id	sid	tid	token	lemma	pos
geoplanning-60258	1	1	45	45	NUM
geoplanning-60258	1	2	geoplanning	geoplanning	NOUN
geoplanning-60258	1	3	:	:	PUNCT
geoplanning-60258	1	4	journal	journal	NOUN
geoplanning-60258	1	5	of	of	ADP
geoplanning-60258	1	6	geomatics	geomatics	PROPN
geoplanning-60258	1	7	and	and	CCONJ
geoplanning-60258	1	8	planning	planning	NOUN
geoplanning-60258	1	9	,	,	PUNCT
geoplanning-60258	1	10	vol	vol	NOUN
geoplanning-60258	1	11	.	.	PROPN
geoplanning-60258	1	12	12	12	NUM
geoplanning-60258	1	13	,	,	PUNCT
geoplanning-60258	1	14	no	no	INTJ
geoplanning-60258	1	15	.	.	NOUN
geoplanning-60258	1	16	1	1	NUM
geoplanning-60258	1	17	,	,	PUNCT
geoplanning-60258	1	18	2025	2025	NUM
geoplanning-60258	1	19	,	,	PUNCT
geoplanning-60258	1	20	45	45	NUM
geoplanning-60258	1	21	56	56	NUM
geoplanning-60258	1	22	original	original	ADJ
geoplanning-60258	1	23	research	research	NOUN
geoplanning-60258	1	24	modeling	model	VERB
geoplanning-60258	1	25	the	the	DET
geoplanning-60258	1	26	water	water	NOUN
geoplanning-60258	1	27	quality	quality	NOUN
geoplanning-60258	1	28	of	of	ADP
geoplanning-60258	1	29	lake	lake	NOUN
geoplanning-60258	1	30	itasy	itasy	NOUN
geoplanning-60258	1	31	by	by	ADP
geoplanning-60258	1	32	long	long	ADJ
geoplanning-60258	1	33	short	short	ADJ
geoplanning-60258	1	34	-	-	PUNCT
geoplanning-60258	1	35	term	term	NOUN
geoplanning-60258	1	36	memory	memory	NOUN
geoplanning-60258	1	37	(	(	PUNCT
geoplanning-60258	1	38	lstm	lstm	NOUN
geoplanning-60258	1	39	)	)	PUNCT
geoplanning-60258	1	40	using	use	VERB
geoplanning-60258	1	41	landsat	landsat	PROPN
geoplanning-60258	1	42	8	8	NUM
geoplanning-60258	1	43	data	data	PROPN
geoplanning-60258	1	44	randrianiaina	randrianiaina	PROPN
geoplanning-60258	1	45	jerry	jerry	PROPN
geoplanning-60258	1	46	jean	jean	PROPN
geoplanning-60258	1	47	christien	christien	PROPN
geoplanning-60258	2	1	frederick1,2	frederick1,2	PROPN
geoplanning-60258	2	2	*	*	PROPN
geoplanning-60258	2	3	,	,	PUNCT
geoplanning-60258	2	4	rakotonirina	rakotonirina	PROPN
geoplanning-60258	2	5	rija	rija	PROPN
geoplanning-60258	2	6	itokiana1	itokiana1	PROPN
geoplanning-60258	2	7	,	,	PUNCT
geoplanning-60258	2	8	jean	jean	PROPN
geoplanning-60258	2	9	robertin	robertin	PROPN
geoplanning-60258	2	10	rasoloariniaina²	rasoloariniaina²	PROPN
geoplanning-60258	2	11	,	,	PUNCT
geoplanning-60258	2	12	fils	fil	VERB
geoplanning-60258	2	13	lahatra	lahatra	ADJ
geoplanning-60258	2	14	razafindramisa1	razafindramisa1	NOUN
geoplanning-60258	2	15	1	1	NUM
geoplanning-60258	2	16	.	.	X
geoplanning-60258	2	17	laboratory	laboratory	NOUN
geoplanning-60258	2	18	of	of	ADP
geoplanning-60258	2	19	matter	matter	NOUN
geoplanning-60258	2	20	and	and	CCONJ
geoplanning-60258	2	21	radiation	radiation	NOUN
geoplanning-60258	2	22	physics	physics	NOUN
geoplanning-60258	2	23	(	(	PUNCT
geoplanning-60258	2	24	lpmr	lpmr	PROPN
geoplanning-60258	2	25	)	)	PUNCT
geoplanning-60258	2	26	,	,	PUNCT
geoplanning-60258	2	27	university	university	NOUN
geoplanning-60258	2	28	of	of	ADP
geoplanning-60258	2	29	antananarivo	antananarivo	PROPN
geoplanning-60258	2	30	,	,	PUNCT
geoplanning-60258	2	31	madagascar	madagascar	PROPN
geoplanning-60258	2	32	2	2	NUM
geoplanning-60258	2	33	.	.	X
geoplanning-60258	3	1	institut	institut	PROPN
geoplanning-60258	3	2	d’enseignement	d’enseignement	PROPN
geoplanning-60258	3	3	supérieur	supérieur	PROPN
geoplanning-60258	3	4	d’antsirabe	d’antsirabe	PROPN
geoplanning-60258	3	5	-	-	PUNCT
geoplanning-60258	3	6	vakinankaratra	vakinankaratra	PROPN
geoplanning-60258	3	7	,	,	PUNCT
geoplanning-60258	3	8	university	university	NOUN
geoplanning-60258	3	9	of	of	ADP
geoplanning-60258	3	10	antananarivo	antananarivo	PROPN
geoplanning-60258	3	11	,	,	PUNCT
geoplanning-60258	3	12	madagascar	madagascar	PROPN
geoplanning-60258	3	13	doi	doi	PROPN
geoplanning-60258	3	14	:	:	PUNCT
geoplanning-60258	3	15	10.14710	10.14710	NUM
geoplanning-60258	3	16	/	/	SYM
geoplanning-60258	3	17	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	3	18	-	-	PUNCT
geoplanning-60258	3	19	56	56	NUM
geoplanning-60258	3	20	abstract	abstract	ADJ
geoplanning-60258	3	21	modeling	modeling	NOUN
geoplanning-60258	3	22	lake	lake	NOUN
geoplanning-60258	3	23	water	water	PROPN
geoplanning-60258	3	24	quality	quality	NOUN
geoplanning-60258	3	25	is	be	AUX
geoplanning-60258	3	26	very	very	ADV
geoplanning-60258	3	27	important	important	ADJ
geoplanning-60258	3	28	to	to	PART
geoplanning-60258	3	29	preserve	preserve	VERB
geoplanning-60258	3	30	and	and	CCONJ
geoplanning-60258	3	31	protect	protect	VERB
geoplanning-60258	3	32	this	this	DET
geoplanning-60258	3	33	resource	resource	NOUN
geoplanning-60258	3	34	.	.	PUNCT
geoplanning-60258	4	1	several	several	ADJ
geoplanning-60258	4	2	algorithms	algorithm	NOUN
geoplanning-60258	4	3	can	can	AUX
geoplanning-60258	4	4	be	be	AUX
geoplanning-60258	4	5	used	use	VERB
geoplanning-60258	4	6	to	to	PART
geoplanning-60258	4	7	model	model	VERB
geoplanning-60258	4	8	lake	lake	PROPN
geoplanning-60258	4	9	water	water	PROPN
geoplanning-60258	4	10	quality	quality	NOUN
geoplanning-60258	4	11	using	use	VERB
geoplanning-60258	4	12	in	in	ADP
geoplanning-60258	4	13	-	-	PUNCT
geoplanning-60258	4	14	situ	situ	NOUN
geoplanning-60258	4	15	measurement	measurement	NOUN
geoplanning-60258	4	16	data	datum	NOUN
geoplanning-60258	4	17	.	.	PUNCT
geoplanning-60258	5	1	this	this	DET
geoplanning-60258	5	2	work	work	NOUN
geoplanning-60258	5	3	used	use	VERB
geoplanning-60258	5	4	the	the	DET
geoplanning-60258	5	5	long	long	ADJ
geoplanning-60258	5	6	short	short	ADJ
geoplanning-60258	5	7	-	-	PUNCT
geoplanning-60258	5	8	term	term	NOUN
geoplanning-60258	5	9	memory	memory	NOUN
geoplanning-60258	5	10	(	(	PUNCT
geoplanning-60258	5	11	lstm	lstm	NOUN
geoplanning-60258	5	12	)	)	PUNCT
geoplanning-60258	5	13	deep	deep	ADJ
geoplanning-60258	5	14	learning	learning	NOUN
geoplanning-60258	5	15	(	(	PUNCT
geoplanning-60258	5	16	dl	dl	NOUN
geoplanning-60258	5	17	)	)	PUNCT
geoplanning-60258	5	18	architecture	architecture	NOUN
geoplanning-60258	5	19	to	to	PART
geoplanning-60258	5	20	obtain	obtain	VERB
geoplanning-60258	5	21	models	model	NOUN
geoplanning-60258	5	22	for	for	ADP
geoplanning-60258	5	23	modeling	modeling	NOUN
geoplanning-60258	5	24	and	and	CCONJ
geoplanning-60258	5	25	predicting	predict	VERB
geoplanning-60258	5	26	water	water	NOUN
geoplanning-60258	5	27	quality	quality	NOUN
geoplanning-60258	5	28	parameters	parameter	NOUN
geoplanning-60258	5	29	of	of	ADP
geoplanning-60258	5	30	lake	lake	PROPN
geoplanning-60258	5	31	itasy	itasy	NOUN
geoplanning-60258	5	32	depending	depend	VERB
geoplanning-60258	5	33	on	on	ADP
geoplanning-60258	5	34	the	the	DET
geoplanning-60258	5	35	reflectance	reflectance	NOUN
geoplanning-60258	5	36	of	of	ADP
geoplanning-60258	5	37	landsat8	landsat8	PROPN
geoplanning-60258	5	38	oli	oli	PROPN
geoplanning-60258	5	39	.	.	PUNCT
geoplanning-60258	6	1	the	the	DET
geoplanning-60258	6	2	main	main	ADJ
geoplanning-60258	6	3	purpose	purpose	NOUN
geoplanning-60258	6	4	of	of	ADP
geoplanning-60258	6	5	this	this	DET
geoplanning-60258	6	6	study	study	NOUN
geoplanning-60258	6	7	was	be	AUX
geoplanning-60258	6	8	to	to	PART
geoplanning-60258	6	9	identify	identify	VERB
geoplanning-60258	6	10	the	the	DET
geoplanning-60258	6	11	appropriate	appropriate	ADJ
geoplanning-60258	6	12	lstm	lstm	NOUN
geoplanning-60258	6	13	model	model	NOUN
geoplanning-60258	6	14	in	in	ADP
geoplanning-60258	6	15	function	function	NOUN
geoplanning-60258	6	16	of	of	ADP
geoplanning-60258	6	17	the	the	DET
geoplanning-60258	6	18	optimization	optimization	NOUN
geoplanning-60258	6	19	algorithms	algorithm	NOUN
geoplanning-60258	6	20	:	:	PUNCT
geoplanning-60258	6	21	adagrad	adagrad	ADJ
geoplanning-60258	6	22	,	,	PUNCT
geoplanning-60258	6	23	rmsprop	rmsprop	NOUN
geoplanning-60258	6	24	and	and	CCONJ
geoplanning-60258	6	25	adam	adam	PROPN
geoplanning-60258	6	26	,	,	PUNCT
geoplanning-60258	6	27	in	in	ADP
geoplanning-60258	6	28	order	order	NOUN
geoplanning-60258	6	29	to	to	PART
geoplanning-60258	6	30	do	do	AUX
geoplanning-60258	6	31	the	the	DET
geoplanning-60258	6	32	estimation	estimation	NOUN
geoplanning-60258	6	33	on	on	ADP
geoplanning-60258	6	34	the	the	DET
geoplanning-60258	6	35	date	date	NOUN
geoplanning-60258	6	36	provided	provide	VERB
geoplanning-60258	6	37	,	,	PUNCT
geoplanning-60258	6	38	according	accord	VERB
geoplanning-60258	6	39	to	to	ADP
geoplanning-60258	6	40	the	the	DET
geoplanning-60258	6	41	date	date	NOUN
geoplanning-60258	6	42	of	of	ADP
geoplanning-60258	6	43	satellite	satellite	NOUN
geoplanning-60258	6	44	image	image	NOUN
geoplanning-60258	6	45	acquisition	acquisition	NOUN
geoplanning-60258	6	46	.	.	PUNCT
geoplanning-60258	7	1	the	the	DET
geoplanning-60258	7	2	obtained	obtain	VERB
geoplanning-60258	7	3	results	result	NOUN
geoplanning-60258	7	4	showed	show	VERB
geoplanning-60258	7	5	the	the	DET
geoplanning-60258	7	6	performance	performance	NOUN
geoplanning-60258	7	7	of	of	ADP
geoplanning-60258	7	8	the	the	DET
geoplanning-60258	7	9	developed	develop	VERB
geoplanning-60258	7	10	lstm	lstm	PROPN
geoplanning-60258	7	11	model	model	NOUN
geoplanning-60258	7	12	,	,	PUNCT
geoplanning-60258	7	13	with	with	ADP
geoplanning-60258	7	14	an	an	DET
geoplanning-60258	7	15	adaptive	adaptive	ADJ
geoplanning-60258	7	16	moment	moment	NOUN
geoplanning-60258	7	17	estimation	estimation	NOUN
geoplanning-60258	7	18	(	(	PUNCT
geoplanning-60258	7	19	adam	adam	PROPN
geoplanning-60258	7	20	)	)	PUNCT
geoplanning-60258	7	21	optimization	optimization	NOUN
geoplanning-60258	7	22	algorithm	algorithm	NOUN
geoplanning-60258	7	23	that	that	PRON
geoplanning-60258	7	24	provided	provide	VERB
geoplanning-60258	7	25	an	an	DET
geoplanning-60258	7	26	excellent	excellent	ADJ
geoplanning-60258	7	27	concordance	concordance	NOUN
geoplanning-60258	7	28	between	between	ADP
geoplanning-60258	7	29	the	the	DET
geoplanning-60258	7	30	collected	collect	VERB
geoplanning-60258	7	31	and	and	CCONJ
geoplanning-60258	7	32	simulated	simulated	ADJ
geoplanning-60258	7	33	water	water	NOUN
geoplanning-60258	7	34	quality	quality	NOUN
geoplanning-60258	7	35	parameters	parameter	NOUN
geoplanning-60258	7	36	.	.	PUNCT
geoplanning-60258	8	1	moreover	moreover	ADV
geoplanning-60258	8	2	,	,	PUNCT
geoplanning-60258	8	3	the	the	DET
geoplanning-60258	8	4	correlation	correlation	NOUN
geoplanning-60258	8	5	coefficient	coefficient	NOUN
geoplanning-60258	8	6	(	(	PUNCT
geoplanning-60258	8	7	r²	r²	PROPN
geoplanning-60258	8	8	)	)	PUNCT
geoplanning-60258	8	9	was	be	AUX
geoplanning-60258	8	10	0.993	0.993	NUM
geoplanning-60258	8	11	for	for	ADP
geoplanning-60258	8	12	the	the	DET
geoplanning-60258	8	13	conductivity	conductivity	NOUN
geoplanning-60258	8	14	and	and	CCONJ
geoplanning-60258	8	15	0.977	0.977	NUM
geoplanning-60258	8	16	for	for	ADP
geoplanning-60258	8	17	the	the	DET
geoplanning-60258	8	18	dissolved	dissolve	VERB
geoplanning-60258	8	19	oxygen	oxygen	NOUN
geoplanning-60258	8	20	concentration	concentration	NOUN
geoplanning-60258	8	21	.	.	PUNCT
geoplanning-60258	9	1	the	the	DET
geoplanning-60258	9	2	root	root	NOUN
geoplanning-60258	9	3	mean	mean	VERB
geoplanning-60258	9	4	square	square	ADJ
geoplanning-60258	9	5	error	error	NOUN
geoplanning-60258	9	6	(	(	PUNCT
geoplanning-60258	9	7	rmse	rmse	NOUN
geoplanning-60258	9	8	)	)	PUNCT
geoplanning-60258	9	9	values	value	NOUN
geoplanning-60258	9	10	for	for	ADP
geoplanning-60258	9	11	conductivity	conductivity	NOUN
geoplanning-60258	9	12	and	and	CCONJ
geoplanning-60258	9	13	dissolved	dissolve	VERB
geoplanning-60258	9	14	oxygen	oxygen	NOUN
geoplanning-60258	9	15	concentration	concentration	NOUN
geoplanning-60258	9	16	were	be	AUX
geoplanning-60258	9	17	0.898	0.898	NUM
geoplanning-60258	9	18	and	and	CCONJ
geoplanning-60258	9	19	0.228	0.228	NUM
geoplanning-60258	9	20	respectively	respectively	ADV
geoplanning-60258	9	21	.	.	PUNCT
geoplanning-60258	10	1	after	after	ADP
geoplanning-60258	10	2	choosing	choose	VERB
geoplanning-60258	10	3	the	the	DET
geoplanning-60258	10	4	best	good	ADJ
geoplanning-60258	10	5	model	model	NOUN
geoplanning-60258	10	6	,	,	PUNCT
geoplanning-60258	10	7	the	the	DET
geoplanning-60258	10	8	water	water	NOUN
geoplanning-60258	10	9	quality	quality	NOUN
geoplanning-60258	10	10	parameters	parameter	NOUN
geoplanning-60258	10	11	of	of	ADP
geoplanning-60258	10	12	the	the	DET
geoplanning-60258	10	13	lake	lake	NOUN
geoplanning-60258	10	14	itasy	itasy	PROPN
geoplanning-60258	10	15	were	be	AUX
geoplanning-60258	10	16	estimated	estimate	VERB
geoplanning-60258	10	17	on	on	ADP
geoplanning-60258	10	18	may	may	PROPN
geoplanning-60258	10	19	25th	25th	NOUN
geoplanning-60258	10	20	2020	2020	NUM
geoplanning-60258	10	21	.	.	PUNCT
geoplanning-60258	11	1	the	the	DET
geoplanning-60258	11	2	conductivity	conductivity	NOUN
geoplanning-60258	11	3	ranged	range	VERB
geoplanning-60258	11	4	from	from	ADP
geoplanning-60258	11	5	46.8	46.8	NUM
geoplanning-60258	11	6	µs.cm-1	µs.cm-1	PROPN
geoplanning-60258	11	7	to	to	ADP
geoplanning-60258	11	8	66.5	66.5	NUM
geoplanning-60258	11	9	µs.cm-1	µs.cm-1	PROPN
geoplanning-60258	11	10	,	,	PUNCT
geoplanning-60258	11	11	and	and	CCONJ
geoplanning-60258	11	12	the	the	DET
geoplanning-60258	11	13	dissolved	dissolve	VERB
geoplanning-60258	11	14	oxygen	oxygen	NOUN
geoplanning-60258	11	15	concentration	concentration	NOUN
geoplanning-60258	11	16	from	from	ADP
geoplanning-60258	11	17	6.5	6.5	NUM
geoplanning-60258	11	18	mg	mg	NOUN
geoplanning-60258	11	19	/	/	SYM
geoplanning-60258	11	20	l	l	NOUN
geoplanning-60258	11	21	to	to	ADP
geoplanning-60258	11	22	9.1	9.1	NUM
geoplanning-60258	11	23	mg	mg	PROPN
geoplanning-60258	11	24	/	/	SYM
geoplanning-60258	11	25	l.	l.	NOUN
geoplanning-60258	11	26	these	these	DET
geoplanning-60258	11	27	values	value	NOUN
geoplanning-60258	11	28	indicate	indicate	VERB
geoplanning-60258	11	29	that	that	SCONJ
geoplanning-60258	11	30	the	the	DET
geoplanning-60258	11	31	water	water	NOUN
geoplanning-60258	11	32	from	from	ADP
geoplanning-60258	11	33	lake	lake	PROPN
geoplanning-60258	11	34	itasy	itasy	PROPN
geoplanning-60258	11	35	respects	respect	VERB
geoplanning-60258	11	36	the	the	DET
geoplanning-60258	11	37	malagasy	malagasy	PROPN
geoplanning-60258	11	38	norms	norm	NOUN
geoplanning-60258	11	39	in	in	ADP
geoplanning-60258	11	40	terms	term	NOUN
geoplanning-60258	11	41	of	of	ADP
geoplanning-60258	11	42	conductivity	conductivity	NOUN
geoplanning-60258	11	43	and	and	CCONJ
geoplanning-60258	11	44	dissolved	dissolve	VERB
geoplanning-60258	11	45	oxygen	oxygen	NOUN
geoplanning-60258	11	46	concentration	concentration	NOUN
geoplanning-60258	11	47	copyright	copyright	NOUN
geoplanning-60258	11	48	©	©	ADP
geoplanning-60258	11	49	2025	2025	NUM
geoplanning-60258	11	50	by	by	ADP
geoplanning-60258	11	51	authors	author	NOUN
geoplanning-60258	11	52	,	,	PUNCT
geoplanning-60258	11	53	published	publish	VERB
geoplanning-60258	11	54	by	by	ADP
geoplanning-60258	11	55	universitas	universita	NOUN
geoplanning-60258	11	56	diponegoro	diponegoro	PROPN
geoplanning-60258	11	57	publishing	publishing	NOUN
geoplanning-60258	11	58	group	group	NOUN
geoplanning-60258	11	59	.	.	PUNCT
geoplanning-60258	12	1	this	this	DET
geoplanning-60258	12	2	open	open	ADJ
geoplanning-60258	12	3	access	access	NOUN
geoplanning-60258	12	4	article	article	NOUN
geoplanning-60258	12	5	is	be	AUX
geoplanning-60258	12	6	distributed	distribute	VERB
geoplanning-60258	12	7	under	under	ADP
geoplanning-60258	12	8	a	a	DET
geoplanning-60258	12	9	creative	creative	ADJ
geoplanning-60258	12	10	commons	common	NOUN
geoplanning-60258	12	11	attribution	attribution	NOUN
geoplanning-60258	12	12	4.0	4.0	NUM
geoplanning-60258	12	13	international	international	ADJ
geoplanning-60258	12	14	license	license	NOUN
geoplanning-60258	12	15	1	1	NUM
geoplanning-60258	12	16	.	.	PUNCT
geoplanning-60258	13	1	introduction	introduction	NOUN
geoplanning-60258	13	2	in	in	ADP
geoplanning-60258	13	3	surface	surface	NOUN
geoplanning-60258	13	4	waters	water	NOUN
geoplanning-60258	13	5	,	,	PUNCT
geoplanning-60258	13	6	such	such	ADJ
geoplanning-60258	13	7	as	as	ADP
geoplanning-60258	13	8	the	the	DET
geoplanning-60258	13	9	sea	sea	NOUN
geoplanning-60258	13	10	,	,	PUNCT
geoplanning-60258	13	11	rivers	river	NOUN
geoplanning-60258	13	12	and	and	CCONJ
geoplanning-60258	13	13	lakes	lake	NOUN
geoplanning-60258	13	14	are	be	AUX
geoplanning-60258	13	15	important	important	ADJ
geoplanning-60258	13	16	for	for	ADP
geoplanning-60258	13	17	long	long	ADJ
geoplanning-60258	13	18	-	-	PUNCT
geoplanning-60258	13	19	term	term	NOUN
geoplanning-60258	13	20	economic	economic	ADJ
geoplanning-60258	13	21	development	development	NOUN
geoplanning-60258	13	22	and	and	CCONJ
geoplanning-60258	13	23	environmental	environmental	ADJ
geoplanning-60258	13	24	sustainability	sustainability	NOUN
geoplanning-60258	13	25	(	(	PUNCT
geoplanning-60258	13	26	al	al	PROPN
geoplanning-60258	13	27	-	-	PUNCT
geoplanning-60258	13	28	shaibah	shaibah	PROPN
geoplanning-60258	13	29	et	et	PROPN
geoplanning-60258	13	30	al	al	PROPN
geoplanning-60258	13	31	.	.	PROPN
geoplanning-60258	13	32	,	,	PUNCT
geoplanning-60258	13	33	2021	2021	NUM
geoplanning-60258	13	34	;	;	PUNCT
geoplanning-60258	13	35	nagy	nagy	NOUN
geoplanning-60258	13	36	-	-	PUNCT
geoplanning-60258	13	37	kovács	kovács	PROPN
geoplanning-60258	13	38	et	et	PROPN
geoplanning-60258	13	39	al	al	PROPN
geoplanning-60258	13	40	.	.	PROPN
geoplanning-60258	13	41	,	,	PUNCT
geoplanning-60258	13	42	2019	2019	NUM
geoplanning-60258	13	43	)	)	PUNCT
geoplanning-60258	13	44	.	.	PUNCT
geoplanning-60258	14	1	however	however	ADV
geoplanning-60258	14	2	,	,	PUNCT
geoplanning-60258	14	3	the	the	DET
geoplanning-60258	14	4	prediction	prediction	NOUN
geoplanning-60258	14	5	of	of	ADP
geoplanning-60258	14	6	lake	lake	PROPN
geoplanning-60258	14	7	water	water	PROPN
geoplanning-60258	14	8	quality	quality	NOUN
geoplanning-60258	14	9	has	have	AUX
geoplanning-60258	14	10	attracted	attract	VERB
geoplanning-60258	14	11	the	the	DET
geoplanning-60258	14	12	attention	attention	NOUN
geoplanning-60258	14	13	of	of	ADP
geoplanning-60258	14	14	researchers	researcher	NOUN
geoplanning-60258	14	15	due	due	ADP
geoplanning-60258	14	16	to	to	ADP
geoplanning-60258	14	17	its	its	PRON
geoplanning-60258	14	18	effect	effect	NOUN
geoplanning-60258	14	19	on	on	ADP
geoplanning-60258	14	20	the	the	DET
geoplanning-60258	14	21	life	life	NOUN
geoplanning-60258	14	22	of	of	ADP
geoplanning-60258	14	23	biodiversity	biodiversity	NOUN
geoplanning-60258	14	24	.	.	PUNCT
geoplanning-60258	15	1	therefore	therefore	ADV
geoplanning-60258	15	2	,	,	PUNCT
geoplanning-60258	15	3	modeling	model	VERB
geoplanning-60258	15	4	lake	lake	NOUN
geoplanning-60258	15	5	water	water	NOUN
geoplanning-60258	15	6	quality	quality	NOUN
geoplanning-60258	15	7	is	be	AUX
geoplanning-60258	15	8	necessary	necessary	ADJ
geoplanning-60258	15	9	to	to	PART
geoplanning-60258	15	10	monitor	monitor	VERB
geoplanning-60258	15	11	,	,	PUNCT
geoplanning-60258	15	12	preserve	preserve	VERB
geoplanning-60258	15	13	and	and	CCONJ
geoplanning-60258	15	14	manage	manage	VERB
geoplanning-60258	15	15	this	this	DET
geoplanning-60258	15	16	resource	resource	NOUN
geoplanning-60258	15	17	.	.	PUNCT
geoplanning-60258	16	1	modeling	model	VERB
geoplanning-60258	16	2	water	water	NOUN
geoplanning-60258	16	3	quality	quality	NOUN
geoplanning-60258	16	4	with	with	ADP
geoplanning-60258	16	5	traditional	traditional	ADJ
geoplanning-60258	16	6	methods	method	NOUN
geoplanning-60258	16	7	,	,	PUNCT
geoplanning-60258	16	8	such	such	ADJ
geoplanning-60258	16	9	as	as	ADP
geoplanning-60258	16	10	in	in	ADP
geoplanning-60258	16	11	situ	situ	NOUN
geoplanning-60258	16	12	-	-	PUNCT
geoplanning-60258	16	13	measurements	measurement	NOUN
geoplanning-60258	16	14	,	,	PUNCT
geoplanning-60258	16	15	sample	sample	NOUN
geoplanning-60258	16	16	collection	collection	NOUN
geoplanning-60258	16	17	from	from	ADP
geoplanning-60258	16	18	the	the	DET
geoplanning-60258	16	19	site	site	NOUN
geoplanning-60258	16	20	and	and	CCONJ
geoplanning-60258	16	21	laboratory	laboratory	NOUN
geoplanning-60258	16	22	analyses	analysis	NOUN
geoplanning-60258	16	23	is	be	AUX
geoplanning-60258	16	24	impractical	impractical	ADJ
geoplanning-60258	16	25	.	.	PUNCT
geoplanning-60258	17	1	these	these	DET
geoplanning-60258	17	2	methods	method	NOUN
geoplanning-60258	17	3	are	be	AUX
geoplanning-60258	17	4	very	very	ADV
geoplanning-60258	17	5	expensive	expensive	ADJ
geoplanning-60258	17	6	,	,	PUNCT
geoplanning-60258	17	7	time	time	NOUN
geoplanning-60258	17	8	consuming	consume	VERB
geoplanning-60258	17	9	and	and	CCONJ
geoplanning-60258	17	10	limit	limit	VERB
geoplanning-60258	17	11	the	the	DET
geoplanning-60258	17	12	assessment	assessment	NOUN
geoplanning-60258	17	13	of	of	ADP
geoplanning-60258	17	14	spatial	spatial	ADJ
geoplanning-60258	17	15	and	and	CCONJ
geoplanning-60258	17	16	temporal	temporal	ADJ
geoplanning-60258	17	17	trends	trend	NOUN
geoplanning-60258	17	18	of	of	ADP
geoplanning-60258	17	19	the	the	DET
geoplanning-60258	17	20	water	water	NOUN
geoplanning-60258	17	21	quality	quality	NOUN
geoplanning-60258	17	22	(	(	PUNCT
geoplanning-60258	17	23	jerry	jerry	PROPN
geoplanning-60258	17	24	et	et	PROPN
geoplanning-60258	17	25	al	al	PROPN
geoplanning-60258	17	26	.	.	PROPN
geoplanning-60258	17	27	,	,	PUNCT
geoplanning-60258	17	28	2019	2019	NUM
geoplanning-60258	17	29	)	)	PUNCT
geoplanning-60258	17	30	.	.	PUNCT
geoplanning-60258	18	1	in	in	ADP
geoplanning-60258	18	2	this	this	DET
geoplanning-60258	18	3	study	study	NOUN
geoplanning-60258	18	4	,	,	PUNCT
geoplanning-60258	18	5	the	the	DET
geoplanning-60258	18	6	conductivity	conductivity	NOUN
geoplanning-60258	18	7	of	of	ADP
geoplanning-60258	18	8	lake	lake	PROPN
geoplanning-60258	18	9	itasy	itasy	PROPN
geoplanning-60258	18	10	water	water	NOUN
geoplanning-60258	18	11	and	and	CCONJ
geoplanning-60258	18	12	its	its	PRON
geoplanning-60258	18	13	dissolved	dissolved	ADJ
geoplanning-60258	18	14	oxygen	oxygen	NOUN
geoplanning-60258	18	15	concentration	concentration	NOUN
geoplanning-60258	18	16	were	be	AUX
geoplanning-60258	18	17	modeled	model	VERB
geoplanning-60258	18	18	.	.	PUNCT
geoplanning-60258	19	1	lake	lake	PROPN
geoplanning-60258	19	2	itasy	itasy	PROPN
geoplanning-60258	19	3	is	be	AUX
geoplanning-60258	19	4	the	the	DET
geoplanning-60258	19	5	third	third	ADV
geoplanning-60258	19	6	largest	large	ADJ
geoplanning-60258	19	7	lake	lake	NOUN
geoplanning-60258	19	8	in	in	ADP
geoplanning-60258	19	9	madagascar	madagascar	PROPN
geoplanning-60258	19	10	(	(	PUNCT
geoplanning-60258	19	11	approximately	approximately	ADV
geoplanning-60258	19	12	35	35	NUM
geoplanning-60258	19	13	km²	km²	NOUN
geoplanning-60258	19	14	)	)	PUNCT
geoplanning-60258	19	15	and	and	CCONJ
geoplanning-60258	19	16	plays	play	VERB
geoplanning-60258	19	17	an	an	DET
geoplanning-60258	19	18	important	important	ADJ
geoplanning-60258	19	19	role	role	NOUN
geoplanning-60258	19	20	in	in	ADP
geoplanning-60258	19	21	the	the	DET
geoplanning-60258	19	22	economic	economic	ADJ
geoplanning-60258	19	23	development	development	NOUN
geoplanning-60258	19	24	of	of	ADP
geoplanning-60258	19	25	the	the	DET
geoplanning-60258	19	26	itasy	itasy	NOUN
geoplanning-60258	19	27	region	region	NOUN
geoplanning-60258	19	28	,	,	PUNCT
geoplanning-60258	19	29	thanks	thank	NOUN
geoplanning-60258	19	30	to	to	ADP
geoplanning-60258	19	31	tourism	tourism	NOUN
geoplanning-60258	19	32	,	,	PUNCT
geoplanning-60258	19	33	which	which	PRON
geoplanning-60258	19	34	brings	bring	VERB
geoplanning-60258	19	35	benefits	benefit	NOUN
geoplanning-60258	19	36	to	to	ADP
geoplanning-60258	19	37	the	the	DET
geoplanning-60258	19	38	local	local	ADJ
geoplanning-60258	19	39	population	population	NOUN
geoplanning-60258	19	40	through	through	ADP
geoplanning-60258	19	41	related	related	ADJ
geoplanning-60258	19	42	activities	activity	NOUN
geoplanning-60258	19	43	,	,	PUNCT
geoplanning-60258	19	44	and	and	CCONJ
geoplanning-60258	19	45	fish	fish	NOUN
geoplanning-60258	19	46	farming	farming	NOUN
geoplanning-60258	19	47	(	(	PUNCT
geoplanning-60258	19	48	i.	i.	PROPN
geoplanning-60258	19	49	et	et	PROPN
geoplanning-60258	19	50	al	al	PROPN
geoplanning-60258	19	51	.	.	PROPN
geoplanning-60258	19	52	,	,	PUNCT
geoplanning-60258	19	53	2020	2020	NUM
geoplanning-60258	19	54	)	)	PUNCT
geoplanning-60258	19	55	.	.	PUNCT
geoplanning-60258	20	1	therefore	therefore	ADV
geoplanning-60258	20	2	,	,	PUNCT
geoplanning-60258	20	3	it	it	PRON
geoplanning-60258	20	4	is	be	AUX
geoplanning-60258	20	5	necessary	necessary	ADJ
geoplanning-60258	20	6	to	to	PART
geoplanning-60258	20	7	seek	seek	VERB
geoplanning-60258	20	8	a	a	DET
geoplanning-60258	20	9	new	new	ADJ
geoplanning-60258	20	10	approach	approach	NOUN
geoplanning-60258	20	11	to	to	ADP
geoplanning-60258	20	12	e	e	NOUN
geoplanning-60258	20	13	-	-	VERB
geoplanning-60258	20	14	issn	issn	NOUN
geoplanning-60258	20	15	:	:	PUNCT
geoplanning-60258	20	16	2355	2355	NUM
geoplanning-60258	20	17	-	-	SYM
geoplanning-60258	20	18	6544	6544	NUM
geoplanning-60258	20	19	received	receive	VERB
geoplanning-60258	20	20	:	:	PUNCT
geoplanning-60258	20	21	05	05	NUM
geoplanning-60258	20	22	december	december	PROPN
geoplanning-60258	20	23	2023	2023	NUM
geoplanning-60258	20	24	;	;	PUNCT
geoplanning-60258	20	25	revised	revise	VERB
geoplanning-60258	20	26	:	:	PUNCT
geoplanning-60258	20	27	13	13	NUM
geoplanning-60258	20	28	september	september	PROPN
geoplanning-60258	20	29	2024	2024	NUM
geoplanning-60258	20	30	;	;	PUNCT
geoplanning-60258	20	31	accepted	accept	VERB
geoplanning-60258	20	32	:	:	PUNCT
geoplanning-60258	20	33	09	09	NUM
geoplanning-60258	20	34	may	may	PROPN
geoplanning-60258	20	35	2025	2025	NUM
geoplanning-60258	20	36	;	;	PUNCT
geoplanning-60258	20	37	available	available	ADJ
geoplanning-60258	20	38	online	online	NOUN
geoplanning-60258	20	39	:	:	PUNCT
geoplanning-60258	20	40	14	14	NUM
geoplanning-60258	20	41	may	may	PROPN
geoplanning-60258	20	42	2025	2025	NUM
geoplanning-60258	20	43	;	;	PUNCT
geoplanning-60258	20	44	published	publish	VERB
geoplanning-60258	20	45	:	:	PUNCT
geoplanning-60258	20	46	26	26	NUM
geoplanning-60258	20	47	may	may	PROPN
geoplanning-60258	20	48	2025	2025	NUM
geoplanning-60258	20	49	.	.	PUNCT
geoplanning-60258	21	1	keywords	keyword	NOUN
geoplanning-60258	21	2	:	:	PUNCT
geoplanning-60258	21	3	lstm	lstm	ADJ
geoplanning-60258	21	4	,	,	PUNCT
geoplanning-60258	21	5	landsat8	landsat8	NOUN
geoplanning-60258	21	6	,	,	PUNCT
geoplanning-60258	21	7	water	water	NOUN
geoplanning-60258	21	8	quality	quality	NOUN
geoplanning-60258	21	9	,	,	PUNCT
geoplanning-60258	21	10	itasy	itasy	NOUN
geoplanning-60258	21	11	lake	lake	NOUN
geoplanning-60258	21	12	*	*	PROPN
geoplanning-60258	21	13	corresponding	corresponding	PROPN
geoplanning-60258	21	14	author(s	author(s	NOUN
geoplanning-60258	21	15	)	)	PUNCT
geoplanning-60258	21	16	email	email	NOUN
geoplanning-60258	21	17	:	:	PUNCT
geoplanning-60258	21	18	r2jcfjerry@gmail.com	r2jcfjerry@gmail.com	NUM
geoplanning-60258	22	1	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	NUM
geoplanning-60258	22	2	mailto:r2jcfjerry@gmail.com	mailto:r2jcfjerry@gmail.com	X
geoplanning-60258	22	3	frederick	frederick	PROPN
geoplanning-60258	22	4	et	et	PROPN
geoplanning-60258	22	5	al	al	PROPN
geoplanning-60258	22	6	.	.	PUNCT
geoplanning-60258	22	7	/	/	PUNCT
geoplanning-60258	22	8	geoplanning	geoplanning	NOUN
geoplanning-60258	22	9	:	:	PUNCT
geoplanning-60258	22	10	journal	journal	NOUN
geoplanning-60258	22	11	of	of	ADP
geoplanning-60258	22	12	geomatics	geomatics	PROPN
geoplanning-60258	22	13	and	and	CCONJ
geoplanning-60258	22	14	planning	planning	NOUN
geoplanning-60258	22	15	,	,	PUNCT
geoplanning-60258	22	16	vol	vol	NOUN
geoplanning-60258	22	17	12	12	NUM
geoplanning-60258	22	18	,	,	PUNCT
geoplanning-60258	22	19	no	no	DET
geoplanning-60258	22	20	1	1	NUM
geoplanning-60258	22	21	,	,	PUNCT
geoplanning-60258	22	22	2025	2025	NUM
geoplanning-60258	22	23	,	,	PUNCT
geoplanning-60258	22	24	45	45	NUM
geoplanning-60258	22	25	56	56	NUM
geoplanning-60258	22	26	doi	doi	NOUN
geoplanning-60258	22	27	:	:	PUNCT
geoplanning-60258	22	28	10.14710	10.14710	NUM
geoplanning-60258	22	29	/	/	SYM
geoplanning-60258	22	30	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	22	31	-	-	SYM
geoplanning-60258	22	32	56	56	NUM
geoplanning-60258	22	33	46	46	NUM
geoplanning-60258	22	34	avoid	avoid	VERB
geoplanning-60258	22	35	the	the	DET
geoplanning-60258	22	36	limitations	limitation	NOUN
geoplanning-60258	22	37	of	of	ADP
geoplanning-60258	22	38	the	the	DET
geoplanning-60258	22	39	traditional	traditional	ADJ
geoplanning-60258	22	40	monitoring	monitoring	NOUN
geoplanning-60258	22	41	method	method	NOUN
geoplanning-60258	22	42	,	,	PUNCT
geoplanning-60258	22	43	as	as	SCONJ
geoplanning-60258	22	44	mentioned	mention	VERB
geoplanning-60258	22	45	above	above	ADV
geoplanning-60258	22	46	,	,	PUNCT
geoplanning-60258	22	47	in	in	ADP
geoplanning-60258	22	48	order	order	NOUN
geoplanning-60258	22	49	to	to	PART
geoplanning-60258	22	50	preserve	preserve	VERB
geoplanning-60258	22	51	and	and	CCONJ
geoplanning-60258	22	52	protect	protect	VERB
geoplanning-60258	22	53	this	this	DET
geoplanning-60258	22	54	resource	resource	NOUN
geoplanning-60258	22	55	.	.	PUNCT
geoplanning-60258	23	1	remote	remote	ADJ
geoplanning-60258	23	2	sensing	sense	VERB
geoplanning-60258	23	3	techniques	technique	NOUN
geoplanning-60258	23	4	and	and	CCONJ
geoplanning-60258	23	5	machine	machine	NOUN
geoplanning-60258	23	6	learning	learning	NOUN
geoplanning-60258	23	7	offer	offer	VERB
geoplanning-60258	23	8	opportunities	opportunity	NOUN
geoplanning-60258	23	9	and	and	CCONJ
geoplanning-60258	23	10	approaches	approach	NOUN
geoplanning-60258	23	11	for	for	ADP
geoplanning-60258	23	12	modeling	modeling	NOUN
geoplanning-60258	23	13	and	and	CCONJ
geoplanning-60258	23	14	monitoring	monitor	VERB
geoplanning-60258	23	15	lake	lake	NOUN
geoplanning-60258	23	16	water	water	PROPN
geoplanning-60258	23	17	quality	quality	NOUN
geoplanning-60258	23	18	.	.	PUNCT
geoplanning-60258	24	1	remote	remote	ADJ
geoplanning-60258	24	2	sensing	sense	VERB
geoplanning-60258	24	3	modeling	modeling	NOUN
geoplanning-60258	24	4	of	of	ADP
geoplanning-60258	24	5	lake	lake	PROPN
geoplanning-60258	24	6	water	water	PROPN
geoplanning-60258	24	7	quality	quality	NOUN
geoplanning-60258	24	8	requires	require	VERB
geoplanning-60258	24	9	the	the	DET
geoplanning-60258	24	10	establishment	establishment	NOUN
geoplanning-60258	24	11	of	of	ADP
geoplanning-60258	24	12	a	a	DET
geoplanning-60258	24	13	reliable	reliable	ADJ
geoplanning-60258	24	14	relationship	relationship	NOUN
geoplanning-60258	24	15	between	between	ADP
geoplanning-60258	24	16	surface	surface	NOUN
geoplanning-60258	24	17	reflectance	reflectance	NOUN
geoplanning-60258	24	18	measured	measure	VERB
geoplanning-60258	24	19	by	by	ADP
geoplanning-60258	24	20	remote	remote	ADJ
geoplanning-60258	24	21	sensing	sensing	NOUN
geoplanning-60258	24	22	and	and	CCONJ
geoplanning-60258	24	23	water	water	NOUN
geoplanning-60258	24	24	quality	quality	NOUN
geoplanning-60258	24	25	parameters	parameter	NOUN
geoplanning-60258	24	26	collected	collect	VERB
geoplanning-60258	24	27	in	in	ADP
geoplanning-60258	24	28	situ	situ	NOUN
geoplanning-60258	24	29	(	(	PUNCT
geoplanning-60258	24	30	barrett	barrett	PROPN
geoplanning-60258	24	31	&	&	CCONJ
geoplanning-60258	24	32	frazier	frazier	PROPN
geoplanning-60258	24	33	,	,	PUNCT
geoplanning-60258	24	34	2016	2016	NUM
geoplanning-60258	24	35	)	)	PUNCT
geoplanning-60258	24	36	.	.	PUNCT
geoplanning-60258	25	1	previous	previous	ADJ
geoplanning-60258	25	2	research	research	NOUN
geoplanning-60258	25	3	on	on	ADP
geoplanning-60258	25	4	water	water	NOUN
geoplanning-60258	25	5	quality	quality	NOUN
geoplanning-60258	25	6	such	such	ADJ
geoplanning-60258	25	7	as	as	ADP
geoplanning-60258	25	8	srivastava	srivastava	PROPN
geoplanning-60258	25	9	et	et	PROPN
geoplanning-60258	25	10	al	al	PROPN
geoplanning-60258	25	11	.	.	PROPN
geoplanning-60258	26	1	(	(	PUNCT
geoplanning-60258	26	2	2024	2024	NUM
geoplanning-60258	26	3	)	)	PUNCT
geoplanning-60258	26	4	,	,	PUNCT
geoplanning-60258	26	5	are	be	AUX
geoplanning-60258	26	6	still	still	ADV
geoplanning-60258	26	7	focused	focus	VERB
geoplanning-60258	26	8	on	on	ADP
geoplanning-60258	26	9	utilizing	utilize	VERB
geoplanning-60258	26	10	the	the	DET
geoplanning-60258	26	11	visible	visible	ADJ
geoplanning-60258	26	12	,	,	PUNCT
geoplanning-60258	26	13	infrared	infrared	ADJ
geoplanning-60258	26	14	(	(	PUNCT
geoplanning-60258	26	15	nir	nir	NOUN
geoplanning-60258	26	16	)	)	PUNCT
geoplanning-60258	26	17	,	,	PUNCT
geoplanning-60258	26	18	and	and	CCONJ
geoplanning-60258	26	19	thermal	thermal	ADJ
geoplanning-60258	26	20	infrared	infrared	NOUN
geoplanning-60258	26	21	(	(	PUNCT
geoplanning-60258	26	22	tir	tir	NOUN
geoplanning-60258	26	23	)	)	PUNCT
geoplanning-60258	26	24	spectra	spectra	NOUN
geoplanning-60258	26	25	to	to	PART
geoplanning-60258	26	26	detect	detect	VERB
geoplanning-60258	26	27	water	water	NOUN
geoplanning-60258	26	28	characteristics	characteristic	NOUN
geoplanning-60258	26	29	such	such	ADJ
geoplanning-60258	26	30	as	as	ADP
geoplanning-60258	26	31	suspended	suspend	VERB
geoplanning-60258	26	32	sediment	sediment	NOUN
geoplanning-60258	26	33	and	and	CCONJ
geoplanning-60258	26	34	algae	algae	NOUN
geoplanning-60258	26	35	growth	growth	NOUN
geoplanning-60258	26	36	.	.	PUNCT
geoplanning-60258	27	1	then	then	ADV
geoplanning-60258	27	2	ness	ness	PROPN
geoplanning-60258	27	3	et	et	PROPN
geoplanning-60258	27	4	al	al	PROPN
geoplanning-60258	27	5	.	.	PROPN
geoplanning-60258	28	1	(	(	PUNCT
geoplanning-60258	28	2	2025	2025	NUM
geoplanning-60258	28	3	)	)	PUNCT
geoplanning-60258	28	4	,	,	PUNCT
geoplanning-60258	28	5	the	the	DET
geoplanning-60258	28	6	development	development	NOUN
geoplanning-60258	28	7	of	of	ADP
geoplanning-60258	28	8	mathematical	mathematical	ADJ
geoplanning-60258	28	9	models	model	NOUN
geoplanning-60258	28	10	based	base	VERB
geoplanning-60258	28	11	on	on	ADP
geoplanning-60258	28	12	remote	remote	ADJ
geoplanning-60258	28	13	sensing	sense	VERB
geoplanning-60258	28	14	data	datum	NOUN
geoplanning-60258	28	15	has	have	AUX
geoplanning-60258	28	16	been	be	AUX
geoplanning-60258	28	17	carried	carry	VERB
geoplanning-60258	28	18	out	out	ADP
geoplanning-60258	28	19	extensively	extensively	ADV
geoplanning-60258	28	20	to	to	PART
geoplanning-60258	28	21	analyze	analyze	VERB
geoplanning-60258	28	22	more	more	ADJ
geoplanning-60258	28	23	than	than	ADP
geoplanning-60258	28	24	26,000	26,000	NUM
geoplanning-60258	28	25	water	water	NOUN
geoplanning-60258	28	26	samples	sample	NOUN
geoplanning-60258	28	27	to	to	PART
geoplanning-60258	28	28	understand	understand	VERB
geoplanning-60258	28	29	the	the	DET
geoplanning-60258	28	30	dynamics	dynamic	NOUN
geoplanning-60258	28	31	of	of	ADP
geoplanning-60258	28	32	environmental	environmental	ADJ
geoplanning-60258	28	33	parameters	parameter	NOUN
geoplanning-60258	28	34	.	.	PUNCT
geoplanning-60258	29	1	as	as	ADV
geoplanning-60258	29	2	well	well	ADV
geoplanning-60258	29	3	as	as	ADP
geoplanning-60258	29	4	research	research	NOUN
geoplanning-60258	29	5	conducted	conduct	VERB
geoplanning-60258	29	6	by	by	ADP
geoplanning-60258	29	7	gao	gao	PROPN
geoplanning-60258	29	8	(	(	PUNCT
geoplanning-60258	29	9	2024	2024	NUM
geoplanning-60258	29	10	)	)	PUNCT
geoplanning-60258	29	11	which	which	PRON
geoplanning-60258	29	12	focused	focus	VERB
geoplanning-60258	29	13	on	on	ADP
geoplanning-60258	29	14	monitoring	monitor	VERB
geoplanning-60258	29	15	industrial	industrial	ADJ
geoplanning-60258	29	16	and	and	CCONJ
geoplanning-60258	29	17	agricultural	agricultural	ADJ
geoplanning-60258	29	18	waste	waste	NOUN
geoplanning-60258	29	19	pollution	pollution	NOUN
geoplanning-60258	29	20	to	to	PART
geoplanning-60258	29	21	see	see	VERB
geoplanning-60258	29	22	the	the	DET
geoplanning-60258	29	23	quality	quality	NOUN
geoplanning-60258	29	24	of	of	ADP
geoplanning-60258	29	25	the	the	DET
geoplanning-60258	29	26	aquatic	aquatic	ADJ
geoplanning-60258	29	27	environment	environment	NOUN
geoplanning-60258	29	28	.	.	PUNCT
geoplanning-60258	30	1	however	however	ADV
geoplanning-60258	30	2	,	,	PUNCT
geoplanning-60258	30	3	most	most	ADJ
geoplanning-60258	30	4	of	of	ADP
geoplanning-60258	30	5	the	the	DET
geoplanning-60258	30	6	research	research	NOUN
geoplanning-60258	30	7	that	that	PRON
geoplanning-60258	30	8	has	have	AUX
geoplanning-60258	30	9	been	be	AUX
geoplanning-60258	30	10	done	do	VERB
geoplanning-60258	30	11	in	in	ADP
geoplanning-60258	30	12	the	the	DET
geoplanning-60258	30	13	past	past	NOUN
geoplanning-60258	30	14	is	be	AUX
geoplanning-60258	30	15	limited	limit	VERB
geoplanning-60258	30	16	to	to	ADP
geoplanning-60258	30	17	spectral	spectral	ADJ
geoplanning-60258	30	18	analysis	analysis	NOUN
geoplanning-60258	30	19	approaches	approach	NOUN
geoplanning-60258	30	20	and	and	CCONJ
geoplanning-60258	30	21	the	the	DET
geoplanning-60258	30	22	development	development	NOUN
geoplanning-60258	30	23	of	of	ADP
geoplanning-60258	30	24	conventional	conventional	ADJ
geoplanning-60258	30	25	statistical	statistical	ADJ
geoplanning-60258	30	26	or	or	CCONJ
geoplanning-60258	30	27	regression	regression	NOUN
geoplanning-60258	30	28	models	model	NOUN
geoplanning-60258	30	29	.	.	PUNCT
geoplanning-60258	31	1	another	another	DET
geoplanning-60258	31	2	studies	study	NOUN
geoplanning-60258	31	3	,	,	PUNCT
geoplanning-60258	31	4	which	which	PRON
geoplanning-60258	31	5	have	have	AUX
geoplanning-60258	31	6	been	be	AUX
geoplanning-60258	31	7	conducted	conduct	VERB
geoplanning-60258	31	8	in	in	ADP
geoplanning-60258	31	9	lake	lake	PROPN
geoplanning-60258	31	10	itasy	itasy	PROPN
geoplanning-60258	31	11	,	,	PUNCT
geoplanning-60258	31	12	utilized	utilize	VERB
geoplanning-60258	31	13	deep	deep	ADJ
geoplanning-60258	31	14	learning	learn	VERB
geoplanning-60258	31	15	to	to	PART
geoplanning-60258	31	16	analyze	analyze	VERB
geoplanning-60258	31	17	water	water	NOUN
geoplanning-60258	31	18	quality	quality	NOUN
geoplanning-60258	31	19	including	include	VERB
geoplanning-60258	31	20	parameters	parameter	NOUN
geoplanning-60258	31	21	such	such	ADJ
geoplanning-60258	31	22	as	as	ADP
geoplanning-60258	31	23	ph	ph	NOUN
geoplanning-60258	31	24	and	and	CCONJ
geoplanning-60258	31	25	turbidity	turbidity	NOUN
geoplanning-60258	31	26	(	(	PUNCT
geoplanning-60258	31	27	jerry	jerry	PROPN
geoplanning-60258	31	28	et	et	PROPN
geoplanning-60258	31	29	al	al	PROPN
geoplanning-60258	31	30	.	.	PROPN
geoplanning-60258	31	31	,	,	PUNCT
geoplanning-60258	31	32	2019	2019	NUM
geoplanning-60258	31	33	)	)	PUNCT
geoplanning-60258	31	34	,	,	PUNCT
geoplanning-60258	31	35	as	as	ADV
geoplanning-60258	31	36	well	well	ADV
geoplanning-60258	31	37	as	as	ADP
geoplanning-60258	31	38	the	the	DET
geoplanning-60258	31	39	use	use	NOUN
geoplanning-60258	31	40	of	of	ADP
geoplanning-60258	31	41	landsat	landsat	NOUN
geoplanning-60258	31	42	8	8	NUM
geoplanning-60258	31	43	in	in	ADP
geoplanning-60258	31	44	water	water	NOUN
geoplanning-60258	31	45	surface	surface	NOUN
geoplanning-60258	31	46	temperature	temperature	NOUN
geoplanning-60258	31	47	monitoring	monitoring	NOUN
geoplanning-60258	31	48	which	which	PRON
geoplanning-60258	31	49	showed	show	VERB
geoplanning-60258	31	50	results	result	NOUN
geoplanning-60258	31	51	that	that	SCONJ
geoplanning-60258	31	52	normal	normal	ADJ
geoplanning-60258	31	53	temperatures	temperature	NOUN
geoplanning-60258	31	54	lie	lie	VERB
geoplanning-60258	31	55	in	in	ADP
geoplanning-60258	31	56	the	the	DET
geoplanning-60258	31	57	range	range	NOUN
geoplanning-60258	31	58	of	of	ADP
geoplanning-60258	31	59	18.1	18.1	NUM
geoplanning-60258	31	60	°	°	NOUN
geoplanning-60258	31	61	c	c	NOUN
geoplanning-60258	31	62	to	to	ADP
geoplanning-60258	31	63	22.6	22.6	NUM
geoplanning-60258	31	64	°	°	NOUN
geoplanning-60258	31	65	c	c	NOUN
geoplanning-60258	31	66	(	(	PUNCT
geoplanning-60258	31	67	jerry	jerry	PROPN
geoplanning-60258	31	68	et	et	PROPN
geoplanning-60258	31	69	al	al	PROPN
geoplanning-60258	31	70	.	.	PROPN
geoplanning-60258	31	71	,	,	PUNCT
geoplanning-60258	31	72	2018	2018	NUM
geoplanning-60258	31	73	)	)	PUNCT
geoplanning-60258	31	74	.	.	PUNCT
geoplanning-60258	32	1	based	base	VERB
geoplanning-60258	32	2	on	on	ADP
geoplanning-60258	32	3	previous	previous	ADJ
geoplanning-60258	32	4	research	research	NOUN
geoplanning-60258	32	5	,	,	PUNCT
geoplanning-60258	32	6	the	the	DET
geoplanning-60258	32	7	application	application	NOUN
geoplanning-60258	32	8	of	of	ADP
geoplanning-60258	32	9	long	long	ADJ
geoplanning-60258	32	10	short	short	ADJ
geoplanning-60258	32	11	-	-	PUNCT
geoplanning-60258	32	12	term	term	NOUN
geoplanning-60258	32	13	memory	memory	NOUN
geoplanning-60258	32	14	(	(	PUNCT
geoplanning-60258	32	15	lstm	lstm	NOUN
geoplanning-60258	32	16	)	)	PUNCT
geoplanning-60258	32	17	on	on	ADP
geoplanning-60258	32	18	environmental	environmental	ADJ
geoplanning-60258	32	19	research	research	NOUN
geoplanning-60258	32	20	has	have	AUX
geoplanning-60258	32	21	become	become	VERB
geoplanning-60258	32	22	more	more	ADV
geoplanning-60258	32	23	and	and	CCONJ
geoplanning-60258	32	24	more	more	ADV
geoplanning-60258	32	25	extensive	extensive	ADJ
geoplanning-60258	32	26	(	(	PUNCT
geoplanning-60258	32	27	huang	huang	PROPN
geoplanning-60258	32	28	&	&	CCONJ
geoplanning-60258	32	29	kuo	kuo	PROPN
geoplanning-60258	32	30	,	,	PUNCT
geoplanning-60258	32	31	2018	2018	NUM
geoplanning-60258	32	32	)	)	PUNCT
geoplanning-60258	32	33	due	due	ADP
geoplanning-60258	32	34	to	to	ADP
geoplanning-60258	32	35	its	its	PRON
geoplanning-60258	32	36	good	good	ADJ
geoplanning-60258	32	37	performance	performance	NOUN
geoplanning-60258	32	38	in	in	ADP
geoplanning-60258	32	39	time	time	NOUN
geoplanning-60258	32	40	-	-	PUNCT
geoplanning-60258	32	41	series	series	NOUN
geoplanning-60258	32	42	prediction	prediction	NOUN
geoplanning-60258	32	43	,	,	PUNCT
geoplanning-60258	32	44	but	but	CCONJ
geoplanning-60258	32	45	no	no	DET
geoplanning-60258	32	46	one	one	NUM
geoplanning-60258	32	47	of	of	ADP
geoplanning-60258	32	48	that	that	PRON
geoplanning-60258	32	49	using	use	VERB
geoplanning-60258	32	50	this	this	DET
geoplanning-60258	32	51	model	model	NOUN
geoplanning-60258	32	52	to	to	PART
geoplanning-60258	32	53	water	water	VERB
geoplanning-60258	32	54	quality	quality	NOUN
geoplanning-60258	32	55	assessment	assessment	NOUN
geoplanning-60258	32	56	.	.	PUNCT
geoplanning-60258	33	1	the	the	DET
geoplanning-60258	33	2	application	application	NOUN
geoplanning-60258	33	3	of	of	ADP
geoplanning-60258	33	4	deep	deep	ADJ
geoplanning-60258	33	5	learning	learning	NOUN
geoplanning-60258	33	6	models	model	NOUN
geoplanning-60258	33	7	such	such	ADJ
geoplanning-60258	33	8	as	as	ADP
geoplanning-60258	33	9	lstm	lstm	NOUN
geoplanning-60258	33	10	in	in	ADP
geoplanning-60258	33	11	the	the	DET
geoplanning-60258	33	12	use	use	NOUN
geoplanning-60258	33	13	of	of	ADP
geoplanning-60258	33	14	machine	machine	NOUN
geoplanning-60258	33	15	learning	learn	VERB
geoplanning-60258	33	16	techniques	technique	NOUN
geoplanning-60258	33	17	,	,	PUNCT
geoplanning-60258	33	18	is	be	AUX
geoplanning-60258	33	19	still	still	ADV
geoplanning-60258	33	20	relatively	relatively	ADV
geoplanning-60258	33	21	rare	rare	ADJ
geoplanning-60258	33	22	in	in	ADP
geoplanning-60258	33	23	quality	quality	NOUN
geoplanning-60258	33	24	modeling	modeling	NOUN
geoplanning-60258	33	25	,	,	PUNCT
geoplanning-60258	33	26	especially	especially	ADV
geoplanning-60258	33	27	in	in	ADP
geoplanning-60258	33	28	lake	lake	PROPN
geoplanning-60258	33	29	itasy	itasy	PROPN
geoplanning-60258	33	30	.	.	PUNCT
geoplanning-60258	34	1	based	base	VERB
geoplanning-60258	34	2	on	on	ADP
geoplanning-60258	34	3	that	that	DET
geoplanning-60258	34	4	gap	gap	NOUN
geoplanning-60258	34	5	,	,	PUNCT
geoplanning-60258	34	6	it	it	PRON
geoplanning-60258	34	7	found	find	VERB
geoplanning-60258	34	8	that	that	SCONJ
geoplanning-60258	34	9	there	there	PRON
geoplanning-60258	34	10	has	have	AUX
geoplanning-60258	34	11	been	be	AUX
geoplanning-60258	34	12	no	no	DET
geoplanning-60258	34	13	research	research	NOUN
geoplanning-60258	34	14	that	that	PRON
geoplanning-60258	34	15	specifically	specifically	ADV
geoplanning-60258	34	16	utilizes	utilize	VERB
geoplanning-60258	34	17	the	the	DET
geoplanning-60258	34	18	use	use	NOUN
geoplanning-60258	34	19	of	of	ADP
geoplanning-60258	34	20	deep	deep	ADJ
geoplanning-60258	34	21	learning	learn	VERB
geoplanning-60258	34	22	lstm	lstm	PROPN
geoplanning-60258	34	23	model	model	NOUN
geoplanning-60258	34	24	in	in	ADP
geoplanning-60258	34	25	itasy	itasy	PROPN
geoplanning-60258	34	26	lake	lake	PROPN
geoplanning-60258	34	27	.	.	PUNCT
geoplanning-60258	35	1	the	the	DET
geoplanning-60258	35	2	use	use	NOUN
geoplanning-60258	35	3	of	of	ADP
geoplanning-60258	35	4	lstms	lstms	NOUN
geoplanning-60258	35	5	can	can	AUX
geoplanning-60258	35	6	provide	provide	VERB
geoplanning-60258	35	7	a	a	DET
geoplanning-60258	35	8	deeper	deep	ADJ
geoplanning-60258	35	9	understanding	understanding	NOUN
geoplanning-60258	35	10	of	of	ADP
geoplanning-60258	35	11	temporal	temporal	ADJ
geoplanning-60258	35	12	patterns	pattern	NOUN
geoplanning-60258	35	13	in	in	ADP
geoplanning-60258	35	14	environmental	environmental	ADJ
geoplanning-60258	35	15	data	datum	NOUN
geoplanning-60258	35	16	that	that	PRON
geoplanning-60258	35	17	can	can	AUX
geoplanning-60258	35	18	not	not	PART
geoplanning-60258	35	19	be	be	AUX
geoplanning-60258	35	20	fully	fully	ADV
geoplanning-60258	35	21	captured	capture	VERB
geoplanning-60258	35	22	by	by	ADP
geoplanning-60258	35	23	static	static	ADJ
geoplanning-60258	35	24	models	model	NOUN
geoplanning-60258	35	25	or	or	CCONJ
geoplanning-60258	35	26	traditional	traditional	ADJ
geoplanning-60258	35	27	approaches	approach	NOUN
geoplanning-60258	35	28	.	.	PUNCT
geoplanning-60258	36	1	to	to	PART
geoplanning-60258	36	2	enrich	enrich	VERB
geoplanning-60258	36	3	the	the	DET
geoplanning-60258	36	4	knowledge	knowledge	NOUN
geoplanning-60258	36	5	about	about	ADP
geoplanning-60258	36	6	implementation	implementation	NOUN
geoplanning-60258	36	7	of	of	ADP
geoplanning-60258	36	8	lstm	lstm	PROPN
geoplanning-60258	36	9	model	model	NOUN
geoplanning-60258	36	10	,	,	PUNCT
geoplanning-60258	36	11	this	this	DET
geoplanning-60258	36	12	study	study	NOUN
geoplanning-60258	36	13	aimed	aim	VERB
geoplanning-60258	36	14	to	to	PART
geoplanning-60258	36	15	convey	convey	VERB
geoplanning-60258	36	16	the	the	DET
geoplanning-60258	36	17	improvement	improvement	NOUN
geoplanning-60258	36	18	of	of	ADP
geoplanning-60258	36	19	water	water	NOUN
geoplanning-60258	36	20	quality	quality	NOUN
geoplanning-60258	36	21	model	model	NOUN
geoplanning-60258	36	22	using	use	VERB
geoplanning-60258	36	23	lstm	lstm	NOUN
geoplanning-60258	36	24	to	to	PART
geoplanning-60258	36	25	show	show	VERB
geoplanning-60258	36	26	the	the	DET
geoplanning-60258	36	27	new	new	ADJ
geoplanning-60258	36	28	development	development	NOUN
geoplanning-60258	36	29	of	of	ADP
geoplanning-60258	36	30	lstm	lstm	NOUN
geoplanning-60258	36	31	based	base	VERB
geoplanning-60258	36	32	on	on	ADP
geoplanning-60258	36	33	deep	deep	ADJ
geoplanning-60258	36	34	neural	neural	ADJ
geoplanning-60258	36	35	networks	network	NOUN
geoplanning-60258	36	36	,	,	PUNCT
geoplanning-60258	36	37	branches	branch	NOUN
geoplanning-60258	36	38	of	of	ADP
geoplanning-60258	36	39	machine	machine	NOUN
geoplanning-60258	36	40	learning	learning	NOUN
geoplanning-60258	36	41	.	.	PUNCT
geoplanning-60258	37	1	in	in	ADP
geoplanning-60258	37	2	detail	detail	NOUN
geoplanning-60258	37	3	,	,	PUNCT
geoplanning-60258	37	4	the	the	DET
geoplanning-60258	37	5	model	model	NOUN
geoplanning-60258	37	6	utilized	utilize	VERB
geoplanning-60258	37	7	landsat	landsat	PROPN
geoplanning-60258	37	8	8	8	NUM
geoplanning-60258	37	9	satellite	satellite	NOUN
geoplanning-60258	37	10	imagery	imagery	NOUN
geoplanning-60258	37	11	to	to	PART
geoplanning-60258	37	12	get	get	VERB
geoplanning-60258	37	13	some	some	DET
geoplanning-60258	37	14	advantages	advantage	NOUN
geoplanning-60258	37	15	of	of	ADP
geoplanning-60258	37	16	free	free	ADJ
geoplanning-60258	37	17	and	and	CCONJ
geoplanning-60258	37	18	open	open	ADJ
geoplanning-60258	37	19	-	-	PUNCT
geoplanning-60258	37	20	source	source	NOUN
geoplanning-60258	37	21	data	datum	NOUN
geoplanning-60258	37	22	.	.	PUNCT
geoplanning-60258	38	1	2	2	X
geoplanning-60258	38	2	.	.	X
geoplanning-60258	38	3	data	datum	NOUN
geoplanning-60258	38	4	and	and	CCONJ
geoplanning-60258	38	5	methods	method	NOUN
geoplanning-60258	38	6	2.1	2.1	NUM
geoplanning-60258	38	7	.	.	PUNCT
geoplanning-60258	39	1	study	study	NOUN
geoplanning-60258	39	2	area	area	PROPN
geoplanning-60258	39	3	lake	lake	PROPN
geoplanning-60258	39	4	itasy	itasy	PROPN
geoplanning-60258	39	5	is	be	AUX
geoplanning-60258	39	6	located	locate	VERB
geoplanning-60258	39	7	in	in	ADP
geoplanning-60258	39	8	the	the	DET
geoplanning-60258	39	9	itasy	itasy	NOUN
geoplanning-60258	39	10	region	region	NOUN
geoplanning-60258	39	11	,	,	PUNCT
geoplanning-60258	39	12	the	the	DET
geoplanning-60258	39	13	miarinarivo	miarinarivo	NOUN
geoplanning-60258	39	14	district	district	NOUN
geoplanning-60258	39	15	and	and	CCONJ
geoplanning-60258	39	16	the	the	DET
geoplanning-60258	39	17	rural	rural	ADJ
geoplanning-60258	39	18	commune	commune	NOUN
geoplanning-60258	39	19	of	of	ADP
geoplanning-60258	39	20	ampefy	ampefy	NOUN
geoplanning-60258	39	21	.	.	PUNCT
geoplanning-60258	40	1	it	it	PRON
geoplanning-60258	40	2	is	be	AUX
geoplanning-60258	40	3	sited	site	VERB
geoplanning-60258	40	4	within	within	ADP
geoplanning-60258	40	5	the	the	DET
geoplanning-60258	40	6	volcanic	volcanic	ADJ
geoplanning-60258	40	7	field	field	NOUN
geoplanning-60258	40	8	of	of	ADP
geoplanning-60258	40	9	itasy	itasy	NOUN
geoplanning-60258	40	10	and	and	CCONJ
geoplanning-60258	40	11	geographically	geographically	ADV
geoplanning-60258	40	12	located	locate	VERB
geoplanning-60258	40	13	between	between	ADP
geoplanning-60258	40	14	19	19	NUM
geoplanning-60258	40	15	°	°	NUM
geoplanning-60258	40	16	04	04	NUM
geoplanning-60258	40	17	’	'	PUNCT
geoplanning-60258	40	18	latitude	latitude	NOUN
geoplanning-60258	40	19	south	south	NOUN
geoplanning-60258	40	20	and	and	CCONJ
geoplanning-60258	40	21	46	46	NUM
geoplanning-60258	40	22	°	°	NOUN
geoplanning-60258	40	23	47	47	NUM
geoplanning-60258	40	24	’	'	PUNCT
geoplanning-60258	40	25	longitude	longitude	PROPN
geoplanning-60258	40	26	east	east	NOUN
geoplanning-60258	40	27	(	(	PUNCT
geoplanning-60258	40	28	figure	figure	NOUN
geoplanning-60258	40	29	1	1	NUM
geoplanning-60258	40	30	)	)	PUNCT
geoplanning-60258	40	31	.	.	PUNCT
geoplanning-60258	41	1	figure	figure	NOUN
geoplanning-60258	41	2	1	1	NUM
geoplanning-60258	41	3	.	.	PUNCT
geoplanning-60258	42	1	location	location	NOUN
geoplanning-60258	42	2	of	of	ADP
geoplanning-60258	42	3	the	the	DET
geoplanning-60258	42	4	study	study	NOUN
geoplanning-60258	42	5	area	area	NOUN
geoplanning-60258	42	6	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	NUM
geoplanning-60258	42	7	frederick	frederick	PROPN
geoplanning-60258	42	8	et	et	PROPN
geoplanning-60258	42	9	al	al	PROPN
geoplanning-60258	42	10	.	.	PUNCT
geoplanning-60258	42	11	/	/	PUNCT
geoplanning-60258	42	12	geoplanning	geoplanning	NOUN
geoplanning-60258	42	13	:	:	PUNCT
geoplanning-60258	42	14	journal	journal	NOUN
geoplanning-60258	42	15	of	of	ADP
geoplanning-60258	42	16	geomatics	geomatics	PROPN
geoplanning-60258	42	17	and	and	CCONJ
geoplanning-60258	42	18	planning	planning	NOUN
geoplanning-60258	42	19	,	,	PUNCT
geoplanning-60258	42	20	vol	vol	NOUN
geoplanning-60258	42	21	12	12	NUM
geoplanning-60258	42	22	,	,	PUNCT
geoplanning-60258	42	23	no	no	DET
geoplanning-60258	42	24	1	1	NUM
geoplanning-60258	42	25	,	,	PUNCT
geoplanning-60258	42	26	2025	2025	NUM
geoplanning-60258	42	27	,	,	PUNCT
geoplanning-60258	42	28	45	45	NUM
geoplanning-60258	42	29	56	56	NUM
geoplanning-60258	42	30	doi	doi	NOUN
geoplanning-60258	42	31	:	:	PUNCT
geoplanning-60258	42	32	10.14710	10.14710	NUM
geoplanning-60258	42	33	/	/	SYM
geoplanning-60258	42	34	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	42	35	-	-	SYM
geoplanning-60258	42	36	56	56	NUM
geoplanning-60258	42	37	47	47	NUM
geoplanning-60258	42	38	2.2	2.2	NUM
geoplanning-60258	42	39	.	.	PUNCT
geoplanning-60258	43	1	data	datum	NOUN
geoplanning-60258	43	2	used	use	VERB
geoplanning-60258	43	3	in	in	ADP
geoplanning-60258	43	4	this	this	DET
geoplanning-60258	43	5	study	study	NOUN
geoplanning-60258	43	6	,	,	PUNCT
geoplanning-60258	43	7	images	image	NOUN
geoplanning-60258	43	8	from	from	ADP
geoplanning-60258	43	9	the	the	DET
geoplanning-60258	43	10	landsat8	landsat8	NOUN
geoplanning-60258	43	11	satellite	satellite	NOUN
geoplanning-60258	43	12	were	be	AUX
geoplanning-60258	43	13	used	use	VERB
geoplanning-60258	43	14	.	.	PUNCT
geoplanning-60258	44	1	they	they	PRON
geoplanning-60258	44	2	were	be	AUX
geoplanning-60258	44	3	obtained	obtain	VERB
geoplanning-60258	44	4	the	the	DET
geoplanning-60258	44	5	same	same	ADJ
geoplanning-60258	44	6	day	day	NOUN
geoplanning-60258	44	7	as	as	ADP
geoplanning-60258	44	8	the	the	DET
geoplanning-60258	44	9	insitu	insitu	ADJ
geoplanning-60258	44	10	measurements	measurement	NOUN
geoplanning-60258	44	11	of	of	ADP
geoplanning-60258	44	12	the	the	DET
geoplanning-60258	44	13	water	water	NOUN
geoplanning-60258	44	14	quality	quality	NOUN
geoplanning-60258	44	15	parameters	parameter	NOUN
geoplanning-60258	44	16	of	of	ADP
geoplanning-60258	44	17	lake	lake	PROPN
geoplanning-60258	44	18	itasy	itasy	PROPN
geoplanning-60258	44	19	.	.	PUNCT
geoplanning-60258	45	1	the	the	DET
geoplanning-60258	45	2	images	image	NOUN
geoplanning-60258	45	3	can	can	AUX
geoplanning-60258	45	4	be	be	AUX
geoplanning-60258	45	5	freely	freely	ADV
geoplanning-60258	45	6	downloaded	download	VERB
geoplanning-60258	45	7	from	from	ADP
geoplanning-60258	45	8	the	the	DET
geoplanning-60258	45	9	united	united	PROPN
geoplanning-60258	45	10	states	states	PROPN
geoplanning-60258	45	11	geological	geological	ADJ
geoplanning-60258	45	12	survey	survey	NOUN
geoplanning-60258	45	13	(	(	PUNCT
geoplanning-60258	45	14	usgs	usgs	PROPN
geoplanning-60258	45	15	)	)	PUNCT
geoplanning-60258	45	16	website	website	NOUN
geoplanning-60258	45	17	.	.	PUNCT
geoplanning-60258	46	1	landsat8	landsat8	PROPN
geoplanning-60258	46	2	carries	carry	VERB
geoplanning-60258	46	3	two	two	NUM
geoplanning-60258	46	4	sensors	sensor	NOUN
geoplanning-60258	46	5	:	:	PUNCT
geoplanning-60258	46	6	oli	oli	PROPN
geoplanning-60258	46	7	(	(	PUNCT
geoplanning-60258	46	8	operational	operational	ADJ
geoplanning-60258	46	9	land	land	NOUN
geoplanning-60258	46	10	imager	imager	NOUN
geoplanning-60258	46	11	)	)	PUNCT
geoplanning-60258	46	12	and	and	CCONJ
geoplanning-60258	46	13	tirs	tir	NOUN
geoplanning-60258	46	14	(	(	PUNCT
geoplanning-60258	46	15	thermal	thermal	ADJ
geoplanning-60258	46	16	infrared	infrared	ADJ
geoplanning-60258	46	17	sensors	sensor	NOUN
geoplanning-60258	46	18	)	)	PUNCT
geoplanning-60258	46	19	.	.	PUNCT
geoplanning-60258	47	1	the	the	DET
geoplanning-60258	47	2	characteristics	characteristic	NOUN
geoplanning-60258	47	3	of	of	ADP
geoplanning-60258	47	4	landsat	landsat	PROPN
geoplanning-60258	47	5	8	8	NUM
geoplanning-60258	47	6	oli	oli	ADJ
geoplanning-60258	47	7	/	/	SYM
geoplanning-60258	47	8	tirs	tir	NOUN
geoplanning-60258	47	9	are	be	AUX
geoplanning-60258	47	10	given	give	VERB
geoplanning-60258	47	11	in	in	ADP
geoplanning-60258	47	12	table	table	NOUN
geoplanning-60258	47	13	1	1	NUM
geoplanning-60258	47	14	.	.	PUNCT
geoplanning-60258	47	15	table	table	NOUN
geoplanning-60258	47	16	1	1	NUM
geoplanning-60258	47	17	.	.	PUNCT
geoplanning-60258	48	1	landsat	landsat	PROPN
geoplanning-60258	48	2	8	8	NUM
geoplanning-60258	48	3	characteristics	characteristic	NOUN
geoplanning-60258	48	4	band	band	NOUN
geoplanning-60258	48	5	designations	designation	NOUN
geoplanning-60258	48	6	wavelength	wavelength	NOUN
geoplanning-60258	48	7	(	(	PUNCT
geoplanning-60258	48	8	µm	µm	NOUN
geoplanning-60258	48	9	)	)	PUNCT
geoplanning-60258	48	10	spatial	spatial	ADJ
geoplanning-60258	48	11	resolution	resolution	NOUN
geoplanning-60258	48	12	(	(	PUNCT
geoplanning-60258	48	13	m	m	NOUN
geoplanning-60258	48	14	)	)	PUNCT
geoplanning-60258	48	15	band	band	NOUN
geoplanning-60258	48	16	1	1	NUM
geoplanning-60258	48	17	(	(	PUNCT
geoplanning-60258	48	18	coastal	coastal	ADJ
geoplanning-60258	48	19	aerosol	aerosol	NOUN
geoplanning-60258	48	20	)	)	PUNCT
geoplanning-60258	48	21	0.43	0.43	NUM
geoplanning-60258	48	22	–	–	PUNCT
geoplanning-60258	48	23	0.45	0.45	NUM
geoplanning-60258	48	24	30	30	NUM
geoplanning-60258	48	25	band	band	NOUN
geoplanning-60258	48	26	2	2	NUM
geoplanning-60258	48	27	(	(	PUNCT
geoplanning-60258	48	28	blue	blue	ADJ
geoplanning-60258	48	29	)	)	PUNCT
geoplanning-60258	48	30	0.45	0.45	NUM
geoplanning-60258	48	31	–	–	PUNCT
geoplanning-60258	48	32	0.51	0.51	NUM
geoplanning-60258	48	33	30	30	NUM
geoplanning-60258	48	34	band	band	NOUN
geoplanning-60258	48	35	3	3	NUM
geoplanning-60258	48	36	(	(	PUNCT
geoplanning-60258	48	37	green	green	NOUN
geoplanning-60258	48	38	)	)	PUNCT
geoplanning-60258	48	39	0.53	0.53	NUM
geoplanning-60258	48	40	–	–	PUNCT
geoplanning-60258	48	41	0.59	0.59	NUM
geoplanning-60258	48	42	30	30	NUM
geoplanning-60258	48	43	band	band	NOUN
geoplanning-60258	48	44	4	4	NUM
geoplanning-60258	48	45	(	(	PUNCT
geoplanning-60258	48	46	red	red	ADJ
geoplanning-60258	48	47	)	)	PUNCT
geoplanning-60258	48	48	0.64	0.64	NUM
geoplanning-60258	48	49	–	–	PUNCT
geoplanning-60258	48	50	0.67	0.67	NUM
geoplanning-60258	48	51	30	30	NUM
geoplanning-60258	48	52	band	band	NOUN
geoplanning-60258	48	53	5	5	NUM
geoplanning-60258	48	54	(	(	PUNCT
geoplanning-60258	48	55	near	near	ADP
geoplanning-60258	48	56	infrared	infrared	NOUN
geoplanning-60258	48	57	)	)	PUNCT
geoplanning-60258	48	58	0.85	0.85	NUM
geoplanning-60258	48	59	–	–	PUNCT
geoplanning-60258	48	60	0.88	0.88	NUM
geoplanning-60258	48	61	30	30	NUM
geoplanning-60258	48	62	band	band	NOUN
geoplanning-60258	48	63	6	6	NUM
geoplanning-60258	48	64	(	(	PUNCT
geoplanning-60258	48	65	short	short	ADJ
geoplanning-60258	48	66	wave	wave	NOUN
geoplanning-60258	48	67	infrared	infrare	VERB
geoplanning-60258	48	68	)	)	PUNCT
geoplanning-60258	48	69	1.57	1.57	NUM
geoplanning-60258	48	70	–	–	PUNCT
geoplanning-60258	48	71	1.65	1.65	NUM
geoplanning-60258	48	72	30	30	NUM
geoplanning-60258	48	73	band	band	NOUN
geoplanning-60258	48	74	7	7	NUM
geoplanning-60258	48	75	(	(	PUNCT
geoplanning-60258	48	76	short	short	ADJ
geoplanning-60258	48	77	wave	wave	NOUN
geoplanning-60258	48	78	infrared	infrare	VERB
geoplanning-60258	48	79	)	)	PUNCT
geoplanning-60258	48	80	2.11	2.11	NUM
geoplanning-60258	48	81	–	–	PUNCT
geoplanning-60258	48	82	2.29	2.29	NUM
geoplanning-60258	48	83	30	30	NUM
geoplanning-60258	48	84	band	band	NOUN
geoplanning-60258	48	85	8	8	NUM
geoplanning-60258	48	86	(	(	PUNCT
geoplanning-60258	48	87	panchromatic	panchromatic	ADJ
geoplanning-60258	48	88	)	)	PUNCT
geoplanning-60258	48	89	0.50	0.50	NUM
geoplanning-60258	48	90	–	–	PUNCT
geoplanning-60258	48	91	0.68	0.68	NUM
geoplanning-60258	48	92	15	15	NUM
geoplanning-60258	48	93	band	band	NOUN
geoplanning-60258	48	94	9	9	NUM
geoplanning-60258	48	95	(	(	PUNCT
geoplanning-60258	48	96	cirrus	cirrus	NOUN
geoplanning-60258	48	97	)	)	PUNCT
geoplanning-60258	48	98	1.36	1.36	NUM
geoplanning-60258	48	99	–	–	PUNCT
geoplanning-60258	48	100	1.39	1.39	NUM
geoplanning-60258	48	101	30	30	NUM
geoplanning-60258	48	102	band	band	NOUN
geoplanning-60258	48	103	10	10	NUM
geoplanning-60258	48	104	(	(	PUNCT
geoplanning-60258	48	105	thermal	thermal	ADJ
geoplanning-60258	48	106	infrared	infrared	NOUN
geoplanning-60258	48	107	)	)	PUNCT
geoplanning-60258	48	108	10.6	10.6	NUM
geoplanning-60258	48	109	–	–	PUNCT
geoplanning-60258	48	110	11.19	11.19	NUM
geoplanning-60258	48	111	100	100	NUM
geoplanning-60258	48	112	band	band	NOUN
geoplanning-60258	48	113	11	11	NUM
geoplanning-60258	48	114	(	(	PUNCT
geoplanning-60258	48	115	thermal	thermal	ADJ
geoplanning-60258	48	116	infrared	infrared	NOUN
geoplanning-60258	48	117	)	)	PUNCT
geoplanning-60258	48	118	11.50	11.50	NUM
geoplanning-60258	48	119	–	–	PUNCT
geoplanning-60258	48	120	12.51	12.51	NUM
geoplanning-60258	48	121	100	100	NUM
geoplanning-60258	48	122	source	source	NOUN
geoplanning-60258	48	123	:	:	PUNCT
geoplanning-60258	48	124	landsat	landsat	NOUN
geoplanning-60258	48	125	8	8	NUM
geoplanning-60258	48	126	data	datum	NOUN
geoplanning-60258	48	127	users	user	NOUN
geoplanning-60258	48	128	handbook	handbook	NOUN
geoplanning-60258	48	129	,	,	PUNCT
geoplanning-60258	48	130	2015	2015	NUM
geoplanning-60258	48	131	2.3	2.3	NUM
geoplanning-60258	48	132	.	.	PUNCT
geoplanning-60258	49	1	water	water	NOUN
geoplanning-60258	49	2	quality	quality	NOUN
geoplanning-60258	49	3	parameters	parameter	NOUN
geoplanning-60258	49	4	2.3.1	2.3.1	NUM
geoplanning-60258	49	5	.	.	PUNCT
geoplanning-60258	49	6	conductivity	conductivity	NOUN
geoplanning-60258	49	7	conductivity	conductivity	NOUN
geoplanning-60258	49	8	is	be	AUX
geoplanning-60258	49	9	the	the	DET
geoplanning-60258	49	10	capability	capability	NOUN
geoplanning-60258	49	11	of	of	ADP
geoplanning-60258	49	12	the	the	DET
geoplanning-60258	49	13	water	water	NOUN
geoplanning-60258	49	14	to	to	PART
geoplanning-60258	49	15	carry	carry	VERB
geoplanning-60258	49	16	electric	electric	ADJ
geoplanning-60258	49	17	current	current	NOUN
geoplanning-60258	49	18	and	and	CCONJ
geoplanning-60258	49	19	serves	serve	VERB
geoplanning-60258	49	20	as	as	ADP
geoplanning-60258	49	21	a	a	DET
geoplanning-60258	49	22	tool	tool	NOUN
geoplanning-60258	49	23	to	to	PART
geoplanning-60258	49	24	assess	assess	VERB
geoplanning-60258	49	25	the	the	DET
geoplanning-60258	49	26	purity	purity	NOUN
geoplanning-60258	49	27	of	of	ADP
geoplanning-60258	49	28	water	water	NOUN
geoplanning-60258	49	29	(	(	PUNCT
geoplanning-60258	49	30	murugesan	murugesan	PROPN
geoplanning-60258	49	31	et	et	PROPN
geoplanning-60258	49	32	al	al	PROPN
geoplanning-60258	49	33	.	.	PROPN
geoplanning-60258	49	34	,	,	PUNCT
geoplanning-60258	49	35	2006	2006	NUM
geoplanning-60258	49	36	)	)	PUNCT
geoplanning-60258	49	37	.	.	PUNCT
geoplanning-60258	50	1	the	the	DET
geoplanning-60258	50	2	ions	ion	NOUN
geoplanning-60258	50	3	like	like	ADP
geoplanning-60258	50	4	chloride	chloride	NOUN
geoplanning-60258	50	5	−	−	PROPN
geoplanning-60258	50	6	(	(	PUNCT
geoplanning-60258	50	7	)	)	PUNCT
geoplanning-60258	50	8	cl	cl	NOUN
geoplanning-60258	50	9	,	,	PUNCT
geoplanning-60258	50	10	sodium	sodium	NOUN
geoplanning-60258	50	11	+	+	PROPN
geoplanning-60258	50	12	(	(	PUNCT
geoplanning-60258	50	13	)	)	PUNCT
geoplanning-60258	50	14	na	na	NOUN
geoplanning-60258	50	15	,	,	PUNCT
geoplanning-60258	50	16	calcium	calcium	NOUN
geoplanning-60258	50	17	+2	+2	PROPN
geoplanning-60258	50	18	(	(	PUNCT
geoplanning-60258	50	19	)	)	PUNCT
geoplanning-60258	50	20	ca	can	AUX
geoplanning-60258	50	21	,	,	PUNCT
geoplanning-60258	50	22	phosphate	phosphate	VERB
geoplanning-60258	50	23	−3	−3	NOUN
geoplanning-60258	50	24	4	4	NUM
geoplanning-60258	50	25	(	(	PUNCT
geoplanning-60258	50	26	)	)	PUNCT
geoplanning-60258	50	27	po	po	PROPN
geoplanning-60258	50	28	etc	etc	X
geoplanning-60258	50	29	.	.	X
geoplanning-60258	50	30	are	be	AUX
geoplanning-60258	50	31	responsible	responsible	ADJ
geoplanning-60258	50	32	for	for	ADP
geoplanning-60258	50	33	electric	electric	ADJ
geoplanning-60258	50	34	current	current	ADJ
geoplanning-60258	50	35	conduction	conduction	NOUN
geoplanning-60258	50	36	.	.	PUNCT
geoplanning-60258	51	1	2.3.2	2.3.2	X
geoplanning-60258	51	2	.	.	NUM
geoplanning-60258	51	3	dissolved	dissolve	VERB
geoplanning-60258	51	4	oxygen	oxygen	NOUN
geoplanning-60258	51	5	dissolved	dissolve	VERB
geoplanning-60258	51	6	oxygen	oxygen	NOUN
geoplanning-60258	51	7	is	be	AUX
geoplanning-60258	51	8	one	one	NUM
geoplanning-60258	51	9	of	of	ADP
geoplanning-60258	51	10	the	the	DET
geoplanning-60258	51	11	key	key	ADJ
geoplanning-60258	51	12	parameters	parameter	NOUN
geoplanning-60258	51	13	in	in	ADP
geoplanning-60258	51	14	water	water	NOUN
geoplanning-60258	51	15	quality	quality	NOUN
geoplanning-60258	51	16	analysis	analysis	NOUN
geoplanning-60258	51	17	.	.	PUNCT
geoplanning-60258	52	1	it	it	PRON
geoplanning-60258	52	2	is	be	AUX
geoplanning-60258	52	3	used	use	VERB
geoplanning-60258	52	4	by	by	ADP
geoplanning-60258	52	5	most	most	ADJ
geoplanning-60258	52	6	aquatic	aquatic	ADJ
geoplanning-60258	52	7	organisms	organism	NOUN
geoplanning-60258	52	8	to	to	PART
geoplanning-60258	52	9	survive	survive	VERB
geoplanning-60258	52	10	(	(	PUNCT
geoplanning-60258	52	11	gholizadeh	gholizadeh	NOUN
geoplanning-60258	52	12	et	et	PROPN
geoplanning-60258	52	13	al	al	PROPN
geoplanning-60258	52	14	.	.	PROPN
geoplanning-60258	52	15	,	,	PUNCT
geoplanning-60258	52	16	2016	2016	NUM
geoplanning-60258	52	17	)	)	PUNCT
geoplanning-60258	52	18	.	.	PUNCT
geoplanning-60258	53	1	dissolved	dissolve	VERB
geoplanning-60258	53	2	oxygen	oxygen	NOUN
geoplanning-60258	53	3	concentration	concentration	NOUN
geoplanning-60258	53	4	is	be	AUX
geoplanning-60258	53	5	influenced	influence	VERB
geoplanning-60258	53	6	by	by	ADP
geoplanning-60258	53	7	the	the	DET
geoplanning-60258	53	8	temperature	temperature	NOUN
geoplanning-60258	53	9	,	,	PUNCT
geoplanning-60258	53	10	the	the	DET
geoplanning-60258	53	11	rate	rate	NOUN
geoplanning-60258	53	12	of	of	ADP
geoplanning-60258	53	13	photosynthesis	photosynthesis	NOUN
geoplanning-60258	53	14	,	,	PUNCT
geoplanning-60258	53	15	the	the	DET
geoplanning-60258	53	16	turbidity	turbidity	NOUN
geoplanning-60258	53	17	,	,	PUNCT
geoplanning-60258	53	18	and	and	CCONJ
geoplanning-60258	53	19	the	the	DET
geoplanning-60258	53	20	concentration	concentration	NOUN
geoplanning-60258	53	21	of	of	ADP
geoplanning-60258	53	22	organic	organic	ADJ
geoplanning-60258	53	23	matters	matter	NOUN
geoplanning-60258	53	24	,	,	PUNCT
geoplanning-60258	53	25	such	such	ADJ
geoplanning-60258	53	26	as	as	ADP
geoplanning-60258	53	27	industrial	industrial	ADJ
geoplanning-60258	53	28	waste	waste	NOUN
geoplanning-60258	53	29	(	(	PUNCT
geoplanning-60258	53	30	arief	arief	NOUN
geoplanning-60258	53	31	,	,	PUNCT
geoplanning-60258	53	32	2017	2017	NUM
geoplanning-60258	53	33	)	)	PUNCT
geoplanning-60258	53	34	.	.	PUNCT
geoplanning-60258	54	1	2.4	2.4	NUM
geoplanning-60258	54	2	.	.	PUNCT
geoplanning-60258	54	3	method	method	NOUN
geoplanning-60258	54	4	2.4.1	2.4.1	NUM
geoplanning-60258	54	5	.	.	PUNCT
geoplanning-60258	54	6	image	image	NOUN
geoplanning-60258	54	7	pre	pre	NOUN
geoplanning-60258	54	8	-	-	VERB
geoplanning-60258	54	9	processing	process	VERB
geoplanning-60258	54	10	the	the	DET
geoplanning-60258	54	11	dark	dark	ADJ
geoplanning-60258	54	12	object	object	NOUN
geoplanning-60258	54	13	subtraction	subtraction	NOUN
geoplanning-60258	54	14	(	(	PUNCT
geoplanning-60258	54	15	dos1	dos1	NOUN
geoplanning-60258	54	16	)	)	PUNCT
geoplanning-60258	54	17	atmospheric	atmospheric	ADJ
geoplanning-60258	54	18	correction	correction	NOUN
geoplanning-60258	54	19	method	method	NOUN
geoplanning-60258	54	20	was	be	AUX
geoplanning-60258	54	21	used	use	VERB
geoplanning-60258	54	22	in	in	ADP
geoplanning-60258	54	23	this	this	DET
geoplanning-60258	54	24	work	work	NOUN
geoplanning-60258	54	25	to	to	PART
geoplanning-60258	54	26	reduce	reduce	VERB
geoplanning-60258	54	27	the	the	DET
geoplanning-60258	54	28	atmospheric	atmospheric	ADJ
geoplanning-60258	54	29	effects	effect	NOUN
geoplanning-60258	54	30	and	and	CCONJ
geoplanning-60258	54	31	to	to	PART
geoplanning-60258	54	32	calculate	calculate	VERB
geoplanning-60258	54	33	the	the	DET
geoplanning-60258	54	34	values	value	NOUN
geoplanning-60258	54	35	of	of	ADP
geoplanning-60258	54	36	surface	surface	NOUN
geoplanning-60258	54	37	reflectance	reflectance	NOUN
geoplanning-60258	54	38	.	.	PUNCT
geoplanning-60258	55	1	this	this	DET
geoplanning-60258	55	2	method	method	NOUN
geoplanning-60258	55	3	can	can	AUX
geoplanning-60258	55	4	provide	provide	VERB
geoplanning-60258	55	5	an	an	DET
geoplanning-60258	55	6	accurate	accurate	ADJ
geoplanning-60258	55	7	mapping	mapping	NOUN
geoplanning-60258	55	8	for	for	ADP
geoplanning-60258	55	9	wetland	wetland	NOUN
geoplanning-60258	55	10	areas	area	NOUN
geoplanning-60258	55	11	and	and	CCONJ
geoplanning-60258	55	12	is	be	AUX
geoplanning-60258	55	13	well	well	ADV
geoplanning-60258	55	14	accepted	accept	VERB
geoplanning-60258	55	15	by	by	ADP
geoplanning-60258	55	16	the	the	DET
geoplanning-60258	55	17	geospatial	geospatial	PROPN
geoplanning-60258	55	18	community	community	NOUN
geoplanning-60258	55	19	(	(	PUNCT
geoplanning-60258	55	20	song	song	NOUN
geoplanning-60258	55	21	et	et	PROPN
geoplanning-60258	55	22	al	al	PROPN
geoplanning-60258	55	23	.	.	PROPN
geoplanning-60258	55	24	,	,	PUNCT
geoplanning-60258	55	25	2001	2001	NUM
geoplanning-60258	55	26	)	)	PUNCT
geoplanning-60258	55	27	.	.	PUNCT
geoplanning-60258	56	1	the	the	DET
geoplanning-60258	56	2	quantum	quantum	PROPN
geoplanning-60258	56	3	gis	gis	PROPN
geoplanning-60258	56	4	(	(	PUNCT
geoplanning-60258	56	5	qgis	qgis	PROPN
geoplanning-60258	56	6	)	)	PUNCT
geoplanning-60258	56	7	software	software	NOUN
geoplanning-60258	56	8	was	be	AUX
geoplanning-60258	56	9	used	use	VERB
geoplanning-60258	56	10	to	to	PART
geoplanning-60258	56	11	carry	carry	VERB
geoplanning-60258	56	12	out	out	ADP
geoplanning-60258	56	13	the	the	DET
geoplanning-60258	56	14	dos1	dos1	NOUN
geoplanning-60258	56	15	atmospheric	atmospheric	ADJ
geoplanning-60258	56	16	correction	correction	NOUN
geoplanning-60258	56	17	and	and	CCONJ
geoplanning-60258	56	18	to	to	PART
geoplanning-60258	56	19	draw	draw	VERB
geoplanning-60258	56	20	the	the	DET
geoplanning-60258	56	21	maps	map	NOUN
geoplanning-60258	56	22	shown	show	VERB
geoplanning-60258	56	23	in	in	ADP
geoplanning-60258	56	24	this	this	DET
geoplanning-60258	56	25	article	article	NOUN
geoplanning-60258	56	26	.	.	PUNCT
geoplanning-60258	57	1	2.4.2	2.4.2	NUM
geoplanning-60258	57	2	.	.	PUNCT
geoplanning-60258	58	1	long	long	ADJ
geoplanning-60258	58	2	short	short	ADJ
geoplanning-60258	58	3	-	-	PUNCT
geoplanning-60258	58	4	term	term	NOUN
geoplanning-60258	58	5	memory	memory	NOUN
geoplanning-60258	58	6	(	(	PUNCT
geoplanning-60258	58	7	lstm	lstm	PROPN
geoplanning-60258	58	8	)	)	PUNCT
geoplanning-60258	58	9	the	the	DET
geoplanning-60258	58	10	deep	deep	ADJ
geoplanning-60258	58	11	neural	neural	ADJ
geoplanning-60258	58	12	network	network	NOUN
geoplanning-60258	58	13	is	be	AUX
geoplanning-60258	58	14	the	the	DET
geoplanning-60258	58	15	branch	branch	NOUN
geoplanning-60258	58	16	of	of	ADP
geoplanning-60258	58	17	machine	machine	NOUN
geoplanning-60258	58	18	learning	learning	NOUN
geoplanning-60258	58	19	introduced	introduce	VERB
geoplanning-60258	58	20	to	to	PART
geoplanning-60258	58	21	approach	approach	VERB
geoplanning-60258	58	22	the	the	DET
geoplanning-60258	58	23	objective	objective	NOUN
geoplanning-60258	58	24	of	of	ADP
geoplanning-60258	58	25	automatic	automatic	ADJ
geoplanning-60258	58	26	learning	learning	NOUN
geoplanning-60258	58	27	.	.	PUNCT
geoplanning-60258	59	1	these	these	DET
geoplanning-60258	59	2	methods	method	NOUN
geoplanning-60258	59	3	were	be	AUX
geoplanning-60258	59	4	developed	develop	VERB
geoplanning-60258	59	5	in	in	ADP
geoplanning-60258	59	6	the	the	DET
geoplanning-60258	59	7	1980s	1980	NOUN
geoplanning-60258	59	8	but	but	CCONJ
geoplanning-60258	59	9	were	be	AUX
geoplanning-60258	59	10	quickly	quickly	ADV
geoplanning-60258	59	11	left	leave	VERB
geoplanning-60258	59	12	because	because	SCONJ
geoplanning-60258	59	13	they	they	PRON
geoplanning-60258	59	14	were	be	AUX
geoplanning-60258	59	15	considered	consider	VERB
geoplanning-60258	59	16	as	as	ADP
geoplanning-60258	59	17	not	not	PART
geoplanning-60258	59	18	promising	promise	VERB
geoplanning-60258	59	19	(	(	PUNCT
geoplanning-60258	59	20	blier	blier	NOUN
geoplanning-60258	59	21	,	,	PUNCT
geoplanning-60258	59	22	2017	2017	NUM
geoplanning-60258	59	23	)	)	PUNCT
geoplanning-60258	59	24	.	.	PUNCT
geoplanning-60258	60	1	with	with	ADP
geoplanning-60258	60	2	the	the	DET
geoplanning-60258	60	3	introduction	introduction	NOUN
geoplanning-60258	60	4	of	of	ADP
geoplanning-60258	60	5	computers	computer	NOUN
geoplanning-60258	60	6	,	,	PUNCT
geoplanning-60258	60	7	which	which	PRON
geoplanning-60258	60	8	can	can	AUX
geoplanning-60258	60	9	make	make	VERB
geoplanning-60258	60	10	quick	quick	ADJ
geoplanning-60258	60	11	calculations	calculation	NOUN
geoplanning-60258	60	12	,	,	PUNCT
geoplanning-60258	60	13	new	new	ADJ
geoplanning-60258	60	14	big	big	ADJ
geoplanning-60258	60	15	data	datum	NOUN
geoplanning-60258	60	16	databases	database	NOUN
geoplanning-60258	60	17	,	,	PUNCT
geoplanning-60258	60	18	and	and	CCONJ
geoplanning-60258	60	19	the	the	DET
geoplanning-60258	60	20	progress	progress	NOUN
geoplanning-60258	60	21	in	in	ADP
geoplanning-60258	60	22	the	the	DET
geoplanning-60258	60	23	optimization	optimization	NOUN
geoplanning-60258	60	24	techniques	technique	NOUN
geoplanning-60258	60	25	,	,	PUNCT
geoplanning-60258	60	26	deep	deep	ADJ
geoplanning-60258	60	27	learning	learning	NOUN
geoplanning-60258	60	28	has	have	AUX
geoplanning-60258	60	29	become	become	VERB
geoplanning-60258	60	30	the	the	DET
geoplanning-60258	60	31	most	most	ADV
geoplanning-60258	60	32	competitive	competitive	ADJ
geoplanning-60258	60	33	algorithm	algorithm	NOUN
geoplanning-60258	60	34	for	for	ADP
geoplanning-60258	60	35	different	different	ADJ
geoplanning-60258	60	36	tasks	task	NOUN
geoplanning-60258	60	37	(	(	PUNCT
geoplanning-60258	60	38	lecun	lecun	PROPN
geoplanning-60258	60	39	et	et	PROPN
geoplanning-60258	60	40	al	al	PROPN
geoplanning-60258	60	41	.	.	PROPN
geoplanning-60258	60	42	,	,	PUNCT
geoplanning-60258	60	43	2015	2015	NUM
geoplanning-60258	60	44	)	)	PUNCT
geoplanning-60258	60	45	,	,	PUNCT
geoplanning-60258	60	46	such	such	ADJ
geoplanning-60258	60	47	as	as	ADP
geoplanning-60258	60	48	voice	voice	NOUN
geoplanning-60258	60	49	recognition	recognition	NOUN
geoplanning-60258	60	50	and	and	CCONJ
geoplanning-60258	60	51	face	face	NOUN
geoplanning-60258	60	52	recognition	recognition	NOUN
geoplanning-60258	60	53	.	.	PUNCT
geoplanning-60258	61	1	in	in	ADP
geoplanning-60258	61	2	deep	deep	ADJ
geoplanning-60258	61	3	learning	learning	NOUN
geoplanning-60258	61	4	,	,	PUNCT
geoplanning-60258	61	5	there	there	PRON
geoplanning-60258	61	6	are	be	VERB
geoplanning-60258	61	7	many	many	ADJ
geoplanning-60258	61	8	architectures	architecture	NOUN
geoplanning-60258	61	9	that	that	PRON
geoplanning-60258	61	10	can	can	AUX
geoplanning-60258	61	11	be	be	AUX
geoplanning-60258	61	12	used	use	VERB
geoplanning-60258	61	13	,	,	PUNCT
geoplanning-60258	61	14	such	such	ADJ
geoplanning-60258	61	15	as	as	ADP
geoplanning-60258	61	16	convolutional	convolutional	ADJ
geoplanning-60258	61	17	neural	neural	ADJ
geoplanning-60258	61	18	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	NUM
geoplanning-60258	61	19	frederick	frederick	PROPN
geoplanning-60258	61	20	et	et	PROPN
geoplanning-60258	61	21	al	al	PROPN
geoplanning-60258	61	22	.	.	PUNCT
geoplanning-60258	61	23	/	/	PUNCT
geoplanning-60258	61	24	geoplanning	geoplanning	NOUN
geoplanning-60258	61	25	:	:	PUNCT
geoplanning-60258	61	26	journal	journal	NOUN
geoplanning-60258	61	27	of	of	ADP
geoplanning-60258	61	28	geomatics	geomatics	PROPN
geoplanning-60258	61	29	and	and	CCONJ
geoplanning-60258	61	30	planning	planning	NOUN
geoplanning-60258	61	31	,	,	PUNCT
geoplanning-60258	61	32	vol	vol	NOUN
geoplanning-60258	61	33	12	12	NUM
geoplanning-60258	61	34	,	,	PUNCT
geoplanning-60258	61	35	no	no	DET
geoplanning-60258	61	36	1	1	NUM
geoplanning-60258	61	37	,	,	PUNCT
geoplanning-60258	61	38	2025	2025	NUM
geoplanning-60258	61	39	,	,	PUNCT
geoplanning-60258	61	40	45	45	NUM
geoplanning-60258	61	41	56	56	NUM
geoplanning-60258	61	42	doi	doi	NOUN
geoplanning-60258	61	43	:	:	PUNCT
geoplanning-60258	61	44	10.14710	10.14710	NUM
geoplanning-60258	61	45	/	/	SYM
geoplanning-60258	61	46	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	61	47	-	-	SYM
geoplanning-60258	61	48	56	56	NUM
geoplanning-60258	61	49	48	48	NUM
geoplanning-60258	61	50	network	network	NOUN
geoplanning-60258	61	51	(	(	PUNCT
geoplanning-60258	61	52	cnn	cnn	PROPN
geoplanning-60258	61	53	)	)	PUNCT
geoplanning-60258	61	54	,	,	PUNCT
geoplanning-60258	61	55	recurrent	recurrent	ADJ
geoplanning-60258	61	56	neural	neural	ADJ
geoplanning-60258	61	57	network	network	NOUN
geoplanning-60258	61	58	(	(	PUNCT
geoplanning-60258	61	59	rnn	rnn	PROPN
geoplanning-60258	61	60	)	)	PUNCT
geoplanning-60258	61	61	,	,	PUNCT
geoplanning-60258	61	62	and	and	CCONJ
geoplanning-60258	61	63	long	long	ADJ
geoplanning-60258	61	64	short	short	ADJ
geoplanning-60258	61	65	-	-	PUNCT
geoplanning-60258	61	66	term	term	NOUN
geoplanning-60258	61	67	memory	memory	NOUN
geoplanning-60258	61	68	(	(	PUNCT
geoplanning-60258	61	69	lstm	lstm	PROPN
geoplanning-60258	61	70	)	)	PUNCT
geoplanning-60258	61	71	which	which	PRON
geoplanning-60258	61	72	was	be	AUX
geoplanning-60258	61	73	introduced	introduce	VERB
geoplanning-60258	61	74	by	by	ADP
geoplanning-60258	61	75	hochreiter	hochreiter	PROPN
geoplanning-60258	61	76	and	and	CCONJ
geoplanning-60258	61	77	schmid	schmid	PROPN
geoplanning-60258	61	78	huber	huber	PROPN
geoplanning-60258	61	79	in	in	ADP
geoplanning-60258	61	80	1997	1997	NUM
geoplanning-60258	61	81	(	(	PUNCT
geoplanning-60258	61	82	hochreiter	hochreiter	PROPN
geoplanning-60258	61	83	&	&	CCONJ
geoplanning-60258	61	84	schmidhuber	schmidhuber	PROPN
geoplanning-60258	61	85	,	,	PUNCT
geoplanning-60258	61	86	1997	1997	NUM
geoplanning-60258	61	87	)	)	PUNCT
geoplanning-60258	61	88	to	to	PART
geoplanning-60258	61	89	remedy	remedy	VERB
geoplanning-60258	61	90	the	the	DET
geoplanning-60258	61	91	vanishing	vanishing	NOUN
geoplanning-60258	61	92	and	and	CCONJ
geoplanning-60258	61	93	exploding	explode	VERB
geoplanning-60258	61	94	gradient	gradient	ADJ
geoplanning-60258	61	95	problem	problem	NOUN
geoplanning-60258	61	96	that	that	PRON
geoplanning-60258	61	97	is	be	AUX
geoplanning-60258	61	98	encountered	encounter	VERB
geoplanning-60258	61	99	in	in	ADP
geoplanning-60258	61	100	rnn	rnn	PROPN
geoplanning-60258	61	101	.	.	PUNCT
geoplanning-60258	62	1	lstm	lstm	PROPN
geoplanning-60258	62	2	was	be	AUX
geoplanning-60258	62	3	the	the	DET
geoplanning-60258	62	4	architecture	architecture	NOUN
geoplanning-60258	62	5	used	use	VERB
geoplanning-60258	62	6	in	in	ADP
geoplanning-60258	62	7	this	this	DET
geoplanning-60258	62	8	study	study	NOUN
geoplanning-60258	62	9	.	.	PUNCT
geoplanning-60258	63	1	a.	a.	NOUN
geoplanning-60258	63	2	the	the	DET
geoplanning-60258	63	3	lstm	lstm	ADJ
geoplanning-60258	63	4	architecture	architecture	NOUN
geoplanning-60258	63	5	as	as	ADP
geoplanning-60258	63	6	an	an	DET
geoplanning-60258	63	7	improvement	improvement	NOUN
geoplanning-60258	63	8	of	of	ADP
geoplanning-60258	63	9	recurrent	recurrent	ADJ
geoplanning-60258	63	10	neural	neural	ADJ
geoplanning-60258	63	11	network	network	NOUN
geoplanning-60258	63	12	,	,	PUNCT
geoplanning-60258	63	13	lstms	lstms	NOUN
geoplanning-60258	63	14	are	be	AUX
geoplanning-60258	63	15	capable	capable	ADJ
geoplanning-60258	63	16	of	of	ADP
geoplanning-60258	63	17	learning	learn	VERB
geoplanning-60258	63	18	long	long	ADJ
geoplanning-60258	63	19	-	-	PUNCT
geoplanning-60258	63	20	term	term	NOUN
geoplanning-60258	63	21	dependencies	dependency	NOUN
geoplanning-60258	63	22	and	and	CCONJ
geoplanning-60258	63	23	remembering	remember	VERB
geoplanning-60258	63	24	past	past	ADJ
geoplanning-60258	63	25	information	information	NOUN
geoplanning-60258	63	26	,	,	PUNCT
geoplanning-60258	63	27	while	while	SCONJ
geoplanning-60258	63	28	predicting	predict	VERB
geoplanning-60258	63	29	future	future	ADJ
geoplanning-60258	63	30	values	value	NOUN
geoplanning-60258	63	31	and	and	CCONJ
geoplanning-60258	63	32	taking	take	VERB
geoplanning-60258	63	33	them	they	PRON
geoplanning-60258	63	34	into	into	ADP
geoplanning-60258	63	35	account	account	NOUN
geoplanning-60258	63	36	(	(	PUNCT
geoplanning-60258	63	37	hochreiter	hochreiter	PROPN
geoplanning-60258	63	38	&	&	CCONJ
geoplanning-60258	63	39	schmidhuber	schmidhuber	PROPN
geoplanning-60258	63	40	,	,	PUNCT
geoplanning-60258	63	41	1997	1997	NUM
geoplanning-60258	63	42	)	)	PUNCT
geoplanning-60258	63	43	lstms	lstms	NOUN
geoplanning-60258	63	44	that	that	PRON
geoplanning-60258	63	45	use	use	VERB
geoplanning-60258	63	46	purpose	purpose	NOUN
geoplanning-60258	63	47	-	-	PUNCT
geoplanning-60258	63	48	built	build	VERB
geoplanning-60258	63	49	the	the	DET
geoplanning-60258	63	50	memory	memory	NOUN
geoplanning-60258	63	51	cells	cell	NOUN
geoplanning-60258	63	52	to	to	PART
geoplanning-60258	63	53	store	store	VERB
geoplanning-60258	63	54	information	information	NOUN
geoplanning-60258	63	55	also	also	ADV
geoplanning-60258	63	56	have	have	VERB
geoplanning-60258	63	57	this	this	PRON
geoplanning-60258	63	58	chained	chain	VERB
geoplanning-60258	63	59	in	in	ADP
geoplanning-60258	63	60	similar	similar	ADJ
geoplanning-60258	63	61	structure	structure	NOUN
geoplanning-60258	63	62	,	,	PUNCT
geoplanning-60258	63	63	but	but	CCONJ
geoplanning-60258	63	64	the	the	DET
geoplanning-60258	63	65	repeating	repeat	VERB
geoplanning-60258	63	66	module	module	NOUN
geoplanning-60258	63	67	is	be	AUX
geoplanning-60258	63	68	structured	structure	VERB
geoplanning-60258	63	69	differently	differently	ADV
geoplanning-60258	63	70	(	(	PUNCT
geoplanning-60258	63	71	liu	liu	PROPN
geoplanning-60258	63	72	et	et	PROPN
geoplanning-60258	63	73	al	al	PROPN
geoplanning-60258	63	74	.	.	PROPN
geoplanning-60258	63	75	,	,	PUNCT
geoplanning-60258	63	76	2019	2019	NUM
geoplanning-60258	63	77	)	)	PUNCT
geoplanning-60258	63	78	.	.	PUNCT
geoplanning-60258	64	1	there	there	PRON
geoplanning-60258	64	2	are	be	VERB
geoplanning-60258	64	3	four	four	NUM
geoplanning-60258	64	4	interacting	interact	VERB
geoplanning-60258	64	5	layers	layer	NOUN
geoplanning-60258	64	6	in	in	ADP
geoplanning-60258	64	7	an	an	DET
geoplanning-60258	64	8	lstm	lstm	ADJ
geoplanning-60258	64	9	cell	cell	NOUN
geoplanning-60258	64	10	(	(	PUNCT
geoplanning-60258	64	11	olah	olah	PROPN
geoplanning-60258	64	12	,	,	PUNCT
geoplanning-60258	64	13	2015	2015	NUM
geoplanning-60258	64	14	)	)	PUNCT
geoplanning-60258	64	15	as	as	SCONJ
geoplanning-60258	64	16	depicted	depict	VERB
geoplanning-60258	64	17	in	in	ADP
geoplanning-60258	64	18	figure	figure	NOUN
geoplanning-60258	64	19	2	2	NUM
geoplanning-60258	64	20	.	.	PUNCT
geoplanning-60258	64	21	source	source	NOUN
geoplanning-60258	64	22	:	:	PUNCT
geoplanning-60258	64	23	ping	ping	PROPN
geoplanning-60258	64	24	liu	liu	PROPN
geoplanning-60258	64	25	et	et	PROPN
geoplanning-60258	64	26	al	al	PROPN
geoplanning-60258	64	27	.	.	PROPN
geoplanning-60258	65	1	(	(	PUNCT
geoplanning-60258	65	2	2019	2019	NUM
geoplanning-60258	65	3	)	)	PUNCT
geoplanning-60258	65	4	figure	figure	NOUN
geoplanning-60258	65	5	2	2	NUM
geoplanning-60258	65	6	.	.	PUNCT
geoplanning-60258	65	7	lstm	lstm	PROPN
geoplanning-60258	65	8	unit	unit	NOUN
geoplanning-60258	65	9	structure	structure	NOUN
geoplanning-60258	65	10	forget	forget	VERB
geoplanning-60258	65	11	gate	gate	PROPN
geoplanning-60258	65	12	ft	ft	PROPN
geoplanning-60258	65	13	(	(	PUNCT
geoplanning-60258	65	14	equation	equation	NOUN
geoplanning-60258	65	15	1	1	NUM
geoplanning-60258	65	16	)	)	PUNCT
geoplanning-60258	65	17	(	(	PUNCT
geoplanning-60258	65	18	aslam	aslam	PROPN
geoplanning-60258	65	19	et	et	PROPN
geoplanning-60258	65	20	al	al	PROPN
geoplanning-60258	65	21	.	.	PROPN
geoplanning-60258	65	22	,	,	PUNCT
geoplanning-60258	65	23	2019	2019	NUM
geoplanning-60258	65	24	):	):	PUNCT
geoplanning-60258	65	25	it	it	PRON
geoplanning-60258	65	26	decides	decide	VERB
geoplanning-60258	65	27	what	what	PRON
geoplanning-60258	65	28	kind	kind	NOUN
geoplanning-60258	65	29	of	of	ADP
geoplanning-60258	65	30	information	information	NOUN
geoplanning-60258	65	31	will	will	AUX
geoplanning-60258	65	32	be	be	AUX
geoplanning-60258	65	33	removed	remove	VERB
geoplanning-60258	65	34	and	and	CCONJ
geoplanning-60258	65	35	how	how	SCONJ
geoplanning-60258	65	36	much	much	ADJ
geoplanning-60258	65	37	information	information	NOUN
geoplanning-60258	65	38	will	will	AUX
geoplanning-60258	65	39	be	be	AUX
geoplanning-60258	65	40	kept	keep	VERB
geoplanning-60258	65	41	(	(	PUNCT
geoplanning-60258	65	42	hafezparast	hafezparast	ADJ
geoplanning-60258	65	43	mavadat	mavadat	NOUN
geoplanning-60258	65	44	&	&	CCONJ
geoplanning-60258	65	45	marabi	marabi	NOUN
geoplanning-60258	65	46	,	,	PUNCT
geoplanning-60258	65	47	2021	2021	NUM
geoplanning-60258	65	48	)	)	PUNCT
geoplanning-60258	65	49	.	.	PUNCT
geoplanning-60258	66	1	this	this	DET
geoplanning-60258	66	2	process	process	NOUN
geoplanning-60258	66	3	was	be	AUX
geoplanning-60258	66	4	carried	carry	VERB
geoplanning-60258	66	5	out	out	ADP
geoplanning-60258	66	6	by	by	ADP
geoplanning-60258	66	7	the	the	DET
geoplanning-60258	66	8	application	application	NOUN
geoplanning-60258	66	9	of	of	ADP
geoplanning-60258	66	10	the	the	DET
geoplanning-60258	66	11	sigmoid	sigmoid	NOUN
geoplanning-60258	66	12	function	function	NOUN
geoplanning-60258	66	13	σ	σ	NOUN
geoplanning-60258	66	14	which	which	PRON
geoplanning-60258	66	15	takes	take	VERB
geoplanning-60258	66	16	the	the	DET
geoplanning-60258	66	17	preceding	precede	VERB
geoplanning-60258	66	18	output	output	NOUN
geoplanning-60258	66	19	value	value	NOUN
geoplanning-60258	66	20	−1th	−1th	VERB
geoplanning-60258	66	21	at	at	ADP
geoplanning-60258	66	22	−1	−1	NOUN
geoplanning-60258	66	23	t	t	PROPN
geoplanning-60258	66	24	and	and	CCONJ
geoplanning-60258	66	25	the	the	DET
geoplanning-60258	66	26	input	input	NOUN
geoplanning-60258	66	27	value	value	NOUN
geoplanning-60258	66	28	tx	tx	PROPN
geoplanning-60258	66	29	att	att	PROPN
geoplanning-60258	66	30	.	.	PUNCT
geoplanning-60258	67	1	the	the	DET
geoplanning-60258	67	2	output	output	NOUN
geoplanning-60258	67	3	value	value	NOUN
geoplanning-60258	67	4	of	of	ADP
geoplanning-60258	67	5	ft	ft	PUNCT
geoplanning-60258	67	6	varies	vary	VERB
geoplanning-60258	67	7	from	from	ADP
geoplanning-60258	67	8	0	0	NUM
geoplanning-60258	67	9	to	to	ADP
geoplanning-60258	67	10	1	1	NUM
geoplanning-60258	67	11	.	.	PUNCT
geoplanning-60258	67	12			PROPN
geoplanning-60258	67	13	1	1	PROPN
geoplanning-60258	67	14	(	(	PUNCT
geoplanning-60258	67	15	,	,	PUNCT
geoplanning-60258	67	16	)	)	PUNCT
geoplanning-60258	67	17	t	t	PROPN
geoplanning-60258	67	18	f	f	PROPN
geoplanning-60258	67	19	t	t	PROPN
geoplanning-60258	67	20	t	t	PROPN
geoplanning-60258	67	21	ff	ff	NOUN
geoplanning-60258	67	22	w	w	PROPN
geoplanning-60258	67	23	h	h	PROPN
geoplanning-60258	67	24	x	x	INTJ
geoplanning-60258	67	25	b−=	b−=	X
geoplanning-60258	67	26			PROPN
geoplanning-60258	68	1	+	+	ADJ
geoplanning-60258	68	2	σ	σ	PROPN
geoplanning-60258	68	3	…	…	PUNCT
geoplanning-60258	68	4	…	…	SYM
geoplanning-60258	68	5	……	……	NOUN
geoplanning-60258	68	6	(	(	PUNCT
geoplanning-60258	68	7	eq	eq	NOUN
geoplanning-60258	68	8	.	.	NOUN
geoplanning-60258	68	9	1	1	NUM
geoplanning-60258	68	10	)	)	PUNCT
geoplanning-60258	68	11	input	input	NOUN
geoplanning-60258	68	12	gate	gate	NOUN
geoplanning-60258	68	13	ti	ti	PROPN
geoplanning-60258	68	14	(	(	PUNCT
geoplanning-60258	68	15	equation	equation	NOUN
geoplanning-60258	68	16	2	2	NUM
geoplanning-60258	68	17	)	)	PUNCT
geoplanning-60258	68	18	(	(	PUNCT
geoplanning-60258	68	19	liu	liu	PROPN
geoplanning-60258	68	20	et	et	PROPN
geoplanning-60258	68	21	al	al	PROPN
geoplanning-60258	68	22	.	.	PROPN
geoplanning-60258	68	23	,	,	PUNCT
geoplanning-60258	68	24	2019	2019	NUM
geoplanning-60258	68	25	):	):	PUNCT
geoplanning-60258	68	26	it	it	PRON
geoplanning-60258	68	27	acts	act	VERB
geoplanning-60258	68	28	as	as	ADP
geoplanning-60258	68	29	a	a	DET
geoplanning-60258	68	30	filter	filter	NOUN
geoplanning-60258	68	31	because	because	SCONJ
geoplanning-60258	68	32	it	it	PRON
geoplanning-60258	68	33	decides	decide	VERB
geoplanning-60258	68	34	which	which	DET
geoplanning-60258	68	35	information	information	NOUN
geoplanning-60258	68	36	will	will	AUX
geoplanning-60258	68	37	be	be	AUX
geoplanning-60258	68	38	added	add	VERB
geoplanning-60258	68	39	to	to	ADP
geoplanning-60258	68	40	the	the	DET
geoplanning-60258	68	41	memory	memory	NOUN
geoplanning-60258	68	42	cell	cell	NOUN
geoplanning-60258	68	43	.	.	PUNCT
geoplanning-60258	69	1	it	it	PRON
geoplanning-60258	69	2	takes	take	VERB
geoplanning-60258	69	3	the	the	DET
geoplanning-60258	69	4	values	value	NOUN
geoplanning-60258	69	5	1th	1th	ADJ
geoplanning-60258	69	6	−	−	PROPN
geoplanning-60258	69	7	and	and	CCONJ
geoplanning-60258	69	8	tx	tx	PROPN
geoplanning-60258	69	9	,	,	PUNCT
geoplanning-60258	69	10	and	and	CCONJ
geoplanning-60258	69	11	its	its	PRON
geoplanning-60258	69	12	value	value	NOUN
geoplanning-60258	69	13	is	be	AUX
geoplanning-60258	69	14	also	also	ADV
geoplanning-60258	69	15	included	include	VERB
geoplanning-60258	69	16	between	between	ADP
geoplanning-60258	69	17	0	0	NUM
geoplanning-60258	69	18	and	and	CCONJ
geoplanning-60258	69	19	1	1	NUM
geoplanning-60258	69	20	by	by	ADP
geoplanning-60258	69	21	using	use	VERB
geoplanning-60258	69	22	the	the	DET
geoplanning-60258	69	23	sigmoid	sigmoid	NOUN
geoplanning-60258	69	24	function	function	NOUN
geoplanning-60258	69	25	.	.	PUNCT
geoplanning-60258	70	1			ADJ
geoplanning-60258	70	2	1	1	PROPN
geoplanning-60258	70	3	(	(	PUNCT
geoplanning-60258	70	4	,	,	PUNCT
geoplanning-60258	70	5	)	)	PUNCT
geoplanning-60258	70	6	t	t	NOUN
geoplanning-60258	71	1	i	i	PRON
geoplanning-60258	71	2	t	t	PROPN
geoplanning-60258	71	3	t	t	PROPN
geoplanning-60258	71	4	ii	ii	PROPN
geoplanning-60258	71	5	w	w	PROPN
geoplanning-60258	71	6	h	h	PROPN
geoplanning-60258	71	7	x	x	PROPN
geoplanning-60258	71	8	b	b	PROPN
geoplanning-60258	71	9	−=	−=	NOUN
geoplanning-60258	71	10			PROPN
geoplanning-60258	71	11	+	+	CCONJ
geoplanning-60258	71	12	…	…	PUNCT
geoplanning-60258	71	13	…	…	PUNCT
geoplanning-60258	71	14	……	……	NOUN
geoplanning-60258	71	15	(	(	PUNCT
geoplanning-60258	71	16	eq	eq	NOUN
geoplanning-60258	71	17	.	.	NOUN
geoplanning-60258	71	18	2	2	NUM
geoplanning-60258	71	19	)	)	PUNCT
geoplanning-60258	71	20	memory	memory	NOUN
geoplanning-60258	71	21	cell	cell	NOUN
geoplanning-60258	71	22	:	:	PUNCT
geoplanning-60258	71	23	it	it	PRON
geoplanning-60258	71	24	contains	contain	VERB
geoplanning-60258	71	25	two	two	NUM
geoplanning-60258	71	26	elements	element	NOUN
geoplanning-60258	71	27	,	,	PUNCT
geoplanning-60258	71	28	which	which	PRON
geoplanning-60258	71	29	are	be	AUX
geoplanning-60258	71	30	the	the	DET
geoplanning-60258	71	31	new	new	ADJ
geoplanning-60258	71	32	memory	memory	NOUN
geoplanning-60258	71	33	cell	cell	NOUN
geoplanning-60258	71	34	tc	tc	NOUN
geoplanning-60258	71	35	(	(	PUNCT
geoplanning-60258	71	36	equation	equation	NOUN
geoplanning-60258	71	37	3	3	NUM
geoplanning-60258	71	38	)	)	PUNCT
geoplanning-60258	71	39	and	and	CCONJ
geoplanning-60258	71	40	the	the	DET
geoplanning-60258	71	41	final	final	ADJ
geoplanning-60258	71	42	memory	memory	NOUN
geoplanning-60258	71	43	cell	cell	NOUN
geoplanning-60258	71	44	tc	tc	NOUN
geoplanning-60258	71	45	(	(	PUNCT
geoplanning-60258	71	46	equation	equation	NOUN
geoplanning-60258	71	47	4	4	NUM
geoplanning-60258	71	48	)	)	PUNCT
geoplanning-60258	71	49	.	.	PUNCT
geoplanning-60258	72	1	the	the	DET
geoplanning-60258	72	2	new	new	ADJ
geoplanning-60258	72	3	memory	memory	NOUN
geoplanning-60258	72	4	cell	cell	NOUN
geoplanning-60258	72	5	is	be	AUX
geoplanning-60258	72	6	used	use	VERB
geoplanning-60258	72	7	to	to	PART
geoplanning-60258	72	8	carry	carry	VERB
geoplanning-60258	72	9	the	the	DET
geoplanning-60258	72	10	information	information	NOUN
geoplanning-60258	72	11	which	which	PRON
geoplanning-60258	72	12	comes	come	VERB
geoplanning-60258	72	13	being	be	AUX
geoplanning-60258	72	14	’s	’s	PART
geoplanning-60258	72	15	updates	update	NOUN
geoplanning-60258	72	16	and	and	CCONJ
geoplanning-60258	72	17	the	the	DET
geoplanning-60258	72	18	final	final	ADJ
geoplanning-60258	72	19	memory	memory	NOUN
geoplanning-60258	72	20	cell	cell	NOUN
geoplanning-60258	72	21	is	be	AUX
geoplanning-60258	72	22	used	use	VERB
geoplanning-60258	72	23	to	to	PART
geoplanning-60258	72	24	update	update	VERB
geoplanning-60258	72	25	the	the	DET
geoplanning-60258	72	26	state	state	NOUN
geoplanning-60258	72	27	of	of	ADP
geoplanning-60258	72	28	the	the	DET
geoplanning-60258	72	29	new	new	ADJ
geoplanning-60258	72	30	memory	memory	NOUN
geoplanning-60258	72	31	cell	cell	NOUN
geoplanning-60258	72	32	.	.	PUNCT
geoplanning-60258	73	1			PROPN
geoplanning-60258	73	2	1tanh	1tanh	PROPN
geoplanning-60258	73	3	(	(	PUNCT
geoplanning-60258	73	4	,	,	PUNCT
geoplanning-60258	73	5	)	)	PUNCT
geoplanning-60258	73	6	t	t	PROPN
geoplanning-60258	73	7	c	c	PROPN
geoplanning-60258	73	8	t	t	PROPN
geoplanning-60258	73	9	t	t	PROPN
geoplanning-60258	73	10	cc	cc	PROPN
geoplanning-60258	73	11	w	w	PROPN
geoplanning-60258	73	12	h	h	PROPN
geoplanning-60258	73	13	x	x	INTJ
geoplanning-60258	73	14	b−=	b−=	X
geoplanning-60258	73	15			PROPN
geoplanning-60258	74	1	+	+	CCONJ
geoplanning-60258	74	2	…	…	PUNCT
geoplanning-60258	74	3	…	…	PUNCT
geoplanning-60258	74	4	…	…	PUNCT
geoplanning-60258	74	5	.	.	PUNCT
geoplanning-60258	75	1	(	(	PUNCT
geoplanning-60258	75	2	eq	eq	NOUN
geoplanning-60258	75	3	.	.	NOUN
geoplanning-60258	75	4	3	3	NUM
geoplanning-60258	75	5	)	)	PUNCT
geoplanning-60258	75	6	1	1	NUM
geoplanning-60258	75	7	t	t	NOUN
geoplanning-60258	75	8	t	t	NOUN
geoplanning-60258	75	9	t	t	PROPN
geoplanning-60258	75	10	t	t	PROPN
geoplanning-60258	76	1	tc	tc	NOUN
geoplanning-60258	76	2	f	f	PROPN
geoplanning-60258	77	1	c	c	VERB
geoplanning-60258	77	2	i	i	PRON
geoplanning-60258	77	3	c−=	c−=	VERB
geoplanning-60258	77	4			VERB
geoplanning-60258	78	1	+	+	CCONJ
geoplanning-60258	78	2			ADJ
geoplanning-60258	78	3	…	…	PUNCT
geoplanning-60258	78	4	…	…	SYM
geoplanning-60258	78	5	……	……	NOUN
geoplanning-60258	78	6	.	.	PUNCT
geoplanning-60258	79	1	(	(	PUNCT
geoplanning-60258	79	2	eq	eq	NOUN
geoplanning-60258	79	3	.	.	NOUN
geoplanning-60258	79	4	4	4	NUM
geoplanning-60258	79	5	)	)	PUNCT
geoplanning-60258	79	6	here	here	ADV
geoplanning-60258	79	7	,	,	PUNCT
geoplanning-60258	79	8	tc	tc	NOUN
geoplanning-60258	79	9	and	and	CCONJ
geoplanning-60258	79	10	1tc	1tc	ADJ
geoplanning-60258	79	11	−	−	NOUN
geoplanning-60258	79	12	are	be	AUX
geoplanning-60258	79	13	the	the	DET
geoplanning-60258	79	14	cell	cell	NOUN
geoplanning-60258	79	15	states	state	NOUN
geoplanning-60258	79	16	at	at	ADP
geoplanning-60258	79	17	times	time	NOUN
geoplanning-60258	79	18	t	t	PROPN
geoplanning-60258	79	19	and	and	CCONJ
geoplanning-60258	79	20	−1	−1	NOUN
geoplanning-60258	79	21	t	t	PROPN
geoplanning-60258	79	22	.	.	PUNCT
geoplanning-60258	80	1	the	the	DET
geoplanning-60258	80	2	output	output	PROPN
geoplanning-60258	80	3	gate	gate	PROPN
geoplanning-60258	80	4	ot	ot	INTJ
geoplanning-60258	80	5	(	(	PUNCT
geoplanning-60258	80	6	equation	equation	NOUN
geoplanning-60258	80	7	5	5	NUM
geoplanning-60258	80	8	)	)	PUNCT
geoplanning-60258	80	9	(	(	PUNCT
geoplanning-60258	80	10	liu	liu	PROPN
geoplanning-60258	80	11	et	et	PROPN
geoplanning-60258	80	12	al	al	PROPN
geoplanning-60258	80	13	.	.	PROPN
geoplanning-60258	80	14	,	,	PUNCT
geoplanning-60258	80	15	2019):’it	2019):’it	NOUN
geoplanning-60258	80	16	decides	decide	VERB
geoplanning-60258	80	17	which	which	DET
geoplanning-60258	80	18	information	information	NOUN
geoplanning-60258	80	19	can	can	AUX
geoplanning-60258	80	20	be	be	AUX
geoplanning-60258	80	21	sent	send	VERB
geoplanning-60258	80	22	to	to	ADP
geoplanning-60258	80	23	the	the	DET
geoplanning-60258	80	24	output	output	NOUN
geoplanning-60258	80	25	of	of	ADP
geoplanning-60258	80	26	the	the	DET
geoplanning-60258	80	27	cell	cell	NOUN
geoplanning-60258	80	28	state	state	NOUN
geoplanning-60258	80	29	.	.	PUNCT
geoplanning-60258	81	1	finally	finally	ADV
geoplanning-60258	81	2	,	,	PUNCT
geoplanning-60258	81	3	the	the	DET
geoplanning-60258	81	4	output	output	NOUN
geoplanning-60258	81	5	of	of	ADP
geoplanning-60258	81	6	the	the	DET
geoplanning-60258	81	7	lstm	lstm	PROPN
geoplanning-60258	81	8	unit	unit	NOUN
geoplanning-60258	81	9	was	be	AUX
geoplanning-60258	81	10	obtained	obtain	VERB
geoplanning-60258	81	11	by	by	ADP
geoplanning-60258	81	12	multiplying	multiply	VERB
geoplanning-60258	81	13	the	the	DET
geoplanning-60258	81	14	output	output	NOUN
geoplanning-60258	81	15	gate	gate	NOUN
geoplanning-60258	81	16	by	by	ADP
geoplanning-60258	81	17	the	the	DET
geoplanning-60258	81	18	hyperbolic	hyperbolic	ADJ
geoplanning-60258	81	19	tangent	tangent	NOUN
geoplanning-60258	81	20	of	of	ADP
geoplanning-60258	81	21	the	the	DET
geoplanning-60258	81	22	cell	cell	NOUN
geoplanning-60258	81	23	state	state	NOUN
geoplanning-60258	81	24	(	(	PUNCT
geoplanning-60258	81	25	equation	equation	NOUN
geoplanning-60258	81	26	6	6	NUM
geoplanning-60258	81	27	)	)	PUNCT
geoplanning-60258	81	28	.	.	PUNCT
geoplanning-60258	82	1	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	PRON
geoplanning-60258	83	1	frederick	frederick	PROPN
geoplanning-60258	83	2	et	et	PROPN
geoplanning-60258	83	3	al	al	PROPN
geoplanning-60258	83	4	.	.	PUNCT
geoplanning-60258	83	5	/	/	PUNCT
geoplanning-60258	83	6	geoplanning	geoplanning	NOUN
geoplanning-60258	83	7	:	:	PUNCT
geoplanning-60258	83	8	journal	journal	NOUN
geoplanning-60258	83	9	of	of	ADP
geoplanning-60258	83	10	geomatics	geomatics	PROPN
geoplanning-60258	83	11	and	and	CCONJ
geoplanning-60258	83	12	planning	planning	NOUN
geoplanning-60258	83	13	,	,	PUNCT
geoplanning-60258	83	14	vol	vol	NOUN
geoplanning-60258	83	15	12	12	NUM
geoplanning-60258	83	16	,	,	PUNCT
geoplanning-60258	83	17	no	no	DET
geoplanning-60258	83	18	1	1	NUM
geoplanning-60258	83	19	,	,	PUNCT
geoplanning-60258	83	20	2025	2025	NUM
geoplanning-60258	83	21	,	,	PUNCT
geoplanning-60258	83	22	45	45	NUM
geoplanning-60258	83	23	56	56	NUM
geoplanning-60258	83	24	doi	doi	NOUN
geoplanning-60258	83	25	:	:	PUNCT
geoplanning-60258	83	26	10.14710	10.14710	NUM
geoplanning-60258	83	27	/	/	SYM
geoplanning-60258	83	28	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	83	29	-	-	SYM
geoplanning-60258	83	30	56	56	NUM
geoplanning-60258	83	31	49	49	NUM
geoplanning-60258	83	32			NOUN
geoplanning-60258	83	33			PROPN
geoplanning-60258	83	34	(	(	PUNCT
geoplanning-60258	83	35	)	)	PUNCT
geoplanning-60258	83	36	1	1	NUM
geoplanning-60258	83	37	,	,	PUNCT
geoplanning-60258	83	38	t	t	NOUN
geoplanning-60258	83	39	o	o	X
geoplanning-60258	83	40	t	t	NOUN
geoplanning-60258	83	41	t	t	X
geoplanning-60258	84	1	oo	oo	INTJ
geoplanning-60258	84	2	w	w	PROPN
geoplanning-60258	84	3	h	h	NOUN
geoplanning-60258	84	4	x	x	PROPN
geoplanning-60258	84	5	b	b	PROPN
geoplanning-60258	84	6	−=	−=	NOUN
geoplanning-60258	84	7			PROPN
geoplanning-60258	84	8	+	+	CCONJ
geoplanning-60258	84	9	…	…	PUNCT
geoplanning-60258	84	10	…	…	SYM
geoplanning-60258	84	11	……	……	NOUN
geoplanning-60258	84	12	..	..	PUNCT
geoplanning-60258	84	13	(	(	PUNCT
geoplanning-60258	84	14	eq	eq	NOUN
geoplanning-60258	84	15	.	.	NOUN
geoplanning-60258	84	16	5	5	NUM
geoplanning-60258	84	17	)	)	PUNCT
geoplanning-60258	84	18	tanh	tanh	NOUN
geoplanning-60258	84	19	(	(	PUNCT
geoplanning-60258	84	20	)	)	PUNCT
geoplanning-60258	84	21	t	t	NOUN
geoplanning-60258	84	22	t	t	PROPN
geoplanning-60258	84	23	th	th	X
geoplanning-60258	84	24	o	o	NOUN
geoplanning-60258	84	25	c=	c=	NOUN
geoplanning-60258	84	26			ADJ
geoplanning-60258	84	27	…	…	PUNCT
geoplanning-60258	84	28	…	…	SYM
geoplanning-60258	84	29	……	……	NOUN
geoplanning-60258	84	30	.	.	PUNCT
geoplanning-60258	85	1	(	(	PUNCT
geoplanning-60258	85	2	eq	eq	NOUN
geoplanning-60258	85	3	.	.	NOUN
geoplanning-60258	85	4	6	6	NUM
geoplanning-60258	85	5	)	)	PUNCT
geoplanning-60258	85	6	note	note	NOUN
geoplanning-60258	85	7	that	that	SCONJ
geoplanning-60258	85	8	fw	fw	INTJ
geoplanning-60258	85	9	,	,	PUNCT
geoplanning-60258	85	10	iw	iw	INTJ
geoplanning-60258	85	11	,	,	PUNCT
geoplanning-60258	85	12	cw	cw	NOUN
geoplanning-60258	85	13	,	,	PUNCT
geoplanning-60258	85	14	ow	ow	INTJ
geoplanning-60258	85	15	are	be	AUX
geoplanning-60258	85	16	the	the	DET
geoplanning-60258	85	17	matrix	matrix	NOUN
geoplanning-60258	85	18	weights	weight	NOUN
geoplanning-60258	85	19	associated	associate	VERB
geoplanning-60258	85	20	with	with	ADP
geoplanning-60258	85	21	f	f	PROPN
geoplanning-60258	85	22	,	,	PUNCT
geoplanning-60258	85	23	i	i	PRON
geoplanning-60258	85	24	,	,	PUNCT
geoplanning-60258	86	1	c	c	PROPN
geoplanning-60258	86	2	,	,	PUNCT
geoplanning-60258	86	3	o	o	X
geoplanning-60258	86	4	.	.	PUNCT
geoplanning-60258	87	1	the	the	DET
geoplanning-60258	87	2	terms	term	NOUN
geoplanning-60258	87	3	fb	fb	INTJ
geoplanning-60258	87	4	,	,	PUNCT
geoplanning-60258	87	5	ib	ib	INTJ
geoplanning-60258	87	6	,	,	PUNCT
geoplanning-60258	87	7	cb	cb	PROPN
geoplanning-60258	87	8	,	,	PUNCT
geoplanning-60258	87	9	ob	ob	NUM
geoplanning-60258	87	10	are	be	AUX
geoplanning-60258	87	11	the	the	DET
geoplanning-60258	87	12	biases	bias	NOUN
geoplanning-60258	87	13	that	that	PRON
geoplanning-60258	87	14	were	be	AUX
geoplanning-60258	87	15	obtained	obtain	VERB
geoplanning-60258	87	16	during	during	ADP
geoplanning-60258	87	17	the	the	DET
geoplanning-60258	87	18	training	training	NOUN
geoplanning-60258	87	19	and	and	CCONJ
geoplanning-60258	87	20	testing	testing	NOUN
geoplanning-60258	87	21	process	process	NOUN
geoplanning-60258	87	22	.	.	PUNCT
geoplanning-60258	88	1	the	the	DET
geoplanning-60258	88	2	sign	sign	NOUN
geoplanning-60258	88	3	*	*	PUNCT
geoplanning-60258	88	4	represents	represent	VERB
geoplanning-60258	88	5	the	the	DET
geoplanning-60258	88	6	matrix	matrix	NOUN
geoplanning-60258	88	7	multiplication	multiplication	NOUN
geoplanning-60258	88	8	and	and	CCONJ
geoplanning-60258	88	9			ADJ
geoplanning-60258	88	10	indicates	indicate	VERB
geoplanning-60258	88	11	the	the	DET
geoplanning-60258	88	12	multiplication	multiplication	NOUN
geoplanning-60258	88	13	element	element	NOUN
geoplanning-60258	88	14	by	by	ADP
geoplanning-60258	88	15	element	element	NOUN
geoplanning-60258	88	16	.	.	PUNCT
geoplanning-60258	89	1	b.	b.	PROPN
geoplanning-60258	89	2	optimization	optimization	PROPN
geoplanning-60258	89	3	algorithm	algorithm	PROPN
geoplanning-60258	89	4	three	three	NUM
geoplanning-60258	89	5	optimization	optimization	NOUN
geoplanning-60258	89	6	algorithms	algorithm	NOUN
geoplanning-60258	89	7	based	base	VERB
geoplanning-60258	89	8	on	on	ADP
geoplanning-60258	89	9	the	the	DET
geoplanning-60258	89	10	gradient	gradient	ADJ
geoplanning-60258	89	11	descent	descent	NOUN
geoplanning-60258	89	12	were	be	AUX
geoplanning-60258	89	13	used	use	VERB
geoplanning-60258	89	14	to	to	PART
geoplanning-60258	89	15	optimize	optimize	VERB
geoplanning-60258	89	16	the	the	DET
geoplanning-60258	89	17	deep	deep	ADJ
geoplanning-60258	89	18	neural	neural	ADJ
geoplanning-60258	89	19	network	network	NOUN
geoplanning-60258	89	20	parameters	parameter	NOUN
geoplanning-60258	89	21	,	,	PUNCT
geoplanning-60258	89	22	i.e.	i.e.	X
geoplanning-60258	89	23	to	to	PART
geoplanning-60258	89	24	update	update	VERB
geoplanning-60258	89	25	network	network	NOUN
geoplanning-60258	89	26	weights	weight	NOUN
geoplanning-60258	89	27	iterative	iterative	NOUN
geoplanning-60258	89	28	in	in	ADP
geoplanning-60258	89	29	training	training	NOUN
geoplanning-60258	89	30	data	datum	NOUN
geoplanning-60258	89	31	:	:	PUNCT
geoplanning-60258	89	32	adagrad	adagrad	ADJ
geoplanning-60258	89	33	(	(	PUNCT
geoplanning-60258	89	34	adaptive	adaptive	ADJ
geoplanning-60258	89	35	gradient	gradient	NOUN
geoplanning-60258	89	36	method	method	NOUN
geoplanning-60258	89	37	)	)	PUNCT
geoplanning-60258	89	38	(	(	PUNCT
geoplanning-60258	90	1	wang	wang	PROPN
geoplanning-60258	90	2	et	et	PROPN
geoplanning-60258	90	3	al	al	PROPN
geoplanning-60258	90	4	.	.	PROPN
geoplanning-60258	90	5	,	,	PUNCT
geoplanning-60258	90	6	2019	2019	NUM
geoplanning-60258	90	7	)	)	PUNCT
geoplanning-60258	90	8	,	,	PUNCT
geoplanning-60258	90	9	rmsprop	rmsprop	NOUN
geoplanning-60258	90	10	(	(	PUNCT
geoplanning-60258	90	11	root	root	NOUN
geoplanning-60258	90	12	mean	mean	ADJ
geoplanning-60258	90	13	square	square	ADJ
geoplanning-60258	90	14	propagation	propagation	NOUN
geoplanning-60258	90	15	)	)	PUNCT
geoplanning-60258	90	16	(	(	PUNCT
geoplanning-60258	90	17	hinton	hinton	PROPN
geoplanning-60258	90	18	et	et	PROPN
geoplanning-60258	90	19	al	al	PROPN
geoplanning-60258	90	20	.	.	PROPN
geoplanning-60258	90	21	,	,	PUNCT
geoplanning-60258	90	22	2011	2011	NUM
geoplanning-60258	90	23	)	)	PUNCT
geoplanning-60258	90	24	and	and	CCONJ
geoplanning-60258	90	25	adam	adam	PROPN
geoplanning-60258	90	26	(	(	PUNCT
geoplanning-60258	90	27	adaptive	adaptive	ADJ
geoplanning-60258	90	28	moment	moment	NOUN
geoplanning-60258	90	29	estimation	estimation	NOUN
geoplanning-60258	90	30	)	)	PUNCT
geoplanning-60258	90	31	(	(	PUNCT
geoplanning-60258	90	32	kingma	kingma	PROPN
geoplanning-60258	90	33	,	,	PUNCT
geoplanning-60258	90	34	2014	2014	NUM
geoplanning-60258	90	35	)	)	PUNCT
geoplanning-60258	90	36	.	.	PUNCT
geoplanning-60258	91	1	c.	c.	NOUN
geoplanning-60258	91	2	activation	activation	NOUN
geoplanning-60258	91	3	function	function	VERB
geoplanning-60258	91	4	the	the	DET
geoplanning-60258	91	5	rectified	rectified	ADJ
geoplanning-60258	91	6	linear	linear	NOUN
geoplanning-60258	91	7	unit	unit	NOUN
geoplanning-60258	91	8	(	(	PUNCT
geoplanning-60258	91	9	relu	relu	NOUN
geoplanning-60258	91	10	)	)	PUNCT
geoplanning-60258	91	11	proposed	propose	VERB
geoplanning-60258	91	12	by	by	ADP
geoplanning-60258	91	13	nair	nair	PROPN
geoplanning-60258	91	14	and	and	CCONJ
geoplanning-60258	91	15	hinton	hinton	PROPN
geoplanning-60258	91	16	in	in	ADP
geoplanning-60258	91	17	2010	2010	NUM
geoplanning-60258	91	18	was	be	AUX
geoplanning-60258	91	19	the	the	DET
geoplanning-60258	91	20	activation	activation	NOUN
geoplanning-60258	91	21	function	function	NOUN
geoplanning-60258	91	22	used	use	VERB
geoplanning-60258	91	23	in	in	ADP
geoplanning-60258	91	24	this	this	DET
geoplanning-60258	91	25	work	work	NOUN
geoplanning-60258	91	26	.	.	PUNCT
geoplanning-60258	92	1	relu	relu	NOUN
geoplanning-60258	92	2	is	be	AUX
geoplanning-60258	92	3	the	the	DET
geoplanning-60258	92	4	most	most	ADV
geoplanning-60258	92	5	widely	widely	ADV
geoplanning-60258	92	6	used	use	VERB
geoplanning-60258	92	7	activation	activation	NOUN
geoplanning-60258	92	8	function	function	NOUN
geoplanning-60258	92	9	in	in	ADP
geoplanning-60258	92	10	the	the	DET
geoplanning-60258	92	11	deep	deep	ADJ
geoplanning-60258	92	12	learning	learning	NOUN
geoplanning-60258	92	13	network	network	NOUN
geoplanning-60258	92	14	(	(	PUNCT
geoplanning-60258	92	15	nair	nair	PROPN
geoplanning-60258	92	16	v.	v.	PROPN
geoplanning-60258	92	17	&	&	CCONJ
geoplanning-60258	92	18	hinton	hinton	PROPN
geoplanning-60258	92	19	,	,	PUNCT
geoplanning-60258	92	20	g.e	g.e	PROPN
geoplanning-60258	92	21	.	.	PROPN
geoplanning-60258	92	22	,	,	PUNCT
geoplanning-60258	92	23	2010	2010	NUM
geoplanning-60258	92	24	)	)	PUNCT
geoplanning-60258	92	25	.	.	PUNCT
geoplanning-60258	93	1	it	it	PRON
geoplanning-60258	93	2	has	have	AUX
geoplanning-60258	93	3	proved	prove	VERB
geoplanning-60258	93	4	to	to	PART
geoplanning-60258	93	5	be	be	AUX
geoplanning-60258	93	6	the	the	DET
geoplanning-60258	93	7	most	most	ADV
geoplanning-60258	93	8	successful	successful	ADJ
geoplanning-60258	93	9	and	and	CCONJ
geoplanning-60258	93	10	offers	offer	VERB
geoplanning-60258	93	11	the	the	DET
geoplanning-60258	93	12	best	good	ADJ
geoplanning-60258	93	13	performance	performance	NOUN
geoplanning-60258	93	14	(	(	PUNCT
geoplanning-60258	93	15	dahl	dahl	PROPN
geoplanning-60258	93	16	et	et	PROPN
geoplanning-60258	93	17	al	al	PROPN
geoplanning-60258	93	18	.	.	PROPN
geoplanning-60258	93	19	,	,	PUNCT
geoplanning-60258	93	20	2013	2013	NUM
geoplanning-60258	93	21	;	;	PUNCT
geoplanning-60258	93	22	zeiler	zeiler	NOUN
geoplanning-60258	93	23	et	et	PROPN
geoplanning-60258	93	24	al	al	PROPN
geoplanning-60258	93	25	.	.	PROPN
geoplanning-60258	93	26	,	,	PUNCT
geoplanning-60258	93	27	2013	2013	NUM
geoplanning-60258	93	28	)	)	PUNCT
geoplanning-60258	93	29	.	.	PUNCT
geoplanning-60258	94	1	it	it	PRON
geoplanning-60258	94	2	is	be	AUX
geoplanning-60258	94	3	given	give	VERB
geoplanning-60258	94	4	by	by	ADP
geoplanning-60258	94	5	the	the	DET
geoplanning-60258	94	6	following	follow	VERB
geoplanning-60258	94	7	equation	equation	NOUN
geoplanning-60258	94	8	7	7	NUM
geoplanning-60258	94	9	:	:	PUNCT
geoplanning-60258	94	10	…	…	PUNCT
geoplanning-60258	94	11	…	…	PUNCT
geoplanning-60258	94	12	.	.	PUNCT
geoplanning-60258	95	1	(	(	PUNCT
geoplanning-60258	95	2	eq	eq	NOUN
geoplanning-60258	95	3	.	.	NOUN
geoplanning-60258	95	4	7	7	NUM
geoplanning-60258	95	5	)	)	PUNCT
geoplanning-60258	95	6	2.4.3	2.4.3	NUM
geoplanning-60258	95	7	.	.	PUNCT
geoplanning-60258	95	8	model	model	NOUN
geoplanning-60258	95	9	evaluation	evaluation	NOUN
geoplanning-60258	95	10	a	a	DET
geoplanning-60258	95	11	model	model	NOUN
geoplanning-60258	95	12	without	without	ADP
geoplanning-60258	95	13	validation	validation	NOUN
geoplanning-60258	95	14	criteria	criterion	NOUN
geoplanning-60258	95	15	is	be	AUX
geoplanning-60258	95	16	not	not	PART
geoplanning-60258	95	17	a	a	DET
geoplanning-60258	95	18	model	model	NOUN
geoplanning-60258	95	19	.	.	PUNCT
geoplanning-60258	96	1	the	the	DET
geoplanning-60258	96	2	performance	performance	NOUN
geoplanning-60258	96	3	of	of	ADP
geoplanning-60258	96	4	the	the	DET
geoplanning-60258	96	5	models	model	NOUN
geoplanning-60258	96	6	used	use	VERB
geoplanning-60258	96	7	in	in	ADP
geoplanning-60258	96	8	this	this	DET
geoplanning-60258	96	9	study	study	NOUN
geoplanning-60258	96	10	was	be	AUX
geoplanning-60258	96	11	evaluated	evaluate	VERB
geoplanning-60258	96	12	according	accord	VERB
geoplanning-60258	96	13	to	to	ADP
geoplanning-60258	96	14	two	two	NUM
geoplanning-60258	96	15	common	common	ADJ
geoplanning-60258	96	16	evaluation	evaluation	NOUN
geoplanning-60258	96	17	indicators	indicator	NOUN
geoplanning-60258	96	18	:	:	PUNCT
geoplanning-60258	96	19	the	the	DET
geoplanning-60258	96	20	correlation	correlation	NOUN
geoplanning-60258	96	21	coefficient	coefficient	NOUN
geoplanning-60258	96	22	(	(	PUNCT
geoplanning-60258	96	23	2r	2r	NUM
geoplanning-60258	96	24	)	)	PUNCT
geoplanning-60258	96	25	and	and	CCONJ
geoplanning-60258	96	26	the	the	DET
geoplanning-60258	96	27	root	root	NOUN
geoplanning-60258	96	28	mean	mean	VERB
geoplanning-60258	96	29	square	square	ADJ
geoplanning-60258	96	30	error	error	NOUN
geoplanning-60258	96	31	(	(	PUNCT
geoplanning-60258	96	32	)	)	PUNCT
geoplanning-60258	96	33	rmse	rmse	NOUN
geoplanning-60258	96	34	.	.	PUNCT
geoplanning-60258	97	1	a.	a.	NOUN
geoplanning-60258	98	1	the	the	DET
geoplanning-60258	98	2	correlation	correlation	NOUN
geoplanning-60258	98	3	coefficient	coefficient	VERB
geoplanning-60258	98	4	the	the	DET
geoplanning-60258	98	5	correlation	correlation	NOUN
geoplanning-60258	98	6	coefficient	coefficient	NOUN
geoplanning-60258	98	7	measures	measure	VERB
geoplanning-60258	98	8	the	the	DET
geoplanning-60258	98	9	relationship	relationship	NOUN
geoplanning-60258	98	10	degree	degree	NOUN
geoplanning-60258	98	11	between	between	ADP
geoplanning-60258	98	12	two	two	NUM
geoplanning-60258	98	13	variables	variable	NOUN
geoplanning-60258	98	14	.	.	PUNCT
geoplanning-60258	99	1	its	its	PRON
geoplanning-60258	99	2	value	value	NOUN
geoplanning-60258	99	3	ranges	range	VERB
geoplanning-60258	99	4	between	between	ADP
geoplanning-60258	99	5	-1	-1	PUNCT
geoplanning-60258	99	6	and	and	CCONJ
geoplanning-60258	99	7	+1	+1	PROPN
geoplanning-60258	99	8	.	.	PUNCT
geoplanning-60258	100	1	if	if	SCONJ
geoplanning-60258	100	2	it	it	PRON
geoplanning-60258	100	3	is	be	AUX
geoplanning-60258	100	4	near	near	ADP
geoplanning-60258	100	5	-1	-1	PUNCT
geoplanning-60258	100	6	or	or	CCONJ
geoplanning-60258	100	7	close	close	ADV
geoplanning-60258	100	8	to	to	ADP
geoplanning-60258	100	9	+1	+1	PROPN
geoplanning-60258	100	10	,	,	PUNCT
geoplanning-60258	100	11	it	it	PRON
geoplanning-60258	100	12	indicates	indicate	VERB
geoplanning-60258	100	13	that	that	SCONJ
geoplanning-60258	100	14	the	the	DET
geoplanning-60258	100	15	correlation	correlation	NOUN
geoplanning-60258	100	16	between	between	ADP
geoplanning-60258	100	17	two	two	NUM
geoplanning-60258	100	18	variables	variable	NOUN
geoplanning-60258	100	19	is	be	AUX
geoplanning-60258	100	20	strong	strong	ADJ
geoplanning-60258	100	21	.	.	PUNCT
geoplanning-60258	101	1	it	it	PRON
geoplanning-60258	101	2	is	be	AUX
geoplanning-60258	101	3	given	give	VERB
geoplanning-60258	101	4	by	by	ADP
geoplanning-60258	101	5	(	(	PUNCT
geoplanning-60258	101	6	equation	equation	NOUN
geoplanning-60258	101	7	8)	8)	NUM
geoplanning-60258	101	8	.	.	NOUN
geoplanning-60258	102	1	2	2	NUM
geoplanning-60258	102	2	1	1	NUM
geoplanning-60258	102	3	2	2	NUM
geoplanning-60258	102	4	2	2	NUM
geoplanning-60258	102	5	1	1	NUM
geoplanning-60258	102	6	1	1	NUM
geoplanning-60258	102	7	(	(	PUNCT
geoplanning-60258	102	8	)	)	PUNCT
geoplanning-60258	102	9	(	(	PUNCT
geoplanning-60258	102	10	)	)	PUNCT
geoplanning-60258	102	11	(	(	PUNCT
geoplanning-60258	102	12	)	)	PUNCT
geoplanning-60258	102	13	(	(	PUNCT
geoplanning-60258	102	14	)	)	PUNCT
geoplanning-60258	103	1	n	n	CCONJ
geoplanning-60258	103	2	i	i	PRON
geoplanning-60258	104	1	i	i	PRON
geoplanning-60258	104	2	i	i	VERB
geoplanning-60258	104	3	n	n	VERB
geoplanning-60258	104	4	n	n	NOUN
geoplanning-60258	105	1	i	i	PRON
geoplanning-60258	106	1	i	i	PRON
geoplanning-60258	107	1	i	i	PRON
geoplanning-60258	108	1	i	i	PRON
geoplanning-60258	108	2	t	t	VERB
geoplanning-60258	109	1	t	t	X
geoplanning-60258	109	2	y	y	PROPN
geoplanning-60258	109	3	y	y	PROPN
geoplanning-60258	109	4	r	r	NOUN
geoplanning-60258	109	5	t	t	PROPN
geoplanning-60258	109	6	t	t	X
geoplanning-60258	109	7	y	y	PROPN
geoplanning-60258	109	8	y	y	PROPN
geoplanning-60258	109	9	=	=	PUNCT
geoplanning-60258	109	10	=	=	PUNCT
geoplanning-60258	109	11	=	=	PUNCT
geoplanning-60258	110	1	−	−	NOUN
geoplanning-60258	110	2	−	−	PROPN
geoplanning-60258	111	1	=	=	SYM
geoplanning-60258	111	2	−	−	PROPN
geoplanning-60258	111	3			PROPN
geoplanning-60258	111	4	−	−	NOUN
geoplanning-60258	111	5			X
geoplanning-60258	111	6			X
geoplanning-60258	111	7			X
geoplanning-60258	111	8	…	…	PUNCT
geoplanning-60258	111	9	…	…	PUNCT
geoplanning-60258	111	10	…	…	SYM
geoplanning-60258	111	11	……	……	NOUN
geoplanning-60258	111	12	..	..	PUNCT
geoplanning-60258	111	13	(	(	PUNCT
geoplanning-60258	111	14	eq	eq	NOUN
geoplanning-60258	111	15	.	.	NOUN
geoplanning-60258	111	16	8)	8)	NUM
geoplanning-60258	111	17	where	where	SCONJ
geoplanning-60258	111	18	it	it	PRON
geoplanning-60258	111	19	and	and	CCONJ
geoplanning-60258	111	20	t	t	PROPN
geoplanning-60258	111	21	represent	represent	VERB
geoplanning-60258	111	22	the	the	DET
geoplanning-60258	111	23	in	in	ADP
geoplanning-60258	111	24	-	-	PUNCT
geoplanning-60258	111	25	situ	situ	NOUN
geoplanning-60258	111	26	measurements	measurement	NOUN
geoplanning-60258	111	27	and	and	CCONJ
geoplanning-60258	111	28	their	their	PRON
geoplanning-60258	111	29	average	average	ADJ
geoplanning-60258	111	30	,	,	PUNCT
geoplanning-60258	111	31	iy	iy	PROPN
geoplanning-60258	111	32	and	and	CCONJ
geoplanning-60258	111	33	y	y	PROPN
geoplanning-60258	111	34	represent	represent	VERB
geoplanning-60258	111	35	the	the	DET
geoplanning-60258	111	36	obtained	obtain	VERB
geoplanning-60258	111	37	values	value	NOUN
geoplanning-60258	111	38	from	from	ADP
geoplanning-60258	111	39	the	the	DET
geoplanning-60258	111	40	model	model	NOUN
geoplanning-60258	111	41	and	and	CCONJ
geoplanning-60258	111	42	their	their	PRON
geoplanning-60258	111	43	average	average	ADJ
geoplanning-60258	111	44	,	,	PUNCT
geoplanning-60258	111	45	n	n	PRON
geoplanning-60258	111	46	is	be	AUX
geoplanning-60258	111	47	the	the	DET
geoplanning-60258	111	48	observation	observation	NOUN
geoplanning-60258	111	49	number	number	NOUN
geoplanning-60258	111	50	.	.	PUNCT
geoplanning-60258	112	1	b.	b.	PROPN
geoplanning-60258	112	2	root	root	PROPN
geoplanning-60258	112	3	mean	mean	VERB
geoplanning-60258	112	4	square	square	ADJ
geoplanning-60258	112	5	error	error	NOUN
geoplanning-60258	112	6	(	(	PUNCT
geoplanning-60258	112	7	rmse	rmse	ADJ
geoplanning-60258	112	8	)	)	PUNCT
geoplanning-60258	112	9	rmse	rmse	NOUN
geoplanning-60258	112	10	is	be	AUX
geoplanning-60258	112	11	often	often	ADV
geoplanning-60258	112	12	used	use	VERB
geoplanning-60258	112	13	to	to	PART
geoplanning-60258	112	14	calculate	calculate	VERB
geoplanning-60258	112	15	the	the	DET
geoplanning-60258	112	16	difference	difference	NOUN
geoplanning-60258	112	17	between	between	ADP
geoplanning-60258	112	18	the	the	DET
geoplanning-60258	112	19	predicted	predict	VERB
geoplanning-60258	112	20	value	value	NOUN
geoplanning-60258	112	21	and	and	CCONJ
geoplanning-60258	112	22	the	the	DET
geoplanning-60258	112	23	observed	observed	ADJ
geoplanning-60258	112	24	value	value	NOUN
geoplanning-60258	112	25	.	.	PUNCT
geoplanning-60258	113	1	the	the	PRON
geoplanning-60258	113	2	smaller	small	ADJ
geoplanning-60258	113	3	the	the	DET
geoplanning-60258	113	4	rmse	rmse	NOUN
geoplanning-60258	113	5	value	value	NOUN
geoplanning-60258	113	6	,	,	PUNCT
geoplanning-60258	113	7	the	the	PRON
geoplanning-60258	113	8	smaller	small	ADJ
geoplanning-60258	113	9	the	the	DET
geoplanning-60258	113	10	distance	distance	NOUN
geoplanning-60258	113	11	between	between	ADP
geoplanning-60258	113	12	the	the	DET
geoplanning-60258	113	13	two	two	NUM
geoplanning-60258	113	14	values	value	NOUN
geoplanning-60258	113	15	(	(	PUNCT
geoplanning-60258	113	16	prediction	prediction	NOUN
geoplanning-60258	113	17	and	and	CCONJ
geoplanning-60258	113	18	observation	observation	NOUN
geoplanning-60258	113	19	)	)	PUNCT
geoplanning-60258	113	20	.	.	PUNCT
geoplanning-60258	114	1	rmse	rmse	PROPN
geoplanning-60258	114	2	can	can	AUX
geoplanning-60258	114	3	be	be	AUX
geoplanning-60258	114	4	calculated	calculate	VERB
geoplanning-60258	114	5	using	use	VERB
geoplanning-60258	114	6	equation	equation	NOUN
geoplanning-60258	114	7	9	9	NUM
geoplanning-60258	114	8	.	.	PUNCT
geoplanning-60258	114	9	,	,	PUNCT
geoplanning-60258	114	10	0	0	NUM
geoplanning-60258	114	11	(	(	PUNCT
geoplanning-60258	114	12	)	)	PUNCT
geoplanning-60258	114	13	max(0	max(0	NOUN
geoplanning-60258	114	14	,	,	PUNCT
geoplanning-60258	114	15	)	)	PUNCT
geoplanning-60258	114	16	,	,	PUNCT
geoplanning-60258	114	17	0	0	PUNCT
geoplanning-60258	114	18	x	x	SYM
geoplanning-60258	114	19	if	if	SCONJ
geoplanning-60258	114	20	x	x	X
geoplanning-60258	114	21	f	f	NOUN
geoplanning-60258	114	22	x	x	PUNCT
geoplanning-60258	114	23	x	x	X
geoplanning-60258	115	1	and	and	CCONJ
geoplanning-60258	115	2	x	x	SYM
geoplanning-60258	115	3	if	if	SCONJ
geoplanning-60258	115	4	x	x	PRON
geoplanning-60258	115	5			NOUN
geoplanning-60258	115	6			NOUN
geoplanning-60258	115	7	=	=	SYM
geoplanning-60258	115	8	=	=	SYM
geoplanning-60258	115	9			NUM
geoplanning-60258	115	10			NUM
geoplanning-60258	115	11			PROPN
geoplanning-60258	115	12	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	NUM
geoplanning-60258	115	13	frederick	frederick	PROPN
geoplanning-60258	115	14	et	et	PROPN
geoplanning-60258	116	1	al	al	PROPN
geoplanning-60258	116	2	.	.	PUNCT
geoplanning-60258	116	3	/	/	PUNCT
geoplanning-60258	116	4	geoplanning	geoplanning	NOUN
geoplanning-60258	116	5	:	:	PUNCT
geoplanning-60258	116	6	journal	journal	NOUN
geoplanning-60258	116	7	of	of	ADP
geoplanning-60258	116	8	geomatics	geomatics	PROPN
geoplanning-60258	116	9	and	and	CCONJ
geoplanning-60258	116	10	planning	planning	NOUN
geoplanning-60258	116	11	,	,	PUNCT
geoplanning-60258	116	12	vol	vol	NOUN
geoplanning-60258	116	13	12	12	NUM
geoplanning-60258	116	14	,	,	PUNCT
geoplanning-60258	116	15	no	no	DET
geoplanning-60258	116	16	1	1	NUM
geoplanning-60258	116	17	,	,	PUNCT
geoplanning-60258	116	18	2025	2025	NUM
geoplanning-60258	116	19	,	,	PUNCT
geoplanning-60258	116	20	45	45	NUM
geoplanning-60258	116	21	56	56	NUM
geoplanning-60258	116	22	doi	doi	NOUN
geoplanning-60258	116	23	:	:	PUNCT
geoplanning-60258	116	24	10.14710	10.14710	NUM
geoplanning-60258	116	25	/	/	SYM
geoplanning-60258	116	26	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	116	27	-	-	SYM
geoplanning-60258	116	28	56	56	NUM
geoplanning-60258	116	29	50	50	NUM
geoplanning-60258	116	30	2	2	NUM
geoplanning-60258	116	31	1	1	NUM
geoplanning-60258	116	32	(	(	PUNCT
geoplanning-60258	116	33	)	)	PUNCT
geoplanning-60258	116	34	n	n	CCONJ
geoplanning-60258	117	1	i	i	PRON
geoplanning-60258	118	1	i	i	PRON
geoplanning-60258	119	1	i	i	PRON
geoplanning-60258	119	2	t	t	VERB
geoplanning-60258	119	3	y	y	PROPN
geoplanning-60258	119	4	rmse	rmse	PROPN
geoplanning-60258	120	1	n	n	PROPN
geoplanning-60258	120	2	=	=	SYM
geoplanning-60258	120	3	−	−	PROPN
geoplanning-60258	120	4	=	=	SYM
geoplanning-60258	120	5			X
geoplanning-60258	120	6	…	…	PUNCT
geoplanning-60258	120	7	…	…	PUNCT
geoplanning-60258	120	8	…	…	PUNCT
geoplanning-60258	120	9	…	…	PUNCT
geoplanning-60258	120	10	……	……	NOUN
geoplanning-60258	120	11	……	……	NOUN
geoplanning-60258	120	12	……	……	NOUN
geoplanning-60258	120	13	(	(	PUNCT
geoplanning-60258	120	14	eq	eq	NOUN
geoplanning-60258	120	15	.	.	NOUN
geoplanning-60258	120	16	9	9	NUM
geoplanning-60258	120	17	)	)	PUNCT
geoplanning-60258	120	18	where	where	SCONJ
geoplanning-60258	120	19	it	it	PRON
geoplanning-60258	120	20	is	be	AUX
geoplanning-60258	120	21	the	the	DET
geoplanning-60258	120	22	in	in	ADP
geoplanning-60258	120	23	-	-	PUNCT
geoplanning-60258	120	24	situ	situ	NOUN
geoplanning-60258	120	25	measurement	measurement	NOUN
geoplanning-60258	120	26	of	of	ADP
geoplanning-60258	120	27	the	the	DET
geoplanning-60258	120	28	value	value	NOUN
geoplanning-60258	120	29	of	of	ADP
geoplanning-60258	120	30	the	the	DET
geoplanning-60258	120	31	water	water	NOUN
geoplanning-60258	120	32	quality	quality	NOUN
geoplanning-60258	120	33	parameter	parameter	NOUN
geoplanning-60258	120	34	,	,	PUNCT
geoplanning-60258	120	35	iy	iy	PROPN
geoplanning-60258	120	36	is	be	AUX
geoplanning-60258	120	37	the	the	DET
geoplanning-60258	120	38	prediction	prediction	NOUN
geoplanning-60258	120	39	from	from	ADP
geoplanning-60258	120	40	the	the	DET
geoplanning-60258	120	41	models	model	NOUN
geoplanning-60258	120	42	and	and	CCONJ
geoplanning-60258	120	43	n	n	PRON
geoplanning-60258	120	44	is	be	AUX
geoplanning-60258	120	45	the	the	DET
geoplanning-60258	120	46	observation	observation	NOUN
geoplanning-60258	120	47	number	number	NOUN
geoplanning-60258	120	48	.	.	PUNCT
geoplanning-60258	121	1	2.4.4	2.4.4	NUM
geoplanning-60258	121	2	.	.	PUNCT
geoplanning-60258	122	1	research	research	NOUN
geoplanning-60258	122	2	diagram	diagram	NOUN
geoplanning-60258	122	3	a	a	DET
geoplanning-60258	122	4	summary	summary	NOUN
geoplanning-60258	122	5	of	of	ADP
geoplanning-60258	122	6	the	the	DET
geoplanning-60258	122	7	methodology	methodology	NOUN
geoplanning-60258	122	8	used	use	VERB
geoplanning-60258	122	9	to	to	PART
geoplanning-60258	122	10	conduct	conduct	VERB
geoplanning-60258	122	11	this	this	DET
geoplanning-60258	122	12	research	research	NOUN
geoplanning-60258	122	13	is	be	AUX
geoplanning-60258	122	14	shown	show	VERB
geoplanning-60258	122	15	in	in	ADP
geoplanning-60258	122	16	figure	figure	NOUN
geoplanning-60258	122	17	3	3	NUM
geoplanning-60258	122	18	.	.	PUNCT
geoplanning-60258	123	1	the	the	DET
geoplanning-60258	123	2	images	image	NOUN
geoplanning-60258	123	3	used	use	VERB
geoplanning-60258	123	4	in	in	ADP
geoplanning-60258	123	5	this	this	DET
geoplanning-60258	123	6	study	study	NOUN
geoplanning-60258	123	7	were	be	AUX
geoplanning-60258	123	8	landsat8	landsat8	NOUN
geoplanning-60258	123	9	imagery	imagery	NOUN
geoplanning-60258	123	10	,	,	PUNCT
geoplanning-60258	123	11	downloaded	download	VERB
geoplanning-60258	123	12	from	from	ADP
geoplanning-60258	123	13	usgs	usgs	PROPN
geoplanning-60258	123	14	.	.	PUNCT
geoplanning-60258	124	1	when	when	SCONJ
geoplanning-60258	124	2	the	the	DET
geoplanning-60258	124	3	data	datum	NOUN
geoplanning-60258	124	4	were	be	AUX
geoplanning-60258	124	5	obtained	obtain	VERB
geoplanning-60258	124	6	,	,	PUNCT
geoplanning-60258	124	7	the	the	DET
geoplanning-60258	124	8	pre	pre	ADJ
geoplanning-60258	124	9	-	-	ADJ
geoplanning-60258	124	10	processing	processing	NOUN
geoplanning-60258	124	11	included	include	VERB
geoplanning-60258	124	12	the	the	DET
geoplanning-60258	124	13	atmospheric	atmospheric	ADJ
geoplanning-60258	124	14	correction	correction	NOUN
geoplanning-60258	124	15	,	,	PUNCT
geoplanning-60258	124	16	and	and	CCONJ
geoplanning-60258	124	17	the	the	DET
geoplanning-60258	124	18	extraction	extraction	NOUN
geoplanning-60258	124	19	of	of	ADP
geoplanning-60258	124	20	the	the	DET
geoplanning-60258	124	21	study	study	NOUN
geoplanning-60258	124	22	area	area	NOUN
geoplanning-60258	124	23	was	be	AUX
geoplanning-60258	124	24	performed	perform	VERB
geoplanning-60258	124	25	on	on	ADP
geoplanning-60258	124	26	the	the	DET
geoplanning-60258	124	27	qgis	qgis	PROPN
geoplanning-60258	124	28	software	software	NOUN
geoplanning-60258	124	29	.	.	PUNCT
geoplanning-60258	125	1	then	then	ADV
geoplanning-60258	125	2	,	,	PUNCT
geoplanning-60258	125	3	the	the	DET
geoplanning-60258	125	4	bands	band	NOUN
geoplanning-60258	125	5	2,3,4,5	2,3,4,5	NUM
geoplanning-60258	125	6	were	be	AUX
geoplanning-60258	125	7	selected	select	VERB
geoplanning-60258	125	8	and	and	CCONJ
geoplanning-60258	125	9	these	these	DET
geoplanning-60258	125	10	pixels	pixel	NOUN
geoplanning-60258	125	11	were	be	AUX
geoplanning-60258	125	12	extracted	extract	VERB
geoplanning-60258	125	13	because	because	SCONJ
geoplanning-60258	125	14	the	the	DET
geoplanning-60258	125	15	spectral	spectral	ADJ
geoplanning-60258	125	16	response	response	NOUN
geoplanning-60258	125	17	for	for	ADP
geoplanning-60258	125	18	these	these	DET
geoplanning-60258	125	19	bands	band	NOUN
geoplanning-60258	125	20	is	be	AUX
geoplanning-60258	125	21	related	relate	VERB
geoplanning-60258	125	22	to	to	ADP
geoplanning-60258	125	23	water	water	NOUN
geoplanning-60258	125	24	quality	quality	NOUN
geoplanning-60258	125	25	(	(	PUNCT
geoplanning-60258	125	26	jerry	jerry	PROPN
geoplanning-60258	125	27	et	et	PROPN
geoplanning-60258	125	28	al	al	PROPN
geoplanning-60258	125	29	.	.	PROPN
geoplanning-60258	125	30	,	,	PUNCT
geoplanning-60258	125	31	2019	2019	NUM
geoplanning-60258	125	32	)	)	PUNCT
geoplanning-60258	125	33	.	.	PUNCT
geoplanning-60258	126	1	the	the	DET
geoplanning-60258	126	2	pixels	pixel	NOUN
geoplanning-60258	126	3	extracted	extract	VERB
geoplanning-60258	126	4	from	from	ADP
geoplanning-60258	126	5	the	the	DET
geoplanning-60258	126	6	in	in	ADP
geoplanning-60258	126	7	-	-	PUNCT
geoplanning-60258	126	8	situ	situ	ADJ
geoplanning-60258	126	9	measurements	measurement	NOUN
geoplanning-60258	126	10	data	datum	NOUN
geoplanning-60258	126	11	were	be	AUX
geoplanning-60258	126	12	integrated	integrate	VERB
geoplanning-60258	126	13	into	into	ADP
geoplanning-60258	126	14	the	the	DET
geoplanning-60258	126	15	lstm	lstm	PROPN
geoplanning-60258	126	16	model	model	NOUN
geoplanning-60258	126	17	to	to	PART
geoplanning-60258	126	18	train	train	VERB
geoplanning-60258	126	19	the	the	DET
geoplanning-60258	126	20	network	network	NOUN
geoplanning-60258	126	21	.	.	PUNCT
geoplanning-60258	127	1	the	the	DET
geoplanning-60258	127	2	following	follow	VERB
geoplanning-60258	127	3	step	step	NOUN
geoplanning-60258	127	4	was	be	AUX
geoplanning-60258	127	5	to	to	PART
geoplanning-60258	127	6	evaluate	evaluate	VERB
geoplanning-60258	127	7	the	the	DET
geoplanning-60258	127	8	performance	performance	NOUN
geoplanning-60258	127	9	of	of	ADP
geoplanning-60258	127	10	the	the	DET
geoplanning-60258	127	11	lstm	lstm	PROPN
geoplanning-60258	127	12	model	model	NOUN
geoplanning-60258	127	13	using	use	VERB
geoplanning-60258	127	14	rmse	rmse	NOUN
geoplanning-60258	127	15	and	and	CCONJ
geoplanning-60258	127	16	r2	r2	PROPN
geoplanning-60258	127	17	to	to	PART
geoplanning-60258	127	18	choose	choose	VERB
geoplanning-60258	127	19	the	the	DET
geoplanning-60258	127	20	appropriate	appropriate	ADJ
geoplanning-60258	127	21	model	model	NOUN
geoplanning-60258	127	22	that	that	PRON
geoplanning-60258	127	23	will	will	AUX
geoplanning-60258	127	24	be	be	AUX
geoplanning-60258	127	25	used	use	VERB
geoplanning-60258	127	26	to	to	PART
geoplanning-60258	127	27	estimate	estimate	VERB
geoplanning-60258	127	28	the	the	DET
geoplanning-60258	127	29	conductivity	conductivity	NOUN
geoplanning-60258	127	30	and	and	CCONJ
geoplanning-60258	127	31	the	the	DET
geoplanning-60258	127	32	dissolved	dissolve	VERB
geoplanning-60258	127	33	oxygen	oxygen	NOUN
geoplanning-60258	127	34	in	in	ADP
geoplanning-60258	127	35	order	order	NOUN
geoplanning-60258	127	36	to	to	PART
geoplanning-60258	127	37	create	create	VERB
geoplanning-60258	127	38	the	the	DET
geoplanning-60258	127	39	map	map	NOUN
geoplanning-60258	127	40	distribution	distribution	NOUN
geoplanning-60258	127	41	of	of	ADP
geoplanning-60258	127	42	these	these	DET
geoplanning-60258	127	43	parameters	parameter	NOUN
geoplanning-60258	127	44	.	.	PUNCT
geoplanning-60258	128	1	figure	figure	VERB
geoplanning-60258	128	2	3	3	NUM
geoplanning-60258	128	3	.	.	PUNCT
geoplanning-60258	128	4	research	research	NOUN
geoplanning-60258	128	5	flow	flow	NOUN
geoplanning-60258	128	6	chart	chart	NOUN
geoplanning-60258	128	7	of	of	ADP
geoplanning-60258	128	8	the	the	DET
geoplanning-60258	128	9	study	study	NOUN
geoplanning-60258	128	10	3	3	NUM
geoplanning-60258	128	11	.	.	NOUN
geoplanning-60258	128	12	result	result	NOUN
geoplanning-60258	128	13	and	and	CCONJ
geoplanning-60258	128	14	discussion	discussion	NOUN
geoplanning-60258	128	15	this	this	DET
geoplanning-60258	128	16	section	section	NOUN
geoplanning-60258	128	17	presents	present	VERB
geoplanning-60258	128	18	the	the	DET
geoplanning-60258	128	19	findings	finding	NOUN
geoplanning-60258	128	20	derived	derive	VERB
geoplanning-60258	128	21	from	from	ADP
geoplanning-60258	128	22	the	the	DET
geoplanning-60258	128	23	application	application	NOUN
geoplanning-60258	128	24	of	of	ADP
geoplanning-60258	128	25	the	the	DET
geoplanning-60258	128	26	lstm	lstm	PROPN
geoplanning-60258	128	27	model	model	NOUN
geoplanning-60258	128	28	to	to	PART
geoplanning-60258	128	29	predict	predict	VERB
geoplanning-60258	128	30	water	water	NOUN
geoplanning-60258	128	31	quality	quality	NOUN
geoplanning-60258	128	32	parameters	parameter	NOUN
geoplanning-60258	128	33	,	,	PUNCT
geoplanning-60258	128	34	specifically	specifically	ADV
geoplanning-60258	128	35	conductivity	conductivity	NOUN
geoplanning-60258	128	36	and	and	CCONJ
geoplanning-60258	128	37	dissolved	dissolve	VERB
geoplanning-60258	128	38	oxygen	oxygen	NOUN
geoplanning-60258	128	39	,	,	PUNCT
geoplanning-60258	128	40	based	base	VERB
geoplanning-60258	128	41	on	on	ADP
geoplanning-60258	128	42	remote	remote	ADJ
geoplanning-60258	128	43	sensing	sense	VERB
geoplanning-60258	128	44	data	datum	NOUN
geoplanning-60258	128	45	.	.	PUNCT
geoplanning-60258	129	1	the	the	DET
geoplanning-60258	129	2	discussion	discussion	NOUN
geoplanning-60258	129	3	also	also	ADV
geoplanning-60258	129	4	covers	cover	VERB
geoplanning-60258	129	5	the	the	DET
geoplanning-60258	129	6	interpretation	interpretation	NOUN
geoplanning-60258	129	7	of	of	ADP
geoplanning-60258	129	8	the	the	DET
geoplanning-60258	129	9	results	result	NOUN
geoplanning-60258	129	10	in	in	ADP
geoplanning-60258	129	11	relation	relation	NOUN
geoplanning-60258	129	12	to	to	ADP
geoplanning-60258	129	13	the	the	DET
geoplanning-60258	129	14	objectives	objective	NOUN
geoplanning-60258	129	15	of	of	ADP
geoplanning-60258	129	16	the	the	DET
geoplanning-60258	129	17	study	study	NOUN
geoplanning-60258	129	18	.	.	PUNCT
geoplanning-60258	130	1	the	the	DET
geoplanning-60258	130	2	performance	performance	NOUN
geoplanning-60258	130	3	of	of	ADP
geoplanning-60258	130	4	the	the	DET
geoplanning-60258	130	5	model	model	NOUN
geoplanning-60258	130	6	is	be	AUX
geoplanning-60258	130	7	evaluated	evaluate	VERB
geoplanning-60258	130	8	using	use	VERB
geoplanning-60258	130	9	rmse	rmse	NOUN
geoplanning-60258	130	10	and	and	CCONJ
geoplanning-60258	130	11	r²	r²	VERB
geoplanning-60258	130	12	metrics	metric	NOUN
geoplanning-60258	130	13	to	to	PART
geoplanning-60258	130	14	assess	assess	VERB
geoplanning-60258	130	15	the	the	DET
geoplanning-60258	130	16	accuracy	accuracy	NOUN
geoplanning-60258	130	17	and	and	CCONJ
geoplanning-60258	130	18	reliability	reliability	NOUN
geoplanning-60258	130	19	of	of	ADP
geoplanning-60258	130	20	the	the	DET
geoplanning-60258	130	21	predictions	prediction	NOUN
geoplanning-60258	130	22	.	.	PUNCT
geoplanning-60258	131	1	the	the	DET
geoplanning-60258	131	2	results	result	NOUN
geoplanning-60258	131	3	are	be	AUX
geoplanning-60258	131	4	organized	organize	VERB
geoplanning-60258	131	5	in	in	ADP
geoplanning-60258	131	6	subsections	subsection	NOUN
geoplanning-60258	131	7	to	to	PART
geoplanning-60258	131	8	clearly	clearly	ADV
geoplanning-60258	131	9	explain	explain	VERB
geoplanning-60258	131	10	the	the	DET
geoplanning-60258	131	11	model	model	NOUN
geoplanning-60258	131	12	output	output	NOUN
geoplanning-60258	131	13	and	and	CCONJ
geoplanning-60258	131	14	its	its	PRON
geoplanning-60258	131	15	implications	implication	NOUN
geoplanning-60258	131	16	.	.	PUNCT
geoplanning-60258	132	1	3.1	3.1	NUM
geoplanning-60258	132	2	.	.	PUNCT
geoplanning-60258	132	3	result	result	VERB
geoplanning-60258	132	4	3.1.1	3.1.1	NUM
geoplanning-60258	132	5	.	.	PUNCT
geoplanning-60258	133	1	conductivity	conductivity	NOUN
geoplanning-60258	133	2	the	the	DET
geoplanning-60258	133	3	lstm	lstm	ADJ
geoplanning-60258	133	4	architecture	architecture	NOUN
geoplanning-60258	133	5	deep	deep	ADJ
geoplanning-60258	133	6	neural	neural	ADJ
geoplanning-60258	133	7	network	network	NOUN
geoplanning-60258	133	8	used	use	VERB
geoplanning-60258	133	9	for	for	ADP
geoplanning-60258	133	10	modeling	model	VERB
geoplanning-60258	133	11	the	the	DET
geoplanning-60258	133	12	conductivity	conductivity	NOUN
geoplanning-60258	133	13	of	of	ADP
geoplanning-60258	133	14	lake	lake	PROPN
geoplanning-60258	133	15	itasy	itasy	PROPN
geoplanning-60258	133	16	water	water	NOUN
geoplanning-60258	133	17	was	be	AUX
geoplanning-60258	133	18	constituted	constitute	VERB
geoplanning-60258	133	19	of	of	ADP
geoplanning-60258	133	20	20	20	NUM
geoplanning-60258	133	21	inputs	input	NOUN
geoplanning-60258	133	22	,	,	PUNCT
geoplanning-60258	133	23	3	3	NUM
geoplanning-60258	133	24	lstm	lstm	NOUN
geoplanning-60258	133	25	layers	layer	NOUN
geoplanning-60258	133	26	containing	contain	VERB
geoplanning-60258	133	27	15	15	NUM
geoplanning-60258	133	28	,	,	PUNCT
geoplanning-60258	133	29	24	24	NUM
geoplanning-60258	133	30	and	and	CCONJ
geoplanning-60258	133	31	16	16	NUM
geoplanning-60258	133	32	elements	element	NOUN
geoplanning-60258	133	33	respectively	respectively	ADV
geoplanning-60258	133	34	,	,	PUNCT
geoplanning-60258	133	35	followed	follow	VERB
geoplanning-60258	133	36	by	by	ADP
geoplanning-60258	133	37	2	2	NUM
geoplanning-60258	133	38	dense	dense	ADJ
geoplanning-60258	133	39	layers	layer	NOUN
geoplanning-60258	133	40	of	of	ADP
geoplanning-60258	133	41	20	20	NUM
geoplanning-60258	133	42	and	and	CCONJ
geoplanning-60258	133	43	10	10	NUM
geoplanning-60258	133	44	elements	element	NOUN
geoplanning-60258	133	45	,	,	PUNCT
geoplanning-60258	133	46	and	and	CCONJ
geoplanning-60258	133	47	by	by	ADP
geoplanning-60258	133	48	20	20	NUM
geoplanning-60258	133	49	output	output	NOUN
geoplanning-60258	133	50	layers	layer	NOUN
geoplanning-60258	133	51	.	.	PUNCT
geoplanning-60258	134	1	the	the	DET
geoplanning-60258	134	2	number	number	NOUN
geoplanning-60258	134	3	of	of	ADP
geoplanning-60258	134	4	epochs	epoch	NOUN
geoplanning-60258	134	5	was	be	AUX
geoplanning-60258	134	6	10000	10000	NUM
geoplanning-60258	134	7	.	.	PUNCT
geoplanning-60258	135	1	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	NUM
geoplanning-60258	135	2	frederick	frederick	PROPN
geoplanning-60258	135	3	et	et	PROPN
geoplanning-60258	135	4	al	al	PROPN
geoplanning-60258	135	5	.	.	PUNCT
geoplanning-60258	135	6	/	/	PUNCT
geoplanning-60258	135	7	geoplanning	geoplanning	NOUN
geoplanning-60258	135	8	:	:	PUNCT
geoplanning-60258	135	9	journal	journal	NOUN
geoplanning-60258	135	10	of	of	ADP
geoplanning-60258	135	11	geomatics	geomatics	PROPN
geoplanning-60258	135	12	and	and	CCONJ
geoplanning-60258	135	13	planning	planning	NOUN
geoplanning-60258	135	14	,	,	PUNCT
geoplanning-60258	135	15	vol	vol	NOUN
geoplanning-60258	135	16	12	12	NUM
geoplanning-60258	135	17	,	,	PUNCT
geoplanning-60258	135	18	no	no	DET
geoplanning-60258	135	19	1	1	NUM
geoplanning-60258	135	20	,	,	PUNCT
geoplanning-60258	135	21	2025	2025	NUM
geoplanning-60258	135	22	,	,	PUNCT
geoplanning-60258	135	23	45	45	NUM
geoplanning-60258	135	24	56	56	NUM
geoplanning-60258	135	25	doi	doi	NOUN
geoplanning-60258	135	26	:	:	PUNCT
geoplanning-60258	135	27	10.14710	10.14710	NUM
geoplanning-60258	135	28	/	/	SYM
geoplanning-60258	135	29	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	135	30	-	-	SYM
geoplanning-60258	135	31	56	56	NUM
geoplanning-60258	135	32	51	51	NUM
geoplanning-60258	135	33	figure	figure	NOUN
geoplanning-60258	135	34	4	4	NUM
geoplanning-60258	135	35	.	.	PUNCT
geoplanning-60258	135	36	in	in	ADP
geoplanning-60258	135	37	-	-	PUNCT
geoplanning-60258	135	38	situ	situ	ADJ
geoplanning-60258	135	39	measurements	measurement	NOUN
geoplanning-60258	135	40	and	and	CCONJ
geoplanning-60258	135	41	conductivity	conductivity	NOUN
geoplanning-60258	135	42	predicted	predict	VERB
geoplanning-60258	135	43	using	use	VERB
geoplanning-60258	135	44	the	the	DET
geoplanning-60258	135	45	adagrad	adagrad	ADJ
geoplanning-60258	135	46	optimization	optimization	NOUN
geoplanning-60258	135	47	figure	figure	NOUN
geoplanning-60258	135	48	5	5	NUM
geoplanning-60258	135	49	.	.	PUNCT
geoplanning-60258	135	50	in	in	ADP
geoplanning-60258	135	51	-	-	PUNCT
geoplanning-60258	135	52	situ	situ	ADJ
geoplanning-60258	135	53	measurements	measurement	NOUN
geoplanning-60258	135	54	and	and	CCONJ
geoplanning-60258	135	55	conductivity	conductivity	NOUN
geoplanning-60258	135	56	predicted	predict	VERB
geoplanning-60258	135	57	using	use	VERB
geoplanning-60258	135	58	the	the	DET
geoplanning-60258	135	59	rmsprop	rmsprop	NOUN
geoplanning-60258	135	60	optimization	optimization	NOUN
geoplanning-60258	135	61	the	the	DET
geoplanning-60258	135	62	curves	curve	NOUN
geoplanning-60258	135	63	in	in	ADP
geoplanning-60258	135	64	the	the	DET
geoplanning-60258	135	65	figure	figure	NOUN
geoplanning-60258	135	66	4	4	NUM
geoplanning-60258	135	67	show	show	VERB
geoplanning-60258	135	68	the	the	DET
geoplanning-60258	135	69	in	in	ADP
geoplanning-60258	135	70	-	-	PUNCT
geoplanning-60258	135	71	situ	situ	NOUN
geoplanning-60258	135	72	measurement	measurement	NOUN
geoplanning-60258	135	73	conductivity	conductivity	NOUN
geoplanning-60258	135	74	and	and	CCONJ
geoplanning-60258	135	75	the	the	DET
geoplanning-60258	135	76	predicted	predict	VERB
geoplanning-60258	135	77	conductivity	conductivity	NOUN
geoplanning-60258	135	78	from	from	ADP
geoplanning-60258	135	79	this	this	DET
geoplanning-60258	135	80	architecture	architecture	NOUN
geoplanning-60258	135	81	with	with	ADP
geoplanning-60258	135	82	the	the	DET
geoplanning-60258	135	83	adagrad	adagrad	ADJ
geoplanning-60258	135	84	optimization	optimization	NOUN
geoplanning-60258	135	85	.	.	PUNCT
geoplanning-60258	136	1	the	the	DET
geoplanning-60258	136	2	correlation	correlation	NOUN
geoplanning-60258	136	3	coefficient	coefficient	NOUN
geoplanning-60258	136	4	between	between	ADP
geoplanning-60258	136	5	the	the	DET
geoplanning-60258	136	6	two	two	NUM
geoplanning-60258	136	7	values	value	NOUN
geoplanning-60258	136	8	was	be	AUX
geoplanning-60258	136	9	0.500	0.500	NUM
geoplanning-60258	136	10	.	.	PUNCT
geoplanning-60258	137	1	it	it	PRON
geoplanning-60258	137	2	can	can	AUX
geoplanning-60258	137	3	be	be	AUX
geoplanning-60258	137	4	concluded	conclude	VERB
geoplanning-60258	137	5	that	that	SCONJ
geoplanning-60258	137	6	the	the	DET
geoplanning-60258	137	7	model	model	NOUN
geoplanning-60258	137	8	is	be	AUX
geoplanning-60258	137	9	inadequate	inadequate	ADJ
geoplanning-60258	137	10	.	.	PUNCT
geoplanning-60258	138	1	the	the	DET
geoplanning-60258	138	2	figure	figure	NOUN
geoplanning-60258	138	3	5	5	NUM
geoplanning-60258	138	4	shows	show	VERB
geoplanning-60258	138	5	the	the	DET
geoplanning-60258	138	6	measured	measured	ADJ
geoplanning-60258	138	7	conductivity	conductivity	NOUN
geoplanning-60258	138	8	and	and	CCONJ
geoplanning-60258	138	9	the	the	DET
geoplanning-60258	138	10	predicted	predict	VERB
geoplanning-60258	138	11	conductivity	conductivity	NOUN
geoplanning-60258	138	12	when	when	SCONJ
geoplanning-60258	138	13	the	the	DET
geoplanning-60258	138	14	rmsprop	rmsprop	NOUN
geoplanning-60258	138	15	optimization	optimization	NOUN
geoplanning-60258	138	16	was	be	AUX
geoplanning-60258	138	17	used	use	VERB
geoplanning-60258	138	18	.	.	PUNCT
geoplanning-60258	139	1	this	this	PRON
geoplanning-60258	139	2	is	be	AUX
geoplanning-60258	139	3	an	an	DET
geoplanning-60258	139	4	acceptable	acceptable	ADJ
geoplanning-60258	139	5	model	model	NOUN
geoplanning-60258	139	6	with	with	ADP
geoplanning-60258	139	7	a	a	DET
geoplanning-60258	139	8	correspondence	correspondence	NOUN
geoplanning-60258	139	9	rate	rate	NOUN
geoplanning-60258	139	10	of	of	ADP
geoplanning-60258	139	11	85.9	85.9	NUM
geoplanning-60258	139	12	%	%	NOUN
geoplanning-60258	139	13	between	between	ADP
geoplanning-60258	139	14	the	the	DET
geoplanning-60258	139	15	in	in	ADP
geoplanning-60258	139	16	-	-	PUNCT
geoplanning-60258	139	17	situ	situ	NOUN
geoplanning-60258	139	18	values	value	NOUN
geoplanning-60258	139	19	and	and	CCONJ
geoplanning-60258	139	20	the	the	DET
geoplanning-60258	139	21	predicted	predict	VERB
geoplanning-60258	139	22	values	value	NOUN
geoplanning-60258	139	23	.	.	PUNCT
geoplanning-60258	140	1	figure	figure	VERB
geoplanning-60258	140	2	6	6	NUM
geoplanning-60258	140	3	.	.	PUNCT
geoplanning-60258	141	1	in	in	ADP
geoplanning-60258	141	2	-	-	PUNCT
geoplanning-60258	141	3	situ	situ	ADJ
geoplanning-60258	141	4	measurements	measurement	NOUN
geoplanning-60258	141	5	and	and	CCONJ
geoplanning-60258	141	6	conductivity	conductivity	NOUN
geoplanning-60258	141	7	predicted	predict	VERB
geoplanning-60258	141	8	using	use	VERB
geoplanning-60258	141	9	the	the	DET
geoplanning-60258	141	10	adam	adam	PROPN
geoplanning-60258	141	11	optimization	optimization	NOUN
geoplanning-60258	141	12	after	after	ADP
geoplanning-60258	141	13	changing	change	VERB
geoplanning-60258	141	14	the	the	DET
geoplanning-60258	141	15	optimization	optimization	NOUN
geoplanning-60258	141	16	algorithm	algorithm	NOUN
geoplanning-60258	141	17	to	to	ADP
geoplanning-60258	141	18	adam	adam	PROPN
geoplanning-60258	141	19	,	,	PUNCT
geoplanning-60258	141	20	the	the	DET
geoplanning-60258	141	21	similarity	similarity	NOUN
geoplanning-60258	141	22	between	between	ADP
geoplanning-60258	141	23	measured	measure	VERB
geoplanning-60258	141	24	conductivity	conductivity	NOUN
geoplanning-60258	141	25	and	and	CCONJ
geoplanning-60258	141	26	predicted	predict	VERB
geoplanning-60258	141	27	conductivity	conductivity	NOUN
geoplanning-60258	141	28	was	be	AUX
geoplanning-60258	141	29	obtained	obtain	VERB
geoplanning-60258	141	30	as	as	SCONJ
geoplanning-60258	141	31	shown	show	VERB
geoplanning-60258	141	32	in	in	ADP
geoplanning-60258	141	33	the	the	DET
geoplanning-60258	141	34	figure	figure	NOUN
geoplanning-60258	141	35	6	6	NUM
geoplanning-60258	141	36	.	.	PUNCT
geoplanning-60258	142	1	with	with	ADP
geoplanning-60258	142	2	a	a	DET
geoplanning-60258	142	3	99.3	99.3	NUM
geoplanning-60258	142	4	%	%	NOUN
geoplanning-60258	142	5	correspondence	correspondence	NOUN
geoplanning-60258	142	6	between	between	ADP
geoplanning-60258	142	7	two	two	NUM
geoplanning-60258	142	8	values	value	NOUN
geoplanning-60258	142	9	,	,	PUNCT
geoplanning-60258	142	10	the	the	DET
geoplanning-60258	142	11	model	model	NOUN
geoplanning-60258	142	12	is	be	AUX
geoplanning-60258	142	13	appropriate	appropriate	ADJ
geoplanning-60258	142	14	.	.	PUNCT
geoplanning-60258	143	1	the	the	DET
geoplanning-60258	143	2	performance	performance	NOUN
geoplanning-60258	143	3	of	of	ADP
geoplanning-60258	143	4	the	the	DET
geoplanning-60258	143	5	model	model	NOUN
geoplanning-60258	143	6	according	accord	VERB
geoplanning-60258	143	7	to	to	ADP
geoplanning-60258	143	8	the	the	DET
geoplanning-60258	143	9	optimization	optimization	NOUN
geoplanning-60258	143	10	algorithm	algorithm	NOUN
geoplanning-60258	143	11	is	be	AUX
geoplanning-60258	143	12	given	give	VERB
geoplanning-60258	143	13	in	in	ADP
geoplanning-60258	143	14	table	table	NOUN
geoplanning-60258	143	15	2	2	NUM
geoplanning-60258	143	16	.	.	PUNCT
geoplanning-60258	143	17	according	accord	VERB
geoplanning-60258	143	18	to	to	ADP
geoplanning-60258	143	19	this	this	DET
geoplanning-60258	143	20	table	table	NOUN
geoplanning-60258	143	21	,	,	PUNCT
geoplanning-60258	143	22	the	the	DET
geoplanning-60258	143	23	best	good	ADJ
geoplanning-60258	143	24	optimization	optimization	NOUN
geoplanning-60258	143	25	algorithm	algorithm	NOUN
geoplanning-60258	143	26	that	that	PRON
geoplanning-60258	143	27	can	can	AUX
geoplanning-60258	143	28	be	be	AUX
geoplanning-60258	143	29	used	use	VERB
geoplanning-60258	143	30	to	to	PART
geoplanning-60258	143	31	model	model	VERB
geoplanning-60258	143	32	the	the	DET
geoplanning-60258	143	33	conductivity	conductivity	NOUN
geoplanning-60258	143	34	of	of	ADP
geoplanning-60258	143	35	lake	lake	NOUN
geoplanning-60258	143	36	itasy	itasy	PROPN
geoplanning-60258	143	37	is	be	AUX
geoplanning-60258	143	38	the	the	DET
geoplanning-60258	143	39	adam	adam	PROPN
geoplanning-60258	143	40	optimization	optimization	NOUN
geoplanning-60258	143	41	algorithm	algorithm	NOUN
geoplanning-60258	143	42	since	since	SCONJ
geoplanning-60258	143	43	the	the	DET
geoplanning-60258	143	44	correlation	correlation	NOUN
geoplanning-60258	143	45	between	between	ADP
geoplanning-60258	143	46	collected	collect	VERB
geoplanning-60258	143	47	values	value	NOUN
geoplanning-60258	143	48	and	and	CCONJ
geoplanning-60258	143	49	estimated	estimate	VERB
geoplanning-60258	143	50	values	value	NOUN
geoplanning-60258	143	51	is	be	AUX
geoplanning-60258	143	52	high	high	ADJ
geoplanning-60258	143	53	(	(	PUNCT
geoplanning-60258	143	54	r²=0.993	r²=0.993	NOUN
geoplanning-60258	143	55	)	)	PUNCT
geoplanning-60258	143	56	and	and	CCONJ
geoplanning-60258	143	57	the	the	DET
geoplanning-60258	143	58	rmse	rmse	ADJ
geoplanning-60258	143	59	value	value	NOUN
geoplanning-60258	143	60	is	be	AUX
geoplanning-60258	143	61	weak	weak	ADJ
geoplanning-60258	143	62	(	(	PUNCT
geoplanning-60258	143	63	rmse=0.898	rmse=0.898	NUM
geoplanning-60258	143	64	)	)	PUNCT
geoplanning-60258	143	65	.	.	PUNCT
geoplanning-60258	144	1	table	table	NOUN
geoplanning-60258	144	2	2	2	NUM
geoplanning-60258	144	3	.	.	PUNCT
geoplanning-60258	144	4	model	model	NOUN
geoplanning-60258	144	5	performance	performance	NOUN
geoplanning-60258	144	6	optimization	optimization	NOUN
geoplanning-60258	144	7	algorithm	algorithm	NOUN
geoplanning-60258	144	8	r²	r²	NOUN
geoplanning-60258	144	9	rmse	rmse	PROPN
geoplanning-60258	144	10	adagrad	adagrad	NOUN
geoplanning-60258	144	11	0.500	0.500	NUM
geoplanning-60258	144	12	6.940	6.940	NUM
geoplanning-60258	144	13	rmsprop	rmsprop	NOUN
geoplanning-60258	144	14	0.859	0.859	NUM
geoplanning-60258	144	15	4.432	4.432	NUM
geoplanning-60258	144	16	adam	adam	PROPN
geoplanning-60258	144	17	0.993	0.993	NUM
geoplanning-60258	144	18	0.898	0.898	NUM
geoplanning-60258	144	19	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	NUM
geoplanning-60258	144	20	frederick	frederick	PROPN
geoplanning-60258	144	21	et	et	PROPN
geoplanning-60258	144	22	al	al	PROPN
geoplanning-60258	144	23	.	.	PUNCT
geoplanning-60258	144	24	/	/	PUNCT
geoplanning-60258	144	25	geoplanning	geoplanning	NOUN
geoplanning-60258	144	26	:	:	PUNCT
geoplanning-60258	144	27	journal	journal	NOUN
geoplanning-60258	144	28	of	of	ADP
geoplanning-60258	144	29	geomatics	geomatics	PROPN
geoplanning-60258	144	30	and	and	CCONJ
geoplanning-60258	144	31	planning	planning	NOUN
geoplanning-60258	144	32	,	,	PUNCT
geoplanning-60258	144	33	vol	vol	NOUN
geoplanning-60258	144	34	12	12	NUM
geoplanning-60258	144	35	,	,	PUNCT
geoplanning-60258	144	36	no	no	DET
geoplanning-60258	144	37	1	1	NUM
geoplanning-60258	144	38	,	,	PUNCT
geoplanning-60258	144	39	2025	2025	NUM
geoplanning-60258	144	40	,	,	PUNCT
geoplanning-60258	144	41	45	45	NUM
geoplanning-60258	144	42	56	56	NUM
geoplanning-60258	144	43	doi	doi	NOUN
geoplanning-60258	144	44	:	:	PUNCT
geoplanning-60258	144	45	10.14710	10.14710	NUM
geoplanning-60258	144	46	/	/	SYM
geoplanning-60258	144	47	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	144	48	-	-	SYM
geoplanning-60258	144	49	56	56	NUM
geoplanning-60258	144	50	52	52	NUM
geoplanning-60258	144	51	the	the	DET
geoplanning-60258	144	52	figure	figure	NOUN
geoplanning-60258	144	53	7	7	NUM
geoplanning-60258	144	54	shows	show	VERB
geoplanning-60258	144	55	the	the	DET
geoplanning-60258	144	56	estimation	estimation	NOUN
geoplanning-60258	144	57	of	of	ADP
geoplanning-60258	144	58	the	the	DET
geoplanning-60258	144	59	conductivity	conductivity	NOUN
geoplanning-60258	144	60	of	of	ADP
geoplanning-60258	144	61	lake	lake	NOUN
geoplanning-60258	144	62	itasy	itasy	PROPN
geoplanning-60258	144	63	using	use	VERB
geoplanning-60258	144	64	lstm	lstm	NOUN
geoplanning-60258	144	65	with	with	ADP
geoplanning-60258	144	66	the	the	DET
geoplanning-60258	144	67	adam	adam	PROPN
geoplanning-60258	144	68	optimization	optimization	NOUN
geoplanning-60258	144	69	.	.	PUNCT
geoplanning-60258	145	1	the	the	DET
geoplanning-60258	145	2	spatial	spatial	ADJ
geoplanning-60258	145	3	distribution	distribution	NOUN
geoplanning-60258	145	4	of	of	ADP
geoplanning-60258	145	5	water	water	NOUN
geoplanning-60258	145	6	conductivity	conductivity	NOUN
geoplanning-60258	145	7	ranged	range	VERB
geoplanning-60258	145	8	from	from	ADP
geoplanning-60258	145	9	46.8	46.8	NUM
geoplanning-60258	145	10	µs.cm-1	µs.cm-1	PROPN
geoplanning-60258	145	11	to	to	ADP
geoplanning-60258	145	12	66.5	66.5	NUM
geoplanning-60258	145	13	µs.cm-1	µs.cm-1	PROPN
geoplanning-60258	145	14	.	.	PUNCT
geoplanning-60258	146	1	it	it	PRON
geoplanning-60258	146	2	indicates	indicate	VERB
geoplanning-60258	146	3	that	that	SCONJ
geoplanning-60258	146	4	the	the	DET
geoplanning-60258	146	5	lake	lake	PROPN
geoplanning-60258	146	6	itasy	itasy	PROPN
geoplanning-60258	146	7	water	water	PROPN
geoplanning-60258	146	8	respects	respect	VERB
geoplanning-60258	146	9	the	the	DET
geoplanning-60258	146	10	malagasy	malagasy	PROPN
geoplanning-60258	146	11	norm	norm	NOUN
geoplanning-60258	146	12	which	which	PRON
geoplanning-60258	146	13	is	be	AUX
geoplanning-60258	146	14	inferior	inferior	ADJ
geoplanning-60258	146	15	to	to	ADP
geoplanning-60258	146	16	250	250	NUM
geoplanning-60258	146	17	µs.cm-1	µs.cm-1	PROPN
geoplanning-60258	146	18	,	,	PUNCT
geoplanning-60258	146	19	and	and	CCONJ
geoplanning-60258	146	20	that	that	SCONJ
geoplanning-60258	146	21	it	it	PRON
geoplanning-60258	146	22	is	be	AUX
geoplanning-60258	146	23	of	of	ADP
geoplanning-60258	146	24	good	good	ADJ
geoplanning-60258	146	25	quality	quality	NOUN
geoplanning-60258	146	26	(	(	PUNCT
geoplanning-60258	146	27	class	class	NOUN
geoplanning-60258	146	28	a	a	NOUN
geoplanning-60258	146	29	)	)	PUNCT
geoplanning-60258	146	30	(	(	PUNCT
geoplanning-60258	146	31	water	water	NOUN
geoplanning-60258	146	32	surface	surface	NOUN
geoplanning-60258	146	33	classifications	classification	NOUN
geoplanning-60258	146	34	according	accord	VERB
geoplanning-60258	146	35	to	to	ADP
geoplanning-60258	146	36	decree	decree	NOUN
geoplanning-60258	146	37	n	n	CCONJ
geoplanning-60258	146	38	°	°	ADP
geoplanning-60258	146	39	2003/464	2003/464	NOUN
geoplanning-60258	146	40	in	in	ADP
geoplanning-60258	146	41	15/04/03	15/04/03	PROPN
geoplanning-60258	146	42	)	)	PUNCT
geoplanning-60258	146	43	.	.	PUNCT
geoplanning-60258	147	1	figure	figure	VERB
geoplanning-60258	147	2	7	7	NUM
geoplanning-60258	147	3	.	.	NOUN
geoplanning-60258	147	4	map	map	VERB
geoplanning-60258	147	5	distribution	distribution	NOUN
geoplanning-60258	147	6	of	of	ADP
geoplanning-60258	147	7	the	the	DET
geoplanning-60258	147	8	conductivity	conductivity	NOUN
geoplanning-60258	147	9	of	of	ADP
geoplanning-60258	147	10	lake	lake	PROPN
geoplanning-60258	147	11	itasy	itasy	PROPN
geoplanning-60258	147	12	(	(	PUNCT
geoplanning-60258	147	13	05/25/2020	05/25/2020	NUM
geoplanning-60258	147	14	)	)	PUNCT
geoplanning-60258	147	15	3.1.2	3.1.2	NUM
geoplanning-60258	147	16	.	.	PUNCT
geoplanning-60258	148	1	dissolved	dissolve	VERB
geoplanning-60258	148	2	oxygen	oxygen	NOUN
geoplanning-60258	148	3	on	on	ADP
geoplanning-60258	148	4	the	the	DET
geoplanning-60258	148	5	other	other	ADJ
geoplanning-60258	148	6	hand	hand	NOUN
geoplanning-60258	148	7	,	,	PUNCT
geoplanning-60258	148	8	for	for	ADP
geoplanning-60258	148	9	the	the	DET
geoplanning-60258	148	10	modeling	modeling	NOUN
geoplanning-60258	148	11	of	of	ADP
geoplanning-60258	148	12	the	the	DET
geoplanning-60258	148	13	lake	lake	NOUN
geoplanning-60258	148	14	itasy	itasy	PROPN
geoplanning-60258	148	15	dissolved	dissolve	VERB
geoplanning-60258	148	16	oxygen	oxygen	NOUN
geoplanning-60258	148	17	concentration	concentration	NOUN
geoplanning-60258	148	18	,	,	PUNCT
geoplanning-60258	148	19	an	an	DET
geoplanning-60258	148	20	architecture	architecture	NOUN
geoplanning-60258	148	21	composed	compose	VERB
geoplanning-60258	148	22	of	of	ADP
geoplanning-60258	148	23	18	18	NUM
geoplanning-60258	148	24	inputs	input	NOUN
geoplanning-60258	148	25	,	,	PUNCT
geoplanning-60258	148	26	3	3	NUM
geoplanning-60258	148	27	lstm	lstm	NOUN
geoplanning-60258	148	28	hidden	hide	VERB
geoplanning-60258	148	29	layers	layer	NOUN
geoplanning-60258	148	30	of	of	ADP
geoplanning-60258	148	31	33	33	NUM
geoplanning-60258	148	32	,	,	PUNCT
geoplanning-60258	148	33	23	23	NUM
geoplanning-60258	148	34	and	and	CCONJ
geoplanning-60258	148	35	15	15	NUM
geoplanning-60258	148	36	elements	element	NOUN
geoplanning-60258	148	37	,	,	PUNCT
geoplanning-60258	148	38	2	2	NUM
geoplanning-60258	148	39	dense	dense	ADJ
geoplanning-60258	148	40	layers	layer	NOUN
geoplanning-60258	148	41	of	of	ADP
geoplanning-60258	148	42	17	17	NUM
geoplanning-60258	148	43	and	and	CCONJ
geoplanning-60258	148	44	15	15	NUM
geoplanning-60258	148	45	elements	element	NOUN
geoplanning-60258	148	46	and	and	CCONJ
geoplanning-60258	148	47	one	one	NUM
geoplanning-60258	148	48	output	output	NOUN
geoplanning-60258	148	49	layer	layer	NOUN
geoplanning-60258	148	50	of	of	ADP
geoplanning-60258	148	51	18	18	NUM
geoplanning-60258	148	52	elements	element	NOUN
geoplanning-60258	148	53	was	be	AUX
geoplanning-60258	148	54	constructed	construct	VERB
geoplanning-60258	148	55	.	.	PUNCT
geoplanning-60258	149	1	the	the	DET
geoplanning-60258	149	2	number	number	NOUN
geoplanning-60258	149	3	of	of	ADP
geoplanning-60258	149	4	iterations	iteration	NOUN
geoplanning-60258	149	5	was	be	AUX
geoplanning-60258	149	6	10000	10000	NUM
geoplanning-60258	149	7	.	.	PUNCT
geoplanning-60258	150	1	figure	figure	NOUN
geoplanning-60258	150	2	8	8	NUM
geoplanning-60258	150	3	.	.	PUNCT
geoplanning-60258	151	1	in	in	ADP
geoplanning-60258	151	2	-	-	PUNCT
geoplanning-60258	151	3	situ	situ	NOUN
geoplanning-60258	151	4	measurements	measurement	NOUN
geoplanning-60258	151	5	and	and	CCONJ
geoplanning-60258	151	6	dissolved	dissolve	VERB
geoplanning-60258	151	7	oxygen	oxygen	NOUN
geoplanning-60258	151	8	concentration	concentration	NOUN
geoplanning-60258	151	9	predicted	predict	VERB
geoplanning-60258	151	10	using	use	VERB
geoplanning-60258	151	11	the	the	DET
geoplanning-60258	151	12	adagrad	adagrad	ADJ
geoplanning-60258	151	13	optimization	optimization	NOUN
geoplanning-60258	151	14	figure	figure	NOUN
geoplanning-60258	151	15	9	9	NUM
geoplanning-60258	151	16	.	.	PUNCT
geoplanning-60258	152	1	in	in	ADP
geoplanning-60258	152	2	-	-	PUNCT
geoplanning-60258	152	3	situ	situ	NOUN
geoplanning-60258	152	4	measurements	measurement	NOUN
geoplanning-60258	152	5	and	and	CCONJ
geoplanning-60258	152	6	dissolved	dissolve	VERB
geoplanning-60258	152	7	oxygen	oxygen	NOUN
geoplanning-60258	152	8	concentration	concentration	NOUN
geoplanning-60258	152	9	predicted	predict	VERB
geoplanning-60258	152	10	using	use	VERB
geoplanning-60258	152	11	the	the	DET
geoplanning-60258	152	12	rmsprop	rmsprop	NOUN
geoplanning-60258	152	13	optimization	optimization	NOUN
geoplanning-60258	152	14	the	the	DET
geoplanning-60258	152	15	dissolved	dissolve	VERB
geoplanning-60258	152	16	oxygen	oxygen	NOUN
geoplanning-60258	152	17	concentration	concentration	NOUN
geoplanning-60258	152	18	measured	measure	VERB
geoplanning-60258	152	19	in	in	ADP
geoplanning-60258	152	20	situ	situ	NOUN
geoplanning-60258	152	21	and	and	CCONJ
geoplanning-60258	152	22	the	the	DET
geoplanning-60258	152	23	dissolved	dissolve	VERB
geoplanning-60258	152	24	oxygen	oxygen	NOUN
geoplanning-60258	152	25	concentration	concentration	NOUN
geoplanning-60258	152	26	estimated	estimate	VERB
geoplanning-60258	152	27	using	use	VERB
geoplanning-60258	152	28	the	the	DET
geoplanning-60258	152	29	adagrad	adagrad	ADJ
geoplanning-60258	152	30	optimization	optimization	NOUN
geoplanning-60258	152	31	are	be	AUX
geoplanning-60258	152	32	represented	represent	VERB
geoplanning-60258	152	33	in	in	ADP
geoplanning-60258	152	34	figure	figure	NOUN
geoplanning-60258	152	35	8	8	NUM
geoplanning-60258	152	36	.	.	PUNCT
geoplanning-60258	153	1	it	it	PRON
geoplanning-60258	153	2	is	be	AUX
geoplanning-60258	153	3	an	an	DET
geoplanning-60258	153	4	acceptable	acceptable	ADJ
geoplanning-60258	153	5	model	model	NOUN
geoplanning-60258	153	6	as	as	ADP
geoplanning-60258	153	7	the	the	DET
geoplanning-60258	153	8	correlation	correlation	NOUN
geoplanning-60258	153	9	coefficient	coefficient	NOUN
geoplanning-60258	153	10	between	between	ADP
geoplanning-60258	153	11	measured	measure	VERB
geoplanning-60258	153	12	values	value	NOUN
geoplanning-60258	153	13	and	and	CCONJ
geoplanning-60258	153	14	predicted	predict	VERB
geoplanning-60258	153	15	values	value	NOUN
geoplanning-60258	153	16	is	be	AUX
geoplanning-60258	153	17	0.775	0.775	NUM
geoplanning-60258	153	18	.	.	PUNCT
geoplanning-60258	154	1	the	the	DET
geoplanning-60258	154	2	figure	figure	NOUN
geoplanning-60258	154	3	9	9	NUM
geoplanning-60258	154	4	shows	show	VERB
geoplanning-60258	154	5	the	the	DET
geoplanning-60258	154	6	measurements	measurement	NOUN
geoplanning-60258	154	7	of	of	ADP
geoplanning-60258	154	8	the	the	DET
geoplanning-60258	154	9	dissolved	dissolve	VERB
geoplanning-60258	154	10	oxygen	oxygen	NOUN
geoplanning-60258	154	11	concentration	concentration	NOUN
geoplanning-60258	154	12	collected	collect	VERB
geoplanning-60258	154	13	in	in	ADP
geoplanning-60258	154	14	situ	situ	NOUN
geoplanning-60258	154	15	and	and	CCONJ
geoplanning-60258	154	16	the	the	DET
geoplanning-60258	154	17	concentrations	concentration	NOUN
geoplanning-60258	154	18	predicted	predict	VERB
geoplanning-60258	154	19	by	by	ADP
geoplanning-60258	154	20	replacing	replace	VERB
geoplanning-60258	154	21	the	the	DET
geoplanning-60258	154	22	adagrad	adagrad	ADJ
geoplanning-60258	154	23	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	NUM
geoplanning-60258	154	24	frederick	frederick	PROPN
geoplanning-60258	154	25	et	et	PROPN
geoplanning-60258	154	26	al	al	PROPN
geoplanning-60258	154	27	.	.	PUNCT
geoplanning-60258	154	28	/	/	PUNCT
geoplanning-60258	154	29	geoplanning	geoplanning	NOUN
geoplanning-60258	154	30	:	:	PUNCT
geoplanning-60258	154	31	journal	journal	NOUN
geoplanning-60258	154	32	of	of	ADP
geoplanning-60258	154	33	geomatics	geomatics	PROPN
geoplanning-60258	154	34	and	and	CCONJ
geoplanning-60258	154	35	planning	planning	NOUN
geoplanning-60258	154	36	,	,	PUNCT
geoplanning-60258	154	37	vol	vol	NOUN
geoplanning-60258	154	38	12	12	NUM
geoplanning-60258	154	39	,	,	PUNCT
geoplanning-60258	154	40	no	no	DET
geoplanning-60258	154	41	1	1	NUM
geoplanning-60258	154	42	,	,	PUNCT
geoplanning-60258	154	43	2025	2025	NUM
geoplanning-60258	154	44	,	,	PUNCT
geoplanning-60258	154	45	45	45	NUM
geoplanning-60258	154	46	56	56	NUM
geoplanning-60258	154	47	doi	doi	NOUN
geoplanning-60258	154	48	:	:	PUNCT
geoplanning-60258	154	49	10.14710	10.14710	NUM
geoplanning-60258	154	50	/	/	SYM
geoplanning-60258	154	51	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	154	52	-	-	SYM
geoplanning-60258	154	53	56	56	NUM
geoplanning-60258	154	54	53	53	NUM
geoplanning-60258	154	55	optimization	optimization	NOUN
geoplanning-60258	154	56	by	by	ADP
geoplanning-60258	154	57	rmsprop	rmsprop	NOUN
geoplanning-60258	154	58	.	.	PUNCT
geoplanning-60258	155	1	according	accord	VERB
geoplanning-60258	155	2	to	to	ADP
geoplanning-60258	155	3	this	this	DET
geoplanning-60258	155	4	figure	figure	NOUN
geoplanning-60258	155	5	,	,	PUNCT
geoplanning-60258	155	6	the	the	DET
geoplanning-60258	155	7	concentrations	concentration	NOUN
geoplanning-60258	155	8	measured	measure	VERB
geoplanning-60258	155	9	are	be	AUX
geoplanning-60258	155	10	almost	almost	ADV
geoplanning-60258	155	11	similar	similar	ADJ
geoplanning-60258	155	12	to	to	ADP
geoplanning-60258	155	13	the	the	DET
geoplanning-60258	155	14	concentrations	concentration	NOUN
geoplanning-60258	155	15	estimated	estimate	VERB
geoplanning-60258	155	16	,	,	PUNCT
geoplanning-60258	155	17	with	with	ADP
geoplanning-60258	155	18	a	a	DET
geoplanning-60258	155	19	92.5	92.5	NUM
geoplanning-60258	155	20	%	%	NOUN
geoplanning-60258	155	21	correspondence	correspondence	NOUN
geoplanning-60258	155	22	.	.	PUNCT
geoplanning-60258	156	1	thus	thus	ADV
geoplanning-60258	156	2	,	,	PUNCT
geoplanning-60258	156	3	this	this	DET
geoplanning-60258	156	4	combination	combination	NOUN
geoplanning-60258	156	5	can	can	AUX
geoplanning-60258	156	6	be	be	AUX
geoplanning-60258	156	7	considered	consider	VERB
geoplanning-60258	156	8	to	to	PART
geoplanning-60258	156	9	be	be	AUX
geoplanning-60258	156	10	a	a	DET
geoplanning-60258	156	11	good	good	ADJ
geoplanning-60258	156	12	model	model	NOUN
geoplanning-60258	156	13	.	.	PUNCT
geoplanning-60258	157	1	the	the	DET
geoplanning-60258	157	2	curves	curve	NOUN
geoplanning-60258	157	3	in	in	ADP
geoplanning-60258	157	4	the	the	DET
geoplanning-60258	157	5	figure	figure	NOUN
geoplanning-60258	157	6	10	10	NUM
geoplanning-60258	157	7	show	show	VERB
geoplanning-60258	157	8	the	the	DET
geoplanning-60258	157	9	collected	collect	VERB
geoplanning-60258	157	10	data	datum	NOUN
geoplanning-60258	157	11	on	on	ADP
geoplanning-60258	157	12	the	the	DET
geoplanning-60258	157	13	dissolved	dissolve	VERB
geoplanning-60258	157	14	oxygen	oxygen	NOUN
geoplanning-60258	157	15	concentration	concentration	NOUN
geoplanning-60258	157	16	and	and	CCONJ
geoplanning-60258	157	17	the	the	DET
geoplanning-60258	157	18	estimations	estimation	NOUN
geoplanning-60258	157	19	when	when	SCONJ
geoplanning-60258	157	20	the	the	DET
geoplanning-60258	157	21	optimization	optimization	NOUN
geoplanning-60258	157	22	is	be	AUX
geoplanning-60258	157	23	adam	adam	PROPN
geoplanning-60258	157	24	.	.	PUNCT
geoplanning-60258	158	1	they	they	PRON
geoplanning-60258	158	2	are	be	AUX
geoplanning-60258	158	3	in	in	ADP
geoplanning-60258	158	4	good	good	ADJ
geoplanning-60258	158	5	concordance	concordance	NOUN
geoplanning-60258	158	6	,	,	PUNCT
geoplanning-60258	158	7	with	with	ADP
geoplanning-60258	158	8	a	a	DET
geoplanning-60258	158	9	correlation	correlation	NOUN
geoplanning-60258	158	10	coefficient	coefficient	NOUN
geoplanning-60258	158	11	of	of	ADP
geoplanning-60258	158	12	0.997	0.997	NUM
geoplanning-60258	158	13	,	,	PUNCT
geoplanning-60258	158	14	the	the	DET
geoplanning-60258	158	15	model	model	NOUN
geoplanning-60258	158	16	is	be	AUX
geoplanning-60258	158	17	then	then	ADV
geoplanning-60258	158	18	adequate	adequate	ADJ
geoplanning-60258	158	19	.	.	PUNCT
geoplanning-60258	159	1	figure	figure	NOUN
geoplanning-60258	159	2	10	10	NUM
geoplanning-60258	159	3	.	.	PUNCT
geoplanning-60258	160	1	in	in	ADP
geoplanning-60258	160	2	-	-	PUNCT
geoplanning-60258	160	3	situ	situ	NOUN
geoplanning-60258	160	4	measurements	measurement	NOUN
geoplanning-60258	160	5	and	and	CCONJ
geoplanning-60258	160	6	dissolved	dissolve	VERB
geoplanning-60258	160	7	oxygen	oxygen	NOUN
geoplanning-60258	160	8	concentration	concentration	NOUN
geoplanning-60258	160	9	predicted	predict	VERB
geoplanning-60258	160	10	using	use	VERB
geoplanning-60258	160	11	the	the	DET
geoplanning-60258	160	12	adam	adam	PROPN
geoplanning-60258	160	13	optimization	optimization	NOUN
geoplanning-60258	160	14	table	table	NOUN
geoplanning-60258	160	15	3	3	NUM
geoplanning-60258	160	16	.	.	PUNCT
geoplanning-60258	160	17	model	model	NOUN
geoplanning-60258	160	18	performance	performance	NOUN
geoplanning-60258	160	19	optimization	optimization	NOUN
geoplanning-60258	160	20	algorithm	algorithm	NOUN
geoplanning-60258	160	21	r²	r²	NOUN
geoplanning-60258	160	22	rmse	rmse	PROPN
geoplanning-60258	160	23	adagrad	adagrad	ADJ
geoplanning-60258	160	24	0.775	0.775	NUM
geoplanning-60258	160	25	0.683	0.683	NUM
geoplanning-60258	160	26	rmsprop	rmsprop	NOUN
geoplanning-60258	160	27	0.925	0.925	NUM
geoplanning-60258	160	28	0.417	0.417	NUM
geoplanning-60258	160	29	adam	adam	NOUN
geoplanning-60258	160	30	0.977	0.977	NUM
geoplanning-60258	160	31	0.228	0.228	NUM
geoplanning-60258	160	32	table	table	NOUN
geoplanning-60258	160	33	3	3	NUM
geoplanning-60258	160	34	depicts	depict	VERB
geoplanning-60258	160	35	the	the	DET
geoplanning-60258	160	36	performance	performance	NOUN
geoplanning-60258	160	37	of	of	ADP
geoplanning-60258	160	38	the	the	DET
geoplanning-60258	160	39	model	model	NOUN
geoplanning-60258	160	40	according	accord	VERB
geoplanning-60258	160	41	to	to	ADP
geoplanning-60258	160	42	the	the	DET
geoplanning-60258	160	43	optimization	optimization	NOUN
geoplanning-60258	160	44	algorithm	algorithm	NOUN
geoplanning-60258	160	45	.	.	PUNCT
geoplanning-60258	161	1	this	this	DET
geoplanning-60258	161	2	table	table	NOUN
geoplanning-60258	161	3	indicates	indicate	VERB
geoplanning-60258	161	4	that	that	SCONJ
geoplanning-60258	161	5	the	the	DET
geoplanning-60258	161	6	lstm	lstm	ADJ
geoplanning-60258	161	7	architecture	architecture	NOUN
geoplanning-60258	161	8	utilizing	utilize	VERB
geoplanning-60258	161	9	the	the	DET
geoplanning-60258	161	10	adam	adam	PROPN
geoplanning-60258	161	11	optimization	optimization	NOUN
geoplanning-60258	161	12	is	be	AUX
geoplanning-60258	161	13	the	the	DET
geoplanning-60258	161	14	most	most	ADV
geoplanning-60258	161	15	adapted	adapted	ADJ
geoplanning-60258	161	16	model	model	NOUN
geoplanning-60258	161	17	to	to	PART
geoplanning-60258	161	18	estimate	estimate	VERB
geoplanning-60258	161	19	the	the	DET
geoplanning-60258	161	20	dissolved	dissolved	ADJ
geoplanning-60258	161	21	oxygen	oxygen	NOUN
geoplanning-60258	161	22	concentrations	concentration	NOUN
geoplanning-60258	161	23	of	of	ADP
geoplanning-60258	161	24	lake	lake	PROPN
geoplanning-60258	161	25	itasy	itasy	PROPN
geoplanning-60258	161	26	.	.	PUNCT
geoplanning-60258	162	1	figure	figure	VERB
geoplanning-60258	162	2	11	11	NUM
geoplanning-60258	162	3	.	.	PUNCT
geoplanning-60258	163	1	map	map	VERB
geoplanning-60258	163	2	distribution	distribution	NOUN
geoplanning-60258	163	3	of	of	ADP
geoplanning-60258	163	4	dissolved	dissolved	ADJ
geoplanning-60258	163	5	oxygen	oxygen	NOUN
geoplanning-60258	163	6	of	of	ADP
geoplanning-60258	163	7	lake	lake	PROPN
geoplanning-60258	163	8	itasy	itasy	PROPN
geoplanning-60258	163	9	(	(	PUNCT
geoplanning-60258	163	10	05/25/2020	05/25/2020	NUM
geoplanning-60258	163	11	)	)	PUNCT
geoplanning-60258	163	12	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	NUM
geoplanning-60258	163	13	frederick	frederick	PROPN
geoplanning-60258	163	14	et	et	PROPN
geoplanning-60258	163	15	al	al	PROPN
geoplanning-60258	163	16	.	.	PUNCT
geoplanning-60258	163	17	/	/	PUNCT
geoplanning-60258	163	18	geoplanning	geoplanning	NOUN
geoplanning-60258	163	19	:	:	PUNCT
geoplanning-60258	163	20	journal	journal	NOUN
geoplanning-60258	163	21	of	of	ADP
geoplanning-60258	163	22	geomatics	geomatics	PROPN
geoplanning-60258	163	23	and	and	CCONJ
geoplanning-60258	163	24	planning	planning	NOUN
geoplanning-60258	163	25	,	,	PUNCT
geoplanning-60258	163	26	vol	vol	NOUN
geoplanning-60258	163	27	12	12	NUM
geoplanning-60258	163	28	,	,	PUNCT
geoplanning-60258	163	29	no	no	DET
geoplanning-60258	163	30	1	1	NUM
geoplanning-60258	163	31	,	,	PUNCT
geoplanning-60258	163	32	2025	2025	NUM
geoplanning-60258	163	33	,	,	PUNCT
geoplanning-60258	163	34	45	45	NUM
geoplanning-60258	163	35	56	56	NUM
geoplanning-60258	163	36	doi	doi	NOUN
geoplanning-60258	163	37	:	:	PUNCT
geoplanning-60258	163	38	10.14710	10.14710	NUM
geoplanning-60258	163	39	/	/	SYM
geoplanning-60258	163	40	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	163	41	-	-	SYM
geoplanning-60258	163	42	56	56	NUM
geoplanning-60258	163	43	54	54	NUM
geoplanning-60258	163	44	the	the	DET
geoplanning-60258	163	45	spatial	spatial	ADJ
geoplanning-60258	163	46	distribution	distribution	NOUN
geoplanning-60258	163	47	of	of	ADP
geoplanning-60258	163	48	surface	surface	NOUN
geoplanning-60258	163	49	water	water	NOUN
geoplanning-60258	163	50	dissolved	dissolve	VERB
geoplanning-60258	163	51	oxygen	oxygen	NOUN
geoplanning-60258	163	52	of	of	ADP
geoplanning-60258	163	53	lake	lake	NOUN
geoplanning-60258	163	54	itasy	itasy	PROPN
geoplanning-60258	163	55	is	be	AUX
geoplanning-60258	163	56	shown	show	VERB
geoplanning-60258	163	57	in	in	ADP
geoplanning-60258	163	58	the	the	DET
geoplanning-60258	163	59	figure	figure	NOUN
geoplanning-60258	163	60	11	11	NUM
geoplanning-60258	163	61	after	after	ADP
geoplanning-60258	163	62	applying	apply	VERB
geoplanning-60258	163	63	the	the	DET
geoplanning-60258	163	64	best	good	ADJ
geoplanning-60258	163	65	model	model	NOUN
geoplanning-60258	163	66	,	,	PUNCT
geoplanning-60258	163	67	dated	date	VERB
geoplanning-60258	163	68	may	may	PROPN
geoplanning-60258	163	69	25th	25th	NOUN
geoplanning-60258	163	70	2020	2020	NUM
geoplanning-60258	163	71	.	.	PUNCT
geoplanning-60258	164	1	regarding	regard	VERB
geoplanning-60258	164	2	the	the	DET
geoplanning-60258	164	3	lake	lake	PROPN
geoplanning-60258	164	4	itasy	itasy	PROPN
geoplanning-60258	164	5	water	water	PROPN
geoplanning-60258	164	6	class	class	NOUN
geoplanning-60258	164	7	,	,	PUNCT
geoplanning-60258	164	8	it	it	PRON
geoplanning-60258	164	9	is	be	AUX
geoplanning-60258	164	10	good	good	ADJ
geoplanning-60258	164	11	because	because	SCONJ
geoplanning-60258	164	12	the	the	DET
geoplanning-60258	164	13	concentration	concentration	NOUN
geoplanning-60258	164	14	of	of	ADP
geoplanning-60258	164	15	dissolved	dissolve	VERB
geoplanning-60258	164	16	oxygen	oxygen	NOUN
geoplanning-60258	164	17	is	be	AUX
geoplanning-60258	164	18	superior	superior	ADJ
geoplanning-60258	164	19	to	to	ADP
geoplanning-60258	164	20	5	5	NUM
geoplanning-60258	164	21	mg	mg	NOUN
geoplanning-60258	164	22	/	/	SYM
geoplanning-60258	164	23	l	l	NOUN
geoplanning-60258	164	24	everywhere	everywhere	ADV
geoplanning-60258	164	25	(	(	PUNCT
geoplanning-60258	164	26	water	water	NOUN
geoplanning-60258	164	27	surface	surface	NOUN
geoplanning-60258	164	28	classifications	classification	NOUN
geoplanning-60258	164	29	according	accord	VERB
geoplanning-60258	164	30	to	to	ADP
geoplanning-60258	164	31	the	the	DET
geoplanning-60258	164	32	decree	decree	NOUN
geoplanning-60258	164	33	n	n	CCONJ
geoplanning-60258	164	34	°	°	ADP
geoplanning-60258	164	35	2003/464	2003/464	NOUN
geoplanning-60258	164	36	in	in	ADP
geoplanning-60258	164	37	15/04/03	15/04/03	PROPN
geoplanning-60258	164	38	)	)	PUNCT
geoplanning-60258	164	39	.	.	PUNCT
geoplanning-60258	165	1	3.2	3.2	NUM
geoplanning-60258	165	2	.	.	PUNCT
geoplanning-60258	165	3	discussion	discussion	NOUN
geoplanning-60258	165	4	the	the	DET
geoplanning-60258	165	5	focus	focus	NOUN
geoplanning-60258	165	6	of	of	ADP
geoplanning-60258	165	7	the	the	DET
geoplanning-60258	165	8	present	present	ADJ
geoplanning-60258	165	9	study	study	NOUN
geoplanning-60258	165	10	was	be	AUX
geoplanning-60258	165	11	to	to	PART
geoplanning-60258	165	12	compare	compare	VERB
geoplanning-60258	165	13	the	the	DET
geoplanning-60258	165	14	performances	performance	NOUN
geoplanning-60258	165	15	of	of	ADP
geoplanning-60258	165	16	the	the	DET
geoplanning-60258	165	17	lstm	lstm	NOUN
geoplanning-60258	165	18	model	model	NOUN
geoplanning-60258	165	19	when	when	SCONJ
geoplanning-60258	165	20	the	the	DET
geoplanning-60258	165	21	optimization	optimization	NOUN
geoplanning-60258	165	22	algorithm	algorithm	NOUN
geoplanning-60258	165	23	was	be	AUX
geoplanning-60258	165	24	changed	change	VERB
geoplanning-60258	165	25	while	while	SCONJ
geoplanning-60258	165	26	keeping	keep	VERB
geoplanning-60258	165	27	the	the	DET
geoplanning-60258	165	28	numbers	number	NOUN
geoplanning-60258	165	29	of	of	ADP
geoplanning-60258	165	30	lstm	lstm	ADJ
geoplanning-60258	165	31	layers	layer	NOUN
geoplanning-60258	165	32	and	and	CCONJ
geoplanning-60258	165	33	the	the	DET
geoplanning-60258	165	34	epoch	epoch	ADJ
geoplanning-60258	165	35	number	number	NOUN
geoplanning-60258	165	36	.	.	PUNCT
geoplanning-60258	166	1	the	the	DET
geoplanning-60258	166	2	results	result	NOUN
geoplanning-60258	166	3	showed	show	VERB
geoplanning-60258	166	4	that	that	SCONJ
geoplanning-60258	166	5	the	the	DET
geoplanning-60258	166	6	lstm	lstm	PROPN
geoplanning-60258	166	7	model	model	NOUN
geoplanning-60258	166	8	using	use	VERB
geoplanning-60258	166	9	a	a	DET
geoplanning-60258	166	10	rectified	rectified	ADJ
geoplanning-60258	166	11	linear	linear	NOUN
geoplanning-60258	166	12	unit	unit	NOUN
geoplanning-60258	166	13	(	(	PUNCT
geoplanning-60258	166	14	relu	relu	NOUN
geoplanning-60258	166	15	)	)	PUNCT
geoplanning-60258	166	16	activation	activation	NOUN
geoplanning-60258	166	17	function	function	NOUN
geoplanning-60258	166	18	and	and	CCONJ
geoplanning-60258	166	19	the	the	DET
geoplanning-60258	166	20	adam	adam	PROPN
geoplanning-60258	166	21	optimizer	optimizer	NOUN
geoplanning-60258	166	22	was	be	AUX
geoplanning-60258	166	23	the	the	DET
geoplanning-60258	166	24	best	good	ADJ
geoplanning-60258	166	25	model	model	NOUN
geoplanning-60258	166	26	with	with	ADP
geoplanning-60258	166	27	a	a	DET
geoplanning-60258	166	28	high	high	ADJ
geoplanning-60258	166	29	-	-	PUNCT
geoplanning-60258	166	30	level	level	NOUN
geoplanning-60258	166	31	r²	r²	NOUN
geoplanning-60258	166	32	.	.	PUNCT
geoplanning-60258	167	1	this	this	DET
geoplanning-60258	167	2	result	result	NOUN
geoplanning-60258	167	3	is	be	AUX
geoplanning-60258	167	4	in	in	ADP
geoplanning-60258	167	5	accordance	accordance	NOUN
geoplanning-60258	167	6	with	with	ADP
geoplanning-60258	167	7	the	the	DET
geoplanning-60258	167	8	research	research	NOUN
geoplanning-60258	167	9	of	of	ADP
geoplanning-60258	167	10	dheda	dheda	PROPN
geoplanning-60258	167	11	&	&	CCONJ
geoplanning-60258	167	12	cheng	cheng	PROPN
geoplanning-60258	167	13	(	(	PUNCT
geoplanning-60258	167	14	2020	2020	NUM
geoplanning-60258	167	15	)	)	PUNCT
geoplanning-60258	167	16	based	base	VERB
geoplanning-60258	167	17	on	on	ADP
geoplanning-60258	167	18	both	both	PRON
geoplanning-60258	167	19	multivariate	multivariate	VERB
geoplanning-60258	167	20	single	single	ADJ
geoplanning-60258	167	21	and	and	CCONJ
geoplanning-60258	167	22	multiple	multiple	ADJ
geoplanning-60258	167	23	step	step	NOUN
geoplanning-60258	167	24	lstm	lstm	NOUN
geoplanning-60258	167	25	models	model	NOUN
geoplanning-60258	167	26	using	use	VERB
geoplanning-60258	167	27	relu	relu	NOUN
geoplanning-60258	167	28	activation	activation	NOUN
geoplanning-60258	167	29	and	and	CCONJ
geoplanning-60258	167	30	rmsprop	rmsprop	NOUN
geoplanning-60258	167	31	optimizer	optimizer	NOUN
geoplanning-60258	167	32	,	,	PUNCT
geoplanning-60258	167	33	and	and	CCONJ
geoplanning-60258	167	34	confirmed	confirm	VERB
geoplanning-60258	167	35	the	the	DET
geoplanning-60258	167	36	abilities	ability	NOUN
geoplanning-60258	167	37	of	of	ADP
geoplanning-60258	167	38	the	the	DET
geoplanning-60258	167	39	lstm	lstm	PROPN
geoplanning-60258	167	40	model	model	NOUN
geoplanning-60258	167	41	in	in	ADP
geoplanning-60258	167	42	water	water	NOUN
geoplanning-60258	167	43	quality	quality	NOUN
geoplanning-60258	167	44	prediction	prediction	NOUN
geoplanning-60258	167	45	(	(	PUNCT
geoplanning-60258	167	46	a	a	DET
geoplanning-60258	167	47	et	et	NOUN
geoplanning-60258	167	48	al	al	PROPN
geoplanning-60258	167	49	.	.	PROPN
geoplanning-60258	167	50	,	,	PUNCT
geoplanning-60258	167	51	2021	2021	NUM
geoplanning-60258	167	52	;	;	PUNCT
geoplanning-60258	167	53	liu	liu	PROPN
geoplanning-60258	167	54	et	et	PROPN
geoplanning-60258	167	55	al	al	PROPN
geoplanning-60258	167	56	.	.	PROPN
geoplanning-60258	167	57	,	,	PUNCT
geoplanning-60258	167	58	2019	2019	NUM
geoplanning-60258	167	59	;	;	PUNCT
geoplanning-60258	168	1	wang	wang	PROPN
geoplanning-60258	168	2	et	et	PROPN
geoplanning-60258	168	3	al	al	PROPN
geoplanning-60258	168	4	.	.	PROPN
geoplanning-60258	168	5	,	,	PUNCT
geoplanning-60258	168	6	2023	2023	NUM
geoplanning-60258	168	7	;	;	PUNCT
geoplanning-60258	168	8	wang	wang	PROPN
geoplanning-60258	168	9	et	et	PROPN
geoplanning-60258	168	10	al	al	PROPN
geoplanning-60258	168	11	.	.	PROPN
geoplanning-60258	168	12	,	,	PUNCT
geoplanning-60258	168	13	2017	2017	NUM
geoplanning-60258	168	14	)	)	PUNCT
geoplanning-60258	168	15	.	.	PUNCT
geoplanning-60258	169	1	one	one	NUM
geoplanning-60258	169	2	weakness	weakness	NOUN
geoplanning-60258	169	3	of	of	ADP
geoplanning-60258	169	4	this	this	DET
geoplanning-60258	169	5	work	work	NOUN
geoplanning-60258	169	6	was	be	AUX
geoplanning-60258	169	7	that	that	SCONJ
geoplanning-60258	169	8	the	the	DET
geoplanning-60258	169	9	number	number	NOUN
geoplanning-60258	169	10	of	of	ADP
geoplanning-60258	169	11	data	datum	NOUN
geoplanning-60258	169	12	collections	collection	NOUN
geoplanning-60258	169	13	was	be	AUX
geoplanning-60258	169	14	little	little	ADJ
geoplanning-60258	169	15	.	.	PUNCT
geoplanning-60258	170	1	this	this	DET
geoplanning-60258	170	2	study	study	NOUN
geoplanning-60258	170	3	is	be	AUX
geoplanning-60258	170	4	a	a	DET
geoplanning-60258	170	5	further	further	ADJ
geoplanning-60258	170	6	response	response	NOUN
geoplanning-60258	170	7	to	to	ADP
geoplanning-60258	170	8	various	various	ADJ
geoplanning-60258	170	9	studies	study	NOUN
geoplanning-60258	170	10	that	that	PRON
geoplanning-60258	170	11	have	have	AUX
geoplanning-60258	170	12	been	be	AUX
geoplanning-60258	170	13	conducted	conduct	VERB
geoplanning-60258	170	14	previously	previously	ADV
geoplanning-60258	170	15	by	by	ADP
geoplanning-60258	170	16	gao	gao	PROPN
geoplanning-60258	170	17	(	(	PUNCT
geoplanning-60258	170	18	2024	2024	NUM
geoplanning-60258	170	19	)	)	PUNCT
geoplanning-60258	170	20	;	;	PUNCT
geoplanning-60258	170	21	jerry	jerry	PROPN
geoplanning-60258	170	22	et	et	PROPN
geoplanning-60258	170	23	al	al	PROPN
geoplanning-60258	170	24	.	.	PROPN
geoplanning-60258	171	1	(	(	PUNCT
geoplanning-60258	171	2	2018	2018	NUM
geoplanning-60258	171	3	,	,	PUNCT
geoplanning-60258	171	4	2019	2019	NUM
geoplanning-60258	171	5	)	)	PUNCT
geoplanning-60258	171	6	;	;	PUNCT
geoplanning-60258	171	7	ness	ness	PROPN
geoplanning-60258	171	8	et	et	PROPN
geoplanning-60258	171	9	al	al	PROPN
geoplanning-60258	171	10	.	.	PROPN
geoplanning-60258	172	1	(	(	PUNCT
geoplanning-60258	172	2	2025	2025	NUM
geoplanning-60258	172	3	)	)	PUNCT
geoplanning-60258	172	4	;	;	PUNCT
geoplanning-60258	172	5	and	and	CCONJ
geoplanning-60258	172	6	srivastava	srivastava	PROPN
geoplanning-60258	172	7	et	et	PROPN
geoplanning-60258	172	8	al	al	PROPN
geoplanning-60258	172	9	.	.	PROPN
geoplanning-60258	173	1	(	(	PUNCT
geoplanning-60258	173	2	2024	2024	NUM
geoplanning-60258	173	3	)	)	PUNCT
geoplanning-60258	173	4	.	.	PUNCT
geoplanning-60258	174	1	although	although	SCONJ
geoplanning-60258	174	2	these	these	DET
geoplanning-60258	174	3	studies	study	NOUN
geoplanning-60258	174	4	have	have	AUX
geoplanning-60258	174	5	made	make	VERB
geoplanning-60258	174	6	important	important	ADJ
geoplanning-60258	174	7	contributions	contribution	NOUN
geoplanning-60258	174	8	to	to	ADP
geoplanning-60258	174	9	water	water	NOUN
geoplanning-60258	174	10	quality	quality	NOUN
geoplanning-60258	174	11	assessment	assessment	NOUN
geoplanning-60258	174	12	through	through	ADP
geoplanning-60258	174	13	the	the	DET
geoplanning-60258	174	14	use	use	NOUN
geoplanning-60258	174	15	of	of	ADP
geoplanning-60258	174	16	remote	remote	ADJ
geoplanning-60258	174	17	sensing	sensing	NOUN
geoplanning-60258	174	18	and	and	CCONJ
geoplanning-60258	174	19	deep	deep	ADJ
geoplanning-60258	174	20	learning	learning	NOUN
geoplanning-60258	174	21	models	model	NOUN
geoplanning-60258	174	22	,	,	PUNCT
geoplanning-60258	174	23	none	none	NOUN
geoplanning-60258	174	24	have	have	AUX
geoplanning-60258	174	25	specifically	specifically	ADV
geoplanning-60258	174	26	utilized	utilize	VERB
geoplanning-60258	174	27	the	the	DET
geoplanning-60258	174	28	use	use	NOUN
geoplanning-60258	174	29	of	of	ADP
geoplanning-60258	174	30	lstm	lstm	NOUN
geoplanning-60258	174	31	in	in	ADP
geoplanning-60258	174	32	temporally	temporally	ADV
geoplanning-60258	174	33	modeling	model	VERB
geoplanning-60258	174	34	water	water	NOUN
geoplanning-60258	174	35	quality	quality	NOUN
geoplanning-60258	174	36	.	.	PUNCT
geoplanning-60258	175	1	the	the	DET
geoplanning-60258	175	2	use	use	NOUN
geoplanning-60258	175	3	of	of	ADP
geoplanning-60258	175	4	lstm	lstm	NOUN
geoplanning-60258	175	5	in	in	ADP
geoplanning-60258	175	6	this	this	DET
geoplanning-60258	175	7	study	study	NOUN
geoplanning-60258	175	8	provides	provide	VERB
geoplanning-60258	175	9	a	a	DET
geoplanning-60258	175	10	new	new	ADJ
geoplanning-60258	175	11	perspective	perspective	NOUN
geoplanning-60258	175	12	due	due	ADP
geoplanning-60258	175	13	to	to	ADP
geoplanning-60258	175	14	its	its	PRON
geoplanning-60258	175	15	ability	ability	NOUN
geoplanning-60258	175	16	to	to	PART
geoplanning-60258	175	17	capture	capture	VERB
geoplanning-60258	175	18	the	the	DET
geoplanning-60258	175	19	patterns	pattern	NOUN
geoplanning-60258	175	20	and	and	CCONJ
geoplanning-60258	175	21	dynamics	dynamic	NOUN
geoplanning-60258	175	22	of	of	ADP
geoplanning-60258	175	23	time	time	NOUN
geoplanning-60258	175	24	series	series	PROPN
geoplanning-60258	175	25	data	datum	NOUN
geoplanning-60258	175	26	that	that	PRON
geoplanning-60258	175	27	are	be	AUX
geoplanning-60258	175	28	relevant	relevant	ADJ
geoplanning-60258	175	29	in	in	ADP
geoplanning-60258	175	30	monitoring	monitor	VERB
geoplanning-60258	175	31	changes	change	NOUN
geoplanning-60258	175	32	in	in	ADP
geoplanning-60258	175	33	water	water	NOUN
geoplanning-60258	175	34	quality	quality	NOUN
geoplanning-60258	175	35	over	over	ADP
geoplanning-60258	175	36	time	time	NOUN
geoplanning-60258	175	37	.	.	PUNCT
geoplanning-60258	176	1	as	as	ADP
geoplanning-60258	176	2	such	such	ADJ
geoplanning-60258	176	3	,	,	PUNCT
geoplanning-60258	176	4	this	this	DET
geoplanning-60258	176	5	approach	approach	NOUN
geoplanning-60258	176	6	not	not	PART
geoplanning-60258	176	7	only	only	ADV
geoplanning-60258	176	8	complements	complement	VERB
geoplanning-60258	176	9	previous	previous	ADJ
geoplanning-60258	176	10	research	research	NOUN
geoplanning-60258	176	11	,	,	PUNCT
geoplanning-60258	176	12	but	but	CCONJ
geoplanning-60258	176	13	also	also	ADV
geoplanning-60258	176	14	offers	offer	VERB
geoplanning-60258	176	15	the	the	DET
geoplanning-60258	176	16	potential	potential	NOUN
geoplanning-60258	176	17	to	to	PART
geoplanning-60258	176	18	improve	improve	VERB
geoplanning-60258	176	19	and	and	CCONJ
geoplanning-60258	176	20	understand	understand	VERB
geoplanning-60258	176	21	long	long	ADJ
geoplanning-60258	176	22	-	-	PUNCT
geoplanning-60258	176	23	term	term	NOUN
geoplanning-60258	176	24	fluctuations	fluctuation	NOUN
geoplanning-60258	176	25	in	in	ADP
geoplanning-60258	176	26	water	water	NOUN
geoplanning-60258	176	27	quality	quality	NOUN
geoplanning-60258	176	28	.	.	PUNCT
geoplanning-60258	177	1	based	base	VERB
geoplanning-60258	177	2	on	on	ADP
geoplanning-60258	177	3	the	the	DET
geoplanning-60258	177	4	results	result	NOUN
geoplanning-60258	177	5	of	of	ADP
geoplanning-60258	177	6	the	the	DET
geoplanning-60258	177	7	research	research	NOUN
geoplanning-60258	177	8	that	that	PRON
geoplanning-60258	177	9	has	have	AUX
geoplanning-60258	177	10	been	be	AUX
geoplanning-60258	177	11	done	do	VERB
geoplanning-60258	177	12	,	,	PUNCT
geoplanning-60258	177	13	it	it	PRON
geoplanning-60258	177	14	can	can	AUX
geoplanning-60258	177	15	be	be	AUX
geoplanning-60258	177	16	seen	see	VERB
geoplanning-60258	177	17	that	that	SCONJ
geoplanning-60258	177	18	the	the	DET
geoplanning-60258	177	19	advantages	advantage	NOUN
geoplanning-60258	177	20	of	of	ADP
geoplanning-60258	177	21	the	the	DET
geoplanning-60258	177	22	results	result	NOUN
geoplanning-60258	177	23	obtained	obtain	VERB
geoplanning-60258	177	24	using	use	VERB
geoplanning-60258	177	25	lstm	lstm	NOUN
geoplanning-60258	177	26	show	show	NOUN
geoplanning-60258	177	27	results	result	NOUN
geoplanning-60258	177	28	that	that	PRON
geoplanning-60258	177	29	are	be	AUX
geoplanning-60258	177	30	close	close	ADJ
geoplanning-60258	177	31	to	to	ADP
geoplanning-60258	177	32	real	real	ADJ
geoplanning-60258	177	33	conditions	condition	NOUN
geoplanning-60258	177	34	.	.	PUNCT
geoplanning-60258	178	1	possible	possible	ADJ
geoplanning-60258	178	2	future	future	ADJ
geoplanning-60258	178	3	works	work	NOUN
geoplanning-60258	178	4	include	include	VERB
geoplanning-60258	178	5	improving	improve	VERB
geoplanning-60258	178	6	the	the	DET
geoplanning-60258	178	7	number	number	NOUN
geoplanning-60258	178	8	of	of	ADP
geoplanning-60258	178	9	in	in	ADP
geoplanning-60258	178	10	situ	situ	ADJ
geoplanning-60258	178	11	measurements	measurement	NOUN
geoplanning-60258	178	12	and	and	CCONJ
geoplanning-60258	178	13	expanding	expand	VERB
geoplanning-60258	178	14	the	the	DET
geoplanning-60258	178	15	study	study	NOUN
geoplanning-60258	178	16	to	to	PART
geoplanning-60258	178	17	incorporate	incorporate	VERB
geoplanning-60258	178	18	ensemble	ensemble	ADJ
geoplanning-60258	178	19	modeling	modeling	NOUN
geoplanning-60258	178	20	techniques	technique	NOUN
geoplanning-60258	178	21	,	,	PUNCT
geoplanning-60258	178	22	combining	combine	VERB
geoplanning-60258	178	23	lstm	lstm	NOUN
geoplanning-60258	178	24	with	with	ADP
geoplanning-60258	178	25	another	another	DET
geoplanning-60258	178	26	deep	deep	ADJ
geoplanning-60258	178	27	learning	learning	NOUN
geoplanning-60258	178	28	architecture	architecture	NOUN
geoplanning-60258	178	29	,	,	PUNCT
geoplanning-60258	178	30	such	such	ADJ
geoplanning-60258	178	31	as	as	ADP
geoplanning-60258	178	32	cnn	cnn	PROPN
geoplanning-60258	178	33	(	(	PUNCT
geoplanning-60258	178	34	barzegar	barzegar	NOUN
geoplanning-60258	178	35	et	et	PROPN
geoplanning-60258	178	36	al	al	PROPN
geoplanning-60258	178	37	.	.	PROPN
geoplanning-60258	178	38	,	,	PUNCT
geoplanning-60258	178	39	2020	2020	NUM
geoplanning-60258	178	40	)	)	PUNCT
geoplanning-60258	178	41	,	,	PUNCT
geoplanning-60258	178	42	rnn	rnn	VERB
geoplanning-60258	178	43	,	,	PUNCT
geoplanning-60258	178	44	to	to	PART
geoplanning-60258	178	45	further	far	ADV
geoplanning-60258	178	46	improve	improve	VERB
geoplanning-60258	178	47	the	the	DET
geoplanning-60258	178	48	accuracy	accuracy	NOUN
geoplanning-60258	178	49	and	and	CCONJ
geoplanning-60258	178	50	robustness	robustness	NOUN
geoplanning-60258	178	51	of	of	ADP
geoplanning-60258	178	52	the	the	DET
geoplanning-60258	178	53	predictions	prediction	NOUN
geoplanning-60258	178	54	.	.	PUNCT
geoplanning-60258	179	1	this	this	PRON
geoplanning-60258	179	2	is	be	AUX
geoplanning-60258	179	3	not	not	PART
geoplanning-60258	179	4	only	only	ADV
geoplanning-60258	179	5	useful	useful	ADJ
geoplanning-60258	179	6	for	for	ADP
geoplanning-60258	179	7	environmental	environmental	ADJ
geoplanning-60258	179	8	management	management	NOUN
geoplanning-60258	179	9	,	,	PUNCT
geoplanning-60258	179	10	but	but	CCONJ
geoplanning-60258	179	11	can	can	AUX
geoplanning-60258	179	12	be	be	AUX
geoplanning-60258	179	13	maximized	maximize	VERB
geoplanning-60258	179	14	for	for	ADP
geoplanning-60258	179	15	infrastructure	infrastructure	NOUN
geoplanning-60258	179	16	provision	provision	NOUN
geoplanning-60258	179	17	planning	planning	NOUN
geoplanning-60258	179	18	in	in	ADP
geoplanning-60258	179	19	supporting	support	VERB
geoplanning-60258	179	20	the	the	DET
geoplanning-60258	179	21	availability	availability	NOUN
geoplanning-60258	179	22	of	of	ADP
geoplanning-60258	179	23	water	water	NOUN
geoplanning-60258	179	24	resources	resource	NOUN
geoplanning-60258	179	25	.	.	PUNCT
geoplanning-60258	180	1	4	4	X
geoplanning-60258	180	2	.	.	X
geoplanning-60258	180	3	conclusion	conclusion	NOUN
geoplanning-60258	180	4	lake	lake	PROPN
geoplanning-60258	180	5	biodiversity	biodiversity	NOUN
geoplanning-60258	180	6	plays	play	VERB
geoplanning-60258	180	7	an	an	DET
geoplanning-60258	180	8	important	important	ADJ
geoplanning-60258	180	9	role	role	NOUN
geoplanning-60258	180	10	for	for	ADP
geoplanning-60258	180	11	aquatic	aquatic	ADJ
geoplanning-60258	180	12	life	life	NOUN
geoplanning-60258	180	13	,	,	PUNCT
geoplanning-60258	180	14	for	for	ADP
geoplanning-60258	180	15	humans	human	NOUN
geoplanning-60258	180	16	and	and	CCONJ
geoplanning-60258	180	17	for	for	ADP
geoplanning-60258	180	18	appropriate	appropriate	ADJ
geoplanning-60258	180	19	development	development	NOUN
geoplanning-60258	180	20	.	.	PUNCT
geoplanning-60258	181	1	in	in	ADP
geoplanning-60258	181	2	madagascar	madagascar	PROPN
geoplanning-60258	181	3	,	,	PUNCT
geoplanning-60258	181	4	surface	surface	NOUN
geoplanning-60258	181	5	waters	water	NOUN
geoplanning-60258	181	6	are	be	AUX
geoplanning-60258	181	7	used	use	VERB
geoplanning-60258	181	8	for	for	ADP
geoplanning-60258	181	9	human	human	ADJ
geoplanning-60258	181	10	consumption	consumption	NOUN
geoplanning-60258	181	11	after	after	ADP
geoplanning-60258	181	12	treatment	treatment	NOUN
geoplanning-60258	181	13	and	and	CCONJ
geoplanning-60258	181	14	for	for	ADP
geoplanning-60258	181	15	other	other	ADJ
geoplanning-60258	181	16	activities	activity	NOUN
geoplanning-60258	181	17	,	,	PUNCT
geoplanning-60258	181	18	such	such	ADJ
geoplanning-60258	181	19	as	as	ADP
geoplanning-60258	181	20	fish	fish	NOUN
geoplanning-60258	181	21	farming	farming	NOUN
geoplanning-60258	181	22	.	.	PUNCT
geoplanning-60258	182	1	to	to	PART
geoplanning-60258	182	2	protect	protect	VERB
geoplanning-60258	182	3	this	this	DET
geoplanning-60258	182	4	resource	resource	NOUN
geoplanning-60258	182	5	,	,	PUNCT
geoplanning-60258	182	6	modeling	model	VERB
geoplanning-60258	182	7	about	about	ADP
geoplanning-60258	182	8	the	the	DET
geoplanning-60258	182	9	quality	quality	NOUN
geoplanning-60258	182	10	of	of	ADP
geoplanning-60258	182	11	the	the	DET
geoplanning-60258	182	12	water	water	NOUN
geoplanning-60258	182	13	is	be	AUX
geoplanning-60258	182	14	necessary	necessary	ADJ
geoplanning-60258	182	15	.	.	PUNCT
geoplanning-60258	183	1	this	this	DET
geoplanning-60258	183	2	work	work	NOUN
geoplanning-60258	183	3	showed	show	VERB
geoplanning-60258	183	4	that	that	SCONJ
geoplanning-60258	183	5	the	the	DET
geoplanning-60258	183	6	long	long	ADJ
geoplanning-60258	183	7	short	short	ADJ
geoplanning-60258	183	8	-	-	PUNCT
geoplanning-60258	183	9	term	term	NOUN
geoplanning-60258	183	10	memory	memory	NOUN
geoplanning-60258	183	11	(	(	PUNCT
geoplanning-60258	183	12	lstm	lstm	NOUN
geoplanning-60258	183	13	)	)	PUNCT
geoplanning-60258	183	14	with	with	ADP
geoplanning-60258	183	15	the	the	DET
geoplanning-60258	183	16	adam	adam	PROPN
geoplanning-60258	183	17	optimization	optimization	NOUN
geoplanning-60258	183	18	was	be	AUX
geoplanning-60258	183	19	the	the	DET
geoplanning-60258	183	20	most	most	ADV
geoplanning-60258	183	21	appropriate	appropriate	ADJ
geoplanning-60258	183	22	model	model	NOUN
geoplanning-60258	183	23	for	for	ADP
geoplanning-60258	183	24	modeling	modeling	NOUN
geoplanning-60258	183	25	and	and	CCONJ
geoplanning-60258	183	26	predicting	predict	VERB
geoplanning-60258	183	27	the	the	DET
geoplanning-60258	183	28	quality	quality	NOUN
geoplanning-60258	183	29	of	of	ADP
geoplanning-60258	183	30	the	the	DET
geoplanning-60258	183	31	lake	lake	PROPN
geoplanning-60258	183	32	itasy	itasy	PROPN
geoplanning-60258	183	33	water	water	NOUN
geoplanning-60258	183	34	using	use	VERB
geoplanning-60258	183	35	remote	remote	ADJ
geoplanning-60258	183	36	sensing	sensing	NOUN
geoplanning-60258	183	37	(	(	PUNCT
geoplanning-60258	183	38	landsat	landsat	PROPN
geoplanning-60258	183	39	8)	8)	NUM
geoplanning-60258	183	40	.	.	PUNCT
geoplanning-60258	184	1	this	this	DET
geoplanning-60258	184	2	model	model	NOUN
geoplanning-60258	184	3	reached	reach	VERB
geoplanning-60258	184	4	a	a	DET
geoplanning-60258	184	5	high	high	ADJ
geoplanning-60258	184	6	level	level	NOUN
geoplanning-60258	184	7	of	of	ADP
geoplanning-60258	184	8	correlation	correlation	NOUN
geoplanning-60258	184	9	coefficient	coefficient	NOUN
geoplanning-60258	184	10	r²>0.95	r²>0.95	PROPN
geoplanning-60258	184	11	for	for	ADP
geoplanning-60258	184	12	the	the	DET
geoplanning-60258	184	13	conductivity	conductivity	NOUN
geoplanning-60258	184	14	and	and	CCONJ
geoplanning-60258	184	15	the	the	DET
geoplanning-60258	184	16	dissolved	dissolved	ADJ
geoplanning-60258	184	17	oxygen	oxygen	NOUN
geoplanning-60258	184	18	concentration	concentration	NOUN
geoplanning-60258	184	19	,	,	PUNCT
geoplanning-60258	184	20	which	which	PRON
geoplanning-60258	184	21	is	be	AUX
geoplanning-60258	184	22	trustworthy	trustworthy	ADJ
geoplanning-60258	184	23	.	.	PUNCT
geoplanning-60258	185	1	the	the	DET
geoplanning-60258	185	2	obtained	obtain	VERB
geoplanning-60258	185	3	results	result	NOUN
geoplanning-60258	185	4	indicate	indicate	VERB
geoplanning-60258	185	5	that	that	SCONJ
geoplanning-60258	185	6	lake	lake	PROPN
geoplanning-60258	185	7	itasy	itasy	PROPN
geoplanning-60258	185	8	respects	respect	VERB
geoplanning-60258	185	9	the	the	DET
geoplanning-60258	185	10	malagasy	malagasy	PROPN
geoplanning-60258	185	11	norms	norm	NOUN
geoplanning-60258	185	12	regarding	regard	VERB
geoplanning-60258	185	13	conductivity	conductivity	NOUN
geoplanning-60258	185	14	and	and	CCONJ
geoplanning-60258	185	15	dissolved	dissolve	VERB
geoplanning-60258	185	16	oxygen	oxygen	NOUN
geoplanning-60258	185	17	concentrations	concentration	NOUN
geoplanning-60258	185	18	.	.	PUNCT
geoplanning-60258	186	1	this	this	DET
geoplanning-60258	186	2	work	work	NOUN
geoplanning-60258	186	3	is	be	AUX
geoplanning-60258	186	4	a	a	DET
geoplanning-60258	186	5	contribution	contribution	NOUN
geoplanning-60258	186	6	to	to	ADP
geoplanning-60258	186	7	avoiding	avoid	VERB
geoplanning-60258	186	8	the	the	DET
geoplanning-60258	186	9	problems	problem	NOUN
geoplanning-60258	186	10	associated	associate	VERB
geoplanning-60258	186	11	with	with	ADP
geoplanning-60258	186	12	the	the	DET
geoplanning-60258	186	13	traditional	traditional	ADJ
geoplanning-60258	186	14	method	method	NOUN
geoplanning-60258	186	15	of	of	ADP
geoplanning-60258	186	16	monitoring	monitor	VERB
geoplanning-60258	186	17	water	water	NOUN
geoplanning-60258	186	18	quality	quality	NOUN
geoplanning-60258	186	19	,	,	PUNCT
geoplanning-60258	186	20	and	and	CCONJ
geoplanning-60258	186	21	to	to	ADP
geoplanning-60258	186	22	enabling	enable	VERB
geoplanning-60258	186	23	the	the	DET
geoplanning-60258	186	24	monitoring	monitoring	NOUN
geoplanning-60258	186	25	and	and	CCONJ
geoplanning-60258	186	26	evaluation	evaluation	NOUN
geoplanning-60258	186	27	of	of	ADP
geoplanning-60258	186	28	changes	change	NOUN
geoplanning-60258	186	29	in	in	ADP
geoplanning-60258	186	30	conductivity	conductivity	NOUN
geoplanning-60258	186	31	and	and	CCONJ
geoplanning-60258	186	32	dissolved	dissolve	VERB
geoplanning-60258	186	33	oxygen	oxygen	NOUN
geoplanning-60258	186	34	in	in	ADP
geoplanning-60258	186	35	the	the	DET
geoplanning-60258	186	36	surface	surface	NOUN
geoplanning-60258	186	37	water	water	NOUN
geoplanning-60258	186	38	of	of	ADP
geoplanning-60258	186	39	lake	lake	PROPN
geoplanning-60258	186	40	itasy	itasy	PROPN
geoplanning-60258	186	41	.	.	PUNCT
geoplanning-60258	187	1	the	the	DET
geoplanning-60258	187	2	two	two	NUM
geoplanning-60258	187	3	parameters	parameter	NOUN
geoplanning-60258	187	4	that	that	PRON
geoplanning-60258	187	5	were	be	AUX
geoplanning-60258	187	6	modeled	model	VERB
geoplanning-60258	187	7	in	in	ADP
geoplanning-60258	187	8	this	this	DET
geoplanning-60258	187	9	work	work	NOUN
geoplanning-60258	187	10	are	be	AUX
geoplanning-60258	187	11	among	among	ADP
geoplanning-60258	187	12	the	the	DET
geoplanning-60258	187	13	key	key	ADJ
geoplanning-60258	187	14	parameters	parameter	NOUN
geoplanning-60258	187	15	for	for	ADP
geoplanning-60258	187	16	determining	determine	VERB
geoplanning-60258	187	17	surface	surface	NOUN
geoplanning-60258	187	18	water	water	NOUN
geoplanning-60258	187	19	quality	quality	NOUN
geoplanning-60258	187	20	.	.	PUNCT
geoplanning-60258	188	1	therefore	therefore	ADV
geoplanning-60258	188	2	,	,	PUNCT
geoplanning-60258	188	3	it	it	PRON
geoplanning-60258	188	4	is	be	AUX
geoplanning-60258	188	5	highly	highly	ADV
geoplanning-60258	188	6	recommended	recommend	VERB
geoplanning-60258	188	7	that	that	SCONJ
geoplanning-60258	188	8	future	future	ADJ
geoplanning-60258	188	9	research	research	NOUN
geoplanning-60258	188	10	model	model	NOUN
geoplanning-60258	188	11	other	other	ADJ
geoplanning-60258	188	12	water	water	NOUN
geoplanning-60258	188	13	quality	quality	NOUN
geoplanning-60258	188	14	parameters	parameter	NOUN
geoplanning-60258	188	15	such	such	ADJ
geoplanning-60258	188	16	as	as	ADP
geoplanning-60258	188	17	turbidity	turbidity	NOUN
geoplanning-60258	188	18	,	,	PUNCT
geoplanning-60258	188	19	ph	ph	ADJ
geoplanning-60258	188	20	,	,	PUNCT
geoplanning-60258	188	21	temperature	temperature	NOUN
geoplanning-60258	188	22	etc	etc	X
geoplanning-60258	188	23	.	.	X
geoplanning-60258	188	24	to	to	PART
geoplanning-60258	188	25	gather	gather	VERB
geoplanning-60258	188	26	more	more	ADJ
geoplanning-60258	188	27	knowledge	knowledge	NOUN
geoplanning-60258	188	28	about	about	ADP
geoplanning-60258	188	29	this	this	DET
geoplanning-60258	188	30	lake	lake	NOUN
geoplanning-60258	188	31	.	.	PUNCT
geoplanning-60258	189	1	5	5	X
geoplanning-60258	189	2	.	.	NUM
geoplanning-60258	189	3	references	reference	NOUN
geoplanning-60258	189	4	a	a	PRON
geoplanning-60258	189	5	,	,	PUNCT
geoplanning-60258	189	6	o.	o.	PROPN
geoplanning-60258	189	7	c.	c.	PROPN
geoplanning-60258	189	8	,	,	PUNCT
geoplanning-60258	189	9	a	a	PRON
geoplanning-60258	189	10	,	,	PUNCT
geoplanning-60258	189	11	b.	b.	PROPN
geoplanning-60258	189	12	w.	w.	PROPN
geoplanning-60258	189	13	,	,	PUNCT
geoplanning-60258	189	14	mayowa	mayowa	PROPN
geoplanning-60258	189	15	,	,	PUNCT
geoplanning-60258	189	16	a.	a.	NOUN
geoplanning-60258	189	17	,	,	PUNCT
geoplanning-60258	189	18	&	&	CCONJ
geoplanning-60258	189	19	olajide	olajide	NOUN
geoplanning-60258	189	20	,	,	PUNCT
geoplanning-60258	189	21	o.	o.	NOUN
geoplanning-60258	189	22	m.	m.	NOUN
geoplanning-60258	189	23	(	(	PUNCT
geoplanning-60258	189	24	2021	2021	NUM
geoplanning-60258	189	25	)	)	PUNCT
geoplanning-60258	189	26	.	.	PUNCT
geoplanning-60258	190	1	forecasting	forecasting	NOUN
geoplanning-60258	190	2	of	of	ADP
geoplanning-60258	190	3	water	water	NOUN
geoplanning-60258	190	4	quality	quality	NOUN
geoplanning-60258	190	5	index	index	NOUN
geoplanning-60258	190	6	using	use	VERB
geoplanning-60258	190	7	long	long	ADJ
geoplanning-60258	190	8	short	short	ADJ
geoplanning-60258	190	9	-	-	PUNCT
geoplanning-60258	190	10	term	term	NOUN
geoplanning-60258	190	11	memory	memory	NOUN
geoplanning-60258	190	12	(	(	PUNCT
geoplanning-60258	190	13	lstm	lstm	NOUN
geoplanning-60258	190	14	)	)	PUNCT
geoplanning-60258	190	15	networks	network	NOUN
geoplanning-60258	190	16	.	.	PUNCT
geoplanning-60258	191	1	international	international	ADJ
geoplanning-60258	191	2	journal	journal	NOUN
geoplanning-60258	191	3	of	of	ADP
geoplanning-60258	191	4	advances	advance	NOUN
geoplanning-60258	191	5	in	in	ADP
geoplanning-60258	191	6	engineering	engineering	NOUN
geoplanning-60258	191	7	and	and	CCONJ
geoplanning-60258	191	8	management	management	NOUN
geoplanning-60258	191	9	(	(	PUNCT
geoplanning-60258	191	10	ijaem	ijaem	NOUN
geoplanning-60258	191	11	,	,	PUNCT
geoplanning-60258	191	12	3(10	3(10	NUM
geoplanning-60258	191	13	)	)	PUNCT
geoplanning-60258	191	14	,	,	PUNCT
geoplanning-60258	191	15	1007–1017	1007–1017	NUM
geoplanning-60258	191	16	.	.	PUNCT
geoplanning-60258	192	1	https://doi.org/10.14710/geoplanning.12.1.45-56	https://doi.org/10.14710/geoplanning.12.1.45-56	NUM
geoplanning-60258	193	1	frederick	frederick	PROPN
geoplanning-60258	193	2	et	et	PROPN
geoplanning-60258	193	3	al	al	PROPN
geoplanning-60258	193	4	.	.	PUNCT
geoplanning-60258	193	5	/	/	PUNCT
geoplanning-60258	193	6	geoplanning	geoplanning	NOUN
geoplanning-60258	193	7	:	:	PUNCT
geoplanning-60258	193	8	journal	journal	NOUN
geoplanning-60258	193	9	of	of	ADP
geoplanning-60258	193	10	geomatics	geomatics	PROPN
geoplanning-60258	193	11	and	and	CCONJ
geoplanning-60258	193	12	planning	planning	NOUN
geoplanning-60258	193	13	,	,	PUNCT
geoplanning-60258	193	14	vol	vol	NOUN
geoplanning-60258	193	15	12	12	NUM
geoplanning-60258	193	16	,	,	PUNCT
geoplanning-60258	193	17	no	no	DET
geoplanning-60258	193	18	1	1	NUM
geoplanning-60258	193	19	,	,	PUNCT
geoplanning-60258	193	20	2025	2025	NUM
geoplanning-60258	193	21	,	,	PUNCT
geoplanning-60258	193	22	45	45	NUM
geoplanning-60258	193	23	56	56	NUM
geoplanning-60258	193	24	doi	doi	NOUN
geoplanning-60258	193	25	:	:	PUNCT
geoplanning-60258	193	26	10.14710	10.14710	NUM
geoplanning-60258	193	27	/	/	SYM
geoplanning-60258	193	28	geoplanning.12.1.45	geoplanning.12.1.45	NOUN
geoplanning-60258	193	29	-	-	SYM
geoplanning-60258	193	30	56	56	NUM
geoplanning-60258	193	31	55	55	NUM
geoplanning-60258	193	32	al	al	PROPN
geoplanning-60258	193	33	-	-	PUNCT
geoplanning-60258	193	34	shaibah	shaibah	PROPN
geoplanning-60258	193	35	,	,	PUNCT
geoplanning-60258	193	36	b.	b.	PROPN
geoplanning-60258	193	37	,	,	PUNCT
geoplanning-60258	193	38	liu	liu	PROPN
geoplanning-60258	193	39	,	,	PUNCT
geoplanning-60258	193	40	x.	x.	PROPN
geoplanning-60258	193	41	,	,	PUNCT
geoplanning-60258	193	42	zhang	zhang	PROPN
geoplanning-60258	193	43	,	,	PUNCT
geoplanning-60258	193	44	j.	j.	PROPN
geoplanning-60258	193	45	,	,	PUNCT
geoplanning-60258	193	46	tong	tong	PROPN
geoplanning-60258	193	47	,	,	PUNCT
geoplanning-60258	193	48	z.	z.	PROPN
geoplanning-60258	193	49	,	,	PUNCT
geoplanning-60258	193	50	zhang	zhang	PROPN
geoplanning-60258	193	51	,	,	PUNCT
geoplanning-60258	193	52	m.	m.	NOUN
geoplanning-60258	193	53	,	,	PUNCT
geoplanning-60258	193	54	el	el	PROPN
geoplanning-60258	193	55	-	-	PUNCT
geoplanning-60258	193	56	zeiny	zeiny	PROPN
geoplanning-60258	193	57	,	,	PUNCT
geoplanning-60258	193	58	a.	a.	NOUN
geoplanning-60258	193	59	,	,	PUNCT
geoplanning-60258	193	60	faichia	faichia	NOUN
geoplanning-60258	193	61	,	,	PUNCT
geoplanning-60258	193	62	c.	c.	PROPN
geoplanning-60258	193	63	,	,	PUNCT
geoplanning-60258	193	64	hussain	hussain	PROPN
geoplanning-60258	193	65	,	,	PUNCT
geoplanning-60258	193	66	m.	m.	NOUN
geoplanning-60258	193	67	,	,	PUNCT
geoplanning-60258	193	68	&	&	CCONJ
geoplanning-60258	193	69	tayyab	tayyab	PROPN
geoplanning-60258	193	70	,	,	PUNCT
geoplanning-60258	193	71	m.	m.	NOUN
geoplanning-60258	193	72	(	(	PUNCT
geoplanning-60258	193	73	2021	2021	NUM
geoplanning-60258	193	74	)	)	PUNCT
geoplanning-60258	193	75	.	.	PUNCT
geoplanning-60258	194	1	modeling	model	VERB
geoplanning-60258	194	2	water	water	NOUN
geoplanning-60258	194	3	quality	quality	NOUN
geoplanning-60258	194	4	parameters	parameter	NOUN
geoplanning-60258	194	5	using	use	VERB
geoplanning-60258	194	6	landsat	landsat	PROPN
geoplanning-60258	194	7	multispectral	multispectral	ADJ
geoplanning-60258	194	8	images	image	NOUN
geoplanning-60258	194	9	:	:	PUNCT
geoplanning-60258	194	10	a	a	DET
geoplanning-60258	194	11	case	case	NOUN
geoplanning-60258	194	12	study	study	NOUN
geoplanning-60258	194	13	of	of	ADP
geoplanning-60258	194	14	erlong	erlong	PROPN
geoplanning-60258	194	15	lake	lake	PROPN
geoplanning-60258	194	16	,	,	PUNCT
geoplanning-60258	194	17	northeast	northeast	PROPN
geoplanning-60258	194	18	china	china	PROPN
geoplanning-60258	194	19	.	.	PUNCT
geoplanning-60258	195	1	remote	remote	ADJ
geoplanning-60258	195	2	sensing	sensing	NOUN
geoplanning-60258	195	3	,	,	PUNCT
geoplanning-60258	195	4	13(9	13(9	NUM
geoplanning-60258	195	5	)	)	PUNCT
geoplanning-60258	195	6	,	,	PUNCT
geoplanning-60258	195	7	1603	1603	NUM
geoplanning-60258	195	8	.	.	PUNCT
geoplanning-60258	196	1	[	[	X
geoplanning-60258	196	2	crossref	crossref	X
geoplanning-60258	196	3	]	]	X
geoplanning-60258	196	4	arief	arief	NOUN
geoplanning-60258	196	5	,	,	PUNCT
geoplanning-60258	196	6	m.	m.	NOUN
geoplanning-60258	196	7	(	(	PUNCT
geoplanning-60258	196	8	2017	2017	NUM
geoplanning-60258	196	9	)	)	PUNCT
geoplanning-60258	196	10	.	.	PUNCT
geoplanning-60258	197	1	development	development	NOUN
geoplanning-60258	197	2	of	of	ADP
geoplanning-60258	197	3	dissolved	dissolve	VERB
geoplanning-60258	197	4	oxygen	oxygen	NOUN
geoplanning-60258	197	5	concentration	concentration	NOUN
geoplanning-60258	197	6	extraction	extraction	NOUN
geoplanning-60258	197	7	model	model	NOUN
geoplanning-60258	197	8	using	use	VERB
geoplanning-60258	197	9	landsat	landsat	PROPN
geoplanning-60258	197	10	data	data	PROPN
geoplanning-60258	197	11	case	case	NOUN
geoplanning-60258	197	12	study	study	NOUN
geoplanning-60258	197	13	:	:	PUNCT
geoplanning-60258	197	14	ringgung	ringgung	ADJ
geoplanning-60258	197	15	coastal	coastal	ADJ
geoplanning-60258	197	16	waters	water	NOUN
geoplanning-60258	197	17	.	.	PUNCT
geoplanning-60258	198	1	international	international	ADJ
geoplanning-60258	198	2	journal	journal	NOUN
geoplanning-60258	198	3	of	of	ADP
geoplanning-60258	198	4	remote	remote	ADJ
geoplanning-60258	198	5	sensing	sensing	NOUN
geoplanning-60258	198	6	and	and	CCONJ
geoplanning-60258	198	7	earth	earth	NOUN
geoplanning-60258	198	8	sciences	science	NOUN
geoplanning-60258	198	9	(	(	PUNCT
geoplanning-60258	198	10	ijreses	ijrese	NOUN
geoplanning-60258	198	11	)	)	PUNCT
geoplanning-60258	198	12	,	,	PUNCT
geoplanning-60258	198	13	12(1	12(1	NUM
geoplanning-60258	198	14	)	)	PUNCT
geoplanning-60258	198	15	,	,	PUNCT
geoplanning-60258	198	16	1–12	1–12	NOUN
geoplanning-60258	198	17	.	.	PUNCT
geoplanning-60258	199	1	aslam	aslam	PROPN
geoplanning-60258	199	2	,	,	PUNCT
geoplanning-60258	199	3	m.	m.	PROPN
geoplanning-60258	199	4	,	,	PUNCT
geoplanning-60258	199	5	lee	lee	PROPN
geoplanning-60258	199	6	,	,	PUNCT
geoplanning-60258	199	7	j.-m	j.-m	PROPN
geoplanning-60258	199	8	.	.	PUNCT
geoplanning-60258	199	9	,	,	PUNCT
geoplanning-60258	199	10	kim	kim	PROPN
geoplanning-60258	199	11	,	,	PUNCT
geoplanning-60258	199	12	h.-s	h.-s	PROPN
geoplanning-60258	199	13	.	.	PROPN
geoplanning-60258	199	14	,	,	PUNCT
geoplanning-60258	199	15	lee	lee	PROPN
geoplanning-60258	199	16	,	,	PUNCT
geoplanning-60258	199	17	s.-j	s.-j	PROPN
geoplanning-60258	199	18	.	.	PROPN
geoplanning-60258	199	19	,	,	PUNCT
geoplanning-60258	199	20	&	&	CCONJ
geoplanning-60258	199	21	hong	hong	PROPN
geoplanning-60258	199	22	,	,	PUNCT
geoplanning-60258	199	23	s.	s.	PROPN
geoplanning-60258	199	24	(	(	PUNCT
geoplanning-60258	199	25	2019	2019	NUM
geoplanning-60258	199	26	)	)	PUNCT
geoplanning-60258	199	27	.	.	PUNCT
geoplanning-60258	200	1	deep	deep	ADJ
geoplanning-60258	200	2	learning	learning	NOUN
geoplanning-60258	200	3	models	model	NOUN
geoplanning-60258	200	4	for	for	ADP
geoplanning-60258	200	5	long	long	ADJ
geoplanning-60258	200	6	-	-	PUNCT
geoplanning-60258	200	7	term	term	NOUN
geoplanning-60258	200	8	solar	solar	ADJ
geoplanning-60258	200	9	radiation	radiation	NOUN
geoplanning-60258	200	10	forecasting	forecasting	NOUN
geoplanning-60258	200	11	considering	consider	VERB
geoplanning-60258	200	12	microgrid	microgrid	ADJ
geoplanning-60258	200	13	installation	installation	NOUN
geoplanning-60258	200	14	:	:	PUNCT
geoplanning-60258	200	15	a	a	DET
geoplanning-60258	200	16	comparative	comparative	ADJ
geoplanning-60258	200	17	study	study	NOUN
geoplanning-60258	200	18	.	.	PUNCT
geoplanning-60258	201	1	energies	energy	NOUN
geoplanning-60258	201	2	,	,	PUNCT
geoplanning-60258	201	3	13(1	13(1	NUM
geoplanning-60258	201	4	)	)	PUNCT
geoplanning-60258	201	5	,	,	PUNCT
geoplanning-60258	201	6	147	147	NUM
geoplanning-60258	201	7	.	.	PUNCT
geoplanning-60258	202	1	[	[	X
geoplanning-60258	202	2	crossref	crossref	X
geoplanning-60258	202	3	]	]	X
geoplanning-60258	202	4	barrett	barrett	PROPN
geoplanning-60258	202	5	,	,	PUNCT
geoplanning-60258	202	6	d.	d.	PROPN
geoplanning-60258	202	7	,	,	PUNCT
geoplanning-60258	202	8	&	&	CCONJ
geoplanning-60258	202	9	frazier	frazier	PROPN
geoplanning-60258	202	10	,	,	PUNCT
geoplanning-60258	202	11	a.	a.	NOUN
geoplanning-60258	202	12	(	(	PUNCT
geoplanning-60258	202	13	2016	2016	NUM
geoplanning-60258	202	14	)	)	PUNCT
geoplanning-60258	202	15	.	.	PUNCT
geoplanning-60258	203	1	automated	automate	VERB
geoplanning-60258	203	2	method	method	NOUN
geoplanning-60258	203	3	for	for	ADP
geoplanning-60258	203	4	monitoring	monitor	VERB
geoplanning-60258	203	5	water	water	NOUN
geoplanning-60258	203	6	quality	quality	NOUN
geoplanning-60258	203	7	using	use	VERB
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geoplanning-60258	203	9	imagery	imagery	NOUN
geoplanning-60258	203	10	.	.	PUNCT
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geoplanning-60258	204	2	,	,	PUNCT
geoplanning-60258	204	3	8(6	8(6	NUM
geoplanning-60258	204	4	)	)	PUNCT
geoplanning-60258	204	5	,	,	PUNCT
geoplanning-60258	204	6	257	257	NUM
geoplanning-60258	204	7	.	.	PUNCT
geoplanning-60258	205	1	[	[	X
geoplanning-60258	205	2	crossref	crossref	X
geoplanning-60258	205	3	]	]	X
geoplanning-60258	205	4	barzegar	barzegar	NOUN
geoplanning-60258	205	5	,	,	PUNCT
geoplanning-60258	205	6	r.	r.	PROPN
geoplanning-60258	205	7	,	,	PUNCT
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geoplanning-60258	205	9	,	,	PUNCT
geoplanning-60258	205	10	m.	m.	NOUN
geoplanning-60258	205	11	t.	t.	PROPN
geoplanning-60258	205	12	,	,	PUNCT
geoplanning-60258	205	13	&	&	CCONJ
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geoplanning-60258	205	15	,	,	PUNCT
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geoplanning-60258	205	19	)	)	PUNCT
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geoplanning-60258	206	2	-	-	PUNCT
geoplanning-60258	206	3	term	term	NOUN
geoplanning-60258	206	4	water	water	NOUN
geoplanning-60258	206	5	quality	quality	NOUN
geoplanning-60258	206	6	variable	variable	ADJ
geoplanning-60258	206	7	prediction	prediction	NOUN
geoplanning-60258	206	8	using	use	VERB
geoplanning-60258	206	9	a	a	DET
geoplanning-60258	206	10	hybrid	hybrid	ADJ
geoplanning-60258	206	11	cnn	cnn	PROPN
geoplanning-60258	206	12	–	–	PUNCT
geoplanning-60258	206	13	lstm	lstm	VERB
geoplanning-60258	206	14	deep	deep	ADJ
geoplanning-60258	206	15	learning	learning	NOUN
geoplanning-60258	206	16	model	model	NOUN
geoplanning-60258	206	17	.	.	PUNCT
geoplanning-60258	207	1	stochastic	stochastic	ADJ
geoplanning-60258	207	2	environmental	environmental	ADJ
geoplanning-60258	207	3	research	research	NOUN
geoplanning-60258	207	4	and	and	CCONJ
geoplanning-60258	207	5	risk	risk	NOUN
geoplanning-60258	207	6	assessment	assessment	NOUN
geoplanning-60258	207	7	,	,	PUNCT
geoplanning-60258	207	8	34(2	34(2	NUM
geoplanning-60258	207	9	)	)	PUNCT
geoplanning-60258	207	10	,	,	PUNCT
geoplanning-60258	207	11	415–433	415–433	NUM
geoplanning-60258	207	12	.	.	PUNCT
geoplanning-60258	208	1	[	[	X
geoplanning-60258	208	2	crossref	crossref	X
geoplanning-60258	208	3	]	]	X
geoplanning-60258	208	4	blier	blier	NOUN
geoplanning-60258	208	5	,	,	PUNCT
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geoplanning-60258	208	7	(	(	PUNCT
geoplanning-60258	208	8	2017	2017	NUM
geoplanning-60258	208	9	)	)	PUNCT
geoplanning-60258	208	10	.	.	PUNCT
geoplanning-60258	209	1	apprentissage	apprentissage	NOUN
geoplanning-60258	209	2	profond	profond	PROPN
geoplanning-60258	209	3	et	et	PROPN
geoplanning-60258	209	4	théorie	théorie	PROPN
geoplanning-60258	209	5	de	de	PROPN
geoplanning-60258	209	6	l’information	l’information	PROPN
geoplanning-60258	209	7	.	.	PUNCT
geoplanning-60258	210	1	université	université	PROPN
geoplanning-60258	210	2	paris	paris	PROPN
geoplanning-60258	210	3	-	-	PUNCT
geoplanning-60258	210	4	saclay	saclay	NOUN
geoplanning-60258	210	5	.	.	PUNCT
geoplanning-60258	211	1	dahl	dahl	PROPN
geoplanning-60258	211	2	,	,	PUNCT
geoplanning-60258	211	3	g.	g.	PROPN
geoplanning-60258	211	4	e.	e.	PROPN
geoplanning-60258	211	5	,	,	PUNCT
geoplanning-60258	211	6	sainath	sainath	PROPN
geoplanning-60258	211	7	,	,	PUNCT
geoplanning-60258	211	8	t.	t.	PROPN
geoplanning-60258	211	9	n.	n.	PROPN
geoplanning-60258	211	10	,	,	PUNCT
geoplanning-60258	211	11	&	&	CCONJ
geoplanning-60258	211	12	hinton	hinton	PROPN
geoplanning-60258	211	13	,	,	PUNCT
geoplanning-60258	211	14	g.	g.	PROPN
geoplanning-60258	211	15	e.	e.	PROPN
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geoplanning-60258	211	18	)	)	PUNCT
geoplanning-60258	211	19	.	.	PUNCT
geoplanning-60258	212	1	improving	improve	VERB
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geoplanning-60258	212	4	networks	network	NOUN
geoplanning-60258	212	5	for	for	ADP
geoplanning-60258	212	6	lvcsr	lvcsr	NOUN
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geoplanning-60258	212	8	rectified	rectified	ADJ
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geoplanning-60258	212	10	units	unit	NOUN
geoplanning-60258	212	11	and	and	CCONJ
geoplanning-60258	212	12	dropout	dropout	NOUN
geoplanning-60258	212	13	.	.	PUNCT
geoplanning-60258	213	1	2013	2013	NUM
geoplanning-60258	213	2	ieee	ieee	PROPN
geoplanning-60258	213	3	international	international	ADJ
geoplanning-60258	213	4	conference	conference	NOUN
geoplanning-60258	213	5	on	on	ADP
geoplanning-60258	213	6	acoustics	acoustic	NOUN
geoplanning-60258	213	7	,	,	PUNCT
geoplanning-60258	213	8	speech	speech	NOUN
geoplanning-60258	213	9	and	and	CCONJ
geoplanning-60258	213	10	signal	signal	NOUN
geoplanning-60258	213	11	processing	processing	NOUN
geoplanning-60258	213	12	,	,	PUNCT
geoplanning-60258	213	13	8609–8613	8609–8613	NUM
geoplanning-60258	213	14	.	.	PUNCT
geoplanning-60258	214	1	[	[	X
geoplanning-60258	214	2	crossref	crossref	X
geoplanning-60258	214	3	]	]	X
geoplanning-60258	214	4	dheda	dheda	PROPN
geoplanning-60258	214	5	,	,	PUNCT
geoplanning-60258	214	6	d.	d.	PROPN
geoplanning-60258	214	7	,	,	PUNCT
geoplanning-60258	214	8	&	&	CCONJ
geoplanning-60258	214	9	cheng	cheng	PROPN
geoplanning-60258	214	10	,	,	PUNCT
geoplanning-60258	214	11	l.	l.	PROPN
geoplanning-60258	214	12	(	(	PUNCT
geoplanning-60258	214	13	2020	2020	NUM
geoplanning-60258	214	14	)	)	PUNCT
geoplanning-60258	214	15	.	.	PUNCT
geoplanning-60258	215	1	a	a	DET
geoplanning-60258	215	2	multivariate	multivariate	NOUN
geoplanning-60258	215	3	water	water	NOUN
geoplanning-60258	215	4	quality	quality	NOUN
geoplanning-60258	215	5	parameter	parameter	NOUN
geoplanning-60258	215	6	prediction	prediction	NOUN
geoplanning-60258	215	7	model	model	NOUN
geoplanning-60258	215	8	using	use	VERB
geoplanning-60258	215	9	recurrent	recurrent	ADJ
geoplanning-60258	215	10	neural	neural	ADJ
geoplanning-60258	215	11	network	network	NOUN
geoplanning-60258	215	12	.	.	PUNCT
geoplanning-60258	216	1	arxiv	arxiv	PROPN
geoplanning-60258	216	2	preprint	preprint	PROPN
geoplanning-60258	216	3	arxiv:2003.11492	arxiv:2003.11492	PROPN
geoplanning-60258	216	4	.	.	PUNCT
geoplanning-60258	217	1	gao	gao	PROPN
geoplanning-60258	217	2	,	,	PUNCT
geoplanning-60258	217	3	h.	h.	PROPN
geoplanning-60258	217	4	(	(	PUNCT
geoplanning-60258	217	5	2024	2024	NUM
geoplanning-60258	217	6	)	)	PUNCT
geoplanning-60258	217	7	.	.	PUNCT
geoplanning-60258	218	1	application	application	NOUN
geoplanning-60258	218	2	and	and	CCONJ
geoplanning-60258	218	3	effect	effect	NOUN
geoplanning-60258	218	4	evaluation	evaluation	NOUN
geoplanning-60258	218	5	of	of	ADP
geoplanning-60258	218	6	remote	remote	ADJ
geoplanning-60258	218	7	sensing	sense	VERB
geoplanning-60258	218	8	technology	technology	NOUN
geoplanning-60258	218	9	in	in	ADP
geoplanning-60258	218	10	the	the	DET
geoplanning-60258	218	11	monitoring	monitoring	NOUN
geoplanning-60258	218	12	of	of	ADP
geoplanning-60258	218	13	water	water	NOUN
geoplanning-60258	218	14	pollution	pollution	NOUN
geoplanning-60258	218	15	.	.	PUNCT
geoplanning-60258	219	1	transactions	transaction	NOUN
geoplanning-60258	219	2	on	on	ADP
geoplanning-60258	219	3	environment	environment	NOUN
geoplanning-60258	219	4	,	,	PUNCT
geoplanning-60258	219	5	energy	energy	NOUN
geoplanning-60258	219	6	and	and	CCONJ
geoplanning-60258	219	7	earth	earth	NOUN
geoplanning-60258	219	8	sciences	science	NOUN
geoplanning-60258	219	9	,	,	PUNCT
geoplanning-60258	219	10	3	3	NUM
geoplanning-60258	219	11	,	,	PUNCT
geoplanning-60258	219	12	186–191.[crossref	186–191.[crossref	NOUN
geoplanning-60258	219	13	]	]	X
geoplanning-60258	219	14	gholizadeh	gholizadeh	NOUN
geoplanning-60258	219	15	,	,	PUNCT
geoplanning-60258	219	16	m.	m.	NOUN
geoplanning-60258	219	17	,	,	PUNCT
geoplanning-60258	219	18	melesse	melesse	INTJ
geoplanning-60258	219	19	,	,	PUNCT
geoplanning-60258	219	20	a.	a.	NOUN
geoplanning-60258	219	21	,	,	PUNCT
geoplanning-60258	219	22	&	&	CCONJ
geoplanning-60258	219	23	reddi	reddi	PROPN
geoplanning-60258	219	24	,	,	PUNCT
geoplanning-60258	219	25	l.	l.	PROPN
geoplanning-60258	219	26	(	(	PUNCT
geoplanning-60258	219	27	2016	2016	NUM
geoplanning-60258	219	28	)	)	PUNCT
geoplanning-60258	219	29	.	.	PUNCT
geoplanning-60258	220	1	a	a	DET
geoplanning-60258	220	2	comprehensive	comprehensive	ADJ
geoplanning-60258	220	3	review	review	NOUN
geoplanning-60258	220	4	on	on	ADP
geoplanning-60258	220	5	water	water	NOUN
geoplanning-60258	220	6	quality	quality	NOUN
geoplanning-60258	220	7	parameters	parameter	NOUN
geoplanning-60258	220	8	estimation	estimation	NOUN
geoplanning-60258	220	9	using	use	VERB
geoplanning-60258	220	10	remote	remote	ADJ
geoplanning-60258	220	11	sensing	sense	VERB
geoplanning-60258	220	12	techniques	technique	NOUN
geoplanning-60258	220	13	.	.	PUNCT
geoplanning-60258	221	1	sensors	sensor	NOUN
geoplanning-60258	221	2	,	,	PUNCT
geoplanning-60258	221	3	16(8	16(8	NUM
geoplanning-60258	221	4	)	)	PUNCT
geoplanning-60258	221	5	,	,	PUNCT
geoplanning-60258	221	6	1298	1298	NUM
geoplanning-60258	221	7	.	.	PUNCT
geoplanning-60258	222	1	[	[	X
geoplanning-60258	222	2	crossref	crossref	X
geoplanning-60258	222	3	]	]	X
geoplanning-60258	222	4	hafezparast	hafezparast	ADJ
geoplanning-60258	222	5	mavadat	mavadat	NOUN
geoplanning-60258	222	6	,	,	PUNCT
geoplanning-60258	222	7	m.	m.	NOUN
geoplanning-60258	222	8	,	,	PUNCT
geoplanning-60258	222	9	&	&	CCONJ
geoplanning-60258	222	10	marabi	marabi	PROPN
geoplanning-60258	222	11	,	,	PUNCT
geoplanning-60258	222	12	s.	s.	PROPN
geoplanning-60258	222	13	(	(	PUNCT
geoplanning-60258	222	14	2021	2021	NUM
geoplanning-60258	222	15	)	)	PUNCT
geoplanning-60258	222	16	.	.	PUNCT
geoplanning-60258	223	1	prediction	prediction	NOUN
geoplanning-60258	223	2	of	of	ADP
geoplanning-60258	223	3	sar	sar	PROPN
geoplanning-60258	223	4	and	and	CCONJ
geoplanning-60258	223	5	tds	td	VERB
geoplanning-60258	223	6	parameters	parameter	NOUN
geoplanning-60258	223	7	using	use	VERB
geoplanning-60258	223	8	lstm	lstm	NOUN
geoplanning-60258	223	9	-	-	PUNCT
geoplanning-60258	223	10	rnn	rnn	NOUN
geoplanning-60258	223	11	model	model	NOUN
geoplanning-60258	223	12	:	:	PUNCT
geoplanning-60258	223	13	a	a	DET
geoplanning-60258	223	14	case	case	NOUN
geoplanning-60258	223	15	study	study	NOUN
geoplanning-60258	223	16	on	on	ADP
geoplanning-60258	223	17	aran	aran	PROPN
geoplanning-60258	223	18	station	station	NOUN
geoplanning-60258	223	19	,	,	PUNCT
geoplanning-60258	223	20	iran	iran	PROPN
geoplanning-60258	223	21	.	.	PUNCT
geoplanning-60258	224	1	journal	journal	PROPN
geoplanning-60258	224	2	of	of	ADP
geoplanning-60258	224	3	applied	apply	VERB
geoplanning-60258	224	4	research	research	NOUN
geoplanning-60258	224	5	in	in	ADP
geoplanning-60258	224	6	water	water	NOUN
geoplanning-60258	224	7	and	and	CCONJ
geoplanning-60258	224	8	wastewater	wastewater	NOUN
geoplanning-60258	224	9	,	,	PUNCT
geoplanning-60258	224	10	8(2	8(2	NUM
geoplanning-60258	224	11	)	)	PUNCT
geoplanning-60258	224	12	,	,	PUNCT
geoplanning-60258	224	13	88–97	88–97	NUM
geoplanning-60258	224	14	.	.	PUNCT
geoplanning-60258	225	1	hinton	hinton	PROPN
geoplanning-60258	225	2	,	,	PUNCT
geoplanning-60258	225	3	g.	g.	PROPN
geoplanning-60258	225	4	,	,	PUNCT
geoplanning-60258	225	5	nitish	nitish	PROPN
geoplanning-60258	225	6	,	,	PUNCT
geoplanning-60258	225	7	s.	s.	PROPN
geoplanning-60258	225	8	,	,	PUNCT
geoplanning-60258	225	9	&	&	CCONJ
geoplanning-60258	225	10	swersky	swersky	PROPN
geoplanning-60258	225	11	,	,	PUNCT
geoplanning-60258	225	12	k.	k.	PROPN
geoplanning-60258	225	13	(	(	PUNCT
geoplanning-60258	225	14	2011	2011	NUM
geoplanning-60258	225	15	)	)	PUNCT
geoplanning-60258	225	16	.	.	PUNCT
geoplanning-60258	226	1	divide	divide	VERB
geoplanning-60258	226	2	the	the	DET
geoplanning-60258	226	3	gradient	gradient	NOUN
geoplanning-60258	226	4	by	by	ADP
geoplanning-60258	226	5	a	a	DET
geoplanning-60258	226	6	running	run	VERB
geoplanning-60258	226	7	average	average	NOUN
geoplanning-60258	226	8	of	of	ADP
geoplanning-60258	226	9	its	its	PRON
geoplanning-60258	226	10	recent	recent	ADJ
geoplanning-60258	226	11	magnitude	magnitude	NOUN
geoplanning-60258	226	12	.	.	PUNCT
geoplanning-60258	227	1	neural	neural	ADJ
geoplanning-60258	227	2	networks	network	NOUN
geoplanning-60258	227	3	for	for	ADP
geoplanning-60258	227	4	machine	machine	NOUN
geoplanning-60258	227	5	learning	learning	NOUN
geoplanning-60258	227	6	.	.	PUNCT
geoplanning-60258	228	1	hochreiter	hochreiter	PROPN
geoplanning-60258	228	2	,	,	PUNCT
geoplanning-60258	228	3	s.	s.	PROPN
geoplanning-60258	228	4	,	,	PUNCT
geoplanning-60258	228	5	&	&	CCONJ
geoplanning-60258	228	6	schmidhuber	schmidhuber	PROPN
geoplanning-60258	228	7	,	,	PUNCT
geoplanning-60258	228	8	j.	j.	PROPN
geoplanning-60258	228	9	(	(	PUNCT
geoplanning-60258	228	10	1997	1997	NUM
geoplanning-60258	228	11	)	)	PUNCT
geoplanning-60258	228	12	.	.	PUNCT
geoplanning-60258	229	1	long	long	ADJ
geoplanning-60258	229	2	short	short	ADJ
geoplanning-60258	229	3	-	-	PUNCT
geoplanning-60258	229	4	term	term	NOUN
geoplanning-60258	229	5	memory	memory	NOUN
geoplanning-60258	229	6	.	.	PUNCT
geoplanning-60258	230	1	neural	neural	ADJ
geoplanning-60258	230	2	computation	computation	NOUN
geoplanning-60258	230	3	,	,	PUNCT
geoplanning-60258	230	4	9(8	9(8	NUM
geoplanning-60258	230	5	)	)	PUNCT
geoplanning-60258	230	6	,	,	PUNCT
geoplanning-60258	230	7	1735–1780	1735–1780	NUM
geoplanning-60258	230	8	.	.	PUNCT
geoplanning-60258	231	1	[	[	X
geoplanning-60258	231	2	crossref	crossref	X
geoplanning-60258	231	3	]	]	X
geoplanning-60258	231	4	huang	huang	PROPN
geoplanning-60258	231	5	,	,	PUNCT
geoplanning-60258	231	6	c.-j	c.-j	PROPN
geoplanning-60258	231	7	.	.	PROPN
geoplanning-60258	231	8	,	,	PUNCT
geoplanning-60258	231	9	&	&	CCONJ
geoplanning-60258	231	10	kuo	kuo	PROPN
geoplanning-60258	231	11	,	,	PUNCT
geoplanning-60258	231	12	p.-h	p.-h	NOUN
geoplanning-60258	231	13	.	.	PUNCT
geoplanning-60258	232	1	(	(	PUNCT
geoplanning-60258	232	2	2018	2018	NUM
geoplanning-60258	232	3	)	)	PUNCT
geoplanning-60258	232	4	.	.	PUNCT
geoplanning-60258	233	1	a	a	DET
geoplanning-60258	233	2	deep	deep	ADJ
geoplanning-60258	233	3	cnn	cnn	PROPN
geoplanning-60258	233	4	-	-	PUNCT
geoplanning-60258	233	5	lstm	lstm	ADJ
geoplanning-60258	233	6	model	model	NOUN
geoplanning-60258	233	7	for	for	ADP
geoplanning-60258	233	8	particulate	particulate	NOUN
geoplanning-60258	233	9	matter	matter	NOUN
geoplanning-60258	233	10	(	(	PUNCT
geoplanning-60258	233	11	pm2.5	pm2.5	X
geoplanning-60258	233	12	)	)	PUNCT
geoplanning-60258	233	13	forecasting	forecasting	NOUN
geoplanning-60258	233	14	in	in	ADP
geoplanning-60258	233	15	smart	smart	ADJ
geoplanning-60258	233	16	cities	city	NOUN
geoplanning-60258	233	17	.	.	PUNCT
geoplanning-60258	234	1	sensors	sensor	NOUN
geoplanning-60258	234	2	,	,	PUNCT
geoplanning-60258	234	3	18(7	18(7	NUM
geoplanning-60258	234	4	)	)	PUNCT
geoplanning-60258	234	5	,	,	PUNCT
geoplanning-60258	234	6	2220	2220	NUM
geoplanning-60258	234	7	.	.	PUNCT
geoplanning-60258	235	1	[	[	X
geoplanning-60258	235	2	crossref	crossref	X
geoplanning-60258	235	3	]	]	X
geoplanning-60258	235	4	i.	i.	PROPN
geoplanning-60258	235	5	,	,	PUNCT
geoplanning-60258	235	6	r.	r.	PROPN
geoplanning-60258	235	7	r.	r.	PROPN
geoplanning-60258	235	8	,	,	PUNCT
geoplanning-60258	235	9	f.	f.	PROPN
geoplanning-60258	235	10	,	,	PUNCT
geoplanning-60258	235	11	j.	j.	PROPN
geoplanning-60258	235	12	j.	j.	PROPN
geoplanning-60258	235	13	c.	c.	PROPN
geoplanning-60258	235	14	,	,	PUNCT
geoplanning-60258	235	15	&	&	CCONJ
geoplanning-60258	235	16	fils	fil	NOUN
geoplanning-60258	235	17	,	,	PUNCT
geoplanning-60258	235	18	l.	l.	PROPN
geoplanning-60258	235	19	r.	r.	PROPN
geoplanning-60258	235	20	(	(	PUNCT
geoplanning-60258	235	21	2020	2020	NUM
geoplanning-60258	235	22	)	)	PUNCT
geoplanning-60258	235	23	.	.	PUNCT
geoplanning-60258	236	1	reinforcement	reinforcement	NOUN
geoplanning-60258	236	2	of	of	ADP
geoplanning-60258	236	3	knowledge	knowledge	NOUN
geoplanning-60258	236	4	of	of	ADP
geoplanning-60258	236	5	some	some	DET
geoplanning-60258	236	6	parameters	parameter	NOUN
geoplanning-60258	236	7	of	of	ADP
geoplanning-60258	236	8	lake	lake	PROPN
geoplanning-60258	236	9	itasy	itasy	PROPN
geoplanning-60258	236	10	in	in	ADP
geoplanning-60258	236	11	order	order	NOUN
geoplanning-60258	236	12	to	to	PART
geoplanning-60258	236	13	establish	establish	VERB
geoplanning-60258	236	14	its	its	PRON
geoplanning-60258	236	15	current	current	ADJ
geoplanning-60258	236	16	state	state	NOUN
geoplanning-60258	236	17	of	of	ADP
geoplanning-60258	236	18	health	health	NOUN
geoplanning-60258	236	19	.	.	PUNCT
geoplanning-60258	237	1	resources	resource	NOUN
geoplanning-60258	237	2	and	and	CCONJ
geoplanning-60258	237	3	environment	environment	NOUN
geoplanning-60258	237	4	,	,	PUNCT
geoplanning-60258	237	5	10(2	10(2	NUM
geoplanning-60258	237	6	)	)	PUNCT
geoplanning-60258	237	7	,	,	PUNCT
geoplanning-60258	237	8	19–25	19–25	NUM
geoplanning-60258	237	9	.	.	PUNCT
geoplanning-60258	238	1	jerry	jerry	PROPN
geoplanning-60258	238	2	,	,	PUNCT
geoplanning-60258	238	3	r.	r.	PROPN
geoplanning-60258	238	4	,	,	PUNCT
geoplanning-60258	238	5	rija	rija	VERB
geoplanning-60258	238	6	,	,	PUNCT
geoplanning-60258	238	7	r.	r.	PROPN
geoplanning-60258	238	8	,	,	PUNCT
geoplanning-60258	238	9	jean	jean	PROPN
geoplanning-60258	238	10	,	,	PUNCT
geoplanning-60258	238	11	r.	r.	PROPN
geoplanning-60258	238	12	,	,	PUNCT
geoplanning-60258	238	13	lahatra	lahatra	PROPN
geoplanning-60258	238	14	,	,	PUNCT
geoplanning-60258	238	15	r.	r.	PROPN
geoplanning-60258	238	16	,	,	PUNCT
geoplanning-60258	238	17	&	&	CCONJ
geoplanning-60258	238	18	fils	fil	NOUN
geoplanning-60258	238	19	,	,	PUNCT
geoplanning-60258	238	20	r.	r.	PROPN
geoplanning-60258	238	21	(	(	PUNCT
geoplanning-60258	238	22	2018	2018	NUM
geoplanning-60258	238	23	)	)	PUNCT
geoplanning-60258	238	24	.	.	PUNCT
geoplanning-60258	239	1	temperature	temperature	NOUN
geoplanning-60258	239	2	retrieval	retrieval	NOUN
geoplanning-60258	239	3	of	of	ADP
geoplanning-60258	239	4	lake	lake	PROPN
geoplanning-60258	239	5	itasy	itasy	PROPN
geoplanning-60258	239	6	using	use	VERB
geoplanning-60258	239	7	remote	remote	ADJ
geoplanning-60258	239	8	sensing	sensing	NOUN
geoplanning-60258	239	9	.	.	PUNCT
geoplanning-60258	240	1	resources	resource	NOUN
geoplanning-60258	240	2	and	and	CCONJ
geoplanning-60258	240	3	environment	environment	NOUN
geoplanning-60258	240	4	,	,	PUNCT
geoplanning-60258	240	5	8(6	8(6	NUM
geoplanning-60258	240	6	)	)	PUNCT
geoplanning-60258	240	7	,	,	PUNCT
geoplanning-60258	240	8	241–244	241–244	NUM
geoplanning-60258	240	9	.	.	PUNCT
geoplanning-60258	241	1	[	[	X
geoplanning-60258	241	2	crossref	crossref	X
geoplanning-60258	241	3	]	]	X
geoplanning-60258	241	4	jerry	jerry	PROPN
geoplanning-60258	241	5	,	,	PUNCT
geoplanning-60258	241	6	r.	r.	PROPN
geoplanning-60258	241	7	,	,	PUNCT
geoplanning-60258	241	8	rija	rija	VERB
geoplanning-60258	241	9	,	,	PUNCT
geoplanning-60258	241	10	r.	r.	PROPN
geoplanning-60258	241	11	,	,	PUNCT
geoplanning-60258	241	12	jean	jean	PROPN
geoplanning-60258	241	13	,	,	PUNCT
geoplanning-60258	241	14	r.	r.	PROPN
geoplanning-60258	241	15	,	,	PUNCT
geoplanning-60258	241	16	lahatra	lahatra	PROPN
geoplanning-60258	241	17	,	,	PUNCT
geoplanning-60258	241	18	r.	r.	PROPN
geoplanning-60258	241	19	,	,	PUNCT
geoplanning-60258	241	20	&	&	CCONJ
geoplanning-60258	241	21	fils	fil	NOUN
geoplanning-60258	241	22	,	,	PUNCT
geoplanning-60258	241	23	r.	r.	PROPN
geoplanning-60258	241	24	(	(	PUNCT
geoplanning-60258	241	25	2019	2019	NUM
geoplanning-60258	241	26	)	)	PUNCT
geoplanning-60258	241	27	.	.	PUNCT
geoplanning-60258	242	1	modelling	modelling	NOUN
geoplanning-60258	242	2	of	of	ADP
geoplanning-60258	242	3	lake	lake	PROPN
geoplanning-60258	242	4	water	water	PROPN
geoplanning-60258	242	5	quality	quality	NOUN
geoplanning-60258	242	6	parameters	parameter	NOUN
geoplanning-60258	242	7	by	by	ADP
geoplanning-60258	242	8	deep	deep	ADJ
geoplanning-60258	242	9	learning	learning	NOUN
geoplanning-60258	242	10	using	use	VERB
geoplanning-60258	242	11	remote	remote	ADJ
geoplanning-60258	242	12	sensing	sense	VERB
geoplanning-60258	242	13	data	datum	NOUN
geoplanning-60258	242	14	.	.	PUNCT
geoplanning-60258	243	1	american	american	PROPN
geoplanning-60258	243	2	journal	journal	PROPN
geoplanning-60258	243	3	of	of	ADP
geoplanning-60258	243	4	geographic	geographic	ADJ
geoplanning-60258	243	5	information	information	NOUN
geoplanning-60258	243	6	system	system	NOUN
geoplanning-60258	243	7	,	,	PUNCT
geoplanning-60258	243	8	2019(6	2019(6	NUM
geoplanning-60258	243	9	)	)	PUNCT
geoplanning-60258	243	10	,	,	PUNCT
geoplanning-60258	243	11	221–227	221–227	NUM
geoplanning-60258	243	12	.	.	PUNCT
geoplanning-60258	244	1	[	[	X
geoplanning-60258	244	2	crossref	crossref	X
geoplanning-60258	244	3	]	]	X
geoplanning-60258	244	4	kingma	kingma	PROPN
geoplanning-60258	244	5	,	,	PUNCT
geoplanning-60258	244	6	d.	d.	PROPN
geoplanning-60258	244	7	p.	p.	PROPN
geoplanning-60258	244	8	(	(	PUNCT
geoplanning-60258	244	9	2014	2014	NUM
geoplanning-60258	244	10	)	)	PUNCT
geoplanning-60258	244	11	.	.	PUNCT
geoplanning-60258	245	1	adam	adam	PROPN
geoplanning-60258	245	2	:	:	PUNCT
geoplanning-60258	245	3	a	a	DET
geoplanning-60258	245	4	method	method	NOUN
geoplanning-60258	245	5	for	for	ADP
geoplanning-60258	245	6	stochastic	stochastic	ADJ
geoplanning-60258	245	7	optimization	optimization	NOUN
geoplanning-60258	245	8	.	.	PUNCT
geoplanning-60258	246	1	arxiv	arxiv	PROPN
geoplanning-60258	246	2	preprint	preprint	VERB
geoplanning-60258	246	3	arxiv:1412.6980	arxiv:1412.6980	NOUN
geoplanning-60258	246	4	.	.	PUNCT
geoplanning-60258	247	1	lecun	lecun	ADJ
geoplanning-60258	247	2	,	,	PUNCT
geoplanning-60258	247	3	y.	y.	PROPN
geoplanning-60258	247	4	,	,	PUNCT
geoplanning-60258	247	5	bengio	bengio	PROPN
geoplanning-60258	247	6	,	,	PUNCT
geoplanning-60258	247	7	y.	y.	PROPN
geoplanning-60258	247	8	,	,	PUNCT
geoplanning-60258	247	9	&	&	CCONJ
geoplanning-60258	247	10	hinton	hinton	PROPN
geoplanning-60258	247	11	,	,	PUNCT
geoplanning-60258	247	12	g.	g.	PROPN
geoplanning-60258	247	13	(	(	PUNCT
geoplanning-60258	247	14	2015	2015	NUM
geoplanning-60258	247	15	)	)	PUNCT
geoplanning-60258	247	16	.	.	PUNCT
geoplanning-60258	248	1	deep	deep	ADJ
geoplanning-60258	248	2	learning	learning	NOUN
geoplanning-60258	248	3	.	.	PUNCT
geoplanning-60258	249	1	nature	nature	NOUN
geoplanning-60258	249	2	,	,	PUNCT
geoplanning-60258	249	3	521(7553	521(7553	NUM
geoplanning-60258	249	4	)	)	PUNCT
geoplanning-60258	249	5	,	,	PUNCT
geoplanning-60258	249	6	436–444	436–444	NUM
geoplanning-60258	249	7	.	.	PUNCT
geoplanning-60258	250	1	[	[	X
geoplanning-60258	250	2	crossref	crossref	X
geoplanning-60258	250	3	]	]	X
geoplanning-60258	250	4	liu	liu	PROPN
geoplanning-60258	250	5	,	,	PUNCT
geoplanning-60258	250	6	p.	p.	PROPN
geoplanning-60258	250	7	,	,	PUNCT
geoplanning-60258	250	8	wang	wang	PROPN
geoplanning-60258	250	9	,	,	PUNCT
geoplanning-60258	250	10	j.	j.	PROPN
geoplanning-60258	250	11	,	,	PUNCT
geoplanning-60258	250	12	sangaiah	sangaiah	PROPN
geoplanning-60258	250	13	,	,	PUNCT
geoplanning-60258	250	14	a.	a.	PROPN
geoplanning-60258	250	15	k.	k.	PROPN
geoplanning-60258	250	16	,	,	PUNCT
geoplanning-60258	250	17	xie	xie	PROPN
geoplanning-60258	250	18	,	,	PUNCT
geoplanning-60258	250	19	y.	y.	PROPN
geoplanning-60258	250	20	,	,	PUNCT
geoplanning-60258	250	21	&	&	CCONJ
geoplanning-60258	250	22	yin	yin	PROPN
geoplanning-60258	250	23	,	,	PUNCT
geoplanning-60258	250	24	x.	x.	NOUN
geoplanning-60258	250	25	(	(	PUNCT
geoplanning-60258	250	26	2019	2019	NUM
geoplanning-60258	250	27	)	)	PUNCT
geoplanning-60258	250	28	.	.	PUNCT
geoplanning-60258	251	1	analysis	analysis	NOUN
geoplanning-60258	251	2	and	and	CCONJ
geoplanning-60258	251	3	prediction	prediction	NOUN
geoplanning-60258	251	4	of	of	ADP
geoplanning-60258	251	5	water	water	NOUN
geoplanning-60258	251	6	quality	quality	NOUN
geoplanning-60258	251	7	using	use	VERB
geoplanning-60258	251	8	lstm	lstm	NOUN
geoplanning-60258	251	9	deep	deep	ADJ
geoplanning-60258	251	10	neural	neural	ADJ
geoplanning-60258	251	11	networks	network	NOUN
geoplanning-60258	251	12	in	in	ADP
geoplanning-60258	251	13	iot	iot	PROPN
geoplanning-60258	251	14	environment	environment	NOUN
geoplanning-60258	251	15	.	.	PUNCT
geoplanning-60258	252	1	sustainability	sustainability	NOUN
geoplanning-60258	252	2	,	,	PUNCT
geoplanning-60258	252	3	11(7	11(7	NUM
geoplanning-60258	252	4	)	)	PUNCT
geoplanning-60258	252	5	,	,	PUNCT
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geoplanning-60258	253	1	[	[	X
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geoplanning-60258	253	3	]	]	X
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geoplanning-60258	253	5	,	,	PUNCT
geoplanning-60258	253	6	a.	a.	PROPN
geoplanning-60258	253	7	,	,	PUNCT
geoplanning-60258	253	8	ramu	ramu	PROPN
geoplanning-60258	253	9	,	,	PUNCT
geoplanning-60258	253	10	a.	a.	PROPN
geoplanning-60258	253	11	,	,	PUNCT
geoplanning-60258	253	12	&	&	CCONJ
geoplanning-60258	253	13	kannan	kannan	PROPN
geoplanning-60258	253	14	,	,	PUNCT
geoplanning-60258	253	15	n.	n.	PROPN
geoplanning-60258	253	16	(	(	PUNCT
geoplanning-60258	253	17	2006	2006	NUM
geoplanning-60258	253	18	)	)	PUNCT
geoplanning-60258	253	19	.	.	PUNCT
geoplanning-60258	254	1	water	water	NOUN
geoplanning-60258	254	2	quality	quality	NOUN
geoplanning-60258	254	3	assessment	assessment	NOUN
geoplanning-60258	254	4	from	from	ADP
geoplanning-60258	254	5	uthamapalayam	uthamapalayam	ADJ
geoplanning-60258	254	6	municipality	municipality	NOUN
geoplanning-60258	254	7	in	in	ADP
geoplanning-60258	254	8	theni	theni	PROPN
geoplanning-60258	254	9	district	district	NOUN
geoplanning-60258	254	10	,	,	PUNCT
geoplanning-60258	254	11	tamil	tamil	PROPN
geoplanning-60258	254	12	nadu	nadu	PROPN
geoplanning-60258	254	13	,	,	PUNCT
geoplanning-60258	254	14	india	india	PROPN
geoplanning-60258	254	15	.	.	PUNCT
geoplanning-60258	254	16	pollution	pollution	NOUN
geoplanning-60258	254	17	research	research	PROPN
geoplanning-60258	254	18	,	,	PUNCT
geoplanning-60258	254	19	25(1	25(1	NUM
geoplanning-60258	254	20	)	)	PUNCT
geoplanning-60258	254	21	,	,	PUNCT
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geoplanning-60258	254	23	.	.	PUNCT
geoplanning-60258	255	1	nagy	nagy	NOUN
geoplanning-60258	255	2	-	-	PUNCT
geoplanning-60258	255	3	kovács	kovács	PROPN
geoplanning-60258	255	4	,	,	PUNCT
geoplanning-60258	255	5	z.	z.	PROPN
geoplanning-60258	255	6	,	,	PUNCT
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geoplanning-60258	255	10	,	,	PUNCT
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geoplanning-60258	255	12	-	-	PUNCT
geoplanning-60258	255	13	mártonné	mártonné	NOUN
geoplanning-60258	255	14	,	,	PUNCT
geoplanning-60258	255	15	k.	k.	PROPN
geoplanning-60258	255	16	,	,	PUNCT
geoplanning-60258	255	17	till	till	SCONJ
geoplanning-60258	255	18	,	,	PUNCT
geoplanning-60258	255	19	g.	g.	PROPN
geoplanning-60258	255	20	,	,	PUNCT
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geoplanning-60258	255	22	,	,	PUNCT
geoplanning-60258	255	23	e.	e.	PROPN
geoplanning-60258	255	24	,	,	PUNCT
geoplanning-60258	255	25	&	&	CCONJ
geoplanning-60258	255	26	grischek	grischek	PROPN
geoplanning-60258	255	27	,	,	PUNCT
geoplanning-60258	255	28	t.	t.	PROPN
geoplanning-60258	255	29	(	(	PUNCT
geoplanning-60258	255	30	2019	2019	NUM
geoplanning-60258	255	31	)	)	PUNCT
geoplanning-60258	255	32	.	.	PUNCT
geoplanning-60258	256	1	water	water	NOUN
geoplanning-60258	256	2	quality	quality	NOUN
geoplanning-60258	256	3	changes	change	NOUN
geoplanning-60258	256	4	during	during	ADP
geoplanning-60258	256	5	riverbank	riverbank	NOUN
geoplanning-60258	256	6	filtration	filtration	NOUN
geoplanning-60258	256	7	in	in	ADP
geoplanning-60258	256	8	budapest	budapest	PROPN
geoplanning-60258	256	9	,	,	PUNCT
geoplanning-60258	256	10	hungary	hungary	PROPN
geoplanning-60258	256	11	.	.	PUNCT
geoplanning-60258	257	1	water	water	NOUN
geoplanning-60258	257	2	,	,	PUNCT
geoplanning-60258	257	3	11(2	11(2	NOUN
geoplanning-60258	257	4	)	)	PUNCT
geoplanning-60258	257	5	,	,	PUNCT
geoplanning-60258	257	6	302	302	NUM
geoplanning-60258	257	7	.	.	PUNCT
geoplanning-60258	258	1	[	[	X
geoplanning-60258	258	2	crossref	crossref	X
geoplanning-60258	258	3	]	]	X
geoplanning-60258	258	4	ness	ness	PROPN
geoplanning-60258	258	5	,	,	PUNCT
geoplanning-60258	258	6	e.	e.	PROPN
geoplanning-60258	258	7	,	,	PUNCT
geoplanning-60258	258	8	fatima	fatima	PROPN
geoplanning-60258	258	9	,	,	PUNCT
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geoplanning-60258	258	11	,	,	PUNCT
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geoplanning-60258	258	13	-	-	PUNCT
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geoplanning-60258	258	22	(	(	PUNCT
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geoplanning-60258	258	25	.	.	PUNCT
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geoplanning-60258	259	2	investigation	investigation	NOUN
geoplanning-60258	259	3	into	into	ADP
geoplanning-60258	259	4	water	water	NOUN
geoplanning-60258	259	5	quality	quality	NOUN
geoplanning-60258	259	6	monitoring	monitoring	NOUN
geoplanning-60258	259	7	models	model	NOUN
geoplanning-60258	259	8	using	use	VERB
geoplanning-60258	259	9	remote	remote	ADJ
geoplanning-60258	259	10	sensing	sensing	NOUN
geoplanning-60258	259	11	.	.	PUNCT
geoplanning-60258	260	1	international	international	ADJ
geoplanning-60258	260	2	journal	journal	NOUN
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geoplanning-60258	260	4	remote	remote	ADJ
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geoplanning-60258	260	6	,	,	PUNCT
geoplanning-60258	260	7	46(4	46(4	NOUN
geoplanning-60258	260	8	)	)	PUNCT
geoplanning-60258	260	9	,	,	PUNCT
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geoplanning-60258	260	11	.	.	PUNCT
geoplanning-60258	261	1	[	[	X
geoplanning-60258	261	2	crossref	crossref	X
geoplanning-60258	261	3	]	]	X
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geoplanning-60258	261	8	2015	2015	NUM
geoplanning-60258	261	9	)	)	PUNCT
geoplanning-60258	261	10	.	.	PUNCT
geoplanning-60258	262	1	understanding	understand	VERB
geoplanning-60258	262	2	lstm	lstm	ADJ
geoplanning-60258	262	3	networks	network	NOUN
geoplanning-60258	262	4	.	.	PUNCT
geoplanning-60258	263	1	song	song	PROPN
geoplanning-60258	263	2	,	,	PUNCT
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geoplanning-60258	263	4	,	,	PUNCT
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geoplanning-60258	263	6	,	,	PUNCT
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geoplanning-60258	263	8	e.	e.	PROPN
geoplanning-60258	263	9	,	,	PUNCT
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geoplanning-60258	263	11	,	,	PUNCT
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geoplanning-60258	263	22	,	,	PUNCT
geoplanning-60258	263	23	s.	s.	PROPN
geoplanning-60258	263	24	a.	a.	PROPN
geoplanning-60258	263	25	(	(	PUNCT
geoplanning-60258	263	26	2001	2001	NUM
geoplanning-60258	263	27	)	)	PUNCT
geoplanning-60258	263	28	.	.	PUNCT
geoplanning-60258	264	1	classification	classification	NOUN
geoplanning-60258	264	2	and	and	CCONJ
geoplanning-60258	264	3	change	change	NOUN
geoplanning-60258	264	4	detection	detection	NOUN
geoplanning-60258	264	5	using	use	VERB
geoplanning-60258	264	6	landsat	landsat	PROPN
geoplanning-60258	264	7	tm	tm	PROPN
geoplanning-60258	264	8	data	data	PROPN
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geoplanning-60258	265	2	sensing	sensing	NOUN
geoplanning-60258	265	3	of	of	ADP
geoplanning-60258	265	4	environment	environment	NOUN
geoplanning-60258	265	5	,	,	PUNCT
geoplanning-60258	265	6	75(2	75(2	NUM
geoplanning-60258	265	7	)	)	PUNCT
geoplanning-60258	265	8	,	,	PUNCT
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geoplanning-60258	265	10	.	.	PUNCT
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geoplanning-60258	266	2	crossref	crossref	X
geoplanning-60258	266	3	]	]	X
geoplanning-60258	266	4	srivastava	srivastava	PROPN
geoplanning-60258	266	5	,	,	PUNCT
geoplanning-60258	266	6	m.	m.	PROPN
geoplanning-60258	266	7	k.	k.	PROPN
geoplanning-60258	266	8	,	,	PUNCT
geoplanning-60258	266	9	gaur	gaur	PROPN
geoplanning-60258	266	10	,	,	PUNCT
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geoplanning-60258	266	28	)	)	PUNCT
geoplanning-60258	266	29	.	.	PUNCT
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geoplanning-60258	267	2	of	of	ADP
geoplanning-60258	267	3	remote	remote	ADJ
geoplanning-60258	267	4	sensing	sensing	NOUN
geoplanning-60258	267	5	in	in	ADP
geoplanning-60258	267	6	water	water	NOUN
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geoplanning-60258	267	8	assessment	assessment	NOUN
geoplanning-60258	267	9	.	.	PUNCT
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geoplanning-60258	268	9	.	.	PUNCT
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geoplanning-60258	269	2	)	)	PUNCT
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geoplanning-60258	271	1	[	[	X
geoplanning-60258	271	2	crossref	crossref	X
geoplanning-60258	271	3	]	]	X
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geoplanning-60258	271	30	,	,	PUNCT
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geoplanning-60258	273	8	.	.	PUNCT
geoplanning-60258	274	1	[	[	X
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