	PUNCT
cana-656	233	1	[	[	X
cana-656	233	2	13	13	NUM
cana-656	233	3	]	]	X
cana-656	233	4	bo	bo	PROPN
cana-656	233	5	liu	liu	PROPN
cana-656	233	6	,	,	PUNCT
cana-656	233	7	wei	wei	PROPN
cana-656	233	8	song	song	PROPN
cana-656	233	9	,	,	PUNCT
cana-656	233	10	zhan	zhan	PROPN
cana-656	233	11	meng	meng	PROPN
cana-656	233	12	and	and	CCONJ
cana-656	233	13	xinwei	xinwei	PROPN
cana-656	233	14	liu	liu	PROPN
cana-656	233	15	,	,	PUNCT
cana-656	233	16	“	"	PUNCT
cana-656	233	17	review	review	NOUN
cana-656	233	18	of	of	ADP
cana-656	233	19	land	land	NOUN
cana-656	233	20	use	use	NOUN
cana-656	233	21	change	change	NOUN
cana-656	233	22	detection	detection	NOUN
cana-656	233	23	—	—	PUNCT
cana-656	233	24	a	a	DET
cana-656	233	25	method	method	NOUN
cana-656	233	26	combining	combine	VERB
cana-656	233	27	machine	machine	NOUN
cana-656	233	28	learning	learning	NOUN
cana-656	233	29	and	and	CCONJ
cana-656	233	30	bibliometric	bibliometric	ADJ
cana-656	233	31	analysis	analysis	NOUN
cana-656	233	32	”	"	PUNCT
cana-656	233	33	,	,	PUNCT
cana-656	233	34	land	land	NOUN
cana-656	233	35	2023	2023	NUM
cana-656	233	36	,	,	PUNCT
cana-656	233	37	12(5	12(5	NUM
cana-656	233	38	)	)	PUNCT
cana-656	233	39	,	,	PUNCT
cana-656	233	40	1050	1050	NUM
cana-656	233	41	,	,	PUNCT
cana-656	233	42	2023	2023	NUM
cana-656	233	43	.	.	PUNCT
cana-656	234	1	[	[	X
cana-656	234	2	14	14	NUM
cana-656	234	3	]	]	X
cana-656	234	4	rahaman	rahaman	NOUN
cana-656	234	5	s	s	PROPN
cana-656	234	6	,	,	PUNCT
cana-656	234	7	kumar	kumar	PROPN
cana-656	234	8	p	p	PROPN
cana-656	234	9	,	,	PUNCT
cana-656	234	10	chen	chen	PROPN
cana-656	234	11	r	r	PROPN
cana-656	234	12	,	,	PUNCT
cana-656	234	13	meadows	meadow	VERB
cana-656	234	14	me	i	PRON
cana-656	234	15	and	and	CCONJ
cana-656	234	16	singh	singh	PROPN
cana-656	234	17	rb	rb	PROPN
cana-656	234	18	,	,	PUNCT
cana-656	234	19	“	"	PUNCT
cana-656	234	20	remote	remote	ADJ
cana-656	234	21	sensing	sense	VERB
cana-656	234	22	assessment	assessment	NOUN
cana-656	234	23	of	of	ADP
cana-656	234	24	the	the	DET
cana-656	234	25	impact	impact	NOUN
cana-656	234	26	of	of	ADP
cana-656	234	27	land	land	NOUN
cana-656	234	28	use	use	NOUN
cana-656	234	29	and	and	CCONJ
cana-656	234	30	land	land	NOUN
cana-656	234	31	cover	cover	NOUN
cana-656	234	32	change	change	NOUN
cana-656	234	33	on	on	ADP
cana-656	234	34	the	the	DET
cana-656	234	35	environment	environment	NOUN
cana-656	234	36	of	of	ADP
cana-656	234	37	barddhaman	barddhaman	NOUN
cana-656	234	38	district	district	PROPN
cana-656	234	39	,	,	PUNCT
cana-656	234	40	west	west	PROPN
cana-656	234	41	bengal	bengal	PROPN
cana-656	234	42	,	,	PUNCT
cana-656	234	43	india	india	PROPN
cana-656	234	44	”	"	PUNCT
cana-656	234	45	,	,	PUNCT
cana-656	234	46	front	front	NOUN
cana-656	234	47	.	.	PUNCT
cana-656	235	1	environ	environ	PROPN
cana-656	235	2	.	.	PUNCT
cana-656	236	1	sci	sci	PROPN
cana-656	236	2	.	.	PROPN
cana-656	236	3	8:127	8:127	NUM
cana-656	236	4	,	,	PUNCT
cana-656	236	5	2020	2020	NUM
cana-656	236	6	.	.	PUNCT
cana-656	237	1	[	[	X
cana-656	237	2	15	15	NUM
cana-656	237	3	]	]	PUNCT
cana-656	237	4	a.	a.	NOUN
cana-656	237	5	mane	mane	PROPN
cana-656	237	6	,	,	PUNCT
cana-656	237	7	n.	n.	NOUN
cana-656	237	8	lekurwale	lekurwale	PROPN
cana-656	237	9	,	,	PUNCT
cana-656	237	10	p.	p.	NOUN
cana-656	237	11	maidamwar	maidamwar	PROPN
cana-656	237	12	,	,	PUNCT
cana-656	237	13	p.	p.	NOUN
cana-656	237	14	khobragade	khobragade	PROPN
cana-656	237	15	and	and	CCONJ
cana-656	237	16	s.	s.	PROPN
cana-656	237	17	dongre	dongre	PROPN
cana-656	237	18	,	,	PUNCT
cana-656	237	19	"	"	PUNCT
cana-656	237	20	artificial	artificial	ADJ
cana-656	237	21	intelligence	intelligence	NOUN
cana-656	237	22	based	base	VERB
cana-656	237	23	heatwave	heatwave	PROPN
cana-656	237	24	intensity	intensity	PROPN
cana-656	237	25	prediction	prediction	NOUN
cana-656	237	26	model	model	NOUN
cana-656	237	27	,	,	PUNCT
cana-656	237	28	"	"	PUNCT
cana-656	237	29	2023	2023	NUM
cana-656	237	30	international	international	ADJ
cana-656	237	31	conference	conference	NOUN
cana-656	237	32	on	on	ADP
cana-656	237	33	iot	iot	NOUN
cana-656	237	34	,	,	PUNCT
cana-656	237	35	communication	communication	NOUN
cana-656	237	36	and	and	CCONJ
cana-656	237	37	automation	automation	NOUN
cana-656	237	38	technology	technology	NOUN
cana-656	237	39	(	(	PUNCT
cana-656	237	40	icicat	icicat	NOUN
cana-656	237	41	)	)	PUNCT
cana-656	237	42	,	,	PUNCT
cana-656	237	43	gorakhpur	gorakhpur	PROPN
cana-656	237	44	,	,	PUNCT
cana-656	237	45	india	india	PROPN
cana-656	237	46	,	,	PUNCT
cana-656	237	47	2023	2023	NUM
cana-656	237	48	,	,	PUNCT
cana-656	237	49	pp	pp	ADJ
cana-656	237	50	.	.	PUNCT
cana-656	238	1	1	1	NUM
cana-656	238	2	-	-	SYM
cana-656	238	3	5	5	NUM
cana-656	238	4	,	,	PUNCT
cana-656	238	5	doi	doi	NOUN
cana-656	238	6	:	:	PUNCT
cana-656	238	7	10.1109	10.1109	NUM
cana-656	238	8	/	/	SYM
cana-656	238	9	icicat57735.2023.10263728	icicat57735.2023.10263728	NOUN
cana-656	238	10	.	.	PUNCT
cana-656	239	1	[	[	X
cana-656	239	2	16	16	NUM
cana-656	239	3	]	]	X
cana-656	239	4	dires	dires	PROPN
cana-656	239	5	tewabe	tewabe	PROPN
cana-656	239	6	and	and	CCONJ
cana-656	239	7	temesgen	temesgen	NOUN
cana-656	239	8	fentahun	fentahun	NOUN
cana-656	239	9	,	,	PUNCT
cana-656	239	10	“	"	PUNCT
cana-656	239	11	assessing	assess	VERB
cana-656	239	12	land	land	NOUN
cana-656	239	13	use	use	NOUN
cana-656	239	14	and	and	CCONJ
cana-656	239	15	land	land	NOUN
cana-656	239	16	cover	cover	NOUN
cana-656	239	17	change	change	NOUN
cana-656	239	18	detection	detection	NOUN
cana-656	239	19	using	use	VERB
cana-656	239	20	remote	remote	ADJ
cana-656	239	21	sensing	sensing	NOUN
cana-656	239	22	in	in	ADP
cana-656	239	23	the	the	DET
cana-656	239	24	lake	lake	PROPN
cana-656	239	25	tana	tana	PROPN
cana-656	239	26	basin	basin	PROPN
cana-656	239	27	,	,	PUNCT
cana-656	239	28	northwest	northwest	PROPN
cana-656	239	29	ethiopia	ethiopia	PROPN
cana-656	239	30	”	"	PUNCT
cana-656	239	31	,	,	PUNCT
cana-656	239	32	cogent	cogent	NOUN
cana-656	239	33	environmental	environmental	ADJ
cana-656	239	34	science	science	NOUN
cana-656	239	35	,	,	PUNCT
cana-656	239	36	6:1	6:1	NUM
cana-656	239	37	,	,	PUNCT
cana-656	239	38	1778998	1778998	NUM
cana-656	239	39	,	,	PUNCT
cana-656	239	40	2020	2020	NUM
cana-656	239	41	.	.	PUNCT
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cana-656	240	2	17	17	NUM
cana-656	240	3	]	]	PUNCT
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cana-656	240	11	and	and	CCONJ
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cana-656	240	16	“	"	PUNCT
cana-656	240	17	change	change	NOUN
cana-656	240	18	detection	detection	NOUN
cana-656	240	19	techniques	technique	NOUN
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cana-656	240	22	multispectral	multispectral	ADJ
cana-656	240	23	images	image	NOUN
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cana-656	240	25	investigating	investigate	VERB
cana-656	240	26	land	land	NOUN
cana-656	240	27	cover	cover	NOUN
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cana-656	240	29	”	"	PUNCT
cana-656	240	30	,	,	PUNCT
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cana-656	240	35	,	,	PUNCT
cana-656	240	36	1781	1781	NUM
cana-656	240	37	,	,	PUNCT
cana-656	240	38	2020	2020	NUM
cana-656	240	39	.	.	PUNCT
cana-656	241	1	[	[	X
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cana-656	241	3	]	]	X
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cana-656	241	11	land	land	NOUN
cana-656	241	12	cover	cover	NOUN
cana-656	241	13	change	change	NOUN
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cana-656	241	22	techniques	technique	NOUN
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cana-656	241	25	case	case	NOUN
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cana-656	241	39	-	-	SYM
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cana-656	242	6	]	]	PUNCT
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cana-656	242	24	detection	detection	NOUN
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cana-656	242	29	remote	remote	ADJ
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cana-656	242	32	:	:	PUNCT
cana-656	242	33	a	a	DET
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cana-656	242	36	scheme	scheme	NOUN
cana-656	242	37	”	"	PUNCT
cana-656	242	38	,	,	PUNCT
cana-656	242	39	international	international	ADJ
cana-656	242	40	journal	journal	NOUN
cana-656	242	41	of	of	ADP
cana-656	242	42	remote	remote	ADJ
cana-656	242	43	sensing	sense	VERB
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cana-656	242	46	,	,	PUNCT
cana-656	242	47	pages	page	NOUN
cana-656	242	48	6635	6635	NUM
cana-656	242	49	-	-	PUNCT
cana-656	242	50	6679issue	6679issue	PROPN
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cana-656	242	52	,	,	PUNCT
cana-656	242	53	2019	2019	NUM
cana-656	242	54	.	.	PUNCT
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cana-656	243	9	,	,	PUNCT
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cana-656	243	11	&	&	CCONJ
cana-656	243	12	amp;triki	amp;triki	PROPN
cana-656	243	13	,	,	PUNCT
cana-656	243	14	m.a	m.a	PROPN
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cana-656	243	22	environmental	environmental	ADJ
cana-656	243	23	changes	change	NOUN
cana-656	243	24	via	via	ADP
cana-656	243	25	remote	remote	ADJ
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cana-656	243	27	”	"	PUNCT
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cana-656	243	34	1:1423–1437	1:1423–1437	NUM
cana-656	243	35	,	,	PUNCT
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cana-656	243	37	.	.	PUNCT
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cana-656	244	22	detection	detection	NOUN
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cana-656	244	25	images	image	NOUN
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cana-656	244	28	neural	neural	ADJ
cana-656	244	29	networks	network	NOUN
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cana-656	245	8	)	)	PUNCT
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cana-656	246	15	imagery	imagery	NOUN
cana-656	246	16	rectification	rectification	NOUN
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cana-656	246	32	content	content	NOUN
cana-656	246	33	technology	technology	NOUN
cana-656	246	34	and	and	CCONJ
cana-656	246	35	its	its	PRON
cana-656	246	36	applications(jdcta	applications(jdcta	ADJ
cana-656	246	37	)	)	PUNCT
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cana-656	247	2	23	23	NUM
cana-656	247	3	]	]	X
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cana-656	247	5	babawuro	babawuro	PROPN
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cana-656	247	13	&	&	CCONJ
cana-656	247	14	quot;high	quot;high	PROPN
cana-656	247	15	resolution	resolution	NOUN
cana-656	247	16	satellite	satellite	NOUN
cana-656	247	17	imagery	imagery	NOUN
cana-656	247	18	rectification	rectification	NOUN
cana-656	247	19	using	use	VERB
cana-656	247	20	bi	bi	ADJ
cana-656	247	21	-	-	ADJ
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cana-656	247	23	interpolation	interpolation	NOUN
cana-656	247	24	method	method	NOUN
cana-656	247	25	for	for	ADP
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cana-656	247	27	data	datum	NOUN
cana-656	247	28	extraction,&quot	extraction,&quot	ADJ
cana-656	247	29	;	;	PUNCT
cana-656	247	30	2012	2012	NUM
cana-656	247	31	second	second	ADJ
cana-656	247	32	international	international	ADJ
cana-656	247	33	conference	conference	NOUN
cana-656	247	34	on	on	ADP
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cana-656	247	36	system	system	NOUN
cana-656	247	37	design	design	NOUN
cana-656	247	38	and	and	CCONJ
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cana-656	247	40	application	application	NOUN
cana-656	247	41	,	,	PUNCT
cana-656	247	42	sanya	sanya	PROPN
cana-656	247	43	,	,	PUNCT
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cana-656	247	45	,	,	PUNCT
cana-656	247	46	pp	pp	ADP
cana-656	247	47	.	.	PUNCT
cana-656	248	1	1430	1430	NUM
cana-656	248	2	-	-	SYM
cana-656	248	3	1434	1434	NUM
cana-656	248	4	,	,	PUNCT
cana-656	248	5	2012	2012	NUM
cana-656	248	6	.	.	PUNCT
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cana-656	249	3	]	]	PUNCT
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cana-656	249	11	balamwar	balamwar	PROPN
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cana-656	249	17	in	in	ADP
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cana-656	249	19	cities	city	NOUN
cana-656	249	20	using	use	VERB
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cana-656	249	22	and	and	CCONJ
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cana-656	249	24	classification	classification	NOUN
cana-656	249	25	”	"	PUNCT
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cana-656	249	29	and	and	CCONJ
cana-656	249	30	bio	bio	ADJ
cana-656	249	31	-	-	PUNCT
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cana-656	249	33	computing	computing	NOUN
cana-656	249	34	,	,	PUNCT
cana-656	249	35	advances	advance	NOUN
cana-656	249	36	in	in	ADP
cana-656	249	37	intelligent	intelligent	ADJ
cana-656	249	38	systems	system	NOUN
cana-656	249	39	and	and	CCONJ
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cana-656	249	41	1420	1420	NUM
cana-656	249	42	,	,	PUNCT
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cana-656	249	44	chapter	chapter	NOUN
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