id	sid	tid	token	lemma	pos
cana-3470	1	1	communications	communication	NOUN
cana-3470	1	2	on	on	ADP
cana-3470	1	3	applied	apply	VERB
cana-3470	1	4	nonlinear	nonlinear	ADJ
cana-3470	1	5	analysis	analysis	NOUN
cana-3470	1	6	issn	issn	NOUN
cana-3470	1	7	:	:	PUNCT
cana-3470	1	8	1074	1074	NUM
cana-3470	1	9	-	-	PUNCT
cana-3470	1	10	133x	133x	NUM
cana-3470	1	11	vol	vol	NOUN
cana-3470	1	12	32	32	NUM
cana-3470	1	13	no	no	NOUN
cana-3470	1	14	.	.	PUNCT
cana-3470	2	1	7s	7	NOUN
cana-3470	2	2	(	(	PUNCT
cana-3470	2	3	2025	2025	NUM
cana-3470	2	4	)	)	PUNCT
cana-3470	2	5	629	629	NUM
cana-3470	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	2	7	real	real	ADJ
cana-3470	2	8	time	time	NOUN
cana-3470	2	9	monitoring	monitoring	NOUN
cana-3470	2	10	and	and	CCONJ
cana-3470	2	11	control	control	NOUN
cana-3470	2	12	of	of	ADP
cana-3470	2	13	pump	pump	NOUN
cana-3470	2	14	by	by	ADP
cana-3470	2	15	deep	deep	ADJ
cana-3470	2	16	reinforcement	reinforcement	NOUN
cana-3470	2	17	learning	learning	PROPN
cana-3470	2	18	dr	dr	PROPN
cana-3470	2	19	.	.	PROPN
cana-3470	2	20	paromita	paromita	PROPN
cana-3470	2	21	goswami	goswami	PROPN
cana-3470	2	22	1	1	NUM
cana-3470	2	23	,	,	PUNCT
cana-3470	2	24	r	r	NOUN
cana-3470	2	25	shalini	shalini	NOUN
cana-3470	2	26	2	2	NUM
cana-3470	2	27	,	,	PUNCT
cana-3470	2	28	dr.m.v.rajesh	dr.m.v.rajesh	NOUN
cana-3470	2	29	3	3	NUM
cana-3470	2	30	,	,	PUNCT
cana-3470	2	31	rashmi	rashmi	PROPN
cana-3470	2	32	hegde	hegde	PROPN
cana-3470	2	33	4	4	NUM
cana-3470	2	34	,	,	PUNCT
cana-3470	2	35	dr.s.suma	dr.s.suma	PROPN
cana-3470	2	36	christal	christal	PROPN
cana-3470	2	37	mary	mary	PROPN
cana-3470	2	38	sundararajan	sundararajan	PROPN
cana-3470	2	39	5	5	NUM
cana-3470	2	40	,	,	PUNCT
cana-3470	2	41	dr	dr	PROPN
cana-3470	2	42	.	.	PROPN
cana-3470	2	43	bramah	bramah	PROPN
cana-3470	2	44	hazela	hazela	PROPN
cana-3470	2	45	6	6	NUM
cana-3470	2	46	1	1	NUM
cana-3470	2	47	department	department	NOUN
cana-3470	2	48	of	of	ADP
cana-3470	2	49	computer	computer	NOUN
cana-3470	2	50	engineering	engineering	NOUN
cana-3470	2	51	and	and	CCONJ
cana-3470	2	52	applications	application	NOUN
cana-3470	2	53	,	,	PUNCT
cana-3470	2	54	gla	gla	PROPN
cana-3470	2	55	university	university	PROPN
cana-3470	2	56	,	,	PUNCT
cana-3470	2	57	mathura	mathura	PROPN
cana-3470	2	58	,	,	PUNCT
cana-3470	2	59	india	india	PROPN
cana-3470	2	60	.	.	PUNCT
cana-3470	3	1	mcanbu.16@gmail.com	mcanbu.16@gmail.com	PROPN
cana-3470	3	2	2	2	NUM
cana-3470	3	3	department	department	NOUN
cana-3470	3	4	of	of	ADP
cana-3470	3	5	computer	computer	NOUN
cana-3470	3	6	science	science	NOUN
cana-3470	3	7	and	and	CCONJ
cana-3470	3	8	engineering	engineering	NOUN
cana-3470	3	9	,	,	PUNCT
cana-3470	3	10	koneru	koneru	PROPN
cana-3470	3	11	lakshmaiah	lakshmaiah	PROPN
cana-3470	3	12	education	education	PROPN
cana-3470	3	13	foundation	foundation	PROPN
cana-3470	3	14	,	,	PUNCT
cana-3470	3	15	green	green	PROPN
cana-3470	3	16	fileds	fileds	PROPN
cana-3470	3	17	,	,	PUNCT
cana-3470	3	18	vaddeswaram	vaddeswaram	PROPN
cana-3470	3	19	,	,	PUNCT
cana-3470	3	20	india	india	PROPN
cana-3470	3	21	.	.	PUNCT
cana-3470	4	1	spshalinikaran@kluniversity.in	spshalinikaran@kluniversity.in	PROPN
cana-3470	4	2	3	3	NUM
cana-3470	4	3	department	department	NOUN
cana-3470	4	4	of	of	ADP
cana-3470	4	5	it	it	PRON
cana-3470	4	6	,	,	PUNCT
cana-3470	4	7	aditya	aditya	PROPN
cana-3470	4	8	university	university	PROPN
cana-3470	4	9	,	,	PUNCT
cana-3470	4	10	surampalem	surampalem	NOUN
cana-3470	4	11	,	,	PUNCT
cana-3470	4	12	india	india	PROPN
cana-3470	4	13	,	,	PUNCT
cana-3470	4	14	rajesh.masina@adityauniversity.in	rajesh.masina@adityauniversity.in	VERB
cana-3470	4	15	4	4	NUM
cana-3470	4	16	nitte	nitte	NOUN
cana-3470	4	17	(	(	PUNCT
cana-3470	4	18	deemed	deem	VERB
cana-3470	4	19	to	to	PART
cana-3470	4	20	be	be	AUX
cana-3470	4	21	university	university	NOUN
cana-3470	4	22	)	)	PUNCT
cana-3470	4	23	,	,	PUNCT
cana-3470	4	24	nmam	nmam	PROPN
cana-3470	4	25	institute	institute	PROPN
cana-3470	4	26	of	of	ADP
cana-3470	4	27	technology	technology	PROPN
cana-3470	4	28	,	,	PUNCT
cana-3470	4	29	nitte	nitte	NOUN
cana-3470	4	30	,	,	PUNCT
cana-3470	4	31	karkala	karkala	PROPN
cana-3470	4	32	,	,	PUNCT
cana-3470	4	33	india	india	PROPN
cana-3470	4	34	.	.	PROPN
cana-3470	5	1	rashmihegde@nitte.edu.in	rashmihegde@nitte.edu.in	PROPN
cana-3470	5	2	5	5	NUM
cana-3470	5	3	department	department	NOUN
cana-3470	5	4	of	of	ADP
cana-3470	5	5	information	information	NOUN
cana-3470	5	6	technology	technology	NOUN
cana-3470	5	7	,	,	PUNCT
cana-3470	5	8	panimalar	panimalar	ADJ
cana-3470	5	9	engineering	engineering	NOUN
cana-3470	5	10	college	college	NOUN
cana-3470	5	11	,	,	PUNCT
cana-3470	5	12	poonamalle	poonamalle	NOUN
cana-3470	5	13	,	,	PUNCT
cana-3470	5	14	chennai	chennai	PROPN
cana-3470	5	15	,	,	PUNCT
cana-3470	5	16	india	india	PROPN
cana-3470	5	17	.	.	PUNCT
cana-3470	6	1	sumasheyalin@gmail.com	sumasheyalin@gmail.com	NOUN
cana-3470	6	2	6	6	NUM
cana-3470	6	3	amity	amity	NOUN
cana-3470	6	4	school	school	NOUN
cana-3470	6	5	of	of	ADP
cana-3470	6	6	engineering	engineering	NOUN
cana-3470	6	7	&	&	CCONJ
cana-3470	6	8	technology	technology	PROPN
cana-3470	6	9	,	,	PUNCT
cana-3470	6	10	amity	amity	NOUN
cana-3470	6	11	university	university	PROPN
cana-3470	6	12	uttar	uttar	PROPN
cana-3470	6	13	pradesh	pradesh	PROPN
cana-3470	6	14	,	,	PUNCT
cana-3470	6	15	lucknow	lucknow	PROPN
cana-3470	6	16	campus	campus	PROPN
cana-3470	6	17	,	,	PUNCT
cana-3470	6	18	lucknow	lucknow	PROPN
cana-3470	6	19	,	,	PUNCT
cana-3470	6	20	india	india	PROPN
cana-3470	6	21	.	.	PUNCT
cana-3470	7	1	bramahhazela77@gmail.com	bramahhazela77@gmail.com	X
cana-3470	7	2	article	article	NOUN
cana-3470	7	3	history	history	NOUN
cana-3470	7	4	:	:	PUNCT
cana-3470	7	5	received	receive	VERB
cana-3470	7	6	:	:	PUNCT
cana-3470	7	7	26	26	NUM
cana-3470	7	8	-	-	SYM
cana-3470	7	9	10	10	NUM
cana-3470	7	10	-	-	PUNCT
cana-3470	7	11	2024	2024	NUM
cana-3470	7	12	revised:10	revised:10	NOUN
cana-3470	7	13	-	-	PUNCT
cana-3470	7	14	11	11	NUM
cana-3470	7	15	-	-	PUNCT
cana-3470	7	16	2024	2024	NUM
cana-3470	7	17	accepted:18	accepted:18	PROPN
cana-3470	7	18	-	-	PUNCT
cana-3470	7	19	12	12	NUM
cana-3470	7	20	-	-	PUNCT
cana-3470	7	21	2024	2024	NUM
cana-3470	7	22	abstract	abstract	NOUN
cana-3470	7	23	:	:	PUNCT
cana-3470	7	24	flood	flood	NOUN
cana-3470	7	25	prevention	prevention	NOUN
cana-3470	7	26	is	be	AUX
cana-3470	7	27	aided	aid	VERB
cana-3470	7	28	by	by	ADP
cana-3470	7	29	rainwater	rainwater	NOUN
cana-3470	7	30	pumping	pumping	NOUN
cana-3470	7	31	stations	station	NOUN
cana-3470	7	32	situated	situate	VERB
cana-3470	7	33	close	close	ADV
cana-3470	7	34	to	to	ADP
cana-3470	7	35	cities	city	NOUN
cana-3470	7	36	or	or	CCONJ
cana-3470	7	37	agricultural	agricultural	ADJ
cana-3470	7	38	regions	region	NOUN
cana-3470	7	39	.	.	PUNCT
cana-3470	8	1	these	these	DET
cana-3470	8	2	stations	station	NOUN
cana-3470	8	3	activate	activate	VERB
cana-3470	8	4	a	a	DET
cana-3470	8	5	suitable	suitable	ADJ
cana-3470	8	6	number	number	NOUN
cana-3470	8	7	of	of	ADP
cana-3470	8	8	pumps	pump	NOUN
cana-3470	8	9	,	,	PUNCT
cana-3470	8	10	each	each	PRON
cana-3470	8	11	with	with	ADP
cana-3470	8	12	a	a	DET
cana-3470	8	13	different	different	ADJ
cana-3470	8	14	capacity	capacity	NOUN
cana-3470	8	15	,	,	PUNCT
cana-3470	8	16	in	in	ADP
cana-3470	8	17	response	response	NOUN
cana-3470	8	18	to	to	ADP
cana-3470	8	19	the	the	DET
cana-3470	8	20	actual	actual	ADJ
cana-3470	8	21	amount	amount	NOUN
cana-3470	8	22	of	of	ADP
cana-3470	8	23	rainwater	rainwater	NOUN
cana-3470	8	24	that	that	PRON
cana-3470	8	25	is	be	AUX
cana-3470	8	26	falling	fall	VERB
cana-3470	8	27	.	.	PUNCT
cana-3470	9	1	unfortunately	unfortunately	ADV
cana-3470	9	2	,	,	PUNCT
cana-3470	9	3	effective	effective	ADJ
cana-3470	9	4	control	control	NOUN
cana-3470	9	5	is	be	AUX
cana-3470	9	6	typically	typically	ADV
cana-3470	9	7	lacking	lack	VERB
cana-3470	9	8	when	when	SCONJ
cana-3470	9	9	rule	rule	NOUN
cana-3470	9	10	-	-	PUNCT
cana-3470	9	11	based	base	VERB
cana-3470	9	12	pump	pump	NOUN
cana-3470	9	13	operations	operation	NOUN
cana-3470	9	14	are	be	AUX
cana-3470	9	15	used	use	VERB
cana-3470	9	16	in	in	ADP
cana-3470	9	17	isolation	isolation	NOUN
cana-3470	9	18	to	to	PART
cana-3470	9	19	monitor	monitor	VERB
cana-3470	9	20	basin	basin	NOUN
cana-3470	9	21	water	water	NOUN
cana-3470	9	22	levels	level	NOUN
cana-3470	9	23	.	.	PUNCT
cana-3470	10	1	diminishing	diminish	VERB
cana-3470	10	2	the	the	DET
cana-3470	10	3	number	number	NOUN
cana-3470	10	4	of	of	ADP
cana-3470	10	5	switches	switch	NOUN
cana-3470	10	6	that	that	PRON
cana-3470	10	7	is	be	AUX
cana-3470	10	8	on	on	ADP
cana-3470	10	9	or	or	CCONJ
cana-3470	10	10	off	off	ADV
cana-3470	10	11	for	for	ADP
cana-3470	10	12	the	the	DET
cana-3470	10	13	pumps	pump	NOUN
cana-3470	10	14	at	at	ADP
cana-3470	10	15	rainfall	rainfall	NOUN
cana-3470	10	16	stations	station	NOUN
cana-3470	10	17	is	be	AUX
cana-3470	10	18	just	just	ADV
cana-3470	10	19	as	as	ADV
cana-3470	10	20	important	important	ADJ
cana-3470	10	21	as	as	ADP
cana-3470	10	22	keeping	keep	VERB
cana-3470	10	23	the	the	DET
cana-3470	10	24	maximum	maximum	ADJ
cana-3470	10	25	water	water	NOUN
cana-3470	10	26	level	level	NOUN
cana-3470	10	27	low	low	ADJ
cana-3470	10	28	to	to	PART
cana-3470	10	29	avoid	avoid	VERB
cana-3470	10	30	floods	flood	NOUN
cana-3470	10	31	.	.	PUNCT
cana-3470	11	1	pump	pump	NOUN
cana-3470	11	2	switch	switch	NOUN
cana-3470	11	3	frequency	frequency	NOUN
cana-3470	11	4	reduction	reduction	NOUN
cana-3470	11	5	reduces	reduce	VERB
cana-3470	11	6	maintenance	maintenance	NOUN
cana-3470	11	7	expenses	expense	NOUN
cana-3470	11	8	by	by	ADP
cana-3470	11	9	lowering	lower	VERB
cana-3470	11	10	the	the	DET
cana-3470	11	11	chance	chance	NOUN
cana-3470	11	12	of	of	ADP
cana-3470	11	13	mechanical	mechanical	ADJ
cana-3470	11	14	failure	failure	NOUN
cana-3470	11	15	.	.	PUNCT
cana-3470	12	1	this	this	DET
cana-3470	12	2	paper	paper	NOUN
cana-3470	12	3	presents	present	VERB
cana-3470	12	4	a	a	DET
cana-3470	12	5	method	method	NOUN
cana-3470	12	6	for	for	ADP
cana-3470	12	7	operating	operating	NOUN
cana-3470	12	8	rainwater	rainwater	NOUN
cana-3470	12	9	pumping	pumping	NOUN
cana-3470	12	10	stations	station	NOUN
cana-3470	12	11	in	in	ADP
cana-3470	12	12	real	real	ADJ
cana-3470	12	13	-	-	PUNCT
cana-3470	12	14	time	time	NOUN
cana-3470	12	15	utilizing	utilize	VERB
cana-3470	12	16	deep	deep	ADJ
cana-3470	12	17	reinforcement	reinforcement	NOUN
cana-3470	12	18	learning	learning	NOUN
cana-3470	12	19	(	(	PUNCT
cana-3470	12	20	drl	drl	PROPN
cana-3470	12	21	)	)	PUNCT
cana-3470	12	22	.	.	PUNCT
cana-3470	13	1	the	the	DET
cana-3470	13	2	goal	goal	NOUN
cana-3470	13	3	is	be	AUX
cana-3470	13	4	to	to	PART
cana-3470	13	5	meet	meet	VERB
cana-3470	13	6	all	all	PRON
cana-3470	13	7	of	of	ADP
cana-3470	13	8	these	these	DET
cana-3470	13	9	operational	operational	ADJ
cana-3470	13	10	requirements	requirement	NOUN
cana-3470	13	11	at	at	ADP
cana-3470	13	12	the	the	DET
cana-3470	13	13	same	same	ADJ
cana-3470	13	14	time	time	NOUN
cana-3470	13	15	,	,	PUNCT
cana-3470	13	16	using	use	VERB
cana-3470	13	17	only	only	ADJ
cana-3470	13	18	data	datum	NOUN
cana-3470	13	19	that	that	PRON
cana-3470	13	20	is	be	AUX
cana-3470	13	21	presently	presently	ADV
cana-3470	13	22	noticeable	noticeable	ADJ
cana-3470	13	23	like	like	ADP
cana-3470	13	24	inflow	inflow	NOUN
cana-3470	13	25	,	,	PUNCT
cana-3470	13	26	rainfall	rainfall	NOUN
cana-3470	13	27	,	,	PUNCT
cana-3470	13	28	place	place	NOUN
cana-3470	13	29	of	of	ADP
cana-3470	13	30	storage	storage	NOUN
cana-3470	13	31	amount	amount	NOUN
cana-3470	13	32	,	,	PUNCT
cana-3470	13	33	water	water	NOUN
cana-3470	13	34	level	level	NOUN
cana-3470	13	35	basin	basin	NOUN
cana-3470	13	36	and	and	CCONJ
cana-3470	13	37	outflow	outflow	NOUN
cana-3470	13	38	.	.	PUNCT
cana-3470	14	1	it	it	PRON
cana-3470	14	2	was	be	AUX
cana-3470	14	3	trained	train	VERB
cana-3470	14	4	using	use	VERB
cana-3470	14	5	simulated	simulate	VERB
cana-3470	14	6	rainfall	rainfall	NOUN
cana-3470	14	7	data	datum	NOUN
cana-3470	14	8	created	create	VERB
cana-3470	14	9	using	use	VERB
cana-3470	14	10	the	the	DET
cana-3470	14	11	huff	huff	NOUN
cana-3470	14	12	technique	technique	NOUN
cana-3470	14	13	with	with	ADP
cana-3470	14	14	different	different	ADJ
cana-3470	14	15	return	return	NOUN
cana-3470	14	16	periods	period	NOUN
cana-3470	14	17	and	and	CCONJ
cana-3470	14	18	durations	duration	NOUN
cana-3470	14	19	.	.	PUNCT
cana-3470	15	1	experiments	experiment	NOUN
cana-3470	15	2	were	be	AUX
cana-3470	15	3	carried	carry	VERB
cana-3470	15	4	out	out	ADP
cana-3470	15	5	using	use	VERB
cana-3470	15	6	the	the	DET
cana-3470	15	7	storm	storm	NOUN
cana-3470	15	8	water	water	NOUN
cana-3470	15	9	management	management	NOUN
cana-3470	15	10	model	model	NOUN
cana-3470	15	11	(	(	PUNCT
cana-3470	15	12	swmm	swmm	NOUN
cana-3470	15	13	)	)	PUNCT
cana-3470	15	14	,	,	PUNCT
cana-3470	15	15	which	which	PRON
cana-3470	15	16	was	be	AUX
cana-3470	15	17	set	set	VERB
cana-3470	15	18	up	up	ADP
cana-3470	15	19	to	to	PART
cana-3470	15	20	mimic	mimic	VERB
cana-3470	15	21	the	the	DET
cana-3470	15	22	rainwater	rainwater	NOUN
cana-3470	15	23	pumping	pumping	NOUN
cana-3470	15	24	station	station	NOUN
cana-3470	15	25	.	.	PUNCT
cana-3470	16	1	next	next	ADV
cana-3470	16	2	,	,	PUNCT
cana-3470	16	3	the	the	DET
cana-3470	16	4	suggested	suggest	VERB
cana-3470	16	5	drl	drl	PROPN
cana-3470	16	6	model	model	PROPN
cana-3470	16	7	's	's	PART
cana-3470	16	8	efficiency	efficiency	NOUN
cana-3470	16	9	was	be	AUX
cana-3470	16	10	contrasted	contrast	VERB
cana-3470	16	11	with	with	ADP
cana-3470	16	12	the	the	DET
cana-3470	16	13	station	station	NOUN
cana-3470	16	14	's	's	PART
cana-3470	16	15	present	present	ADJ
cana-3470	16	16	rule	rule	NOUN
cana-3470	16	17	-	-	PUNCT
cana-3470	16	18	based	base	VERB
cana-3470	16	19	pump	pump	NOUN
cana-3470	16	20	operation	operation	NOUN
cana-3470	16	21	.	.	PUNCT
cana-3470	17	1	keywords	keyword	NOUN
cana-3470	17	2	:	:	PUNCT
cana-3470	17	3	rainwater	rainwater	NOUN
cana-3470	17	4	pumping	pumping	NOUN
cana-3470	17	5	station	station	NOUN
cana-3470	17	6	,	,	PUNCT
cana-3470	17	7	floods	flood	NOUN
cana-3470	17	8	,	,	PUNCT
cana-3470	17	9	drl	drl	PROPN
cana-3470	17	10	,	,	PUNCT
cana-3470	17	11	rainfall	rainfall	NOUN
cana-3470	17	12	,	,	PUNCT
cana-3470	17	13	swmm	swmm	NOUN
cana-3470	17	14	.	.	PUNCT
cana-3470	18	1	1	1	X
cana-3470	18	2	.	.	X
cana-3470	18	3	introduction	introduction	NOUN
cana-3470	18	4	rainfall	rainfall	NOUN
cana-3470	18	5	in	in	ADP
cana-3470	18	6	metropolitan	metropolitan	ADJ
cana-3470	18	7	centres	centre	NOUN
cana-3470	18	8	and	and	CCONJ
cana-3470	18	9	adjacent	adjacent	ADJ
cana-3470	18	10	regions	region	NOUN
cana-3470	18	11	follows	follow	VERB
cana-3470	18	12	intricate	intricate	ADJ
cana-3470	18	13	drainage	drainage	NOUN
cana-3470	18	14	patterns	pattern	NOUN
cana-3470	18	15	before	before	ADP
cana-3470	18	16	reaching	reach	VERB
cana-3470	18	17	rivers	river	NOUN
cana-3470	18	18	[	[	X
cana-3470	18	19	1	1	NUM
cana-3470	18	20	]	]	PUNCT
cana-3470	18	21	.	.	PUNCT
cana-3470	19	1	however	however	ADV
cana-3470	19	2	,	,	PUNCT
cana-3470	19	3	direct	direct	ADJ
cana-3470	19	4	input	input	NOUN
cana-3470	19	5	into	into	ADP
cana-3470	19	6	rivers	river	NOUN
cana-3470	19	7	after	after	SCONJ
cana-3470	19	8	a	a	DET
cana-3470	19	9	quick	quick	ADJ
cana-3470	19	10	rain	rain	NOUN
cana-3470	19	11	might	might	AUX
cana-3470	19	12	flood	flood	VERB
cana-3470	19	13	nearby	nearby	ADJ
cana-3470	19	14	regions	region	NOUN
cana-3470	19	15	,	,	PUNCT
cana-3470	19	16	inflicting	inflict	VERB
cana-3470	19	17	major	major	ADJ
cana-3470	19	18	damage	damage	NOUN
cana-3470	19	19	[	[	X
cana-3470	19	20	2	2	NUM
cana-3470	19	21	]	]	PUNCT
cana-3470	19	22	.	.	PUNCT
cana-3470	20	1	climate	climate	NOUN
cana-3470	20	2	change	change	NOUN
cana-3470	20	3	has	have	AUX
cana-3470	20	4	increased	increase	VERB
cana-3470	20	5	the	the	DET
cana-3470	20	6	frequency	frequency	NOUN
cana-3470	20	7	of	of	ADP
cana-3470	20	8	severe	severe	ADJ
cana-3470	20	9	rainfall	rainfall	NOUN
cana-3470	20	10	,	,	PUNCT
cana-3470	20	11	leading	lead	VERB
cana-3470	20	12	to	to	ADP
cana-3470	20	13	significant	significant	ADJ
cana-3470	20	14	flood	flood	NOUN
cana-3470	20	15	damage	damage	NOUN
cana-3470	20	16	that	that	PRON
cana-3470	20	17	burdens	burden	VERB
cana-3470	20	18	national	national	ADJ
cana-3470	20	19	economies	economy	NOUN
cana-3470	20	20	[	[	X
cana-3470	20	21	3	3	NUM
cana-3470	20	22	]	]	PUNCT
cana-3470	20	23	.	.	PUNCT
cana-3470	21	1	the	the	DET
cana-3470	21	2	installation	installation	NOUN
cana-3470	21	3	and	and	CCONJ
cana-3470	21	4	operation	operation	NOUN
cana-3470	21	5	of	of	ADP
cana-3470	21	6	rainwater	rainwater	NOUN
cana-3470	21	7	pumping	pumping	NOUN
cana-3470	21	8	stations	station	NOUN
cana-3470	21	9	serves	serve	VERB
cana-3470	21	10	as	as	ADP
cana-3470	21	11	a	a	DET
cana-3470	21	12	buffer	buffer	NOUN
cana-3470	21	13	to	to	PART
cana-3470	21	14	reduce	reduce	VERB
cana-3470	21	15	the	the	DET
cana-3470	21	16	likelihood	likelihood	NOUN
cana-3470	21	17	of	of	ADP
cana-3470	21	18	flooding	flood	VERB
cana-3470	21	19	in	in	ADP
cana-3470	21	20	regions	region	NOUN
cana-3470	21	21	that	that	PRON
cana-3470	21	22	are	be	AUX
cana-3470	21	23	next	next	ADJ
cana-3470	21	24	to	to	ADP
cana-3470	21	25	rivers	river	NOUN
cana-3470	21	26	[	[	X
cana-3470	21	27	4	4	NUM
cana-3470	21	28	]	]	PUNCT
cana-3470	21	29	.	.	PUNCT
cana-3470	22	1	by	by	ADP
cana-3470	22	2	discharging	discharge	VERB
cana-3470	22	3	collected	collect	VERB
cana-3470	22	4	rainfall	rainfall	NOUN
cana-3470	22	5	into	into	ADP
cana-3470	22	6	retention	retention	NOUN
cana-3470	22	7	basins	basin	NOUN
cana-3470	22	8	,	,	PUNCT
cana-3470	22	9	these	these	DET
cana-3470	22	10	pumping	pumping	NOUN
cana-3470	22	11	stations	station	NOUN
cana-3470	22	12	successfully	successfully	ADV
cana-3470	22	13	avoid	avoid	VERB
cana-3470	22	14	river	river	NOUN
cana-3470	22	15	overflow	overflow	NOUN
cana-3470	22	16	and	and	CCONJ
cana-3470	22	17	flood	flood	NOUN
cana-3470	22	18	damage	damage	NOUN
cana-3470	22	19	.	.	PUNCT
cana-3470	23	1	the	the	DET
cana-3470	23	2	capabilities	capability	NOUN
cana-3470	23	3	of	of	ADP
cana-3470	23	4	the	the	DET
cana-3470	23	5	pumps	pump	NOUN
cana-3470	23	6	vary	vary	VERB
cana-3470	23	7	according	accord	VERB
cana-3470	23	8	to	to	ADP
cana-3470	23	9	their	their	PRON
cana-3470	23	10	size	size	NOUN
cana-3470	23	11	[	[	X
cana-3470	23	12	5	5	NUM
cana-3470	23	13	-	-	SYM
cana-3470	23	14	7	7	NUM
cana-3470	23	15	]	]	PUNCT
cana-3470	23	16	.	.	PUNCT
cana-3470	24	1	in	in	ADP
cana-3470	24	2	order	order	NOUN
cana-3470	24	3	to	to	PART
cana-3470	24	4	activate	activate	VERB
cana-3470	24	5	or	or	CCONJ
cana-3470	24	6	deactivate	deactivate	VERB
cana-3470	24	7	the	the	DET
cana-3470	24	8	pumps	pump	NOUN
cana-3470	24	9	at	at	ADP
cana-3470	24	10	rainwater	rainwater	NOUN
cana-3470	24	11	pumping	pumping	NOUN
cana-3470	24	12	stations	station	NOUN
cana-3470	24	13	[	[	X
cana-3470	24	14	8	8	NUM
cana-3470	24	15	]	]	PUNCT
cana-3470	24	16	,	,	PUNCT
cana-3470	24	17	the	the	DET
cana-3470	24	18	majority	majority	NOUN
cana-3470	24	19	of	of	ADP
cana-3470	24	20	these	these	DET
cana-3470	24	21	systems	system	NOUN
cana-3470	24	22	employ	employ	VERB
cana-3470	24	23	a	a	DET
cana-3470	24	24	rule	rule	NOUN
cana-3470	24	25	-	-	PUNCT
cana-3470	24	26	based	base	VERB
cana-3470	24	27	approach	approach	NOUN
cana-3470	24	28	that	that	PRON
cana-3470	24	29	takes	take	VERB
cana-3470	24	30	into	into	ADP
cana-3470	24	31	account	account	NOUN
cana-3470	24	32	the	the	DET
cana-3470	24	33	retention	retention	NOUN
cana-3470	24	34	basin	basin	NOUN
cana-3470	24	35	's	's	PART
cana-3470	24	36	water	water	NOUN
cana-3470	24	37	level	level	NOUN
cana-3470	24	38	[	[	X
cana-3470	24	39	9	9	NUM
cana-3470	24	40	]	]	PUNCT
cana-3470	24	41	.	.	PUNCT
cana-3470	25	1	localized	localize	VERB
cana-3470	25	2	heavy	heavy	ADJ
cana-3470	25	3	rains	rain	NOUN
cana-3470	25	4	are	be	AUX
cana-3470	25	5	becoming	become	VERB
cana-3470	25	6	more	more	ADV
cana-3470	25	7	common	common	ADJ
cana-3470	25	8	as	as	ADP
cana-3470	25	9	a	a	DET
cana-3470	25	10	result	result	NOUN
cana-3470	25	11	of	of	ADP
cana-3470	25	12	climate	climate	NOUN
cana-3470	25	13	change	change	NOUN
cana-3470	25	14	,	,	PUNCT
cana-3470	25	15	and	and	CCONJ
cana-3470	25	16	basic	basic	ADJ
cana-3470	25	17	operations	operation	NOUN
cana-3470	25	18	based	base	VERB
cana-3470	25	19	on	on	ADP
cana-3470	25	20	rule	rule	NOUN
cana-3470	25	21	that	that	PRON
cana-3470	25	22	depend	depend	VERB
cana-3470	25	23	on	on	ADP
cana-3470	25	24	levels	level	NOUN
cana-3470	25	25	of	of	ADP
cana-3470	25	26	water	water	NOUN
cana-3470	25	27	or	or	CCONJ
cana-3470	25	28	physical	physical	ADJ
cana-3470	25	29	management	management	NOUN
cana-3470	25	30	built	build	VERB
cana-3470	25	31	on	on	ADP
cana-3470	25	32	operator	operator	NOUN
cana-3470	25	33	mailto:mcanbu.16@gmail.com	mailto:mcanbu.16@gmail.com	PROPN
cana-3470	25	34	mailto:spshalinikaran@kluniversity.in	mailto:spshalinikaran@kluniversity.in	NOUN
cana-3470	25	35	mailto:sumasheyalin@gmail.com	mailto:sumasheyalin@gmail.com	PROPN
cana-3470	25	36	mailto:sumasheyalin@gmail.com	mailto:sumasheyalin@gmail.com	NOUN
cana-3470	25	37	mailto:bramahhazela77@gmail.com	mailto:bramahhazela77@gmail.com	PROPN
cana-3470	25	38	communications	communication	NOUN
cana-3470	25	39	on	on	ADP
cana-3470	25	40	applied	apply	VERB
cana-3470	25	41	nonlinear	nonlinear	ADJ
cana-3470	25	42	analysis	analysis	NOUN
cana-3470	25	43	issn	issn	NOUN
cana-3470	25	44	:	:	PUNCT
cana-3470	25	45	1074	1074	NUM
cana-3470	25	46	-	-	PUNCT
cana-3470	25	47	133x	133x	NUM
cana-3470	25	48	vol	vol	NOUN
cana-3470	25	49	32	32	NUM
cana-3470	25	50	no	no	NOUN
cana-3470	25	51	.	.	PUNCT
cana-3470	26	1	7s	7	NOUN
cana-3470	26	2	(	(	PUNCT
cana-3470	26	3	2025	2025	NUM
cana-3470	26	4	)	)	PUNCT
cana-3470	26	5	630	630	NUM
cana-3470	26	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	26	7	expertise	expertise	NOUN
cana-3470	26	8	are	be	AUX
cana-3470	26	9	n't	not	PART
cana-3470	26	10	enough	enough	ADJ
cana-3470	26	11	to	to	PART
cana-3470	26	12	handle	handle	VERB
cana-3470	26	13	the	the	DET
cana-3470	26	14	sudden	sudden	ADJ
cana-3470	26	15	changes	change	NOUN
cana-3470	26	16	in	in	ADP
cana-3470	26	17	water	water	NOUN
cana-3470	26	18	intake	intake	NOUN
cana-3470	27	1	[	[	X
cana-3470	27	2	10	10	NUM
cana-3470	27	3	-	-	SYM
cana-3470	27	4	12	12	NUM
cana-3470	27	5	]	]	PUNCT
cana-3470	27	6	.	.	PUNCT
cana-3470	28	1	methods	method	NOUN
cana-3470	28	2	for	for	ADP
cana-3470	28	3	improving	improve	VERB
cana-3470	28	4	the	the	DET
cana-3470	28	5	efficiency	efficiency	NOUN
cana-3470	28	6	of	of	ADP
cana-3470	28	7	urban	urban	ADJ
cana-3470	28	8	drainage	drainage	NOUN
cana-3470	28	9	systems	system	NOUN
cana-3470	28	10	have	have	AUX
cana-3470	28	11	been	be	AUX
cana-3470	28	12	the	the	DET
cana-3470	28	13	subject	subject	NOUN
cana-3470	28	14	of	of	ADP
cana-3470	28	15	several	several	ADJ
cana-3470	28	16	investigations	investigation	NOUN
cana-3470	28	17	.	.	PUNCT
cana-3470	29	1	a	a	DET
cana-3470	29	2	heuristic	heuristic	ADJ
cana-3470	29	3	control	control	NOUN
cana-3470	29	4	system	system	NOUN
cana-3470	29	5	based	base	VERB
cana-3470	29	6	on	on	ADP
cana-3470	29	7	genetic	genetic	ADJ
cana-3470	29	8	algorithms	algorithm	NOUN
cana-3470	29	9	was	be	AUX
cana-3470	29	10	suggested	suggest	VERB
cana-3470	29	11	by	by	ADP
cana-3470	29	12	the	the	DET
cana-3470	29	13	researchers	researcher	NOUN
cana-3470	29	14	as	as	ADP
cana-3470	29	15	a	a	DET
cana-3470	29	16	means	means	NOUN
cana-3470	29	17	to	to	PART
cana-3470	29	18	avoid	avoid	VERB
cana-3470	29	19	sewage	sewage	NOUN
cana-3470	29	20	overflow	overflow	NOUN
cana-3470	29	21	in	in	ADP
cana-3470	29	22	real	real	ADJ
cana-3470	29	23	-	-	PUNCT
cana-3470	29	24	time	time	NOUN
cana-3470	29	25	[	[	X
cana-3470	29	26	13	13	NUM
cana-3470	29	27	]	]	PUNCT
cana-3470	29	28	.	.	PUNCT
cana-3470	30	1	although	although	SCONJ
cana-3470	30	2	heuristic	heuristic	ADJ
cana-3470	30	3	algorithms	algorithm	NOUN
cana-3470	30	4	,	,	PUNCT
cana-3470	30	5	dynamic	dynamic	ADJ
cana-3470	30	6	programming	programming	NOUN
cana-3470	30	7	,	,	PUNCT
cana-3470	30	8	and	and	CCONJ
cana-3470	30	9	linear	linear	PROPN
cana-3470	30	10	programming	programming	NOUN
cana-3470	30	11	are	be	AUX
cana-3470	30	12	great	great	ADJ
cana-3470	30	13	at	at	ADP
cana-3470	30	14	discovering	discover	VERB
cana-3470	30	15	optimal	optimal	ADJ
cana-3470	30	16	solutions	solution	NOUN
cana-3470	30	17	,	,	PUNCT
cana-3470	30	18	they	they	PRON
cana-3470	30	19	become	become	VERB
cana-3470	30	20	computationally	computationally	ADV
cana-3470	30	21	intensive	intensive	ADJ
cana-3470	30	22	to	to	PART
cana-3470	30	23	recalculate	recalculate	VERB
cana-3470	30	24	for	for	ADP
cana-3470	30	25	each	each	DET
cana-3470	30	26	scenario	scenario	NOUN
cana-3470	30	27	,	,	PUNCT
cana-3470	30	28	which	which	PRON
cana-3470	30	29	limits	limit	VERB
cana-3470	30	30	their	their	PRON
cana-3470	30	31	use	use	NOUN
cana-3470	30	32	in	in	ADP
cana-3470	30	33	real	real	ADJ
cana-3470	30	34	-	-	PUNCT
cana-3470	30	35	time	time	NOUN
cana-3470	30	36	control	control	NOUN
cana-3470	30	37	as	as	SCONJ
cana-3470	30	38	the	the	DET
cana-3470	30	39	quantity	quantity	NOUN
cana-3470	30	40	of	of	ADP
cana-3470	30	41	variable	variable	NOUN
cana-3470	30	42	grows	grow	VERB
cana-3470	30	43	[	[	X
cana-3470	30	44	14	14	NUM
cana-3470	30	45	-	-	SYM
cana-3470	30	46	16	16	NUM
cana-3470	30	47	]	]	PUNCT
cana-3470	30	48	.	.	PUNCT
cana-3470	31	1	other	other	ADJ
cana-3470	31	2	methods	method	NOUN
cana-3470	31	3	for	for	ADP
cana-3470	31	4	control	control	NOUN
cana-3470	31	5	in	in	ADP
cana-3470	31	6	actual	actual	ADJ
cana-3470	31	7	time	time	NOUN
cana-3470	31	8	include	include	VERB
cana-3470	31	9	heuristic	heuristic	ADJ
cana-3470	31	10	algorithms	algorithm	NOUN
cana-3470	31	11	and	and	CCONJ
cana-3470	31	12	dynamic	dynamic	ADJ
cana-3470	31	13	programming	programming	NOUN
cana-3470	31	14	.	.	PUNCT
cana-3470	32	1	one	one	NUM
cana-3470	32	2	such	such	ADJ
cana-3470	32	3	method	method	NOUN
cana-3470	32	4	is	be	AUX
cana-3470	32	5	model	model	ADJ
cana-3470	32	6	predictive	predictive	ADJ
cana-3470	32	7	control	control	NOUN
cana-3470	32	8	(	(	PUNCT
cana-3470	32	9	mpc	mpc	NOUN
cana-3470	32	10	)	)	PUNCT
cana-3470	33	1	[	[	X
cana-3470	33	2	17	17	NUM
cana-3470	33	3	]	]	PUNCT
cana-3470	33	4	.	.	PUNCT
cana-3470	34	1	mpc	mpc	PROPN
cana-3470	34	2	is	be	AUX
cana-3470	34	3	able	able	ADJ
cana-3470	34	4	to	to	PART
cana-3470	34	5	foretell	foretell	VERB
cana-3470	34	6	how	how	SCONJ
cana-3470	34	7	a	a	DET
cana-3470	34	8	system	system	NOUN
cana-3470	34	9	will	will	AUX
cana-3470	34	10	act	act	VERB
cana-3470	34	11	in	in	ADP
cana-3470	34	12	the	the	DET
cana-3470	34	13	future	future	NOUN
cana-3470	34	14	and	and	CCONJ
cana-3470	34	15	use	use	VERB
cana-3470	34	16	that	that	DET
cana-3470	34	17	information	information	NOUN
cana-3470	34	18	to	to	PART
cana-3470	34	19	choose	choose	VERB
cana-3470	34	20	the	the	DET
cana-3470	34	21	best	good	ADJ
cana-3470	34	22	control	control	NOUN
cana-3470	34	23	inputs	input	NOUN
cana-3470	34	24	to	to	PART
cana-3470	34	25	provide	provide	VERB
cana-3470	34	26	it	it	PRON
cana-3470	34	27	in	in	ADP
cana-3470	34	28	real	real	ADJ
cana-3470	34	29	time	time	NOUN
cana-3470	34	30	.	.	PUNCT
cana-3470	35	1	extensive	extensive	ADJ
cana-3470	35	2	research	research	NOUN
cana-3470	35	3	has	have	AUX
cana-3470	35	4	been	be	AUX
cana-3470	35	5	conducted	conduct	VERB
cana-3470	35	6	across	across	ADP
cana-3470	35	7	engineering	engineering	NOUN
cana-3470	35	8	domains	domain	NOUN
cana-3470	35	9	in	in	ADP
cana-3470	35	10	response	response	NOUN
cana-3470	35	11	to	to	ADP
cana-3470	35	12	recent	recent	ADJ
cana-3470	35	13	revolutionary	revolutionary	ADJ
cana-3470	35	14	advances	advance	NOUN
cana-3470	35	15	in	in	ADP
cana-3470	35	16	deep	deep	ADJ
cana-3470	35	17	learning	learning	NOUN
cana-3470	35	18	and	and	CCONJ
cana-3470	35	19	artificial	artificial	ADJ
cana-3470	35	20	intelligence	intelligence	NOUN
cana-3470	36	1	[	[	X
cana-3470	36	2	18	18	NUM
cana-3470	36	3	]	]	PUNCT
cana-3470	36	4	.	.	PUNCT
cana-3470	37	1	there	there	PRON
cana-3470	37	2	has	have	AUX
cana-3470	37	3	been	be	AUX
cana-3470	37	4	a	a	DET
cana-3470	37	5	surge	surge	NOUN
cana-3470	37	6	in	in	ADP
cana-3470	37	7	research	research	NOUN
cana-3470	37	8	into	into	ADP
cana-3470	37	9	the	the	DET
cana-3470	37	10	potential	potential	ADJ
cana-3470	37	11	uses	use	NOUN
cana-3470	37	12	of	of	ADP
cana-3470	37	13	deep	deep	ADJ
cana-3470	37	14	learning	learning	NOUN
cana-3470	37	15	in	in	ADP
cana-3470	37	16	urban	urban	ADJ
cana-3470	37	17	water	water	NOUN
cana-3470	37	18	management	management	NOUN
cana-3470	37	19	,	,	PUNCT
cana-3470	37	20	with	with	ADP
cana-3470	37	21	potential	potential	ADJ
cana-3470	37	22	applications	application	NOUN
cana-3470	37	23	ranging	range	VERB
cana-3470	37	24	from	from	ADP
cana-3470	37	25	system	system	NOUN
cana-3470	37	26	operation	operation	NOUN
cana-3470	37	27	and	and	CCONJ
cana-3470	37	28	prediction	prediction	NOUN
cana-3470	37	29	to	to	ADP
cana-3470	37	30	asset	asset	NOUN
cana-3470	37	31	evaluation	evaluation	NOUN
cana-3470	37	32	[	[	X
cana-3470	37	33	19	19	NUM
cana-3470	37	34	]	]	PUNCT
cana-3470	37	35	,	,	PUNCT
cana-3470	37	36	planning	planning	NOUN
cana-3470	37	37	and	and	CCONJ
cana-3470	37	38	maintenance	maintenance	NOUN
cana-3470	37	39	,	,	PUNCT
cana-3470	37	40	anomaly	anomaly	NOUN
cana-3470	37	41	detection	detection	NOUN
cana-3470	37	42	,	,	PUNCT
cana-3470	37	43	and	and	CCONJ
cana-3470	37	44	asset	asset	NOUN
cana-3470	37	45	assessment	assessment	NOUN
cana-3470	37	46	.	.	PUNCT
cana-3470	38	1	based	base	VERB
cana-3470	38	2	on	on	ADP
cana-3470	38	3	the	the	DET
cana-3470	38	4	data	data	NOUN
cana-3470	38	5	format	format	NOUN
cana-3470	38	6	,	,	PUNCT
cana-3470	38	7	availability	availability	NOUN
cana-3470	38	8	of	of	ADP
cana-3470	38	9	labels	label	NOUN
cana-3470	38	10	,	,	PUNCT
cana-3470	38	11	and	and	CCONJ
cana-3470	38	12	learning	learn	VERB
cana-3470	38	13	technique	technique	NOUN
cana-3470	38	14	[	[	X
cana-3470	38	15	2	2	NUM
cana-3470	38	16	]	]	PUNCT
cana-3470	38	17	,	,	PUNCT
cana-3470	38	18	machine	machine	NOUN
cana-3470	38	19	learning	learning	NOUN
cana-3470	38	20	methods	method	NOUN
cana-3470	38	21	are	be	AUX
cana-3470	38	22	often	often	ADV
cana-3470	38	23	classified	classify	VERB
cana-3470	38	24	as	as	ADP
cana-3470	38	25	either	either	CCONJ
cana-3470	38	26	unsupervised	unsupervised	ADJ
cana-3470	38	27	,	,	PUNCT
cana-3470	38	28	supervised	supervised	ADJ
cana-3470	38	29	,	,	PUNCT
cana-3470	38	30	or	or	CCONJ
cana-3470	38	31	reinforcement	reinforcement	NOUN
cana-3470	38	32	learning	learning	NOUN
cana-3470	38	33	.	.	PUNCT
cana-3470	39	1	as	as	ADP
cana-3470	39	2	a	a	DET
cana-3470	39	3	result	result	NOUN
cana-3470	39	4	,	,	PUNCT
cana-3470	39	5	the	the	DET
cana-3470	39	6	application	application	NOUN
cana-3470	39	7	's	's	PART
cana-3470	39	8	unique	unique	ADJ
cana-3470	39	9	traits	trait	NOUN
cana-3470	39	10	and	and	CCONJ
cana-3470	39	11	goals	goal	NOUN
cana-3470	39	12	must	must	AUX
cana-3470	39	13	be	be	AUX
cana-3470	39	14	carefully	carefully	ADV
cana-3470	39	15	considered	consider	VERB
cana-3470	39	16	while	while	SCONJ
cana-3470	39	17	choosing	choose	VERB
cana-3470	39	18	a	a	DET
cana-3470	39	19	deep	deep	ADJ
cana-3470	39	20	learning	learning	NOUN
cana-3470	39	21	model	model	NOUN
cana-3470	39	22	[	[	X
cana-3470	39	23	21	21	NUM
cana-3470	39	24	]	]	PUNCT
cana-3470	39	25	.	.	PUNCT
cana-3470	40	1	because	because	SCONJ
cana-3470	40	2	supervised	supervised	ADJ
cana-3470	40	3	learning	learning	NOUN
cana-3470	40	4	models	model	NOUN
cana-3470	40	5	need	need	VERB
cana-3470	40	6	predetermined	predetermine	VERB
cana-3470	40	7	right	right	ADJ
cana-3470	40	8	answers	answer	NOUN
cana-3470	40	9	for	for	ADP
cana-3470	40	10	all	all	DET
cana-3470	40	11	situations	situation	NOUN
cana-3470	40	12	,	,	PUNCT
cana-3470	40	13	they	they	PRON
cana-3470	40	14	are	be	AUX
cana-3470	40	15	not	not	PART
cana-3470	40	16	applicable	applicable	ADJ
cana-3470	40	17	to	to	ADP
cana-3470	40	18	the	the	DET
cana-3470	40	19	functioning	functioning	NOUN
cana-3470	40	20	of	of	ADP
cana-3470	40	21	rainwater	rainwater	NOUN
cana-3470	40	22	pumping	pumping	NOUN
cana-3470	40	23	stations	station	NOUN
cana-3470	40	24	.	.	PUNCT
cana-3470	41	1	when	when	SCONJ
cana-3470	41	2	trying	try	VERB
cana-3470	41	3	to	to	PART
cana-3470	41	4	determine	determine	VERB
cana-3470	41	5	the	the	DET
cana-3470	41	6	appropriate	appropriate	ADJ
cana-3470	41	7	pump	pump	NOUN
cana-3470	41	8	activation	activation	NOUN
cana-3470	41	9	strategy	strategy	NOUN
cana-3470	41	10	based	base	VERB
cana-3470	41	11	on	on	ADP
cana-3470	41	12	variables	variable	NOUN
cana-3470	41	13	like	like	ADP
cana-3470	41	14	rainfall	rainfall	NOUN
cana-3470	41	15	and	and	CCONJ
cana-3470	41	16	the	the	DET
cana-3470	41	17	retention	retention	NOUN
cana-3470	41	18	of	of	ADP
cana-3470	41	19	basin	basin	NOUN
cana-3470	41	20	water	water	NOUN
cana-3470	41	21	levels	level	NOUN
cana-3470	41	22	[	[	X
cana-3470	41	23	22	22	NUM
cana-3470	41	24	-	-	SYM
cana-3470	41	25	24	24	NUM
cana-3470	41	26	]	]	PUNCT
cana-3470	41	27	.	.	PUNCT
cana-3470	42	1	unsupervised	unsupervised	ADJ
cana-3470	42	2	learning	learning	NOUN
cana-3470	42	3	,	,	PUNCT
cana-3470	42	4	on	on	ADP
cana-3470	42	5	the	the	DET
cana-3470	42	6	other	other	ADJ
cana-3470	42	7	hand	hand	NOUN
cana-3470	42	8	,	,	PUNCT
cana-3470	42	9	is	be	AUX
cana-3470	42	10	more	more	ADV
cana-3470	42	11	suited	suited	ADJ
cana-3470	42	12	to	to	ADP
cana-3470	42	13	tasks	task	NOUN
cana-3470	42	14	like	like	ADP
cana-3470	42	15	distributing	distribute	VERB
cana-3470	42	16	data	datum	NOUN
cana-3470	42	17	or	or	CCONJ
cana-3470	42	18	feature	feature	NOUN
cana-3470	42	19	analysis	analysis	NOUN
cana-3470	42	20	and	and	CCONJ
cana-3470	42	21	is	be	AUX
cana-3470	42	22	hence	hence	ADV
cana-3470	42	23	not	not	PART
cana-3470	42	24	a	a	DET
cana-3470	42	25	good	good	ADJ
cana-3470	42	26	fit	fit	NOUN
cana-3470	42	27	for	for	ADP
cana-3470	42	28	this	this	DET
cana-3470	42	29	job	job	NOUN
cana-3470	42	30	.	.	PUNCT
cana-3470	43	1	the	the	DET
cana-3470	43	2	most	most	ADV
cana-3470	43	3	suitable	suitable	ADJ
cana-3470	43	4	method	method	NOUN
cana-3470	43	5	for	for	ADP
cana-3470	43	6	optimizing	optimize	VERB
cana-3470	43	7	pump	pump	NOUN
cana-3470	43	8	operations	operation	NOUN
cana-3470	43	9	in	in	ADP
cana-3470	43	10	real	real	ADJ
cana-3470	43	11	-	-	PUNCT
cana-3470	43	12	time	time	NOUN
cana-3470	43	13	,	,	PUNCT
cana-3470	43	14	when	when	SCONJ
cana-3470	43	15	the	the	DET
cana-3470	43	16	model	model	NOUN
cana-3470	43	17	has	have	VERB
cana-3470	43	18	to	to	PART
cana-3470	43	19	accomplish	accomplish	VERB
cana-3470	43	20	goals	goal	NOUN
cana-3470	43	21	like	like	ADP
cana-3470	43	22	lowering	lower	VERB
cana-3470	43	23	retaining	retain	VERB
cana-3470	43	24	basin	basin	NOUN
cana-3470	43	25	water	water	NOUN
cana-3470	43	26	levels	level	NOUN
cana-3470	43	27	in	in	ADP
cana-3470	43	28	accordance	accordance	NOUN
cana-3470	43	29	with	with	ADP
cana-3470	43	30	changing	change	VERB
cana-3470	43	31	circumstances	circumstance	NOUN
cana-3470	43	32	,	,	PUNCT
cana-3470	43	33	is	be	AUX
cana-3470	43	34	deep	deep	ADJ
cana-3470	43	35	reinforcement	reinforcement	NOUN
cana-3470	43	36	learning	learning	NOUN
cana-3470	43	37	(	(	PUNCT
cana-3470	43	38	drl	drl	PROPN
cana-3470	43	39	)	)	PUNCT
cana-3470	44	1	[	[	X
cana-3470	44	2	25	25	NUM
cana-3470	44	3	]	]	PUNCT
cana-3470	44	4	.	.	PUNCT
cana-3470	45	1	this	this	PRON
cana-3470	45	2	is	be	AUX
cana-3470	45	3	because	because	SCONJ
cana-3470	45	4	drl	drl	PROPN
cana-3470	45	5	is	be	AUX
cana-3470	45	6	able	able	ADJ
cana-3470	45	7	to	to	PART
cana-3470	45	8	use	use	VERB
cana-3470	45	9	reward	reward	NOUN
cana-3470	45	10	mechanisms	mechanism	NOUN
cana-3470	45	11	.	.	PUNCT
cana-3470	46	1	as	as	ADP
cana-3470	46	2	a	a	DET
cana-3470	46	3	result	result	NOUN
cana-3470	46	4	,	,	PUNCT
cana-3470	46	5	research	research	NOUN
cana-3470	46	6	into	into	ADP
cana-3470	46	7	drl	drl	PROPN
cana-3470	46	8	's	's	PART
cana-3470	46	9	potential	potential	NOUN
cana-3470	46	10	for	for	ADP
cana-3470	46	11	controlling	control	VERB
cana-3470	46	12	storm	storm	NOUN
cana-3470	46	13	drainage	drainage	NOUN
cana-3470	46	14	systems	system	NOUN
cana-3470	46	15	for	for	ADP
cana-3470	46	16	water	water	NOUN
cana-3470	46	17	in	in	ADP
cana-3470	46	18	real	real	ADJ
cana-3470	46	19	time	time	NOUN
cana-3470	46	20	has	have	AUX
cana-3470	46	21	just	just	ADV
cana-3470	46	22	started	start	VERB
cana-3470	46	23	.	.	PUNCT
cana-3470	47	1	this	this	DET
cana-3470	47	2	paper	paper	NOUN
cana-3470	47	3	addresses	address	VERB
cana-3470	47	4	a	a	DET
cana-3470	47	5	multiple	multiple	ADJ
cana-3470	47	6	objective	objective	ADJ
cana-3470	47	7	optimizing	optimize	VERB
cana-3470	47	8	issue	issue	NOUN
cana-3470	47	9	for	for	ADP
cana-3470	47	10	water	water	NOUN
cana-3470	47	11	pump	pump	NOUN
cana-3470	47	12	station	station	NOUN
cana-3470	47	13	functioning	function	VERB
cana-3470	47	14	under	under	ADP
cana-3470	47	15	heavy	heavy	ADJ
cana-3470	47	16	rains	rain	NOUN
cana-3470	47	17	.	.	PUNCT
cana-3470	48	1	the	the	DET
cana-3470	48	2	objective	objective	NOUN
cana-3470	48	3	is	be	AUX
cana-3470	48	4	to	to	PART
cana-3470	48	5	reduce	reduce	VERB
cana-3470	48	6	water	water	NOUN
cana-3470	48	7	levels	level	NOUN
cana-3470	48	8	and	and	CCONJ
cana-3470	48	9	maintenance	maintenance	NOUN
cana-3470	48	10	expenses	expense	NOUN
cana-3470	48	11	for	for	ADP
cana-3470	48	12	pump	pump	NOUN
cana-3470	48	13	combination	combination	NOUN
cana-3470	48	14	modifications	modification	NOUN
cana-3470	48	15	.	.	PUNCT
cana-3470	49	1	the	the	DET
cana-3470	49	2	issue	issue	NOUN
cana-3470	49	3	of	of	ADP
cana-3470	49	4	multiple	multiple	ADJ
cana-3470	49	5	-	-	PUNCT
cana-3470	49	6	objective	objective	ADJ
cana-3470	49	7	optimization	optimization	NOUN
cana-3470	49	8	is	be	AUX
cana-3470	49	9	defined	define	VERB
cana-3470	49	10	,	,	PUNCT
cana-3470	49	11	reward	reward	NOUN
cana-3470	49	12	functions	function	NOUN
cana-3470	49	13	are	be	AUX
cana-3470	49	14	proposed	propose	VERB
cana-3470	49	15	,	,	PUNCT
cana-3470	49	16	and	and	CCONJ
cana-3470	49	17	an	an	DET
cana-3470	49	18	improved	improved	ADJ
cana-3470	49	19	version	version	NOUN
cana-3470	49	20	of	of	ADP
cana-3470	49	21	deep	deep	ADJ
cana-3470	49	22	q	q	NOUN
cana-3470	49	23	-	-	NOUN
cana-3470	49	24	network	network	NOUN
cana-3470	49	25	,	,	PUNCT
cana-3470	49	26	the	the	DET
cana-3470	49	27	dual	dual	ADJ
cana-3470	49	28	deep	deep	ADJ
cana-3470	49	29	q	q	NOUN
cana-3470	49	30	-	-	PUNCT
cana-3470	49	31	network	network	NOUN
cana-3470	49	32	(	(	PUNCT
cana-3470	49	33	ddqn	ddqn	NOUN
cana-3470	49	34	)	)	PUNCT
cana-3470	49	35	,	,	PUNCT
cana-3470	49	36	is	be	AUX
cana-3470	49	37	introduced	introduce	VERB
cana-3470	49	38	.	.	PUNCT
cana-3470	50	1	there	there	PRON
cana-3470	50	2	is	be	VERB
cana-3470	50	3	a	a	DET
cana-3470	50	4	dearth	dearth	NOUN
cana-3470	50	5	of	of	ADP
cana-3470	50	6	literature	literature	NOUN
cana-3470	50	7	on	on	ADP
cana-3470	50	8	this	this	DET
cana-3470	50	9	subject	subject	NOUN
cana-3470	50	10	and	and	CCONJ
cana-3470	50	11	solutions	solution	NOUN
cana-3470	50	12	based	base	VERB
cana-3470	50	13	on	on	ADP
cana-3470	50	14	drl	drl	PROPN
cana-3470	50	15	.	.	PUNCT
cana-3470	51	1	some	some	DET
cana-3470	51	2	examples	example	NOUN
cana-3470	51	3	of	of	ADP
cana-3470	51	4	dqn	dqn	NOUN
cana-3470	51	5	's	's	PART
cana-3470	51	6	practical	practical	ADJ
cana-3470	51	7	applications	application	NOUN
cana-3470	51	8	include	include	VERB
cana-3470	51	9	atari	atari	PROPN
cana-3470	51	10	video	video	NOUN
cana-3470	51	11	games	game	NOUN
cana-3470	51	12	,	,	PUNCT
cana-3470	51	13	robotic	robotic	ADJ
cana-3470	51	14	control	control	NOUN
cana-3470	51	15	,	,	PUNCT
cana-3470	51	16	and	and	CCONJ
cana-3470	51	17	water	water	NOUN
cana-3470	51	18	management	management	NOUN
cana-3470	51	19	systems	system	NOUN
cana-3470	51	20	.	.	PUNCT
cana-3470	52	1	dqn	dqn	PROPN
cana-3470	52	2	is	be	AUX
cana-3470	52	3	a	a	DET
cana-3470	52	4	reinforcement	reinforcement	NOUN
cana-3470	52	5	-	-	PUNCT
cana-3470	52	6	learning	learn	VERB
cana-3470	52	7	approach	approach	NOUN
cana-3470	52	8	that	that	PRON
cana-3470	52	9	enables	enable	VERB
cana-3470	52	10	agents	agent	NOUN
cana-3470	52	11	to	to	PART
cana-3470	52	12	choose	choose	VERB
cana-3470	52	13	the	the	DET
cana-3470	52	14	optimal	optimal	ADJ
cana-3470	52	15	behaviours	behaviour	NOUN
cana-3470	52	16	within	within	ADP
cana-3470	52	17	a	a	DET
cana-3470	52	18	given	give	VERB
cana-3470	52	19	environment	environment	NOUN
cana-3470	52	20	.	.	PUNCT
cana-3470	53	1	when	when	SCONJ
cana-3470	53	2	it	it	PRON
cana-3470	53	3	comes	come	VERB
cana-3470	53	4	to	to	ADP
cana-3470	53	5	q	q	NOUN
cana-3470	53	6	-	-	PUNCT
cana-3470	53	7	learning	learn	VERB
cana-3470	53	8	algorithms	algorithm	NOUN
cana-3470	53	9	,	,	PUNCT
cana-3470	53	10	ddqn	ddqn	NOUN
cana-3470	53	11	stands	stand	VERB
cana-3470	53	12	out	out	ADP
cana-3470	53	13	for	for	ADP
cana-3470	53	14	its	its	PRON
cana-3470	53	15	capacity	capacity	NOUN
cana-3470	53	16	to	to	PART
cana-3470	53	17	tackle	tackle	VERB
cana-3470	53	18	the	the	DET
cana-3470	53	19	prevalent	prevalent	ADJ
cana-3470	53	20	problem	problem	NOUN
cana-3470	53	21	of	of	ADP
cana-3470	53	22	overestimation	overestimation	NOUN
cana-3470	53	23	bias	bias	NOUN
cana-3470	53	24	.	.	PUNCT
cana-3470	54	1	stable	stable	ADJ
cana-3470	54	2	value	value	NOUN
cana-3470	54	3	estimations	estimation	NOUN
cana-3470	54	4	are	be	AUX
cana-3470	54	5	provided	provide	VERB
cana-3470	54	6	by	by	ADP
cana-3470	54	7	ddqn	ddqn	NOUN
cana-3470	54	8	's	's	PART
cana-3470	54	9	independent	independent	ADJ
cana-3470	54	10	q	q	NOUN
cana-3470	54	11	-	-	NOUN
cana-3470	54	12	network	network	NOUN
cana-3470	54	13	as	as	ADV
cana-3470	54	14	well	well	ADV
cana-3470	54	15	as	as	ADP
cana-3470	54	16	target	target	NOUN
cana-3470	54	17	network	network	NOUN
cana-3470	54	18	architectures	architecture	NOUN
cana-3470	54	19	,	,	PUNCT
cana-3470	54	20	and	and	CCONJ
cana-3470	54	21	data	datum	NOUN
cana-3470	54	22	efficiency	efficiency	NOUN
cana-3470	54	23	is	be	AUX
cana-3470	54	24	enhanced	enhance	VERB
cana-3470	54	25	by	by	ADP
cana-3470	54	26	the	the	DET
cana-3470	54	27	use	use	NOUN
cana-3470	54	28	of	of	ADP
cana-3470	54	29	experience	experience	NOUN
cana-3470	54	30	replay	replay	NOUN
cana-3470	54	31	.	.	PUNCT
cana-3470	55	1	this	this	DET
cana-3470	55	2	study	study	NOUN
cana-3470	55	3	utilizes	utilize	VERB
cana-3470	55	4	the	the	DET
cana-3470	55	5	gated	gate	VERB
cana-3470	55	6	recurrent	recurrent	ADJ
cana-3470	55	7	unit	unit	NOUN
cana-3470	55	8	(	(	PUNCT
cana-3470	55	9	gru	gru	PROPN
cana-3470	55	10	)	)	PUNCT
cana-3470	55	11	,	,	PUNCT
cana-3470	55	12	a	a	DET
cana-3470	55	13	model	model	NOUN
cana-3470	55	14	of	of	ADP
cana-3470	55	15	deep	deep	ADJ
cana-3470	55	16	learning	learning	NOUN
cana-3470	55	17	well	well	ADV
cana-3470	55	18	-	-	PUNCT
cana-3470	55	19	suited	suit	VERB
cana-3470	55	20	for	for	ADP
cana-3470	55	21	data	datum	NOUN
cana-3470	55	22	with	with	ADP
cana-3470	55	23	time	time	NOUN
cana-3470	55	24	series	series	NOUN
cana-3470	55	25	,	,	PUNCT
cana-3470	55	26	as	as	ADP
cana-3470	55	27	the	the	DET
cana-3470	55	28	agent	agent	NOUN
cana-3470	55	29	,	,	PUNCT
cana-3470	55	30	in	in	ADP
cana-3470	55	31	contrast	contrast	NOUN
cana-3470	55	32	to	to	ADP
cana-3470	55	33	most	most	ADJ
cana-3470	55	34	previous	previous	ADJ
cana-3470	55	35	studies	study	NOUN
cana-3470	55	36	that	that	PRON
cana-3470	55	37	use	use	VERB
cana-3470	55	38	basic	basic	ADJ
cana-3470	55	39	deep	deep	ADJ
cana-3470	55	40	neural	neural	ADJ
cana-3470	55	41	networks	network	NOUN
cana-3470	55	42	without	without	ADP
cana-3470	55	43	considering	consider	VERB
cana-3470	55	44	the	the	DET
cana-3470	55	45	temporal	temporal	ADJ
cana-3470	55	46	character	character	NOUN
cana-3470	55	47	of	of	ADP
cana-3470	55	48	data	datum	NOUN
cana-3470	55	49	from	from	ADP
cana-3470	55	50	pump	pump	NOUN
cana-3470	55	51	station	station	NOUN
cana-3470	55	52	operations	operation	NOUN
cana-3470	55	53	.	.	PUNCT
cana-3470	56	1	furthermore	furthermore	ADV
cana-3470	56	2	,	,	PUNCT
cana-3470	56	3	researchers	researcher	NOUN
cana-3470	56	4	created	create	VERB
cana-3470	56	5	synthetic	synthetic	ADJ
cana-3470	56	6	severe	severe	ADJ
cana-3470	56	7	rainfall	rainfall	NOUN
cana-3470	56	8	data	datum	NOUN
cana-3470	56	9	with	with	ADP
cana-3470	56	10	various	various	ADJ
cana-3470	56	11	periods	period	NOUN
cana-3470	56	12	of	of	ADP
cana-3470	56	13	return	return	NOUN
cana-3470	56	14	and	and	CCONJ
cana-3470	56	15	rainfall	rainfall	NOUN
cana-3470	56	16	periods	period	NOUN
cana-3470	56	17	using	use	VERB
cana-3470	56	18	the	the	DET
cana-3470	56	19	huff	huff	PROPN
cana-3470	56	20	approach	approach	NOUN
cana-3470	56	21	.	.	PUNCT
cana-3470	57	1	this	this	PRON
cana-3470	57	2	will	will	AUX
cana-3470	57	3	allow	allow	VERB
cana-3470	57	4	for	for	ADP
cana-3470	57	5	proactive	proactive	ADJ
cana-3470	57	6	learning	learning	NOUN
cana-3470	57	7	and	and	CCONJ
cana-3470	57	8	responsiveness	responsiveness	NOUN
cana-3470	57	9	to	to	ADP
cana-3470	57	10	climate	climate	NOUN
cana-3470	57	11	changedriven	changedriven	VERB
cana-3470	57	12	extreme	extreme	ADJ
cana-3470	57	13	rainfall	rainfall	NOUN
cana-3470	57	14	.	.	PUNCT
cana-3470	58	1	by	by	ADP
cana-3470	58	2	simulating	simulate	VERB
cana-3470	58	3	the	the	DET
cana-3470	58	4	pumping	pumping	NOUN
cana-3470	58	5	station	station	NOUN
cana-3470	58	6	's	's	PART
cana-3470	58	7	retention	retention	NOUN
cana-3470	58	8	basin	basin	NOUN
cana-3470	58	9	and	and	CCONJ
cana-3470	58	10	pumping	pump	VERB
cana-3470	58	11	configuration	configuration	NOUN
cana-3470	58	12	with	with	ADP
cana-3470	58	13	the	the	DET
cana-3470	58	14	synthetic	synthetic	ADJ
cana-3470	58	15	rainfall	rainfall	NOUN
cana-3470	58	16	data	datum	NOUN
cana-3470	58	17	supplied	supply	VERB
cana-3470	58	18	by	by	ADP
cana-3470	58	19	the	the	DET
cana-3470	58	20	storm	storm	NOUN
cana-3470	58	21	water	water	NOUN
cana-3470	58	22	management	management	NOUN
cana-3470	58	23	model	model	NOUN
cana-3470	58	24	(	(	PUNCT
cana-3470	58	25	swmm	swmm	NOUN
cana-3470	58	26	)	)	PUNCT
cana-3470	58	27	,	,	PUNCT
cana-3470	58	28	they	they	PRON
cana-3470	58	29	were	be	AUX
cana-3470	58	30	able	able	ADJ
cana-3470	58	31	to	to	PART
cana-3470	58	32	confirm	confirm	VERB
cana-3470	58	33	the	the	DET
cana-3470	58	34	method	method	NOUN
cana-3470	58	35	's	's	PART
cana-3470	58	36	practical	practical	ADJ
cana-3470	58	37	applicability	applicability	NOUN
cana-3470	58	38	and	and	CCONJ
cana-3470	58	39	performance	performance	NOUN
cana-3470	58	40	.	.	PUNCT
cana-3470	59	1	communications	communication	NOUN
cana-3470	59	2	on	on	ADP
cana-3470	59	3	applied	apply	VERB
cana-3470	59	4	nonlinear	nonlinear	ADJ
cana-3470	59	5	analysis	analysis	NOUN
cana-3470	59	6	issn	issn	NOUN
cana-3470	59	7	:	:	PUNCT
cana-3470	59	8	1074	1074	NUM
cana-3470	59	9	-	-	PUNCT
cana-3470	59	10	133x	133x	NUM
cana-3470	59	11	vol	vol	NOUN
cana-3470	59	12	32	32	NUM
cana-3470	59	13	no	no	NOUN
cana-3470	59	14	.	.	PUNCT
cana-3470	60	1	7s	7	NOUN
cana-3470	60	2	(	(	PUNCT
cana-3470	60	3	2025	2025	NUM
cana-3470	60	4	)	)	PUNCT
cana-3470	61	1	631	631	NUM
cana-3470	61	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	61	3	this	this	DET
cana-3470	61	4	study	study	NOUN
cana-3470	61	5	primarily	primarily	ADV
cana-3470	61	6	contributes	contribute	VERB
cana-3470	61	7	to	to	ADP
cana-3470	61	8	the	the	DET
cana-3470	61	9	following	follow	VERB
cana-3470	61	10	areas	area	NOUN
cana-3470	61	11	:	:	PUNCT
cana-3470	61	12	•	•	ADP
cana-3470	61	13	reducing	reduce	VERB
cana-3470	61	14	maintenance	maintenance	NOUN
cana-3470	61	15	expenses	expense	NOUN
cana-3470	61	16	caused	cause	VERB
cana-3470	61	17	by	by	ADP
cana-3470	61	18	pump	pump	NOUN
cana-3470	61	19	switching	switching	NOUN
cana-3470	61	20	and	and	CCONJ
cana-3470	61	21	minimizing	minimize	VERB
cana-3470	61	22	retention	retention	NOUN
cana-3470	61	23	basin	basin	NOUN
cana-3470	61	24	water	water	NOUN
cana-3470	61	25	levels	level	NOUN
cana-3470	61	26	are	be	AUX
cana-3470	61	27	both	both	PRON
cana-3470	61	28	taken	take	VERB
cana-3470	61	29	into	into	ADP
cana-3470	61	30	account	account	NOUN
cana-3470	61	31	in	in	ADP
cana-3470	61	32	our	our	PRON
cana-3470	61	33	definition	definition	NOUN
cana-3470	61	34	of	of	ADP
cana-3470	61	35	a	a	DET
cana-3470	61	36	multiple	multiple	ADJ
cana-3470	61	37	objective	objective	ADJ
cana-3470	61	38	optimization	optimization	NOUN
cana-3470	61	39	problem	problem	NOUN
cana-3470	61	40	.	.	PUNCT
cana-3470	62	1	this	this	DET
cana-3470	62	2	approach	approach	NOUN
cana-3470	62	3	was	be	AUX
cana-3470	62	4	to	to	PART
cana-3470	62	5	create	create	VERB
cana-3470	62	6	a	a	DET
cana-3470	62	7	ddqn	ddqn	NOUN
cana-3470	62	8	method	method	NOUN
cana-3470	62	9	to	to	PART
cana-3470	62	10	deal	deal	VERB
cana-3470	62	11	with	with	ADP
cana-3470	62	12	this	this	PRON
cana-3470	62	13	.	.	PUNCT
cana-3470	63	1	•	•	NUM
cana-3470	63	2	integrating	integrate	VERB
cana-3470	63	3	a	a	DET
cana-3470	63	4	time	time	NOUN
cana-3470	63	5	-	-	PUNCT
cana-3470	63	6	series	series	NOUN
cana-3470	63	7	-	-	PUNCT
cana-3470	63	8	aware	aware	ADJ
cana-3470	63	9	agents	agent	NOUN
cana-3470	63	10	and	and	CCONJ
cana-3470	63	11	devising	devise	VERB
cana-3470	63	12	an	an	DET
cana-3470	63	13	effective	effective	ADJ
cana-3470	63	14	incentive	incentive	NOUN
cana-3470	63	15	function	function	NOUN
cana-3470	63	16	allowed	allow	VERB
cana-3470	63	17	us	we	PRON
cana-3470	63	18	to	to	PART
cana-3470	63	19	get	get	VERB
cana-3470	63	20	experimental	experimental	ADJ
cana-3470	63	21	findings	finding	NOUN
cana-3470	63	22	that	that	PRON
cana-3470	63	23	show	show	VERB
cana-3470	63	24	the	the	DET
cana-3470	63	25	proposed	propose	VERB
cana-3470	63	26	model	model	NOUN
cana-3470	63	27	may	may	AUX
cana-3470	63	28	minimize	minimize	VERB
cana-3470	63	29	maintenance	maintenance	NOUN
cana-3470	63	30	costs	cost	NOUN
cana-3470	63	31	while	while	SCONJ
cana-3470	63	32	maintaining	maintain	VERB
cana-3470	63	33	lower	low	ADJ
cana-3470	63	34	levels	level	NOUN
cana-3470	63	35	of	of	ADP
cana-3470	63	36	water	water	NOUN
cana-3470	63	37	in	in	ADP
cana-3470	63	38	the	the	DET
cana-3470	63	39	retained	retain	VERB
cana-3470	63	40	water	water	NOUN
cana-3470	63	41	basins	basin	NOUN
cana-3470	63	42	compared	compare	VERB
cana-3470	63	43	to	to	ADP
cana-3470	63	44	rule	rule	NOUN
cana-3470	63	45	-	-	PUNCT
cana-3470	63	46	based	base	VERB
cana-3470	63	47	pump	pump	NOUN
cana-3470	63	48	strategies	strategy	NOUN
cana-3470	63	49	.	.	PUNCT
cana-3470	64	1	•	•	NOUN
cana-3470	64	2	in	in	ADP
cana-3470	64	3	order	order	NOUN
cana-3470	64	4	to	to	PART
cana-3470	64	5	shed	shed	VERB
cana-3470	64	6	light	light	NOUN
cana-3470	64	7	on	on	ADP
cana-3470	64	8	possible	possible	ADJ
cana-3470	64	9	operational	operational	ADJ
cana-3470	64	10	improvements	improvement	NOUN
cana-3470	64	11	,	,	PUNCT
cana-3470	64	12	created	create	VERB
cana-3470	64	13	an	an	DET
cana-3470	64	14	exact	exact	ADJ
cana-3470	64	15	model	model	NOUN
cana-3470	64	16	of	of	ADP
cana-3470	64	17	the	the	DET
cana-3470	64	18	pumping	pumping	NOUN
cana-3470	64	19	station	station	NOUN
cana-3470	64	20	's	's	PART
cana-3470	64	21	pumping	pumping	NOUN
cana-3470	64	22	and	and	CCONJ
cana-3470	64	23	retention	retention	NOUN
cana-3470	64	24	basin	basin	NOUN
cana-3470	64	25	setting	setting	NOUN
cana-3470	64	26	and	and	CCONJ
cana-3470	64	27	compared	compare	VERB
cana-3470	64	28	the	the	DET
cana-3470	64	29	ddqn	ddqn	NOUN
cana-3470	64	30	-	-	PUNCT
cana-3470	64	31	based	base	VERB
cana-3470	64	32	technique	technique	NOUN
cana-3470	64	33	with	with	ADP
cana-3470	64	34	the	the	DET
cana-3470	64	35	rule	rule	NOUN
cana-3470	64	36	-	-	PUNCT
cana-3470	64	37	based	base	VERB
cana-3470	64	38	one	one	NOUN
cana-3470	64	39	that	that	PRON
cana-3470	64	40	is	be	AUX
cana-3470	64	41	presently	presently	ADV
cana-3470	64	42	in	in	ADP
cana-3470	64	43	use	use	NOUN
cana-3470	64	44	.	.	PUNCT
cana-3470	65	1	•	•	INTJ
cana-3470	65	2	as	as	ADP
cana-3470	65	3	a	a	DET
cana-3470	65	4	consequence	consequence	NOUN
cana-3470	65	5	of	of	ADP
cana-3470	65	6	climate	climate	NOUN
cana-3470	65	7	change	change	NOUN
cana-3470	65	8	and	and	CCONJ
cana-3470	65	9	fast	fast	ADJ
cana-3470	65	10	urbanization	urbanization	NOUN
cana-3470	65	11	,	,	PUNCT
cana-3470	65	12	they	they	PRON
cana-3470	65	13	were	be	AUX
cana-3470	65	14	able	able	ADJ
cana-3470	65	15	to	to	PART
cana-3470	65	16	create	create	VERB
cana-3470	65	17	a	a	DET
cana-3470	65	18	system	system	NOUN
cana-3470	65	19	of	of	ADP
cana-3470	65	20	controls	control	NOUN
cana-3470	65	21	that	that	PRON
cana-3470	65	22	can	can	AUX
cana-3470	65	23	successfully	successfully	ADV
cana-3470	65	24	react	react	VERB
cana-3470	65	25	to	to	ADP
cana-3470	65	26	changes	change	NOUN
cana-3470	65	27	in	in	ADP
cana-3470	65	28	rainfall	rainfall	NOUN
cana-3470	65	29	.	.	PUNCT
cana-3470	66	1	instead	instead	ADV
cana-3470	66	2	of	of	ADP
cana-3470	66	3	regular	regular	ADJ
cana-3470	66	4	rainfall	rainfall	NOUN
cana-3470	66	5	,	,	PUNCT
cana-3470	66	6	this	this	DET
cana-3470	66	7	structure	structure	NOUN
cana-3470	66	8	was	be	AUX
cana-3470	66	9	tested	test	VERB
cana-3470	66	10	in	in	ADP
cana-3470	66	11	simulated	simulate	VERB
cana-3470	66	12	extreme	extreme	ADJ
cana-3470	66	13	rainfall	rainfall	NOUN
cana-3470	66	14	situations	situation	NOUN
cana-3470	66	15	to	to	PART
cana-3470	66	16	make	make	VERB
cana-3470	66	17	sure	sure	ADJ
cana-3470	66	18	it	it	PRON
cana-3470	66	19	would	would	AUX
cana-3470	66	20	hold	hold	VERB
cana-3470	66	21	up	up	ADP
cana-3470	66	22	well	well	ADV
cana-3470	66	23	in	in	ADP
cana-3470	66	24	harsh	harsh	ADJ
cana-3470	66	25	weather	weather	NOUN
cana-3470	66	26	.	.	PUNCT
cana-3470	67	1	2	2	X
cana-3470	67	2	.	.	X
cana-3470	67	3	methods	method	NOUN
cana-3470	67	4	and	and	CCONJ
cana-3470	67	5	materials	material	NOUN
cana-3470	67	6	2.1	2.1	NUM
cana-3470	67	7	pumping	pumping	NOUN
cana-3470	67	8	station	station	NOUN
cana-3470	67	9	modelling	model	VERB
cana-3470	67	10	a	a	DET
cana-3470	67	11	simulated	simulated	ADJ
cana-3470	67	12	ecosystem	ecosystem	NOUN
cana-3470	67	13	was	be	AUX
cana-3470	67	14	created	create	VERB
cana-3470	67	15	using	use	VERB
cana-3470	67	16	the	the	DET
cana-3470	67	17	rainwater	rainwater	NOUN
cana-3470	67	18	pumping	pumping	NOUN
cana-3470	67	19	stations	station	NOUN
cana-3470	67	20	in	in	ADP
cana-3470	67	21	tamil	tamil	PROPN
cana-3470	67	22	nadu	nadu	NOUN
cana-3470	67	23	.	.	PUNCT
cana-3470	68	1	the	the	DET
cana-3470	68	2	pump	pump	NOUN
cana-3470	68	3	station	station	NOUN
cana-3470	68	4	was	be	AUX
cana-3470	68	5	chosen	choose	VERB
cana-3470	68	6	for	for	ADP
cana-3470	68	7	this	this	DET
cana-3470	68	8	research	research	NOUN
cana-3470	68	9	because	because	SCONJ
cana-3470	68	10	of	of	ADP
cana-3470	68	11	its	its	PRON
cana-3470	68	12	location	location	NOUN
cana-3470	68	13	in	in	ADP
cana-3470	68	14	a	a	DET
cana-3470	68	15	flood	flood	NOUN
cana-3470	68	16	-	-	PUNCT
cana-3470	68	17	prone	prone	ADJ
cana-3470	68	18	region	region	NOUN
cana-3470	68	19	,	,	PUNCT
cana-3470	68	20	making	make	VERB
cana-3470	68	21	it	it	PRON
cana-3470	68	22	an	an	DET
cana-3470	68	23	ideal	ideal	ADJ
cana-3470	68	24	site	site	NOUN
cana-3470	68	25	for	for	ADP
cana-3470	68	26	testing	testing	NOUN
cana-3470	68	27	options	option	NOUN
cana-3470	68	28	for	for	ADP
cana-3470	68	29	flood	flood	NOUN
cana-3470	68	30	control	control	NOUN
cana-3470	68	31	.	.	PUNCT
cana-3470	69	1	the	the	DET
cana-3470	69	2	correlation	correlation	NOUN
cana-3470	69	3	between	between	ADP
cana-3470	69	4	the	the	DET
cana-3470	69	5	elevation	elevation	NOUN
cana-3470	69	6	(	(	PUNCT
cana-3470	69	7	measured	measure	VERB
cana-3470	69	8	in	in	ADP
cana-3470	69	9	metres	metre	NOUN
cana-3470	69	10	higher	high	ADJ
cana-3470	69	11	than	than	ADP
cana-3470	69	12	sea	sea	NOUN
cana-3470	69	13	level	level	NOUN
cana-3470	69	14	)	)	PUNCT
cana-3470	69	15	and	and	CCONJ
cana-3470	69	16	the	the	DET
cana-3470	69	17	volume	volume	NOUN
cana-3470	69	18	of	of	ADP
cana-3470	69	19	storage	storage	NOUN
cana-3470	69	20	capability	capability	NOUN
cana-3470	69	21	of	of	ADP
cana-3470	69	22	the	the	DET
cana-3470	69	23	retention	retention	NOUN
cana-3470	69	24	reservoir	reservoir	NOUN
cana-3470	69	25	at	at	ADP
cana-3470	69	26	the	the	DET
cana-3470	69	27	pumping	pumping	NOUN
cana-3470	69	28	station	station	NOUN
cana-3470	69	29	,	,	PUNCT
cana-3470	69	30	as	as	SCONJ
cana-3470	69	31	determined	determine	VERB
cana-3470	69	32	by	by	ADP
cana-3470	69	33	real	real	ADJ
cana-3470	69	34	measurements	measurement	NOUN
cana-3470	69	35	.	.	PUNCT
cana-3470	70	1	the	the	DET
cana-3470	70	2	pumping	pump	VERB
cana-3470	70	3	station	station	NOUN
cana-3470	70	4	has	have	VERB
cana-3470	70	5	a	a	DET
cana-3470	70	6	maximum	maximum	ADJ
cana-3470	70	7	water	water	NOUN
cana-3470	70	8	level	level	NOUN
cana-3470	70	9	of	of	ADP
cana-3470	70	10	10	10	NUM
cana-3470	70	11	meters	meter	NOUN
cana-3470	70	12	.	.	PUNCT
cana-3470	71	1	equation	equation	NOUN
cana-3470	71	2	(	(	PUNCT
cana-3470	71	3	1	1	X
cana-3470	71	4	)	)	PUNCT
cana-3470	71	5	represents	represent	VERB
cana-3470	71	6	the	the	DET
cana-3470	71	7	connection	connection	NOUN
cana-3470	71	8	between	between	ADP
cana-3470	71	9	storage	storage	NOUN
cana-3470	71	10	volume	volume	NOUN
cana-3470	71	11	and	and	CCONJ
cana-3470	71	12	water	water	NOUN
cana-3470	71	13	level	level	NOUN
cana-3470	71	14	for	for	ADP
cana-3470	71	15	various	various	ADJ
cana-3470	71	16	ranges	range	NOUN
cana-3470	71	17	.	.	PUNCT
cana-3470	72	1	ℎ	ℎ	X
cana-3470	72	2	=	=	SYM
cana-3470	72	3	𝐻𝑓𝑙𝑜𝑜𝑟(𝑣	𝐻𝑓𝑙𝑜𝑜𝑟(𝑣	PROPN
cana-3470	72	4	)	)	PUNCT
cana-3470	73	1	+	+	NUM
cana-3470	73	2	𝐻𝑐𝑒𝑖𝑙(𝑣	𝐻𝑐𝑒𝑖𝑙(𝑣	X
cana-3470	73	3	)	)	PUNCT
cana-3470	73	4	−	−	PROPN
cana-3470	73	5	𝐻𝑓𝑙𝑜𝑜𝑟(𝑣	𝐻𝑓𝑙𝑜𝑜𝑟(𝑣	PROPN
cana-3470	73	6	)	)	PUNCT
cana-3470	74	1	𝑣𝑐𝑒𝑖𝑙(𝑣	𝑣𝑐𝑒𝑖𝑙(𝑣	AUX
cana-3470	74	2	)	)	PUNCT
cana-3470	74	3	−	−	PROPN
cana-3470	74	4	𝑣𝑓𝑙𝑜𝑜𝑟(𝑣	𝑣𝑓𝑙𝑜𝑜𝑟(𝑣	NUM
cana-3470	74	5	)	)	PUNCT
cana-3470	74	6	(	(	PUNCT
cana-3470	74	7	𝑣	𝑣	DET
cana-3470	74	8	−	−	PROPN
cana-3470	74	9	𝑣𝑓𝑙𝑜𝑜𝑟(𝑣	𝑣𝑓𝑙𝑜𝑜𝑟(𝑣	PROPN
cana-3470	74	10	)	)	PUNCT
cana-3470	74	11	)	)	PUNCT
cana-3470	74	12	(	(	PUNCT
cana-3470	74	13	1	1	X
cana-3470	74	14	)	)	PUNCT
cana-3470	74	15	2.2	2.2	NUM
cana-3470	74	16	rainfall	rainfall	NOUN
cana-3470	74	17	data	datum	NOUN
cana-3470	74	18	a	a	DET
cana-3470	74	19	frequently	frequently	ADV
cana-3470	74	20	used	use	VERB
cana-3470	74	21	method	method	NOUN
cana-3470	74	22	in	in	ADP
cana-3470	74	23	the	the	DET
cana-3470	74	24	construction	construction	NOUN
cana-3470	74	25	of	of	ADP
cana-3470	74	26	rainwater	rainwater	NOUN
cana-3470	74	27	pumping	pumping	NOUN
cana-3470	74	28	stations	station	NOUN
cana-3470	74	29	,	,	PUNCT
cana-3470	74	30	frequency	frequency	NOUN
cana-3470	74	31	-	-	PUNCT
cana-3470	74	32	based	base	VERB
cana-3470	74	33	probability	probability	NOUN
cana-3470	74	34	rainfall	rainfall	NOUN
cana-3470	74	35	was	be	AUX
cana-3470	74	36	utilized	utilize	VERB
cana-3470	74	37	to	to	PART
cana-3470	74	38	create	create	VERB
cana-3470	74	39	the	the	DET
cana-3470	74	40	rainfall	rainfall	NOUN
cana-3470	74	41	data	datum	NOUN
cana-3470	74	42	used	use	VERB
cana-3470	74	43	in	in	ADP
cana-3470	74	44	the	the	DET
cana-3470	74	45	trials	trial	NOUN
cana-3470	74	46	.	.	PUNCT
cana-3470	75	1	sum	sum	NOUN
cana-3470	75	2	of	of	ADP
cana-3470	75	3	precipitation	precipitation	NOUN
cana-3470	75	4	,	,	PUNCT
cana-3470	75	5	length	length	NOUN
cana-3470	75	6	of	of	ADP
cana-3470	75	7	precipitation	precipitation	NOUN
cana-3470	75	8	,	,	PUNCT
cana-3470	75	9	and	and	CCONJ
cana-3470	75	10	return	return	VERB
cana-3470	75	11	period	period	NOUN
cana-3470	75	12	(	(	PUNCT
cana-3470	75	13	frequency	frequency	NOUN
cana-3470	75	14	)	)	PUNCT
cana-3470	75	15	make	make	VERB
cana-3470	75	16	up	up	ADP
cana-3470	75	17	rainfall	rainfall	NOUN
cana-3470	75	18	probability	probability	NOUN
cana-3470	75	19	.	.	PUNCT
cana-3470	76	1	the	the	DET
cana-3470	76	2	chance	chance	NOUN
cana-3470	76	3	of	of	ADP
cana-3470	76	4	rainfall	rainfall	NOUN
cana-3470	76	5	was	be	AUX
cana-3470	76	6	distributed	distribute	VERB
cana-3470	76	7	over	over	ADP
cana-3470	76	8	time	time	NOUN
cana-3470	76	9	using	use	VERB
cana-3470	76	10	huff	huff	PROPN
cana-3470	76	11	's	's	PART
cana-3470	76	12	dimensionless	dimensionless	ADJ
cana-3470	76	13	cumulative	cumulative	ADJ
cana-3470	76	14	curve	curve	NOUN
cana-3470	76	15	approach	approach	NOUN
cana-3470	76	16	.	.	PUNCT
cana-3470	77	1	this	this	DET
cana-3470	77	2	approach	approach	NOUN
cana-3470	77	3	,	,	PUNCT
cana-3470	77	4	which	which	PRON
cana-3470	77	5	makes	make	VERB
cana-3470	77	6	use	use	NOUN
cana-3470	77	7	of	of	ADP
cana-3470	77	8	rainfall	rainfall	NOUN
cana-3470	77	9	data	datum	NOUN
cana-3470	77	10	from	from	ADP
cana-3470	77	11	the	the	DET
cana-3470	77	12	past	past	NOUN
cana-3470	77	13	,	,	PUNCT
cana-3470	77	14	is	be	AUX
cana-3470	77	15	well	well	ADV
cana-3470	77	16	-	-	PUNCT
cana-3470	77	17	known	know	VERB
cana-3470	77	18	for	for	ADP
cana-3470	77	19	being	be	AUX
cana-3470	77	20	dependable	dependable	ADJ
cana-3470	77	21	and	and	CCONJ
cana-3470	77	22	has	have	VERB
cana-3470	77	23	many	many	ADJ
cana-3470	77	24	real	real	ADJ
cana-3470	77	25	-	-	PUNCT
cana-3470	77	26	world	world	NOUN
cana-3470	77	27	uses	use	NOUN
cana-3470	77	28	,	,	PUNCT
cana-3470	77	29	including	include	VERB
cana-3470	77	30	riverbed	riverbed	NOUN
cana-3470	77	31	and	and	CCONJ
cana-3470	77	32	smaller	small	ADJ
cana-3470	77	33	stream	stream	NOUN
cana-3470	77	34	design	design	NOUN
cana-3470	77	35	criteria	criterion	NOUN
cana-3470	77	36	.	.	PUNCT
cana-3470	78	1	in	in	ADP
cana-3470	78	2	addition	addition	NOUN
cana-3470	78	3	to	to	ADP
cana-3470	78	4	producing	produce	VERB
cana-3470	78	5	accurate	accurate	ADJ
cana-3470	78	6	rain	rain	NOUN
cana-3470	78	7	designs	design	NOUN
cana-3470	78	8	that	that	PRON
cana-3470	78	9	represent	represent	VERB
cana-3470	78	10	intensity	intensity	NOUN
cana-3470	78	11	fluctuations	fluctuation	NOUN
cana-3470	78	12	in	in	ADP
cana-3470	78	13	actual	actual	ADJ
cana-3470	78	14	rainfall	rainfall	NOUN
cana-3470	78	15	proceedings	proceeding	NOUN
cana-3470	78	16	,	,	PUNCT
cana-3470	78	17	this	this	DET
cana-3470	78	18	approach	approach	NOUN
cana-3470	78	19	may	may	AUX
cana-3470	78	20	efficiently	efficiently	ADV
cana-3470	78	21	generate	generate	VERB
cana-3470	78	22	these	these	DET
cana-3470	78	23	patterns	pattern	NOUN
cana-3470	78	24	,	,	PUNCT
cana-3470	78	25	which	which	PRON
cana-3470	78	26	in	in	ADP
cana-3470	78	27	turn	turn	NOUN
cana-3470	78	28	reduces	reduce	VERB
cana-3470	78	29	simulation	simulation	NOUN
cana-3470	78	30	time	time	NOUN
cana-3470	78	31	and	and	CCONJ
cana-3470	78	32	expenses	expense	NOUN
cana-3470	78	33	.	.	PUNCT
cana-3470	79	1	as	as	ADP
cana-3470	79	2	a	a	DET
cana-3470	79	3	result	result	NOUN
cana-3470	79	4	,	,	PUNCT
cana-3470	79	5	this	this	DET
cana-3470	79	6	method	method	NOUN
cana-3470	79	7	is	be	AUX
cana-3470	79	8	also	also	ADV
cana-3470	79	9	often	often	ADV
cana-3470	79	10	used	use	VERB
cana-3470	79	11	in	in	ADP
cana-3470	79	12	civil	civil	ADJ
cana-3470	79	13	engineering	engineering	NOUN
cana-3470	79	14	and	and	CCONJ
cana-3470	79	15	hydrology	hydrology	NOUN
cana-3470	79	16	to	to	PART
cana-3470	79	17	evaluate	evaluate	VERB
cana-3470	79	18	the	the	DET
cana-3470	79	19	stability	stability	NOUN
cana-3470	79	20	of	of	ADP
cana-3470	79	21	structures	structure	NOUN
cana-3470	79	22	in	in	ADP
cana-3470	79	23	the	the	DET
cana-3470	79	24	face	face	NOUN
cana-3470	79	25	of	of	ADP
cana-3470	79	26	heavy	heavy	ADJ
cana-3470	79	27	precipitation	precipitation	NOUN
cana-3470	79	28	.	.	PUNCT
cana-3470	80	1	extreme	extreme	ADJ
cana-3470	80	2	rainfall	rainfall	NOUN
cana-3470	80	3	patterns	pattern	NOUN
cana-3470	80	4	were	be	AUX
cana-3470	80	5	reflected	reflect	VERB
cana-3470	80	6	by	by	ADP
cana-3470	80	7	using	use	VERB
cana-3470	80	8	probable	probable	ADJ
cana-3470	80	9	the	the	DET
cana-3470	80	10	greatest	great	ADJ
cana-3470	80	11	rainfall	rainfall	NOUN
cana-3470	80	12	according	accord	VERB
cana-3470	80	13	to	to	ADP
cana-3470	80	14	periods	period	NOUN
cana-3470	80	15	of	of	ADP
cana-3470	80	16	return	return	NOUN
cana-3470	80	17	and	and	CCONJ
cana-3470	80	18	historical	historical	ADJ
cana-3470	80	19	information	information	NOUN
cana-3470	80	20	from	from	ADP
cana-3470	80	21	the	the	DET
cana-3470	80	22	pumping	pumping	NOUN
cana-3470	80	23	station	station	NOUN
cana-3470	80	24	location	location	NOUN
cana-3470	80	25	.	.	PUNCT
cana-3470	81	1	a	a	DET
cana-3470	81	2	statistical	statistical	ADJ
cana-3470	81	3	optimization	optimization	NOUN
cana-3470	81	4	approach	approach	NOUN
cana-3470	81	5	like	like	ADP
cana-3470	81	6	the	the	DET
cana-3470	81	7	least	least	ADJ
cana-3470	81	8	squares	square	NOUN
cana-3470	81	9	approach	approach	NOUN
cana-3470	81	10	calculates	calculate	VERB
cana-3470	81	11	weights	weight	NOUN
cana-3470	81	12	for	for	ADP
cana-3470	81	13	four	four	NUM
cana-3470	81	14	quantiles	quantile	NOUN
cana-3470	81	15	.	.	PUNCT
cana-3470	82	1	adjusting	adjust	VERB
cana-3470	82	2	weights	weight	NOUN
cana-3470	82	3	to	to	PART
cana-3470	82	4	simulate	simulate	VERB
cana-3470	82	5	various	various	ADJ
cana-3470	82	6	rainfall	rainfall	NOUN
cana-3470	82	7	occurrences	occurrence	NOUN
cana-3470	82	8	allows	allow	VERB
cana-3470	82	9	for	for	ADP
cana-3470	82	10	accurate	accurate	ADJ
cana-3470	82	11	modelling	modelling	NOUN
cana-3470	82	12	of	of	ADP
cana-3470	82	13	pump	pump	ADJ
cana-3470	82	14	station	station	NOUN
cana-3470	82	15	conditions	condition	NOUN
cana-3470	82	16	.	.	PUNCT
cana-3470	83	1	rainfall	rainfall	NOUN
cana-3470	83	2	samples	sample	NOUN
cana-3470	83	3	were	be	AUX
cana-3470	83	4	collected	collect	VERB
cana-3470	83	5	over	over	ADP
cana-3470	83	6	return	return	NOUN
cana-3470	83	7	periods	period	NOUN
cana-3470	83	8	of	of	ADP
cana-3470	83	9	10	10	NUM
cana-3470	83	10	,	,	PUNCT
cana-3470	83	11	20	20	NUM
cana-3470	83	12	,	,	PUNCT
cana-3470	83	13	30	30	NUM
cana-3470	83	14	,	,	PUNCT
cana-3470	83	15	50	50	NUM
cana-3470	83	16	,	,	PUNCT
cana-3470	83	17	80	80	NUM
cana-3470	83	18	,	,	PUNCT
cana-3470	83	19	and	and	CCONJ
cana-3470	83	20	100	100	NUM
cana-3470	83	21	years	year	NOUN
cana-3470	83	22	to	to	PART
cana-3470	83	23	address	address	VERB
cana-3470	83	24	the	the	DET
cana-3470	83	25	significance	significance	NOUN
cana-3470	83	26	of	of	ADP
cana-3470	83	27	controlling	control	VERB
cana-3470	83	28	climate	climate	NOUN
cana-3470	83	29	-	-	PUNCT
cana-3470	83	30	driven	drive	VERB
cana-3470	83	31	severe	severe	ADJ
cana-3470	83	32	rainfall	rainfall	NOUN
cana-3470	83	33	occurrences	occurrence	NOUN
cana-3470	83	34	.	.	PUNCT
cana-3470	84	1	the	the	DET
cana-3470	84	2	samples	sample	NOUN
cana-3470	84	3	were	be	AUX
cana-3470	84	4	categorized	categorize	VERB
cana-3470	84	5	according	accord	VERB
cana-3470	84	6	to	to	ADP
cana-3470	84	7	nine	nine	NUM
cana-3470	84	8	different	different	ADJ
cana-3470	84	9	rainfall	rainfall	NOUN
cana-3470	84	10	durations	duration	NOUN
cana-3470	84	11	:	:	PUNCT
cana-3470	84	12	60	60	NUM
cana-3470	84	13	,	,	PUNCT
cana-3470	84	14	120	120	NUM
cana-3470	84	15	,	,	PUNCT
cana-3470	84	16	180	180	NUM
cana-3470	84	17	,	,	PUNCT
cana-3470	84	18	240	240	NUM
cana-3470	84	19	,	,	PUNCT
cana-3470	84	20	360	360	NUM
cana-3470	84	21	,	,	PUNCT
cana-3470	84	22	540	540	NUM
cana-3470	84	23	,	,	PUNCT
cana-3470	84	24	720	720	NUM
cana-3470	84	25	,	,	PUNCT
cana-3470	84	26	1080	1080	NUM
cana-3470	84	27	,	,	PUNCT
cana-3470	84	28	and	and	CCONJ
cana-3470	84	29	1440	1440	NUM
cana-3470	84	30	minutes	minute	NOUN
cana-3470	84	31	.	.	PUNCT
cana-3470	85	1	communications	communication	NOUN
cana-3470	85	2	on	on	ADP
cana-3470	85	3	applied	apply	VERB
cana-3470	85	4	nonlinear	nonlinear	ADJ
cana-3470	85	5	analysis	analysis	NOUN
cana-3470	85	6	issn	issn	NOUN
cana-3470	85	7	:	:	PUNCT
cana-3470	85	8	1074	1074	NUM
cana-3470	85	9	-	-	PUNCT
cana-3470	85	10	133x	133x	NUM
cana-3470	85	11	vol	vol	NOUN
cana-3470	85	12	32	32	NUM
cana-3470	85	13	no	no	NOUN
cana-3470	85	14	.	.	PUNCT
cana-3470	86	1	7s	7	NOUN
cana-3470	86	2	(	(	PUNCT
cana-3470	86	3	2025	2025	NUM
cana-3470	86	4	)	)	PUNCT
cana-3470	86	5	632	632	NUM
cana-3470	86	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	86	7	figure	figure	NOUN
cana-3470	86	8	1	1	NUM
cana-3470	86	9	shows	show	VERB
cana-3470	86	10	the	the	DET
cana-3470	86	11	output	output	NOUN
cana-3470	86	12	of	of	ADP
cana-3470	86	13	running	run	VERB
cana-3470	86	14	the	the	DET
cana-3470	86	15	swmm	swmm	NOUN
cana-3470	86	16	with	with	ADP
cana-3470	86	17	a	a	DET
cana-3470	86	18	30	30	NUM
cana-3470	86	19	-	-	PUNCT
cana-3470	86	20	years	year	NOUN
cana-3470	86	21	period	period	NOUN
cana-3470	86	22	of	of	ADP
cana-3470	86	23	return	return	NOUN
cana-3470	86	24	and	and	CCONJ
cana-3470	86	25	a	a	DET
cana-3470	86	26	60	60	NUM
cana-3470	86	27	-	-	PUNCT
cana-3470	86	28	minute	minute	NOUN
cana-3470	86	29	length	length	NOUN
cana-3470	86	30	rainfall	rainfall	NOUN
cana-3470	86	31	data	data	PROPN
cana-3470	86	32	sample	sample	NOUN
cana-3470	86	33	.	.	PUNCT
cana-3470	87	1	figure	figure	NOUN
cana-3470	87	2	1	1	NUM
cana-3470	87	3	(	(	PUNCT
cana-3470	87	4	a	a	NOUN
cana-3470	87	5	)	)	PUNCT
cana-3470	87	6	displays	display	VERB
cana-3470	87	7	the	the	DET
cana-3470	87	8	total	total	ADJ
cana-3470	87	9	rainfall	rainfall	NOUN
cana-3470	87	10	over	over	ADP
cana-3470	87	11	a	a	DET
cana-3470	87	12	period	period	NOUN
cana-3470	87	13	of	of	ADP
cana-3470	87	14	time	time	NOUN
cana-3470	87	15	,	,	PUNCT
cana-3470	87	16	whereas	whereas	SCONJ
cana-3470	87	17	figure	figure	NOUN
cana-3470	87	18	1(b	1(b	NUM
cana-3470	87	19	)	)	PUNCT
cana-3470	87	20	shows	show	VERB
cana-3470	87	21	the	the	DET
cana-3470	87	22	rate	rate	NOUN
cana-3470	87	23	of	of	ADP
cana-3470	87	24	inflow	inflow	NOUN
cana-3470	87	25	into	into	ADP
cana-3470	87	26	the	the	DET
cana-3470	87	27	retained	retain	VERB
cana-3470	87	28	water	water	NOUN
cana-3470	87	29	basin	basin	NOUN
cana-3470	87	30	at	at	ADP
cana-3470	87	31	the	the	DET
cana-3470	87	32	same	same	ADJ
cana-3470	87	33	time	time	NOUN
cana-3470	87	34	.	.	PUNCT
cana-3470	88	1	figure	figure	NOUN
cana-3470	88	2	1	1	NUM
cana-3470	88	3	(	(	PUNCT
cana-3470	88	4	a	a	NOUN
cana-3470	88	5	)	)	PUNCT
cana-3470	88	6	total	total	ADJ
cana-3470	88	7	rainfall	rainfall	NOUN
cana-3470	88	8	over	over	ADP
cana-3470	88	9	a	a	DET
cana-3470	88	10	period	period	NOUN
cana-3470	88	11	of	of	ADP
cana-3470	88	12	time	time	NOUN
cana-3470	88	13	,	,	PUNCT
cana-3470	88	14	(	(	PUNCT
cana-3470	88	15	b	b	X
cana-3470	88	16	)	)	PUNCT
cana-3470	88	17	rate	rate	NOUN
cana-3470	88	18	of	of	ADP
cana-3470	88	19	inflow	inflow	NOUN
cana-3470	88	20	into	into	ADP
cana-3470	88	21	the	the	DET
cana-3470	88	22	retained	retain	VERB
cana-3470	88	23	water	water	NOUN
cana-3470	88	24	2.3	2.3	NUM
cana-3470	88	25	formulating	formulate	VERB
cana-3470	88	26	problems	problem	NOUN
cana-3470	88	27	a	a	DET
cana-3470	88	28	multiple	multiple	ADJ
cana-3470	88	29	objectives	objective	NOUN
cana-3470	88	30	pump	pump	VERB
cana-3470	88	31	combination	combination	NOUN
cana-3470	88	32	optimization	optimization	NOUN
cana-3470	88	33	issue	issue	NOUN
cana-3470	88	34	is	be	AUX
cana-3470	88	35	what	what	PRON
cana-3470	88	36	the	the	DET
cana-3470	88	37	rainwater	rainwater	NOUN
cana-3470	88	38	pump	pump	NOUN
cana-3470	88	39	station	station	NOUN
cana-3470	88	40	technology	technology	NOUN
cana-3470	88	41	is	be	AUX
cana-3470	88	42	trying	try	VERB
cana-3470	88	43	to	to	PART
cana-3470	88	44	solve	solve	VERB
cana-3470	88	45	by	by	ADP
cana-3470	88	46	reducing	reduce	VERB
cana-3470	88	47	the	the	DET
cana-3470	88	48	quantity	quantity	NOUN
cana-3470	88	49	of	of	ADP
cana-3470	88	50	pump	pump	NOUN
cana-3470	88	51	switches	switch	NOUN
cana-3470	88	52	and	and	CCONJ
cana-3470	88	53	diminishing	diminish	VERB
cana-3470	88	54	the	the	DET
cana-3470	88	55	highest	high	ADJ
cana-3470	88	56	level	level	NOUN
cana-3470	88	57	of	of	ADP
cana-3470	88	58	water	water	NOUN
cana-3470	88	59	in	in	ADP
cana-3470	88	60	the	the	DET
cana-3470	88	61	retaining	retain	VERB
cana-3470	88	62	basin	basin	NOUN
cana-3470	88	63	.	.	PUNCT
cana-3470	89	1	2.3.1	2.3.1	NUM
cana-3470	90	1	the	the	DET
cana-3470	90	2	problem	problem	NOUN
cana-3470	90	3	of	of	ADP
cana-3470	90	4	selecting	select	VERB
cana-3470	90	5	a	a	DET
cana-3470	90	6	multi	multi	ADJ
cana-3470	90	7	-	-	ADJ
cana-3470	90	8	objective	objective	ADJ
cana-3470	90	9	pump	pump	NOUN
cana-3470	90	10	combination	combination	NOUN
cana-3470	90	11	the	the	DET
cana-3470	90	12	purpose	purpose	NOUN
cana-3470	90	13	is	be	AUX
cana-3470	90	14	to	to	PART
cana-3470	90	15	determine	determine	VERB
cana-3470	90	16	the	the	DET
cana-3470	90	17	best	good	ADJ
cana-3470	90	18	arrangement	arrangement	NOUN
cana-3470	90	19	of	of	ADP
cana-3470	90	20	pump	pump	ADJ
cana-3470	90	21	combinations	combination	NOUN
cana-3470	90	22	to	to	PART
cana-3470	90	23	use	use	VERB
cana-3470	90	24	during	during	ADP
cana-3470	90	25	a	a	DET
cana-3470	90	26	specified	specified	ADJ
cana-3470	90	27	time	time	NOUN
cana-3470	90	28	period	period	NOUN
cana-3470	90	29	t	t	NOUN
cana-3470	90	30	given	give	VERB
cana-3470	90	31	a	a	DET
cana-3470	90	32	list	list	NOUN
cana-3470	90	33	of	of	ADP
cana-3470	90	34	n	n	NOUN
cana-3470	90	35	pumps	pump	NOUN
cana-3470	90	36	with	with	ADP
cana-3470	90	37	varying	vary	VERB
cana-3470	90	38	capacities	capacity	NOUN
cana-3470	90	39	and	and	CCONJ
cana-3470	90	40	a	a	DET
cana-3470	90	41	collection	collection	NOUN
cana-3470	90	42	of	of	ADP
cana-3470	90	43	k	k	PROPN
cana-3470	90	44	possible	possible	ADJ
cana-3470	90	45	combinations	combination	NOUN
cana-3470	90	46	.	.	PUNCT
cana-3470	91	1	the	the	DET
cana-3470	91	2	goal	goal	NOUN
cana-3470	91	3	function	function	NOUN
cana-3470	91	4	should	should	AUX
cana-3470	91	5	be	be	AUX
cana-3470	91	6	maximized	maximize	VERB
cana-3470	91	7	throughout	throughout	ADP
cana-3470	91	8	unit	unit	NOUN
cana-3470	91	9	time	time	NOUN
cana-3470	91	10	intervals	interval	NOUN
cana-3470	91	11	by	by	ADP
cana-3470	91	12	this	this	DET
cana-3470	91	13	ideal	ideal	ADJ
cana-3470	91	14	sequence	sequence	NOUN
cana-3470	91	15	,	,	PUNCT
cana-3470	91	16	in	in	ADP
cana-3470	91	17	order	order	NOUN
cana-3470	91	18	to	to	PART
cana-3470	91	19	accomplish	accomplish	VERB
cana-3470	91	20	optimal	optimal	ADJ
cana-3470	91	21	operation	operation	NOUN
cana-3470	91	22	.	.	PUNCT
cana-3470	92	1	the	the	DET
cana-3470	92	2	pump	pump	NOUN
cana-3470	92	3	combination	combination	NOUN
cana-3470	92	4	functional	functional	ADJ
cana-3470	92	5	objective	objective	NOUN
cana-3470	92	6	𝑝	𝑝	NOUN
cana-3470	92	7	,	,	PUNCT
cana-3470	92	8	has	have	VERB
cana-3470	92	9	two	two	NUM
cana-3470	92	10	goals	goal	NOUN
cana-3470	92	11	:	:	PUNCT
cana-3470	92	12	1	1	X
cana-3470	92	13	)	)	PUNCT
cana-3470	92	14	using	use	VERB
cana-3470	92	15	as	as	ADV
cana-3470	92	16	few	few	ADJ
cana-3470	92	17	pump	pump	NOUN
cana-3470	92	18	switches	switch	NOUN
cana-3470	92	19	as	as	ADP
cana-3470	92	20	possible	possible	ADJ
cana-3470	92	21	and	and	CCONJ
cana-3470	92	22	2	2	NUM
cana-3470	92	23	)	)	PUNCT
cana-3470	92	24	maintaining	maintain	VERB
cana-3470	92	25	the	the	DET
cana-3470	92	26	retention	retention	NOUN
cana-3470	92	27	basin	basin	NOUN
cana-3470	92	28	water	water	NOUN
cana-3470	92	29	level	level	NOUN
cana-3470	92	30	as	as	ADV
cana-3470	92	31	low	low	ADJ
cana-3470	92	32	as	as	ADP
cana-3470	92	33	possible	possible	ADJ
cana-3470	92	34	.	.	PUNCT
cana-3470	93	1	in	in	ADP
cana-3470	93	2	order	order	NOUN
cana-3470	93	3	to	to	PART
cana-3470	93	4	prevent	prevent	VERB
cana-3470	93	5	the	the	DET
cana-3470	93	6	retention	retention	NOUN
cana-3470	93	7	basin	basin	NOUN
cana-3470	93	8	from	from	ADP
cana-3470	93	9	filling	fill	VERB
cana-3470	93	10	up	up	ADP
cana-3470	93	11	to	to	ADP
cana-3470	93	12	its	its	PRON
cana-3470	93	13	full	full	ADJ
cana-3470	93	14	capacity	capacity	NOUN
cana-3470	93	15	,	,	PUNCT
cana-3470	93	16	it	it	PRON
cana-3470	93	17	is	be	AUX
cana-3470	93	18	necessary	necessary	ADJ
cana-3470	93	19	to	to	PART
cana-3470	93	20	determine	determine	VERB
cana-3470	93	21	a	a	DET
cana-3470	93	22	pump	pump	NOUN
cana-3470	93	23	sequence	sequence	NOUN
cana-3470	93	24	that	that	PRON
cana-3470	93	25	will	will	AUX
cana-3470	93	26	result	result	VERB
cana-3470	93	27	in	in	ADP
cana-3470	93	28	the	the	DET
cana-3470	93	29	lowest	low	ADJ
cana-3470	93	30	feasible	feasible	ADJ
cana-3470	93	31	maximum	maximum	ADJ
cana-3470	93	32	water	water	NOUN
cana-3470	93	33	level	level	NOUN
cana-3470	93	34	across	across	ADP
cana-3470	93	35	all	all	DET
cana-3470	93	36	unit	unit	NOUN
cana-3470	93	37	periods	period	NOUN
cana-3470	93	38	for	for	ADP
cana-3470	93	39	the	the	DET
cana-3470	93	40	whole	whole	ADJ
cana-3470	93	41	simulation	simulation	NOUN
cana-3470	93	42	period	period	NOUN
cana-3470	93	43	t	t	PROPN
cana-3470	93	44	(	(	PUNCT
cana-3470	93	45	equation	equation	NOUN
cana-3470	93	46	2	2	NUM
cana-3470	93	47	)	)	PUNCT
cana-3470	93	48	.	.	PUNCT
cana-3470	94	1	argmin	argmin	PROPN
cana-3470	94	2	f(𝜋𝑖	f(𝜋𝑖	NOUN
cana-3470	94	3	)	)	PUNCT
cana-3470	94	4	,	,	PUNCT
cana-3470	94	5	𝜋𝑖𝜖𝜋𝑇	𝜋𝑖𝜖𝜋𝑇	NOUN
cana-3470	94	6	(	(	PUNCT
cana-3470	94	7	2	2	NUM
cana-3470	94	8	)	)	PUNCT
cana-3470	94	9	h(𝜋𝑖	h(𝜋𝑖	NUM
cana-3470	94	10	)	)	PUNCT
cana-3470	94	11	=	=	VERB
cana-3470	94	12	𝑚𝑎𝑥ℎ𝜋𝑖	𝑚𝑎𝑥ℎ𝜋𝑖	NOUN
cana-3470	94	13	(	(	PUNCT
cana-3470	94	14	𝑡	𝑡	NOUN
cana-3470	94	15	)	)	PUNCT
cana-3470	94	16	,	,	PUNCT
cana-3470	94	17	1	1	NUM
cana-3470	94	18	≤	≤	NUM
cana-3470	94	19	𝑡	𝑡	PROPN
cana-3470	94	20	≤	≤	ADJ
cana-3470	94	21	𝑇	𝑇	NOUN
cana-3470	94	22	on	on	ADP
cana-3470	94	23	this	this	DET
cana-3470	94	24	occasion	occasion	NOUN
cana-3470	94	25	,	,	PUNCT
cana-3470	94	26	hπi	hπi	NOUN
cana-3470	94	27	(	(	PUNCT
cana-3470	94	28	t	t	NOUN
cana-3470	94	29	)	)	PUNCT
cana-3470	94	30	stands	stand	VERB
cana-3470	94	31	for	for	ADP
cana-3470	94	32	the	the	DET
cana-3470	94	33	detention	detention	NOUN
cana-3470	94	34	basin	basin	NOUN
cana-3470	94	35	water	water	NOUN
cana-3470	94	36	level	level	NOUN
cana-3470	94	37	at	at	ADP
cana-3470	94	38	time	time	NOUN
cana-3470	94	39	t.	t.	PROPN
cana-3470	94	40	reduce	reduce	VERB
cana-3470	94	41	the	the	DET
cana-3470	94	42	amount	amount	NOUN
cana-3470	94	43	of	of	ADP
cana-3470	94	44	time	time	NOUN
cana-3470	94	45	spent	spend	VERB
cana-3470	94	46	moving	move	VERB
cana-3470	94	47	between	between	ADP
cana-3470	94	48	pump	pump	NOUN
cana-3470	94	49	combinations	combination	NOUN
cana-3470	94	50	at	at	ADP
cana-3470	94	51	each	each	DET
cana-3470	94	52	time	time	NOUN
cana-3470	94	53	unit	unit	NOUN
cana-3470	94	54	to	to	PART
cana-3470	94	55	keep	keep	VERB
cana-3470	94	56	wear	wear	VERB
cana-3470	94	57	to	to	ADP
cana-3470	94	58	a	a	DET
cana-3470	94	59	minimum	minimum	NOUN
cana-3470	94	60	.	.	PUNCT
cana-3470	95	1	the	the	DET
cana-3470	95	2	maintenance	maintenance	NOUN
cana-3470	95	3	cost	cost	NOUN
cana-3470	95	4	is	be	AUX
cana-3470	95	5	the	the	DET
cana-3470	95	6	amount	amount	NOUN
cana-3470	95	7	that	that	PRON
cana-3470	95	8	has	have	VERB
cana-3470	95	9	to	to	PART
cana-3470	95	10	be	be	AUX
cana-3470	95	11	paid	pay	VERB
cana-3470	95	12	to	to	PART
cana-3470	95	13	make	make	VERB
cana-3470	95	14	these	these	DET
cana-3470	95	15	modifications	modification	NOUN
cana-3470	95	16	.	.	PUNCT
cana-3470	96	1	a	a	DET
cana-3470	96	2	proxy	proxy	NOUN
cana-3470	96	3	for	for	ADP
cana-3470	96	4	the	the	DET
cana-3470	96	5	number	number	NOUN
cana-3470	96	6	of	of	ADP
cana-3470	96	7	pumps	pump	NOUN
cana-3470	96	8	switched	switch	VERB
cana-3470	96	9	on	on	ADP
cana-3470	96	10	or	or	CCONJ
cana-3470	96	11	off	off	ADV
cana-3470	96	12	is	be	AUX
cana-3470	96	13	used	use	VERB
cana-3470	96	14	since	since	SCONJ
cana-3470	96	15	exactly	exactly	ADV
cana-3470	96	16	specifying	specify	VERB
cana-3470	96	17	the	the	DET
cana-3470	96	18	maintenance	maintenance	NOUN
cana-3470	96	19	cost	cost	NOUN
cana-3470	96	20	might	might	AUX
cana-3470	96	21	be	be	AUX
cana-3470	96	22	problematic	problematic	ADJ
cana-3470	96	23	in	in	ADP
cana-3470	96	24	reality	reality	NOUN
cana-3470	96	25	.	.	PUNCT
cana-3470	97	1	equation	equation	NOUN
cana-3470	97	2	(	(	PUNCT
cana-3470	97	3	3	3	X
cana-3470	97	4	)	)	PUNCT
cana-3470	97	5	shows	show	VERB
cana-3470	97	6	how	how	SCONJ
cana-3470	97	7	to	to	PART
cana-3470	97	8	define	define	VERB
cana-3470	97	9	the	the	DET
cana-3470	97	10	minimizing	minimizing	NOUN
cana-3470	97	11	of	of	ADP
cana-3470	97	12	pump	pump	NOUN
cana-3470	97	13	switching	switching	NOUN
cana-3470	97	14	.	.	PUNCT
cana-3470	98	1	argmin	argmin	PROPN
cana-3470	98	2	f(𝜋𝑖	f(𝜋𝑖	NOUN
cana-3470	98	3	)	)	PUNCT
cana-3470	98	4	,	,	PUNCT
cana-3470	99	1	𝜋𝑖𝜖𝜋𝑇	𝜋𝑖𝜖𝜋𝑇	NOUN
cana-3470	99	2	(	(	PUNCT
cana-3470	99	3	3	3	NUM
cana-3470	99	4	)	)	PUNCT
cana-3470	99	5	f(𝜋𝑖	f(𝜋𝑖	NOUN
cana-3470	99	6	)	)	PUNCT
cana-3470	99	7	=	=	SYM
cana-3470	99	8	∑	∑	PUNCT
cana-3470	99	9	f𝜋𝑖	f𝜋𝑖	NOUN
cana-3470	99	10	𝑇	𝑇	PROPN
cana-3470	99	11	𝑡=1	𝑡=1	PROPN
cana-3470	99	12	(	(	PUNCT
cana-3470	99	13	𝑡	𝑡	NOUN
cana-3470	99	14	)	)	PUNCT
cana-3470	99	15	,	,	PUNCT
cana-3470	99	16	1	1	NUM
cana-3470	99	17	≤	≤	NUM
cana-3470	99	18	𝑡	𝑡	PROPN
cana-3470	99	19	≤	≤	NOUN
cana-3470	99	20	𝑇	𝑇	PROPN
cana-3470	99	21	as	as	ADP
cana-3470	99	22	of	of	ADP
cana-3470	99	23	time	time	NOUN
cana-3470	99	24	t	t	PROPN
cana-3470	99	25	,	,	PUNCT
cana-3470	99	26	the	the	DET
cana-3470	99	27	number	number	NOUN
cana-3470	99	28	of	of	ADP
cana-3470	99	29	switches	switch	NOUN
cana-3470	99	30	that	that	PRON
cana-3470	99	31	turn	turn	VERB
cana-3470	99	32	the	the	DET
cana-3470	99	33	pump	pump	NOUN
cana-3470	99	34	on	on	ADP
cana-3470	99	35	or	or	CCONJ
cana-3470	99	36	off	off	ADV
cana-3470	99	37	is	be	AUX
cana-3470	99	38	denoted	denote	VERB
cana-3470	99	39	by	by	ADP
cana-3470	99	40	f𝜋𝑖(𝑡	f𝜋𝑖(𝑡	PROPN
cana-3470	99	41	)	)	PUNCT
cana-3470	99	42	.	.	PUNCT
cana-3470	100	1	for	for	ADP
cana-3470	100	2	this	this	DET
cana-3470	100	3	reason	reason	NOUN
cana-3470	100	4	,	,	PUNCT
cana-3470	100	5	equation	equation	NOUN
cana-3470	100	6	(	(	PUNCT
cana-3470	100	7	4	4	X
cana-3470	100	8	)	)	PUNCT
cana-3470	100	9	shows	show	VERB
cana-3470	100	10	the	the	DET
cana-3470	100	11	objective	objective	ADJ
cana-3470	100	12	function	function	NOUN
cana-3470	100	13	that	that	PRON
cana-3470	100	14	is	be	AUX
cana-3470	100	15	obtained	obtain	VERB
cana-3470	100	16	by	by	ADP
cana-3470	100	17	integrating	integrate	VERB
cana-3470	100	18	the	the	DET
cana-3470	100	19	two	two	NUM
cana-3470	100	20	optimization	optimization	NOUN
cana-3470	100	21	goals	goal	NOUN
cana-3470	100	22	communications	communication	NOUN
cana-3470	100	23	on	on	ADP
cana-3470	100	24	applied	apply	VERB
cana-3470	100	25	nonlinear	nonlinear	ADJ
cana-3470	100	26	analysis	analysis	NOUN
cana-3470	100	27	issn	issn	NOUN
cana-3470	100	28	:	:	PUNCT
cana-3470	100	29	1074	1074	NUM
cana-3470	100	30	-	-	PUNCT
cana-3470	100	31	133x	133x	NUM
cana-3470	100	32	vol	vol	NOUN
cana-3470	100	33	32	32	NUM
cana-3470	100	34	no	no	NOUN
cana-3470	100	35	.	.	PUNCT
cana-3470	101	1	7s	7	NOUN
cana-3470	101	2	(	(	PUNCT
cana-3470	101	3	2025	2025	NUM
cana-3470	101	4	)	)	PUNCT
cana-3470	101	5	633	633	NUM
cana-3470	101	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	101	7	with	with	ADP
cana-3470	101	8	their	their	PRON
cana-3470	101	9	corresponding	correspond	VERB
cana-3470	101	10	weights	weight	NOUN
cana-3470	101	11	𝑤1	𝑤1	NOUN
cana-3470	101	12	and	and	CCONJ
cana-3470	101	13	𝑤2	𝑤2	NOUN
cana-3470	101	14	.	.	PUNCT
cana-3470	102	1	finding	find	VERB
cana-3470	102	2	the	the	DET
cana-3470	102	3	ideal	ideal	ADJ
cana-3470	102	4	activity	activity	NOUN
cana-3470	102	5	sequence	sequence	NOUN
cana-3470	102	6	𝜋𝑇×	𝜋𝑇×	PROPN
cana-3470	102	7	that	that	PRON
cana-3470	102	8	fulfils	fulfil	VERB
cana-3470	102	9	equation	equation	NOUN
cana-3470	102	10	(	(	PUNCT
cana-3470	102	11	4	4	NUM
cana-3470	102	12	)	)	PUNCT
cana-3470	102	13	is	be	AUX
cana-3470	102	14	the	the	DET
cana-3470	102	15	last	last	ADJ
cana-3470	102	16	objective	objective	NOUN
cana-3470	102	17	.	.	PUNCT
cana-3470	103	1	𝑎𝑟𝑔𝑚𝑖𝑛	𝑎𝑟𝑔𝑚𝑖𝑛	NOUN
cana-3470	103	2	o(𝜋𝑖	o(𝜋𝑖	NUM
cana-3470	103	3	)	)	PUNCT
cana-3470	104	1	=	=	VERB
cana-3470	104	2	𝑤1	𝑤1	VERB
cana-3470	104	3	×	×	NOUN
cana-3470	104	4	𝐻(𝜋𝑖	𝐻(𝜋𝑖	ADV
cana-3470	104	5	)	)	PUNCT
cana-3470	105	1	+	+	NUM
cana-3470	105	2	𝑤2	𝑤2	NOUN
cana-3470	105	3	×	×	NOUN
cana-3470	105	4	𝐹(𝜋𝑖	𝐹(𝜋𝑖	ADV
cana-3470	105	5	)	)	PUNCT
cana-3470	106	1	+	+	CCONJ
cana-3470	106	2	𝑤3	𝑤3	PROPN
cana-3470	106	3	×	×	PROPN
cana-3470	106	4	𝐸(𝜋𝑖	𝐸(𝜋𝑖	NOUN
cana-3470	106	5	)	)	PUNCT
cana-3470	106	6	,	,	PUNCT
cana-3470	106	7	𝜋𝑖	𝜋𝑖	ADP
cana-3470	106	8	∈	∈	PROPN
cana-3470	106	9	𝜋𝑇	𝜋𝑇	PROPN
cana-3470	106	10	(	(	PUNCT
cana-3470	106	11	4	4	NUM
cana-3470	106	12	)	)	PUNCT
cana-3470	106	13	in	in	ADP
cana-3470	106	14	the	the	DET
cana-3470	106	15	case	case	NOUN
cana-3470	106	16	of	of	ADP
cana-3470	106	17	fluctuating	fluctuate	VERB
cana-3470	106	18	pump	pump	NOUN
cana-3470	106	19	capacity	capacity	NOUN
cana-3470	106	20	,	,	PUNCT
cana-3470	106	21	the	the	DET
cana-3470	106	22	dimension	dimension	NOUN
cana-3470	106	23	of	of	ADP
cana-3470	106	24	the	the	DET
cana-3470	106	25	result	result	NOUN
cana-3470	106	26	space	space	NOUN
cana-3470	106	27	for	for	ADP
cana-3470	106	28	potential	potential	ADJ
cana-3470	106	29	sequences	sequence	NOUN
cana-3470	106	30	of	of	ADP
cana-3470	106	31	pump	pump	NOUN
cana-3470	106	32	combinations	combination	NOUN
cana-3470	106	33	π	π	PROPN
cana-3470	106	34	over	over	ADP
cana-3470	106	35	time	time	NOUN
cana-3470	106	36	period	period	NOUN
cana-3470	106	37	t	t	PROPN
cana-3470	106	38	is	be	AUX
cana-3470	106	39	2𝜋𝑇	2𝜋𝑇	NUM
cana-3470	106	40	.	.	PUNCT
cana-3470	107	1	finding	find	VERB
cana-3470	107	2	the	the	DET
cana-3470	107	3	best	good	ADJ
cana-3470	107	4	solution	solution	NOUN
cana-3470	107	5	becomes	become	VERB
cana-3470	107	6	more	more	ADV
cana-3470	107	7	difficult	difficult	ADJ
cana-3470	107	8	as	as	ADP
cana-3470	107	9	the	the	DET
cana-3470	107	10	time	time	NOUN
cana-3470	107	11	t	t	NOUN
cana-3470	107	12	or	or	CCONJ
cana-3470	107	13	number	number	NOUN
cana-3470	107	14	of	of	ADP
cana-3470	107	15	pumps	pump	NOUN
cana-3470	108	1	n	n	PRON
cana-3470	108	2	rises	rise	NOUN
cana-3470	108	3	,	,	PUNCT
cana-3470	108	4	as	as	SCONJ
cana-3470	108	5	the	the	DET
cana-3470	108	6	solution	solution	NOUN
cana-3470	108	7	space	space	NOUN
cana-3470	108	8	expands	expand	VERB
cana-3470	108	9	exponentially	exponentially	ADV
cana-3470	108	10	.	.	PUNCT
cana-3470	109	1	this	this	DET
cana-3470	109	2	image	image	NOUN
cana-3470	109	3	shows	show	VERB
cana-3470	109	4	all	all	DET
cana-3470	109	5	the	the	DET
cana-3470	109	6	potential	potential	ADJ
cana-3470	109	7	combinations	combination	NOUN
cana-3470	109	8	of	of	ADP
cana-3470	109	9	pumps	pump	NOUN
cana-3470	109	10	throughout	throughout	ADP
cana-3470	109	11	time	time	NOUN
cana-3470	109	12	t	t	PROPN
cana-3470	109	13	,	,	PUNCT
cana-3470	109	14	but	but	CCONJ
cana-3470	109	15	it	it	PRON
cana-3470	109	16	does	do	AUX
cana-3470	109	17	n't	not	PART
cana-3470	109	18	take	take	VERB
cana-3470	109	19	into	into	ADP
cana-3470	109	20	consideration	consideration	NOUN
cana-3470	109	21	things	thing	NOUN
cana-3470	109	22	like	like	ADP
cana-3470	109	23	rainfall	rainfall	NOUN
cana-3470	109	24	or	or	CCONJ
cana-3470	109	25	the	the	DET
cana-3470	109	26	water	water	NOUN
cana-3470	109	27	level	level	NOUN
cana-3470	109	28	in	in	ADP
cana-3470	109	29	the	the	DET
cana-3470	109	30	retention	retention	NOUN
cana-3470	109	31	basin	basin	NOUN
cana-3470	109	32	.	.	PUNCT
cana-3470	110	1	when	when	SCONJ
cana-3470	110	2	these	these	DET
cana-3470	110	3	things	thing	NOUN
cana-3470	110	4	are	be	AUX
cana-3470	110	5	included	include	VERB
cana-3470	110	6	,	,	PUNCT
cana-3470	110	7	the	the	DET
cana-3470	110	8	true	true	ADJ
cana-3470	110	9	solution	solution	NOUN
cana-3470	110	10	space	space	NOUN
cana-3470	110	11	is	be	AUX
cana-3470	110	12	much	much	ADV
cana-3470	110	13	wider	wide	ADJ
cana-3470	110	14	.	.	PUNCT
cana-3470	111	1	2.4	2.4	NUM
cana-3470	111	2	pumping	pumping	NOUN
cana-3470	111	3	system	system	NOUN
cana-3470	111	4	double	double	ADJ
cana-3470	111	5	-	-	PUNCT
cana-3470	111	6	deep	deep	ADJ
cana-3470	111	7	q	q	NOUN
cana-3470	111	8	-	-	PUNCT
cana-3470	111	9	network	network	NOUN
cana-3470	111	10	2.4.1	2.4.1	NUM
cana-3470	111	11	the	the	DET
cana-3470	111	12	reinforcement	reinforcement	NOUN
cana-3470	111	13	learning	learning	NOUN
cana-3470	111	14	in	in	ADP
cana-3470	111	15	the	the	DET
cana-3470	111	16	reinforcement	reinforcement	NOUN
cana-3470	111	17	learning	learning	NOUN
cana-3470	111	18	,	,	PUNCT
cana-3470	111	19	a	a	DET
cana-3470	111	20	computer	computer	NOUN
cana-3470	111	21	learns	learn	VERB
cana-3470	111	22	by	by	ADP
cana-3470	111	23	observing	observe	VERB
cana-3470	111	24	its	its	PRON
cana-3470	111	25	surroundings	surrounding	NOUN
cana-3470	111	26	and	and	CCONJ
cana-3470	111	27	choosing	choose	VERB
cana-3470	111	28	its	its	PRON
cana-3470	111	29	behaviours	behaviour	NOUN
cana-3470	111	30	in	in	ADP
cana-3470	111	31	a	a	DET
cana-3470	111	32	way	way	NOUN
cana-3470	111	33	that	that	PRON
cana-3470	111	34	maximizes	maximize	VERB
cana-3470	111	35	cumulative	cumulative	ADJ
cana-3470	111	36	rewards	reward	NOUN
cana-3470	111	37	.	.	PUNCT
cana-3470	112	1	a	a	PRON
cana-3470	112	2	5	5	NUM
cana-3470	112	3	-	-	PUNCT
cana-3470	112	4	tuple	tuple	NOUN
cana-3470	112	5	(	(	PUNCT
cana-3470	112	6	s	s	PROPN
cana-3470	112	7	,	,	PUNCT
cana-3470	112	8	t	t	PROPN
cana-3470	112	9	,	,	PUNCT
cana-3470	112	10	a	a	PRON
cana-3470	112	11	,	,	PUNCT
cana-3470	112	12	r	r	NOUN
cana-3470	112	13	,	,	PUNCT
cana-3470	112	14	and	and	CCONJ
cana-3470	112	15	pr	pr	NOUN
cana-3470	112	16	)	)	PUNCT
cana-3470	112	17	represents	represent	VERB
cana-3470	112	18	a	a	DET
cana-3470	112	19	discrete	discrete	ADJ
cana-3470	112	20	-	-	PUNCT
cana-3470	112	21	time	time	NOUN
cana-3470	112	22	stochastic	stochastic	ADJ
cana-3470	112	23	process	process	NOUN
cana-3470	112	24	,	,	PUNCT
cana-3470	112	25	and	and	CCONJ
cana-3470	112	26	it	it	PRON
cana-3470	112	27	may	may	AUX
cana-3470	112	28	be	be	AUX
cana-3470	112	29	used	use	VERB
cana-3470	112	30	to	to	PART
cana-3470	112	31	simulate	simulate	VERB
cana-3470	112	32	reinforcement	reinforcement	NOUN
cana-3470	112	33	learning	learning	NOUN
cana-3470	112	34	.	.	PUNCT
cana-3470	113	1	this	this	DET
cana-3470	113	2	process	process	NOUN
cana-3470	113	3	is	be	AUX
cana-3470	113	4	called	call	VERB
cana-3470	113	5	a	a	DET
cana-3470	113	6	markov	markov	NOUN
cana-3470	113	7	decision	decision	NOUN
cana-3470	113	8	process	process	NOUN
cana-3470	113	9	(	(	PUNCT
cana-3470	113	10	mdp	mdp	NOUN
cana-3470	113	11	)	)	PUNCT
cana-3470	113	12	.	.	PUNCT
cana-3470	114	1	in	in	ADP
cana-3470	114	2	this	this	DET
cana-3470	114	3	context	context	NOUN
cana-3470	114	4	,	,	PUNCT
cana-3470	114	5	t	t	PROPN
cana-3470	114	6	stands	stand	VERB
cana-3470	114	7	for	for	ADP
cana-3470	114	8	time	time	NOUN
cana-3470	114	9	,	,	PUNCT
cana-3470	114	10	s	s	VERB
cana-3470	114	11	for	for	ADP
cana-3470	114	12	states	state	NOUN
cana-3470	114	13	,	,	PUNCT
cana-3470	114	14	r	r	NOUN
cana-3470	114	15	for	for	ADP
cana-3470	114	16	rewards	reward	NOUN
cana-3470	114	17	,	,	PUNCT
cana-3470	114	18	a	a	PRON
cana-3470	114	19	for	for	ADP
cana-3470	114	20	actions	action	NOUN
cana-3470	114	21	,	,	PUNCT
cana-3470	114	22	and	and	CCONJ
cana-3470	114	23	pr	pr	NOUN
cana-3470	114	24	for	for	ADP
cana-3470	114	25	the	the	DET
cana-3470	114	26	likelihood	likelihood	NOUN
cana-3470	114	27	of	of	ADP
cana-3470	114	28	transitioning	transition	VERB
cana-3470	114	29	between	between	ADP
cana-3470	114	30	states	state	NOUN
cana-3470	114	31	.	.	PUNCT
cana-3470	115	1	at	at	ADP
cana-3470	115	2	time	time	NOUN
cana-3470	115	3	step	step	PROPN
cana-3470	115	4	t	t	PROPN
cana-3470	115	5	,	,	PUNCT
cana-3470	115	6	the	the	DET
cana-3470	115	7	decision	decision	NOUN
cana-3470	115	8	-	-	PUNCT
cana-3470	115	9	making	make	VERB
cana-3470	115	10	agent	agent	NOUN
cana-3470	115	11	takes	take	VERB
cana-3470	115	12	into	into	ADP
cana-3470	115	13	account	account	NOUN
cana-3470	115	14	the	the	DET
cana-3470	115	15	present	present	ADJ
cana-3470	115	16	state	state	NOUN
cana-3470	115	17	s	s	PART
cana-3470	115	18	and	and	CCONJ
cana-3470	115	19	chooses	choose	VERB
cana-3470	115	20	an	an	DET
cana-3470	115	21	action	action	NOUN
cana-3470	115	22	a	a	PRON
cana-3470	115	23	from	from	ADP
cana-3470	115	24	set	set	VERB
cana-3470	115	25	a.	a.	NOUN
cana-3470	115	26	after	after	ADP
cana-3470	115	27	step	step	NOUN
cana-3470	115	28	t+1	t+1	NUM
cana-3470	115	29	,	,	PUNCT
cana-3470	115	30	the	the	DET
cana-3470	115	31	system	system	NOUN
cana-3470	115	32	changes	change	VERB
cana-3470	115	33	to	to	ADP
cana-3470	115	34	states′	states′	NOUN
cana-3470	115	35	depending	depend	VERB
cana-3470	115	36	on	on	ADP
cana-3470	115	37	the	the	DET
cana-3470	115	38	action	action	NOUN
cana-3470	115	39	a	a	PRON
cana-3470	115	40	and	and	CCONJ
cana-3470	115	41	current	current	ADJ
cana-3470	115	42	state	state	NOUN
cana-3470	115	43	‘s	‘	NOUN
cana-3470	115	44	’	'	PUNCT
cana-3470	115	45	.	.	PUNCT
cana-3470	116	1	this	this	DET
cana-3470	116	2	change	change	NOUN
cana-3470	116	3	in	in	ADP
cana-3470	116	4	state	state	NOUN
cana-3470	116	5	occurs	occur	VERB
cana-3470	116	6	after	after	ADP
cana-3470	116	7	the	the	DET
cana-3470	116	8	probability	probability	NOUN
cana-3470	116	9	of	of	ADP
cana-3470	116	10	the	the	DET
cana-3470	116	11	transition	transition	NOUN
cana-3470	116	12	,	,	PUNCT
cana-3470	116	13	or	or	CCONJ
cana-3470	116	14	the	the	DET
cana-3470	116	15	likelihood	likelihood	NOUN
cana-3470	116	16	of	of	ADP
cana-3470	116	17	the	the	DET
cana-3470	116	18	change	change	NOUN
cana-3470	116	19	in	in	ADP
cana-3470	116	20	state	state	NOUN
cana-3470	116	21	,	,	PUNCT
cana-3470	116	22	𝑝𝑟(𝑠	𝑝𝑟(𝑠	NOUN
cana-3470	116	23	,	,	PUNCT
cana-3470	116	24	𝑠′	𝑠′	NOUN
cana-3470	116	25	)	)	PUNCT
cana-3470	116	26	=	=	SYM
cana-3470	117	1	𝑝𝑟(𝑠𝑡+1	𝑝𝑟(𝑠𝑡+1	NOUN
cana-3470	117	2	=	=	SYM
cana-3470	117	3	𝑠′|𝑠𝑡	𝑠′|𝑠𝑡	PROPN
cana-3470	117	4	=	=	PUNCT
cana-3470	117	5	𝑠	𝑠	PROPN
cana-3470	117	6	)	)	PUNCT
cana-3470	117	7	.	.	PUNCT
cana-3470	118	1	a	a	DET
cana-3470	118	2	reward	reward	NOUN
cana-3470	118	3	or	or	CCONJ
cana-3470	118	4	punishment	punishment	NOUN
cana-3470	118	5	is	be	AUX
cana-3470	118	6	given	give	VERB
cana-3470	118	7	to	to	ADP
cana-3470	118	8	the	the	DET
cana-3470	118	9	agent	agent	NOUN
cana-3470	118	10	whenever	whenever	SCONJ
cana-3470	118	11	the	the	DET
cana-3470	118	12	status	status	NOUN
cana-3470	118	13	changes	change	VERB
cana-3470	118	14	.	.	PUNCT
cana-3470	119	1	put	put	VERB
cana-3470	119	2	simply	simply	ADV
cana-3470	119	3	,	,	PUNCT
cana-3470	119	4	the	the	DET
cana-3470	119	5	agent	agent	NOUN
cana-3470	119	6	decides	decide	VERB
cana-3470	119	7	what	what	PRON
cana-3470	119	8	to	to	PART
cana-3470	119	9	do	do	VERB
cana-3470	119	10	in	in	ADP
cana-3470	119	11	the	the	DET
cana-3470	119	12	environment	environment	NOUN
cana-3470	119	13	,	,	PUNCT
cana-3470	119	14	which	which	PRON
cana-3470	119	15	changes	change	VERB
cana-3470	119	16	the	the	DET
cana-3470	119	17	state	state	NOUN
cana-3470	119	18	and	and	CCONJ
cana-3470	119	19	gives	give	VERB
cana-3470	119	20	rise	rise	NOUN
cana-3470	119	21	to	to	ADP
cana-3470	119	22	rewards	reward	NOUN
cana-3470	119	23	.	.	PUNCT
cana-3470	120	1	in	in	ADP
cana-3470	120	2	reinforcement	reinforcement	NOUN
cana-3470	120	3	learning	learning	NOUN
cana-3470	120	4	,	,	PUNCT
cana-3470	120	5	the	the	DET
cana-3470	120	6	goal	goal	NOUN
cana-3470	120	7	of	of	ADP
cana-3470	120	8	the	the	DET
cana-3470	120	9	agent	agent	NOUN
cana-3470	120	10	's	's	PART
cana-3470	120	11	interactions	interaction	NOUN
cana-3470	120	12	with	with	ADP
cana-3470	120	13	its	its	PRON
cana-3470	120	14	environment	environment	NOUN
cana-3470	120	15	is	be	AUX
cana-3470	120	16	to	to	PART
cana-3470	120	17	maximize	maximize	VERB
cana-3470	120	18	cumulative	cumulative	ADJ
cana-3470	120	19	rewards	reward	NOUN
cana-3470	120	20	.	.	PUNCT
cana-3470	121	1	2.4.2	2.4.2	NUM
cana-3470	121	2	double	double	ADJ
cana-3470	121	3	deep	deep	ADJ
cana-3470	121	4	q	q	NOUN
cana-3470	121	5	net	net	NOUN
cana-3470	121	6	combining	combine	VERB
cana-3470	121	7	q	q	NOUN
cana-3470	121	8	-	-	PUNCT
cana-3470	121	9	learning	learning	NOUN
cana-3470	121	10	with	with	ADP
cana-3470	121	11	deep	deep	ADJ
cana-3470	121	12	learning	learning	NOUN
cana-3470	121	13	,	,	PUNCT
cana-3470	121	14	the	the	DET
cana-3470	121	15	dqn	dqn	NOUN
cana-3470	121	16	is	be	AUX
cana-3470	121	17	a	a	DET
cana-3470	121	18	significant	significant	ADJ
cana-3470	121	19	algorithm	algorithm	NOUN
cana-3470	121	20	in	in	ADP
cana-3470	121	21	reinforcement	reinforcement	NOUN
cana-3470	121	22	learning	learning	NOUN
cana-3470	121	23	.	.	PUNCT
cana-3470	122	1	agents	agent	NOUN
cana-3470	122	2	may	may	AUX
cana-3470	122	3	learn	learn	VERB
cana-3470	122	4	to	to	PART
cana-3470	122	5	perform	perform	VERB
cana-3470	122	6	optimally	optimally	ADV
cana-3470	122	7	in	in	ADP
cana-3470	122	8	many	many	ADJ
cana-3470	122	9	situations	situation	NOUN
cana-3470	122	10	with	with	ADP
cana-3470	122	11	the	the	DET
cana-3470	122	12	help	help	NOUN
cana-3470	122	13	of	of	ADP
cana-3470	122	14	the	the	DET
cana-3470	122	15	dqn	dqn	NOUN
cana-3470	122	16	.	.	PUNCT
cana-3470	123	1	to	to	PART
cana-3470	123	2	avoid	avoid	VERB
cana-3470	123	3	relying	rely	VERB
cana-3470	123	4	on	on	ADP
cana-3470	123	5	a	a	DET
cana-3470	123	6	table	table	NOUN
cana-3470	123	7	,	,	PUNCT
cana-3470	123	8	the	the	DET
cana-3470	123	9	dqn	dqn	NOUN
cana-3470	123	10	proposes	propose	VERB
cana-3470	123	11	employing	employ	VERB
cana-3470	123	12	a	a	DET
cana-3470	123	13	deep	deep	ADJ
cana-3470	123	14	learning	learning	NOUN
cana-3470	123	15	method	method	NOUN
cana-3470	123	16	,	,	PUNCT
cana-3470	123	17	such	such	ADJ
cana-3470	123	18	dnn	dnn	PROPN
cana-3470	123	19	,	,	PUNCT
cana-3470	123	20	to	to	PART
cana-3470	123	21	estimate	estimate	VERB
cana-3470	123	22	the	the	DET
cana-3470	123	23	q	q	NOUN
cana-3470	123	24	-	-	PUNCT
cana-3470	123	25	values	value	NOUN
cana-3470	123	26	.	.	PUNCT
cana-3470	124	1	an	an	DET
cana-3470	124	2	agent	agent	NOUN
cana-3470	124	3	learns	learn	VERB
cana-3470	124	4	the	the	DET
cana-3470	124	5	value	value	NOUN
cana-3470	124	6	of	of	ADP
cana-3470	124	7	an	an	DET
cana-3470	124	8	action	action	NOUN
cana-3470	124	9	in	in	ADP
cana-3470	124	10	a	a	DET
cana-3470	124	11	given	give	VERB
cana-3470	124	12	state	state	NOUN
cana-3470	124	13	by	by	ADP
cana-3470	124	14	q	q	NOUN
cana-3470	124	15	-	-	PUNCT
cana-3470	124	16	learning	learning	NOUN
cana-3470	124	17	,	,	PUNCT
cana-3470	124	18	a	a	DET
cana-3470	124	19	basic	basic	ADJ
cana-3470	124	20	reinforcement	reinforcement	NOUN
cana-3470	124	21	learning	learning	NOUN
cana-3470	124	22	method	method	NOUN
cana-3470	124	23	.	.	PUNCT
cana-3470	125	1	the	the	DET
cana-3470	125	2	projected	project	VERB
cana-3470	125	3	cumulative	cumulative	ADJ
cana-3470	125	4	future	future	ADJ
cana-3470	125	5	reward	reward	NOUN
cana-3470	125	6	is	be	AUX
cana-3470	125	7	represented	represent	VERB
cana-3470	125	8	by	by	ADP
cana-3470	125	9	this	this	DET
cana-3470	125	10	value	value	NOUN
cana-3470	125	11	,	,	PUNCT
cana-3470	125	12	which	which	PRON
cana-3470	125	13	is	be	AUX
cana-3470	125	14	known	know	VERB
cana-3470	125	15	as	as	ADP
cana-3470	125	16	the	the	DET
cana-3470	125	17	q	q	NOUN
cana-3470	125	18	-	-	PUNCT
cana-3470	125	19	value	value	NOUN
cana-3470	125	20	.	.	PUNCT
cana-3470	126	1	using	use	VERB
cana-3470	126	2	the	the	DET
cana-3470	126	3	bellman	bellman	NOUN
cana-3470	126	4	equation	equation	NOUN
cana-3470	126	5	,	,	PUNCT
cana-3470	126	6	the	the	DET
cana-3470	126	7	agent	agent	NOUN
cana-3470	126	8	iteratively	iteratively	ADV
cana-3470	126	9	updates	update	VERB
cana-3470	126	10	the	the	DET
cana-3470	126	11	q	q	NOUN
cana-3470	126	12	-	-	PUNCT
cana-3470	126	13	values	value	NOUN
cana-3470	126	14	in	in	ADP
cana-3470	126	15	q	q	NOUN
cana-3470	126	16	-	-	PUNCT
cana-3470	126	17	learning	learning	NOUN
cana-3470	126	18	.	.	PUNCT
cana-3470	127	1	𝑄(𝑠	𝑄(𝑠	NUM
cana-3470	127	2	,	,	PUNCT
cana-3470	127	3	𝑎	𝑎	NOUN
cana-3470	127	4	)	)	PUNCT
cana-3470	127	5	←	←	PROPN
cana-3470	127	6	𝑄(𝑠	𝑄(𝑠	PROPN
cana-3470	127	7	,	,	PUNCT
cana-3470	127	8	𝑎	𝑎	NOUN
cana-3470	127	9	)	)	PUNCT
cana-3470	128	1	+	+	NUM
cana-3470	128	2	𝛼	𝛼	X
cana-3470	128	3	(	(	PUNCT
cana-3470	128	4	𝑟	𝑟	NOUN
cana-3470	128	5	+	+	CCONJ
cana-3470	128	6	𝛾𝑚𝑎𝑥𝑄(𝑠′	𝛾𝑚𝑎𝑥𝑄(𝑠′	PROPN
cana-3470	128	7	,	,	PUNCT
cana-3470	128	8	𝑎′)𝑚𝑎𝑥	𝑎′)𝑚𝑎𝑥	PROPN
cana-3470	128	9	−	−	PROPN
cana-3470	128	10	𝑄(𝑠	𝑄(𝑠	NUM
cana-3470	128	11	,	,	PUNCT
cana-3470	128	12	𝑎	𝑎	NOUN
cana-3470	128	13	)	)	PUNCT
cana-3470	128	14	)	)	PUNCT
cana-3470	128	15	(	(	PUNCT
cana-3470	128	16	5	5	X
cana-3470	128	17	)	)	PUNCT
cana-3470	128	18	here	here	ADV
cana-3470	128	19	,	,	PUNCT
cana-3470	128	20	s	s	VERB
cana-3470	128	21	represents	represent	VERB
cana-3470	128	22	the	the	DET
cana-3470	128	23	present	present	ADJ
cana-3470	128	24	state	state	NOUN
cana-3470	128	25	and	and	CCONJ
cana-3470	128	26	s′	s′	ADJ
cana-3470	128	27	the	the	DET
cana-3470	128	28	future	future	ADJ
cana-3470	128	29	state	state	NOUN
cana-3470	128	30	.	.	PUNCT
cana-3470	129	1	given	give	VERB
cana-3470	129	2	the	the	DET
cana-3470	129	3	present	present	ADJ
cana-3470	129	4	state	state	NOUN
cana-3470	129	5	,	,	PUNCT
cana-3470	129	6	an	an	PRON
cana-3470	129	7	is	be	AUX
cana-3470	129	8	an	an	DET
cana-3470	129	9	action	action	NOUN
cana-3470	129	10	that	that	PRON
cana-3470	129	11	is	be	AUX
cana-3470	129	12	done	do	VERB
cana-3470	129	13	,	,	PUNCT
cana-3470	129	14	r	r	NOUN
cana-3470	129	15	is	be	AUX
cana-3470	129	16	the	the	DET
cana-3470	129	17	right	right	ADJ
cana-3470	129	18	away	away	ADV
cana-3470	129	19	reward	reward	NOUN
cana-3470	129	20	that	that	PRON
cana-3470	129	21	follows	follow	VERB
cana-3470	129	22	activity	activity	NOUN
cana-3470	129	23	a	a	PRON
cana-3470	129	24	,	,	PUNCT
cana-3470	129	25	γ	γ	PROPN
cana-3470	129	26	is	be	AUX
cana-3470	129	27	a	a	DET
cana-3470	129	28	factor	factor	NOUN
cana-3470	129	29	of	of	ADP
cana-3470	129	30	discount	discount	NOUN
cana-3470	129	31	that	that	PRON
cana-3470	129	32	is	be	AUX
cana-3470	129	33	applied	apply	VERB
cana-3470	129	34	to	to	ADP
cana-3470	129	35	future	future	ADJ
cana-3470	129	36	incentives	incentive	NOUN
cana-3470	129	37	,	,	PUNCT
cana-3470	129	38	as	as	ADV
cana-3470	129	39	well	well	ADV
cana-3470	129	40	as	as	ADP
cana-3470	129	41	α	α	PRON
cana-3470	129	42	is	be	AUX
cana-3470	129	43	the	the	DET
cana-3470	129	44	learning	learning	NOUN
cana-3470	129	45	rate	rate	NOUN
cana-3470	129	46	.	.	PUNCT
cana-3470	130	1	updates	update	NOUN
cana-3470	130	2	on	on	ADP
cana-3470	130	3	q	q	NOUN
cana-3470	130	4	-	-	PUNCT
cana-3470	130	5	learning	learn	VERB
cana-3470	130	6	the	the	DET
cana-3470	130	7	agent	agent	NOUN
cana-3470	130	8	learns	learn	VERB
cana-3470	130	9	a	a	DET
cana-3470	130	10	strategy	strategy	NOUN
cana-3470	130	11	that	that	PRON
cana-3470	130	12	optimizes	optimize	VERB
cana-3470	130	13	the	the	DET
cana-3470	130	14	long	long	ADJ
cana-3470	130	15	-	-	PUNCT
cana-3470	130	16	term	term	NOUN
cana-3470	130	17	reward	reward	NOUN
cana-3470	130	18	based	base	VERB
cana-3470	130	19	on	on	ADP
cana-3470	130	20	the	the	DET
cana-3470	130	21	q	q	ADJ
cana-3470	130	22	values	value	NOUN
cana-3470	130	23	depending	depend	VERB
cana-3470	130	24	on	on	ADP
cana-3470	130	25	the	the	DET
cana-3470	130	26	reward	reward	NOUN
cana-3470	130	27	level	level	NOUN
cana-3470	130	28	r	r	NOUN
cana-3470	130	29	and	and	CCONJ
cana-3470	130	30	the	the	DET
cana-3470	130	31	highest	high	ADJ
cana-3470	130	32	q	q	NOUN
cana-3470	130	33	value	value	NOUN
cana-3470	130	34	in	in	ADP
cana-3470	130	35	the	the	DET
cana-3470	130	36	following	follow	VERB
cana-3470	130	37	state	state	NOUN
cana-3470	130	38	‘	'	PUNCT
cana-3470	130	39	s′.	s′.	X
cana-3470	130	40	using	use	VERB
cana-3470	130	41	the	the	DET
cana-3470	130	42	present	present	ADJ
cana-3470	130	43	state	state	NOUN
cana-3470	130	44	as	as	ADP
cana-3470	130	45	input	input	NOUN
cana-3470	130	46	,	,	PUNCT
cana-3470	130	47	the	the	DET
cana-3470	130	48	dqn	dqn	NOUN
cana-3470	130	49	's	's	PART
cana-3470	130	50	deep	deep	ADJ
cana-3470	130	51	learning	learning	NOUN
cana-3470	130	52	model	model	NOUN
cana-3470	130	53	generates	generate	VERB
cana-3470	130	54	q	q	NOUN
cana-3470	130	55	-	-	PUNCT
cana-3470	130	56	values	value	NOUN
cana-3470	130	57	for	for	ADP
cana-3470	130	58	every	every	DET
cana-3470	130	59	conceivable	conceivable	ADJ
cana-3470	130	60	action	action	NOUN
cana-3470	130	61	.	.	PUNCT
cana-3470	131	1	training	train	VERB
cana-3470	131	2	this	this	DET
cana-3470	131	3	network	network	NOUN
cana-3470	131	4	to	to	PART
cana-3470	131	5	provide	provide	VERB
cana-3470	131	6	good	good	ADJ
cana-3470	131	7	approximations	approximation	NOUN
cana-3470	131	8	of	of	ADP
cana-3470	131	9	the	the	DET
cana-3470	131	10	q	q	NOUN
cana-3470	131	11	-	-	PUNCT
cana-3470	131	12	values	value	NOUN
cana-3470	131	13	is	be	AUX
cana-3470	131	14	the	the	DET
cana-3470	131	15	objective	objective	NOUN
cana-3470	131	16	.	.	PUNCT
cana-3470	132	1	an	an	DET
cana-3470	132	2	enhanced	enhanced	ADJ
cana-3470	132	3	variant	variant	NOUN
cana-3470	132	4	of	of	ADP
cana-3470	132	5	the	the	DET
cana-3470	132	6	conventional	conventional	ADJ
cana-3470	132	7	dqn	dqn	NOUN
cana-3470	132	8	used	use	VERB
cana-3470	132	9	in	in	ADP
cana-3470	132	10	rl	rl	PROPN
cana-3470	132	11	,	,	PUNCT
cana-3470	132	12	a	a	DET
cana-3470	132	13	ddqn	ddqn	ADJ
cana-3470	132	14	yields	yield	VERB
cana-3470	132	15	better	well	ADJ
cana-3470	132	16	results	result	NOUN
cana-3470	132	17	.	.	PUNCT
cana-3470	133	1	the	the	DET
cana-3470	133	2	overestimation	overestimation	NOUN
cana-3470	133	3	of	of	ADP
cana-3470	133	4	action	action	NOUN
cana-3470	133	5	values	value	NOUN
cana-3470	133	6	that	that	PRON
cana-3470	133	7	dqns	dqns	PROPN
cana-3470	133	8	are	be	AUX
cana-3470	133	9	prone	prone	ADJ
cana-3470	133	10	to	to	AUX
cana-3470	133	11	causes	cause	VERB
cana-3470	133	12	instability	instability	NOUN
cana-3470	133	13	and	and	CCONJ
cana-3470	133	14	less	less	ADJ
cana-3470	133	15	-	-	PUNCT
cana-3470	133	16	than	than	ADP
cana-3470	133	17	-	-	PUNCT
cana-3470	133	18	ideal	ideal	NOUN
cana-3470	133	19	policies	policy	NOUN
cana-3470	133	20	during	during	ADP
cana-3470	133	21	training	training	NOUN
cana-3470	133	22	;	;	PUNCT
cana-3470	133	23	this	this	PRON
cana-3470	133	24	is	be	AUX
cana-3470	133	25	one	one	NUM
cana-3470	133	26	of	of	ADP
cana-3470	133	27	their	their	PRON
cana-3470	133	28	major	major	ADJ
cana-3470	133	29	drawbacks	drawback	NOUN
cana-3470	133	30	that	that	PRON
cana-3470	133	31	it	it	PRON
cana-3470	133	32	solves	solve	VERB
cana-3470	133	33	.	.	PUNCT
cana-3470	134	1	the	the	DET
cana-3470	134	2	goal	goal	NOUN
cana-3470	134	3	of	of	ADP
cana-3470	134	4	a	a	DET
cana-3470	134	5	typical	typical	ADJ
cana-3470	134	6	dqn	dqn	NOUN
cana-3470	134	7	is	be	AUX
cana-3470	134	8	for	for	SCONJ
cana-3470	134	9	the	the	DET
cana-3470	134	10	agent	agent	NOUN
cana-3470	134	11	to	to	PART
cana-3470	134	12	achieve	achieve	VERB
cana-3470	134	13	the	the	DET
cana-3470	134	14	greatest	great	ADJ
cana-3470	134	15	cumulative	cumulative	ADJ
cana-3470	134	16	reward	reward	NOUN
cana-3470	134	17	as	as	SCONJ
cana-3470	134	18	it	it	PRON
cana-3470	134	19	moves	move	VERB
cana-3470	134	20	from	from	ADP
cana-3470	134	21	one	one	NUM
cana-3470	134	22	state	state	NOUN
cana-3470	134	23	to	to	ADP
cana-3470	134	24	another	another	PRON
cana-3470	134	25	by	by	ADP
cana-3470	134	26	making	make	VERB
cana-3470	134	27	decisions	decision	NOUN
cana-3470	134	28	based	base	VERB
cana-3470	134	29	on	on	ADP
cana-3470	134	30	a	a	DET
cana-3470	134	31	learnt	learnt	ADJ
cana-3470	134	32	q	q	NOUN
cana-3470	134	33	-	-	NOUN
cana-3470	134	34	function	function	NOUN
cana-3470	134	35	,	,	PUNCT
cana-3470	134	36	which	which	PRON
cana-3470	134	37	assesses	assess	VERB
cana-3470	134	38	the	the	DET
cana-3470	134	39	anticipated	anticipated	ADJ
cana-3470	134	40	return	return	NOUN
cana-3470	134	41	for	for	ADP
cana-3470	134	42	a	a	DET
cana-3470	134	43	specific	specific	ADJ
cana-3470	134	44	action	action	NOUN
cana-3470	134	45	.	.	PUNCT
cana-3470	135	1	to	to	ADP
cana-3470	135	2	communications	communication	NOUN
cana-3470	135	3	on	on	ADP
cana-3470	135	4	applied	apply	VERB
cana-3470	135	5	nonlinear	nonlinear	ADJ
cana-3470	135	6	analysis	analysis	NOUN
cana-3470	135	7	issn	issn	NOUN
cana-3470	135	8	:	:	PUNCT
cana-3470	135	9	1074	1074	NUM
cana-3470	135	10	-	-	PUNCT
cana-3470	135	11	133x	133x	NUM
cana-3470	135	12	vol	vol	NOUN
cana-3470	135	13	32	32	NUM
cana-3470	135	14	no	no	NOUN
cana-3470	135	15	.	.	PUNCT
cana-3470	136	1	7s	7	NOUN
cana-3470	136	2	(	(	PUNCT
cana-3470	136	3	2025	2025	NUM
cana-3470	136	4	)	)	PUNCT
cana-3470	136	5	634	634	NUM
cana-3470	137	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	137	2	achieve	achieve	VERB
cana-3470	137	3	a	a	DET
cana-3470	137	4	balance	balance	NOUN
cana-3470	137	5	between	between	ADP
cana-3470	137	6	exploration	exploration	NOUN
cana-3470	137	7	and	and	CCONJ
cana-3470	137	8	exploitation	exploitation	NOUN
cana-3470	137	9	,	,	PUNCT
cana-3470	137	10	the	the	DET
cana-3470	137	11	agent	agent	NOUN
cana-3470	137	12	employs	employ	VERB
cana-3470	137	13	an	an	DET
cana-3470	137	14	epsilon	epsilon	PROPN
cana-3470	137	15	greedy	greedy	ADJ
cana-3470	137	16	strategy	strategy	NOUN
cana-3470	137	17	,	,	PUNCT
cana-3470	137	18	and	and	CCONJ
cana-3470	137	19	a	a	DET
cana-3470	137	20	deep	deep	ADJ
cana-3470	137	21	neural	neural	ADJ
cana-3470	137	22	network	network	NOUN
cana-3470	137	23	is	be	AUX
cana-3470	137	24	used	use	VERB
cana-3470	137	25	to	to	PART
cana-3470	137	26	approximate	approximate	VERB
cana-3470	137	27	the	the	DET
cana-3470	137	28	q	q	NOUN
cana-3470	137	29	-	-	NOUN
cana-3470	137	30	function	function	NOUN
cana-3470	137	31	.	.	PUNCT
cana-3470	138	1	2.4.3	2.4.3	NUM
cana-3470	138	2	gated	gate	VERB
cana-3470	138	3	recurrent	recurrent	ADJ
cana-3470	138	4	unit	unit	NOUN
cana-3470	138	5	the	the	DET
cana-3470	138	6	gated	gate	VERB
cana-3470	138	7	recurrent	recurrent	ADJ
cana-3470	138	8	unit	unit	NOUN
cana-3470	138	9	is	be	AUX
cana-3470	138	10	a	a	DET
cana-3470	138	11	recurrent	recurrent	ADJ
cana-3470	138	12	neural	neural	ADJ
cana-3470	138	13	network	network	NOUN
cana-3470	138	14	(	(	PUNCT
cana-3470	138	15	rnn	rnn	PROPN
cana-3470	138	16	)	)	PUNCT
cana-3470	138	17	structure	structure	NOUN
cana-3470	138	18	used	use	VERB
cana-3470	138	19	in	in	ADP
cana-3470	138	20	deep	deep	ADJ
cana-3470	138	21	learning	learning	NOUN
cana-3470	138	22	,	,	PUNCT
cana-3470	138	23	especially	especially	ADV
cana-3470	138	24	for	for	ADP
cana-3470	138	25	sequence	sequence	NOUN
cana-3470	138	26	data	datum	NOUN
cana-3470	138	27	.	.	PUNCT
cana-3470	139	1	grus	grus	PROPN
cana-3470	139	2	were	be	AUX
cana-3470	139	3	presented	present	VERB
cana-3470	139	4	as	as	ADP
cana-3470	139	5	a	a	DET
cana-3470	139	6	simpler	simple	ADJ
cana-3470	139	7	way	way	NOUN
cana-3470	139	8	to	to	PART
cana-3470	139	9	replace	replace	VERB
cana-3470	139	10	lstm	lstm	ADJ
cana-3470	139	11	networks	network	NOUN
cana-3470	139	12	,	,	PUNCT
cana-3470	139	13	another	another	DET
cana-3470	139	14	prominent	prominent	ADJ
cana-3470	139	15	rnn	rnn	PROPN
cana-3470	139	16	.	.	PUNCT
cana-3470	140	1	grus	grus	PROPN
cana-3470	140	2	aim	aim	VERB
cana-3470	140	3	to	to	PART
cana-3470	140	4	address	address	VERB
cana-3470	140	5	the	the	DET
cana-3470	140	6	vanishing	vanish	VERB
cana-3470	140	7	gradient	gradient	NOUN
cana-3470	140	8	issue	issue	NOUN
cana-3470	140	9	in	in	ADP
cana-3470	140	10	standard	standard	ADJ
cana-3470	140	11	rnns	rnn	NOUN
cana-3470	140	12	while	while	SCONJ
cana-3470	140	13	learning	learn	VERB
cana-3470	140	14	long	long	ADJ
cana-3470	140	15	-	-	PUNCT
cana-3470	140	16	term	term	NOUN
cana-3470	140	17	dependencies	dependency	NOUN
cana-3470	140	18	.	.	PUNCT
cana-3470	141	1	grus	grus	NOUN
cana-3470	141	2	use	use	NOUN
cana-3470	141	3	gating	gate	VERB
cana-3470	141	4	mechanisms	mechanism	NOUN
cana-3470	141	5	to	to	PART
cana-3470	141	6	govern	govern	VERB
cana-3470	141	7	information	information	NOUN
cana-3470	141	8	flow	flow	NOUN
cana-3470	141	9	and	and	CCONJ
cana-3470	141	10	retain	retain	VERB
cana-3470	141	11	relevance	relevance	NOUN
cana-3470	141	12	over	over	ADP
cana-3470	141	13	lengthy	lengthy	ADJ
cana-3470	141	14	sequences	sequence	NOUN
cana-3470	141	15	.	.	PUNCT
cana-3470	142	1	the	the	DET
cana-3470	142	2	reset	reset	NOUN
cana-3470	142	3	gate	gate	NOUN
cana-3470	142	4	and	and	CCONJ
cana-3470	142	5	the	the	DET
cana-3470	142	6	update	update	NOUN
cana-3470	142	7	gate	gate	NOUN
cana-3470	142	8	are	be	AUX
cana-3470	142	9	the	the	DET
cana-3470	142	10	two	two	NUM
cana-3470	142	11	primary	primary	ADJ
cana-3470	142	12	gates	gate	NOUN
cana-3470	142	13	of	of	ADP
cana-3470	142	14	a	a	DET
cana-3470	142	15	gru	gru	NOUN
cana-3470	142	16	.	.	PUNCT
cana-3470	143	1	the	the	DET
cana-3470	143	2	amount	amount	NOUN
cana-3470	143	3	of	of	ADP
cana-3470	143	4	information	information	NOUN
cana-3470	143	5	from	from	ADP
cana-3470	143	6	the	the	DET
cana-3470	143	7	previous	previous	ADJ
cana-3470	143	8	state	state	NOUN
cana-3470	143	9	that	that	PRON
cana-3470	143	10	is	be	AUX
cana-3470	143	11	erased	erase	VERB
cana-3470	143	12	by	by	ADP
cana-3470	143	13	the	the	DET
cana-3470	143	14	reset	reset	NOUN
cana-3470	143	15	gate	gate	NOUN
cana-3470	143	16	and	and	CCONJ
cana-3470	143	17	sent	send	VERB
cana-3470	143	18	to	to	ADP
cana-3470	143	19	the	the	DET
cana-3470	143	20	subsequent	subsequent	ADJ
cana-3470	143	21	step	step	NOUN
cana-3470	143	22	is	be	AUX
cana-3470	143	23	determined	determine	VERB
cana-3470	143	24	by	by	ADP
cana-3470	143	25	the	the	DET
cana-3470	143	26	update	update	NOUN
cana-3470	143	27	gate	gate	NOUN
cana-3470	143	28	,	,	PUNCT
cana-3470	143	29	respectively	respectively	ADV
cana-3470	143	30	.	.	PUNCT
cana-3470	144	1	2.4.4	2.4.4	NUM
cana-3470	144	2	model	model	NOUN
cana-3470	144	3	configuration	configuration	NOUN
cana-3470	144	4	in	in	ADP
cana-3470	144	5	the	the	DET
cana-3470	144	6	ddqn	ddqn	NOUN
cana-3470	144	7	method	method	NOUN
cana-3470	144	8	,	,	PUNCT
cana-3470	144	9	the	the	DET
cana-3470	144	10	decision	decision	NOUN
cana-3470	144	11	-	-	PUNCT
cana-3470	144	12	making	make	VERB
cana-3470	144	13	agent	agent	NOUN
cana-3470	144	14	first	first	ADV
cana-3470	144	15	has	have	VERB
cana-3470	144	16	a	a	DET
cana-3470	144	17	fully	fully	ADV
cana-3470	144	18	connected	connect	VERB
cana-3470	144	19	layer	layer	NOUN
cana-3470	144	20	of	of	ADP
cana-3470	144	21	output	output	NOUN
cana-3470	144	22	with	with	ADP
cana-3470	144	23	six	six	NUM
cana-3470	144	24	nodes	node	NOUN
cana-3470	144	25	,	,	PUNCT
cana-3470	144	26	then	then	ADV
cana-3470	144	27	three	three	NUM
cana-3470	144	28	gru	gru	NOUN
cana-3470	144	29	layers	layer	NOUN
cana-3470	144	30	with	with	ADP
cana-3470	144	31	32	32	NUM
cana-3470	144	32	nodes	node	NOUN
cana-3470	144	33	each	each	PRON
cana-3470	144	34	.	.	PUNCT
cana-3470	145	1	in	in	ADP
cana-3470	145	2	the	the	DET
cana-3470	145	3	output	output	NOUN
cana-3470	145	4	layer	layer	NOUN
cana-3470	145	5	,	,	PUNCT
cana-3470	145	6	there	there	PRON
cana-3470	145	7	are	be	VERB
cana-3470	145	8	six	six	NUM
cana-3470	145	9	possible	possible	ADJ
cana-3470	145	10	combinations	combination	NOUN
cana-3470	145	11	of	of	ADP
cana-3470	145	12	pumps	pump	NOUN
cana-3470	145	13	represented	represent	VERB
cana-3470	145	14	by	by	ADP
cana-3470	145	15	the	the	DET
cana-3470	145	16	six	six	NUM
cana-3470	145	17	nodes	node	NOUN
cana-3470	145	18	.	.	PUNCT
cana-3470	146	1	the	the	DET
cana-3470	146	2	ddqn	ddqn	NOUN
cana-3470	146	3	and	and	CCONJ
cana-3470	146	4	gru	gru	NOUN
cana-3470	146	5	models	model	NOUN
cana-3470	146	6	'	'	PART
cana-3470	146	7	structure	structure	NOUN
cana-3470	146	8	is	be	AUX
cana-3470	146	9	determined	determine	VERB
cana-3470	146	10	by	by	ADP
cana-3470	146	11	hyperparameters	hyperparameter	NOUN
cana-3470	146	12	,	,	PUNCT
cana-3470	146	13	therefore	therefore	ADV
cana-3470	146	14	we	we	PRON
cana-3470	146	15	played	play	VERB
cana-3470	146	16	around	around	ADP
cana-3470	146	17	with	with	ADP
cana-3470	146	18	different	different	ADJ
cana-3470	146	19	settings	setting	NOUN
cana-3470	146	20	for	for	ADP
cana-3470	146	21	them	they	PRON
cana-3470	146	22	.	.	PUNCT
cana-3470	147	1	since	since	SCONJ
cana-3470	147	2	these	these	DET
cana-3470	147	3	adjustments	adjustment	NOUN
cana-3470	147	4	did	do	AUX
cana-3470	147	5	not	not	PART
cana-3470	147	6	lead	lead	VERB
cana-3470	147	7	to	to	ADP
cana-3470	147	8	noticeable	noticeable	ADJ
cana-3470	147	9	performance	performance	NOUN
cana-3470	147	10	drops	drop	NOUN
cana-3470	147	11	,	,	PUNCT
cana-3470	147	12	it	it	PRON
cana-3470	147	13	was	be	AUX
cana-3470	147	14	decided	decide	VERB
cana-3470	147	15	with	with	ADP
cana-3470	147	16	the	the	DET
cana-3470	147	17	bare	bare	ADJ
cana-3470	147	18	minimum	minimum	NOUN
cana-3470	147	19	of	of	ADP
cana-3470	147	20	model	model	NOUN
cana-3470	147	21	setups	setup	NOUN
cana-3470	147	22	.	.	PUNCT
cana-3470	148	1	the	the	DET
cana-3470	148	2	adoption	adoption	NOUN
cana-3470	148	3	of	of	ADP
cana-3470	148	4	the	the	DET
cana-3470	148	5	replay	replay	NOUN
cana-3470	148	6	technique	technique	NOUN
cana-3470	148	7	and	and	CCONJ
cana-3470	148	8	an	an	DET
cana-3470	148	9	epsilon	epsilon	NOUN
cana-3470	148	10	-	-	PUNCT
cana-3470	148	11	greedy	greedy	ADJ
cana-3470	148	12	approach	approach	NOUN
cana-3470	148	13	for	for	ADP
cana-3470	148	14	action	action	NOUN
cana-3470	148	15	selection	selection	NOUN
cana-3470	148	16	ensured	ensure	VERB
cana-3470	148	17	training	train	VERB
cana-3470	148	18	stability	stability	NOUN
cana-3470	148	19	.	.	PUNCT
cana-3470	149	1	2.4.5	2.4.5	NUM
cana-3470	149	2	states	state	NOUN
cana-3470	149	3	retention	retention	NOUN
cana-3470	149	4	basin	basin	NOUN
cana-3470	149	5	input	input	NOUN
cana-3470	149	6	,	,	PUNCT
cana-3470	149	7	basin	basin	NOUN
cana-3470	149	8	volume	volume	NOUN
cana-3470	149	9	of	of	ADP
cana-3470	149	10	water	water	NOUN
cana-3470	149	11	,	,	PUNCT
cana-3470	149	12	basin	basin	NOUN
cana-3470	149	13	level	level	NOUN
cana-3470	149	14	of	of	ADP
cana-3470	149	15	water	water	NOUN
cana-3470	149	16	,	,	PUNCT
cana-3470	149	17	and	and	CCONJ
cana-3470	149	18	outflow	outflow	NOUN
cana-3470	149	19	make	make	VERB
cana-3470	149	20	up	up	ADP
cana-3470	149	21	the	the	DET
cana-3470	149	22	five	five	NUM
cana-3470	149	23	dimensions	dimension	NOUN
cana-3470	149	24	of	of	ADP
cana-3470	149	25	the	the	DET
cana-3470	149	26	five	five	NUM
cana-3470	149	27	-	-	PUNCT
cana-3470	149	28	dimensional	dimensional	ADJ
cana-3470	149	29	vector	vector	NOUN
cana-3470	149	30	that	that	PRON
cana-3470	149	31	the	the	DET
cana-3470	149	32	model	model	NOUN
cana-3470	149	33	uses	use	VERB
cana-3470	149	34	to	to	PART
cana-3470	149	35	make	make	VERB
cana-3470	149	36	action	action	NOUN
cana-3470	149	37	choices	choice	NOUN
cana-3470	149	38	in	in	ADP
cana-3470	149	39	the	the	DET
cana-3470	149	40	pumping	pumping	NOUN
cana-3470	149	41	station	station	NOUN
cana-3470	149	42	environment	environment	NOUN
cana-3470	149	43	based	base	VERB
cana-3470	149	44	on	on	ADP
cana-3470	149	45	the	the	DET
cana-3470	149	46	state	state	NOUN
cana-3470	149	47	information	information	NOUN
cana-3470	149	48	.	.	PUNCT
cana-3470	150	1	the	the	DET
cana-3470	150	2	training	training	NOUN
cana-3470	150	3	and	and	CCONJ
cana-3470	150	4	inference	inference	NOUN
cana-3470	150	5	procedures	procedure	NOUN
cana-3470	150	6	of	of	ADP
cana-3470	150	7	the	the	DET
cana-3470	150	8	model	model	NOUN
cana-3470	150	9	are	be	AUX
cana-3470	150	10	fed	feed	VERB
cana-3470	150	11	by	by	ADP
cana-3470	150	12	this	this	DET
cana-3470	150	13	5	5	NUM
cana-3470	150	14	-	-	PUNCT
cana-3470	150	15	dimensional	dimensional	ADJ
cana-3470	150	16	vector	vector	NOUN
cana-3470	150	17	.	.	PUNCT
cana-3470	151	1	the	the	DET
cana-3470	151	2	inflow	inflow	NOUN
cana-3470	151	3	values	value	NOUN
cana-3470	151	4	were	be	AUX
cana-3470	151	5	acquired	acquire	VERB
cana-3470	151	6	by	by	ADP
cana-3470	151	7	conducting	conduct	VERB
cana-3470	151	8	swmm	swmm	NOUN
cana-3470	151	9	testing	testing	NOUN
cana-3470	151	10	at	at	ADP
cana-3470	151	11	2	2	NUM
cana-3470	151	12	min	min	NOUN
cana-3470	151	13	intervals	interval	NOUN
cana-3470	151	14	,	,	PUNCT
cana-3470	151	15	while	while	SCONJ
cana-3470	151	16	the	the	DET
cana-3470	151	17	rainfall	rainfall	NOUN
cana-3470	151	18	measurements	measurement	NOUN
cana-3470	151	19	were	be	AUX
cana-3470	151	20	made	make	VERB
cana-3470	151	21	using	use	VERB
cana-3470	151	22	simulated	simulated	ADJ
cana-3470	151	23	rainfall	rainfall	NOUN
cana-3470	151	24	data	datum	NOUN
cana-3470	151	25	.	.	PUNCT
cana-3470	152	1	at	at	ADP
cana-3470	152	2	2minute	2minute	NUM
cana-3470	152	3	intervals	interval	NOUN
cana-3470	152	4	,	,	PUNCT
cana-3470	152	5	the	the	DET
cana-3470	152	6	volume	volume	NOUN
cana-3470	152	7	,	,	PUNCT
cana-3470	152	8	level	level	NOUN
cana-3470	152	9	,	,	PUNCT
cana-3470	152	10	and	and	CCONJ
cana-3470	152	11	outflow	outflow	NOUN
cana-3470	152	12	of	of	ADP
cana-3470	152	13	water	water	NOUN
cana-3470	152	14	were	be	AUX
cana-3470	152	15	calculated	calculate	VERB
cana-3470	152	16	from	from	ADP
cana-3470	152	17	the	the	DET
cana-3470	152	18	operating	operating	NOUN
cana-3470	152	19	results	result	NOUN
cana-3470	152	20	of	of	ADP
cana-3470	152	21	the	the	DET
cana-3470	152	22	chosen	choose	VERB
cana-3470	152	23	pump	pump	NOUN
cana-3470	152	24	combinations	combination	NOUN
cana-3470	152	25	.	.	PUNCT
cana-3470	153	1	2.4.6	2.4.6	NUM
cana-3470	153	2	actions	action	NOUN
cana-3470	153	3	the	the	DET
cana-3470	153	4	gru	gru	NOUN
cana-3470	153	5	agent	agent	NOUN
cana-3470	153	6	in	in	ADP
cana-3470	153	7	the	the	DET
cana-3470	153	8	drl	drl	PROPN
cana-3470	153	9	model	model	NOUN
cana-3470	153	10	takes	take	VERB
cana-3470	153	11	environmental	environmental	ADJ
cana-3470	153	12	state	state	NOUN
cana-3470	153	13	information	information	NOUN
cana-3470	153	14	into	into	ADP
cana-3470	153	15	account	account	NOUN
cana-3470	153	16	while	while	SCONJ
cana-3470	153	17	deciding	decide	VERB
cana-3470	153	18	one	one	NUM
cana-3470	153	19	of	of	ADP
cana-3470	153	20	many	many	ADJ
cana-3470	153	21	potential	potential	ADJ
cana-3470	153	22	actions	action	NOUN
cana-3470	153	23	to	to	PART
cana-3470	153	24	do	do	VERB
cana-3470	153	25	in	in	ADP
cana-3470	153	26	order	order	NOUN
cana-3470	153	27	to	to	PART
cana-3470	153	28	maximize	maximize	VERB
cana-3470	153	29	rewards	reward	NOUN
cana-3470	153	30	.	.	PUNCT
cana-3470	154	1	according	accord	VERB
cana-3470	154	2	to	to	ADP
cana-3470	154	3	section	section	NOUN
cana-3470	154	4	2.1	2.1	NUM
cana-3470	154	5	,	,	PUNCT
cana-3470	154	6	the	the	DET
cana-3470	154	7	present	present	ADJ
cana-3470	154	8	pumping	pumping	NOUN
cana-3470	154	9	station	station	NOUN
cana-3470	154	10	controls	control	VERB
cana-3470	154	11	the	the	DET
cana-3470	154	12	retention	retention	NOUN
cana-3470	154	13	basin	basin	NOUN
cana-3470	154	14	's	's	PART
cana-3470	154	15	water	water	NOUN
cana-3470	154	16	level	level	NOUN
cana-3470	154	17	using	use	VERB
cana-3470	154	18	a	a	DET
cana-3470	154	19	total	total	NOUN
cana-3470	154	20	of	of	ADP
cana-3470	154	21	six	six	NUM
cana-3470	154	22	distinct	distinct	ADJ
cana-3470	154	23	pump	pump	NOUN
cana-3470	154	24	combinations	combination	NOUN
cana-3470	154	25	,	,	PUNCT
cana-3470	154	26	including	include	VERB
cana-3470	154	27	three	three	NUM
cana-3470	154	28	100	100	NUM
cana-3470	154	29	m3	m3	PROPN
cana-3470	154	30	/	/	SYM
cana-3470	154	31	min	min	NOUN
cana-3470	154	32	pumps	pump	NOUN
cana-3470	154	33	and	and	CCONJ
cana-3470	154	34	two	two	NUM
cana-3470	154	35	170	170	NUM
cana-3470	154	36	m3	m3	PROPN
cana-3470	154	37	/	/	SYM
cana-3470	154	38	min	min	NOUN
cana-3470	154	39	pumps	pump	NOUN
cana-3470	154	40	.	.	PUNCT
cana-3470	155	1	in	in	ADP
cana-3470	155	2	order	order	NOUN
cana-3470	155	3	to	to	PART
cana-3470	155	4	make	make	VERB
cana-3470	155	5	a	a	DET
cana-3470	155	6	fair	fair	ADJ
cana-3470	155	7	comparison	comparison	NOUN
cana-3470	155	8	with	with	ADP
cana-3470	155	9	the	the	DET
cana-3470	155	10	current	current	ADJ
cana-3470	155	11	rule	rule	NOUN
cana-3470	155	12	-	-	PUNCT
cana-3470	155	13	based	base	VERB
cana-3470	155	14	operating	operating	NOUN
cana-3470	155	15	system	system	NOUN
cana-3470	155	16	and	and	CCONJ
cana-3470	155	17	to	to	PART
cana-3470	155	18	make	make	VERB
cana-3470	155	19	it	it	PRON
cana-3470	155	20	more	more	ADV
cana-3470	155	21	realistic	realistic	ADJ
cana-3470	155	22	for	for	ADP
cana-3470	155	23	real	real	ADJ
cana-3470	155	24	-	-	PUNCT
cana-3470	155	25	world	world	NOUN
cana-3470	155	26	operations	operation	NOUN
cana-3470	155	27	,	,	PUNCT
cana-3470	155	28	the	the	DET
cana-3470	155	29	agent	agent	NOUN
cana-3470	155	30	in	in	ADP
cana-3470	155	31	the	the	DET
cana-3470	155	32	proposed	propose	VERB
cana-3470	155	33	drl	drl	PROPN
cana-3470	155	34	model	model	NOUN
cana-3470	155	35	is	be	AUX
cana-3470	155	36	likewise	likewise	ADV
cana-3470	155	37	limited	limited	ADJ
cana-3470	155	38	to	to	ADP
cana-3470	155	39	these	these	DET
cana-3470	155	40	six	six	NUM
cana-3470	155	41	combinations	combination	NOUN
cana-3470	155	42	.	.	PUNCT
cana-3470	156	1	2.4.7	2.4.7	NUM
cana-3470	156	2	reward	reward	NOUN
cana-3470	156	3	function	function	VERB
cana-3470	156	4	an	an	DET
cana-3470	156	5	essential	essential	ADJ
cana-3470	156	6	part	part	NOUN
cana-3470	156	7	of	of	ADP
cana-3470	156	8	the	the	DET
cana-3470	156	9	ddqn	ddqn	NOUN
cana-3470	156	10	,	,	PUNCT
cana-3470	156	11	the	the	DET
cana-3470	156	12	function	function	NOUN
cana-3470	156	13	of	of	ADP
cana-3470	156	14	reward	reward	NOUN
cana-3470	156	15	tells	tell	VERB
cana-3470	156	16	the	the	DET
cana-3470	156	17	agent	agent	NOUN
cana-3470	156	18	how	how	SCONJ
cana-3470	156	19	well	well	ADV
cana-3470	156	20	or	or	CCONJ
cana-3470	156	21	poorly	poorly	ADV
cana-3470	156	22	it	it	PRON
cana-3470	156	23	has	have	AUX
cana-3470	156	24	done	do	VERB
cana-3470	156	25	in	in	ADP
cana-3470	156	26	relation	relation	NOUN
cana-3470	156	27	to	to	ADP
cana-3470	156	28	its	its	PRON
cana-3470	156	29	surroundings	surrounding	NOUN
cana-3470	156	30	.	.	PUNCT
cana-3470	157	1	by	by	ADP
cana-3470	157	2	directing	direct	VERB
cana-3470	157	3	the	the	DET
cana-3470	157	4	agent	agent	NOUN
cana-3470	157	5	to	to	ADP
cana-3470	157	6	its	its	PRON
cana-3470	157	7	objective	objective	NOUN
cana-3470	157	8	,	,	PUNCT
cana-3470	157	9	it	it	PRON
cana-3470	157	10	has	have	VERB
cana-3470	157	11	an	an	DET
cana-3470	157	12	immediate	immediate	ADJ
cana-3470	157	13	impact	impact	NOUN
cana-3470	157	14	on	on	ADP
cana-3470	157	15	learning	learn	VERB
cana-3470	157	16	.	.	PUNCT
cana-3470	158	1	in	in	ADP
cana-3470	158	2	order	order	NOUN
cana-3470	158	3	to	to	PART
cana-3470	158	4	accomplish	accomplish	VERB
cana-3470	158	5	the	the	DET
cana-3470	158	6	two	two	NUM
cana-3470	158	7	goals	goal	NOUN
cana-3470	158	8	stated	state	VERB
cana-3470	158	9	in	in	ADP
cana-3470	158	10	the	the	DET
cana-3470	158	11	issue	issue	NOUN
cana-3470	158	12	statement	statement	NOUN
cana-3470	158	13	,	,	PUNCT
cana-3470	158	14	they	they	PRON
cana-3470	158	15	created	create	VERB
cana-3470	158	16	two	two	NUM
cana-3470	158	17	halves	half	NOUN
cana-3470	158	18	of	of	ADP
cana-3470	158	19	the	the	DET
cana-3470	158	20	reward	reward	NOUN
cana-3470	158	21	function	function	NOUN
cana-3470	158	22	.	.	PUNCT
cana-3470	159	1	3	3	X
cana-3470	159	2	.	.	NOUN
cana-3470	159	3	results	result	NOUN
cana-3470	159	4	and	and	CCONJ
cana-3470	159	5	discussion	discussion	NOUN
cana-3470	159	6	training	training	NOUN
cana-3470	159	7	data	datum	NOUN
cana-3470	159	8	consisted	consist	VERB
cana-3470	159	9	of	of	ADP
cana-3470	159	10	around	around	ADP
cana-3470	159	11	2250	2250	NUM
cana-3470	159	12	of	of	ADP
cana-3470	159	13	the	the	DET
cana-3470	159	14	3000	3000	NUM
cana-3470	159	15	rainfall	rainfall	NOUN
cana-3470	159	16	samples	sample	NOUN
cana-3470	159	17	,	,	PUNCT
cana-3470	159	18	whereas	whereas	SCONJ
cana-3470	159	19	test	test	NOUN
cana-3470	159	20	data	datum	NOUN
cana-3470	159	21	included	include	VERB
cana-3470	159	22	about	about	ADP
cana-3470	159	23	25	25	NUM
cana-3470	159	24	%	%	NOUN
cana-3470	159	25	of	of	ADP
cana-3470	159	26	the	the	DET
cana-3470	159	27	total	total	NOUN
cana-3470	159	28	,	,	PUNCT
cana-3470	159	29	or	or	CCONJ
cana-3470	159	30	750	750	NUM
cana-3470	159	31	samples	sample	NOUN
cana-3470	159	32	.	.	PUNCT
cana-3470	160	1	to	to	PART
cana-3470	160	2	mimic	mimic	VERB
cana-3470	160	3	scenario	scenario	NOUN
cana-3470	160	4	-	-	PUNCT
cana-3470	160	5	based	base	VERB
cana-3470	160	6	learning	learning	NOUN
cana-3470	160	7	and	and	CCONJ
cana-3470	160	8	its	its	PRON
cana-3470	160	9	ability	ability	NOUN
cana-3470	160	10	to	to	PART
cana-3470	160	11	generate	generate	VERB
cana-3470	160	12	new	new	ADJ
cana-3470	160	13	situations	situation	NOUN
cana-3470	160	14	in	in	ADP
cana-3470	160	15	real	real	ADJ
cana-3470	160	16	time	time	NOUN
cana-3470	160	17	,	,	PUNCT
cana-3470	160	18	they	they	PRON
cana-3470	160	19	utilized	utilize	VERB
cana-3470	160	20	all	all	DET
cana-3470	160	21	2250	2250	NUM
cana-3470	160	22	rainfall	rainfall	NOUN
cana-3470	160	23	situations	situation	NOUN
cana-3470	160	24	in	in	ADP
cana-3470	160	25	the	the	DET
cana-3470	160	26	training	training	NOUN
cana-3470	160	27	dataset	dataset	NOUN
cana-3470	160	28	just	just	ADV
cana-3470	160	29	once	once	ADV
cana-3470	160	30	.	.	PUNCT
cana-3470	161	1	as	as	ADP
cana-3470	161	2	a	a	DET
cana-3470	161	3	result	result	NOUN
cana-3470	161	4	,	,	PUNCT
cana-3470	161	5	unlike	unlike	ADP
cana-3470	161	6	when	when	SCONJ
cana-3470	161	7	using	use	VERB
cana-3470	161	8	the	the	DET
cana-3470	161	9	same	same	ADJ
cana-3470	161	10	data	datum	NOUN
cana-3470	161	11	again	again	ADV
cana-3470	161	12	,	,	PUNCT
cana-3470	161	13	they	they	PRON
cana-3470	161	14	did	do	AUX
cana-3470	161	15	not	not	PART
cana-3470	161	16	use	use	VERB
cana-3470	161	17	a	a	DET
cana-3470	161	18	technique	technique	NOUN
cana-3470	161	19	to	to	PART
cana-3470	161	20	determine	determine	VERB
cana-3470	161	21	the	the	DET
cana-3470	161	22	ending	end	VERB
cana-3470	161	23	communications	communication	NOUN
cana-3470	161	24	on	on	ADP
cana-3470	161	25	applied	apply	VERB
cana-3470	161	26	nonlinear	nonlinear	ADJ
cana-3470	161	27	analysis	analysis	NOUN
cana-3470	161	28	issn	issn	NOUN
cana-3470	161	29	:	:	PUNCT
cana-3470	161	30	1074	1074	NUM
cana-3470	161	31	-	-	PUNCT
cana-3470	161	32	133x	133x	NUM
cana-3470	161	33	vol	vol	NOUN
cana-3470	161	34	32	32	NUM
cana-3470	161	35	no	no	NOUN
cana-3470	161	36	.	.	PUNCT
cana-3470	162	1	7s	7	NOUN
cana-3470	162	2	(	(	PUNCT
cana-3470	162	3	2025	2025	NUM
cana-3470	162	4	)	)	PUNCT
cana-3470	162	5	635	635	NUM
cana-3470	162	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	162	7	point	point	NOUN
cana-3470	162	8	by	by	ADP
cana-3470	162	9	using	use	VERB
cana-3470	162	10	distinct	distinct	ADJ
cana-3470	162	11	validation	validation	NOUN
cana-3470	162	12	data	datum	NOUN
cana-3470	162	13	.	.	PUNCT
cana-3470	163	1	both	both	CCONJ
cana-3470	163	2	the	the	DET
cana-3470	163	3	training	training	NOUN
cana-3470	163	4	and	and	CCONJ
cana-3470	163	5	test	test	NOUN
cana-3470	163	6	datasets	dataset	NOUN
cana-3470	163	7	were	be	AUX
cana-3470	163	8	given	give	VERB
cana-3470	163	9	an	an	DET
cana-3470	163	10	equal	equal	ADJ
cana-3470	163	11	amount	amount	NOUN
cana-3470	163	12	of	of	ADP
cana-3470	163	13	rainfall	rainfall	NOUN
cana-3470	163	14	data	datum	NOUN
cana-3470	163	15	,	,	PUNCT
cana-3470	163	16	which	which	PRON
cana-3470	163	17	was	be	AUX
cana-3470	163	18	obtained	obtain	VERB
cana-3470	163	19	from	from	ADP
cana-3470	163	20	5	5	NUM
cana-3470	163	21	period	period	NOUN
cana-3470	163	22	of	of	ADP
cana-3470	163	23	return	return	NOUN
cana-3470	163	24	probabilities	probability	NOUN
cana-3470	163	25	and	and	CCONJ
cana-3470	163	26	nine	nine	NUM
cana-3470	163	27	durations	duration	NOUN
cana-3470	163	28	.	.	PUNCT
cana-3470	164	1	that	that	PRON
cana-3470	164	2	is	be	AUX
cana-3470	164	3	why	why	SCONJ
cana-3470	164	4	there	there	PRON
cana-3470	164	5	are	be	VERB
cana-3470	164	6	a	a	DET
cana-3470	164	7	total	total	NOUN
cana-3470	164	8	of	of	ADP
cana-3470	164	9	twelve	twelve	NUM
cana-3470	164	10	cases	case	NOUN
cana-3470	164	11	for	for	ADP
cana-3470	164	12	every	every	DET
cana-3470	164	13	possible	possible	ADJ
cana-3470	164	14	return	return	NOUN
cana-3470	164	15	time	time	NOUN
cana-3470	164	16	and	and	CCONJ
cana-3470	164	17	length	length	NOUN
cana-3470	164	18	in	in	ADP
cana-3470	164	19	the	the	DET
cana-3470	164	20	test	test	NOUN
cana-3470	164	21	dataset	dataset	NOUN
cana-3470	164	22	.	.	PUNCT
cana-3470	165	1	presented	present	VERB
cana-3470	165	2	below	below	ADV
cana-3470	165	3	are	be	AUX
cana-3470	165	4	the	the	DET
cana-3470	165	5	average	average	ADJ
cana-3470	165	6	experimental	experimental	ADJ
cana-3470	165	7	findings	finding	NOUN
cana-3470	165	8	from	from	ADP
cana-3470	165	9	these	these	DET
cana-3470	165	10	twelve	twelve	NUM
cana-3470	165	11	test	test	NOUN
cana-3470	165	12	cases	case	NOUN
cana-3470	165	13	.	.	PUNCT
cana-3470	166	1	figure	figure	NOUN
cana-3470	166	2	2	2	NUM
cana-3470	166	3	displays	display	VERB
cana-3470	166	4	the	the	DET
cana-3470	166	5	outcomes	outcome	NOUN
cana-3470	166	6	of	of	ADP
cana-3470	166	7	the	the	DET
cana-3470	166	8	simulations	simulation	NOUN
cana-3470	166	9	conducted	conduct	VERB
cana-3470	166	10	using	use	VERB
cana-3470	166	11	a	a	DET
cana-3470	166	12	30	30	NUM
cana-3470	166	13	-	-	PUNCT
cana-3470	166	14	year	year	NOUN
cana-3470	166	15	return	return	NOUN
cana-3470	166	16	period	period	NOUN
cana-3470	166	17	test	test	NOUN
cana-3470	166	18	data	datum	NOUN
cana-3470	166	19	sample	sample	NOUN
cana-3470	166	20	and	and	CCONJ
cana-3470	166	21	a	a	DET
cana-3470	166	22	60	60	NUM
cana-3470	166	23	-	-	PUNCT
cana-3470	166	24	minute	minute	NOUN
cana-3470	166	25	rainfall	rainfall	NOUN
cana-3470	166	26	duration	duration	NOUN
cana-3470	166	27	scenario	scenario	NOUN
cana-3470	166	28	as	as	ADP
cana-3470	166	29	inputs	input	NOUN
cana-3470	166	30	to	to	ADP
cana-3470	166	31	the	the	DET
cana-3470	166	32	trained	train	VERB
cana-3470	166	33	ddqn	ddqn	NOUN
cana-3470	166	34	model	model	NOUN
cana-3470	166	35	.	.	PUNCT
cana-3470	167	1	the	the	DET
cana-3470	167	2	timelapse	timelapse	NOUN
cana-3470	167	3	input	input	NOUN
cana-3470	167	4	data	datum	NOUN
cana-3470	167	5	has	have	VERB
cana-3470	167	6	a	a	DET
cana-3470	167	7	sequence	sequence	NOUN
cana-3470	167	8	length	length	NOUN
cana-3470	167	9	of	of	ADP
cana-3470	167	10	3	3	NUM
cana-3470	167	11	in	in	ADP
cana-3470	167	12	this	this	DET
cana-3470	167	13	case	case	NOUN
cana-3470	167	14	.	.	PUNCT
cana-3470	168	1	figure	figure	NOUN
cana-3470	168	2	2a	2a	PROPN
cana-3470	168	3	shows	show	VERB
cana-3470	168	4	the	the	DET
cana-3470	168	5	volume	volume	NOUN
cana-3470	168	6	going	go	VERB
cana-3470	168	7	into	into	ADP
cana-3470	168	8	the	the	DET
cana-3470	168	9	water	water	NOUN
cana-3470	168	10	reservoir	reservoir	NOUN
cana-3470	168	11	every	every	DET
cana-3470	168	12	2	2	NUM
cana-3470	168	13	minutes	minute	NOUN
cana-3470	168	14	and	and	CCONJ
cana-3470	168	15	the	the	DET
cana-3470	168	16	volume	volume	NOUN
cana-3470	168	17	going	go	VERB
cana-3470	168	18	out	out	ADV
cana-3470	168	19	,	,	PUNCT
cana-3470	168	20	according	accord	VERB
cana-3470	168	21	to	to	ADP
cana-3470	168	22	the	the	DET
cana-3470	168	23	model	model	NOUN
cana-3470	168	24	-	-	PUNCT
cana-3470	168	25	selected	select	VERB
cana-3470	168	26	pump	pump	NOUN
cana-3470	168	27	operation	operation	NOUN
cana-3470	168	28	.	.	PUNCT
cana-3470	169	1	the	the	DET
cana-3470	169	2	water	water	NOUN
cana-3470	169	3	level	level	NOUN
cana-3470	169	4	in	in	ADP
cana-3470	169	5	the	the	DET
cana-3470	169	6	basin	basin	NOUN
cana-3470	169	7	was	be	AUX
cana-3470	169	8	monitored	monitor	VERB
cana-3470	169	9	at	at	ADP
cana-3470	169	10	2	2	NUM
cana-3470	169	11	-	-	PUNCT
cana-3470	169	12	minute	minute	NOUN
cana-3470	169	13	intervals	interval	NOUN
cana-3470	169	14	during	during	ADP
cana-3470	169	15	the	the	DET
cana-3470	169	16	experiment	experiment	NOUN
cana-3470	169	17	,	,	PUNCT
cana-3470	169	18	as	as	SCONJ
cana-3470	169	19	shown	show	VERB
cana-3470	169	20	in	in	ADP
cana-3470	169	21	figure	figure	NOUN
cana-3470	169	22	2b	2b	NOUN
cana-3470	169	23	.	.	PUNCT
cana-3470	170	1	figure	figure	NOUN
cana-3470	170	2	2	2	NUM
cana-3470	170	3	(	(	PUNCT
cana-3470	170	4	a	a	PRON
cana-3470	170	5	)	)	PUNCT
cana-3470	170	6	volume	volume	NOUN
cana-3470	170	7	going	go	VERB
cana-3470	170	8	into	into	ADP
cana-3470	170	9	the	the	DET
cana-3470	170	10	water	water	NOUN
cana-3470	170	11	reservoir	reservoir	NOUN
cana-3470	170	12	,	,	PUNCT
cana-3470	170	13	(	(	PUNCT
cana-3470	170	14	b	b	X
cana-3470	170	15	)	)	PUNCT
cana-3470	170	16	intervals	interval	NOUN
cana-3470	170	17	for	for	ADP
cana-3470	170	18	basin	basin	NOUN
cana-3470	170	19	monitoring	monitoring	NOUN
cana-3470	170	20	applying	apply	VERB
cana-3470	170	21	the	the	DET
cana-3470	170	22	same	same	ADJ
cana-3470	170	23	situation	situation	NOUN
cana-3470	170	24	to	to	ADP
cana-3470	170	25	the	the	DET
cana-3470	170	26	rule	rule	NOUN
cana-3470	170	27	-	-	PUNCT
cana-3470	170	28	driven	drive	VERB
cana-3470	170	29	pump	pump	NOUN
cana-3470	170	30	operating	operating	NOUN
cana-3470	170	31	mechanism	mechanism	NOUN
cana-3470	170	32	presently	presently	ADV
cana-3470	170	33	utilized	utilize	VERB
cana-3470	170	34	at	at	ADP
cana-3470	170	35	the	the	DET
cana-3470	170	36	water	water	NOUN
cana-3470	170	37	pumping	pumping	NOUN
cana-3470	170	38	station	station	NOUN
cana-3470	170	39	,	,	PUNCT
cana-3470	170	40	figure	figure	VERB
cana-3470	170	41	3	3	NUM
cana-3470	170	42	(	(	PUNCT
cana-3470	170	43	a	a	DET
cana-3470	170	44	,	,	PUNCT
cana-3470	170	45	b	b	NOUN
cana-3470	170	46	)	)	PUNCT
cana-3470	170	47	depicts	depict	VERB
cana-3470	170	48	both	both	DET
cana-3470	170	49	the	the	DET
cana-3470	170	50	inflow	inflow	NOUN
cana-3470	170	51	and	and	CCONJ
cana-3470	170	52	the	the	DET
cana-3470	170	53	outflow	outflow	NOUN
cana-3470	170	54	of	of	ADP
cana-3470	170	55	the	the	DET
cana-3470	170	56	basin	basin	NOUN
cana-3470	170	57	.	.	PUNCT
cana-3470	171	1	figure	figure	NOUN
cana-3470	171	2	3	3	NUM
cana-3470	171	3	(	(	PUNCT
cana-3470	171	4	a	a	NOUN
cana-3470	171	5	)	)	PUNCT
cana-3470	171	6	inflow	inflow	NOUN
cana-3470	171	7	(	(	PUNCT
cana-3470	171	8	b	b	NOUN
cana-3470	171	9	)	)	PUNCT
cana-3470	171	10	outflow	outflow	NOUN
cana-3470	171	11	of	of	ADP
cana-3470	171	12	the	the	DET
cana-3470	171	13	basin	basin	NOUN
cana-3470	171	14	the	the	DET
cana-3470	171	15	rule	rule	NOUN
cana-3470	171	16	-	-	PUNCT
cana-3470	171	17	based	base	VERB
cana-3470	171	18	method	method	NOUN
cana-3470	171	19	,	,	PUNCT
cana-3470	171	20	a	a	DET
cana-3470	171	21	ddqn	ddqn	NOUN
cana-3470	171	22	method	method	NOUN
cana-3470	171	23	that	that	PRON
cana-3470	171	24	aimed	aim	VERB
cana-3470	171	25	only	only	ADV
cana-3470	171	26	at	at	ADP
cana-3470	171	27	reducing	reduce	VERB
cana-3470	171	28	the	the	DET
cana-3470	171	29	maximum	maximum	ADJ
cana-3470	171	30	water	water	NOUN
cana-3470	171	31	level	level	NOUN
cana-3470	171	32	,	,	PUNCT
cana-3470	171	33	and	and	CCONJ
cana-3470	171	34	a	a	DET
cana-3470	171	35	ddqn	ddqn	NOUN
cana-3470	171	36	method	method	NOUN
cana-3470	171	37	that	that	PRON
cana-3470	171	38	considered	consider	VERB
cana-3470	171	39	both	both	CCONJ
cana-3470	171	40	the	the	DET
cana-3470	171	41	highest	high	ADJ
cana-3470	171	42	possible	possible	ADJ
cana-3470	171	43	water	water	NOUN
cana-3470	171	44	level	level	NOUN
cana-3470	171	45	and	and	CCONJ
cana-3470	171	46	pump	pump	NOUN
cana-3470	171	47	switching	switch	VERB
cana-3470	171	48	minimization	minimization	NOUN
cana-3470	171	49	were	be	AUX
cana-3470	171	50	tested	test	VERB
cana-3470	171	51	with	with	ADP
cana-3470	171	52	test	test	NOUN
cana-3470	171	53	results	result	NOUN
cana-3470	171	54	for	for	ADP
cana-3470	171	55	every	every	DET
cana-3470	171	56	one	one	NUM
cana-3470	171	57	of	of	ADP
cana-3470	171	58	the	the	DET
cana-3470	171	59	six	six	NUM
cana-3470	171	60	period	period	NOUN
cana-3470	171	61	of	of	ADP
cana-3470	171	62	return	return	NOUN
cana-3470	171	63	probabilities	probability	NOUN
cana-3470	171	64	across	across	ADP
cana-3470	171	65	nine	nine	NUM
cana-3470	171	66	durations	duration	NOUN
cana-3470	171	67	.	.	PUNCT
cana-3470	172	1	𝑤𝑒	𝑤𝑒	INTJ
cana-3470	172	2	and	and	CCONJ
cana-3470	172	3	𝑤𝑝	𝑤𝑝	PROPN
cana-3470	172	4	,	,	PUNCT
cana-3470	172	5	the	the	DET
cana-3470	172	6	reward	reward	NOUN
cana-3470	172	7	function	function	NOUN
cana-3470	172	8	's	's	PART
cana-3470	172	9	weights	weight	NOUN
cana-3470	172	10	,	,	PUNCT
cana-3470	172	11	were	be	AUX
cana-3470	172	12	subject	subject	ADJ
cana-3470	172	13	to	to	ADP
cana-3470	172	14	the	the	DET
cana-3470	172	15	same	same	ADJ
cana-3470	172	16	rigorous	rigorous	ADJ
cana-3470	172	17	testing	testing	NOUN
cana-3470	172	18	with	with	ADP
cana-3470	172	19	a	a	DET
cana-3470	172	20	variety	variety	NOUN
cana-3470	172	21	of	of	ADP
cana-3470	172	22	values	value	NOUN
cana-3470	172	23	as	as	ADP
cana-3470	172	24	the	the	DET
cana-3470	172	25	other	other	ADJ
cana-3470	172	26	variables	variable	NOUN
cana-3470	172	27	utilized	utilize	VERB
cana-3470	172	28	in	in	ADP
cana-3470	172	29	the	the	DET
cana-3470	172	30	ddqn	ddqn	NOUN
cana-3470	172	31	as	as	ADV
cana-3470	172	32	well	well	ADV
cana-3470	172	33	as	as	ADP
cana-3470	172	34	gru	gru	NOUN
cana-3470	172	35	methods	method	NOUN
cana-3470	172	36	.	.	PUNCT
cana-3470	173	1	the	the	DET
cana-3470	173	2	optimal	optimal	ADJ
cana-3470	173	3	values	value	NOUN
cana-3470	173	4	for	for	ADP
cana-3470	173	5	we	we	PRON
cana-3470	173	6	and	and	CCONJ
cana-3470	173	7	wp	wp	PROPN
cana-3470	173	8	were	be	AUX
cana-3470	173	9	2	2	NUM
cana-3470	173	10	and	and	CCONJ
cana-3470	173	11	1	1	NUM
cana-3470	173	12	,	,	PUNCT
cana-3470	173	13	correspondingly	correspondingly	ADV
cana-3470	173	14	.	.	PUNCT
cana-3470	174	1	the	the	DET
cana-3470	174	2	experimental	experimental	ADJ
cana-3470	174	3	findings	finding	NOUN
cana-3470	174	4	for	for	ADP
cana-3470	174	5	the	the	DET
cana-3470	174	6	30	30	NUM
cana-3470	174	7	-	-	PUNCT
cana-3470	174	8	years	year	NOUN
cana-3470	174	9	period	period	NOUN
cana-3470	174	10	of	of	ADP
cana-3470	174	11	return	return	NOUN
cana-3470	174	12	probability	probability	NOUN
cana-3470	174	13	are	be	AUX
cana-3470	174	14	shown	show	VERB
cana-3470	174	15	in	in	ADP
cana-3470	174	16	figure	figure	NOUN
cana-3470	174	17	4	4	NUM
cana-3470	174	18	,	,	PUNCT
cana-3470	174	19	which	which	PRON
cana-3470	174	20	cover	cover	VERB
cana-3470	174	21	all	all	DET
cana-3470	174	22	rainfall	rainfall	NOUN
cana-3470	174	23	periods	period	NOUN
cana-3470	174	24	.	.	PUNCT
cana-3470	175	1	figure	figure	NOUN
cana-3470	175	2	4a	4a	NOUN
cana-3470	175	3	shows	show	VERB
cana-3470	175	4	that	that	SCONJ
cana-3470	175	5	compared	compare	VERB
cana-3470	175	6	to	to	ADP
cana-3470	175	7	the	the	DET
cana-3470	175	8	rule	rule	NOUN
cana-3470	175	9	-	-	PUNCT
cana-3470	175	10	based	base	VERB
cana-3470	175	11	model	model	NOUN
cana-3470	175	12	,	,	PUNCT
cana-3470	175	13	both	both	DET
cana-3470	175	14	ddqn	ddqn	NOUN
cana-3470	175	15	models	model	NOUN
cana-3470	175	16	were	be	AUX
cana-3470	175	17	able	able	ADJ
cana-3470	175	18	to	to	PART
cana-3470	175	19	attain	attain	VERB
cana-3470	175	20	a	a	DET
cana-3470	175	21	smaller	small	ADJ
cana-3470	175	22	maximum	maximum	ADJ
cana-3470	175	23	water	water	NOUN
cana-3470	175	24	level	level	NOUN
cana-3470	175	25	.	.	PUNCT
cana-3470	176	1	the	the	DET
cana-3470	176	2	ddqn	ddqn	ADJ
cana-3470	176	3	structures	structure	NOUN
cana-3470	176	4	constantly	constantly	ADV
cana-3470	176	5	chose	choose	VERB
cana-3470	176	6	pumping	pump	VERB
cana-3470	176	7	combinations	combination	NOUN
cana-3470	176	8	with	with	ADP
cana-3470	176	9	maximum	maximum	ADJ
cana-3470	176	10	capacity	capacity	NOUN
cana-3470	176	11	,	,	PUNCT
cana-3470	176	12	thus	thus	ADV
cana-3470	176	13	even	even	ADV
cana-3470	176	14	in	in	ADP
cana-3470	176	15	circumstances	circumstance	NOUN
cana-3470	176	16	of	of	ADP
cana-3470	176	17	very	very	ADV
cana-3470	176	18	long	long	ADJ
cana-3470	176	19	rainfall	rainfall	NOUN
cana-3470	176	20	periods	period	NOUN
cana-3470	176	21	,	,	PUNCT
cana-3470	176	22	the	the	DET
cana-3470	176	23	maximum	maximum	ADJ
cana-3470	176	24	water	water	NOUN
cana-3470	176	25	level	level	NOUN
cana-3470	176	26	remained	remain	VERB
cana-3470	176	27	much	much	ADV
cana-3470	176	28	lower	low	ADJ
cana-3470	176	29	than	than	ADP
cana-3470	176	30	in	in	ADP
cana-3470	176	31	cases	case	NOUN
cana-3470	176	32	of	of	ADP
cana-3470	176	33	shorter	short	ADJ
cana-3470	176	34	durations	duration	NOUN
cana-3470	176	35	.	.	PUNCT
cana-3470	177	1	furthermore	furthermore	ADV
cana-3470	177	2	,	,	PUNCT
cana-3470	177	3	the	the	DET
cana-3470	177	4	two	two	NUM
cana-3470	177	5	ddqn	ddqn	NOUN
cana-3470	177	6	frameworks	framework	NOUN
cana-3470	177	7	performed	perform	VERB
cana-3470	177	8	similarly	similarly	ADV
cana-3470	177	9	up	up	ADP
cana-3470	177	10	to	to	ADP
cana-3470	177	11	the	the	DET
cana-3470	177	12	maximum	maximum	ADJ
cana-3470	177	13	water	water	NOUN
cana-3470	177	14	level	level	NOUN
cana-3470	177	15	.	.	PUNCT
cana-3470	178	1	communications	communication	NOUN
cana-3470	178	2	on	on	ADP
cana-3470	178	3	applied	apply	VERB
cana-3470	178	4	nonlinear	nonlinear	ADJ
cana-3470	178	5	analysis	analysis	NOUN
cana-3470	178	6	issn	issn	NOUN
cana-3470	178	7	:	:	PUNCT
cana-3470	178	8	1074	1074	NUM
cana-3470	178	9	-	-	PUNCT
cana-3470	178	10	133x	133x	NUM
cana-3470	178	11	vol	vol	NOUN
cana-3470	178	12	32	32	NUM
cana-3470	178	13	no	no	NOUN
cana-3470	178	14	.	.	PUNCT
cana-3470	179	1	7s	7	NOUN
cana-3470	179	2	(	(	PUNCT
cana-3470	179	3	2025	2025	NUM
cana-3470	179	4	)	)	PUNCT
cana-3470	179	5	636	636	NUM
cana-3470	179	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	179	7	figure	figure	NOUN
cana-3470	179	8	4	4	NUM
cana-3470	179	9	(	(	PUNCT
cana-3470	179	10	a	a	NOUN
cana-3470	179	11	)	)	PUNCT
cana-3470	179	12	compared	compare	VERB
cana-3470	179	13	to	to	ADP
cana-3470	179	14	the	the	DET
cana-3470	179	15	rule	rule	NOUN
cana-3470	179	16	-	-	PUNCT
cana-3470	179	17	based	base	VERB
cana-3470	179	18	method	method	NOUN
cana-3470	179	19	,	,	PUNCT
cana-3470	179	20	(	(	PUNCT
cana-3470	179	21	b	b	X
cana-3470	179	22	)	)	PUNCT
cana-3470	179	23	frequency	frequency	NOUN
cana-3470	179	24	of	of	ADP
cana-3470	179	25	pumping	pump	VERB
cana-3470	179	26	switches	switch	NOUN
cana-3470	179	27	figure	figure	VERB
cana-3470	179	28	4b	4b	PROPN
cana-3470	179	29	shows	show	VERB
cana-3470	179	30	that	that	SCONJ
cana-3470	179	31	with	with	ADP
cana-3470	179	32	regard	regard	NOUN
cana-3470	179	33	to	to	ADP
cana-3470	179	34	the	the	DET
cana-3470	179	35	frequency	frequency	NOUN
cana-3470	179	36	of	of	ADP
cana-3470	179	37	pumping	pumping	NOUN
cana-3470	179	38	switches	switch	NOUN
cana-3470	179	39	,	,	PUNCT
cana-3470	179	40	the	the	DET
cana-3470	179	41	ddqn	ddqn	NOUN
cana-3470	179	42	model	model	NOUN
cana-3470	179	43	with	with	ADP
cana-3470	179	44	switch	switch	NOUN
cana-3470	179	45	minimization	minimization	NOUN
cana-3470	179	46	maintained	maintain	VERB
cana-3470	179	47	the	the	DET
cana-3470	179	48	number	number	NOUN
cana-3470	179	49	of	of	ADP
cana-3470	179	50	changes	change	NOUN
cana-3470	179	51	low	low	ADJ
cana-3470	179	52	,	,	PUNCT
cana-3470	179	53	much	much	ADV
cana-3470	179	54	as	as	ADP
cana-3470	179	55	the	the	DET
cana-3470	179	56	rule	rule	NOUN
cana-3470	179	57	-	-	PUNCT
cana-3470	179	58	based	base	VERB
cana-3470	179	59	method	method	NOUN
cana-3470	179	60	,	,	PUNCT
cana-3470	179	61	while	while	SCONJ
cana-3470	179	62	the	the	DET
cana-3470	179	63	approach	approach	NOUN
cana-3470	179	64	without	without	ADP
cana-3470	179	65	switch	switch	NOUN
cana-3470	179	66	minimization	minimization	NOUN
cana-3470	179	67	had	have	VERB
cana-3470	179	68	an	an	DET
cana-3470	179	69	elevated	elevated	ADJ
cana-3470	179	70	frequency	frequency	NOUN
cana-3470	179	71	of	of	ADP
cana-3470	179	72	pump	pump	NOUN
cana-3470	179	73	switches	switch	NOUN
cana-3470	179	74	.	.	PUNCT
cana-3470	180	1	thus	thus	ADV
cana-3470	180	2	,	,	PUNCT
cana-3470	180	3	it	it	PRON
cana-3470	180	4	is	be	AUX
cana-3470	180	5	possible	possible	ADJ
cana-3470	180	6	to	to	PART
cana-3470	180	7	keep	keep	VERB
cana-3470	180	8	the	the	DET
cana-3470	180	9	water	water	NOUN
cana-3470	180	10	level	level	NOUN
cana-3470	180	11	low	low	ADJ
cana-3470	180	12	without	without	ADP
cana-3470	180	13	significantly	significantly	ADV
cana-3470	180	14	raising	raise	VERB
cana-3470	180	15	the	the	DET
cana-3470	180	16	quantity	quantity	NOUN
cana-3470	180	17	of	of	ADP
cana-3470	180	18	pump	pump	ADJ
cana-3470	180	19	adjustments	adjustment	NOUN
cana-3470	180	20	when	when	SCONJ
cana-3470	180	21	switch	switch	NOUN
cana-3470	180	22	minimization	minimization	NOUN
cana-3470	180	23	is	be	AUX
cana-3470	180	24	included	include	VERB
cana-3470	180	25	in	in	ADP
cana-3470	180	26	the	the	DET
cana-3470	180	27	objective	objective	ADJ
cana-3470	180	28	function	function	NOUN
cana-3470	180	29	.	.	PUNCT
cana-3470	181	1	however	however	ADV
cana-3470	181	2	,	,	PUNCT
cana-3470	181	3	when	when	SCONJ
cana-3470	181	4	rainfall	rainfall	NOUN
cana-3470	181	5	lasts	last	VERB
cana-3470	181	6	for	for	ADP
cana-3470	181	7	a	a	DET
cana-3470	181	8	long	long	ADJ
cana-3470	181	9	time	time	NOUN
cana-3470	181	10	,	,	PUNCT
cana-3470	181	11	more	more	ADV
cana-3470	181	12	often	often	ADV
cana-3470	181	13	than	than	ADP
cana-3470	181	14	not	not	PART
cana-3470	181	15	,	,	PUNCT
cana-3470	181	16	it	it	PRON
cana-3470	181	17	requires	require	VERB
cana-3470	181	18	pump	pump	VERB
cana-3470	181	19	combinations	combination	NOUN
cana-3470	181	20	with	with	ADP
cana-3470	181	21	large	large	ADJ
cana-3470	181	22	capacities	capacity	NOUN
cana-3470	181	23	,	,	PUNCT
cana-3470	181	24	which	which	PRON
cana-3470	181	25	means	mean	VERB
cana-3470	181	26	to	to	PART
cana-3470	181	27	turn	turn	VERB
cana-3470	181	28	on	on	ADP
cana-3470	181	29	the	the	DET
cana-3470	181	30	pumps	pump	NOUN
cana-3470	181	31	more	more	ADV
cana-3470	181	32	often	often	ADV
cana-3470	181	33	.	.	PUNCT
cana-3470	182	1	the	the	DET
cana-3470	182	2	length	length	NOUN
cana-3470	182	3	of	of	ADP
cana-3470	182	4	the	the	DET
cana-3470	182	5	sequence	sequence	NOUN
cana-3470	182	6	indicates	indicate	VERB
cana-3470	182	7	how	how	SCONJ
cana-3470	182	8	long	long	ADV
cana-3470	182	9	the	the	DET
cana-3470	182	10	observed	observed	ADJ
cana-3470	182	11	data	datum	NOUN
cana-3470	182	12	was	be	AUX
cana-3470	182	13	that	that	SCONJ
cana-3470	182	14	the	the	DET
cana-3470	182	15	model	model	NOUN
cana-3470	182	16	was	be	AUX
cana-3470	182	17	fed	feed	VERB
cana-3470	182	18	.	.	PUNCT
cana-3470	183	1	when	when	SCONJ
cana-3470	183	2	the	the	DET
cana-3470	183	3	sequence	sequence	NOUN
cana-3470	183	4	length	length	NOUN
cana-3470	183	5	is	be	AUX
cana-3470	183	6	3	3	NUM
cana-3470	183	7	,	,	PUNCT
cana-3470	183	8	for	for	ADP
cana-3470	183	9	example	example	NOUN
cana-3470	183	10	,	,	PUNCT
cana-3470	183	11	the	the	DET
cana-3470	183	12	model	model	NOUN
cana-3470	183	13	trains	train	NOUN
cana-3470	183	14	and	and	CCONJ
cana-3470	183	15	infers	infer	NOUN
cana-3470	183	16	using	use	VERB
cana-3470	183	17	state	state	NOUN
cana-3470	183	18	data	datum	NOUN
cana-3470	183	19	from	from	ADP
cana-3470	183	20	three	three	NUM
cana-3470	183	21	separate	separate	ADJ
cana-3470	183	22	2	2	NUM
cana-3470	183	23	-	-	PUNCT
cana-3470	183	24	minute	minute	NOUN
cana-3470	183	25	periods	period	NOUN
cana-3470	183	26	.	.	PUNCT
cana-3470	184	1	when	when	SCONJ
cana-3470	184	2	the	the	DET
cana-3470	184	3	ddqn	ddqn	ADJ
cana-3470	184	4	model	model	NOUN
cana-3470	184	5	alone	alone	ADV
cana-3470	184	6	considers	consider	VERB
cana-3470	184	7	the	the	DET
cana-3470	184	8	minimization	minimization	NOUN
cana-3470	184	9	of	of	ADP
cana-3470	184	10	the	the	DET
cana-3470	184	11	maximum	maximum	ADJ
cana-3470	184	12	water	water	NOUN
cana-3470	184	13	level	level	NOUN
cana-3470	184	14	,	,	PUNCT
cana-3470	184	15	figure	figure	NOUN
cana-3470	184	16	5a	5a	NUM
cana-3470	184	17	,	,	PUNCT
cana-3470	184	18	c	c	PROPN
cana-3470	184	19	demonstrates	demonstrate	VERB
cana-3470	184	20	variations	variation	NOUN
cana-3470	184	21	in	in	ADP
cana-3470	184	22	the	the	DET
cana-3470	184	23	number	number	NOUN
cana-3470	184	24	of	of	ADP
cana-3470	184	25	pump	pump	NOUN
cana-3470	184	26	switches	switch	NOUN
cana-3470	184	27	and	and	CCONJ
cana-3470	184	28	the	the	DET
cana-3470	184	29	maximum	maximum	ADJ
cana-3470	184	30	water	water	NOUN
cana-3470	184	31	level	level	NOUN
cana-3470	184	32	for	for	ADP
cana-3470	184	33	various	various	ADJ
cana-3470	184	34	sequence	sequence	NOUN
cana-3470	184	35	durations	duration	NOUN
cana-3470	184	36	.	.	PUNCT
cana-3470	185	1	considering	consider	VERB
cana-3470	185	2	both	both	CCONJ
cana-3470	185	3	the	the	DET
cana-3470	185	4	maximum	maximum	ADJ
cana-3470	185	5	water	water	NOUN
cana-3470	185	6	level	level	NOUN
cana-3470	185	7	(	(	PUNCT
cana-3470	185	8	𝑤𝑒	𝑤𝑒	NOUN
cana-3470	185	9	)	)	PUNCT
cana-3470	185	10	and	and	CCONJ
cana-3470	185	11	the	the	DET
cana-3470	185	12	pump	pump	NOUN
cana-3470	185	13	switch	switch	NOUN
cana-3470	185	14	(	(	PUNCT
cana-3470	185	15	𝑤𝑝	𝑤𝑝	NOUN
cana-3470	185	16	)	)	PUNCT
cana-3470	185	17	as	as	SCONJ
cana-3470	185	18	targets	target	NOUN
cana-3470	185	19	has	have	VERB
cana-3470	185	20	an	an	DET
cana-3470	185	21	effect	effect	NOUN
cana-3470	185	22	on	on	ADP
cana-3470	185	23	performance	performance	NOUN
cana-3470	185	24	,	,	PUNCT
cana-3470	185	25	as	as	SCONJ
cana-3470	185	26	shown	show	VERB
cana-3470	185	27	in	in	ADP
cana-3470	185	28	figure	figure	NOUN
cana-3470	185	29	5b	5b	NUM
cana-3470	185	30	,	,	PUNCT
cana-3470	185	31	d.	d.	PROPN
cana-3470	185	32	figure	figure	VERB
cana-3470	185	33	5	5	NUM
cana-3470	185	34	(	(	PUNCT
cana-3470	185	35	a	a	PRON
cana-3470	185	36	,	,	PUNCT
cana-3470	185	37	c	c	NOUN
cana-3470	185	38	)	)	PUNCT
cana-3470	185	39	variations	variation	NOUN
cana-3470	185	40	in	in	ADP
cana-3470	185	41	the	the	DET
cana-3470	185	42	number	number	NOUN
cana-3470	185	43	of	of	ADP
cana-3470	185	44	pump	pump	NOUN
cana-3470	185	45	switches	switch	NOUN
cana-3470	185	46	and	and	CCONJ
cana-3470	185	47	maximum	maximum	ADJ
cana-3470	185	48	water	water	NOUN
cana-3470	185	49	level	level	NOUN
cana-3470	185	50	(	(	PUNCT
cana-3470	185	51	b	b	NOUN
cana-3470	185	52	,	,	PUNCT
cana-3470	185	53	d	d	NOUN
cana-3470	185	54	)	)	PUNCT
cana-3470	185	55	both	both	CCONJ
cana-3470	185	56	the	the	DET
cana-3470	185	57	maximum	maximum	ADJ
cana-3470	185	58	water	water	NOUN
cana-3470	185	59	level	level	NOUN
cana-3470	185	60	results	result	NOUN
cana-3470	185	61	for	for	ADP
cana-3470	185	62	both	both	DET
cana-3470	185	63	models	model	NOUN
cana-3470	185	64	show	show	VERB
cana-3470	185	65	that	that	SCONJ
cana-3470	185	66	maximum	maximum	ADJ
cana-3470	185	67	water	water	NOUN
cana-3470	185	68	level	level	NOUN
cana-3470	185	69	is	be	AUX
cana-3470	185	70	unaffected	unaffected	ADJ
cana-3470	185	71	by	by	ADP
cana-3470	185	72	sequence	sequence	NOUN
cana-3470	185	73	length	length	NOUN
cana-3470	185	74	.	.	PUNCT
cana-3470	186	1	the	the	DET
cana-3470	186	2	ddqn	ddqn	ADJ
cana-3470	186	3	model	model	NOUN
cana-3470	186	4	that	that	PRON
cana-3470	186	5	takes	take	VERB
cana-3470	186	6	into	into	ADP
cana-3470	186	7	account	account	NOUN
cana-3470	186	8	both	both	DET
cana-3470	186	9	goals	goal	NOUN
cana-3470	186	10	have	have	VERB
cana-3470	186	11	a	a	DET
cana-3470	186	12	less	less	ADJ
cana-3470	186	13	effect	effect	NOUN
cana-3470	186	14	on	on	ADP
cana-3470	186	15	the	the	DET
cana-3470	186	16	number	number	NOUN
cana-3470	186	17	of	of	ADP
cana-3470	186	18	pump	pump	NOUN
cana-3470	186	19	changes	change	NOUN
cana-3470	186	20	compared	compare	VERB
cana-3470	186	21	to	to	ADP
cana-3470	186	22	the	the	DET
cana-3470	186	23	method	method	NOUN
cana-3470	186	24	that	that	PRON
cana-3470	186	25	simply	simply	ADV
cana-3470	186	26	takes	take	VERB
cana-3470	186	27	into	into	ADP
cana-3470	186	28	account	account	NOUN
cana-3470	186	29	maximal	maximal	ADJ
cana-3470	186	30	water	water	NOUN
cana-3470	186	31	level	level	NOUN
cana-3470	186	32	minimization	minimization	NOUN
cana-3470	186	33	.	.	PUNCT
cana-3470	187	1	in	in	ADP
cana-3470	187	2	general	general	ADJ
cana-3470	187	3	,	,	PUNCT
cana-3470	187	4	longer	long	ADJ
cana-3470	187	5	sequences	sequence	NOUN
cana-3470	187	6	aid	aid	NOUN
cana-3470	187	7	in	in	ADP
cana-3470	187	8	reducing	reduce	VERB
cana-3470	187	9	pump	pump	NOUN
cana-3470	187	10	switches	switch	NOUN
cana-3470	187	11	more	more	ADV
cana-3470	187	12	efficiently	efficiently	ADV
cana-3470	187	13	than	than	ADP
cana-3470	187	14	shorter	short	ADJ
cana-3470	187	15	ones	one	NOUN
cana-3470	187	16	,	,	PUNCT
cana-3470	187	17	while	while	SCONJ
cana-3470	187	18	there	there	PRON
cana-3470	187	19	is	be	VERB
cana-3470	187	20	no	no	DET
cana-3470	187	21	obvious	obvious	ADJ
cana-3470	187	22	association	association	NOUN
cana-3470	187	23	between	between	ADP
cana-3470	187	24	the	the	DET
cana-3470	187	25	length	length	NOUN
cana-3470	187	26	of	of	ADP
cana-3470	187	27	the	the	DET
cana-3470	187	28	sequence	sequence	NOUN
cana-3470	187	29	and	and	CCONJ
cana-3470	187	30	the	the	DET
cana-3470	187	31	amount	amount	NOUN
cana-3470	187	32	of	of	ADP
cana-3470	187	33	switching	switching	NOUN
cana-3470	187	34	.	.	PUNCT
cana-3470	188	1	the	the	DET
cana-3470	188	2	ddqn	ddqn	NOUN
cana-3470	188	3	method	method	NOUN
cana-3470	188	4	that	that	PRON
cana-3470	188	5	uses	use	VERB
cana-3470	188	6	𝑤𝑝	𝑤𝑝	ADP
cana-3470	188	7	in	in	ADP
cana-3470	188	8	conjunction	conjunction	NOUN
cana-3470	188	9	with	with	ADP
cana-3470	188	10	us	we	PRON
cana-3470	188	11	reaches	reach	VERB
cana-3470	188	12	its	its	PRON
cana-3470	188	13	minimal	minimal	ADJ
cana-3470	188	14	switch	switch	NOUN
cana-3470	188	15	count	count	NOUN
cana-3470	188	16	at	at	ADP
cana-3470	188	17	5	5	NUM
cana-3470	188	18	sequence	sequence	NOUN
cana-3470	188	19	lengths	length	NOUN
cana-3470	188	20	,	,	PUNCT
cana-3470	188	21	while	while	SCONJ
cana-3470	188	22	the	the	DET
cana-3470	188	23	model	model	NOUN
cana-3470	188	24	that	that	PRON
cana-3470	188	25	uses	use	VERB
cana-3470	188	26	,	,	PUNCT
cana-3470	188	27	alone	alone	ADV
cana-3470	188	28	reach	reach	VERB
cana-3470	188	29	its	its	PRON
cana-3470	188	30	minimum	minimum	NOUN
cana-3470	188	31	at	at	ADP
cana-3470	188	32	4	4	NUM
cana-3470	188	33	sequence	sequence	NOUN
cana-3470	188	34	lengths	length	NOUN
cana-3470	188	35	.	.	PUNCT
cana-3470	189	1	communications	communication	NOUN
cana-3470	189	2	on	on	ADP
cana-3470	189	3	applied	apply	VERB
cana-3470	189	4	nonlinear	nonlinear	ADJ
cana-3470	189	5	analysis	analysis	NOUN
cana-3470	189	6	issn	issn	NOUN
cana-3470	189	7	:	:	PUNCT
cana-3470	189	8	1074	1074	NUM
cana-3470	189	9	-	-	PUNCT
cana-3470	189	10	133x	133x	NUM
cana-3470	189	11	vol	vol	NOUN
cana-3470	189	12	32	32	NUM
cana-3470	189	13	no	no	NOUN
cana-3470	189	14	.	.	PUNCT
cana-3470	190	1	7s	7	NOUN
cana-3470	190	2	(	(	PUNCT
cana-3470	190	3	2025	2025	NUM
cana-3470	190	4	)	)	PUNCT
cana-3470	190	5	637	637	NUM
cana-3470	190	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	190	7	the	the	DET
cana-3470	190	8	results	result	NOUN
cana-3470	190	9	show	show	VERB
cana-3470	190	10	that	that	SCONJ
cana-3470	190	11	choosing	choose	VERB
cana-3470	190	12	the	the	DET
cana-3470	190	13	right	right	ADJ
cana-3470	190	14	hyperparameters	hyperparameter	NOUN
cana-3470	190	15	,	,	PUNCT
cana-3470	190	16	especially	especially	ADV
cana-3470	190	17	the	the	DET
cana-3470	190	18	weights	weight	NOUN
cana-3470	190	19	,	,	PUNCT
cana-3470	190	20	is	be	AUX
cana-3470	190	21	still	still	ADV
cana-3470	190	22	a	a	DET
cana-3470	190	23	tough	tough	ADJ
cana-3470	190	24	job	job	NOUN
cana-3470	190	25	that	that	PRON
cana-3470	190	26	needs	need	VERB
cana-3470	190	27	a	a	DET
cana-3470	190	28	lot	lot	NOUN
cana-3470	190	29	of	of	ADP
cana-3470	190	30	trial	trial	NOUN
cana-3470	190	31	and	and	CCONJ
cana-3470	190	32	error	error	NOUN
cana-3470	190	33	.	.	PUNCT
cana-3470	191	1	the	the	DET
cana-3470	191	2	efficiency	efficiency	NOUN
cana-3470	191	3	of	of	ADP
cana-3470	191	4	the	the	DET
cana-3470	191	5	model	model	NOUN
cana-3470	191	6	is	be	AUX
cana-3470	191	7	greatly	greatly	ADV
cana-3470	191	8	affected	affect	VERB
cana-3470	191	9	by	by	ADP
cana-3470	191	10	the	the	DET
cana-3470	191	11	weights	weight	NOUN
cana-3470	191	12	in	in	ADP
cana-3470	191	13	the	the	DET
cana-3470	191	14	function	function	NOUN
cana-3470	191	15	of	of	ADP
cana-3470	191	16	reward	reward	NOUN
cana-3470	191	17	and	and	CCONJ
cana-3470	191	18	the	the	DET
cana-3470	191	19	length	length	NOUN
cana-3470	191	20	of	of	ADP
cana-3470	191	21	the	the	DET
cana-3470	191	22	sequence	sequence	NOUN
cana-3470	191	23	of	of	ADP
cana-3470	191	24	state	state	NOUN
cana-3470	191	25	observations	observation	NOUN
cana-3470	191	26	;	;	PUNCT
cana-3470	191	27	this	this	PRON
cana-3470	191	28	highlights	highlight	VERB
cana-3470	191	29	the	the	DET
cana-3470	191	30	need	need	NOUN
cana-3470	191	31	for	for	ADP
cana-3470	191	32	more	more	ADJ
cana-3470	191	33	study	study	NOUN
cana-3470	191	34	on	on	ADP
cana-3470	191	35	appropriate	appropriate	ADJ
cana-3470	191	36	techniques	technique	NOUN
cana-3470	191	37	of	of	ADP
cana-3470	191	38	value	value	NOUN
cana-3470	191	39	selection	selection	NOUN
cana-3470	191	40	.	.	PUNCT
cana-3470	192	1	a	a	DET
cana-3470	192	2	relatively	relatively	ADV
cana-3470	192	3	modest	modest	ADJ
cana-3470	192	4	factor	factor	NOUN
cana-3470	192	5	of	of	ADP
cana-3470	192	6	discount	discount	NOUN
cana-3470	192	7	for	for	ADP
cana-3470	192	8	future	future	ADJ
cana-3470	192	9	prizes	prize	NOUN
cana-3470	192	10	helped	help	VERB
cana-3470	192	11	minimize	minimize	VERB
cana-3470	192	12	the	the	DET
cana-3470	192	13	maximum	maximum	ADJ
cana-3470	192	14	water	water	NOUN
cana-3470	192	15	level	level	NOUN
cana-3470	192	16	,	,	PUNCT
cana-3470	192	17	which	which	PRON
cana-3470	192	18	was	be	AUX
cana-3470	192	19	an	an	DET
cana-3470	192	20	additional	additional	ADJ
cana-3470	192	21	benefit	benefit	NOUN
cana-3470	192	22	.	.	PUNCT
cana-3470	193	1	since	since	SCONJ
cana-3470	193	2	this	this	DET
cana-3470	193	3	research	research	NOUN
cana-3470	193	4	only	only	ADV
cana-3470	193	5	uses	use	VERB
cana-3470	193	6	observable	observable	ADJ
cana-3470	193	7	data	datum	NOUN
cana-3470	193	8	from	from	ADP
cana-3470	193	9	the	the	DET
cana-3470	193	10	past	past	NOUN
cana-3470	193	11	and	and	CCONJ
cana-3470	193	12	present	present	ADJ
cana-3470	193	13	about	about	ADP
cana-3470	193	14	rainfall	rainfall	NOUN
cana-3470	193	15	,	,	PUNCT
cana-3470	193	16	it	it	PRON
cana-3470	193	17	follows	follow	VERB
cana-3470	193	18	that	that	SCONJ
cana-3470	193	19	prioritizing	prioritize	VERB
cana-3470	193	20	immediate	immediate	ADJ
cana-3470	193	21	water	water	NOUN
cana-3470	193	22	level	level	NOUN
cana-3470	193	23	management	management	NOUN
cana-3470	193	24	over	over	ADP
cana-3470	193	25	future	future	ADJ
cana-3470	193	26	levels	level	NOUN
cana-3470	193	27	is	be	AUX
cana-3470	193	28	more	more	ADV
cana-3470	193	29	beneficial	beneficial	ADJ
cana-3470	193	30	for	for	ADP
cana-3470	193	31	this	this	DET
cana-3470	193	32	purpose	purpose	NOUN
cana-3470	193	33	.	.	PUNCT
cana-3470	194	1	alternate	alternate	ADJ
cana-3470	194	2	choices	choice	NOUN
cana-3470	194	3	for	for	ADP
cana-3470	194	4	the	the	DET
cana-3470	194	5	discount	discount	NOUN
cana-3470	194	6	factor	factor	NOUN
cana-3470	194	7	may	may	AUX
cana-3470	194	8	provide	provide	VERB
cana-3470	194	9	more	more	ADV
cana-3470	194	10	accurate	accurate	ADJ
cana-3470	194	11	predictions	prediction	NOUN
cana-3470	194	12	of	of	ADP
cana-3470	194	13	future	future	ADJ
cana-3470	194	14	rainfall	rainfall	NOUN
cana-3470	194	15	if	if	SCONJ
cana-3470	194	16	they	they	PRON
cana-3470	194	17	were	be	AUX
cana-3470	194	18	included	include	VERB
cana-3470	194	19	.	.	PUNCT
cana-3470	195	1	to	to	PART
cana-3470	195	2	improve	improve	VERB
cana-3470	195	3	the	the	DET
cana-3470	195	4	performance	performance	NOUN
cana-3470	195	5	and	and	CCONJ
cana-3470	195	6	practicality	practicality	NOUN
cana-3470	195	7	of	of	ADP
cana-3470	195	8	the	the	DET
cana-3470	195	9	schemes	scheme	NOUN
cana-3470	195	10	,	,	PUNCT
cana-3470	195	11	further	further	ADJ
cana-3470	195	12	research	research	NOUN
cana-3470	195	13	is	be	AUX
cana-3470	195	14	needed	need	VERB
cana-3470	195	15	in	in	ADP
cana-3470	195	16	these	these	DET
cana-3470	195	17	areas	area	NOUN
cana-3470	195	18	.	.	PUNCT
cana-3470	196	1	the	the	DET
cana-3470	196	2	actual	actual	ADJ
cana-3470	196	3	cost	cost	NOUN
cana-3470	196	4	of	of	ADP
cana-3470	196	5	maintenance	maintenance	NOUN
cana-3470	196	6	might	might	AUX
cana-3470	196	7	be	be	AUX
cana-3470	196	8	hard	hard	ADJ
cana-3470	196	9	to	to	PART
cana-3470	196	10	predict	predict	VERB
cana-3470	196	11	,	,	PUNCT
cana-3470	196	12	thus	thus	ADV
cana-3470	196	13	the	the	DET
cana-3470	196	14	reward	reward	NOUN
cana-3470	196	15	function	function	NOUN
cana-3470	196	16	substituted	substitute	VERB
cana-3470	196	17	the	the	DET
cana-3470	196	18	quantity	quantity	NOUN
cana-3470	196	19	of	of	ADP
cana-3470	196	20	pump	pump	NOUN
cana-3470	196	21	switches	switch	NOUN
cana-3470	196	22	for	for	ADP
cana-3470	196	23	it	it	PRON
cana-3470	196	24	.	.	PUNCT
cana-3470	197	1	making	make	VERB
cana-3470	197	2	a	a	DET
cana-3470	197	3	cost	cost	NOUN
cana-3470	197	4	estimating	estimate	VERB
cana-3470	197	5	model	model	NOUN
cana-3470	197	6	that	that	SCONJ
cana-3470	197	7	more	more	ADV
cana-3470	197	8	faithfully	faithfully	ADV
cana-3470	197	9	represents	represent	VERB
cana-3470	197	10	actual	actual	ADJ
cana-3470	197	11	maintenance	maintenance	NOUN
cana-3470	197	12	expenses	expense	NOUN
cana-3470	197	13	is	be	AUX
cana-3470	197	14	essential	essential	ADJ
cana-3470	197	15	for	for	ADP
cana-3470	197	16	developing	develop	VERB
cana-3470	197	17	a	a	DET
cana-3470	197	18	field	field	NOUN
cana-3470	197	19	-	-	PUNCT
cana-3470	197	20	deployable	deployable	NOUN
cana-3470	197	21	model	model	NOUN
cana-3470	197	22	.	.	PUNCT
cana-3470	198	1	to	to	PART
cana-3470	198	2	account	account	VERB
cana-3470	198	3	for	for	ADP
cana-3470	198	4	actual	actual	ADJ
cana-3470	198	5	needs	need	NOUN
cana-3470	198	6	,	,	PUNCT
cana-3470	198	7	the	the	DET
cana-3470	198	8	training	training	NOUN
cana-3470	198	9	model	model	NOUN
cana-3470	198	10	has	have	VERB
cana-3470	198	11	to	to	PART
cana-3470	198	12	include	include	VERB
cana-3470	198	13	not	not	PART
cana-3470	198	14	just	just	ADV
cana-3470	198	15	the	the	DET
cana-3470	198	16	maintenance	maintenance	NOUN
cana-3470	198	17	expenses	expense	NOUN
cana-3470	198	18	of	of	ADP
cana-3470	198	19	pump	pump	NOUN
cana-3470	198	20	switching	switching	NOUN
cana-3470	198	21	but	but	CCONJ
cana-3470	198	22	also	also	ADV
cana-3470	198	23	a	a	DET
cana-3470	198	24	number	number	NOUN
cana-3470	198	25	of	of	ADP
cana-3470	198	26	other	other	ADJ
cana-3470	198	27	practical	practical	ADJ
cana-3470	198	28	requirements	requirement	NOUN
cana-3470	198	29	.	.	PUNCT
cana-3470	199	1	important	important	ADJ
cana-3470	199	2	considerations	consideration	NOUN
cana-3470	199	3	include	include	VERB
cana-3470	199	4	,	,	PUNCT
cana-3470	199	5	for	for	ADP
cana-3470	199	6	instance	instance	NOUN
cana-3470	199	7	,	,	PUNCT
cana-3470	199	8	synchronizing	synchronize	VERB
cana-3470	199	9	several	several	ADJ
cana-3470	199	10	pumping	pumping	NOUN
cana-3470	199	11	stations	station	NOUN
cana-3470	199	12	to	to	PART
cana-3470	199	13	control	control	VERB
cana-3470	199	14	flood	flood	NOUN
cana-3470	199	15	hazards	hazard	NOUN
cana-3470	199	16	and	and	CCONJ
cana-3470	199	17	reducing	reduce	VERB
cana-3470	199	18	the	the	DET
cana-3470	199	19	amount	amount	NOUN
cana-3470	199	20	of	of	ADP
cana-3470	199	21	electricity	electricity	NOUN
cana-3470	199	22	needed	need	VERB
cana-3470	199	23	to	to	PART
cana-3470	199	24	operate	operate	VERB
cana-3470	199	25	pumps	pump	NOUN
cana-3470	199	26	.	.	PUNCT
cana-3470	200	1	as	as	ADP
cana-3470	200	2	a	a	DET
cana-3470	200	3	result	result	NOUN
cana-3470	200	4	of	of	ADP
cana-3470	200	5	these	these	DET
cana-3470	200	6	demands	demand	NOUN
cana-3470	200	7	,	,	PUNCT
cana-3470	200	8	the	the	DET
cana-3470	200	9	pump	pump	NOUN
cana-3470	200	10	operating	operate	VERB
cana-3470	200	11	issue	issue	NOUN
cana-3470	200	12	is	be	AUX
cana-3470	200	13	likely	likely	ADJ
cana-3470	200	14	to	to	PART
cana-3470	200	15	become	become	VERB
cana-3470	200	16	more	more	ADV
cana-3470	200	17	complicated	complicated	ADJ
cana-3470	200	18	,	,	PUNCT
cana-3470	200	19	calling	call	VERB
cana-3470	200	20	for	for	ADP
cana-3470	200	21	new	new	ADJ
cana-3470	200	22	ways	way	NOUN
cana-3470	200	23	of	of	ADP
cana-3470	200	24	solving	solve	VERB
cana-3470	200	25	it	it	PRON
cana-3470	200	26	.	.	PUNCT
cana-3470	201	1	nevertheless	nevertheless	ADV
cana-3470	201	2	,	,	PUNCT
cana-3470	201	3	no	no	ADV
cana-3470	201	4	matter	matter	ADV
cana-3470	201	5	how	how	SCONJ
cana-3470	201	6	complicated	complicated	ADJ
cana-3470	201	7	the	the	DET
cana-3470	201	8	situation	situation	NOUN
cana-3470	201	9	becomes	become	VERB
cana-3470	201	10	,	,	PUNCT
cana-3470	201	11	the	the	DET
cana-3470	201	12	ddqn	ddqn	NOUN
cana-3470	201	13	's	's	PART
cana-3470	201	14	design	design	NOUN
cana-3470	201	15	permits	permit	VERB
cana-3470	201	16	modifications	modification	NOUN
cana-3470	201	17	to	to	ADP
cana-3470	201	18	the	the	DET
cana-3470	201	19	status	status	NOUN
cana-3470	201	20	and	and	CCONJ
cana-3470	201	21	action	action	NOUN
cana-3470	201	22	spaces	space	NOUN
cana-3470	201	23	according	accord	VERB
cana-3470	201	24	to	to	ADP
cana-3470	201	25	the	the	DET
cana-3470	201	26	unique	unique	ADJ
cana-3470	201	27	pump	pump	NOUN
cana-3470	201	28	station	station	NOUN
cana-3470	201	29	environment	environment	NOUN
cana-3470	201	30	and	and	CCONJ
cana-3470	201	31	structure	structure	NOUN
cana-3470	201	32	.	.	PUNCT
cana-3470	202	1	to	to	PART
cana-3470	202	2	further	far	ADV
cana-3470	202	3	accommodate	accommodate	VERB
cana-3470	202	4	growing	grow	VERB
cana-3470	202	5	system	system	NOUN
cana-3470	202	6	complexity	complexity	NOUN
cana-3470	202	7	,	,	PUNCT
cana-3470	202	8	hyperparameters	hyperparameter	NOUN
cana-3470	202	9	like	like	ADP
cana-3470	202	10	the	the	DET
cana-3470	202	11	model	model	NOUN
cana-3470	202	12	's	's	PART
cana-3470	202	13	layer	layer	NOUN
cana-3470	202	14	and	and	CCONJ
cana-3470	202	15	node	node	NOUN
cana-3470	202	16	counts	count	NOUN
cana-3470	202	17	may	may	AUX
cana-3470	202	18	be	be	AUX
cana-3470	202	19	adjusted	adjust	VERB
cana-3470	202	20	.	.	PUNCT
cana-3470	203	1	however	however	ADV
cana-3470	203	2	,	,	PUNCT
cana-3470	203	3	reliable	reliable	ADJ
cana-3470	203	4	real	real	ADJ
cana-3470	203	5	-	-	PUNCT
cana-3470	203	6	time	time	NOUN
cana-3470	203	7	input	input	NOUN
cana-3470	203	8	data	datum	NOUN
cana-3470	203	9	,	,	PUNCT
cana-3470	203	10	such	such	ADJ
cana-3470	203	11	as	as	ADP
cana-3470	203	12	exact	exact	ADJ
cana-3470	203	13	rainfall	rainfall	NOUN
cana-3470	203	14	and	and	CCONJ
cana-3470	203	15	water	water	NOUN
cana-3470	203	16	retention	retention	NOUN
cana-3470	203	17	basin	basin	NOUN
cana-3470	203	18	inflow	inflow	NOUN
cana-3470	203	19	/	/	SYM
cana-3470	203	20	outflow	outflow	NOUN
cana-3470	203	21	measurements	measurement	NOUN
cana-3470	203	22	,	,	PUNCT
cana-3470	203	23	is	be	AUX
cana-3470	203	24	crucial	crucial	ADJ
cana-3470	203	25	for	for	ADP
cana-3470	203	26	putting	put	VERB
cana-3470	203	27	a	a	DET
cana-3470	203	28	drl	drl	PROPN
cana-3470	203	29	based	base	VERB
cana-3470	203	30	operational	operational	ADJ
cana-3470	203	31	technique	technique	NOUN
cana-3470	203	32	into	into	ADP
cana-3470	203	33	practice	practice	NOUN
cana-3470	203	34	,	,	PUNCT
cana-3470	203	35	therefore	therefore	ADV
cana-3470	203	36	supporting	support	VERB
cana-3470	203	37	equipment	equipment	NOUN
cana-3470	203	38	like	like	ADP
cana-3470	203	39	sensors	sensor	NOUN
cana-3470	203	40	is	be	AUX
cana-3470	203	41	an	an	DET
cana-3470	203	42	important	important	ADJ
cana-3470	203	43	consideration	consideration	NOUN
cana-3470	203	44	.	.	PUNCT
cana-3470	204	1	it	it	PRON
cana-3470	204	2	is	be	AUX
cana-3470	204	3	also	also	ADV
cana-3470	204	4	crucial	crucial	ADJ
cana-3470	204	5	to	to	PART
cana-3470	204	6	train	train	VERB
cana-3470	204	7	and	and	CCONJ
cana-3470	204	8	test	test	NOUN
cana-3470	204	9	using	use	VERB
cana-3470	204	10	real	real	ADJ
cana-3470	204	11	data	datum	NOUN
cana-3470	204	12	,	,	PUNCT
cana-3470	204	13	create	create	VERB
cana-3470	204	14	models	model	NOUN
cana-3470	204	15	that	that	PRON
cana-3470	204	16	are	be	AUX
cana-3470	204	17	highly	highly	ADV
cana-3470	204	18	congruent	congruent	ADJ
cana-3470	204	19	with	with	ADP
cana-3470	204	20	field	field	NOUN
cana-3470	204	21	settings	setting	NOUN
cana-3470	204	22	,	,	PUNCT
cana-3470	204	23	and	and	CCONJ
cana-3470	204	24	modify	modify	VERB
cana-3470	204	25	the	the	DET
cana-3470	204	26	system	system	NOUN
cana-3470	204	27	to	to	PART
cana-3470	204	28	account	account	VERB
cana-3470	204	29	for	for	ADP
cana-3470	204	30	hardware	hardware	NOUN
cana-3470	204	31	restrictions	restriction	NOUN
cana-3470	204	32	in	in	ADP
cana-3470	204	33	the	the	DET
cana-3470	204	34	field	field	NOUN
cana-3470	204	35	.	.	PUNCT
cana-3470	205	1	creating	create	VERB
cana-3470	205	2	multiple	multiple	ADJ
cana-3470	205	3	objectives	objective	NOUN
cana-3470	205	4	solutions	solution	NOUN
cana-3470	205	5	to	to	PART
cana-3470	205	6	coordinate	coordinate	VERB
cana-3470	205	7	many	many	ADJ
cana-3470	205	8	pumping	pumping	NOUN
cana-3470	205	9	stations	station	NOUN
cana-3470	205	10	in	in	ADP
cana-3470	205	11	the	the	DET
cana-3470	205	12	same	same	ADJ
cana-3470	205	13	area	area	NOUN
cana-3470	205	14	,	,	PUNCT
cana-3470	205	15	each	each	PRON
cana-3470	205	16	working	work	VERB
cana-3470	205	17	under	under	ADP
cana-3470	205	18	different	different	ADJ
cana-3470	205	19	circumstances	circumstance	NOUN
cana-3470	205	20	,	,	PUNCT
cana-3470	205	21	to	to	PART
cana-3470	205	22	jointly	jointly	ADV
cana-3470	205	23	control	control	VERB
cana-3470	205	24	flood	flood	NOUN
cana-3470	205	25	risk	risk	NOUN
cana-3470	205	26	is	be	AUX
cana-3470	205	27	another	another	DET
cana-3470	205	28	topic	topic	NOUN
cana-3470	205	29	that	that	PRON
cana-3470	205	30	needs	need	VERB
cana-3470	205	31	additional	additional	ADJ
cana-3470	205	32	investigation	investigation	NOUN
cana-3470	205	33	.	.	PUNCT
cana-3470	206	1	possible	possible	ADJ
cana-3470	206	2	future	future	ADJ
cana-3470	206	3	directions	direction	NOUN
cana-3470	206	4	for	for	ADP
cana-3470	206	5	research	research	NOUN
cana-3470	206	6	include	include	VERB
cana-3470	206	7	developing	develop	VERB
cana-3470	206	8	novel	novel	ADJ
cana-3470	206	9	training	training	NOUN
cana-3470	206	10	techniques	technique	NOUN
cana-3470	206	11	to	to	PART
cana-3470	206	12	improve	improve	VERB
cana-3470	206	13	performance	performance	NOUN
cana-3470	206	14	and	and	CCONJ
cana-3470	206	15	conducting	conduct	VERB
cana-3470	206	16	a	a	DET
cana-3470	206	17	thorough	thorough	ADJ
cana-3470	206	18	evaluation	evaluation	NOUN
cana-3470	206	19	of	of	ADP
cana-3470	206	20	the	the	DET
cana-3470	206	21	performance	performance	NOUN
cana-3470	206	22	of	of	ADP
cana-3470	206	23	different	different	ADJ
cana-3470	206	24	drl	drl	PROPN
cana-3470	206	25	methods	method	NOUN
cana-3470	206	26	that	that	PRON
cana-3470	206	27	are	be	AUX
cana-3470	206	28	relevant	relevant	ADJ
cana-3470	206	29	to	to	PART
cana-3470	206	30	pump	pump	VERB
cana-3470	206	31	station	station	NOUN
cana-3470	206	32	operations	operation	NOUN
cana-3470	206	33	.	.	PUNCT
cana-3470	207	1	4	4	X
cana-3470	207	2	.	.	X
cana-3470	207	3	conclusion	conclusion	NOUN
cana-3470	207	4	this	this	DET
cana-3470	207	5	research	research	NOUN
cana-3470	207	6	established	establish	VERB
cana-3470	207	7	a	a	DET
cana-3470	207	8	model	model	NOUN
cana-3470	207	9	for	for	ADP
cana-3470	207	10	automating	automate	VERB
cana-3470	207	11	pumping	pumping	NOUN
cana-3470	207	12	operations	operation	NOUN
cana-3470	207	13	at	at	ADP
cana-3470	207	14	a	a	DET
cana-3470	207	15	water	water	NOUN
cana-3470	207	16	pump	pump	NOUN
cana-3470	207	17	station	station	NOUN
cana-3470	207	18	in	in	ADP
cana-3470	207	19	tamil	tamil	PROPN
cana-3470	207	20	nadu	nadu	PROPN
cana-3470	207	21	using	use	VERB
cana-3470	207	22	a	a	DET
cana-3470	207	23	deep	deep	ADJ
cana-3470	207	24	reinforcement	reinforcement	NOUN
cana-3470	207	25	learning	learning	NOUN
cana-3470	207	26	technique	technique	NOUN
cana-3470	207	27	called	call	VERB
cana-3470	207	28	ddqn	ddqn	NOUN
cana-3470	207	29	.	.	PUNCT
cana-3470	208	1	to	to	PART
cana-3470	208	2	train	train	VERB
cana-3470	208	3	and	and	CCONJ
cana-3470	208	4	test	test	VERB
cana-3470	208	5	the	the	DET
cana-3470	208	6	model	model	NOUN
cana-3470	208	7	using	use	VERB
cana-3470	208	8	the	the	DET
cana-3470	208	9	created	create	VERB
cana-3470	208	10	synthetic	synthetic	ADJ
cana-3470	208	11	rainfall	rainfall	NOUN
cana-3470	208	12	,	,	PUNCT
cana-3470	208	13	we	we	PRON
cana-3470	208	14	used	use	VERB
cana-3470	208	15	the	the	DET
cana-3470	208	16	swmm	swmm	NOUN
cana-3470	208	17	to	to	PART
cana-3470	208	18	simulate	simulate	VERB
cana-3470	208	19	the	the	DET
cana-3470	208	20	basin	basin	NOUN
cana-3470	208	21	and	and	CCONJ
cana-3470	208	22	pump	pump	NOUN
cana-3470	208	23	system	system	NOUN
cana-3470	208	24	.	.	PUNCT
cana-3470	209	1	the	the	DET
cana-3470	209	2	huff	huff	PROPN
cana-3470	209	3	technique	technique	NOUN
cana-3470	209	4	was	be	AUX
cana-3470	209	5	used	use	VERB
cana-3470	209	6	to	to	PART
cana-3470	209	7	generate	generate	VERB
cana-3470	209	8	rainfall	rainfall	NOUN
cana-3470	209	9	data	datum	NOUN
cana-3470	209	10	,	,	PUNCT
cana-3470	209	11	which	which	PRON
cana-3470	209	12	included	include	VERB
cana-3470	209	13	five	five	NUM
cana-3470	209	14	period	period	NOUN
cana-3470	209	15	of	of	ADP
cana-3470	209	16	return	return	NOUN
cana-3470	209	17	probabilities	probability	NOUN
cana-3470	209	18	and	and	CCONJ
cana-3470	209	19	nine	nine	NUM
cana-3470	209	20	durations	duration	NOUN
cana-3470	209	21	.	.	PUNCT
cana-3470	210	1	the	the	DET
cana-3470	210	2	suggested	suggest	VERB
cana-3470	210	3	approach	approach	NOUN
cana-3470	210	4	was	be	AUX
cana-3470	210	5	compared	compare	VERB
cana-3470	210	6	to	to	ADP
cana-3470	210	7	the	the	DET
cana-3470	210	8	present	present	ADJ
cana-3470	210	9	rule	rule	NOUN
cana-3470	210	10	-	-	PUNCT
cana-3470	210	11	based	base	VERB
cana-3470	210	12	pump	pump	NOUN
cana-3470	210	13	operating	operating	NOUN
cana-3470	210	14	technique	technique	NOUN
cana-3470	210	15	at	at	ADP
cana-3470	210	16	the	the	DET
cana-3470	210	17	pumping	pump	VERB
cana-3470	210	18	station	station	NOUN
cana-3470	210	19	to	to	PART
cana-3470	210	20	verify	verify	VERB
cana-3470	210	21	its	its	PRON
cana-3470	210	22	performance	performance	NOUN
cana-3470	210	23	.	.	PUNCT
cana-3470	211	1	compared	compare	VERB
cana-3470	211	2	to	to	ADP
cana-3470	211	3	the	the	DET
cana-3470	211	4	rule	rule	NOUN
cana-3470	211	5	-	-	PUNCT
cana-3470	211	6	based	base	VERB
cana-3470	211	7	system	system	NOUN
cana-3470	211	8	,	,	PUNCT
cana-3470	211	9	the	the	DET
cana-3470	211	10	ddqn	ddqn	NOUN
cana-3470	211	11	model	model	NOUN
cana-3470	211	12	with	with	ADP
cana-3470	211	13	both	both	DET
cana-3470	211	14	reward	reward	NOUN
cana-3470	211	15	functions	function	NOUN
cana-3470	211	16	showed	show	VERB
cana-3470	211	17	15	15	NUM
cana-3470	211	18	%	%	NOUN
cana-3470	211	19	improvement	improvement	NOUN
cana-3470	211	20	in	in	ADP
cana-3470	211	21	average	average	ADJ
cana-3470	211	22	maximal	maximal	ADJ
cana-3470	211	23	level	level	NOUN
cana-3470	211	24	of	of	ADP
cana-3470	211	25	water	water	NOUN
cana-3470	211	26	and	and	CCONJ
cana-3470	211	27	6	6	NUM
cana-3470	211	28	%	%	NOUN
cana-3470	211	29	in	in	ADP
cana-3470	211	30	average	average	ADJ
cana-3470	211	31	pumping	pumping	NOUN
cana-3470	211	32	changes	change	NOUN
cana-3470	211	33	.	.	PUNCT
cana-3470	212	1	this	this	DET
cana-3470	212	2	work	work	NOUN
cana-3470	212	3	is	be	AUX
cana-3470	212	4	the	the	DET
cana-3470	212	5	first	first	ADJ
cana-3470	212	6	to	to	PART
cana-3470	212	7	use	use	VERB
cana-3470	212	8	deep	deep	ADJ
cana-3470	212	9	reinforcement	reinforcement	NOUN
cana-3470	212	10	learning	learning	NOUN
cana-3470	212	11	to	to	PART
cana-3470	212	12	pump	pump	VERB
cana-3470	212	13	operation	operation	NOUN
cana-3470	212	14	in	in	ADP
cana-3470	212	15	a	a	DET
cana-3470	212	16	water	water	NOUN
cana-3470	212	17	pumping	pumping	NOUN
cana-3470	212	18	station	station	NOUN
cana-3470	212	19	.	.	PUNCT
cana-3470	213	1	the	the	DET
cana-3470	213	2	use	use	NOUN
cana-3470	213	3	of	of	ADP
cana-3470	213	4	a	a	DET
cana-3470	213	5	gru	gru	NOUN
cana-3470	213	6	structure	structure	NOUN
cana-3470	213	7	as	as	SCONJ
cana-3470	213	8	the	the	DET
cana-3470	213	9	agent	agent	NOUN
cana-3470	213	10	proved	prove	VERB
cana-3470	213	11	that	that	SCONJ
cana-3470	213	12	this	this	DET
cana-3470	213	13	method	method	NOUN
cana-3470	213	14	improved	improve	VERB
cana-3470	213	15	model	model	NOUN
cana-3470	213	16	performance	performance	NOUN
cana-3470	213	17	and	and	CCONJ
cana-3470	213	18	learning	learning	NOUN
cana-3470	213	19	efficacy	efficacy	NOUN
cana-3470	213	20	.	.	PUNCT
cana-3470	214	1	grus	grus	PROPN
cana-3470	214	2	are	be	AUX
cana-3470	214	3	ideal	ideal	ADJ
cana-3470	214	4	for	for	ADP
cana-3470	214	5	time	time	NOUN
cana-3470	214	6	-	-	PUNCT
cana-3470	214	7	series	series	NOUN
cana-3470	214	8	analysis	analysis	NOUN
cana-3470	214	9	on	on	ADP
cana-3470	214	10	visible	visible	ADJ
cana-3470	214	11	sequential	sequential	ADJ
cana-3470	214	12	state	state	NOUN
cana-3470	214	13	data	datum	NOUN
cana-3470	214	14	.	.	PUNCT
cana-3470	215	1	the	the	DET
cana-3470	215	2	model	model	NOUN
cana-3470	215	3	was	be	AUX
cana-3470	215	4	able	able	ADJ
cana-3470	215	5	to	to	PART
cana-3470	215	6	successfully	successfully	ADV
cana-3470	215	7	avoid	avoid	VERB
cana-3470	215	8	basin	basin	NOUN
cana-3470	215	9	overflow	overflow	NOUN
cana-3470	215	10	without	without	ADP
cana-3470	215	11	adding	add	VERB
cana-3470	215	12	to	to	ADP
cana-3470	215	13	the	the	DET
cana-3470	215	14	maintenance	maintenance	NOUN
cana-3470	215	15	expenses	expense	NOUN
cana-3470	215	16	linked	link	VERB
cana-3470	215	17	with	with	ADP
cana-3470	215	18	pump	pump	NOUN
cana-3470	215	19	switching	switch	VERB
cana-3470	215	20	by	by	ADP
cana-3470	215	21	creating	create	VERB
cana-3470	215	22	a	a	DET
cana-3470	215	23	multiple	multiple	ADJ
cana-3470	215	24	objectives	objective	NOUN
cana-3470	215	25	reward	reward	VERB
cana-3470	215	26	function	function	NOUN
cana-3470	215	27	that	that	PRON
cana-3470	215	28	aimed	aim	VERB
cana-3470	215	29	to	to	PART
cana-3470	215	30	minimize	minimize	VERB
cana-3470	215	31	both	both	CCONJ
cana-3470	215	32	the	the	DET
cana-3470	215	33	maximum	maximum	ADJ
cana-3470	215	34	water	water	NOUN
cana-3470	215	35	level	level	NOUN
cana-3470	215	36	and	and	CCONJ
cana-3470	215	37	the	the	DET
cana-3470	215	38	number	number	NOUN
cana-3470	215	39	of	of	ADP
cana-3470	215	40	switches	switch	NOUN
cana-3470	215	41	used	use	VERB
cana-3470	215	42	to	to	PART
cana-3470	215	43	turn	turn	VERB
cana-3470	215	44	them	they	PRON
cana-3470	215	45	on	on	ADP
cana-3470	215	46	and	and	CCONJ
cana-3470	215	47	off	off	ADV
cana-3470	215	48	.	.	PUNCT
cana-3470	216	1	this	this	DET
cana-3470	216	2	method	method	NOUN
cana-3470	216	3	proved	prove	VERB
cana-3470	216	4	to	to	PART
cana-3470	216	5	be	be	AUX
cana-3470	216	6	more	more	ADV
cana-3470	216	7	effective	effective	ADJ
cana-3470	216	8	than	than	ADP
cana-3470	216	9	rule	rule	NOUN
cana-3470	216	10	-	-	PUNCT
cana-3470	216	11	based	base	VERB
cana-3470	216	12	procedures	procedure	NOUN
cana-3470	216	13	in	in	ADP
cana-3470	216	14	preventing	prevent	VERB
cana-3470	216	15	floods	flood	NOUN
cana-3470	216	16	in	in	ADP
cana-3470	216	17	experimental	experimental	ADJ
cana-3470	216	18	studies	study	NOUN
cana-3470	216	19	.	.	PUNCT
cana-3470	217	1	nevertheless	nevertheless	ADV
cana-3470	217	2	,	,	PUNCT
cana-3470	217	3	a	a	DET
cana-3470	217	4	more	more	ADV
cana-3470	217	5	comprehensive	comprehensive	ADJ
cana-3470	217	6	cost	cost	NOUN
cana-3470	217	7	model	model	NOUN
cana-3470	217	8	that	that	PRON
cana-3470	217	9	takes	take	VERB
cana-3470	217	10	into	into	ADP
cana-3470	217	11	consideration	consideration	NOUN
cana-3470	217	12	pump	pump	NOUN
cana-3470	217	13	maintenance	maintenance	NOUN
cana-3470	217	14	costs	cost	NOUN
cana-3470	217	15	beyond	beyond	ADP
cana-3470	217	16	maximum	maximum	ADJ
cana-3470	217	17	water	water	NOUN
cana-3470	217	18	levels	level	NOUN
cana-3470	217	19	is	be	AUX
cana-3470	217	20	required	require	VERB
cana-3470	217	21	for	for	ADP
cana-3470	217	22	a	a	DET
cana-3470	217	23	more	more	ADJ
cana-3470	217	24	communications	communication	NOUN
cana-3470	217	25	on	on	ADP
cana-3470	217	26	applied	apply	VERB
cana-3470	217	27	nonlinear	nonlinear	ADJ
cana-3470	217	28	analysis	analysis	NOUN
cana-3470	217	29	issn	issn	NOUN
cana-3470	217	30	:	:	PUNCT
cana-3470	217	31	1074	1074	NUM
cana-3470	217	32	-	-	PUNCT
cana-3470	217	33	133x	133x	NUM
cana-3470	217	34	vol	vol	NOUN
cana-3470	217	35	32	32	NUM
cana-3470	217	36	no	no	NOUN
cana-3470	217	37	.	.	PUNCT
cana-3470	218	1	7s	7	NOUN
cana-3470	218	2	(	(	PUNCT
cana-3470	218	3	2025	2025	NUM
cana-3470	218	4	)	)	PUNCT
cana-3470	218	5	638	638	NUM
cana-3470	218	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	218	7	accurate	accurate	ADJ
cana-3470	218	8	reflection	reflection	NOUN
cana-3470	218	9	of	of	ADP
cana-3470	218	10	real	real	ADJ
cana-3470	218	11	-	-	PUNCT
cana-3470	218	12	world	world	NOUN
cana-3470	218	13	situations	situation	NOUN
cana-3470	218	14	.	.	PUNCT
cana-3470	219	1	intelligent	intelligent	ADJ
cana-3470	219	2	pumps	pump	NOUN
cana-3470	219	3	that	that	PRON
cana-3470	219	4	are	be	AUX
cana-3470	219	5	well	well	ADV
cana-3470	219	6	-	-	PUNCT
cana-3470	219	7	suited	suit	VERB
cana-3470	219	8	for	for	ADP
cana-3470	219	9	use	use	NOUN
cana-3470	219	10	in	in	ADP
cana-3470	219	11	the	the	DET
cana-3470	219	12	field	field	NOUN
cana-3470	219	13	might	might	AUX
cana-3470	219	14	be	be	AUX
cana-3470	219	15	developed	develop	VERB
cana-3470	219	16	with	with	ADP
cana-3470	219	17	the	the	DET
cana-3470	219	18	help	help	NOUN
cana-3470	219	19	of	of	ADP
cana-3470	219	20	this	this	DET
cana-3470	219	21	improved	improve	VERB
cana-3470	219	22	cost	cost	NOUN
cana-3470	219	23	model	model	NOUN
cana-3470	219	24	if	if	SCONJ
cana-3470	219	25	its	its	PRON
cana-3470	219	26	impacts	impact	NOUN
cana-3470	219	27	are	be	AUX
cana-3470	219	28	analysed	analyse	VERB
cana-3470	219	29	after	after	ADP
cana-3470	219	30	being	be	AUX
cana-3470	219	31	included	include	VERB
cana-3470	219	32	into	into	ADP
cana-3470	219	33	the	the	DET
cana-3470	219	34	reward	reward	NOUN
cana-3470	219	35	function	function	NOUN
cana-3470	219	36	.	.	PUNCT
cana-3470	220	1	reference	reference	NOUN
cana-3470	220	2	:	:	PUNCT
cana-3470	221	1	[	[	X
cana-3470	221	2	1	1	NUM
cana-3470	221	3	]	]	X
cana-3470	221	4	zhang	zhang	PROPN
cana-3470	221	5	,	,	PUNCT
cana-3470	221	6	mofan	mofan	PROPN
cana-3470	221	7	,	,	PUNCT
cana-3470	221	8	et	et	PROPN
cana-3470	221	9	al	al	PROPN
cana-3470	221	10	.	.	PUNCT
cana-3470	222	1	"	"	PUNCT
cana-3470	222	2	evaluation	evaluation	NOUN
cana-3470	222	3	of	of	ADP
cana-3470	222	4	uncertain	uncertain	ADJ
cana-3470	222	5	signals	signal	NOUN
cana-3470	222	6	’	'	PUNCT
cana-3470	222	7	impact	impact	NOUN
cana-3470	222	8	on	on	ADP
cana-3470	222	9	deep	deep	ADJ
cana-3470	222	10	reinforcement	reinforcement	NOUN
cana-3470	222	11	learning	learning	NOUN
cana-3470	222	12	-	-	PUNCT
cana-3470	222	13	based	base	VERB
cana-3470	222	14	real	real	ADJ
cana-3470	222	15	-	-	PUNCT
cana-3470	222	16	time	time	NOUN
cana-3470	222	17	control	control	NOUN
cana-3470	222	18	strategy	strategy	NOUN
cana-3470	222	19	of	of	ADP
cana-3470	222	20	urban	urban	ADJ
cana-3470	222	21	drainage	drainage	NOUN
cana-3470	222	22	systems	system	NOUN
cana-3470	222	23	.	.	PUNCT
cana-3470	222	24	"	"	PUNCT
cana-3470	223	1	journal	journal	NOUN
cana-3470	223	2	of	of	ADP
cana-3470	223	3	environmental	environmental	ADJ
cana-3470	223	4	management	management	NOUN
cana-3470	223	5	324	324	NUM
cana-3470	223	6	(	(	PUNCT
cana-3470	223	7	2022	2022	NUM
cana-3470	223	8	):	):	PUNCT
cana-3470	223	9	116448	116448	NUM
cana-3470	223	10	.	.	PUNCT
cana-3470	224	1	[	[	X
cana-3470	224	2	2	2	NUM
cana-3470	224	3	]	]	X
cana-3470	224	4	shao	shao	PROPN
cana-3470	224	5	,	,	PUNCT
cana-3470	224	6	kai	kai	PROPN
cana-3470	224	7	,	,	PUNCT
cana-3470	224	8	et	et	PROPN
cana-3470	224	9	al	al	PROPN
cana-3470	224	10	.	.	PUNCT
cana-3470	225	1	"	"	PUNCT
cana-3470	225	2	efficient	efficient	ADJ
cana-3470	225	3	pump	pump	NOUN
cana-3470	225	4	scheduling	scheduling	NOUN
cana-3470	225	5	for	for	ADP
cana-3470	225	6	large‐scale	large‐scale	NOUN
cana-3470	225	7	multiproduct	multiproduct	ADJ
cana-3470	225	8	pipelines	pipeline	NOUN
cana-3470	225	9	using	use	VERB
cana-3470	225	10	deep	deep	ADJ
cana-3470	225	11	reinforcement	reinforcement	NOUN
cana-3470	225	12	learning	learning	NOUN
cana-3470	225	13	.	.	PUNCT
cana-3470	225	14	"	"	PUNCT
cana-3470	226	1	international	international	ADJ
cana-3470	226	2	journal	journal	NOUN
cana-3470	226	3	of	of	ADP
cana-3470	226	4	adaptive	adaptive	ADJ
cana-3470	226	5	control	control	NOUN
cana-3470	226	6	and	and	CCONJ
cana-3470	226	7	signal	signal	NOUN
cana-3470	226	8	processing	processing	NOUN
cana-3470	226	9	(	(	PUNCT
cana-3470	226	10	2024	2024	NUM
cana-3470	226	11	)	)	PUNCT
cana-3470	226	12	.	.	PUNCT
cana-3470	227	1	[	[	X
cana-3470	227	2	3	3	NUM
cana-3470	227	3	]	]	X
cana-3470	227	4	zhang	zhang	PROPN
cana-3470	227	5	,	,	PUNCT
cana-3470	227	6	ruichao	ruichao	PROPN
cana-3470	227	7	,	,	PUNCT
cana-3470	227	8	dechun	dechun	PROPN
cana-3470	227	9	chen	chen	PROPN
cana-3470	227	10	,	,	PUNCT
cana-3470	227	11	and	and	CCONJ
cana-3470	227	12	liangfei	liangfei	PROPN
cana-3470	227	13	xiao	xiao	PROPN
cana-3470	227	14	.	.	PUNCT
cana-3470	228	1	"	"	PUNCT
cana-3470	228	2	intelligent	intelligent	ADJ
cana-3470	228	3	method	method	NOUN
cana-3470	228	4	to	to	PART
cana-3470	228	5	optimize	optimize	VERB
cana-3470	228	6	the	the	DET
cana-3470	228	7	frequency	frequency	NOUN
cana-3470	228	8	modulation	modulation	NOUN
cana-3470	228	9	for	for	ADP
cana-3470	228	10	beam	beam	NOUN
cana-3470	228	11	pumping	pumping	NOUN
cana-3470	228	12	system	system	NOUN
cana-3470	228	13	based	base	VERB
cana-3470	228	14	on	on	ADP
cana-3470	228	15	deep	deep	ADJ
cana-3470	228	16	reinforcement	reinforcement	NOUN
cana-3470	228	17	learning	learning	NOUN
cana-3470	228	18	.	.	PUNCT
cana-3470	228	19	"	"	PUNCT
cana-3470	229	1	acs	acs	PROPN
cana-3470	229	2	omega	omega	NOUN
cana-3470	229	3	8.10	8.10	NUM
cana-3470	229	4	(	(	PUNCT
cana-3470	229	5	2023	2023	NUM
cana-3470	229	6	):	):	PUNCT
cana-3470	229	7	9475	9475	NUM
cana-3470	229	8	-	-	SYM
cana-3470	229	9	9485	9485	NUM
cana-3470	229	10	.	.	PUNCT
cana-3470	230	1	[	[	X
cana-3470	230	2	4	4	NUM
cana-3470	230	3	]	]	X
cana-3470	230	4	patel	patel	NOUN
cana-3470	230	5	,	,	PUNCT
cana-3470	230	6	harsh	harsh	ADJ
cana-3470	230	7	,	,	PUNCT
cana-3470	230	8	et	et	PROPN
cana-3470	230	9	al	al	PROPN
cana-3470	230	10	.	.	PUNCT
cana-3470	231	1	"	"	PUNCT
cana-3470	231	2	hybrid	hybrid	ADJ
cana-3470	231	3	reinforcement	reinforcement	NOUN
cana-3470	231	4	learning	learning	NOUN
cana-3470	231	5	for	for	ADP
cana-3470	231	6	optimizing	optimize	VERB
cana-3470	231	7	pump	pump	NOUN
cana-3470	231	8	sustainability	sustainability	NOUN
cana-3470	231	9	in	in	ADP
cana-3470	231	10	real	real	ADJ
cana-3470	231	11	-	-	PUNCT
cana-3470	231	12	world	world	NOUN
cana-3470	231	13	water	water	NOUN
cana-3470	231	14	distribution	distribution	NOUN
cana-3470	231	15	networks	network	NOUN
cana-3470	231	16	.	.	PUNCT
cana-3470	231	17	"	"	PUNCT
cana-3470	232	1	arxiv	arxiv	PROPN
cana-3470	232	2	preprint	preprint	NOUN
cana-3470	232	3	arxiv:2310.09412	arxiv:2310.09412	PROPN
cana-3470	232	4	(	(	PUNCT
cana-3470	232	5	2023	2023	NUM
cana-3470	232	6	)	)	PUNCT
cana-3470	232	7	.	.	PUNCT
cana-3470	233	1	[	[	X
cana-3470	233	2	5	5	NUM
cana-3470	233	3	]	]	X
cana-3470	233	4	gan	gan	PROPN
cana-3470	233	5	,	,	PUNCT
cana-3470	233	6	tian	tian	PROPN
cana-3470	233	7	,	,	PUNCT
cana-3470	233	8	et	et	PROPN
cana-3470	233	9	al	al	PROPN
cana-3470	233	10	.	.	PUNCT
cana-3470	233	11	"	"	PUNCT
cana-3470	233	12	research	research	NOUN
cana-3470	233	13	on	on	ADP
cana-3470	233	14	low	low	ADJ
cana-3470	233	15	-	-	PUNCT
cana-3470	233	16	energy	energy	NOUN
cana-3470	233	17	consumption	consumption	NOUN
cana-3470	233	18	automatic	automatic	ADJ
cana-3470	233	19	real	real	ADJ
cana-3470	233	20	-	-	PUNCT
cana-3470	233	21	time	time	NOUN
cana-3470	233	22	regulation	regulation	NOUN
cana-3470	233	23	of	of	ADP
cana-3470	233	24	cascade	cascade	NOUN
cana-3470	233	25	gates	gate	NOUN
cana-3470	233	26	and	and	CCONJ
cana-3470	233	27	pumps	pump	NOUN
cana-3470	233	28	in	in	ADP
cana-3470	233	29	open	open	ADJ
cana-3470	233	30	-	-	PUNCT
cana-3470	233	31	canal	canal	NOUN
cana-3470	233	32	based	base	VERB
cana-3470	233	33	on	on	ADP
cana-3470	233	34	reinforcement	reinforcement	NOUN
cana-3470	233	35	learning	learning	NOUN
cana-3470	233	36	.	.	PUNCT
cana-3470	233	37	"	"	PUNCT
cana-3470	234	1	journal	journal	NOUN
cana-3470	234	2	of	of	ADP
cana-3470	234	3	hydroinformatics	hydroinformatic	NOUN
cana-3470	234	4	(	(	PUNCT
cana-3470	234	5	2024	2024	NUM
cana-3470	234	6	):	):	PUNCT
cana-3470	234	7	jh2024020	jh2024020	PROPN
cana-3470	234	8	.	.	PUNCT
cana-3470	235	1	[	[	X
cana-3470	235	2	6	6	NUM
cana-3470	235	3	]	]	SYM
cana-3470	235	4	xu	xu	PROPN
cana-3470	235	5	,	,	PUNCT
cana-3470	235	6	jiahui	jiahui	PROPN
cana-3470	235	7	,	,	PUNCT
cana-3470	235	8	et	et	PROPN
cana-3470	235	9	al	al	PROPN
cana-3470	235	10	.	.	PUNCT
cana-3470	236	1	"	"	PUNCT
cana-3470	236	2	zone	zone	NOUN
cana-3470	236	3	scheduling	scheduling	NOUN
cana-3470	236	4	optimization	optimization	NOUN
cana-3470	236	5	of	of	ADP
cana-3470	236	6	pumps	pump	NOUN
cana-3470	236	7	in	in	ADP
cana-3470	236	8	water	water	NOUN
cana-3470	236	9	distribution	distribution	NOUN
cana-3470	236	10	networks	network	NOUN
cana-3470	236	11	with	with	ADP
cana-3470	236	12	deep	deep	ADJ
cana-3470	236	13	reinforcement	reinforcement	NOUN
cana-3470	236	14	learning	learning	NOUN
cana-3470	236	15	and	and	CCONJ
cana-3470	236	16	knowledge	knowledge	NOUN
cana-3470	236	17	-	-	PUNCT
cana-3470	236	18	assisted	assist	VERB
cana-3470	236	19	learning	learning	NOUN
cana-3470	236	20	.	.	PUNCT
cana-3470	236	21	"	"	PUNCT
cana-3470	237	1	soft	soft	ADJ
cana-3470	237	2	computing	computing	NOUN
cana-3470	237	3	25	25	NUM
cana-3470	237	4	(	(	PUNCT
cana-3470	237	5	2021	2021	NUM
cana-3470	237	6	):	):	PUNCT
cana-3470	237	7	14757	14757	NUM
cana-3470	237	8	-	-	SYM
cana-3470	237	9	14767	14767	NUM
cana-3470	237	10	.	.	PUNCT
cana-3470	238	1	[	[	X
cana-3470	238	2	7	7	NUM
cana-3470	238	3	]	]	X
cana-3470	238	4	kumar	kumar	PROPN
cana-3470	238	5	,	,	PUNCT
cana-3470	238	6	t.	t.	NOUN
cana-3470	238	7	rajasanthosh	rajasanthosh	NOUN
cana-3470	238	8	,	,	PUNCT
cana-3470	238	9	g.	g.	PROPN
cana-3470	238	10	laxmaiah	laxmaiah	PROPN
cana-3470	238	11	,	,	PUNCT
cana-3470	238	12	and	and	CCONJ
cana-3470	238	13	s.	s.	PROPN
cana-3470	238	14	solomon	solomon	PROPN
cana-3470	238	15	raj	raj	PROPN
cana-3470	238	16	.	.	PUNCT
cana-3470	239	1	"	"	PUNCT
cana-3470	239	2	a	a	DET
cana-3470	239	3	framework	framework	NOUN
cana-3470	239	4	of	of	ADP
cana-3470	239	5	intelligent	intelligent	ADJ
cana-3470	239	6	manufacturing	manufacturing	NOUN
cana-3470	239	7	process	process	NOUN
cana-3470	239	8	by	by	ADP
cana-3470	239	9	integrating	integrate	VERB
cana-3470	239	10	various	various	ADJ
cana-3470	239	11	function	function	NOUN
cana-3470	239	12	.	.	PUNCT
cana-3470	239	13	"	"	PUNCT
cana-3470	240	1	ai	ai	VERB
cana-3470	240	2	-	-	PUNCT
cana-3470	240	3	driven	drive	VERB
cana-3470	240	4	iot	iot	NOUN
cana-3470	240	5	systems	system	NOUN
cana-3470	240	6	for	for	ADP
cana-3470	240	7	industry	industry	NOUN
cana-3470	240	8	4.0	4.0	NUM
cana-3470	240	9	.	.	PUNCT
cana-3470	241	1	crc	crc	PROPN
cana-3470	241	2	press	press	PROPN
cana-3470	241	3	241	241	NUM
cana-3470	241	4	-	-	SYM
cana-3470	241	5	254	254	NUM
cana-3470	241	6	.	.	PUNCT
cana-3470	242	1	[	[	X
cana-3470	242	2	8	8	NUM
cana-3470	242	3	]	]	SYM
cana-3470	242	4	xu	xu	PROPN
cana-3470	242	5	,	,	PUNCT
cana-3470	242	6	jin	jin	PROPN
cana-3470	242	7	,	,	PUNCT
cana-3470	242	8	han	han	PROPN
cana-3470	242	9	li	li	PROPN
cana-3470	242	10	,	,	PUNCT
cana-3470	242	11	and	and	CCONJ
cana-3470	242	12	qingxin	qingxin	PROPN
cana-3470	242	13	zhang	zhang	PROPN
cana-3470	242	14	.	.	PUNCT
cana-3470	243	1	"	"	PUNCT
cana-3470	243	2	adaptive	adaptive	ADJ
cana-3470	243	3	control	control	NOUN
cana-3470	243	4	for	for	ADP
cana-3470	243	5	circulating	circulate	VERB
cana-3470	243	6	cooling	cool	VERB
cana-3470	243	7	water	water	NOUN
cana-3470	243	8	system	system	NOUN
cana-3470	243	9	using	use	VERB
cana-3470	243	10	deep	deep	ADJ
cana-3470	243	11	reinforcement	reinforcement	NOUN
cana-3470	243	12	learning	learning	NOUN
cana-3470	243	13	.	.	PUNCT
cana-3470	243	14	"	"	PUNCT
cana-3470	244	1	plos	plo	VERB
cana-3470	244	2	one	one	NUM
cana-3470	244	3	19.7	19.7	NUM
cana-3470	244	4	(	(	PUNCT
cana-3470	244	5	2024	2024	NUM
cana-3470	244	6	):	):	PUNCT
cana-3470	244	7	e0307767	e0307767	NOUN
cana-3470	244	8	.	.	PUNCT
cana-3470	245	1	[	[	X
cana-3470	245	2	9	9	NUM
cana-3470	245	3	]	]	X
cana-3470	245	4	mewada	mewada	PROPN
cana-3470	245	5	,	,	PUNCT
cana-3470	245	6	shivlal	shivlal	PROPN
cana-3470	245	7	,	,	PUNCT
cana-3470	245	8	et	et	PROPN
cana-3470	245	9	al	al	PROPN
cana-3470	245	10	.	.	PUNCT
cana-3470	246	1	"	"	PUNCT
cana-3470	246	2	smart	smart	ADJ
cana-3470	246	3	diagnostic	diagnostic	ADJ
cana-3470	246	4	expert	expert	NOUN
cana-3470	246	5	system	system	NOUN
cana-3470	246	6	for	for	ADP
cana-3470	246	7	defect	defect	NOUN
cana-3470	246	8	in	in	ADP
cana-3470	246	9	forging	forge	VERB
cana-3470	246	10	process	process	NOUN
cana-3470	246	11	by	by	ADP
cana-3470	246	12	using	use	VERB
cana-3470	246	13	machine	machine	NOUN
cana-3470	246	14	learning	learning	NOUN
cana-3470	246	15	process	process	NOUN
cana-3470	246	16	.	.	PUNCT
cana-3470	246	17	"	"	PUNCT
cana-3470	247	1	journal	journal	NOUN
cana-3470	247	2	of	of	ADP
cana-3470	247	3	nanomaterials	nanomaterial	NOUN
cana-3470	247	4	2022.1	2022.1	NUM
cana-3470	247	5	(	(	PUNCT
cana-3470	247	6	2022	2022	NUM
cana-3470	247	7	):	):	PUNCT
cana-3470	247	8	2567194	2567194	NUM
cana-3470	247	9	.	.	PUNCT
cana-3470	248	1	[	[	X
cana-3470	248	2	10	10	NUM
cana-3470	248	3	]	]	X
cana-3470	248	4	rodrigues	rodrigue	NOUN
cana-3470	248	5	,	,	PUNCT
cana-3470	248	6	henrique	henrique	PROPN
cana-3470	248	7	donãncio	donãncio	PROPN
cana-3470	248	8	nunes	nunes	PROPN
cana-3470	248	9	.	.	PUNCT
cana-3470	249	1	deep	deep	ADJ
cana-3470	249	2	reinfοrcement	reinfοrcement	ADJ
cana-3470	249	3	learning	learning	PROPN
cana-3470	249	4	thrοugh	thrοugh	PROPN
cana-3470	249	5	imitatiοn	imitatiοn	PROPN
cana-3470	249	6	learning	learning	NOUN
cana-3470	249	7	and	and	CCONJ
cana-3470	249	8	curriculum	curriculum	PROPN
cana-3470	249	9	learning	learn	VERB
cana-3470	249	10	:	:	PUNCT
cana-3470	249	11	applicatiοn	applicatiοn	NOUN
cana-3470	249	12	tο	tο	ADP
cana-3470	249	13	pump	pump	NOUN
cana-3470	249	14	scheduling	scheduling	NOUN
cana-3470	249	15	in	in	ADP
cana-3470	249	16	water	water	NOUN
cana-3470	249	17	distributiοn	distributiοn	PROPN
cana-3470	249	18	netwοrks	netwοrk	NOUN
cana-3470	249	19	.	.	PUNCT
cana-3470	250	1	diss	diss	PROPN
cana-3470	250	2	.	.	PROPN
cana-3470	250	3	normandie	normandie	PROPN
cana-3470	250	4	université	université	PROPN
cana-3470	250	5	,	,	PUNCT
cana-3470	250	6	2023	2023	NUM
cana-3470	250	7	.	.	PUNCT
cana-3470	251	1	[	[	X
cana-3470	251	2	11	11	NUM
cana-3470	251	3	]	]	PUNCT
cana-3470	251	4	bowes	bowe	NOUN
cana-3470	251	5	,	,	PUNCT
cana-3470	251	6	benjamin	benjamin	PROPN
cana-3470	251	7	d.	d.	PROPN
cana-3470	251	8	,	,	PUNCT
cana-3470	251	9	et	et	PROPN
cana-3470	251	10	al	al	PROPN
cana-3470	251	11	.	.	PUNCT
cana-3470	252	1	"	"	PUNCT
cana-3470	252	2	reinforcement	reinforcement	NOUN
cana-3470	252	3	learning	learning	NOUN
cana-3470	252	4	-	-	PUNCT
cana-3470	252	5	based	base	VERB
cana-3470	252	6	real	real	ADJ
cana-3470	252	7	-	-	PUNCT
cana-3470	252	8	time	time	NOUN
cana-3470	252	9	control	control	NOUN
cana-3470	252	10	of	of	ADP
cana-3470	252	11	coastal	coastal	ADJ
cana-3470	252	12	urban	urban	ADJ
cana-3470	252	13	stormwater	stormwater	NOUN
cana-3470	252	14	systems	system	NOUN
cana-3470	252	15	to	to	PART
cana-3470	252	16	mitigate	mitigate	VERB
cana-3470	252	17	flooding	flooding	NOUN
cana-3470	252	18	and	and	CCONJ
cana-3470	252	19	improve	improve	VERB
cana-3470	252	20	water	water	NOUN
cana-3470	252	21	quality	quality	NOUN
cana-3470	252	22	.	.	PUNCT
cana-3470	252	23	"	"	PUNCT
cana-3470	253	1	environmental	environmental	ADJ
cana-3470	253	2	science	science	NOUN
cana-3470	253	3	:	:	PUNCT
cana-3470	253	4	water	water	NOUN
cana-3470	253	5	research	research	NOUN
cana-3470	253	6	&	&	CCONJ
cana-3470	253	7	technology	technology	PROPN
cana-3470	253	8	8.10	8.10	NUM
cana-3470	253	9	(	(	PUNCT
cana-3470	253	10	2022	2022	NUM
cana-3470	253	11	):	):	PUNCT
cana-3470	253	12	2065	2065	NUM
cana-3470	253	13	-	-	SYM
cana-3470	253	14	2086	2086	NUM
cana-3470	253	15	.	.	PUNCT
cana-3470	254	1	[	[	X
cana-3470	254	2	12	12	NUM
cana-3470	254	3	]	]	X
cana-3470	254	4	zhang	zhang	PROPN
cana-3470	254	5	,	,	PUNCT
cana-3470	254	6	zhiyu	zhiyu	PROPN
cana-3470	254	7	,	,	PUNCT
cana-3470	254	8	wenchong	wenchong	PROPN
cana-3470	254	9	tian	tian	PROPN
cana-3470	254	10	,	,	PUNCT
cana-3470	254	11	and	and	CCONJ
cana-3470	254	12	zhenliang	zhenliang	PROPN
cana-3470	254	13	liao	liao	PROPN
cana-3470	254	14	.	.	PUNCT
cana-3470	255	1	"	"	PUNCT
cana-3470	255	2	towards	towards	ADP
cana-3470	255	3	coordinated	coordinated	ADJ
cana-3470	255	4	and	and	CCONJ
cana-3470	255	5	robust	robust	ADJ
cana-3470	255	6	real	real	ADJ
cana-3470	255	7	-	-	PUNCT
cana-3470	255	8	time	time	NOUN
cana-3470	255	9	control	control	NOUN
cana-3470	255	10	:	:	PUNCT
cana-3470	255	11	a	a	DET
cana-3470	255	12	decentralized	decentralized	ADJ
cana-3470	255	13	approach	approach	NOUN
cana-3470	255	14	for	for	ADP
cana-3470	255	15	combined	combined	ADJ
cana-3470	255	16	sewer	sewer	NOUN
cana-3470	255	17	overflow	overflow	NOUN
cana-3470	255	18	and	and	CCONJ
cana-3470	255	19	urban	urban	ADJ
cana-3470	255	20	flooding	flooding	NOUN
cana-3470	255	21	reduction	reduction	NOUN
cana-3470	255	22	based	base	VERB
cana-3470	255	23	on	on	ADP
cana-3470	255	24	multi	multi	ADJ
cana-3470	255	25	-	-	ADJ
cana-3470	255	26	agent	agent	ADJ
cana-3470	255	27	reinforcement	reinforcement	NOUN
cana-3470	255	28	learning	learning	NOUN
cana-3470	255	29	.	.	PUNCT
cana-3470	255	30	"	"	PUNCT
cana-3470	256	1	water	water	NOUN
cana-3470	256	2	research	research	NOUN
cana-3470	256	3	229	229	NUM
cana-3470	256	4	(	(	PUNCT
cana-3470	256	5	2023	2023	NUM
cana-3470	256	6	):	):	PUNCT
cana-3470	256	7	119498	119498	NUM
cana-3470	256	8	.	.	PUNCT
cana-3470	257	1	[	[	X
cana-3470	257	2	13	13	NUM
cana-3470	257	3	]	]	SYM
cana-3470	257	4	golabi	golabi	NOUN
cana-3470	257	5	,	,	PUNCT
cana-3470	257	6	arash	arash	PROPN
cana-3470	257	7	,	,	PUNCT
cana-3470	257	8	et	et	PROPN
cana-3470	257	9	al	al	PROPN
cana-3470	257	10	.	.	PUNCT
cana-3470	258	1	"	"	PUNCT
cana-3470	258	2	optimal	optimal	ADJ
cana-3470	258	3	operation	operation	NOUN
cana-3470	258	4	of	of	ADP
cana-3470	258	5	reverse	reverse	ADJ
cana-3470	258	6	osmosis	osmosis	NOUN
cana-3470	258	7	desalination	desalination	NOUN
cana-3470	258	8	process	process	NOUN
cana-3470	258	9	with	with	ADP
cana-3470	258	10	deep	deep	ADJ
cana-3470	258	11	reinforcement	reinforcement	NOUN
cana-3470	258	12	learning	learning	NOUN
cana-3470	258	13	methods	method	NOUN
cana-3470	258	14	.	.	PUNCT
cana-3470	258	15	"	"	PUNCT
cana-3470	258	16	applied	apply	VERB
cana-3470	258	17	intelligence	intelligence	NOUN
cana-3470	258	18	(	(	PUNCT
cana-3470	258	19	2024	2024	NUM
cana-3470	258	20	):	):	PUNCT
cana-3470	258	21	1	1	NUM
cana-3470	258	22	-	-	SYM
cana-3470	258	23	21	21	NUM
cana-3470	258	24	.	.	PUNCT
cana-3470	259	1	[	[	X
cana-3470	259	2	14	14	NUM
cana-3470	259	3	]	]	X
cana-3470	259	4	nguyen	nguyen	NOUN
cana-3470	259	5	,	,	PUNCT
cana-3470	259	6	khang	khang	PROPN
cana-3470	259	7	hn	hn	PROPN
cana-3470	259	8	,	,	PUNCT
cana-3470	259	9	et	et	PROPN
cana-3470	259	10	al	al	PROPN
cana-3470	259	11	.	.	PUNCT
cana-3470	260	1	"	"	PUNCT
cana-3470	260	2	reinforcement	reinforcement	NOUN
cana-3470	260	3	learning	learning	NOUN
cana-3470	260	4	-	-	PUNCT
cana-3470	260	5	based	base	VERB
cana-3470	260	6	control	control	NOUN
cana-3470	260	7	sequence	sequence	NOUN
cana-3470	260	8	optimization	optimization	NOUN
cana-3470	260	9	for	for	ADP
cana-3470	260	10	advanced	advanced	ADJ
cana-3470	260	11	reactors	reactor	NOUN
cana-3470	260	12	.	.	PUNCT
cana-3470	260	13	"	"	PUNCT
cana-3470	261	1	journal	journal	NOUN
cana-3470	261	2	of	of	ADP
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cana-3470	261	4	engineering	engineering	NOUN
cana-3470	261	5	5.3	5.3	NUM
cana-3470	261	6	(	(	PUNCT
cana-3470	261	7	2024	2024	NUM
cana-3470	261	8	):	):	PUNCT
cana-3470	261	9	209	209	NUM
cana-3470	261	10	-	-	SYM
cana-3470	261	11	225	225	NUM
cana-3470	261	12	.	.	PUNCT
cana-3470	262	1	[	[	X
cana-3470	262	2	15	15	NUM
cana-3470	262	3	]	]	X
cana-3470	262	4	sanjana	sanjana	PROPN
cana-3470	262	5	,	,	PUNCT
cana-3470	262	6	kb	kb	PROPN
cana-3470	262	7	sai	sai	PROPN
cana-3470	262	8	,	,	PUNCT
cana-3470	262	9	k.	k.	PROPN
cana-3470	262	10	sai	sai	PROPN
cana-3470	262	11	mounika	mounika	PROPN
cana-3470	262	12	,	,	PUNCT
cana-3470	262	13	santhosh	santhosh	PROPN
cana-3470	262	14	kumar	kumar	PROPN
cana-3470	262	15	t	t	PROPN
cana-3470	262	16	raja	raja	PROPN
cana-3470	262	17	,	,	PUNCT
cana-3470	262	18	and	and	CCONJ
cana-3470	262	19	dv	dv	PROPN
cana-3470	262	20	srikanth	srikanth	PROPN
cana-3470	262	21	.	.	PUNCT
cana-3470	263	1	"	"	PUNCT
cana-3470	263	2	thermal	thermal	ADJ
cana-3470	263	3	analysis	analysis	NOUN
cana-3470	263	4	of	of	ADP
cana-3470	263	5	advanced	advanced	ADJ
cana-3470	263	6	ic	ic	NOUN
cana-3470	263	7	engine	engine	NOUN
cana-3470	263	8	cylinder	cylinder	NOUN
cana-3470	263	9	.	.	PUNCT
cana-3470	263	10	"	"	PUNCT
cana-3470	264	1	[	[	X
cana-3470	264	2	16	16	NUM
cana-3470	264	3	]	]	X
cana-3470	264	4	wang	wang	PROPN
cana-3470	264	5	,	,	PUNCT
cana-3470	264	6	shangting	shangting	NOUN
cana-3470	264	7	,	,	PUNCT
cana-3470	264	8	et	et	PROPN
cana-3470	264	9	al	al	PROPN
cana-3470	264	10	.	.	PUNCT
cana-3470	265	1	"	"	PUNCT
cana-3470	265	2	aortic	aortic	ADJ
cana-3470	265	3	pressure	pressure	NOUN
cana-3470	265	4	control	control	NOUN
cana-3470	265	5	based	base	VERB
cana-3470	265	6	on	on	ADP
cana-3470	265	7	deep	deep	ADJ
cana-3470	265	8	reinforcement	reinforcement	NOUN
cana-3470	265	9	learning	learning	NOUN
cana-3470	265	10	for	for	ADP
cana-3470	265	11	ex	ex	PRON
cana-3470	265	12	vivo	vivo	ADJ
cana-3470	265	13	heart	heart	NOUN
cana-3470	265	14	perfusion	perfusion	NOUN
cana-3470	265	15	.	.	PUNCT
cana-3470	265	16	"	"	PUNCT
cana-3470	265	17	applied	apply	VERB
cana-3470	265	18	sciences	science	NOUN
cana-3470	265	19	14.19	14.19	NUM
cana-3470	265	20	(	(	PUNCT
cana-3470	265	21	2024	2024	NUM
cana-3470	265	22	):	):	PUNCT
cana-3470	265	23	8735	8735	NUM
cana-3470	265	24	.	.	PUNCT
cana-3470	266	1	[	[	X
cana-3470	266	2	17	17	NUM
cana-3470	266	3	]	]	X
cana-3470	266	4	han	han	PROPN
cana-3470	266	5	,	,	PUNCT
cana-3470	266	6	gwangwoo	gwangwoo	PROPN
cana-3470	266	7	,	,	PUNCT
cana-3470	266	8	et	et	PROPN
cana-3470	266	9	al	al	PROPN
cana-3470	266	10	.	.	PUNCT
cana-3470	267	1	"	"	PUNCT
cana-3470	267	2	data	data	NOUN
cana-3470	267	3	-	-	PUNCT
cana-3470	267	4	driven	drive	VERB
cana-3470	267	5	heat	heat	NOUN
cana-3470	267	6	pump	pump	NOUN
cana-3470	267	7	operation	operation	NOUN
cana-3470	267	8	strategy	strategy	NOUN
cana-3470	267	9	using	use	VERB
cana-3470	267	10	rainbow	rainbow	NOUN
cana-3470	267	11	deep	deep	ADJ
cana-3470	267	12	reinforcement	reinforcement	NOUN
cana-3470	267	13	learning	learning	NOUN
cana-3470	267	14	for	for	ADP
cana-3470	267	15	significant	significant	ADJ
cana-3470	267	16	reduction	reduction	NOUN
cana-3470	267	17	of	of	ADP
cana-3470	267	18	electricity	electricity	NOUN
cana-3470	267	19	cost	cost	NOUN
cana-3470	267	20	.	.	PUNCT
cana-3470	267	21	"	"	PUNCT
cana-3470	268	1	energy	energy	NOUN
cana-3470	268	2	270	270	NUM
cana-3470	268	3	(	(	PUNCT
cana-3470	268	4	2023	2023	NUM
cana-3470	268	5	):	):	PUNCT
cana-3470	268	6	126913	126913	NUM
cana-3470	268	7	.	.	PUNCT
cana-3470	269	1	[	[	X
cana-3470	269	2	18	18	NUM
cana-3470	269	3	]	]	X
cana-3470	269	4	salaorni	salaorni	PROPN
cana-3470	269	5	,	,	PUNCT
cana-3470	269	6	davide	davide	NOUN
cana-3470	269	7	.	.	PUNCT
cana-3470	270	1	"	"	PUNCT
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cana-3470	270	4	-	-	PUNCT
cana-3470	270	5	time	time	NOUN
cana-3470	270	6	control	control	NOUN
cana-3470	270	7	of	of	ADP
cana-3470	270	8	a	a	DET
cana-3470	270	9	water	water	NOUN
cana-3470	270	10	distribution	distribution	NOUN
cana-3470	270	11	system	system	NOUN
cana-3470	270	12	undergoing	undergo	VERB
cana-3470	270	13	cyber	cyber	NOUN
cana-3470	270	14	-	-	PUNCT
cana-3470	270	15	attacks	attack	NOUN
cana-3470	270	16	:	:	PUNCT
cana-3470	270	17	a	a	DET
cana-3470	270	18	reinforcement	reinforcement	NOUN
cana-3470	270	19	learning	learning	NOUN
cana-3470	270	20	.	.	PUNCT
cana-3470	270	21	"	"	PUNCT
cana-3470	271	1	(	(	PUNCT
cana-3470	271	2	2020	2020	NUM
cana-3470	271	3	)	)	PUNCT
cana-3470	271	4	.	.	PUNCT
cana-3470	272	1	[	[	X
cana-3470	272	2	19	19	NUM
cana-3470	272	3	]	]	SYM
cana-3470	272	4	hu	hu	PROPN
cana-3470	272	5	,	,	PUNCT
cana-3470	272	6	chengyu	chengyu	PROPN
cana-3470	272	7	,	,	PUNCT
cana-3470	272	8	et	et	PROPN
cana-3470	272	9	al	al	PROPN
cana-3470	272	10	.	.	PUNCT
cana-3470	273	1	"	"	PUNCT
cana-3470	273	2	multi	multi	ADJ
cana-3470	273	3	-	-	ADJ
cana-3470	273	4	objective	objective	ADJ
cana-3470	273	5	deep	deep	ADJ
cana-3470	273	6	reinforcement	reinforcement	NOUN
cana-3470	273	7	learning	learning	NOUN
cana-3470	273	8	for	for	ADP
cana-3470	273	9	emergency	emergency	NOUN
cana-3470	273	10	scheduling	scheduling	NOUN
cana-3470	273	11	in	in	ADP
cana-3470	273	12	a	a	DET
cana-3470	273	13	water	water	NOUN
cana-3470	273	14	distribution	distribution	NOUN
cana-3470	273	15	network	network	NOUN
cana-3470	273	16	.	.	PUNCT
cana-3470	273	17	"	"	PUNCT
cana-3470	274	1	memetic	memetic	ADJ
cana-3470	274	2	computing	compute	VERB
cana-3470	274	3	14.2	14.2	NUM
cana-3470	274	4	(	(	PUNCT
cana-3470	274	5	2022	2022	NUM
cana-3470	274	6	):	):	PUNCT
cana-3470	274	7	211	211	NUM
cana-3470	274	8	-	-	SYM
cana-3470	274	9	223	223	NUM
cana-3470	274	10	.	.	PUNCT
cana-3470	275	1	[	[	X
cana-3470	275	2	20	20	NUM
cana-3470	275	3	]	]	SYM
cana-3470	275	4	abdalla	abdalla	PROPN
cana-3470	275	5	,	,	PUNCT
cana-3470	275	6	ramez	ramez	NOUN
cana-3470	275	7	,	,	PUNCT
cana-3470	275	8	et	et	PROPN
cana-3470	275	9	al	al	PROPN
cana-3470	275	10	.	.	PUNCT
cana-3470	276	1	"	"	PUNCT
cana-3470	276	2	machine	machine	NOUN
cana-3470	276	3	learning	learn	VERB
cana-3470	276	4	approach	approach	NOUN
cana-3470	276	5	for	for	ADP
cana-3470	276	6	predictive	predictive	ADJ
cana-3470	276	7	maintenance	maintenance	NOUN
cana-3470	276	8	of	of	ADP
cana-3470	276	9	the	the	DET
cana-3470	276	10	electrical	electrical	ADJ
cana-3470	276	11	submersible	submersible	ADJ
cana-3470	276	12	pumps	pump	NOUN
cana-3470	276	13	(	(	PUNCT
cana-3470	276	14	esps	esps	ADJ
cana-3470	276	15	)	)	PUNCT
cana-3470	276	16	.	.	PUNCT
cana-3470	276	17	"	"	PUNCT
cana-3470	277	1	acs	acs	PROPN
cana-3470	277	2	omega	omega	NOUN
cana-3470	277	3	7.21	7.21	NUM
cana-3470	277	4	(	(	PUNCT
cana-3470	277	5	2022	2022	NUM
cana-3470	277	6	):	):	PUNCT
cana-3470	277	7	17641	17641	NUM
cana-3470	277	8	-	-	SYM
cana-3470	277	9	17651	17651	NUM
cana-3470	277	10	.	.	PUNCT
cana-3470	278	1	[	[	X
cana-3470	278	2	21	21	NUM
cana-3470	278	3	]	]	X
cana-3470	278	4	fu	fu	NOUN
cana-3470	278	5	,	,	PUNCT
cana-3470	278	6	qiming	qiming	NOUN
cana-3470	278	7	,	,	PUNCT
cana-3470	278	8	et	et	PROPN
cana-3470	278	9	al	al	PROPN
cana-3470	278	10	.	.	PUNCT
cana-3470	279	1	"	"	PUNCT
cana-3470	279	2	predictive	predictive	ADJ
cana-3470	279	3	control	control	NOUN
cana-3470	279	4	of	of	ADP
cana-3470	279	5	power	power	NOUN
cana-3470	279	6	demand	demand	NOUN
cana-3470	279	7	peak	peak	NOUN
cana-3470	279	8	regulation	regulation	NOUN
cana-3470	279	9	based	base	VERB
cana-3470	279	10	on	on	ADP
cana-3470	279	11	deep	deep	ADJ
cana-3470	279	12	reinforcement	reinforcement	NOUN
cana-3470	279	13	learning	learning	NOUN
cana-3470	279	14	.	.	PUNCT
cana-3470	279	15	"	"	PUNCT
cana-3470	280	1	journal	journal	NOUN
cana-3470	280	2	of	of	ADP
cana-3470	280	3	building	build	VERB
cana-3470	280	4	engineering	engineering	NOUN
cana-3470	280	5	75	75	NUM
cana-3470	280	6	(	(	PUNCT
cana-3470	280	7	2023	2023	NUM
cana-3470	280	8	):	):	PUNCT
cana-3470	280	9	106992	106992	NUM
cana-3470	280	10	.	.	PUNCT
cana-3470	281	1	communications	communication	NOUN
cana-3470	281	2	on	on	ADP
cana-3470	281	3	applied	apply	VERB
cana-3470	281	4	nonlinear	nonlinear	ADJ
cana-3470	281	5	analysis	analysis	NOUN
cana-3470	281	6	issn	issn	NOUN
cana-3470	281	7	:	:	PUNCT
cana-3470	281	8	1074	1074	NUM
cana-3470	281	9	-	-	PUNCT
cana-3470	281	10	133x	133x	NUM
cana-3470	281	11	vol	vol	NOUN
cana-3470	281	12	32	32	NUM
cana-3470	281	13	no	no	NOUN
cana-3470	281	14	.	.	PUNCT
cana-3470	282	1	7s	7	NOUN
cana-3470	282	2	(	(	PUNCT
cana-3470	282	3	2025	2025	NUM
cana-3470	282	4	)	)	PUNCT
cana-3470	282	5	639	639	NUM
cana-3470	282	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3470	283	1	[	[	X
cana-3470	283	2	22	22	NUM
cana-3470	283	3	]	]	X
cana-3470	283	4	tian	tian	ADJ
cana-3470	283	5	,	,	PUNCT
cana-3470	283	6	wenchong	wenchong	PROPN
cana-3470	283	7	,	,	PUNCT
cana-3470	283	8	et	et	PROPN
cana-3470	283	9	al	al	PROPN
cana-3470	283	10	.	.	PUNCT
cana-3470	284	1	"	"	PUNCT
cana-3470	284	2	flooding	flooding	NOUN
cana-3470	284	3	and	and	CCONJ
cana-3470	284	4	overflow	overflow	NOUN
cana-3470	284	5	mitigation	mitigation	NOUN
cana-3470	284	6	using	use	VERB
cana-3470	284	7	deep	deep	ADJ
cana-3470	284	8	reinforcement	reinforcement	NOUN
cana-3470	284	9	learning	learning	NOUN
cana-3470	284	10	based	base	VERB
cana-3470	284	11	on	on	ADP
cana-3470	284	12	koopman	koopman	NOUN
cana-3470	284	13	operator	operator	NOUN
cana-3470	284	14	of	of	ADP
cana-3470	284	15	urban	urban	ADJ
cana-3470	284	16	drainage	drainage	NOUN
cana-3470	284	17	systems	system	NOUN
cana-3470	284	18	.	.	PUNCT
cana-3470	284	19	"	"	PUNCT
cana-3470	285	1	water	water	NOUN
cana-3470	285	2	resources	resource	NOUN
cana-3470	285	3	research	research	VERB
cana-3470	285	4	58.7	58.7	NUM
cana-3470	285	5	(	(	PUNCT
cana-3470	285	6	2022	2022	NUM
cana-3470	285	7	):	):	PUNCT
cana-3470	285	8	e2021wr030939	e2021wr030939	NOUN
cana-3470	285	9	.	.	PUNCT
cana-3470	286	1	[	[	X
cana-3470	286	2	23	23	NUM
cana-3470	286	3	]	]	X
cana-3470	286	4	bingol	bingol	NOUN
cana-3470	286	5	,	,	PUNCT
cana-3470	286	6	mustafa	mustafa	PROPN
cana-3470	286	7	can	can	AUX
cana-3470	286	8	,	,	PUNCT
cana-3470	286	9	and	and	CCONJ
cana-3470	286	10	omur	omur	ADJ
cana-3470	286	11	aydogmus	aydogmus	PROPN
cana-3470	286	12	.	.	PUNCT
cana-3470	287	1	"	"	PUNCT
cana-3470	287	2	a	a	DET
cana-3470	287	3	reinforcement	reinforcement	NOUN
cana-3470	287	4	learning	learning	NOUN
cana-3470	287	5	approach	approach	NOUN
cana-3470	287	6	to	to	ADP
cana-3470	287	7	robust	robust	ADJ
cana-3470	287	8	control	control	NOUN
cana-3470	287	9	in	in	ADP
cana-3470	287	10	an	an	DET
cana-3470	287	11	industrial	industrial	ADJ
cana-3470	287	12	application	application	NOUN
cana-3470	287	13	.	.	PUNCT
cana-3470	287	14	"	"	PUNCT
cana-3470	288	1	arabian	arabian	ADJ
cana-3470	288	2	journal	journal	NOUN
cana-3470	288	3	for	for	ADP
cana-3470	288	4	science	science	NOUN
cana-3470	288	5	and	and	CCONJ
cana-3470	288	6	engineering	engineering	NOUN
cana-3470	288	7	(	(	PUNCT
cana-3470	288	8	2024	2024	NUM
cana-3470	288	9	):	):	PUNCT
cana-3470	288	10	1	1	NUM
cana-3470	288	11	-	-	SYM
cana-3470	288	12	12	12	NUM
cana-3470	288	13	.	.	PUNCT
cana-3470	289	1	[	[	X
cana-3470	289	2	24	24	NUM
cana-3470	289	3	]	]	X
cana-3470	289	4	zhu	zhu	PROPN
cana-3470	289	5	,	,	PUNCT
cana-3470	289	6	taiyu	taiyu	ADV
cana-3470	289	7	,	,	PUNCT
cana-3470	289	8	kezhi	kezhi	PROPN
cana-3470	289	9	li	li	PROPN
cana-3470	289	10	,	,	PUNCT
cana-3470	289	11	and	and	CCONJ
cana-3470	289	12	pantelis	pantelis	PROPN
cana-3470	289	13	georgiou	georgiou	PROPN
cana-3470	289	14	.	.	PUNCT
cana-3470	290	1	"	"	PUNCT
cana-3470	290	2	offline	offline	ADJ
cana-3470	290	3	deep	deep	ADJ
cana-3470	290	4	reinforcement	reinforcement	NOUN
cana-3470	290	5	learning	learning	NOUN
cana-3470	290	6	and	and	CCONJ
cana-3470	290	7	off	off	ADP
cana-3470	290	8	-	-	PUNCT
cana-3470	290	9	policy	policy	NOUN
cana-3470	290	10	evaluation	evaluation	NOUN
cana-3470	290	11	for	for	ADP
cana-3470	290	12	personalized	personalized	ADJ
cana-3470	290	13	basal	basal	NOUN
cana-3470	290	14	insulin	insulin	NOUN
cana-3470	290	15	control	control	NOUN
cana-3470	290	16	in	in	ADP
cana-3470	290	17	type	type	NOUN
cana-3470	290	18	1	1	NUM
cana-3470	290	19	diabetes	diabetes	NOUN
cana-3470	290	20	.	.	PUNCT
cana-3470	290	21	"	"	PUNCT
cana-3470	290	22	ieee	ieee	PROPN
cana-3470	290	23	journal	journal	PROPN
cana-3470	290	24	of	of	ADP
cana-3470	290	25	biomedical	biomedical	ADJ
cana-3470	290	26	and	and	CCONJ
cana-3470	290	27	health	health	NOUN
cana-3470	290	28	informatics	informatic	NOUN
cana-3470	290	29	(	(	PUNCT
cana-3470	290	30	2023	2023	NUM
cana-3470	290	31	)	)	PUNCT
cana-3470	290	32	.	.	PUNCT
cana-3470	291	1	[	[	X
cana-3470	291	2	25	25	NUM
cana-3470	291	3	]	]	X
cana-3470	291	4	p.	p.	NOUN
cana-3470	291	5	patro	patro	PROPN
cana-3470	291	6	,	,	PUNCT
cana-3470	291	7	r.	r.	PROPN
cana-3470	291	8	azhagumurugan	azhagumurugan	PROPN
cana-3470	291	9	,	,	PUNCT
cana-3470	291	10	r.	r.	PROPN
cana-3470	291	11	sathya	sathya	PROPN
cana-3470	291	12	,	,	PUNCT
cana-3470	291	13	k.	k.	PROPN
cana-3470	291	14	kumar	kumar	PROPN
cana-3470	291	15	,	,	PUNCT
cana-3470	291	16	t.	t.	PROPN
cana-3470	291	17	r.	r.	PROPN
cana-3470	291	18	kumar	kumar	PROPN
cana-3470	291	19	and	and	CCONJ
cana-3470	291	20	m.	m.	PROPN
cana-3470	291	21	v.	v.	PROPN
cana-3470	291	22	s.	s.	PROPN
cana-3470	291	23	babu	babu	PROPN
cana-3470	291	24	,	,	PUNCT
cana-3470	291	25	"	"	PUNCT
cana-3470	291	26	a	a	DET
cana-3470	291	27	hybrid	hybrid	ADJ
cana-3470	291	28	approach	approach	NOUN
cana-3470	291	29	estimates	estimate	VERB
cana-3470	291	30	the	the	DET
cana-3470	291	31	real	real	ADJ
cana-3470	291	32	-	-	PUNCT
cana-3470	291	33	time	time	NOUN
cana-3470	291	34	health	health	NOUN
cana-3470	291	35	state	state	NOUN
cana-3470	291	36	of	of	ADP
cana-3470	291	37	a	a	DET
cana-3470	291	38	bearing	bearing	NOUN
cana-3470	291	39	by	by	ADP
cana-3470	291	40	accelerated	accelerate	VERB
cana-3470	291	41	degradation	degradation	NOUN
cana-3470	291	42	tests	test	NOUN
cana-3470	291	43	,	,	PUNCT
cana-3470	291	44	machine	machine	NOUN
cana-3470	291	45	learning	learning	NOUN
cana-3470	291	46	,	,	PUNCT
cana-3470	291	47	"	"	PUNCT
cana-3470	291	48	2021	2021	NUM
cana-3470	291	49	second	second	ADJ
cana-3470	291	50	international	international	ADJ
cana-3470	291	51	conference	conference	NOUN
cana-3470	291	52	on	on	ADP
cana-3470	291	53	smart	smart	ADJ
cana-3470	291	54	technologies	technology	NOUN
cana-3470	291	55	in	in	ADP
cana-3470	291	56	computing	computing	NOUN
cana-3470	291	57	,	,	PUNCT
cana-3470	291	58	electrical	electrical	ADJ
cana-3470	291	59	and	and	CCONJ
cana-3470	291	60	electronics	electronics	NOUN
cana-3470	291	61	(	(	PUNCT
cana-3470	291	62	icstcee	icstcee	NOUN
cana-3470	291	63	)	)	PUNCT
cana-3470	291	64	,	,	PUNCT
cana-3470	291	65	bengaluru	bengaluru	PROPN
cana-3470	291	66	,	,	PUNCT
cana-3470	291	67	india	india	PROPN
cana-3470	291	68	,	,	PUNCT
cana-3470	291	69	2021	2021	NUM
cana-3470	291	70	,	,	PUNCT
cana-3470	291	71	pp	pp	ADJ
cana-3470	291	72	.	.	PUNCT
cana-3470	292	1	1	1	NUM
cana-3470	292	2	-	-	SYM
cana-3470	292	3	9	9	NUM
cana-3470	292	4	,	,	PUNCT
cana-3470	292	5	doi	doi	NOUN
cana-3470	292	6	:	:	PUNCT
cana-3470	292	7	10.1109	10.1109	NUM
cana-3470	292	8	/	/	SYM
cana-3470	292	9	icstcee54422.2021.9708591	icstcee54422.2021.9708591	PROPN
cana-3470	292	10	.	.	PUNCT