id	sid	tid	token	lemma	pos
easat-8654	1	1	edelweiss	edelweiss	PROPN
easat-8654	1	2	applied	apply	VERB
easat-8654	1	3	science	science	NOUN
easat-8654	1	4	and	and	CCONJ
easat-8654	1	5	technology	technology	NOUN
easat-8654	1	6	issn	issn	PROPN
easat-8654	1	7	:	:	PUNCT
easat-8654	1	8	2576	2576	NUM
easat-8654	1	9	-	-	SYM
easat-8654	1	10	8484	8484	NUM
easat-8654	1	11	vol	vol	NOUN
easat-8654	1	12	.	.	PROPN
easat-8654	2	1	9	9	NUM
easat-8654	2	2	,	,	PUNCT
easat-8654	2	3	no	no	INTJ
easat-8654	2	4	.	.	NOUN
easat-8654	2	5	7	7	NUM
easat-8654	2	6	,	,	PUNCT
easat-8654	2	7	536	536	NUM
easat-8654	2	8	-	-	SYM
easat-8654	2	9	549	549	NUM
easat-8654	2	10	2025	2025	NUM
easat-8654	2	11	publisher	publisher	NOUN
easat-8654	2	12	:	:	PUNCT
easat-8654	2	13	learning	learn	VERB
easat-8654	2	14	gate	gate	NOUN
easat-8654	2	15	doi	doi	PROPN
easat-8654	2	16	:	:	PUNCT
easat-8654	2	17	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	2	18	©	©	PROPN
easat-8654	2	19	2025	2025	NUM
easat-8654	2	20	by	by	ADP
easat-8654	2	21	the	the	DET
easat-8654	2	22	authors	author	NOUN
easat-8654	2	23	;	;	PUNCT
easat-8654	2	24	licensee	licensee	PROPN
easat-8654	2	25	learning	learning	NOUN
easat-8654	2	26	gate	gate	NOUN
easat-8654	3	1	©	©	PROPN
easat-8654	3	2	2025	2025	NUM
easat-8654	3	3	by	by	ADP
easat-8654	3	4	the	the	DET
easat-8654	3	5	authors	author	NOUN
easat-8654	3	6	;	;	PUNCT
easat-8654	3	7	licensee	licensee	PROPN
easat-8654	3	8	learning	learning	NOUN
easat-8654	3	9	gate	gate	NOUN
easat-8654	3	10	history	history	NOUN
easat-8654	3	11	:	:	PUNCT
easat-8654	3	12	received	receive	VERB
easat-8654	3	13	:	:	PUNCT
easat-8654	3	14	3	3	NUM
easat-8654	3	15	april	april	PROPN
easat-8654	3	16	2025	2025	NUM
easat-8654	3	17	;	;	PUNCT
easat-8654	3	18	revised	revise	VERB
easat-8654	3	19	:	:	PUNCT
easat-8654	3	20	5	5	NUM
easat-8654	3	21	june	june	PROPN
easat-8654	3	22	2025	2025	NUM
easat-8654	3	23	;	;	PUNCT
easat-8654	3	24	accepted	accept	VERB
easat-8654	3	25	:	:	PUNCT
easat-8654	3	26	10	10	NUM
easat-8654	3	27	june	june	PROPN
easat-8654	3	28	2025	2025	NUM
easat-8654	3	29	;	;	PUNCT
easat-8654	3	30	published	publish	VERB
easat-8654	3	31	:	:	PUNCT
easat-8654	3	32	7	7	NUM
easat-8654	3	33	july	july	PROPN
easat-8654	3	34	2025	2025	NUM
easat-8654	3	35	*	*	PUNCT
easat-8654	3	36	correspondence	correspondence	NOUN
easat-8654	3	37	:	:	PUNCT
easat-8654	3	38	phdannauniv2020@gmail.com	phdannauniv2020@gmail.com	X
easat-8654	4	1	efficient	efficient	ADJ
easat-8654	4	2	ai	ai	NOUN
easat-8654	4	3	-	-	PUNCT
easat-8654	4	4	based	base	VERB
easat-8654	4	5	water	water	NOUN
easat-8654	4	6	quality	quality	NOUN
easat-8654	4	7	prediction	prediction	NOUN
easat-8654	4	8	and	and	CCONJ
easat-8654	4	9	classification	classification	NOUN
easat-8654	4	10	for	for	ADP
easat-8654	4	11	sustainable	sustainable	ADJ
easat-8654	4	12	urban	urban	ADJ
easat-8654	4	13	environments	environment	NOUN
easat-8654	4	14	in	in	ADP
easat-8654	4	15	texas	texas	PROPN
easat-8654	4	16	city	city	PROPN
easat-8654	4	17	shubham	shubham	PROPN
easat-8654	4	18	kuppili1	kuppili1	PROPN
easat-8654	4	19	,	,	PUNCT
easat-8654	4	20	victor	victor	PROPN
easat-8654	4	21	sheng2	sheng2	PROPN
easat-8654	4	22	,	,	PUNCT
easat-8654	4	23	kishore	kishore	PROPN
easat-8654	4	24	kunal3	kunal3	PROPN
easat-8654	4	25	,	,	PUNCT
easat-8654	4	26	r.	r.	PROPN
easat-8654	4	27	murgadoss4	murgadoss4	PROPN
easat-8654	4	28	,	,	PUNCT
easat-8654	4	29	vairavel	vairavel	ADJ
easat-8654	4	30	madeshwaren5	madeshwaren5	NOUN
easat-8654	4	31	*	*	PUNCT
easat-8654	4	32	1,2department	1,2department	NUM
easat-8654	4	33	of	of	ADP
easat-8654	4	34	computer	computer	NOUN
easat-8654	4	35	science	science	NOUN
easat-8654	4	36	,	,	PUNCT
easat-8654	4	37	texas	texas	PROPN
easat-8654	4	38	tech	tech	PROPN
easat-8654	4	39	university	university	PROPN
easat-8654	4	40	,	,	PUNCT
easat-8654	4	41	lubbock	lubbock	PROPN
easat-8654	4	42	,	,	PUNCT
easat-8654	4	43	texas	texas	PROPN
easat-8654	4	44	,	,	PUNCT
easat-8654	4	45	usa	usa	PROPN
easat-8654	4	46	.	.	PROPN
easat-8654	5	1	3loyola	3loyola	NUM
easat-8654	5	2	institute	institute	PROPN
easat-8654	5	3	of	of	ADP
easat-8654	5	4	business	business	PROPN
easat-8654	5	5	administration	administration	PROPN
easat-8654	5	6	,	,	PUNCT
easat-8654	5	7	chennai	chennai	PROPN
easat-8654	5	8	,	,	PUNCT
easat-8654	5	9	tamil	tamil	PROPN
easat-8654	5	10	nadu	nadu	PROPN
easat-8654	5	11	,	,	PUNCT
easat-8654	5	12	india	india	PROPN
easat-8654	5	13	.	.	PUNCT
easat-8654	6	1	4department	4department	NUM
easat-8654	6	2	of	of	ADP
easat-8654	6	3	artificial	artificial	ADJ
easat-8654	6	4	intelligence	intelligence	NOUN
easat-8654	6	5	and	and	CCONJ
easat-8654	6	6	data	datum	NOUN
easat-8654	6	7	science	science	NOUN
easat-8654	6	8	,	,	PUNCT
easat-8654	6	9	vsb	vsb	PROPN
easat-8654	6	10	college	college	PROPN
easat-8654	6	11	of	of	ADP
easat-8654	6	12	engineering	engineering	PROPN
easat-8654	6	13	&	&	CCONJ
easat-8654	6	14	technical	technical	PROPN
easat-8654	6	15	campus	campus	PROPN
easat-8654	6	16	,	,	PUNCT
easat-8654	6	17	coimbatore	coimbatore	PROPN
easat-8654	6	18	,	,	PUNCT
easat-8654	6	19	tamil	tamil	PROPN
easat-8654	6	20	nadu	nadu	PROPN
easat-8654	6	21	,	,	PUNCT
easat-8654	6	22	india	india	PROPN
easat-8654	6	23	.	.	PUNCT
easat-8654	7	1	5department	5department	NUM
easat-8654	7	2	of	of	ADP
easat-8654	7	3	agriculture	agriculture	NOUN
easat-8654	7	4	engineering	engineering	NOUN
easat-8654	7	5	,	,	PUNCT
easat-8654	7	6	dhanalakshmi	dhanalakshmi	PROPN
easat-8654	7	7	srinivasan	srinivasan	NOUN
easat-8654	7	8	college	college	PROPN
easat-8654	7	9	of	of	ADP
easat-8654	7	10	engineering	engineering	PROPN
easat-8654	7	11	,	,	PUNCT
easat-8654	7	12	coimbatore	coimbatore	PROPN
easat-8654	7	13	,	,	PUNCT
easat-8654	7	14	tamil	tamil	PROPN
easat-8654	7	15	nadu	nadu	PROPN
easat-8654	7	16	,	,	PUNCT
easat-8654	7	17	india	india	PROPN
easat-8654	7	18	;	;	PUNCT
easat-8654	7	19	phdannauniv2020@gmail.com	phdannauniv2020@gmail.com	X
easat-8654	7	20	(	(	PUNCT
easat-8654	7	21	v.m	v.m	PROPN
easat-8654	7	22	.	.	PUNCT
easat-8654	7	23	)	)	PUNCT
easat-8654	7	24	.	.	PUNCT
easat-8654	8	1	abstract	abstract	ADV
easat-8654	8	2	:	:	PUNCT
easat-8654	8	3	this	this	DET
easat-8654	8	4	study	study	NOUN
easat-8654	8	5	utilizes	utilize	VERB
easat-8654	8	6	advanced	advanced	ADJ
easat-8654	8	7	technologies	technology	NOUN
easat-8654	8	8	to	to	PART
easat-8654	8	9	address	address	VERB
easat-8654	8	10	water	water	NOUN
easat-8654	8	11	contamination	contamination	NOUN
easat-8654	8	12	by	by	ADP
easat-8654	8	13	analyzing	analyze	VERB
easat-8654	8	14	data	datum	NOUN
easat-8654	8	15	collected	collect	VERB
easat-8654	8	16	from	from	ADP
easat-8654	8	17	the	the	DET
easat-8654	8	18	red	red	PROPN
easat-8654	8	19	river	river	PROPN
easat-8654	8	20	,	,	PUNCT
easat-8654	8	21	rio	rio	NOUN
easat-8654	8	22	grande	grande	PROPN
easat-8654	8	23	,	,	PUNCT
easat-8654	8	24	and	and	CCONJ
easat-8654	8	25	trinity	trinity	PROPN
easat-8654	8	26	river	river	PROPN
easat-8654	8	27	in	in	ADP
easat-8654	8	28	texas	texas	PROPN
easat-8654	8	29	city	city	PROPN
easat-8654	8	30	,	,	PUNCT
easat-8654	8	31	usa	usa	PROPN
easat-8654	8	32	,	,	PUNCT
easat-8654	8	33	between	between	ADP
easat-8654	8	34	march	march	PROPN
easat-8654	8	35	2023	2023	NUM
easat-8654	8	36	and	and	CCONJ
easat-8654	8	37	march	march	PROPN
easat-8654	8	38	2024	2024	NUM
easat-8654	8	39	.	.	PUNCT
easat-8654	9	1	the	the	DET
easat-8654	9	2	dataset	dataset	NOUN
easat-8654	9	3	comprises	comprise	VERB
easat-8654	9	4	seven	seven	NUM
easat-8654	9	5	critical	critical	ADJ
easat-8654	9	6	water	water	NOUN
easat-8654	9	7	quality	quality	NOUN
easat-8654	9	8	parameters	parameter	NOUN
easat-8654	9	9	—	—	PUNCT
easat-8654	9	10	conductivity	conductivity	NOUN
easat-8654	9	11	,	,	PUNCT
easat-8654	9	12	ph	ph	ADJ
easat-8654	9	13	,	,	PUNCT
easat-8654	9	14	turbidity	turbidity	NOUN
easat-8654	9	15	,	,	PUNCT
easat-8654	9	16	dissolved	dissolve	VERB
easat-8654	9	17	oxygen	oxygen	NOUN
easat-8654	9	18	(	(	PUNCT
easat-8654	9	19	do	do	AUX
easat-8654	9	20	)	)	PUNCT
easat-8654	9	21	,	,	PUNCT
easat-8654	9	22	total	total	ADJ
easat-8654	9	23	and	and	CCONJ
easat-8654	9	24	fecal	fecal	ADJ
easat-8654	9	25	coliform	coliform	NOUN
easat-8654	9	26	,	,	PUNCT
easat-8654	9	27	chemical	chemical	NOUN
easat-8654	9	28	oxygen	oxygen	NOUN
easat-8654	9	29	demand	demand	NOUN
easat-8654	9	30	(	(	PUNCT
easat-8654	9	31	cod	cod	NOUN
easat-8654	9	32	)	)	PUNCT
easat-8654	9	33	,	,	PUNCT
easat-8654	9	34	and	and	CCONJ
easat-8654	9	35	nitrate	nitrate	NOUN
easat-8654	9	36	—	—	PUNCT
easat-8654	9	37	ensuring	ensure	VERB
easat-8654	9	38	compliance	compliance	NOUN
easat-8654	9	39	with	with	ADP
easat-8654	9	40	u.s	u.s	PROPN
easat-8654	9	41	.	.	PROPN
easat-8654	9	42	government	government	NOUN
easat-8654	9	43	standards	standard	NOUN
easat-8654	9	44	for	for	ADP
easat-8654	9	45	safe	safe	ADJ
easat-8654	9	46	and	and	CCONJ
easat-8654	9	47	clean	clean	ADJ
easat-8654	9	48	drinking	drinking	NOUN
easat-8654	9	49	water	water	NOUN
easat-8654	9	50	.	.	PUNCT
easat-8654	10	1	the	the	DET
easat-8654	10	2	proposed	propose	VERB
easat-8654	10	3	efficient	efficient	ADJ
easat-8654	10	4	ai	ai	NOUN
easat-8654	10	5	-	-	PUNCT
easat-8654	10	6	based	base	VERB
easat-8654	10	7	water	water	NOUN
easat-8654	10	8	quality	quality	NOUN
easat-8654	10	9	prediction	prediction	NOUN
easat-8654	10	10	and	and	CCONJ
easat-8654	10	11	classification	classification	NOUN
easat-8654	10	12	(	(	PUNCT
easat-8654	10	13	eai	eai	NOUN
easat-8654	10	14	-	-	PUNCT
easat-8654	10	15	wqp	wqp	NOUN
easat-8654	10	16	)	)	PUNCT
easat-8654	10	17	model	model	NOUN
easat-8654	10	18	aims	aim	VERB
easat-8654	10	19	to	to	PART
easat-8654	10	20	accurately	accurately	ADV
easat-8654	10	21	predict	predict	VERB
easat-8654	10	22	water	water	NOUN
easat-8654	10	23	pollution	pollution	NOUN
easat-8654	10	24	parameters	parameter	NOUN
easat-8654	10	25	,	,	PUNCT
easat-8654	10	26	particularly	particularly	ADV
easat-8654	10	27	those	those	PRON
easat-8654	10	28	influenced	influence	VERB
easat-8654	10	29	by	by	ADP
easat-8654	10	30	industrial	industrial	ADJ
easat-8654	10	31	activities	activity	NOUN
easat-8654	10	32	.	.	PUNCT
easat-8654	11	1	leveraging	leverage	VERB
easat-8654	11	2	apache	apache	NOUN
easat-8654	11	3	spark	spark	NOUN
easat-8654	11	4	,	,	PUNCT
easat-8654	11	5	a	a	DET
easat-8654	11	6	powerful	powerful	ADJ
easat-8654	11	7	big	big	ADJ
easat-8654	11	8	data	datum	NOUN
easat-8654	11	9	processing	processing	NOUN
easat-8654	11	10	framework	framework	NOUN
easat-8654	11	11	,	,	PUNCT
easat-8654	11	12	the	the	DET
easat-8654	11	13	model	model	NOUN
easat-8654	11	14	enables	enable	VERB
easat-8654	11	15	real	real	ADJ
easat-8654	11	16	-	-	PUNCT
easat-8654	11	17	time	time	NOUN
easat-8654	11	18	data	datum	NOUN
easat-8654	11	19	handling	handling	NOUN
easat-8654	11	20	and	and	CCONJ
easat-8654	11	21	analysis	analysis	NOUN
easat-8654	11	22	for	for	ADP
easat-8654	11	23	effective	effective	ADJ
easat-8654	11	24	pollution	pollution	NOUN
easat-8654	11	25	management	management	NOUN
easat-8654	11	26	.	.	PUNCT
easat-8654	12	1	to	to	PART
easat-8654	12	2	enhance	enhance	VERB
easat-8654	12	3	prediction	prediction	NOUN
easat-8654	12	4	accuracy	accuracy	NOUN
easat-8654	12	5	,	,	PUNCT
easat-8654	12	6	the	the	DET
easat-8654	12	7	model	model	NOUN
easat-8654	12	8	's	's	PART
easat-8654	12	9	parameter	parameter	NOUN
easat-8654	12	10	tuning	tuning	NOUN
easat-8654	12	11	is	be	AUX
easat-8654	12	12	optimized	optimize	VERB
easat-8654	12	13	using	use	VERB
easat-8654	12	14	the	the	DET
easat-8654	12	15	firefly	firefly	NOUN
easat-8654	12	16	algorithm	algorithm	NOUN
easat-8654	12	17	(	(	PUNCT
easat-8654	12	18	fa	fa	NOUN
easat-8654	12	19	)	)	PUNCT
easat-8654	12	20	.	.	PUNCT
easat-8654	13	1	furthermore	furthermore	ADV
easat-8654	13	2	,	,	PUNCT
easat-8654	13	3	an	an	DET
easat-8654	13	4	adaptive	adaptive	ADJ
easat-8654	13	5	neurofuzzy	neurofuzzy	ADJ
easat-8654	13	6	inference	inference	NOUN
easat-8654	13	7	system	system	NOUN
easat-8654	13	8	(	(	PUNCT
easat-8654	13	9	anfis	anfis	ADJ
easat-8654	13	10	)	)	PUNCT
easat-8654	13	11	classifier	classifier	NOUN
easat-8654	13	12	is	be	AUX
easat-8654	13	13	integrated	integrate	VERB
easat-8654	13	14	into	into	ADP
easat-8654	13	15	the	the	DET
easat-8654	13	16	model	model	NOUN
easat-8654	13	17	,	,	PUNCT
easat-8654	13	18	combining	combine	VERB
easat-8654	13	19	fuzzy	fuzzy	ADJ
easat-8654	13	20	logic	logic	NOUN
easat-8654	13	21	with	with	ADP
easat-8654	13	22	neural	neural	ADJ
easat-8654	13	23	networks	network	NOUN
easat-8654	13	24	to	to	PART
easat-8654	13	25	classify	classify	VERB
easat-8654	13	26	water	water	NOUN
easat-8654	13	27	quality	quality	NOUN
easat-8654	13	28	into	into	ADP
easat-8654	13	29	pollutant	pollutant	ADJ
easat-8654	13	30	and	and	CCONJ
easat-8654	13	31	non	non	ADJ
easat-8654	13	32	-	-	ADJ
easat-8654	13	33	pollutant	pollutant	ADJ
easat-8654	13	34	categories	category	NOUN
easat-8654	13	35	.	.	PUNCT
easat-8654	14	1	comparative	comparative	ADJ
easat-8654	14	2	evaluations	evaluation	NOUN
easat-8654	14	3	against	against	ADP
easat-8654	14	4	established	establish	VERB
easat-8654	14	5	machine	machine	NOUN
easat-8654	14	6	learning	learn	VERB
easat-8654	14	7	techniques	technique	NOUN
easat-8654	14	8	such	such	ADJ
easat-8654	14	9	as	as	ADP
easat-8654	14	10	gru	gru	NOUN
easat-8654	14	11	-	-	NOUN
easat-8654	14	12	arima	arima	ADJ
easat-8654	14	13	,	,	PUNCT
easat-8654	14	14	svm	svm	NOUN
easat-8654	14	15	,	,	PUNCT
easat-8654	14	16	and	and	CCONJ
easat-8654	14	17	random	random	ADJ
easat-8654	14	18	forest	forest	NOUN
easat-8654	14	19	demonstrate	demonstrate	VERB
easat-8654	14	20	the	the	DET
easat-8654	14	21	superior	superior	ADJ
easat-8654	14	22	performance	performance	NOUN
easat-8654	14	23	of	of	ADP
easat-8654	14	24	the	the	DET
easat-8654	14	25	eai	eai	PROPN
easat-8654	14	26	-	-	PUNCT
easat-8654	14	27	wqp	wqp	NOUN
easat-8654	14	28	model	model	NOUN
easat-8654	14	29	in	in	ADP
easat-8654	14	30	terms	term	NOUN
easat-8654	14	31	of	of	ADP
easat-8654	14	32	accuracy	accuracy	NOUN
easat-8654	14	33	,	,	PUNCT
easat-8654	14	34	precision	precision	NOUN
easat-8654	14	35	,	,	PUNCT
easat-8654	14	36	f1	f1	NOUN
easat-8654	14	37	score	score	NOUN
easat-8654	14	38	,	,	PUNCT
easat-8654	14	39	and	and	CCONJ
easat-8654	14	40	recall	recall	NOUN
easat-8654	14	41	.	.	PUNCT
easat-8654	15	1	the	the	DET
easat-8654	15	2	study	study	NOUN
easat-8654	15	3	aims	aim	VERB
easat-8654	15	4	to	to	PART
easat-8654	15	5	analyze	analyze	VERB
easat-8654	15	6	water	water	NOUN
easat-8654	15	7	pollution	pollution	NOUN
easat-8654	15	8	in	in	ADP
easat-8654	15	9	texas	texas	PROPN
easat-8654	15	10	city	city	PROPN
easat-8654	15	11	using	use	VERB
easat-8654	15	12	advanced	advanced	ADJ
easat-8654	15	13	ai	ai	NOUN
easat-8654	15	14	methodologies	methodology	NOUN
easat-8654	15	15	,	,	PUNCT
easat-8654	15	16	develop	develop	VERB
easat-8654	15	17	the	the	DET
easat-8654	15	18	eai	eai	PROPN
easat-8654	15	19	-	-	PUNCT
easat-8654	15	20	wqp	wqp	NOUN
easat-8654	15	21	model	model	NOUN
easat-8654	15	22	for	for	ADP
easat-8654	15	23	accurate	accurate	ADJ
easat-8654	15	24	forecasting	forecasting	NOUN
easat-8654	15	25	of	of	ADP
easat-8654	15	26	water	water	NOUN
easat-8654	15	27	quality	quality	NOUN
easat-8654	15	28	parameters	parameter	NOUN
easat-8654	15	29	,	,	PUNCT
easat-8654	15	30	implement	implement	VERB
easat-8654	15	31	real	real	ADJ
easat-8654	15	32	-	-	PUNCT
easat-8654	15	33	time	time	NOUN
easat-8654	15	34	big	big	ADJ
easat-8654	15	35	data	datum	NOUN
easat-8654	15	36	processing	processing	NOUN
easat-8654	15	37	with	with	ADP
easat-8654	15	38	apache	apache	NOUN
easat-8654	15	39	spark	spark	NOUN
easat-8654	15	40	,	,	PUNCT
easat-8654	15	41	optimize	optimize	NOUN
easat-8654	15	42	model	model	NOUN
easat-8654	15	43	performance	performance	NOUN
easat-8654	15	44	using	use	VERB
easat-8654	15	45	the	the	DET
easat-8654	15	46	firefly	firefly	NOUN
easat-8654	15	47	algorithm	algorithm	NOUN
easat-8654	15	48	(	(	PUNCT
easat-8654	15	49	fa	fa	NOUN
easat-8654	15	50	)	)	PUNCT
easat-8654	15	51	,	,	PUNCT
easat-8654	15	52	classify	classify	VERB
easat-8654	15	53	water	water	NOUN
easat-8654	15	54	quality	quality	NOUN
easat-8654	15	55	using	use	VERB
easat-8654	15	56	anfis	anfis	PROPN
easat-8654	15	57	,	,	PUNCT
easat-8654	15	58	and	and	CCONJ
easat-8654	15	59	demonstrate	demonstrate	VERB
easat-8654	15	60	the	the	DET
easat-8654	15	61	model	model	NOUN
easat-8654	15	62	's	's	PART
easat-8654	15	63	superiority	superiority	NOUN
easat-8654	15	64	over	over	ADP
easat-8654	15	65	traditional	traditional	ADJ
easat-8654	15	66	machine	machine	NOUN
easat-8654	15	67	learning	learning	NOUN
easat-8654	15	68	methods	method	NOUN
easat-8654	15	69	.	.	PUNCT
easat-8654	16	1	keywords	keyword	NOUN
easat-8654	16	2	:	:	PUNCT
easat-8654	16	3	environmental	environmental	ADJ
easat-8654	16	4	management	management	NOUN
easat-8654	16	5	,	,	PUNCT
easat-8654	16	6	gru	gru	NOUN
easat-8654	16	7	-	-	NOUN
easat-8654	16	8	arima	arima	PROPN
easat-8654	16	9	,	,	PUNCT
easat-8654	16	10	machine	machine	NOUN
easat-8654	16	11	learning	learning	NOUN
easat-8654	16	12	,	,	PUNCT
easat-8654	16	13	industrial	industrial	ADJ
easat-8654	16	14	pollution	pollution	NOUN
easat-8654	16	15	,	,	PUNCT
easat-8654	16	16	water	water	NOUN
easat-8654	16	17	quality	quality	NOUN
easat-8654	16	18	prediction	prediction	NOUN
easat-8654	16	19	.	.	PUNCT
easat-8654	17	1	1	1	X
easat-8654	17	2	.	.	X
easat-8654	17	3	introduction	introduction	NOUN
easat-8654	17	4	the	the	DET
easat-8654	17	5	main	main	ADJ
easat-8654	17	6	aim	aim	NOUN
easat-8654	17	7	of	of	ADP
easat-8654	17	8	the	the	DET
easat-8654	17	9	study	study	NOUN
easat-8654	17	10	was	be	AUX
easat-8654	17	11	to	to	PART
easat-8654	17	12	develop	develop	VERB
easat-8654	17	13	and	and	CCONJ
easat-8654	17	14	evaluate	evaluate	VERB
easat-8654	17	15	the	the	DET
easat-8654	17	16	efficient	efficient	ADJ
easat-8654	17	17	ai	ai	NOUN
easat-8654	17	18	-	-	PUNCT
easat-8654	17	19	based	base	VERB
easat-8654	17	20	water	water	NOUN
easat-8654	17	21	quality	quality	NOUN
easat-8654	17	22	prediction	prediction	NOUN
easat-8654	17	23	and	and	CCONJ
easat-8654	17	24	classification	classification	NOUN
easat-8654	17	25	(	(	PUNCT
easat-8654	17	26	eai	eai	NOUN
easat-8654	17	27	-	-	PUNCT
easat-8654	17	28	wqp	wqp	NOUN
easat-8654	17	29	)	)	PUNCT
easat-8654	17	30	model	model	NOUN
easat-8654	17	31	to	to	PART
easat-8654	17	32	accurately	accurately	ADV
easat-8654	17	33	forecast	forecast	VERB
easat-8654	17	34	water	water	NOUN
easat-8654	17	35	pollution	pollution	NOUN
easat-8654	17	36	parameters	parameter	NOUN
easat-8654	17	37	.	.	PUNCT
easat-8654	18	1	by	by	ADP
easat-8654	18	2	leveraging	leverage	VERB
easat-8654	18	3	technological	technological	ADJ
easat-8654	18	4	advancements	advancement	NOUN
easat-8654	18	5	such	such	ADJ
easat-8654	18	6	as	as	ADP
easat-8654	18	7	apache	apache	NOUN
easat-8654	18	8	spark	spark	NOUN
easat-8654	18	9	for	for	ADP
easat-8654	18	10	real	real	ADJ
easat-8654	18	11	-	-	PUNCT
easat-8654	18	12	time	time	NOUN
easat-8654	18	13	data	datum	NOUN
easat-8654	18	14	processing	processing	NOUN
easat-8654	18	15	and	and	CCONJ
easat-8654	18	16	the	the	DET
easat-8654	18	17	firefly	firefly	NOUN
easat-8654	18	18	algorithm	algorithm	NOUN
easat-8654	18	19	for	for	ADP
easat-8654	18	20	parameter	parameter	NOUN
easat-8654	18	21	tuning	tuning	NOUN
easat-8654	18	22	,	,	PUNCT
easat-8654	18	23	the	the	DET
easat-8654	18	24	study	study	NOUN
easat-8654	18	25	sought	seek	VERB
easat-8654	18	26	to	to	PART
easat-8654	18	27	enhance	enhance	VERB
easat-8654	18	28	prediction	prediction	NOUN
easat-8654	18	29	accuracy	accuracy	NOUN
easat-8654	18	30	.	.	PUNCT
easat-8654	19	1	the	the	DET
easat-8654	19	2	model	model	NOUN
easat-8654	19	3	,	,	PUNCT
easat-8654	19	4	which	which	PRON
easat-8654	19	5	incorporates	incorporate	VERB
easat-8654	19	6	the	the	DET
easat-8654	19	7	adaptive	adaptive	ADJ
easat-8654	19	8	neuro	neuro	NOUN
easat-8654	19	9	-	-	PUNCT
easat-8654	19	10	fuzzy	fuzzy	ADJ
easat-8654	19	11	inference	inference	NOUN
easat-8654	19	12	system	system	NOUN
easat-8654	19	13	(	(	PUNCT
easat-8654	19	14	anfis	anfis	PROPN
easat-8654	19	15	)	)	PUNCT
easat-8654	19	16	,	,	PUNCT
easat-8654	19	17	was	be	AUX
easat-8654	19	18	designed	design	VERB
easat-8654	19	19	to	to	PART
easat-8654	19	20	improve	improve	VERB
easat-8654	19	21	water	water	NOUN
easat-8654	19	22	quality	quality	NOUN
easat-8654	19	23	classification	classification	NOUN
easat-8654	19	24	.	.	PUNCT
easat-8654	20	1	additionally	additionally	ADV
easat-8654	20	2	,	,	PUNCT
easat-8654	20	3	the	the	DET
easat-8654	20	4	study	study	NOUN
easat-8654	20	5	aimed	aim	VERB
easat-8654	20	6	to	to	PART
easat-8654	20	7	compare	compare	VERB
easat-8654	20	8	the	the	DET
easat-8654	20	9	performance	performance	NOUN
easat-8654	20	10	of	of	ADP
easat-8654	20	11	the	the	DET
easat-8654	20	12	eai	eai	PROPN
easat-8654	20	13	-	-	PUNCT
easat-8654	20	14	wqp	wqp	NOUN
easat-8654	20	15	model	model	NOUN
easat-8654	20	16	with	with	ADP
easat-8654	20	17	other	other	ADJ
easat-8654	20	18	machine	machine	NOUN
easat-8654	20	19	learning	learn	VERB
easat-8654	20	20	techniques	technique	NOUN
easat-8654	20	21	,	,	PUNCT
easat-8654	20	22	including	include	VERB
easat-8654	20	23	gru	gru	NOUN
easat-8654	20	24	-	-	NOUN
easat-8654	20	25	arima	arima	PROPN
easat-8654	20	26	,	,	PUNCT
easat-8654	20	27	svm	svm	NOUN
easat-8654	20	28	,	,	PUNCT
easat-8654	20	29	and	and	CCONJ
easat-8654	20	30	random	random	ADJ
easat-8654	20	31	forest	forest	NOUN
easat-8654	20	32	,	,	PUNCT
easat-8654	20	33	to	to	PART
easat-8654	20	34	identify	identify	VERB
easat-8654	20	35	the	the	DET
easat-8654	20	36	most	most	ADV
easat-8654	20	37	effective	effective	ADJ
easat-8654	20	38	approach	approach	NOUN
easat-8654	20	39	for	for	ADP
easat-8654	20	40	predicting	predict	VERB
easat-8654	20	41	water	water	NOUN
easat-8654	20	42	pollution	pollution	NOUN
easat-8654	20	43	levels	level	NOUN
easat-8654	20	44	.	.	PUNCT
easat-8654	21	1	the	the	DET
easat-8654	21	2	environment	environment	NOUN
easat-8654	21	3	,	,	PUNCT
easat-8654	21	4	human	human	ADJ
easat-8654	21	5	health	health	NOUN
easat-8654	21	6	,	,	PUNCT
easat-8654	21	7	and	and	CCONJ
easat-8654	21	8	water	water	NOUN
easat-8654	21	9	resources	resource	NOUN
easat-8654	21	10	all	all	PRON
easat-8654	21	11	greatly	greatly	ADV
easat-8654	21	12	depend	depend	VERB
easat-8654	21	13	on	on	ADP
easat-8654	21	14	water	water	NOUN
easat-8654	21	15	quality	quality	NOUN
easat-8654	21	16	(	(	PUNCT
easat-8654	21	17	wq	wq	NOUN
easat-8654	21	18	)	)	PUNCT
easat-8654	21	19	.	.	PUNCT
easat-8654	22	1	to	to	PART
easat-8654	22	2	address	address	VERB
easat-8654	22	3	this	this	DET
easat-8654	22	4	worldwide	worldwide	ADJ
easat-8654	22	5	challenge	challenge	NOUN
easat-8654	22	6	,	,	PUNCT
easat-8654	22	7	practitioners	practitioner	NOUN
easat-8654	22	8	and	and	CCONJ
easat-8654	22	9	researchers	researcher	NOUN
easat-8654	22	10	have	have	AUX
easat-8654	22	11	gotten	get	VERB
easat-8654	22	12	heavily	heavily	ADV
easat-8654	22	13	involved	involve	VERB
easat-8654	22	14	in	in	ADP
easat-8654	22	15	water	water	NOUN
easat-8654	22	16	quality	quality	NOUN
easat-8654	22	17	monitoring	monitoring	NOUN
easat-8654	22	18	and	and	CCONJ
easat-8654	22	19	modeling	modeling	NOUN
easat-8654	22	20	.	.	PUNCT
easat-8654	23	1	this	this	PRON
easat-8654	23	2	is	be	AUX
easat-8654	23	3	because	because	SCONJ
easat-8654	23	4	billions	billion	NOUN
easat-8654	23	5	of	of	ADP
easat-8654	23	6	people	people	NOUN
easat-8654	23	7	on	on	ADP
easat-8654	23	8	earth	earth	NOUN
easat-8654	23	9	depend	depend	VERB
easat-8654	23	10	on	on	ADP
easat-8654	23	11	clean	clean	ADJ
easat-8654	23	12	,	,	PUNCT
easat-8654	23	13	healthy	healthy	ADJ
easat-8654	23	14	,	,	PUNCT
easat-8654	23	15	537	537	NUM
easat-8654	23	16	edelweiss	edelweiss	PROPN
easat-8654	23	17	applied	apply	VERB
easat-8654	23	18	science	science	NOUN
easat-8654	23	19	and	and	CCONJ
easat-8654	23	20	technology	technology	NOUN
easat-8654	23	21	issn	issn	PROPN
easat-8654	23	22	:	:	PUNCT
easat-8654	23	23	2576	2576	NUM
easat-8654	23	24	-	-	SYM
easat-8654	23	25	8484	8484	NUM
easat-8654	23	26	vol	vol	NOUN
easat-8654	23	27	.	.	PROPN
easat-8654	24	1	9	9	NUM
easat-8654	24	2	,	,	PUNCT
easat-8654	24	3	no	no	INTJ
easat-8654	24	4	.	.	NOUN
easat-8654	25	1	7	7	NUM
easat-8654	25	2	:	:	PUNCT
easat-8654	25	3	536	536	NUM
easat-8654	25	4	-	-	SYM
easat-8654	25	5	549	549	NUM
easat-8654	25	6	,	,	PUNCT
easat-8654	25	7	2025	2025	NUM
easat-8654	25	8	doi	doi	NOUN
easat-8654	25	9	:	:	PUNCT
easat-8654	25	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	25	11	©	©	PROPN
easat-8654	25	12	2025	2025	NUM
easat-8654	25	13	by	by	ADP
easat-8654	25	14	the	the	DET
easat-8654	25	15	authors	author	NOUN
easat-8654	25	16	;	;	PUNCT
easat-8654	25	17	licensee	licensee	PROPN
easat-8654	25	18	learning	learning	NOUN
easat-8654	25	19	gate	gate	NOUN
easat-8654	25	20	and	and	CCONJ
easat-8654	25	21	sufficient	sufficient	ADJ
easat-8654	25	22	freshwater	freshwater	NOUN
easat-8654	25	23	.	.	PUNCT
easat-8654	26	1	water	water	NOUN
easat-8654	26	2	quality	quality	NOUN
easat-8654	26	3	(	(	PUNCT
easat-8654	26	4	wq	wq	NOUN
easat-8654	26	5	)	)	PUNCT
easat-8654	26	6	can	can	AUX
easat-8654	26	7	be	be	AUX
easat-8654	26	8	estimated	estimate	VERB
easat-8654	26	9	and	and	CCONJ
easat-8654	26	10	the	the	DET
easat-8654	26	11	degree	degree	NOUN
easat-8654	26	12	of	of	ADP
easat-8654	26	13	contamination	contamination	NOUN
easat-8654	26	14	can	can	AUX
easat-8654	26	15	be	be	AUX
easat-8654	26	16	determined	determine	VERB
easat-8654	26	17	by	by	ADP
easat-8654	26	18	utilizing	utilize	VERB
easat-8654	26	19	a	a	DET
easat-8654	26	20	combination	combination	NOUN
easat-8654	26	21	of	of	ADP
easat-8654	26	22	the	the	DET
easat-8654	26	23	water	water	NOUN
easat-8654	26	24	's	's	PART
easat-8654	26	25	physical	physical	ADJ
easat-8654	26	26	,	,	PUNCT
easat-8654	26	27	chemical	chemical	NOUN
easat-8654	26	28	,	,	PUNCT
easat-8654	26	29	and	and	CCONJ
easat-8654	26	30	biological	biological	ADJ
easat-8654	26	31	aspects	aspect	NOUN
easat-8654	26	32	.	.	PUNCT
easat-8654	27	1	because	because	SCONJ
easat-8654	27	2	there	there	PRON
easat-8654	27	3	have	have	AUX
easat-8654	27	4	been	be	AUX
easat-8654	27	5	so	so	ADV
easat-8654	27	6	many	many	ADJ
easat-8654	27	7	instances	instance	NOUN
easat-8654	27	8	of	of	ADP
easat-8654	27	9	water	water	NOUN
easat-8654	27	10	contamination	contamination	NOUN
easat-8654	27	11	in	in	ADP
easat-8654	27	12	recent	recent	ADJ
easat-8654	27	13	years	year	NOUN
easat-8654	27	14	,	,	PUNCT
easat-8654	27	15	environmental	environmental	ADJ
easat-8654	27	16	management	management	NOUN
easat-8654	27	17	organizations	organization	NOUN
easat-8654	27	18	around	around	ADP
easat-8654	27	19	the	the	DET
easat-8654	27	20	world	world	NOUN
easat-8654	27	21	have	have	AUX
easat-8654	27	22	become	become	VERB
easat-8654	27	23	increasingly	increasingly	ADV
easat-8654	27	24	interested	interested	ADJ
easat-8654	27	25	in	in	ADP
easat-8654	27	26	the	the	DET
easat-8654	27	27	assessment	assessment	NOUN
easat-8654	27	28	and	and	CCONJ
easat-8654	27	29	estimation	estimation	NOUN
easat-8654	27	30	of	of	ADP
easat-8654	27	31	wq	wq	NOUN
easat-8654	27	32	.	.	PUNCT
easat-8654	28	1	the	the	DET
easat-8654	28	2	environmental	environmental	ADJ
easat-8654	28	3	infrastructure	infrastructure	NOUN
easat-8654	28	4	depends	depend	VERB
easat-8654	28	5	on	on	ADP
easat-8654	28	6	specific	specific	ADJ
easat-8654	28	7	case	case	NOUN
easat-8654	28	8	study	study	NOUN
easat-8654	28	9	surface	surface	NOUN
easat-8654	28	10	water	water	NOUN
easat-8654	28	11	quality	quality	NOUN
easat-8654	28	12	studies	study	NOUN
easat-8654	28	13	.	.	PUNCT
easat-8654	29	1	the	the	DET
easat-8654	29	2	most	most	ADV
easat-8654	29	3	important	important	ADJ
easat-8654	29	4	markers	marker	NOUN
easat-8654	29	5	of	of	ADP
easat-8654	29	6	wq	wq	NOUN
easat-8654	29	7	are	be	AUX
easat-8654	29	8	dissolved	dissolve	VERB
easat-8654	29	9	oxygen	oxygen	NOUN
easat-8654	29	10	(	(	PUNCT
easat-8654	29	11	do	do	AUX
easat-8654	29	12	)	)	PUNCT
easat-8654	29	13	and	and	CCONJ
easat-8654	29	14	biochemical	biochemical	ADJ
easat-8654	29	15	oxygen	oxygen	NOUN
easat-8654	29	16	demand	demand	NOUN
easat-8654	29	17	(	(	PUNCT
easat-8654	29	18	bod	bod	PROPN
easat-8654	29	19	)	)	PUNCT
easat-8654	29	20	because	because	SCONJ
easat-8654	29	21	they	they	PRON
easat-8654	29	22	affect	affect	VERB
easat-8654	29	23	a	a	DET
easat-8654	29	24	variety	variety	NOUN
easat-8654	29	25	of	of	ADP
easat-8654	29	26	biological	biological	ADJ
easat-8654	29	27	,	,	PUNCT
easat-8654	29	28	chemical	chemical	NOUN
easat-8654	29	29	,	,	PUNCT
easat-8654	29	30	and	and	CCONJ
easat-8654	29	31	physical	physical	ADJ
easat-8654	29	32	characteristics	characteristic	NOUN
easat-8654	29	33	of	of	ADP
easat-8654	29	34	water	water	NOUN
easat-8654	29	35	.	.	PUNCT
easat-8654	30	1	controlling	control	VERB
easat-8654	30	2	stream	stream	NOUN
easat-8654	30	3	pollution	pollution	NOUN
easat-8654	30	4	,	,	PUNCT
easat-8654	30	5	managing	manage	VERB
easat-8654	30	6	river	river	NOUN
easat-8654	30	7	water	water	NOUN
easat-8654	30	8	quality	quality	NOUN
easat-8654	30	9	,	,	PUNCT
easat-8654	30	10	and	and	CCONJ
easat-8654	30	11	supporting	support	VERB
easat-8654	30	12	natural	natural	ADJ
easat-8654	30	13	processes	process	NOUN
easat-8654	30	14	all	all	PRON
easat-8654	30	15	depend	depend	VERB
easat-8654	30	16	on	on	ADP
easat-8654	30	17	the	the	DET
easat-8654	30	18	accurate	accurate	ADJ
easat-8654	30	19	evaluation	evaluation	NOUN
easat-8654	30	20	of	of	ADP
easat-8654	30	21	these	these	DET
easat-8654	30	22	two	two	NUM
easat-8654	30	23	variables	variable	NOUN
easat-8654	30	24	.	.	PUNCT
easat-8654	31	1	these	these	DET
easat-8654	31	2	quality	quality	NOUN
easat-8654	31	3	variables	variable	NOUN
easat-8654	31	4	are	be	AUX
easat-8654	31	5	still	still	ADV
easat-8654	31	6	determined	determined	ADJ
easat-8654	31	7	using	use	VERB
easat-8654	31	8	traditional	traditional	ADJ
easat-8654	31	9	techniques	technique	NOUN
easat-8654	31	10	(	(	PUNCT
easat-8654	31	11	volumetric	volumetric	NOUN
easat-8654	31	12	titration	titration	NOUN
easat-8654	31	13	)	)	PUNCT
easat-8654	31	14	,	,	PUNCT
easat-8654	31	15	which	which	PRON
easat-8654	31	16	are	be	AUX
easat-8654	31	17	more	more	ADV
easat-8654	31	18	subjective	subjective	ADJ
easat-8654	31	19	than	than	ADP
easat-8654	31	20	instrumental	instrumental	ADJ
easat-8654	31	21	techniques	technique	NOUN
easat-8654	31	22	.	.	PUNCT
easat-8654	32	1	much	much	ADJ
easat-8654	32	2	money	money	NOUN
easat-8654	32	3	,	,	PUNCT
easat-8654	32	4	time	time	NOUN
easat-8654	32	5	,	,	PUNCT
easat-8654	32	6	and	and	CCONJ
easat-8654	32	7	effort	effort	NOUN
easat-8654	32	8	could	could	AUX
easat-8654	32	9	be	be	AUX
easat-8654	32	10	saved	save	VERB
easat-8654	32	11	if	if	SCONJ
easat-8654	32	12	these	these	DET
easat-8654	32	13	wq	wq	PROPN
easat-8654	32	14	elements	element	NOUN
easat-8654	32	15	could	could	AUX
easat-8654	32	16	be	be	AUX
easat-8654	32	17	predicted	predict	VERB
easat-8654	32	18	with	with	ADP
easat-8654	32	19	a	a	DET
easat-8654	32	20	reasonable	reasonable	ADJ
easat-8654	32	21	degree	degree	NOUN
easat-8654	32	22	of	of	ADP
easat-8654	32	23	precision	precision	NOUN
easat-8654	32	24	.	.	PUNCT
easat-8654	33	1	because	because	SCONJ
easat-8654	33	2	of	of	ADP
easat-8654	33	3	this	this	PRON
easat-8654	33	4	,	,	PUNCT
easat-8654	33	5	researchers	researcher	NOUN
easat-8654	33	6	have	have	AUX
easat-8654	33	7	developed	develop	VERB
easat-8654	33	8	reliable	reliable	ADJ
easat-8654	33	9	models	model	NOUN
easat-8654	33	10	to	to	PART
easat-8654	33	11	forecast	forecast	VERB
easat-8654	33	12	bod	bod	NOUN
easat-8654	33	13	and	and	CCONJ
easat-8654	33	14	do	do	VERB
easat-8654	33	15	from	from	ADP
easat-8654	33	16	other	other	ADJ
easat-8654	33	17	easily	easily	ADV
easat-8654	33	18	accessible	accessible	ADJ
easat-8654	33	19	inputs	input	NOUN
easat-8654	33	20	related	relate	VERB
easat-8654	33	21	to	to	ADP
easat-8654	33	22	water	water	NOUN
easat-8654	33	23	quality	quality	NOUN
easat-8654	33	24	.	.	PUNCT
easat-8654	34	1	however	however	ADV
easat-8654	34	2	,	,	PUNCT
easat-8654	34	3	the	the	DET
easat-8654	34	4	prediction	prediction	NOUN
easat-8654	34	5	and	and	CCONJ
easat-8654	34	6	quantitative	quantitative	ADJ
easat-8654	34	7	modeling	modeling	NOUN
easat-8654	34	8	of	of	ADP
easat-8654	34	9	surface	surface	NOUN
easat-8654	34	10	water	water	NOUN
easat-8654	34	11	quality	quality	NOUN
easat-8654	34	12	variables	variable	NOUN
easat-8654	34	13	have	have	AUX
easat-8654	34	14	proven	prove	VERB
easat-8654	34	15	to	to	PART
easat-8654	34	16	be	be	AUX
easat-8654	34	17	a	a	DET
easat-8654	34	18	challenging	challenging	ADJ
easat-8654	34	19	task	task	NOUN
easat-8654	34	20	in	in	ADP
easat-8654	34	21	recent	recent	ADJ
easat-8654	34	22	decades	decade	NOUN
easat-8654	34	23	.	.	PUNCT
easat-8654	35	1	do	do	AUX
easat-8654	35	2	and	and	CCONJ
easat-8654	35	3	bod	bod	NOUN
easat-8654	35	4	are	be	AUX
easat-8654	35	5	influenced	influence	VERB
easat-8654	35	6	by	by	ADP
easat-8654	35	7	a	a	DET
easat-8654	35	8	wide	wide	ADJ
easat-8654	35	9	range	range	NOUN
easat-8654	35	10	of	of	ADP
easat-8654	35	11	biotic	biotic	ADJ
easat-8654	35	12	and	and	CCONJ
easat-8654	35	13	abiotic	abiotic	ADJ
easat-8654	35	14	factors	factor	NOUN
easat-8654	35	15	,	,	PUNCT
easat-8654	35	16	as	as	ADV
easat-8654	35	17	well	well	ADV
easat-8654	35	18	as	as	ADP
easat-8654	35	19	the	the	DET
easat-8654	35	20	complex	complex	ADJ
easat-8654	35	21	relationships	relationship	NOUN
easat-8654	35	22	between	between	ADP
easat-8654	35	23	them	they	PRON
easat-8654	35	24	.	.	PUNCT
easat-8654	36	1	most	most	ADJ
easat-8654	36	2	of	of	ADP
easat-8654	36	3	these	these	DET
easat-8654	36	4	interactions	interaction	NOUN
easat-8654	36	5	are	be	AUX
easat-8654	36	6	still	still	ADV
easat-8654	36	7	vague	vague	ADJ
easat-8654	36	8	and	and	CCONJ
easat-8654	36	9	undefinable	undefinable	ADJ
easat-8654	36	10	at	at	ADP
easat-8654	36	11	this	this	DET
easat-8654	36	12	point	point	NOUN
easat-8654	36	13	,	,	PUNCT
easat-8654	36	14	and	and	CCONJ
easat-8654	36	15	it	it	PRON
easat-8654	36	16	is	be	AUX
easat-8654	36	17	difficult	difficult	ADJ
easat-8654	36	18	to	to	PART
easat-8654	36	19	get	get	VERB
easat-8654	36	20	the	the	DET
easat-8654	36	21	data	datum	NOUN
easat-8654	36	22	needed	need	VERB
easat-8654	36	23	for	for	ADP
easat-8654	36	24	process	process	NOUN
easat-8654	36	25	modeling	modeling	NOUN
easat-8654	36	26	.	.	PUNCT
easat-8654	37	1	as	as	ADP
easat-8654	37	2	a	a	DET
easat-8654	37	3	result	result	NOUN
easat-8654	37	4	,	,	PUNCT
easat-8654	37	5	deriving	derive	VERB
easat-8654	37	6	the	the	DET
easat-8654	37	7	mathematical	mathematical	ADJ
easat-8654	37	8	descriptions	description	NOUN
easat-8654	37	9	of	of	ADP
easat-8654	37	10	these	these	DET
easat-8654	37	11	processes	process	NOUN
easat-8654	37	12	is	be	AUX
easat-8654	37	13	challenging	challenge	VERB
easat-8654	37	14	.	.	PUNCT
easat-8654	38	1	in	in	ADP
easat-8654	38	2	order	order	NOUN
easat-8654	38	3	to	to	PART
easat-8654	38	4	simplify	simplify	VERB
easat-8654	38	5	these	these	DET
easat-8654	38	6	intricate	intricate	ADJ
easat-8654	38	7	physical	physical	ADJ
easat-8654	38	8	processes	process	NOUN
easat-8654	38	9	,	,	PUNCT
easat-8654	38	10	researchers	researcher	NOUN
easat-8654	38	11	have	have	AUX
easat-8654	38	12	created	create	VERB
easat-8654	38	13	physical	physical	ADJ
easat-8654	38	14	models	model	NOUN
easat-8654	38	15	for	for	ADP
easat-8654	38	16	do	do	AUX
easat-8654	38	17	and	and	CCONJ
easat-8654	38	18	bod	bod	PROPN
easat-8654	38	19	.	.	PUNCT
easat-8654	39	1	however	however	ADV
easat-8654	39	2	,	,	PUNCT
easat-8654	39	3	these	these	DET
easat-8654	39	4	physical	physical	ADJ
easat-8654	39	5	models	model	NOUN
easat-8654	39	6	are	be	AUX
easat-8654	39	7	still	still	ADV
easat-8654	39	8	unable	unable	ADJ
easat-8654	39	9	to	to	PART
easat-8654	39	10	predict	predict	VERB
easat-8654	39	11	do	do	AUX
easat-8654	39	12	and	and	CCONJ
easat-8654	39	13	bod	bod	VERB
easat-8654	39	14	with	with	ADP
easat-8654	39	15	any	any	DET
easat-8654	39	16	degree	degree	NOUN
easat-8654	39	17	of	of	ADP
easat-8654	39	18	accuracy	accuracy	NOUN
easat-8654	39	19	.	.	PUNCT
easat-8654	40	1	stochastic	stochastic	ADJ
easat-8654	40	2	prediction	prediction	NOUN
easat-8654	40	3	models	model	NOUN
easat-8654	40	4	were	be	AUX
easat-8654	40	5	developed	develop	VERB
easat-8654	40	6	because	because	SCONJ
easat-8654	40	7	bod	bod	ADJ
easat-8654	40	8	and	and	CCONJ
easat-8654	40	9	do	do	VERB
easat-8654	40	10	in	in	ADP
easat-8654	40	11	rivers	river	NOUN
easat-8654	40	12	and	and	CCONJ
easat-8654	40	13	streams	stream	NOUN
easat-8654	40	14	change	change	NOUN
easat-8654	40	15	with	with	ADP
easat-8654	40	16	time	time	NOUN
easat-8654	40	17	and	and	CCONJ
easat-8654	40	18	show	show	VERB
easat-8654	40	19	stochastic	stochastic	ADJ
easat-8654	40	20	behavior	behavior	NOUN
easat-8654	40	21	.	.	PUNCT
easat-8654	41	1	regression	regression	NOUN
easat-8654	41	2	models	model	NOUN
easat-8654	41	3	are	be	AUX
easat-8654	41	4	most	most	ADV
easat-8654	41	5	commonly	commonly	ADV
easat-8654	41	6	used	use	VERB
easat-8654	41	7	to	to	PART
easat-8654	41	8	estimate	estimate	VERB
easat-8654	41	9	the	the	DET
easat-8654	41	10	stochastic	stochastic	ADJ
easat-8654	41	11	behavior	behavior	NOUN
easat-8654	41	12	of	of	ADP
easat-8654	41	13	bod	bod	PROPN
easat-8654	41	14	and	and	CCONJ
easat-8654	41	15	do	do	VERB
easat-8654	41	16	.	.	PUNCT
easat-8654	42	1	however	however	ADV
easat-8654	42	2	,	,	PUNCT
easat-8654	42	3	it	it	PRON
easat-8654	42	4	is	be	AUX
easat-8654	42	5	a	a	DET
easat-8654	42	6	difficult	difficult	ADJ
easat-8654	42	7	challenge	challenge	NOUN
easat-8654	42	8	to	to	PART
easat-8654	42	9	effectively	effectively	ADV
easat-8654	42	10	replicate	replicate	VERB
easat-8654	42	11	bod	bod	NOUN
easat-8654	42	12	and	and	CCONJ
easat-8654	42	13	do	do	AUX
easat-8654	42	14	using	use	VERB
easat-8654	42	15	typical	typical	ADJ
easat-8654	42	16	regression	regression	NOUN
easat-8654	42	17	models	model	NOUN
easat-8654	42	18	due	due	ADP
easat-8654	42	19	to	to	ADP
easat-8654	42	20	their	their	PRON
easat-8654	42	21	very	very	ADV
easat-8654	42	22	unpredictable	unpredictable	ADJ
easat-8654	42	23	behavior	behavior	NOUN
easat-8654	42	24	.	.	PUNCT
easat-8654	43	1	when	when	SCONJ
easat-8654	43	2	assessing	assess	VERB
easat-8654	43	3	water	water	NOUN
easat-8654	43	4	quality	quality	NOUN
easat-8654	43	5	,	,	PUNCT
easat-8654	43	6	prediction	prediction	NOUN
easat-8654	43	7	models	model	NOUN
easat-8654	43	8	are	be	AUX
easat-8654	43	9	expected	expect	VERB
easat-8654	43	10	to	to	PART
easat-8654	43	11	possess	possess	VERB
easat-8654	43	12	a	a	DET
easat-8654	43	13	high	high	ADJ
easat-8654	43	14	degree	degree	NOUN
easat-8654	43	15	of	of	ADP
easat-8654	43	16	precognitive	precognitive	ADJ
easat-8654	43	17	ability	ability	NOUN
easat-8654	43	18	.	.	PUNCT
easat-8654	44	1	therefore	therefore	ADV
easat-8654	44	2	,	,	PUNCT
easat-8654	44	3	relying	rely	VERB
easat-8654	44	4	just	just	ADV
easat-8654	44	5	on	on	ADP
easat-8654	44	6	a	a	DET
easat-8654	44	7	basic	basic	ADJ
easat-8654	44	8	statistical	statistical	ADJ
easat-8654	44	9	regression	regression	NOUN
easat-8654	44	10	-	-	PUNCT
easat-8654	44	11	based	base	VERB
easat-8654	44	12	model	model	NOUN
easat-8654	44	13	to	to	PART
easat-8654	44	14	assess	assess	VERB
easat-8654	44	15	the	the	DET
easat-8654	44	16	quality	quality	NOUN
easat-8654	44	17	of	of	ADP
easat-8654	44	18	river	river	NOUN
easat-8654	44	19	water	water	NOUN
easat-8654	44	20	is	be	AUX
easat-8654	44	21	not	not	PART
easat-8654	44	22	optimal	optimal	ADJ
easat-8654	44	23	.	.	PUNCT
easat-8654	45	1	advanced	advanced	ADJ
easat-8654	45	2	artificial	artificial	ADJ
easat-8654	45	3	intelligence	intelligence	NOUN
easat-8654	45	4	models	model	NOUN
easat-8654	45	5	comprise	comprise	VERB
easat-8654	45	6	the	the	DET
easat-8654	45	7	current	current	ADJ
easat-8654	45	8	generation	generation	NOUN
easat-8654	45	9	of	of	ADP
easat-8654	45	10	computer	computer	NOUN
easat-8654	45	11	-	-	PUNCT
easat-8654	45	12	aided	aid	VERB
easat-8654	45	13	models	model	NOUN
easat-8654	45	14	.	.	PUNCT
easat-8654	46	1	artificial	artificial	ADJ
easat-8654	46	2	intelligence	intelligence	NOUN
easat-8654	46	3	is	be	AUX
easat-8654	46	4	a	a	DET
easat-8654	46	5	dependable	dependable	ADJ
easat-8654	46	6	and	and	CCONJ
easat-8654	46	7	extremely	extremely	ADV
easat-8654	46	8	effective	effective	ADJ
easat-8654	46	9	method	method	NOUN
easat-8654	46	10	for	for	ADP
easat-8654	46	11	simulating	simulate	VERB
easat-8654	46	12	groundwater	groundwater	NOUN
easat-8654	46	13	and	and	CCONJ
easat-8654	46	14	surface	surface	NOUN
easat-8654	46	15	water	water	NOUN
easat-8654	46	16	quality	quality	NOUN
easat-8654	46	17	.	.	PUNCT
easat-8654	47	1	however	however	ADV
easat-8654	47	2	,	,	PUNCT
easat-8654	47	3	ai	ai	NOUN
easat-8654	47	4	models	model	NOUN
easat-8654	47	5	showed	show	VERB
easat-8654	47	6	robust	robust	ADJ
easat-8654	47	7	and	and	CCONJ
easat-8654	47	8	trustworthy	trustworthy	ADJ
easat-8654	47	9	modeling	modeling	NOUN
easat-8654	47	10	methods	method	NOUN
easat-8654	47	11	for	for	ADP
easat-8654	47	12	a	a	DET
easat-8654	47	13	range	range	NOUN
easat-8654	47	14	of	of	ADP
easat-8654	47	15	environmental	environmental	ADJ
easat-8654	47	16	,	,	PUNCT
easat-8654	47	17	hydrological	hydrological	ADJ
easat-8654	47	18	,	,	PUNCT
easat-8654	47	19	and	and	CCONJ
easat-8654	47	20	climatological	climatological	ADJ
easat-8654	47	21	applications	application	NOUN
easat-8654	47	22	.	.	PUNCT
easat-8654	48	1	the	the	DET
easat-8654	48	2	primary	primary	ADJ
easat-8654	48	3	advantage	advantage	NOUN
easat-8654	48	4	of	of	ADP
easat-8654	48	5	ai	ai	PROPN
easat-8654	48	6	models	model	NOUN
easat-8654	48	7	over	over	ADP
easat-8654	48	8	traditional	traditional	ADJ
easat-8654	48	9	statistical	statistical	ADJ
easat-8654	48	10	methods	method	NOUN
easat-8654	48	11	,	,	PUNCT
easat-8654	48	12	which	which	PRON
easat-8654	48	13	are	be	AUX
easat-8654	48	14	predicated	predicate	VERB
easat-8654	48	15	on	on	ADP
easat-8654	48	16	the	the	DET
easat-8654	48	17	idea	idea	NOUN
easat-8654	48	18	of	of	ADP
easat-8654	48	19	a	a	DET
easat-8654	48	20	linear	linear	PROPN
easat-8654	48	21	link	link	NOUN
easat-8654	48	22	,	,	PUNCT
easat-8654	48	23	is	be	AUX
easat-8654	48	24	their	their	PRON
easat-8654	48	25	ability	ability	NOUN
easat-8654	48	26	to	to	PART
easat-8654	48	27	handle	handle	VERB
easat-8654	48	28	extremely	extremely	ADV
easat-8654	48	29	complex	complex	ADJ
easat-8654	48	30	nonlinear	nonlinear	ADJ
easat-8654	48	31	inter	inter	ADJ
easat-8654	48	32	-	-	ADJ
easat-8654	48	33	factor	factor	NOUN
easat-8654	48	34	correlations	correlation	NOUN
easat-8654	48	35	.	.	PUNCT
easat-8654	49	1	the	the	DET
easat-8654	49	2	majority	majority	NOUN
easat-8654	49	3	of	of	ADP
easat-8654	49	4	studies	study	NOUN
easat-8654	49	5	have	have	AUX
easat-8654	49	6	presented	present	VERB
easat-8654	49	7	artificial	artificial	ADJ
easat-8654	49	8	intelligence	intelligence	NOUN
easat-8654	49	9	(	(	PUNCT
easat-8654	49	10	ai	ai	NOUN
easat-8654	49	11	)	)	PUNCT
easat-8654	49	12	models	model	NOUN
easat-8654	49	13	in	in	ADP
easat-8654	49	14	a	a	DET
easat-8654	49	15	range	range	NOUN
easat-8654	49	16	of	of	ADP
easat-8654	49	17	prediction	prediction	NOUN
easat-8654	49	18	model	model	NOUN
easat-8654	49	19	formats	format	NOUN
easat-8654	49	20	,	,	PUNCT
easat-8654	49	21	including	include	VERB
easat-8654	49	22	genetic	genetic	ADJ
easat-8654	49	23	programming	programming	NOUN
easat-8654	49	24	,	,	PUNCT
easat-8654	49	25	support	support	NOUN
easat-8654	49	26	vector	vector	NOUN
easat-8654	49	27	machines	machine	NOUN
easat-8654	49	28	,	,	PUNCT
easat-8654	49	29	adaptive	adaptive	ADJ
easat-8654	49	30	neuro	neuro	NOUN
easat-8654	49	31	-	-	PUNCT
easat-8654	49	32	inference	inference	NOUN
easat-8654	49	33	system	system	NOUN
easat-8654	49	34	models	model	NOUN
easat-8654	49	35	,	,	PUNCT
easat-8654	49	36	and	and	CCONJ
easat-8654	49	37	artificial	artificial	ADJ
easat-8654	49	38	neural	neural	ADJ
easat-8654	49	39	networks	network	NOUN
easat-8654	49	40	(	(	PUNCT
easat-8654	49	41	ann	ann	PROPN
easat-8654	49	42	)	)	PUNCT
easat-8654	49	43	.	.	PUNCT
easat-8654	50	1	this	this	DET
easat-8654	50	2	study	study	NOUN
easat-8654	50	3	aims	aim	VERB
easat-8654	50	4	to	to	PART
easat-8654	50	5	analyze	analyze	VERB
easat-8654	50	6	water	water	NOUN
easat-8654	50	7	pollution	pollution	NOUN
easat-8654	50	8	in	in	ADP
easat-8654	50	9	texas	texas	PROPN
easat-8654	50	10	city	city	NOUN
easat-8654	50	11	by	by	ADP
easat-8654	50	12	leveraging	leverage	VERB
easat-8654	50	13	advanced	advanced	ADJ
easat-8654	50	14	ai	ai	NOUN
easat-8654	50	15	methodologies	methodology	NOUN
easat-8654	50	16	,	,	PUNCT
easat-8654	50	17	specifically	specifically	ADV
easat-8654	50	18	developing	develop	VERB
easat-8654	50	19	the	the	DET
easat-8654	50	20	efficient	efficient	ADJ
easat-8654	50	21	ai	ai	NOUN
easat-8654	50	22	-	-	PUNCT
easat-8654	50	23	based	base	VERB
easat-8654	50	24	water	water	NOUN
easat-8654	50	25	quality	quality	NOUN
easat-8654	50	26	prediction	prediction	NOUN
easat-8654	50	27	and	and	CCONJ
easat-8654	50	28	classification	classification	NOUN
easat-8654	50	29	(	(	PUNCT
easat-8654	50	30	eai	eai	NOUN
easat-8654	50	31	-	-	PUNCT
easat-8654	50	32	wqp	wqp	NOUN
easat-8654	50	33	)	)	PUNCT
easat-8654	50	34	model	model	NOUN
easat-8654	50	35	for	for	ADP
easat-8654	50	36	accurate	accurate	ADJ
easat-8654	50	37	forecasting	forecasting	NOUN
easat-8654	50	38	of	of	ADP
easat-8654	50	39	key	key	ADJ
easat-8654	50	40	water	water	NOUN
easat-8654	50	41	quality	quality	NOUN
easat-8654	50	42	parameters	parameter	NOUN
easat-8654	50	43	,	,	PUNCT
easat-8654	50	44	implementing	implement	VERB
easat-8654	50	45	real	real	ADJ
easat-8654	50	46	-	-	PUNCT
easat-8654	50	47	time	time	NOUN
easat-8654	50	48	big	big	ADJ
easat-8654	50	49	data	datum	NOUN
easat-8654	50	50	processing	processing	NOUN
easat-8654	50	51	using	use	VERB
easat-8654	50	52	apache	apache	NOUN
easat-8654	50	53	spark	spark	NOUN
easat-8654	50	54	,	,	PUNCT
easat-8654	50	55	optimizing	optimize	VERB
easat-8654	50	56	model	model	NOUN
easat-8654	50	57	performance	performance	NOUN
easat-8654	50	58	through	through	ADP
easat-8654	50	59	firefly	firefly	NOUN
easat-8654	50	60	algorithm	algorithm	NOUN
easat-8654	50	61	(	(	PUNCT
easat-8654	50	62	fa	fa	NOUN
easat-8654	50	63	)	)	PUNCT
easat-8654	50	64	,	,	PUNCT
easat-8654	50	65	and	and	CCONJ
easat-8654	50	66	classifying	classify	VERB
easat-8654	50	67	water	water	NOUN
easat-8654	50	68	quality	quality	NOUN
easat-8654	50	69	using	use	VERB
easat-8654	50	70	an	an	DET
easat-8654	50	71	adaptive	adaptive	ADJ
easat-8654	50	72	neuro	neuro	NOUN
easat-8654	50	73	-	-	PUNCT
easat-8654	50	74	fuzzy	fuzzy	ADJ
easat-8654	50	75	inference	inference	NOUN
easat-8654	50	76	system	system	NOUN
easat-8654	50	77	(	(	PUNCT
easat-8654	50	78	anfis	anfis	PROPN
easat-8654	50	79	)	)	PUNCT
easat-8654	50	80	;	;	PUNCT
easat-8654	50	81	additionally	additionally	ADV
easat-8654	50	82	,	,	PUNCT
easat-8654	50	83	the	the	DET
easat-8654	50	84	research	research	NOUN
easat-8654	50	85	conducts	conduct	VERB
easat-8654	50	86	comparative	comparative	ADJ
easat-8654	50	87	evaluations	evaluation	NOUN
easat-8654	50	88	against	against	ADP
easat-8654	50	89	traditional	traditional	ADJ
easat-8654	50	90	machine	machine	NOUN
easat-8654	50	91	learning	learning	NOUN
easat-8654	50	92	models	model	NOUN
easat-8654	50	93	such	such	ADJ
easat-8654	50	94	as	as	ADP
easat-8654	50	95	gruarima	gruarima	NOUN
easat-8654	50	96	,	,	PUNCT
easat-8654	50	97	svm	svm	NOUN
easat-8654	50	98	,	,	PUNCT
easat-8654	50	99	and	and	CCONJ
easat-8654	50	100	random	random	ADJ
easat-8654	50	101	forest	forest	NOUN
easat-8654	50	102	to	to	PART
easat-8654	50	103	establish	establish	VERB
easat-8654	50	104	the	the	DET
easat-8654	50	105	eai	eai	PROPN
easat-8654	50	106	-	-	PUNCT
easat-8654	50	107	wqp	wqp	NOUN
easat-8654	50	108	model	model	NOUN
easat-8654	50	109	’s	’s	PART
easat-8654	50	110	superiority	superiority	NOUN
easat-8654	50	111	in	in	ADP
easat-8654	50	112	terms	term	NOUN
easat-8654	50	113	of	of	ADP
easat-8654	50	114	accuracy	accuracy	NOUN
easat-8654	50	115	,	,	PUNCT
easat-8654	50	116	precision	precision	NOUN
easat-8654	50	117	,	,	PUNCT
easat-8654	50	118	f1	f1	NOUN
easat-8654	50	119	score	score	NOUN
easat-8654	50	120	,	,	PUNCT
easat-8654	50	121	and	and	CCONJ
easat-8654	50	122	recall	recall	NOUN
easat-8654	50	123	,	,	PUNCT
easat-8654	50	124	ensuring	ensure	VERB
easat-8654	50	125	effective	effective	ADJ
easat-8654	50	126	pollution	pollution	NOUN
easat-8654	50	127	monitoring	monitoring	NOUN
easat-8654	50	128	and	and	CCONJ
easat-8654	50	129	compliance	compliance	NOUN
easat-8654	50	130	with	with	ADP
easat-8654	50	131	u.s	u.s	PROPN
easat-8654	50	132	.	.	PROPN
easat-8654	50	133	government	government	NOUN
easat-8654	50	134	standards	standard	NOUN
easat-8654	50	135	.	.	PUNCT
easat-8654	51	1	in	in	ADP
easat-8654	51	2	recent	recent	ADJ
easat-8654	51	3	years	year	NOUN
easat-8654	51	4	,	,	PUNCT
easat-8654	51	5	the	the	DET
easat-8654	51	6	integration	integration	NOUN
easat-8654	51	7	of	of	ADP
easat-8654	51	8	advanced	advanced	ADJ
easat-8654	51	9	technologies	technology	NOUN
easat-8654	51	10	such	such	ADJ
easat-8654	51	11	as	as	ADP
easat-8654	51	12	machine	machine	NOUN
easat-8654	51	13	learning	learning	NOUN
easat-8654	51	14	,	,	PUNCT
easat-8654	51	15	big	big	ADJ
easat-8654	51	16	data	datum	NOUN
easat-8654	51	17	,	,	PUNCT
easat-8654	51	18	and	and	CCONJ
easat-8654	51	19	artificial	artificial	ADJ
easat-8654	51	20	intelligence	intelligence	NOUN
easat-8654	51	21	has	have	AUX
easat-8654	51	22	significantly	significantly	ADV
easat-8654	51	23	enhanced	enhance	VERB
easat-8654	51	24	water	water	NOUN
easat-8654	51	25	quality	quality	NOUN
easat-8654	51	26	monitoring	monitoring	NOUN
easat-8654	51	27	and	and	CCONJ
easat-8654	51	28	management	management	NOUN
easat-8654	51	29	.	.	PUNCT
easat-8654	52	1	this	this	DET
easat-8654	52	2	literature	literature	NOUN
easat-8654	52	3	survey	survey	PROPN
easat-8654	52	4	explores	explore	VERB
easat-8654	52	5	cutting	cutting	NOUN
easat-8654	52	6	-	-	PUNCT
easat-8654	52	7	edge	edge	NOUN
easat-8654	52	8	research	research	NOUN
easat-8654	52	9	and	and	CCONJ
easat-8654	52	10	developments	development	NOUN
easat-8654	52	11	in	in	ADP
easat-8654	52	12	these	these	DET
easat-8654	52	13	areas	area	NOUN
easat-8654	52	14	,	,	PUNCT
easat-8654	52	15	highlighting	highlight	VERB
easat-8654	52	16	key	key	ADJ
easat-8654	52	17	advancements	advancement	NOUN
easat-8654	52	18	,	,	PUNCT
easat-8654	52	19	methodologies	methodology	NOUN
easat-8654	52	20	,	,	PUNCT
easat-8654	52	21	and	and	CCONJ
easat-8654	52	22	their	their	PRON
easat-8654	52	23	impact	impact	NOUN
easat-8654	52	24	on	on	ADP
easat-8654	52	25	improving	improve	VERB
easat-8654	52	26	water	water	NOUN
easat-8654	52	27	quality	quality	NOUN
easat-8654	52	28	prediction	prediction	NOUN
easat-8654	52	29	and	and	CCONJ
easat-8654	52	30	treatment	treatment	NOUN
easat-8654	52	31	.	.	PUNCT
easat-8654	53	1	nair	nair	PROPN
easat-8654	53	2	and	and	CCONJ
easat-8654	53	3	vijaya	vijaya	PROPN
easat-8654	54	1	[	[	X
easat-8654	54	2	1	1	NUM
easat-8654	54	3	]	]	PUNCT
easat-8654	54	4	examined	examine	VERB
easat-8654	54	5	river	river	NOUN
easat-8654	54	6	water	water	NOUN
easat-8654	54	7	quality	quality	NOUN
easat-8654	54	8	prediction	prediction	NOUN
easat-8654	54	9	methods	method	NOUN
easat-8654	54	10	with	with	ADP
easat-8654	54	11	an	an	DET
easat-8654	54	12	emphasis	emphasis	NOUN
easat-8654	54	13	on	on	ADP
easat-8654	54	14	machine	machine	NOUN
easat-8654	54	15	learning	learning	NOUN
easat-8654	54	16	and	and	CCONJ
easat-8654	54	17	big	big	ADJ
easat-8654	54	18	data	datum	NOUN
easat-8654	54	19	applications	application	NOUN
easat-8654	54	20	.	.	PUNCT
easat-8654	55	1	it	it	PRON
easat-8654	55	2	looks	look	VERB
easat-8654	55	3	at	at	ADP
easat-8654	55	4	several	several	ADJ
easat-8654	55	5	approaches	approach	NOUN
easat-8654	55	6	,	,	PUNCT
easat-8654	55	7	their	their	PRON
easat-8654	55	8	efficacy	efficacy	NOUN
easat-8654	55	9	,	,	PUNCT
easat-8654	55	10	and	and	CCONJ
easat-8654	55	11	how	how	SCONJ
easat-8654	55	12	they	they	PRON
easat-8654	55	13	might	might	AUX
easat-8654	55	14	538	538	NUM
easat-8654	55	15	edelweiss	edelweiss	PROPN
easat-8654	55	16	applied	apply	VERB
easat-8654	55	17	science	science	NOUN
easat-8654	55	18	and	and	CCONJ
easat-8654	55	19	technology	technology	NOUN
easat-8654	55	20	issn	issn	PROPN
easat-8654	55	21	:	:	PUNCT
easat-8654	55	22	2576	2576	NUM
easat-8654	55	23	-	-	SYM
easat-8654	55	24	8484	8484	NUM
easat-8654	55	25	vol	vol	NOUN
easat-8654	55	26	.	.	PROPN
easat-8654	56	1	9	9	NUM
easat-8654	56	2	,	,	PUNCT
easat-8654	56	3	no	no	INTJ
easat-8654	56	4	.	.	NOUN
easat-8654	57	1	7	7	NUM
easat-8654	57	2	:	:	PUNCT
easat-8654	57	3	536	536	NUM
easat-8654	57	4	-	-	SYM
easat-8654	57	5	549	549	NUM
easat-8654	57	6	,	,	PUNCT
easat-8654	57	7	2025	2025	NUM
easat-8654	57	8	doi	doi	NOUN
easat-8654	57	9	:	:	PUNCT
easat-8654	57	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	57	11	©	©	PROPN
easat-8654	57	12	2025	2025	NUM
easat-8654	57	13	by	by	ADP
easat-8654	57	14	the	the	DET
easat-8654	57	15	authors	author	NOUN
easat-8654	57	16	;	;	PUNCT
easat-8654	57	17	licensee	licensee	PROPN
easat-8654	57	18	learning	learn	VERB
easat-8654	57	19	gate	gate	NOUN
easat-8654	57	20	improve	improve	VERB
easat-8654	57	21	the	the	DET
easat-8654	57	22	forecasting	forecasting	NOUN
easat-8654	57	23	of	of	ADP
easat-8654	57	24	water	water	NOUN
easat-8654	57	25	quality	quality	NOUN
easat-8654	57	26	.	.	PUNCT
easat-8654	58	1	the	the	DET
easat-8654	58	2	paper	paper	NOUN
easat-8654	58	3	emphasizes	emphasize	VERB
easat-8654	58	4	how	how	SCONJ
easat-8654	58	5	crucial	crucial	ADJ
easat-8654	58	6	it	it	PRON
easat-8654	58	7	is	be	AUX
easat-8654	58	8	to	to	PART
easat-8654	58	9	combine	combine	VERB
easat-8654	58	10	big	big	ADJ
easat-8654	58	11	data	datum	NOUN
easat-8654	58	12	and	and	CCONJ
easat-8654	58	13	machine	machine	NOUN
easat-8654	58	14	learning	learn	VERB
easat-8654	58	15	to	to	PART
easat-8654	58	16	enhance	enhance	VERB
easat-8654	58	17	environmental	environmental	ADJ
easat-8654	58	18	management	management	NOUN
easat-8654	58	19	techniques	technique	NOUN
easat-8654	58	20	and	and	CCONJ
easat-8654	58	21	prediction	prediction	NOUN
easat-8654	58	22	accuracy	accuracy	NOUN
easat-8654	58	23	.	.	PUNCT
easat-8654	59	1	fernando	fernando	PROPN
easat-8654	59	2	,	,	PUNCT
easat-8654	59	3	et	et	PROPN
easat-8654	59	4	al	al	PROPN
easat-8654	59	5	.	.	PUNCT
easat-8654	60	1	[	[	X
easat-8654	60	2	2	2	NUM
easat-8654	60	3	]	]	PUNCT
easat-8654	60	4	investigated	investigate	VERB
easat-8654	60	5	the	the	DET
easat-8654	60	6	use	use	NOUN
easat-8654	60	7	of	of	ADP
easat-8654	60	8	artificial	artificial	ADJ
easat-8654	60	9	intelligence	intelligence	NOUN
easat-8654	60	10	in	in	ADP
easat-8654	60	11	wastewater	wastewater	NOUN
easat-8654	60	12	treatment	treatment	NOUN
easat-8654	60	13	.	.	PUNCT
easat-8654	61	1	it	it	PRON
easat-8654	61	2	goes	go	VERB
easat-8654	61	3	over	over	ADP
easat-8654	61	4	the	the	DET
easat-8654	61	5	advantages	advantage	NOUN
easat-8654	61	6	and	and	CCONJ
easat-8654	61	7	difficulties	difficulty	NOUN
easat-8654	61	8	of	of	ADP
easat-8654	61	9	using	use	VERB
easat-8654	61	10	different	different	ADJ
easat-8654	61	11	ai	ai	NOUN
easat-8654	61	12	algorithms	algorithm	NOUN
easat-8654	61	13	to	to	PART
easat-8654	61	14	optimize	optimize	VERB
easat-8654	61	15	treatment	treatment	NOUN
easat-8654	61	16	processes	process	NOUN
easat-8654	61	17	.	.	PUNCT
easat-8654	62	1	the	the	DET
easat-8654	62	2	article	article	NOUN
easat-8654	62	3	demonstrates	demonstrate	VERB
easat-8654	62	4	how	how	SCONJ
easat-8654	62	5	increasing	increase	VERB
easat-8654	62	6	efficiency	efficiency	NOUN
easat-8654	62	7	,	,	PUNCT
easat-8654	62	8	sustainability	sustainability	NOUN
easat-8654	62	9	,	,	PUNCT
easat-8654	62	10	and	and	CCONJ
easat-8654	62	11	system	system	NOUN
easat-8654	62	12	automation	automation	NOUN
easat-8654	62	13	with	with	ADP
easat-8654	62	14	ai	ai	NOUN
easat-8654	62	15	can	can	AUX
easat-8654	62	16	improve	improve	VERB
easat-8654	62	17	wastewater	wastewater	NOUN
easat-8654	62	18	management	management	NOUN
easat-8654	62	19	.	.	PUNCT
easat-8654	63	1	arridha	arridha	PROPN
easat-8654	63	2	,	,	PUNCT
easat-8654	63	3	et	et	PROPN
easat-8654	63	4	al	al	PROPN
easat-8654	63	5	.	.	PUNCT
easat-8654	64	1	[	[	X
easat-8654	64	2	3	3	NUM
easat-8654	64	3	]	]	PUNCT
easat-8654	64	4	offered	offer	VERB
easat-8654	64	5	an	an	DET
easat-8654	64	6	expansion	expansion	NOUN
easat-8654	64	7	of	of	ADP
easat-8654	64	8	classification	classification	NOUN
easat-8654	64	9	methods	method	NOUN
easat-8654	64	10	for	for	ADP
easat-8654	64	11	real	real	ADJ
easat-8654	64	12	-	-	PUNCT
easat-8654	64	13	time	time	NOUN
easat-8654	64	14	environmental	environmental	ADJ
easat-8654	64	15	monitoring	monitoring	NOUN
easat-8654	64	16	utilizing	utilize	VERB
easat-8654	64	17	big	big	ADJ
easat-8654	64	18	data	datum	NOUN
easat-8654	64	19	analytics	analytic	NOUN
easat-8654	64	20	and	and	CCONJ
easat-8654	64	21	the	the	DET
easat-8654	64	22	internet	internet	NOUN
easat-8654	64	23	of	of	ADP
easat-8654	64	24	things	thing	NOUN
easat-8654	64	25	.	.	PUNCT
easat-8654	65	1	it	it	PRON
easat-8654	65	2	talks	talk	VERB
easat-8654	65	3	about	about	ADP
easat-8654	65	4	a	a	DET
easat-8654	65	5	system	system	NOUN
easat-8654	65	6	that	that	PRON
easat-8654	65	7	combines	combine	VERB
easat-8654	65	8	big	big	ADJ
easat-8654	65	9	data	datum	NOUN
easat-8654	65	10	and	and	CCONJ
easat-8654	65	11	iot	iot	ADJ
easat-8654	65	12	sensors	sensor	NOUN
easat-8654	65	13	to	to	PART
easat-8654	65	14	improve	improve	VERB
easat-8654	65	15	environmental	environmental	ADJ
easat-8654	65	16	monitoring	monitoring	NOUN
easat-8654	65	17	and	and	CCONJ
easat-8654	65	18	analysis	analysis	NOUN
easat-8654	65	19	,	,	PUNCT
easat-8654	65	20	giving	give	VERB
easat-8654	65	21	real	real	ADJ
easat-8654	65	22	-	-	PUNCT
easat-8654	65	23	time	time	NOUN
easat-8654	65	24	insights	insight	NOUN
easat-8654	65	25	and	and	CCONJ
easat-8654	65	26	enhancing	enhance	VERB
easat-8654	65	27	smart	smart	ADJ
easat-8654	65	28	environment	environment	NOUN
easat-8654	65	29	management	management	NOUN
easat-8654	65	30	.	.	PUNCT
easat-8654	66	1	ghernaout	ghernaout	NOUN
easat-8654	66	2	,	,	PUNCT
easat-8654	66	3	et	et	PROPN
easat-8654	66	4	al	al	PROPN
easat-8654	66	5	.	.	PUNCT
easat-8654	67	1	[	[	X
easat-8654	67	2	4	4	X
easat-8654	67	3	]	]	PUNCT
easat-8654	67	4	demonstrated	demonstrate	VERB
easat-8654	67	5	how	how	SCONJ
easat-8654	67	6	big	big	ADJ
easat-8654	67	7	data	data	NOUN
easat-8654	67	8	technologies	technology	NOUN
easat-8654	67	9	are	be	AUX
easat-8654	67	10	enabling	enable	VERB
easat-8654	67	11	enhanced	enhanced	ADJ
easat-8654	67	12	management	management	NOUN
easat-8654	67	13	methods	method	NOUN
easat-8654	67	14	,	,	PUNCT
easat-8654	67	15	increasing	increase	VERB
easat-8654	67	16	efficiency	efficiency	NOUN
easat-8654	67	17	,	,	PUNCT
easat-8654	67	18	and	and	CCONJ
easat-8654	67	19	changing	change	VERB
easat-8654	67	20	the	the	DET
easat-8654	67	21	way	way	NOUN
easat-8654	67	22	that	that	PRON
easat-8654	67	23	water	water	NOUN
easat-8654	67	24	treatment	treatment	NOUN
easat-8654	67	25	processes	process	NOUN
easat-8654	67	26	are	be	AUX
easat-8654	67	27	carried	carry	VERB
easat-8654	67	28	out	out	ADP
easat-8654	67	29	.	.	PUNCT
easat-8654	68	1	the	the	DET
easat-8654	68	2	potential	potential	NOUN
easat-8654	68	3	of	of	ADP
easat-8654	68	4	big	big	ADJ
easat-8654	68	5	data	datum	NOUN
easat-8654	68	6	to	to	PART
easat-8654	68	7	transform	transform	VERB
easat-8654	68	8	water	water	NOUN
easat-8654	68	9	treatment	treatment	NOUN
easat-8654	68	10	techniques	technique	NOUN
easat-8654	68	11	is	be	AUX
easat-8654	68	12	discussed	discuss	VERB
easat-8654	68	13	in	in	ADP
easat-8654	68	14	the	the	DET
easat-8654	68	15	study	study	NOUN
easat-8654	68	16	along	along	ADP
easat-8654	68	17	with	with	ADP
easat-8654	68	18	developing	develop	VERB
easat-8654	68	19	trends	trend	NOUN
easat-8654	68	20	.	.	PUNCT
easat-8654	69	1	kimothi	kimothi	NOUN
easat-8654	69	2	,	,	PUNCT
easat-8654	69	3	et	et	PROPN
easat-8654	69	4	al	al	PROPN
easat-8654	69	5	.	.	PUNCT
easat-8654	70	1	[	[	X
easat-8654	70	2	5	5	NUM
easat-8654	70	3	]	]	PUNCT
easat-8654	70	4	presented	present	VERB
easat-8654	70	5	a	a	DET
easat-8654	70	6	framework	framework	NOUN
easat-8654	70	7	for	for	ADP
easat-8654	70	8	using	use	VERB
easat-8654	70	9	machine	machine	NOUN
easat-8654	70	10	learning	learning	NOUN
easat-8654	70	11	,	,	PUNCT
easat-8654	70	12	big	big	ADJ
easat-8654	70	13	data	datum	NOUN
easat-8654	70	14	,	,	PUNCT
easat-8654	70	15	and	and	CCONJ
easat-8654	70	16	the	the	DET
easat-8654	70	17	internet	internet	NOUN
easat-8654	70	18	of	of	ADP
easat-8654	70	19	things	thing	NOUN
easat-8654	70	20	to	to	PART
easat-8654	70	21	analyze	analyze	VERB
easat-8654	70	22	indications	indication	NOUN
easat-8654	70	23	of	of	ADP
easat-8654	70	24	water	water	NOUN
easat-8654	70	25	quality	quality	NOUN
easat-8654	70	26	.	.	PUNCT
easat-8654	71	1	it	it	PRON
easat-8654	71	2	talks	talk	VERB
easat-8654	71	3	about	about	ADP
easat-8654	71	4	how	how	SCONJ
easat-8654	71	5	various	various	ADJ
easat-8654	71	6	technologies	technology	NOUN
easat-8654	71	7	work	work	VERB
easat-8654	71	8	together	together	ADV
easat-8654	71	9	to	to	PART
easat-8654	71	10	better	well	ADV
easat-8654	71	11	monitor	monitor	VERB
easat-8654	71	12	and	and	CCONJ
easat-8654	71	13	forecast	forecast	NOUN
easat-8654	71	14	water	water	NOUN
easat-8654	71	15	quality	quality	NOUN
easat-8654	71	16	,	,	PUNCT
easat-8654	71	17	enhance	enhance	VERB
easat-8654	71	18	real	real	ADJ
easat-8654	71	19	-	-	PUNCT
easat-8654	71	20	time	time	NOUN
easat-8654	71	21	analysis	analysis	NOUN
easat-8654	71	22	,	,	PUNCT
easat-8654	71	23	and	and	CCONJ
easat-8654	71	24	advance	advance	NOUN
easat-8654	71	25	water	water	NOUN
easat-8654	71	26	management	management	NOUN
easat-8654	71	27	techniques	technique	NOUN
easat-8654	71	28	.	.	PUNCT
easat-8654	72	1	fu	fu	PROPN
easat-8654	72	2	,	,	PUNCT
easat-8654	72	3	et	et	PROPN
easat-8654	72	4	al	al	PROPN
easat-8654	72	5	.	.	PUNCT
easat-8654	73	1	[	[	X
easat-8654	73	2	6	6	NUM
easat-8654	73	3	]	]	PUNCT
easat-8654	73	4	used	use	VERB
easat-8654	73	5	big	big	ADJ
easat-8654	73	6	data	datum	NOUN
easat-8654	73	7	analysis	analysis	NOUN
easat-8654	73	8	and	and	CCONJ
easat-8654	73	9	a	a	DET
easat-8654	73	10	water	water	NOUN
easat-8654	73	11	quality	quality	NOUN
easat-8654	73	12	identification	identification	NOUN
easat-8654	73	13	index	index	NOUN
easat-8654	73	14	to	to	PART
easat-8654	73	15	investigate	investigate	VERB
easat-8654	73	16	long	long	ADJ
easat-8654	73	17	-	-	PUNCT
easat-8654	73	18	term	term	NOUN
easat-8654	73	19	trends	trend	NOUN
easat-8654	73	20	in	in	ADP
easat-8654	73	21	surface	surface	NOUN
easat-8654	73	22	water	water	NOUN
easat-8654	73	23	quality	quality	NOUN
easat-8654	73	24	in	in	ADP
easat-8654	73	25	china	china	PROPN
easat-8654	73	26	's	's	PART
easat-8654	73	27	main	main	ADJ
easat-8654	73	28	basins	basin	NOUN
easat-8654	73	29	.	.	PUNCT
easat-8654	74	1	it	it	PRON
easat-8654	74	2	demonstrates	demonstrate	VERB
easat-8654	74	3	how	how	SCONJ
easat-8654	74	4	big	big	ADJ
easat-8654	74	5	data	datum	NOUN
easat-8654	74	6	may	may	AUX
easat-8654	74	7	be	be	AUX
easat-8654	74	8	used	use	VERB
easat-8654	74	9	to	to	PART
easat-8654	74	10	monitor	monitor	VERB
easat-8654	74	11	and	and	CCONJ
easat-8654	74	12	evaluate	evaluate	VERB
easat-8654	74	13	changes	change	NOUN
easat-8654	74	14	in	in	ADP
easat-8654	74	15	water	water	NOUN
easat-8654	74	16	quality	quality	NOUN
easat-8654	74	17	over	over	ADP
easat-8654	74	18	time	time	NOUN
easat-8654	74	19	,	,	PUNCT
easat-8654	74	20	offering	offer	VERB
easat-8654	74	21	insightful	insightful	ADJ
easat-8654	74	22	information	information	NOUN
easat-8654	74	23	about	about	ADP
easat-8654	74	24	the	the	DET
easat-8654	74	25	condition	condition	NOUN
easat-8654	74	26	of	of	ADP
easat-8654	74	27	water	water	NOUN
easat-8654	74	28	bodies	body	NOUN
easat-8654	74	29	and	and	CCONJ
easat-8654	74	30	the	the	DET
easat-8654	74	31	efficacy	efficacy	NOUN
easat-8654	74	32	of	of	ADP
easat-8654	74	33	management	management	NOUN
easat-8654	74	34	techniques	technique	NOUN
easat-8654	74	35	.	.	PUNCT
easat-8654	75	1	sharma	sharma	PROPN
easat-8654	75	2	and	and	CCONJ
easat-8654	75	3	sharma	sharma	PROPN
easat-8654	75	4	[	[	X
easat-8654	75	5	7	7	NUM
easat-8654	75	6	]	]	PUNCT
easat-8654	75	7	examined	examine	VERB
easat-8654	75	8	the	the	DET
easat-8654	75	9	application	application	NOUN
easat-8654	75	10	of	of	ADP
easat-8654	75	11	iot	iot	ADJ
easat-8654	75	12	sensors	sensor	NOUN
easat-8654	75	13	and	and	CCONJ
easat-8654	75	14	big	big	ADJ
easat-8654	75	15	data	datum	NOUN
easat-8654	75	16	for	for	ADP
easat-8654	75	17	real	real	ADJ
easat-8654	75	18	-	-	PUNCT
easat-8654	75	19	time	time	NOUN
easat-8654	75	20	monitoring	monitoring	NOUN
easat-8654	75	21	of	of	ADP
easat-8654	75	22	water	water	NOUN
easat-8654	75	23	's	's	PART
easat-8654	75	24	physicochemical	physicochemical	ADJ
easat-8654	75	25	characteristics	characteristic	NOUN
easat-8654	75	26	.	.	PUNCT
easat-8654	76	1	the	the	DET
easat-8654	76	2	creation	creation	NOUN
easat-8654	76	3	and	and	CCONJ
easat-8654	76	4	use	use	NOUN
easat-8654	76	5	of	of	ADP
easat-8654	76	6	smart	smart	ADJ
easat-8654	76	7	sensors	sensor	NOUN
easat-8654	76	8	for	for	ADP
easat-8654	76	9	ongoing	ongoing	ADJ
easat-8654	76	10	surveillance	surveillance	NOUN
easat-8654	76	11	is	be	AUX
easat-8654	76	12	covered	cover	VERB
easat-8654	76	13	,	,	PUNCT
easat-8654	76	14	as	as	ADV
easat-8654	76	15	well	well	ADV
easat-8654	76	16	as	as	ADP
easat-8654	76	17	how	how	SCONJ
easat-8654	76	18	big	big	ADJ
easat-8654	76	19	data	data	NOUN
easat-8654	76	20	analytics	analytic	NOUN
easat-8654	76	21	improve	improve	VERB
easat-8654	76	22	the	the	DET
easat-8654	76	23	management	management	NOUN
easat-8654	76	24	and	and	CCONJ
easat-8654	76	25	interpretation	interpretation	NOUN
easat-8654	76	26	of	of	ADP
easat-8654	76	27	water	water	NOUN
easat-8654	76	28	quality	quality	NOUN
easat-8654	76	29	data	datum	NOUN
easat-8654	76	30	.	.	PUNCT
easat-8654	77	1	budiarti	budiarti	PROPN
easat-8654	77	2	,	,	PUNCT
easat-8654	77	3	et	et	PROPN
easat-8654	77	4	al	al	PROPN
easat-8654	77	5	.	.	PUNCT
easat-8654	78	1	[	[	X
easat-8654	78	2	8	8	NUM
easat-8654	78	3	]	]	X
easat-8654	78	4	classified	classified	ADJ
easat-8654	78	5	surface	surface	NOUN
easat-8654	78	6	water	water	NOUN
easat-8654	78	7	using	use	VERB
easat-8654	78	8	support	support	NOUN
easat-8654	78	9	vector	vector	NOUN
easat-8654	78	10	machines	machine	NOUN
easat-8654	78	11	(	(	PUNCT
easat-8654	78	12	svm	svm	PROPN
easat-8654	78	13	)	)	PUNCT
easat-8654	78	14	in	in	ADP
easat-8654	78	15	conjunction	conjunction	NOUN
easat-8654	78	16	with	with	ADP
easat-8654	78	17	big	big	ADJ
easat-8654	78	18	data	datum	NOUN
easat-8654	78	19	technology	technology	NOUN
easat-8654	78	20	.	.	PUNCT
easat-8654	79	1	it	it	PRON
easat-8654	79	2	illustrates	illustrate	VERB
easat-8654	79	3	how	how	SCONJ
easat-8654	79	4	svm	svm	NOUN
easat-8654	79	5	may	may	AUX
easat-8654	79	6	be	be	AUX
easat-8654	79	7	used	use	VERB
easat-8654	79	8	to	to	PART
easat-8654	79	9	categorize	categorize	VERB
easat-8654	79	10	and	and	CCONJ
easat-8654	79	11	evaluate	evaluate	VERB
easat-8654	79	12	surface	surface	NOUN
easat-8654	79	13	water	water	NOUN
easat-8654	79	14	data	datum	NOUN
easat-8654	79	15	using	use	VERB
easat-8654	79	16	a	a	DET
easat-8654	79	17	case	case	NOUN
easat-8654	79	18	study	study	NOUN
easat-8654	79	19	from	from	ADP
easat-8654	79	20	surabaya	surabaya	PROPN
easat-8654	79	21	,	,	PUNCT
easat-8654	79	22	enhancing	enhance	VERB
easat-8654	79	23	the	the	DET
easat-8654	79	24	assessment	assessment	NOUN
easat-8654	79	25	and	and	CCONJ
easat-8654	79	26	management	management	NOUN
easat-8654	79	27	of	of	ADP
easat-8654	79	28	water	water	NOUN
easat-8654	79	29	quality	quality	NOUN
easat-8654	79	30	with	with	ADP
easat-8654	79	31	sophisticated	sophisticated	ADJ
easat-8654	79	32	big	big	ADJ
easat-8654	79	33	data	datum	NOUN
easat-8654	79	34	techniques	technique	NOUN
easat-8654	79	35	.	.	PUNCT
easat-8654	80	1	rajaee	rajaee	PROPN
easat-8654	80	2	,	,	PUNCT
easat-8654	80	3	et	et	PROPN
easat-8654	80	4	al	al	PROPN
easat-8654	80	5	.	.	PUNCT
easat-8654	81	1	[	[	X
easat-8654	81	2	9	9	NUM
easat-8654	81	3	]	]	PUNCT
easat-8654	81	4	covered	cover	VERB
easat-8654	81	5	both	both	CCONJ
easat-8654	81	6	single	single	ADJ
easat-8654	81	7	and	and	CCONJ
easat-8654	81	8	hybrid	hybrid	ADJ
easat-8654	81	9	approaches	approach	NOUN
easat-8654	81	10	to	to	ADP
easat-8654	81	11	aibased	aibased	ADJ
easat-8654	81	12	models	model	NOUN
easat-8654	81	13	for	for	ADP
easat-8654	81	14	river	river	NOUN
easat-8654	81	15	water	water	NOUN
easat-8654	81	16	quality	quality	NOUN
easat-8654	81	17	prediction	prediction	NOUN
easat-8654	81	18	.	.	PUNCT
easat-8654	82	1	it	it	PRON
easat-8654	82	2	evaluates	evaluate	VERB
easat-8654	82	3	several	several	ADJ
easat-8654	82	4	ai	ai	ADJ
easat-8654	82	5	approaches	approach	NOUN
easat-8654	82	6	and	and	CCONJ
easat-8654	82	7	how	how	SCONJ
easat-8654	82	8	well	well	ADV
easat-8654	82	9	they	they	PRON
easat-8654	82	10	predict	predict	VERB
easat-8654	82	11	water	water	NOUN
easat-8654	82	12	quality	quality	NOUN
easat-8654	82	13	,	,	PUNCT
easat-8654	82	14	giving	give	VERB
easat-8654	82	15	a	a	DET
easat-8654	82	16	thorough	thorough	ADJ
easat-8654	82	17	rundown	rundown	NOUN
easat-8654	82	18	of	of	ADP
easat-8654	82	19	the	the	DET
easat-8654	82	20	most	most	ADV
easat-8654	82	21	recent	recent	ADJ
easat-8654	82	22	developments	development	NOUN
easat-8654	82	23	and	and	CCONJ
easat-8654	82	24	cutting	cutting	NOUN
easat-8654	82	25	-	-	PUNCT
easat-8654	82	26	edge	edge	NOUN
easat-8654	82	27	practices	practice	NOUN
easat-8654	82	28	in	in	ADP
easat-8654	82	29	this	this	DET
easat-8654	82	30	area	area	NOUN
easat-8654	82	31	.	.	PUNCT
easat-8654	83	1	said	say	VERB
easat-8654	84	1	[	[	X
easat-8654	84	2	10	10	NUM
easat-8654	84	3	]	]	SYM
easat-8654	84	4	examined	examine	VERB
easat-8654	84	5	methods	method	NOUN
easat-8654	84	6	using	use	VERB
easat-8654	84	7	artificial	artificial	ADJ
easat-8654	84	8	intelligence	intelligence	NOUN
easat-8654	84	9	to	to	PART
easat-8654	84	10	forecast	forecast	VERB
easat-8654	84	11	the	the	DET
easat-8654	84	12	quality	quality	NOUN
easat-8654	84	13	of	of	ADP
easat-8654	84	14	river	river	NOUN
easat-8654	84	15	water	water	NOUN
easat-8654	84	16	.	.	PUNCT
easat-8654	85	1	in	in	ADP
easat-8654	85	2	an	an	DET
easat-8654	85	3	effort	effort	NOUN
easat-8654	85	4	to	to	PART
easat-8654	85	5	offer	offer	VERB
easat-8654	85	6	a	a	DET
easat-8654	85	7	thorough	thorough	ADJ
easat-8654	85	8	grasp	grasp	NOUN
easat-8654	85	9	of	of	ADP
easat-8654	85	10	how	how	SCONJ
easat-8654	85	11	ai	ai	NOUN
easat-8654	85	12	can	can	AUX
easat-8654	85	13	be	be	AUX
easat-8654	85	14	applied	apply	VERB
easat-8654	85	15	in	in	ADP
easat-8654	85	16	water	water	NOUN
easat-8654	85	17	quality	quality	NOUN
easat-8654	85	18	prediction	prediction	NOUN
easat-8654	85	19	,	,	PUNCT
easat-8654	85	20	it	it	PRON
easat-8654	85	21	compiles	compile	VERB
easat-8654	85	22	different	different	ADJ
easat-8654	85	23	ai	ai	VERB
easat-8654	85	24	techniques	technique	NOUN
easat-8654	85	25	,	,	PUNCT
easat-8654	85	26	their	their	PRON
easat-8654	85	27	applications	application	NOUN
easat-8654	85	28	,	,	PUNCT
easat-8654	85	29	and	and	CCONJ
easat-8654	85	30	their	their	PRON
easat-8654	85	31	efficacy	efficacy	NOUN
easat-8654	85	32	in	in	ADP
easat-8654	85	33	forecasting	forecast	VERB
easat-8654	85	34	water	water	NOUN
easat-8654	85	35	quality	quality	NOUN
easat-8654	85	36	metrics	metric	NOUN
easat-8654	85	37	.	.	PUNCT
easat-8654	86	1	madni	madni	PROPN
easat-8654	86	2	,	,	PUNCT
easat-8654	86	3	et	et	PROPN
easat-8654	86	4	al	al	PROPN
easat-8654	86	5	.	.	PUNCT
easat-8654	87	1	[	[	X
easat-8654	87	2	11	11	NUM
easat-8654	87	3	]	]	PUNCT
easat-8654	87	4	investigated	investigate	VERB
easat-8654	87	5	the	the	DET
easat-8654	87	6	use	use	NOUN
easat-8654	87	7	of	of	ADP
easat-8654	87	8	explainable	explainable	ADJ
easat-8654	87	9	ai	ai	NOUN
easat-8654	87	10	and	and	CCONJ
easat-8654	87	11	h2o	h2o	VERB
easat-8654	87	12	automl	automl	PROPN
easat-8654	87	13	for	for	ADP
easat-8654	87	14	water	water	NOUN
easat-8654	87	15	-	-	PUNCT
easat-8654	87	16	quality	quality	NOUN
easat-8654	87	17	prediction	prediction	NOUN
easat-8654	87	18	.	.	PUNCT
easat-8654	88	1	in	in	ADP
easat-8654	88	2	order	order	NOUN
easat-8654	88	3	to	to	PART
easat-8654	88	4	improve	improve	VERB
easat-8654	88	5	prediction	prediction	NOUN
easat-8654	88	6	accuracy	accuracy	NOUN
easat-8654	88	7	and	and	CCONJ
easat-8654	88	8	model	model	NOUN
easat-8654	88	9	interpretability	interpretability	NOUN
easat-8654	88	10	,	,	PUNCT
easat-8654	88	11	it	it	PRON
easat-8654	88	12	proposes	propose	VERB
easat-8654	88	13	a	a	DET
easat-8654	88	14	framework	framework	NOUN
easat-8654	88	15	that	that	PRON
easat-8654	88	16	blends	blend	VERB
easat-8654	88	17	explainable	explainable	ADJ
easat-8654	88	18	ai	ai	VERB
easat-8654	88	19	with	with	ADP
easat-8654	88	20	automated	automate	VERB
easat-8654	88	21	machine	machine	NOUN
easat-8654	88	22	learning	learning	NOUN
easat-8654	88	23	.	.	PUNCT
easat-8654	89	1	it	it	PRON
easat-8654	89	2	focuses	focus	VERB
easat-8654	89	3	on	on	ADP
easat-8654	89	4	how	how	SCONJ
easat-8654	89	5	these	these	DET
easat-8654	89	6	methods	method	NOUN
easat-8654	89	7	improve	improve	VERB
easat-8654	89	8	the	the	DET
easat-8654	89	9	management	management	NOUN
easat-8654	89	10	of	of	ADP
easat-8654	89	11	water	water	NOUN
easat-8654	89	12	quality	quality	NOUN
easat-8654	89	13	.	.	PUNCT
easat-8654	90	1	pandey	pandey	PROPN
easat-8654	90	2	and	and	CCONJ
easat-8654	90	3	verma	verma	PROPN
easat-8654	91	1	[	[	X
easat-8654	91	2	12	12	NUM
easat-8654	91	3	]	]	PUNCT
easat-8654	91	4	analyzed	analyze	VERB
easat-8654	91	5	various	various	ADJ
easat-8654	91	6	ai	ai	ADJ
easat-8654	91	7	approaches	approach	NOUN
easat-8654	91	8	,	,	PUNCT
easat-8654	91	9	including	include	VERB
easat-8654	91	10	machine	machine	NOUN
easat-8654	91	11	learning	learning	NOUN
easat-8654	91	12	and	and	CCONJ
easat-8654	91	13	deep	deep	ADJ
easat-8654	91	14	learning	learning	NOUN
easat-8654	91	15	,	,	PUNCT
easat-8654	91	16	for	for	ADP
easat-8654	91	17	the	the	DET
easat-8654	91	18	investigation	investigation	NOUN
easat-8654	91	19	and	and	CCONJ
easat-8654	91	20	prediction	prediction	NOUN
easat-8654	91	21	of	of	ADP
easat-8654	91	22	water	water	NOUN
easat-8654	91	23	quality	quality	NOUN
easat-8654	91	24	.	.	PUNCT
easat-8654	92	1	it	it	PRON
easat-8654	92	2	outlines	outline	VERB
easat-8654	92	3	developments	development	NOUN
easat-8654	92	4	,	,	PUNCT
easat-8654	92	5	uses	use	NOUN
easat-8654	92	6	,	,	PUNCT
easat-8654	92	7	and	and	CCONJ
easat-8654	92	8	potential	potential	ADJ
easat-8654	92	9	paths	path	NOUN
easat-8654	92	10	for	for	ADP
easat-8654	92	11	ai	ai	NOUN
easat-8654	92	12	to	to	PART
easat-8654	92	13	enhance	enhance	VERB
easat-8654	92	14	the	the	DET
easat-8654	92	15	evaluation	evaluation	NOUN
easat-8654	92	16	and	and	CCONJ
easat-8654	92	17	management	management	NOUN
easat-8654	92	18	of	of	ADP
easat-8654	92	19	water	water	NOUN
easat-8654	92	20	quality	quality	NOUN
easat-8654	92	21	.	.	PUNCT
easat-8654	93	1	abba	abba	PROPN
easat-8654	93	2	,	,	PUNCT
easat-8654	93	3	et	et	PROPN
easat-8654	93	4	al	al	PROPN
easat-8654	93	5	.	.	PUNCT
easat-8654	94	1	[	[	X
easat-8654	94	2	13	13	NUM
easat-8654	94	3	]	]	PUNCT
easat-8654	94	4	covered	cover	VERB
easat-8654	94	5	the	the	DET
easat-8654	94	6	use	use	NOUN
easat-8654	94	7	of	of	ADP
easat-8654	94	8	ensemble	ensemble	ADJ
easat-8654	94	9	machine	machine	NOUN
easat-8654	94	10	learning	learning	NOUN
easat-8654	94	11	and	and	CCONJ
easat-8654	94	12	data	datum	NOUN
easat-8654	94	13	intelligence	intelligence	NOUN
easat-8654	94	14	models	model	NOUN
easat-8654	94	15	to	to	PART
easat-8654	94	16	forecast	forecast	VERB
easat-8654	94	17	water	water	NOUN
easat-8654	94	18	quality	quality	NOUN
easat-8654	94	19	indices	index	NOUN
easat-8654	94	20	.	.	PUNCT
easat-8654	95	1	the	the	DET
easat-8654	95	2	article	article	NOUN
easat-8654	95	3	emphasizes	emphasize	VERB
easat-8654	95	4	the	the	DET
easat-8654	95	5	efficacy	efficacy	NOUN
easat-8654	95	6	of	of	ADP
easat-8654	95	7	integrating	integrate	VERB
easat-8654	95	8	several	several	ADJ
easat-8654	95	9	machine	machine	NOUN
easat-8654	95	10	learning	learning	NOUN
easat-8654	95	11	methodologies	methodology	NOUN
easat-8654	95	12	to	to	PART
easat-8654	95	13	enhance	enhance	VERB
easat-8654	95	14	prediction	prediction	NOUN
easat-8654	95	15	precision	precision	NOUN
easat-8654	95	16	and	and	CCONJ
easat-8654	95	17	presents	present	NOUN
easat-8654	95	18	case	case	NOUN
easat-8654	95	19	studies	study	NOUN
easat-8654	95	20	that	that	PRON
easat-8654	95	21	showcase	showcase	VERB
easat-8654	95	22	the	the	DET
easat-8654	95	23	potential	potential	NOUN
easat-8654	95	24	of	of	ADP
easat-8654	95	25	these	these	DET
easat-8654	95	26	models	model	NOUN
easat-8654	95	27	for	for	ADP
easat-8654	95	28	water	water	NOUN
easat-8654	95	29	quality	quality	NOUN
easat-8654	95	30	forecasting	forecasting	NOUN
easat-8654	95	31	.	.	PUNCT
easat-8654	96	1	nallakaruppan	nallakaruppan	PROPN
easat-8654	96	2	,	,	PUNCT
easat-8654	96	3	et	et	PROPN
easat-8654	96	4	al	al	PROPN
easat-8654	96	5	.	.	PUNCT
easat-8654	97	1	[	[	X
easat-8654	97	2	14	14	NUM
easat-8654	97	3	]	]	PUNCT
easat-8654	97	4	looked	look	VERB
easat-8654	97	5	into	into	ADP
easat-8654	97	6	employing	employ	VERB
easat-8654	97	7	explainable	explainable	ADJ
easat-8654	97	8	ai	ai	NOUN
easat-8654	97	9	models	model	NOUN
easat-8654	97	10	to	to	PART
easat-8654	97	11	predict	predict	VERB
easat-8654	97	12	water	water	NOUN
easat-8654	97	13	quality	quality	NOUN
easat-8654	97	14	with	with	ADP
easat-8654	97	15	accuracy	accuracy	NOUN
easat-8654	97	16	.	.	PUNCT
easat-8654	98	1	it	it	PRON
easat-8654	98	2	highlights	highlight	VERB
easat-8654	98	3	how	how	SCONJ
easat-8654	98	4	crucial	crucial	ADJ
easat-8654	98	5	the	the	DET
easat-8654	98	6	interpretability	interpretability	NOUN
easat-8654	98	7	and	and	CCONJ
easat-8654	98	8	transparency	transparency	NOUN
easat-8654	98	9	of	of	ADP
easat-8654	98	10	the	the	DET
easat-8654	98	11	model	model	NOUN
easat-8654	98	12	are	be	AUX
easat-8654	98	13	to	to	PART
easat-8654	98	14	guarantee	guarantee	VERB
easat-8654	98	15	reliable	reliable	ADJ
easat-8654	98	16	predictions	prediction	NOUN
easat-8654	98	17	.	.	PUNCT
easat-8654	99	1	the	the	DET
easat-8654	99	2	article	article	NOUN
easat-8654	99	3	discusses	discuss	VERB
easat-8654	99	4	several	several	ADJ
easat-8654	99	5	explainable	explainable	ADJ
easat-8654	99	6	ai	ai	NOUN
easat-8654	99	7	approaches	approach	NOUN
easat-8654	99	8	and	and	CCONJ
easat-8654	99	9	how	how	SCONJ
easat-8654	99	10	to	to	PART
easat-8654	99	11	use	use	VERB
easat-8654	99	12	them	they	PRON
easat-8654	99	13	to	to	PART
easat-8654	99	14	improve	improve	VERB
easat-8654	99	15	analyses	analysis	NOUN
easat-8654	99	16	and	and	CCONJ
easat-8654	99	17	predictions	prediction	NOUN
easat-8654	99	18	of	of	ADP
easat-8654	99	19	water	water	NOUN
easat-8654	99	20	quality	quality	NOUN
easat-8654	99	21	.	.	PUNCT
easat-8654	100	1	elkiran	elkiran	PROPN
easat-8654	100	2	,	,	PUNCT
easat-8654	100	3	et	et	PROPN
easat-8654	100	4	al	al	PROPN
easat-8654	100	5	.	.	PUNCT
easat-8654	101	1	[	[	X
easat-8654	101	2	15	15	NUM
easat-8654	101	3	]	]	PUNCT
easat-8654	101	4	explored	explore	VERB
easat-8654	101	5	the	the	DET
easat-8654	101	6	use	use	NOUN
easat-8654	101	7	of	of	ADP
easat-8654	101	8	ensemble	ensemble	ADJ
easat-8654	101	9	ai	ai	NOUN
easat-8654	101	10	techniques	technique	NOUN
easat-8654	101	11	for	for	ADP
easat-8654	101	12	multi	multi	ADJ
easat-8654	101	13	-	-	ADJ
easat-8654	101	14	step	step	VERB
easat-8654	101	15	forward	forward	ADV
easat-8654	101	16	modeling	modeling	NOUN
easat-8654	101	17	of	of	ADP
easat-8654	101	18	river	river	NOUN
easat-8654	101	19	water	water	NOUN
easat-8654	101	20	quality	quality	NOUN
easat-8654	101	21	parameters	parameter	NOUN
easat-8654	101	22	.	.	PUNCT
easat-8654	102	1	it	it	PRON
easat-8654	102	2	highlights	highlight	VERB
easat-8654	102	3	their	their	PRON
easat-8654	102	4	potential	potential	NOUN
easat-8654	102	5	to	to	PART
easat-8654	102	6	enhance	enhance	VERB
easat-8654	102	7	long	long	ADJ
easat-8654	102	8	-	-	PUNCT
easat-8654	102	9	term	term	NOUN
easat-8654	102	10	water	water	NOUN
easat-8654	102	11	quality	quality	NOUN
easat-8654	102	12	forecasting	forecasting	NOUN
easat-8654	102	13	and	and	CCONJ
easat-8654	102	14	management	management	NOUN
easat-8654	102	15	by	by	ADP
easat-8654	102	16	presenting	present	VERB
easat-8654	102	17	approaches	approach	NOUN
easat-8654	102	18	for	for	ADP
easat-8654	102	19	projecting	project	VERB
easat-8654	102	20	future	future	ADJ
easat-8654	102	21	water	water	NOUN
easat-8654	102	22	quality	quality	NOUN
easat-8654	102	23	based	base	VERB
easat-8654	102	24	on	on	ADP
easat-8654	102	25	historical	historical	ADJ
easat-8654	102	26	data	datum	NOUN
easat-8654	102	27	and	and	CCONJ
easat-8654	102	28	ensemble	ensemble	ADJ
easat-8654	102	29	techniques	technique	NOUN
easat-8654	102	30	.	.	PUNCT
easat-8654	103	1	ismail	ismail	PROPN
easat-8654	103	2	,	,	PUNCT
easat-8654	103	3	et	et	PROPN
easat-8654	103	4	al	al	PROPN
easat-8654	103	5	.	.	PUNCT
easat-8654	104	1	[	[	X
easat-8654	104	2	16	16	NUM
easat-8654	104	3	]	]	PUNCT
easat-8654	104	4	compared	compare	VERB
easat-8654	104	5	the	the	DET
easat-8654	104	6	relationship	relationship	NOUN
easat-8654	104	7	between	between	ADP
easat-8654	104	8	artificial	artificial	ADJ
easat-8654	104	9	539	539	NUM
easat-8654	104	10	edelweiss	edelweiss	PROPN
easat-8654	104	11	applied	apply	VERB
easat-8654	104	12	science	science	NOUN
easat-8654	104	13	and	and	CCONJ
easat-8654	104	14	technology	technology	NOUN
easat-8654	104	15	issn	issn	PROPN
easat-8654	104	16	:	:	PUNCT
easat-8654	104	17	2576	2576	NUM
easat-8654	104	18	-	-	SYM
easat-8654	104	19	8484	8484	NUM
easat-8654	104	20	vol	vol	NOUN
easat-8654	104	21	.	.	PROPN
easat-8654	105	1	9	9	NUM
easat-8654	105	2	,	,	PUNCT
easat-8654	105	3	no	no	INTJ
easat-8654	105	4	.	.	NOUN
easat-8654	106	1	7	7	NUM
easat-8654	106	2	:	:	PUNCT
easat-8654	106	3	536	536	NUM
easat-8654	106	4	-	-	SYM
easat-8654	106	5	549	549	NUM
easat-8654	106	6	,	,	PUNCT
easat-8654	106	7	2025	2025	NUM
easat-8654	106	8	doi	doi	NOUN
easat-8654	106	9	:	:	PUNCT
easat-8654	106	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	106	11	©	©	PROPN
easat-8654	106	12	2025	2025	NUM
easat-8654	106	13	by	by	ADP
easat-8654	106	14	the	the	DET
easat-8654	106	15	authors	author	NOUN
easat-8654	106	16	;	;	PUNCT
easat-8654	106	17	licensee	licensee	PROPN
easat-8654	106	18	learning	learn	VERB
easat-8654	106	19	gate	gate	PROPN
easat-8654	106	20	intelligence	intelligence	NOUN
easat-8654	106	21	and	and	CCONJ
easat-8654	106	22	water	water	NOUN
easat-8654	106	23	treatment	treatment	NOUN
easat-8654	106	24	.	.	PUNCT
easat-8654	107	1	it	it	PRON
easat-8654	107	2	offers	offer	VERB
easat-8654	107	3	a	a	DET
easat-8654	107	4	comprehensive	comprehensive	ADJ
easat-8654	107	5	examination	examination	NOUN
easat-8654	107	6	of	of	ADP
easat-8654	107	7	ai	ai	PROPN
easat-8654	107	8	applications	application	NOUN
easat-8654	107	9	in	in	ADP
easat-8654	107	10	water	water	NOUN
easat-8654	107	11	treatment	treatment	NOUN
easat-8654	107	12	procedures	procedure	NOUN
easat-8654	107	13	,	,	PUNCT
easat-8654	107	14	outlining	outline	VERB
easat-8654	107	15	advantages	advantage	NOUN
easat-8654	107	16	,	,	PUNCT
easat-8654	107	17	difficulties	difficulty	NOUN
easat-8654	107	18	,	,	PUNCT
easat-8654	107	19	and	and	CCONJ
easat-8654	107	20	areas	area	NOUN
easat-8654	107	21	in	in	ADP
easat-8654	107	22	need	need	NOUN
easat-8654	107	23	of	of	ADP
easat-8654	107	24	further	further	ADJ
easat-8654	107	25	research	research	NOUN
easat-8654	107	26	.	.	PUNCT
easat-8654	108	1	the	the	DET
easat-8654	108	2	review	review	NOUN
easat-8654	108	3	seeks	seek	VERB
easat-8654	108	4	to	to	PART
easat-8654	108	5	provide	provide	VERB
easat-8654	108	6	a	a	DET
easat-8654	108	7	thorough	thorough	ADJ
easat-8654	108	8	grasp	grasp	NOUN
easat-8654	108	9	of	of	ADP
easat-8654	108	10	the	the	DET
easat-8654	108	11	ways	way	NOUN
easat-8654	108	12	in	in	ADP
easat-8654	108	13	which	which	PRON
easat-8654	108	14	artificial	artificial	ADJ
easat-8654	108	15	intelligence	intelligence	NOUN
easat-8654	108	16	might	might	AUX
easat-8654	108	17	improve	improve	VERB
easat-8654	108	18	water	water	NOUN
easat-8654	108	19	treatment	treatment	NOUN
easat-8654	108	20	and	and	CCONJ
easat-8654	108	21	management	management	NOUN
easat-8654	108	22	techniques	technique	NOUN
easat-8654	108	23	.	.	PUNCT
easat-8654	109	1	water	water	NOUN
easat-8654	109	2	contamination	contamination	NOUN
easat-8654	109	3	poses	pose	VERB
easat-8654	109	4	significant	significant	ADJ
easat-8654	109	5	environmental	environmental	ADJ
easat-8654	109	6	and	and	CCONJ
easat-8654	109	7	public	public	ADJ
easat-8654	109	8	health	health	NOUN
easat-8654	109	9	challenges	challenge	NOUN
easat-8654	109	10	,	,	PUNCT
easat-8654	109	11	especially	especially	ADV
easat-8654	109	12	in	in	ADP
easat-8654	109	13	regions	region	NOUN
easat-8654	109	14	experiencing	experience	VERB
easat-8654	109	15	rapid	rapid	ADJ
easat-8654	109	16	industrialization	industrialization	NOUN
easat-8654	109	17	.	.	PUNCT
easat-8654	110	1	in	in	ADP
easat-8654	110	2	texas	texas	PROPN
easat-8654	110	3	city	city	PROPN
easat-8654	110	4	,	,	PUNCT
easat-8654	110	5	usa	usa	PROPN
easat-8654	110	6	,	,	PUNCT
easat-8654	110	7	rivers	river	NOUN
easat-8654	110	8	such	such	ADJ
easat-8654	110	9	as	as	ADP
easat-8654	110	10	the	the	DET
easat-8654	110	11	red	red	PROPN
easat-8654	110	12	river	river	PROPN
easat-8654	110	13	,	,	PUNCT
easat-8654	110	14	rio	rio	NOUN
easat-8654	110	15	grande	grande	PROPN
easat-8654	110	16	,	,	PUNCT
easat-8654	110	17	and	and	CCONJ
easat-8654	110	18	trinity	trinity	PROPN
easat-8654	110	19	river	river	PROPN
easat-8654	110	20	have	have	AUX
easat-8654	110	21	become	become	VERB
easat-8654	110	22	critical	critical	ADJ
easat-8654	110	23	indicators	indicator	NOUN
easat-8654	110	24	of	of	ADP
easat-8654	110	25	water	water	NOUN
easat-8654	110	26	quality	quality	NOUN
easat-8654	110	27	,	,	PUNCT
easat-8654	110	28	prompting	prompt	VERB
easat-8654	110	29	the	the	DET
easat-8654	110	30	need	need	NOUN
easat-8654	110	31	for	for	ADP
easat-8654	110	32	innovative	innovative	ADJ
easat-8654	110	33	monitoring	monitoring	NOUN
easat-8654	110	34	and	and	CCONJ
easat-8654	110	35	predictive	predictive	ADJ
easat-8654	110	36	solutions	solution	NOUN
easat-8654	110	37	.	.	PUNCT
easat-8654	111	1	advances	advance	NOUN
easat-8654	111	2	in	in	ADP
easat-8654	111	3	big	big	ADJ
easat-8654	111	4	data	datum	NOUN
easat-8654	111	5	analytics	analytic	NOUN
easat-8654	111	6	and	and	CCONJ
easat-8654	111	7	artificial	artificial	ADJ
easat-8654	111	8	intelligence	intelligence	NOUN
easat-8654	111	9	offer	offer	NOUN
easat-8654	111	10	promising	promise	VERB
easat-8654	111	11	avenues	avenue	NOUN
easat-8654	111	12	for	for	ADP
easat-8654	111	13	real	real	ADJ
easat-8654	111	14	-	-	PUNCT
easat-8654	111	15	time	time	NOUN
easat-8654	111	16	water	water	NOUN
easat-8654	111	17	quality	quality	NOUN
easat-8654	111	18	management	management	NOUN
easat-8654	111	19	,	,	PUNCT
easat-8654	111	20	ensuring	ensure	VERB
easat-8654	111	21	compliance	compliance	NOUN
easat-8654	111	22	with	with	ADP
easat-8654	111	23	stringent	stringent	ADJ
easat-8654	111	24	u.s	u.s	PROPN
easat-8654	111	25	.	.	PROPN
easat-8654	111	26	government	government	NOUN
easat-8654	111	27	standards	standard	NOUN
easat-8654	111	28	for	for	ADP
easat-8654	111	29	safe	safe	ADJ
easat-8654	111	30	drinking	drinking	NOUN
easat-8654	111	31	water	water	NOUN
easat-8654	111	32	.	.	PUNCT
easat-8654	112	1	this	this	DET
easat-8654	112	2	study	study	NOUN
easat-8654	112	3	builds	build	VERB
easat-8654	112	4	on	on	ADP
easat-8654	112	5	these	these	DET
easat-8654	112	6	technological	technological	ADJ
easat-8654	112	7	strides	stride	NOUN
easat-8654	112	8	by	by	ADP
easat-8654	112	9	leveraging	leverage	VERB
easat-8654	112	10	sophisticated	sophisticated	ADJ
easat-8654	112	11	data	datum	NOUN
easat-8654	112	12	collection	collection	NOUN
easat-8654	112	13	and	and	CCONJ
easat-8654	112	14	analysis	analysis	NOUN
easat-8654	112	15	techniques	technique	NOUN
easat-8654	112	16	to	to	PART
easat-8654	112	17	monitor	monitor	VERB
easat-8654	112	18	essential	essential	ADJ
easat-8654	112	19	water	water	NOUN
easat-8654	112	20	quality	quality	NOUN
easat-8654	112	21	parameters	parameter	NOUN
easat-8654	112	22	,	,	PUNCT
easat-8654	112	23	setting	set	VERB
easat-8654	112	24	the	the	DET
easat-8654	112	25	stage	stage	NOUN
easat-8654	112	26	for	for	ADP
easat-8654	112	27	the	the	DET
easat-8654	112	28	development	development	NOUN
easat-8654	112	29	of	of	ADP
easat-8654	112	30	a	a	DET
easat-8654	112	31	robust	robust	ADJ
easat-8654	112	32	predictive	predictive	ADJ
easat-8654	112	33	model	model	NOUN
easat-8654	112	34	.	.	PUNCT
easat-8654	113	1	2	2	X
easat-8654	113	2	.	.	X
easat-8654	113	3	experimental	experimental	ADJ
easat-8654	113	4	2.1	2.1	NUM
easat-8654	113	5	.	.	PUNCT
easat-8654	114	1	methods	method	NOUN
easat-8654	114	2	2.1.1	2.1.1	NUM
easat-8654	114	3	.	.	PUNCT
easat-8654	115	1	dataset	dataset	VERB
easat-8654	115	2	the	the	DET
easat-8654	115	3	investigation	investigation	NOUN
easat-8654	115	4	's	's	PART
easat-8654	115	5	data	data	NOUN
easat-8654	115	6	collection	collection	NOUN
easat-8654	115	7	was	be	AUX
easat-8654	115	8	based	base	VERB
easat-8654	115	9	on	on	ADP
easat-8654	115	10	information	information	NOUN
easat-8654	115	11	obtained	obtain	VERB
easat-8654	115	12	from	from	ADP
easat-8654	115	13	selective	selective	ADJ
easat-8654	115	14	rivers	river	NOUN
easat-8654	115	15	such	such	ADJ
easat-8654	115	16	as	as	ADP
easat-8654	115	17	the	the	DET
easat-8654	115	18	red	red	PROPN
easat-8654	115	19	river	river	PROPN
easat-8654	115	20	,	,	PUNCT
easat-8654	115	21	rio	rio	NOUN
easat-8654	115	22	grande	grande	PROPN
easat-8654	115	23	,	,	PUNCT
easat-8654	115	24	and	and	CCONJ
easat-8654	115	25	trinity	trinity	PROPN
easat-8654	115	26	river	river	PROPN
easat-8654	115	27	in	in	ADP
easat-8654	115	28	texas	texas	PROPN
easat-8654	115	29	city	city	PROPN
easat-8654	115	30	,	,	PUNCT
easat-8654	115	31	united	united	PROPN
easat-8654	115	32	states	states	PROPN
easat-8654	115	33	,	,	PUNCT
easat-8654	115	34	spanning	span	VERB
easat-8654	115	35	from	from	ADP
easat-8654	115	36	march	march	PROPN
easat-8654	115	37	2023	2023	NUM
easat-8654	115	38	to	to	ADP
easat-8654	115	39	march	march	PROPN
easat-8654	115	40	2024	2024	NUM
easat-8654	115	41	to	to	PART
easat-8654	115	42	analyze	analyze	VERB
easat-8654	115	43	water	water	NOUN
easat-8654	115	44	pollution	pollution	NOUN
easat-8654	115	45	.	.	PUNCT
easat-8654	116	1	the	the	DET
easat-8654	116	2	dataset	dataset	NOUN
easat-8654	116	3	includes	include	VERB
easat-8654	116	4	seven	seven	NUM
easat-8654	116	5	key	key	ADJ
easat-8654	116	6	parameters	parameter	NOUN
easat-8654	116	7	essential	essential	ADJ
easat-8654	116	8	for	for	ADP
easat-8654	116	9	water	water	NOUN
easat-8654	116	10	quality	quality	NOUN
easat-8654	116	11	analysis	analysis	NOUN
easat-8654	116	12	:	:	PUNCT
easat-8654	116	13	conductivity	conductivity	NOUN
easat-8654	116	14	,	,	PUNCT
easat-8654	116	15	ph	ph	NOUN
easat-8654	116	16	,	,	PUNCT
easat-8654	116	17	turbidity	turbidity	NOUN
easat-8654	116	18	,	,	PUNCT
easat-8654	116	19	dissolved	dissolve	VERB
easat-8654	116	20	oxygen	oxygen	NOUN
easat-8654	116	21	(	(	PUNCT
easat-8654	116	22	do	do	AUX
easat-8654	116	23	)	)	PUNCT
easat-8654	116	24	,	,	PUNCT
easat-8654	116	25	total	total	ADJ
easat-8654	116	26	and	and	CCONJ
easat-8654	116	27	faecal	faecal	ADJ
easat-8654	116	28	coliform	coliform	NOUN
easat-8654	116	29	,	,	PUNCT
easat-8654	116	30	chemical	chemical	NOUN
easat-8654	116	31	oxygen	oxygen	NOUN
easat-8654	116	32	demand	demand	NOUN
easat-8654	116	33	(	(	PUNCT
easat-8654	116	34	cod	cod	NOUN
easat-8654	116	35	)	)	PUNCT
easat-8654	116	36	,	,	PUNCT
easat-8654	116	37	and	and	CCONJ
easat-8654	116	38	nitrate	nitrate	NOUN
easat-8654	116	39	.	.	PUNCT
easat-8654	117	1	figure	figure	NOUN
easat-8654	117	2	1	1	NUM
easat-8654	117	3	shows	show	VERB
easat-8654	117	4	the	the	DET
easat-8654	117	5	visual	visual	ADJ
easat-8654	117	6	representation	representation	NOUN
easat-8654	117	7	of	of	ADP
easat-8654	117	8	the	the	DET
easat-8654	117	9	data	data	NOUN
easat-8654	117	10	collection	collection	NOUN
easat-8654	117	11	areas	area	NOUN
easat-8654	117	12	.	.	PUNCT
easat-8654	118	1	these	these	DET
easat-8654	118	2	parameters	parameter	NOUN
easat-8654	118	3	were	be	AUX
easat-8654	118	4	monitored	monitor	VERB
easat-8654	118	5	and	and	CCONJ
easat-8654	118	6	analyzed	analyze	VERB
easat-8654	118	7	to	to	PART
easat-8654	118	8	assess	assess	VERB
easat-8654	118	9	the	the	DET
easat-8654	118	10	water	water	NOUN
easat-8654	118	11	's	's	PART
easat-8654	118	12	condition	condition	NOUN
easat-8654	118	13	and	and	CCONJ
easat-8654	118	14	identify	identify	VERB
easat-8654	118	15	potential	potential	ADJ
easat-8654	118	16	pollution	pollution	NOUN
easat-8654	118	17	sources	source	NOUN
easat-8654	118	18	.	.	PUNCT
easat-8654	119	1	the	the	DET
easat-8654	119	2	u.s	u.s	PROPN
easat-8654	119	3	.	.	PROPN
easat-8654	119	4	government	government	NOUN
easat-8654	119	5	compiled	compile	VERB
easat-8654	119	6	all	all	DET
easat-8654	119	7	relevant	relevant	ADJ
easat-8654	119	8	data	datum	NOUN
easat-8654	119	9	to	to	PART
easat-8654	119	10	ensure	ensure	VERB
easat-8654	119	11	that	that	SCONJ
easat-8654	119	12	drinking	drinking	NOUN
easat-8654	119	13	water	water	NOUN
easat-8654	119	14	met	meet	VERB
easat-8654	119	15	cleanliness	cleanliness	NOUN
easat-8654	119	16	standards	standard	NOUN
easat-8654	119	17	and	and	CCONJ
easat-8654	119	18	complied	comply	VERB
easat-8654	119	19	with	with	ADP
easat-8654	119	20	safety	safety	NOUN
easat-8654	119	21	regulations	regulation	NOUN
easat-8654	119	22	.	.	PUNCT
easat-8654	120	1	(	(	PUNCT
easat-8654	120	2	a	a	X
easat-8654	120	3	)	)	PUNCT
easat-8654	120	4	(	(	PUNCT
easat-8654	120	5	b	b	X
easat-8654	120	6	)	)	PUNCT
easat-8654	120	7	(	(	PUNCT
easat-8654	120	8	c	c	X
easat-8654	120	9	)	)	PUNCT
easat-8654	120	10	figure	figure	NOUN
easat-8654	120	11	1	1	NUM
easat-8654	120	12	.	.	PUNCT
easat-8654	120	13	visual	visual	ADJ
easat-8654	120	14	representation	representation	NOUN
easat-8654	120	15	of	of	ADP
easat-8654	120	16	(	(	PUNCT
easat-8654	120	17	a	a	DET
easat-8654	120	18	)	)	PUNCT
easat-8654	120	19	red	red	ADJ
easat-8654	120	20	river	river	PROPN
easat-8654	120	21	(	(	PUNCT
easat-8654	120	22	b	b	NOUN
easat-8654	120	23	)	)	PUNCT
easat-8654	120	24	rio	rio	PROPN
easat-8654	120	25	grande	grande	PROPN
easat-8654	120	26	river	river	PROPN
easat-8654	120	27	(	(	PUNCT
easat-8654	120	28	c	c	NOUN
easat-8654	120	29	)	)	PUNCT
easat-8654	120	30	trinity	trinity	NOUN
easat-8654	120	31	river	river	NOUN
easat-8654	120	32	.	.	PUNCT
easat-8654	121	1	2.2	2.2	NUM
easat-8654	121	2	.	.	PUNCT
easat-8654	122	1	data	datum	NOUN
easat-8654	122	2	processing	processing	NOUN
easat-8654	122	3	tool	tool	NOUN
easat-8654	122	4	2.2.1	2.2.1	NUM
easat-8654	122	5	.	.	PUNCT
easat-8654	123	1	apache	apache	NOUN
easat-8654	123	2	spark	spark	PROPN
easat-8654	123	3	apache	apache	NOUN
easat-8654	123	4	spark	spark	NOUN
easat-8654	123	5	is	be	AUX
easat-8654	123	6	essential	essential	ADJ
easat-8654	123	7	to	to	ADP
easat-8654	123	8	the	the	DET
easat-8654	123	9	data	datum	NOUN
easat-8654	123	10	processing	processing	NOUN
easat-8654	123	11	stage	stage	NOUN
easat-8654	123	12	because	because	SCONJ
easat-8654	123	13	it	it	PRON
easat-8654	123	14	manages	manage	VERB
easat-8654	123	15	and	and	CCONJ
easat-8654	123	16	analyzes	analyze	VERB
easat-8654	123	17	massive	massive	ADJ
easat-8654	123	18	volumes	volume	NOUN
easat-8654	123	19	of	of	ADP
easat-8654	123	20	environmental	environmental	ADJ
easat-8654	123	21	sensor	sensor	NOUN
easat-8654	123	22	data	datum	NOUN
easat-8654	123	23	in	in	ADP
easat-8654	123	24	an	an	DET
easat-8654	123	25	effective	effective	ADJ
easat-8654	123	26	manner	manner	NOUN
easat-8654	123	27	.	.	PUNCT
easat-8654	124	1	by	by	ADP
easat-8654	124	2	utilizing	utilize	VERB
easat-8654	124	3	its	its	PRON
easat-8654	124	4	distributed	distribute	VERB
easat-8654	124	5	computing	computing	NOUN
easat-8654	124	6	capabilities	capability	NOUN
easat-8654	124	7	,	,	PUNCT
easat-8654	124	8	which	which	PRON
easat-8654	124	9	enable	enable	VERB
easat-8654	124	10	the	the	DET
easat-8654	124	11	parallel	parallel	ADJ
easat-8654	124	12	execution	execution	NOUN
easat-8654	124	13	of	of	ADP
easat-8654	124	14	data	datum	NOUN
easat-8654	124	15	processing	processing	NOUN
easat-8654	124	16	tasks	task	NOUN
easat-8654	124	17	across	across	ADP
easat-8654	124	18	several	several	ADJ
easat-8654	124	19	cluster	cluster	NOUN
easat-8654	124	20	nodes	node	NOUN
easat-8654	124	21	,	,	PUNCT
easat-8654	124	22	it	it	PRON
easat-8654	124	23	enables	enable	VERB
easat-8654	124	24	real	real	ADJ
easat-8654	124	25	-	-	PUNCT
easat-8654	124	26	time	time	NOUN
easat-8654	124	27	processing	processing	NOUN
easat-8654	124	28	.	.	PUNCT
easat-8654	125	1	the	the	DET
easat-8654	125	2	capacity	capacity	NOUN
easat-8654	125	3	to	to	PART
easat-8654	125	4	manage	manage	VERB
easat-8654	125	5	the	the	DET
easat-8654	125	6	constant	constant	ADJ
easat-8654	125	7	stream	stream	NOUN
easat-8654	125	8	of	of	ADP
easat-8654	125	9	data	datum	NOUN
easat-8654	125	10	from	from	ADP
easat-8654	125	11	environmental	environmental	ADJ
easat-8654	125	12	sensors	sensor	NOUN
easat-8654	125	13	is	be	AUX
easat-8654	125	14	essential	essential	ADJ
easat-8654	125	15	for	for	ADP
easat-8654	125	16	ensuring	ensure	VERB
easat-8654	125	17	that	that	SCONJ
easat-8654	125	18	the	the	DET
easat-8654	125	19	data	data	NOUN
easat-8654	125	20	is	be	AUX
easat-8654	125	21	processed	process	VERB
easat-8654	125	22	accurately	accurately	ADV
easat-8654	125	23	and	and	CCONJ
easat-8654	125	24	quickly	quickly	ADV
easat-8654	125	25	.	.	PUNCT
easat-8654	126	1	effective	effective	ADJ
easat-8654	126	2	pollution	pollution	NOUN
easat-8654	126	3	control	control	NOUN
easat-8654	126	4	and	and	CCONJ
easat-8654	126	5	intervention	intervention	NOUN
easat-8654	126	6	depend	depend	VERB
easat-8654	126	7	on	on	ADP
easat-8654	126	8	prompt	prompt	ADJ
easat-8654	126	9	analysis	analysis	NOUN
easat-8654	126	10	and	and	CCONJ
easat-8654	126	11	decision	decision	NOUN
easat-8654	126	12	-	-	PUNCT
easat-8654	126	13	making	making	NOUN
easat-8654	126	14	,	,	PUNCT
easat-8654	126	15	which	which	PRON
easat-8654	126	16	apache	apache	NOUN
easat-8654	126	17	spark	spark	NOUN
easat-8654	126	18	's	's	PART
easat-8654	126	19	realtime	realtime	ADJ
easat-8654	126	20	processing	processing	NOUN
easat-8654	126	21	functionality	functionality	NOUN
easat-8654	126	22	facilitates	facilitate	VERB
easat-8654	126	23	.	.	PUNCT
easat-8654	127	1	the	the	DET
easat-8654	127	2	approach	approach	NOUN
easat-8654	127	3	makes	make	VERB
easat-8654	127	4	sure	sure	ADJ
easat-8654	127	5	that	that	SCONJ
easat-8654	127	6	data	datum	NOUN
easat-8654	127	7	handling	handling	NOUN
easat-8654	127	8	and	and	CCONJ
easat-8654	127	9	analytical	analytical	ADJ
easat-8654	127	10	540	540	NUM
easat-8654	127	11	edelweiss	edelweiss	PROPN
easat-8654	127	12	applied	apply	VERB
easat-8654	127	13	science	science	NOUN
easat-8654	127	14	and	and	CCONJ
easat-8654	127	15	technology	technology	NOUN
easat-8654	127	16	issn	issn	PROPN
easat-8654	127	17	:	:	PUNCT
easat-8654	127	18	2576	2576	NUM
easat-8654	127	19	-	-	SYM
easat-8654	127	20	8484	8484	NUM
easat-8654	127	21	vol	vol	NOUN
easat-8654	127	22	.	.	PROPN
easat-8654	128	1	9	9	NUM
easat-8654	128	2	,	,	PUNCT
easat-8654	128	3	no	no	INTJ
easat-8654	128	4	.	.	NOUN
easat-8654	129	1	7	7	NUM
easat-8654	129	2	:	:	PUNCT
easat-8654	129	3	536	536	NUM
easat-8654	129	4	-	-	SYM
easat-8654	129	5	549	549	NUM
easat-8654	129	6	,	,	PUNCT
easat-8654	129	7	2025	2025	NUM
easat-8654	129	8	doi	doi	NOUN
easat-8654	129	9	:	:	PUNCT
easat-8654	129	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	129	11	©	©	PROPN
easat-8654	129	12	2025	2025	NUM
easat-8654	129	13	by	by	ADP
easat-8654	129	14	the	the	DET
easat-8654	129	15	authors	author	NOUN
easat-8654	129	16	;	;	PUNCT
easat-8654	129	17	licensee	licensee	PROPN
easat-8654	129	18	learning	learn	VERB
easat-8654	129	19	gate	gate	NOUN
easat-8654	129	20	processes	process	NOUN
easat-8654	129	21	are	be	AUX
easat-8654	129	22	quick	quick	ADJ
easat-8654	129	23	and	and	CCONJ
easat-8654	129	24	responsive	responsive	ADJ
easat-8654	129	25	by	by	ADP
easat-8654	129	26	leveraging	leverage	VERB
easat-8654	129	27	spark	spark	NOUN
easat-8654	129	28	's	's	PART
easat-8654	129	29	optimized	optimize	VERB
easat-8654	129	30	execution	execution	NOUN
easat-8654	129	31	engine	engine	NOUN
easat-8654	129	32	and	and	CCONJ
easat-8654	129	33	in	in	ADP
easat-8654	129	34	-	-	PUNCT
easat-8654	129	35	memory	memory	NOUN
easat-8654	129	36	processing	processing	NOUN
easat-8654	129	37	.	.	PUNCT
easat-8654	130	1	this	this	PRON
easat-8654	130	2	allows	allow	VERB
easat-8654	130	3	for	for	ADP
easat-8654	130	4	the	the	DET
easat-8654	130	5	latency	latency	NOUN
easat-8654	130	6	-	-	PUNCT
easat-8654	130	7	free	free	ADJ
easat-8654	130	8	development	development	NOUN
easat-8654	130	9	of	of	ADP
easat-8654	130	10	actionable	actionable	ADJ
easat-8654	130	11	insights	insight	NOUN
easat-8654	130	12	and	and	CCONJ
easat-8654	130	13	forecasts	forecast	NOUN
easat-8654	130	14	.	.	PUNCT
easat-8654	131	1	2.3	2.3	NUM
easat-8654	131	2	.	.	PUNCT
easat-8654	131	3	proposed	propose	VERB
easat-8654	131	4	model	model	NOUN
easat-8654	131	5	advanced	advanced	ADJ
easat-8654	131	6	artificial	artificial	ADJ
easat-8654	131	7	intelligence	intelligence	NOUN
easat-8654	131	8	techniques	technique	NOUN
easat-8654	131	9	are	be	AUX
easat-8654	131	10	utilized	utilize	VERB
easat-8654	131	11	by	by	ADP
easat-8654	131	12	efficient	efficient	ADJ
easat-8654	131	13	ai	ai	NOUN
easat-8654	131	14	-	-	PUNCT
easat-8654	131	15	based	base	VERB
easat-8654	131	16	water	water	NOUN
easat-8654	131	17	quality	quality	NOUN
easat-8654	131	18	prediction	prediction	NOUN
easat-8654	131	19	and	and	CCONJ
easat-8654	131	20	classification	classification	NOUN
easat-8654	131	21	(	(	PUNCT
easat-8654	131	22	eai	eai	NOUN
easat-8654	131	23	-	-	PUNCT
easat-8654	131	24	wqp	wqp	NOUN
easat-8654	131	25	)	)	PUNCT
easat-8654	131	26	systems	system	NOUN
easat-8654	131	27	to	to	PART
easat-8654	131	28	precisely	precisely	ADV
easat-8654	131	29	forecast	forecast	VERB
easat-8654	131	30	and	and	CCONJ
easat-8654	131	31	categorize	categorize	VERB
easat-8654	131	32	water	water	NOUN
easat-8654	131	33	quality	quality	NOUN
easat-8654	131	34	indicators	indicator	NOUN
easat-8654	131	35	.	.	PUNCT
easat-8654	132	1	these	these	DET
easat-8654	132	2	systems	system	NOUN
easat-8654	132	3	are	be	AUX
easat-8654	132	4	made	make	VERB
easat-8654	132	5	to	to	PART
easat-8654	132	6	manage	manage	VERB
easat-8654	132	7	massive	massive	ADJ
easat-8654	132	8	amounts	amount	NOUN
easat-8654	132	9	of	of	ADP
easat-8654	132	10	data	datum	NOUN
easat-8654	132	11	from	from	ADP
easat-8654	132	12	a	a	DET
easat-8654	132	13	variety	variety	NOUN
easat-8654	132	14	of	of	ADP
easat-8654	132	15	sources	source	NOUN
easat-8654	132	16	,	,	PUNCT
easat-8654	132	17	including	include	VERB
easat-8654	132	18	historical	historical	ADJ
easat-8654	132	19	datasets	dataset	NOUN
easat-8654	132	20	,	,	PUNCT
easat-8654	132	21	satellite	satellite	NOUN
easat-8654	132	22	photography	photography	NOUN
easat-8654	132	23	,	,	PUNCT
easat-8654	132	24	and	and	CCONJ
easat-8654	132	25	sensors	sensor	NOUN
easat-8654	132	26	positioned	position	VERB
easat-8654	132	27	in	in	ADP
easat-8654	132	28	bodies	body	NOUN
easat-8654	132	29	of	of	ADP
easat-8654	132	30	water	water	NOUN
easat-8654	132	31	.	.	PUNCT
easat-8654	133	1	the	the	DET
easat-8654	133	2	ability	ability	NOUN
easat-8654	133	3	to	to	PART
easat-8654	133	4	process	process	VERB
easat-8654	133	5	and	and	CCONJ
easat-8654	133	6	analyze	analyze	VERB
easat-8654	133	7	complicated	complicated	ADJ
easat-8654	133	8	datasets	dataset	NOUN
easat-8654	133	9	is	be	AUX
easat-8654	133	10	improved	improve	VERB
easat-8654	133	11	by	by	ADP
easat-8654	133	12	the	the	DET
easat-8654	133	13	incorporation	incorporation	NOUN
easat-8654	133	14	of	of	ADP
easat-8654	133	15	ai	ai	ADJ
easat-8654	133	16	models	model	NOUN
easat-8654	133	17	like	like	ADP
easat-8654	133	18	machine	machine	NOUN
easat-8654	133	19	learning	learning	NOUN
easat-8654	133	20	(	(	PUNCT
easat-8654	133	21	ml	ml	NOUN
easat-8654	133	22	)	)	PUNCT
easat-8654	133	23	and	and	CCONJ
easat-8654	133	24	deep	deep	ADJ
easat-8654	133	25	learning	learning	NOUN
easat-8654	133	26	(	(	PUNCT
easat-8654	133	27	dl	dl	PROPN
easat-8654	133	28	)	)	PUNCT
easat-8654	133	29	,	,	PUNCT
easat-8654	133	30	which	which	PRON
easat-8654	133	31	makes	make	VERB
easat-8654	133	32	it	it	PRON
easat-8654	133	33	possible	possible	ADJ
easat-8654	133	34	to	to	PART
easat-8654	133	35	find	find	VERB
easat-8654	133	36	patterns	pattern	NOUN
easat-8654	133	37	and	and	CCONJ
easat-8654	133	38	anomalies	anomaly	NOUN
easat-8654	133	39	that	that	SCONJ
easat-8654	133	40	older	old	ADJ
easat-8654	133	41	methods	method	NOUN
easat-8654	133	42	would	would	AUX
easat-8654	133	43	have	have	AUX
easat-8654	133	44	overlooked	overlook	VERB
easat-8654	133	45	.	.	PUNCT
easat-8654	134	1	data	datum	NOUN
easat-8654	134	2	pre	pre	ADJ
easat-8654	134	3	-	-	ADJ
easat-8654	134	4	processing	processing	ADJ
easat-8654	134	5	to	to	PART
easat-8654	134	6	eliminate	eliminate	VERB
easat-8654	134	7	noise	noise	NOUN
easat-8654	134	8	,	,	PUNCT
easat-8654	134	9	feature	feature	NOUN
easat-8654	134	10	selection	selection	NOUN
easat-8654	134	11	to	to	PART
easat-8654	134	12	find	find	VERB
easat-8654	134	13	pertinent	pertinent	ADJ
easat-8654	134	14	variables	variable	NOUN
easat-8654	134	15	,	,	PUNCT
easat-8654	134	16	and	and	CCONJ
easat-8654	134	17	the	the	DET
easat-8654	134	18	use	use	NOUN
easat-8654	134	19	of	of	ADP
easat-8654	134	20	predictive	predictive	ADJ
easat-8654	134	21	algorithms	algorithm	NOUN
easat-8654	134	22	to	to	PART
easat-8654	134	23	anticipate	anticipate	VERB
easat-8654	134	24	water	water	NOUN
easat-8654	134	25	quality	quality	NOUN
easat-8654	134	26	indicators	indicator	NOUN
easat-8654	134	27	like	like	ADP
easat-8654	134	28	ph	ph	NOUN
easat-8654	134	29	,	,	PUNCT
easat-8654	134	30	turbidity	turbidity	NOUN
easat-8654	134	31	,	,	PUNCT
easat-8654	134	32	dissolved	dissolve	VERB
easat-8654	134	33	oxygen	oxygen	NOUN
easat-8654	134	34	,	,	PUNCT
easat-8654	134	35	and	and	CCONJ
easat-8654	134	36	nutrient	nutrient	ADJ
easat-8654	134	37	concentrations	concentration	NOUN
easat-8654	134	38	are	be	AUX
easat-8654	134	39	important	important	ADJ
easat-8654	134	40	parts	part	NOUN
easat-8654	134	41	of	of	ADP
easat-8654	134	42	eai	eai	PROPN
easat-8654	134	43	-	-	PUNCT
easat-8654	134	44	wqp	wqp	NOUN
easat-8654	134	45	.	.	PUNCT
easat-8654	135	1	the	the	DET
easat-8654	135	2	efficiency	efficiency	NOUN
easat-8654	135	3	of	of	ADP
easat-8654	135	4	the	the	DET
easat-8654	135	5	eai	eai	PROPN
easat-8654	135	6	-	-	PUNCT
easat-8654	135	7	wqp	wqp	NOUN
easat-8654	135	8	model	model	NOUN
easat-8654	135	9	lies	lie	VERB
easat-8654	135	10	in	in	ADP
easat-8654	135	11	its	its	PRON
easat-8654	135	12	ability	ability	NOUN
easat-8654	135	13	to	to	PART
easat-8654	135	14	handle	handle	VERB
easat-8654	135	15	and	and	CCONJ
easat-8654	135	16	process	process	VERB
easat-8654	135	17	large	large	ADJ
easat-8654	135	18	-	-	PUNCT
easat-8654	135	19	scale	scale	NOUN
easat-8654	135	20	,	,	PUNCT
easat-8654	135	21	real	real	ADJ
easat-8654	135	22	-	-	PUNCT
easat-8654	135	23	time	time	NOUN
easat-8654	135	24	data	datum	NOUN
easat-8654	135	25	using	use	VERB
easat-8654	135	26	apache	apache	NOUN
easat-8654	135	27	spark	spark	NOUN
easat-8654	135	28	,	,	PUNCT
easat-8654	135	29	ensuring	ensure	VERB
easat-8654	135	30	rapid	rapid	ADJ
easat-8654	135	31	and	and	CCONJ
easat-8654	135	32	scalable	scalable	ADJ
easat-8654	135	33	analysis	analysis	NOUN
easat-8654	135	34	.	.	PUNCT
easat-8654	136	1	its	its	PRON
easat-8654	136	2	parameter	parameter	NOUN
easat-8654	136	3	optimization	optimization	NOUN
easat-8654	136	4	using	use	VERB
easat-8654	136	5	the	the	DET
easat-8654	136	6	firefly	firefly	NOUN
easat-8654	136	7	algorithm	algorithm	NOUN
easat-8654	136	8	(	(	PUNCT
easat-8654	136	9	fa	fa	NOUN
easat-8654	136	10	)	)	PUNCT
easat-8654	136	11	enhances	enhance	VERB
easat-8654	136	12	predictive	predictive	ADJ
easat-8654	136	13	accuracy	accuracy	NOUN
easat-8654	136	14	with	with	ADP
easat-8654	136	15	minimal	minimal	ADJ
easat-8654	136	16	computational	computational	ADJ
easat-8654	136	17	overhead	overhead	NOUN
easat-8654	136	18	.	.	PUNCT
easat-8654	137	1	the	the	DET
easat-8654	137	2	integration	integration	NOUN
easat-8654	137	3	of	of	ADP
easat-8654	137	4	the	the	DET
easat-8654	137	5	anfis	anfis	PROPN
easat-8654	137	6	classifier	classifier	NOUN
easat-8654	137	7	ensures	ensure	VERB
easat-8654	137	8	precise	precise	ADJ
easat-8654	137	9	categorization	categorization	NOUN
easat-8654	137	10	of	of	ADP
easat-8654	137	11	water	water	NOUN
easat-8654	137	12	quality	quality	NOUN
easat-8654	137	13	while	while	SCONJ
easat-8654	137	14	leveraging	leverage	VERB
easat-8654	137	15	fewer	few	ADJ
easat-8654	137	16	resources	resource	NOUN
easat-8654	137	17	compared	compare	VERB
easat-8654	137	18	to	to	ADP
easat-8654	137	19	traditional	traditional	ADJ
easat-8654	137	20	methods	method	NOUN
easat-8654	137	21	.	.	PUNCT
easat-8654	138	1	eai	eai	NOUN
easat-8654	138	2	-	-	PUNCT
easat-8654	138	3	wqp	wqp	NOUN
easat-8654	138	4	systems	system	NOUN
easat-8654	138	5	are	be	AUX
easat-8654	138	6	very	very	ADV
easat-8654	138	7	useful	useful	ADJ
easat-8654	138	8	for	for	ADP
easat-8654	138	9	managing	manage	VERB
easat-8654	138	10	and	and	CCONJ
easat-8654	138	11	monitoring	monitor	VERB
easat-8654	138	12	water	water	NOUN
easat-8654	138	13	resources	resource	NOUN
easat-8654	138	14	in	in	ADP
easat-8654	138	15	real	real	ADJ
easat-8654	138	16	time	time	NOUN
easat-8654	138	17	.	.	PUNCT
easat-8654	139	1	these	these	DET
easat-8654	139	2	systems	system	NOUN
easat-8654	139	3	can	can	AUX
easat-8654	139	4	offer	offer	VERB
easat-8654	139	5	early	early	ADJ
easat-8654	139	6	warnings	warning	NOUN
easat-8654	139	7	of	of	ADP
easat-8654	139	8	possible	possible	ADJ
easat-8654	139	9	contamination	contamination	NOUN
easat-8654	139	10	events	event	NOUN
easat-8654	139	11	by	by	ADP
easat-8654	139	12	using	use	VERB
easat-8654	139	13	ai	ai	ADJ
easat-8654	139	14	-	-	PUNCT
easat-8654	139	15	driven	drive	VERB
easat-8654	139	16	models	model	NOUN
easat-8654	139	17	,	,	PUNCT
easat-8654	139	18	which	which	PRON
easat-8654	139	19	enables	enable	VERB
easat-8654	139	20	preventative	preventative	ADJ
easat-8654	139	21	actions	action	NOUN
easat-8654	139	22	to	to	PART
easat-8654	139	23	reduce	reduce	VERB
easat-8654	139	24	pollution	pollution	NOUN
easat-8654	139	25	.	.	PUNCT
easat-8654	140	1	they	they	PRON
easat-8654	140	2	also	also	ADV
easat-8654	140	3	make	make	VERB
easat-8654	140	4	it	it	PRON
easat-8654	140	5	easier	easy	ADJ
easat-8654	140	6	to	to	PART
easat-8654	140	7	classify	classify	VERB
easat-8654	140	8	water	water	NOUN
easat-8654	140	9	quality	quality	NOUN
easat-8654	140	10	into	into	ADP
easat-8654	140	11	groups	group	NOUN
easat-8654	140	12	that	that	PRON
easat-8654	140	13	can	can	AUX
easat-8654	140	14	be	be	AUX
easat-8654	140	15	used	use	VERB
easat-8654	140	16	to	to	PART
easat-8654	140	17	inform	inform	VERB
easat-8654	140	18	public	public	ADJ
easat-8654	140	19	health	health	NOUN
easat-8654	140	20	alerts	alert	NOUN
easat-8654	140	21	and	and	CCONJ
easat-8654	140	22	regulatory	regulatory	ADJ
easat-8654	140	23	compliance	compliance	NOUN
easat-8654	140	24	.	.	PUNCT
easat-8654	141	1	the	the	DET
easat-8654	141	2	flexibility	flexibility	NOUN
easat-8654	141	3	of	of	ADP
easat-8654	141	4	ai	ai	PROPN
easat-8654	141	5	models	model	NOUN
easat-8654	141	6	to	to	ADP
easat-8654	141	7	various	various	ADJ
easat-8654	141	8	water	water	NOUN
easat-8654	141	9	bodies	body	NOUN
easat-8654	141	10	and	and	CCONJ
easat-8654	141	11	environmental	environmental	ADJ
easat-8654	141	12	circumstances	circumstance	NOUN
easat-8654	141	13	renders	render	VERB
easat-8654	141	14	eai	eai	NOUN
easat-8654	141	15	-	-	PUNCT
easat-8654	141	16	wqp	wqp	NOUN
easat-8654	141	17	a	a	DET
easat-8654	141	18	useful	useful	ADJ
easat-8654	141	19	instrument	instrument	NOUN
easat-8654	141	20	for	for	ADP
easat-8654	141	21	a	a	DET
easat-8654	141	22	range	range	NOUN
easat-8654	141	23	of	of	ADP
easat-8654	141	24	ecosystems	ecosystem	NOUN
easat-8654	141	25	.	.	PUNCT
easat-8654	142	1	these	these	DET
easat-8654	142	2	systems	system	NOUN
easat-8654	142	3	should	should	AUX
easat-8654	142	4	get	get	VERB
easat-8654	142	5	increasingly	increasingly	ADV
easat-8654	142	6	accurate	accurate	ADJ
easat-8654	142	7	and	and	CCONJ
easat-8654	142	8	efficient	efficient	ADJ
easat-8654	142	9	as	as	SCONJ
easat-8654	142	10	ai	ai	PRON
easat-8654	142	11	technology	technology	NOUN
easat-8654	142	12	develops	develop	VERB
easat-8654	142	13	,	,	PUNCT
easat-8654	142	14	greatly	greatly	ADV
easat-8654	142	15	aiding	aid	VERB
easat-8654	142	16	in	in	ADP
easat-8654	142	17	conservation	conservation	NOUN
easat-8654	142	18	and	and	CCONJ
easat-8654	142	19	sustainable	sustainable	ADJ
easat-8654	142	20	water	water	NOUN
easat-8654	142	21	management	management	NOUN
easat-8654	142	22	initiatives	initiative	NOUN
easat-8654	142	23	.	.	PUNCT
easat-8654	143	1	many	many	ADJ
easat-8654	143	2	factors	factor	NOUN
easat-8654	143	3	that	that	PRON
easat-8654	143	4	significantly	significantly	ADV
easat-8654	143	5	affect	affect	VERB
easat-8654	143	6	the	the	DET
easat-8654	143	7	overall	overall	ADJ
easat-8654	143	8	quality	quality	NOUN
easat-8654	143	9	of	of	ADP
easat-8654	143	10	the	the	DET
easat-8654	143	11	water	water	NOUN
easat-8654	143	12	are	be	AUX
easat-8654	143	13	taken	take	VERB
easat-8654	143	14	into	into	ADP
easat-8654	143	15	account	account	NOUN
easat-8654	143	16	when	when	SCONJ
easat-8654	143	17	calculating	calculate	VERB
easat-8654	143	18	the	the	DET
easat-8654	143	19	water	water	NOUN
easat-8654	143	20	quality	quality	NOUN
easat-8654	143	21	index	index	NOUN
easat-8654	143	22	(	(	PUNCT
easat-8654	143	23	wqi	wqi	NOUN
easat-8654	143	24	)	)	PUNCT
easat-8654	143	25	.	.	PUNCT
easat-8654	144	1	during	during	ADP
easat-8654	144	2	this	this	DET
easat-8654	144	3	investigation	investigation	NOUN
easat-8654	144	4	,	,	PUNCT
easat-8654	144	5	a	a	DET
easat-8654	144	6	proposed	propose	VERB
easat-8654	144	7	model	model	NOUN
easat-8654	144	8	is	be	AUX
easat-8654	144	9	assessed	assess	VERB
easat-8654	144	10	utilizing	utilize	VERB
easat-8654	144	11	seven	seven	NUM
easat-8654	144	12	crucial	crucial	ADJ
easat-8654	144	13	water	water	NOUN
easat-8654	144	14	quality	quality	NOUN
easat-8654	144	15	characteristics	characteristic	NOUN
easat-8654	144	16	against	against	ADP
easat-8654	144	17	a	a	DET
easat-8654	144	18	previously	previously	ADV
easat-8654	144	19	published	publish	VERB
easat-8654	144	20	dataset	dataset	NOUN
easat-8654	144	21	.	.	PUNCT
easat-8654	145	1	to	to	PART
easat-8654	145	2	compute	compute	VERB
easat-8654	145	3	the	the	DET
easat-8654	145	4	wqi	wqi	NOUN
easat-8654	145	5	,	,	PUNCT
easat-8654	145	6	the	the	DET
easat-8654	145	7	subsequent	subsequent	ADJ
easat-8654	145	8	formula	formula	NOUN
easat-8654	145	9	was	be	AUX
easat-8654	145	10	employed	employ	VERB
easat-8654	145	11	in	in	ADP
easat-8654	145	12	equation	equation	NOUN
easat-8654	145	13	1	1	NUM
easat-8654	145	14	:	:	PUNCT
easat-8654	145	15	𝑊𝐼	𝑊𝐼	PROPN
easat-8654	145	16	=	=	SYM
easat-8654	145	17	∑	∑	PART
easat-8654	145	18	 	 	SPACE
easat-8654	145	19	𝑛	𝑛	PRON
easat-8654	145	20	𝑗=1	𝑗=1	PROPN
easat-8654	145	21	 	 	SPACE
easat-8654	145	22	×𝑤𝑖	×𝑤𝑖	PROPN
easat-8654	145	23	∑	∑	PUNCT
easat-8654	145	24	 	 	SPACE
easat-8654	145	25	𝑛	𝑛	PRON
easat-8654	145	26	𝑗=1	𝑗=1	PROPN
easat-8654	145	27	 	 	SPACE
easat-8654	145	28	𝑤𝑖	𝑤𝑖	PRON
easat-8654	145	29	(	(	PUNCT
easat-8654	145	30	1	1	NUM
easat-8654	145	31	)	)	PUNCT
easat-8654	145	32	on	on	ADP
easat-8654	145	33	the	the	DET
easat-8654	145	34	quality	quality	NOUN
easat-8654	145	35	rating	rating	NOUN
easat-8654	145	36	scale	scale	NOUN
easat-8654	145	37	i	i	PRON
easat-8654	145	38	created	create	VERB
easat-8654	145	39	for	for	ADP
easat-8654	145	40	each	each	DET
easat-8654	145	41	parameter	parameter	NOUN
easat-8654	145	42	using	use	VERB
easat-8654	145	43	the	the	DET
easat-8654	145	44	equation	equation	NOUN
easat-8654	145	45	,	,	PUNCT
easat-8654	145	46	the	the	DET
easat-8654	145	47	letter	letter	NOUN
easat-8654	145	48	n	n	PRON
easat-8654	145	49	stands	stand	VERB
easat-8654	145	50	for	for	ADP
easat-8654	145	51	the	the	DET
easat-8654	145	52	number	number	NOUN
easat-8654	145	53	of	of	ADP
easat-8654	145	54	elements	element	NOUN
easat-8654	145	55	taken	take	VERB
easat-8654	145	56	into	into	ADP
easat-8654	145	57	account	account	NOUN
easat-8654	145	58	while	while	SCONJ
easat-8654	145	59	computing	compute	VERB
easat-8654	145	60	the	the	DET
easat-8654	145	61	wqi	wqi	NOUN
easat-8654	145	62	.	.	PUNCT
easat-8654	146	1	the	the	DET
easat-8654	146	2	letter	letter	NOUN
easat-8654	146	3	qi	qi	PROPN
easat-8654	146	4	represents	represent	VERB
easat-8654	146	5	the	the	DET
easat-8654	146	6	quality	quality	NOUN
easat-8654	146	7	rating	rating	NOUN
easat-8654	146	8	for	for	ADP
easat-8654	146	9	each	each	DET
easat-8654	146	10	parameter	parameter	NOUN
easat-8654	146	11	on	on	ADP
easat-8654	146	12	this	this	DET
easat-8654	146	13	scale	scale	NOUN
easat-8654	146	14	using	use	VERB
easat-8654	146	15	the	the	DET
easat-8654	146	16	equation	equation	NOUN
easat-8654	146	17	2	2	NUM
easat-8654	146	18	.	.	PUNCT
easat-8654	147	1	𝑞𝑖	𝑞𝑖	NOUN
easat-8654	147	2	=	=	ADJ
easat-8654	147	3	100	100	NUM
easat-8654	147	4	x	x	X
easat-8654	147	5	(	(	PUNCT
easat-8654	147	6	𝑉𝑖	𝑉𝑖	PROPN
easat-8654	147	7	−	−	PROPN
easat-8654	147	8	𝑉𝑖𝑑𝑒𝑎𝑙	𝑉𝑖𝑑𝑒𝑎𝑙	PROPN
easat-8654	147	9	𝑆𝑖	𝑆𝑖	PROPN
easat-8654	147	10	−	−	PROPN
easat-8654	147	11	𝑉𝑖𝑑𝑒𝑎𝑙	𝑉𝑖𝑑𝑒𝑎𝑙	PROPN
easat-8654	147	12	)	)	PUNCT
easat-8654	147	13	(	(	PUNCT
easat-8654	147	14	2	2	X
easat-8654	147	15	)	)	PUNCT
easat-8654	147	16	table	table	NOUN
easat-8654	147	17	1	1	NUM
easat-8654	147	18	.	.	PUNCT
easat-8654	147	19	permissible	permissible	ADJ
easat-8654	147	20	limits	limit	NOUN
easat-8654	147	21	of	of	ADP
easat-8654	147	22	the	the	DET
easat-8654	147	23	parameters	parameter	NOUN
easat-8654	147	24	used	use	VERB
easat-8654	147	25	in	in	ADP
easat-8654	147	26	calculating	calculate	VERB
easat-8654	147	27	wqi	wqi	NOUN
easat-8654	147	28	.	.	PUNCT
easat-8654	148	1	s.	s.	PROPN
easat-8654	149	1	no	no	DET
easat-8654	149	2	water	water	NOUN
easat-8654	149	3	quality	quality	NOUN
easat-8654	149	4	parameter	parameter	NOUN
easat-8654	149	5	permissible	permissible	ADJ
easat-8654	149	6	limits	limit	VERB
easat-8654	149	7	1	1	NUM
easat-8654	149	8	ph	ph	NOUN
easat-8654	149	9	8.5	8.5	NUM
easat-8654	149	10	2	2	NUM
easat-8654	149	11	turbidity	turbidity	NOUN
easat-8654	149	12	4	4	NUM
easat-8654	149	13	ntu	ntu	NOUN
easat-8654	149	14	3	3	NUM
easat-8654	149	15	dissolved	dissolve	VERB
easat-8654	149	16	oxygen	oxygen	NOUN
easat-8654	149	17	(	(	PUNCT
easat-8654	149	18	do	do	AUX
easat-8654	149	19	)	)	PUNCT
easat-8654	149	20	12	12	NUM
easat-8654	149	21	mg	mg	PROPN
easat-8654	149	22	/	/	SYM
easat-8654	149	23	l	l	NOUN
easat-8654	149	24	4	4	NUM
easat-8654	149	25	conductivity	conductivity	NOUN
easat-8654	149	26	1000	1000	NUM
easat-8654	149	27	s	s	NOUN
easat-8654	149	28	/	/	SYM
easat-8654	149	29	m	m	PROPN
easat-8654	149	30	5	5	NUM
easat-8654	149	31	total	total	NOUN
easat-8654	149	32	coliform	coliform	NOUN
easat-8654	149	33	100	100	NUM
easat-8654	149	34	ml	ml	NOUN
easat-8654	149	35	6	6	NUM
easat-8654	149	36	faecal	faecal	ADJ
easat-8654	149	37	coliform	coliform	NOUN
easat-8654	149	38	100	100	NUM
easat-8654	149	39	ml	ml	PART
easat-8654	149	40	7	7	NUM
easat-8654	149	41	chemical	chemical	NOUN
easat-8654	149	42	oxygen	oxygen	NOUN
easat-8654	149	43	demand	demand	NOUN
easat-8654	149	44	(	(	PUNCT
easat-8654	149	45	cod	cod	NOUN
easat-8654	149	46	)	)	PUNCT
easat-8654	149	47	40	40	NUM
easat-8654	149	48	mg	mg	NUM
easat-8654	149	49	/	/	SYM
easat-8654	149	50	l	l	NOUN
easat-8654	149	51	8	8	NUM
easat-8654	149	52	nitrate	nitrate	NOUN
easat-8654	149	53	9	9	NUM
easat-8654	149	54	mg	mg	PROPN
easat-8654	149	55	/	/	SYM
easat-8654	149	56	l	l	NOUN
easat-8654	149	57	the	the	DET
easat-8654	149	58	measured	measure	VERB
easat-8654	149	59	metric	metric	ADJ
easat-8654	149	60	i	i	PRON
easat-8654	149	61	value	value	NOUN
easat-8654	149	62	,	,	PUNCT
easat-8654	149	63	represented	represent	VERB
easat-8654	149	64	by	by	ADP
easat-8654	149	65	the	the	DET
easat-8654	149	66	symbol	symbol	NOUN
easat-8654	149	67	vi	vi	PROPN
easat-8654	149	68	,	,	PUNCT
easat-8654	149	69	was	be	AUX
easat-8654	149	70	discovered	discover	VERB
easat-8654	149	71	in	in	ADP
easat-8654	149	72	the	the	DET
easat-8654	149	73	tested	test	VERB
easat-8654	149	74	water	water	NOUN
easat-8654	149	75	samples	sample	NOUN
easat-8654	149	76	.	.	PUNCT
easat-8654	150	1	the	the	DET
easat-8654	150	2	ideal	ideal	ADJ
easat-8654	150	3	value	value	NOUN
easat-8654	150	4	of	of	ADP
easat-8654	150	5	the	the	DET
easat-8654	150	6	parameter	parameter	NOUN
easat-8654	150	7	ideal	ideal	NOUN
easat-8654	150	8	is	be	AUX
easat-8654	150	9	revealed	reveal	VERB
easat-8654	150	10	by	by	ADP
easat-8654	150	11	clean	clean	ADJ
easat-8654	150	12	water	water	NOUN
easat-8654	150	13	,	,	PUNCT
easat-8654	150	14	while	while	SCONJ
easat-8654	150	15	table	table	NOUN
easat-8654	150	16	1	1	NUM
easat-8654	150	17	presents	present	VERB
easat-8654	150	18	the	the	DET
easat-8654	150	19	541	541	NUM
easat-8654	150	20	edelweiss	edelweiss	PROPN
easat-8654	150	21	applied	apply	VERB
easat-8654	150	22	science	science	NOUN
easat-8654	150	23	and	and	CCONJ
easat-8654	150	24	technology	technology	NOUN
easat-8654	150	25	issn	issn	PROPN
easat-8654	150	26	:	:	PUNCT
easat-8654	150	27	2576	2576	NUM
easat-8654	150	28	-	-	SYM
easat-8654	150	29	8484	8484	NUM
easat-8654	150	30	vol	vol	NOUN
easat-8654	150	31	.	.	PROPN
easat-8654	151	1	9	9	NUM
easat-8654	151	2	,	,	PUNCT
easat-8654	151	3	no	no	INTJ
easat-8654	151	4	.	.	NOUN
easat-8654	152	1	7	7	NUM
easat-8654	152	2	:	:	PUNCT
easat-8654	152	3	536	536	NUM
easat-8654	152	4	-	-	SYM
easat-8654	152	5	549	549	NUM
easat-8654	152	6	,	,	PUNCT
easat-8654	152	7	2025	2025	NUM
easat-8654	152	8	doi	doi	NOUN
easat-8654	152	9	:	:	PUNCT
easat-8654	152	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	152	11	©	©	PROPN
easat-8654	152	12	2025	2025	NUM
easat-8654	152	13	by	by	ADP
easat-8654	152	14	the	the	DET
easat-8654	152	15	authors	author	NOUN
easat-8654	152	16	;	;	PUNCT
easat-8654	152	17	licensee	licensee	PROPN
easat-8654	152	18	learning	learning	PROPN
easat-8654	152	19	gate	gate	PROPN
easat-8654	152	20	recommended	recommend	VERB
easat-8654	152	21	standard	standard	ADJ
easat-8654	152	22	value	value	NOUN
easat-8654	152	23	of	of	ADP
easat-8654	152	24	the	the	DET
easat-8654	152	25	parameter	parameter	NOUN
easat-8654	152	26	si	si	PROPN
easat-8654	152	27	.	.	PUNCT
easat-8654	153	1	the	the	DET
easat-8654	153	2	ideal	ideal	ADJ
easat-8654	153	3	value	value	NOUN
easat-8654	153	4	is	be	AUX
easat-8654	153	5	called	call	VERB
easat-8654	153	6	ideal	ideal	ADJ
easat-8654	153	7	,	,	PUNCT
easat-8654	153	8	and	and	CCONJ
easat-8654	153	9	the	the	DET
easat-8654	153	10	suggested	suggest	VERB
easat-8654	153	11	standard	standard	ADJ
easat-8654	153	12	value	value	NOUN
easat-8654	153	13	is	be	AUX
easat-8654	153	14	si	si	X
easat-8654	153	15	.	.	PUNCT
easat-8654	153	16	each	each	DET
easat-8654	153	17	water	water	NOUN
easat-8654	153	18	sample	sample	NOUN
easat-8654	153	19	that	that	PRON
easat-8654	153	20	was	be	AUX
easat-8654	153	21	examined	examine	VERB
easat-8654	153	22	for	for	ADP
easat-8654	153	23	analysis	analysis	NOUN
easat-8654	153	24	had	have	VERB
easat-8654	153	25	a	a	DET
easat-8654	153	26	measured	measure	VERB
easat-8654	153	27	value	value	NOUN
easat-8654	153	28	for	for	ADP
easat-8654	153	29	parameter	parameter	NOUN
easat-8654	153	30	i	i	PROPN
easat-8654	153	31	,	,	PUNCT
easat-8654	153	32	which	which	PRON
easat-8654	153	33	is	be	AUX
easat-8654	153	34	called	call	VERB
easat-8654	153	35	vi	vi	NOUN
easat-8654	153	36	.	.	PUNCT
easat-8654	154	1	the	the	DET
easat-8654	154	2	parameter	parameter	NOUN
easat-8654	154	3	i	i	PRON
easat-8654	154	4	should	should	AUX
easat-8654	154	5	be	be	AUX
easat-8654	154	6	assigned	assign	VERB
easat-8654	154	7	the	the	DET
easat-8654	154	8	value	value	NOUN
easat-8654	154	9	v	v	NOUN
easat-8654	154	10	when	when	SCONJ
easat-8654	154	11	the	the	DET
easat-8654	154	12	water	water	NOUN
easat-8654	154	13	is	be	AUX
easat-8654	154	14	transparent	transparent	ADJ
easat-8654	154	15	.	.	PUNCT
easat-8654	155	1	figure	figure	NOUN
easat-8654	155	2	2	2	NUM
easat-8654	155	3	shows	show	VERB
easat-8654	155	4	the	the	DET
easat-8654	155	5	architecture	architecture	NOUN
easat-8654	155	6	of	of	ADP
easat-8654	155	7	the	the	DET
easat-8654	155	8	proposed	propose	VERB
easat-8654	155	9	methodology	methodology	NOUN
easat-8654	155	10	.	.	PUNCT
easat-8654	156	1	figure	figure	NOUN
easat-8654	156	2	2	2	NUM
easat-8654	156	3	.	.	PUNCT
easat-8654	156	4	proposed	propose	VERB
easat-8654	156	5	methodology	methodology	NOUN
easat-8654	156	6	.	.	PUNCT
easat-8654	157	1	2.4	2.4	NUM
easat-8654	157	2	.	.	PUNCT
easat-8654	157	3	ml	ml	AUX
easat-8654	157	4	model	model	VERB
easat-8654	157	5	2.4.1	2.4.1	NUM
easat-8654	157	6	.	.	PUNCT
easat-8654	157	7	gru	gru	NOUN
easat-8654	157	8	-	-	NOUN
easat-8654	157	9	arima	arima	PROPN
easat-8654	157	10	during	during	ADP
easat-8654	157	11	the	the	DET
easat-8654	157	12	model	model	NOUN
easat-8654	157	13	development	development	NOUN
easat-8654	157	14	stage	stage	NOUN
easat-8654	157	15	,	,	PUNCT
easat-8654	157	16	a	a	DET
easat-8654	157	17	potent	potent	ADJ
easat-8654	157	18	hybrid	hybrid	NOUN
easat-8654	157	19	technique	technique	NOUN
easat-8654	157	20	for	for	ADP
easat-8654	157	21	predicting	predict	VERB
easat-8654	157	22	the	the	DET
easat-8654	157	23	levels	level	NOUN
easat-8654	157	24	of	of	ADP
easat-8654	157	25	water	water	NOUN
easat-8654	157	26	pollution	pollution	NOUN
easat-8654	157	27	is	be	AUX
easat-8654	157	28	created	create	VERB
easat-8654	157	29	by	by	ADP
easat-8654	157	30	combining	combine	VERB
easat-8654	157	31	the	the	DET
easat-8654	157	32	autoregressive	autoregressive	ADJ
easat-8654	157	33	integrated	integrated	ADJ
easat-8654	157	34	moving	move	VERB
easat-8654	157	35	average	average	ADJ
easat-8654	157	36	(	(	PUNCT
easat-8654	157	37	arima	arima	PROPN
easat-8654	157	38	)	)	PUNCT
easat-8654	157	39	model	model	NOUN
easat-8654	157	40	with	with	ADP
easat-8654	157	41	the	the	DET
easat-8654	157	42	gated	gate	VERB
easat-8654	157	43	recurrent	recurrent	ADJ
easat-8654	157	44	unit	unit	NOUN
easat-8654	157	45	(	(	PUNCT
easat-8654	157	46	gru	gru	PROPN
easat-8654	157	47	)	)	PUNCT
easat-8654	157	48	.	.	PUNCT
easat-8654	158	1	to	to	PART
easat-8654	158	2	improve	improve	VERB
easat-8654	158	3	prediction	prediction	NOUN
easat-8654	158	4	accuracy	accuracy	NOUN
easat-8654	158	5	and	and	CCONJ
easat-8654	158	6	reliability	reliability	NOUN
easat-8654	158	7	,	,	PUNCT
easat-8654	158	8	this	this	DET
easat-8654	158	9	hybrid	hybrid	ADJ
easat-8654	158	10	model	model	NOUN
easat-8654	158	11	incorporates	incorporate	VERB
easat-8654	158	12	the	the	DET
easat-8654	158	13	best	good	ADJ
easat-8654	158	14	features	feature	NOUN
easat-8654	158	15	of	of	ADP
easat-8654	158	16	both	both	DET
easat-8654	158	17	conventional	conventional	ADJ
easat-8654	158	18	time	time	NOUN
easat-8654	158	19	series	series	NOUN
easat-8654	158	20	forecasting	forecasting	NOUN
easat-8654	158	21	techniques	technique	NOUN
easat-8654	158	22	and	and	CCONJ
easat-8654	158	23	recurrent	recurrent	ADJ
easat-8654	158	24	neural	neural	ADJ
easat-8654	158	25	networks	network	NOUN
easat-8654	158	26	.	.	PUNCT
easat-8654	159	1	recurrent	recurrent	ADJ
easat-8654	159	2	neural	neural	ADJ
easat-8654	159	3	networks	network	NOUN
easat-8654	159	4	(	(	PUNCT
easat-8654	159	5	rnns	rnns	PROPN
easat-8654	159	6	)	)	PUNCT
easat-8654	159	7	,	,	PUNCT
easat-8654	159	8	such	such	ADJ
easat-8654	159	9	as	as	ADP
easat-8654	159	10	the	the	DET
easat-8654	159	11	gru	gru	NOUN
easat-8654	159	12	,	,	PUNCT
easat-8654	159	13	are	be	AUX
easat-8654	159	14	especially	especially	ADV
easat-8654	159	15	good	good	ADJ
easat-8654	159	16	at	at	ADP
easat-8654	159	17	identifying	identify	VERB
easat-8654	159	18	patterns	pattern	NOUN
easat-8654	159	19	and	and	CCONJ
easat-8654	159	20	temporal	temporal	ADJ
easat-8654	159	21	connections	connection	NOUN
easat-8654	159	22	in	in	ADP
easat-8654	159	23	sequential	sequential	ADJ
easat-8654	159	24	data	datum	NOUN
easat-8654	159	25	.	.	PUNCT
easat-8654	160	1	its	its	PRON
easat-8654	160	2	architecture	architecture	NOUN
easat-8654	160	3	,	,	PUNCT
easat-8654	160	4	which	which	PRON
easat-8654	160	5	is	be	AUX
easat-8654	160	6	determined	determine	VERB
easat-8654	160	7	by	by	ADP
easat-8654	160	8	the	the	DET
easat-8654	160	9	update	update	NOUN
easat-8654	160	10	equations	equation	NOUN
easat-8654	160	11	below	below	ADV
easat-8654	160	12	,	,	PUNCT
easat-8654	160	13	enables	enable	VERB
easat-8654	160	14	it	it	PRON
easat-8654	160	15	to	to	PART
easat-8654	160	16	efficiently	efficiently	ADV
easat-8654	160	17	manage	manage	VERB
easat-8654	160	18	long	long	ADJ
easat-8654	160	19	-	-	PUNCT
easat-8654	160	20	term	term	NOUN
easat-8654	160	21	dependencies	dependency	NOUN
easat-8654	160	22	from	from	ADP
easat-8654	160	23	equation	equation	NOUN
easat-8654	160	24	3	3	NUM
easat-8654	160	25	to	to	PART
easat-8654	160	26	6	6	NUM
easat-8654	160	27	:	:	PUNCT
easat-8654	160	28	𝑧𝑡	𝑧𝑡	ADJ
easat-8654	160	29	=	=	PUNCT
easat-8654	160	30	𝜎(𝑊𝑧	𝜎(𝑊𝑧	NOUN
easat-8654	160	31	⋅	⋅	PROPN
easat-8654	161	1	[	[	X
easat-8654	161	2	ℎ𝑡−1	ℎ𝑡−1	ADJ
easat-8654	161	3	,	,	PUNCT
easat-8654	161	4	𝑥𝑡	𝑥𝑡	ADP
easat-8654	161	5	]	]	X
easat-8654	161	6	+	+	X
easat-8654	161	7	𝑏𝑧	𝑏𝑧	NOUN
easat-8654	161	8	)	)	PUNCT
easat-8654	161	9	(	(	PUNCT
easat-8654	161	10	3	3	X
easat-8654	161	11	)	)	PUNCT
easat-8654	161	12	𝑟𝑡	𝑟𝑡	NOUN
easat-8654	161	13	=	=	PUNCT
easat-8654	161	14	𝜎(𝑊𝑟	𝜎(𝑊𝑟	X
easat-8654	162	1	⋅	⋅	X
easat-8654	163	1	[	[	X
easat-8654	163	2	ℎ𝑡−1	ℎ𝑡−1	ADJ
easat-8654	163	3	,	,	PUNCT
easat-8654	163	4	𝑥𝑡	𝑥𝑡	ADP
easat-8654	163	5	]	]	X
easat-8654	164	1	+	+	CCONJ
easat-8654	164	2	𝑏𝑟	𝑏𝑟	NOUN
easat-8654	164	3	)	)	PUNCT
easat-8654	164	4	(	(	PUNCT
easat-8654	164	5	4	4	X
easat-8654	164	6	)	)	PUNCT
easat-8654	164	7	542	542	NUM
easat-8654	164	8	edelweiss	edelweiss	PROPN
easat-8654	164	9	applied	apply	VERB
easat-8654	164	10	science	science	NOUN
easat-8654	164	11	and	and	CCONJ
easat-8654	164	12	technology	technology	NOUN
easat-8654	164	13	issn	issn	PROPN
easat-8654	164	14	:	:	PUNCT
easat-8654	164	15	2576	2576	NUM
easat-8654	164	16	-	-	SYM
easat-8654	164	17	8484	8484	NUM
easat-8654	164	18	vol	vol	NOUN
easat-8654	164	19	.	.	PROPN
easat-8654	165	1	9	9	NUM
easat-8654	165	2	,	,	PUNCT
easat-8654	165	3	no	no	INTJ
easat-8654	165	4	.	.	NOUN
easat-8654	166	1	7	7	NUM
easat-8654	166	2	:	:	PUNCT
easat-8654	166	3	536	536	NUM
easat-8654	166	4	-	-	SYM
easat-8654	166	5	549	549	NUM
easat-8654	166	6	,	,	PUNCT
easat-8654	166	7	2025	2025	NUM
easat-8654	166	8	doi	doi	NOUN
easat-8654	166	9	:	:	PUNCT
easat-8654	166	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	166	11	©	©	PROPN
easat-8654	166	12	2025	2025	NUM
easat-8654	166	13	by	by	ADP
easat-8654	166	14	the	the	DET
easat-8654	166	15	authors	author	NOUN
easat-8654	166	16	;	;	PUNCT
easat-8654	166	17	licensee	licensee	PROPN
easat-8654	166	18	learning	learn	VERB
easat-8654	166	19	gate	gate	NOUN
easat-8654	166	20	ℎ̃𝑡	ℎ̃𝑡	PROPN
easat-8654	167	1	=	=	PUNCT
easat-8654	168	1	tanh(𝑊ℎ	tanh(𝑊ℎ	PROPN
easat-8654	169	1	⋅	⋅	PROPN
easat-8654	170	1	[	[	X
easat-8654	170	2	𝑟𝑡	𝑟𝑡	PROPN
easat-8654	170	3	⊙	⊙	PROPN
easat-8654	170	4	ℎ𝑡−1	ℎ𝑡−1	PROPN
easat-8654	170	5	,	,	PUNCT
easat-8654	170	6	𝑥𝑡	𝑥𝑡	ADP
easat-8654	170	7	]	]	X
easat-8654	171	1	+	+	CCONJ
easat-8654	171	2	𝑏ℎ	𝑏ℎ	NOUN
easat-8654	171	3	)	)	PUNCT
easat-8654	171	4	(	(	PUNCT
easat-8654	171	5	5	5	X
easat-8654	171	6	)	)	PUNCT
easat-8654	171	7	ℎ𝑡	ℎ𝑡	NOUN
easat-8654	171	8	=	=	SYM
easat-8654	171	9	(	(	PUNCT
easat-8654	171	10	1	1	NUM
easat-8654	171	11	−	−	PROPN
easat-8654	171	12	𝑧𝑡	𝑧𝑡	X
easat-8654	171	13	)	)	PUNCT
easat-8654	171	14	⊙	⊙	NOUN
easat-8654	171	15	ℎ𝑡−1	ℎ𝑡−1	VERB
easat-8654	171	16	+	+	CCONJ
easat-8654	171	17	𝑧𝑡	𝑧𝑡	NUM
easat-8654	171	18	⊙	⊙	PROPN
easat-8654	171	19	ℎ̃𝑡	ℎ̃𝑡	PROPN
easat-8654	171	20	(	(	PUNCT
easat-8654	171	21	6	6	NUM
easat-8654	171	22	)	)	PUNCT
easat-8654	171	23	where	where	SCONJ
easat-8654	171	24	,	,	PUNCT
easat-8654	171	25	the	the	DET
easat-8654	171	26	update	update	NOUN
easat-8654	171	27	gate	gate	NOUN
easat-8654	171	28	in	in	ADP
easat-8654	171	29	this	this	DET
easat-8654	171	30	case	case	NOUN
easat-8654	171	31	is	be	AUX
easat-8654	171	32	denoted	denote	VERB
easat-8654	171	33	by	by	ADP
easat-8654	171	34	zt	zt	PROPN
easat-8654	171	35	,	,	PUNCT
easat-8654	171	36	the	the	DET
easat-8654	171	37	reset	reset	NOUN
easat-8654	171	38	gate	gate	NOUN
easat-8654	171	39	by	by	ADP
easat-8654	171	40	rt	rt	PROPN
easat-8654	171	41	,	,	PUNCT
easat-8654	171	42	the	the	DET
easat-8654	171	43	candidate	candidate	NOUN
easat-8654	171	44	activation	activation	NOUN
easat-8654	171	45	by	by	ADP
easat-8654	171	46	ht	ht	PROPN
easat-8654	171	47	,	,	PUNCT
easat-8654	171	48	and	and	CCONJ
easat-8654	171	49	the	the	DET
easat-8654	171	50	concealed	conceal	VERB
easat-8654	171	51	state	state	NOUN
easat-8654	171	52	by	by	ADP
easat-8654	171	53	ht	ht	PROPN
easat-8654	171	54	.	.	PUNCT
easat-8654	172	1	these	these	DET
easat-8654	172	2	formulas	formula	NOUN
easat-8654	172	3	enable	enable	VERB
easat-8654	172	4	the	the	DET
easat-8654	172	5	gru	gru	NOUN
easat-8654	172	6	model	model	NOUN
easat-8654	172	7	to	to	PART
easat-8654	172	8	recognize	recognize	VERB
easat-8654	172	9	intricate	intricate	ADJ
easat-8654	172	10	temporal	temporal	ADJ
easat-8654	172	11	patterns	pattern	NOUN
easat-8654	172	12	and	and	CCONJ
easat-8654	172	13	learn	learn	VERB
easat-8654	172	14	from	from	ADP
easat-8654	172	15	historical	historical	ADJ
easat-8654	172	16	pollution	pollution	NOUN
easat-8654	172	17	data	datum	NOUN
easat-8654	172	18	in	in	ADP
easat-8654	172	19	an	an	DET
easat-8654	172	20	efficient	efficient	ADJ
easat-8654	172	21	manner	manner	NOUN
easat-8654	172	22	.	.	PUNCT
easat-8654	173	1	in	in	ADP
easat-8654	173	2	contrast	contrast	NOUN
easat-8654	173	3	,	,	PUNCT
easat-8654	173	4	the	the	DET
easat-8654	173	5	arima	arima	PROPN
easat-8654	173	6	model	model	NOUN
easat-8654	173	7	is	be	AUX
easat-8654	173	8	a	a	DET
easat-8654	173	9	time	time	NOUN
easat-8654	173	10	series	series	NOUN
easat-8654	173	11	forecasting	forecasting	NOUN
easat-8654	173	12	technique	technique	NOUN
easat-8654	173	13	that	that	PRON
easat-8654	173	14	has	have	AUX
easat-8654	173	15	been	be	AUX
easat-8654	173	16	around	around	ADV
easat-8654	173	17	for	for	ADP
easat-8654	173	18	a	a	DET
easat-8654	173	19	while	while	NOUN
easat-8654	173	20	and	and	CCONJ
easat-8654	173	21	is	be	AUX
easat-8654	173	22	well	well	ADV
easat-8654	173	23	-	-	PUNCT
easat-8654	173	24	known	know	VERB
easat-8654	173	25	for	for	ADP
easat-8654	173	26	its	its	PRON
easat-8654	173	27	ability	ability	NOUN
easat-8654	173	28	to	to	PART
easat-8654	173	29	predict	predict	VERB
easat-8654	173	30	univariate	univariate	ADJ
easat-8654	173	31	data	datum	NOUN
easat-8654	173	32	with	with	ADP
easat-8654	173	33	autocorrelated	autocorrelated	ADJ
easat-8654	173	34	patterns	pattern	NOUN
easat-8654	173	35	.	.	PUNCT
easat-8654	174	1	it	it	PRON
easat-8654	174	2	can	can	AUX
easat-8654	174	3	be	be	AUX
easat-8654	174	4	express	express	VERB
easat-8654	174	5	the	the	DET
easat-8654	174	6	arima	arima	PROPN
easat-8654	174	7	model	model	NOUN
easat-8654	174	8	as	as	SCONJ
easat-8654	174	9	follows	follow	VERB
easat-8654	174	10	in	in	ADP
easat-8654	174	11	equation	equation	NOUN
easat-8654	174	12	7	7	NUM
easat-8654	174	13	:	:	PUNCT
easat-8654	174	14	𝑌𝑡	𝑌𝑡	PROPN
easat-8654	174	15	=	=	PUNCT
easat-8654	174	16	𝜙0	𝜙0	PROPN
easat-8654	174	17	+	+	CCONJ
easat-8654	174	18	𝜙1𝑌𝑡−1	𝜙1𝑌𝑡−1	VERB
easat-8654	175	1	+	+	NUM
easat-8654	175	2	⋯	⋯	PROPN
easat-8654	175	3	+	+	CCONJ
easat-8654	175	4	𝜙𝑝𝑌𝑡−𝑝	𝜙𝑝𝑌𝑡−𝑝	NOUN
easat-8654	175	5	+	+	CCONJ
easat-8654	175	6	𝜃1𝜖𝑡−1	𝜃1𝜖𝑡−1	NOUN
easat-8654	175	7	+	+	SYM
easat-8654	175	8	⋯	⋯	PROPN
easat-8654	175	9	+	+	CCONJ
easat-8654	175	10	𝜃𝑞𝜖𝑡−𝑞	𝜃𝑞𝜖𝑡−𝑞	NUM
easat-8654	176	1	+	+	CCONJ
easat-8654	176	2	𝜖𝑡	𝜖𝑡	ADJ
easat-8654	176	3	(	(	PUNCT
easat-8654	176	4	7	7	NUM
easat-8654	176	5	)	)	PUNCT
easat-8654	176	6	where	where	SCONJ
easat-8654	176	7	yt	yt	PROPN
easat-8654	176	8	is	be	AUX
easat-8654	176	9	the	the	DET
easat-8654	176	10	observed	observed	ADJ
easat-8654	176	11	value	value	NOUN
easat-8654	176	12	,	,	PUNCT
easat-8654	176	13	ϕ	ϕ	PROPN
easat-8654	176	14	denotes	denote	VERB
easat-8654	176	15	the	the	DET
easat-8654	176	16	autoregressive	autoregressive	ADJ
easat-8654	176	17	parameters	parameter	NOUN
easat-8654	176	18	,	,	PUNCT
easat-8654	176	19	θ	θ	PROPN
easat-8654	176	20	represents	represent	VERB
easat-8654	176	21	the	the	DET
easat-8654	176	22	moving	move	VERB
easat-8654	176	23	average	average	ADJ
easat-8654	176	24	parameters	parameter	NOUN
easat-8654	176	25	,	,	PUNCT
easat-8654	176	26	and	and	CCONJ
easat-8654	176	27	ϵt	ϵt	NOUN
easat-8654	176	28	is	be	AUX
easat-8654	176	29	the	the	DET
easat-8654	176	30	white	white	ADJ
easat-8654	176	31	noise	noise	NOUN
easat-8654	176	32	error	error	NOUN
easat-8654	176	33	term	term	NOUN
easat-8654	176	34	.	.	PUNCT
easat-8654	177	1	this	this	DET
easat-8654	177	2	equation	equation	NOUN
easat-8654	177	3	helps	help	VERB
easat-8654	177	4	in	in	ADP
easat-8654	177	5	capturing	capture	VERB
easat-8654	177	6	the	the	DET
easat-8654	177	7	autocorrelation	autocorrelation	NOUN
easat-8654	177	8	within	within	ADP
easat-8654	177	9	the	the	DET
easat-8654	177	10	pollution	pollution	NOUN
easat-8654	177	11	data	datum	NOUN
easat-8654	177	12	,	,	PUNCT
easat-8654	177	13	providing	provide	VERB
easat-8654	177	14	a	a	DET
easat-8654	177	15	robust	robust	ADJ
easat-8654	177	16	baseline	baseline	NOUN
easat-8654	177	17	for	for	ADP
easat-8654	177	18	predictions	prediction	NOUN
easat-8654	177	19	.	.	PUNCT
easat-8654	178	1	while	while	SCONJ
easat-8654	178	2	the	the	DET
easat-8654	178	3	arima	arima	PROPN
easat-8654	178	4	component	component	NOUN
easat-8654	178	5	takes	take	VERB
easat-8654	178	6	into	into	ADP
easat-8654	178	7	consideration	consideration	NOUN
easat-8654	178	8	the	the	DET
easat-8654	178	9	data	datum	NOUN
easat-8654	178	10	's	's	PART
easat-8654	178	11	seasonality	seasonality	NOUN
easat-8654	178	12	and	and	CCONJ
easat-8654	178	13	linear	linear	ADJ
easat-8654	178	14	trends	trend	NOUN
easat-8654	178	15	,	,	PUNCT
easat-8654	178	16	the	the	DET
easat-8654	178	17	gru	gru	PROPN
easat-8654	178	18	component	component	NOUN
easat-8654	178	19	captures	capture	NOUN
easat-8654	178	20	intricate	intricate	ADJ
easat-8654	178	21	,	,	PUNCT
easat-8654	178	22	non	non	ADJ
easat-8654	178	23	-	-	ADJ
easat-8654	178	24	linear	linear	ADJ
easat-8654	178	25	temporal	temporal	ADJ
easat-8654	178	26	connections	connection	NOUN
easat-8654	178	27	.	.	PUNCT
easat-8654	179	1	the	the	DET
easat-8654	179	2	hybrid	hybrid	NOUN
easat-8654	179	3	model	model	NOUN
easat-8654	179	4	is	be	AUX
easat-8654	179	5	expressed	express	VERB
easat-8654	179	6	as	as	SCONJ
easat-8654	179	7	follows	follow	VERB
easat-8654	179	8	in	in	ADP
easat-8654	179	9	equation	equation	NOUN
easat-8654	179	10	8	8	NUM
easat-8654	179	11	:	:	PUNCT
easat-8654	179	12	�	�	PROPN
easat-8654	179	13	̂	̂	NOUN
easat-8654	179	14	�	�	NOUN
easat-8654	179	15	𝑡	𝑡	NOUN
easat-8654	179	16	=	=	PUNCT
easat-8654	179	17	𝑓(gru	𝑓(gru	PROPN
easat-8654	179	18	(	(	PUNCT
easat-8654	179	19	𝑋𝑡	𝑋𝑡	NOUN
easat-8654	179	20	)	)	PUNCT
easat-8654	179	21	)	)	PUNCT
easat-8654	180	1	+	+	CCONJ
easat-8654	180	2	arima(𝑌𝑡−1	arima(𝑌𝑡−1	NOUN
easat-8654	180	3	,	,	PUNCT
easat-8654	180	4	𝜖𝑡−1	𝜖𝑡−1	PROPN
easat-8654	180	5	)	)	PUNCT
easat-8654	180	6	(	(	PUNCT
easat-8654	180	7	8)	8)	NUM
easat-8654	180	8	where	where	SCONJ
easat-8654	180	9	�	�	PROPN
easat-8654	180	10	̂	̂	SYM
easat-8654	180	11	�	�	NOUN
easat-8654	180	12	𝑡	𝑡	NOUN
easat-8654	180	13	represents	represent	VERB
easat-8654	180	14	the	the	DET
easat-8654	180	15	predicted	predict	VERB
easat-8654	180	16	pollution	pollution	NOUN
easat-8654	180	17	levels	level	NOUN
easat-8654	180	18	,	,	PUNCT
easat-8654	180	19	𝑓(gru	𝑓(gru	PROPN
easat-8654	180	20	(	(	PUNCT
easat-8654	180	21	𝑋𝑡	𝑋𝑡	NOUN
easat-8654	180	22	)	)	PUNCT
easat-8654	180	23	)	)	PUNCT
easat-8654	180	24	denotes	denote	VERB
easat-8654	180	25	the	the	DET
easat-8654	180	26	output	output	NOUN
easat-8654	180	27	from	from	ADP
easat-8654	180	28	the	the	DET
easat-8654	180	29	gru	gru	NOUN
easat-8654	180	30	model	model	NOUN
easat-8654	180	31	based	base	VERB
easat-8654	180	32	on	on	ADP
easat-8654	180	33	input	input	NOUN
easat-8654	180	34	features	feature	VERB
easat-8654	180	35	𝑋𝑡	𝑋𝑡	PROPN
easat-8654	180	36	,	,	PUNCT
easat-8654	180	37	and	and	CCONJ
easat-8654	180	38	arima	arima	PROPN
easat-8654	180	39	(	(	PUNCT
easat-8654	180	40	𝑌𝑡−1	𝑌𝑡−1	PROPN
easat-8654	180	41	,	,	PUNCT
easat-8654	180	42	𝜖𝑡−1	𝜖𝑡−1	NOUN
easat-8654	180	43	)	)	PUNCT
easat-8654	180	44	represents	represent	VERB
easat-8654	180	45	the	the	DET
easat-8654	180	46	arima	arima	PROPN
easat-8654	180	47	component	component	NOUN
easat-8654	180	48	's	's	PART
easat-8654	180	49	2.4.2	2.4.2	NUM
easat-8654	180	50	.	.	PUNCT
easat-8654	181	1	parameter	parameter	NOUN
easat-8654	181	2	tuning	tune	VERB
easat-8654	181	3	the	the	DET
easat-8654	181	4	gru	gru	NOUN
easat-8654	181	5	-	-	ADJ
easat-8654	181	6	arima	arima	ADJ
easat-8654	181	7	model	model	NOUN
easat-8654	181	8	is	be	AUX
easat-8654	181	9	optimized	optimize	VERB
easat-8654	181	10	using	use	VERB
easat-8654	181	11	the	the	DET
easat-8654	181	12	firefly	firefly	NOUN
easat-8654	181	13	algorithm	algorithm	NOUN
easat-8654	181	14	(	(	PUNCT
easat-8654	181	15	fa	fa	NOUN
easat-8654	181	16	)	)	PUNCT
easat-8654	181	17	during	during	ADP
easat-8654	181	18	the	the	DET
easat-8654	181	19	parameter	parameter	NOUN
easat-8654	181	20	tuning	tuning	NOUN
easat-8654	181	21	phase	phase	NOUN
easat-8654	181	22	to	to	PART
easat-8654	181	23	improve	improve	VERB
easat-8654	181	24	the	the	DET
easat-8654	181	25	model	model	NOUN
easat-8654	181	26	's	's	PART
easat-8654	181	27	accuracy	accuracy	NOUN
easat-8654	181	28	in	in	ADP
easat-8654	181	29	forecasting	forecast	VERB
easat-8654	181	30	water	water	NOUN
easat-8654	181	31	pollution	pollution	NOUN
easat-8654	181	32	levels	level	NOUN
easat-8654	181	33	.	.	PUNCT
easat-8654	182	1	the	the	DET
easat-8654	182	2	firefly	firefly	NOUN
easat-8654	182	3	algorithm	algorithm	NOUN
easat-8654	182	4	is	be	AUX
easat-8654	182	5	a	a	DET
easat-8654	182	6	metaheuristic	metaheuristic	ADJ
easat-8654	182	7	optimization	optimization	NOUN
easat-8654	182	8	method	method	NOUN
easat-8654	182	9	for	for	ADP
easat-8654	182	10	handling	handle	VERB
easat-8654	182	11	challenging	challenging	ADJ
easat-8654	182	12	optimization	optimization	NOUN
easat-8654	182	13	problems	problem	NOUN
easat-8654	182	14	.	.	PUNCT
easat-8654	183	1	it	it	PRON
easat-8654	183	2	was	be	AUX
easat-8654	183	3	inspired	inspire	VERB
easat-8654	183	4	by	by	ADP
easat-8654	183	5	the	the	DET
easat-8654	183	6	flashing	flash	VERB
easat-8654	183	7	characteristic	characteristic	NOUN
easat-8654	183	8	of	of	ADP
easat-8654	183	9	fireflies	firefly	NOUN
easat-8654	183	10	.	.	PUNCT
easat-8654	184	1	the	the	DET
easat-8654	184	2	idea	idea	NOUN
easat-8654	184	3	behind	behind	ADP
easat-8654	184	4	it	it	PRON
easat-8654	184	5	is	be	AUX
easat-8654	184	6	that	that	DET
easat-8654	184	7	brighter	bright	ADJ
easat-8654	184	8	firefly	firefly	NOUN
easat-8654	184	9	,	,	PUNCT
easat-8654	184	10	which	which	PRON
easat-8654	184	11	stand	stand	VERB
easat-8654	184	12	for	for	ADP
easat-8654	184	13	better	well	ADJ
easat-8654	184	14	solutions	solution	NOUN
easat-8654	184	15	.	.	PUNCT
easat-8654	185	1	a	a	DET
easat-8654	185	2	population	population	NOUN
easat-8654	185	3	of	of	ADP
easat-8654	185	4	fireflies	firefly	NOUN
easat-8654	185	5	,	,	PUNCT
easat-8654	185	6	each	each	PRON
easat-8654	185	7	of	of	ADP
easat-8654	185	8	which	which	PRON
easat-8654	185	9	represents	represent	VERB
easat-8654	185	10	a	a	DET
easat-8654	185	11	potential	potential	ADJ
easat-8654	185	12	solution	solution	NOUN
easat-8654	185	13	to	to	ADP
easat-8654	185	14	the	the	DET
easat-8654	185	15	optimization	optimization	NOUN
easat-8654	185	16	issue	issue	NOUN
easat-8654	185	17	,	,	PUNCT
easat-8654	185	18	is	be	AUX
easat-8654	185	19	initialized	initialize	VERB
easat-8654	185	20	as	as	ADP
easat-8654	185	21	part	part	NOUN
easat-8654	185	22	of	of	ADP
easat-8654	185	23	the	the	DET
easat-8654	185	24	fa	fa	PROPN
easat-8654	185	25	algorithm	algorithm	PROPN
easat-8654	185	26	's	's	PART
easat-8654	185	27	operation	operation	NOUN
easat-8654	185	28	.	.	PUNCT
easat-8654	186	1	the	the	DET
easat-8654	186	2	objective	objective	ADJ
easat-8654	186	3	function	function	NOUN
easat-8654	186	4	,	,	PUNCT
easat-8654	186	5	in	in	ADP
easat-8654	186	6	this	this	DET
easat-8654	186	7	case	case	NOUN
easat-8654	186	8	the	the	DET
easat-8654	186	9	gru	gru	NOUN
easat-8654	186	10	-	-	PROPN
easat-8654	186	11	arima	arima	PROPN
easat-8654	186	12	model	model	NOUN
easat-8654	186	13	's	's	PART
easat-8654	186	14	forecasting	forecasting	NOUN
easat-8654	186	15	accuracy	accuracy	NOUN
easat-8654	186	16	,	,	PUNCT
easat-8654	186	17	determines	determine	VERB
easat-8654	186	18	each	each	DET
easat-8654	186	19	firefly	firefly	NOUN
easat-8654	186	20	's	's	PART
easat-8654	186	21	brightness	brightness	NOUN
easat-8654	186	22	.	.	PUNCT
easat-8654	187	1	the	the	DET
easat-8654	187	2	i	i	PROPN
easat-8654	187	3	-	-	PUNCT
easat-8654	187	4	firefly	firefly	NOUN
easat-8654	187	5	's	's	PART
easat-8654	187	6	brightness	brightness	NOUN
easat-8654	187	7	,	,	PUNCT
easat-8654	187	8	bi	bi	NOUN
easat-8654	187	9	,	,	PUNCT
easat-8654	187	10	can	can	AUX
easat-8654	187	11	be	be	AUX
easat-8654	187	12	stated	state	VERB
easat-8654	187	13	as	as	SCONJ
easat-8654	187	14	follows	follow	VERB
easat-8654	187	15	in	in	ADP
easat-8654	187	16	equation	equation	NOUN
easat-8654	187	17	9	9	NUM
easat-8654	187	18	:	:	PUNCT
easat-8654	188	1	𝐵𝑖	𝐵𝑖	PROPN
easat-8654	188	2	=	=	SYM
easat-8654	188	3	−mse𝑖	−mse𝑖	PROPN
easat-8654	188	4	(	(	PUNCT
easat-8654	188	5	9	9	NUM
easat-8654	188	6	)	)	PUNCT
easat-8654	188	7	where	where	SCONJ
easat-8654	188	8	msei	msei	NOUN
easat-8654	188	9	stands	stand	VERB
easat-8654	188	10	for	for	ADP
easat-8654	188	11	the	the	DET
easat-8654	188	12	model	model	NOUN
easat-8654	188	13	's	's	PART
easat-8654	188	14	mean	mean	ADJ
easat-8654	188	15	squared	square	VERB
easat-8654	188	16	error	error	NOUN
easat-8654	188	17	and	and	CCONJ
easat-8654	188	18	its	its	PRON
easat-8654	188	19	parameters	parameter	NOUN
easat-8654	188	20	correspond	correspond	VERB
easat-8654	188	21	to	to	ADP
easat-8654	188	22	the	the	DET
easat-8654	188	23	firefly	firefly	NOUN
easat-8654	188	24	's	's	PART
easat-8654	188	25	parameters	parameter	NOUN
easat-8654	188	26	.	.	PUNCT
easat-8654	189	1	higher	high	ADJ
easat-8654	189	2	brightness	brightness	NOUN
easat-8654	189	3	is	be	AUX
easat-8654	189	4	correlated	correlate	VERB
easat-8654	189	5	with	with	ADP
easat-8654	189	6	a	a	DET
easat-8654	189	7	lower	low	ADJ
easat-8654	189	8	mean	mean	NOUN
easat-8654	189	9	square	square	ADJ
easat-8654	189	10	error	error	NOUN
easat-8654	189	11	(	(	PUNCT
easat-8654	189	12	mse	mse	NOUN
easat-8654	189	13	)	)	PUNCT
easat-8654	189	14	.	.	PUNCT
easat-8654	190	1	a	a	DET
easat-8654	190	2	firefly	firefly	NOUN
easat-8654	190	3	i	i	PRON
easat-8654	190	4	's	's	PART
easat-8654	190	5	attractiveness	attractiveness	NOUN
easat-8654	190	6	(	(	PUNCT
easat-8654	190	7	aij	aij	PROPN
easat-8654	190	8	)	)	PUNCT
easat-8654	190	9	to	to	ADP
easat-8654	190	10	a	a	DET
easat-8654	190	11	firefly	firefly	NOUN
easat-8654	190	12	j	j	PROPN
easat-8654	190	13	is	be	AUX
easat-8654	190	14	defined	define	VERB
easat-8654	190	15	as	as	SCONJ
easat-8654	190	16	follows	follow	VERB
easat-8654	190	17	in	in	ADP
easat-8654	190	18	equation	equation	NOUN
easat-8654	190	19	10	10	NUM
easat-8654	190	20	:	:	PUNCT
easat-8654	190	21	𝐴𝑖𝑗	𝐴𝑖𝑗	PROPN
easat-8654	190	22	=	=	SYM
easat-8654	190	23	𝛽0exp	𝛽0exp	PROPN
easat-8654	190	24	(	(	PUNCT
easat-8654	190	25	−𝛾𝑟𝑖𝑗	−𝛾𝑟𝑖𝑗	NOUN
easat-8654	190	26	2	2	NUM
easat-8654	190	27	)	)	PUNCT
easat-8654	190	28	(	(	PUNCT
easat-8654	190	29	10	10	NUM
easat-8654	190	30	)	)	PUNCT
easat-8654	190	31	where	where	SCONJ
easat-8654	190	32	β0	β0	NOUN
easat-8654	190	33	is	be	AUX
easat-8654	190	34	the	the	DET
easat-8654	190	35	attractiveness	attractiveness	NOUN
easat-8654	190	36	at	at	ADP
easat-8654	190	37	rij=0	rij=0	NOUN
easat-8654	190	38	,	,	PUNCT
easat-8654	190	39	γ	γ	X
easat-8654	190	40	is	be	AUX
easat-8654	190	41	the	the	DET
easat-8654	190	42	light	light	ADJ
easat-8654	190	43	absorption	absorption	NOUN
easat-8654	190	44	coefficient	coefficient	NOUN
easat-8654	190	45	,	,	PUNCT
easat-8654	190	46	and	and	CCONJ
easat-8654	190	47	rij	rij	PROPN
easat-8654	190	48	is	be	AUX
easat-8654	190	49	the	the	DET
easat-8654	190	50	distance	distance	NOUN
easat-8654	190	51	between	between	ADP
easat-8654	190	52	fireflies	firefly	NOUN
easat-8654	190	53	i	i	PRON
easat-8654	190	54	and	and	CCONJ
easat-8654	190	55	j.	j.	PROPN
easat-8654	190	56	the	the	DET
easat-8654	190	57	movement	movement	NOUN
easat-8654	190	58	of	of	ADP
easat-8654	190	59	a	a	DET
easat-8654	190	60	firefly	firefly	NOUN
easat-8654	190	61	iii	iii	NOUN
easat-8654	190	62	towards	towards	ADP
easat-8654	190	63	a	a	DET
easat-8654	190	64	more	more	ADV
easat-8654	190	65	attractive	attractive	ADJ
easat-8654	190	66	firefly	firefly	NOUN
easat-8654	190	67	j	j	PROPN
easat-8654	190	68	is	be	AUX
easat-8654	190	69	given	give	VERB
easat-8654	190	70	in	in	ADP
easat-8654	190	71	equation	equation	NOUN
easat-8654	190	72	11	11	NUM
easat-8654	190	73	:	:	PUNCT
easat-8654	190	74	𝐱𝑖(𝑡	𝐱𝑖(𝑡	NUM
easat-8654	191	1	+	+	SYM
easat-8654	191	2	1	1	X
easat-8654	191	3	)	)	PUNCT
easat-8654	191	4	=	=	NOUN
easat-8654	191	5	𝐱𝑖(𝑡	𝐱𝑖(𝑡	PUNCT
easat-8654	191	6	)	)	PUNCT
easat-8654	192	1	+	+	CCONJ
easat-8654	192	2	𝛼	𝛼	PRON
easat-8654	192	3	⋅	⋅	X
easat-8654	192	4	(	(	PUNCT
easat-8654	192	5	𝐱𝑗	𝐱𝑗	NOUN
easat-8654	192	6	−	−	PROPN
easat-8654	192	7	𝐱𝑖	𝐱𝑖	NOUN
easat-8654	192	8	)	)	PUNCT
easat-8654	192	9	+	+	CCONJ
easat-8654	192	10	𝜖	𝜖	X
easat-8654	192	11	(	(	PUNCT
easat-8654	192	12	11	11	NUM
easat-8654	192	13	)	)	PUNCT
easat-8654	192	14	where	where	SCONJ
easat-8654	192	15	xi(t+1	xi(t+1	PROPN
easat-8654	192	16	)	)	PUNCT
easat-8654	192	17	is	be	AUX
easat-8654	192	18	the	the	DET
easat-8654	192	19	updated	update	VERB
easat-8654	192	20	position	position	NOUN
easat-8654	192	21	of	of	ADP
easat-8654	192	22	firefly	firefly	NOUN
easat-8654	192	23	i	i	PROPN
easat-8654	192	24	,	,	PUNCT
easat-8654	192	25	α	α	PROPN
easat-8654	192	26	is	be	AUX
easat-8654	192	27	a	a	DET
easat-8654	192	28	random	random	ADJ
easat-8654	192	29	step	step	NOUN
easat-8654	192	30	size	size	NOUN
easat-8654	192	31	,	,	PUNCT
easat-8654	192	32	and	and	CCONJ
easat-8654	192	33	ϵ	ϵ	PROPN
easat-8654	192	34	is	be	AUX
easat-8654	192	35	a	a	DET
easat-8654	192	36	random	random	ADJ
easat-8654	192	37	perturbation	perturbation	NOUN
easat-8654	192	38	.	.	PUNCT
easat-8654	193	1	this	this	DET
easat-8654	193	2	movement	movement	NOUN
easat-8654	193	3	allows	allow	VERB
easat-8654	193	4	fireflies	firefly	NOUN
easat-8654	193	5	to	to	PART
easat-8654	193	6	search	search	VERB
easat-8654	193	7	the	the	DET
easat-8654	193	8	parameter	parameter	NOUN
easat-8654	193	9	space	space	NOUN
easat-8654	193	10	more	more	ADV
easat-8654	193	11	effectively	effectively	ADV
easat-8654	193	12	,	,	PUNCT
easat-8654	193	13	improving	improve	VERB
easat-8654	193	14	the	the	DET
easat-8654	193	15	model	model	NOUN
easat-8654	193	16	's	's	PART
easat-8654	193	17	accuracy	accuracy	NOUN
easat-8654	193	18	.	.	PUNCT
easat-8654	194	1	the	the	DET
easat-8654	194	2	gru	gru	PROPN
easat-8654	194	3	-	-	PROPN
easat-8654	194	4	arima	arima	PROPN
easat-8654	194	5	model	model	NOUN
easat-8654	194	6	's	's	PART
easat-8654	194	7	hyperparameters	hyperparameter	NOUN
easat-8654	194	8	,	,	PUNCT
easat-8654	194	9	including	include	VERB
easat-8654	194	10	the	the	DET
easat-8654	194	11	gru	gru	PROPN
easat-8654	194	12	's	's	PART
easat-8654	194	13	learning	learning	NOUN
easat-8654	194	14	rate	rate	NOUN
easat-8654	194	15	,	,	PUNCT
easat-8654	194	16	the	the	DET
easat-8654	194	17	arima	arima	PROPN
easat-8654	194	18	model	model	NOUN
easat-8654	194	19	's	's	PART
easat-8654	194	20	orders	order	NOUN
easat-8654	194	21	,	,	PUNCT
easat-8654	194	22	and	and	CCONJ
easat-8654	194	23	any	any	DET
easat-8654	194	24	regularization	regularization	NOUN
easat-8654	194	25	parameters	parameter	NOUN
easat-8654	194	26	,	,	PUNCT
easat-8654	194	27	are	be	AUX
easat-8654	194	28	iteratively	iteratively	ADV
easat-8654	194	29	adjusted	adjust	VERB
easat-8654	194	30	via	via	ADP
easat-8654	194	31	the	the	DET
easat-8654	194	32	firefly	firefly	NOUN
easat-8654	194	33	algorithm	algorithm	NOUN
easat-8654	194	34	.	.	PUNCT
easat-8654	195	1	the	the	DET
easat-8654	195	2	model	model	NOUN
easat-8654	195	3	's	's	PART
easat-8654	195	4	parameters	parameter	NOUN
easat-8654	195	5	are	be	AUX
easat-8654	195	6	fine	fine	ADV
easat-8654	195	7	-	-	PUNCT
easat-8654	195	8	tuned	tune	VERB
easat-8654	195	9	to	to	PART
easat-8654	195	10	produce	produce	VERB
easat-8654	195	11	optimal	optimal	ADJ
easat-8654	195	12	forecasting	forecasting	NOUN
easat-8654	195	13	performance	performance	NOUN
easat-8654	195	14	through	through	ADP
easat-8654	195	15	the	the	DET
easat-8654	195	16	fa	fa	PROPN
easat-8654	195	17	,	,	PUNCT
easat-8654	195	18	which	which	PRON
easat-8654	195	19	minimizes	minimize	VERB
easat-8654	195	20	the	the	DET
easat-8654	195	21	mean	mean	ADJ
easat-8654	195	22	squared	square	VERB
easat-8654	195	23	error	error	NOUN
easat-8654	195	24	(	(	PUNCT
easat-8654	195	25	mse	mse	NOUN
easat-8654	195	26	)	)	PUNCT
easat-8654	195	27	or	or	CCONJ
easat-8654	195	28	other	other	ADJ
easat-8654	195	29	pertinent	pertinent	ADJ
easat-8654	195	30	objective	objective	ADJ
easat-8654	195	31	functions	function	NOUN
easat-8654	195	32	.	.	PUNCT
easat-8654	196	1	by	by	ADP
easat-8654	196	2	determining	determine	VERB
easat-8654	196	3	the	the	DET
easat-8654	196	4	most	most	ADV
easat-8654	196	5	efficient	efficient	ADJ
easat-8654	196	6	parameter	parameter	NOUN
easat-8654	196	7	settings	setting	NOUN
easat-8654	196	8	,	,	PUNCT
easat-8654	196	9	this	this	DET
easat-8654	196	10	optimization	optimization	NOUN
easat-8654	196	11	method	method	NOUN
easat-8654	196	12	improves	improve	VERB
easat-8654	196	13	the	the	DET
easat-8654	196	14	gru	gru	NOUN
easat-8654	196	15	-	-	ADJ
easat-8654	196	16	arima	arima	PROPN
easat-8654	196	17	hybrid	hybrid	NOUN
easat-8654	196	18	model	model	NOUN
easat-8654	196	19	's	's	PART
easat-8654	196	20	accuracy	accuracy	NOUN
easat-8654	196	21	,	,	PUNCT
easat-8654	196	22	resulting	result	VERB
easat-8654	196	23	in	in	ADP
easat-8654	196	24	more	more	ADV
easat-8654	196	25	accurate	accurate	ADJ
easat-8654	196	26	water	water	NOUN
easat-8654	196	27	pollution	pollution	NOUN
easat-8654	196	28	level	level	NOUN
easat-8654	196	29	predictions	prediction	NOUN
easat-8654	196	30	and	and	CCONJ
easat-8654	196	31	better	well	ADJ
easat-8654	196	32	overall	overall	ADJ
easat-8654	196	33	model	model	NOUN
easat-8654	196	34	performance	performance	NOUN
easat-8654	196	35	.	.	PUNCT
easat-8654	197	1	543	543	NUM
easat-8654	197	2	edelweiss	edelweiss	PROPN
easat-8654	197	3	applied	apply	VERB
easat-8654	197	4	science	science	NOUN
easat-8654	197	5	and	and	CCONJ
easat-8654	197	6	technology	technology	NOUN
easat-8654	197	7	issn	issn	PROPN
easat-8654	197	8	:	:	PUNCT
easat-8654	197	9	2576	2576	NUM
easat-8654	197	10	-	-	SYM
easat-8654	197	11	8484	8484	NUM
easat-8654	197	12	vol	vol	NOUN
easat-8654	197	13	.	.	PROPN
easat-8654	198	1	9	9	NUM
easat-8654	198	2	,	,	PUNCT
easat-8654	198	3	no	no	INTJ
easat-8654	198	4	.	.	NOUN
easat-8654	199	1	7	7	NUM
easat-8654	199	2	:	:	PUNCT
easat-8654	199	3	536	536	NUM
easat-8654	199	4	-	-	SYM
easat-8654	199	5	549	549	NUM
easat-8654	199	6	,	,	PUNCT
easat-8654	199	7	2025	2025	NUM
easat-8654	199	8	doi	doi	NOUN
easat-8654	199	9	:	:	PUNCT
easat-8654	199	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	199	11	©	©	PROPN
easat-8654	199	12	2025	2025	NUM
easat-8654	199	13	by	by	ADP
easat-8654	199	14	the	the	DET
easat-8654	199	15	authors	author	NOUN
easat-8654	199	16	;	;	PUNCT
easat-8654	199	17	licensee	licensee	PROPN
easat-8654	199	18	learning	learning	NOUN
easat-8654	199	19	gate	gate	VERB
easat-8654	199	20	2.5	2.5	NUM
easat-8654	199	21	.	.	PUNCT
easat-8654	200	1	data	datum	NOUN
easat-8654	200	2	classification	classification	PROPN
easat-8654	200	3	adaptive	adaptive	ADJ
easat-8654	200	4	neuro	neuro	NOUN
easat-8654	200	5	-	-	PUNCT
easat-8654	200	6	fuzzy	fuzzy	ADJ
easat-8654	200	7	inference	inference	NOUN
easat-8654	200	8	system	system	NOUN
easat-8654	200	9	(	(	PUNCT
easat-8654	200	10	anfis	anfi	VERB
easat-8654	200	11	)	)	PUNCT
easat-8654	200	12	is	be	AUX
easat-8654	200	13	used	use	VERB
easat-8654	200	14	in	in	ADP
easat-8654	200	15	the	the	DET
easat-8654	200	16	classification	classification	NOUN
easat-8654	200	17	phase	phase	NOUN
easat-8654	200	18	to	to	PART
easat-8654	200	19	divide	divide	VERB
easat-8654	200	20	water	water	NOUN
easat-8654	200	21	quality	quality	NOUN
easat-8654	200	22	into	into	ADP
easat-8654	200	23	groups	group	NOUN
easat-8654	200	24	of	of	ADP
easat-8654	200	25	pollutants	pollutant	NOUN
easat-8654	200	26	and	and	CCONJ
easat-8654	200	27	non	non	NOUN
easat-8654	200	28	-	-	NOUN
easat-8654	200	29	pollutants	pollutant	NOUN
easat-8654	200	30	.	.	PUNCT
easat-8654	201	1	anfis	anfis	PROPN
easat-8654	201	2	is	be	AUX
easat-8654	201	3	a	a	DET
easat-8654	201	4	potent	potent	ADJ
easat-8654	201	5	hybrid	hybrid	ADJ
easat-8654	201	6	system	system	NOUN
easat-8654	201	7	that	that	PRON
easat-8654	201	8	effectively	effectively	ADV
easat-8654	201	9	handles	handle	VERB
easat-8654	201	10	complicated	complicated	ADJ
easat-8654	201	11	and	and	CCONJ
easat-8654	201	12	nonlinear	nonlinear	ADJ
easat-8654	201	13	environmental	environmental	ADJ
easat-8654	201	14	data	datum	NOUN
easat-8654	201	15	by	by	ADP
easat-8654	201	16	fusing	fuse	VERB
easat-8654	201	17	the	the	DET
easat-8654	201	18	interpretability	interpretability	NOUN
easat-8654	201	19	of	of	ADP
easat-8654	201	20	fuzzy	fuzzy	ADJ
easat-8654	201	21	logic	logic	NOUN
easat-8654	201	22	with	with	ADP
easat-8654	201	23	the	the	DET
easat-8654	201	24	learning	learn	VERB
easat-8654	201	25	capabilities	capability	NOUN
easat-8654	201	26	of	of	ADP
easat-8654	201	27	neural	neural	ADJ
easat-8654	201	28	networks	network	NOUN
easat-8654	201	29	.	.	PUNCT
easat-8654	202	1	the	the	DET
easat-8654	202	2	system	system	NOUN
easat-8654	202	3	is	be	AUX
easat-8654	202	4	set	set	VERB
easat-8654	202	5	up	up	ADP
easat-8654	202	6	as	as	ADP
easat-8654	202	7	a	a	DET
easat-8654	202	8	five	five	NUM
easat-8654	202	9	-	-	PUNCT
easat-8654	202	10	layer	layer	NOUN
easat-8654	202	11	neural	neural	ADJ
easat-8654	202	12	network	network	NOUN
easat-8654	202	13	,	,	PUNCT
easat-8654	202	14	with	with	ADP
easat-8654	202	15	ph	ph	ADJ
easat-8654	202	16	,	,	PUNCT
easat-8654	202	17	turbidity	turbidity	NOUN
easat-8654	202	18	,	,	PUNCT
easat-8654	202	19	and	and	CCONJ
easat-8654	202	20	chemical	chemical	NOUN
easat-8654	202	21	concentrations	concentration	NOUN
easat-8654	202	22	being	be	AUX
easat-8654	202	23	sent	send	VERB
easat-8654	202	24	to	to	ADP
easat-8654	202	25	the	the	DET
easat-8654	202	26	input	input	NOUN
easat-8654	202	27	layer	layer	NOUN
easat-8654	202	28	of	of	ADP
easat-8654	202	29	the	the	DET
easat-8654	202	30	network	network	NOUN
easat-8654	202	31	.	.	PUNCT
easat-8654	203	1	these	these	DET
easat-8654	203	2	inputs	input	NOUN
easat-8654	203	3	are	be	AUX
easat-8654	203	4	transformed	transform	VERB
easat-8654	203	5	into	into	ADP
easat-8654	203	6	fuzzy	fuzzy	ADJ
easat-8654	203	7	sets	set	NOUN
easat-8654	203	8	in	in	ADP
easat-8654	203	9	the	the	DET
easat-8654	203	10	fuzzification	fuzzification	NOUN
easat-8654	203	11	layer	layer	NOUN
easat-8654	203	12	by	by	ADP
easat-8654	203	13	membership	membership	NOUN
easat-8654	203	14	functions	function	NOUN
easat-8654	203	15	,	,	PUNCT
easat-8654	203	16	which	which	PRON
easat-8654	203	17	can	can	AUX
easat-8654	203	18	manage	manage	VERB
easat-8654	203	19	the	the	DET
easat-8654	203	20	imprecision	imprecision	NOUN
easat-8654	203	21	and	and	CCONJ
easat-8654	203	22	uncertainty	uncertainty	NOUN
easat-8654	203	23	present	present	ADJ
easat-8654	203	24	in	in	ADP
easat-8654	203	25	environmental	environmental	ADJ
easat-8654	203	26	data	datum	NOUN
easat-8654	203	27	.	.	PUNCT
easat-8654	204	1	fuzzy	fuzzy	ADJ
easat-8654	204	2	if	if	SCONJ
easat-8654	204	3	-	-	PUNCT
easat-8654	204	4	then	then	ADV
easat-8654	204	5	rules	rule	NOUN
easat-8654	204	6	that	that	PRON
easat-8654	204	7	link	link	VERB
easat-8654	204	8	input	input	NOUN
easat-8654	204	9	conditions	condition	NOUN
easat-8654	204	10	to	to	PART
easat-8654	204	11	output	output	NOUN
easat-8654	204	12	categories	category	NOUN
easat-8654	204	13	comprise	comprise	VERB
easat-8654	204	14	the	the	DET
easat-8654	204	15	rule	rule	NOUN
easat-8654	204	16	layer	layer	NOUN
easat-8654	204	17	.	.	PUNCT
easat-8654	205	1	these	these	DET
easat-8654	205	2	rules	rule	NOUN
easat-8654	205	3	contain	contain	VERB
easat-8654	205	4	expert	expert	ADJ
easat-8654	205	5	knowledge	knowledge	NOUN
easat-8654	205	6	regarding	regard	VERB
easat-8654	205	7	the	the	DET
easat-8654	205	8	classification	classification	NOUN
easat-8654	205	9	of	of	ADP
easat-8654	205	10	water	water	NOUN
easat-8654	205	11	quality	quality	NOUN
easat-8654	205	12	.	.	PUNCT
easat-8654	206	1	anfis	anfis	PROPN
easat-8654	206	2	uses	use	VERB
easat-8654	206	3	a	a	DET
easat-8654	206	4	backpropagation	backpropagation	NOUN
easat-8654	206	5	method	method	NOUN
easat-8654	206	6	in	in	ADP
easat-8654	206	7	conjunction	conjunction	NOUN
easat-8654	206	8	with	with	ADP
easat-8654	206	9	a	a	DET
easat-8654	206	10	least	least	ADJ
easat-8654	206	11	squares	square	NOUN
easat-8654	206	12	estimation	estimation	NOUN
easat-8654	206	13	to	to	PART
easat-8654	206	14	improve	improve	VERB
easat-8654	206	15	these	these	DET
easat-8654	206	16	rules	rule	NOUN
easat-8654	206	17	and	and	CCONJ
easat-8654	206	18	the	the	DET
easat-8654	206	19	related	related	ADJ
easat-8654	206	20	parameters	parameter	NOUN
easat-8654	206	21	during	during	ADP
easat-8654	206	22	the	the	DET
easat-8654	206	23	learning	learning	NOUN
easat-8654	206	24	process	process	NOUN
easat-8654	206	25	.	.	PUNCT
easat-8654	207	1	the	the	DET
easat-8654	207	2	goal	goal	NOUN
easat-8654	207	3	is	be	AUX
easat-8654	207	4	to	to	PART
easat-8654	207	5	minimize	minimize	VERB
easat-8654	207	6	the	the	DET
easat-8654	207	7	classification	classification	NOUN
easat-8654	207	8	error	error	NOUN
easat-8654	207	9	.	.	PUNCT
easat-8654	208	1	the	the	DET
easat-8654	208	2	defuzzification	defuzzification	NOUN
easat-8654	208	3	layer	layer	NOUN
easat-8654	208	4	provides	provide	VERB
easat-8654	208	5	an	an	DET
easat-8654	208	6	unambiguous	unambiguous	ADJ
easat-8654	208	7	classification	classification	NOUN
easat-8654	208	8	of	of	ADP
easat-8654	208	9	water	water	NOUN
easat-8654	208	10	quality	quality	NOUN
easat-8654	208	11	as	as	ADP
easat-8654	208	12	either	either	CCONJ
easat-8654	208	13	pollutant	pollutant	ADJ
easat-8654	208	14	or	or	CCONJ
easat-8654	208	15	non	non	ADJ
easat-8654	208	16	-	-	ADJ
easat-8654	208	17	pollutant	pollutant	ADJ
easat-8654	208	18	by	by	ADP
easat-8654	208	19	converting	convert	VERB
easat-8654	208	20	the	the	DET
easat-8654	208	21	fuzzy	fuzzy	ADJ
easat-8654	208	22	outputs	output	NOUN
easat-8654	208	23	back	back	ADV
easat-8654	208	24	into	into	ADP
easat-8654	208	25	crisp	crisp	ADJ
easat-8654	208	26	values	value	NOUN
easat-8654	208	27	.	.	PUNCT
easat-8654	209	1	by	by	ADP
easat-8654	209	2	combining	combine	VERB
easat-8654	209	3	these	these	DET
easat-8654	209	4	elements	element	NOUN
easat-8654	209	5	,	,	PUNCT
easat-8654	209	6	anfis	anfis	PROPN
easat-8654	209	7	is	be	AUX
easat-8654	209	8	able	able	ADJ
easat-8654	209	9	to	to	PART
easat-8654	209	10	accurately	accurately	ADV
easat-8654	209	11	classify	classify	VERB
easat-8654	209	12	and	and	CCONJ
easat-8654	209	13	analyze	analyze	VERB
easat-8654	209	14	complicated	complicated	ADJ
easat-8654	209	15	environmental	environmental	ADJ
easat-8654	209	16	data	datum	NOUN
easat-8654	209	17	with	with	ADP
easat-8654	209	18	ease	ease	NOUN
easat-8654	209	19	,	,	PUNCT
easat-8654	209	20	enabling	enable	VERB
easat-8654	209	21	efficient	efficient	ADJ
easat-8654	209	22	monitoring	monitoring	NOUN
easat-8654	209	23	and	and	CCONJ
easat-8654	209	24	management	management	NOUN
easat-8654	209	25	of	of	ADP
easat-8654	209	26	water	water	NOUN
easat-8654	209	27	quality	quality	NOUN
easat-8654	209	28	that	that	PRON
easat-8654	209	29	is	be	AUX
easat-8654	209	30	impacted	impact	VERB
easat-8654	209	31	by	by	ADP
easat-8654	209	32	industrial	industrial	ADJ
easat-8654	209	33	activity	activity	NOUN
easat-8654	209	34	.	.	PUNCT
easat-8654	210	1	3	3	X
easat-8654	210	2	.	.	NOUN
easat-8654	210	3	results	result	NOUN
easat-8654	210	4	and	and	CCONJ
easat-8654	210	5	discussion	discussion	NOUN
easat-8654	210	6	3.1	3.1	NUM
easat-8654	210	7	.	.	PUNCT
easat-8654	211	1	accuracy	accuracy	NOUN
easat-8654	211	2	the	the	DET
easat-8654	211	3	accuracy	accuracy	NOUN
easat-8654	211	4	of	of	ADP
easat-8654	211	5	water	water	NOUN
easat-8654	211	6	quality	quality	NOUN
easat-8654	211	7	parameters	parameter	NOUN
easat-8654	211	8	assessed	assess	VERB
easat-8654	211	9	by	by	ADP
easat-8654	211	10	different	different	ADJ
easat-8654	211	11	models	model	NOUN
easat-8654	211	12	shows	show	VERB
easat-8654	211	13	a	a	DET
easat-8654	211	14	notable	notable	ADJ
easat-8654	211	15	performance	performance	NOUN
easat-8654	211	16	difference	difference	NOUN
easat-8654	211	17	which	which	PRON
easat-8654	211	18	is	be	AUX
easat-8654	211	19	illustrated	illustrate	VERB
easat-8654	211	20	in	in	ADP
easat-8654	211	21	figure	figure	NOUN
easat-8654	211	22	3	3	NUM
easat-8654	211	23	.	.	PUNCT
easat-8654	212	1	for	for	ADP
easat-8654	212	2	this	this	DET
easat-8654	212	3	experiment	experiment	NOUN
easat-8654	212	4	,	,	PUNCT
easat-8654	212	5	samples	sample	NOUN
easat-8654	212	6	were	be	AUX
easat-8654	212	7	obtained	obtain	VERB
easat-8654	212	8	from	from	ADP
easat-8654	212	9	3	3	NUM
easat-8654	212	10	rivers	river	NOUN
easat-8654	212	11	from	from	ADP
easat-8654	212	12	texas	texas	PROPN
easat-8654	212	13	city	city	PROPN
easat-8654	212	14	in	in	ADP
easat-8654	212	15	un	un	PROPN
easat-8654	212	16	from	from	ADP
easat-8654	212	17	march	march	PROPN
easat-8654	212	18	2023	2023	NUM
easat-8654	212	19	to	to	ADP
easat-8654	212	20	march	march	PROPN
easat-8654	212	21	2024	2024	NUM
easat-8654	212	22	.	.	PUNCT
easat-8654	213	1	for	for	ADP
easat-8654	213	2	ph	ph	ADJ
easat-8654	213	3	measurement	measurement	NOUN
easat-8654	213	4	,	,	PUNCT
easat-8654	213	5	the	the	DET
easat-8654	213	6	ml	ml	PROPN
easat-8654	213	7	model	model	NOUN
easat-8654	213	8	achieved	achieve	VERB
easat-8654	213	9	88	88	NUM
easat-8654	213	10	%	%	NOUN
easat-8654	213	11	accuracy	accuracy	NOUN
easat-8654	213	12	,	,	PUNCT
easat-8654	213	13	while	while	SCONJ
easat-8654	213	14	the	the	DET
easat-8654	213	15	eai	eai	PROPN
easat-8654	213	16	-	-	PUNCT
easat-8654	213	17	wqp	wqp	NOUN
easat-8654	213	18	system	system	NOUN
easat-8654	213	19	,	,	PUNCT
easat-8654	213	20	using	use	VERB
easat-8654	213	21	anfis+firefly	anfis+firefly	PROPN
easat-8654	213	22	,	,	PUNCT
easat-8654	213	23	reached	reach	VERB
easat-8654	213	24	95	95	NUM
easat-8654	213	25	%	%	NOUN
easat-8654	213	26	.	.	PUNCT
easat-8654	214	1	turbidity	turbidity	NOUN
easat-8654	214	2	was	be	AUX
easat-8654	214	3	accurately	accurately	ADV
easat-8654	214	4	predicted	predict	VERB
easat-8654	214	5	at	at	ADP
easat-8654	214	6	85	85	NUM
easat-8654	214	7	%	%	NOUN
easat-8654	214	8	by	by	ADP
easat-8654	214	9	the	the	DET
easat-8654	214	10	ml	ml	PROPN
easat-8654	214	11	model	model	NOUN
easat-8654	214	12	compared	compare	VERB
easat-8654	214	13	to	to	ADP
easat-8654	214	14	92	92	NUM
easat-8654	214	15	%	%	NOUN
easat-8654	214	16	by	by	ADP
easat-8654	214	17	the	the	DET
easat-8654	214	18	eai	eai	PROPN
easat-8654	214	19	-	-	PUNCT
easat-8654	214	20	wqp	wqp	NOUN
easat-8654	214	21	system	system	NOUN
easat-8654	214	22	.	.	PUNCT
easat-8654	215	1	dissolved	dissolve	VERB
easat-8654	215	2	oxygen	oxygen	NOUN
easat-8654	215	3	(	(	PUNCT
easat-8654	215	4	do	do	AUX
easat-8654	215	5	)	)	PUNCT
easat-8654	215	6	measurements	measurement	NOUN
easat-8654	215	7	had	have	VERB
easat-8654	215	8	an	an	DET
easat-8654	215	9	accuracy	accuracy	NOUN
easat-8654	215	10	of	of	ADP
easat-8654	215	11	86	86	NUM
easat-8654	215	12	%	%	NOUN
easat-8654	215	13	with	with	ADP
easat-8654	215	14	the	the	DET
easat-8654	215	15	ml	ml	PROPN
easat-8654	215	16	model	model	NOUN
easat-8654	215	17	,	,	PUNCT
easat-8654	215	18	whereas	whereas	SCONJ
easat-8654	215	19	the	the	DET
easat-8654	215	20	eaiwqp	eaiwqp	ADJ
easat-8654	215	21	system	system	NOUN
easat-8654	215	22	improved	improve	VERB
easat-8654	215	23	this	this	PRON
easat-8654	215	24	to	to	ADP
easat-8654	215	25	94	94	NUM
easat-8654	215	26	%	%	NOUN
easat-8654	215	27	.	.	PUNCT
easat-8654	216	1	conductivity	conductivity	NOUN
easat-8654	216	2	accuracy	accuracy	NOUN
easat-8654	216	3	was	be	AUX
easat-8654	216	4	87	87	NUM
easat-8654	216	5	%	%	NOUN
easat-8654	216	6	with	with	ADP
easat-8654	216	7	the	the	DET
easat-8654	216	8	ml	ml	NOUN
easat-8654	216	9	model	model	NOUN
easat-8654	216	10	and	and	CCONJ
easat-8654	216	11	93	93	NUM
easat-8654	216	12	%	%	NOUN
easat-8654	216	13	with	with	ADP
easat-8654	216	14	the	the	DET
easat-8654	216	15	eai	eai	PROPN
easat-8654	216	16	-	-	PUNCT
easat-8654	216	17	wqp	wqp	NOUN
easat-8654	216	18	system	system	NOUN
easat-8654	216	19	.	.	PUNCT
easat-8654	217	1	figure	figure	NOUN
easat-8654	217	2	3	3	NUM
easat-8654	217	3	.	.	PUNCT
easat-8654	217	4	accuracy	accuracy	NOUN
easat-8654	217	5	results	result	NOUN
easat-8654	217	6	of	of	ADP
easat-8654	217	7	ml	ml	NOUN
easat-8654	217	8	model	model	NOUN
easat-8654	217	9	vs.	vs.	ADP
easat-8654	217	10	eai	eai	PROPN
easat-8654	217	11	-	-	PUNCT
easat-8654	217	12	wqp	wqp	NOUN
easat-8654	217	13	system	system	NOUN
easat-8654	217	14	.	.	PUNCT
easat-8654	218	1	ph	ph	ADJ
easat-8654	218	2	turbidity	turbidity	NOUN
easat-8654	218	3	dissolved	dissolve	VERB
easat-8654	218	4	oxygen	oxygen	NOUN
easat-8654	218	5	(	(	PUNCT
easat-8654	218	6	do	do	AUX
easat-8654	218	7	)	)	PUNCT
easat-8654	218	8	conductivity	conductivity	NOUN
easat-8654	218	9	total	total	ADJ
easat-8654	218	10	coliform	coliform	NOUN
easat-8654	218	11	faecal	faecal	ADJ
easat-8654	218	12	coliform	coliform	NOUN
easat-8654	218	13	chemical	chemical	NOUN
easat-8654	218	14	oxygen	oxygen	NOUN
easat-8654	218	15	demand	demand	NOUN
easat-8654	218	16	(	(	PUNCT
easat-8654	218	17	cod	cod	NOUN
easat-8654	218	18	)	)	PUNCT
easat-8654	218	19	nitrate	nitrate	NOUN
easat-8654	218	20	0	0	NUM
easat-8654	218	21	20	20	NUM
easat-8654	218	22	40	40	NUM
easat-8654	218	23	60	60	NUM
easat-8654	218	24	80	80	NUM
easat-8654	218	25	100	100	NUM
easat-8654	218	26	120	120	NUM
easat-8654	218	27	m	m	NOUN
easat-8654	218	28	l	l	NOUN
easat-8654	218	29	m	m	NOUN
easat-8654	218	30	o	o	X
easat-8654	219	1	d	d	X
easat-8654	219	2	el	el	PROPN
easat-8654	219	3	a	a	DET
easat-8654	219	4	cc	cc	X
easat-8654	219	5	u	u	PROPN
easat-8654	219	6	ra	ra	PROPN
easat-8654	219	7	cy	cy	PROPN
easat-8654	219	8	(	(	PUNCT
easat-8654	219	9	%	%	NOUN
easat-8654	219	10	)	)	PUNCT
easat-8654	219	11	water	water	NOUN
easat-8654	219	12	quality	quality	NOUN
easat-8654	219	13	parameter	parameter	NOUN
easat-8654	219	14	ml	ml	PROPN
easat-8654	219	15	model	model	PROPN
easat-8654	219	16	accuracy	accuracy	NOUN
easat-8654	219	17	(	(	PUNCT
easat-8654	219	18	%	%	INTJ
easat-8654	219	19	)	)	PUNCT
easat-8654	219	20	eai	eai	NOUN
easat-8654	219	21	-	-	PUNCT
easat-8654	219	22	wqi	wqi	ADJ
easat-8654	219	23	system	system	NOUN
easat-8654	219	24	accuracy(anfis+firefly	accuracy(anfis+firefly	NOUN
easat-8654	219	25	)	)	PUNCT
easat-8654	219	26	(	(	PUNCT
easat-8654	219	27	%	%	INTJ
easat-8654	219	28	)	)	PUNCT
easat-8654	219	29	accuracy	accuracy	NOUN
easat-8654	219	30	544	544	NUM
easat-8654	219	31	edelweiss	edelweiss	PROPN
easat-8654	219	32	applied	apply	VERB
easat-8654	219	33	science	science	NOUN
easat-8654	219	34	and	and	CCONJ
easat-8654	219	35	technology	technology	NOUN
easat-8654	219	36	issn	issn	PROPN
easat-8654	219	37	:	:	PUNCT
easat-8654	219	38	2576	2576	NUM
easat-8654	219	39	-	-	SYM
easat-8654	219	40	8484	8484	NUM
easat-8654	219	41	vol	vol	NOUN
easat-8654	219	42	.	.	PROPN
easat-8654	220	1	9	9	NUM
easat-8654	220	2	,	,	PUNCT
easat-8654	220	3	no	no	INTJ
easat-8654	220	4	.	.	NOUN
easat-8654	221	1	7	7	NUM
easat-8654	221	2	:	:	PUNCT
easat-8654	221	3	536	536	NUM
easat-8654	221	4	-	-	SYM
easat-8654	221	5	549	549	NUM
easat-8654	221	6	,	,	PUNCT
easat-8654	221	7	2025	2025	NUM
easat-8654	221	8	doi	doi	NOUN
easat-8654	221	9	:	:	PUNCT
easat-8654	221	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	221	11	©	©	PROPN
easat-8654	221	12	2025	2025	NUM
easat-8654	221	13	by	by	ADP
easat-8654	221	14	the	the	DET
easat-8654	221	15	authors	author	NOUN
easat-8654	221	16	;	;	PUNCT
easat-8654	221	17	licensee	licensee	PROPN
easat-8654	221	18	learning	learning	NOUN
easat-8654	221	19	gate	gate	NOUN
easat-8654	221	20	for	for	ADP
easat-8654	221	21	total	total	ADJ
easat-8654	221	22	coliform	coliform	NOUN
easat-8654	221	23	,	,	PUNCT
easat-8654	221	24	the	the	DET
easat-8654	221	25	ml	ml	PROPN
easat-8654	221	26	model	model	NOUN
easat-8654	221	27	's	's	PART
easat-8654	221	28	accuracy	accuracy	NOUN
easat-8654	221	29	was	be	AUX
easat-8654	221	30	84	84	NUM
easat-8654	221	31	%	%	NOUN
easat-8654	221	32	,	,	PUNCT
easat-8654	221	33	while	while	SCONJ
easat-8654	221	34	the	the	DET
easat-8654	221	35	eai	eai	PROPN
easat-8654	221	36	-	-	PUNCT
easat-8654	221	37	wqp	wqp	NOUN
easat-8654	221	38	system	system	NOUN
easat-8654	221	39	achieved	achieve	VERB
easat-8654	221	40	90	90	NUM
easat-8654	221	41	%	%	NOUN
easat-8654	221	42	.	.	PUNCT
easat-8654	222	1	faecal	faecal	ADJ
easat-8654	222	2	coliform	coliform	NOUN
easat-8654	222	3	predictions	prediction	NOUN
easat-8654	222	4	were	be	AUX
easat-8654	222	5	83	83	NUM
easat-8654	222	6	%	%	NOUN
easat-8654	222	7	accurate	accurate	ADJ
easat-8654	222	8	with	with	ADP
easat-8654	222	9	the	the	DET
easat-8654	222	10	ml	ml	NOUN
easat-8654	222	11	model	model	NOUN
easat-8654	222	12	and	and	CCONJ
easat-8654	222	13	89	89	NUM
easat-8654	222	14	%	%	NOUN
easat-8654	222	15	with	with	ADP
easat-8654	222	16	the	the	DET
easat-8654	222	17	eai	eai	PROPN
easat-8654	222	18	-	-	PUNCT
easat-8654	222	19	wqp	wqp	NOUN
easat-8654	222	20	system	system	NOUN
easat-8654	222	21	.	.	PUNCT
easat-8654	223	1	chemical	chemical	ADJ
easat-8654	223	2	oxygen	oxygen	NOUN
easat-8654	223	3	demand	demand	NOUN
easat-8654	223	4	(	(	PUNCT
easat-8654	223	5	cod	cod	NOUN
easat-8654	223	6	)	)	PUNCT
easat-8654	223	7	showed	show	VERB
easat-8654	223	8	an	an	DET
easat-8654	223	9	accuracy	accuracy	NOUN
easat-8654	223	10	of	of	ADP
easat-8654	223	11	82	82	NUM
easat-8654	223	12	%	%	NOUN
easat-8654	223	13	with	with	ADP
easat-8654	223	14	the	the	DET
easat-8654	223	15	ml	ml	PROPN
easat-8654	223	16	model	model	NOUN
easat-8654	223	17	,	,	PUNCT
easat-8654	223	18	and	and	CCONJ
easat-8654	223	19	91	91	NUM
easat-8654	223	20	%	%	NOUN
easat-8654	223	21	with	with	ADP
easat-8654	223	22	the	the	DET
easat-8654	223	23	eai	eai	PROPN
easat-8654	223	24	-	-	PUNCT
easat-8654	223	25	wqp	wqp	NOUN
easat-8654	223	26	system	system	NOUN
easat-8654	223	27	.	.	PUNCT
easat-8654	224	1	lastly	lastly	ADV
easat-8654	224	2	,	,	PUNCT
easat-8654	224	3	nitrate	nitrate	NOUN
easat-8654	224	4	levels	level	NOUN
easat-8654	224	5	were	be	AUX
easat-8654	224	6	predicted	predict	VERB
easat-8654	224	7	with	with	ADP
easat-8654	224	8	80	80	NUM
easat-8654	224	9	%	%	NOUN
easat-8654	224	10	accuracy	accuracy	NOUN
easat-8654	224	11	by	by	ADP
easat-8654	224	12	the	the	DET
easat-8654	224	13	ml	ml	PROPN
easat-8654	224	14	model	model	NOUN
easat-8654	224	15	and	and	CCONJ
easat-8654	224	16	88	88	NUM
easat-8654	224	17	%	%	NOUN
easat-8654	224	18	by	by	ADP
easat-8654	224	19	the	the	DET
easat-8654	224	20	eai	eai	PROPN
easat-8654	224	21	-	-	PUNCT
easat-8654	224	22	wqp	wqp	NOUN
easat-8654	224	23	system	system	NOUN
easat-8654	224	24	.	.	PUNCT
easat-8654	225	1	overall	overall	ADV
easat-8654	225	2	,	,	PUNCT
easat-8654	225	3	the	the	DET
easat-8654	225	4	eai	eai	PROPN
easat-8654	225	5	-	-	PUNCT
easat-8654	225	6	wqp	wqp	NOUN
easat-8654	225	7	system	system	NOUN
easat-8654	225	8	consistently	consistently	ADV
easat-8654	225	9	outperforms	outperform	VERB
easat-8654	225	10	the	the	DET
easat-8654	225	11	ml	ml	NOUN
easat-8654	225	12	model	model	NOUN
easat-8654	225	13	across	across	ADP
easat-8654	225	14	all	all	DET
easat-8654	225	15	water	water	NOUN
easat-8654	225	16	quality	quality	NOUN
easat-8654	225	17	parameters	parameter	NOUN
easat-8654	225	18	.	.	PUNCT
easat-8654	226	1	3.2	3.2	NUM
easat-8654	226	2	.	.	PUNCT
easat-8654	226	3	precision	precision	NOUN
easat-8654	226	4	figure	figure	NOUN
easat-8654	226	5	4	4	NUM
easat-8654	226	6	compares	compare	VERB
easat-8654	226	7	the	the	DET
easat-8654	226	8	precision	precision	NOUN
easat-8654	226	9	of	of	ADP
easat-8654	226	10	ml	ml	NOUN
easat-8654	226	11	models	model	NOUN
easat-8654	226	12	and	and	CCONJ
easat-8654	226	13	the	the	DET
easat-8654	226	14	eai	eai	PROPN
easat-8654	226	15	-	-	PUNCT
easat-8654	226	16	wqp	wqp	NOUN
easat-8654	226	17	system	system	NOUN
easat-8654	226	18	,	,	PUNCT
easat-8654	226	19	which	which	PRON
easat-8654	226	20	uses	use	VERB
easat-8654	226	21	anfis	anfi	VERB
easat-8654	226	22	and	and	CCONJ
easat-8654	226	23	firefly	firefly	NOUN
easat-8654	226	24	algorithm	algorithm	NOUN
easat-8654	226	25	.	.	PUNCT
easat-8654	227	1	the	the	DET
easat-8654	227	2	eai	eai	PROPN
easat-8654	227	3	-	-	PUNCT
easat-8654	227	4	wqp	wqp	NOUN
easat-8654	227	5	system	system	NOUN
easat-8654	227	6	consistently	consistently	ADV
easat-8654	227	7	outperformed	outperform	VERB
easat-8654	227	8	the	the	DET
easat-8654	227	9	ml	ml	PROPN
easat-8654	227	10	model	model	NOUN
easat-8654	227	11	across	across	ADP
easat-8654	227	12	all	all	DET
easat-8654	227	13	parameters	parameter	NOUN
easat-8654	227	14	.	.	PUNCT
easat-8654	228	1	for	for	ADP
easat-8654	228	2	ph	ph	PROPN
easat-8654	228	3	,	,	PUNCT
easat-8654	228	4	the	the	DET
easat-8654	228	5	ml	ml	PROPN
easat-8654	228	6	model	model	NOUN
easat-8654	228	7	achieved	achieve	VERB
easat-8654	228	8	85	85	NUM
easat-8654	228	9	%	%	NOUN
easat-8654	228	10	precision	precision	NOUN
easat-8654	228	11	,	,	PUNCT
easat-8654	228	12	while	while	SCONJ
easat-8654	228	13	eai	eai	NOUN
easat-8654	228	14	-	-	PUNCT
easat-8654	228	15	wqp	wqp	NOUN
easat-8654	228	16	reached	reach	VERB
easat-8654	228	17	93	93	NUM
easat-8654	228	18	%	%	NOUN
easat-8654	228	19	.	.	PUNCT
easat-8654	229	1	turbidity	turbidity	NOUN
easat-8654	229	2	precision	precision	NOUN
easat-8654	229	3	was	be	AUX
easat-8654	229	4	82	82	NUM
easat-8654	229	5	%	%	NOUN
easat-8654	229	6	for	for	ADP
easat-8654	229	7	the	the	DET
easat-8654	229	8	ml	ml	NOUN
easat-8654	229	9	model	model	NOUN
easat-8654	229	10	and	and	CCONJ
easat-8654	229	11	90	90	NUM
easat-8654	229	12	%	%	NOUN
easat-8654	229	13	for	for	ADP
easat-8654	229	14	eai	eai	NOUN
easat-8654	229	15	-	-	PUNCT
easat-8654	229	16	wqp	wqp	NOUN
easat-8654	229	17	.	.	PUNCT
easat-8654	230	1	dissolved	dissolve	VERB
easat-8654	230	2	oxygen	oxygen	NOUN
easat-8654	230	3	(	(	PUNCT
easat-8654	230	4	do	do	AUX
easat-8654	230	5	)	)	PUNCT
easat-8654	230	6	had	have	VERB
easat-8654	230	7	84	84	NUM
easat-8654	230	8	%	%	NOUN
easat-8654	230	9	precision	precision	NOUN
easat-8654	230	10	with	with	ADP
easat-8654	230	11	the	the	DET
easat-8654	230	12	ml	ml	NOUN
easat-8654	230	13	model	model	NOUN
easat-8654	230	14	and	and	CCONJ
easat-8654	230	15	91	91	NUM
easat-8654	230	16	%	%	NOUN
easat-8654	230	17	with	with	ADP
easat-8654	230	18	eai	eai	PROPN
easat-8654	230	19	-	-	PUNCT
easat-8654	230	20	wqp	wqp	NOUN
easat-8654	230	21	.	.	PUNCT
easat-8654	230	22	conductivity	conductivity	NOUN
easat-8654	230	23	,	,	PUNCT
easat-8654	230	24	total	total	ADJ
easat-8654	230	25	coliform	coliform	NOUN
easat-8654	230	26	,	,	PUNCT
easat-8654	230	27	faecal	faecal	ADJ
easat-8654	230	28	coliform	coliform	NOUN
easat-8654	230	29	,	,	PUNCT
easat-8654	230	30	chemical	chemical	NOUN
easat-8654	230	31	oxygen	oxygen	NOUN
easat-8654	230	32	demand	demand	NOUN
easat-8654	230	33	(	(	PUNCT
easat-8654	230	34	cod	cod	NOUN
easat-8654	230	35	)	)	PUNCT
easat-8654	230	36	,	,	PUNCT
easat-8654	230	37	and	and	CCONJ
easat-8654	230	38	nitrate	nitrate	NOUN
easat-8654	230	39	also	also	ADV
easat-8654	230	40	showed	show	VERB
easat-8654	230	41	higher	high	ADJ
easat-8654	230	42	precision	precision	NOUN
easat-8654	230	43	with	with	ADP
easat-8654	230	44	eai	eai	NOUN
easat-8654	230	45	-	-	PUNCT
easat-8654	230	46	wqp	wqp	NOUN
easat-8654	230	47	compared	compare	VERB
easat-8654	230	48	to	to	ADP
easat-8654	230	49	the	the	DET
easat-8654	230	50	ml	ml	PROPN
easat-8654	230	51	model	model	NOUN
easat-8654	230	52	.	.	PUNCT
easat-8654	231	1	figure	figure	VERB
easat-8654	231	2	4	4	NUM
easat-8654	231	3	.	.	PUNCT
easat-8654	231	4	precision	precision	NOUN
easat-8654	231	5	results	result	NOUN
easat-8654	231	6	of	of	ADP
easat-8654	231	7	ml	ml	NOUN
easat-8654	231	8	model	model	NOUN
easat-8654	231	9	vs.	vs.	ADP
easat-8654	231	10	eai	eai	PROPN
easat-8654	231	11	-	-	PUNCT
easat-8654	231	12	wqp	wqp	NOUN
easat-8654	231	13	system	system	NOUN
easat-8654	231	14	.	.	PUNCT
easat-8654	232	1	3.3	3.3	NUM
easat-8654	232	2	.	.	PUNCT
easat-8654	233	1	recall	recall	VERB
easat-8654	233	2	the	the	DET
easat-8654	233	3	comparison	comparison	NOUN
easat-8654	233	4	between	between	ADP
easat-8654	233	5	the	the	DET
easat-8654	233	6	machine	machine	NOUN
easat-8654	233	7	learning	learning	NOUN
easat-8654	233	8	(	(	PUNCT
easat-8654	233	9	ml	ml	NOUN
easat-8654	233	10	)	)	PUNCT
easat-8654	233	11	model	model	NOUN
easat-8654	233	12	and	and	CCONJ
easat-8654	233	13	the	the	DET
easat-8654	233	14	eai	eai	PROPN
easat-8654	233	15	-	-	PUNCT
easat-8654	233	16	wqp	wqp	NOUN
easat-8654	233	17	system	system	NOUN
easat-8654	233	18	(	(	PUNCT
easat-8654	233	19	which	which	PRON
easat-8654	233	20	combines	combine	VERB
easat-8654	233	21	anfis	anfi	VERB
easat-8654	233	22	and	and	CCONJ
easat-8654	233	23	the	the	DET
easat-8654	233	24	firefly	firefly	NOUN
easat-8654	233	25	algorithm	algorithm	NOUN
easat-8654	233	26	)	)	PUNCT
easat-8654	233	27	across	across	ADP
easat-8654	233	28	various	various	ADJ
easat-8654	233	29	water	water	NOUN
easat-8654	233	30	quality	quality	NOUN
easat-8654	233	31	parameters	parameter	NOUN
easat-8654	233	32	reveals	reveal	VERB
easat-8654	233	33	a	a	DET
easat-8654	233	34	generally	generally	ADV
easat-8654	233	35	superior	superior	ADJ
easat-8654	233	36	performance	performance	NOUN
easat-8654	233	37	of	of	ADP
easat-8654	233	38	the	the	DET
easat-8654	233	39	eai	eai	PROPN
easat-8654	233	40	-	-	PUNCT
easat-8654	233	41	wqp	wqp	NOUN
easat-8654	233	42	system	system	NOUN
easat-8654	233	43	.	.	PUNCT
easat-8654	234	1	specifically	specifically	ADV
easat-8654	234	2	,	,	PUNCT
easat-8654	234	3	for	for	ADP
easat-8654	234	4	ph	ph	PROPN
easat-8654	234	5	,	,	PUNCT
easat-8654	234	6	the	the	DET
easat-8654	234	7	eai	eai	PROPN
easat-8654	234	8	-	-	PUNCT
easat-8654	234	9	wqp	wqp	NOUN
easat-8654	234	10	system	system	NOUN
easat-8654	234	11	achieved	achieve	VERB
easat-8654	234	12	a	a	DET
easat-8654	234	13	recall	recall	NOUN
easat-8654	234	14	of	of	ADP
easat-8654	234	15	92	92	NUM
easat-8654	234	16	%	%	NOUN
easat-8654	234	17	,	,	PUNCT
easat-8654	234	18	outperforming	outperform	VERB
easat-8654	234	19	the	the	DET
easat-8654	234	20	ml	ml	PROPN
easat-8654	234	21	model	model	NOUN
easat-8654	234	22	's	's	PART
easat-8654	234	23	84	84	NUM
easat-8654	234	24	%	%	NOUN
easat-8654	234	25	.	.	PUNCT
easat-8654	235	1	similarly	similarly	ADV
easat-8654	235	2	,	,	PUNCT
easat-8654	235	3	the	the	DET
easat-8654	235	4	eai	eai	PROPN
easat-8654	235	5	-	-	PUNCT
easat-8654	235	6	wqp	wqp	NOUN
easat-8654	235	7	system	system	NOUN
easat-8654	235	8	showed	show	VERB
easat-8654	235	9	higher	high	ADJ
easat-8654	235	10	recall	recall	NOUN
easat-8654	235	11	rates	rate	NOUN
easat-8654	235	12	for	for	ADP
easat-8654	235	13	turbidity	turbidity	NOUN
easat-8654	235	14	(	(	PUNCT
easat-8654	235	15	91	91	NUM
easat-8654	235	16	%	%	NOUN
easat-8654	235	17	vs.	vs.	ADP
easat-8654	235	18	83	83	NUM
easat-8654	235	19	%	%	NOUN
easat-8654	235	20	)	)	PUNCT
easat-8654	235	21	,	,	PUNCT
easat-8654	235	22	dissolved	dissolve	VERB
easat-8654	235	23	oxygen	oxygen	NOUN
easat-8654	235	24	(	(	PUNCT
easat-8654	235	25	93	93	NUM
easat-8654	235	26	%	%	NOUN
easat-8654	235	27	vs.	vs.	ADP
easat-8654	235	28	85	85	NUM
easat-8654	235	29	%	%	NOUN
easat-8654	235	30	)	)	PUNCT
easat-8654	235	31	,	,	PUNCT
easat-8654	235	32	conductivity	conductivity	NOUN
easat-8654	235	33	(	(	PUNCT
easat-8654	235	34	90	90	NUM
easat-8654	235	35	%	%	NOUN
easat-8654	235	36	vs.	vs.	ADP
easat-8654	235	37	82	82	NUM
easat-8654	235	38	%	%	NOUN
easat-8654	235	39	)	)	PUNCT
easat-8654	235	40	,	,	PUNCT
easat-8654	235	41	total	total	ADJ
easat-8654	235	42	coliform	coliform	NOUN
easat-8654	235	43	(	(	PUNCT
easat-8654	235	44	89	89	NUM
easat-8654	235	45	%	%	NOUN
easat-8654	235	46	vs.	vs.	ADP
easat-8654	235	47	80	80	NUM
easat-8654	235	48	%	%	NOUN
easat-8654	235	49	)	)	PUNCT
easat-8654	235	50	,	,	PUNCT
easat-8654	235	51	faecal	faecal	ADJ
easat-8654	235	52	coliform	coliform	NOUN
easat-8654	235	53	(	(	PUNCT
easat-8654	235	54	87	87	NUM
easat-8654	235	55	%	%	NOUN
easat-8654	235	56	vs.	vs.	ADP
easat-8654	235	57	78	78	NUM
easat-8654	235	58	%	%	NOUN
easat-8654	235	59	)	)	PUNCT
easat-8654	235	60	,	,	PUNCT
easat-8654	235	61	chemical	chemical	ADJ
easat-8654	235	62	oxygen	oxygen	NOUN
easat-8654	235	63	demand	demand	NOUN
easat-8654	235	64	(	(	PUNCT
easat-8654	235	65	88	88	NUM
easat-8654	235	66	%	%	NOUN
easat-8654	235	67	vs.	vs.	ADP
easat-8654	235	68	81	81	NUM
easat-8654	235	69	%	%	NOUN
easat-8654	235	70	)	)	PUNCT
easat-8654	235	71	,	,	PUNCT
easat-8654	235	72	and	and	CCONJ
easat-8654	235	73	ph	ph	ADJ
easat-8654	235	74	turbidity	turbidity	NOUN
easat-8654	235	75	dissolved	dissolve	VERB
easat-8654	235	76	oxygen	oxygen	NOUN
easat-8654	235	77	(	(	PUNCT
easat-8654	235	78	do	do	AUX
easat-8654	235	79	)	)	PUNCT
easat-8654	235	80	conductivity	conductivity	NOUN
easat-8654	235	81	total	total	ADJ
easat-8654	235	82	coliform	coliform	NOUN
easat-8654	235	83	faecal	faecal	ADJ
easat-8654	235	84	coliform	coliform	NOUN
easat-8654	235	85	chemical	chemical	NOUN
easat-8654	235	86	oxygen	oxygen	NOUN
easat-8654	235	87	demand	demand	NOUN
easat-8654	235	88	(	(	PUNCT
easat-8654	235	89	cod	cod	NOUN
easat-8654	235	90	)	)	PUNCT
easat-8654	235	91	nitrate	nitrate	NOUN
easat-8654	235	92	0	0	NUM
easat-8654	235	93	20	20	NUM
easat-8654	235	94	40	40	NUM
easat-8654	235	95	60	60	NUM
easat-8654	235	96	80	80	NUM
easat-8654	235	97	100	100	NUM
easat-8654	235	98	120	120	NUM
easat-8654	235	99	precision	precision	NOUN
easat-8654	235	100	m	m	VERB
easat-8654	235	101	l	l	NOUN
easat-8654	235	102	m	m	NOUN
easat-8654	235	103	o	o	X
easat-8654	236	1	d	d	X
easat-8654	236	2	el	el	PROPN
easat-8654	236	3	p	p	X
easat-8654	236	4	re	re	PUNCT
easat-8654	236	5	ci	ci	PROPN
easat-8654	236	6	si	si	PROPN
easat-8654	236	7	o	o	PROPN
easat-8654	236	8	n	n	CCONJ
easat-8654	236	9	(	(	PUNCT
easat-8654	236	10	%	%	NOUN
easat-8654	236	11	)	)	PUNCT
easat-8654	236	12	water	water	NOUN
easat-8654	236	13	quality	quality	NOUN
easat-8654	236	14	parameter	parameter	NOUN
easat-8654	236	15	ml	ml	PROPN
easat-8654	236	16	model	model	PROPN
easat-8654	236	17	precision	precision	NOUN
easat-8654	236	18	(	(	PUNCT
easat-8654	236	19	%	%	INTJ
easat-8654	236	20	)	)	PUNCT
easat-8654	236	21	eai	eai	NOUN
easat-8654	236	22	-	-	PUNCT
easat-8654	236	23	wqi	wqi	ADJ
easat-8654	236	24	system	system	NOUN
easat-8654	236	25	precision	precision	NOUN
easat-8654	236	26	(	(	PUNCT
easat-8654	236	27	anfis+firefly	anfis+firefly	PROPN
easat-8654	236	28	)	)	PUNCT
easat-8654	236	29	(	(	PUNCT
easat-8654	236	30	%	%	INTJ
easat-8654	236	31	)	)	PUNCT
easat-8654	236	32	545	545	NUM
easat-8654	236	33	edelweiss	edelweiss	PROPN
easat-8654	236	34	applied	apply	VERB
easat-8654	236	35	science	science	NOUN
easat-8654	236	36	and	and	CCONJ
easat-8654	236	37	technology	technology	NOUN
easat-8654	236	38	issn	issn	PROPN
easat-8654	236	39	:	:	PUNCT
easat-8654	236	40	2576	2576	NUM
easat-8654	236	41	-	-	SYM
easat-8654	236	42	8484	8484	NUM
easat-8654	236	43	vol	vol	NOUN
easat-8654	236	44	.	.	PROPN
easat-8654	236	45	9	9	NUM
easat-8654	236	46	,	,	PUNCT
easat-8654	236	47	no	no	INTJ
easat-8654	236	48	.	.	NOUN
easat-8654	236	49	7	7	NUM
easat-8654	236	50	:	:	PUNCT
easat-8654	236	51	536	536	NUM
easat-8654	236	52	-	-	SYM
easat-8654	236	53	549	549	NUM
easat-8654	236	54	,	,	PUNCT
easat-8654	236	55	2025	2025	NUM
easat-8654	236	56	doi	doi	NOUN
easat-8654	236	57	:	:	PUNCT
easat-8654	236	58	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	236	59	©	©	PROPN
easat-8654	236	60	2025	2025	NUM
easat-8654	236	61	by	by	ADP
easat-8654	236	62	the	the	DET
easat-8654	236	63	authors	author	NOUN
easat-8654	236	64	;	;	PUNCT
easat-8654	236	65	licensee	licensee	PROPN
easat-8654	236	66	learning	learn	VERB
easat-8654	236	67	gate	gate	NOUN
easat-8654	236	68	nitrate	nitrate	NOUN
easat-8654	236	69	(	(	PUNCT
easat-8654	236	70	86	86	NUM
easat-8654	236	71	%	%	NOUN
easat-8654	236	72	vs.	vs.	ADP
easat-8654	236	73	79	79	NUM
easat-8654	236	74	%	%	NOUN
easat-8654	236	75	)	)	PUNCT
easat-8654	236	76	.	.	PUNCT
easat-8654	237	1	this	this	PRON
easat-8654	237	2	suggests	suggest	VERB
easat-8654	237	3	that	that	SCONJ
easat-8654	237	4	the	the	DET
easat-8654	237	5	eai	eai	PROPN
easat-8654	237	6	-	-	PUNCT
easat-8654	237	7	wqp	wqp	NOUN
easat-8654	237	8	system	system	NOUN
easat-8654	237	9	provides	provide	VERB
easat-8654	237	10	a	a	DET
easat-8654	237	11	more	more	ADV
easat-8654	237	12	accurate	accurate	ADJ
easat-8654	237	13	assessment	assessment	NOUN
easat-8654	237	14	of	of	ADP
easat-8654	237	15	water	water	NOUN
easat-8654	237	16	quality	quality	NOUN
easat-8654	237	17	across	across	ADP
easat-8654	237	18	these	these	DET
easat-8654	237	19	parameters	parameter	NOUN
easat-8654	237	20	compared	compare	VERB
easat-8654	237	21	to	to	ADP
easat-8654	237	22	the	the	DET
easat-8654	237	23	ml	ml	PROPN
easat-8654	237	24	model	model	NOUN
easat-8654	237	25	.	.	PUNCT
easat-8654	238	1	recall	recall	NOUN
easat-8654	238	2	performance	performance	NOUN
easat-8654	238	3	was	be	AUX
easat-8654	238	4	seen	see	VERB
easat-8654	238	5	in	in	ADP
easat-8654	238	6	figure	figure	NOUN
easat-8654	238	7	5	5	NUM
easat-8654	238	8	.	.	PUNCT
easat-8654	238	9	figure	figure	NOUN
easat-8654	238	10	5	5	NUM
easat-8654	238	11	.	.	PUNCT
easat-8654	238	12	recall	recall	NOUN
easat-8654	238	13	results	result	NOUN
easat-8654	238	14	of	of	ADP
easat-8654	238	15	ml	ml	NOUN
easat-8654	238	16	model	model	NOUN
easat-8654	238	17	vs.	vs.	ADP
easat-8654	238	18	eai	eai	PROPN
easat-8654	238	19	-	-	PUNCT
easat-8654	238	20	wqp	wqp	NOUN
easat-8654	238	21	system	system	NOUN
easat-8654	238	22	.	.	PUNCT
easat-8654	239	1	3.4	3.4	NUM
easat-8654	239	2	.	.	PUNCT
easat-8654	240	1	f1	f1	NOUN
easat-8654	240	2	score	score	NOUN
easat-8654	240	3	figure	figure	NOUN
easat-8654	240	4	6	6	NUM
easat-8654	240	5	compares	compare	NOUN
easat-8654	240	6	f1	f1	NOUN
easat-8654	240	7	scores	score	NOUN
easat-8654	240	8	for	for	ADP
easat-8654	240	9	various	various	ADJ
easat-8654	240	10	water	water	NOUN
easat-8654	240	11	quality	quality	NOUN
easat-8654	240	12	parameters	parameter	NOUN
easat-8654	240	13	between	between	ADP
easat-8654	240	14	ml	ml	NOUN
easat-8654	240	15	models	model	NOUN
easat-8654	240	16	and	and	CCONJ
easat-8654	240	17	the	the	DET
easat-8654	240	18	eai	eai	PROPN
easat-8654	240	19	-	-	PUNCT
easat-8654	240	20	wqp	wqp	NOUN
easat-8654	240	21	system	system	NOUN
easat-8654	240	22	,	,	PUNCT
easat-8654	240	23	which	which	PRON
easat-8654	240	24	uses	use	VERB
easat-8654	240	25	anfis	anfi	VERB
easat-8654	240	26	and	and	CCONJ
easat-8654	240	27	firefly	firefly	NOUN
easat-8654	240	28	algorithm	algorithm	NOUN
easat-8654	240	29	.	.	PUNCT
easat-8654	241	1	the	the	DET
easat-8654	241	2	eai	eai	PROPN
easat-8654	241	3	-	-	PUNCT
easat-8654	241	4	wqp	wqp	NOUN
easat-8654	241	5	system	system	NOUN
easat-8654	241	6	outperforms	outperform	VERB
easat-8654	241	7	the	the	DET
easat-8654	241	8	ml	ml	NOUN
easat-8654	241	9	model	model	NOUN
easat-8654	241	10	in	in	ADP
easat-8654	241	11	most	most	ADJ
easat-8654	241	12	cases	case	NOUN
easat-8654	241	13	:	:	PUNCT
easat-8654	241	14	ph	ph	NOUN
easat-8654	241	15	(	(	PUNCT
easat-8654	241	16	92	92	NUM
easat-8654	241	17	%	%	NOUN
easat-8654	241	18	vs.	vs.	ADP
easat-8654	241	19	86	86	NUM
easat-8654	241	20	%	%	NOUN
easat-8654	241	21	)	)	PUNCT
easat-8654	241	22	,	,	PUNCT
easat-8654	241	23	turbidity	turbidity	NOUN
easat-8654	241	24	(	(	PUNCT
easat-8654	241	25	91	91	NUM
easat-8654	241	26	%	%	NOUN
easat-8654	241	27	vs.	vs.	ADP
easat-8654	241	28	84	84	NUM
easat-8654	241	29	%	%	NOUN
easat-8654	241	30	)	)	PUNCT
easat-8654	241	31	,	,	PUNCT
easat-8654	241	32	and	and	CCONJ
easat-8654	241	33	dissolved	dissolve	VERB
easat-8654	241	34	oxygen	oxygen	NOUN
easat-8654	241	35	(	(	PUNCT
easat-8654	241	36	92	92	NUM
easat-8654	241	37	%	%	NOUN
easat-8654	241	38	vs.	vs.	ADP
easat-8654	241	39	85	85	NUM
easat-8654	241	40	%	%	NOUN
easat-8654	241	41	)	)	PUNCT
easat-8654	241	42	.	.	PUNCT
easat-8654	242	1	the	the	DET
easat-8654	242	2	ml	ml	PROPN
easat-8654	242	3	model	model	PROPN
easat-8654	242	4	scores	score	NOUN
easat-8654	242	5	higher	high	ADJ
easat-8654	242	6	for	for	ADP
easat-8654	242	7	conductivity	conductivity	NOUN
easat-8654	242	8	(	(	PUNCT
easat-8654	242	9	83	83	NUM
easat-8654	242	10	%	%	NOUN
easat-8654	242	11	vs.	vs.	ADP
easat-8654	242	12	80	80	NUM
easat-8654	242	13	%	%	NOUN
easat-8654	242	14	)	)	PUNCT
easat-8654	242	15	,	,	PUNCT
easat-8654	242	16	while	while	SCONJ
easat-8654	242	17	the	the	DET
easat-8654	242	18	eai	eai	PROPN
easat-8654	242	19	-	-	PUNCT
easat-8654	242	20	wqp	wqp	NOUN
easat-8654	242	21	system	system	NOUN
easat-8654	242	22	leads	lead	VERB
easat-8654	242	23	for	for	ADP
easat-8654	242	24	total	total	ADJ
easat-8654	242	25	coliform	coliform	NOUN
easat-8654	242	26	(	(	PUNCT
easat-8654	242	27	88	88	NUM
easat-8654	242	28	%	%	NOUN
easat-8654	242	29	vs.	vs.	ADP
easat-8654	242	30	81	81	NUM
easat-8654	242	31	%	%	NOUN
easat-8654	242	32	)	)	PUNCT
easat-8654	242	33	,	,	PUNCT
easat-8654	242	34	faecal	faecal	ADJ
easat-8654	242	35	coliform	coliform	NOUN
easat-8654	242	36	(	(	PUNCT
easat-8654	242	37	86	86	NUM
easat-8654	242	38	%	%	NOUN
easat-8654	242	39	vs.	vs.	ADP
easat-8654	242	40	79	79	NUM
easat-8654	242	41	%	%	NOUN
easat-8654	242	42	)	)	PUNCT
easat-8654	242	43	,	,	PUNCT
easat-8654	242	44	cod	cod	NOUN
easat-8654	242	45	(	(	PUNCT
easat-8654	242	46	89	89	NUM
easat-8654	242	47	%	%	NOUN
easat-8654	242	48	vs.	vs.	ADP
easat-8654	242	49	82	82	NUM
easat-8654	242	50	%	%	NOUN
easat-8654	242	51	)	)	PUNCT
easat-8654	242	52	,	,	PUNCT
easat-8654	242	53	and	and	CCONJ
easat-8654	242	54	nitrate	nitrate	NOUN
easat-8654	242	55	(	(	PUNCT
easat-8654	242	56	87	87	NUM
easat-8654	242	57	%	%	NOUN
easat-8654	242	58	vs.	vs.	ADP
easat-8654	242	59	80	80	NUM
easat-8654	242	60	%	%	NOUN
easat-8654	242	61	)	)	PUNCT
easat-8654	242	62	.	.	PUNCT
easat-8654	243	1	figure	figure	VERB
easat-8654	243	2	6	6	NUM
easat-8654	243	3	.	.	PUNCT
easat-8654	244	1	f1	f1	NOUN
easat-8654	244	2	score	score	NOUN
easat-8654	244	3	results	result	NOUN
easat-8654	244	4	of	of	ADP
easat-8654	244	5	ml	ml	NOUN
easat-8654	244	6	model	model	NOUN
easat-8654	244	7	vs.	vs.	ADP
easat-8654	244	8	eai	eai	PROPN
easat-8654	244	9	-	-	PUNCT
easat-8654	244	10	wqp	wqp	NOUN
easat-8654	244	11	system	system	NOUN
easat-8654	244	12	.	.	PUNCT
easat-8654	245	1	546	546	NUM
easat-8654	245	2	edelweiss	edelweiss	PROPN
easat-8654	245	3	applied	apply	VERB
easat-8654	245	4	science	science	NOUN
easat-8654	245	5	and	and	CCONJ
easat-8654	245	6	technology	technology	NOUN
easat-8654	245	7	issn	issn	PROPN
easat-8654	245	8	:	:	PUNCT
easat-8654	245	9	2576	2576	NUM
easat-8654	245	10	-	-	SYM
easat-8654	245	11	8484	8484	NUM
easat-8654	245	12	vol	vol	NOUN
easat-8654	245	13	.	.	PROPN
easat-8654	246	1	9	9	NUM
easat-8654	246	2	,	,	PUNCT
easat-8654	246	3	no	no	INTJ
easat-8654	246	4	.	.	NOUN
easat-8654	247	1	7	7	NUM
easat-8654	247	2	:	:	PUNCT
easat-8654	247	3	536	536	NUM
easat-8654	247	4	-	-	SYM
easat-8654	247	5	549	549	NUM
easat-8654	247	6	,	,	PUNCT
easat-8654	247	7	2025	2025	NUM
easat-8654	247	8	doi	doi	NOUN
easat-8654	247	9	:	:	PUNCT
easat-8654	247	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	247	11	©	©	PROPN
easat-8654	247	12	2025	2025	NUM
easat-8654	247	13	by	by	ADP
easat-8654	247	14	the	the	DET
easat-8654	247	15	authors	author	NOUN
easat-8654	247	16	;	;	PUNCT
easat-8654	247	17	licensee	licensee	PROPN
easat-8654	247	18	learning	learning	NOUN
easat-8654	247	19	gate	gate	NOUN
easat-8654	247	20	3.5	3.5	NUM
easat-8654	247	21	.	.	PUNCT
easat-8654	248	1	comparative	comparative	ADJ
easat-8654	248	2	analysis	analysis	NOUN
easat-8654	248	3	of	of	ADP
easat-8654	248	4	proposed	propose	VERB
easat-8654	248	5	and	and	CCONJ
easat-8654	248	6	existing	exist	VERB
easat-8654	248	7	ml	ml	NOUN
easat-8654	248	8	model	model	NOUN
easat-8654	248	9	table	table	NOUN
easat-8654	248	10	2	2	NUM
easat-8654	248	11	and	and	CCONJ
easat-8654	248	12	figure	figure	NOUN
easat-8654	248	13	7	7	NUM
easat-8654	248	14	displayed	display	VERB
easat-8654	248	15	the	the	DET
easat-8654	248	16	performance	performance	NOUN
easat-8654	248	17	metrics	metric	NOUN
easat-8654	248	18	of	of	ADP
easat-8654	248	19	various	various	ADJ
easat-8654	248	20	models	model	NOUN
easat-8654	248	21	that	that	PRON
easat-8654	248	22	reveal	reveal	VERB
easat-8654	248	23	distinct	distinct	ADJ
easat-8654	248	24	levels	level	NOUN
easat-8654	248	25	of	of	ADP
easat-8654	248	26	effectiveness	effectiveness	NOUN
easat-8654	248	27	.	.	PUNCT
easat-8654	249	1	the	the	DET
easat-8654	249	2	proposed	propose	VERB
easat-8654	249	3	eai	eai	PROPN
easat-8654	249	4	-	-	PUNCT
easat-8654	249	5	wqp	wqp	NOUN
easat-8654	249	6	model	model	NOUN
easat-8654	249	7	,	,	PUNCT
easat-8654	249	8	utilizing	utilize	VERB
easat-8654	249	9	firefly	firefly	NOUN
easat-8654	249	10	and	and	CCONJ
easat-8654	249	11	anfis	anfis	PROPN
easat-8654	249	12	,	,	PUNCT
easat-8654	249	13	demonstrated	demonstrate	VERB
easat-8654	249	14	the	the	DET
easat-8654	249	15	highest	high	ADJ
easat-8654	249	16	performance	performance	NOUN
easat-8654	249	17	with	with	ADP
easat-8654	249	18	an	an	DET
easat-8654	249	19	accuracy	accuracy	NOUN
easat-8654	249	20	of	of	ADP
easat-8654	249	21	94.5	94.5	NUM
easat-8654	249	22	%	%	NOUN
easat-8654	249	23	,	,	PUNCT
easat-8654	249	24	precision	precision	NOUN
easat-8654	249	25	of	of	ADP
easat-8654	249	26	92.3	92.3	NUM
easat-8654	249	27	%	%	NOUN
easat-8654	249	28	,	,	PUNCT
easat-8654	249	29	recall	recall	NOUN
easat-8654	249	30	of	of	ADP
easat-8654	249	31	93.7	93.7	NUM
easat-8654	249	32	%	%	NOUN
easat-8654	249	33	,	,	PUNCT
easat-8654	249	34	and	and	CCONJ
easat-8654	249	35	an	an	DET
easat-8654	249	36	f1	f1	NOUN
easat-8654	249	37	-	-	PUNCT
easat-8654	249	38	score	score	NOUN
easat-8654	249	39	of	of	ADP
easat-8654	249	40	93.0	93.0	NUM
easat-8654	249	41	%	%	NOUN
easat-8654	249	42	.	.	PUNCT
easat-8654	250	1	the	the	DET
easat-8654	250	2	gru	gru	PROPN
easat-8654	250	3	-	-	ADJ
easat-8654	250	4	arima	arima	PROPN
easat-8654	250	5	model	model	NOUN
easat-8654	250	6	followed	follow	VERB
easat-8654	250	7	with	with	ADP
easat-8654	250	8	an	an	DET
easat-8654	250	9	accuracy	accuracy	NOUN
easat-8654	250	10	of	of	ADP
easat-8654	250	11	88.7	88.7	NUM
easat-8654	250	12	%	%	NOUN
easat-8654	250	13	,	,	PUNCT
easat-8654	250	14	precision	precision	NOUN
easat-8654	250	15	of	of	ADP
easat-8654	250	16	86.5	86.5	NUM
easat-8654	250	17	%	%	NOUN
easat-8654	250	18	,	,	PUNCT
easat-8654	250	19	recall	recall	NOUN
easat-8654	250	20	of	of	ADP
easat-8654	250	21	87.0	87.0	NUM
easat-8654	250	22	%	%	NOUN
easat-8654	250	23	,	,	PUNCT
easat-8654	250	24	and	and	CCONJ
easat-8654	250	25	an	an	DET
easat-8654	250	26	f1	f1	NOUN
easat-8654	250	27	-	-	PUNCT
easat-8654	250	28	score	score	NOUN
easat-8654	250	29	of	of	ADP
easat-8654	250	30	86.7	86.7	NUM
easat-8654	250	31	%	%	NOUN
easat-8654	250	32	.	.	PUNCT
easat-8654	251	1	the	the	DET
easat-8654	251	2	svm	svm	PROPN
easat-8654	251	3	model	model	NOUN
easat-8654	251	4	exhibited	exhibit	VERB
easat-8654	251	5	an	an	DET
easat-8654	251	6	accuracy	accuracy	NOUN
easat-8654	251	7	of	of	ADP
easat-8654	251	8	85.2	85.2	NUM
easat-8654	251	9	%	%	NOUN
easat-8654	251	10	,	,	PUNCT
easat-8654	251	11	precision	precision	NOUN
easat-8654	251	12	of	of	ADP
easat-8654	251	13	83.4	83.4	NUM
easat-8654	251	14	%	%	NOUN
easat-8654	251	15	,	,	PUNCT
easat-8654	251	16	recall	recall	NOUN
easat-8654	251	17	of	of	ADP
easat-8654	251	18	84.1	84.1	NUM
easat-8654	251	19	%	%	NOUN
easat-8654	251	20	,	,	PUNCT
easat-8654	251	21	and	and	CCONJ
easat-8654	251	22	an	an	DET
easat-8654	251	23	f1	f1	NOUN
easat-8654	251	24	-	-	PUNCT
easat-8654	251	25	score	score	NOUN
easat-8654	251	26	of	of	ADP
easat-8654	251	27	83.7	83.7	NUM
easat-8654	251	28	%	%	NOUN
easat-8654	251	29	.	.	PUNCT
easat-8654	252	1	lastly	lastly	ADV
easat-8654	252	2	,	,	PUNCT
easat-8654	252	3	the	the	DET
easat-8654	252	4	random	random	ADJ
easat-8654	252	5	forest	forest	NOUN
easat-8654	252	6	model	model	NOUN
easat-8654	252	7	recorded	record	VERB
easat-8654	252	8	an	an	DET
easat-8654	252	9	accuracy	accuracy	NOUN
easat-8654	252	10	of	of	ADP
easat-8654	252	11	87.9	87.9	NUM
easat-8654	252	12	%	%	NOUN
easat-8654	252	13	,	,	PUNCT
easat-8654	252	14	precision	precision	NOUN
easat-8654	252	15	of	of	ADP
easat-8654	252	16	85.7	85.7	NUM
easat-8654	252	17	%	%	NOUN
easat-8654	252	18	,	,	PUNCT
easat-8654	252	19	recall	recall	NOUN
easat-8654	252	20	of	of	ADP
easat-8654	252	21	86.3	86.3	NUM
easat-8654	252	22	%	%	NOUN
easat-8654	252	23	,	,	PUNCT
easat-8654	252	24	and	and	CCONJ
easat-8654	252	25	an	an	DET
easat-8654	252	26	f1	f1	NOUN
easat-8654	252	27	-	-	PUNCT
easat-8654	252	28	score	score	NOUN
easat-8654	252	29	of	of	ADP
easat-8654	252	30	86.0	86.0	NUM
easat-8654	252	31	%	%	NOUN
easat-8654	252	32	.	.	PUNCT
easat-8654	253	1	overall	overall	ADV
easat-8654	253	2	,	,	PUNCT
easat-8654	253	3	the	the	DET
easat-8654	253	4	proposed	propose	VERB
easat-8654	253	5	eai	eai	PROPN
easat-8654	253	6	-	-	PUNCT
easat-8654	253	7	wqp	wqp	NOUN
easat-8654	253	8	model	model	NOUN
easat-8654	253	9	outperformed	outperform	VERB
easat-8654	253	10	the	the	DET
easat-8654	253	11	other	other	ADJ
easat-8654	253	12	models	model	NOUN
easat-8654	253	13	in	in	ADP
easat-8654	253	14	all	all	DET
easat-8654	253	15	evaluated	evaluated	ADJ
easat-8654	253	16	metrics	metric	NOUN
easat-8654	253	17	.	.	PUNCT
easat-8654	254	1	gru	gru	NOUN
easat-8654	254	2	-	-	NOUN
easat-8654	254	3	arima	arima	PROPN
easat-8654	254	4	,	,	PUNCT
easat-8654	254	5	svm	svm	NOUN
easat-8654	254	6	,	,	PUNCT
easat-8654	254	7	and	and	CCONJ
easat-8654	254	8	random	random	ADJ
easat-8654	254	9	forest	forest	NOUN
easat-8654	254	10	were	be	AUX
easat-8654	254	11	chosen	choose	VERB
easat-8654	254	12	as	as	ADP
easat-8654	254	13	comparison	comparison	NOUN
easat-8654	254	14	models	model	NOUN
easat-8654	254	15	because	because	SCONJ
easat-8654	254	16	they	they	PRON
easat-8654	254	17	represent	represent	VERB
easat-8654	254	18	different	different	ADJ
easat-8654	254	19	approaches	approach	NOUN
easat-8654	254	20	to	to	ADP
easat-8654	254	21	prediction	prediction	NOUN
easat-8654	254	22	,	,	PUNCT
easat-8654	254	23	offering	offer	VERB
easat-8654	254	24	a	a	DET
easat-8654	254	25	diverse	diverse	ADJ
easat-8654	254	26	evaluation	evaluation	NOUN
easat-8654	254	27	of	of	ADP
easat-8654	254	28	the	the	DET
easat-8654	254	29	proposed	propose	VERB
easat-8654	254	30	model	model	NOUN
easat-8654	254	31	's	's	PART
easat-8654	254	32	performance	performance	NOUN
easat-8654	254	33	.	.	PUNCT
easat-8654	255	1	gru	gru	NOUN
easat-8654	255	2	-	-	NOUN
easat-8654	255	3	arima	arima	PROPN
easat-8654	255	4	combines	combine	VERB
easat-8654	255	5	the	the	DET
easat-8654	255	6	strengths	strength	NOUN
easat-8654	255	7	of	of	ADP
easat-8654	255	8	deep	deep	ADJ
easat-8654	255	9	learning	learning	NOUN
easat-8654	255	10	(	(	PUNCT
easat-8654	255	11	gru	gru	NOUN
easat-8654	255	12	)	)	PUNCT
easat-8654	255	13	and	and	CCONJ
easat-8654	255	14	traditional	traditional	ADJ
easat-8654	255	15	time	time	NOUN
easat-8654	255	16	series	series	PROPN
easat-8654	255	17	forecasting	forecasting	PROPN
easat-8654	255	18	(	(	PUNCT
easat-8654	255	19	arima	arima	PROPN
easat-8654	255	20	)	)	PUNCT
easat-8654	255	21	,	,	PUNCT
easat-8654	255	22	making	make	VERB
easat-8654	255	23	it	it	PRON
easat-8654	255	24	suitable	suitable	ADJ
easat-8654	255	25	for	for	ADP
easat-8654	255	26	predicting	predict	VERB
easat-8654	255	27	water	water	NOUN
easat-8654	255	28	quality	quality	NOUN
easat-8654	255	29	trends	trend	NOUN
easat-8654	255	30	.	.	PUNCT
easat-8654	256	1	svm	svm	PROPN
easat-8654	256	2	is	be	AUX
easat-8654	256	3	known	know	VERB
easat-8654	256	4	for	for	ADP
easat-8654	256	5	its	its	PRON
easat-8654	256	6	ability	ability	NOUN
easat-8654	256	7	to	to	PART
easat-8654	256	8	handle	handle	VERB
easat-8654	256	9	high	high	ADJ
easat-8654	256	10	-	-	PUNCT
easat-8654	256	11	dimensional	dimensional	ADJ
easat-8654	256	12	data	datum	NOUN
easat-8654	256	13	and	and	CCONJ
easat-8654	256	14	perform	perform	VERB
easat-8654	256	15	well	well	ADV
easat-8654	256	16	in	in	ADP
easat-8654	256	17	classification	classification	NOUN
easat-8654	256	18	tasks	task	NOUN
easat-8654	256	19	,	,	PUNCT
easat-8654	256	20	providing	provide	VERB
easat-8654	256	21	a	a	DET
easat-8654	256	22	solid	solid	ADJ
easat-8654	256	23	baseline	baseline	NOUN
easat-8654	256	24	for	for	ADP
easat-8654	256	25	comparison	comparison	NOUN
easat-8654	256	26	in	in	ADP
easat-8654	256	27	terms	term	NOUN
easat-8654	256	28	of	of	ADP
easat-8654	256	29	classification	classification	NOUN
easat-8654	256	30	accuracy	accuracy	NOUN
easat-8654	256	31	.	.	PUNCT
easat-8654	257	1	random	random	ADJ
easat-8654	257	2	forest	forest	NOUN
easat-8654	257	3	,	,	PUNCT
easat-8654	257	4	an	an	DET
easat-8654	257	5	ensemble	ensemble	ADJ
easat-8654	257	6	learning	learning	NOUN
easat-8654	257	7	method	method	NOUN
easat-8654	257	8	,	,	PUNCT
easat-8654	257	9	is	be	AUX
easat-8654	257	10	widely	widely	ADV
easat-8654	257	11	used	use	VERB
easat-8654	257	12	for	for	ADP
easat-8654	257	13	its	its	PRON
easat-8654	257	14	robustness	robustness	NOUN
easat-8654	257	15	and	and	CCONJ
easat-8654	257	16	ability	ability	NOUN
easat-8654	257	17	to	to	PART
easat-8654	257	18	handle	handle	VERB
easat-8654	257	19	large	large	ADJ
easat-8654	257	20	datasets	dataset	NOUN
easat-8654	257	21	with	with	ADP
easat-8654	257	22	complex	complex	ADJ
easat-8654	257	23	patterns	pattern	NOUN
easat-8654	257	24	.	.	PUNCT
easat-8654	258	1	by	by	ADP
easat-8654	258	2	comparing	compare	VERB
easat-8654	258	3	eai	eai	NOUN
easat-8654	258	4	-	-	PUNCT
easat-8654	258	5	wqp	wqp	NOUN
easat-8654	258	6	against	against	ADP
easat-8654	258	7	these	these	DET
easat-8654	258	8	established	establish	VERB
easat-8654	258	9	models	model	NOUN
easat-8654	258	10	,	,	PUNCT
easat-8654	258	11	the	the	DET
easat-8654	258	12	study	study	NOUN
easat-8654	258	13	evaluates	evaluate	VERB
easat-8654	258	14	its	its	PRON
easat-8654	258	15	relative	relative	ADJ
easat-8654	258	16	performance	performance	NOUN
easat-8654	258	17	and	and	CCONJ
easat-8654	258	18	demonstrates	demonstrate	VERB
easat-8654	258	19	its	its	PRON
easat-8654	258	20	superiority	superiority	NOUN
easat-8654	258	21	in	in	ADP
easat-8654	258	22	terms	term	NOUN
easat-8654	258	23	of	of	ADP
easat-8654	258	24	accuracy	accuracy	NOUN
easat-8654	258	25	,	,	PUNCT
easat-8654	258	26	precision	precision	NOUN
easat-8654	258	27	,	,	PUNCT
easat-8654	258	28	and	and	CCONJ
easat-8654	258	29	recall	recall	NOUN
easat-8654	258	30	.	.	PUNCT
easat-8654	259	1	table	table	NOUN
easat-8654	259	2	2	2	NUM
easat-8654	259	3	.	.	PUNCT
easat-8654	259	4	comparative	comparative	ADJ
easat-8654	259	5	performance	performance	NOUN
easat-8654	259	6	metrics	metric	NOUN
easat-8654	259	7	.	.	PUNCT
easat-8654	260	1	model	model	NOUN
easat-8654	260	2	accuracy	accuracy	NOUN
easat-8654	260	3	(	(	PUNCT
easat-8654	260	4	%	%	INTJ
easat-8654	260	5	)	)	PUNCT
easat-8654	260	6	precision	precision	NOUN
easat-8654	260	7	(	(	PUNCT
easat-8654	260	8	%	%	INTJ
easat-8654	260	9	)	)	PUNCT
easat-8654	260	10	recall	recall	NOUN
easat-8654	260	11	(	(	PUNCT
easat-8654	260	12	%	%	NOUN
easat-8654	260	13	)	)	PUNCT
easat-8654	260	14	f1	f1	NOUN
easat-8654	260	15	-	-	PUNCT
easat-8654	260	16	score	score	NOUN
easat-8654	260	17	(	(	PUNCT
easat-8654	260	18	%	%	INTJ
easat-8654	260	19	)	)	PUNCT
easat-8654	260	20	proposed	propose	VERB
easat-8654	260	21	eai	eai	PROPN
easat-8654	260	22	-	-	PUNCT
easat-8654	260	23	wqp	wqp	NOUN
easat-8654	260	24	(	(	PUNCT
easat-8654	260	25	firefly	firefly	NOUN
easat-8654	260	26	+	+	CCONJ
easat-8654	260	27	anfis	anfis	ADJ
easat-8654	260	28	)	)	PUNCT
easat-8654	260	29	94.5	94.5	NUM
easat-8654	260	30	92.3	92.3	NUM
easat-8654	260	31	93.7	93.7	NUM
easat-8654	260	32	93.0	93.0	NUM
easat-8654	260	33	gru	gru	NOUN
easat-8654	260	34	-	-	NOUN
easat-8654	260	35	arima	arima	PROPN
easat-8654	260	36	88.7	88.7	NUM
easat-8654	260	37	86.5	86.5	NUM
easat-8654	260	38	87.0	87.0	NUM
easat-8654	260	39	86.7	86.7	NUM
easat-8654	260	40	svm	svm	NOUN
easat-8654	260	41	85.2	85.2	NUM
easat-8654	260	42	83.4	83.4	NUM
easat-8654	260	43	84.1	84.1	NUM
easat-8654	260	44	83.7	83.7	NUM
easat-8654	260	45	random	random	ADJ
easat-8654	260	46	forest	forest	NOUN
easat-8654	260	47	87.9	87.9	NUM
easat-8654	260	48	85.7	85.7	NUM
easat-8654	260	49	86.3	86.3	NUM
easat-8654	260	50	86.0	86.0	NUM
easat-8654	260	51	figure	figure	NOUN
easat-8654	260	52	7	7	NUM
easat-8654	260	53	.	.	PUNCT
easat-8654	260	54	comparative	comparative	ADJ
easat-8654	260	55	results	result	NOUN
easat-8654	260	56	of	of	ADP
easat-8654	260	57	ml	ml	NOUN
easat-8654	260	58	models	model	NOUN
easat-8654	260	59	and	and	CCONJ
easat-8654	260	60	proposed	propose	VERB
easat-8654	260	61	technique	technique	NOUN
easat-8654	260	62	.	.	PUNCT
easat-8654	261	1	4	4	X
easat-8654	261	2	.	.	X
easat-8654	261	3	limitations	limitation	NOUN
easat-8654	261	4	despite	despite	SCONJ
easat-8654	261	5	the	the	DET
easat-8654	261	6	promising	promising	ADJ
easat-8654	261	7	results	result	NOUN
easat-8654	261	8	,	,	PUNCT
easat-8654	261	9	the	the	DET
easat-8654	261	10	study	study	NOUN
easat-8654	261	11	has	have	VERB
easat-8654	261	12	several	several	ADJ
easat-8654	261	13	limitations	limitation	NOUN
easat-8654	261	14	.	.	PUNCT
easat-8654	262	1	it	it	PRON
easat-8654	262	2	relies	rely	VERB
easat-8654	262	3	on	on	ADP
easat-8654	262	4	data	datum	NOUN
easat-8654	262	5	from	from	ADP
easat-8654	262	6	only	only	ADV
easat-8654	262	7	three	three	NUM
easat-8654	262	8	rivers	river	NOUN
easat-8654	262	9	in	in	ADP
easat-8654	262	10	texas	texas	PROPN
easat-8654	262	11	city	city	PROPN
easat-8654	262	12	,	,	PUNCT
easat-8654	262	13	which	which	PRON
easat-8654	262	14	may	may	AUX
easat-8654	262	15	not	not	PART
easat-8654	262	16	fully	fully	ADV
easat-8654	262	17	represent	represent	VERB
easat-8654	262	18	diverse	diverse	ADJ
easat-8654	262	19	environmental	environmental	ADJ
easat-8654	262	20	conditions	condition	NOUN
easat-8654	262	21	and	and	CCONJ
easat-8654	262	22	pollution	pollution	NOUN
easat-8654	262	23	proposed	propose	VERB
easat-8654	262	24	eai	eai	NOUN
easat-8654	262	25	-	-	PUNCT
easat-8654	262	26	wqp	wqp	NOUN
easat-8654	262	27	(	(	PUNCT
easat-8654	262	28	firefly	firefly	PROPN
easat-8654	262	29	+	+	CCONJ
easat-8654	262	30	anfis	anfis	PROPN
easat-8654	262	31	)	)	PUNCT
easat-8654	262	32	gru	gru	NOUN
easat-8654	262	33	-	-	ADJ
easat-8654	262	34	arima	arima	ADJ
easat-8654	262	35	svm	svm	PROPN
easat-8654	262	36	random	random	ADJ
easat-8654	262	37	forest	forest	NOUN
easat-8654	262	38	70	70	NUM
easat-8654	262	39	75	75	NUM
easat-8654	262	40	80	80	NUM
easat-8654	262	41	85	85	NUM
easat-8654	262	42	90	90	NUM
easat-8654	262	43	95	95	NUM
easat-8654	262	44	100	100	NUM
easat-8654	263	1	c	c	NOUN
easat-8654	263	2	o	o	NOUN
easat-8654	263	3	m	m	VERB
easat-8654	263	4	p	p	X
easat-8654	263	5	ar	ar	PROPN
easat-8654	263	6	at	at	ADP
easat-8654	263	7	iv	iv	ADP
easat-8654	263	8	e	e	NOUN
easat-8654	263	9	p	p	X
easat-8654	264	1	er	er	INTJ
easat-8654	264	2	fo	fo	INTJ
easat-8654	264	3	rm	rm	PROPN
easat-8654	264	4	an	an	PRON
easat-8654	264	5	ce	ce	PROPN
easat-8654	264	6	m	m	PROPN
easat-8654	264	7	et	et	PROPN
easat-8654	264	8	ri	ri	PROPN
easat-8654	264	9	cs	cs	PROPN
easat-8654	264	10	model	model	PROPN
easat-8654	264	11	accuracy	accuracy	NOUN
easat-8654	264	12	(	(	PUNCT
easat-8654	264	13	%	%	INTJ
easat-8654	264	14	)	)	PUNCT
easat-8654	264	15	precision	precision	NOUN
easat-8654	264	16	(	(	PUNCT
easat-8654	264	17	%	%	INTJ
easat-8654	264	18	)	)	PUNCT
easat-8654	264	19	recall	recall	NOUN
easat-8654	264	20	(	(	PUNCT
easat-8654	264	21	%	%	NOUN
easat-8654	264	22	)	)	PUNCT
easat-8654	264	23	f1	f1	NOUN
easat-8654	264	24	-	-	PUNCT
easat-8654	264	25	score	score	NOUN
easat-8654	264	26	(	(	PUNCT
easat-8654	264	27	%	%	INTJ
easat-8654	264	28	)	)	PUNCT
easat-8654	264	29	547	547	NUM
easat-8654	264	30	edelweiss	edelweiss	PROPN
easat-8654	264	31	applied	apply	VERB
easat-8654	264	32	science	science	NOUN
easat-8654	264	33	and	and	CCONJ
easat-8654	264	34	technology	technology	NOUN
easat-8654	264	35	issn	issn	PROPN
easat-8654	264	36	:	:	PUNCT
easat-8654	264	37	2576	2576	NUM
easat-8654	264	38	-	-	SYM
easat-8654	264	39	8484	8484	NUM
easat-8654	264	40	vol	vol	NOUN
easat-8654	264	41	.	.	PROPN
easat-8654	265	1	9	9	NUM
easat-8654	265	2	,	,	PUNCT
easat-8654	265	3	no	no	INTJ
easat-8654	265	4	.	.	NOUN
easat-8654	266	1	7	7	NUM
easat-8654	266	2	:	:	PUNCT
easat-8654	266	3	536	536	NUM
easat-8654	266	4	-	-	SYM
easat-8654	266	5	549	549	NUM
easat-8654	266	6	,	,	PUNCT
easat-8654	266	7	2025	2025	NUM
easat-8654	266	8	doi	doi	NOUN
easat-8654	266	9	:	:	PUNCT
easat-8654	266	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	266	11	©	©	PROPN
easat-8654	266	12	2025	2025	NUM
easat-8654	266	13	by	by	ADP
easat-8654	266	14	the	the	DET
easat-8654	266	15	authors	author	NOUN
easat-8654	266	16	;	;	PUNCT
easat-8654	266	17	licensee	licensee	PROPN
easat-8654	266	18	learning	learn	VERB
easat-8654	266	19	gate	gate	NOUN
easat-8654	266	20	sources	source	NOUN
easat-8654	266	21	across	across	ADP
easat-8654	266	22	different	different	ADJ
easat-8654	266	23	regions	region	NOUN
easat-8654	266	24	.	.	PUNCT
easat-8654	267	1	the	the	DET
easat-8654	267	2	complexity	complexity	NOUN
easat-8654	267	3	of	of	ADP
easat-8654	267	4	integrating	integrate	VERB
easat-8654	267	5	the	the	DET
easat-8654	267	6	firefly	firefly	NOUN
easat-8654	267	7	algorithm	algorithm	NOUN
easat-8654	267	8	and	and	CCONJ
easat-8654	267	9	anfis	anfis	PROPN
easat-8654	267	10	may	may	AUX
easat-8654	267	11	also	also	ADV
easat-8654	267	12	require	require	VERB
easat-8654	267	13	substantial	substantial	ADJ
easat-8654	267	14	computational	computational	ADJ
easat-8654	267	15	resources	resource	NOUN
easat-8654	267	16	,	,	PUNCT
easat-8654	267	17	limiting	limit	VERB
easat-8654	267	18	real	real	ADJ
easat-8654	267	19	-	-	PUNCT
easat-8654	267	20	time	time	NOUN
easat-8654	267	21	application	application	NOUN
easat-8654	267	22	in	in	ADP
easat-8654	267	23	constrained	constrained	ADJ
easat-8654	267	24	systems	system	NOUN
easat-8654	267	25	.	.	PUNCT
easat-8654	268	1	furthermore	furthermore	ADV
easat-8654	268	2	,	,	PUNCT
easat-8654	268	3	the	the	DET
easat-8654	268	4	study	study	NOUN
easat-8654	268	5	did	do	AUX
easat-8654	268	6	not	not	PART
easat-8654	268	7	compare	compare	VERB
easat-8654	268	8	the	the	DET
easat-8654	268	9	model	model	NOUN
easat-8654	268	10	with	with	ADP
easat-8654	268	11	more	more	ADV
easat-8654	268	12	advanced	advanced	ADJ
easat-8654	268	13	deep	deep	ADJ
easat-8654	268	14	learning	learning	NOUN
easat-8654	268	15	techniques	technique	NOUN
easat-8654	268	16	like	like	ADP
easat-8654	268	17	lstms	lstms	NOUN
easat-8654	268	18	or	or	CCONJ
easat-8654	268	19	cnns	cnn	NOUN
easat-8654	268	20	,	,	PUNCT
easat-8654	268	21	leaving	leave	VERB
easat-8654	268	22	room	room	NOUN
easat-8654	268	23	for	for	ADP
easat-8654	268	24	potential	potential	ADJ
easat-8654	268	25	improvements	improvement	NOUN
easat-8654	268	26	.	.	PUNCT
easat-8654	269	1	future	future	ADJ
easat-8654	269	2	research	research	NOUN
easat-8654	269	3	should	should	AUX
easat-8654	269	4	expand	expand	VERB
easat-8654	269	5	the	the	DET
easat-8654	269	6	dataset	dataset	NOUN
easat-8654	269	7	to	to	PART
easat-8654	269	8	include	include	VERB
easat-8654	269	9	a	a	DET
easat-8654	269	10	broader	broad	ADJ
easat-8654	269	11	range	range	NOUN
easat-8654	269	12	of	of	ADP
easat-8654	269	13	water	water	NOUN
easat-8654	269	14	bodies	body	NOUN
easat-8654	269	15	,	,	PUNCT
easat-8654	269	16	incorporate	incorporate	VERB
easat-8654	269	17	real	real	ADJ
easat-8654	269	18	-	-	PUNCT
easat-8654	269	19	time	time	NOUN
easat-8654	269	20	sensor	sensor	NOUN
easat-8654	269	21	data	datum	NOUN
easat-8654	269	22	and	and	CCONJ
easat-8654	269	23	satellite	satellite	NOUN
easat-8654	269	24	imagery	imagery	NOUN
easat-8654	269	25	,	,	PUNCT
easat-8654	269	26	and	and	CCONJ
easat-8654	269	27	explore	explore	VERB
easat-8654	269	28	advanced	advanced	ADJ
easat-8654	269	29	deep	deep	ADJ
easat-8654	269	30	learning	learning	NOUN
easat-8654	269	31	models	model	NOUN
easat-8654	269	32	for	for	ADP
easat-8654	269	33	improved	improved	ADJ
easat-8654	269	34	prediction	prediction	NOUN
easat-8654	269	35	accuracy	accuracy	NOUN
easat-8654	269	36	.	.	PUNCT
easat-8654	270	1	optimizing	optimize	VERB
easat-8654	270	2	the	the	DET
easat-8654	270	3	firefly	firefly	NOUN
easat-8654	270	4	algorithm	algorithm	NOUN
easat-8654	270	5	for	for	ADP
easat-8654	270	6	efficiency	efficiency	NOUN
easat-8654	270	7	and	and	CCONJ
easat-8654	270	8	combining	combine	VERB
easat-8654	270	9	machine	machine	NOUN
easat-8654	270	10	learning	learning	NOUN
easat-8654	270	11	techniques	technique	NOUN
easat-8654	270	12	could	could	AUX
easat-8654	270	13	enhance	enhance	VERB
easat-8654	270	14	performance	performance	NOUN
easat-8654	270	15	,	,	PUNCT
easat-8654	270	16	while	while	SCONJ
easat-8654	270	17	including	include	VERB
easat-8654	270	18	socio	socio	NOUN
easat-8654	270	19	-	-	PUNCT
easat-8654	270	20	economic	economic	ADJ
easat-8654	270	21	and	and	CCONJ
easat-8654	270	22	climate	climate	NOUN
easat-8654	270	23	data	datum	NOUN
easat-8654	270	24	could	could	AUX
easat-8654	270	25	provide	provide	VERB
easat-8654	270	26	a	a	DET
easat-8654	270	27	more	more	ADV
easat-8654	270	28	comprehensive	comprehensive	ADJ
easat-8654	270	29	approach	approach	NOUN
easat-8654	270	30	to	to	ADP
easat-8654	270	31	water	water	NOUN
easat-8654	270	32	quality	quality	NOUN
easat-8654	270	33	prediction	prediction	NOUN
easat-8654	270	34	in	in	ADP
easat-8654	270	35	urban	urban	ADJ
easat-8654	270	36	settings	setting	NOUN
easat-8654	270	37	.	.	PUNCT
easat-8654	271	1	5	5	X
easat-8654	271	2	.	.	X
easat-8654	271	3	conclusion	conclusion	NOUN
easat-8654	271	4	the	the	DET
easat-8654	271	5	study	study	NOUN
easat-8654	271	6	analyzed	analyze	VERB
easat-8654	271	7	water	water	NOUN
easat-8654	271	8	quality	quality	NOUN
easat-8654	271	9	parameters	parameter	NOUN
easat-8654	271	10	from	from	ADP
easat-8654	271	11	the	the	DET
easat-8654	271	12	red	red	PROPN
easat-8654	271	13	river	river	PROPN
easat-8654	271	14	,	,	PUNCT
easat-8654	271	15	rio	rio	NOUN
easat-8654	271	16	grande	grande	PROPN
easat-8654	271	17	,	,	PUNCT
easat-8654	271	18	and	and	CCONJ
easat-8654	271	19	trinity	trinity	PROPN
easat-8654	271	20	river	river	PROPN
easat-8654	271	21	in	in	ADP
easat-8654	271	22	texas	texas	PROPN
easat-8654	271	23	city	city	PROPN
easat-8654	271	24	,	,	PUNCT
easat-8654	271	25	usa	usa	PROPN
easat-8654	271	26	,	,	PUNCT
easat-8654	271	27	from	from	ADP
easat-8654	271	28	march	march	PROPN
easat-8654	271	29	2023	2023	NUM
easat-8654	271	30	to	to	ADP
easat-8654	271	31	march	march	PROPN
easat-8654	271	32	2024	2024	NUM
easat-8654	271	33	.	.	PUNCT
easat-8654	272	1	the	the	DET
easat-8654	272	2	proposed	propose	VERB
easat-8654	272	3	eai	eai	PROPN
easat-8654	272	4	-	-	PUNCT
easat-8654	272	5	wqp	wqp	NOUN
easat-8654	272	6	model	model	NOUN
easat-8654	272	7	outperforms	outperform	VERB
easat-8654	272	8	benchmarks	benchmark	NOUN
easat-8654	272	9	due	due	ADP
easat-8654	272	10	to	to	ADP
easat-8654	272	11	its	its	PRON
easat-8654	272	12	integration	integration	NOUN
easat-8654	272	13	of	of	ADP
easat-8654	272	14	real	real	ADJ
easat-8654	272	15	-	-	PUNCT
easat-8654	272	16	time	time	NOUN
easat-8654	272	17	big	big	ADJ
easat-8654	272	18	data	datum	NOUN
easat-8654	272	19	processing	processing	NOUN
easat-8654	272	20	with	with	ADP
easat-8654	272	21	apache	apache	NOUN
easat-8654	272	22	spark	spark	NOUN
easat-8654	272	23	and	and	CCONJ
easat-8654	272	24	optimization	optimization	NOUN
easat-8654	272	25	via	via	ADP
easat-8654	272	26	the	the	DET
easat-8654	272	27	firefly	firefly	NOUN
easat-8654	272	28	algorithm	algorithm	NOUN
easat-8654	272	29	(	(	PUNCT
easat-8654	272	30	fa	fa	NOUN
easat-8654	272	31	)	)	PUNCT
easat-8654	272	32	.	.	PUNCT
easat-8654	273	1	its	its	PRON
easat-8654	273	2	adaptive	adaptive	ADJ
easat-8654	273	3	neuro	neuro	NOUN
easat-8654	273	4	-	-	PUNCT
easat-8654	273	5	fuzzy	fuzzy	ADJ
easat-8654	273	6	inference	inference	NOUN
easat-8654	273	7	system	system	NOUN
easat-8654	273	8	(	(	PUNCT
easat-8654	273	9	anfis	anfis	ADJ
easat-8654	273	10	)	)	PUNCT
easat-8654	273	11	classifier	classifier	NOUN
easat-8654	273	12	enhances	enhance	VERB
easat-8654	273	13	classification	classification	NOUN
easat-8654	273	14	accuracy	accuracy	NOUN
easat-8654	273	15	by	by	ADP
easat-8654	273	16	combining	combine	VERB
easat-8654	273	17	fuzzy	fuzzy	ADJ
easat-8654	273	18	logic	logic	NOUN
easat-8654	273	19	with	with	ADP
easat-8654	273	20	neural	neural	ADJ
easat-8654	273	21	networks	network	NOUN
easat-8654	273	22	.	.	PUNCT
easat-8654	274	1	comparative	comparative	ADJ
easat-8654	274	2	evaluations	evaluation	NOUN
easat-8654	274	3	show	show	VERB
easat-8654	274	4	superior	superior	ADJ
easat-8654	274	5	performance	performance	NOUN
easat-8654	274	6	in	in	ADP
easat-8654	274	7	accuracy	accuracy	NOUN
easat-8654	274	8	,	,	PUNCT
easat-8654	274	9	precision	precision	NOUN
easat-8654	274	10	,	,	PUNCT
easat-8654	274	11	f1	f1	NOUN
easat-8654	274	12	score	score	NOUN
easat-8654	274	13	,	,	PUNCT
easat-8654	274	14	and	and	CCONJ
easat-8654	274	15	recall	recall	VERB
easat-8654	274	16	over	over	ADP
easat-8654	274	17	gru	gru	NOUN
easat-8654	274	18	-	-	NOUN
easat-8654	274	19	arima	arima	PROPN
easat-8654	274	20	,	,	PUNCT
easat-8654	274	21	svm	svm	NOUN
easat-8654	274	22	,	,	PUNCT
easat-8654	274	23	and	and	CCONJ
easat-8654	274	24	random	random	ADJ
easat-8654	274	25	forest	forest	NOUN
easat-8654	274	26	models	model	NOUN
easat-8654	274	27	.	.	PUNCT
easat-8654	275	1	it	it	PRON
easat-8654	275	2	was	be	AUX
easat-8654	275	3	evaluated	evaluate	VERB
easat-8654	275	4	against	against	ADP
easat-8654	275	5	gru	gru	NOUN
easat-8654	275	6	-	-	NOUN
easat-8654	275	7	arima	arima	PROPN
easat-8654	275	8	,	,	PUNCT
easat-8654	275	9	svm	svm	NOUN
easat-8654	275	10	,	,	PUNCT
easat-8654	275	11	and	and	CCONJ
easat-8654	275	12	random	random	ADJ
easat-8654	275	13	forest	forest	NOUN
easat-8654	275	14	models	model	NOUN
easat-8654	275	15	.	.	PUNCT
easat-8654	276	1	the	the	DET
easat-8654	276	2	following	follow	VERB
easat-8654	276	3	results	result	NOUN
easat-8654	276	4	were	be	AUX
easat-8654	276	5	obtained	obtain	VERB
easat-8654	276	6	from	from	ADP
easat-8654	276	7	the	the	DET
easat-8654	276	8	below	below	ADJ
easat-8654	276	9	research	research	NOUN
easat-8654	276	10	:	:	PUNCT
easat-8654	276	11	1	1	X
easat-8654	276	12	.	.	X
easat-8654	276	13	the	the	DET
easat-8654	276	14	ml	ml	PROPN
easat-8654	276	15	model	model	NOUN
easat-8654	276	16	achieved	achieve	VERB
easat-8654	276	17	88	88	NUM
easat-8654	276	18	%	%	NOUN
easat-8654	276	19	accuracy	accuracy	NOUN
easat-8654	276	20	for	for	ADP
easat-8654	276	21	ph	ph	NOUN
easat-8654	276	22	,	,	PUNCT
easat-8654	276	23	85	85	NUM
easat-8654	276	24	%	%	NOUN
easat-8654	276	25	for	for	ADP
easat-8654	276	26	turbidity	turbidity	NOUN
easat-8654	276	27	,	,	PUNCT
easat-8654	276	28	86	86	NUM
easat-8654	276	29	%	%	NOUN
easat-8654	276	30	for	for	ADP
easat-8654	276	31	dissolved	dissolve	VERB
easat-8654	276	32	oxygen	oxygen	NOUN
easat-8654	276	33	(	(	PUNCT
easat-8654	276	34	do	do	AUX
easat-8654	276	35	)	)	PUNCT
easat-8654	276	36	,	,	PUNCT
easat-8654	276	37	87	87	NUM
easat-8654	276	38	%	%	NOUN
easat-8654	276	39	for	for	ADP
easat-8654	276	40	conductivity	conductivity	NOUN
easat-8654	276	41	,	,	PUNCT
easat-8654	276	42	84	84	NUM
easat-8654	276	43	%	%	NOUN
easat-8654	276	44	for	for	ADP
easat-8654	276	45	total	total	ADJ
easat-8654	276	46	coliform	coliform	NOUN
easat-8654	276	47	,	,	PUNCT
easat-8654	276	48	83	83	NUM
easat-8654	276	49	%	%	NOUN
easat-8654	276	50	for	for	ADP
easat-8654	276	51	faecal	faecal	ADJ
easat-8654	276	52	coliform	coliform	NOUN
easat-8654	276	53	,	,	PUNCT
easat-8654	276	54	82	82	NUM
easat-8654	276	55	%	%	NOUN
easat-8654	276	56	for	for	ADP
easat-8654	276	57	chemical	chemical	ADJ
easat-8654	276	58	oxygen	oxygen	NOUN
easat-8654	276	59	demand	demand	NOUN
easat-8654	276	60	(	(	PUNCT
easat-8654	276	61	cod	cod	NOUN
easat-8654	276	62	)	)	PUNCT
easat-8654	276	63	,	,	PUNCT
easat-8654	276	64	and	and	CCONJ
easat-8654	276	65	80	80	NUM
easat-8654	276	66	%	%	NOUN
easat-8654	276	67	for	for	ADP
easat-8654	276	68	nitrate	nitrate	NOUN
easat-8654	276	69	.	.	PUNCT
easat-8654	277	1	in	in	ADP
easat-8654	277	2	contrast	contrast	NOUN
easat-8654	277	3	,	,	PUNCT
easat-8654	277	4	the	the	DET
easat-8654	277	5	eai	eai	PROPN
easat-8654	277	6	-	-	PUNCT
easat-8654	277	7	wqp	wqp	NOUN
easat-8654	277	8	system	system	NOUN
easat-8654	277	9	reached	reach	VERB
easat-8654	277	10	95	95	NUM
easat-8654	277	11	%	%	NOUN
easat-8654	277	12	accuracy	accuracy	NOUN
easat-8654	277	13	for	for	ADP
easat-8654	277	14	ph	ph	ADJ
easat-8654	277	15	,	,	PUNCT
easat-8654	277	16	92	92	NUM
easat-8654	277	17	%	%	NOUN
easat-8654	277	18	for	for	ADP
easat-8654	277	19	turbidity	turbidity	NOUN
easat-8654	277	20	,	,	PUNCT
easat-8654	277	21	94	94	NUM
easat-8654	277	22	%	%	NOUN
easat-8654	277	23	for	for	ADP
easat-8654	277	24	do	do	NOUN
easat-8654	277	25	,	,	PUNCT
easat-8654	277	26	93	93	NUM
easat-8654	277	27	%	%	NOUN
easat-8654	277	28	for	for	ADP
easat-8654	277	29	conductivity	conductivity	NOUN
easat-8654	277	30	,	,	PUNCT
easat-8654	277	31	90	90	NUM
easat-8654	277	32	%	%	NOUN
easat-8654	277	33	for	for	ADP
easat-8654	277	34	total	total	ADJ
easat-8654	277	35	coliform	coliform	NOUN
easat-8654	277	36	,	,	PUNCT
easat-8654	277	37	89	89	NUM
easat-8654	277	38	%	%	NOUN
easat-8654	277	39	for	for	ADP
easat-8654	277	40	faecal	faecal	ADJ
easat-8654	277	41	coliform	coliform	NOUN
easat-8654	277	42	,	,	PUNCT
easat-8654	277	43	91	91	NUM
easat-8654	277	44	%	%	NOUN
easat-8654	277	45	for	for	ADP
easat-8654	277	46	cod	cod	NOUN
easat-8654	277	47	,	,	PUNCT
easat-8654	277	48	and	and	CCONJ
easat-8654	277	49	88	88	NUM
easat-8654	277	50	%	%	NOUN
easat-8654	277	51	for	for	ADP
easat-8654	277	52	nitrate	nitrate	NOUN
easat-8654	277	53	.	.	PUNCT
easat-8654	278	1	2	2	X
easat-8654	278	2	.	.	X
easat-8654	278	3	the	the	DET
easat-8654	278	4	ml	ml	PROPN
easat-8654	278	5	model	model	NOUN
easat-8654	278	6	's	's	PART
easat-8654	278	7	precision	precision	NOUN
easat-8654	278	8	for	for	ADP
easat-8654	278	9	ph	ph	NOUN
easat-8654	278	10	was	be	AUX
easat-8654	278	11	85	85	NUM
easat-8654	278	12	%	%	NOUN
easat-8654	278	13	,	,	PUNCT
easat-8654	278	14	for	for	ADP
easat-8654	278	15	turbidity	turbidity	NOUN
easat-8654	278	16	was	be	AUX
easat-8654	278	17	82	82	NUM
easat-8654	278	18	%	%	NOUN
easat-8654	278	19	,	,	PUNCT
easat-8654	278	20	and	and	CCONJ
easat-8654	278	21	for	for	ADP
easat-8654	278	22	do	do	PROPN
easat-8654	278	23	was	be	AUX
easat-8654	278	24	84	84	NUM
easat-8654	278	25	%	%	NOUN
easat-8654	278	26	.	.	PUNCT
easat-8654	279	1	the	the	DET
easat-8654	279	2	eaiwqp	eaiwqp	ADJ
easat-8654	279	3	system	system	NOUN
easat-8654	279	4	outperformed	outperform	VERB
easat-8654	279	5	with	with	ADP
easat-8654	279	6	93	93	NUM
easat-8654	279	7	%	%	NOUN
easat-8654	279	8	precision	precision	NOUN
easat-8654	279	9	for	for	ADP
easat-8654	279	10	ph	ph	ADJ
easat-8654	279	11	,	,	PUNCT
easat-8654	279	12	90	90	NUM
easat-8654	279	13	%	%	NOUN
easat-8654	279	14	for	for	ADP
easat-8654	279	15	turbidity	turbidity	NOUN
easat-8654	279	16	,	,	PUNCT
easat-8654	279	17	and	and	CCONJ
easat-8654	279	18	91	91	NUM
easat-8654	279	19	%	%	NOUN
easat-8654	279	20	for	for	ADP
easat-8654	279	21	do	do	NOUN
easat-8654	279	22	.	.	PUNCT
easat-8654	280	1	precision	precision	NOUN
easat-8654	280	2	was	be	AUX
easat-8654	280	3	consistently	consistently	ADV
easat-8654	280	4	higher	high	ADJ
easat-8654	280	5	for	for	ADP
easat-8654	280	6	all	all	DET
easat-8654	280	7	parameters	parameter	NOUN
easat-8654	280	8	with	with	ADP
easat-8654	280	9	the	the	DET
easat-8654	280	10	eai	eai	PROPN
easat-8654	280	11	-	-	PUNCT
easat-8654	280	12	wqp	wqp	NOUN
easat-8654	280	13	system	system	NOUN
easat-8654	280	14	compared	compare	VERB
easat-8654	280	15	to	to	ADP
easat-8654	280	16	the	the	DET
easat-8654	280	17	ml	ml	PROPN
easat-8654	280	18	model	model	NOUN
easat-8654	280	19	.	.	PUNCT
easat-8654	281	1	3	3	X
easat-8654	281	2	.	.	X
easat-8654	281	3	the	the	DET
easat-8654	281	4	ml	ml	PROPN
easat-8654	281	5	model	model	NOUN
easat-8654	281	6	achieved	achieve	VERB
easat-8654	281	7	an	an	DET
easat-8654	281	8	f1	f1	ADJ
easat-8654	281	9	score	score	NOUN
easat-8654	281	10	of	of	ADP
easat-8654	281	11	86	86	NUM
easat-8654	281	12	%	%	NOUN
easat-8654	281	13	for	for	ADP
easat-8654	281	14	ph	ph	ADJ
easat-8654	281	15	,	,	PUNCT
easat-8654	281	16	84	84	NUM
easat-8654	281	17	%	%	NOUN
easat-8654	281	18	for	for	ADP
easat-8654	281	19	turbidity	turbidity	NOUN
easat-8654	281	20	,	,	PUNCT
easat-8654	281	21	and	and	CCONJ
easat-8654	281	22	85	85	NUM
easat-8654	281	23	%	%	NOUN
easat-8654	281	24	for	for	ADP
easat-8654	281	25	do	do	NOUN
easat-8654	281	26	.	.	PUNCT
easat-8654	282	1	the	the	DET
easat-8654	282	2	eaiwqp	eaiwqp	ADJ
easat-8654	282	3	system	system	NOUN
easat-8654	282	4	showed	show	VERB
easat-8654	282	5	higher	high	ADJ
easat-8654	282	6	f1	f1	NOUN
easat-8654	282	7	scores	score	NOUN
easat-8654	282	8	of	of	ADP
easat-8654	282	9	92	92	NUM
easat-8654	282	10	%	%	NOUN
easat-8654	282	11	for	for	ADP
easat-8654	282	12	ph	ph	ADJ
easat-8654	282	13	,	,	PUNCT
easat-8654	282	14	91	91	NUM
easat-8654	282	15	%	%	NOUN
easat-8654	282	16	for	for	ADP
easat-8654	282	17	turbidity	turbidity	NOUN
easat-8654	282	18	,	,	PUNCT
easat-8654	282	19	and	and	CCONJ
easat-8654	282	20	92	92	NUM
easat-8654	282	21	%	%	NOUN
easat-8654	282	22	for	for	ADP
easat-8654	282	23	do	do	NOUN
easat-8654	282	24	.	.	PUNCT
easat-8654	283	1	the	the	DET
easat-8654	283	2	eai	eai	PROPN
easat-8654	283	3	-	-	PUNCT
easat-8654	283	4	wqp	wqp	NOUN
easat-8654	283	5	system	system	NOUN
easat-8654	283	6	had	have	VERB
easat-8654	283	7	superior	superior	ADJ
easat-8654	283	8	f1	f1	NOUN
easat-8654	283	9	scores	score	NOUN
easat-8654	283	10	across	across	ADP
easat-8654	283	11	all	all	DET
easat-8654	283	12	parameters	parameter	NOUN
easat-8654	283	13	.	.	PUNCT
easat-8654	284	1	4	4	X
easat-8654	284	2	.	.	X
easat-8654	284	3	the	the	DET
easat-8654	284	4	ml	ml	PROPN
easat-8654	284	5	model	model	NOUN
easat-8654	284	6	had	have	VERB
easat-8654	284	7	a	a	DET
easat-8654	284	8	recall	recall	NOUN
easat-8654	284	9	rate	rate	NOUN
easat-8654	284	10	of	of	ADP
easat-8654	284	11	84	84	NUM
easat-8654	284	12	%	%	NOUN
easat-8654	284	13	for	for	ADP
easat-8654	284	14	ph	ph	ADJ
easat-8654	284	15	,	,	PUNCT
easat-8654	284	16	83	83	NUM
easat-8654	284	17	%	%	NOUN
easat-8654	284	18	for	for	ADP
easat-8654	284	19	turbidity	turbidity	NOUN
easat-8654	284	20	,	,	PUNCT
easat-8654	284	21	and	and	CCONJ
easat-8654	284	22	85	85	NUM
easat-8654	284	23	%	%	NOUN
easat-8654	284	24	for	for	ADP
easat-8654	284	25	do	do	NOUN
easat-8654	284	26	.	.	PUNCT
easat-8654	285	1	the	the	DET
easat-8654	285	2	eaiwqp	eaiwqp	ADJ
easat-8654	285	3	system	system	NOUN
easat-8654	285	4	demonstrated	demonstrate	VERB
easat-8654	285	5	higher	high	ADJ
easat-8654	285	6	recall	recall	NOUN
easat-8654	285	7	rates	rate	NOUN
easat-8654	285	8	of	of	ADP
easat-8654	285	9	92	92	NUM
easat-8654	285	10	%	%	NOUN
easat-8654	285	11	for	for	ADP
easat-8654	285	12	ph	ph	ADJ
easat-8654	285	13	,	,	PUNCT
easat-8654	285	14	91	91	NUM
easat-8654	285	15	%	%	NOUN
easat-8654	285	16	for	for	ADP
easat-8654	285	17	turbidity	turbidity	NOUN
easat-8654	285	18	,	,	PUNCT
easat-8654	285	19	and	and	CCONJ
easat-8654	285	20	93	93	NUM
easat-8654	285	21	%	%	NOUN
easat-8654	285	22	for	for	ADP
easat-8654	285	23	do	do	NOUN
easat-8654	285	24	.	.	PUNCT
easat-8654	286	1	the	the	DET
easat-8654	286	2	eai	eai	PROPN
easat-8654	286	3	-	-	PUNCT
easat-8654	286	4	wqp	wqp	NOUN
easat-8654	286	5	system	system	NOUN
easat-8654	286	6	consistently	consistently	ADV
easat-8654	286	7	outperformed	outperform	VERB
easat-8654	286	8	the	the	DET
easat-8654	286	9	ml	ml	PROPN
easat-8654	286	10	model	model	NOUN
easat-8654	286	11	in	in	ADP
easat-8654	286	12	recall	recall	NOUN
easat-8654	286	13	across	across	ADP
easat-8654	286	14	all	all	DET
easat-8654	286	15	parameters	parameter	NOUN
easat-8654	286	16	.	.	PUNCT
easat-8654	287	1	5	5	X
easat-8654	287	2	.	.	X
easat-8654	287	3	the	the	DET
easat-8654	287	4	eai	eai	PROPN
easat-8654	287	5	-	-	PUNCT
easat-8654	287	6	wqp	wqp	NOUN
easat-8654	287	7	system	system	NOUN
easat-8654	287	8	consistently	consistently	ADV
easat-8654	287	9	outperformed	outperform	VERB
easat-8654	287	10	the	the	DET
easat-8654	287	11	ml	ml	PROPN
easat-8654	287	12	model	model	NOUN
easat-8654	287	13	in	in	ADP
easat-8654	287	14	accuracy	accuracy	NOUN
easat-8654	287	15	,	,	PUNCT
easat-8654	287	16	precision	precision	NOUN
easat-8654	287	17	,	,	PUNCT
easat-8654	287	18	f1	f1	NOUN
easat-8654	287	19	score	score	NOUN
easat-8654	287	20	,	,	PUNCT
easat-8654	287	21	and	and	CCONJ
easat-8654	287	22	recall	recall	VERB
easat-8654	287	23	across	across	ADP
easat-8654	287	24	all	all	DET
easat-8654	287	25	water	water	NOUN
easat-8654	287	26	quality	quality	NOUN
easat-8654	287	27	parameters	parameter	NOUN
easat-8654	287	28	.	.	PUNCT
easat-8654	288	1	the	the	DET
easat-8654	288	2	eai	eai	PROPN
easat-8654	288	3	-	-	PUNCT
easat-8654	288	4	wqp	wqp	NOUN
easat-8654	288	5	system	system	NOUN
easat-8654	288	6	showed	show	VERB
easat-8654	288	7	significant	significant	ADJ
easat-8654	288	8	improvements	improvement	NOUN
easat-8654	288	9	over	over	ADP
easat-8654	288	10	the	the	DET
easat-8654	288	11	ml	ml	PROPN
easat-8654	288	12	model	model	NOUN
easat-8654	288	13	,	,	PUNCT
easat-8654	288	14	achieving	achieve	VERB
easat-8654	288	15	higher	high	ADJ
easat-8654	288	16	performance	performance	NOUN
easat-8654	288	17	metrics	metric	NOUN
easat-8654	288	18	in	in	ADP
easat-8654	288	19	every	every	DET
easat-8654	288	20	evaluated	evaluated	ADJ
easat-8654	288	21	category	category	NOUN
easat-8654	288	22	.	.	PUNCT
easat-8654	289	1	despite	despite	SCONJ
easat-8654	289	2	the	the	DET
easat-8654	289	3	promising	promising	ADJ
easat-8654	289	4	results	result	NOUN
easat-8654	289	5	of	of	ADP
easat-8654	289	6	the	the	DET
easat-8654	289	7	eai	eai	PROPN
easat-8654	289	8	-	-	PUNCT
easat-8654	289	9	wqp	wqp	NOUN
easat-8654	289	10	model	model	NOUN
easat-8654	289	11	,	,	PUNCT
easat-8654	289	12	several	several	ADJ
easat-8654	289	13	limitations	limitation	NOUN
easat-8654	289	14	must	must	AUX
easat-8654	289	15	be	be	AUX
easat-8654	289	16	acknowledged	acknowledge	VERB
easat-8654	289	17	.	.	PUNCT
easat-8654	290	1	first	first	ADV
easat-8654	290	2	,	,	PUNCT
easat-8654	290	3	the	the	DET
easat-8654	290	4	study	study	NOUN
easat-8654	290	5	relies	rely	VERB
easat-8654	290	6	on	on	ADP
easat-8654	290	7	data	datum	NOUN
easat-8654	290	8	collected	collect	VERB
easat-8654	290	9	from	from	ADP
easat-8654	290	10	only	only	ADV
easat-8654	290	11	three	three	NUM
easat-8654	290	12	rivers	river	NOUN
easat-8654	290	13	in	in	ADP
easat-8654	290	14	texas	texas	PROPN
easat-8654	290	15	city	city	PROPN
easat-8654	290	16	,	,	PUNCT
easat-8654	290	17	which	which	PRON
easat-8654	290	18	may	may	AUX
easat-8654	290	19	limit	limit	VERB
easat-8654	290	20	the	the	DET
easat-8654	290	21	model	model	NOUN
easat-8654	290	22	’s	’s	PART
easat-8654	290	23	generalizability	generalizability	NOUN
easat-8654	290	24	to	to	ADP
easat-8654	290	25	other	other	ADJ
easat-8654	290	26	geographic	geographic	ADJ
easat-8654	290	27	regions	region	NOUN
easat-8654	290	28	with	with	ADP
easat-8654	290	29	different	different	ADJ
easat-8654	290	30	hydrological	hydrological	ADJ
easat-8654	290	31	and	and	CCONJ
easat-8654	290	32	environmental	environmental	ADJ
easat-8654	290	33	conditions	condition	NOUN
easat-8654	290	34	.	.	PUNCT
easat-8654	291	1	additionally	additionally	ADV
easat-8654	291	2	,	,	PUNCT
easat-8654	291	3	while	while	SCONJ
easat-8654	291	4	the	the	DET
easat-8654	291	5	firefly	firefly	NOUN
easat-8654	291	6	algorithm	algorithm	NOUN
easat-8654	291	7	(	(	PUNCT
easat-8654	291	8	fa	fa	NOUN
easat-8654	291	9	)	)	PUNCT
easat-8654	291	10	enhances	enhance	VERB
easat-8654	291	11	parameter	parameter	NOUN
easat-8654	291	12	optimization	optimization	NOUN
easat-8654	291	13	,	,	PUNCT
easat-8654	291	14	its	its	PRON
easat-8654	291	15	computational	computational	ADJ
easat-8654	291	16	complexity	complexity	NOUN
easat-8654	291	17	could	could	AUX
easat-8654	291	18	pose	pose	VERB
easat-8654	291	19	challenges	challenge	NOUN
easat-8654	291	20	for	for	ADP
easat-8654	291	21	large	large	ADJ
easat-8654	291	22	-	-	PUNCT
easat-8654	291	23	scale	scale	NOUN
easat-8654	291	24	implementations	implementation	NOUN
easat-8654	291	25	.	.	PUNCT
easat-8654	292	1	the	the	DET
easat-8654	292	2	reliance	reliance	NOUN
easat-8654	292	3	on	on	ADP
easat-8654	292	4	historical	historical	ADJ
easat-8654	292	5	data	datum	NOUN
easat-8654	292	6	may	may	AUX
easat-8654	292	7	also	also	ADV
easat-8654	292	8	introduce	introduce	VERB
easat-8654	292	9	biases	bias	NOUN
easat-8654	292	10	,	,	PUNCT
easat-8654	292	11	as	as	SCONJ
easat-8654	292	12	sudden	sudden	ADJ
easat-8654	292	13	pollution	pollution	NOUN
easat-8654	292	14	events	event	NOUN
easat-8654	292	15	or	or	CCONJ
easat-8654	292	16	emerging	emerge	VERB
easat-8654	292	17	contaminants	contaminant	NOUN
easat-8654	292	18	not	not	PART
easat-8654	292	19	represented	represent	VERB
easat-8654	292	20	in	in	ADP
easat-8654	292	21	the	the	DET
easat-8654	292	22	dataset	dataset	NOUN
easat-8654	292	23	could	could	AUX
easat-8654	292	24	affect	affect	VERB
easat-8654	292	25	real	real	ADJ
easat-8654	292	26	-	-	PUNCT
easat-8654	292	27	time	time	NOUN
easat-8654	292	28	predictive	predictive	ADJ
easat-8654	292	29	accuracy	accuracy	NOUN
easat-8654	292	30	.	.	PUNCT
easat-8654	293	1	future	future	ADJ
easat-8654	293	2	research	research	NOUN
easat-8654	293	3	should	should	AUX
easat-8654	293	4	focus	focus	VERB
easat-8654	293	5	on	on	ADP
easat-8654	293	6	expanding	expand	VERB
easat-8654	293	7	the	the	DET
easat-8654	293	8	dataset	dataset	NOUN
easat-8654	293	9	to	to	PART
easat-8654	293	10	include	include	VERB
easat-8654	293	11	diverse	diverse	ADJ
easat-8654	293	12	water	water	NOUN
easat-8654	293	13	bodies	body	NOUN
easat-8654	293	14	across	across	ADP
easat-8654	293	15	multiple	multiple	ADJ
easat-8654	293	16	climatic	climatic	ADJ
easat-8654	293	17	regions	region	NOUN
easat-8654	293	18	,	,	PUNCT
easat-8654	293	19	integrating	integrate	VERB
easat-8654	293	20	additional	additional	ADJ
easat-8654	293	21	water	water	NOUN
easat-8654	293	22	quality	quality	NOUN
easat-8654	293	23	indicators	indicator	NOUN
easat-8654	293	24	such	such	ADJ
easat-8654	293	25	as	as	ADP
easat-8654	293	26	heavy	heavy	ADJ
easat-8654	293	27	metals	metal	NOUN
easat-8654	293	28	and	and	CCONJ
easat-8654	293	29	microplastics	microplastic	NOUN
easat-8654	293	30	,	,	PUNCT
easat-8654	293	31	and	and	CCONJ
easat-8654	293	32	refining	refine	VERB
easat-8654	293	33	the	the	DET
easat-8654	293	34	ai	ai	NOUN
easat-8654	293	35	model	model	NOUN
easat-8654	293	36	with	with	ADP
easat-8654	293	37	hybrid	hybrid	ADJ
easat-8654	293	38	optimization	optimization	NOUN
easat-8654	293	39	techniques	technique	NOUN
easat-8654	293	40	for	for	ADP
easat-8654	293	41	improved	improved	ADJ
easat-8654	293	42	scalability	scalability	NOUN
easat-8654	293	43	.	.	PUNCT
easat-8654	294	1	moreover	moreover	ADV
easat-8654	294	2	,	,	PUNCT
easat-8654	294	3	incorporating	incorporate	VERB
easat-8654	294	4	internet	internet	NOUN
easat-8654	294	5	of	of	ADP
easat-8654	294	6	things	thing	NOUN
easat-8654	294	7	(	(	PUNCT
easat-8654	294	8	iot	iot	NOUN
easat-8654	294	9	)	)	PUNCT
easat-8654	294	10	sensors	sensor	NOUN
easat-8654	294	11	for	for	ADP
easat-8654	294	12	continuous	continuous	ADJ
easat-8654	294	13	real	real	ADJ
easat-8654	294	14	-	-	PUNCT
easat-8654	294	15	time	time	NOUN
easat-8654	294	16	monitoring	monitoring	NOUN
easat-8654	294	17	and	and	CCONJ
easat-8654	294	18	integrating	integrate	VERB
easat-8654	294	19	the	the	DET
easat-8654	294	20	model	model	NOUN
easat-8654	294	21	with	with	ADP
easat-8654	294	22	decision548	decision548	PROPN
easat-8654	294	23	edelweiss	edelweiss	PROPN
easat-8654	294	24	applied	apply	VERB
easat-8654	294	25	science	science	NOUN
easat-8654	294	26	and	and	CCONJ
easat-8654	294	27	technology	technology	NOUN
easat-8654	294	28	issn	issn	PROPN
easat-8654	294	29	:	:	PUNCT
easat-8654	294	30	2576	2576	NUM
easat-8654	294	31	-	-	SYM
easat-8654	294	32	8484	8484	NUM
easat-8654	294	33	vol	vol	NOUN
easat-8654	294	34	.	.	PROPN
easat-8654	295	1	9	9	NUM
easat-8654	295	2	,	,	PUNCT
easat-8654	295	3	no	no	INTJ
easat-8654	295	4	.	.	NOUN
easat-8654	296	1	7	7	NUM
easat-8654	296	2	:	:	PUNCT
easat-8654	296	3	536	536	NUM
easat-8654	296	4	-	-	SYM
easat-8654	296	5	549	549	NUM
easat-8654	296	6	,	,	PUNCT
easat-8654	296	7	2025	2025	NUM
easat-8654	296	8	doi	doi	NOUN
easat-8654	296	9	:	:	PUNCT
easat-8654	296	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	296	11	©	©	PROPN
easat-8654	296	12	2025	2025	NUM
easat-8654	296	13	by	by	ADP
easat-8654	296	14	the	the	DET
easat-8654	296	15	authors	author	NOUN
easat-8654	296	16	;	;	PUNCT
easat-8654	296	17	licensee	licensee	PROPN
easat-8654	296	18	learning	learn	VERB
easat-8654	296	19	gate	gate	NOUN
easat-8654	296	20	support	support	NOUN
easat-8654	296	21	systems	system	NOUN
easat-8654	296	22	for	for	ADP
easat-8654	296	23	policymakers	policymaker	NOUN
easat-8654	296	24	could	could	AUX
easat-8654	296	25	enhance	enhance	VERB
easat-8654	296	26	its	its	PRON
easat-8654	296	27	practical	practical	ADJ
easat-8654	296	28	applicability	applicability	NOUN
easat-8654	296	29	in	in	ADP
easat-8654	296	30	water	water	NOUN
easat-8654	296	31	resource	resource	NOUN
easat-8654	296	32	management	management	NOUN
easat-8654	296	33	.	.	PUNCT
easat-8654	297	1	abbreviation	abbreviation	NOUN
easat-8654	297	2	:	:	PUNCT
easat-8654	297	3	eai	eai	NOUN
easat-8654	297	4	-	-	PUNCT
easat-8654	297	5	wqp	wqp	NOUN
easat-8654	297	6	efficient	efficient	ADJ
easat-8654	297	7	ai	ai	NOUN
easat-8654	297	8	-	-	PUNCT
easat-8654	297	9	based	base	VERB
easat-8654	297	10	water	water	NOUN
easat-8654	297	11	quality	quality	NOUN
easat-8654	297	12	prediction	prediction	NOUN
easat-8654	297	13	and	and	CCONJ
easat-8654	297	14	classification	classification	NOUN
easat-8654	297	15	gru	gru	NOUN
easat-8654	297	16	-	-	ADJ
easat-8654	297	17	arima	arima	ADJ
easat-8654	297	18	gated	gate	VERB
easat-8654	297	19	recurrent	recurrent	ADJ
easat-8654	297	20	unit	unit	NOUN
easat-8654	297	21	autoregressive	autoregressive	ADJ
easat-8654	297	22	integrated	integrated	ADJ
easat-8654	297	23	moving	move	VERB
easat-8654	297	24	average	average	NOUN
easat-8654	297	25	anfis	anfi	VERB
easat-8654	297	26	adaptive	adaptive	ADJ
easat-8654	297	27	neuro	neuro	NOUN
easat-8654	297	28	-	-	PUNCT
easat-8654	297	29	fuzzy	fuzzy	ADJ
easat-8654	297	30	inference	inference	NOUN
easat-8654	297	31	system	system	NOUN
easat-8654	298	1	fa	fa	PROPN
easat-8654	298	2	firefly	firefly	NOUN
easat-8654	298	3	algorithm	algorithm	PROPN
easat-8654	298	4	ann	ann	PROPN
easat-8654	298	5	artificial	artificial	ADJ
easat-8654	298	6	neural	neural	ADJ
easat-8654	298	7	networks	network	NOUN
easat-8654	298	8	do	do	AUX
easat-8654	298	9	dissolved	dissolve	VERB
easat-8654	298	10	oxygen	oxygen	NOUN
easat-8654	298	11	ml	ml	X
easat-8654	298	12	machine	machine	NOUN
easat-8654	298	13	learning	learn	VERB
easat-8654	298	14	dl	dl	PROPN
easat-8654	298	15	deep	deep	ADJ
easat-8654	298	16	learning	learning	NOUN
easat-8654	298	17	wqi	wqi	VERB
easat-8654	298	18	water	water	NOUN
easat-8654	298	19	quality	quality	PROPN
easat-8654	298	20	index	index	NOUN
easat-8654	298	21	gru	gru	NOUN
easat-8654	298	22	gated	gate	VERB
easat-8654	298	23	recurrent	recurrent	ADJ
easat-8654	298	24	unit	unit	NOUN
easat-8654	298	25	arima	arima	PROPN
easat-8654	298	26	autoregressive	autoregressive	ADJ
easat-8654	298	27	integrated	integrated	ADJ
easat-8654	298	28	moving	move	VERB
easat-8654	298	29	average	average	ADJ
easat-8654	298	30	rnn	rnn	NOUN
easat-8654	298	31	recurrent	recurrent	ADJ
easat-8654	298	32	neural	neural	ADJ
easat-8654	298	33	network	network	NOUN
easat-8654	298	34	svm	svm	NOUN
easat-8654	298	35	support	support	NOUN
easat-8654	298	36	vector	vector	NOUN
easat-8654	298	37	machine	machine	NOUN
easat-8654	298	38	mse	mse	PROPN
easat-8654	298	39	mean	mean	VERB
easat-8654	298	40	squared	square	VERB
easat-8654	298	41	error	error	NOUN
easat-8654	298	42	transparency	transparency	NOUN
easat-8654	298	43	:	:	PUNCT
easat-8654	298	44	the	the	DET
easat-8654	298	45	authors	author	NOUN
easat-8654	298	46	confirm	confirm	VERB
easat-8654	298	47	that	that	SCONJ
easat-8654	298	48	the	the	DET
easat-8654	298	49	manuscript	manuscript	NOUN
easat-8654	298	50	is	be	AUX
easat-8654	298	51	an	an	DET
easat-8654	298	52	honest	honest	ADJ
easat-8654	298	53	,	,	PUNCT
easat-8654	298	54	accurate	accurate	ADJ
easat-8654	298	55	,	,	PUNCT
easat-8654	298	56	and	and	CCONJ
easat-8654	298	57	transparent	transparent	ADJ
easat-8654	298	58	account	account	NOUN
easat-8654	298	59	of	of	ADP
easat-8654	298	60	the	the	DET
easat-8654	298	61	study	study	NOUN
easat-8654	298	62	;	;	PUNCT
easat-8654	298	63	that	that	SCONJ
easat-8654	298	64	no	no	DET
easat-8654	298	65	vital	vital	ADJ
easat-8654	298	66	features	feature	NOUN
easat-8654	298	67	of	of	ADP
easat-8654	298	68	the	the	DET
easat-8654	298	69	study	study	NOUN
easat-8654	298	70	have	have	AUX
easat-8654	298	71	been	be	AUX
easat-8654	298	72	omitted	omit	VERB
easat-8654	298	73	;	;	PUNCT
easat-8654	298	74	and	and	CCONJ
easat-8654	298	75	that	that	SCONJ
easat-8654	298	76	any	any	DET
easat-8654	298	77	discrepancies	discrepancy	NOUN
easat-8654	298	78	from	from	ADP
easat-8654	298	79	the	the	DET
easat-8654	298	80	study	study	NOUN
easat-8654	298	81	as	as	SCONJ
easat-8654	298	82	planned	plan	VERB
easat-8654	298	83	have	have	AUX
easat-8654	298	84	been	be	AUX
easat-8654	298	85	explained	explain	VERB
easat-8654	298	86	.	.	PUNCT
easat-8654	299	1	this	this	DET
easat-8654	299	2	study	study	NOUN
easat-8654	299	3	followed	follow	VERB
easat-8654	299	4	all	all	DET
easat-8654	299	5	ethical	ethical	ADJ
easat-8654	299	6	practices	practice	NOUN
easat-8654	299	7	during	during	ADP
easat-8654	299	8	writing	writing	NOUN
easat-8654	299	9	.	.	PUNCT
easat-8654	300	1	acknowledgment	acknowledgment	NOUN
easat-8654	300	2	:	:	PUNCT
easat-8654	301	1	i	i	PRON
easat-8654	301	2	would	would	AUX
easat-8654	301	3	like	like	VERB
easat-8654	301	4	to	to	PART
easat-8654	301	5	express	express	VERB
easat-8654	301	6	my	my	PRON
easat-8654	301	7	sincere	sincere	ADJ
easat-8654	301	8	gratitude	gratitude	NOUN
easat-8654	301	9	to	to	ADP
easat-8654	301	10	my	my	PRON
easat-8654	301	11	co	co	NOUN
easat-8654	301	12	-	-	NOUN
easat-8654	301	13	authors	author	NOUN
easat-8654	301	14	of	of	ADP
easat-8654	301	15	this	this	DET
easat-8654	301	16	research	research	NOUN
easat-8654	301	17	.	.	PUNCT
easat-8654	302	1	special	special	ADJ
easat-8654	302	2	thanks	thank	NOUN
easat-8654	302	3	to	to	ADP
easat-8654	302	4	the	the	DET
easat-8654	302	5	institution	institution	NOUN
easat-8654	302	6	that	that	PRON
easat-8654	302	7	made	make	VERB
easat-8654	302	8	this	this	DET
easat-8654	302	9	work	work	NOUN
easat-8654	302	10	possible	possible	ADJ
easat-8654	302	11	.	.	PUNCT
easat-8654	303	1	i	i	PRON
easat-8654	303	2	also	also	ADV
easat-8654	303	3	appreciate	appreciate	VERB
easat-8654	303	4	the	the	DET
easat-8654	303	5	constructive	constructive	ADJ
easat-8654	303	6	feedback	feedback	NOUN
easat-8654	303	7	and	and	CCONJ
easat-8654	303	8	insightful	insightful	ADJ
easat-8654	303	9	comments	comment	NOUN
easat-8654	303	10	from	from	ADP
easat-8654	303	11	my	my	PRON
easat-8654	303	12	co	co	NOUN
easat-8654	303	13	-	-	NOUN
easat-8654	303	14	authors	author	NOUN
easat-8654	303	15	,	,	PUNCT
easat-8654	303	16	which	which	PRON
easat-8654	303	17	greatly	greatly	ADV
easat-8654	303	18	enhanced	enhance	VERB
easat-8654	303	19	the	the	DET
easat-8654	303	20	quality	quality	NOUN
easat-8654	303	21	of	of	ADP
easat-8654	303	22	this	this	DET
easat-8654	303	23	manuscript	manuscript	NOUN
easat-8654	303	24	.	.	PUNCT
easat-8654	304	1	copyright	copyright	NOUN
easat-8654	304	2	:	:	PUNCT
easat-8654	304	3	©	©	PROPN
easat-8654	304	4	2025	2025	NUM
easat-8654	304	5	by	by	ADP
easat-8654	304	6	the	the	DET
easat-8654	304	7	authors	author	NOUN
easat-8654	304	8	.	.	PUNCT
easat-8654	305	1	this	this	DET
easat-8654	305	2	open	open	ADJ
easat-8654	305	3	-	-	PUNCT
easat-8654	305	4	access	access	NOUN
easat-8654	305	5	article	article	NOUN
easat-8654	305	6	is	be	AUX
easat-8654	305	7	distributed	distribute	VERB
easat-8654	305	8	under	under	ADP
easat-8654	305	9	the	the	DET
easat-8654	305	10	terms	term	NOUN
easat-8654	305	11	and	and	CCONJ
easat-8654	305	12	conditions	condition	NOUN
easat-8654	305	13	of	of	ADP
easat-8654	305	14	the	the	DET
easat-8654	305	15	creative	creative	ADJ
easat-8654	305	16	commons	common	NOUN
easat-8654	305	17	attribution	attribution	NOUN
easat-8654	305	18	(	(	PUNCT
easat-8654	305	19	cc	cc	NOUN
easat-8654	305	20	by	by	ADP
easat-8654	305	21	)	)	PUNCT
easat-8654	305	22	license	license	NOUN
easat-8654	305	23	(	(	PUNCT
easat-8654	305	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8654	305	25	)	)	PUNCT
easat-8654	305	26	.	.	PUNCT
easat-8654	306	1	references	reference	NOUN
easat-8654	306	2	[	[	X
easat-8654	306	3	1	1	X
easat-8654	306	4	]	]	PUNCT
easat-8654	306	5	j.	j.	PROPN
easat-8654	306	6	p.	p.	PROPN
easat-8654	306	7	nair	nair	PROPN
easat-8654	306	8	and	and	CCONJ
easat-8654	306	9	m.	m.	PROPN
easat-8654	306	10	vijaya	vijaya	PROPN
easat-8654	306	11	,	,	PUNCT
easat-8654	306	12	"	"	PUNCT
easat-8654	306	13	predictive	predictive	ADJ
easat-8654	306	14	models	model	NOUN
easat-8654	306	15	for	for	ADP
easat-8654	306	16	river	river	NOUN
easat-8654	306	17	water	water	NOUN
easat-8654	306	18	quality	quality	NOUN
easat-8654	306	19	using	use	VERB
easat-8654	306	20	machine	machine	NOUN
easat-8654	306	21	learning	learning	NOUN
easat-8654	306	22	and	and	CCONJ
easat-8654	306	23	big	big	ADJ
easat-8654	306	24	data	datum	NOUN
easat-8654	306	25	techniques	technique	NOUN
easat-8654	306	26	-	-	PUNCT
easat-8654	306	27	a	a	DET
easat-8654	306	28	survey	survey	NOUN
easat-8654	306	29	,	,	PUNCT
easat-8654	306	30	"	"	PUNCT
easat-8654	306	31	in	in	ADP
easat-8654	306	32	2021	2021	NUM
easat-8654	306	33	international	international	ADJ
easat-8654	306	34	conference	conference	NOUN
easat-8654	306	35	on	on	ADP
easat-8654	306	36	artificial	artificial	ADJ
easat-8654	306	37	intelligence	intelligence	NOUN
easat-8654	306	38	and	and	CCONJ
easat-8654	306	39	smart	smart	ADJ
easat-8654	306	40	systems	system	NOUN
easat-8654	306	41	(	(	PUNCT
easat-8654	306	42	icais	icais	PROPN
easat-8654	306	43	)	)	PUNCT
easat-8654	306	44	,	,	PUNCT
easat-8654	306	45	2021	2021	NUM
easat-8654	306	46	:	:	PUNCT
easat-8654	306	47	ieee	ieee	NOUN
easat-8654	306	48	,	,	PUNCT
easat-8654	306	49	pp	pp	ADP
easat-8654	306	50	.	.	PUNCT
easat-8654	307	1	1747	1747	NUM
easat-8654	307	2	-	-	SYM
easat-8654	307	3	1753	1753	NUM
easat-8654	307	4	.	.	PUNCT
easat-8654	308	1	[	[	X
easat-8654	308	2	2	2	X
easat-8654	308	3	]	]	PUNCT
easat-8654	308	4	w.	w.	PROPN
easat-8654	308	5	a.	a.	PROPN
easat-8654	308	6	m.	m.	PROPN
easat-8654	308	7	fernando	fernando	PROPN
easat-8654	308	8	,	,	PUNCT
easat-8654	308	9	s.	s.	PROPN
easat-8654	308	10	n.	n.	PROPN
easat-8654	308	11	khadaroo	khadaroo	PROPN
easat-8654	308	12	,	,	PUNCT
easat-8654	308	13	and	and	CCONJ
easat-8654	308	14	p.	p.	PROPN
easat-8654	308	15	e.	e.	PROPN
easat-8654	308	16	poh	poh	PROPN
easat-8654	308	17	,	,	PUNCT
easat-8654	308	18	"	"	PUNCT
easat-8654	308	19	artificial	artificial	ADJ
easat-8654	308	20	intelligence	intelligence	NOUN
easat-8654	308	21	in	in	ADP
easat-8654	308	22	wastewater	wastewater	NOUN
easat-8654	308	23	treatment	treatment	NOUN
easat-8654	308	24	systems	system	NOUN
easat-8654	308	25	in	in	ADP
easat-8654	308	26	the	the	DET
easat-8654	308	27	era	era	NOUN
easat-8654	308	28	of	of	ADP
easat-8654	308	29	industry	industry	NOUN
easat-8654	308	30	4.0	4.0	NUM
easat-8654	308	31	:	:	PUNCT
easat-8654	308	32	a	a	DET
easat-8654	308	33	holistic	holistic	ADJ
easat-8654	308	34	review	review	NOUN
easat-8654	308	35	,	,	PUNCT
easat-8654	308	36	"	"	PUNCT
easat-8654	308	37	artificial	artificial	ADJ
easat-8654	308	38	intelligence	intelligence	NOUN
easat-8654	308	39	and	and	CCONJ
easat-8654	308	40	environmental	environmental	ADJ
easat-8654	308	41	sustainability	sustainability	NOUN
easat-8654	308	42	:	:	PUNCT
easat-8654	308	43	challenges	challenge	NOUN
easat-8654	308	44	and	and	CCONJ
easat-8654	308	45	solutions	solution	NOUN
easat-8654	308	46	in	in	ADP
easat-8654	308	47	the	the	DET
easat-8654	308	48	era	era	NOUN
easat-8654	308	49	of	of	ADP
easat-8654	308	50	industry	industry	NOUN
easat-8654	308	51	,	,	PUNCT
easat-8654	308	52	vol	vol	NOUN
easat-8654	308	53	.	.	PROPN
easat-8654	308	54	4	4	NUM
easat-8654	308	55	,	,	PUNCT
easat-8654	308	56	no	no	INTJ
easat-8654	308	57	.	.	NOUN
easat-8654	308	58	4	4	NUM
easat-8654	308	59	,	,	PUNCT
easat-8654	308	60	pp	pp	ADJ
easat-8654	308	61	.	.	PUNCT
easat-8654	309	1	45	45	NUM
easat-8654	309	2	-	-	SYM
easat-8654	309	3	85	85	NUM
easat-8654	309	4	,	,	PUNCT
easat-8654	309	5	2022	2022	NUM
easat-8654	309	6	.	.	PUNCT
easat-8654	310	1	[	[	X
easat-8654	310	2	3	3	X
easat-8654	310	3	]	]	X
easat-8654	310	4	r.	r.	PROPN
easat-8654	310	5	arridha	arridha	PROPN
easat-8654	310	6	,	,	PUNCT
easat-8654	310	7	s.	s.	PROPN
easat-8654	310	8	sukaridhoto	sukaridhoto	PROPN
easat-8654	310	9	,	,	PUNCT
easat-8654	310	10	d.	d.	PROPN
easat-8654	310	11	pramadihanto	pramadihanto	NOUN
easat-8654	310	12	,	,	PUNCT
easat-8654	310	13	and	and	CCONJ
easat-8654	310	14	n.	n.	PROPN
easat-8654	310	15	funabiki	funabiki	NOUN
easat-8654	310	16	,	,	PUNCT
easat-8654	310	17	"	"	PUNCT
easat-8654	310	18	classification	classification	NOUN
easat-8654	310	19	extension	extension	NOUN
easat-8654	310	20	based	base	VERB
easat-8654	310	21	on	on	ADP
easat-8654	310	22	iot	iot	ADJ
easat-8654	310	23	-	-	PUNCT
easat-8654	310	24	big	big	ADJ
easat-8654	310	25	data	datum	NOUN
easat-8654	310	26	analytic	analytic	NOUN
easat-8654	310	27	for	for	ADP
easat-8654	310	28	smart	smart	ADJ
easat-8654	310	29	environment	environment	NOUN
easat-8654	310	30	monitoring	monitoring	NOUN
easat-8654	310	31	and	and	CCONJ
easat-8654	310	32	analytic	analytic	ADJ
easat-8654	310	33	in	in	ADP
easat-8654	310	34	real	real	ADJ
easat-8654	310	35	-	-	PUNCT
easat-8654	310	36	time	time	NOUN
easat-8654	310	37	system	system	NOUN
easat-8654	310	38	,	,	PUNCT
easat-8654	310	39	"	"	PUNCT
easat-8654	310	40	international	international	ADJ
easat-8654	310	41	journal	journal	NOUN
easat-8654	310	42	of	of	ADP
easat-8654	310	43	space	space	NOUN
easat-8654	310	44	-	-	PUNCT
easat-8654	310	45	based	base	VERB
easat-8654	310	46	and	and	CCONJ
easat-8654	310	47	situated	situated	ADJ
easat-8654	310	48	computing	computing	NOUN
easat-8654	310	49	,	,	PUNCT
easat-8654	310	50	vol	vol	NOUN
easat-8654	310	51	.	.	PROPN
easat-8654	310	52	7	7	NUM
easat-8654	310	53	,	,	PUNCT
easat-8654	310	54	no	no	INTJ
easat-8654	310	55	.	.	NOUN
easat-8654	310	56	2	2	NUM
easat-8654	310	57	,	,	PUNCT
easat-8654	310	58	pp	pp	ADJ
easat-8654	310	59	.	.	PUNCT
easat-8654	310	60	82	82	NUM
easat-8654	310	61	-	-	SYM
easat-8654	310	62	93	93	NUM
easat-8654	310	63	,	,	PUNCT
easat-8654	310	64	2017	2017	NUM
easat-8654	310	65	.	.	PUNCT
easat-8654	311	1	https://doi.org/10.1504/ijssc.2017.086821	https://doi.org/10.1504/ijssc.2017.086821	PROPN
easat-8654	311	2	[	[	X
easat-8654	311	3	4	4	X
easat-8654	311	4	]	]	X
easat-8654	311	5	d.	d.	PROPN
easat-8654	311	6	ghernaout	ghernaout	PROPN
easat-8654	311	7	,	,	PUNCT
easat-8654	311	8	m.	m.	NOUN
easat-8654	311	9	aichouni	aichouni	PROPN
easat-8654	311	10	,	,	PUNCT
easat-8654	311	11	and	and	CCONJ
easat-8654	311	12	a.	a.	NOUN
easat-8654	311	13	alghamdi	alghamdi	NOUN
easat-8654	311	14	,	,	PUNCT
easat-8654	311	15	"	"	PUNCT
easat-8654	311	16	applying	apply	VERB
easat-8654	311	17	big	big	ADJ
easat-8654	311	18	data	datum	NOUN
easat-8654	311	19	in	in	ADP
easat-8654	311	20	water	water	NOUN
easat-8654	311	21	treatment	treatment	NOUN
easat-8654	311	22	industry	industry	NOUN
easat-8654	311	23	:	:	PUNCT
easat-8654	311	24	a	a	DET
easat-8654	311	25	new	new	ADJ
easat-8654	311	26	era	era	NOUN
easat-8654	311	27	of	of	ADP
easat-8654	311	28	advance	advance	NOUN
easat-8654	311	29	,	,	PUNCT
easat-8654	311	30	"	"	PUNCT
easat-8654	311	31	international	international	ADJ
easat-8654	311	32	journal	journal	NOUN
easat-8654	311	33	of	of	ADP
easat-8654	311	34	advanced	advanced	ADJ
easat-8654	311	35	and	and	CCONJ
easat-8654	311	36	applied	apply	VERB
easat-8654	311	37	sciences	science	NOUN
easat-8654	311	38	,	,	PUNCT
easat-8654	311	39	vol	vol	NOUN
easat-8654	311	40	.	.	PROPN
easat-8654	311	41	5	5	NUM
easat-8654	311	42	,	,	PUNCT
easat-8654	311	43	no	no	INTJ
easat-8654	311	44	.	.	NOUN
easat-8654	311	45	3	3	NUM
easat-8654	311	46	,	,	PUNCT
easat-8654	311	47	pp	pp	ADJ
easat-8654	311	48	.	.	PUNCT
easat-8654	311	49	89–97	89–97	NUM
easat-8654	311	50	,	,	PUNCT
easat-8654	311	51	2018	2018	NUM
easat-8654	311	52	.	.	PUNCT
easat-8654	312	1	https://doi.org/10.21833/ijaas.2018.03.013	https://doi.org/10.21833/ijaas.2018.03.013	NOUN
easat-8654	313	1	[	[	X
easat-8654	313	2	5	5	X
easat-8654	313	3	]	]	PUNCT
easat-8654	313	4	s.	s.	PROPN
easat-8654	313	5	kimothi	kimothi	PROPN
easat-8654	313	6	et	et	PROPN
easat-8654	313	7	al	al	PROPN
easat-8654	313	8	.	.	PROPN
easat-8654	313	9	,	,	PUNCT
easat-8654	313	10	"	"	PUNCT
easat-8654	313	11	big	big	ADJ
easat-8654	313	12	data	datum	NOUN
easat-8654	313	13	analysis	analysis	NOUN
easat-8654	313	14	framework	framework	NOUN
easat-8654	313	15	for	for	ADP
easat-8654	313	16	water	water	NOUN
easat-8654	313	17	quality	quality	NOUN
easat-8654	313	18	indicators	indicator	NOUN
easat-8654	313	19	with	with	ADP
easat-8654	313	20	assimilation	assimilation	NOUN
easat-8654	313	21	of	of	ADP
easat-8654	313	22	iot	iot	NOUN
easat-8654	313	23	and	and	CCONJ
easat-8654	313	24	ml	ml	ADP
easat-8654	313	25	,	,	PUNCT
easat-8654	313	26	"	"	PUNCT
easat-8654	313	27	electronics	electronic	NOUN
easat-8654	313	28	,	,	PUNCT
easat-8654	313	29	vol	vol	NOUN
easat-8654	313	30	.	.	PROPN
easat-8654	313	31	11	11	NUM
easat-8654	313	32	,	,	PUNCT
easat-8654	313	33	no	no	INTJ
easat-8654	313	34	.	.	NOUN
easat-8654	313	35	13	13	NUM
easat-8654	313	36	,	,	PUNCT
easat-8654	313	37	p.	p.	NOUN
easat-8654	313	38	1927	1927	NUM
easat-8654	313	39	,	,	PUNCT
easat-8654	313	40	2022	2022	NUM
easat-8654	313	41	.	.	PUNCT
easat-8654	314	1	[	[	X
easat-8654	314	2	6	6	NUM
easat-8654	314	3	]	]	PUNCT
easat-8654	314	4	x.	x.	NOUN
easat-8654	314	5	fu	fu	PROPN
easat-8654	314	6	,	,	PUNCT
easat-8654	314	7	r.	r.	PROPN
easat-8654	314	8	wu	wu	PROPN
easat-8654	314	9	,	,	PUNCT
easat-8654	314	10	h.	h.	PROPN
easat-8654	314	11	qi	qi	PROPN
easat-8654	314	12	,	,	PUNCT
easat-8654	314	13	and	and	CCONJ
easat-8654	314	14	h.	h.	PROPN
easat-8654	314	15	yin	yin	PROPN
easat-8654	314	16	,	,	PUNCT
easat-8654	314	17	"	"	PUNCT
easat-8654	314	18	long	long	ADJ
easat-8654	314	19	-	-	PUNCT
easat-8654	314	20	term	term	NOUN
easat-8654	314	21	trends	trend	NOUN
easat-8654	314	22	in	in	ADP
easat-8654	314	23	surface	surface	NOUN
easat-8654	314	24	water	water	NOUN
easat-8654	314	25	quality	quality	NOUN
easat-8654	314	26	of	of	ADP
easat-8654	314	27	china	china	PROPN
easat-8654	314	28	's	's	PART
easat-8654	314	29	seven	seven	NUM
easat-8654	314	30	major	major	ADJ
easat-8654	314	31	basins	basin	NOUN
easat-8654	314	32	based	base	VERB
easat-8654	314	33	on	on	ADP
easat-8654	314	34	water	water	NOUN
easat-8654	314	35	quality	quality	NOUN
easat-8654	314	36	identification	identification	NOUN
easat-8654	314	37	index	index	NOUN
easat-8654	314	38	and	and	CCONJ
easat-8654	314	39	big	big	ADJ
easat-8654	314	40	data	datum	NOUN
easat-8654	314	41	analysis	analysis	NOUN
easat-8654	314	42	,	,	PUNCT
easat-8654	314	43	"	"	PUNCT
easat-8654	314	44	environmental	environmental	ADJ
easat-8654	314	45	impact	impact	NOUN
easat-8654	314	46	assessment	assessment	NOUN
easat-8654	314	47	review	review	PROPN
easat-8654	314	48	,	,	PUNCT
easat-8654	314	49	vol	vol	NOUN
easat-8654	314	50	.	.	PROPN
easat-8654	314	51	100	100	NUM
easat-8654	314	52	,	,	PUNCT
easat-8654	314	53	p.	p.	NOUN
easat-8654	314	54	107090	107090	NUM
easat-8654	314	55	,	,	PUNCT
easat-8654	314	56	2023	2023	NUM
easat-8654	314	57	.	.	PUNCT
easat-8654	315	1	https://doi.org/10.1016/j.eiar.2023.107090	https://doi.org/10.1016/j.eiar.2023.107090	ADJ
easat-8654	315	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8654	315	3	https://doi.org/10.1504/ijssc.2017.086821	https://doi.org/10.1504/ijssc.2017.086821	PROPN
easat-8654	315	4	https://doi.org/10.21833/ijaas.2018.03.013	https://doi.org/10.21833/ijaas.2018.03.013	PROPN
easat-8654	315	5	https://doi.org/10.1016/j.eiar.2023.107090	https://doi.org/10.1016/j.eiar.2023.107090	VERB
easat-8654	315	6	549	549	NUM
easat-8654	315	7	edelweiss	edelweiss	PROPN
easat-8654	315	8	applied	apply	VERB
easat-8654	315	9	science	science	NOUN
easat-8654	315	10	and	and	CCONJ
easat-8654	315	11	technology	technology	NOUN
easat-8654	315	12	issn	issn	PROPN
easat-8654	315	13	:	:	PUNCT
easat-8654	315	14	2576	2576	NUM
easat-8654	315	15	-	-	SYM
easat-8654	315	16	8484	8484	NUM
easat-8654	315	17	vol	vol	NOUN
easat-8654	315	18	.	.	PROPN
easat-8654	316	1	9	9	NUM
easat-8654	316	2	,	,	PUNCT
easat-8654	316	3	no	no	INTJ
easat-8654	316	4	.	.	NOUN
easat-8654	317	1	7	7	NUM
easat-8654	317	2	:	:	PUNCT
easat-8654	317	3	536	536	NUM
easat-8654	317	4	-	-	SYM
easat-8654	317	5	549	549	NUM
easat-8654	317	6	,	,	PUNCT
easat-8654	317	7	2025	2025	NUM
easat-8654	317	8	doi	doi	NOUN
easat-8654	317	9	:	:	PUNCT
easat-8654	317	10	10.55214/25768484.v9i7.8654	10.55214/25768484.v9i7.8654	NUM
easat-8654	317	11	©	©	PROPN
easat-8654	317	12	2025	2025	NUM
easat-8654	317	13	by	by	ADP
easat-8654	317	14	the	the	DET
easat-8654	317	15	authors	author	NOUN
easat-8654	317	16	;	;	PUNCT
easat-8654	317	17	licensee	licensee	PROPN
easat-8654	317	18	learning	learning	NOUN
easat-8654	317	19	gate	gate	NOUN
easat-8654	318	1	[	[	X
easat-8654	318	2	7	7	NUM
easat-8654	318	3	]	]	X
easat-8654	318	4	n.	n.	PROPN
easat-8654	318	5	sharma	sharma	PROPN
easat-8654	318	6	and	and	CCONJ
easat-8654	318	7	r.	r.	PROPN
easat-8654	318	8	sharma	sharma	PROPN
easat-8654	318	9	,	,	PUNCT
easat-8654	318	10	"	"	PUNCT
easat-8654	318	11	real	real	ADJ
easat-8654	318	12	-	-	PUNCT
easat-8654	318	13	time	time	NOUN
easat-8654	318	14	monitoring	monitoring	NOUN
easat-8654	318	15	of	of	ADP
easat-8654	318	16	physicochemical	physicochemical	ADJ
easat-8654	318	17	parameters	parameter	NOUN
easat-8654	318	18	in	in	ADP
easat-8654	318	19	water	water	NOUN
easat-8654	318	20	using	use	VERB
easat-8654	318	21	big	big	ADJ
easat-8654	318	22	data	datum	NOUN
easat-8654	318	23	and	and	CCONJ
easat-8654	318	24	smart	smart	ADJ
easat-8654	318	25	iot	iot	ADJ
easat-8654	318	26	sensors	sensor	NOUN
easat-8654	318	27	,	,	PUNCT
easat-8654	318	28	"	"	PUNCT
easat-8654	318	29	environment	environment	NOUN
easat-8654	318	30	,	,	PUNCT
easat-8654	318	31	development	development	NOUN
easat-8654	318	32	and	and	CCONJ
easat-8654	318	33	sustainability	sustainability	NOUN
easat-8654	318	34	,	,	PUNCT
easat-8654	318	35	vol	vol	NOUN
easat-8654	318	36	.	.	PROPN
easat-8654	318	37	4	4	NUM
easat-8654	318	38	,	,	PUNCT
easat-8654	318	39	no	no	INTJ
easat-8654	318	40	.	.	NOUN
easat-8654	318	41	10	10	NUM
easat-8654	318	42	,	,	PUNCT
easat-8654	318	43	pp	pp	ADJ
easat-8654	318	44	.	.	PUNCT
easat-8654	319	1	1–48	1–48	NOUN
easat-8654	319	2	,	,	PUNCT
easat-8654	319	3	2022	2022	NUM
easat-8654	319	4	.	.	PUNCT
easat-8654	320	1	[	[	X
easat-8654	320	2	8	8	NUM
easat-8654	320	3	]	]	X
easat-8654	320	4	r.	r.	PROPN
easat-8654	320	5	p.	p.	PROPN
easat-8654	320	6	n.	n.	PROPN
easat-8654	320	7	budiarti	budiarti	PROPN
easat-8654	320	8	,	,	PUNCT
easat-8654	320	9	s.	s.	PROPN
easat-8654	320	10	sukaridhoto	sukaridhoto	PROPN
easat-8654	320	11	,	,	PUNCT
easat-8654	320	12	m.	m.	NOUN
easat-8654	320	13	hariadi	hariadi	NOUN
easat-8654	320	14	,	,	PUNCT
easat-8654	320	15	and	and	CCONJ
easat-8654	320	16	m.	m.	PROPN
easat-8654	320	17	h.	h.	PROPN
easat-8654	320	18	purnomo	purnomo	PROPN
easat-8654	320	19	,	,	PUNCT
easat-8654	320	20	"	"	PUNCT
easat-8654	320	21	big	big	ADJ
easat-8654	320	22	data	datum	NOUN
easat-8654	320	23	technologies	technology	NOUN
easat-8654	320	24	using	use	VERB
easat-8654	320	25	svm	svm	PROPN
easat-8654	320	26	(	(	PUNCT
easat-8654	320	27	case	case	NOUN
easat-8654	320	28	study	study	NOUN
easat-8654	320	29	:	:	PUNCT
easat-8654	320	30	surface	surface	NOUN
easat-8654	320	31	water	water	NOUN
easat-8654	320	32	classification	classification	NOUN
easat-8654	320	33	on	on	ADP
easat-8654	320	34	regional	regional	ADJ
easat-8654	320	35	water	water	NOUN
easat-8654	320	36	utility	utility	NOUN
easat-8654	320	37	company	company	NOUN
easat-8654	320	38	in	in	ADP
easat-8654	320	39	surabaya	surabaya	PROPN
easat-8654	320	40	)	)	PUNCT
easat-8654	320	41	,	,	PUNCT
easat-8654	320	42	"	"	PUNCT
easat-8654	320	43	in	in	ADP
easat-8654	320	44	2019	2019	NUM
easat-8654	320	45	international	international	ADJ
easat-8654	320	46	conference	conference	NOUN
easat-8654	320	47	on	on	ADP
easat-8654	320	48	computer	computer	NOUN
easat-8654	320	49	science	science	NOUN
easat-8654	320	50	,	,	PUNCT
easat-8654	320	51	information	information	NOUN
easat-8654	320	52	technology	technology	NOUN
easat-8654	320	53	,	,	PUNCT
easat-8654	320	54	and	and	CCONJ
easat-8654	320	55	electrical	electrical	ADJ
easat-8654	320	56	engineering	engineering	NOUN
easat-8654	320	57	(	(	PUNCT
easat-8654	320	58	icomitee	icomitee	NOUN
easat-8654	320	59	)	)	PUNCT
easat-8654	320	60	,	,	PUNCT
easat-8654	320	61	2019	2019	NUM
easat-8654	320	62	:	:	PUNCT
easat-8654	320	63	ieee	ieee	NOUN
easat-8654	320	64	,	,	PUNCT
easat-8654	320	65	pp	pp	ADJ
easat-8654	320	66	.	.	PUNCT
easat-8654	321	1	94	94	NUM
easat-8654	321	2	-	-	SYM
easat-8654	321	3	101	101	NUM
easat-8654	321	4	.	.	PUNCT
easat-8654	322	1	[	[	X
easat-8654	322	2	9	9	NUM
easat-8654	322	3	]	]	PUNCT
easat-8654	322	4	t.	t.	NOUN
easat-8654	322	5	rajaee	rajaee	PROPN
easat-8654	322	6	,	,	PUNCT
easat-8654	322	7	s.	s.	PROPN
easat-8654	322	8	khani	khani	PROPN
easat-8654	322	9	,	,	PUNCT
easat-8654	322	10	and	and	CCONJ
easat-8654	322	11	m.	m.	NOUN
easat-8654	322	12	ravansalar	ravansalar	NOUN
easat-8654	322	13	,	,	PUNCT
easat-8654	322	14	"	"	PUNCT
easat-8654	322	15	artificial	artificial	ADJ
easat-8654	322	16	intelligence	intelligence	NOUN
easat-8654	322	17	-	-	PUNCT
easat-8654	322	18	based	base	VERB
easat-8654	322	19	single	single	ADJ
easat-8654	322	20	and	and	CCONJ
easat-8654	322	21	hybrid	hybrid	ADJ
easat-8654	322	22	models	model	NOUN
easat-8654	322	23	for	for	ADP
easat-8654	322	24	prediction	prediction	NOUN
easat-8654	322	25	of	of	ADP
easat-8654	322	26	water	water	NOUN
easat-8654	322	27	quality	quality	NOUN
easat-8654	322	28	in	in	ADP
easat-8654	322	29	rivers	river	NOUN
easat-8654	322	30	:	:	PUNCT
easat-8654	322	31	a	a	DET
easat-8654	322	32	review	review	NOUN
easat-8654	322	33	,	,	PUNCT
easat-8654	322	34	"	"	PUNCT
easat-8654	322	35	chemometrics	chemometric	NOUN
easat-8654	322	36	and	and	CCONJ
easat-8654	322	37	intelligent	intelligent	ADJ
easat-8654	322	38	laboratory	laboratory	NOUN
easat-8654	322	39	systems	system	NOUN
easat-8654	322	40	,	,	PUNCT
easat-8654	322	41	vol	vol	NOUN
easat-8654	322	42	.	.	NOUN
easat-8654	322	43	200	200	NUM
easat-8654	322	44	,	,	PUNCT
easat-8654	322	45	p.	p.	NOUN
easat-8654	322	46	103978	103978	NUM
easat-8654	322	47	,	,	PUNCT
easat-8654	322	48	2020	2020	NUM
easat-8654	322	49	.	.	PUNCT
easat-8654	323	1	[	[	X
easat-8654	323	2	10	10	NUM
easat-8654	323	3	]	]	X
easat-8654	323	4	m.	m.	NOUN
easat-8654	323	5	i.	i.	PROPN
easat-8654	323	6	m.	m.	PROPN
easat-8654	323	7	said	say	VERB
easat-8654	323	8	,	,	PUNCT
easat-8654	323	9	"	"	PUNCT
easat-8654	323	10	artificial	artificial	ADJ
easat-8654	323	11	intelligence	intelligence	NOUN
easat-8654	323	12	approach	approach	NOUN
easat-8654	323	13	to	to	ADP
easat-8654	323	14	predicting	predict	VERB
easat-8654	323	15	river	river	NOUN
easat-8654	323	16	water	water	NOUN
easat-8654	323	17	quality	quality	NOUN
easat-8654	323	18	:	:	PUNCT
easat-8654	323	19	a	a	DET
easat-8654	323	20	review	review	NOUN
easat-8654	323	21	,	,	PUNCT
easat-8654	323	22	"	"	PUNCT
easat-8654	323	23	journal	journal	NOUN
easat-8654	323	24	of	of	ADP
easat-8654	323	25	environmental	environmental	ADJ
easat-8654	323	26	treatment	treatment	NOUN
easat-8654	323	27	techniques	technique	NOUN
easat-8654	323	28	,	,	PUNCT
easat-8654	323	29	vol	vol	NOUN
easat-8654	323	30	.	.	PROPN
easat-8654	323	31	8	8	NUM
easat-8654	323	32	,	,	PUNCT
easat-8654	323	33	no	no	INTJ
easat-8654	323	34	.	.	NOUN
easat-8654	323	35	3	3	NUM
easat-8654	323	36	,	,	PUNCT
easat-8654	323	37	pp	pp	ADJ
easat-8654	323	38	.	.	PUNCT
easat-8654	324	1	1093	1093	NUM
easat-8654	324	2	-	-	SYM
easat-8654	324	3	1100	1100	NUM
easat-8654	324	4	,	,	PUNCT
easat-8654	324	5	2020	2020	NUM
easat-8654	324	6	.	.	PUNCT
easat-8654	325	1	[	[	X
easat-8654	325	2	11	11	NUM
easat-8654	325	3	]	]	PUNCT
easat-8654	325	4	h.	h.	PROPN
easat-8654	325	5	a.	a.	PROPN
easat-8654	325	6	madni	madni	PROPN
easat-8654	325	7	et	et	PROPN
easat-8654	325	8	al	al	PROPN
easat-8654	325	9	.	.	PROPN
easat-8654	325	10	,	,	PUNCT
easat-8654	325	11	"	"	PUNCT
easat-8654	325	12	water	water	NOUN
easat-8654	325	13	-	-	PUNCT
easat-8654	325	14	quality	quality	NOUN
easat-8654	325	15	prediction	prediction	NOUN
easat-8654	325	16	based	base	VERB
easat-8654	325	17	on	on	ADP
easat-8654	325	18	h2o	h2o	PROPN
easat-8654	325	19	automl	automl	NOUN
easat-8654	325	20	and	and	CCONJ
easat-8654	325	21	explainable	explainable	ADJ
easat-8654	325	22	ai	ai	ADJ
easat-8654	325	23	techniques	technique	NOUN
easat-8654	325	24	,	,	PUNCT
easat-8654	325	25	"	"	PUNCT
easat-8654	325	26	water	water	NOUN
easat-8654	325	27	,	,	PUNCT
easat-8654	325	28	vol	vol	NOUN
easat-8654	325	29	.	.	PROPN
easat-8654	325	30	15	15	NUM
easat-8654	325	31	,	,	PUNCT
easat-8654	325	32	no	no	INTJ
easat-8654	325	33	.	.	NOUN
easat-8654	325	34	3	3	NUM
easat-8654	325	35	,	,	PUNCT
easat-8654	325	36	p.	p.	NOUN
easat-8654	325	37	475	475	NUM
easat-8654	325	38	,	,	PUNCT
easat-8654	325	39	2023	2023	NUM
easat-8654	325	40	.	.	PUNCT
easat-8654	326	1	https://doi.org/10.3390/w15030475	https://doi.org/10.3390/w15030475	PRON
easat-8654	326	2	[	[	X
easat-8654	326	3	12	12	NUM
easat-8654	326	4	]	]	PUNCT
easat-8654	326	5	j.	j.	PROPN
easat-8654	326	6	pandey	pandey	PROPN
easat-8654	326	7	and	and	CCONJ
easat-8654	326	8	s.	s.	PROPN
easat-8654	326	9	verma	verma	PROPN
easat-8654	326	10	,	,	PUNCT
easat-8654	326	11	"	"	PUNCT
easat-8654	326	12	water	water	NOUN
easat-8654	326	13	quality	quality	NOUN
easat-8654	326	14	analysis	analysis	NOUN
easat-8654	326	15	and	and	CCONJ
easat-8654	326	16	prediction	prediction	NOUN
easat-8654	326	17	techniques	technique	NOUN
easat-8654	326	18	using	use	VERB
easat-8654	326	19	artificial	artificial	ADJ
easat-8654	326	20	intelligence	intelligence	NOUN
easat-8654	326	21	,	,	PUNCT
easat-8654	326	22	"	"	PUNCT
easat-8654	326	23	in	in	ADP
easat-8654	326	24	ict	ict	PROPN
easat-8654	326	25	with	with	ADP
easat-8654	326	26	intelligent	intelligent	ADJ
easat-8654	326	27	applications	application	NOUN
easat-8654	326	28	:	:	PUNCT
easat-8654	326	29	proceedings	proceeding	NOUN
easat-8654	326	30	of	of	ADP
easat-8654	326	31	ictis	ictis	PROPN
easat-8654	326	32	2021	2021	NUM
easat-8654	326	33	,	,	PUNCT
easat-8654	326	34	volume	volume	NOUN
easat-8654	326	35	1	1	NUM
easat-8654	326	36	:	:	PUNCT
easat-8654	326	37	springer	springer	NOUN
easat-8654	326	38	,	,	PUNCT
easat-8654	326	39	2021	2021	NUM
easat-8654	326	40	,	,	PUNCT
easat-8654	326	41	pp	pp	ADJ
easat-8654	326	42	.	.	PUNCT
easat-8654	327	1	279	279	NUM
easat-8654	327	2	-	-	SYM
easat-8654	327	3	290	290	NUM
easat-8654	327	4	.	.	PUNCT
easat-8654	328	1	[	[	X
easat-8654	328	2	13	13	NUM
easat-8654	328	3	]	]	PUNCT
easat-8654	328	4	s.	s.	PROPN
easat-8654	328	5	i.	i.	PROPN
easat-8654	328	6	abba	abba	PROPN
easat-8654	328	7	et	et	PROPN
easat-8654	328	8	al	al	PROPN
easat-8654	328	9	.	.	PROPN
easat-8654	328	10	,	,	PUNCT
easat-8654	328	11	"	"	PUNCT
easat-8654	328	12	implementation	implementation	NOUN
easat-8654	328	13	of	of	ADP
easat-8654	328	14	data	datum	NOUN
easat-8654	328	15	intelligence	intelligence	NOUN
easat-8654	328	16	models	model	NOUN
easat-8654	328	17	coupled	couple	VERB
easat-8654	328	18	with	with	ADP
easat-8654	328	19	ensemble	ensemble	ADJ
easat-8654	328	20	machine	machine	NOUN
easat-8654	328	21	learning	learning	NOUN
easat-8654	328	22	for	for	ADP
easat-8654	328	23	prediction	prediction	NOUN
easat-8654	328	24	of	of	ADP
easat-8654	328	25	water	water	NOUN
easat-8654	328	26	quality	quality	NOUN
easat-8654	328	27	index	index	NOUN
easat-8654	328	28	,	,	PUNCT
easat-8654	328	29	"	"	PUNCT
easat-8654	328	30	environmental	environmental	ADJ
easat-8654	328	31	science	science	NOUN
easat-8654	328	32	and	and	CCONJ
easat-8654	328	33	pollution	pollution	NOUN
easat-8654	328	34	research	research	NOUN
easat-8654	328	35	,	,	PUNCT
easat-8654	328	36	vol	vol	NOUN
easat-8654	328	37	.	.	PROPN
easat-8654	328	38	27	27	NUM
easat-8654	328	39	,	,	PUNCT
easat-8654	328	40	no	no	INTJ
easat-8654	328	41	.	.	NOUN
easat-8654	328	42	33	33	NUM
easat-8654	328	43	,	,	PUNCT
easat-8654	328	44	pp	pp	ADJ
easat-8654	328	45	.	.	PUNCT
easat-8654	328	46	41524	41524	NUM
easat-8654	328	47	-	-	SYM
easat-8654	328	48	41539	41539	NUM
easat-8654	328	49	,	,	PUNCT
easat-8654	328	50	2020	2020	NUM
easat-8654	328	51	.	.	PUNCT
easat-8654	329	1	https://doi.org/10.1007/s11356-020-09689-x	https://doi.org/10.1007/s11356-020-09689-x	PROPN
easat-8654	330	1	[	[	X
easat-8654	330	2	14	14	NUM
easat-8654	330	3	]	]	PUNCT
easat-8654	330	4	m.	m.	PROPN
easat-8654	330	5	k.	k.	PROPN
easat-8654	330	6	nallakaruppan	nallakaruppan	PROPN
easat-8654	330	7	,	,	PUNCT
easat-8654	330	8	e.	e.	PROPN
easat-8654	330	9	gangadevi	gangadevi	PROPN
easat-8654	330	10	,	,	PUNCT
easat-8654	330	11	m.	m.	NOUN
easat-8654	330	12	l.	l.	PROPN
easat-8654	330	13	shri	shri	PROPN
easat-8654	330	14	,	,	PUNCT
easat-8654	330	15	b.	b.	PROPN
easat-8654	330	16	balusamy	balusamy	PROPN
easat-8654	330	17	,	,	PUNCT
easat-8654	330	18	s.	s.	PROPN
easat-8654	330	19	bhattacharya	bhattacharya	PROPN
easat-8654	330	20	,	,	PUNCT
easat-8654	330	21	and	and	CCONJ
easat-8654	330	22	s.	s.	PROPN
easat-8654	330	23	selvarajan	selvarajan	PROPN
easat-8654	330	24	,	,	PUNCT
easat-8654	330	25	"	"	PUNCT
easat-8654	330	26	reliable	reliable	ADJ
easat-8654	330	27	water	water	NOUN
easat-8654	330	28	quality	quality	NOUN
easat-8654	330	29	prediction	prediction	NOUN
easat-8654	330	30	and	and	CCONJ
easat-8654	330	31	parametric	parametric	ADJ
easat-8654	330	32	analysis	analysis	NOUN
easat-8654	330	33	using	use	VERB
easat-8654	330	34	explainable	explainable	ADJ
easat-8654	330	35	ai	ai	NOUN
easat-8654	330	36	models	model	NOUN
easat-8654	330	37	,	,	PUNCT
easat-8654	330	38	"	"	PUNCT
easat-8654	330	39	scientific	scientific	ADJ
easat-8654	330	40	reports	report	NOUN
easat-8654	330	41	,	,	PUNCT
easat-8654	330	42	vol	vol	NOUN
easat-8654	330	43	.	.	PROPN
easat-8654	330	44	14	14	NUM
easat-8654	330	45	,	,	PUNCT
easat-8654	330	46	no	no	INTJ
easat-8654	330	47	.	.	NOUN
easat-8654	330	48	1	1	NUM
easat-8654	330	49	,	,	PUNCT
easat-8654	330	50	p.	p.	NOUN
easat-8654	330	51	7520	7520	NUM
easat-8654	330	52	,	,	PUNCT
easat-8654	330	53	2024	2024	NUM
easat-8654	330	54	.	.	PUNCT
easat-8654	331	1	https://doi.org/10.1038/s41598-024-56775-y	https://doi.org/10.1038/s41598-024-56775-y	PRON
easat-8654	332	1	[	[	X
easat-8654	332	2	15	15	NUM
easat-8654	332	3	]	]	X
easat-8654	332	4	g.	g.	PROPN
easat-8654	332	5	elkiran	elkiran	PROPN
easat-8654	332	6	,	,	PUNCT
easat-8654	332	7	v.	v.	CCONJ
easat-8654	332	8	nourani	nourani	PROPN
easat-8654	332	9	,	,	PUNCT
easat-8654	332	10	and	and	CCONJ
easat-8654	332	11	s.	s.	PROPN
easat-8654	332	12	i.	i.	PROPN
easat-8654	332	13	abba	abba	PROPN
easat-8654	332	14	,	,	PUNCT
easat-8654	332	15	"	"	PUNCT
easat-8654	332	16	multi	multi	ADJ
easat-8654	332	17	-	-	ADJ
easat-8654	332	18	step	step	VERB
easat-8654	332	19	ahead	ahead	ADV
easat-8654	332	20	modelling	modelling	NOUN
easat-8654	332	21	of	of	ADP
easat-8654	332	22	river	river	NOUN
easat-8654	332	23	water	water	NOUN
easat-8654	332	24	quality	quality	NOUN
easat-8654	332	25	parameters	parameter	NOUN
easat-8654	332	26	using	use	VERB
easat-8654	332	27	ensemble	ensemble	ADJ
easat-8654	332	28	artificial	artificial	ADJ
easat-8654	332	29	intelligence	intelligence	NOUN
easat-8654	332	30	-	-	PUNCT
easat-8654	332	31	based	base	VERB
easat-8654	332	32	approach	approach	NOUN
easat-8654	332	33	,	,	PUNCT
easat-8654	332	34	"	"	PUNCT
easat-8654	332	35	journal	journal	NOUN
easat-8654	332	36	of	of	ADP
easat-8654	332	37	hydrology	hydrology	NOUN
easat-8654	332	38	,	,	PUNCT
easat-8654	332	39	vol	vol	NOUN
easat-8654	332	40	.	.	PROPN
easat-8654	332	41	577	577	NUM
easat-8654	332	42	,	,	PUNCT
easat-8654	332	43	p.	p.	NOUN
easat-8654	332	44	123962	123962	NUM
easat-8654	332	45	,	,	PUNCT
easat-8654	332	46	2019	2019	NUM
easat-8654	332	47	.	.	PUNCT
easat-8654	333	1	https://doi.org/10.1016/j.jhydrol.2019.123962	https://doi.org/10.1016/j.jhydrol.2019.123962	PROPN
easat-8654	334	1	[	[	X
easat-8654	334	2	16	16	NUM
easat-8654	334	3	]	]	PUNCT
easat-8654	334	4	w.	w.	PROPN
easat-8654	334	5	ismail	ismail	PROPN
easat-8654	334	6	,	,	PUNCT
easat-8654	334	7	n.	n.	PROPN
easat-8654	334	8	niknejad	niknejad	PROPN
easat-8654	334	9	,	,	PUNCT
easat-8654	334	10	m.	m.	NOUN
easat-8654	334	11	bahari	bahari	PROPN
easat-8654	334	12	,	,	PUNCT
easat-8654	334	13	r.	r.	PROPN
easat-8654	334	14	hendradi	hendradi	PROPN
easat-8654	334	15	,	,	PUNCT
easat-8654	334	16	n.	n.	PROPN
easat-8654	334	17	j.	j.	PROPN
easat-8654	334	18	m.	m.	PROPN
easat-8654	334	19	zaizi	zaizi	PROPN
easat-8654	334	20	,	,	PUNCT
easat-8654	334	21	and	and	CCONJ
easat-8654	334	22	m.	m.	PROPN
easat-8654	334	23	z.	z.	PROPN
easat-8654	334	24	zulkifli	zulkifli	PROPN
easat-8654	334	25	,	,	PUNCT
easat-8654	334	26	"	"	PUNCT
easat-8654	334	27	water	water	NOUN
easat-8654	334	28	treatment	treatment	NOUN
easat-8654	334	29	and	and	CCONJ
easat-8654	334	30	artificial	artificial	ADJ
easat-8654	334	31	intelligence	intelligence	NOUN
easat-8654	334	32	techniques	technique	NOUN
easat-8654	334	33	:	:	PUNCT
easat-8654	334	34	a	a	DET
easat-8654	334	35	systematic	systematic	ADJ
easat-8654	334	36	literature	literature	NOUN
easat-8654	334	37	review	review	NOUN
easat-8654	334	38	research	research	NOUN
easat-8654	334	39	,	,	PUNCT
easat-8654	334	40	"	"	PUNCT
easat-8654	334	41	environmental	environmental	ADJ
easat-8654	334	42	science	science	NOUN
easat-8654	334	43	and	and	CCONJ
easat-8654	334	44	pollution	pollution	NOUN
easat-8654	334	45	research	research	NOUN
easat-8654	334	46	,	,	PUNCT
easat-8654	334	47	vol	vol	NOUN
easat-8654	334	48	.	.	PROPN
easat-8654	334	49	30	30	NUM
easat-8654	334	50	,	,	PUNCT
easat-8654	334	51	no	no	INTJ
easat-8654	334	52	.	.	NOUN
easat-8654	334	53	10	10	NUM
easat-8654	334	54	,	,	PUNCT
easat-8654	334	55	pp	pp	ADJ
easat-8654	334	56	.	.	PUNCT
easat-8654	334	57	1–19	1–19	NOUN
easat-8654	334	58	,	,	PUNCT
easat-8654	334	59	2021	2021	NUM
easat-8654	334	60	.	.	PUNCT
easat-8654	335	1	https://doi.org/10.3390/w15030475	https://doi.org/10.3390/w15030475	PRON
easat-8654	335	2	https://doi.org/10.1007/s11356-020-09689-x	https://doi.org/10.1007/s11356-020-09689-x	PROPN
easat-8654	335	3	https://doi.org/10.1038/s41598-024-56775-y	https://doi.org/10.1038/s41598-024-56775-y	PROPN
easat-8654	335	4	https://doi.org/10.1016/j.jhydrol.2019.123962	https://doi.org/10.1016/j.jhydrol.2019.123962	VERB