id	sid	tid	token	lemma	pos
cana-3144	1	1	communications	communication	NOUN
cana-3144	1	2	on	on	ADP
cana-3144	1	3	applied	apply	VERB
cana-3144	1	4	nonlinear	nonlinear	ADJ
cana-3144	1	5	analysis	analysis	NOUN
cana-3144	1	6	issn	issn	NOUN
cana-3144	1	7	:	:	PUNCT
cana-3144	1	8	1074	1074	NUM
cana-3144	1	9	-	-	PUNCT
cana-3144	1	10	133x	133x	NUM
cana-3144	1	11	vol	vol	NOUN
cana-3144	1	12	32	32	NUM
cana-3144	1	13	no	no	NOUN
cana-3144	1	14	.	.	PUNCT
cana-3144	2	1	5s	5s	NUM
cana-3144	2	2	(	(	PUNCT
cana-3144	2	3	2025	2025	NUM
cana-3144	2	4	)	)	PUNCT
cana-3144	2	5	469	469	NUM
cana-3144	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	2	7	real	real	ADJ
cana-3144	2	8	time	time	NOUN
cana-3144	2	9	monitoring	monitoring	NOUN
cana-3144	2	10	and	and	CCONJ
cana-3144	2	11	control	control	NOUN
cana-3144	2	12	of	of	ADP
cana-3144	2	13	pump	pump	NOUN
cana-3144	2	14	by	by	ADP
cana-3144	2	15	deep	deep	ADJ
cana-3144	2	16	reinforcement	reinforcement	NOUN
cana-3144	2	17	learning	learning	PROPN
cana-3144	2	18	dr	dr	PROPN
cana-3144	2	19	.	.	PROPN
cana-3144	2	20	paromita	paromita	PROPN
cana-3144	2	21	goswami	goswami	PROPN
cana-3144	2	22	1	1	NUM
cana-3144	2	23	,	,	PUNCT
cana-3144	2	24	r	r	NOUN
cana-3144	2	25	shalini	shalini	NOUN
cana-3144	2	26	2	2	NUM
cana-3144	2	27	,	,	PUNCT
cana-3144	2	28	dr.m.v.rajesh	dr.m.v.rajesh	NOUN
cana-3144	2	29	3	3	NUM
cana-3144	2	30	,	,	PUNCT
cana-3144	2	31	rashmi	rashmi	PROPN
cana-3144	2	32	hegde	hegde	PROPN
cana-3144	2	33	4	4	NUM
cana-3144	2	34	,	,	PUNCT
cana-3144	2	35	dr.s.suma	dr.s.suma	PROPN
cana-3144	2	36	christal	christal	PROPN
cana-3144	2	37	mary	mary	PROPN
cana-3144	2	38	sundararajan	sundararajan	PROPN
cana-3144	2	39	5	5	NUM
cana-3144	2	40	,	,	PUNCT
cana-3144	2	41	dr	dr	PROPN
cana-3144	2	42	.	.	PROPN
cana-3144	2	43	bramah	bramah	PROPN
cana-3144	2	44	hazela	hazela	PROPN
cana-3144	2	45	6	6	NUM
cana-3144	2	46	1	1	NUM
cana-3144	2	47	department	department	NOUN
cana-3144	2	48	of	of	ADP
cana-3144	2	49	computer	computer	NOUN
cana-3144	2	50	engineering	engineering	NOUN
cana-3144	2	51	and	and	CCONJ
cana-3144	2	52	applications	application	NOUN
cana-3144	2	53	,	,	PUNCT
cana-3144	2	54	gla	gla	PROPN
cana-3144	2	55	university	university	PROPN
cana-3144	2	56	,	,	PUNCT
cana-3144	2	57	mathura	mathura	PROPN
cana-3144	2	58	,	,	PUNCT
cana-3144	2	59	india	india	PROPN
cana-3144	2	60	.	.	PUNCT
cana-3144	3	1	mcanbu.16@gmail.com	mcanbu.16@gmail.com	PROPN
cana-3144	3	2	2	2	NUM
cana-3144	3	3	department	department	NOUN
cana-3144	3	4	of	of	ADP
cana-3144	3	5	computer	computer	NOUN
cana-3144	3	6	science	science	NOUN
cana-3144	3	7	and	and	CCONJ
cana-3144	3	8	engineering	engineering	NOUN
cana-3144	3	9	,	,	PUNCT
cana-3144	3	10	koneru	koneru	PROPN
cana-3144	3	11	lakshmaiah	lakshmaiah	PROPN
cana-3144	3	12	education	education	PROPN
cana-3144	3	13	foundation	foundation	PROPN
cana-3144	3	14	,	,	PUNCT
cana-3144	3	15	green	green	PROPN
cana-3144	3	16	fileds	fileds	PROPN
cana-3144	3	17	,	,	PUNCT
cana-3144	3	18	vaddeswaram	vaddeswaram	PROPN
cana-3144	3	19	,	,	PUNCT
cana-3144	3	20	india	india	PROPN
cana-3144	3	21	.	.	PUNCT
cana-3144	4	1	spshalinikaran@kluniversity.in	spshalinikaran@kluniversity.in	PROPN
cana-3144	4	2	3	3	NUM
cana-3144	4	3	department	department	NOUN
cana-3144	4	4	of	of	ADP
cana-3144	4	5	it	it	PRON
cana-3144	4	6	,	,	PUNCT
cana-3144	4	7	aditya	aditya	PROPN
cana-3144	4	8	university	university	PROPN
cana-3144	4	9	,	,	PUNCT
cana-3144	4	10	surampalem	surampalem	NOUN
cana-3144	4	11	,	,	PUNCT
cana-3144	4	12	india	india	PROPN
cana-3144	4	13	,	,	PUNCT
cana-3144	4	14	rajesh.masina@adityauniversity.in	rajesh.masina@adityauniversity.in	VERB
cana-3144	4	15	4	4	NUM
cana-3144	4	16	nitte	nitte	NOUN
cana-3144	4	17	(	(	PUNCT
cana-3144	4	18	deemed	deem	VERB
cana-3144	4	19	to	to	PART
cana-3144	4	20	be	be	AUX
cana-3144	4	21	university	university	NOUN
cana-3144	4	22	)	)	PUNCT
cana-3144	4	23	,	,	PUNCT
cana-3144	4	24	nmam	nmam	PROPN
cana-3144	4	25	institute	institute	PROPN
cana-3144	4	26	of	of	ADP
cana-3144	4	27	technology	technology	PROPN
cana-3144	4	28	,	,	PUNCT
cana-3144	4	29	nitte	nitte	NOUN
cana-3144	4	30	,	,	PUNCT
cana-3144	4	31	karkala	karkala	PROPN
cana-3144	4	32	,	,	PUNCT
cana-3144	4	33	india	india	PROPN
cana-3144	4	34	.	.	PROPN
cana-3144	5	1	rashmihegde@nitte.edu.in	rashmihegde@nitte.edu.in	PROPN
cana-3144	5	2	5	5	NUM
cana-3144	5	3	department	department	NOUN
cana-3144	5	4	of	of	ADP
cana-3144	5	5	information	information	NOUN
cana-3144	5	6	technology	technology	NOUN
cana-3144	5	7	,	,	PUNCT
cana-3144	5	8	panimalar	panimalar	ADJ
cana-3144	5	9	engineering	engineering	NOUN
cana-3144	5	10	college	college	NOUN
cana-3144	5	11	,	,	PUNCT
cana-3144	5	12	poonamalle	poonamalle	NOUN
cana-3144	5	13	,	,	PUNCT
cana-3144	5	14	chennai	chennai	PROPN
cana-3144	5	15	,	,	PUNCT
cana-3144	5	16	india	india	PROPN
cana-3144	5	17	.	.	PUNCT
cana-3144	6	1	sumasheyalin@gmail.com	sumasheyalin@gmail.com	NOUN
cana-3144	6	2	6	6	NUM
cana-3144	6	3	amity	amity	NOUN
cana-3144	6	4	school	school	NOUN
cana-3144	6	5	of	of	ADP
cana-3144	6	6	engineering	engineering	NOUN
cana-3144	6	7	&	&	CCONJ
cana-3144	6	8	technology	technology	PROPN
cana-3144	6	9	,	,	PUNCT
cana-3144	6	10	amity	amity	NOUN
cana-3144	6	11	university	university	PROPN
cana-3144	6	12	uttar	uttar	PROPN
cana-3144	6	13	pradesh	pradesh	PROPN
cana-3144	6	14	,	,	PUNCT
cana-3144	6	15	lucknow	lucknow	PROPN
cana-3144	6	16	campus	campus	PROPN
cana-3144	6	17	,	,	PUNCT
cana-3144	6	18	lucknow	lucknow	PROPN
cana-3144	6	19	,	,	PUNCT
cana-3144	6	20	india	india	PROPN
cana-3144	6	21	.	.	PUNCT
cana-3144	7	1	bramahhazela77@gmail.com	bramahhazela77@gmail.com	X
cana-3144	7	2	article	article	NOUN
cana-3144	7	3	history	history	NOUN
cana-3144	7	4	:	:	PUNCT
cana-3144	7	5	received	receive	VERB
cana-3144	7	6	:	:	PUNCT
cana-3144	7	7	12	12	NUM
cana-3144	7	8	-	-	SYM
cana-3144	7	9	10	10	NUM
cana-3144	7	10	-	-	PUNCT
cana-3144	7	11	2024	2024	NUM
cana-3144	7	12	revised	revise	VERB
cana-3144	7	13	:	:	PUNCT
cana-3144	7	14	28	28	NUM
cana-3144	7	15	-	-	SYM
cana-3144	7	16	11	11	NUM
cana-3144	7	17	-	-	PUNCT
cana-3144	7	18	2024	2024	NUM
cana-3144	7	19	accepted	accept	VERB
cana-3144	7	20	:	:	PUNCT
cana-3144	7	21	09	09	NUM
cana-3144	7	22	-	-	SYM
cana-3144	7	23	12	12	NUM
cana-3144	7	24	-	-	PUNCT
cana-3144	7	25	2024	2024	NUM
cana-3144	7	26	abstract	abstract	NOUN
cana-3144	7	27	:	:	PUNCT
cana-3144	7	28	flood	flood	NOUN
cana-3144	7	29	prevention	prevention	NOUN
cana-3144	7	30	is	be	AUX
cana-3144	7	31	aided	aid	VERB
cana-3144	7	32	by	by	ADP
cana-3144	7	33	rainwater	rainwater	NOUN
cana-3144	7	34	pumping	pumping	NOUN
cana-3144	7	35	stations	station	NOUN
cana-3144	7	36	situated	situate	VERB
cana-3144	7	37	close	close	ADV
cana-3144	7	38	to	to	ADP
cana-3144	7	39	cities	city	NOUN
cana-3144	7	40	or	or	CCONJ
cana-3144	7	41	agricultural	agricultural	ADJ
cana-3144	7	42	regions	region	NOUN
cana-3144	7	43	.	.	PUNCT
cana-3144	8	1	these	these	DET
cana-3144	8	2	stations	station	NOUN
cana-3144	8	3	activate	activate	VERB
cana-3144	8	4	a	a	DET
cana-3144	8	5	suitable	suitable	ADJ
cana-3144	8	6	number	number	NOUN
cana-3144	8	7	of	of	ADP
cana-3144	8	8	pumps	pump	NOUN
cana-3144	8	9	,	,	PUNCT
cana-3144	8	10	each	each	PRON
cana-3144	8	11	with	with	ADP
cana-3144	8	12	a	a	DET
cana-3144	8	13	different	different	ADJ
cana-3144	8	14	capacity	capacity	NOUN
cana-3144	8	15	,	,	PUNCT
cana-3144	8	16	in	in	ADP
cana-3144	8	17	response	response	NOUN
cana-3144	8	18	to	to	ADP
cana-3144	8	19	the	the	DET
cana-3144	8	20	actual	actual	ADJ
cana-3144	8	21	amount	amount	NOUN
cana-3144	8	22	of	of	ADP
cana-3144	8	23	rainwater	rainwater	NOUN
cana-3144	8	24	that	that	PRON
cana-3144	8	25	is	be	AUX
cana-3144	8	26	falling	fall	VERB
cana-3144	8	27	.	.	PUNCT
cana-3144	9	1	unfortunately	unfortunately	ADV
cana-3144	9	2	,	,	PUNCT
cana-3144	9	3	effective	effective	ADJ
cana-3144	9	4	control	control	NOUN
cana-3144	9	5	is	be	AUX
cana-3144	9	6	typically	typically	ADV
cana-3144	9	7	lacking	lack	VERB
cana-3144	9	8	when	when	SCONJ
cana-3144	9	9	rule	rule	NOUN
cana-3144	9	10	-	-	PUNCT
cana-3144	9	11	based	base	VERB
cana-3144	9	12	pump	pump	NOUN
cana-3144	9	13	operations	operation	NOUN
cana-3144	9	14	are	be	AUX
cana-3144	9	15	used	use	VERB
cana-3144	9	16	in	in	ADP
cana-3144	9	17	isolation	isolation	NOUN
cana-3144	9	18	to	to	PART
cana-3144	9	19	monitor	monitor	VERB
cana-3144	9	20	basin	basin	NOUN
cana-3144	9	21	water	water	NOUN
cana-3144	9	22	levels	level	NOUN
cana-3144	9	23	.	.	PUNCT
cana-3144	10	1	diminishing	diminish	VERB
cana-3144	10	2	the	the	DET
cana-3144	10	3	number	number	NOUN
cana-3144	10	4	of	of	ADP
cana-3144	10	5	switches	switch	NOUN
cana-3144	10	6	that	that	PRON
cana-3144	10	7	is	be	AUX
cana-3144	10	8	on	on	ADP
cana-3144	10	9	or	or	CCONJ
cana-3144	10	10	off	off	ADV
cana-3144	10	11	for	for	ADP
cana-3144	10	12	the	the	DET
cana-3144	10	13	pumps	pump	NOUN
cana-3144	10	14	at	at	ADP
cana-3144	10	15	rainfall	rainfall	NOUN
cana-3144	10	16	stations	station	NOUN
cana-3144	10	17	is	be	AUX
cana-3144	10	18	just	just	ADV
cana-3144	10	19	as	as	ADV
cana-3144	10	20	important	important	ADJ
cana-3144	10	21	as	as	ADP
cana-3144	10	22	keeping	keep	VERB
cana-3144	10	23	the	the	DET
cana-3144	10	24	maximum	maximum	ADJ
cana-3144	10	25	water	water	NOUN
cana-3144	10	26	level	level	NOUN
cana-3144	10	27	low	low	ADJ
cana-3144	10	28	to	to	PART
cana-3144	10	29	avoid	avoid	VERB
cana-3144	10	30	floods	flood	NOUN
cana-3144	10	31	.	.	PUNCT
cana-3144	11	1	pump	pump	NOUN
cana-3144	11	2	switch	switch	NOUN
cana-3144	11	3	frequency	frequency	NOUN
cana-3144	11	4	reduction	reduction	NOUN
cana-3144	11	5	reduces	reduce	VERB
cana-3144	11	6	maintenance	maintenance	NOUN
cana-3144	11	7	expenses	expense	NOUN
cana-3144	11	8	by	by	ADP
cana-3144	11	9	lowering	lower	VERB
cana-3144	11	10	the	the	DET
cana-3144	11	11	chance	chance	NOUN
cana-3144	11	12	of	of	ADP
cana-3144	11	13	mechanical	mechanical	ADJ
cana-3144	11	14	failure	failure	NOUN
cana-3144	11	15	.	.	PUNCT
cana-3144	12	1	this	this	DET
cana-3144	12	2	paper	paper	NOUN
cana-3144	12	3	presents	present	VERB
cana-3144	12	4	a	a	DET
cana-3144	12	5	method	method	NOUN
cana-3144	12	6	for	for	ADP
cana-3144	12	7	operating	operating	NOUN
cana-3144	12	8	rainwater	rainwater	NOUN
cana-3144	12	9	pumping	pumping	NOUN
cana-3144	12	10	stations	station	NOUN
cana-3144	12	11	in	in	ADP
cana-3144	12	12	real	real	ADJ
cana-3144	12	13	-	-	PUNCT
cana-3144	12	14	time	time	NOUN
cana-3144	12	15	utilizing	utilize	VERB
cana-3144	12	16	deep	deep	ADJ
cana-3144	12	17	reinforcement	reinforcement	NOUN
cana-3144	12	18	learning	learning	NOUN
cana-3144	12	19	(	(	PUNCT
cana-3144	12	20	drl	drl	PROPN
cana-3144	12	21	)	)	PUNCT
cana-3144	12	22	.	.	PUNCT
cana-3144	13	1	the	the	DET
cana-3144	13	2	goal	goal	NOUN
cana-3144	13	3	is	be	AUX
cana-3144	13	4	to	to	PART
cana-3144	13	5	meet	meet	VERB
cana-3144	13	6	all	all	PRON
cana-3144	13	7	of	of	ADP
cana-3144	13	8	these	these	DET
cana-3144	13	9	operational	operational	ADJ
cana-3144	13	10	requirements	requirement	NOUN
cana-3144	13	11	at	at	ADP
cana-3144	13	12	the	the	DET
cana-3144	13	13	same	same	ADJ
cana-3144	13	14	time	time	NOUN
cana-3144	13	15	,	,	PUNCT
cana-3144	13	16	using	use	VERB
cana-3144	13	17	only	only	ADJ
cana-3144	13	18	data	datum	NOUN
cana-3144	13	19	that	that	PRON
cana-3144	13	20	is	be	AUX
cana-3144	13	21	presently	presently	ADV
cana-3144	13	22	noticeable	noticeable	ADJ
cana-3144	13	23	like	like	ADP
cana-3144	13	24	inflow	inflow	NOUN
cana-3144	13	25	,	,	PUNCT
cana-3144	13	26	rainfall	rainfall	NOUN
cana-3144	13	27	,	,	PUNCT
cana-3144	13	28	place	place	NOUN
cana-3144	13	29	of	of	ADP
cana-3144	13	30	storage	storage	NOUN
cana-3144	13	31	amount	amount	NOUN
cana-3144	13	32	,	,	PUNCT
cana-3144	13	33	water	water	NOUN
cana-3144	13	34	level	level	NOUN
cana-3144	13	35	basin	basin	NOUN
cana-3144	13	36	and	and	CCONJ
cana-3144	13	37	outflow	outflow	NOUN
cana-3144	13	38	.	.	PUNCT
cana-3144	14	1	it	it	PRON
cana-3144	14	2	was	be	AUX
cana-3144	14	3	trained	train	VERB
cana-3144	14	4	using	use	VERB
cana-3144	14	5	simulated	simulate	VERB
cana-3144	14	6	rainfall	rainfall	NOUN
cana-3144	14	7	data	datum	NOUN
cana-3144	14	8	created	create	VERB
cana-3144	14	9	using	use	VERB
cana-3144	14	10	the	the	DET
cana-3144	14	11	huff	huff	NOUN
cana-3144	14	12	technique	technique	NOUN
cana-3144	14	13	with	with	ADP
cana-3144	14	14	different	different	ADJ
cana-3144	14	15	return	return	NOUN
cana-3144	14	16	periods	period	NOUN
cana-3144	14	17	and	and	CCONJ
cana-3144	14	18	durations	duration	NOUN
cana-3144	14	19	.	.	PUNCT
cana-3144	15	1	experiments	experiment	NOUN
cana-3144	15	2	were	be	AUX
cana-3144	15	3	carried	carry	VERB
cana-3144	15	4	out	out	ADP
cana-3144	15	5	using	use	VERB
cana-3144	15	6	the	the	DET
cana-3144	15	7	storm	storm	NOUN
cana-3144	15	8	water	water	NOUN
cana-3144	15	9	management	management	NOUN
cana-3144	15	10	model	model	NOUN
cana-3144	15	11	(	(	PUNCT
cana-3144	15	12	swmm	swmm	NOUN
cana-3144	15	13	)	)	PUNCT
cana-3144	15	14	,	,	PUNCT
cana-3144	15	15	which	which	PRON
cana-3144	15	16	was	be	AUX
cana-3144	15	17	set	set	VERB
cana-3144	15	18	up	up	ADP
cana-3144	15	19	to	to	PART
cana-3144	15	20	mimic	mimic	VERB
cana-3144	15	21	the	the	DET
cana-3144	15	22	rainwater	rainwater	NOUN
cana-3144	15	23	pumping	pumping	NOUN
cana-3144	15	24	station	station	NOUN
cana-3144	15	25	.	.	PUNCT
cana-3144	16	1	next	next	ADV
cana-3144	16	2	,	,	PUNCT
cana-3144	16	3	the	the	DET
cana-3144	16	4	suggested	suggest	VERB
cana-3144	16	5	drl	drl	PROPN
cana-3144	16	6	model	model	PROPN
cana-3144	16	7	's	's	PART
cana-3144	16	8	efficiency	efficiency	NOUN
cana-3144	16	9	was	be	AUX
cana-3144	16	10	contrasted	contrast	VERB
cana-3144	16	11	with	with	ADP
cana-3144	16	12	the	the	DET
cana-3144	16	13	station	station	NOUN
cana-3144	16	14	's	's	PART
cana-3144	16	15	present	present	ADJ
cana-3144	16	16	rule	rule	NOUN
cana-3144	16	17	-	-	PUNCT
cana-3144	16	18	based	base	VERB
cana-3144	16	19	pump	pump	NOUN
cana-3144	16	20	operation	operation	NOUN
cana-3144	16	21	.	.	PUNCT
cana-3144	17	1	keywords	keyword	NOUN
cana-3144	17	2	:	:	PUNCT
cana-3144	17	3	rainwater	rainwater	NOUN
cana-3144	17	4	pumping	pumping	NOUN
cana-3144	17	5	station	station	NOUN
cana-3144	17	6	,	,	PUNCT
cana-3144	17	7	floods	flood	NOUN
cana-3144	17	8	,	,	PUNCT
cana-3144	17	9	drl	drl	PROPN
cana-3144	17	10	,	,	PUNCT
cana-3144	17	11	rainfall	rainfall	NOUN
cana-3144	17	12	,	,	PUNCT
cana-3144	17	13	swmm	swmm	NOUN
cana-3144	17	14	.	.	PUNCT
cana-3144	18	1	1	1	X
cana-3144	18	2	.	.	X
cana-3144	18	3	introduction	introduction	NOUN
cana-3144	18	4	rainfall	rainfall	NOUN
cana-3144	18	5	in	in	ADP
cana-3144	18	6	metropolitan	metropolitan	ADJ
cana-3144	18	7	centres	centre	NOUN
cana-3144	18	8	and	and	CCONJ
cana-3144	18	9	adjacent	adjacent	ADJ
cana-3144	18	10	regions	region	NOUN
cana-3144	18	11	follows	follow	VERB
cana-3144	18	12	intricate	intricate	ADJ
cana-3144	18	13	drainage	drainage	NOUN
cana-3144	18	14	patterns	pattern	NOUN
cana-3144	18	15	before	before	ADP
cana-3144	18	16	reaching	reach	VERB
cana-3144	18	17	rivers	river	NOUN
cana-3144	18	18	[	[	X
cana-3144	18	19	1	1	NUM
cana-3144	18	20	]	]	PUNCT
cana-3144	18	21	.	.	PUNCT
cana-3144	19	1	however	however	ADV
cana-3144	19	2	,	,	PUNCT
cana-3144	19	3	direct	direct	ADJ
cana-3144	19	4	input	input	NOUN
cana-3144	19	5	into	into	ADP
cana-3144	19	6	rivers	river	NOUN
cana-3144	19	7	after	after	SCONJ
cana-3144	19	8	a	a	DET
cana-3144	19	9	quick	quick	ADJ
cana-3144	19	10	rain	rain	NOUN
cana-3144	19	11	might	might	AUX
cana-3144	19	12	flood	flood	VERB
cana-3144	19	13	nearby	nearby	ADJ
cana-3144	19	14	regions	region	NOUN
cana-3144	19	15	,	,	PUNCT
cana-3144	19	16	inflicting	inflict	VERB
cana-3144	19	17	major	major	ADJ
cana-3144	19	18	damage	damage	NOUN
cana-3144	19	19	[	[	X
cana-3144	19	20	2	2	NUM
cana-3144	19	21	]	]	PUNCT
cana-3144	19	22	.	.	PUNCT
cana-3144	20	1	climate	climate	NOUN
cana-3144	20	2	change	change	NOUN
cana-3144	20	3	has	have	AUX
cana-3144	20	4	increased	increase	VERB
cana-3144	20	5	the	the	DET
cana-3144	20	6	frequency	frequency	NOUN
cana-3144	20	7	of	of	ADP
cana-3144	20	8	severe	severe	ADJ
cana-3144	20	9	rainfall	rainfall	NOUN
cana-3144	20	10	,	,	PUNCT
cana-3144	20	11	leading	lead	VERB
cana-3144	20	12	to	to	ADP
cana-3144	20	13	significant	significant	ADJ
cana-3144	20	14	flood	flood	NOUN
cana-3144	20	15	damage	damage	NOUN
cana-3144	20	16	that	that	PRON
cana-3144	20	17	burdens	burden	VERB
cana-3144	20	18	national	national	ADJ
cana-3144	20	19	economies	economy	NOUN
cana-3144	20	20	[	[	X
cana-3144	20	21	3	3	NUM
cana-3144	20	22	]	]	PUNCT
cana-3144	20	23	.	.	PUNCT
cana-3144	21	1	the	the	DET
cana-3144	21	2	installation	installation	NOUN
cana-3144	21	3	and	and	CCONJ
cana-3144	21	4	operation	operation	NOUN
cana-3144	21	5	of	of	ADP
cana-3144	21	6	rainwater	rainwater	NOUN
cana-3144	21	7	pumping	pumping	NOUN
cana-3144	21	8	stations	station	NOUN
cana-3144	21	9	serves	serve	VERB
cana-3144	21	10	as	as	ADP
cana-3144	21	11	a	a	DET
cana-3144	21	12	buffer	buffer	NOUN
cana-3144	21	13	to	to	PART
cana-3144	21	14	reduce	reduce	VERB
cana-3144	21	15	the	the	DET
cana-3144	21	16	likelihood	likelihood	NOUN
cana-3144	21	17	of	of	ADP
cana-3144	21	18	flooding	flood	VERB
cana-3144	21	19	in	in	ADP
cana-3144	21	20	regions	region	NOUN
cana-3144	21	21	that	that	PRON
cana-3144	21	22	are	be	AUX
cana-3144	21	23	next	next	ADJ
cana-3144	21	24	to	to	ADP
cana-3144	21	25	rivers	river	NOUN
cana-3144	21	26	[	[	X
cana-3144	21	27	4	4	NUM
cana-3144	21	28	]	]	PUNCT
cana-3144	21	29	.	.	PUNCT
cana-3144	22	1	by	by	ADP
cana-3144	22	2	discharging	discharge	VERB
cana-3144	22	3	collected	collect	VERB
cana-3144	22	4	rainfall	rainfall	NOUN
cana-3144	22	5	into	into	ADP
cana-3144	22	6	retention	retention	NOUN
cana-3144	22	7	basins	basin	NOUN
cana-3144	22	8	,	,	PUNCT
cana-3144	22	9	these	these	DET
cana-3144	22	10	pumping	pumping	NOUN
cana-3144	22	11	stations	station	NOUN
cana-3144	22	12	successfully	successfully	ADV
cana-3144	22	13	avoid	avoid	VERB
cana-3144	22	14	river	river	NOUN
cana-3144	22	15	overflow	overflow	NOUN
cana-3144	22	16	and	and	CCONJ
cana-3144	22	17	flood	flood	NOUN
cana-3144	22	18	damage	damage	NOUN
cana-3144	22	19	.	.	PUNCT
cana-3144	23	1	the	the	DET
cana-3144	23	2	capabilities	capability	NOUN
cana-3144	23	3	of	of	ADP
cana-3144	23	4	the	the	DET
cana-3144	23	5	pumps	pump	NOUN
cana-3144	23	6	vary	vary	VERB
cana-3144	23	7	according	accord	VERB
cana-3144	23	8	to	to	ADP
cana-3144	23	9	communications	communication	NOUN
cana-3144	23	10	on	on	ADP
cana-3144	23	11	applied	apply	VERB
cana-3144	23	12	nonlinear	nonlinear	ADJ
cana-3144	23	13	analysis	analysis	NOUN
cana-3144	23	14	issn	issn	NOUN
cana-3144	23	15	:	:	PUNCT
cana-3144	23	16	1074	1074	NUM
cana-3144	23	17	-	-	PUNCT
cana-3144	23	18	133x	133x	NUM
cana-3144	23	19	vol	vol	NOUN
cana-3144	23	20	32	32	NUM
cana-3144	23	21	no	no	NOUN
cana-3144	23	22	.	.	PUNCT
cana-3144	24	1	5s	5s	NUM
cana-3144	24	2	(	(	PUNCT
cana-3144	24	3	2025	2025	NUM
cana-3144	24	4	)	)	PUNCT
cana-3144	24	5	470	470	NUM
cana-3144	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	24	7	their	their	PRON
cana-3144	24	8	size	size	NOUN
cana-3144	24	9	[	[	X
cana-3144	24	10	5	5	NUM
cana-3144	24	11	-	-	SYM
cana-3144	24	12	7	7	NUM
cana-3144	24	13	]	]	PUNCT
cana-3144	24	14	.	.	PUNCT
cana-3144	25	1	in	in	ADP
cana-3144	25	2	order	order	NOUN
cana-3144	25	3	to	to	PART
cana-3144	25	4	activate	activate	VERB
cana-3144	25	5	or	or	CCONJ
cana-3144	25	6	deactivate	deactivate	VERB
cana-3144	25	7	the	the	DET
cana-3144	25	8	pumps	pump	NOUN
cana-3144	25	9	at	at	ADP
cana-3144	25	10	rainwater	rainwater	NOUN
cana-3144	25	11	pumping	pumping	NOUN
cana-3144	25	12	stations	station	NOUN
cana-3144	25	13	[	[	X
cana-3144	25	14	8	8	NUM
cana-3144	25	15	]	]	PUNCT
cana-3144	25	16	,	,	PUNCT
cana-3144	25	17	the	the	DET
cana-3144	25	18	majority	majority	NOUN
cana-3144	25	19	of	of	ADP
cana-3144	25	20	these	these	DET
cana-3144	25	21	systems	system	NOUN
cana-3144	25	22	employ	employ	VERB
cana-3144	25	23	a	a	DET
cana-3144	25	24	rule	rule	NOUN
cana-3144	25	25	-	-	PUNCT
cana-3144	25	26	based	base	VERB
cana-3144	25	27	approach	approach	NOUN
cana-3144	25	28	that	that	PRON
cana-3144	25	29	takes	take	VERB
cana-3144	25	30	into	into	ADP
cana-3144	25	31	account	account	NOUN
cana-3144	25	32	the	the	DET
cana-3144	25	33	retention	retention	NOUN
cana-3144	25	34	basin	basin	NOUN
cana-3144	25	35	's	's	PART
cana-3144	25	36	water	water	NOUN
cana-3144	25	37	level	level	NOUN
cana-3144	25	38	[	[	X
cana-3144	25	39	9	9	NUM
cana-3144	25	40	]	]	PUNCT
cana-3144	25	41	.	.	PUNCT
cana-3144	26	1	localized	localize	VERB
cana-3144	26	2	heavy	heavy	ADJ
cana-3144	26	3	rains	rain	NOUN
cana-3144	26	4	are	be	AUX
cana-3144	26	5	becoming	become	VERB
cana-3144	26	6	more	more	ADV
cana-3144	26	7	common	common	ADJ
cana-3144	26	8	as	as	ADP
cana-3144	26	9	a	a	DET
cana-3144	26	10	result	result	NOUN
cana-3144	26	11	of	of	ADP
cana-3144	26	12	climate	climate	NOUN
cana-3144	26	13	change	change	NOUN
cana-3144	26	14	,	,	PUNCT
cana-3144	26	15	and	and	CCONJ
cana-3144	26	16	basic	basic	ADJ
cana-3144	26	17	operations	operation	NOUN
cana-3144	26	18	based	base	VERB
cana-3144	26	19	on	on	ADP
cana-3144	26	20	rule	rule	NOUN
cana-3144	26	21	that	that	PRON
cana-3144	26	22	depend	depend	VERB
cana-3144	26	23	on	on	ADP
cana-3144	26	24	levels	level	NOUN
cana-3144	26	25	of	of	ADP
cana-3144	26	26	water	water	NOUN
cana-3144	26	27	or	or	CCONJ
cana-3144	26	28	physical	physical	ADJ
cana-3144	26	29	management	management	NOUN
cana-3144	26	30	built	build	VERB
cana-3144	26	31	on	on	ADP
cana-3144	26	32	operator	operator	NOUN
cana-3144	26	33	expertise	expertise	NOUN
cana-3144	26	34	are	be	AUX
cana-3144	26	35	n't	not	PART
cana-3144	26	36	enough	enough	ADJ
cana-3144	26	37	to	to	PART
cana-3144	26	38	handle	handle	VERB
cana-3144	26	39	the	the	DET
cana-3144	26	40	sudden	sudden	ADJ
cana-3144	26	41	changes	change	NOUN
cana-3144	26	42	in	in	ADP
cana-3144	26	43	water	water	NOUN
cana-3144	26	44	intake	intake	NOUN
cana-3144	27	1	[	[	X
cana-3144	27	2	10	10	NUM
cana-3144	27	3	-	-	SYM
cana-3144	27	4	12	12	NUM
cana-3144	27	5	]	]	PUNCT
cana-3144	27	6	.	.	PUNCT
cana-3144	28	1	methods	method	NOUN
cana-3144	28	2	for	for	ADP
cana-3144	28	3	improving	improve	VERB
cana-3144	28	4	the	the	DET
cana-3144	28	5	efficiency	efficiency	NOUN
cana-3144	28	6	of	of	ADP
cana-3144	28	7	urban	urban	ADJ
cana-3144	28	8	drainage	drainage	NOUN
cana-3144	28	9	systems	system	NOUN
cana-3144	28	10	have	have	AUX
cana-3144	28	11	been	be	AUX
cana-3144	28	12	the	the	DET
cana-3144	28	13	subject	subject	NOUN
cana-3144	28	14	of	of	ADP
cana-3144	28	15	several	several	ADJ
cana-3144	28	16	investigations	investigation	NOUN
cana-3144	28	17	.	.	PUNCT
cana-3144	29	1	a	a	DET
cana-3144	29	2	heuristic	heuristic	ADJ
cana-3144	29	3	control	control	NOUN
cana-3144	29	4	system	system	NOUN
cana-3144	29	5	based	base	VERB
cana-3144	29	6	on	on	ADP
cana-3144	29	7	genetic	genetic	ADJ
cana-3144	29	8	algorithms	algorithm	NOUN
cana-3144	29	9	was	be	AUX
cana-3144	29	10	suggested	suggest	VERB
cana-3144	29	11	by	by	ADP
cana-3144	29	12	the	the	DET
cana-3144	29	13	researchers	researcher	NOUN
cana-3144	29	14	as	as	ADP
cana-3144	29	15	a	a	DET
cana-3144	29	16	means	means	NOUN
cana-3144	29	17	to	to	PART
cana-3144	29	18	avoid	avoid	VERB
cana-3144	29	19	sewage	sewage	NOUN
cana-3144	29	20	overflow	overflow	NOUN
cana-3144	29	21	in	in	ADP
cana-3144	29	22	real	real	ADJ
cana-3144	29	23	-	-	PUNCT
cana-3144	29	24	time	time	NOUN
cana-3144	29	25	[	[	X
cana-3144	29	26	13	13	NUM
cana-3144	29	27	]	]	PUNCT
cana-3144	29	28	.	.	PUNCT
cana-3144	30	1	although	although	SCONJ
cana-3144	30	2	heuristic	heuristic	ADJ
cana-3144	30	3	algorithms	algorithm	NOUN
cana-3144	30	4	,	,	PUNCT
cana-3144	30	5	dynamic	dynamic	ADJ
cana-3144	30	6	programming	programming	NOUN
cana-3144	30	7	,	,	PUNCT
cana-3144	30	8	and	and	CCONJ
cana-3144	30	9	linear	linear	PROPN
cana-3144	30	10	programming	programming	NOUN
cana-3144	30	11	are	be	AUX
cana-3144	30	12	great	great	ADJ
cana-3144	30	13	at	at	ADP
cana-3144	30	14	discovering	discover	VERB
cana-3144	30	15	optimal	optimal	ADJ
cana-3144	30	16	solutions	solution	NOUN
cana-3144	30	17	,	,	PUNCT
cana-3144	30	18	they	they	PRON
cana-3144	30	19	become	become	VERB
cana-3144	30	20	computationally	computationally	ADV
cana-3144	30	21	intensive	intensive	ADJ
cana-3144	30	22	to	to	PART
cana-3144	30	23	recalculate	recalculate	VERB
cana-3144	30	24	for	for	ADP
cana-3144	30	25	each	each	DET
cana-3144	30	26	scenario	scenario	NOUN
cana-3144	30	27	,	,	PUNCT
cana-3144	30	28	which	which	PRON
cana-3144	30	29	limits	limit	VERB
cana-3144	30	30	their	their	PRON
cana-3144	30	31	use	use	NOUN
cana-3144	30	32	in	in	ADP
cana-3144	30	33	real	real	ADJ
cana-3144	30	34	-	-	PUNCT
cana-3144	30	35	time	time	NOUN
cana-3144	30	36	control	control	NOUN
cana-3144	30	37	as	as	SCONJ
cana-3144	30	38	the	the	DET
cana-3144	30	39	quantity	quantity	NOUN
cana-3144	30	40	of	of	ADP
cana-3144	30	41	variable	variable	NOUN
cana-3144	30	42	grows	grow	VERB
cana-3144	30	43	[	[	X
cana-3144	30	44	14	14	NUM
cana-3144	30	45	-	-	SYM
cana-3144	30	46	16	16	NUM
cana-3144	30	47	]	]	PUNCT
cana-3144	30	48	.	.	PUNCT
cana-3144	31	1	other	other	ADJ
cana-3144	31	2	methods	method	NOUN
cana-3144	31	3	for	for	ADP
cana-3144	31	4	control	control	NOUN
cana-3144	31	5	in	in	ADP
cana-3144	31	6	actual	actual	ADJ
cana-3144	31	7	time	time	NOUN
cana-3144	31	8	include	include	VERB
cana-3144	31	9	heuristic	heuristic	ADJ
cana-3144	31	10	algorithms	algorithm	NOUN
cana-3144	31	11	and	and	CCONJ
cana-3144	31	12	dynamic	dynamic	ADJ
cana-3144	31	13	programming	programming	NOUN
cana-3144	31	14	.	.	PUNCT
cana-3144	32	1	one	one	NUM
cana-3144	32	2	such	such	ADJ
cana-3144	32	3	method	method	NOUN
cana-3144	32	4	is	be	AUX
cana-3144	32	5	model	model	ADJ
cana-3144	32	6	predictive	predictive	ADJ
cana-3144	32	7	control	control	NOUN
cana-3144	32	8	(	(	PUNCT
cana-3144	32	9	mpc	mpc	NOUN
cana-3144	32	10	)	)	PUNCT
cana-3144	33	1	[	[	X
cana-3144	33	2	17	17	NUM
cana-3144	33	3	]	]	PUNCT
cana-3144	33	4	.	.	PUNCT
cana-3144	34	1	mpc	mpc	PROPN
cana-3144	34	2	is	be	AUX
cana-3144	34	3	able	able	ADJ
cana-3144	34	4	to	to	PART
cana-3144	34	5	foretell	foretell	VERB
cana-3144	34	6	how	how	SCONJ
cana-3144	34	7	a	a	DET
cana-3144	34	8	system	system	NOUN
cana-3144	34	9	will	will	AUX
cana-3144	34	10	act	act	VERB
cana-3144	34	11	in	in	ADP
cana-3144	34	12	the	the	DET
cana-3144	34	13	future	future	NOUN
cana-3144	34	14	and	and	CCONJ
cana-3144	34	15	use	use	VERB
cana-3144	34	16	that	that	DET
cana-3144	34	17	information	information	NOUN
cana-3144	34	18	to	to	PART
cana-3144	34	19	choose	choose	VERB
cana-3144	34	20	the	the	DET
cana-3144	34	21	best	good	ADJ
cana-3144	34	22	control	control	NOUN
cana-3144	34	23	inputs	input	NOUN
cana-3144	34	24	to	to	PART
cana-3144	34	25	provide	provide	VERB
cana-3144	34	26	it	it	PRON
cana-3144	34	27	in	in	ADP
cana-3144	34	28	real	real	ADJ
cana-3144	34	29	time	time	NOUN
cana-3144	34	30	.	.	PUNCT
cana-3144	35	1	extensive	extensive	ADJ
cana-3144	35	2	research	research	NOUN
cana-3144	35	3	has	have	AUX
cana-3144	35	4	been	be	AUX
cana-3144	35	5	conducted	conduct	VERB
cana-3144	35	6	across	across	ADP
cana-3144	35	7	engineering	engineering	NOUN
cana-3144	35	8	domains	domain	NOUN
cana-3144	35	9	in	in	ADP
cana-3144	35	10	response	response	NOUN
cana-3144	35	11	to	to	ADP
cana-3144	35	12	recent	recent	ADJ
cana-3144	35	13	revolutionary	revolutionary	ADJ
cana-3144	35	14	advances	advance	NOUN
cana-3144	35	15	in	in	ADP
cana-3144	35	16	deep	deep	ADJ
cana-3144	35	17	learning	learning	NOUN
cana-3144	35	18	and	and	CCONJ
cana-3144	35	19	artificial	artificial	ADJ
cana-3144	35	20	intelligence	intelligence	NOUN
cana-3144	36	1	[	[	X
cana-3144	36	2	18	18	NUM
cana-3144	36	3	]	]	PUNCT
cana-3144	36	4	.	.	PUNCT
cana-3144	37	1	there	there	PRON
cana-3144	37	2	has	have	AUX
cana-3144	37	3	been	be	AUX
cana-3144	37	4	a	a	DET
cana-3144	37	5	surge	surge	NOUN
cana-3144	37	6	in	in	ADP
cana-3144	37	7	research	research	NOUN
cana-3144	37	8	into	into	ADP
cana-3144	37	9	the	the	DET
cana-3144	37	10	potential	potential	ADJ
cana-3144	37	11	uses	use	NOUN
cana-3144	37	12	of	of	ADP
cana-3144	37	13	deep	deep	ADJ
cana-3144	37	14	learning	learning	NOUN
cana-3144	37	15	in	in	ADP
cana-3144	37	16	urban	urban	ADJ
cana-3144	37	17	water	water	NOUN
cana-3144	37	18	management	management	NOUN
cana-3144	37	19	,	,	PUNCT
cana-3144	37	20	with	with	ADP
cana-3144	37	21	potential	potential	ADJ
cana-3144	37	22	applications	application	NOUN
cana-3144	37	23	ranging	range	VERB
cana-3144	37	24	from	from	ADP
cana-3144	37	25	system	system	NOUN
cana-3144	37	26	operation	operation	NOUN
cana-3144	37	27	and	and	CCONJ
cana-3144	37	28	prediction	prediction	NOUN
cana-3144	37	29	to	to	ADP
cana-3144	37	30	asset	asset	NOUN
cana-3144	37	31	evaluation	evaluation	NOUN
cana-3144	37	32	[	[	X
cana-3144	37	33	19	19	NUM
cana-3144	37	34	]	]	PUNCT
cana-3144	37	35	,	,	PUNCT
cana-3144	37	36	planning	planning	NOUN
cana-3144	37	37	and	and	CCONJ
cana-3144	37	38	maintenance	maintenance	NOUN
cana-3144	37	39	,	,	PUNCT
cana-3144	37	40	anomaly	anomaly	NOUN
cana-3144	37	41	detection	detection	NOUN
cana-3144	37	42	,	,	PUNCT
cana-3144	37	43	and	and	CCONJ
cana-3144	37	44	asset	asset	NOUN
cana-3144	37	45	assessment	assessment	NOUN
cana-3144	37	46	.	.	PUNCT
cana-3144	38	1	based	base	VERB
cana-3144	38	2	on	on	ADP
cana-3144	38	3	the	the	DET
cana-3144	38	4	data	data	NOUN
cana-3144	38	5	format	format	NOUN
cana-3144	38	6	,	,	PUNCT
cana-3144	38	7	availability	availability	NOUN
cana-3144	38	8	of	of	ADP
cana-3144	38	9	labels	label	NOUN
cana-3144	38	10	,	,	PUNCT
cana-3144	38	11	and	and	CCONJ
cana-3144	38	12	learning	learn	VERB
cana-3144	38	13	technique	technique	NOUN
cana-3144	38	14	[	[	X
cana-3144	38	15	2	2	NUM
cana-3144	38	16	]	]	PUNCT
cana-3144	38	17	,	,	PUNCT
cana-3144	38	18	machine	machine	NOUN
cana-3144	38	19	learning	learning	NOUN
cana-3144	38	20	methods	method	NOUN
cana-3144	38	21	are	be	AUX
cana-3144	38	22	often	often	ADV
cana-3144	38	23	classified	classify	VERB
cana-3144	38	24	as	as	ADP
cana-3144	38	25	either	either	CCONJ
cana-3144	38	26	unsupervised	unsupervised	ADJ
cana-3144	38	27	,	,	PUNCT
cana-3144	38	28	supervised	supervised	ADJ
cana-3144	38	29	,	,	PUNCT
cana-3144	38	30	or	or	CCONJ
cana-3144	38	31	reinforcement	reinforcement	NOUN
cana-3144	38	32	learning	learning	NOUN
cana-3144	38	33	.	.	PUNCT
cana-3144	39	1	as	as	ADP
cana-3144	39	2	a	a	DET
cana-3144	39	3	result	result	NOUN
cana-3144	39	4	,	,	PUNCT
cana-3144	39	5	the	the	DET
cana-3144	39	6	application	application	NOUN
cana-3144	39	7	's	's	PART
cana-3144	39	8	unique	unique	ADJ
cana-3144	39	9	traits	trait	NOUN
cana-3144	39	10	and	and	CCONJ
cana-3144	39	11	goals	goal	NOUN
cana-3144	39	12	must	must	AUX
cana-3144	39	13	be	be	AUX
cana-3144	39	14	carefully	carefully	ADV
cana-3144	39	15	considered	consider	VERB
cana-3144	39	16	while	while	SCONJ
cana-3144	39	17	choosing	choose	VERB
cana-3144	39	18	a	a	DET
cana-3144	39	19	deep	deep	ADJ
cana-3144	39	20	learning	learning	NOUN
cana-3144	39	21	model	model	NOUN
cana-3144	39	22	[	[	X
cana-3144	39	23	21	21	NUM
cana-3144	39	24	]	]	PUNCT
cana-3144	39	25	.	.	PUNCT
cana-3144	40	1	because	because	SCONJ
cana-3144	40	2	supervised	supervised	ADJ
cana-3144	40	3	learning	learning	NOUN
cana-3144	40	4	models	model	NOUN
cana-3144	40	5	need	need	VERB
cana-3144	40	6	predetermined	predetermine	VERB
cana-3144	40	7	right	right	ADJ
cana-3144	40	8	answers	answer	NOUN
cana-3144	40	9	for	for	ADP
cana-3144	40	10	all	all	DET
cana-3144	40	11	situations	situation	NOUN
cana-3144	40	12	,	,	PUNCT
cana-3144	40	13	they	they	PRON
cana-3144	40	14	are	be	AUX
cana-3144	40	15	not	not	PART
cana-3144	40	16	applicable	applicable	ADJ
cana-3144	40	17	to	to	ADP
cana-3144	40	18	the	the	DET
cana-3144	40	19	functioning	functioning	NOUN
cana-3144	40	20	of	of	ADP
cana-3144	40	21	rainwater	rainwater	NOUN
cana-3144	40	22	pumping	pumping	NOUN
cana-3144	40	23	stations	station	NOUN
cana-3144	40	24	.	.	PUNCT
cana-3144	41	1	when	when	SCONJ
cana-3144	41	2	trying	try	VERB
cana-3144	41	3	to	to	PART
cana-3144	41	4	determine	determine	VERB
cana-3144	41	5	the	the	DET
cana-3144	41	6	appropriate	appropriate	ADJ
cana-3144	41	7	pump	pump	NOUN
cana-3144	41	8	activation	activation	NOUN
cana-3144	41	9	strategy	strategy	NOUN
cana-3144	41	10	based	base	VERB
cana-3144	41	11	on	on	ADP
cana-3144	41	12	variables	variable	NOUN
cana-3144	41	13	like	like	ADP
cana-3144	41	14	rainfall	rainfall	NOUN
cana-3144	41	15	and	and	CCONJ
cana-3144	41	16	the	the	DET
cana-3144	41	17	retention	retention	NOUN
cana-3144	41	18	of	of	ADP
cana-3144	41	19	basin	basin	NOUN
cana-3144	41	20	water	water	NOUN
cana-3144	41	21	levels	level	NOUN
cana-3144	41	22	[	[	X
cana-3144	41	23	22	22	NUM
cana-3144	41	24	-	-	SYM
cana-3144	41	25	24	24	NUM
cana-3144	41	26	]	]	PUNCT
cana-3144	41	27	.	.	PUNCT
cana-3144	42	1	unsupervised	unsupervised	ADJ
cana-3144	42	2	learning	learning	NOUN
cana-3144	42	3	,	,	PUNCT
cana-3144	42	4	on	on	ADP
cana-3144	42	5	the	the	DET
cana-3144	42	6	other	other	ADJ
cana-3144	42	7	hand	hand	NOUN
cana-3144	42	8	,	,	PUNCT
cana-3144	42	9	is	be	AUX
cana-3144	42	10	more	more	ADV
cana-3144	42	11	suited	suited	ADJ
cana-3144	42	12	to	to	ADP
cana-3144	42	13	tasks	task	NOUN
cana-3144	42	14	like	like	ADP
cana-3144	42	15	distributing	distribute	VERB
cana-3144	42	16	data	datum	NOUN
cana-3144	42	17	or	or	CCONJ
cana-3144	42	18	feature	feature	NOUN
cana-3144	42	19	analysis	analysis	NOUN
cana-3144	42	20	and	and	CCONJ
cana-3144	42	21	is	be	AUX
cana-3144	42	22	hence	hence	ADV
cana-3144	42	23	not	not	PART
cana-3144	42	24	a	a	DET
cana-3144	42	25	good	good	ADJ
cana-3144	42	26	fit	fit	NOUN
cana-3144	42	27	for	for	ADP
cana-3144	42	28	this	this	DET
cana-3144	42	29	job	job	NOUN
cana-3144	42	30	.	.	PUNCT
cana-3144	43	1	the	the	DET
cana-3144	43	2	most	most	ADV
cana-3144	43	3	suitable	suitable	ADJ
cana-3144	43	4	method	method	NOUN
cana-3144	43	5	for	for	ADP
cana-3144	43	6	optimizing	optimize	VERB
cana-3144	43	7	pump	pump	NOUN
cana-3144	43	8	operations	operation	NOUN
cana-3144	43	9	in	in	ADP
cana-3144	43	10	real	real	ADJ
cana-3144	43	11	-	-	PUNCT
cana-3144	43	12	time	time	NOUN
cana-3144	43	13	,	,	PUNCT
cana-3144	43	14	when	when	SCONJ
cana-3144	43	15	the	the	DET
cana-3144	43	16	model	model	NOUN
cana-3144	43	17	has	have	VERB
cana-3144	43	18	to	to	PART
cana-3144	43	19	accomplish	accomplish	VERB
cana-3144	43	20	goals	goal	NOUN
cana-3144	43	21	like	like	ADP
cana-3144	43	22	lowering	lower	VERB
cana-3144	43	23	retaining	retain	VERB
cana-3144	43	24	basin	basin	NOUN
cana-3144	43	25	water	water	NOUN
cana-3144	43	26	levels	level	NOUN
cana-3144	43	27	in	in	ADP
cana-3144	43	28	accordance	accordance	NOUN
cana-3144	43	29	with	with	ADP
cana-3144	43	30	changing	change	VERB
cana-3144	43	31	circumstances	circumstance	NOUN
cana-3144	43	32	,	,	PUNCT
cana-3144	43	33	is	be	AUX
cana-3144	43	34	deep	deep	ADJ
cana-3144	43	35	reinforcement	reinforcement	NOUN
cana-3144	43	36	learning	learning	NOUN
cana-3144	43	37	(	(	PUNCT
cana-3144	43	38	drl	drl	PROPN
cana-3144	43	39	)	)	PUNCT
cana-3144	44	1	[	[	X
cana-3144	44	2	25	25	NUM
cana-3144	44	3	]	]	PUNCT
cana-3144	44	4	.	.	PUNCT
cana-3144	45	1	this	this	PRON
cana-3144	45	2	is	be	AUX
cana-3144	45	3	because	because	SCONJ
cana-3144	45	4	drl	drl	PROPN
cana-3144	45	5	is	be	AUX
cana-3144	45	6	able	able	ADJ
cana-3144	45	7	to	to	PART
cana-3144	45	8	use	use	VERB
cana-3144	45	9	reward	reward	NOUN
cana-3144	45	10	mechanisms	mechanism	NOUN
cana-3144	45	11	.	.	PUNCT
cana-3144	46	1	as	as	ADP
cana-3144	46	2	a	a	DET
cana-3144	46	3	result	result	NOUN
cana-3144	46	4	,	,	PUNCT
cana-3144	46	5	research	research	NOUN
cana-3144	46	6	into	into	ADP
cana-3144	46	7	drl	drl	PROPN
cana-3144	46	8	's	's	PART
cana-3144	46	9	potential	potential	NOUN
cana-3144	46	10	for	for	ADP
cana-3144	46	11	controlling	control	VERB
cana-3144	46	12	storm	storm	NOUN
cana-3144	46	13	drainage	drainage	NOUN
cana-3144	46	14	systems	system	NOUN
cana-3144	46	15	for	for	ADP
cana-3144	46	16	water	water	NOUN
cana-3144	46	17	in	in	ADP
cana-3144	46	18	real	real	ADJ
cana-3144	46	19	time	time	NOUN
cana-3144	46	20	has	have	AUX
cana-3144	46	21	just	just	ADV
cana-3144	46	22	started	start	VERB
cana-3144	46	23	.	.	PUNCT
cana-3144	47	1	this	this	DET
cana-3144	47	2	paper	paper	NOUN
cana-3144	47	3	addresses	address	VERB
cana-3144	47	4	a	a	DET
cana-3144	47	5	multiple	multiple	ADJ
cana-3144	47	6	objective	objective	ADJ
cana-3144	47	7	optimizing	optimize	VERB
cana-3144	47	8	issue	issue	NOUN
cana-3144	47	9	for	for	ADP
cana-3144	47	10	water	water	NOUN
cana-3144	47	11	pump	pump	NOUN
cana-3144	47	12	station	station	NOUN
cana-3144	47	13	functioning	function	VERB
cana-3144	47	14	under	under	ADP
cana-3144	47	15	heavy	heavy	ADJ
cana-3144	47	16	rains	rain	NOUN
cana-3144	47	17	.	.	PUNCT
cana-3144	48	1	the	the	DET
cana-3144	48	2	objective	objective	NOUN
cana-3144	48	3	is	be	AUX
cana-3144	48	4	to	to	PART
cana-3144	48	5	reduce	reduce	VERB
cana-3144	48	6	water	water	NOUN
cana-3144	48	7	levels	level	NOUN
cana-3144	48	8	and	and	CCONJ
cana-3144	48	9	maintenance	maintenance	NOUN
cana-3144	48	10	expenses	expense	NOUN
cana-3144	48	11	for	for	ADP
cana-3144	48	12	pump	pump	NOUN
cana-3144	48	13	combination	combination	NOUN
cana-3144	48	14	modifications	modification	NOUN
cana-3144	48	15	.	.	PUNCT
cana-3144	49	1	the	the	DET
cana-3144	49	2	issue	issue	NOUN
cana-3144	49	3	of	of	ADP
cana-3144	49	4	multiple	multiple	ADJ
cana-3144	49	5	-	-	PUNCT
cana-3144	49	6	objective	objective	ADJ
cana-3144	49	7	optimization	optimization	NOUN
cana-3144	49	8	is	be	AUX
cana-3144	49	9	defined	define	VERB
cana-3144	49	10	,	,	PUNCT
cana-3144	49	11	reward	reward	NOUN
cana-3144	49	12	functions	function	NOUN
cana-3144	49	13	are	be	AUX
cana-3144	49	14	proposed	propose	VERB
cana-3144	49	15	,	,	PUNCT
cana-3144	49	16	and	and	CCONJ
cana-3144	49	17	an	an	DET
cana-3144	49	18	improved	improved	ADJ
cana-3144	49	19	version	version	NOUN
cana-3144	49	20	of	of	ADP
cana-3144	49	21	deep	deep	ADJ
cana-3144	49	22	q	q	NOUN
cana-3144	49	23	-	-	NOUN
cana-3144	49	24	network	network	NOUN
cana-3144	49	25	,	,	PUNCT
cana-3144	49	26	the	the	DET
cana-3144	49	27	dual	dual	ADJ
cana-3144	49	28	deep	deep	ADJ
cana-3144	49	29	q	q	NOUN
cana-3144	49	30	-	-	PUNCT
cana-3144	49	31	network	network	NOUN
cana-3144	49	32	(	(	PUNCT
cana-3144	49	33	ddqn	ddqn	NOUN
cana-3144	49	34	)	)	PUNCT
cana-3144	49	35	,	,	PUNCT
cana-3144	49	36	is	be	AUX
cana-3144	49	37	introduced	introduce	VERB
cana-3144	49	38	.	.	PUNCT
cana-3144	50	1	there	there	PRON
cana-3144	50	2	is	be	VERB
cana-3144	50	3	a	a	DET
cana-3144	50	4	dearth	dearth	NOUN
cana-3144	50	5	of	of	ADP
cana-3144	50	6	literature	literature	NOUN
cana-3144	50	7	on	on	ADP
cana-3144	50	8	this	this	DET
cana-3144	50	9	subject	subject	NOUN
cana-3144	50	10	and	and	CCONJ
cana-3144	50	11	solutions	solution	NOUN
cana-3144	50	12	based	base	VERB
cana-3144	50	13	on	on	ADP
cana-3144	50	14	drl	drl	PROPN
cana-3144	50	15	.	.	PUNCT
cana-3144	51	1	some	some	DET
cana-3144	51	2	examples	example	NOUN
cana-3144	51	3	of	of	ADP
cana-3144	51	4	dqn	dqn	NOUN
cana-3144	51	5	's	's	PART
cana-3144	51	6	practical	practical	ADJ
cana-3144	51	7	applications	application	NOUN
cana-3144	51	8	include	include	VERB
cana-3144	51	9	atari	atari	PROPN
cana-3144	51	10	video	video	NOUN
cana-3144	51	11	games	game	NOUN
cana-3144	51	12	,	,	PUNCT
cana-3144	51	13	robotic	robotic	ADJ
cana-3144	51	14	control	control	NOUN
cana-3144	51	15	,	,	PUNCT
cana-3144	51	16	and	and	CCONJ
cana-3144	51	17	water	water	NOUN
cana-3144	51	18	management	management	NOUN
cana-3144	51	19	systems	system	NOUN
cana-3144	51	20	.	.	PUNCT
cana-3144	52	1	dqn	dqn	PROPN
cana-3144	52	2	is	be	AUX
cana-3144	52	3	a	a	DET
cana-3144	52	4	reinforcement	reinforcement	NOUN
cana-3144	52	5	-	-	PUNCT
cana-3144	52	6	learning	learn	VERB
cana-3144	52	7	approach	approach	NOUN
cana-3144	52	8	that	that	PRON
cana-3144	52	9	enables	enable	VERB
cana-3144	52	10	agents	agent	NOUN
cana-3144	52	11	to	to	PART
cana-3144	52	12	choose	choose	VERB
cana-3144	52	13	the	the	DET
cana-3144	52	14	optimal	optimal	ADJ
cana-3144	52	15	behaviours	behaviour	NOUN
cana-3144	52	16	within	within	ADP
cana-3144	52	17	a	a	DET
cana-3144	52	18	given	give	VERB
cana-3144	52	19	environment	environment	NOUN
cana-3144	52	20	.	.	PUNCT
cana-3144	53	1	when	when	SCONJ
cana-3144	53	2	it	it	PRON
cana-3144	53	3	comes	come	VERB
cana-3144	53	4	to	to	ADP
cana-3144	53	5	q	q	NOUN
cana-3144	53	6	-	-	PUNCT
cana-3144	53	7	learning	learn	VERB
cana-3144	53	8	algorithms	algorithm	NOUN
cana-3144	53	9	,	,	PUNCT
cana-3144	53	10	ddqn	ddqn	NOUN
cana-3144	53	11	stands	stand	VERB
cana-3144	53	12	out	out	ADP
cana-3144	53	13	for	for	ADP
cana-3144	53	14	its	its	PRON
cana-3144	53	15	capacity	capacity	NOUN
cana-3144	53	16	to	to	PART
cana-3144	53	17	tackle	tackle	VERB
cana-3144	53	18	the	the	DET
cana-3144	53	19	prevalent	prevalent	ADJ
cana-3144	53	20	problem	problem	NOUN
cana-3144	53	21	of	of	ADP
cana-3144	53	22	overestimation	overestimation	NOUN
cana-3144	53	23	bias	bias	NOUN
cana-3144	53	24	.	.	PUNCT
cana-3144	54	1	stable	stable	ADJ
cana-3144	54	2	value	value	NOUN
cana-3144	54	3	estimations	estimation	NOUN
cana-3144	54	4	are	be	AUX
cana-3144	54	5	provided	provide	VERB
cana-3144	54	6	by	by	ADP
cana-3144	54	7	ddqn	ddqn	NOUN
cana-3144	54	8	's	's	PART
cana-3144	54	9	communications	communication	NOUN
cana-3144	54	10	on	on	ADP
cana-3144	54	11	applied	apply	VERB
cana-3144	54	12	nonlinear	nonlinear	ADJ
cana-3144	54	13	analysis	analysis	NOUN
cana-3144	54	14	issn	issn	NOUN
cana-3144	54	15	:	:	PUNCT
cana-3144	54	16	1074	1074	NUM
cana-3144	54	17	-	-	PUNCT
cana-3144	54	18	133x	133x	NUM
cana-3144	54	19	vol	vol	NOUN
cana-3144	54	20	32	32	NUM
cana-3144	54	21	no	no	NOUN
cana-3144	54	22	.	.	PUNCT
cana-3144	55	1	5s	5s	NUM
cana-3144	55	2	(	(	PUNCT
cana-3144	55	3	2025	2025	NUM
cana-3144	55	4	)	)	PUNCT
cana-3144	55	5	471	471	NUM
cana-3144	56	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	56	2	independent	independent	ADJ
cana-3144	56	3	q	q	NOUN
cana-3144	56	4	-	-	NOUN
cana-3144	56	5	network	network	NOUN
cana-3144	56	6	as	as	ADV
cana-3144	56	7	well	well	ADV
cana-3144	56	8	as	as	ADP
cana-3144	56	9	target	target	NOUN
cana-3144	56	10	network	network	NOUN
cana-3144	56	11	architectures	architecture	NOUN
cana-3144	56	12	,	,	PUNCT
cana-3144	56	13	and	and	CCONJ
cana-3144	56	14	data	datum	NOUN
cana-3144	56	15	efficiency	efficiency	NOUN
cana-3144	56	16	is	be	AUX
cana-3144	56	17	enhanced	enhance	VERB
cana-3144	56	18	by	by	ADP
cana-3144	56	19	the	the	DET
cana-3144	56	20	use	use	NOUN
cana-3144	56	21	of	of	ADP
cana-3144	56	22	experience	experience	NOUN
cana-3144	56	23	replay	replay	NOUN
cana-3144	56	24	.	.	PUNCT
cana-3144	57	1	this	this	DET
cana-3144	57	2	study	study	NOUN
cana-3144	57	3	utilizes	utilize	VERB
cana-3144	57	4	the	the	DET
cana-3144	57	5	gated	gate	VERB
cana-3144	57	6	recurrent	recurrent	ADJ
cana-3144	57	7	unit	unit	NOUN
cana-3144	57	8	(	(	PUNCT
cana-3144	57	9	gru	gru	PROPN
cana-3144	57	10	)	)	PUNCT
cana-3144	57	11	,	,	PUNCT
cana-3144	57	12	a	a	DET
cana-3144	57	13	model	model	NOUN
cana-3144	57	14	of	of	ADP
cana-3144	57	15	deep	deep	ADJ
cana-3144	57	16	learning	learning	NOUN
cana-3144	57	17	well	well	ADV
cana-3144	57	18	-	-	PUNCT
cana-3144	57	19	suited	suit	VERB
cana-3144	57	20	for	for	ADP
cana-3144	57	21	data	datum	NOUN
cana-3144	57	22	with	with	ADP
cana-3144	57	23	time	time	NOUN
cana-3144	57	24	series	series	NOUN
cana-3144	57	25	,	,	PUNCT
cana-3144	57	26	as	as	ADP
cana-3144	57	27	the	the	DET
cana-3144	57	28	agent	agent	NOUN
cana-3144	57	29	,	,	PUNCT
cana-3144	57	30	in	in	ADP
cana-3144	57	31	contrast	contrast	NOUN
cana-3144	57	32	to	to	ADP
cana-3144	57	33	most	most	ADJ
cana-3144	57	34	previous	previous	ADJ
cana-3144	57	35	studies	study	NOUN
cana-3144	57	36	that	that	PRON
cana-3144	57	37	use	use	VERB
cana-3144	57	38	basic	basic	ADJ
cana-3144	57	39	deep	deep	ADJ
cana-3144	57	40	neural	neural	ADJ
cana-3144	57	41	networks	network	NOUN
cana-3144	57	42	without	without	ADP
cana-3144	57	43	considering	consider	VERB
cana-3144	57	44	the	the	DET
cana-3144	57	45	temporal	temporal	ADJ
cana-3144	57	46	character	character	NOUN
cana-3144	57	47	of	of	ADP
cana-3144	57	48	data	datum	NOUN
cana-3144	57	49	from	from	ADP
cana-3144	57	50	pump	pump	NOUN
cana-3144	57	51	station	station	NOUN
cana-3144	57	52	operations	operation	NOUN
cana-3144	57	53	.	.	PUNCT
cana-3144	58	1	furthermore	furthermore	ADV
cana-3144	58	2	,	,	PUNCT
cana-3144	58	3	researchers	researcher	NOUN
cana-3144	58	4	created	create	VERB
cana-3144	58	5	synthetic	synthetic	ADJ
cana-3144	58	6	severe	severe	ADJ
cana-3144	58	7	rainfall	rainfall	NOUN
cana-3144	58	8	data	datum	NOUN
cana-3144	58	9	with	with	ADP
cana-3144	58	10	various	various	ADJ
cana-3144	58	11	periods	period	NOUN
cana-3144	58	12	of	of	ADP
cana-3144	58	13	return	return	NOUN
cana-3144	58	14	and	and	CCONJ
cana-3144	58	15	rainfall	rainfall	NOUN
cana-3144	58	16	periods	period	NOUN
cana-3144	58	17	using	use	VERB
cana-3144	58	18	the	the	DET
cana-3144	58	19	huff	huff	PROPN
cana-3144	58	20	approach	approach	NOUN
cana-3144	58	21	.	.	PUNCT
cana-3144	59	1	this	this	PRON
cana-3144	59	2	will	will	AUX
cana-3144	59	3	allow	allow	VERB
cana-3144	59	4	for	for	ADP
cana-3144	59	5	proactive	proactive	ADJ
cana-3144	59	6	learning	learning	NOUN
cana-3144	59	7	and	and	CCONJ
cana-3144	59	8	responsiveness	responsiveness	NOUN
cana-3144	59	9	to	to	ADP
cana-3144	59	10	climate	climate	NOUN
cana-3144	59	11	changedriven	changedriven	VERB
cana-3144	59	12	extreme	extreme	ADJ
cana-3144	59	13	rainfall	rainfall	NOUN
cana-3144	59	14	.	.	PUNCT
cana-3144	60	1	by	by	ADP
cana-3144	60	2	simulating	simulate	VERB
cana-3144	60	3	the	the	DET
cana-3144	60	4	pumping	pumping	NOUN
cana-3144	60	5	station	station	NOUN
cana-3144	60	6	's	's	PART
cana-3144	60	7	retention	retention	NOUN
cana-3144	60	8	basin	basin	NOUN
cana-3144	60	9	and	and	CCONJ
cana-3144	60	10	pumping	pump	VERB
cana-3144	60	11	configuration	configuration	NOUN
cana-3144	60	12	with	with	ADP
cana-3144	60	13	the	the	DET
cana-3144	60	14	synthetic	synthetic	ADJ
cana-3144	60	15	rainfall	rainfall	NOUN
cana-3144	60	16	data	datum	NOUN
cana-3144	60	17	supplied	supply	VERB
cana-3144	60	18	by	by	ADP
cana-3144	60	19	the	the	DET
cana-3144	60	20	storm	storm	NOUN
cana-3144	60	21	water	water	NOUN
cana-3144	60	22	management	management	NOUN
cana-3144	60	23	model	model	NOUN
cana-3144	60	24	(	(	PUNCT
cana-3144	60	25	swmm	swmm	NOUN
cana-3144	60	26	)	)	PUNCT
cana-3144	60	27	,	,	PUNCT
cana-3144	60	28	they	they	PRON
cana-3144	60	29	were	be	AUX
cana-3144	60	30	able	able	ADJ
cana-3144	60	31	to	to	PART
cana-3144	60	32	confirm	confirm	VERB
cana-3144	60	33	the	the	DET
cana-3144	60	34	method	method	NOUN
cana-3144	60	35	's	's	PART
cana-3144	60	36	practical	practical	ADJ
cana-3144	60	37	applicability	applicability	NOUN
cana-3144	60	38	and	and	CCONJ
cana-3144	60	39	performance	performance	NOUN
cana-3144	60	40	.	.	PUNCT
cana-3144	61	1	this	this	DET
cana-3144	61	2	study	study	NOUN
cana-3144	61	3	primarily	primarily	ADV
cana-3144	61	4	contributes	contribute	VERB
cana-3144	61	5	to	to	ADP
cana-3144	61	6	the	the	DET
cana-3144	61	7	following	follow	VERB
cana-3144	61	8	areas	area	NOUN
cana-3144	61	9	:	:	PUNCT
cana-3144	61	10	•	•	ADP
cana-3144	61	11	reducing	reduce	VERB
cana-3144	61	12	maintenance	maintenance	NOUN
cana-3144	61	13	expenses	expense	NOUN
cana-3144	61	14	caused	cause	VERB
cana-3144	61	15	by	by	ADP
cana-3144	61	16	pump	pump	NOUN
cana-3144	61	17	switching	switching	NOUN
cana-3144	61	18	and	and	CCONJ
cana-3144	61	19	minimizing	minimize	VERB
cana-3144	61	20	retention	retention	NOUN
cana-3144	61	21	basin	basin	NOUN
cana-3144	61	22	water	water	NOUN
cana-3144	61	23	levels	level	NOUN
cana-3144	61	24	are	be	AUX
cana-3144	61	25	both	both	PRON
cana-3144	61	26	taken	take	VERB
cana-3144	61	27	into	into	ADP
cana-3144	61	28	account	account	NOUN
cana-3144	61	29	in	in	ADP
cana-3144	61	30	our	our	PRON
cana-3144	61	31	definition	definition	NOUN
cana-3144	61	32	of	of	ADP
cana-3144	61	33	a	a	DET
cana-3144	61	34	multiple	multiple	ADJ
cana-3144	61	35	objective	objective	ADJ
cana-3144	61	36	optimization	optimization	NOUN
cana-3144	61	37	problem	problem	NOUN
cana-3144	61	38	.	.	PUNCT
cana-3144	62	1	this	this	DET
cana-3144	62	2	approach	approach	NOUN
cana-3144	62	3	was	be	AUX
cana-3144	62	4	to	to	PART
cana-3144	62	5	create	create	VERB
cana-3144	62	6	a	a	DET
cana-3144	62	7	ddqn	ddqn	NOUN
cana-3144	62	8	method	method	NOUN
cana-3144	62	9	to	to	PART
cana-3144	62	10	deal	deal	VERB
cana-3144	62	11	with	with	ADP
cana-3144	62	12	this	this	PRON
cana-3144	62	13	.	.	PUNCT
cana-3144	63	1	•	•	NUM
cana-3144	63	2	integrating	integrate	VERB
cana-3144	63	3	a	a	DET
cana-3144	63	4	time	time	NOUN
cana-3144	63	5	-	-	PUNCT
cana-3144	63	6	series	series	NOUN
cana-3144	63	7	-	-	PUNCT
cana-3144	63	8	aware	aware	ADJ
cana-3144	63	9	agents	agent	NOUN
cana-3144	63	10	and	and	CCONJ
cana-3144	63	11	devising	devise	VERB
cana-3144	63	12	an	an	DET
cana-3144	63	13	effective	effective	ADJ
cana-3144	63	14	incentive	incentive	NOUN
cana-3144	63	15	function	function	NOUN
cana-3144	63	16	allowed	allow	VERB
cana-3144	63	17	us	we	PRON
cana-3144	63	18	to	to	PART
cana-3144	63	19	get	get	VERB
cana-3144	63	20	experimental	experimental	ADJ
cana-3144	63	21	findings	finding	NOUN
cana-3144	63	22	that	that	PRON
cana-3144	63	23	show	show	VERB
cana-3144	63	24	the	the	DET
cana-3144	63	25	proposed	propose	VERB
cana-3144	63	26	model	model	NOUN
cana-3144	63	27	may	may	AUX
cana-3144	63	28	minimize	minimize	VERB
cana-3144	63	29	maintenance	maintenance	NOUN
cana-3144	63	30	costs	cost	NOUN
cana-3144	63	31	while	while	SCONJ
cana-3144	63	32	maintaining	maintain	VERB
cana-3144	63	33	lower	low	ADJ
cana-3144	63	34	levels	level	NOUN
cana-3144	63	35	of	of	ADP
cana-3144	63	36	water	water	NOUN
cana-3144	63	37	in	in	ADP
cana-3144	63	38	the	the	DET
cana-3144	63	39	retained	retain	VERB
cana-3144	63	40	water	water	NOUN
cana-3144	63	41	basins	basin	NOUN
cana-3144	63	42	compared	compare	VERB
cana-3144	63	43	to	to	ADP
cana-3144	63	44	rule	rule	NOUN
cana-3144	63	45	-	-	PUNCT
cana-3144	63	46	based	base	VERB
cana-3144	63	47	pump	pump	NOUN
cana-3144	63	48	strategies	strategy	NOUN
cana-3144	63	49	.	.	PUNCT
cana-3144	64	1	•	•	NOUN
cana-3144	64	2	in	in	ADP
cana-3144	64	3	order	order	NOUN
cana-3144	64	4	to	to	PART
cana-3144	64	5	shed	shed	VERB
cana-3144	64	6	light	light	NOUN
cana-3144	64	7	on	on	ADP
cana-3144	64	8	possible	possible	ADJ
cana-3144	64	9	operational	operational	ADJ
cana-3144	64	10	improvements	improvement	NOUN
cana-3144	64	11	,	,	PUNCT
cana-3144	64	12	created	create	VERB
cana-3144	64	13	an	an	DET
cana-3144	64	14	exact	exact	ADJ
cana-3144	64	15	model	model	NOUN
cana-3144	64	16	of	of	ADP
cana-3144	64	17	the	the	DET
cana-3144	64	18	pumping	pumping	NOUN
cana-3144	64	19	station	station	NOUN
cana-3144	64	20	's	's	PART
cana-3144	64	21	pumping	pumping	NOUN
cana-3144	64	22	and	and	CCONJ
cana-3144	64	23	retention	retention	NOUN
cana-3144	64	24	basin	basin	NOUN
cana-3144	64	25	setting	setting	NOUN
cana-3144	64	26	and	and	CCONJ
cana-3144	64	27	compared	compare	VERB
cana-3144	64	28	the	the	DET
cana-3144	64	29	ddqn	ddqn	NOUN
cana-3144	64	30	-	-	PUNCT
cana-3144	64	31	based	base	VERB
cana-3144	64	32	technique	technique	NOUN
cana-3144	64	33	with	with	ADP
cana-3144	64	34	the	the	DET
cana-3144	64	35	rule	rule	NOUN
cana-3144	64	36	-	-	PUNCT
cana-3144	64	37	based	base	VERB
cana-3144	64	38	one	one	NOUN
cana-3144	64	39	that	that	PRON
cana-3144	64	40	is	be	AUX
cana-3144	64	41	presently	presently	ADV
cana-3144	64	42	in	in	ADP
cana-3144	64	43	use	use	NOUN
cana-3144	64	44	.	.	PUNCT
cana-3144	65	1	•	•	INTJ
cana-3144	65	2	as	as	ADP
cana-3144	65	3	a	a	DET
cana-3144	65	4	consequence	consequence	NOUN
cana-3144	65	5	of	of	ADP
cana-3144	65	6	climate	climate	NOUN
cana-3144	65	7	change	change	NOUN
cana-3144	65	8	and	and	CCONJ
cana-3144	65	9	fast	fast	ADJ
cana-3144	65	10	urbanization	urbanization	NOUN
cana-3144	65	11	,	,	PUNCT
cana-3144	65	12	they	they	PRON
cana-3144	65	13	were	be	AUX
cana-3144	65	14	able	able	ADJ
cana-3144	65	15	to	to	PART
cana-3144	65	16	create	create	VERB
cana-3144	65	17	a	a	DET
cana-3144	65	18	system	system	NOUN
cana-3144	65	19	of	of	ADP
cana-3144	65	20	controls	control	NOUN
cana-3144	65	21	that	that	PRON
cana-3144	65	22	can	can	AUX
cana-3144	65	23	successfully	successfully	ADV
cana-3144	65	24	react	react	VERB
cana-3144	65	25	to	to	ADP
cana-3144	65	26	changes	change	NOUN
cana-3144	65	27	in	in	ADP
cana-3144	65	28	rainfall	rainfall	NOUN
cana-3144	65	29	.	.	PUNCT
cana-3144	66	1	instead	instead	ADV
cana-3144	66	2	of	of	ADP
cana-3144	66	3	regular	regular	ADJ
cana-3144	66	4	rainfall	rainfall	NOUN
cana-3144	66	5	,	,	PUNCT
cana-3144	66	6	this	this	DET
cana-3144	66	7	structure	structure	NOUN
cana-3144	66	8	was	be	AUX
cana-3144	66	9	tested	test	VERB
cana-3144	66	10	in	in	ADP
cana-3144	66	11	simulated	simulate	VERB
cana-3144	66	12	extreme	extreme	ADJ
cana-3144	66	13	rainfall	rainfall	NOUN
cana-3144	66	14	situations	situation	NOUN
cana-3144	66	15	to	to	PART
cana-3144	66	16	make	make	VERB
cana-3144	66	17	sure	sure	ADJ
cana-3144	66	18	it	it	PRON
cana-3144	66	19	would	would	AUX
cana-3144	66	20	hold	hold	VERB
cana-3144	66	21	up	up	ADP
cana-3144	66	22	well	well	ADV
cana-3144	66	23	in	in	ADP
cana-3144	66	24	harsh	harsh	ADJ
cana-3144	66	25	weather	weather	NOUN
cana-3144	66	26	.	.	PUNCT
cana-3144	67	1	2	2	X
cana-3144	67	2	.	.	X
cana-3144	67	3	methods	method	NOUN
cana-3144	67	4	and	and	CCONJ
cana-3144	67	5	materials	material	NOUN
cana-3144	67	6	2.1	2.1	NUM
cana-3144	67	7	pumping	pumping	NOUN
cana-3144	67	8	station	station	NOUN
cana-3144	67	9	modelling	model	VERB
cana-3144	67	10	a	a	DET
cana-3144	67	11	simulated	simulated	ADJ
cana-3144	67	12	ecosystem	ecosystem	NOUN
cana-3144	67	13	was	be	AUX
cana-3144	67	14	created	create	VERB
cana-3144	67	15	using	use	VERB
cana-3144	67	16	the	the	DET
cana-3144	67	17	rainwater	rainwater	NOUN
cana-3144	67	18	pumping	pumping	NOUN
cana-3144	67	19	stations	station	NOUN
cana-3144	67	20	in	in	ADP
cana-3144	67	21	tamil	tamil	PROPN
cana-3144	67	22	nadu	nadu	NOUN
cana-3144	67	23	.	.	PUNCT
cana-3144	68	1	the	the	DET
cana-3144	68	2	pump	pump	NOUN
cana-3144	68	3	station	station	NOUN
cana-3144	68	4	was	be	AUX
cana-3144	68	5	chosen	choose	VERB
cana-3144	68	6	for	for	ADP
cana-3144	68	7	this	this	DET
cana-3144	68	8	research	research	NOUN
cana-3144	68	9	because	because	SCONJ
cana-3144	68	10	of	of	ADP
cana-3144	68	11	its	its	PRON
cana-3144	68	12	location	location	NOUN
cana-3144	68	13	in	in	ADP
cana-3144	68	14	a	a	DET
cana-3144	68	15	flood	flood	NOUN
cana-3144	68	16	-	-	PUNCT
cana-3144	68	17	prone	prone	ADJ
cana-3144	68	18	region	region	NOUN
cana-3144	68	19	,	,	PUNCT
cana-3144	68	20	making	make	VERB
cana-3144	68	21	it	it	PRON
cana-3144	68	22	an	an	DET
cana-3144	68	23	ideal	ideal	ADJ
cana-3144	68	24	site	site	NOUN
cana-3144	68	25	for	for	ADP
cana-3144	68	26	testing	testing	NOUN
cana-3144	68	27	options	option	NOUN
cana-3144	68	28	for	for	ADP
cana-3144	68	29	flood	flood	NOUN
cana-3144	68	30	control	control	NOUN
cana-3144	68	31	.	.	PUNCT
cana-3144	69	1	the	the	DET
cana-3144	69	2	correlation	correlation	NOUN
cana-3144	69	3	between	between	ADP
cana-3144	69	4	the	the	DET
cana-3144	69	5	elevation	elevation	NOUN
cana-3144	69	6	(	(	PUNCT
cana-3144	69	7	measured	measure	VERB
cana-3144	69	8	in	in	ADP
cana-3144	69	9	metres	metre	NOUN
cana-3144	69	10	higher	high	ADJ
cana-3144	69	11	than	than	ADP
cana-3144	69	12	sea	sea	NOUN
cana-3144	69	13	level	level	NOUN
cana-3144	69	14	)	)	PUNCT
cana-3144	69	15	and	and	CCONJ
cana-3144	69	16	the	the	DET
cana-3144	69	17	volume	volume	NOUN
cana-3144	69	18	of	of	ADP
cana-3144	69	19	storage	storage	NOUN
cana-3144	69	20	capability	capability	NOUN
cana-3144	69	21	of	of	ADP
cana-3144	69	22	the	the	DET
cana-3144	69	23	retention	retention	NOUN
cana-3144	69	24	reservoir	reservoir	NOUN
cana-3144	69	25	at	at	ADP
cana-3144	69	26	the	the	DET
cana-3144	69	27	pumping	pumping	NOUN
cana-3144	69	28	station	station	NOUN
cana-3144	69	29	,	,	PUNCT
cana-3144	69	30	as	as	SCONJ
cana-3144	69	31	determined	determine	VERB
cana-3144	69	32	by	by	ADP
cana-3144	69	33	real	real	ADJ
cana-3144	69	34	measurements	measurement	NOUN
cana-3144	69	35	.	.	PUNCT
cana-3144	70	1	the	the	DET
cana-3144	70	2	pumping	pump	VERB
cana-3144	70	3	station	station	NOUN
cana-3144	70	4	has	have	VERB
cana-3144	70	5	a	a	DET
cana-3144	70	6	maximum	maximum	ADJ
cana-3144	70	7	water	water	NOUN
cana-3144	70	8	level	level	NOUN
cana-3144	70	9	of	of	ADP
cana-3144	70	10	10	10	NUM
cana-3144	70	11	meters	meter	NOUN
cana-3144	70	12	.	.	PUNCT
cana-3144	71	1	equation	equation	NOUN
cana-3144	71	2	(	(	PUNCT
cana-3144	71	3	1	1	X
cana-3144	71	4	)	)	PUNCT
cana-3144	71	5	represents	represent	VERB
cana-3144	71	6	the	the	DET
cana-3144	71	7	connection	connection	NOUN
cana-3144	71	8	between	between	ADP
cana-3144	71	9	storage	storage	NOUN
cana-3144	71	10	volume	volume	NOUN
cana-3144	71	11	and	and	CCONJ
cana-3144	71	12	water	water	NOUN
cana-3144	71	13	level	level	NOUN
cana-3144	71	14	for	for	ADP
cana-3144	71	15	various	various	ADJ
cana-3144	71	16	ranges	range	NOUN
cana-3144	71	17	.	.	PUNCT
cana-3144	72	1	ℎ	ℎ	X
cana-3144	72	2	=	=	SYM
cana-3144	72	3	𝐻𝑓𝑙𝑜𝑜𝑟(𝑣	𝐻𝑓𝑙𝑜𝑜𝑟(𝑣	PROPN
cana-3144	72	4	)	)	PUNCT
cana-3144	73	1	+	+	NUM
cana-3144	73	2	𝐻𝑐𝑒𝑖𝑙(𝑣	𝐻𝑐𝑒𝑖𝑙(𝑣	X
cana-3144	73	3	)	)	PUNCT
cana-3144	73	4	−	−	PROPN
cana-3144	73	5	𝐻𝑓𝑙𝑜𝑜𝑟(𝑣	𝐻𝑓𝑙𝑜𝑜𝑟(𝑣	PROPN
cana-3144	73	6	)	)	PUNCT
cana-3144	74	1	𝑣𝑐𝑒𝑖𝑙(𝑣	𝑣𝑐𝑒𝑖𝑙(𝑣	AUX
cana-3144	74	2	)	)	PUNCT
cana-3144	74	3	−	−	PROPN
cana-3144	74	4	𝑣𝑓𝑙𝑜𝑜𝑟(𝑣	𝑣𝑓𝑙𝑜𝑜𝑟(𝑣	NUM
cana-3144	74	5	)	)	PUNCT
cana-3144	74	6	(	(	PUNCT
cana-3144	74	7	𝑣	𝑣	DET
cana-3144	74	8	−	−	PROPN
cana-3144	74	9	𝑣𝑓𝑙𝑜𝑜𝑟(𝑣	𝑣𝑓𝑙𝑜𝑜𝑟(𝑣	PROPN
cana-3144	74	10	)	)	PUNCT
cana-3144	74	11	)	)	PUNCT
cana-3144	74	12	(	(	PUNCT
cana-3144	74	13	1	1	X
cana-3144	74	14	)	)	PUNCT
cana-3144	74	15	2.2	2.2	NUM
cana-3144	74	16	rainfall	rainfall	NOUN
cana-3144	74	17	data	datum	NOUN
cana-3144	74	18	a	a	DET
cana-3144	74	19	frequently	frequently	ADV
cana-3144	74	20	used	use	VERB
cana-3144	74	21	method	method	NOUN
cana-3144	74	22	in	in	ADP
cana-3144	74	23	the	the	DET
cana-3144	74	24	construction	construction	NOUN
cana-3144	74	25	of	of	ADP
cana-3144	74	26	rainwater	rainwater	NOUN
cana-3144	74	27	pumping	pumping	NOUN
cana-3144	74	28	stations	station	NOUN
cana-3144	74	29	,	,	PUNCT
cana-3144	74	30	frequency	frequency	NOUN
cana-3144	74	31	-	-	PUNCT
cana-3144	74	32	based	base	VERB
cana-3144	74	33	probability	probability	NOUN
cana-3144	74	34	rainfall	rainfall	NOUN
cana-3144	74	35	was	be	AUX
cana-3144	74	36	utilized	utilize	VERB
cana-3144	74	37	to	to	PART
cana-3144	74	38	create	create	VERB
cana-3144	74	39	the	the	DET
cana-3144	74	40	rainfall	rainfall	NOUN
cana-3144	74	41	data	datum	NOUN
cana-3144	74	42	used	use	VERB
cana-3144	74	43	in	in	ADP
cana-3144	74	44	the	the	DET
cana-3144	74	45	trials	trial	NOUN
cana-3144	74	46	.	.	PUNCT
cana-3144	75	1	sum	sum	NOUN
cana-3144	75	2	of	of	ADP
cana-3144	75	3	precipitation	precipitation	NOUN
cana-3144	75	4	,	,	PUNCT
cana-3144	75	5	length	length	NOUN
cana-3144	75	6	communications	communication	NOUN
cana-3144	75	7	on	on	ADP
cana-3144	75	8	applied	apply	VERB
cana-3144	75	9	nonlinear	nonlinear	ADJ
cana-3144	75	10	analysis	analysis	NOUN
cana-3144	75	11	issn	issn	NOUN
cana-3144	75	12	:	:	PUNCT
cana-3144	75	13	1074	1074	NUM
cana-3144	75	14	-	-	PUNCT
cana-3144	75	15	133x	133x	NUM
cana-3144	75	16	vol	vol	NOUN
cana-3144	75	17	32	32	NUM
cana-3144	75	18	no	no	NOUN
cana-3144	75	19	.	.	PUNCT
cana-3144	76	1	5s	5s	NUM
cana-3144	76	2	(	(	PUNCT
cana-3144	76	3	2025	2025	NUM
cana-3144	76	4	)	)	PUNCT
cana-3144	76	5	472	472	NUM
cana-3144	76	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	76	7	of	of	ADP
cana-3144	76	8	precipitation	precipitation	NOUN
cana-3144	76	9	,	,	PUNCT
cana-3144	76	10	and	and	CCONJ
cana-3144	76	11	return	return	VERB
cana-3144	76	12	period	period	NOUN
cana-3144	76	13	(	(	PUNCT
cana-3144	76	14	frequency	frequency	NOUN
cana-3144	76	15	)	)	PUNCT
cana-3144	76	16	make	make	VERB
cana-3144	76	17	up	up	ADP
cana-3144	76	18	rainfall	rainfall	NOUN
cana-3144	76	19	probability	probability	NOUN
cana-3144	76	20	.	.	PUNCT
cana-3144	77	1	the	the	DET
cana-3144	77	2	chance	chance	NOUN
cana-3144	77	3	of	of	ADP
cana-3144	77	4	rainfall	rainfall	NOUN
cana-3144	77	5	was	be	AUX
cana-3144	77	6	distributed	distribute	VERB
cana-3144	77	7	over	over	ADP
cana-3144	77	8	time	time	NOUN
cana-3144	77	9	using	use	VERB
cana-3144	77	10	huff	huff	PROPN
cana-3144	77	11	's	's	PART
cana-3144	77	12	dimensionless	dimensionless	ADJ
cana-3144	77	13	cumulative	cumulative	ADJ
cana-3144	77	14	curve	curve	NOUN
cana-3144	77	15	approach	approach	NOUN
cana-3144	77	16	.	.	PUNCT
cana-3144	78	1	this	this	DET
cana-3144	78	2	approach	approach	NOUN
cana-3144	78	3	,	,	PUNCT
cana-3144	78	4	which	which	PRON
cana-3144	78	5	makes	make	VERB
cana-3144	78	6	use	use	NOUN
cana-3144	78	7	of	of	ADP
cana-3144	78	8	rainfall	rainfall	NOUN
cana-3144	78	9	data	datum	NOUN
cana-3144	78	10	from	from	ADP
cana-3144	78	11	the	the	DET
cana-3144	78	12	past	past	NOUN
cana-3144	78	13	,	,	PUNCT
cana-3144	78	14	is	be	AUX
cana-3144	78	15	well	well	ADV
cana-3144	78	16	-	-	PUNCT
cana-3144	78	17	known	know	VERB
cana-3144	78	18	for	for	ADP
cana-3144	78	19	being	be	AUX
cana-3144	78	20	dependable	dependable	ADJ
cana-3144	78	21	and	and	CCONJ
cana-3144	78	22	has	have	VERB
cana-3144	78	23	many	many	ADJ
cana-3144	78	24	real	real	ADJ
cana-3144	78	25	-	-	PUNCT
cana-3144	78	26	world	world	NOUN
cana-3144	78	27	uses	use	NOUN
cana-3144	78	28	,	,	PUNCT
cana-3144	78	29	including	include	VERB
cana-3144	78	30	riverbed	riverbed	NOUN
cana-3144	78	31	and	and	CCONJ
cana-3144	78	32	smaller	small	ADJ
cana-3144	78	33	stream	stream	NOUN
cana-3144	78	34	design	design	NOUN
cana-3144	78	35	criteria	criterion	NOUN
cana-3144	78	36	.	.	PUNCT
cana-3144	79	1	in	in	ADP
cana-3144	79	2	addition	addition	NOUN
cana-3144	79	3	to	to	ADP
cana-3144	79	4	producing	produce	VERB
cana-3144	79	5	accurate	accurate	ADJ
cana-3144	79	6	rain	rain	NOUN
cana-3144	79	7	designs	design	NOUN
cana-3144	79	8	that	that	PRON
cana-3144	79	9	represent	represent	VERB
cana-3144	79	10	intensity	intensity	NOUN
cana-3144	79	11	fluctuations	fluctuation	NOUN
cana-3144	79	12	in	in	ADP
cana-3144	79	13	actual	actual	ADJ
cana-3144	79	14	rainfall	rainfall	NOUN
cana-3144	79	15	proceedings	proceeding	NOUN
cana-3144	79	16	,	,	PUNCT
cana-3144	79	17	this	this	DET
cana-3144	79	18	approach	approach	NOUN
cana-3144	79	19	may	may	AUX
cana-3144	79	20	efficiently	efficiently	ADV
cana-3144	79	21	generate	generate	VERB
cana-3144	79	22	these	these	DET
cana-3144	79	23	patterns	pattern	NOUN
cana-3144	79	24	,	,	PUNCT
cana-3144	79	25	which	which	PRON
cana-3144	79	26	in	in	ADP
cana-3144	79	27	turn	turn	NOUN
cana-3144	79	28	reduces	reduce	VERB
cana-3144	79	29	simulation	simulation	NOUN
cana-3144	79	30	time	time	NOUN
cana-3144	79	31	and	and	CCONJ
cana-3144	79	32	expenses	expense	NOUN
cana-3144	79	33	.	.	PUNCT
cana-3144	80	1	as	as	ADP
cana-3144	80	2	a	a	DET
cana-3144	80	3	result	result	NOUN
cana-3144	80	4	,	,	PUNCT
cana-3144	80	5	this	this	DET
cana-3144	80	6	method	method	NOUN
cana-3144	80	7	is	be	AUX
cana-3144	80	8	also	also	ADV
cana-3144	80	9	often	often	ADV
cana-3144	80	10	used	use	VERB
cana-3144	80	11	in	in	ADP
cana-3144	80	12	civil	civil	ADJ
cana-3144	80	13	engineering	engineering	NOUN
cana-3144	80	14	and	and	CCONJ
cana-3144	80	15	hydrology	hydrology	NOUN
cana-3144	80	16	to	to	PART
cana-3144	80	17	evaluate	evaluate	VERB
cana-3144	80	18	the	the	DET
cana-3144	80	19	stability	stability	NOUN
cana-3144	80	20	of	of	ADP
cana-3144	80	21	structures	structure	NOUN
cana-3144	80	22	in	in	ADP
cana-3144	80	23	the	the	DET
cana-3144	80	24	face	face	NOUN
cana-3144	80	25	of	of	ADP
cana-3144	80	26	heavy	heavy	ADJ
cana-3144	80	27	precipitation	precipitation	NOUN
cana-3144	80	28	.	.	PUNCT
cana-3144	81	1	extreme	extreme	ADJ
cana-3144	81	2	rainfall	rainfall	NOUN
cana-3144	81	3	patterns	pattern	NOUN
cana-3144	81	4	were	be	AUX
cana-3144	81	5	reflected	reflect	VERB
cana-3144	81	6	by	by	ADP
cana-3144	81	7	using	use	VERB
cana-3144	81	8	probable	probable	ADJ
cana-3144	81	9	the	the	DET
cana-3144	81	10	greatest	great	ADJ
cana-3144	81	11	rainfall	rainfall	NOUN
cana-3144	81	12	according	accord	VERB
cana-3144	81	13	to	to	ADP
cana-3144	81	14	periods	period	NOUN
cana-3144	81	15	of	of	ADP
cana-3144	81	16	return	return	NOUN
cana-3144	81	17	and	and	CCONJ
cana-3144	81	18	historical	historical	ADJ
cana-3144	81	19	information	information	NOUN
cana-3144	81	20	from	from	ADP
cana-3144	81	21	the	the	DET
cana-3144	81	22	pumping	pumping	NOUN
cana-3144	81	23	station	station	NOUN
cana-3144	81	24	location	location	NOUN
cana-3144	81	25	.	.	PUNCT
cana-3144	82	1	a	a	DET
cana-3144	82	2	statistical	statistical	ADJ
cana-3144	82	3	optimization	optimization	NOUN
cana-3144	82	4	approach	approach	NOUN
cana-3144	82	5	like	like	ADP
cana-3144	82	6	the	the	DET
cana-3144	82	7	least	least	ADJ
cana-3144	82	8	squares	square	NOUN
cana-3144	82	9	approach	approach	NOUN
cana-3144	82	10	calculates	calculate	VERB
cana-3144	82	11	weights	weight	NOUN
cana-3144	82	12	for	for	ADP
cana-3144	82	13	four	four	NUM
cana-3144	82	14	quantiles	quantile	NOUN
cana-3144	82	15	.	.	PUNCT
cana-3144	83	1	adjusting	adjust	VERB
cana-3144	83	2	weights	weight	NOUN
cana-3144	83	3	to	to	PART
cana-3144	83	4	simulate	simulate	VERB
cana-3144	83	5	various	various	ADJ
cana-3144	83	6	rainfall	rainfall	NOUN
cana-3144	83	7	occurrences	occurrence	NOUN
cana-3144	83	8	allows	allow	VERB
cana-3144	83	9	for	for	ADP
cana-3144	83	10	accurate	accurate	ADJ
cana-3144	83	11	modelling	modelling	NOUN
cana-3144	83	12	of	of	ADP
cana-3144	83	13	pump	pump	ADJ
cana-3144	83	14	station	station	NOUN
cana-3144	83	15	conditions	condition	NOUN
cana-3144	83	16	.	.	PUNCT
cana-3144	84	1	rainfall	rainfall	NOUN
cana-3144	84	2	samples	sample	NOUN
cana-3144	84	3	were	be	AUX
cana-3144	84	4	collected	collect	VERB
cana-3144	84	5	over	over	ADP
cana-3144	84	6	return	return	NOUN
cana-3144	84	7	periods	period	NOUN
cana-3144	84	8	of	of	ADP
cana-3144	84	9	10	10	NUM
cana-3144	84	10	,	,	PUNCT
cana-3144	84	11	20	20	NUM
cana-3144	84	12	,	,	PUNCT
cana-3144	84	13	30	30	NUM
cana-3144	84	14	,	,	PUNCT
cana-3144	84	15	50	50	NUM
cana-3144	84	16	,	,	PUNCT
cana-3144	84	17	80	80	NUM
cana-3144	84	18	,	,	PUNCT
cana-3144	84	19	and	and	CCONJ
cana-3144	84	20	100	100	NUM
cana-3144	84	21	years	year	NOUN
cana-3144	84	22	to	to	PART
cana-3144	84	23	address	address	VERB
cana-3144	84	24	the	the	DET
cana-3144	84	25	significance	significance	NOUN
cana-3144	84	26	of	of	ADP
cana-3144	84	27	controlling	control	VERB
cana-3144	84	28	climate	climate	NOUN
cana-3144	84	29	-	-	PUNCT
cana-3144	84	30	driven	drive	VERB
cana-3144	84	31	severe	severe	ADJ
cana-3144	84	32	rainfall	rainfall	NOUN
cana-3144	84	33	occurrences	occurrence	NOUN
cana-3144	84	34	.	.	PUNCT
cana-3144	85	1	the	the	DET
cana-3144	85	2	samples	sample	NOUN
cana-3144	85	3	were	be	AUX
cana-3144	85	4	categorized	categorize	VERB
cana-3144	85	5	according	accord	VERB
cana-3144	85	6	to	to	ADP
cana-3144	85	7	nine	nine	NUM
cana-3144	85	8	different	different	ADJ
cana-3144	85	9	rainfall	rainfall	NOUN
cana-3144	85	10	durations	duration	NOUN
cana-3144	85	11	:	:	PUNCT
cana-3144	85	12	60	60	NUM
cana-3144	85	13	,	,	PUNCT
cana-3144	85	14	120	120	NUM
cana-3144	85	15	,	,	PUNCT
cana-3144	85	16	180	180	NUM
cana-3144	85	17	,	,	PUNCT
cana-3144	85	18	240	240	NUM
cana-3144	85	19	,	,	PUNCT
cana-3144	85	20	360	360	NUM
cana-3144	85	21	,	,	PUNCT
cana-3144	85	22	540	540	NUM
cana-3144	85	23	,	,	PUNCT
cana-3144	85	24	720	720	NUM
cana-3144	85	25	,	,	PUNCT
cana-3144	85	26	1080	1080	NUM
cana-3144	85	27	,	,	PUNCT
cana-3144	85	28	and	and	CCONJ
cana-3144	85	29	1440	1440	NUM
cana-3144	85	30	minutes	minute	NOUN
cana-3144	85	31	.	.	PUNCT
cana-3144	86	1	figure	figure	NOUN
cana-3144	86	2	1	1	NUM
cana-3144	86	3	shows	show	VERB
cana-3144	86	4	the	the	DET
cana-3144	86	5	output	output	NOUN
cana-3144	86	6	of	of	ADP
cana-3144	86	7	running	run	VERB
cana-3144	86	8	the	the	DET
cana-3144	86	9	swmm	swmm	NOUN
cana-3144	86	10	with	with	ADP
cana-3144	86	11	a	a	DET
cana-3144	86	12	30	30	NUM
cana-3144	86	13	-	-	PUNCT
cana-3144	86	14	years	year	NOUN
cana-3144	86	15	period	period	NOUN
cana-3144	86	16	of	of	ADP
cana-3144	86	17	return	return	NOUN
cana-3144	86	18	and	and	CCONJ
cana-3144	86	19	a	a	DET
cana-3144	86	20	60	60	NUM
cana-3144	86	21	-	-	PUNCT
cana-3144	86	22	minute	minute	NOUN
cana-3144	86	23	length	length	NOUN
cana-3144	86	24	rainfall	rainfall	NOUN
cana-3144	86	25	data	data	PROPN
cana-3144	86	26	sample	sample	NOUN
cana-3144	86	27	.	.	PUNCT
cana-3144	87	1	figure	figure	NOUN
cana-3144	87	2	1	1	NUM
cana-3144	87	3	(	(	PUNCT
cana-3144	87	4	a	a	NOUN
cana-3144	87	5	)	)	PUNCT
cana-3144	87	6	displays	display	VERB
cana-3144	87	7	the	the	DET
cana-3144	87	8	total	total	ADJ
cana-3144	87	9	rainfall	rainfall	NOUN
cana-3144	87	10	over	over	ADP
cana-3144	87	11	a	a	DET
cana-3144	87	12	period	period	NOUN
cana-3144	87	13	of	of	ADP
cana-3144	87	14	time	time	NOUN
cana-3144	87	15	,	,	PUNCT
cana-3144	87	16	whereas	whereas	SCONJ
cana-3144	87	17	figure	figure	NOUN
cana-3144	87	18	1(b	1(b	NUM
cana-3144	87	19	)	)	PUNCT
cana-3144	87	20	shows	show	VERB
cana-3144	87	21	the	the	DET
cana-3144	87	22	rate	rate	NOUN
cana-3144	87	23	of	of	ADP
cana-3144	87	24	inflow	inflow	NOUN
cana-3144	87	25	into	into	ADP
cana-3144	87	26	the	the	DET
cana-3144	87	27	retained	retain	VERB
cana-3144	87	28	water	water	NOUN
cana-3144	87	29	basin	basin	NOUN
cana-3144	87	30	at	at	ADP
cana-3144	87	31	the	the	DET
cana-3144	87	32	same	same	ADJ
cana-3144	87	33	time	time	NOUN
cana-3144	87	34	.	.	PUNCT
cana-3144	88	1	figure	figure	NOUN
cana-3144	88	2	1	1	NUM
cana-3144	88	3	(	(	PUNCT
cana-3144	88	4	a	a	NOUN
cana-3144	88	5	)	)	PUNCT
cana-3144	88	6	total	total	ADJ
cana-3144	88	7	rainfall	rainfall	NOUN
cana-3144	88	8	over	over	ADP
cana-3144	88	9	a	a	DET
cana-3144	88	10	period	period	NOUN
cana-3144	88	11	of	of	ADP
cana-3144	88	12	time	time	NOUN
cana-3144	88	13	,	,	PUNCT
cana-3144	88	14	(	(	PUNCT
cana-3144	88	15	b	b	X
cana-3144	88	16	)	)	PUNCT
cana-3144	88	17	rate	rate	NOUN
cana-3144	88	18	of	of	ADP
cana-3144	88	19	inflow	inflow	NOUN
cana-3144	88	20	into	into	ADP
cana-3144	88	21	the	the	DET
cana-3144	88	22	retained	retain	VERB
cana-3144	88	23	water	water	NOUN
cana-3144	88	24	2.3	2.3	NUM
cana-3144	88	25	formulating	formulate	VERB
cana-3144	88	26	problems	problem	NOUN
cana-3144	88	27	a	a	DET
cana-3144	88	28	multiple	multiple	ADJ
cana-3144	88	29	objectives	objective	NOUN
cana-3144	88	30	pump	pump	VERB
cana-3144	88	31	combination	combination	NOUN
cana-3144	88	32	optimization	optimization	NOUN
cana-3144	88	33	issue	issue	NOUN
cana-3144	88	34	is	be	AUX
cana-3144	88	35	what	what	PRON
cana-3144	88	36	the	the	DET
cana-3144	88	37	rainwater	rainwater	NOUN
cana-3144	88	38	pump	pump	NOUN
cana-3144	88	39	station	station	NOUN
cana-3144	88	40	technology	technology	NOUN
cana-3144	88	41	is	be	AUX
cana-3144	88	42	trying	try	VERB
cana-3144	88	43	to	to	PART
cana-3144	88	44	solve	solve	VERB
cana-3144	88	45	by	by	ADP
cana-3144	88	46	reducing	reduce	VERB
cana-3144	88	47	the	the	DET
cana-3144	88	48	quantity	quantity	NOUN
cana-3144	88	49	of	of	ADP
cana-3144	88	50	pump	pump	NOUN
cana-3144	88	51	switches	switch	NOUN
cana-3144	88	52	and	and	CCONJ
cana-3144	88	53	diminishing	diminish	VERB
cana-3144	88	54	the	the	DET
cana-3144	88	55	highest	high	ADJ
cana-3144	88	56	level	level	NOUN
cana-3144	88	57	of	of	ADP
cana-3144	88	58	water	water	NOUN
cana-3144	88	59	in	in	ADP
cana-3144	88	60	the	the	DET
cana-3144	88	61	retaining	retain	VERB
cana-3144	88	62	basin	basin	NOUN
cana-3144	88	63	.	.	PUNCT
cana-3144	89	1	2.3.1	2.3.1	NUM
cana-3144	90	1	the	the	DET
cana-3144	90	2	problem	problem	NOUN
cana-3144	90	3	of	of	ADP
cana-3144	90	4	selecting	select	VERB
cana-3144	90	5	a	a	DET
cana-3144	90	6	multi	multi	ADJ
cana-3144	90	7	-	-	ADJ
cana-3144	90	8	objective	objective	ADJ
cana-3144	90	9	pump	pump	NOUN
cana-3144	90	10	combination	combination	NOUN
cana-3144	90	11	the	the	DET
cana-3144	90	12	purpose	purpose	NOUN
cana-3144	90	13	is	be	AUX
cana-3144	90	14	to	to	PART
cana-3144	90	15	determine	determine	VERB
cana-3144	90	16	the	the	DET
cana-3144	90	17	best	good	ADJ
cana-3144	90	18	arrangement	arrangement	NOUN
cana-3144	90	19	of	of	ADP
cana-3144	90	20	pump	pump	ADJ
cana-3144	90	21	combinations	combination	NOUN
cana-3144	90	22	to	to	PART
cana-3144	90	23	use	use	VERB
cana-3144	90	24	during	during	ADP
cana-3144	90	25	a	a	DET
cana-3144	90	26	specified	specified	ADJ
cana-3144	90	27	time	time	NOUN
cana-3144	90	28	period	period	NOUN
cana-3144	90	29	t	t	NOUN
cana-3144	90	30	given	give	VERB
cana-3144	90	31	a	a	DET
cana-3144	90	32	list	list	NOUN
cana-3144	90	33	of	of	ADP
cana-3144	90	34	n	n	NOUN
cana-3144	90	35	pumps	pump	NOUN
cana-3144	90	36	with	with	ADP
cana-3144	90	37	varying	vary	VERB
cana-3144	90	38	capacities	capacity	NOUN
cana-3144	90	39	and	and	CCONJ
cana-3144	90	40	a	a	DET
cana-3144	90	41	collection	collection	NOUN
cana-3144	90	42	of	of	ADP
cana-3144	90	43	k	k	PROPN
cana-3144	90	44	possible	possible	ADJ
cana-3144	90	45	combinations	combination	NOUN
cana-3144	90	46	.	.	PUNCT
cana-3144	91	1	the	the	DET
cana-3144	91	2	goal	goal	NOUN
cana-3144	91	3	function	function	NOUN
cana-3144	91	4	should	should	AUX
cana-3144	91	5	be	be	AUX
cana-3144	91	6	maximized	maximize	VERB
cana-3144	91	7	throughout	throughout	ADP
cana-3144	91	8	unit	unit	NOUN
cana-3144	91	9	time	time	NOUN
cana-3144	91	10	intervals	interval	NOUN
cana-3144	91	11	by	by	ADP
cana-3144	91	12	this	this	DET
cana-3144	91	13	ideal	ideal	ADJ
cana-3144	91	14	sequence	sequence	NOUN
cana-3144	91	15	,	,	PUNCT
cana-3144	91	16	in	in	ADP
cana-3144	91	17	order	order	NOUN
cana-3144	91	18	to	to	PART
cana-3144	91	19	accomplish	accomplish	VERB
cana-3144	91	20	optimal	optimal	ADJ
cana-3144	91	21	operation	operation	NOUN
cana-3144	91	22	.	.	PUNCT
cana-3144	92	1	the	the	DET
cana-3144	92	2	pump	pump	NOUN
cana-3144	92	3	combination	combination	NOUN
cana-3144	92	4	functional	functional	ADJ
cana-3144	92	5	objective	objective	NOUN
cana-3144	92	6	𝑝	𝑝	NOUN
cana-3144	92	7	,	,	PUNCT
cana-3144	92	8	has	have	VERB
cana-3144	92	9	two	two	NUM
cana-3144	92	10	goals	goal	NOUN
cana-3144	92	11	:	:	PUNCT
cana-3144	92	12	1	1	X
cana-3144	92	13	)	)	PUNCT
cana-3144	92	14	using	use	VERB
cana-3144	92	15	as	as	ADV
cana-3144	92	16	few	few	ADJ
cana-3144	92	17	pump	pump	NOUN
cana-3144	92	18	switches	switch	NOUN
cana-3144	92	19	as	as	ADP
cana-3144	92	20	possible	possible	ADJ
cana-3144	92	21	and	and	CCONJ
cana-3144	92	22	communications	communication	NOUN
cana-3144	92	23	on	on	ADP
cana-3144	92	24	applied	apply	VERB
cana-3144	92	25	nonlinear	nonlinear	ADJ
cana-3144	92	26	analysis	analysis	NOUN
cana-3144	92	27	issn	issn	NOUN
cana-3144	92	28	:	:	PUNCT
cana-3144	92	29	1074	1074	NUM
cana-3144	92	30	-	-	PUNCT
cana-3144	92	31	133x	133x	NUM
cana-3144	92	32	vol	vol	NOUN
cana-3144	92	33	32	32	NUM
cana-3144	92	34	no	no	NOUN
cana-3144	92	35	.	.	PUNCT
cana-3144	93	1	5s	5s	NUM
cana-3144	93	2	(	(	PUNCT
cana-3144	93	3	2025	2025	NUM
cana-3144	93	4	)	)	PUNCT
cana-3144	93	5	473	473	NUM
cana-3144	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	93	7	2	2	NUM
cana-3144	93	8	)	)	PUNCT
cana-3144	93	9	maintaining	maintain	VERB
cana-3144	93	10	the	the	DET
cana-3144	93	11	retention	retention	NOUN
cana-3144	93	12	basin	basin	NOUN
cana-3144	93	13	water	water	NOUN
cana-3144	93	14	level	level	NOUN
cana-3144	93	15	as	as	ADV
cana-3144	93	16	low	low	ADJ
cana-3144	93	17	as	as	ADP
cana-3144	93	18	possible	possible	ADJ
cana-3144	93	19	.	.	PUNCT
cana-3144	94	1	in	in	ADP
cana-3144	94	2	order	order	NOUN
cana-3144	94	3	to	to	PART
cana-3144	94	4	prevent	prevent	VERB
cana-3144	94	5	the	the	DET
cana-3144	94	6	retention	retention	NOUN
cana-3144	94	7	basin	basin	NOUN
cana-3144	94	8	from	from	ADP
cana-3144	94	9	filling	fill	VERB
cana-3144	94	10	up	up	ADP
cana-3144	94	11	to	to	ADP
cana-3144	94	12	its	its	PRON
cana-3144	94	13	full	full	ADJ
cana-3144	94	14	capacity	capacity	NOUN
cana-3144	94	15	,	,	PUNCT
cana-3144	94	16	it	it	PRON
cana-3144	94	17	is	be	AUX
cana-3144	94	18	necessary	necessary	ADJ
cana-3144	94	19	to	to	PART
cana-3144	94	20	determine	determine	VERB
cana-3144	94	21	a	a	DET
cana-3144	94	22	pump	pump	NOUN
cana-3144	94	23	sequence	sequence	NOUN
cana-3144	94	24	that	that	PRON
cana-3144	94	25	will	will	AUX
cana-3144	94	26	result	result	VERB
cana-3144	94	27	in	in	ADP
cana-3144	94	28	the	the	DET
cana-3144	94	29	lowest	low	ADJ
cana-3144	94	30	feasible	feasible	ADJ
cana-3144	94	31	maximum	maximum	ADJ
cana-3144	94	32	water	water	NOUN
cana-3144	94	33	level	level	NOUN
cana-3144	94	34	across	across	ADP
cana-3144	94	35	all	all	DET
cana-3144	94	36	unit	unit	NOUN
cana-3144	94	37	periods	period	NOUN
cana-3144	94	38	for	for	ADP
cana-3144	94	39	the	the	DET
cana-3144	94	40	whole	whole	ADJ
cana-3144	94	41	simulation	simulation	NOUN
cana-3144	94	42	period	period	NOUN
cana-3144	94	43	t	t	PROPN
cana-3144	94	44	(	(	PUNCT
cana-3144	94	45	equation	equation	NOUN
cana-3144	94	46	2	2	NUM
cana-3144	94	47	)	)	PUNCT
cana-3144	94	48	.	.	PUNCT
cana-3144	95	1	argmin	argmin	PROPN
cana-3144	95	2	f(𝜋𝑖	f(𝜋𝑖	NOUN
cana-3144	95	3	)	)	PUNCT
cana-3144	95	4	,	,	PUNCT
cana-3144	95	5	𝜋𝑖𝜖𝜋𝑇	𝜋𝑖𝜖𝜋𝑇	NOUN
cana-3144	95	6	(	(	PUNCT
cana-3144	95	7	2	2	NUM
cana-3144	95	8	)	)	PUNCT
cana-3144	95	9	h(𝜋𝑖	h(𝜋𝑖	NUM
cana-3144	95	10	)	)	PUNCT
cana-3144	95	11	=	=	VERB
cana-3144	95	12	𝑚𝑎𝑥ℎ𝜋𝑖	𝑚𝑎𝑥ℎ𝜋𝑖	NOUN
cana-3144	95	13	(	(	PUNCT
cana-3144	95	14	𝑡	𝑡	NOUN
cana-3144	95	15	)	)	PUNCT
cana-3144	95	16	,	,	PUNCT
cana-3144	95	17	1	1	NUM
cana-3144	95	18	≤	≤	NUM
cana-3144	95	19	𝑡	𝑡	PROPN
cana-3144	95	20	≤	≤	ADJ
cana-3144	95	21	𝑇	𝑇	NOUN
cana-3144	95	22	on	on	ADP
cana-3144	95	23	this	this	DET
cana-3144	95	24	occasion	occasion	NOUN
cana-3144	95	25	,	,	PUNCT
cana-3144	95	26	hπi	hπi	NOUN
cana-3144	95	27	(	(	PUNCT
cana-3144	95	28	t	t	NOUN
cana-3144	95	29	)	)	PUNCT
cana-3144	95	30	stands	stand	VERB
cana-3144	95	31	for	for	ADP
cana-3144	95	32	the	the	DET
cana-3144	95	33	detention	detention	NOUN
cana-3144	95	34	basin	basin	NOUN
cana-3144	95	35	water	water	NOUN
cana-3144	95	36	level	level	NOUN
cana-3144	95	37	at	at	ADP
cana-3144	95	38	time	time	NOUN
cana-3144	95	39	t.	t.	PROPN
cana-3144	95	40	reduce	reduce	VERB
cana-3144	95	41	the	the	DET
cana-3144	95	42	amount	amount	NOUN
cana-3144	95	43	of	of	ADP
cana-3144	95	44	time	time	NOUN
cana-3144	95	45	spent	spend	VERB
cana-3144	95	46	moving	move	VERB
cana-3144	95	47	between	between	ADP
cana-3144	95	48	pump	pump	NOUN
cana-3144	95	49	combinations	combination	NOUN
cana-3144	95	50	at	at	ADP
cana-3144	95	51	each	each	DET
cana-3144	95	52	time	time	NOUN
cana-3144	95	53	unit	unit	NOUN
cana-3144	95	54	to	to	PART
cana-3144	95	55	keep	keep	VERB
cana-3144	95	56	wear	wear	VERB
cana-3144	95	57	to	to	ADP
cana-3144	95	58	a	a	DET
cana-3144	95	59	minimum	minimum	NOUN
cana-3144	95	60	.	.	PUNCT
cana-3144	96	1	the	the	DET
cana-3144	96	2	maintenance	maintenance	NOUN
cana-3144	96	3	cost	cost	NOUN
cana-3144	96	4	is	be	AUX
cana-3144	96	5	the	the	DET
cana-3144	96	6	amount	amount	NOUN
cana-3144	96	7	that	that	PRON
cana-3144	96	8	has	have	VERB
cana-3144	96	9	to	to	PART
cana-3144	96	10	be	be	AUX
cana-3144	96	11	paid	pay	VERB
cana-3144	96	12	to	to	PART
cana-3144	96	13	make	make	VERB
cana-3144	96	14	these	these	DET
cana-3144	96	15	modifications	modification	NOUN
cana-3144	96	16	.	.	PUNCT
cana-3144	97	1	a	a	DET
cana-3144	97	2	proxy	proxy	NOUN
cana-3144	97	3	for	for	ADP
cana-3144	97	4	the	the	DET
cana-3144	97	5	number	number	NOUN
cana-3144	97	6	of	of	ADP
cana-3144	97	7	pumps	pump	NOUN
cana-3144	97	8	switched	switch	VERB
cana-3144	97	9	on	on	ADP
cana-3144	97	10	or	or	CCONJ
cana-3144	97	11	off	off	ADV
cana-3144	97	12	is	be	AUX
cana-3144	97	13	used	use	VERB
cana-3144	97	14	since	since	SCONJ
cana-3144	97	15	exactly	exactly	ADV
cana-3144	97	16	specifying	specify	VERB
cana-3144	97	17	the	the	DET
cana-3144	97	18	maintenance	maintenance	NOUN
cana-3144	97	19	cost	cost	NOUN
cana-3144	97	20	might	might	AUX
cana-3144	97	21	be	be	AUX
cana-3144	97	22	problematic	problematic	ADJ
cana-3144	97	23	in	in	ADP
cana-3144	97	24	reality	reality	NOUN
cana-3144	97	25	.	.	PUNCT
cana-3144	98	1	equation	equation	NOUN
cana-3144	98	2	(	(	PUNCT
cana-3144	98	3	3	3	X
cana-3144	98	4	)	)	PUNCT
cana-3144	98	5	shows	show	VERB
cana-3144	98	6	how	how	SCONJ
cana-3144	98	7	to	to	PART
cana-3144	98	8	define	define	VERB
cana-3144	98	9	the	the	DET
cana-3144	98	10	minimizing	minimizing	NOUN
cana-3144	98	11	of	of	ADP
cana-3144	98	12	pump	pump	NOUN
cana-3144	98	13	switching	switching	NOUN
cana-3144	98	14	.	.	PUNCT
cana-3144	99	1	argmin	argmin	PROPN
cana-3144	99	2	f(𝜋𝑖	f(𝜋𝑖	NOUN
cana-3144	99	3	)	)	PUNCT
cana-3144	99	4	,	,	PUNCT
cana-3144	100	1	𝜋𝑖𝜖𝜋𝑇	𝜋𝑖𝜖𝜋𝑇	NOUN
cana-3144	100	2	(	(	PUNCT
cana-3144	100	3	3	3	NUM
cana-3144	100	4	)	)	PUNCT
cana-3144	100	5	f(𝜋𝑖	f(𝜋𝑖	NOUN
cana-3144	100	6	)	)	PUNCT
cana-3144	100	7	=	=	SYM
cana-3144	100	8	∑	∑	PUNCT
cana-3144	100	9	f𝜋𝑖	f𝜋𝑖	NOUN
cana-3144	100	10	𝑇	𝑇	PROPN
cana-3144	100	11	𝑡=1	𝑡=1	PROPN
cana-3144	100	12	(	(	PUNCT
cana-3144	100	13	𝑡	𝑡	NOUN
cana-3144	100	14	)	)	PUNCT
cana-3144	100	15	,	,	PUNCT
cana-3144	100	16	1	1	NUM
cana-3144	100	17	≤	≤	NUM
cana-3144	100	18	𝑡	𝑡	PROPN
cana-3144	100	19	≤	≤	NOUN
cana-3144	100	20	𝑇	𝑇	PROPN
cana-3144	100	21	as	as	ADP
cana-3144	100	22	of	of	ADP
cana-3144	100	23	time	time	NOUN
cana-3144	100	24	t	t	PROPN
cana-3144	100	25	,	,	PUNCT
cana-3144	100	26	the	the	DET
cana-3144	100	27	number	number	NOUN
cana-3144	100	28	of	of	ADP
cana-3144	100	29	switches	switch	NOUN
cana-3144	100	30	that	that	PRON
cana-3144	100	31	turn	turn	VERB
cana-3144	100	32	the	the	DET
cana-3144	100	33	pump	pump	NOUN
cana-3144	100	34	on	on	ADP
cana-3144	100	35	or	or	CCONJ
cana-3144	100	36	off	off	ADV
cana-3144	100	37	is	be	AUX
cana-3144	100	38	denoted	denote	VERB
cana-3144	100	39	by	by	ADP
cana-3144	100	40	f𝜋𝑖(𝑡	f𝜋𝑖(𝑡	PROPN
cana-3144	100	41	)	)	PUNCT
cana-3144	100	42	.	.	PUNCT
cana-3144	101	1	for	for	ADP
cana-3144	101	2	this	this	DET
cana-3144	101	3	reason	reason	NOUN
cana-3144	101	4	,	,	PUNCT
cana-3144	101	5	equation	equation	NOUN
cana-3144	101	6	(	(	PUNCT
cana-3144	101	7	4	4	X
cana-3144	101	8	)	)	PUNCT
cana-3144	101	9	shows	show	VERB
cana-3144	101	10	the	the	DET
cana-3144	101	11	objective	objective	ADJ
cana-3144	101	12	function	function	NOUN
cana-3144	101	13	that	that	PRON
cana-3144	101	14	is	be	AUX
cana-3144	101	15	obtained	obtain	VERB
cana-3144	101	16	by	by	ADP
cana-3144	101	17	integrating	integrate	VERB
cana-3144	101	18	the	the	DET
cana-3144	101	19	two	two	NUM
cana-3144	101	20	optimization	optimization	NOUN
cana-3144	101	21	goals	goal	NOUN
cana-3144	101	22	with	with	ADP
cana-3144	101	23	their	their	PRON
cana-3144	101	24	corresponding	correspond	VERB
cana-3144	101	25	weights	weight	NOUN
cana-3144	101	26	𝑤1	𝑤1	NOUN
cana-3144	101	27	and	and	CCONJ
cana-3144	101	28	𝑤2	𝑤2	NOUN
cana-3144	101	29	.	.	PUNCT
cana-3144	102	1	finding	find	VERB
cana-3144	102	2	the	the	DET
cana-3144	102	3	ideal	ideal	ADJ
cana-3144	102	4	activity	activity	NOUN
cana-3144	102	5	sequence	sequence	NOUN
cana-3144	102	6	𝜋𝑇×	𝜋𝑇×	PROPN
cana-3144	102	7	that	that	PRON
cana-3144	102	8	fulfils	fulfil	VERB
cana-3144	102	9	equation	equation	NOUN
cana-3144	102	10	(	(	PUNCT
cana-3144	102	11	4	4	NUM
cana-3144	102	12	)	)	PUNCT
cana-3144	102	13	is	be	AUX
cana-3144	102	14	the	the	DET
cana-3144	102	15	last	last	ADJ
cana-3144	102	16	objective	objective	NOUN
cana-3144	102	17	.	.	PUNCT
cana-3144	103	1	𝑎𝑟𝑔𝑚𝑖𝑛	𝑎𝑟𝑔𝑚𝑖𝑛	NOUN
cana-3144	103	2	o(𝜋𝑖	o(𝜋𝑖	NUM
cana-3144	103	3	)	)	PUNCT
cana-3144	104	1	=	=	VERB
cana-3144	104	2	𝑤1	𝑤1	VERB
cana-3144	104	3	×	×	NOUN
cana-3144	104	4	𝐻(𝜋𝑖	𝐻(𝜋𝑖	ADV
cana-3144	104	5	)	)	PUNCT
cana-3144	105	1	+	+	NUM
cana-3144	105	2	𝑤2	𝑤2	NOUN
cana-3144	105	3	×	×	NOUN
cana-3144	105	4	𝐹(𝜋𝑖	𝐹(𝜋𝑖	ADV
cana-3144	105	5	)	)	PUNCT
cana-3144	106	1	+	+	CCONJ
cana-3144	106	2	𝑤3	𝑤3	PROPN
cana-3144	106	3	×	×	PROPN
cana-3144	106	4	𝐸(𝜋𝑖	𝐸(𝜋𝑖	NOUN
cana-3144	106	5	)	)	PUNCT
cana-3144	106	6	,	,	PUNCT
cana-3144	106	7	𝜋𝑖	𝜋𝑖	ADP
cana-3144	106	8	∈	∈	PROPN
cana-3144	106	9	𝜋𝑇	𝜋𝑇	PROPN
cana-3144	106	10	(	(	PUNCT
cana-3144	106	11	4	4	NUM
cana-3144	106	12	)	)	PUNCT
cana-3144	106	13	in	in	ADP
cana-3144	106	14	the	the	DET
cana-3144	106	15	case	case	NOUN
cana-3144	106	16	of	of	ADP
cana-3144	106	17	fluctuating	fluctuate	VERB
cana-3144	106	18	pump	pump	NOUN
cana-3144	106	19	capacity	capacity	NOUN
cana-3144	106	20	,	,	PUNCT
cana-3144	106	21	the	the	DET
cana-3144	106	22	dimension	dimension	NOUN
cana-3144	106	23	of	of	ADP
cana-3144	106	24	the	the	DET
cana-3144	106	25	result	result	NOUN
cana-3144	106	26	space	space	NOUN
cana-3144	106	27	for	for	ADP
cana-3144	106	28	potential	potential	ADJ
cana-3144	106	29	sequences	sequence	NOUN
cana-3144	106	30	of	of	ADP
cana-3144	106	31	pump	pump	NOUN
cana-3144	106	32	combinations	combination	NOUN
cana-3144	106	33	π	π	PROPN
cana-3144	106	34	over	over	ADP
cana-3144	106	35	time	time	NOUN
cana-3144	106	36	period	period	NOUN
cana-3144	106	37	t	t	PROPN
cana-3144	106	38	is	be	AUX
cana-3144	106	39	2𝜋𝑇	2𝜋𝑇	NUM
cana-3144	106	40	.	.	PUNCT
cana-3144	107	1	finding	find	VERB
cana-3144	107	2	the	the	DET
cana-3144	107	3	best	good	ADJ
cana-3144	107	4	solution	solution	NOUN
cana-3144	107	5	becomes	become	VERB
cana-3144	107	6	more	more	ADV
cana-3144	107	7	difficult	difficult	ADJ
cana-3144	107	8	as	as	ADP
cana-3144	107	9	the	the	DET
cana-3144	107	10	time	time	NOUN
cana-3144	107	11	t	t	NOUN
cana-3144	107	12	or	or	CCONJ
cana-3144	107	13	number	number	NOUN
cana-3144	107	14	of	of	ADP
cana-3144	107	15	pumps	pump	NOUN
cana-3144	108	1	n	n	PRON
cana-3144	108	2	rises	rise	NOUN
cana-3144	108	3	,	,	PUNCT
cana-3144	108	4	as	as	SCONJ
cana-3144	108	5	the	the	DET
cana-3144	108	6	solution	solution	NOUN
cana-3144	108	7	space	space	NOUN
cana-3144	108	8	expands	expand	VERB
cana-3144	108	9	exponentially	exponentially	ADV
cana-3144	108	10	.	.	PUNCT
cana-3144	109	1	this	this	DET
cana-3144	109	2	image	image	NOUN
cana-3144	109	3	shows	show	VERB
cana-3144	109	4	all	all	DET
cana-3144	109	5	the	the	DET
cana-3144	109	6	potential	potential	ADJ
cana-3144	109	7	combinations	combination	NOUN
cana-3144	109	8	of	of	ADP
cana-3144	109	9	pumps	pump	NOUN
cana-3144	109	10	throughout	throughout	ADP
cana-3144	109	11	time	time	NOUN
cana-3144	109	12	t	t	PROPN
cana-3144	109	13	,	,	PUNCT
cana-3144	109	14	but	but	CCONJ
cana-3144	109	15	it	it	PRON
cana-3144	109	16	does	do	AUX
cana-3144	109	17	n't	not	PART
cana-3144	109	18	take	take	VERB
cana-3144	109	19	into	into	ADP
cana-3144	109	20	consideration	consideration	NOUN
cana-3144	109	21	things	thing	NOUN
cana-3144	109	22	like	like	ADP
cana-3144	109	23	rainfall	rainfall	NOUN
cana-3144	109	24	or	or	CCONJ
cana-3144	109	25	the	the	DET
cana-3144	109	26	water	water	NOUN
cana-3144	109	27	level	level	NOUN
cana-3144	109	28	in	in	ADP
cana-3144	109	29	the	the	DET
cana-3144	109	30	retention	retention	NOUN
cana-3144	109	31	basin	basin	NOUN
cana-3144	109	32	.	.	PUNCT
cana-3144	110	1	when	when	SCONJ
cana-3144	110	2	these	these	DET
cana-3144	110	3	things	thing	NOUN
cana-3144	110	4	are	be	AUX
cana-3144	110	5	included	include	VERB
cana-3144	110	6	,	,	PUNCT
cana-3144	110	7	the	the	DET
cana-3144	110	8	true	true	ADJ
cana-3144	110	9	solution	solution	NOUN
cana-3144	110	10	space	space	NOUN
cana-3144	110	11	is	be	AUX
cana-3144	110	12	much	much	ADV
cana-3144	110	13	wider	wide	ADJ
cana-3144	110	14	.	.	PUNCT
cana-3144	111	1	2.4	2.4	NUM
cana-3144	111	2	pumping	pumping	NOUN
cana-3144	111	3	system	system	NOUN
cana-3144	111	4	double	double	ADJ
cana-3144	111	5	-	-	PUNCT
cana-3144	111	6	deep	deep	ADJ
cana-3144	111	7	q	q	NOUN
cana-3144	111	8	-	-	PUNCT
cana-3144	111	9	network	network	NOUN
cana-3144	111	10	2.4.1	2.4.1	NUM
cana-3144	111	11	the	the	DET
cana-3144	111	12	reinforcement	reinforcement	NOUN
cana-3144	111	13	learning	learning	NOUN
cana-3144	111	14	in	in	ADP
cana-3144	111	15	the	the	DET
cana-3144	111	16	reinforcement	reinforcement	NOUN
cana-3144	111	17	learning	learning	NOUN
cana-3144	111	18	,	,	PUNCT
cana-3144	111	19	a	a	DET
cana-3144	111	20	computer	computer	NOUN
cana-3144	111	21	learns	learn	VERB
cana-3144	111	22	by	by	ADP
cana-3144	111	23	observing	observe	VERB
cana-3144	111	24	its	its	PRON
cana-3144	111	25	surroundings	surrounding	NOUN
cana-3144	111	26	and	and	CCONJ
cana-3144	111	27	choosing	choose	VERB
cana-3144	111	28	its	its	PRON
cana-3144	111	29	behaviours	behaviour	NOUN
cana-3144	111	30	in	in	ADP
cana-3144	111	31	a	a	DET
cana-3144	111	32	way	way	NOUN
cana-3144	111	33	that	that	PRON
cana-3144	111	34	maximizes	maximize	VERB
cana-3144	111	35	cumulative	cumulative	ADJ
cana-3144	111	36	rewards	reward	NOUN
cana-3144	111	37	.	.	PUNCT
cana-3144	112	1	a	a	PRON
cana-3144	112	2	5	5	NUM
cana-3144	112	3	-	-	PUNCT
cana-3144	112	4	tuple	tuple	NOUN
cana-3144	112	5	(	(	PUNCT
cana-3144	112	6	s	s	PROPN
cana-3144	112	7	,	,	PUNCT
cana-3144	112	8	t	t	PROPN
cana-3144	112	9	,	,	PUNCT
cana-3144	112	10	a	a	PRON
cana-3144	112	11	,	,	PUNCT
cana-3144	112	12	r	r	NOUN
cana-3144	112	13	,	,	PUNCT
cana-3144	112	14	and	and	CCONJ
cana-3144	112	15	pr	pr	NOUN
cana-3144	112	16	)	)	PUNCT
cana-3144	112	17	represents	represent	VERB
cana-3144	112	18	a	a	DET
cana-3144	112	19	discrete	discrete	ADJ
cana-3144	112	20	-	-	PUNCT
cana-3144	112	21	time	time	NOUN
cana-3144	112	22	stochastic	stochastic	ADJ
cana-3144	112	23	process	process	NOUN
cana-3144	112	24	,	,	PUNCT
cana-3144	112	25	and	and	CCONJ
cana-3144	112	26	it	it	PRON
cana-3144	112	27	may	may	AUX
cana-3144	112	28	be	be	AUX
cana-3144	112	29	used	use	VERB
cana-3144	112	30	to	to	PART
cana-3144	112	31	simulate	simulate	VERB
cana-3144	112	32	reinforcement	reinforcement	NOUN
cana-3144	112	33	learning	learning	NOUN
cana-3144	112	34	.	.	PUNCT
cana-3144	113	1	this	this	DET
cana-3144	113	2	process	process	NOUN
cana-3144	113	3	is	be	AUX
cana-3144	113	4	called	call	VERB
cana-3144	113	5	a	a	DET
cana-3144	113	6	markov	markov	NOUN
cana-3144	113	7	decision	decision	NOUN
cana-3144	113	8	process	process	NOUN
cana-3144	113	9	(	(	PUNCT
cana-3144	113	10	mdp	mdp	NOUN
cana-3144	113	11	)	)	PUNCT
cana-3144	113	12	.	.	PUNCT
cana-3144	114	1	in	in	ADP
cana-3144	114	2	this	this	DET
cana-3144	114	3	context	context	NOUN
cana-3144	114	4	,	,	PUNCT
cana-3144	114	5	t	t	PROPN
cana-3144	114	6	stands	stand	VERB
cana-3144	114	7	for	for	ADP
cana-3144	114	8	time	time	NOUN
cana-3144	114	9	,	,	PUNCT
cana-3144	114	10	s	s	VERB
cana-3144	114	11	for	for	ADP
cana-3144	114	12	states	state	NOUN
cana-3144	114	13	,	,	PUNCT
cana-3144	114	14	r	r	NOUN
cana-3144	114	15	for	for	ADP
cana-3144	114	16	rewards	reward	NOUN
cana-3144	114	17	,	,	PUNCT
cana-3144	114	18	a	a	PRON
cana-3144	114	19	for	for	ADP
cana-3144	114	20	actions	action	NOUN
cana-3144	114	21	,	,	PUNCT
cana-3144	114	22	and	and	CCONJ
cana-3144	114	23	pr	pr	NOUN
cana-3144	114	24	for	for	ADP
cana-3144	114	25	the	the	DET
cana-3144	114	26	likelihood	likelihood	NOUN
cana-3144	114	27	of	of	ADP
cana-3144	114	28	transitioning	transition	VERB
cana-3144	114	29	between	between	ADP
cana-3144	114	30	states	state	NOUN
cana-3144	114	31	.	.	PUNCT
cana-3144	115	1	at	at	ADP
cana-3144	115	2	time	time	NOUN
cana-3144	115	3	step	step	PROPN
cana-3144	115	4	t	t	PROPN
cana-3144	115	5	,	,	PUNCT
cana-3144	115	6	the	the	DET
cana-3144	115	7	decision	decision	NOUN
cana-3144	115	8	-	-	PUNCT
cana-3144	115	9	making	make	VERB
cana-3144	115	10	agent	agent	NOUN
cana-3144	115	11	takes	take	VERB
cana-3144	115	12	into	into	ADP
cana-3144	115	13	account	account	NOUN
cana-3144	115	14	the	the	DET
cana-3144	115	15	present	present	ADJ
cana-3144	115	16	state	state	NOUN
cana-3144	115	17	s	s	PART
cana-3144	115	18	and	and	CCONJ
cana-3144	115	19	chooses	choose	VERB
cana-3144	115	20	an	an	DET
cana-3144	115	21	action	action	NOUN
cana-3144	115	22	a	a	PRON
cana-3144	115	23	from	from	ADP
cana-3144	115	24	set	set	VERB
cana-3144	115	25	a.	a.	NOUN
cana-3144	115	26	after	after	ADP
cana-3144	115	27	step	step	NOUN
cana-3144	115	28	t+1	t+1	NUM
cana-3144	115	29	,	,	PUNCT
cana-3144	115	30	the	the	DET
cana-3144	115	31	system	system	NOUN
cana-3144	115	32	changes	change	VERB
cana-3144	115	33	to	to	ADP
cana-3144	115	34	states′	states′	NOUN
cana-3144	115	35	depending	depend	VERB
cana-3144	115	36	on	on	ADP
cana-3144	115	37	the	the	DET
cana-3144	115	38	action	action	NOUN
cana-3144	115	39	a	a	PRON
cana-3144	115	40	and	and	CCONJ
cana-3144	115	41	current	current	ADJ
cana-3144	115	42	state	state	NOUN
cana-3144	115	43	‘s	‘	NOUN
cana-3144	115	44	’	'	PUNCT
cana-3144	115	45	.	.	PUNCT
cana-3144	116	1	this	this	DET
cana-3144	116	2	change	change	NOUN
cana-3144	116	3	in	in	ADP
cana-3144	116	4	state	state	NOUN
cana-3144	116	5	occurs	occur	VERB
cana-3144	116	6	after	after	ADP
cana-3144	116	7	the	the	DET
cana-3144	116	8	probability	probability	NOUN
cana-3144	116	9	of	of	ADP
cana-3144	116	10	the	the	DET
cana-3144	116	11	transition	transition	NOUN
cana-3144	116	12	,	,	PUNCT
cana-3144	116	13	or	or	CCONJ
cana-3144	116	14	the	the	DET
cana-3144	116	15	likelihood	likelihood	NOUN
cana-3144	116	16	of	of	ADP
cana-3144	116	17	the	the	DET
cana-3144	116	18	change	change	NOUN
cana-3144	116	19	in	in	ADP
cana-3144	116	20	state	state	NOUN
cana-3144	116	21	,	,	PUNCT
cana-3144	116	22	𝑝𝑟(𝑠	𝑝𝑟(𝑠	PROPN
cana-3144	116	23	,	,	PUNCT
cana-3144	116	24	𝑠	𝑠	PROPN
cana-3144	116	25	′	′	NOUN
cana-3144	116	26	)	)	PUNCT
cana-3144	116	27	=	=	NOUN
cana-3144	117	1	𝑝𝑟(𝑠𝑡+1	𝑝𝑟(𝑠𝑡+1	NOUN
cana-3144	117	2	=	=	SYM
cana-3144	117	3	𝑠	𝑠	NUM
cana-3144	117	4	′|𝑠𝑡	′|𝑠𝑡	NOUN
cana-3144	117	5	=	=	SYM
cana-3144	117	6	𝑠	𝑠	PROPN
cana-3144	117	7	)	)	PUNCT
cana-3144	117	8	.	.	PUNCT
cana-3144	118	1	a	a	DET
cana-3144	118	2	reward	reward	NOUN
cana-3144	118	3	or	or	CCONJ
cana-3144	118	4	punishment	punishment	NOUN
cana-3144	118	5	is	be	AUX
cana-3144	118	6	given	give	VERB
cana-3144	118	7	to	to	ADP
cana-3144	118	8	the	the	DET
cana-3144	118	9	agent	agent	NOUN
cana-3144	118	10	whenever	whenever	SCONJ
cana-3144	118	11	the	the	DET
cana-3144	118	12	communications	communication	NOUN
cana-3144	118	13	on	on	ADP
cana-3144	118	14	applied	apply	VERB
cana-3144	118	15	nonlinear	nonlinear	ADJ
cana-3144	118	16	analysis	analysis	NOUN
cana-3144	118	17	issn	issn	NOUN
cana-3144	118	18	:	:	PUNCT
cana-3144	118	19	1074	1074	NUM
cana-3144	118	20	-	-	PUNCT
cana-3144	118	21	133x	133x	NUM
cana-3144	118	22	vol	vol	NOUN
cana-3144	118	23	32	32	NUM
cana-3144	118	24	no	no	NOUN
cana-3144	118	25	.	.	PUNCT
cana-3144	119	1	5s	5s	NUM
cana-3144	119	2	(	(	PUNCT
cana-3144	119	3	2025	2025	NUM
cana-3144	119	4	)	)	PUNCT
cana-3144	119	5	474	474	NUM
cana-3144	119	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	119	7	status	status	NOUN
cana-3144	119	8	changes	change	NOUN
cana-3144	119	9	.	.	PUNCT
cana-3144	120	1	put	put	VERB
cana-3144	120	2	simply	simply	ADV
cana-3144	120	3	,	,	PUNCT
cana-3144	120	4	the	the	DET
cana-3144	120	5	agent	agent	NOUN
cana-3144	120	6	decides	decide	VERB
cana-3144	120	7	what	what	PRON
cana-3144	120	8	to	to	PART
cana-3144	120	9	do	do	VERB
cana-3144	120	10	in	in	ADP
cana-3144	120	11	the	the	DET
cana-3144	120	12	environment	environment	NOUN
cana-3144	120	13	,	,	PUNCT
cana-3144	120	14	which	which	PRON
cana-3144	120	15	changes	change	VERB
cana-3144	120	16	the	the	DET
cana-3144	120	17	state	state	NOUN
cana-3144	120	18	and	and	CCONJ
cana-3144	120	19	gives	give	VERB
cana-3144	120	20	rise	rise	NOUN
cana-3144	120	21	to	to	ADP
cana-3144	120	22	rewards	reward	NOUN
cana-3144	120	23	.	.	PUNCT
cana-3144	121	1	in	in	ADP
cana-3144	121	2	reinforcement	reinforcement	NOUN
cana-3144	121	3	learning	learning	NOUN
cana-3144	121	4	,	,	PUNCT
cana-3144	121	5	the	the	DET
cana-3144	121	6	goal	goal	NOUN
cana-3144	121	7	of	of	ADP
cana-3144	121	8	the	the	DET
cana-3144	121	9	agent	agent	NOUN
cana-3144	121	10	's	's	PART
cana-3144	121	11	interactions	interaction	NOUN
cana-3144	121	12	with	with	ADP
cana-3144	121	13	its	its	PRON
cana-3144	121	14	environment	environment	NOUN
cana-3144	121	15	is	be	AUX
cana-3144	121	16	to	to	PART
cana-3144	121	17	maximize	maximize	VERB
cana-3144	121	18	cumulative	cumulative	ADJ
cana-3144	121	19	rewards	reward	NOUN
cana-3144	121	20	.	.	PUNCT
cana-3144	122	1	2.4.2	2.4.2	NUM
cana-3144	122	2	double	double	ADJ
cana-3144	122	3	deep	deep	ADJ
cana-3144	122	4	q	q	NOUN
cana-3144	122	5	net	net	NOUN
cana-3144	122	6	combining	combine	VERB
cana-3144	122	7	q	q	NOUN
cana-3144	122	8	-	-	PUNCT
cana-3144	122	9	learning	learning	NOUN
cana-3144	122	10	with	with	ADP
cana-3144	122	11	deep	deep	ADJ
cana-3144	122	12	learning	learning	NOUN
cana-3144	122	13	,	,	PUNCT
cana-3144	122	14	the	the	DET
cana-3144	122	15	dqn	dqn	NOUN
cana-3144	122	16	is	be	AUX
cana-3144	122	17	a	a	DET
cana-3144	122	18	significant	significant	ADJ
cana-3144	122	19	algorithm	algorithm	NOUN
cana-3144	122	20	in	in	ADP
cana-3144	122	21	reinforcement	reinforcement	NOUN
cana-3144	122	22	learning	learning	NOUN
cana-3144	122	23	.	.	PUNCT
cana-3144	123	1	agents	agent	NOUN
cana-3144	123	2	may	may	AUX
cana-3144	123	3	learn	learn	VERB
cana-3144	123	4	to	to	PART
cana-3144	123	5	perform	perform	VERB
cana-3144	123	6	optimally	optimally	ADV
cana-3144	123	7	in	in	ADP
cana-3144	123	8	many	many	ADJ
cana-3144	123	9	situations	situation	NOUN
cana-3144	123	10	with	with	ADP
cana-3144	123	11	the	the	DET
cana-3144	123	12	help	help	NOUN
cana-3144	123	13	of	of	ADP
cana-3144	123	14	the	the	DET
cana-3144	123	15	dqn	dqn	NOUN
cana-3144	123	16	.	.	PUNCT
cana-3144	124	1	to	to	PART
cana-3144	124	2	avoid	avoid	VERB
cana-3144	124	3	relying	rely	VERB
cana-3144	124	4	on	on	ADP
cana-3144	124	5	a	a	DET
cana-3144	124	6	table	table	NOUN
cana-3144	124	7	,	,	PUNCT
cana-3144	124	8	the	the	DET
cana-3144	124	9	dqn	dqn	NOUN
cana-3144	124	10	proposes	propose	VERB
cana-3144	124	11	employing	employ	VERB
cana-3144	124	12	a	a	DET
cana-3144	124	13	deep	deep	ADJ
cana-3144	124	14	learning	learning	NOUN
cana-3144	124	15	method	method	NOUN
cana-3144	124	16	,	,	PUNCT
cana-3144	124	17	such	such	ADJ
cana-3144	124	18	dnn	dnn	PROPN
cana-3144	124	19	,	,	PUNCT
cana-3144	124	20	to	to	PART
cana-3144	124	21	estimate	estimate	VERB
cana-3144	124	22	the	the	DET
cana-3144	124	23	q	q	NOUN
cana-3144	124	24	-	-	PUNCT
cana-3144	124	25	values	value	NOUN
cana-3144	124	26	.	.	PUNCT
cana-3144	125	1	an	an	DET
cana-3144	125	2	agent	agent	NOUN
cana-3144	125	3	learns	learn	VERB
cana-3144	125	4	the	the	DET
cana-3144	125	5	value	value	NOUN
cana-3144	125	6	of	of	ADP
cana-3144	125	7	an	an	DET
cana-3144	125	8	action	action	NOUN
cana-3144	125	9	in	in	ADP
cana-3144	125	10	a	a	DET
cana-3144	125	11	given	give	VERB
cana-3144	125	12	state	state	NOUN
cana-3144	125	13	by	by	ADP
cana-3144	125	14	q	q	NOUN
cana-3144	125	15	-	-	PUNCT
cana-3144	125	16	learning	learning	NOUN
cana-3144	125	17	,	,	PUNCT
cana-3144	125	18	a	a	DET
cana-3144	125	19	basic	basic	ADJ
cana-3144	125	20	reinforcement	reinforcement	NOUN
cana-3144	125	21	learning	learning	NOUN
cana-3144	125	22	method	method	NOUN
cana-3144	125	23	.	.	PUNCT
cana-3144	126	1	the	the	DET
cana-3144	126	2	projected	project	VERB
cana-3144	126	3	cumulative	cumulative	ADJ
cana-3144	126	4	future	future	ADJ
cana-3144	126	5	reward	reward	NOUN
cana-3144	126	6	is	be	AUX
cana-3144	126	7	represented	represent	VERB
cana-3144	126	8	by	by	ADP
cana-3144	126	9	this	this	DET
cana-3144	126	10	value	value	NOUN
cana-3144	126	11	,	,	PUNCT
cana-3144	126	12	which	which	PRON
cana-3144	126	13	is	be	AUX
cana-3144	126	14	known	know	VERB
cana-3144	126	15	as	as	ADP
cana-3144	126	16	the	the	DET
cana-3144	126	17	q	q	NOUN
cana-3144	126	18	-	-	PUNCT
cana-3144	126	19	value	value	NOUN
cana-3144	126	20	.	.	PUNCT
cana-3144	127	1	using	use	VERB
cana-3144	127	2	the	the	DET
cana-3144	127	3	bellman	bellman	NOUN
cana-3144	127	4	equation	equation	NOUN
cana-3144	127	5	,	,	PUNCT
cana-3144	127	6	the	the	DET
cana-3144	127	7	agent	agent	NOUN
cana-3144	127	8	iteratively	iteratively	ADV
cana-3144	127	9	updates	update	VERB
cana-3144	127	10	the	the	DET
cana-3144	127	11	q	q	NOUN
cana-3144	127	12	-	-	PUNCT
cana-3144	127	13	values	value	NOUN
cana-3144	127	14	in	in	ADP
cana-3144	127	15	q	q	NOUN
cana-3144	127	16	-	-	PUNCT
cana-3144	127	17	learning	learning	NOUN
cana-3144	127	18	.	.	PUNCT
cana-3144	128	1	𝑄(𝑠	𝑄(𝑠	NUM
cana-3144	128	2	,	,	PUNCT
cana-3144	128	3	𝑎	𝑎	NOUN
cana-3144	128	4	)	)	PUNCT
cana-3144	128	5	←	←	PROPN
cana-3144	128	6	𝑄(𝑠	𝑄(𝑠	PROPN
cana-3144	128	7	,	,	PUNCT
cana-3144	128	8	𝑎	𝑎	NOUN
cana-3144	128	9	)	)	PUNCT
cana-3144	128	10	+	+	NUM
cana-3144	128	11	𝛼	𝛼	X
cana-3144	128	12	(	(	PUNCT
cana-3144	128	13	𝑟	𝑟	NOUN
cana-3144	128	14	+	+	CCONJ
cana-3144	128	15	𝛾𝑚𝑎𝑥𝑄(𝑠	𝛾𝑚𝑎𝑥𝑄(𝑠	PROPN
cana-3144	128	16	′	′	NOUN
cana-3144	128	17	,	,	PUNCT
cana-3144	128	18	𝑎′)𝑚𝑎𝑥	𝑎′)𝑚𝑎𝑥	PROPN
cana-3144	128	19	−	−	PROPN
cana-3144	128	20	𝑄(𝑠	𝑄(𝑠	NUM
cana-3144	128	21	,	,	PUNCT
cana-3144	128	22	𝑎	𝑎	NOUN
cana-3144	128	23	)	)	PUNCT
cana-3144	128	24	)	)	PUNCT
cana-3144	128	25	(	(	PUNCT
cana-3144	128	26	5	5	X
cana-3144	128	27	)	)	PUNCT
cana-3144	128	28	here	here	ADV
cana-3144	128	29	,	,	PUNCT
cana-3144	128	30	s	s	VERB
cana-3144	128	31	represents	represent	VERB
cana-3144	128	32	the	the	DET
cana-3144	128	33	present	present	ADJ
cana-3144	128	34	state	state	NOUN
cana-3144	128	35	and	and	CCONJ
cana-3144	128	36	s′	s′	ADJ
cana-3144	128	37	the	the	DET
cana-3144	128	38	future	future	ADJ
cana-3144	128	39	state	state	NOUN
cana-3144	128	40	.	.	PUNCT
cana-3144	129	1	given	give	VERB
cana-3144	129	2	the	the	DET
cana-3144	129	3	present	present	ADJ
cana-3144	129	4	state	state	NOUN
cana-3144	129	5	,	,	PUNCT
cana-3144	129	6	an	an	PRON
cana-3144	129	7	is	be	AUX
cana-3144	129	8	an	an	DET
cana-3144	129	9	action	action	NOUN
cana-3144	129	10	that	that	PRON
cana-3144	129	11	is	be	AUX
cana-3144	129	12	done	do	VERB
cana-3144	129	13	,	,	PUNCT
cana-3144	129	14	r	r	NOUN
cana-3144	129	15	is	be	AUX
cana-3144	129	16	the	the	DET
cana-3144	129	17	right	right	ADJ
cana-3144	129	18	away	away	ADV
cana-3144	129	19	reward	reward	NOUN
cana-3144	129	20	that	that	PRON
cana-3144	129	21	follows	follow	VERB
cana-3144	129	22	activity	activity	NOUN
cana-3144	129	23	a	a	PRON
cana-3144	129	24	,	,	PUNCT
cana-3144	129	25	γ	γ	PROPN
cana-3144	129	26	is	be	AUX
cana-3144	129	27	a	a	DET
cana-3144	129	28	factor	factor	NOUN
cana-3144	129	29	of	of	ADP
cana-3144	129	30	discount	discount	NOUN
cana-3144	129	31	that	that	PRON
cana-3144	129	32	is	be	AUX
cana-3144	129	33	applied	apply	VERB
cana-3144	129	34	to	to	ADP
cana-3144	129	35	future	future	ADJ
cana-3144	129	36	incentives	incentive	NOUN
cana-3144	129	37	,	,	PUNCT
cana-3144	129	38	as	as	ADV
cana-3144	129	39	well	well	ADV
cana-3144	129	40	as	as	ADP
cana-3144	129	41	α	α	PRON
cana-3144	129	42	is	be	AUX
cana-3144	129	43	the	the	DET
cana-3144	129	44	learning	learning	NOUN
cana-3144	129	45	rate	rate	NOUN
cana-3144	129	46	.	.	PUNCT
cana-3144	130	1	updates	update	NOUN
cana-3144	130	2	on	on	ADP
cana-3144	130	3	q	q	NOUN
cana-3144	130	4	-	-	PUNCT
cana-3144	130	5	learning	learn	VERB
cana-3144	130	6	the	the	DET
cana-3144	130	7	agent	agent	NOUN
cana-3144	130	8	learns	learn	VERB
cana-3144	130	9	a	a	DET
cana-3144	130	10	strategy	strategy	NOUN
cana-3144	130	11	that	that	PRON
cana-3144	130	12	optimizes	optimize	VERB
cana-3144	130	13	the	the	DET
cana-3144	130	14	long	long	ADJ
cana-3144	130	15	-	-	PUNCT
cana-3144	130	16	term	term	NOUN
cana-3144	130	17	reward	reward	NOUN
cana-3144	130	18	based	base	VERB
cana-3144	130	19	on	on	ADP
cana-3144	130	20	the	the	DET
cana-3144	130	21	q	q	ADJ
cana-3144	130	22	values	value	NOUN
cana-3144	130	23	depending	depend	VERB
cana-3144	130	24	on	on	ADP
cana-3144	130	25	the	the	DET
cana-3144	130	26	reward	reward	NOUN
cana-3144	130	27	level	level	NOUN
cana-3144	130	28	r	r	NOUN
cana-3144	130	29	and	and	CCONJ
cana-3144	130	30	the	the	DET
cana-3144	130	31	highest	high	ADJ
cana-3144	130	32	q	q	NOUN
cana-3144	130	33	value	value	NOUN
cana-3144	130	34	in	in	ADP
cana-3144	130	35	the	the	DET
cana-3144	130	36	following	follow	VERB
cana-3144	130	37	state	state	NOUN
cana-3144	130	38	‘	'	PUNCT
cana-3144	130	39	s′.	s′.	X
cana-3144	130	40	using	use	VERB
cana-3144	130	41	the	the	DET
cana-3144	130	42	present	present	ADJ
cana-3144	130	43	state	state	NOUN
cana-3144	130	44	as	as	ADP
cana-3144	130	45	input	input	NOUN
cana-3144	130	46	,	,	PUNCT
cana-3144	130	47	the	the	DET
cana-3144	130	48	dqn	dqn	NOUN
cana-3144	130	49	's	's	PART
cana-3144	130	50	deep	deep	ADJ
cana-3144	130	51	learning	learning	NOUN
cana-3144	130	52	model	model	NOUN
cana-3144	130	53	generates	generate	VERB
cana-3144	130	54	q	q	NOUN
cana-3144	130	55	-	-	PUNCT
cana-3144	130	56	values	value	NOUN
cana-3144	130	57	for	for	ADP
cana-3144	130	58	every	every	DET
cana-3144	130	59	conceivable	conceivable	ADJ
cana-3144	130	60	action	action	NOUN
cana-3144	130	61	.	.	PUNCT
cana-3144	131	1	training	train	VERB
cana-3144	131	2	this	this	DET
cana-3144	131	3	network	network	NOUN
cana-3144	131	4	to	to	PART
cana-3144	131	5	provide	provide	VERB
cana-3144	131	6	good	good	ADJ
cana-3144	131	7	approximations	approximation	NOUN
cana-3144	131	8	of	of	ADP
cana-3144	131	9	the	the	DET
cana-3144	131	10	q	q	NOUN
cana-3144	131	11	-	-	PUNCT
cana-3144	131	12	values	value	NOUN
cana-3144	131	13	is	be	AUX
cana-3144	131	14	the	the	DET
cana-3144	131	15	objective	objective	NOUN
cana-3144	131	16	.	.	PUNCT
cana-3144	132	1	an	an	DET
cana-3144	132	2	enhanced	enhanced	ADJ
cana-3144	132	3	variant	variant	NOUN
cana-3144	132	4	of	of	ADP
cana-3144	132	5	the	the	DET
cana-3144	132	6	conventional	conventional	ADJ
cana-3144	132	7	dqn	dqn	NOUN
cana-3144	132	8	used	use	VERB
cana-3144	132	9	in	in	ADP
cana-3144	132	10	rl	rl	PROPN
cana-3144	132	11	,	,	PUNCT
cana-3144	132	12	a	a	DET
cana-3144	132	13	ddqn	ddqn	ADJ
cana-3144	132	14	yields	yield	VERB
cana-3144	132	15	better	well	ADJ
cana-3144	132	16	results	result	NOUN
cana-3144	132	17	.	.	PUNCT
cana-3144	133	1	the	the	DET
cana-3144	133	2	overestimation	overestimation	NOUN
cana-3144	133	3	of	of	ADP
cana-3144	133	4	action	action	NOUN
cana-3144	133	5	values	value	NOUN
cana-3144	133	6	that	that	PRON
cana-3144	133	7	dqns	dqns	PROPN
cana-3144	133	8	are	be	AUX
cana-3144	133	9	prone	prone	ADJ
cana-3144	133	10	to	to	AUX
cana-3144	133	11	causes	cause	VERB
cana-3144	133	12	instability	instability	NOUN
cana-3144	133	13	and	and	CCONJ
cana-3144	133	14	less	less	ADJ
cana-3144	133	15	-	-	PUNCT
cana-3144	133	16	than	than	ADP
cana-3144	133	17	-	-	PUNCT
cana-3144	133	18	ideal	ideal	NOUN
cana-3144	133	19	policies	policy	NOUN
cana-3144	133	20	during	during	ADP
cana-3144	133	21	training	training	NOUN
cana-3144	133	22	;	;	PUNCT
cana-3144	133	23	this	this	PRON
cana-3144	133	24	is	be	AUX
cana-3144	133	25	one	one	NUM
cana-3144	133	26	of	of	ADP
cana-3144	133	27	their	their	PRON
cana-3144	133	28	major	major	ADJ
cana-3144	133	29	drawbacks	drawback	NOUN
cana-3144	133	30	that	that	PRON
cana-3144	133	31	it	it	PRON
cana-3144	133	32	solves	solve	VERB
cana-3144	133	33	.	.	PUNCT
cana-3144	134	1	the	the	DET
cana-3144	134	2	goal	goal	NOUN
cana-3144	134	3	of	of	ADP
cana-3144	134	4	a	a	DET
cana-3144	134	5	typical	typical	ADJ
cana-3144	134	6	dqn	dqn	NOUN
cana-3144	134	7	is	be	AUX
cana-3144	134	8	for	for	SCONJ
cana-3144	134	9	the	the	DET
cana-3144	134	10	agent	agent	NOUN
cana-3144	134	11	to	to	PART
cana-3144	134	12	achieve	achieve	VERB
cana-3144	134	13	the	the	DET
cana-3144	134	14	greatest	great	ADJ
cana-3144	134	15	cumulative	cumulative	ADJ
cana-3144	134	16	reward	reward	NOUN
cana-3144	134	17	as	as	SCONJ
cana-3144	134	18	it	it	PRON
cana-3144	134	19	moves	move	VERB
cana-3144	134	20	from	from	ADP
cana-3144	134	21	one	one	NUM
cana-3144	134	22	state	state	NOUN
cana-3144	134	23	to	to	ADP
cana-3144	134	24	another	another	PRON
cana-3144	134	25	by	by	ADP
cana-3144	134	26	making	make	VERB
cana-3144	134	27	decisions	decision	NOUN
cana-3144	134	28	based	base	VERB
cana-3144	134	29	on	on	ADP
cana-3144	134	30	a	a	DET
cana-3144	134	31	learnt	learnt	ADJ
cana-3144	134	32	q	q	NOUN
cana-3144	134	33	-	-	NOUN
cana-3144	134	34	function	function	NOUN
cana-3144	134	35	,	,	PUNCT
cana-3144	134	36	which	which	PRON
cana-3144	134	37	assesses	assess	VERB
cana-3144	134	38	the	the	DET
cana-3144	134	39	anticipated	anticipated	ADJ
cana-3144	134	40	return	return	NOUN
cana-3144	134	41	for	for	ADP
cana-3144	134	42	a	a	DET
cana-3144	134	43	specific	specific	ADJ
cana-3144	134	44	action	action	NOUN
cana-3144	134	45	.	.	PUNCT
cana-3144	135	1	to	to	PART
cana-3144	135	2	achieve	achieve	VERB
cana-3144	135	3	a	a	DET
cana-3144	135	4	balance	balance	NOUN
cana-3144	135	5	between	between	ADP
cana-3144	135	6	exploration	exploration	NOUN
cana-3144	135	7	and	and	CCONJ
cana-3144	135	8	exploitation	exploitation	NOUN
cana-3144	135	9	,	,	PUNCT
cana-3144	135	10	the	the	DET
cana-3144	135	11	agent	agent	NOUN
cana-3144	135	12	employs	employ	VERB
cana-3144	135	13	an	an	DET
cana-3144	135	14	epsilon	epsilon	PROPN
cana-3144	135	15	greedy	greedy	ADJ
cana-3144	135	16	strategy	strategy	NOUN
cana-3144	135	17	,	,	PUNCT
cana-3144	135	18	and	and	CCONJ
cana-3144	135	19	a	a	DET
cana-3144	135	20	deep	deep	ADJ
cana-3144	135	21	neural	neural	ADJ
cana-3144	135	22	network	network	NOUN
cana-3144	135	23	is	be	AUX
cana-3144	135	24	used	use	VERB
cana-3144	135	25	to	to	PART
cana-3144	135	26	approximate	approximate	VERB
cana-3144	135	27	the	the	DET
cana-3144	135	28	q	q	NOUN
cana-3144	135	29	-	-	NOUN
cana-3144	135	30	function	function	NOUN
cana-3144	135	31	.	.	PUNCT
cana-3144	136	1	2.4.3	2.4.3	NUM
cana-3144	136	2	gated	gate	VERB
cana-3144	136	3	recurrent	recurrent	ADJ
cana-3144	136	4	unit	unit	NOUN
cana-3144	136	5	the	the	DET
cana-3144	136	6	gated	gate	VERB
cana-3144	136	7	recurrent	recurrent	ADJ
cana-3144	136	8	unit	unit	NOUN
cana-3144	136	9	is	be	AUX
cana-3144	136	10	a	a	DET
cana-3144	136	11	recurrent	recurrent	ADJ
cana-3144	136	12	neural	neural	ADJ
cana-3144	136	13	network	network	NOUN
cana-3144	136	14	(	(	PUNCT
cana-3144	136	15	rnn	rnn	PROPN
cana-3144	136	16	)	)	PUNCT
cana-3144	136	17	structure	structure	NOUN
cana-3144	136	18	used	use	VERB
cana-3144	136	19	in	in	ADP
cana-3144	136	20	deep	deep	ADJ
cana-3144	136	21	learning	learning	NOUN
cana-3144	136	22	,	,	PUNCT
cana-3144	136	23	especially	especially	ADV
cana-3144	136	24	for	for	ADP
cana-3144	136	25	sequence	sequence	NOUN
cana-3144	136	26	data	datum	NOUN
cana-3144	136	27	.	.	PUNCT
cana-3144	137	1	grus	grus	PROPN
cana-3144	137	2	were	be	AUX
cana-3144	137	3	presented	present	VERB
cana-3144	137	4	as	as	ADP
cana-3144	137	5	a	a	DET
cana-3144	137	6	simpler	simple	ADJ
cana-3144	137	7	way	way	NOUN
cana-3144	137	8	to	to	PART
cana-3144	137	9	replace	replace	VERB
cana-3144	137	10	lstm	lstm	ADJ
cana-3144	137	11	networks	network	NOUN
cana-3144	137	12	,	,	PUNCT
cana-3144	137	13	another	another	DET
cana-3144	137	14	prominent	prominent	ADJ
cana-3144	137	15	rnn	rnn	PROPN
cana-3144	137	16	.	.	PUNCT
cana-3144	138	1	grus	grus	PROPN
cana-3144	138	2	aim	aim	VERB
cana-3144	138	3	to	to	PART
cana-3144	138	4	address	address	VERB
cana-3144	138	5	the	the	DET
cana-3144	138	6	vanishing	vanish	VERB
cana-3144	138	7	gradient	gradient	NOUN
cana-3144	138	8	issue	issue	NOUN
cana-3144	138	9	in	in	ADP
cana-3144	138	10	standard	standard	ADJ
cana-3144	138	11	rnns	rnn	NOUN
cana-3144	138	12	while	while	SCONJ
cana-3144	138	13	learning	learn	VERB
cana-3144	138	14	long	long	ADJ
cana-3144	138	15	-	-	PUNCT
cana-3144	138	16	term	term	NOUN
cana-3144	138	17	dependencies	dependency	NOUN
cana-3144	138	18	.	.	PUNCT
cana-3144	139	1	grus	grus	NOUN
cana-3144	139	2	use	use	NOUN
cana-3144	139	3	gating	gate	VERB
cana-3144	139	4	mechanisms	mechanism	NOUN
cana-3144	139	5	to	to	PART
cana-3144	139	6	govern	govern	VERB
cana-3144	139	7	information	information	NOUN
cana-3144	139	8	flow	flow	NOUN
cana-3144	139	9	and	and	CCONJ
cana-3144	139	10	retain	retain	VERB
cana-3144	139	11	relevance	relevance	NOUN
cana-3144	139	12	over	over	ADP
cana-3144	139	13	lengthy	lengthy	ADJ
cana-3144	139	14	sequences	sequence	NOUN
cana-3144	139	15	.	.	PUNCT
cana-3144	140	1	the	the	DET
cana-3144	140	2	reset	reset	NOUN
cana-3144	140	3	gate	gate	NOUN
cana-3144	140	4	and	and	CCONJ
cana-3144	140	5	the	the	DET
cana-3144	140	6	update	update	NOUN
cana-3144	140	7	gate	gate	NOUN
cana-3144	140	8	are	be	AUX
cana-3144	140	9	the	the	DET
cana-3144	140	10	two	two	NUM
cana-3144	140	11	primary	primary	ADJ
cana-3144	140	12	gates	gate	NOUN
cana-3144	140	13	of	of	ADP
cana-3144	140	14	a	a	DET
cana-3144	140	15	gru	gru	NOUN
cana-3144	140	16	.	.	PUNCT
cana-3144	141	1	the	the	DET
cana-3144	141	2	amount	amount	NOUN
cana-3144	141	3	of	of	ADP
cana-3144	141	4	information	information	NOUN
cana-3144	141	5	from	from	ADP
cana-3144	141	6	the	the	DET
cana-3144	141	7	previous	previous	ADJ
cana-3144	141	8	state	state	NOUN
cana-3144	141	9	that	that	PRON
cana-3144	141	10	is	be	AUX
cana-3144	141	11	erased	erase	VERB
cana-3144	141	12	by	by	ADP
cana-3144	141	13	the	the	DET
cana-3144	141	14	reset	reset	NOUN
cana-3144	141	15	gate	gate	NOUN
cana-3144	141	16	and	and	CCONJ
cana-3144	141	17	sent	send	VERB
cana-3144	141	18	to	to	ADP
cana-3144	141	19	the	the	DET
cana-3144	141	20	subsequent	subsequent	ADJ
cana-3144	141	21	step	step	NOUN
cana-3144	141	22	is	be	AUX
cana-3144	141	23	determined	determine	VERB
cana-3144	141	24	by	by	ADP
cana-3144	141	25	the	the	DET
cana-3144	141	26	update	update	NOUN
cana-3144	141	27	gate	gate	NOUN
cana-3144	141	28	,	,	PUNCT
cana-3144	141	29	respectively	respectively	ADV
cana-3144	141	30	.	.	PUNCT
cana-3144	142	1	2.4.4	2.4.4	NUM
cana-3144	142	2	model	model	NOUN
cana-3144	142	3	configuration	configuration	NOUN
cana-3144	142	4	in	in	ADP
cana-3144	142	5	the	the	DET
cana-3144	142	6	ddqn	ddqn	NOUN
cana-3144	142	7	method	method	NOUN
cana-3144	142	8	,	,	PUNCT
cana-3144	142	9	the	the	DET
cana-3144	142	10	decision	decision	NOUN
cana-3144	142	11	-	-	PUNCT
cana-3144	142	12	making	make	VERB
cana-3144	142	13	agent	agent	NOUN
cana-3144	142	14	first	first	ADV
cana-3144	142	15	has	have	VERB
cana-3144	142	16	a	a	DET
cana-3144	142	17	fully	fully	ADV
cana-3144	142	18	connected	connect	VERB
cana-3144	142	19	layer	layer	NOUN
cana-3144	142	20	of	of	ADP
cana-3144	142	21	output	output	NOUN
cana-3144	142	22	with	with	ADP
cana-3144	142	23	six	six	NUM
cana-3144	142	24	nodes	node	NOUN
cana-3144	142	25	,	,	PUNCT
cana-3144	142	26	then	then	ADV
cana-3144	142	27	three	three	NUM
cana-3144	142	28	gru	gru	NOUN
cana-3144	142	29	layers	layer	NOUN
cana-3144	142	30	with	with	ADP
cana-3144	142	31	32	32	NUM
cana-3144	142	32	nodes	node	NOUN
cana-3144	142	33	each	each	PRON
cana-3144	142	34	.	.	PUNCT
cana-3144	143	1	in	in	ADP
cana-3144	143	2	the	the	DET
cana-3144	143	3	output	output	NOUN
cana-3144	143	4	layer	layer	NOUN
cana-3144	143	5	,	,	PUNCT
cana-3144	143	6	there	there	PRON
cana-3144	143	7	are	be	VERB
cana-3144	143	8	six	six	NUM
cana-3144	143	9	possible	possible	ADJ
cana-3144	143	10	combinations	combination	NOUN
cana-3144	143	11	of	of	ADP
cana-3144	143	12	pumps	pump	NOUN
cana-3144	143	13	represented	represent	VERB
cana-3144	143	14	by	by	ADP
cana-3144	143	15	the	the	DET
cana-3144	143	16	six	six	NUM
cana-3144	143	17	nodes	node	NOUN
cana-3144	143	18	.	.	PUNCT
cana-3144	144	1	the	the	DET
cana-3144	144	2	ddqn	ddqn	NOUN
cana-3144	144	3	and	and	CCONJ
cana-3144	144	4	gru	gru	NOUN
cana-3144	144	5	models	model	NOUN
cana-3144	144	6	'	'	PART
cana-3144	144	7	structure	structure	NOUN
cana-3144	144	8	is	be	AUX
cana-3144	144	9	determined	determine	VERB
cana-3144	144	10	by	by	ADP
cana-3144	144	11	hyperparameters	hyperparameter	NOUN
cana-3144	144	12	,	,	PUNCT
cana-3144	144	13	therefore	therefore	ADV
cana-3144	144	14	we	we	PRON
cana-3144	144	15	played	play	VERB
cana-3144	144	16	around	around	ADP
cana-3144	144	17	with	with	ADP
cana-3144	144	18	different	different	ADJ
cana-3144	144	19	settings	setting	NOUN
cana-3144	144	20	for	for	ADP
cana-3144	144	21	them	they	PRON
cana-3144	144	22	.	.	PUNCT
cana-3144	145	1	since	since	SCONJ
cana-3144	145	2	communications	communication	NOUN
cana-3144	145	3	on	on	ADP
cana-3144	145	4	applied	apply	VERB
cana-3144	145	5	nonlinear	nonlinear	ADJ
cana-3144	145	6	analysis	analysis	NOUN
cana-3144	145	7	issn	issn	NOUN
cana-3144	145	8	:	:	PUNCT
cana-3144	145	9	1074	1074	NUM
cana-3144	145	10	-	-	PUNCT
cana-3144	145	11	133x	133x	NUM
cana-3144	145	12	vol	vol	NOUN
cana-3144	145	13	32	32	NUM
cana-3144	145	14	no	no	NOUN
cana-3144	145	15	.	.	PUNCT
cana-3144	146	1	5s	5s	NUM
cana-3144	146	2	(	(	PUNCT
cana-3144	146	3	2025	2025	NUM
cana-3144	146	4	)	)	PUNCT
cana-3144	146	5	475	475	NUM
cana-3144	146	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	146	7	these	these	DET
cana-3144	146	8	adjustments	adjustment	NOUN
cana-3144	146	9	did	do	AUX
cana-3144	146	10	not	not	PART
cana-3144	146	11	lead	lead	VERB
cana-3144	146	12	to	to	ADP
cana-3144	146	13	noticeable	noticeable	ADJ
cana-3144	146	14	performance	performance	NOUN
cana-3144	146	15	drops	drop	NOUN
cana-3144	146	16	,	,	PUNCT
cana-3144	146	17	it	it	PRON
cana-3144	146	18	was	be	AUX
cana-3144	146	19	decided	decide	VERB
cana-3144	146	20	with	with	ADP
cana-3144	146	21	the	the	DET
cana-3144	146	22	bare	bare	ADJ
cana-3144	146	23	minimum	minimum	NOUN
cana-3144	146	24	of	of	ADP
cana-3144	146	25	model	model	NOUN
cana-3144	146	26	setups	setup	NOUN
cana-3144	146	27	.	.	PUNCT
cana-3144	147	1	the	the	DET
cana-3144	147	2	adoption	adoption	NOUN
cana-3144	147	3	of	of	ADP
cana-3144	147	4	the	the	DET
cana-3144	147	5	replay	replay	NOUN
cana-3144	147	6	technique	technique	NOUN
cana-3144	147	7	and	and	CCONJ
cana-3144	147	8	an	an	DET
cana-3144	147	9	epsilon	epsilon	NOUN
cana-3144	147	10	-	-	PUNCT
cana-3144	147	11	greedy	greedy	ADJ
cana-3144	147	12	approach	approach	NOUN
cana-3144	147	13	for	for	ADP
cana-3144	147	14	action	action	NOUN
cana-3144	147	15	selection	selection	NOUN
cana-3144	147	16	ensured	ensure	VERB
cana-3144	147	17	training	train	VERB
cana-3144	147	18	stability	stability	NOUN
cana-3144	147	19	.	.	PUNCT
cana-3144	148	1	2.4.5	2.4.5	NUM
cana-3144	148	2	states	state	NOUN
cana-3144	148	3	retention	retention	NOUN
cana-3144	148	4	basin	basin	NOUN
cana-3144	148	5	input	input	NOUN
cana-3144	148	6	,	,	PUNCT
cana-3144	148	7	basin	basin	NOUN
cana-3144	148	8	volume	volume	NOUN
cana-3144	148	9	of	of	ADP
cana-3144	148	10	water	water	NOUN
cana-3144	148	11	,	,	PUNCT
cana-3144	148	12	basin	basin	NOUN
cana-3144	148	13	level	level	NOUN
cana-3144	148	14	of	of	ADP
cana-3144	148	15	water	water	NOUN
cana-3144	148	16	,	,	PUNCT
cana-3144	148	17	and	and	CCONJ
cana-3144	148	18	outflow	outflow	NOUN
cana-3144	148	19	make	make	VERB
cana-3144	148	20	up	up	ADP
cana-3144	148	21	the	the	DET
cana-3144	148	22	five	five	NUM
cana-3144	148	23	dimensions	dimension	NOUN
cana-3144	148	24	of	of	ADP
cana-3144	148	25	the	the	DET
cana-3144	148	26	five	five	NUM
cana-3144	148	27	-	-	PUNCT
cana-3144	148	28	dimensional	dimensional	ADJ
cana-3144	148	29	vector	vector	NOUN
cana-3144	148	30	that	that	PRON
cana-3144	148	31	the	the	DET
cana-3144	148	32	model	model	NOUN
cana-3144	148	33	uses	use	VERB
cana-3144	148	34	to	to	PART
cana-3144	148	35	make	make	VERB
cana-3144	148	36	action	action	NOUN
cana-3144	148	37	choices	choice	NOUN
cana-3144	148	38	in	in	ADP
cana-3144	148	39	the	the	DET
cana-3144	148	40	pumping	pumping	NOUN
cana-3144	148	41	station	station	NOUN
cana-3144	148	42	environment	environment	NOUN
cana-3144	148	43	based	base	VERB
cana-3144	148	44	on	on	ADP
cana-3144	148	45	the	the	DET
cana-3144	148	46	state	state	NOUN
cana-3144	148	47	information	information	NOUN
cana-3144	148	48	.	.	PUNCT
cana-3144	149	1	the	the	DET
cana-3144	149	2	training	training	NOUN
cana-3144	149	3	and	and	CCONJ
cana-3144	149	4	inference	inference	NOUN
cana-3144	149	5	procedures	procedure	NOUN
cana-3144	149	6	of	of	ADP
cana-3144	149	7	the	the	DET
cana-3144	149	8	model	model	NOUN
cana-3144	149	9	are	be	AUX
cana-3144	149	10	fed	feed	VERB
cana-3144	149	11	by	by	ADP
cana-3144	149	12	this	this	DET
cana-3144	149	13	5	5	NUM
cana-3144	149	14	-	-	PUNCT
cana-3144	149	15	dimensional	dimensional	ADJ
cana-3144	149	16	vector	vector	NOUN
cana-3144	149	17	.	.	PUNCT
cana-3144	150	1	the	the	DET
cana-3144	150	2	inflow	inflow	NOUN
cana-3144	150	3	values	value	NOUN
cana-3144	150	4	were	be	AUX
cana-3144	150	5	acquired	acquire	VERB
cana-3144	150	6	by	by	ADP
cana-3144	150	7	conducting	conduct	VERB
cana-3144	150	8	swmm	swmm	NOUN
cana-3144	150	9	testing	testing	NOUN
cana-3144	150	10	at	at	ADP
cana-3144	150	11	2	2	NUM
cana-3144	150	12	min	min	NOUN
cana-3144	150	13	intervals	interval	NOUN
cana-3144	150	14	,	,	PUNCT
cana-3144	150	15	while	while	SCONJ
cana-3144	150	16	the	the	DET
cana-3144	150	17	rainfall	rainfall	NOUN
cana-3144	150	18	measurements	measurement	NOUN
cana-3144	150	19	were	be	AUX
cana-3144	150	20	made	make	VERB
cana-3144	150	21	using	use	VERB
cana-3144	150	22	simulated	simulated	ADJ
cana-3144	150	23	rainfall	rainfall	NOUN
cana-3144	150	24	data	datum	NOUN
cana-3144	150	25	.	.	PUNCT
cana-3144	151	1	at	at	ADP
cana-3144	151	2	2minute	2minute	NUM
cana-3144	151	3	intervals	interval	NOUN
cana-3144	151	4	,	,	PUNCT
cana-3144	151	5	the	the	DET
cana-3144	151	6	volume	volume	NOUN
cana-3144	151	7	,	,	PUNCT
cana-3144	151	8	level	level	NOUN
cana-3144	151	9	,	,	PUNCT
cana-3144	151	10	and	and	CCONJ
cana-3144	151	11	outflow	outflow	NOUN
cana-3144	151	12	of	of	ADP
cana-3144	151	13	water	water	NOUN
cana-3144	151	14	were	be	AUX
cana-3144	151	15	calculated	calculate	VERB
cana-3144	151	16	from	from	ADP
cana-3144	151	17	the	the	DET
cana-3144	151	18	operating	operating	NOUN
cana-3144	151	19	results	result	NOUN
cana-3144	151	20	of	of	ADP
cana-3144	151	21	the	the	DET
cana-3144	151	22	chosen	choose	VERB
cana-3144	151	23	pump	pump	NOUN
cana-3144	151	24	combinations	combination	NOUN
cana-3144	151	25	.	.	PUNCT
cana-3144	152	1	2.4.6	2.4.6	NUM
cana-3144	152	2	actions	action	NOUN
cana-3144	152	3	the	the	DET
cana-3144	152	4	gru	gru	NOUN
cana-3144	152	5	agent	agent	NOUN
cana-3144	152	6	in	in	ADP
cana-3144	152	7	the	the	DET
cana-3144	152	8	drl	drl	PROPN
cana-3144	152	9	model	model	NOUN
cana-3144	152	10	takes	take	VERB
cana-3144	152	11	environmental	environmental	ADJ
cana-3144	152	12	state	state	NOUN
cana-3144	152	13	information	information	NOUN
cana-3144	152	14	into	into	ADP
cana-3144	152	15	account	account	NOUN
cana-3144	152	16	while	while	SCONJ
cana-3144	152	17	deciding	decide	VERB
cana-3144	152	18	one	one	NUM
cana-3144	152	19	of	of	ADP
cana-3144	152	20	many	many	ADJ
cana-3144	152	21	potential	potential	ADJ
cana-3144	152	22	actions	action	NOUN
cana-3144	152	23	to	to	PART
cana-3144	152	24	do	do	VERB
cana-3144	152	25	in	in	ADP
cana-3144	152	26	order	order	NOUN
cana-3144	152	27	to	to	PART
cana-3144	152	28	maximize	maximize	VERB
cana-3144	152	29	rewards	reward	NOUN
cana-3144	152	30	.	.	PUNCT
cana-3144	153	1	according	accord	VERB
cana-3144	153	2	to	to	ADP
cana-3144	153	3	section	section	NOUN
cana-3144	153	4	2.1	2.1	NUM
cana-3144	153	5	,	,	PUNCT
cana-3144	153	6	the	the	DET
cana-3144	153	7	present	present	ADJ
cana-3144	153	8	pumping	pumping	NOUN
cana-3144	153	9	station	station	NOUN
cana-3144	153	10	controls	control	VERB
cana-3144	153	11	the	the	DET
cana-3144	153	12	retention	retention	NOUN
cana-3144	153	13	basin	basin	NOUN
cana-3144	153	14	's	's	PART
cana-3144	153	15	water	water	NOUN
cana-3144	153	16	level	level	NOUN
cana-3144	153	17	using	use	VERB
cana-3144	153	18	a	a	DET
cana-3144	153	19	total	total	NOUN
cana-3144	153	20	of	of	ADP
cana-3144	153	21	six	six	NUM
cana-3144	153	22	distinct	distinct	ADJ
cana-3144	153	23	pump	pump	NOUN
cana-3144	153	24	combinations	combination	NOUN
cana-3144	153	25	,	,	PUNCT
cana-3144	153	26	including	include	VERB
cana-3144	153	27	three	three	NUM
cana-3144	153	28	100	100	NUM
cana-3144	153	29	m3	m3	PROPN
cana-3144	153	30	/	/	SYM
cana-3144	153	31	min	min	NOUN
cana-3144	153	32	pumps	pump	NOUN
cana-3144	153	33	and	and	CCONJ
cana-3144	153	34	two	two	NUM
cana-3144	153	35	170	170	NUM
cana-3144	153	36	m3	m3	PROPN
cana-3144	153	37	/	/	SYM
cana-3144	153	38	min	min	NOUN
cana-3144	153	39	pumps	pump	NOUN
cana-3144	153	40	.	.	PUNCT
cana-3144	154	1	in	in	ADP
cana-3144	154	2	order	order	NOUN
cana-3144	154	3	to	to	PART
cana-3144	154	4	make	make	VERB
cana-3144	154	5	a	a	DET
cana-3144	154	6	fair	fair	ADJ
cana-3144	154	7	comparison	comparison	NOUN
cana-3144	154	8	with	with	ADP
cana-3144	154	9	the	the	DET
cana-3144	154	10	current	current	ADJ
cana-3144	154	11	rule	rule	NOUN
cana-3144	154	12	-	-	PUNCT
cana-3144	154	13	based	base	VERB
cana-3144	154	14	operating	operating	NOUN
cana-3144	154	15	system	system	NOUN
cana-3144	154	16	and	and	CCONJ
cana-3144	154	17	to	to	PART
cana-3144	154	18	make	make	VERB
cana-3144	154	19	it	it	PRON
cana-3144	154	20	more	more	ADV
cana-3144	154	21	realistic	realistic	ADJ
cana-3144	154	22	for	for	ADP
cana-3144	154	23	real	real	ADJ
cana-3144	154	24	-	-	PUNCT
cana-3144	154	25	world	world	NOUN
cana-3144	154	26	operations	operation	NOUN
cana-3144	154	27	,	,	PUNCT
cana-3144	154	28	the	the	DET
cana-3144	154	29	agent	agent	NOUN
cana-3144	154	30	in	in	ADP
cana-3144	154	31	the	the	DET
cana-3144	154	32	proposed	propose	VERB
cana-3144	154	33	drl	drl	PROPN
cana-3144	154	34	model	model	NOUN
cana-3144	154	35	is	be	AUX
cana-3144	154	36	likewise	likewise	ADV
cana-3144	154	37	limited	limited	ADJ
cana-3144	154	38	to	to	ADP
cana-3144	154	39	these	these	DET
cana-3144	154	40	six	six	NUM
cana-3144	154	41	combinations	combination	NOUN
cana-3144	154	42	.	.	PUNCT
cana-3144	155	1	2.4.7	2.4.7	NUM
cana-3144	155	2	reward	reward	NOUN
cana-3144	155	3	function	function	VERB
cana-3144	155	4	an	an	DET
cana-3144	155	5	essential	essential	ADJ
cana-3144	155	6	part	part	NOUN
cana-3144	155	7	of	of	ADP
cana-3144	155	8	the	the	DET
cana-3144	155	9	ddqn	ddqn	NOUN
cana-3144	155	10	,	,	PUNCT
cana-3144	155	11	the	the	DET
cana-3144	155	12	function	function	NOUN
cana-3144	155	13	of	of	ADP
cana-3144	155	14	reward	reward	NOUN
cana-3144	155	15	tells	tell	VERB
cana-3144	155	16	the	the	DET
cana-3144	155	17	agent	agent	NOUN
cana-3144	155	18	how	how	SCONJ
cana-3144	155	19	well	well	ADV
cana-3144	155	20	or	or	CCONJ
cana-3144	155	21	poorly	poorly	ADV
cana-3144	155	22	it	it	PRON
cana-3144	155	23	has	have	AUX
cana-3144	155	24	done	do	VERB
cana-3144	155	25	in	in	ADP
cana-3144	155	26	relation	relation	NOUN
cana-3144	155	27	to	to	ADP
cana-3144	155	28	its	its	PRON
cana-3144	155	29	surroundings	surrounding	NOUN
cana-3144	155	30	.	.	PUNCT
cana-3144	156	1	by	by	ADP
cana-3144	156	2	directing	direct	VERB
cana-3144	156	3	the	the	DET
cana-3144	156	4	agent	agent	NOUN
cana-3144	156	5	to	to	ADP
cana-3144	156	6	its	its	PRON
cana-3144	156	7	objective	objective	NOUN
cana-3144	156	8	,	,	PUNCT
cana-3144	156	9	it	it	PRON
cana-3144	156	10	has	have	VERB
cana-3144	156	11	an	an	DET
cana-3144	156	12	immediate	immediate	ADJ
cana-3144	156	13	impact	impact	NOUN
cana-3144	156	14	on	on	ADP
cana-3144	156	15	learning	learn	VERB
cana-3144	156	16	.	.	PUNCT
cana-3144	157	1	in	in	ADP
cana-3144	157	2	order	order	NOUN
cana-3144	157	3	to	to	PART
cana-3144	157	4	accomplish	accomplish	VERB
cana-3144	157	5	the	the	DET
cana-3144	157	6	two	two	NUM
cana-3144	157	7	goals	goal	NOUN
cana-3144	157	8	stated	state	VERB
cana-3144	157	9	in	in	ADP
cana-3144	157	10	the	the	DET
cana-3144	157	11	issue	issue	NOUN
cana-3144	157	12	statement	statement	NOUN
cana-3144	157	13	,	,	PUNCT
cana-3144	157	14	they	they	PRON
cana-3144	157	15	created	create	VERB
cana-3144	157	16	two	two	NUM
cana-3144	157	17	halves	half	NOUN
cana-3144	157	18	of	of	ADP
cana-3144	157	19	the	the	DET
cana-3144	157	20	reward	reward	NOUN
cana-3144	157	21	function	function	NOUN
cana-3144	157	22	.	.	PUNCT
cana-3144	158	1	3	3	X
cana-3144	158	2	.	.	NOUN
cana-3144	158	3	results	result	NOUN
cana-3144	158	4	and	and	CCONJ
cana-3144	158	5	discussion	discussion	NOUN
cana-3144	158	6	training	training	NOUN
cana-3144	158	7	data	datum	NOUN
cana-3144	158	8	consisted	consist	VERB
cana-3144	158	9	of	of	ADP
cana-3144	158	10	around	around	ADP
cana-3144	158	11	2250	2250	NUM
cana-3144	158	12	of	of	ADP
cana-3144	158	13	the	the	DET
cana-3144	158	14	3000	3000	NUM
cana-3144	158	15	rainfall	rainfall	NOUN
cana-3144	158	16	samples	sample	NOUN
cana-3144	158	17	,	,	PUNCT
cana-3144	158	18	whereas	whereas	SCONJ
cana-3144	158	19	test	test	NOUN
cana-3144	158	20	data	datum	NOUN
cana-3144	158	21	included	include	VERB
cana-3144	158	22	about	about	ADP
cana-3144	158	23	25	25	NUM
cana-3144	158	24	%	%	NOUN
cana-3144	158	25	of	of	ADP
cana-3144	158	26	the	the	DET
cana-3144	158	27	total	total	NOUN
cana-3144	158	28	,	,	PUNCT
cana-3144	158	29	or	or	CCONJ
cana-3144	158	30	750	750	NUM
cana-3144	158	31	samples	sample	NOUN
cana-3144	158	32	.	.	PUNCT
cana-3144	159	1	to	to	PART
cana-3144	159	2	mimic	mimic	VERB
cana-3144	159	3	scenario	scenario	NOUN
cana-3144	159	4	-	-	PUNCT
cana-3144	159	5	based	base	VERB
cana-3144	159	6	learning	learning	NOUN
cana-3144	159	7	and	and	CCONJ
cana-3144	159	8	its	its	PRON
cana-3144	159	9	ability	ability	NOUN
cana-3144	159	10	to	to	PART
cana-3144	159	11	generate	generate	VERB
cana-3144	159	12	new	new	ADJ
cana-3144	159	13	situations	situation	NOUN
cana-3144	159	14	in	in	ADP
cana-3144	159	15	real	real	ADJ
cana-3144	159	16	time	time	NOUN
cana-3144	159	17	,	,	PUNCT
cana-3144	159	18	they	they	PRON
cana-3144	159	19	utilized	utilize	VERB
cana-3144	159	20	all	all	DET
cana-3144	159	21	2250	2250	NUM
cana-3144	159	22	rainfall	rainfall	NOUN
cana-3144	159	23	situations	situation	NOUN
cana-3144	159	24	in	in	ADP
cana-3144	159	25	the	the	DET
cana-3144	159	26	training	training	NOUN
cana-3144	159	27	dataset	dataset	NOUN
cana-3144	159	28	just	just	ADV
cana-3144	159	29	once	once	ADV
cana-3144	159	30	.	.	PUNCT
cana-3144	160	1	as	as	ADP
cana-3144	160	2	a	a	DET
cana-3144	160	3	result	result	NOUN
cana-3144	160	4	,	,	PUNCT
cana-3144	160	5	unlike	unlike	ADP
cana-3144	160	6	when	when	SCONJ
cana-3144	160	7	using	use	VERB
cana-3144	160	8	the	the	DET
cana-3144	160	9	same	same	ADJ
cana-3144	160	10	data	datum	NOUN
cana-3144	160	11	again	again	ADV
cana-3144	160	12	,	,	PUNCT
cana-3144	160	13	they	they	PRON
cana-3144	160	14	did	do	AUX
cana-3144	160	15	not	not	PART
cana-3144	160	16	use	use	VERB
cana-3144	160	17	a	a	DET
cana-3144	160	18	technique	technique	NOUN
cana-3144	160	19	to	to	PART
cana-3144	160	20	determine	determine	VERB
cana-3144	160	21	the	the	DET
cana-3144	160	22	ending	ending	NOUN
cana-3144	160	23	point	point	NOUN
cana-3144	160	24	by	by	ADP
cana-3144	160	25	using	use	VERB
cana-3144	160	26	distinct	distinct	ADJ
cana-3144	160	27	validation	validation	NOUN
cana-3144	160	28	data	datum	NOUN
cana-3144	160	29	.	.	PUNCT
cana-3144	161	1	both	both	CCONJ
cana-3144	161	2	the	the	DET
cana-3144	161	3	training	training	NOUN
cana-3144	161	4	and	and	CCONJ
cana-3144	161	5	test	test	NOUN
cana-3144	161	6	datasets	dataset	NOUN
cana-3144	161	7	were	be	AUX
cana-3144	161	8	given	give	VERB
cana-3144	161	9	an	an	DET
cana-3144	161	10	equal	equal	ADJ
cana-3144	161	11	amount	amount	NOUN
cana-3144	161	12	of	of	ADP
cana-3144	161	13	rainfall	rainfall	NOUN
cana-3144	161	14	data	datum	NOUN
cana-3144	161	15	,	,	PUNCT
cana-3144	161	16	which	which	PRON
cana-3144	161	17	was	be	AUX
cana-3144	161	18	obtained	obtain	VERB
cana-3144	161	19	from	from	ADP
cana-3144	161	20	5	5	NUM
cana-3144	161	21	period	period	NOUN
cana-3144	161	22	of	of	ADP
cana-3144	161	23	return	return	NOUN
cana-3144	161	24	probabilities	probability	NOUN
cana-3144	161	25	and	and	CCONJ
cana-3144	161	26	nine	nine	NUM
cana-3144	161	27	durations	duration	NOUN
cana-3144	161	28	.	.	PUNCT
cana-3144	162	1	that	that	PRON
cana-3144	162	2	is	be	AUX
cana-3144	162	3	why	why	SCONJ
cana-3144	162	4	there	there	PRON
cana-3144	162	5	are	be	VERB
cana-3144	162	6	a	a	DET
cana-3144	162	7	total	total	NOUN
cana-3144	162	8	of	of	ADP
cana-3144	162	9	twelve	twelve	NUM
cana-3144	162	10	cases	case	NOUN
cana-3144	162	11	for	for	ADP
cana-3144	162	12	every	every	DET
cana-3144	162	13	possible	possible	ADJ
cana-3144	162	14	return	return	NOUN
cana-3144	162	15	time	time	NOUN
cana-3144	162	16	and	and	CCONJ
cana-3144	162	17	length	length	NOUN
cana-3144	162	18	in	in	ADP
cana-3144	162	19	the	the	DET
cana-3144	162	20	test	test	NOUN
cana-3144	162	21	dataset	dataset	NOUN
cana-3144	162	22	.	.	PUNCT
cana-3144	163	1	presented	present	VERB
cana-3144	163	2	below	below	ADV
cana-3144	163	3	are	be	AUX
cana-3144	163	4	the	the	DET
cana-3144	163	5	average	average	ADJ
cana-3144	163	6	experimental	experimental	ADJ
cana-3144	163	7	findings	finding	NOUN
cana-3144	163	8	from	from	ADP
cana-3144	163	9	these	these	DET
cana-3144	163	10	twelve	twelve	NUM
cana-3144	163	11	test	test	NOUN
cana-3144	163	12	cases	case	NOUN
cana-3144	163	13	.	.	PUNCT
cana-3144	164	1	figure	figure	NOUN
cana-3144	164	2	2	2	NUM
cana-3144	164	3	displays	display	VERB
cana-3144	164	4	the	the	DET
cana-3144	164	5	outcomes	outcome	NOUN
cana-3144	164	6	of	of	ADP
cana-3144	164	7	the	the	DET
cana-3144	164	8	simulations	simulation	NOUN
cana-3144	164	9	conducted	conduct	VERB
cana-3144	164	10	using	use	VERB
cana-3144	164	11	a	a	DET
cana-3144	164	12	30	30	NUM
cana-3144	164	13	-	-	PUNCT
cana-3144	164	14	year	year	NOUN
cana-3144	164	15	return	return	NOUN
cana-3144	164	16	period	period	NOUN
cana-3144	164	17	test	test	NOUN
cana-3144	164	18	data	datum	NOUN
cana-3144	164	19	sample	sample	NOUN
cana-3144	164	20	and	and	CCONJ
cana-3144	164	21	a	a	DET
cana-3144	164	22	60	60	NUM
cana-3144	164	23	-	-	PUNCT
cana-3144	164	24	minute	minute	NOUN
cana-3144	164	25	rainfall	rainfall	NOUN
cana-3144	164	26	duration	duration	NOUN
cana-3144	164	27	scenario	scenario	NOUN
cana-3144	164	28	as	as	ADP
cana-3144	164	29	inputs	input	NOUN
cana-3144	164	30	to	to	ADP
cana-3144	164	31	the	the	DET
cana-3144	164	32	trained	train	VERB
cana-3144	164	33	ddqn	ddqn	NOUN
cana-3144	164	34	model	model	NOUN
cana-3144	164	35	.	.	PUNCT
cana-3144	165	1	the	the	DET
cana-3144	165	2	timelapse	timelapse	NOUN
cana-3144	165	3	input	input	NOUN
cana-3144	165	4	data	datum	NOUN
cana-3144	165	5	has	have	VERB
cana-3144	165	6	a	a	DET
cana-3144	165	7	sequence	sequence	NOUN
cana-3144	165	8	length	length	NOUN
cana-3144	165	9	of	of	ADP
cana-3144	165	10	3	3	NUM
cana-3144	165	11	in	in	ADP
cana-3144	165	12	this	this	DET
cana-3144	165	13	case	case	NOUN
cana-3144	165	14	.	.	PUNCT
cana-3144	166	1	figure	figure	NOUN
cana-3144	166	2	2a	2a	PROPN
cana-3144	166	3	shows	show	VERB
cana-3144	166	4	the	the	DET
cana-3144	166	5	volume	volume	NOUN
cana-3144	166	6	going	go	VERB
cana-3144	166	7	into	into	ADP
cana-3144	166	8	the	the	DET
cana-3144	166	9	water	water	NOUN
cana-3144	166	10	reservoir	reservoir	NOUN
cana-3144	166	11	every	every	DET
cana-3144	166	12	2	2	NUM
cana-3144	166	13	minutes	minute	NOUN
cana-3144	166	14	and	and	CCONJ
cana-3144	166	15	the	the	DET
cana-3144	166	16	volume	volume	NOUN
cana-3144	166	17	going	go	VERB
cana-3144	166	18	out	out	ADV
cana-3144	166	19	,	,	PUNCT
cana-3144	166	20	according	accord	VERB
cana-3144	166	21	to	to	ADP
cana-3144	166	22	the	the	DET
cana-3144	166	23	model	model	NOUN
cana-3144	166	24	-	-	PUNCT
cana-3144	166	25	selected	select	VERB
cana-3144	166	26	pump	pump	NOUN
cana-3144	166	27	operation	operation	NOUN
cana-3144	166	28	.	.	PUNCT
cana-3144	167	1	the	the	DET
cana-3144	167	2	water	water	NOUN
cana-3144	167	3	level	level	NOUN
cana-3144	167	4	in	in	ADP
cana-3144	167	5	the	the	DET
cana-3144	167	6	basin	basin	NOUN
cana-3144	167	7	was	be	AUX
cana-3144	167	8	monitored	monitor	VERB
cana-3144	167	9	at	at	ADP
cana-3144	167	10	2	2	NUM
cana-3144	167	11	-	-	PUNCT
cana-3144	167	12	minute	minute	NOUN
cana-3144	167	13	intervals	interval	NOUN
cana-3144	167	14	during	during	ADP
cana-3144	167	15	the	the	DET
cana-3144	167	16	experiment	experiment	NOUN
cana-3144	167	17	,	,	PUNCT
cana-3144	167	18	as	as	SCONJ
cana-3144	167	19	shown	show	VERB
cana-3144	167	20	in	in	ADP
cana-3144	167	21	figure	figure	NOUN
cana-3144	167	22	2b	2b	NOUN
cana-3144	167	23	.	.	PUNCT
cana-3144	168	1	communications	communication	NOUN
cana-3144	168	2	on	on	ADP
cana-3144	168	3	applied	apply	VERB
cana-3144	168	4	nonlinear	nonlinear	ADJ
cana-3144	168	5	analysis	analysis	NOUN
cana-3144	168	6	issn	issn	NOUN
cana-3144	168	7	:	:	PUNCT
cana-3144	168	8	1074	1074	NUM
cana-3144	168	9	-	-	PUNCT
cana-3144	168	10	133x	133x	NUM
cana-3144	168	11	vol	vol	NOUN
cana-3144	168	12	32	32	NUM
cana-3144	168	13	no	no	NOUN
cana-3144	168	14	.	.	PUNCT
cana-3144	169	1	5s	5s	NUM
cana-3144	169	2	(	(	PUNCT
cana-3144	169	3	2025	2025	NUM
cana-3144	169	4	)	)	PUNCT
cana-3144	169	5	476	476	NUM
cana-3144	169	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	169	7	figure	figure	NOUN
cana-3144	169	8	2	2	NUM
cana-3144	169	9	(	(	PUNCT
cana-3144	169	10	a	a	PRON
cana-3144	169	11	)	)	PUNCT
cana-3144	169	12	volume	volume	NOUN
cana-3144	169	13	going	go	VERB
cana-3144	169	14	into	into	ADP
cana-3144	169	15	the	the	DET
cana-3144	169	16	water	water	NOUN
cana-3144	169	17	reservoir	reservoir	NOUN
cana-3144	169	18	,	,	PUNCT
cana-3144	169	19	(	(	PUNCT
cana-3144	169	20	b	b	X
cana-3144	169	21	)	)	PUNCT
cana-3144	169	22	intervals	interval	NOUN
cana-3144	169	23	for	for	ADP
cana-3144	169	24	basin	basin	NOUN
cana-3144	169	25	monitoring	monitoring	NOUN
cana-3144	169	26	applying	apply	VERB
cana-3144	169	27	the	the	DET
cana-3144	169	28	same	same	ADJ
cana-3144	169	29	situation	situation	NOUN
cana-3144	169	30	to	to	ADP
cana-3144	169	31	the	the	DET
cana-3144	169	32	rule	rule	NOUN
cana-3144	169	33	-	-	PUNCT
cana-3144	169	34	driven	drive	VERB
cana-3144	169	35	pump	pump	NOUN
cana-3144	169	36	operating	operating	NOUN
cana-3144	169	37	mechanism	mechanism	NOUN
cana-3144	169	38	presently	presently	ADV
cana-3144	169	39	utilized	utilize	VERB
cana-3144	169	40	at	at	ADP
cana-3144	169	41	the	the	DET
cana-3144	169	42	water	water	NOUN
cana-3144	169	43	pumping	pumping	NOUN
cana-3144	169	44	station	station	NOUN
cana-3144	169	45	,	,	PUNCT
cana-3144	169	46	figure	figure	VERB
cana-3144	169	47	3	3	NUM
cana-3144	169	48	(	(	PUNCT
cana-3144	169	49	a	a	DET
cana-3144	169	50	,	,	PUNCT
cana-3144	169	51	b	b	NOUN
cana-3144	169	52	)	)	PUNCT
cana-3144	169	53	depicts	depict	VERB
cana-3144	169	54	both	both	DET
cana-3144	169	55	the	the	DET
cana-3144	169	56	inflow	inflow	NOUN
cana-3144	169	57	and	and	CCONJ
cana-3144	169	58	the	the	DET
cana-3144	169	59	outflow	outflow	NOUN
cana-3144	169	60	of	of	ADP
cana-3144	169	61	the	the	DET
cana-3144	169	62	basin	basin	NOUN
cana-3144	169	63	.	.	PUNCT
cana-3144	170	1	figure	figure	NOUN
cana-3144	170	2	3	3	NUM
cana-3144	170	3	(	(	PUNCT
cana-3144	170	4	a	a	NOUN
cana-3144	170	5	)	)	PUNCT
cana-3144	170	6	inflow	inflow	NOUN
cana-3144	170	7	(	(	PUNCT
cana-3144	170	8	b	b	NOUN
cana-3144	170	9	)	)	PUNCT
cana-3144	170	10	outflow	outflow	NOUN
cana-3144	170	11	of	of	ADP
cana-3144	170	12	the	the	DET
cana-3144	170	13	basin	basin	NOUN
cana-3144	170	14	the	the	DET
cana-3144	170	15	rule	rule	NOUN
cana-3144	170	16	-	-	PUNCT
cana-3144	170	17	based	base	VERB
cana-3144	170	18	method	method	NOUN
cana-3144	170	19	,	,	PUNCT
cana-3144	170	20	a	a	DET
cana-3144	170	21	ddqn	ddqn	NOUN
cana-3144	170	22	method	method	NOUN
cana-3144	170	23	that	that	PRON
cana-3144	170	24	aimed	aim	VERB
cana-3144	170	25	only	only	ADV
cana-3144	170	26	at	at	ADP
cana-3144	170	27	reducing	reduce	VERB
cana-3144	170	28	the	the	DET
cana-3144	170	29	maximum	maximum	ADJ
cana-3144	170	30	water	water	NOUN
cana-3144	170	31	level	level	NOUN
cana-3144	170	32	,	,	PUNCT
cana-3144	170	33	and	and	CCONJ
cana-3144	170	34	a	a	DET
cana-3144	170	35	ddqn	ddqn	NOUN
cana-3144	170	36	method	method	NOUN
cana-3144	170	37	that	that	PRON
cana-3144	170	38	considered	consider	VERB
cana-3144	170	39	both	both	CCONJ
cana-3144	170	40	the	the	DET
cana-3144	170	41	highest	high	ADJ
cana-3144	170	42	possible	possible	ADJ
cana-3144	170	43	water	water	NOUN
cana-3144	170	44	level	level	NOUN
cana-3144	170	45	and	and	CCONJ
cana-3144	170	46	pump	pump	NOUN
cana-3144	170	47	switching	switch	VERB
cana-3144	170	48	minimization	minimization	NOUN
cana-3144	170	49	were	be	AUX
cana-3144	170	50	tested	test	VERB
cana-3144	170	51	with	with	ADP
cana-3144	170	52	test	test	NOUN
cana-3144	170	53	results	result	NOUN
cana-3144	170	54	for	for	ADP
cana-3144	170	55	every	every	DET
cana-3144	170	56	one	one	NUM
cana-3144	170	57	of	of	ADP
cana-3144	170	58	the	the	DET
cana-3144	170	59	six	six	NUM
cana-3144	170	60	period	period	NOUN
cana-3144	170	61	of	of	ADP
cana-3144	170	62	return	return	NOUN
cana-3144	170	63	probabilities	probability	NOUN
cana-3144	170	64	across	across	ADP
cana-3144	170	65	nine	nine	NUM
cana-3144	170	66	durations	duration	NOUN
cana-3144	170	67	.	.	PUNCT
cana-3144	171	1	𝑤𝑒	𝑤𝑒	INTJ
cana-3144	171	2	and	and	CCONJ
cana-3144	171	3	𝑤𝑝	𝑤𝑝	PROPN
cana-3144	171	4	,	,	PUNCT
cana-3144	171	5	the	the	DET
cana-3144	171	6	reward	reward	NOUN
cana-3144	171	7	function	function	NOUN
cana-3144	171	8	's	's	PART
cana-3144	171	9	weights	weight	NOUN
cana-3144	171	10	,	,	PUNCT
cana-3144	171	11	were	be	AUX
cana-3144	171	12	subject	subject	ADJ
cana-3144	171	13	to	to	ADP
cana-3144	171	14	the	the	DET
cana-3144	171	15	same	same	ADJ
cana-3144	171	16	rigorous	rigorous	ADJ
cana-3144	171	17	testing	testing	NOUN
cana-3144	171	18	with	with	ADP
cana-3144	171	19	a	a	DET
cana-3144	171	20	variety	variety	NOUN
cana-3144	171	21	of	of	ADP
cana-3144	171	22	values	value	NOUN
cana-3144	171	23	as	as	ADP
cana-3144	171	24	the	the	DET
cana-3144	171	25	other	other	ADJ
cana-3144	171	26	variables	variable	NOUN
cana-3144	171	27	utilized	utilize	VERB
cana-3144	171	28	in	in	ADP
cana-3144	171	29	the	the	DET
cana-3144	171	30	ddqn	ddqn	NOUN
cana-3144	171	31	as	as	ADV
cana-3144	171	32	well	well	ADV
cana-3144	171	33	as	as	ADP
cana-3144	171	34	gru	gru	NOUN
cana-3144	171	35	methods	method	NOUN
cana-3144	171	36	.	.	PUNCT
cana-3144	172	1	the	the	DET
cana-3144	172	2	optimal	optimal	ADJ
cana-3144	172	3	values	value	NOUN
cana-3144	172	4	for	for	ADP
cana-3144	172	5	we	we	PRON
cana-3144	172	6	and	and	CCONJ
cana-3144	172	7	wp	wp	PROPN
cana-3144	172	8	were	be	AUX
cana-3144	172	9	2	2	NUM
cana-3144	172	10	and	and	CCONJ
cana-3144	172	11	1	1	NUM
cana-3144	172	12	,	,	PUNCT
cana-3144	172	13	correspondingly	correspondingly	ADV
cana-3144	172	14	.	.	PUNCT
cana-3144	173	1	the	the	DET
cana-3144	173	2	experimental	experimental	ADJ
cana-3144	173	3	findings	finding	NOUN
cana-3144	173	4	for	for	ADP
cana-3144	173	5	the	the	DET
cana-3144	173	6	30	30	NUM
cana-3144	173	7	-	-	PUNCT
cana-3144	173	8	years	year	NOUN
cana-3144	173	9	period	period	NOUN
cana-3144	173	10	of	of	ADP
cana-3144	173	11	return	return	NOUN
cana-3144	173	12	probability	probability	NOUN
cana-3144	173	13	are	be	AUX
cana-3144	173	14	shown	show	VERB
cana-3144	173	15	in	in	ADP
cana-3144	173	16	figure	figure	NOUN
cana-3144	173	17	4	4	NUM
cana-3144	173	18	,	,	PUNCT
cana-3144	173	19	which	which	PRON
cana-3144	173	20	cover	cover	VERB
cana-3144	173	21	all	all	DET
cana-3144	173	22	rainfall	rainfall	NOUN
cana-3144	173	23	periods	period	NOUN
cana-3144	173	24	.	.	PUNCT
cana-3144	174	1	figure	figure	NOUN
cana-3144	174	2	4a	4a	NOUN
cana-3144	174	3	shows	show	VERB
cana-3144	174	4	that	that	SCONJ
cana-3144	174	5	compared	compare	VERB
cana-3144	174	6	to	to	ADP
cana-3144	174	7	the	the	DET
cana-3144	174	8	rule	rule	NOUN
cana-3144	174	9	-	-	PUNCT
cana-3144	174	10	based	base	VERB
cana-3144	174	11	model	model	NOUN
cana-3144	174	12	,	,	PUNCT
cana-3144	174	13	both	both	DET
cana-3144	174	14	ddqn	ddqn	NOUN
cana-3144	174	15	models	model	NOUN
cana-3144	174	16	were	be	AUX
cana-3144	174	17	able	able	ADJ
cana-3144	174	18	to	to	PART
cana-3144	174	19	attain	attain	VERB
cana-3144	174	20	a	a	DET
cana-3144	174	21	smaller	small	ADJ
cana-3144	174	22	maximum	maximum	ADJ
cana-3144	174	23	water	water	NOUN
cana-3144	174	24	level	level	NOUN
cana-3144	174	25	.	.	PUNCT
cana-3144	175	1	the	the	DET
cana-3144	175	2	ddqn	ddqn	ADJ
cana-3144	175	3	structures	structure	NOUN
cana-3144	175	4	constantly	constantly	ADV
cana-3144	175	5	chose	choose	VERB
cana-3144	175	6	pumping	pump	VERB
cana-3144	175	7	combinations	combination	NOUN
cana-3144	175	8	with	with	ADP
cana-3144	175	9	maximum	maximum	ADJ
cana-3144	175	10	capacity	capacity	NOUN
cana-3144	175	11	,	,	PUNCT
cana-3144	175	12	thus	thus	ADV
cana-3144	175	13	even	even	ADV
cana-3144	175	14	in	in	ADP
cana-3144	175	15	circumstances	circumstance	NOUN
cana-3144	175	16	of	of	ADP
cana-3144	175	17	very	very	ADV
cana-3144	175	18	long	long	ADJ
cana-3144	175	19	rainfall	rainfall	NOUN
cana-3144	175	20	periods	period	NOUN
cana-3144	175	21	,	,	PUNCT
cana-3144	175	22	the	the	DET
cana-3144	175	23	maximum	maximum	ADJ
cana-3144	175	24	water	water	NOUN
cana-3144	175	25	level	level	NOUN
cana-3144	175	26	remained	remain	VERB
cana-3144	175	27	much	much	ADV
cana-3144	175	28	lower	low	ADJ
cana-3144	175	29	than	than	ADP
cana-3144	175	30	in	in	ADP
cana-3144	175	31	cases	case	NOUN
cana-3144	175	32	of	of	ADP
cana-3144	175	33	shorter	short	ADJ
cana-3144	175	34	durations	duration	NOUN
cana-3144	175	35	.	.	PUNCT
cana-3144	176	1	furthermore	furthermore	ADV
cana-3144	176	2	,	,	PUNCT
cana-3144	176	3	the	the	DET
cana-3144	176	4	two	two	NUM
cana-3144	176	5	ddqn	ddqn	NOUN
cana-3144	176	6	frameworks	framework	NOUN
cana-3144	176	7	performed	perform	VERB
cana-3144	176	8	similarly	similarly	ADV
cana-3144	176	9	up	up	ADP
cana-3144	176	10	to	to	ADP
cana-3144	176	11	the	the	DET
cana-3144	176	12	maximum	maximum	ADJ
cana-3144	176	13	water	water	NOUN
cana-3144	176	14	level	level	NOUN
cana-3144	176	15	.	.	PUNCT
cana-3144	177	1	communications	communication	NOUN
cana-3144	177	2	on	on	ADP
cana-3144	177	3	applied	apply	VERB
cana-3144	177	4	nonlinear	nonlinear	ADJ
cana-3144	177	5	analysis	analysis	NOUN
cana-3144	177	6	issn	issn	NOUN
cana-3144	177	7	:	:	PUNCT
cana-3144	177	8	1074	1074	NUM
cana-3144	177	9	-	-	PUNCT
cana-3144	177	10	133x	133x	NUM
cana-3144	177	11	vol	vol	NOUN
cana-3144	177	12	32	32	NUM
cana-3144	177	13	no	no	NOUN
cana-3144	177	14	.	.	PUNCT
cana-3144	178	1	5s	5s	NUM
cana-3144	178	2	(	(	PUNCT
cana-3144	178	3	2025	2025	NUM
cana-3144	178	4	)	)	PUNCT
cana-3144	178	5	477	477	NUM
cana-3144	179	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	179	2	figure	figure	NOUN
cana-3144	179	3	4	4	NUM
cana-3144	179	4	(	(	PUNCT
cana-3144	179	5	a	a	NOUN
cana-3144	179	6	)	)	PUNCT
cana-3144	179	7	compared	compare	VERB
cana-3144	179	8	to	to	ADP
cana-3144	179	9	the	the	DET
cana-3144	179	10	rule	rule	NOUN
cana-3144	179	11	-	-	PUNCT
cana-3144	179	12	based	base	VERB
cana-3144	179	13	method	method	NOUN
cana-3144	179	14	,	,	PUNCT
cana-3144	179	15	(	(	PUNCT
cana-3144	179	16	b	b	X
cana-3144	179	17	)	)	PUNCT
cana-3144	179	18	frequency	frequency	NOUN
cana-3144	179	19	of	of	ADP
cana-3144	179	20	pumping	pump	VERB
cana-3144	179	21	switches	switch	NOUN
cana-3144	179	22	figure	figure	VERB
cana-3144	179	23	4b	4b	PROPN
cana-3144	179	24	shows	show	VERB
cana-3144	179	25	that	that	SCONJ
cana-3144	179	26	with	with	ADP
cana-3144	179	27	regard	regard	NOUN
cana-3144	179	28	to	to	ADP
cana-3144	179	29	the	the	DET
cana-3144	179	30	frequency	frequency	NOUN
cana-3144	179	31	of	of	ADP
cana-3144	179	32	pumping	pumping	NOUN
cana-3144	179	33	switches	switch	NOUN
cana-3144	179	34	,	,	PUNCT
cana-3144	179	35	the	the	DET
cana-3144	179	36	ddqn	ddqn	NOUN
cana-3144	179	37	model	model	NOUN
cana-3144	179	38	with	with	ADP
cana-3144	179	39	switch	switch	NOUN
cana-3144	179	40	minimization	minimization	NOUN
cana-3144	179	41	maintained	maintain	VERB
cana-3144	179	42	the	the	DET
cana-3144	179	43	number	number	NOUN
cana-3144	179	44	of	of	ADP
cana-3144	179	45	changes	change	NOUN
cana-3144	179	46	low	low	ADJ
cana-3144	179	47	,	,	PUNCT
cana-3144	179	48	much	much	ADV
cana-3144	179	49	as	as	ADP
cana-3144	179	50	the	the	DET
cana-3144	179	51	rule	rule	NOUN
cana-3144	179	52	-	-	PUNCT
cana-3144	179	53	based	base	VERB
cana-3144	179	54	method	method	NOUN
cana-3144	179	55	,	,	PUNCT
cana-3144	179	56	while	while	SCONJ
cana-3144	179	57	the	the	DET
cana-3144	179	58	approach	approach	NOUN
cana-3144	179	59	without	without	ADP
cana-3144	179	60	switch	switch	NOUN
cana-3144	179	61	minimization	minimization	NOUN
cana-3144	179	62	had	have	VERB
cana-3144	179	63	an	an	DET
cana-3144	179	64	elevated	elevated	ADJ
cana-3144	179	65	frequency	frequency	NOUN
cana-3144	179	66	of	of	ADP
cana-3144	179	67	pump	pump	NOUN
cana-3144	179	68	switches	switch	NOUN
cana-3144	179	69	.	.	PUNCT
cana-3144	180	1	thus	thus	ADV
cana-3144	180	2	,	,	PUNCT
cana-3144	180	3	it	it	PRON
cana-3144	180	4	is	be	AUX
cana-3144	180	5	possible	possible	ADJ
cana-3144	180	6	to	to	PART
cana-3144	180	7	keep	keep	VERB
cana-3144	180	8	the	the	DET
cana-3144	180	9	water	water	NOUN
cana-3144	180	10	level	level	NOUN
cana-3144	180	11	low	low	ADJ
cana-3144	180	12	without	without	ADP
cana-3144	180	13	significantly	significantly	ADV
cana-3144	180	14	raising	raise	VERB
cana-3144	180	15	the	the	DET
cana-3144	180	16	quantity	quantity	NOUN
cana-3144	180	17	of	of	ADP
cana-3144	180	18	pump	pump	ADJ
cana-3144	180	19	adjustments	adjustment	NOUN
cana-3144	180	20	when	when	SCONJ
cana-3144	180	21	switch	switch	NOUN
cana-3144	180	22	minimization	minimization	NOUN
cana-3144	180	23	is	be	AUX
cana-3144	180	24	included	include	VERB
cana-3144	180	25	in	in	ADP
cana-3144	180	26	the	the	DET
cana-3144	180	27	objective	objective	ADJ
cana-3144	180	28	function	function	NOUN
cana-3144	180	29	.	.	PUNCT
cana-3144	181	1	however	however	ADV
cana-3144	181	2	,	,	PUNCT
cana-3144	181	3	when	when	SCONJ
cana-3144	181	4	rainfall	rainfall	NOUN
cana-3144	181	5	lasts	last	VERB
cana-3144	181	6	for	for	ADP
cana-3144	181	7	a	a	DET
cana-3144	181	8	long	long	ADJ
cana-3144	181	9	time	time	NOUN
cana-3144	181	10	,	,	PUNCT
cana-3144	181	11	more	more	ADV
cana-3144	181	12	often	often	ADV
cana-3144	181	13	than	than	ADP
cana-3144	181	14	not	not	PART
cana-3144	181	15	,	,	PUNCT
cana-3144	181	16	it	it	PRON
cana-3144	181	17	requires	require	VERB
cana-3144	181	18	pump	pump	VERB
cana-3144	181	19	combinations	combination	NOUN
cana-3144	181	20	with	with	ADP
cana-3144	181	21	large	large	ADJ
cana-3144	181	22	capacities	capacity	NOUN
cana-3144	181	23	,	,	PUNCT
cana-3144	181	24	which	which	PRON
cana-3144	181	25	means	mean	VERB
cana-3144	181	26	to	to	PART
cana-3144	181	27	turn	turn	VERB
cana-3144	181	28	on	on	ADP
cana-3144	181	29	the	the	DET
cana-3144	181	30	pumps	pump	NOUN
cana-3144	181	31	more	more	ADV
cana-3144	181	32	often	often	ADV
cana-3144	181	33	.	.	PUNCT
cana-3144	182	1	the	the	DET
cana-3144	182	2	length	length	NOUN
cana-3144	182	3	of	of	ADP
cana-3144	182	4	the	the	DET
cana-3144	182	5	sequence	sequence	NOUN
cana-3144	182	6	indicates	indicate	VERB
cana-3144	182	7	how	how	SCONJ
cana-3144	182	8	long	long	ADV
cana-3144	182	9	the	the	DET
cana-3144	182	10	observed	observed	ADJ
cana-3144	182	11	data	datum	NOUN
cana-3144	182	12	was	be	AUX
cana-3144	182	13	that	that	SCONJ
cana-3144	182	14	the	the	DET
cana-3144	182	15	model	model	NOUN
cana-3144	182	16	was	be	AUX
cana-3144	182	17	fed	feed	VERB
cana-3144	182	18	.	.	PUNCT
cana-3144	183	1	when	when	SCONJ
cana-3144	183	2	the	the	DET
cana-3144	183	3	sequence	sequence	NOUN
cana-3144	183	4	length	length	NOUN
cana-3144	183	5	is	be	AUX
cana-3144	183	6	3	3	NUM
cana-3144	183	7	,	,	PUNCT
cana-3144	183	8	for	for	ADP
cana-3144	183	9	example	example	NOUN
cana-3144	183	10	,	,	PUNCT
cana-3144	183	11	the	the	DET
cana-3144	183	12	model	model	NOUN
cana-3144	183	13	trains	train	NOUN
cana-3144	183	14	and	and	CCONJ
cana-3144	183	15	infers	infer	NOUN
cana-3144	183	16	using	use	VERB
cana-3144	183	17	state	state	NOUN
cana-3144	183	18	data	datum	NOUN
cana-3144	183	19	from	from	ADP
cana-3144	183	20	three	three	NUM
cana-3144	183	21	separate	separate	ADJ
cana-3144	183	22	2	2	NUM
cana-3144	183	23	-	-	PUNCT
cana-3144	183	24	minute	minute	NOUN
cana-3144	183	25	periods	period	NOUN
cana-3144	183	26	.	.	PUNCT
cana-3144	184	1	when	when	SCONJ
cana-3144	184	2	the	the	DET
cana-3144	184	3	ddqn	ddqn	ADJ
cana-3144	184	4	model	model	NOUN
cana-3144	184	5	alone	alone	ADV
cana-3144	184	6	considers	consider	VERB
cana-3144	184	7	the	the	DET
cana-3144	184	8	minimization	minimization	NOUN
cana-3144	184	9	of	of	ADP
cana-3144	184	10	the	the	DET
cana-3144	184	11	maximum	maximum	ADJ
cana-3144	184	12	water	water	NOUN
cana-3144	184	13	level	level	NOUN
cana-3144	184	14	,	,	PUNCT
cana-3144	184	15	figure	figure	NOUN
cana-3144	184	16	5a	5a	NUM
cana-3144	184	17	,	,	PUNCT
cana-3144	184	18	c	c	PROPN
cana-3144	184	19	demonstrates	demonstrate	VERB
cana-3144	184	20	variations	variation	NOUN
cana-3144	184	21	in	in	ADP
cana-3144	184	22	the	the	DET
cana-3144	184	23	number	number	NOUN
cana-3144	184	24	of	of	ADP
cana-3144	184	25	pump	pump	NOUN
cana-3144	184	26	switches	switch	NOUN
cana-3144	184	27	and	and	CCONJ
cana-3144	184	28	the	the	DET
cana-3144	184	29	maximum	maximum	ADJ
cana-3144	184	30	water	water	NOUN
cana-3144	184	31	level	level	NOUN
cana-3144	184	32	for	for	ADP
cana-3144	184	33	various	various	ADJ
cana-3144	184	34	sequence	sequence	NOUN
cana-3144	184	35	durations	duration	NOUN
cana-3144	184	36	.	.	PUNCT
cana-3144	185	1	considering	consider	VERB
cana-3144	185	2	both	both	CCONJ
cana-3144	185	3	the	the	DET
cana-3144	185	4	maximum	maximum	ADJ
cana-3144	185	5	water	water	NOUN
cana-3144	185	6	level	level	NOUN
cana-3144	185	7	(	(	PUNCT
cana-3144	185	8	𝑤𝑒	𝑤𝑒	NOUN
cana-3144	185	9	)	)	PUNCT
cana-3144	185	10	and	and	CCONJ
cana-3144	185	11	the	the	DET
cana-3144	185	12	pump	pump	NOUN
cana-3144	185	13	switch	switch	NOUN
cana-3144	185	14	(	(	PUNCT
cana-3144	185	15	𝑤𝑝	𝑤𝑝	NOUN
cana-3144	185	16	)	)	PUNCT
cana-3144	185	17	as	as	SCONJ
cana-3144	185	18	targets	target	NOUN
cana-3144	185	19	has	have	VERB
cana-3144	185	20	an	an	DET
cana-3144	185	21	effect	effect	NOUN
cana-3144	185	22	on	on	ADP
cana-3144	185	23	performance	performance	NOUN
cana-3144	185	24	,	,	PUNCT
cana-3144	185	25	as	as	SCONJ
cana-3144	185	26	shown	show	VERB
cana-3144	185	27	in	in	ADP
cana-3144	185	28	figure	figure	NOUN
cana-3144	185	29	5b	5b	NUM
cana-3144	185	30	,	,	PUNCT
cana-3144	185	31	d.	d.	PROPN
cana-3144	185	32	figure	figure	VERB
cana-3144	185	33	5	5	NUM
cana-3144	185	34	(	(	PUNCT
cana-3144	185	35	a	a	PRON
cana-3144	185	36	,	,	PUNCT
cana-3144	185	37	c	c	NOUN
cana-3144	185	38	)	)	PUNCT
cana-3144	185	39	variations	variation	NOUN
cana-3144	185	40	in	in	ADP
cana-3144	185	41	the	the	DET
cana-3144	185	42	number	number	NOUN
cana-3144	185	43	of	of	ADP
cana-3144	185	44	pump	pump	NOUN
cana-3144	185	45	switches	switch	NOUN
cana-3144	185	46	and	and	CCONJ
cana-3144	185	47	maximum	maximum	ADJ
cana-3144	185	48	water	water	NOUN
cana-3144	185	49	level	level	NOUN
cana-3144	185	50	(	(	PUNCT
cana-3144	185	51	b	b	NOUN
cana-3144	185	52	,	,	PUNCT
cana-3144	185	53	d	d	NOUN
cana-3144	185	54	)	)	PUNCT
cana-3144	185	55	both	both	CCONJ
cana-3144	185	56	the	the	DET
cana-3144	185	57	maximum	maximum	ADJ
cana-3144	185	58	water	water	NOUN
cana-3144	185	59	level	level	NOUN
cana-3144	185	60	communications	communication	NOUN
cana-3144	185	61	on	on	ADP
cana-3144	185	62	applied	apply	VERB
cana-3144	185	63	nonlinear	nonlinear	ADJ
cana-3144	185	64	analysis	analysis	NOUN
cana-3144	185	65	issn	issn	NOUN
cana-3144	185	66	:	:	PUNCT
cana-3144	185	67	1074	1074	NUM
cana-3144	185	68	-	-	PUNCT
cana-3144	185	69	133x	133x	NUM
cana-3144	185	70	vol	vol	NOUN
cana-3144	185	71	32	32	NUM
cana-3144	185	72	no	no	NOUN
cana-3144	185	73	.	.	PUNCT
cana-3144	186	1	5s	5s	NUM
cana-3144	186	2	(	(	PUNCT
cana-3144	186	3	2025	2025	NUM
cana-3144	186	4	)	)	PUNCT
cana-3144	186	5	478	478	NUM
cana-3144	186	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	186	7	results	result	VERB
cana-3144	186	8	for	for	ADP
cana-3144	186	9	both	both	DET
cana-3144	186	10	models	model	NOUN
cana-3144	186	11	show	show	VERB
cana-3144	186	12	that	that	SCONJ
cana-3144	186	13	maximum	maximum	ADJ
cana-3144	186	14	water	water	NOUN
cana-3144	186	15	level	level	NOUN
cana-3144	186	16	is	be	AUX
cana-3144	186	17	unaffected	unaffected	ADJ
cana-3144	186	18	by	by	ADP
cana-3144	186	19	sequence	sequence	NOUN
cana-3144	186	20	length	length	NOUN
cana-3144	186	21	.	.	PUNCT
cana-3144	187	1	the	the	DET
cana-3144	187	2	ddqn	ddqn	ADJ
cana-3144	187	3	model	model	NOUN
cana-3144	187	4	that	that	PRON
cana-3144	187	5	takes	take	VERB
cana-3144	187	6	into	into	ADP
cana-3144	187	7	account	account	NOUN
cana-3144	187	8	both	both	DET
cana-3144	187	9	goals	goal	NOUN
cana-3144	187	10	have	have	VERB
cana-3144	187	11	a	a	DET
cana-3144	187	12	less	less	ADJ
cana-3144	187	13	effect	effect	NOUN
cana-3144	187	14	on	on	ADP
cana-3144	187	15	the	the	DET
cana-3144	187	16	number	number	NOUN
cana-3144	187	17	of	of	ADP
cana-3144	187	18	pump	pump	NOUN
cana-3144	187	19	changes	change	NOUN
cana-3144	187	20	compared	compare	VERB
cana-3144	187	21	to	to	ADP
cana-3144	187	22	the	the	DET
cana-3144	187	23	method	method	NOUN
cana-3144	187	24	that	that	PRON
cana-3144	187	25	simply	simply	ADV
cana-3144	187	26	takes	take	VERB
cana-3144	187	27	into	into	ADP
cana-3144	187	28	account	account	NOUN
cana-3144	187	29	maximal	maximal	ADJ
cana-3144	187	30	water	water	NOUN
cana-3144	187	31	level	level	NOUN
cana-3144	187	32	minimization	minimization	NOUN
cana-3144	187	33	.	.	PUNCT
cana-3144	188	1	in	in	ADP
cana-3144	188	2	general	general	ADJ
cana-3144	188	3	,	,	PUNCT
cana-3144	188	4	longer	long	ADJ
cana-3144	188	5	sequences	sequence	NOUN
cana-3144	188	6	aid	aid	NOUN
cana-3144	188	7	in	in	ADP
cana-3144	188	8	reducing	reduce	VERB
cana-3144	188	9	pump	pump	NOUN
cana-3144	188	10	switches	switch	NOUN
cana-3144	188	11	more	more	ADV
cana-3144	188	12	efficiently	efficiently	ADV
cana-3144	188	13	than	than	ADP
cana-3144	188	14	shorter	short	ADJ
cana-3144	188	15	ones	one	NOUN
cana-3144	188	16	,	,	PUNCT
cana-3144	188	17	while	while	SCONJ
cana-3144	188	18	there	there	PRON
cana-3144	188	19	is	be	VERB
cana-3144	188	20	no	no	DET
cana-3144	188	21	obvious	obvious	ADJ
cana-3144	188	22	association	association	NOUN
cana-3144	188	23	between	between	ADP
cana-3144	188	24	the	the	DET
cana-3144	188	25	length	length	NOUN
cana-3144	188	26	of	of	ADP
cana-3144	188	27	the	the	DET
cana-3144	188	28	sequence	sequence	NOUN
cana-3144	188	29	and	and	CCONJ
cana-3144	188	30	the	the	DET
cana-3144	188	31	amount	amount	NOUN
cana-3144	188	32	of	of	ADP
cana-3144	188	33	switching	switching	NOUN
cana-3144	188	34	.	.	PUNCT
cana-3144	189	1	the	the	DET
cana-3144	189	2	ddqn	ddqn	NOUN
cana-3144	189	3	method	method	NOUN
cana-3144	189	4	that	that	PRON
cana-3144	189	5	uses	use	VERB
cana-3144	189	6	𝑤𝑝	𝑤𝑝	ADP
cana-3144	189	7	in	in	ADP
cana-3144	189	8	conjunction	conjunction	NOUN
cana-3144	189	9	with	with	ADP
cana-3144	189	10	us	we	PRON
cana-3144	189	11	reaches	reach	VERB
cana-3144	189	12	its	its	PRON
cana-3144	189	13	minimal	minimal	ADJ
cana-3144	189	14	switch	switch	NOUN
cana-3144	189	15	count	count	NOUN
cana-3144	189	16	at	at	ADP
cana-3144	189	17	5	5	NUM
cana-3144	189	18	sequence	sequence	NOUN
cana-3144	189	19	lengths	length	NOUN
cana-3144	189	20	,	,	PUNCT
cana-3144	189	21	while	while	SCONJ
cana-3144	189	22	the	the	DET
cana-3144	189	23	model	model	NOUN
cana-3144	189	24	that	that	PRON
cana-3144	189	25	uses	use	VERB
cana-3144	189	26	,	,	PUNCT
cana-3144	189	27	alone	alone	ADV
cana-3144	189	28	reach	reach	VERB
cana-3144	189	29	its	its	PRON
cana-3144	189	30	minimum	minimum	NOUN
cana-3144	189	31	at	at	ADP
cana-3144	189	32	4	4	NUM
cana-3144	189	33	sequence	sequence	NOUN
cana-3144	189	34	lengths	length	NOUN
cana-3144	189	35	.	.	PUNCT
cana-3144	190	1	the	the	DET
cana-3144	190	2	results	result	NOUN
cana-3144	190	3	show	show	VERB
cana-3144	190	4	that	that	SCONJ
cana-3144	190	5	choosing	choose	VERB
cana-3144	190	6	the	the	DET
cana-3144	190	7	right	right	ADJ
cana-3144	190	8	hyperparameters	hyperparameter	NOUN
cana-3144	190	9	,	,	PUNCT
cana-3144	190	10	especially	especially	ADV
cana-3144	190	11	the	the	DET
cana-3144	190	12	weights	weight	NOUN
cana-3144	190	13	,	,	PUNCT
cana-3144	190	14	is	be	AUX
cana-3144	190	15	still	still	ADV
cana-3144	190	16	a	a	DET
cana-3144	190	17	tough	tough	ADJ
cana-3144	190	18	job	job	NOUN
cana-3144	190	19	that	that	PRON
cana-3144	190	20	needs	need	VERB
cana-3144	190	21	a	a	DET
cana-3144	190	22	lot	lot	NOUN
cana-3144	190	23	of	of	ADP
cana-3144	190	24	trial	trial	NOUN
cana-3144	190	25	and	and	CCONJ
cana-3144	190	26	error	error	NOUN
cana-3144	190	27	.	.	PUNCT
cana-3144	191	1	the	the	DET
cana-3144	191	2	efficiency	efficiency	NOUN
cana-3144	191	3	of	of	ADP
cana-3144	191	4	the	the	DET
cana-3144	191	5	model	model	NOUN
cana-3144	191	6	is	be	AUX
cana-3144	191	7	greatly	greatly	ADV
cana-3144	191	8	affected	affect	VERB
cana-3144	191	9	by	by	ADP
cana-3144	191	10	the	the	DET
cana-3144	191	11	weights	weight	NOUN
cana-3144	191	12	in	in	ADP
cana-3144	191	13	the	the	DET
cana-3144	191	14	function	function	NOUN
cana-3144	191	15	of	of	ADP
cana-3144	191	16	reward	reward	NOUN
cana-3144	191	17	and	and	CCONJ
cana-3144	191	18	the	the	DET
cana-3144	191	19	length	length	NOUN
cana-3144	191	20	of	of	ADP
cana-3144	191	21	the	the	DET
cana-3144	191	22	sequence	sequence	NOUN
cana-3144	191	23	of	of	ADP
cana-3144	191	24	state	state	NOUN
cana-3144	191	25	observations	observation	NOUN
cana-3144	191	26	;	;	PUNCT
cana-3144	191	27	this	this	PRON
cana-3144	191	28	highlights	highlight	VERB
cana-3144	191	29	the	the	DET
cana-3144	191	30	need	need	NOUN
cana-3144	191	31	for	for	ADP
cana-3144	191	32	more	more	ADJ
cana-3144	191	33	study	study	NOUN
cana-3144	191	34	on	on	ADP
cana-3144	191	35	appropriate	appropriate	ADJ
cana-3144	191	36	techniques	technique	NOUN
cana-3144	191	37	of	of	ADP
cana-3144	191	38	value	value	NOUN
cana-3144	191	39	selection	selection	NOUN
cana-3144	191	40	.	.	PUNCT
cana-3144	192	1	a	a	DET
cana-3144	192	2	relatively	relatively	ADV
cana-3144	192	3	modest	modest	ADJ
cana-3144	192	4	factor	factor	NOUN
cana-3144	192	5	of	of	ADP
cana-3144	192	6	discount	discount	NOUN
cana-3144	192	7	for	for	ADP
cana-3144	192	8	future	future	ADJ
cana-3144	192	9	prizes	prize	NOUN
cana-3144	192	10	helped	help	VERB
cana-3144	192	11	minimize	minimize	VERB
cana-3144	192	12	the	the	DET
cana-3144	192	13	maximum	maximum	ADJ
cana-3144	192	14	water	water	NOUN
cana-3144	192	15	level	level	NOUN
cana-3144	192	16	,	,	PUNCT
cana-3144	192	17	which	which	PRON
cana-3144	192	18	was	be	AUX
cana-3144	192	19	an	an	DET
cana-3144	192	20	additional	additional	ADJ
cana-3144	192	21	benefit	benefit	NOUN
cana-3144	192	22	.	.	PUNCT
cana-3144	193	1	since	since	SCONJ
cana-3144	193	2	this	this	DET
cana-3144	193	3	research	research	NOUN
cana-3144	193	4	only	only	ADV
cana-3144	193	5	uses	use	VERB
cana-3144	193	6	observable	observable	ADJ
cana-3144	193	7	data	datum	NOUN
cana-3144	193	8	from	from	ADP
cana-3144	193	9	the	the	DET
cana-3144	193	10	past	past	NOUN
cana-3144	193	11	and	and	CCONJ
cana-3144	193	12	present	present	ADJ
cana-3144	193	13	about	about	ADP
cana-3144	193	14	rainfall	rainfall	NOUN
cana-3144	193	15	,	,	PUNCT
cana-3144	193	16	it	it	PRON
cana-3144	193	17	follows	follow	VERB
cana-3144	193	18	that	that	SCONJ
cana-3144	193	19	prioritizing	prioritize	VERB
cana-3144	193	20	immediate	immediate	ADJ
cana-3144	193	21	water	water	NOUN
cana-3144	193	22	level	level	NOUN
cana-3144	193	23	management	management	NOUN
cana-3144	193	24	over	over	ADP
cana-3144	193	25	future	future	ADJ
cana-3144	193	26	levels	level	NOUN
cana-3144	193	27	is	be	AUX
cana-3144	193	28	more	more	ADV
cana-3144	193	29	beneficial	beneficial	ADJ
cana-3144	193	30	for	for	ADP
cana-3144	193	31	this	this	DET
cana-3144	193	32	purpose	purpose	NOUN
cana-3144	193	33	.	.	PUNCT
cana-3144	194	1	alternate	alternate	ADJ
cana-3144	194	2	choices	choice	NOUN
cana-3144	194	3	for	for	ADP
cana-3144	194	4	the	the	DET
cana-3144	194	5	discount	discount	NOUN
cana-3144	194	6	factor	factor	NOUN
cana-3144	194	7	may	may	AUX
cana-3144	194	8	provide	provide	VERB
cana-3144	194	9	more	more	ADV
cana-3144	194	10	accurate	accurate	ADJ
cana-3144	194	11	predictions	prediction	NOUN
cana-3144	194	12	of	of	ADP
cana-3144	194	13	future	future	ADJ
cana-3144	194	14	rainfall	rainfall	NOUN
cana-3144	194	15	if	if	SCONJ
cana-3144	194	16	they	they	PRON
cana-3144	194	17	were	be	AUX
cana-3144	194	18	included	include	VERB
cana-3144	194	19	.	.	PUNCT
cana-3144	195	1	to	to	PART
cana-3144	195	2	improve	improve	VERB
cana-3144	195	3	the	the	DET
cana-3144	195	4	performance	performance	NOUN
cana-3144	195	5	and	and	CCONJ
cana-3144	195	6	practicality	practicality	NOUN
cana-3144	195	7	of	of	ADP
cana-3144	195	8	the	the	DET
cana-3144	195	9	schemes	scheme	NOUN
cana-3144	195	10	,	,	PUNCT
cana-3144	195	11	further	further	ADJ
cana-3144	195	12	research	research	NOUN
cana-3144	195	13	is	be	AUX
cana-3144	195	14	needed	need	VERB
cana-3144	195	15	in	in	ADP
cana-3144	195	16	these	these	DET
cana-3144	195	17	areas	area	NOUN
cana-3144	195	18	.	.	PUNCT
cana-3144	196	1	the	the	DET
cana-3144	196	2	actual	actual	ADJ
cana-3144	196	3	cost	cost	NOUN
cana-3144	196	4	of	of	ADP
cana-3144	196	5	maintenance	maintenance	NOUN
cana-3144	196	6	might	might	AUX
cana-3144	196	7	be	be	AUX
cana-3144	196	8	hard	hard	ADJ
cana-3144	196	9	to	to	PART
cana-3144	196	10	predict	predict	VERB
cana-3144	196	11	,	,	PUNCT
cana-3144	196	12	thus	thus	ADV
cana-3144	196	13	the	the	DET
cana-3144	196	14	reward	reward	NOUN
cana-3144	196	15	function	function	NOUN
cana-3144	196	16	substituted	substitute	VERB
cana-3144	196	17	the	the	DET
cana-3144	196	18	quantity	quantity	NOUN
cana-3144	196	19	of	of	ADP
cana-3144	196	20	pump	pump	NOUN
cana-3144	196	21	switches	switch	NOUN
cana-3144	196	22	for	for	ADP
cana-3144	196	23	it	it	PRON
cana-3144	196	24	.	.	PUNCT
cana-3144	197	1	making	make	VERB
cana-3144	197	2	a	a	DET
cana-3144	197	3	cost	cost	NOUN
cana-3144	197	4	estimating	estimate	VERB
cana-3144	197	5	model	model	NOUN
cana-3144	197	6	that	that	SCONJ
cana-3144	197	7	more	more	ADV
cana-3144	197	8	faithfully	faithfully	ADV
cana-3144	197	9	represents	represent	VERB
cana-3144	197	10	actual	actual	ADJ
cana-3144	197	11	maintenance	maintenance	NOUN
cana-3144	197	12	expenses	expense	NOUN
cana-3144	197	13	is	be	AUX
cana-3144	197	14	essential	essential	ADJ
cana-3144	197	15	for	for	ADP
cana-3144	197	16	developing	develop	VERB
cana-3144	197	17	a	a	DET
cana-3144	197	18	field	field	NOUN
cana-3144	197	19	-	-	PUNCT
cana-3144	197	20	deployable	deployable	NOUN
cana-3144	197	21	model	model	NOUN
cana-3144	197	22	.	.	PUNCT
cana-3144	198	1	to	to	PART
cana-3144	198	2	account	account	VERB
cana-3144	198	3	for	for	ADP
cana-3144	198	4	actual	actual	ADJ
cana-3144	198	5	needs	need	NOUN
cana-3144	198	6	,	,	PUNCT
cana-3144	198	7	the	the	DET
cana-3144	198	8	training	training	NOUN
cana-3144	198	9	model	model	NOUN
cana-3144	198	10	has	have	VERB
cana-3144	198	11	to	to	PART
cana-3144	198	12	include	include	VERB
cana-3144	198	13	not	not	PART
cana-3144	198	14	just	just	ADV
cana-3144	198	15	the	the	DET
cana-3144	198	16	maintenance	maintenance	NOUN
cana-3144	198	17	expenses	expense	NOUN
cana-3144	198	18	of	of	ADP
cana-3144	198	19	pump	pump	NOUN
cana-3144	198	20	switching	switching	NOUN
cana-3144	198	21	but	but	CCONJ
cana-3144	198	22	also	also	ADV
cana-3144	198	23	a	a	DET
cana-3144	198	24	number	number	NOUN
cana-3144	198	25	of	of	ADP
cana-3144	198	26	other	other	ADJ
cana-3144	198	27	practical	practical	ADJ
cana-3144	198	28	requirements	requirement	NOUN
cana-3144	198	29	.	.	PUNCT
cana-3144	199	1	important	important	ADJ
cana-3144	199	2	considerations	consideration	NOUN
cana-3144	199	3	include	include	VERB
cana-3144	199	4	,	,	PUNCT
cana-3144	199	5	for	for	ADP
cana-3144	199	6	instance	instance	NOUN
cana-3144	199	7	,	,	PUNCT
cana-3144	199	8	synchronizing	synchronize	VERB
cana-3144	199	9	several	several	ADJ
cana-3144	199	10	pumping	pumping	NOUN
cana-3144	199	11	stations	station	NOUN
cana-3144	199	12	to	to	PART
cana-3144	199	13	control	control	VERB
cana-3144	199	14	flood	flood	NOUN
cana-3144	199	15	hazards	hazard	NOUN
cana-3144	199	16	and	and	CCONJ
cana-3144	199	17	reducing	reduce	VERB
cana-3144	199	18	the	the	DET
cana-3144	199	19	amount	amount	NOUN
cana-3144	199	20	of	of	ADP
cana-3144	199	21	electricity	electricity	NOUN
cana-3144	199	22	needed	need	VERB
cana-3144	199	23	to	to	PART
cana-3144	199	24	operate	operate	VERB
cana-3144	199	25	pumps	pump	NOUN
cana-3144	199	26	.	.	PUNCT
cana-3144	200	1	as	as	ADP
cana-3144	200	2	a	a	DET
cana-3144	200	3	result	result	NOUN
cana-3144	200	4	of	of	ADP
cana-3144	200	5	these	these	DET
cana-3144	200	6	demands	demand	NOUN
cana-3144	200	7	,	,	PUNCT
cana-3144	200	8	the	the	DET
cana-3144	200	9	pump	pump	NOUN
cana-3144	200	10	operating	operate	VERB
cana-3144	200	11	issue	issue	NOUN
cana-3144	200	12	is	be	AUX
cana-3144	200	13	likely	likely	ADJ
cana-3144	200	14	to	to	PART
cana-3144	200	15	become	become	VERB
cana-3144	200	16	more	more	ADV
cana-3144	200	17	complicated	complicated	ADJ
cana-3144	200	18	,	,	PUNCT
cana-3144	200	19	calling	call	VERB
cana-3144	200	20	for	for	ADP
cana-3144	200	21	new	new	ADJ
cana-3144	200	22	ways	way	NOUN
cana-3144	200	23	of	of	ADP
cana-3144	200	24	solving	solve	VERB
cana-3144	200	25	it	it	PRON
cana-3144	200	26	.	.	PUNCT
cana-3144	201	1	nevertheless	nevertheless	ADV
cana-3144	201	2	,	,	PUNCT
cana-3144	201	3	no	no	ADV
cana-3144	201	4	matter	matter	ADV
cana-3144	201	5	how	how	SCONJ
cana-3144	201	6	complicated	complicated	ADJ
cana-3144	201	7	the	the	DET
cana-3144	201	8	situation	situation	NOUN
cana-3144	201	9	becomes	become	VERB
cana-3144	201	10	,	,	PUNCT
cana-3144	201	11	the	the	DET
cana-3144	201	12	ddqn	ddqn	NOUN
cana-3144	201	13	's	's	PART
cana-3144	201	14	design	design	NOUN
cana-3144	201	15	permits	permit	VERB
cana-3144	201	16	modifications	modification	NOUN
cana-3144	201	17	to	to	ADP
cana-3144	201	18	the	the	DET
cana-3144	201	19	status	status	NOUN
cana-3144	201	20	and	and	CCONJ
cana-3144	201	21	action	action	NOUN
cana-3144	201	22	spaces	space	NOUN
cana-3144	201	23	according	accord	VERB
cana-3144	201	24	to	to	ADP
cana-3144	201	25	the	the	DET
cana-3144	201	26	unique	unique	ADJ
cana-3144	201	27	pump	pump	NOUN
cana-3144	201	28	station	station	NOUN
cana-3144	201	29	environment	environment	NOUN
cana-3144	201	30	and	and	CCONJ
cana-3144	201	31	structure	structure	NOUN
cana-3144	201	32	.	.	PUNCT
cana-3144	202	1	to	to	PART
cana-3144	202	2	further	far	ADV
cana-3144	202	3	accommodate	accommodate	VERB
cana-3144	202	4	growing	grow	VERB
cana-3144	202	5	system	system	NOUN
cana-3144	202	6	complexity	complexity	NOUN
cana-3144	202	7	,	,	PUNCT
cana-3144	202	8	hyperparameters	hyperparameter	NOUN
cana-3144	202	9	like	like	ADP
cana-3144	202	10	the	the	DET
cana-3144	202	11	model	model	NOUN
cana-3144	202	12	's	's	PART
cana-3144	202	13	layer	layer	NOUN
cana-3144	202	14	and	and	CCONJ
cana-3144	202	15	node	node	NOUN
cana-3144	202	16	counts	count	NOUN
cana-3144	202	17	may	may	AUX
cana-3144	202	18	be	be	AUX
cana-3144	202	19	adjusted	adjust	VERB
cana-3144	202	20	.	.	PUNCT
cana-3144	203	1	however	however	ADV
cana-3144	203	2	,	,	PUNCT
cana-3144	203	3	reliable	reliable	ADJ
cana-3144	203	4	real	real	ADJ
cana-3144	203	5	-	-	PUNCT
cana-3144	203	6	time	time	NOUN
cana-3144	203	7	input	input	NOUN
cana-3144	203	8	data	datum	NOUN
cana-3144	203	9	,	,	PUNCT
cana-3144	203	10	such	such	ADJ
cana-3144	203	11	as	as	ADP
cana-3144	203	12	exact	exact	ADJ
cana-3144	203	13	rainfall	rainfall	NOUN
cana-3144	203	14	and	and	CCONJ
cana-3144	203	15	water	water	NOUN
cana-3144	203	16	retention	retention	NOUN
cana-3144	203	17	basin	basin	NOUN
cana-3144	203	18	inflow	inflow	NOUN
cana-3144	203	19	/	/	SYM
cana-3144	203	20	outflow	outflow	NOUN
cana-3144	203	21	measurements	measurement	NOUN
cana-3144	203	22	,	,	PUNCT
cana-3144	203	23	is	be	AUX
cana-3144	203	24	crucial	crucial	ADJ
cana-3144	203	25	for	for	ADP
cana-3144	203	26	putting	put	VERB
cana-3144	203	27	a	a	DET
cana-3144	203	28	drl	drl	PROPN
cana-3144	203	29	based	base	VERB
cana-3144	203	30	operational	operational	ADJ
cana-3144	203	31	technique	technique	NOUN
cana-3144	203	32	into	into	ADP
cana-3144	203	33	practice	practice	NOUN
cana-3144	203	34	,	,	PUNCT
cana-3144	203	35	therefore	therefore	ADV
cana-3144	203	36	supporting	support	VERB
cana-3144	203	37	equipment	equipment	NOUN
cana-3144	203	38	like	like	ADP
cana-3144	203	39	sensors	sensor	NOUN
cana-3144	203	40	is	be	AUX
cana-3144	203	41	an	an	DET
cana-3144	203	42	important	important	ADJ
cana-3144	203	43	consideration	consideration	NOUN
cana-3144	203	44	.	.	PUNCT
cana-3144	204	1	it	it	PRON
cana-3144	204	2	is	be	AUX
cana-3144	204	3	also	also	ADV
cana-3144	204	4	crucial	crucial	ADJ
cana-3144	204	5	to	to	PART
cana-3144	204	6	train	train	VERB
cana-3144	204	7	and	and	CCONJ
cana-3144	204	8	test	test	NOUN
cana-3144	204	9	using	use	VERB
cana-3144	204	10	real	real	ADJ
cana-3144	204	11	data	datum	NOUN
cana-3144	204	12	,	,	PUNCT
cana-3144	204	13	create	create	VERB
cana-3144	204	14	models	model	NOUN
cana-3144	204	15	that	that	PRON
cana-3144	204	16	are	be	AUX
cana-3144	204	17	highly	highly	ADV
cana-3144	204	18	congruent	congruent	ADJ
cana-3144	204	19	with	with	ADP
cana-3144	204	20	field	field	NOUN
cana-3144	204	21	settings	setting	NOUN
cana-3144	204	22	,	,	PUNCT
cana-3144	204	23	and	and	CCONJ
cana-3144	204	24	modify	modify	VERB
cana-3144	204	25	the	the	DET
cana-3144	204	26	system	system	NOUN
cana-3144	204	27	to	to	PART
cana-3144	204	28	account	account	VERB
cana-3144	204	29	for	for	ADP
cana-3144	204	30	hardware	hardware	NOUN
cana-3144	204	31	restrictions	restriction	NOUN
cana-3144	204	32	in	in	ADP
cana-3144	204	33	the	the	DET
cana-3144	204	34	field	field	NOUN
cana-3144	204	35	.	.	PUNCT
cana-3144	205	1	creating	create	VERB
cana-3144	205	2	multiple	multiple	ADJ
cana-3144	205	3	objectives	objective	NOUN
cana-3144	205	4	solutions	solution	NOUN
cana-3144	205	5	to	to	PART
cana-3144	205	6	coordinate	coordinate	VERB
cana-3144	205	7	many	many	ADJ
cana-3144	205	8	pumping	pumping	NOUN
cana-3144	205	9	stations	station	NOUN
cana-3144	205	10	in	in	ADP
cana-3144	205	11	the	the	DET
cana-3144	205	12	same	same	ADJ
cana-3144	205	13	area	area	NOUN
cana-3144	205	14	,	,	PUNCT
cana-3144	205	15	each	each	PRON
cana-3144	205	16	working	work	VERB
cana-3144	205	17	under	under	ADP
cana-3144	205	18	different	different	ADJ
cana-3144	205	19	circumstances	circumstance	NOUN
cana-3144	205	20	,	,	PUNCT
cana-3144	205	21	to	to	PART
cana-3144	205	22	jointly	jointly	ADV
cana-3144	205	23	control	control	VERB
cana-3144	205	24	flood	flood	NOUN
cana-3144	205	25	risk	risk	NOUN
cana-3144	205	26	is	be	AUX
cana-3144	205	27	another	another	DET
cana-3144	205	28	topic	topic	NOUN
cana-3144	205	29	that	that	PRON
cana-3144	205	30	needs	need	VERB
cana-3144	205	31	additional	additional	ADJ
cana-3144	205	32	investigation	investigation	NOUN
cana-3144	205	33	.	.	PUNCT
cana-3144	206	1	possible	possible	ADJ
cana-3144	206	2	future	future	ADJ
cana-3144	206	3	directions	direction	NOUN
cana-3144	206	4	for	for	ADP
cana-3144	206	5	research	research	NOUN
cana-3144	206	6	include	include	VERB
cana-3144	206	7	developing	develop	VERB
cana-3144	206	8	novel	novel	ADJ
cana-3144	206	9	training	training	NOUN
cana-3144	206	10	techniques	technique	NOUN
cana-3144	206	11	to	to	PART
cana-3144	206	12	improve	improve	VERB
cana-3144	206	13	performance	performance	NOUN
cana-3144	206	14	and	and	CCONJ
cana-3144	206	15	conducting	conduct	VERB
cana-3144	206	16	a	a	DET
cana-3144	206	17	thorough	thorough	ADJ
cana-3144	206	18	evaluation	evaluation	NOUN
cana-3144	206	19	of	of	ADP
cana-3144	206	20	the	the	DET
cana-3144	206	21	performance	performance	NOUN
cana-3144	206	22	of	of	ADP
cana-3144	206	23	different	different	ADJ
cana-3144	206	24	drl	drl	PROPN
cana-3144	206	25	methods	method	NOUN
cana-3144	206	26	that	that	PRON
cana-3144	206	27	are	be	AUX
cana-3144	206	28	relevant	relevant	ADJ
cana-3144	206	29	to	to	PART
cana-3144	206	30	pump	pump	VERB
cana-3144	206	31	station	station	NOUN
cana-3144	206	32	operations	operation	NOUN
cana-3144	206	33	.	.	PUNCT
cana-3144	207	1	communications	communication	NOUN
cana-3144	207	2	on	on	ADP
cana-3144	207	3	applied	apply	VERB
cana-3144	207	4	nonlinear	nonlinear	ADJ
cana-3144	207	5	analysis	analysis	NOUN
cana-3144	207	6	issn	issn	NOUN
cana-3144	207	7	:	:	PUNCT
cana-3144	207	8	1074	1074	NUM
cana-3144	207	9	-	-	PUNCT
cana-3144	207	10	133x	133x	NUM
cana-3144	207	11	vol	vol	NOUN
cana-3144	207	12	32	32	NUM
cana-3144	207	13	no	no	NOUN
cana-3144	207	14	.	.	PUNCT
cana-3144	208	1	5s	5s	NUM
cana-3144	208	2	(	(	PUNCT
cana-3144	208	3	2025	2025	NUM
cana-3144	208	4	)	)	PUNCT
cana-3144	208	5	479	479	NUM
cana-3144	208	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	208	7	4	4	NUM
cana-3144	208	8	.	.	X
cana-3144	208	9	conclusion	conclusion	NOUN
cana-3144	208	10	this	this	DET
cana-3144	208	11	research	research	NOUN
cana-3144	208	12	established	establish	VERB
cana-3144	208	13	a	a	DET
cana-3144	208	14	model	model	NOUN
cana-3144	208	15	for	for	ADP
cana-3144	208	16	automating	automate	VERB
cana-3144	208	17	pumping	pumping	NOUN
cana-3144	208	18	operations	operation	NOUN
cana-3144	208	19	at	at	ADP
cana-3144	208	20	a	a	DET
cana-3144	208	21	water	water	NOUN
cana-3144	208	22	pump	pump	NOUN
cana-3144	208	23	station	station	NOUN
cana-3144	208	24	in	in	ADP
cana-3144	208	25	tamil	tamil	PROPN
cana-3144	208	26	nadu	nadu	PROPN
cana-3144	208	27	using	use	VERB
cana-3144	208	28	a	a	DET
cana-3144	208	29	deep	deep	ADJ
cana-3144	208	30	reinforcement	reinforcement	NOUN
cana-3144	208	31	learning	learning	NOUN
cana-3144	208	32	technique	technique	NOUN
cana-3144	208	33	called	call	VERB
cana-3144	208	34	ddqn	ddqn	NOUN
cana-3144	208	35	.	.	PUNCT
cana-3144	209	1	to	to	PART
cana-3144	209	2	train	train	VERB
cana-3144	209	3	and	and	CCONJ
cana-3144	209	4	test	test	VERB
cana-3144	209	5	the	the	DET
cana-3144	209	6	model	model	NOUN
cana-3144	209	7	using	use	VERB
cana-3144	209	8	the	the	DET
cana-3144	209	9	created	create	VERB
cana-3144	209	10	synthetic	synthetic	ADJ
cana-3144	209	11	rainfall	rainfall	NOUN
cana-3144	209	12	,	,	PUNCT
cana-3144	209	13	we	we	PRON
cana-3144	209	14	used	use	VERB
cana-3144	209	15	the	the	DET
cana-3144	209	16	swmm	swmm	NOUN
cana-3144	209	17	to	to	PART
cana-3144	209	18	simulate	simulate	VERB
cana-3144	209	19	the	the	DET
cana-3144	209	20	basin	basin	NOUN
cana-3144	209	21	and	and	CCONJ
cana-3144	209	22	pump	pump	NOUN
cana-3144	209	23	system	system	NOUN
cana-3144	209	24	.	.	PUNCT
cana-3144	210	1	the	the	DET
cana-3144	210	2	huff	huff	PROPN
cana-3144	210	3	technique	technique	NOUN
cana-3144	210	4	was	be	AUX
cana-3144	210	5	used	use	VERB
cana-3144	210	6	to	to	PART
cana-3144	210	7	generate	generate	VERB
cana-3144	210	8	rainfall	rainfall	NOUN
cana-3144	210	9	data	datum	NOUN
cana-3144	210	10	,	,	PUNCT
cana-3144	210	11	which	which	PRON
cana-3144	210	12	included	include	VERB
cana-3144	210	13	five	five	NUM
cana-3144	210	14	period	period	NOUN
cana-3144	210	15	of	of	ADP
cana-3144	210	16	return	return	NOUN
cana-3144	210	17	probabilities	probability	NOUN
cana-3144	210	18	and	and	CCONJ
cana-3144	210	19	nine	nine	NUM
cana-3144	210	20	durations	duration	NOUN
cana-3144	210	21	.	.	PUNCT
cana-3144	211	1	the	the	DET
cana-3144	211	2	suggested	suggest	VERB
cana-3144	211	3	approach	approach	NOUN
cana-3144	211	4	was	be	AUX
cana-3144	211	5	compared	compare	VERB
cana-3144	211	6	to	to	ADP
cana-3144	211	7	the	the	DET
cana-3144	211	8	present	present	ADJ
cana-3144	211	9	rule	rule	NOUN
cana-3144	211	10	-	-	PUNCT
cana-3144	211	11	based	base	VERB
cana-3144	211	12	pump	pump	NOUN
cana-3144	211	13	operating	operating	NOUN
cana-3144	211	14	technique	technique	NOUN
cana-3144	211	15	at	at	ADP
cana-3144	211	16	the	the	DET
cana-3144	211	17	pumping	pump	VERB
cana-3144	211	18	station	station	NOUN
cana-3144	211	19	to	to	PART
cana-3144	211	20	verify	verify	VERB
cana-3144	211	21	its	its	PRON
cana-3144	211	22	performance	performance	NOUN
cana-3144	211	23	.	.	PUNCT
cana-3144	212	1	compared	compare	VERB
cana-3144	212	2	to	to	ADP
cana-3144	212	3	the	the	DET
cana-3144	212	4	rule	rule	NOUN
cana-3144	212	5	-	-	PUNCT
cana-3144	212	6	based	base	VERB
cana-3144	212	7	system	system	NOUN
cana-3144	212	8	,	,	PUNCT
cana-3144	212	9	the	the	DET
cana-3144	212	10	ddqn	ddqn	NOUN
cana-3144	212	11	model	model	NOUN
cana-3144	212	12	with	with	ADP
cana-3144	212	13	both	both	DET
cana-3144	212	14	reward	reward	NOUN
cana-3144	212	15	functions	function	NOUN
cana-3144	212	16	showed	show	VERB
cana-3144	212	17	15	15	NUM
cana-3144	212	18	%	%	NOUN
cana-3144	212	19	improvement	improvement	NOUN
cana-3144	212	20	in	in	ADP
cana-3144	212	21	average	average	ADJ
cana-3144	212	22	maximal	maximal	ADJ
cana-3144	212	23	level	level	NOUN
cana-3144	212	24	of	of	ADP
cana-3144	212	25	water	water	NOUN
cana-3144	212	26	and	and	CCONJ
cana-3144	212	27	6	6	NUM
cana-3144	212	28	%	%	NOUN
cana-3144	212	29	in	in	ADP
cana-3144	212	30	average	average	ADJ
cana-3144	212	31	pumping	pumping	NOUN
cana-3144	212	32	changes	change	NOUN
cana-3144	212	33	.	.	PUNCT
cana-3144	213	1	this	this	DET
cana-3144	213	2	work	work	NOUN
cana-3144	213	3	is	be	AUX
cana-3144	213	4	the	the	DET
cana-3144	213	5	first	first	ADJ
cana-3144	213	6	to	to	PART
cana-3144	213	7	use	use	VERB
cana-3144	213	8	deep	deep	ADJ
cana-3144	213	9	reinforcement	reinforcement	NOUN
cana-3144	213	10	learning	learning	NOUN
cana-3144	213	11	to	to	PART
cana-3144	213	12	pump	pump	VERB
cana-3144	213	13	operation	operation	NOUN
cana-3144	213	14	in	in	ADP
cana-3144	213	15	a	a	DET
cana-3144	213	16	water	water	NOUN
cana-3144	213	17	pumping	pumping	NOUN
cana-3144	213	18	station	station	NOUN
cana-3144	213	19	.	.	PUNCT
cana-3144	214	1	the	the	DET
cana-3144	214	2	use	use	NOUN
cana-3144	214	3	of	of	ADP
cana-3144	214	4	a	a	DET
cana-3144	214	5	gru	gru	NOUN
cana-3144	214	6	structure	structure	NOUN
cana-3144	214	7	as	as	SCONJ
cana-3144	214	8	the	the	DET
cana-3144	214	9	agent	agent	NOUN
cana-3144	214	10	proved	prove	VERB
cana-3144	214	11	that	that	SCONJ
cana-3144	214	12	this	this	DET
cana-3144	214	13	method	method	NOUN
cana-3144	214	14	improved	improve	VERB
cana-3144	214	15	model	model	NOUN
cana-3144	214	16	performance	performance	NOUN
cana-3144	214	17	and	and	CCONJ
cana-3144	214	18	learning	learning	NOUN
cana-3144	214	19	efficacy	efficacy	NOUN
cana-3144	214	20	.	.	PUNCT
cana-3144	215	1	grus	grus	PROPN
cana-3144	215	2	are	be	AUX
cana-3144	215	3	ideal	ideal	ADJ
cana-3144	215	4	for	for	ADP
cana-3144	215	5	time	time	NOUN
cana-3144	215	6	-	-	PUNCT
cana-3144	215	7	series	series	NOUN
cana-3144	215	8	analysis	analysis	NOUN
cana-3144	215	9	on	on	ADP
cana-3144	215	10	visible	visible	ADJ
cana-3144	215	11	sequential	sequential	ADJ
cana-3144	215	12	state	state	NOUN
cana-3144	215	13	data	datum	NOUN
cana-3144	215	14	.	.	PUNCT
cana-3144	216	1	the	the	DET
cana-3144	216	2	model	model	NOUN
cana-3144	216	3	was	be	AUX
cana-3144	216	4	able	able	ADJ
cana-3144	216	5	to	to	PART
cana-3144	216	6	successfully	successfully	ADV
cana-3144	216	7	avoid	avoid	VERB
cana-3144	216	8	basin	basin	NOUN
cana-3144	216	9	overflow	overflow	NOUN
cana-3144	216	10	without	without	ADP
cana-3144	216	11	adding	add	VERB
cana-3144	216	12	to	to	ADP
cana-3144	216	13	the	the	DET
cana-3144	216	14	maintenance	maintenance	NOUN
cana-3144	216	15	expenses	expense	NOUN
cana-3144	216	16	linked	link	VERB
cana-3144	216	17	with	with	ADP
cana-3144	216	18	pump	pump	NOUN
cana-3144	216	19	switching	switch	VERB
cana-3144	216	20	by	by	ADP
cana-3144	216	21	creating	create	VERB
cana-3144	216	22	a	a	DET
cana-3144	216	23	multiple	multiple	ADJ
cana-3144	216	24	objectives	objective	NOUN
cana-3144	216	25	reward	reward	VERB
cana-3144	216	26	function	function	NOUN
cana-3144	216	27	that	that	PRON
cana-3144	216	28	aimed	aim	VERB
cana-3144	216	29	to	to	PART
cana-3144	216	30	minimize	minimize	VERB
cana-3144	216	31	both	both	CCONJ
cana-3144	216	32	the	the	DET
cana-3144	216	33	maximum	maximum	ADJ
cana-3144	216	34	water	water	NOUN
cana-3144	216	35	level	level	NOUN
cana-3144	216	36	and	and	CCONJ
cana-3144	216	37	the	the	DET
cana-3144	216	38	number	number	NOUN
cana-3144	216	39	of	of	ADP
cana-3144	216	40	switches	switch	NOUN
cana-3144	216	41	used	use	VERB
cana-3144	216	42	to	to	PART
cana-3144	216	43	turn	turn	VERB
cana-3144	216	44	them	they	PRON
cana-3144	216	45	on	on	ADP
cana-3144	216	46	and	and	CCONJ
cana-3144	216	47	off	off	ADV
cana-3144	216	48	.	.	PUNCT
cana-3144	217	1	this	this	DET
cana-3144	217	2	method	method	NOUN
cana-3144	217	3	proved	prove	VERB
cana-3144	217	4	to	to	PART
cana-3144	217	5	be	be	AUX
cana-3144	217	6	more	more	ADV
cana-3144	217	7	effective	effective	ADJ
cana-3144	217	8	than	than	ADP
cana-3144	217	9	rule	rule	NOUN
cana-3144	217	10	-	-	PUNCT
cana-3144	217	11	based	base	VERB
cana-3144	217	12	procedures	procedure	NOUN
cana-3144	217	13	in	in	ADP
cana-3144	217	14	preventing	prevent	VERB
cana-3144	217	15	floods	flood	NOUN
cana-3144	217	16	in	in	ADP
cana-3144	217	17	experimental	experimental	ADJ
cana-3144	217	18	studies	study	NOUN
cana-3144	217	19	.	.	PUNCT
cana-3144	218	1	nevertheless	nevertheless	ADV
cana-3144	218	2	,	,	PUNCT
cana-3144	218	3	a	a	DET
cana-3144	218	4	more	more	ADV
cana-3144	218	5	comprehensive	comprehensive	ADJ
cana-3144	218	6	cost	cost	NOUN
cana-3144	218	7	model	model	NOUN
cana-3144	218	8	that	that	PRON
cana-3144	218	9	takes	take	VERB
cana-3144	218	10	into	into	ADP
cana-3144	218	11	consideration	consideration	NOUN
cana-3144	218	12	pump	pump	NOUN
cana-3144	218	13	maintenance	maintenance	NOUN
cana-3144	218	14	costs	cost	NOUN
cana-3144	218	15	beyond	beyond	ADP
cana-3144	218	16	maximum	maximum	ADJ
cana-3144	218	17	water	water	NOUN
cana-3144	218	18	levels	level	NOUN
cana-3144	218	19	is	be	AUX
cana-3144	218	20	required	require	VERB
cana-3144	218	21	for	for	ADP
cana-3144	218	22	a	a	DET
cana-3144	218	23	more	more	ADV
cana-3144	218	24	accurate	accurate	ADJ
cana-3144	218	25	reflection	reflection	NOUN
cana-3144	218	26	of	of	ADP
cana-3144	218	27	real	real	ADJ
cana-3144	218	28	-	-	PUNCT
cana-3144	218	29	world	world	NOUN
cana-3144	218	30	situations	situation	NOUN
cana-3144	218	31	.	.	PUNCT
cana-3144	219	1	intelligent	intelligent	ADJ
cana-3144	219	2	pumps	pump	NOUN
cana-3144	219	3	that	that	PRON
cana-3144	219	4	are	be	AUX
cana-3144	219	5	well	well	ADV
cana-3144	219	6	-	-	PUNCT
cana-3144	219	7	suited	suit	VERB
cana-3144	219	8	for	for	ADP
cana-3144	219	9	use	use	NOUN
cana-3144	219	10	in	in	ADP
cana-3144	219	11	the	the	DET
cana-3144	219	12	field	field	NOUN
cana-3144	219	13	might	might	AUX
cana-3144	219	14	be	be	AUX
cana-3144	219	15	developed	develop	VERB
cana-3144	219	16	with	with	ADP
cana-3144	219	17	the	the	DET
cana-3144	219	18	help	help	NOUN
cana-3144	219	19	of	of	ADP
cana-3144	219	20	this	this	DET
cana-3144	219	21	improved	improve	VERB
cana-3144	219	22	cost	cost	NOUN
cana-3144	219	23	model	model	NOUN
cana-3144	219	24	if	if	SCONJ
cana-3144	219	25	its	its	PRON
cana-3144	219	26	impacts	impact	NOUN
cana-3144	219	27	are	be	AUX
cana-3144	219	28	analysed	analyse	VERB
cana-3144	219	29	after	after	ADP
cana-3144	219	30	being	be	AUX
cana-3144	219	31	included	include	VERB
cana-3144	219	32	into	into	ADP
cana-3144	219	33	the	the	DET
cana-3144	219	34	reward	reward	NOUN
cana-3144	219	35	function	function	NOUN
cana-3144	219	36	.	.	PUNCT
cana-3144	220	1	reference	reference	NOUN
cana-3144	220	2	:	:	PUNCT
cana-3144	221	1	[	[	X
cana-3144	221	2	1	1	NUM
cana-3144	221	3	]	]	X
cana-3144	221	4	zhang	zhang	PROPN
cana-3144	221	5	,	,	PUNCT
cana-3144	221	6	mofan	mofan	PROPN
cana-3144	221	7	,	,	PUNCT
cana-3144	221	8	et	et	PROPN
cana-3144	221	9	al	al	PROPN
cana-3144	221	10	.	.	PUNCT
cana-3144	222	1	"	"	PUNCT
cana-3144	222	2	evaluation	evaluation	NOUN
cana-3144	222	3	of	of	ADP
cana-3144	222	4	uncertain	uncertain	ADJ
cana-3144	222	5	signals	signal	NOUN
cana-3144	222	6	’	'	PUNCT
cana-3144	222	7	impact	impact	NOUN
cana-3144	222	8	on	on	ADP
cana-3144	222	9	deep	deep	ADJ
cana-3144	222	10	reinforcement	reinforcement	NOUN
cana-3144	222	11	learning	learning	NOUN
cana-3144	222	12	-	-	PUNCT
cana-3144	222	13	based	base	VERB
cana-3144	222	14	real	real	ADJ
cana-3144	222	15	-	-	PUNCT
cana-3144	222	16	time	time	NOUN
cana-3144	222	17	control	control	NOUN
cana-3144	222	18	strategy	strategy	NOUN
cana-3144	222	19	of	of	ADP
cana-3144	222	20	urban	urban	ADJ
cana-3144	222	21	drainage	drainage	NOUN
cana-3144	222	22	systems	system	NOUN
cana-3144	222	23	.	.	PUNCT
cana-3144	222	24	"	"	PUNCT
cana-3144	223	1	journal	journal	NOUN
cana-3144	223	2	of	of	ADP
cana-3144	223	3	environmental	environmental	ADJ
cana-3144	223	4	management	management	NOUN
cana-3144	223	5	324	324	NUM
cana-3144	223	6	(	(	PUNCT
cana-3144	223	7	2022	2022	NUM
cana-3144	223	8	):	):	PUNCT
cana-3144	223	9	116448	116448	NUM
cana-3144	223	10	.	.	PUNCT
cana-3144	224	1	[	[	X
cana-3144	224	2	2	2	NUM
cana-3144	224	3	]	]	X
cana-3144	224	4	shao	shao	PROPN
cana-3144	224	5	,	,	PUNCT
cana-3144	224	6	kai	kai	PROPN
cana-3144	224	7	,	,	PUNCT
cana-3144	224	8	et	et	PROPN
cana-3144	224	9	al	al	PROPN
cana-3144	224	10	.	.	PUNCT
cana-3144	225	1	"	"	PUNCT
cana-3144	225	2	efficient	efficient	ADJ
cana-3144	225	3	pump	pump	NOUN
cana-3144	225	4	scheduling	scheduling	NOUN
cana-3144	225	5	for	for	ADP
cana-3144	225	6	large‐scale	large‐scale	NOUN
cana-3144	225	7	multiproduct	multiproduct	ADJ
cana-3144	225	8	pipelines	pipeline	NOUN
cana-3144	225	9	using	use	VERB
cana-3144	225	10	deep	deep	ADJ
cana-3144	225	11	reinforcement	reinforcement	NOUN
cana-3144	225	12	learning	learning	NOUN
cana-3144	225	13	.	.	PUNCT
cana-3144	225	14	"	"	PUNCT
cana-3144	226	1	international	international	ADJ
cana-3144	226	2	journal	journal	NOUN
cana-3144	226	3	of	of	ADP
cana-3144	226	4	adaptive	adaptive	ADJ
cana-3144	226	5	control	control	NOUN
cana-3144	226	6	and	and	CCONJ
cana-3144	226	7	signal	signal	NOUN
cana-3144	226	8	processing	processing	NOUN
cana-3144	226	9	(	(	PUNCT
cana-3144	226	10	2024	2024	NUM
cana-3144	226	11	)	)	PUNCT
cana-3144	226	12	.	.	PUNCT
cana-3144	227	1	[	[	X
cana-3144	227	2	3	3	NUM
cana-3144	227	3	]	]	X
cana-3144	227	4	zhang	zhang	PROPN
cana-3144	227	5	,	,	PUNCT
cana-3144	227	6	ruichao	ruichao	PROPN
cana-3144	227	7	,	,	PUNCT
cana-3144	227	8	dechun	dechun	PROPN
cana-3144	227	9	chen	chen	PROPN
cana-3144	227	10	,	,	PUNCT
cana-3144	227	11	and	and	CCONJ
cana-3144	227	12	liangfei	liangfei	PROPN
cana-3144	227	13	xiao	xiao	PROPN
cana-3144	227	14	.	.	PUNCT
cana-3144	228	1	"	"	PUNCT
cana-3144	228	2	intelligent	intelligent	ADJ
cana-3144	228	3	method	method	NOUN
cana-3144	228	4	to	to	PART
cana-3144	228	5	optimize	optimize	VERB
cana-3144	228	6	the	the	DET
cana-3144	228	7	frequency	frequency	NOUN
cana-3144	228	8	modulation	modulation	NOUN
cana-3144	228	9	for	for	ADP
cana-3144	228	10	beam	beam	NOUN
cana-3144	228	11	pumping	pumping	NOUN
cana-3144	228	12	system	system	NOUN
cana-3144	228	13	based	base	VERB
cana-3144	228	14	on	on	ADP
cana-3144	228	15	deep	deep	ADJ
cana-3144	228	16	reinforcement	reinforcement	NOUN
cana-3144	228	17	learning	learning	NOUN
cana-3144	228	18	.	.	PUNCT
cana-3144	228	19	"	"	PUNCT
cana-3144	229	1	acs	acs	PROPN
cana-3144	229	2	omega	omega	NOUN
cana-3144	229	3	8.10	8.10	NUM
cana-3144	229	4	(	(	PUNCT
cana-3144	229	5	2023	2023	NUM
cana-3144	229	6	):	):	PUNCT
cana-3144	229	7	9475	9475	NUM
cana-3144	229	8	-	-	SYM
cana-3144	229	9	9485	9485	NUM
cana-3144	229	10	.	.	PUNCT
cana-3144	230	1	[	[	X
cana-3144	230	2	4	4	NUM
cana-3144	230	3	]	]	X
cana-3144	230	4	patel	patel	NOUN
cana-3144	230	5	,	,	PUNCT
cana-3144	230	6	harsh	harsh	ADJ
cana-3144	230	7	,	,	PUNCT
cana-3144	230	8	et	et	PROPN
cana-3144	230	9	al	al	PROPN
cana-3144	230	10	.	.	PUNCT
cana-3144	231	1	"	"	PUNCT
cana-3144	231	2	hybrid	hybrid	ADJ
cana-3144	231	3	reinforcement	reinforcement	NOUN
cana-3144	231	4	learning	learning	NOUN
cana-3144	231	5	for	for	ADP
cana-3144	231	6	optimizing	optimize	VERB
cana-3144	231	7	pump	pump	NOUN
cana-3144	231	8	sustainability	sustainability	NOUN
cana-3144	231	9	in	in	ADP
cana-3144	231	10	real	real	ADJ
cana-3144	231	11	-	-	PUNCT
cana-3144	231	12	world	world	NOUN
cana-3144	231	13	water	water	NOUN
cana-3144	231	14	distribution	distribution	NOUN
cana-3144	231	15	networks	network	NOUN
cana-3144	231	16	.	.	PUNCT
cana-3144	231	17	"	"	PUNCT
cana-3144	232	1	arxiv	arxiv	PROPN
cana-3144	232	2	preprint	preprint	NOUN
cana-3144	232	3	arxiv:2310.09412	arxiv:2310.09412	PROPN
cana-3144	232	4	(	(	PUNCT
cana-3144	232	5	2023	2023	NUM
cana-3144	232	6	)	)	PUNCT
cana-3144	232	7	.	.	PUNCT
cana-3144	233	1	[	[	X
cana-3144	233	2	5	5	NUM
cana-3144	233	3	]	]	X
cana-3144	233	4	gan	gan	PROPN
cana-3144	233	5	,	,	PUNCT
cana-3144	233	6	tian	tian	PROPN
cana-3144	233	7	,	,	PUNCT
cana-3144	233	8	et	et	PROPN
cana-3144	233	9	al	al	PROPN
cana-3144	233	10	.	.	PUNCT
cana-3144	233	11	"	"	PUNCT
cana-3144	233	12	research	research	NOUN
cana-3144	233	13	on	on	ADP
cana-3144	233	14	low	low	ADJ
cana-3144	233	15	-	-	PUNCT
cana-3144	233	16	energy	energy	NOUN
cana-3144	233	17	consumption	consumption	NOUN
cana-3144	233	18	automatic	automatic	ADJ
cana-3144	233	19	real	real	ADJ
cana-3144	233	20	-	-	PUNCT
cana-3144	233	21	time	time	NOUN
cana-3144	233	22	regulation	regulation	NOUN
cana-3144	233	23	of	of	ADP
cana-3144	233	24	cascade	cascade	NOUN
cana-3144	233	25	gates	gate	NOUN
cana-3144	233	26	and	and	CCONJ
cana-3144	233	27	pumps	pump	NOUN
cana-3144	233	28	in	in	ADP
cana-3144	233	29	open	open	ADJ
cana-3144	233	30	-	-	PUNCT
cana-3144	233	31	canal	canal	NOUN
cana-3144	233	32	based	base	VERB
cana-3144	233	33	on	on	ADP
cana-3144	233	34	reinforcement	reinforcement	NOUN
cana-3144	233	35	learning	learning	NOUN
cana-3144	233	36	.	.	PUNCT
cana-3144	233	37	"	"	PUNCT
cana-3144	234	1	journal	journal	NOUN
cana-3144	234	2	of	of	ADP
cana-3144	234	3	hydroinformatics	hydroinformatic	NOUN
cana-3144	234	4	(	(	PUNCT
cana-3144	234	5	2024	2024	NUM
cana-3144	234	6	):	):	PUNCT
cana-3144	234	7	jh2024020	jh2024020	PROPN
cana-3144	234	8	.	.	PUNCT
cana-3144	235	1	[	[	X
cana-3144	235	2	6	6	NUM
cana-3144	235	3	]	]	SYM
cana-3144	235	4	xu	xu	PROPN
cana-3144	235	5	,	,	PUNCT
cana-3144	235	6	jiahui	jiahui	PROPN
cana-3144	235	7	,	,	PUNCT
cana-3144	235	8	et	et	PROPN
cana-3144	235	9	al	al	PROPN
cana-3144	235	10	.	.	PUNCT
cana-3144	236	1	"	"	PUNCT
cana-3144	236	2	zone	zone	NOUN
cana-3144	236	3	scheduling	scheduling	NOUN
cana-3144	236	4	optimization	optimization	NOUN
cana-3144	236	5	of	of	ADP
cana-3144	236	6	pumps	pump	NOUN
cana-3144	236	7	in	in	ADP
cana-3144	236	8	water	water	NOUN
cana-3144	236	9	distribution	distribution	NOUN
cana-3144	236	10	networks	network	NOUN
cana-3144	236	11	with	with	ADP
cana-3144	236	12	deep	deep	ADJ
cana-3144	236	13	reinforcement	reinforcement	NOUN
cana-3144	236	14	learning	learning	NOUN
cana-3144	236	15	and	and	CCONJ
cana-3144	236	16	knowledge	knowledge	NOUN
cana-3144	236	17	-	-	PUNCT
cana-3144	236	18	assisted	assist	VERB
cana-3144	236	19	learning	learning	NOUN
cana-3144	236	20	.	.	PUNCT
cana-3144	236	21	"	"	PUNCT
cana-3144	237	1	soft	soft	ADJ
cana-3144	237	2	computing	computing	NOUN
cana-3144	237	3	25	25	NUM
cana-3144	237	4	(	(	PUNCT
cana-3144	237	5	2021	2021	NUM
cana-3144	237	6	):	):	PUNCT
cana-3144	237	7	14757	14757	NUM
cana-3144	237	8	-	-	SYM
cana-3144	237	9	14767	14767	NUM
cana-3144	237	10	.	.	PUNCT
cana-3144	238	1	[	[	X
cana-3144	238	2	7	7	NUM
cana-3144	238	3	]	]	X
cana-3144	238	4	kumar	kumar	PROPN
cana-3144	238	5	,	,	PUNCT
cana-3144	238	6	t.	t.	NOUN
cana-3144	238	7	rajasanthosh	rajasanthosh	NOUN
cana-3144	238	8	,	,	PUNCT
cana-3144	238	9	g.	g.	PROPN
cana-3144	238	10	laxmaiah	laxmaiah	PROPN
cana-3144	238	11	,	,	PUNCT
cana-3144	238	12	and	and	CCONJ
cana-3144	238	13	s.	s.	PROPN
cana-3144	238	14	solomon	solomon	PROPN
cana-3144	238	15	raj	raj	PROPN
cana-3144	238	16	.	.	PUNCT
cana-3144	239	1	"	"	PUNCT
cana-3144	239	2	a	a	DET
cana-3144	239	3	framework	framework	NOUN
cana-3144	239	4	of	of	ADP
cana-3144	239	5	intelligent	intelligent	ADJ
cana-3144	239	6	manufacturing	manufacturing	NOUN
cana-3144	239	7	process	process	NOUN
cana-3144	239	8	by	by	ADP
cana-3144	239	9	integrating	integrate	VERB
cana-3144	239	10	various	various	ADJ
cana-3144	239	11	function	function	NOUN
cana-3144	239	12	.	.	PUNCT
cana-3144	239	13	"	"	PUNCT
cana-3144	240	1	ai	ai	VERB
cana-3144	240	2	-	-	PUNCT
cana-3144	240	3	driven	drive	VERB
cana-3144	240	4	iot	iot	NOUN
cana-3144	240	5	systems	system	NOUN
cana-3144	240	6	for	for	ADP
cana-3144	240	7	industry	industry	NOUN
cana-3144	240	8	4.0	4.0	NUM
cana-3144	240	9	.	.	PUNCT
cana-3144	241	1	crc	crc	PROPN
cana-3144	241	2	press	press	PROPN
cana-3144	241	3	241	241	NUM
cana-3144	241	4	-	-	SYM
cana-3144	241	5	254	254	NUM
cana-3144	241	6	.	.	PUNCT
cana-3144	242	1	[	[	X
cana-3144	242	2	8	8	NUM
cana-3144	242	3	]	]	SYM
cana-3144	242	4	xu	xu	PROPN
cana-3144	242	5	,	,	PUNCT
cana-3144	242	6	jin	jin	PROPN
cana-3144	242	7	,	,	PUNCT
cana-3144	242	8	han	han	PROPN
cana-3144	242	9	li	li	PROPN
cana-3144	242	10	,	,	PUNCT
cana-3144	242	11	and	and	CCONJ
cana-3144	242	12	qingxin	qingxin	PROPN
cana-3144	242	13	zhang	zhang	PROPN
cana-3144	242	14	.	.	PUNCT
cana-3144	243	1	"	"	PUNCT
cana-3144	243	2	adaptive	adaptive	ADJ
cana-3144	243	3	control	control	NOUN
cana-3144	243	4	for	for	ADP
cana-3144	243	5	circulating	circulate	VERB
cana-3144	243	6	cooling	cool	VERB
cana-3144	243	7	water	water	NOUN
cana-3144	243	8	system	system	NOUN
cana-3144	243	9	using	use	VERB
cana-3144	243	10	deep	deep	ADJ
cana-3144	243	11	reinforcement	reinforcement	NOUN
cana-3144	243	12	learning	learning	NOUN
cana-3144	243	13	.	.	PUNCT
cana-3144	243	14	"	"	PUNCT
cana-3144	244	1	plos	plo	VERB
cana-3144	244	2	one	one	NUM
cana-3144	244	3	19.7	19.7	NUM
cana-3144	244	4	(	(	PUNCT
cana-3144	244	5	2024	2024	NUM
cana-3144	244	6	):	):	PUNCT
cana-3144	244	7	e0307767	e0307767	NOUN
cana-3144	244	8	.	.	PUNCT
cana-3144	245	1	[	[	X
cana-3144	245	2	9	9	NUM
cana-3144	245	3	]	]	X
cana-3144	245	4	mewada	mewada	PROPN
cana-3144	245	5	,	,	PUNCT
cana-3144	245	6	shivlal	shivlal	PROPN
cana-3144	245	7	,	,	PUNCT
cana-3144	245	8	et	et	PROPN
cana-3144	245	9	al	al	PROPN
cana-3144	245	10	.	.	PUNCT
cana-3144	246	1	"	"	PUNCT
cana-3144	246	2	smart	smart	ADJ
cana-3144	246	3	diagnostic	diagnostic	ADJ
cana-3144	246	4	expert	expert	NOUN
cana-3144	246	5	system	system	NOUN
cana-3144	246	6	for	for	ADP
cana-3144	246	7	defect	defect	NOUN
cana-3144	246	8	in	in	ADP
cana-3144	246	9	forging	forge	VERB
cana-3144	246	10	process	process	NOUN
cana-3144	246	11	by	by	ADP
cana-3144	246	12	using	use	VERB
cana-3144	246	13	machine	machine	NOUN
cana-3144	246	14	learning	learning	NOUN
cana-3144	246	15	process	process	NOUN
cana-3144	246	16	.	.	PUNCT
cana-3144	246	17	"	"	PUNCT
cana-3144	247	1	journal	journal	NOUN
cana-3144	247	2	of	of	ADP
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cana-3144	247	4	2022.1	2022.1	NUM
cana-3144	247	5	(	(	PUNCT
cana-3144	247	6	2022	2022	NUM
cana-3144	247	7	):	):	PUNCT
cana-3144	247	8	2567194	2567194	NUM
cana-3144	247	9	.	.	PUNCT
cana-3144	248	1	[	[	X
cana-3144	248	2	10	10	NUM
cana-3144	248	3	]	]	X
cana-3144	248	4	rodrigues	rodrigue	NOUN
cana-3144	248	5	,	,	PUNCT
cana-3144	248	6	henrique	henrique	PROPN
cana-3144	248	7	donãncio	donãncio	PROPN
cana-3144	248	8	nunes	nunes	PROPN
cana-3144	248	9	.	.	PUNCT
cana-3144	249	1	deep	deep	ADJ
cana-3144	249	2	reinfοrcement	reinfοrcement	ADJ
cana-3144	249	3	learning	learning	PROPN
cana-3144	249	4	thrοugh	thrοugh	PROPN
cana-3144	249	5	imitatiοn	imitatiοn	PROPN
cana-3144	249	6	learning	learning	NOUN
cana-3144	249	7	and	and	CCONJ
cana-3144	249	8	curriculum	curriculum	PROPN
cana-3144	249	9	learning	learn	VERB
cana-3144	249	10	:	:	PUNCT
cana-3144	249	11	applicatiοn	applicatiοn	NOUN
cana-3144	249	12	tο	tο	ADP
cana-3144	249	13	pump	pump	NOUN
cana-3144	249	14	scheduling	scheduling	NOUN
cana-3144	249	15	in	in	ADP
cana-3144	249	16	water	water	NOUN
cana-3144	249	17	distributiοn	distributiοn	PROPN
cana-3144	249	18	netwοrks	netwοrk	NOUN
cana-3144	249	19	.	.	PUNCT
cana-3144	250	1	diss	diss	PROPN
cana-3144	250	2	.	.	PROPN
cana-3144	250	3	normandie	normandie	PROPN
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cana-3144	250	5	,	,	PUNCT
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cana-3144	250	7	.	.	PUNCT
cana-3144	251	1	[	[	X
cana-3144	251	2	11	11	NUM
cana-3144	251	3	]	]	PUNCT
cana-3144	251	4	bowes	bowe	NOUN
cana-3144	251	5	,	,	PUNCT
cana-3144	251	6	benjamin	benjamin	PROPN
cana-3144	251	7	d.	d.	PROPN
cana-3144	251	8	,	,	PUNCT
cana-3144	251	9	et	et	PROPN
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cana-3144	251	11	.	.	PUNCT
cana-3144	252	1	"	"	PUNCT
cana-3144	252	2	reinforcement	reinforcement	NOUN
cana-3144	252	3	learning	learning	NOUN
cana-3144	252	4	-	-	PUNCT
cana-3144	252	5	based	base	VERB
cana-3144	252	6	real	real	ADJ
cana-3144	252	7	-	-	PUNCT
cana-3144	252	8	time	time	NOUN
cana-3144	252	9	control	control	NOUN
cana-3144	252	10	of	of	ADP
cana-3144	252	11	coastal	coastal	ADJ
cana-3144	252	12	urban	urban	ADJ
cana-3144	252	13	stormwater	stormwater	NOUN
cana-3144	252	14	systems	system	NOUN
cana-3144	252	15	to	to	PART
cana-3144	252	16	mitigate	mitigate	VERB
cana-3144	252	17	flooding	flooding	NOUN
cana-3144	252	18	and	and	CCONJ
cana-3144	252	19	improve	improve	VERB
cana-3144	252	20	water	water	NOUN
cana-3144	252	21	quality	quality	NOUN
cana-3144	252	22	.	.	PUNCT
cana-3144	252	23	"	"	PUNCT
cana-3144	253	1	environmental	environmental	ADJ
cana-3144	253	2	science	science	NOUN
cana-3144	253	3	:	:	PUNCT
cana-3144	253	4	water	water	NOUN
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cana-3144	253	6	&	&	CCONJ
cana-3144	253	7	technology	technology	PROPN
cana-3144	253	8	8.10	8.10	NUM
cana-3144	253	9	(	(	PUNCT
cana-3144	253	10	2022	2022	NUM
cana-3144	253	11	):	):	PUNCT
cana-3144	253	12	2065	2065	NUM
cana-3144	253	13	-	-	SYM
cana-3144	253	14	2086	2086	NUM
cana-3144	253	15	.	.	PUNCT
cana-3144	254	1	communications	communication	NOUN
cana-3144	254	2	on	on	ADP
cana-3144	254	3	applied	apply	VERB
cana-3144	254	4	nonlinear	nonlinear	ADJ
cana-3144	254	5	analysis	analysis	NOUN
cana-3144	254	6	issn	issn	NOUN
cana-3144	254	7	:	:	PUNCT
cana-3144	254	8	1074	1074	NUM
cana-3144	254	9	-	-	PUNCT
cana-3144	254	10	133x	133x	NUM
cana-3144	254	11	vol	vol	NOUN
cana-3144	254	12	32	32	NUM
cana-3144	254	13	no	no	NOUN
cana-3144	254	14	.	.	PUNCT
cana-3144	255	1	5s	5s	NUM
cana-3144	255	2	(	(	PUNCT
cana-3144	255	3	2025	2025	NUM
cana-3144	255	4	)	)	PUNCT
cana-3144	255	5	480	480	NUM
cana-3144	255	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3144	256	1	[	[	X
cana-3144	256	2	12	12	NUM
cana-3144	256	3	]	]	X
cana-3144	256	4	zhang	zhang	PROPN
cana-3144	256	5	,	,	PUNCT
cana-3144	256	6	zhiyu	zhiyu	PROPN
cana-3144	256	7	,	,	PUNCT
cana-3144	256	8	wenchong	wenchong	PROPN
cana-3144	256	9	tian	tian	PROPN
cana-3144	256	10	,	,	PUNCT
cana-3144	256	11	and	and	CCONJ
cana-3144	256	12	zhenliang	zhenliang	PROPN
cana-3144	256	13	liao	liao	PROPN
cana-3144	256	14	.	.	PUNCT
cana-3144	257	1	"	"	PUNCT
cana-3144	257	2	towards	towards	ADP
cana-3144	257	3	coordinated	coordinated	ADJ
cana-3144	257	4	and	and	CCONJ
cana-3144	257	5	robust	robust	ADJ
cana-3144	257	6	real	real	ADJ
cana-3144	257	7	-	-	PUNCT
cana-3144	257	8	time	time	NOUN
cana-3144	257	9	control	control	NOUN
cana-3144	257	10	:	:	PUNCT
cana-3144	257	11	a	a	DET
cana-3144	257	12	decentralized	decentralized	ADJ
cana-3144	257	13	approach	approach	NOUN
cana-3144	257	14	for	for	ADP
cana-3144	257	15	combined	combined	ADJ
cana-3144	257	16	sewer	sewer	NOUN
cana-3144	257	17	overflow	overflow	NOUN
cana-3144	257	18	and	and	CCONJ
cana-3144	257	19	urban	urban	ADJ
cana-3144	257	20	flooding	flooding	NOUN
cana-3144	257	21	reduction	reduction	NOUN
cana-3144	257	22	based	base	VERB
cana-3144	257	23	on	on	ADP
cana-3144	257	24	multi	multi	ADJ
cana-3144	257	25	-	-	ADJ
cana-3144	257	26	agent	agent	ADJ
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cana-3144	257	28	learning	learning	NOUN
cana-3144	257	29	.	.	PUNCT
cana-3144	257	30	"	"	PUNCT
cana-3144	258	1	water	water	NOUN
cana-3144	258	2	research	research	NOUN
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cana-3144	258	4	(	(	PUNCT
cana-3144	258	5	2023	2023	NUM
cana-3144	258	6	):	):	PUNCT
cana-3144	258	7	119498	119498	NUM
cana-3144	258	8	.	.	PUNCT
cana-3144	259	1	[	[	X
cana-3144	259	2	13	13	NUM
cana-3144	259	3	]	]	SYM
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cana-3144	259	5	,	,	PUNCT
cana-3144	259	6	arash	arash	PROPN
cana-3144	259	7	,	,	PUNCT
cana-3144	259	8	et	et	PROPN
cana-3144	259	9	al	al	PROPN
cana-3144	259	10	.	.	PUNCT
cana-3144	260	1	"	"	PUNCT
cana-3144	260	2	optimal	optimal	ADJ
cana-3144	260	3	operation	operation	NOUN
cana-3144	260	4	of	of	ADP
cana-3144	260	5	reverse	reverse	ADJ
cana-3144	260	6	osmosis	osmosis	NOUN
cana-3144	260	7	desalination	desalination	NOUN
cana-3144	260	8	process	process	NOUN
cana-3144	260	9	with	with	ADP
cana-3144	260	10	deep	deep	ADJ
cana-3144	260	11	reinforcement	reinforcement	NOUN
cana-3144	260	12	learning	learning	NOUN
cana-3144	260	13	methods	method	NOUN
cana-3144	260	14	.	.	PUNCT
cana-3144	260	15	"	"	PUNCT
cana-3144	260	16	applied	apply	VERB
cana-3144	260	17	intelligence	intelligence	NOUN
cana-3144	260	18	(	(	PUNCT
cana-3144	260	19	2024	2024	NUM
cana-3144	260	20	):	):	PUNCT
cana-3144	260	21	1	1	NUM
cana-3144	260	22	-	-	SYM
cana-3144	260	23	21	21	NUM
cana-3144	260	24	.	.	PUNCT
cana-3144	261	1	[	[	X
cana-3144	261	2	14	14	NUM
cana-3144	261	3	]	]	X
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cana-3144	261	9	et	et	PROPN
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cana-3144	261	11	.	.	PUNCT
cana-3144	262	1	"	"	PUNCT
cana-3144	262	2	reinforcement	reinforcement	NOUN
cana-3144	262	3	learning	learning	NOUN
cana-3144	262	4	-	-	PUNCT
cana-3144	262	5	based	base	VERB
cana-3144	262	6	control	control	NOUN
cana-3144	262	7	sequence	sequence	NOUN
cana-3144	262	8	optimization	optimization	NOUN
cana-3144	262	9	for	for	ADP
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cana-3144	262	11	reactors	reactor	NOUN
cana-3144	262	12	.	.	PUNCT
cana-3144	262	13	"	"	PUNCT
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cana-3144	263	4	engineering	engineering	NOUN
cana-3144	263	5	5.3	5.3	NUM
cana-3144	263	6	(	(	PUNCT
cana-3144	263	7	2024	2024	NUM
cana-3144	263	8	):	):	PUNCT
cana-3144	263	9	209	209	NUM
cana-3144	263	10	-	-	SYM
cana-3144	263	11	225	225	NUM
cana-3144	263	12	.	.	PUNCT
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cana-3144	264	3	]	]	X
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cana-3144	264	5	,	,	PUNCT
cana-3144	264	6	kb	kb	PROPN
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cana-3144	264	10	sai	sai	PROPN
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cana-3144	264	12	,	,	PUNCT
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cana-3144	265	1	"	"	PUNCT
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cana-3144	265	3	analysis	analysis	NOUN
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cana-3144	266	7	,	,	PUNCT
cana-3144	266	8	et	et	PROPN
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cana-3144	267	1	"	"	PUNCT
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cana-3144	267	9	learning	learning	NOUN
cana-3144	267	10	for	for	ADP
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cana-3144	267	12	vivo	vivo	ADJ
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cana-3144	267	20	(	(	PUNCT
cana-3144	267	21	2024	2024	NUM
cana-3144	267	22	):	):	PUNCT
cana-3144	267	23	8735	8735	NUM
cana-3144	267	24	.	.	PUNCT
cana-3144	268	1	[	[	X
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cana-3144	268	10	.	.	PUNCT
cana-3144	269	1	"	"	PUNCT
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cana-3144	269	3	-	-	PUNCT
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cana-3144	269	6	pump	pump	NOUN
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cana-3144	269	8	strategy	strategy	NOUN
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cana-3144	269	21	"	"	PUNCT
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cana-3144	270	5	):	):	PUNCT
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cana-3144	270	7	.	.	PUNCT
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cana-3144	271	2	18	18	NUM
cana-3144	271	3	]	]	X
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cana-3144	271	7	.	.	PUNCT
cana-3144	272	1	"	"	PUNCT
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cana-3144	272	8	a	a	DET
cana-3144	272	9	water	water	NOUN
cana-3144	272	10	distribution	distribution	NOUN
cana-3144	272	11	system	system	NOUN
cana-3144	272	12	undergoing	undergo	VERB
cana-3144	272	13	cyber	cyber	NOUN
cana-3144	272	14	-	-	PUNCT
cana-3144	272	15	attacks	attack	NOUN
cana-3144	272	16	:	:	PUNCT
cana-3144	272	17	a	a	DET
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cana-3144	272	20	.	.	PUNCT
cana-3144	272	21	"	"	PUNCT
cana-3144	273	1	(	(	PUNCT
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cana-3144	273	3	)	)	PUNCT
cana-3144	273	4	.	.	PUNCT
cana-3144	274	1	[	[	X
cana-3144	274	2	19	19	NUM
cana-3144	274	3	]	]	SYM
cana-3144	274	4	hu	hu	PROPN
cana-3144	274	5	,	,	PUNCT
cana-3144	274	6	chengyu	chengyu	PROPN
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cana-3144	274	8	et	et	PROPN
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cana-3144	274	10	.	.	PUNCT
cana-3144	275	1	"	"	PUNCT
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cana-3144	275	3	-	-	ADJ
cana-3144	275	4	objective	objective	ADJ
cana-3144	275	5	deep	deep	ADJ
cana-3144	275	6	reinforcement	reinforcement	NOUN
cana-3144	275	7	learning	learning	NOUN
cana-3144	275	8	for	for	ADP
cana-3144	275	9	emergency	emergency	NOUN
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cana-3144	275	12	a	a	DET
cana-3144	275	13	water	water	NOUN
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cana-3144	275	16	.	.	PUNCT
cana-3144	275	17	"	"	PUNCT
cana-3144	276	1	memetic	memetic	ADJ
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cana-3144	276	3	14.2	14.2	NUM
cana-3144	276	4	(	(	PUNCT
cana-3144	276	5	2022	2022	NUM
cana-3144	276	6	):	):	PUNCT
cana-3144	276	7	211	211	NUM
cana-3144	276	8	-	-	SYM
cana-3144	276	9	223	223	NUM
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cana-3144	277	1	[	[	X
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cana-3144	277	6	ramez	ramez	NOUN
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cana-3144	277	8	et	et	PROPN
cana-3144	277	9	al	al	PROPN
cana-3144	277	10	.	.	PUNCT
cana-3144	278	1	"	"	PUNCT
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cana-3144	278	6	predictive	predictive	ADJ
cana-3144	278	7	maintenance	maintenance	NOUN
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cana-3144	278	9	the	the	DET
cana-3144	278	10	electrical	electrical	ADJ
cana-3144	278	11	submersible	submersible	ADJ
cana-3144	278	12	pumps	pump	NOUN
cana-3144	278	13	(	(	PUNCT
cana-3144	278	14	esps	esps	ADJ
cana-3144	278	15	)	)	PUNCT
cana-3144	278	16	.	.	PUNCT
cana-3144	278	17	"	"	PUNCT
cana-3144	279	1	acs	acs	PROPN
cana-3144	279	2	omega	omega	NOUN
cana-3144	279	3	7.21	7.21	NUM
cana-3144	279	4	(	(	PUNCT
cana-3144	279	5	2022	2022	NUM
cana-3144	279	6	):	):	PUNCT
cana-3144	279	7	17641	17641	NUM
cana-3144	279	8	-	-	SYM
cana-3144	279	9	17651	17651	NUM
cana-3144	279	10	.	.	PUNCT
cana-3144	280	1	[	[	X
cana-3144	280	2	21	21	NUM
cana-3144	280	3	]	]	X
cana-3144	280	4	fu	fu	NOUN
cana-3144	280	5	,	,	PUNCT
cana-3144	280	6	qiming	qiming	NOUN
cana-3144	280	7	,	,	PUNCT
cana-3144	280	8	et	et	PROPN
cana-3144	280	9	al	al	PROPN
cana-3144	280	10	.	.	PUNCT
cana-3144	281	1	"	"	PUNCT
cana-3144	281	2	predictive	predictive	ADJ
cana-3144	281	3	control	control	NOUN
cana-3144	281	4	of	of	ADP
cana-3144	281	5	power	power	NOUN
cana-3144	281	6	demand	demand	NOUN
cana-3144	281	7	peak	peak	NOUN
cana-3144	281	8	regulation	regulation	NOUN
cana-3144	281	9	based	base	VERB
cana-3144	281	10	on	on	ADP
cana-3144	281	11	deep	deep	ADJ
cana-3144	281	12	reinforcement	reinforcement	NOUN
cana-3144	281	13	learning	learning	NOUN
cana-3144	281	14	.	.	PUNCT
cana-3144	281	15	"	"	PUNCT
cana-3144	282	1	journal	journal	NOUN
cana-3144	282	2	of	of	ADP
cana-3144	282	3	building	build	VERB
cana-3144	282	4	engineering	engineering	NOUN
cana-3144	282	5	75	75	NUM
cana-3144	282	6	(	(	PUNCT
cana-3144	282	7	2023	2023	NUM
cana-3144	282	8	):	):	PUNCT
cana-3144	282	9	106992	106992	NUM
cana-3144	282	10	.	.	PUNCT
cana-3144	283	1	[	[	X
cana-3144	283	2	22	22	NUM
cana-3144	283	3	]	]	X
cana-3144	283	4	tian	tian	ADJ
cana-3144	283	5	,	,	PUNCT
cana-3144	283	6	wenchong	wenchong	PROPN
cana-3144	283	7	,	,	PUNCT
cana-3144	283	8	et	et	PROPN
cana-3144	283	9	al	al	PROPN
cana-3144	283	10	.	.	PUNCT
cana-3144	284	1	"	"	PUNCT
cana-3144	284	2	flooding	flooding	NOUN
cana-3144	284	3	and	and	CCONJ
cana-3144	284	4	overflow	overflow	NOUN
cana-3144	284	5	mitigation	mitigation	NOUN
cana-3144	284	6	using	use	VERB
cana-3144	284	7	deep	deep	ADJ
cana-3144	284	8	reinforcement	reinforcement	NOUN
cana-3144	284	9	learning	learning	NOUN
cana-3144	284	10	based	base	VERB
cana-3144	284	11	on	on	ADP
cana-3144	284	12	koopman	koopman	NOUN
cana-3144	284	13	operator	operator	NOUN
cana-3144	284	14	of	of	ADP
cana-3144	284	15	urban	urban	ADJ
cana-3144	284	16	drainage	drainage	NOUN
cana-3144	284	17	systems	system	NOUN
cana-3144	284	18	.	.	PUNCT
cana-3144	284	19	"	"	PUNCT
cana-3144	285	1	water	water	NOUN
cana-3144	285	2	resources	resource	NOUN
cana-3144	285	3	research	research	VERB
cana-3144	285	4	58.7	58.7	NUM
cana-3144	285	5	(	(	PUNCT
cana-3144	285	6	2022	2022	NUM
cana-3144	285	7	):	):	PUNCT
cana-3144	285	8	e2021wr030939	e2021wr030939	NOUN
cana-3144	285	9	.	.	PUNCT
cana-3144	286	1	[	[	X
cana-3144	286	2	23	23	NUM
cana-3144	286	3	]	]	X
cana-3144	286	4	bingol	bingol	NOUN
cana-3144	286	5	,	,	PUNCT
cana-3144	286	6	mustafa	mustafa	PROPN
cana-3144	286	7	can	can	AUX
cana-3144	286	8	,	,	PUNCT
cana-3144	286	9	and	and	CCONJ
cana-3144	286	10	omur	omur	ADJ
cana-3144	286	11	aydogmus	aydogmus	PROPN
cana-3144	286	12	.	.	PUNCT
cana-3144	287	1	"	"	PUNCT
cana-3144	287	2	a	a	DET
cana-3144	287	3	reinforcement	reinforcement	NOUN
cana-3144	287	4	learning	learning	NOUN
cana-3144	287	5	approach	approach	NOUN
cana-3144	287	6	to	to	ADP
cana-3144	287	7	robust	robust	ADJ
cana-3144	287	8	control	control	NOUN
cana-3144	287	9	in	in	ADP
cana-3144	287	10	an	an	DET
cana-3144	287	11	industrial	industrial	ADJ
cana-3144	287	12	application	application	NOUN
cana-3144	287	13	.	.	PUNCT
cana-3144	287	14	"	"	PUNCT
cana-3144	288	1	arabian	arabian	ADJ
cana-3144	288	2	journal	journal	NOUN
cana-3144	288	3	for	for	ADP
cana-3144	288	4	science	science	NOUN
cana-3144	288	5	and	and	CCONJ
cana-3144	288	6	engineering	engineering	NOUN
cana-3144	288	7	(	(	PUNCT
cana-3144	288	8	2024	2024	NUM
cana-3144	288	9	):	):	PUNCT
cana-3144	288	10	1	1	NUM
cana-3144	288	11	-	-	SYM
cana-3144	288	12	12	12	NUM
cana-3144	288	13	.	.	PUNCT
cana-3144	289	1	[	[	X
cana-3144	289	2	24	24	NUM
cana-3144	289	3	]	]	X
cana-3144	289	4	zhu	zhu	PROPN
cana-3144	289	5	,	,	PUNCT
cana-3144	289	6	taiyu	taiyu	ADV
cana-3144	289	7	,	,	PUNCT
cana-3144	289	8	kezhi	kezhi	PROPN
cana-3144	289	9	li	li	PROPN
cana-3144	289	10	,	,	PUNCT
cana-3144	289	11	and	and	CCONJ
cana-3144	289	12	pantelis	pantelis	PROPN
cana-3144	289	13	georgiou	georgiou	PROPN
cana-3144	289	14	.	.	PUNCT
cana-3144	290	1	"	"	PUNCT
cana-3144	290	2	offline	offline	ADJ
cana-3144	290	3	deep	deep	ADJ
cana-3144	290	4	reinforcement	reinforcement	NOUN
cana-3144	290	5	learning	learning	NOUN
cana-3144	290	6	and	and	CCONJ
cana-3144	290	7	off	off	ADP
cana-3144	290	8	-	-	PUNCT
cana-3144	290	9	policy	policy	NOUN
cana-3144	290	10	evaluation	evaluation	NOUN
cana-3144	290	11	for	for	ADP
cana-3144	290	12	personalized	personalized	ADJ
cana-3144	290	13	basal	basal	NOUN
cana-3144	290	14	insulin	insulin	NOUN
cana-3144	290	15	control	control	NOUN
cana-3144	290	16	in	in	ADP
cana-3144	290	17	type	type	NOUN
cana-3144	290	18	1	1	NUM
cana-3144	290	19	diabetes	diabetes	NOUN
cana-3144	290	20	.	.	PUNCT
cana-3144	290	21	"	"	PUNCT
cana-3144	290	22	ieee	ieee	PROPN
cana-3144	290	23	journal	journal	PROPN
cana-3144	290	24	of	of	ADP
cana-3144	290	25	biomedical	biomedical	ADJ
cana-3144	290	26	and	and	CCONJ
cana-3144	290	27	health	health	NOUN
cana-3144	290	28	informatics	informatic	NOUN
cana-3144	290	29	(	(	PUNCT
cana-3144	290	30	2023	2023	NUM
cana-3144	290	31	)	)	PUNCT
cana-3144	290	32	.	.	PUNCT
cana-3144	291	1	[	[	X
cana-3144	291	2	25	25	NUM
cana-3144	291	3	]	]	X
cana-3144	291	4	p.	p.	NOUN
cana-3144	291	5	patro	patro	PROPN
cana-3144	291	6	,	,	PUNCT
cana-3144	291	7	r.	r.	PROPN
cana-3144	291	8	azhagumurugan	azhagumurugan	PROPN
cana-3144	291	9	,	,	PUNCT
cana-3144	291	10	r.	r.	PROPN
cana-3144	291	11	sathya	sathya	PROPN
cana-3144	291	12	,	,	PUNCT
cana-3144	291	13	k.	k.	PROPN
cana-3144	291	14	kumar	kumar	PROPN
cana-3144	291	15	,	,	PUNCT
cana-3144	291	16	t.	t.	PROPN
cana-3144	291	17	r.	r.	PROPN
cana-3144	291	18	kumar	kumar	PROPN
cana-3144	291	19	and	and	CCONJ
cana-3144	291	20	m.	m.	PROPN
cana-3144	291	21	v.	v.	PROPN
cana-3144	291	22	s.	s.	PROPN
cana-3144	291	23	babu	babu	PROPN
cana-3144	291	24	,	,	PUNCT
cana-3144	291	25	"	"	PUNCT
cana-3144	291	26	a	a	DET
cana-3144	291	27	hybrid	hybrid	ADJ
cana-3144	291	28	approach	approach	NOUN
cana-3144	291	29	estimates	estimate	VERB
cana-3144	291	30	the	the	DET
cana-3144	291	31	real	real	ADJ
cana-3144	291	32	-	-	PUNCT
cana-3144	291	33	time	time	NOUN
cana-3144	291	34	health	health	NOUN
cana-3144	291	35	state	state	NOUN
cana-3144	291	36	of	of	ADP
cana-3144	291	37	a	a	DET
cana-3144	291	38	bearing	bearing	NOUN
cana-3144	291	39	by	by	ADP
cana-3144	291	40	accelerated	accelerate	VERB
cana-3144	291	41	degradation	degradation	NOUN
cana-3144	291	42	tests	test	NOUN
cana-3144	291	43	,	,	PUNCT
cana-3144	291	44	machine	machine	NOUN
cana-3144	291	45	learning	learning	NOUN
cana-3144	291	46	,	,	PUNCT
cana-3144	291	47	"	"	PUNCT
cana-3144	291	48	2021	2021	NUM
cana-3144	291	49	second	second	ADJ
cana-3144	291	50	international	international	ADJ
cana-3144	291	51	conference	conference	NOUN
cana-3144	291	52	on	on	ADP
cana-3144	291	53	smart	smart	ADJ
cana-3144	291	54	technologies	technology	NOUN
cana-3144	291	55	in	in	ADP
cana-3144	291	56	computing	computing	NOUN
cana-3144	291	57	,	,	PUNCT
cana-3144	291	58	electrical	electrical	ADJ
cana-3144	291	59	and	and	CCONJ
cana-3144	291	60	electronics	electronics	NOUN
cana-3144	291	61	(	(	PUNCT
cana-3144	291	62	icstcee	icstcee	NOUN
cana-3144	291	63	)	)	PUNCT
cana-3144	291	64	,	,	PUNCT
cana-3144	291	65	bengaluru	bengaluru	PROPN
cana-3144	291	66	,	,	PUNCT
cana-3144	291	67	india	india	PROPN
cana-3144	291	68	,	,	PUNCT
cana-3144	291	69	2021	2021	NUM
cana-3144	291	70	,	,	PUNCT
cana-3144	291	71	pp	pp	ADJ
cana-3144	291	72	.	.	PUNCT
cana-3144	292	1	1	1	NUM
cana-3144	292	2	-	-	SYM
cana-3144	292	3	9	9	NUM
cana-3144	292	4	,	,	PUNCT
cana-3144	292	5	doi	doi	NOUN
cana-3144	292	6	:	:	PUNCT
cana-3144	292	7	10.1109	10.1109	NUM
cana-3144	292	8	/	/	SYM
cana-3144	292	9	icstcee54422.2021.9708591	icstcee54422.2021.9708591	PROPN
cana-3144	292	10	.	.	PUNCT