id	sid	tid	token	lemma	pos
gssr-1043	1	1	global	global	ADJ
gssr-1043	1	2	sustainability	sustainability	PROPN
gssr-1043	1	3	research	research	PROPN
gssr-1043	1	4	issn	issn	PROPN
gssr-1043	1	5	:	:	PUNCT
gssr-1043	1	6	2833	2833	NUM
gssr-1043	1	7	-	-	PUNCT
gssr-1043	1	8	986x	986x	NUM
gssr-1043	1	9	https://doi.org/10.56556/gssr.v3i4.1043	https://doi.org/10.56556/gssr.v3i4.1043	ADJ
gssr-1043	1	10	global	global	ADJ
gssr-1043	1	11	scientific	scientific	ADJ
gssr-1043	1	12	research	research	NOUN
gssr-1043	1	13	48	48	NUM
gssr-1043	1	14	review	review	NOUN
gssr-1043	1	15	article	article	NOUN
gssr-1043	1	16	a	a	DET
gssr-1043	1	17	review	review	NOUN
gssr-1043	1	18	of	of	ADP
gssr-1043	1	19	deep	deep	ADJ
gssr-1043	1	20	learning	learning	NOUN
gssr-1043	1	21	applications	application	NOUN
gssr-1043	1	22	for	for	ADP
gssr-1043	1	23	sustainable	sustainable	ADJ
gssr-1043	1	24	water	water	NOUN
gssr-1043	1	25	resource	resource	NOUN
gssr-1043	1	26	management	management	NOUN
gssr-1043	1	27	tipon	tipon	ADP
gssr-1043	1	28	tanchangya1	tanchangya1	NOUN
gssr-1043	1	29	,	,	PUNCT
gssr-1043	1	30	asif	asif	PROPN
gssr-1043	1	31	raihan2	raihan2	PROPN
gssr-1043	1	32	*	*	PUNCT
gssr-1043	1	33	,	,	PUNCT
gssr-1043	1	34	junaid	junaid	VERB
gssr-1043	1	35	rahman1	rahman1	PROPN
gssr-1043	1	36	,	,	PUNCT
gssr-1043	1	37	mohammad	mohammad	PROPN
gssr-1043	1	38	ridwan3	ridwan3	PROPN
gssr-1043	1	39	1department	1department	NUM
gssr-1043	1	40	of	of	ADP
gssr-1043	1	41	finance	finance	NOUN
gssr-1043	1	42	,	,	PUNCT
gssr-1043	1	43	university	university	PROPN
gssr-1043	1	44	of	of	ADP
gssr-1043	1	45	chittagong	chittagong	PROPN
gssr-1043	1	46	,	,	PUNCT
gssr-1043	1	47	chittagong	chittagong	PROPN
gssr-1043	1	48	4331	4331	NUM
gssr-1043	1	49	,	,	PUNCT
gssr-1043	1	50	bangladesh	bangladesh	NOUN
gssr-1043	1	51	2institute	2institute	NUM
gssr-1043	1	52	of	of	ADP
gssr-1043	1	53	climate	climate	NOUN
gssr-1043	1	54	change	change	NOUN
gssr-1043	1	55	,	,	PUNCT
gssr-1043	1	56	national	national	PROPN
gssr-1043	1	57	university	university	PROPN
gssr-1043	1	58	of	of	ADP
gssr-1043	1	59	malaysia	malaysia	PROPN
gssr-1043	1	60	,	,	PUNCT
gssr-1043	1	61	bangi	bangi	VERB
gssr-1043	1	62	43600	43600	NUM
gssr-1043	1	63	,	,	PUNCT
gssr-1043	1	64	malaysia	malaysia	PROPN
gssr-1043	1	65	3department	3department	NUM
gssr-1043	1	66	of	of	ADP
gssr-1043	1	67	economics	economic	NOUN
gssr-1043	1	68	,	,	PUNCT
gssr-1043	1	69	noakhali	noakhali	ADJ
gssr-1043	1	70	science	science	NOUN
gssr-1043	1	71	and	and	CCONJ
gssr-1043	1	72	technology	technology	NOUN
gssr-1043	1	73	university	university	NOUN
gssr-1043	1	74	,	,	PUNCT
gssr-1043	1	75	noakhali	noakhali	ADJ
gssr-1043	1	76	3814	3814	NUM
gssr-1043	1	77	,	,	PUNCT
gssr-1043	1	78	bangladesh	bangladesh	NOUN
gssr-1043	1	79	corresponding	corresponding	ADJ
gssr-1043	1	80	author	author	NOUN
gssr-1043	1	81	:	:	PUNCT
gssr-1043	1	82	asif	asif	PROPN
gssr-1043	1	83	raihan	raihan	PROPN
gssr-1043	1	84	.	.	PUNCT
gssr-1043	2	1	email	email	NOUN
gssr-1043	2	2	:	:	PUNCT
gssr-1043	2	3	asifraihan666@gmail.com	asifraihan666@gmail.com	X
gssr-1043	2	4	received	receive	VERB
gssr-1043	2	5	:	:	PUNCT
gssr-1043	2	6	03	03	NUM
gssr-1043	2	7	october	october	PROPN
gssr-1043	2	8	,	,	PUNCT
gssr-1043	2	9	2024	2024	NUM
gssr-1043	2	10	,	,	PUNCT
gssr-1043	2	11	accepted	accept	VERB
gssr-1043	2	12	:	:	PUNCT
gssr-1043	2	13	19	19	NUM
gssr-1043	2	14	november	november	PROPN
gssr-1043	2	15	,	,	PUNCT
gssr-1043	2	16	2024	2024	NUM
gssr-1043	2	17	,	,	PUNCT
gssr-1043	2	18	published	publish	VERB
gssr-1043	2	19	:	:	PUNCT
gssr-1043	2	20	24	24	NUM
gssr-1043	2	21	november	november	PROPN
gssr-1043	2	22	,	,	PUNCT
gssr-1043	2	23	2024	2024	NUM
gssr-1043	2	24	abstract	abstract	ADJ
gssr-1043	2	25	deep	deep	ADJ
gssr-1043	2	26	learning	learning	NOUN
gssr-1043	2	27	(	(	PUNCT
gssr-1043	2	28	dl	dl	NOUN
gssr-1043	2	29	)	)	PUNCT
gssr-1043	2	30	techniques	technique	NOUN
gssr-1043	2	31	and	and	CCONJ
gssr-1043	2	32	algorithms	algorithm	NOUN
gssr-1043	2	33	have	have	VERB
gssr-1043	2	34	the	the	DET
gssr-1043	2	35	capacity	capacity	NOUN
gssr-1043	2	36	to	to	PART
gssr-1043	2	37	significantly	significantly	ADV
gssr-1043	2	38	impact	impact	VERB
gssr-1043	2	39	world	world	NOUN
gssr-1043	2	40	economies	economy	NOUN
gssr-1043	2	41	,	,	PUNCT
gssr-1043	2	42	ecosystems	ecosystem	NOUN
gssr-1043	2	43	,	,	PUNCT
gssr-1043	2	44	and	and	CCONJ
gssr-1043	2	45	communities	community	NOUN
gssr-1043	2	46	.	.	PUNCT
gssr-1043	3	1	dl	dl	PROPN
gssr-1043	3	2	technologies	technology	NOUN
gssr-1043	3	3	have	have	AUX
gssr-1043	3	4	been	be	AUX
gssr-1043	3	5	utilized	utilize	VERB
gssr-1043	3	6	in	in	ADP
gssr-1043	3	7	the	the	DET
gssr-1043	3	8	development	development	NOUN
gssr-1043	3	9	and	and	CCONJ
gssr-1043	3	10	administration	administration	NOUN
gssr-1043	3	11	of	of	ADP
gssr-1043	3	12	urban	urban	ADJ
gssr-1043	3	13	structures	structure	NOUN
gssr-1043	3	14	.	.	PUNCT
gssr-1043	4	1	however	however	ADV
gssr-1043	4	2	,	,	PUNCT
gssr-1043	4	3	there	there	PRON
gssr-1043	4	4	exists	exist	VERB
gssr-1043	4	5	a	a	DET
gssr-1043	4	6	dearth	dearth	NOUN
gssr-1043	4	7	of	of	ADP
gssr-1043	4	8	literature	literature	NOUN
gssr-1043	4	9	reviewing	review	VERB
gssr-1043	4	10	the	the	DET
gssr-1043	4	11	present	present	ADJ
gssr-1043	4	12	level	level	NOUN
gssr-1043	4	13	of	of	ADP
gssr-1043	4	14	these	these	DET
gssr-1043	4	15	applications	application	NOUN
gssr-1043	4	16	and	and	CCONJ
gssr-1043	4	17	exploring	explore	VERB
gssr-1043	4	18	potential	potential	ADJ
gssr-1043	4	19	directions	direction	NOUN
gssr-1043	4	20	in	in	ADP
gssr-1043	4	21	which	which	PRON
gssr-1043	4	22	dl	dl	PROPN
gssr-1043	4	23	can	can	AUX
gssr-1043	4	24	address	address	VERB
gssr-1043	4	25	water	water	NOUN
gssr-1043	4	26	challenges	challenge	NOUN
gssr-1043	4	27	.	.	PUNCT
gssr-1043	5	1	this	this	DET
gssr-1043	5	2	study	study	NOUN
gssr-1043	5	3	aims	aim	VERB
gssr-1043	5	4	to	to	PART
gssr-1043	5	5	review	review	VERB
gssr-1043	5	6	demand	demand	NOUN
gssr-1043	5	7	projections	projection	NOUN
gssr-1043	5	8	,	,	PUNCT
gssr-1043	5	9	leakage	leakage	NOUN
gssr-1043	5	10	detection	detection	NOUN
gssr-1043	5	11	and	and	CCONJ
gssr-1043	5	12	localization	localization	NOUN
gssr-1043	5	13	,	,	PUNCT
gssr-1043	5	14	drainage	drainage	NOUN
gssr-1043	5	15	defect	defect	NOUN
gssr-1043	5	16	and	and	CCONJ
gssr-1043	5	17	blockage	blockage	NOUN
gssr-1043	5	18	,	,	PUNCT
gssr-1043	5	19	cyber	cyber	ADJ
gssr-1043	5	20	security	security	NOUN
gssr-1043	5	21	and	and	CCONJ
gssr-1043	5	22	wealth	wealth	NOUN
gssr-1043	5	23	surveillance	surveillance	NOUN
gssr-1043	5	24	,	,	PUNCT
gssr-1043	5	25	wastewater	wastewater	NOUN
gssr-1043	5	26	recycling	recycling	NOUN
gssr-1043	5	27	and	and	CCONJ
gssr-1043	5	28	management	management	NOUN
gssr-1043	5	29	,	,	PUNCT
gssr-1043	5	30	water	water	NOUN
gssr-1043	5	31	safety	safety	NOUN
gssr-1043	5	32	prediction	prediction	NOUN
gssr-1043	5	33	,	,	PUNCT
gssr-1043	5	34	rainfall	rainfall	NOUN
gssr-1043	5	35	conversation	conversation	NOUN
gssr-1043	5	36	,	,	PUNCT
gssr-1043	5	37	and	and	CCONJ
gssr-1043	5	38	irrigation	irrigation	NOUN
gssr-1043	5	39	regulation	regulation	NOUN
gssr-1043	5	40	.	.	PUNCT
gssr-1043	6	1	the	the	DET
gssr-1043	6	2	application	application	NOUN
gssr-1043	6	3	of	of	ADP
gssr-1043	6	4	dl	dl	PROPN
gssr-1043	6	5	techniques	technique	NOUN
gssr-1043	6	6	is	be	AUX
gssr-1043	6	7	currently	currently	ADV
gssr-1043	6	8	in	in	ADP
gssr-1043	6	9	its	its	PRON
gssr-1043	6	10	early	early	ADJ
gssr-1043	6	11	stages	stage	NOUN
gssr-1043	6	12	.	.	PUNCT
gssr-1043	7	1	most	most	ADJ
gssr-1043	7	2	studies	study	NOUN
gssr-1043	7	3	have	have	AUX
gssr-1043	7	4	adopted	adopt	VERB
gssr-1043	7	5	standard	standard	ADJ
gssr-1043	7	6	networks	network	NOUN
gssr-1043	7	7	,	,	PUNCT
gssr-1043	7	8	simulated	simulated	ADJ
gssr-1043	7	9	information	information	NOUN
gssr-1043	7	10	,	,	PUNCT
gssr-1043	7	11	and	and	CCONJ
gssr-1043	7	12	experimental	experimental	ADJ
gssr-1043	7	13	or	or	CCONJ
gssr-1043	7	14	prototype	prototype	NOUN
gssr-1043	7	15	settings	setting	NOUN
gssr-1043	7	16	to	to	PART
gssr-1043	7	17	evaluate	evaluate	VERB
gssr-1043	7	18	the	the	DET
gssr-1043	7	19	efficacy	efficacy	NOUN
gssr-1043	7	20	of	of	ADP
gssr-1043	7	21	dl	dl	PROPN
gssr-1043	7	22	approaches	approach	NOUN
gssr-1043	7	23	.	.	PUNCT
gssr-1043	8	1	however	however	ADV
gssr-1043	8	2	,	,	PUNCT
gssr-1043	8	3	there	there	PRON
gssr-1043	8	4	have	have	AUX
gssr-1043	8	5	been	be	AUX
gssr-1043	8	6	no	no	DET
gssr-1043	8	7	reported	report	VERB
gssr-1043	8	8	instances	instance	NOUN
gssr-1043	8	9	of	of	ADP
gssr-1043	8	10	practical	practical	ADJ
gssr-1043	8	11	adoption	adoption	NOUN
gssr-1043	8	12	.	.	PUNCT
gssr-1043	9	1	compared	compare	VERB
gssr-1043	9	2	to	to	ADP
gssr-1043	9	3	other	other	ADJ
gssr-1043	9	4	reviewed	review	VERB
gssr-1043	9	5	problems	problem	NOUN
gssr-1043	9	6	,	,	PUNCT
gssr-1043	9	7	leakage	leakage	NOUN
gssr-1043	9	8	detection	detection	NOUN
gssr-1043	9	9	is	be	AUX
gssr-1043	9	10	currently	currently	ADV
gssr-1043	9	11	being	be	AUX
gssr-1043	9	12	implemented	implement	VERB
gssr-1043	9	13	practically	practically	ADV
gssr-1043	9	14	in	in	ADP
gssr-1043	9	15	daily	daily	ADJ
gssr-1043	9	16	operations	operation	NOUN
gssr-1043	9	17	and	and	CCONJ
gssr-1043	9	18	handling	handling	NOUN
gssr-1043	9	19	of	of	ADP
gssr-1043	9	20	water	water	NOUN
gssr-1043	9	21	facilities	facility	NOUN
gssr-1043	9	22	.	.	PUNCT
gssr-1043	10	1	the	the	DET
gssr-1043	10	2	major	major	ADJ
gssr-1043	10	3	challenges	challenge	NOUN
gssr-1043	10	4	for	for	ADP
gssr-1043	10	5	the	the	DET
gssr-1043	10	6	practical	practical	ADJ
gssr-1043	10	7	deployment	deployment	NOUN
gssr-1043	10	8	of	of	ADP
gssr-1043	10	9	dl	dl	PROPN
gssr-1043	10	10	in	in	ADP
gssr-1043	10	11	water	water	NOUN
gssr-1043	10	12	management	management	NOUN
gssr-1043	10	13	include	include	VERB
gssr-1043	10	14	algorithmic	algorithmic	ADJ
gssr-1043	10	15	development	development	NOUN
gssr-1043	10	16	,	,	PUNCT
gssr-1043	10	17	multi	multi	ADJ
gssr-1043	10	18	-	-	ADJ
gssr-1043	10	19	agent	agent	ADJ
gssr-1043	10	20	platforms	platform	NOUN
gssr-1043	10	21	,	,	PUNCT
gssr-1043	10	22	virtual	virtual	ADJ
gssr-1043	10	23	clones	clone	NOUN
gssr-1043	10	24	,	,	PUNCT
gssr-1043	10	25	data	datum	NOUN
gssr-1043	10	26	quality	quality	NOUN
gssr-1043	10	27	and	and	CCONJ
gssr-1043	10	28	availability	availability	NOUN
gssr-1043	10	29	,	,	PUNCT
gssr-1043	10	30	security	security	NOUN
gssr-1043	10	31	,	,	PUNCT
gssr-1043	10	32	context	context	NOUN
gssr-1043	10	33	-	-	PUNCT
gssr-1043	10	34	aware	aware	ADJ
gssr-1043	10	35	data	datum	NOUN
gssr-1043	10	36	analysis	analysis	NOUN
gssr-1043	10	37	,	,	PUNCT
gssr-1043	10	38	and	and	CCONJ
gssr-1043	10	39	training	training	NOUN
gssr-1043	10	40	efficiency	efficiency	NOUN
gssr-1043	10	41	.	.	PUNCT
gssr-1043	11	1	we	we	PRON
gssr-1043	11	2	validate	validate	VERB
gssr-1043	11	3	our	our	PRON
gssr-1043	11	4	study	study	NOUN
gssr-1043	11	5	by	by	ADP
gssr-1043	11	6	using	use	VERB
gssr-1043	11	7	several	several	ADJ
gssr-1043	11	8	case	case	NOUN
gssr-1043	11	9	studies	study	NOUN
gssr-1043	11	10	that	that	PRON
gssr-1043	11	11	employ	employ	VERB
gssr-1043	11	12	dl	dl	PROPN
gssr-1043	11	13	for	for	ADP
gssr-1043	11	14	water	water	NOUN
gssr-1043	11	15	treatment	treatment	NOUN
gssr-1043	11	16	.	.	PUNCT
gssr-1043	12	1	prospective	prospective	ADJ
gssr-1043	12	2	exploration	exploration	NOUN
gssr-1043	12	3	and	and	CCONJ
gssr-1043	12	4	deployment	deployment	NOUN
gssr-1043	12	5	of	of	ADP
gssr-1043	12	6	dl	dl	PROPN
gssr-1043	12	7	systems	system	NOUN
gssr-1043	12	8	are	be	AUX
gssr-1043	12	9	anticipated	anticipate	VERB
gssr-1043	12	10	to	to	PART
gssr-1043	12	11	advance	advance	VERB
gssr-1043	12	12	water	water	NOUN
gssr-1043	12	13	systems	system	NOUN
gssr-1043	12	14	toward	toward	ADP
gssr-1043	12	15	increased	increase	VERB
gssr-1043	12	16	cognition	cognition	NOUN
gssr-1043	12	17	and	and	CCONJ
gssr-1043	12	18	flexibility	flexibility	NOUN
gssr-1043	12	19	.	.	PUNCT
gssr-1043	13	1	this	this	DET
gssr-1043	13	2	research	research	NOUN
gssr-1043	13	3	aims	aim	VERB
gssr-1043	13	4	to	to	PART
gssr-1043	13	5	encourage	encourage	VERB
gssr-1043	13	6	further	further	ADJ
gssr-1043	13	7	research	research	NOUN
gssr-1043	13	8	and	and	CCONJ
gssr-1043	13	9	development	development	NOUN
gssr-1043	13	10	in	in	ADP
gssr-1043	13	11	utilizing	utilize	VERB
gssr-1043	13	12	dl	dl	PROPN
gssr-1043	13	13	for	for	ADP
gssr-1043	13	14	feasible	feasible	ADJ
gssr-1043	13	15	water	water	NOUN
gssr-1043	13	16	usage	usage	NOUN
gssr-1043	13	17	and	and	CCONJ
gssr-1043	13	18	digitalization	digitalization	NOUN
gssr-1043	13	19	of	of	ADP
gssr-1043	13	20	the	the	DET
gssr-1043	13	21	global	global	ADJ
gssr-1043	13	22	water	water	NOUN
gssr-1043	13	23	sector	sector	NOUN
gssr-1043	13	24	.	.	PUNCT
gssr-1043	14	1	keywords	keyword	NOUN
gssr-1043	14	2	:	:	PUNCT
gssr-1043	14	3	artificial	artificial	ADJ
gssr-1043	14	4	intelligence	intelligence	NOUN
gssr-1043	14	5	;	;	PUNCT
gssr-1043	14	6	deep	deep	ADJ
gssr-1043	14	7	learning	learning	NOUN
gssr-1043	14	8	;	;	PUNCT
gssr-1043	14	9	water	water	NOUN
gssr-1043	14	10	management	management	NOUN
gssr-1043	14	11	;	;	PUNCT
gssr-1043	14	12	ict	ict	NOUN
gssr-1043	14	13	;	;	PUNCT
gssr-1043	14	14	sustainability	sustainability	NOUN
gssr-1043	14	15	introduction	introduction	NOUN
gssr-1043	14	16	computer	computer	NOUN
gssr-1043	14	17	-	-	PUNCT
gssr-1043	14	18	aided	aid	VERB
gssr-1043	14	19	models	model	NOUN
gssr-1043	14	20	have	have	AUX
gssr-1043	14	21	become	become	VERB
gssr-1043	14	22	highly	highly	ADV
gssr-1043	14	23	important	important	ADJ
gssr-1043	14	24	in	in	ADP
gssr-1043	14	25	water	water	NOUN
gssr-1043	14	26	management	management	NOUN
gssr-1043	14	27	since	since	SCONJ
gssr-1043	14	28	their	their	PRON
gssr-1043	14	29	initial	initial	ADJ
gssr-1043	14	30	use	use	NOUN
gssr-1043	14	31	for	for	ADP
gssr-1043	14	32	the	the	DET
gssr-1043	14	33	creation	creation	NOUN
gssr-1043	14	34	and	and	CCONJ
gssr-1043	14	35	designing	designing	NOUN
gssr-1043	14	36	of	of	ADP
gssr-1043	14	37	water	water	NOUN
gssr-1043	14	38	-	-	PUNCT
gssr-1043	14	39	related	relate	VERB
gssr-1043	14	40	projects	project	NOUN
gssr-1043	14	41	in	in	ADP
gssr-1043	14	42	the	the	DET
gssr-1043	14	43	harvard	harvard	PROPN
gssr-1043	14	44	water	water	PROPN
gssr-1043	14	45	program	program	NOUN
gssr-1043	14	46	in	in	ADP
gssr-1043	14	47	1955	1955	NUM
gssr-1043	14	48	(	(	PUNCT
gssr-1043	14	49	reuss	reuss	NOUN
gssr-1043	14	50	,	,	PUNCT
gssr-1043	14	51	2003	2003	NUM
gssr-1043	14	52	)	)	PUNCT
gssr-1043	14	53	.	.	PUNCT
gssr-1043	15	1	over	over	ADP
gssr-1043	15	2	the	the	DET
gssr-1043	15	3	course	course	NOUN
gssr-1043	15	4	of	of	ADP
gssr-1043	15	5	several	several	ADJ
gssr-1043	15	6	years	year	NOUN
gssr-1043	15	7	,	,	PUNCT
gssr-1043	15	8	researchers	researcher	NOUN
gssr-1043	15	9	have	have	AUX
gssr-1043	15	10	created	create	VERB
gssr-1043	15	11	physically	physically	ADV
gssr-1043	15	12	based	base	VERB
gssr-1043	15	13	models	model	NOUN
gssr-1043	15	14	to	to	PART
gssr-1043	15	15	accurately	accurately	ADV
gssr-1043	15	16	depict	depict	VERB
gssr-1043	15	17	the	the	DET
gssr-1043	15	18	water	water	NOUN
gssr-1043	15	19	system	system	NOUN
gssr-1043	15	20	(	(	PUNCT
gssr-1043	15	21	ws	ws	NOUN
gssr-1043	15	22	)	)	PUNCT
gssr-1043	15	23	at	at	ADP
gssr-1043	15	24	different	different	ADJ
gssr-1043	15	25	levels	level	NOUN
gssr-1043	15	26	of	of	ADP
gssr-1043	15	27	intricacy	intricacy	NOUN
gssr-1043	15	28	.	.	PUNCT
gssr-1043	16	1	these	these	DET
gssr-1043	16	2	models	model	NOUN
gssr-1043	16	3	are	be	AUX
gssr-1043	16	4	commonly	commonly	ADV
gssr-1043	16	5	employed	employ	VERB
gssr-1043	16	6	to	to	PART
gssr-1043	16	7	assist	assist	VERB
gssr-1043	16	8	in	in	ADP
gssr-1043	16	9	the	the	DET
gssr-1043	16	10	design	design	NOUN
gssr-1043	16	11	,	,	PUNCT
gssr-1043	16	12	operation	operation	NOUN
gssr-1043	16	13	,	,	PUNCT
gssr-1043	16	14	and	and	CCONJ
gssr-1043	16	15	management	management	NOUN
gssr-1043	16	16	of	of	ADP
gssr-1043	16	17	the	the	DET
gssr-1043	16	18	ws	ws	PROPN
gssr-1043	16	19	(	(	PUNCT
gssr-1043	16	20	iwa	iwa	PROPN
gssr-1043	16	21	,	,	PUNCT
gssr-1043	16	22	2019	2019	NUM
gssr-1043	16	23	)	)	PUNCT
gssr-1043	16	24	.	.	PUNCT
gssr-1043	17	1	nevertheless	nevertheless	ADV
gssr-1043	17	2	,	,	PUNCT
gssr-1043	17	3	the	the	DET
gssr-1043	17	4	progress	progress	NOUN
gssr-1043	17	5	of	of	ADP
gssr-1043	17	6	physically	physically	ADV
gssr-1043	17	7	-	-	PUNCT
gssr-1043	17	8	based	base	VERB
gssr-1043	17	9	simulations	simulation	NOUN
gssr-1043	17	10	has	have	AUX
gssr-1043	17	11	come	come	VERB
gssr-1043	17	12	global	global	ADJ
gssr-1043	17	13	sustainability	sustainability	NOUN
gssr-1043	17	14	research	research	NOUN
gssr-1043	17	15	global	global	ADJ
gssr-1043	17	16	scientific	scientific	ADJ
gssr-1043	17	17	research	research	NOUN
gssr-1043	17	18	49	49	NUM
gssr-1043	17	19	to	to	ADP
gssr-1043	17	20	a	a	DET
gssr-1043	17	21	halt	halt	NOUN
gssr-1043	17	22	primarily	primarily	ADV
gssr-1043	17	23	because	because	SCONJ
gssr-1043	17	24	of	of	ADP
gssr-1043	17	25	the	the	DET
gssr-1043	17	26	difficulties	difficulty	NOUN
gssr-1043	17	27	in	in	ADP
gssr-1043	17	28	comprehending	comprehend	VERB
gssr-1043	17	29	the	the	DET
gssr-1043	17	30	intricate	intricate	ADJ
gssr-1043	17	31	nature	nature	NOUN
gssr-1043	17	32	of	of	ADP
gssr-1043	17	33	wss	wss	NOUN
gssr-1043	17	34	and	and	CCONJ
gssr-1043	17	35	their	their	PRON
gssr-1043	17	36	intricate	intricate	ADJ
gssr-1043	17	37	connections	connection	NOUN
gssr-1043	17	38	with	with	ADP
gssr-1043	17	39	alternative	alternative	ADJ
gssr-1043	17	40	options	option	NOUN
gssr-1043	17	41	like	like	ADP
gssr-1043	17	42	natural	natural	ADJ
gssr-1043	17	43	and	and	CCONJ
gssr-1043	17	44	climate	climate	NOUN
gssr-1043	17	45	systems	system	NOUN
gssr-1043	17	46	,	,	PUNCT
gssr-1043	17	47	especially	especially	ADV
gssr-1043	17	48	when	when	SCONJ
gssr-1043	17	49	it	it	PRON
gssr-1043	17	50	comes	come	VERB
gssr-1043	17	51	to	to	ADP
gssr-1043	17	52	accurately	accurately	ADV
gssr-1043	17	53	representing	represent	VERB
gssr-1043	17	54	human	human	ADJ
gssr-1043	17	55	perceptions	perception	NOUN
gssr-1043	17	56	,	,	PUNCT
gssr-1043	17	57	behaviors	behavior	NOUN
gssr-1043	17	58	,	,	PUNCT
gssr-1043	17	59	and	and	CCONJ
gssr-1043	17	60	the	the	DET
gssr-1043	17	61	subsequent	subsequent	ADJ
gssr-1043	17	62	impacts	impact	NOUN
gssr-1043	17	63	;	;	PUNCT
gssr-1043	17	64	establishing	establish	VERB
gssr-1043	17	65	modeling	modeling	NOUN
gssr-1043	17	66	assumptions	assumption	NOUN
gssr-1043	17	67	,	,	PUNCT
gssr-1043	17	68	different	different	ADJ
gssr-1043	17	69	steps	step	NOUN
gssr-1043	17	70	,	,	PUNCT
gssr-1043	17	71	and	and	CCONJ
gssr-1043	17	72	layout	layout	NOUN
gssr-1043	17	73	,	,	PUNCT
gssr-1043	17	74	as	as	ADV
gssr-1043	17	75	well	well	ADV
gssr-1043	17	76	as	as	ADP
gssr-1043	17	77	checking	check	VERB
gssr-1043	17	78	a	a	DET
gssr-1043	17	79	significant	significant	ADJ
gssr-1043	17	80	quantity	quantity	NOUN
gssr-1043	17	81	of	of	ADP
gssr-1043	17	82	model	model	NOUN
gssr-1043	17	83	variables	variable	NOUN
gssr-1043	17	84	,	,	PUNCT
gssr-1043	17	85	which	which	PRON
gssr-1043	17	86	may	may	AUX
gssr-1043	17	87	lead	lead	VERB
gssr-1043	17	88	to	to	ADP
gssr-1043	17	89	similarity	similarity	NOUN
gssr-1043	17	90	issue	issue	NOUN
gssr-1043	17	91	;	;	PUNCT
gssr-1043	17	92	limited	limited	ADJ
gssr-1043	17	93	availability	availability	NOUN
gssr-1043	17	94	and	and	CCONJ
gssr-1043	17	95	lack	lack	NOUN
gssr-1043	17	96	of	of	ADP
gssr-1043	17	97	assurance	assurance	NOUN
gssr-1043	17	98	in	in	ADP
gssr-1043	17	99	data	datum	NOUN
gssr-1043	17	100	for	for	ADP
gssr-1043	17	101	detailed	detailed	ADJ
gssr-1043	17	102	modeling	modeling	NOUN
gssr-1043	17	103	;	;	PUNCT
gssr-1043	17	104	substantial	substantial	ADJ
gssr-1043	17	105	computational	computational	ADJ
gssr-1043	17	106	power	power	NOUN
gssr-1043	17	107	needed	need	VERB
gssr-1043	17	108	for	for	ADP
gssr-1043	17	109	virtual	virtual	ADJ
gssr-1043	17	110	reality	reality	NOUN
gssr-1043	17	111	and	and	CCONJ
gssr-1043	17	112	optimization	optimization	NOUN
gssr-1043	17	113	;	;	PUNCT
gssr-1043	17	114	and	and	CCONJ
gssr-1043	17	115	human	human	ADJ
gssr-1043	17	116	assets	asset	NOUN
gssr-1043	17	117	and	and	CCONJ
gssr-1043	17	118	expertise	expertise	NOUN
gssr-1043	17	119	needed	need	VERB
gssr-1043	17	120	for	for	ADP
gssr-1043	17	121	model	model	NOUN
gssr-1043	17	122	upholding	uphold	VERB
gssr-1043	17	123	and	and	CCONJ
gssr-1043	17	124	growth	growth	NOUN
gssr-1043	17	125	,	,	PUNCT
gssr-1043	17	126	making	make	VERB
gssr-1043	17	127	it	it	PRON
gssr-1043	17	128	challenging	challenging	ADJ
gssr-1043	17	129	to	to	PART
gssr-1043	17	130	shift	shift	VERB
gssr-1043	17	131	between	between	ADP
gssr-1043	17	132	different	different	ADJ
gssr-1043	17	133	systems	system	NOUN
gssr-1043	17	134	.	.	PUNCT
gssr-1043	18	1	machine	machine	NOUN
gssr-1043	18	2	learning	learning	NOUN
gssr-1043	18	3	(	(	PUNCT
gssr-1043	18	4	ml	ml	NOUN
gssr-1043	18	5	)	)	PUNCT
gssr-1043	18	6	,	,	PUNCT
gssr-1043	18	7	a	a	DET
gssr-1043	18	8	segment	segment	NOUN
gssr-1043	18	9	of	of	ADP
gssr-1043	18	10	artificial	artificial	ADJ
gssr-1043	18	11	intelligence	intelligence	NOUN
gssr-1043	18	12	(	(	PUNCT
gssr-1043	18	13	ai	ai	NOUN
gssr-1043	18	14	)	)	PUNCT
gssr-1043	18	15	,	,	PUNCT
gssr-1043	18	16	integrates	integrate	VERB
gssr-1043	18	17	computers	computer	NOUN
gssr-1043	18	18	to	to	PART
gssr-1043	18	19	gain	gain	VERB
gssr-1043	18	20	insight	insight	NOUN
gssr-1043	18	21	from	from	ADP
gssr-1043	18	22	information	information	NOUN
gssr-1043	18	23	,	,	PUNCT
gssr-1043	18	24	instances	instance	NOUN
gssr-1043	18	25	,	,	PUNCT
gssr-1043	18	26	and	and	CCONJ
gssr-1043	18	27	observations	observation	NOUN
gssr-1043	18	28	without	without	ADP
gssr-1043	18	29	predefined	predefine	VERB
gssr-1043	18	30	guidelines	guideline	NOUN
gssr-1043	18	31	(	(	PUNCT
gssr-1043	18	32	raihan	raihan	NOUN
gssr-1043	18	33	et	et	PROPN
gssr-1043	18	34	al	al	PROPN
gssr-1043	18	35	.	.	PROPN
gssr-1043	18	36	,	,	PUNCT
gssr-1043	18	37	2024	2024	NUM
gssr-1043	18	38	)	)	PUNCT
gssr-1043	18	39	.	.	PUNCT
gssr-1043	19	1	it	it	PRON
gssr-1043	19	2	is	be	AUX
gssr-1043	19	3	widely	widely	ADV
gssr-1043	19	4	acknowledged	acknowledge	VERB
gssr-1043	19	5	that	that	SCONJ
gssr-1043	19	6	such	such	ADJ
gssr-1043	19	7	technology	technology	NOUN
gssr-1043	19	8	has	have	VERB
gssr-1043	19	9	the	the	DET
gssr-1043	19	10	ability	ability	NOUN
gssr-1043	19	11	to	to	PART
gssr-1043	19	12	revolutionize	revolutionize	VERB
gssr-1043	19	13	society	society	NOUN
gssr-1043	19	14	,	,	PUNCT
gssr-1043	19	15	economies	economy	NOUN
gssr-1043	19	16	,	,	PUNCT
gssr-1043	19	17	and	and	CCONJ
gssr-1043	19	18	habitats	habitat	NOUN
gssr-1043	19	19	on	on	ADP
gssr-1043	19	20	a	a	DET
gssr-1043	19	21	global	global	ADJ
gssr-1043	19	22	basis	basis	NOUN
gssr-1043	19	23	(	(	PUNCT
gssr-1043	19	24	rahman	rahman	PROPN
gssr-1043	19	25	et	et	PROPN
gssr-1043	19	26	al	al	PROPN
gssr-1043	19	27	.	.	PROPN
gssr-1043	19	28	,	,	PUNCT
gssr-1043	19	29	2024	2024	NUM
gssr-1043	19	30	;	;	PUNCT
gssr-1043	19	31	tanchangya	tanchangya	PROPN
gssr-1043	19	32	et	et	PROPN
gssr-1043	19	33	al	al	PROPN
gssr-1043	19	34	.	.	PROPN
gssr-1043	19	35	,	,	PUNCT
gssr-1043	19	36	2024a	2024a	NUM
gssr-1043	19	37	,	,	PUNCT
gssr-1043	19	38	2024b	2024b	NUM
gssr-1043	19	39	)	)	PUNCT
gssr-1043	19	40	.	.	PUNCT
gssr-1043	20	1	these	these	DET
gssr-1043	20	2	shifts	shift	NOUN
gssr-1043	20	3	are	be	AUX
gssr-1043	20	4	occurring	occur	VERB
gssr-1043	20	5	in	in	ADP
gssr-1043	20	6	response	response	NOUN
gssr-1043	20	7	to	to	ADP
gssr-1043	20	8	urgent	urgent	ADJ
gssr-1043	20	9	concerns	concern	NOUN
gssr-1043	20	10	such	such	ADJ
gssr-1043	20	11	as	as	ADP
gssr-1043	20	12	global	global	ADJ
gssr-1043	20	13	warming	warming	NOUN
gssr-1043	20	14	,	,	PUNCT
gssr-1043	20	15	wildlife	wildlife	NOUN
gssr-1043	20	16	decline	decline	NOUN
gssr-1043	20	17	,	,	PUNCT
gssr-1043	20	18	and	and	CCONJ
gssr-1043	20	19	the	the	DET
gssr-1043	20	20	covid-19	covid-19	PROPN
gssr-1043	20	21	pandemic	pandemic	NOUN
gssr-1043	20	22	(	(	PUNCT
gssr-1043	20	23	butler	butler	PROPN
gssr-1043	20	24	et	et	PROPN
gssr-1043	20	25	al	al	PROPN
gssr-1043	20	26	.	.	PROPN
gssr-1043	20	27	,	,	PUNCT
gssr-1043	20	28	2016	2016	NUM
gssr-1043	20	29	;	;	PUNCT
gssr-1043	20	30	raihan	raihan	NOUN
gssr-1043	20	31	,	,	PUNCT
gssr-1043	20	32	2024	2024	NUM
gssr-1043	20	33	)	)	PUNCT
gssr-1043	20	34	.	.	PUNCT
gssr-1043	21	1	ml	ml	PROPN
gssr-1043	21	2	is	be	AUX
gssr-1043	21	3	anticipated	anticipate	VERB
gssr-1043	21	4	to	to	PART
gssr-1043	21	5	greatly	greatly	ADV
gssr-1043	21	6	affect	affect	VERB
gssr-1043	21	7	academic	academic	ADJ
gssr-1043	21	8	studies	study	NOUN
gssr-1043	21	9	and	and	CCONJ
gssr-1043	21	10	activities	activity	NOUN
gssr-1043	21	11	within	within	ADP
gssr-1043	21	12	the	the	DET
gssr-1043	21	13	water	water	NOUN
gssr-1043	21	14	industry	industry	NOUN
gssr-1043	21	15	.	.	PUNCT
gssr-1043	22	1	it	it	PRON
gssr-1043	22	2	will	will	AUX
gssr-1043	22	3	aid	aid	VERB
gssr-1043	22	4	in	in	ADP
gssr-1043	22	5	tackling	tackle	VERB
gssr-1043	22	6	diverse	diverse	ADJ
gssr-1043	22	7	water	water	NOUN
gssr-1043	22	8	issues	issue	NOUN
gssr-1043	22	9	,	,	PUNCT
gssr-1043	22	10	like	like	ADP
gssr-1043	22	11	resource	resource	NOUN
gssr-1043	22	12	utilization	utilization	NOUN
gssr-1043	22	13	,	,	PUNCT
gssr-1043	22	14	access	access	NOUN
gssr-1043	22	15	to	to	ADP
gssr-1043	22	16	water	water	NOUN
gssr-1043	22	17	,	,	PUNCT
gssr-1043	22	18	water	water	NOUN
gssr-1043	22	19	contamination	contamination	NOUN
gssr-1043	22	20	,	,	PUNCT
gssr-1043	22	21	floods	flood	NOUN
gssr-1043	22	22	,	,	PUNCT
gssr-1043	22	23	and	and	CCONJ
gssr-1043	22	24	famine	famine	NOUN
gssr-1043	22	25	.	.	PUNCT
gssr-1043	23	1	this	this	PRON
gssr-1043	23	2	,	,	PUNCT
gssr-1043	23	3	in	in	ADP
gssr-1043	23	4	turn	turn	NOUN
gssr-1043	23	5	,	,	PUNCT
gssr-1043	23	6	will	will	AUX
gssr-1043	23	7	facilitate	facilitate	VERB
gssr-1043	23	8	achieving	achieve	VERB
gssr-1043	23	9	the	the	DET
gssr-1043	23	10	united	united	PROPN
gssr-1043	23	11	nations	nations	PROPN
gssr-1043	23	12	'	'	PART
gssr-1043	23	13	sustainable	sustainable	ADJ
gssr-1043	23	14	development	development	NOUN
gssr-1043	23	15	goals	goal	NOUN
gssr-1043	23	16	regarding	regard	VERB
gssr-1043	23	17	water	water	NOUN
gssr-1043	23	18	.	.	PUNCT
gssr-1043	24	1	deep	deep	ADJ
gssr-1043	24	2	learning	learning	NOUN
gssr-1043	24	3	(	(	PUNCT
gssr-1043	24	4	dl	dl	PROPN
gssr-1043	24	5	)	)	PUNCT
gssr-1043	24	6	,	,	PUNCT
gssr-1043	24	7	a	a	DET
gssr-1043	24	8	subtype	subtype	NOUN
gssr-1043	24	9	of	of	ADP
gssr-1043	24	10	ml	ml	NOUN
gssr-1043	24	11	,	,	PUNCT
gssr-1043	24	12	is	be	AUX
gssr-1043	24	13	extensively	extensively	ADV
gssr-1043	24	14	regarded	regard	VERB
gssr-1043	24	15	as	as	ADP
gssr-1043	24	16	a	a	DET
gssr-1043	24	17	major	major	ADJ
gssr-1043	24	18	catalyst	catalyst	NOUN
gssr-1043	24	19	for	for	ADP
gssr-1043	24	20	the	the	DET
gssr-1043	24	21	recent	recent	ADJ
gssr-1043	24	22	advancements	advancement	NOUN
gssr-1043	24	23	in	in	ADP
gssr-1043	24	24	ai	ai	NOUN
gssr-1043	24	25	.	.	PUNCT
gssr-1043	25	1	dl	dl	PROPN
gssr-1043	25	2	commonly	commonly	ADV
gssr-1043	25	3	employs	employ	VERB
gssr-1043	25	4	extensive	extensive	ADJ
gssr-1043	25	5	,	,	PUNCT
gssr-1043	25	6	multi	multi	ADJ
gssr-1043	25	7	-	-	ADJ
gssr-1043	25	8	layered	layered	ADJ
gssr-1043	25	9	artificial	artificial	ADJ
gssr-1043	25	10	neural	neural	ADJ
gssr-1043	25	11	networks	network	NOUN
gssr-1043	25	12	(	(	PUNCT
gssr-1043	25	13	anns	anns	PROPN
gssr-1043	25	14	)	)	PUNCT
gssr-1043	25	15	to	to	PART
gssr-1043	25	16	handle	handle	VERB
gssr-1043	25	17	substantial	substantial	ADJ
gssr-1043	25	18	unprocessed	unprocesse	VERB
gssr-1043	25	19	data	data	NOUN
gssr-1043	25	20	sets	set	NOUN
gssr-1043	25	21	,	,	PUNCT
gssr-1043	25	22	hence	hence	ADV
gssr-1043	25	23	sometimes	sometimes	ADV
gssr-1043	25	24	referred	refer	VERB
gssr-1043	25	25	to	to	ADP
gssr-1043	25	26	as	as	ADP
gssr-1043	25	27	deep	deep	ADJ
gssr-1043	25	28	networks	network	NOUN
gssr-1043	25	29	(	(	PUNCT
gssr-1043	25	30	raihan	raihan	NOUN
gssr-1043	25	31	,	,	PUNCT
gssr-1043	25	32	2023a	2023a	NUM
gssr-1043	25	33	)	)	PUNCT
gssr-1043	25	34	.	.	PUNCT
gssr-1043	26	1	traditional	traditional	ADJ
gssr-1043	26	2	ml	ml	NOUN
gssr-1043	26	3	techniques	technique	NOUN
gssr-1043	26	4	,	,	PUNCT
gssr-1043	26	5	including	include	VERB
gssr-1043	26	6	multi	multi	ADJ
gssr-1043	26	7	-	-	ADJ
gssr-1043	26	8	layer	layer	ADJ
gssr-1043	26	9	perceptron	perceptron	NOUN
gssr-1043	26	10	(	(	PUNCT
gssr-1043	26	11	mlp	mlp	NOUN
gssr-1043	26	12	)	)	PUNCT
gssr-1043	26	13	neural	neural	ADJ
gssr-1043	26	14	networks	network	NOUN
gssr-1043	26	15	,	,	PUNCT
gssr-1043	26	16	have	have	VERB
gssr-1043	26	17	limitations	limitation	NOUN
gssr-1043	26	18	when	when	SCONJ
gssr-1043	26	19	it	it	PRON
gssr-1043	26	20	comes	come	VERB
gssr-1043	26	21	to	to	ADP
gssr-1043	26	22	handling	handle	VERB
gssr-1043	26	23	raw	raw	ADJ
gssr-1043	26	24	data	datum	NOUN
gssr-1043	26	25	and	and	CCONJ
gssr-1043	26	26	require	require	VERB
gssr-1043	26	27	specialized	specialized	ADJ
gssr-1043	26	28	knowledge	knowledge	NOUN
gssr-1043	26	29	in	in	ADP
gssr-1043	26	30	data	datum	NOUN
gssr-1043	26	31	preprocessing	preprocessing	NOUN
gssr-1043	26	32	before	before	SCONJ
gssr-1043	26	33	they	they	PRON
gssr-1043	26	34	can	can	AUX
gssr-1043	26	35	learn	learn	VERB
gssr-1043	26	36	.	.	PUNCT
gssr-1043	27	1	dl	dl	PROPN
gssr-1043	27	2	is	be	AUX
gssr-1043	27	3	a	a	DET
gssr-1043	27	4	useful	useful	ADJ
gssr-1043	27	5	tool	tool	NOUN
gssr-1043	27	6	for	for	ADP
gssr-1043	27	7	addressing	address	VERB
gssr-1043	27	8	this	this	DET
gssr-1043	27	9	issue	issue	NOUN
gssr-1043	27	10	as	as	SCONJ
gssr-1043	27	11	it	it	PRON
gssr-1043	27	12	facilitates	facilitate	VERB
gssr-1043	27	13	the	the	DET
gssr-1043	27	14	automatic	automatic	ADJ
gssr-1043	27	15	extraction	extraction	NOUN
gssr-1043	27	16	of	of	ADP
gssr-1043	27	17	features	feature	NOUN
gssr-1043	27	18	by	by	ADP
gssr-1043	27	19	leveraging	leverage	VERB
gssr-1043	27	20	numerous	numerous	ADJ
gssr-1043	27	21	stages	stage	NOUN
gssr-1043	27	22	of	of	ADP
gssr-1043	27	23	illustrations	illustration	NOUN
gssr-1043	27	24	,	,	PUNCT
gssr-1043	27	25	commencing	commence	VERB
gssr-1043	27	26	with	with	ADP
gssr-1043	27	27	basic	basic	ADJ
gssr-1043	27	28	data	datum	NOUN
gssr-1043	27	29	,	,	PUNCT
gssr-1043	27	30	and	and	CCONJ
gssr-1043	27	31	moving	move	VERB
gssr-1043	27	32	to	to	ADP
gssr-1043	27	33	higher	high	ADJ
gssr-1043	27	34	creative	creative	ADJ
gssr-1043	27	35	degrees	degree	NOUN
gssr-1043	27	36	(	(	PUNCT
gssr-1043	27	37	lecun	lecun	PROPN
gssr-1043	27	38	et	et	PROPN
gssr-1043	27	39	al	al	PROPN
gssr-1043	27	40	.	.	PROPN
gssr-1043	27	41	,	,	PUNCT
gssr-1043	27	42	2015	2015	NUM
gssr-1043	27	43	)	)	PUNCT
gssr-1043	27	44	.	.	PUNCT
gssr-1043	28	1	common	common	ADJ
gssr-1043	28	2	dl	dl	PROPN
gssr-1043	28	3	methods	method	NOUN
gssr-1043	28	4	comprise	comprise	VERB
gssr-1043	28	5	convolutional	convolutional	ADJ
gssr-1043	28	6	neural	neural	ADJ
gssr-1043	28	7	networks	network	NOUN
gssr-1043	28	8	(	(	PUNCT
gssr-1043	28	9	cnns	cnns	PROPN
gssr-1043	28	10	)	)	PUNCT
gssr-1043	28	11	,	,	PUNCT
gssr-1043	28	12	long	long	ADJ
gssr-1043	28	13	short	short	ADJ
gssr-1043	28	14	-	-	PUNCT
gssr-1043	28	15	term	term	NOUN
gssr-1043	28	16	memory	memory	NOUN
gssr-1043	28	17	(	(	PUNCT
gssr-1043	28	18	lstm	lstm	NOUN
gssr-1043	28	19	)	)	PUNCT
gssr-1043	28	20	,	,	PUNCT
gssr-1043	28	21	autoencoders	autoencoder	NOUN
gssr-1043	28	22	,	,	PUNCT
gssr-1043	28	23	graph	graph	NOUN
gssr-1043	28	24	neural	neural	ADJ
gssr-1043	28	25	networks	network	NOUN
gssr-1043	28	26	(	(	PUNCT
gssr-1043	28	27	gnns	gnns	NOUN
gssr-1043	28	28	)	)	PUNCT
gssr-1043	28	29	,	,	PUNCT
gssr-1043	28	30	and	and	CCONJ
gssr-1043	28	31	deep	deep	ADJ
gssr-1043	28	32	reinforcement	reinforcement	NOUN
gssr-1043	28	33	learning	learning	NOUN
gssr-1043	28	34	(	(	PUNCT
gssr-1043	28	35	drl	drl	PROPN
gssr-1043	28	36	)	)	PUNCT
gssr-1043	28	37	.	.	PUNCT
gssr-1043	29	1	dl	dl	PROPN
gssr-1043	29	2	technologies	technology	NOUN
gssr-1043	29	3	have	have	AUX
gssr-1043	29	4	achieved	achieve	VERB
gssr-1043	29	5	significant	significant	ADJ
gssr-1043	29	6	achievements	achievement	NOUN
gssr-1043	29	7	in	in	ADP
gssr-1043	29	8	various	various	ADJ
gssr-1043	29	9	domains	domain	NOUN
gssr-1043	29	10	,	,	PUNCT
gssr-1043	29	11	including	include	VERB
gssr-1043	29	12	image	image	NOUN
gssr-1043	29	13	recognition	recognition	NOUN
gssr-1043	29	14	,	,	PUNCT
gssr-1043	29	15	and	and	CCONJ
gssr-1043	29	16	have	have	AUX
gssr-1043	29	17	already	already	ADV
gssr-1043	29	18	been	be	AUX
gssr-1043	29	19	implemented	implement	VERB
gssr-1043	29	20	in	in	ADP
gssr-1043	29	21	diverse	diverse	ADJ
gssr-1043	29	22	business	business	NOUN
gssr-1043	29	23	areas	area	NOUN
gssr-1043	29	24	,	,	PUNCT
gssr-1043	29	25	including	include	VERB
gssr-1043	29	26	medicine	medicine	NOUN
gssr-1043	29	27	and	and	CCONJ
gssr-1043	29	28	commerce	commerce	NOUN
gssr-1043	29	29	.	.	PUNCT
gssr-1043	30	1	the	the	DET
gssr-1043	30	2	water	water	NOUN
gssr-1043	30	3	industry	industry	NOUN
gssr-1043	30	4	is	be	AUX
gssr-1043	30	5	gradually	gradually	ADV
gssr-1043	30	6	acknowledging	acknowledge	VERB
gssr-1043	30	7	the	the	DET
gssr-1043	30	8	significant	significant	ADJ
gssr-1043	30	9	potential	potential	NOUN
gssr-1043	30	10	of	of	ADP
gssr-1043	30	11	dl	dl	PROPN
gssr-1043	30	12	,	,	PUNCT
gssr-1043	30	13	as	as	SCONJ
gssr-1043	30	14	seen	see	VERB
gssr-1043	30	15	by	by	ADP
gssr-1043	30	16	the	the	DET
gssr-1043	30	17	expanding	expand	VERB
gssr-1043	30	18	number	number	NOUN
gssr-1043	30	19	of	of	ADP
gssr-1043	30	20	academic	academic	ADJ
gssr-1043	30	21	publications	publication	NOUN
gssr-1043	30	22	,	,	PUNCT
gssr-1043	30	23	case	case	NOUN
gssr-1043	30	24	studies	study	NOUN
gssr-1043	30	25	,	,	PUNCT
gssr-1043	30	26	and	and	CCONJ
gssr-1043	30	27	applications	application	NOUN
gssr-1043	30	28	in	in	ADP
gssr-1043	30	29	this	this	DET
gssr-1043	30	30	field	field	NOUN
gssr-1043	30	31	(	(	PUNCT
gssr-1043	30	32	shen	shen	NOUN
gssr-1043	30	33	,	,	PUNCT
gssr-1043	30	34	2018	2018	NUM
gssr-1043	30	35	)	)	PUNCT
gssr-1043	30	36	.	.	PUNCT
gssr-1043	31	1	now	now	ADV
gssr-1043	31	2	is	be	AUX
gssr-1043	31	3	an	an	DET
gssr-1043	31	4	opportune	opportune	ADJ
gssr-1043	31	5	moment	moment	NOUN
gssr-1043	31	6	to	to	PART
gssr-1043	31	7	assess	assess	VERB
gssr-1043	31	8	how	how	SCONJ
gssr-1043	31	9	dl	dl	PROPN
gssr-1043	31	10	techniques	technique	NOUN
gssr-1043	31	11	are	be	AUX
gssr-1043	31	12	currently	currently	ADV
gssr-1043	31	13	being	be	AUX
gssr-1043	31	14	used	use	VERB
gssr-1043	31	15	in	in	ADP
gssr-1043	31	16	water	water	NOUN
gssr-1043	31	17	management	management	NOUN
gssr-1043	31	18	and	and	CCONJ
gssr-1043	31	19	to	to	PART
gssr-1043	31	20	offer	offer	VERB
gssr-1043	31	21	insights	insight	NOUN
gssr-1043	31	22	into	into	ADP
gssr-1043	31	23	how	how	SCONJ
gssr-1043	31	24	dl	dl	PROPN
gssr-1043	31	25	research	research	NOUN
gssr-1043	31	26	might	might	AUX
gssr-1043	31	27	advance	advance	VERB
gssr-1043	31	28	water	water	NOUN
gssr-1043	31	29	engineering	engineering	NOUN
gssr-1043	31	30	and	and	CCONJ
gssr-1043	31	31	enhance	enhance	VERB
gssr-1043	31	32	the	the	DET
gssr-1043	31	33	efficient	efficient	ADJ
gssr-1043	31	34	adoption	adoption	NOUN
gssr-1043	31	35	of	of	ADP
gssr-1043	31	36	these	these	DET
gssr-1043	31	37	approaches	approach	NOUN
gssr-1043	31	38	to	to	ADP
gssr-1043	31	39	realistic	realistic	ADJ
gssr-1043	31	40	water	water	NOUN
gssr-1043	31	41	issues	issue	NOUN
gssr-1043	31	42	.	.	PUNCT
gssr-1043	32	1	figure	figure	VERB
gssr-1043	32	2	1	1	NUM
gssr-1043	32	3	presents	present	VERB
gssr-1043	32	4	an	an	DET
gssr-1043	32	5	overview	overview	NOUN
gssr-1043	32	6	of	of	ADP
gssr-1043	32	7	the	the	DET
gssr-1043	32	8	use	use	NOUN
gssr-1043	32	9	of	of	ADP
gssr-1043	32	10	deep	deep	ADJ
gssr-1043	32	11	learning	learning	NOUN
gssr-1043	32	12	for	for	ADP
gssr-1043	32	13	ecological	ecological	ADJ
gssr-1043	32	14	,	,	PUNCT
gssr-1043	32	15	environmental	environmental	ADJ
gssr-1043	32	16	,	,	PUNCT
gssr-1043	32	17	and	and	CCONJ
gssr-1043	32	18	water	water	NOUN
gssr-1043	32	19	resource	resource	NOUN
gssr-1043	32	20	preservation	preservation	NOUN
gssr-1043	32	21	purposes	purpose	NOUN
gssr-1043	32	22	.	.	PUNCT
gssr-1043	33	1	the	the	DET
gssr-1043	33	2	current	current	ADJ
gssr-1043	33	3	investigation	investigation	NOUN
gssr-1043	33	4	seeks	seek	VERB
gssr-1043	33	5	to	to	PART
gssr-1043	33	6	offer	offer	VERB
gssr-1043	33	7	a	a	DET
gssr-1043	33	8	thorough	thorough	ADJ
gssr-1043	33	9	assessment	assessment	NOUN
gssr-1043	33	10	of	of	ADP
gssr-1043	33	11	the	the	DET
gssr-1043	33	12	relevance	relevance	NOUN
gssr-1043	33	13	of	of	ADP
gssr-1043	33	14	dl	dl	PROPN
gssr-1043	33	15	in	in	ADP
gssr-1043	33	16	the	the	DET
gssr-1043	33	17	strategic	strategic	ADJ
gssr-1043	33	18	development	development	NOUN
gssr-1043	33	19	as	as	ADV
gssr-1043	33	20	well	well	ADV
gssr-1043	33	21	as	as	ADP
gssr-1043	33	22	administration	administration	NOUN
gssr-1043	33	23	of	of	ADP
gssr-1043	33	24	water	water	NOUN
gssr-1043	33	25	systems	system	NOUN
gssr-1043	33	26	.	.	PUNCT
gssr-1043	34	1	it	it	PRON
gssr-1043	34	2	analyzed	analyze	VERB
gssr-1043	34	3	the	the	DET
gssr-1043	34	4	advancement	advancement	NOUN
gssr-1043	34	5	of	of	ADP
gssr-1043	34	6	dl	dl	PROPN
gssr-1043	34	7	research	research	NOUN
gssr-1043	34	8	and	and	CCONJ
gssr-1043	34	9	its	its	PRON
gssr-1043	34	10	application	application	NOUN
gssr-1043	34	11	in	in	ADP
gssr-1043	34	12	important	important	ADJ
gssr-1043	34	13	water	water	NOUN
gssr-1043	34	14	-	-	PUNCT
gssr-1043	34	15	related	relate	VERB
gssr-1043	34	16	issues	issue	NOUN
gssr-1043	34	17	.	.	PUNCT
gssr-1043	35	1	we	we	PRON
gssr-1043	35	2	also	also	ADV
gssr-1043	35	3	discussed	discuss	VERB
gssr-1043	35	4	the	the	DET
gssr-1043	35	5	areas	area	NOUN
gssr-1043	35	6	where	where	SCONJ
gssr-1043	35	7	more	more	ADJ
gssr-1043	35	8	progress	progress	NOUN
gssr-1043	35	9	in	in	ADP
gssr-1043	35	10	dl	dl	PROPN
gssr-1043	35	11	research	research	NOUN
gssr-1043	35	12	is	be	AUX
gssr-1043	35	13	required	require	VERB
gssr-1043	35	14	to	to	PART
gssr-1043	35	15	foster	foster	VERB
gssr-1043	35	16	the	the	DET
gssr-1043	35	17	advancement	advancement	NOUN
gssr-1043	35	18	of	of	ADP
gssr-1043	35	19	modern	modern	ADJ
gssr-1043	35	20	water	water	NOUN
gssr-1043	35	21	systems	system	NOUN
gssr-1043	35	22	and	and	CCONJ
gssr-1043	35	23	the	the	DET
gssr-1043	35	24	digitalization	digitalization	NOUN
gssr-1043	35	25	transformation	transformation	NOUN
gssr-1043	35	26	in	in	ADP
gssr-1043	35	27	the	the	DET
gssr-1043	35	28	field	field	NOUN
gssr-1043	35	29	of	of	ADP
gssr-1043	35	30	water	water	NOUN
gssr-1043	35	31	.	.	PUNCT
gssr-1043	36	1	this	this	DET
gssr-1043	36	2	study	study	NOUN
gssr-1043	36	3	examines	examine	VERB
gssr-1043	36	4	various	various	ADJ
gssr-1043	36	5	intelligent	intelligent	ADJ
gssr-1043	36	6	ideas	idea	NOUN
gssr-1043	36	7	for	for	ADP
gssr-1043	36	8	water	water	NOUN
gssr-1043	36	9	governance	governance	NOUN
gssr-1043	36	10	systems	system	NOUN
gssr-1043	36	11	and	and	CCONJ
gssr-1043	36	12	emphasizes	emphasize	VERB
gssr-1043	36	13	the	the	DET
gssr-1043	36	14	utilization	utilization	NOUN
gssr-1043	36	15	of	of	ADP
gssr-1043	36	16	dl	dl	PROPN
gssr-1043	36	17	in	in	ADP
gssr-1043	36	18	different	different	ADJ
gssr-1043	36	19	aspects	aspect	NOUN
gssr-1043	36	20	of	of	ADP
gssr-1043	36	21	water	water	NOUN
gssr-1043	36	22	handling	handling	NOUN
gssr-1043	36	23	,	,	PUNCT
gssr-1043	36	24	including	include	VERB
gssr-1043	36	25	demand	demand	NOUN
gssr-1043	36	26	forecasting	forecasting	NOUN
gssr-1043	36	27	,	,	PUNCT
gssr-1043	36	28	leakage	leakage	NOUN
gssr-1043	36	29	detection	detection	NOUN
gssr-1043	36	30	and	and	CCONJ
gssr-1043	36	31	localization	localization	NOUN
gssr-1043	36	32	,	,	PUNCT
gssr-1043	36	33	sewer	sewer	NOUN
gssr-1043	36	34	defect	defect	NOUN
gssr-1043	36	35	and	and	CCONJ
gssr-1043	36	36	blockage	blockage	NOUN
gssr-1043	36	37	,	,	PUNCT
gssr-1043	36	38	cyber	cyber	ADJ
gssr-1043	36	39	security	security	NOUN
gssr-1043	36	40	and	and	CCONJ
gssr-1043	36	41	resource	resource	NOUN
gssr-1043	36	42	tracking	tracking	NOUN
gssr-1043	36	43	,	,	PUNCT
gssr-1043	36	44	wastewater	wastewater	NOUN
gssr-1043	36	45	recycling	recycling	NOUN
gssr-1043	36	46	and	and	CCONJ
gssr-1043	36	47	control	control	NOUN
gssr-1043	36	48	,	,	PUNCT
gssr-1043	36	49	water	water	NOUN
gssr-1043	36	50	quality	quality	NOUN
gssr-1043	36	51	prediction	prediction	NOUN
gssr-1043	36	52	,	,	PUNCT
gssr-1043	36	53	rainwater	rainwater	NOUN
gssr-1043	36	54	management	management	NOUN
gssr-1043	36	55	,	,	PUNCT
gssr-1043	36	56	and	and	CCONJ
gssr-1043	36	57	irrigation	irrigation	NOUN
gssr-1043	36	58	h.	h.	PROPN
gssr-1043	36	59	this	this	DET
gssr-1043	36	60	study	study	NOUN
gssr-1043	36	61	also	also	ADV
gssr-1043	36	62	examines	examine	VERB
gssr-1043	36	63	the	the	DET
gssr-1043	36	64	diverse	diverse	ADJ
gssr-1043	36	65	obstacles	obstacle	NOUN
gssr-1043	36	66	in	in	ADP
gssr-1043	36	67	implementing	implement	VERB
gssr-1043	36	68	dl	dl	PROPN
gssr-1043	36	69	and	and	CCONJ
gssr-1043	36	70	analyzing	analyze	VERB
gssr-1043	36	71	data	datum	NOUN
gssr-1043	36	72	,	,	PUNCT
gssr-1043	36	73	offering	offer	VERB
gssr-1043	36	74	significant	significant	ADJ
gssr-1043	36	75	insights	insight	NOUN
gssr-1043	36	76	to	to	ADP
gssr-1043	36	77	researchers	researcher	NOUN
gssr-1043	36	78	involved	involve	VERB
gssr-1043	36	79	in	in	ADP
gssr-1043	36	80	installing	instal	VERB
gssr-1043	36	81	water	water	NOUN
gssr-1043	36	82	management	management	NOUN
gssr-1043	36	83	systems	system	NOUN
gssr-1043	36	84	.	.	PUNCT
gssr-1043	37	1	an	an	DET
gssr-1043	37	2	in	in	ADP
gssr-1043	37	3	-	-	PUNCT
gssr-1043	37	4	depth	depth	NOUN
gssr-1043	37	5	examination	examination	NOUN
gssr-1043	37	6	of	of	ADP
gssr-1043	37	7	the	the	DET
gssr-1043	37	8	different	different	ADJ
gssr-1043	37	9	facets	facet	NOUN
gssr-1043	37	10	of	of	ADP
gssr-1043	37	11	water	water	NOUN
gssr-1043	37	12	life	life	NOUN
gssr-1043	37	13	cycle	cycle	NOUN
gssr-1043	37	14	management	management	NOUN
gssr-1043	37	15	will	will	AUX
gssr-1043	37	16	facilitate	facilitate	VERB
gssr-1043	37	17	the	the	DET
gssr-1043	37	18	generation	generation	NOUN
gssr-1043	37	19	of	of	ADP
gssr-1043	37	20	ideas	idea	NOUN
gssr-1043	37	21	to	to	PART
gssr-1043	37	22	tackle	tackle	VERB
gssr-1043	37	23	the	the	DET
gssr-1043	37	24	current	current	ADJ
gssr-1043	37	25	water	water	NOUN
gssr-1043	37	26	problem	problem	NOUN
gssr-1043	37	27	and	and	CCONJ
gssr-1043	37	28	establish	establish	VERB
gssr-1043	37	29	efficient	efficient	ADJ
gssr-1043	37	30	methods	method	NOUN
gssr-1043	37	31	for	for	ADP
gssr-1043	37	32	distributing	distribute	VERB
gssr-1043	37	33	higher	high	ADJ
gssr-1043	37	34	-	-	PUNCT
gssr-1043	37	35	quality	quality	NOUN
gssr-1043	37	36	water	water	NOUN
gssr-1043	37	37	to	to	ADP
gssr-1043	37	38	customers	customer	NOUN
gssr-1043	37	39	.	.	PUNCT
gssr-1043	38	1	global	global	ADJ
gssr-1043	38	2	sustainability	sustainability	NOUN
gssr-1043	38	3	research	research	NOUN
gssr-1043	38	4	global	global	ADJ
gssr-1043	38	5	scientific	scientific	ADJ
gssr-1043	38	6	research	research	NOUN
gssr-1043	38	7	50	50	NUM
gssr-1043	38	8	figure	figure	NOUN
gssr-1043	38	9	1	1	NUM
gssr-1043	38	10	.	.	PUNCT
gssr-1043	38	11	use	use	NOUN
gssr-1043	38	12	of	of	ADP
gssr-1043	38	13	deep	deep	ADJ
gssr-1043	38	14	learning	learning	NOUN
gssr-1043	38	15	for	for	ADP
gssr-1043	38	16	ecological	ecological	ADJ
gssr-1043	38	17	,	,	PUNCT
gssr-1043	38	18	environmental	environmental	ADJ
gssr-1043	38	19	,	,	PUNCT
gssr-1043	38	20	and	and	CCONJ
gssr-1043	38	21	water	water	NOUN
gssr-1043	38	22	resource	resource	NOUN
gssr-1043	38	23	preservation	preservation	NOUN
gssr-1043	38	24	purposes	purpose	NOUN
gssr-1043	38	25	(	(	PUNCT
gssr-1043	38	26	fu	fu	NOUN
gssr-1043	38	27	et	et	PROPN
gssr-1043	38	28	al	al	PROPN
gssr-1043	38	29	.	.	PROPN
gssr-1043	38	30	,	,	PUNCT
gssr-1043	38	31	2024	2024	NUM
gssr-1043	38	32	)	)	PUNCT
gssr-1043	38	33	.	.	PUNCT
gssr-1043	39	1	the	the	DET
gssr-1043	39	2	subsequent	subsequent	ADJ
gssr-1043	39	3	paper	paper	NOUN
gssr-1043	39	4	is	be	AUX
gssr-1043	39	5	organized	organize	VERB
gssr-1043	39	6	as	as	SCONJ
gssr-1043	39	7	follows	follow	VERB
gssr-1043	39	8	:	:	PUNCT
gssr-1043	39	9	section	section	NOUN
gssr-1043	39	10	2	2	NUM
gssr-1043	39	11	outlines	outline	VERB
gssr-1043	39	12	the	the	DET
gssr-1043	39	13	employed	employ	VERB
gssr-1043	39	14	technique	technique	NOUN
gssr-1043	39	15	.	.	PUNCT
gssr-1043	40	1	portion	portion	NOUN
gssr-1043	40	2	3	3	NUM
gssr-1043	40	3	compares	compare	VERB
gssr-1043	40	4	dl	dl	PROPN
gssr-1043	40	5	to	to	ADP
gssr-1043	40	6	conventional	conventional	ADJ
gssr-1043	40	7	ml	ml	NOUN
gssr-1043	40	8	and	and	CCONJ
gssr-1043	40	9	highlights	highlight	VERB
gssr-1043	40	10	its	its	PRON
gssr-1043	40	11	advancements	advancement	NOUN
gssr-1043	40	12	.	.	PUNCT
gssr-1043	41	1	section	section	NOUN
gssr-1043	41	2	4	4	NUM
gssr-1043	41	3	reviews	review	VERB
gssr-1043	41	4	the	the	DET
gssr-1043	41	5	utilization	utilization	NOUN
gssr-1043	41	6	of	of	ADP
gssr-1043	41	7	dl	dl	PROPN
gssr-1043	41	8	in	in	ADP
gssr-1043	41	9	water	water	NOUN
gssr-1043	41	10	management	management	NOUN
gssr-1043	41	11	,	,	PUNCT
gssr-1043	41	12	including	include	VERB
gssr-1043	41	13	tasks	task	NOUN
gssr-1043	41	14	such	such	ADJ
gssr-1043	41	15	as	as	ADP
gssr-1043	41	16	demand	demand	NOUN
gssr-1043	41	17	projections	projection	NOUN
gssr-1043	41	18	,	,	PUNCT
gssr-1043	41	19	leak	leak	NOUN
gssr-1043	41	20	detection	detection	NOUN
gssr-1043	41	21	and	and	CCONJ
gssr-1043	41	22	localization	localization	NOUN
gssr-1043	41	23	,	,	PUNCT
gssr-1043	41	24	sewage	sewage	NOUN
gssr-1043	41	25	issue	issue	NOUN
gssr-1043	41	26	and	and	CCONJ
gssr-1043	41	27	blockage	blockage	NOUN
gssr-1043	41	28	identification	identification	NOUN
gssr-1043	41	29	,	,	PUNCT
gssr-1043	41	30	cyber	cyber	ADJ
gssr-1043	41	31	security	security	NOUN
gssr-1043	41	32	and	and	CCONJ
gssr-1043	41	33	resource	resource	NOUN
gssr-1043	41	34	observing	observing	NOUN
gssr-1043	41	35	,	,	PUNCT
gssr-1043	41	36	wastewater	wastewater	NOUN
gssr-1043	41	37	recycling	recycling	NOUN
gssr-1043	41	38	and	and	CCONJ
gssr-1043	41	39	management	management	NOUN
gssr-1043	41	40	,	,	PUNCT
gssr-1043	41	41	water	water	NOUN
gssr-1043	41	42	quality	quality	NOUN
gssr-1043	41	43	prediction	prediction	NOUN
gssr-1043	41	44	,	,	PUNCT
gssr-1043	41	45	rainwater	rainwater	NOUN
gssr-1043	41	46	management	management	NOUN
gssr-1043	41	47	,	,	PUNCT
gssr-1043	41	48	and	and	CCONJ
gssr-1043	41	49	irrigation	irrigation	NOUN
gssr-1043	41	50	control	control	NOUN
gssr-1043	41	51	.	.	PUNCT
gssr-1043	42	1	chapter	chapter	NOUN
gssr-1043	42	2	5	5	NUM
gssr-1043	42	3	provides	provide	VERB
gssr-1043	42	4	case	case	NOUN
gssr-1043	42	5	evaluations	evaluation	NOUN
gssr-1043	42	6	.	.	PUNCT
gssr-1043	43	1	section	section	NOUN
gssr-1043	43	2	6	6	NUM
gssr-1043	43	3	demonstrates	demonstrate	VERB
gssr-1043	43	4	the	the	DET
gssr-1043	43	5	challenges	challenge	NOUN
gssr-1043	43	6	,	,	PUNCT
gssr-1043	43	7	open	open	ADJ
gssr-1043	43	8	issues	issue	NOUN
gssr-1043	43	9	,	,	PUNCT
gssr-1043	43	10	and	and	CCONJ
gssr-1043	43	11	prospective	prospective	ADJ
gssr-1043	43	12	trajectories	trajectory	NOUN
gssr-1043	43	13	.	.	PUNCT
gssr-1043	44	1	finally	finally	ADV
gssr-1043	44	2	,	,	PUNCT
gssr-1043	44	3	conclusions	conclusion	NOUN
gssr-1043	44	4	are	be	AUX
gssr-1043	44	5	offered	offer	VERB
gssr-1043	44	6	in	in	ADP
gssr-1043	44	7	section	section	NOUN
gssr-1043	44	8	7	7	NUM
gssr-1043	44	9	.	.	PUNCT
gssr-1043	44	10	methodology	methodology	NOUN
gssr-1043	44	11	the	the	DET
gssr-1043	44	12	research	research	NOUN
gssr-1043	44	13	performed	perform	VERB
gssr-1043	44	14	comprehensive	comprehensive	ADJ
gssr-1043	44	15	scholarly	scholarly	ADJ
gssr-1043	44	16	work	work	NOUN
gssr-1043	44	17	to	to	PART
gssr-1043	44	18	examine	examine	VERB
gssr-1043	44	19	various	various	ADJ
gssr-1043	44	20	articles	article	NOUN
gssr-1043	44	21	pertaining	pertain	VERB
gssr-1043	44	22	to	to	ADP
gssr-1043	44	23	the	the	DET
gssr-1043	44	24	application	application	NOUN
gssr-1043	44	25	of	of	ADP
gssr-1043	44	26	ai	ai	NOUN
gssr-1043	44	27	in	in	ADP
gssr-1043	44	28	water	water	NOUN
gssr-1043	44	29	management	management	NOUN
gssr-1043	44	30	.	.	PUNCT
gssr-1043	45	1	the	the	DET
gssr-1043	45	2	present	present	ADJ
gssr-1043	45	3	study	study	NOUN
gssr-1043	45	4	employed	employ	VERB
gssr-1043	45	5	the	the	DET
gssr-1043	45	6	systematic	systematic	ADJ
gssr-1043	45	7	literature	literature	NOUN
gssr-1043	45	8	review	review	NOUN
gssr-1043	45	9	methodology	methodology	NOUN
gssr-1043	45	10	which	which	PRON
gssr-1043	45	11	is	be	AUX
gssr-1043	45	12	considered	consider	VERB
gssr-1043	45	13	to	to	PART
gssr-1043	45	14	be	be	AUX
gssr-1043	45	15	a	a	DET
gssr-1043	45	16	reliable	reliable	ADJ
gssr-1043	45	17	approach	approach	NOUN
gssr-1043	45	18	for	for	ADP
gssr-1043	45	19	review	review	NOUN
gssr-1043	45	20	analysis	analysis	NOUN
gssr-1043	45	21	(	(	PUNCT
gssr-1043	45	22	raihan	raihan	NOUN
gssr-1043	45	23	,	,	PUNCT
gssr-1043	45	24	2023b	2023b	NUM
gssr-1043	45	25	,	,	PUNCT
gssr-1043	45	26	2023c	2023c	NUM
gssr-1043	45	27	,	,	PUNCT
gssr-1043	45	28	2023d	2023d	NUM
gssr-1043	45	29	,	,	PUNCT
gssr-1043	45	30	2023e	2023e	NUM
gssr-1043	45	31	,	,	PUNCT
gssr-1043	45	32	2023f	2023f	NUM
gssr-1043	45	33	;	;	PUNCT
gssr-1043	45	34	2023	2023	NUM
gssr-1043	45	35	g	g	NOUN
gssr-1043	45	36	,	,	PUNCT
gssr-1043	45	37	2023h	2023h	NUM
gssr-1043	45	38	,	,	PUNCT
gssr-1043	45	39	2023i	2023i	NUM
gssr-1043	45	40	)	)	PUNCT
gssr-1043	45	41	.	.	PUNCT
gssr-1043	46	1	this	this	DET
gssr-1043	46	2	report	report	NOUN
gssr-1043	46	3	of	of	ADP
gssr-1043	46	4	the	the	DET
gssr-1043	46	5	review	review	NOUN
gssr-1043	46	6	was	be	AUX
gssr-1043	46	7	implemented	implement	VERB
gssr-1043	46	8	on	on	ADP
gssr-1043	46	9	prominent	prominent	ADJ
gssr-1043	46	10	databases	database	NOUN
gssr-1043	46	11	,	,	PUNCT
gssr-1043	46	12	including	include	VERB
gssr-1043	46	13	scopus	scopus	NOUN
gssr-1043	46	14	,	,	PUNCT
gssr-1043	46	15	web	web	NOUN
gssr-1043	46	16	of	of	ADP
gssr-1043	46	17	science	science	NOUN
gssr-1043	46	18	,	,	PUNCT
gssr-1043	46	19	and	and	CCONJ
gssr-1043	46	20	google	google	PROPN
gssr-1043	46	21	scholar	scholar	NOUN
gssr-1043	46	22	.	.	PUNCT
gssr-1043	47	1	the	the	DET
gssr-1043	47	2	search	search	NOUN
gssr-1043	47	3	parameters	parameter	NOUN
gssr-1043	47	4	for	for	ADP
gssr-1043	47	5	these	these	DET
gssr-1043	47	6	electronic	electronic	ADJ
gssr-1043	47	7	files	file	NOUN
gssr-1043	47	8	encompassed	encompass	VERB
gssr-1043	47	9	smart	smart	ADJ
gssr-1043	47	10	water	water	NOUN
gssr-1043	47	11	management	management	NOUN
gssr-1043	47	12	,	,	PUNCT
gssr-1043	47	13	dl	dl	PROPN
gssr-1043	47	14	techniques	technique	NOUN
gssr-1043	47	15	in	in	ADP
gssr-1043	47	16	water	water	NOUN
gssr-1043	47	17	management	management	NOUN
gssr-1043	47	18	,	,	PUNCT
gssr-1043	47	19	intelligent	intelligent	ADJ
gssr-1043	47	20	approaches	approach	NOUN
gssr-1043	47	21	to	to	ADP
gssr-1043	47	22	wastewater	wastewater	NOUN
gssr-1043	47	23	management	management	NOUN
gssr-1043	47	24	global	global	ADJ
gssr-1043	47	25	sustainability	sustainability	PROPN
gssr-1043	47	26	research	research	NOUN
gssr-1043	47	27	global	global	ADJ
gssr-1043	47	28	scientific	scientific	ADJ
gssr-1043	47	29	research	research	NOUN
gssr-1043	47	30	51	51	NUM
gssr-1043	47	31	mitigation	mitigation	NOUN
gssr-1043	47	32	,	,	PUNCT
gssr-1043	47	33	and	and	CCONJ
gssr-1043	47	34	advanced	advanced	ADJ
gssr-1043	47	35	techniques	technique	NOUN
gssr-1043	47	36	for	for	ADP
gssr-1043	47	37	integrating	integrate	VERB
gssr-1043	47	38	rainfall	rainfall	NOUN
gssr-1043	47	39	retention	retention	NOUN
gssr-1043	47	40	.	.	PUNCT
gssr-1043	48	1	the	the	DET
gssr-1043	48	2	chosen	choose	VERB
gssr-1043	48	3	documents	document	NOUN
gssr-1043	48	4	were	be	AUX
gssr-1043	48	5	selected	select	VERB
gssr-1043	48	6	based	base	VERB
gssr-1043	48	7	on	on	ADP
gssr-1043	48	8	multiple	multiple	ADJ
gssr-1043	48	9	specifications	specification	NOUN
gssr-1043	48	10	,	,	PUNCT
gssr-1043	48	11	including	include	VERB
gssr-1043	48	12	a	a	DET
gssr-1043	48	13	potential	potential	ADJ
gssr-1043	48	14	assessment	assessment	NOUN
gssr-1043	48	15	of	of	ADP
gssr-1043	48	16	the	the	DET
gssr-1043	48	17	project	project	NOUN
gssr-1043	48	18	field	field	NOUN
gssr-1043	48	19	,	,	PUNCT
gssr-1043	48	20	focus	focus	VERB
gssr-1043	48	21	on	on	ADP
gssr-1043	48	22	potential	potential	ADJ
gssr-1043	48	23	executions	execution	NOUN
gssr-1043	48	24	,	,	PUNCT
gssr-1043	48	25	precision	precision	NOUN
gssr-1043	48	26	of	of	ADP
gssr-1043	48	27	results	result	NOUN
gssr-1043	48	28	derived	derive	VERB
gssr-1043	48	29	from	from	ADP
gssr-1043	48	30	dl	dl	PROPN
gssr-1043	48	31	approaches	approach	NOUN
gssr-1043	48	32	for	for	ADP
gssr-1043	48	33	various	various	ADJ
gssr-1043	48	34	water	water	NOUN
gssr-1043	48	35	conservation	conservation	NOUN
gssr-1043	48	36	strategies	strategy	NOUN
gssr-1043	48	37	,	,	PUNCT
gssr-1043	48	38	openness	openness	NOUN
gssr-1043	48	39	to	to	ADP
gssr-1043	48	40	model	model	NOUN
gssr-1043	48	41	use	use	NOUN
gssr-1043	48	42	,	,	PUNCT
gssr-1043	48	43	and	and	CCONJ
gssr-1043	48	44	simplicity	simplicity	NOUN
gssr-1043	48	45	in	in	ADP
gssr-1043	48	46	the	the	DET
gssr-1043	48	47	literature	literature	NOUN
gssr-1043	48	48	.	.	PUNCT
gssr-1043	49	1	furthermore	furthermore	ADV
gssr-1043	49	2	,	,	PUNCT
gssr-1043	49	3	in	in	ADP
gssr-1043	49	4	order	order	NOUN
gssr-1043	49	5	to	to	PART
gssr-1043	49	6	guarantee	guarantee	VERB
gssr-1043	49	7	the	the	DET
gssr-1043	49	8	excellence	excellence	NOUN
gssr-1043	49	9	of	of	ADP
gssr-1043	49	10	the	the	DET
gssr-1043	49	11	documents	document	NOUN
gssr-1043	49	12	,	,	PUNCT
gssr-1043	49	13	we	we	PRON
gssr-1043	49	14	select	select	VERB
gssr-1043	49	15	articles	article	NOUN
gssr-1043	49	16	exclusively	exclusively	ADV
gssr-1043	49	17	through	through	ADP
gssr-1043	49	18	peerreviewed	peerreviewe	VERB
gssr-1043	49	19	journals	journal	NOUN
gssr-1043	49	20	.	.	PUNCT
gssr-1043	50	1	figure	figure	NOUN
gssr-1043	50	2	2	2	NUM
gssr-1043	50	3	illustrates	illustrate	VERB
gssr-1043	50	4	the	the	DET
gssr-1043	50	5	inclusion	inclusion	NOUN
gssr-1043	50	6	and	and	CCONJ
gssr-1043	50	7	exclusion	exclusion	NOUN
gssr-1043	50	8	criteria	criterion	NOUN
gssr-1043	50	9	considered	consider	VERB
gssr-1043	50	10	to	to	PART
gssr-1043	50	11	select	select	VERB
gssr-1043	50	12	suitable	suitable	ADJ
gssr-1043	50	13	publications	publication	NOUN
gssr-1043	50	14	.	.	PUNCT
gssr-1043	51	1	the	the	DET
gssr-1043	51	2	publications	publication	NOUN
gssr-1043	51	3	were	be	AUX
gssr-1043	51	4	chosen	choose	VERB
gssr-1043	51	5	based	base	VERB
gssr-1043	51	6	on	on	ADP
gssr-1043	51	7	the	the	DET
gssr-1043	51	8	themes	theme	NOUN
gssr-1043	51	9	of	of	ADP
gssr-1043	51	10	smart	smart	ADJ
gssr-1043	51	11	water	water	NOUN
gssr-1043	51	12	management	management	NOUN
gssr-1043	51	13	,	,	PUNCT
gssr-1043	51	14	deep	deep	ADJ
gssr-1043	51	15	learning	learning	NOUN
gssr-1043	51	16	techniques	technique	NOUN
gssr-1043	51	17	in	in	ADP
gssr-1043	51	18	water	water	NOUN
gssr-1043	51	19	management	management	NOUN
gssr-1043	51	20	,	,	PUNCT
gssr-1043	51	21	innovative	innovative	ADJ
gssr-1043	51	22	approaches	approach	NOUN
gssr-1043	51	23	to	to	ADP
gssr-1043	51	24	wastewater	wastewater	NOUN
gssr-1043	51	25	mitigation	mitigation	NOUN
gssr-1043	51	26	,	,	PUNCT
gssr-1043	51	27	and	and	CCONJ
gssr-1043	51	28	intelligent	intelligent	ADJ
gssr-1043	51	29	methods	method	NOUN
gssr-1043	51	30	for	for	ADP
gssr-1043	51	31	rainwater	rainwater	NOUN
gssr-1043	51	32	storage	storage	NOUN
gssr-1043	51	33	optimization	optimization	NOUN
gssr-1043	51	34	.	.	PUNCT
gssr-1043	52	1	only	only	ADV
gssr-1043	52	2	documents	document	NOUN
gssr-1043	52	3	written	write	VERB
gssr-1043	52	4	in	in	ADP
gssr-1043	52	5	english	english	PROPN
gssr-1043	52	6	were	be	AUX
gssr-1043	52	7	incorporated	incorporate	VERB
gssr-1043	52	8	for	for	ADP
gssr-1043	52	9	the	the	DET
gssr-1043	52	10	review	review	NOUN
gssr-1043	52	11	study	study	NOUN
gssr-1043	52	12	.	.	PUNCT
gssr-1043	53	1	furthermore	furthermore	ADV
gssr-1043	53	2	,	,	PUNCT
gssr-1043	53	3	only	only	ADV
gssr-1043	53	4	the	the	DET
gssr-1043	53	5	articles	article	NOUN
gssr-1043	53	6	aligned	align	VERB
gssr-1043	53	7	with	with	ADP
gssr-1043	53	8	the	the	DET
gssr-1043	53	9	research	research	NOUN
gssr-1043	53	10	objective	objective	NOUN
gssr-1043	53	11	were	be	AUX
gssr-1043	53	12	incorporated	incorporate	VERB
gssr-1043	53	13	into	into	ADP
gssr-1043	53	14	this	this	DET
gssr-1043	53	15	review	review	NOUN
gssr-1043	53	16	from	from	ADP
gssr-1043	53	17	the	the	DET
gssr-1043	53	18	selected	select	VERB
gssr-1043	53	19	source	source	NOUN
gssr-1043	53	20	on	on	ADP
gssr-1043	53	21	the	the	DET
gssr-1043	53	22	topic	topic	NOUN
gssr-1043	53	23	.	.	PUNCT
gssr-1043	54	1	moreover	moreover	ADV
gssr-1043	54	2	,	,	PUNCT
gssr-1043	54	3	only	only	ADV
gssr-1043	54	4	articles	article	NOUN
gssr-1043	54	5	published	publish	VERB
gssr-1043	54	6	from	from	ADP
gssr-1043	54	7	2020	2020	NUM
gssr-1043	54	8	to	to	ADP
gssr-1043	54	9	2023	2023	NUM
gssr-1043	54	10	were	be	AUX
gssr-1043	54	11	incorporated	incorporate	VERB
gssr-1043	54	12	in	in	ADP
gssr-1043	54	13	this	this	DET
gssr-1043	54	14	review	review	NOUN
gssr-1043	54	15	.	.	PUNCT
gssr-1043	55	1	figure	figure	NOUN
gssr-1043	55	2	2	2	NUM
gssr-1043	55	3	.	.	PUNCT
gssr-1043	56	1	the	the	DET
gssr-1043	56	2	criteria	criterion	NOUN
gssr-1043	56	3	for	for	ADP
gssr-1043	56	4	the	the	DET
gssr-1043	56	5	document	document	NOUN
gssr-1043	56	6	selection	selection	NOUN
gssr-1043	56	7	.	.	PUNCT
gssr-1043	57	1	figure	figure	NOUN
gssr-1043	57	2	3	3	NUM
gssr-1043	57	3	delineates	delineate	VERB
gssr-1043	57	4	the	the	DET
gssr-1043	57	5	techniques	technique	NOUN
gssr-1043	57	6	that	that	PRON
gssr-1043	57	7	were	be	AUX
gssr-1043	57	8	applied	apply	VERB
gssr-1043	57	9	to	to	ADP
gssr-1043	57	10	the	the	DET
gssr-1043	57	11	comprehensive	comprehensive	ADJ
gssr-1043	57	12	analysis	analysis	NOUN
gssr-1043	57	13	in	in	ADP
gssr-1043	57	14	this	this	DET
gssr-1043	57	15	study	study	NOUN
gssr-1043	57	16	.	.	PUNCT
gssr-1043	58	1	following	follow	VERB
gssr-1043	58	2	the	the	DET
gssr-1043	58	3	selection	selection	NOUN
gssr-1043	58	4	of	of	ADP
gssr-1043	58	5	the	the	DET
gssr-1043	58	6	investigation	investigation	NOUN
gssr-1043	58	7	topic	topic	NOUN
gssr-1043	58	8	,	,	PUNCT
gssr-1043	58	9	the	the	DET
gssr-1043	58	10	procedure	procedure	NOUN
gssr-1043	58	11	proceeded	proceed	VERB
gssr-1043	58	12	with	with	ADP
gssr-1043	58	13	the	the	DET
gssr-1043	58	14	identification	identification	NOUN
gssr-1043	58	15	and	and	CCONJ
gssr-1043	58	16	collection	collection	NOUN
gssr-1043	58	17	of	of	ADP
gssr-1043	58	18	pertinent	pertinent	ADJ
gssr-1043	58	19	articles	article	NOUN
gssr-1043	58	20	,	,	PUNCT
gssr-1043	58	21	the	the	DET
gssr-1043	58	22	review	review	NOUN
gssr-1043	58	23	and	and	CCONJ
gssr-1043	58	24	summary	summary	NOUN
gssr-1043	58	25	of	of	ADP
gssr-1043	58	26	diverse	diverse	ADJ
gssr-1043	58	27	source	source	NOUN
gssr-1043	58	28	material	material	NOUN
gssr-1043	58	29	,	,	PUNCT
gssr-1043	58	30	and	and	CCONJ
gssr-1043	58	31	the	the	DET
gssr-1043	58	32	creation	creation	NOUN
gssr-1043	58	33	of	of	ADP
gssr-1043	58	34	written	write	VERB
gssr-1043	58	35	resources	resource	NOUN
gssr-1043	58	36	for	for	ADP
gssr-1043	58	37	publication	publication	NOUN
gssr-1043	58	38	appraisal	appraisal	NOUN
gssr-1043	58	39	.	.	PUNCT
gssr-1043	59	1	in	in	ADP
gssr-1043	59	2	the	the	DET
gssr-1043	59	3	consolidation	consolidation	NOUN
gssr-1043	59	4	phase	phase	NOUN
gssr-1043	59	5	,	,	PUNCT
gssr-1043	59	6	a	a	DET
gssr-1043	59	7	wide	wide	ADJ
gssr-1043	59	8	number	number	NOUN
gssr-1043	59	9	of	of	ADP
gssr-1043	59	10	documents	document	NOUN
gssr-1043	59	11	were	be	AUX
gssr-1043	59	12	compiled	compile	VERB
gssr-1043	59	13	and	and	CCONJ
gssr-1043	59	14	incorporated	incorporate	VERB
gssr-1043	59	15	into	into	ADP
gssr-1043	59	16	theoretical	theoretical	ADJ
gssr-1043	59	17	or	or	CCONJ
gssr-1043	59	18	experimental	experimental	ADJ
gssr-1043	59	19	inspections	inspection	NOUN
gssr-1043	59	20	,	,	PUNCT
gssr-1043	59	21	enhancing	enhance	VERB
gssr-1043	59	22	the	the	DET
gssr-1043	59	23	final	final	ADJ
gssr-1043	59	24	work	work	NOUN
gssr-1043	59	25	.	.	PUNCT
gssr-1043	60	1	global	global	ADJ
gssr-1043	60	2	sustainability	sustainability	NOUN
gssr-1043	60	3	research	research	NOUN
gssr-1043	60	4	global	global	ADJ
gssr-1043	60	5	scientific	scientific	ADJ
gssr-1043	60	6	research	research	NOUN
gssr-1043	60	7	52	52	NUM
gssr-1043	60	8	figure	figure	NOUN
gssr-1043	60	9	3	3	NUM
gssr-1043	60	10	.	.	PUNCT
gssr-1043	61	1	the	the	DET
gssr-1043	61	2	methodological	methodological	ADJ
gssr-1043	61	3	process	process	NOUN
gssr-1043	61	4	taken	take	VERB
gssr-1043	61	5	for	for	ADP
gssr-1043	61	6	the	the	DET
gssr-1043	61	7	bibliometric	bibliometric	ADJ
gssr-1043	61	8	analysis	analysis	NOUN
gssr-1043	61	9	.	.	PUNCT
gssr-1043	62	1	advances	advance	NOUN
gssr-1043	62	2	in	in	ADP
gssr-1043	62	3	deep	deep	ADJ
gssr-1043	62	4	learning	learning	NOUN
gssr-1043	62	5	throughout	throughout	ADP
gssr-1043	62	6	history	history	NOUN
gssr-1043	62	7	,	,	PUNCT
gssr-1043	62	8	ai	ai	AUX
gssr-1043	62	9	has	have	AUX
gssr-1043	62	10	had	have	VERB
gssr-1043	62	11	periods	period	NOUN
gssr-1043	62	12	of	of	ADP
gssr-1043	62	13	significant	significant	ADJ
gssr-1043	62	14	progress	progress	NOUN
gssr-1043	62	15	as	as	ADV
gssr-1043	62	16	well	well	ADV
gssr-1043	62	17	as	as	ADP
gssr-1043	62	18	setbacks	setback	NOUN
gssr-1043	62	19	.	.	PUNCT
gssr-1043	63	1	however	however	ADV
gssr-1043	63	2	,	,	PUNCT
gssr-1043	63	3	in	in	ADP
gssr-1043	63	4	recent	recent	ADJ
gssr-1043	63	5	times	time	NOUN
gssr-1043	63	6	,	,	PUNCT
gssr-1043	63	7	the	the	DET
gssr-1043	63	8	advancement	advancement	NOUN
gssr-1043	63	9	and	and	CCONJ
gssr-1043	63	10	utilization	utilization	NOUN
gssr-1043	63	11	of	of	ADP
gssr-1043	63	12	ai	ai	VERB
gssr-1043	63	13	have	have	AUX
gssr-1043	63	14	been	be	AUX
gssr-1043	63	15	primarily	primarily	ADV
gssr-1043	63	16	driven	drive	VERB
gssr-1043	63	17	by	by	ADP
gssr-1043	63	18	dl	dl	PROPN
gssr-1043	63	19	,	,	PUNCT
gssr-1043	63	20	which	which	PRON
gssr-1043	63	21	is	be	AUX
gssr-1043	63	22	having	have	VERB
gssr-1043	63	23	a	a	DET
gssr-1043	63	24	profound	profound	ADJ
gssr-1043	63	25	impact	impact	NOUN
gssr-1043	63	26	on	on	ADP
gssr-1043	63	27	numerous	numerous	ADJ
gssr-1043	63	28	industries	industry	NOUN
gssr-1043	63	29	.	.	PUNCT
gssr-1043	64	1	dl	dl	PROPN
gssr-1043	64	2	has	have	AUX
gssr-1043	64	3	made	make	VERB
gssr-1043	64	4	significant	significant	ADJ
gssr-1043	64	5	advancements	advancement	NOUN
gssr-1043	64	6	in	in	ADP
gssr-1043	64	7	various	various	ADJ
gssr-1043	64	8	domains	domain	NOUN
gssr-1043	64	9	when	when	SCONJ
gssr-1043	64	10	compared	compare	VERB
gssr-1043	64	11	to	to	ADP
gssr-1043	64	12	traditional	traditional	ADJ
gssr-1043	64	13	ml	ml	NOUN
gssr-1043	64	14	.	.	PUNCT
gssr-1043	65	1	firstly	firstly	ADV
gssr-1043	65	2	,	,	PUNCT
gssr-1043	65	3	it	it	PRON
gssr-1043	65	4	allows	allow	VERB
gssr-1043	65	5	for	for	ADP
gssr-1043	65	6	the	the	DET
gssr-1043	65	7	automated	automate	VERB
gssr-1043	65	8	extraction	extraction	NOUN
gssr-1043	65	9	of	of	ADP
gssr-1043	65	10	characteristics	characteristic	NOUN
gssr-1043	65	11	from	from	ADP
gssr-1043	65	12	unprocessed	unprocesse	VERB
gssr-1043	65	13	data	datum	NOUN
gssr-1043	65	14	by	by	ADP
gssr-1043	65	15	employing	employ	VERB
gssr-1043	65	16	many	many	ADJ
gssr-1043	65	17	stages	stage	NOUN
gssr-1043	65	18	of	of	ADP
gssr-1043	65	19	representation	representation	NOUN
gssr-1043	65	20	learning	learning	NOUN
gssr-1043	65	21	,	,	PUNCT
gssr-1043	65	22	commencing	commence	VERB
gssr-1043	65	23	from	from	ADP
gssr-1043	65	24	the	the	DET
gssr-1043	65	25	basic	basic	ADJ
gssr-1043	65	26	information	information	NOUN
gssr-1043	65	27	and	and	CCONJ
gssr-1043	65	28	progressing	progress	VERB
gssr-1043	65	29	to	to	PART
gssr-1043	65	30	improve	improve	VERB
gssr-1043	65	31	and	and	CCONJ
gssr-1043	65	32	higher	high	ADJ
gssr-1043	65	33	stages	stage	NOUN
gssr-1043	65	34	(	(	PUNCT
gssr-1043	65	35	lecun	lecun	PROPN
gssr-1043	65	36	et	et	PROPN
gssr-1043	65	37	al	al	PROPN
gssr-1043	65	38	.	.	PROPN
gssr-1043	65	39	,	,	PUNCT
gssr-1043	65	40	2015	2015	NUM
gssr-1043	65	41	)	)	PUNCT
gssr-1043	65	42	.	.	PUNCT
gssr-1043	66	1	it	it	PRON
gssr-1043	66	2	obviates	obviate	VERB
gssr-1043	66	3	the	the	DET
gssr-1043	66	4	need	need	NOUN
gssr-1043	66	5	for	for	ADP
gssr-1043	66	6	attribute	attribute	NOUN
gssr-1043	66	7	engineering	engineering	NOUN
gssr-1043	66	8	and	and	CCONJ
gssr-1043	66	9	specialist	specialist	NOUN
gssr-1043	66	10	skills	skill	NOUN
gssr-1043	66	11	in	in	ADP
gssr-1043	66	12	order	order	NOUN
gssr-1043	66	13	to	to	PART
gssr-1043	66	14	acquire	acquire	VERB
gssr-1043	66	15	traits	trait	NOUN
gssr-1043	66	16	from	from	ADP
gssr-1043	66	17	raw	raw	ADJ
gssr-1043	66	18	data	datum	NOUN
gssr-1043	66	19	prior	prior	ADV
gssr-1043	66	20	to	to	ADP
gssr-1043	66	21	their	their	PRON
gssr-1043	66	22	input	input	NOUN
gssr-1043	66	23	into	into	ADP
gssr-1043	66	24	ml	ml	NOUN
gssr-1043	66	25	algorithms	algorithm	NOUN
gssr-1043	66	26	.	.	PUNCT
gssr-1043	67	1	moreover	moreover	ADV
gssr-1043	67	2	,	,	PUNCT
gssr-1043	67	3	this	this	PRON
gssr-1043	67	4	enhances	enhance	VERB
gssr-1043	67	5	the	the	DET
gssr-1043	67	6	ability	ability	NOUN
gssr-1043	67	7	to	to	PART
gssr-1043	67	8	learn	learn	VERB
gssr-1043	67	9	by	by	ADP
gssr-1043	67	10	magnifying	magnify	VERB
gssr-1043	67	11	significant	significant	ADJ
gssr-1043	67	12	patterns	pattern	NOUN
gssr-1043	67	13	and	and	CCONJ
gssr-1043	67	14	reducing	reduce	VERB
gssr-1043	67	15	the	the	DET
gssr-1043	67	16	impact	impact	NOUN
gssr-1043	67	17	of	of	ADP
gssr-1043	67	18	unwanted	unwanted	ADJ
gssr-1043	67	19	fluctuations	fluctuation	NOUN
gssr-1043	67	20	in	in	ADP
gssr-1043	67	21	the	the	DET
gssr-1043	67	22	source	source	NOUN
gssr-1043	67	23	data	datum	NOUN
gssr-1043	67	24	.	.	PUNCT
gssr-1043	68	1	this	this	PRON
gssr-1043	68	2	is	be	AUX
gssr-1043	68	3	achieved	achieve	VERB
gssr-1043	68	4	by	by	ADP
gssr-1043	68	5	leveraging	leverage	VERB
gssr-1043	68	6	the	the	DET
gssr-1043	68	7	exponential	exponential	ADJ
gssr-1043	68	8	benefits	benefit	NOUN
gssr-1043	68	9	of	of	ADP
gssr-1043	68	10	incorporating	incorporate	VERB
gssr-1043	68	11	numerous	numerous	ADJ
gssr-1043	68	12	hidden	hidden	ADJ
gssr-1043	68	13	layers	layer	NOUN
gssr-1043	68	14	in	in	ADP
gssr-1043	68	15	deep	deep	ADJ
gssr-1043	68	16	networks	network	NOUN
gssr-1043	68	17	,	,	PUNCT
gssr-1043	68	18	which	which	PRON
gssr-1043	68	19	allows	allow	VERB
gssr-1043	68	20	for	for	ADP
gssr-1043	68	21	the	the	DET
gssr-1043	68	22	representation	representation	NOUN
gssr-1043	68	23	of	of	ADP
gssr-1043	68	24	intricate	intricate	ADJ
gssr-1043	68	25	non	non	ADJ
gssr-1043	68	26	-	-	ADJ
gssr-1043	68	27	linear	linear	ADJ
gssr-1043	68	28	functions	function	NOUN
gssr-1043	68	29	.	.	PUNCT
gssr-1043	69	1	(	(	PUNCT
gssr-1043	69	2	lecun	lecun	PROPN
gssr-1043	69	3	et	et	PROPN
gssr-1043	69	4	al	al	PROPN
gssr-1043	69	5	.	.	PROPN
gssr-1043	69	6	,	,	PUNCT
gssr-1043	69	7	2015	2015	NUM
gssr-1043	69	8	;	;	PUNCT
gssr-1043	69	9	shen	shen	NOUN
gssr-1043	69	10	,	,	PUNCT
gssr-1043	69	11	2018	2018	NUM
gssr-1043	69	12	)	)	PUNCT
gssr-1043	69	13	.	.	PUNCT
gssr-1043	70	1	furthermore	furthermore	ADV
gssr-1043	70	2	,	,	PUNCT
gssr-1043	70	3	the	the	DET
gssr-1043	70	4	widespread	widespread	ADJ
gssr-1043	70	5	use	use	NOUN
gssr-1043	70	6	of	of	ADP
gssr-1043	70	7	the	the	DET
gssr-1043	70	8	modified	modify	VERB
gssr-1043	70	9	linear	linear	PROPN
gssr-1043	70	10	unit	unit	NOUN
gssr-1043	70	11	activation	activation	NOUN
gssr-1043	70	12	function	function	NOUN
gssr-1043	70	13	,	,	PUNCT
gssr-1043	70	14	represented	represent	VERB
gssr-1043	70	15	by	by	ADP
gssr-1043	70	16	the	the	DET
gssr-1043	70	17	equation	equation	NOUN
gssr-1043	70	18	f(x	f(x	PROPN
gssr-1043	70	19	)	)	PUNCT
gssr-1043	71	1	=	=	SYM
gssr-1043	71	2	max	max	X
gssr-1043	71	3	(	(	PUNCT
gssr-1043	71	4	x	x	X
gssr-1043	71	5	,	,	PUNCT
gssr-1043	71	6	0	0	NUM
gssr-1043	71	7	)	)	PUNCT
gssr-1043	71	8	,	,	PUNCT
gssr-1043	71	9	and	and	CCONJ
gssr-1043	71	10	its	its	PRON
gssr-1043	71	11	various	various	ADJ
gssr-1043	71	12	modifications	modification	NOUN
gssr-1043	71	13	,	,	PUNCT
gssr-1043	71	14	offers	offer	VERB
gssr-1043	71	15	multiple	multiple	ADJ
gssr-1043	71	16	benefits	benefit	NOUN
gssr-1043	71	17	:	:	PUNCT
gssr-1043	71	18	1	1	X
gssr-1043	71	19	)	)	PUNCT
gssr-1043	71	20	deep	deep	ADJ
gssr-1043	71	21	networks	network	NOUN
gssr-1043	71	22	can	can	AUX
gssr-1043	71	23	be	be	AUX
gssr-1043	71	24	trained	train	VERB
gssr-1043	71	25	quickly	quickly	ADV
gssr-1043	71	26	because	because	SCONJ
gssr-1043	71	27	their	their	PRON
gssr-1043	71	28	derivatives	derivative	NOUN
gssr-1043	71	29	,	,	PUNCT
gssr-1043	71	30	which	which	PRON
gssr-1043	71	31	are	be	AUX
gssr-1043	71	32	either	either	CCONJ
gssr-1043	71	33	1	1	NUM
gssr-1043	71	34	for	for	ADP
gssr-1043	71	35	positive	positive	ADJ
gssr-1043	71	36	inputs	input	NOUN
gssr-1043	71	37	or	or	CCONJ
gssr-1043	71	38	0	0	NUM
gssr-1043	71	39	for	for	ADP
gssr-1043	71	40	negative	negative	ADJ
gssr-1043	71	41	inputs	input	NOUN
gssr-1043	71	42	,	,	PUNCT
gssr-1043	71	43	allow	allow	VERB
gssr-1043	71	44	for	for	ADP
gssr-1043	71	45	computation	computation	NOUN
gssr-1043	71	46	savings	saving	NOUN
gssr-1043	71	47	.	.	PUNCT
gssr-1043	72	1	additionally	additionally	ADV
gssr-1043	72	2	,	,	PUNCT
gssr-1043	72	3	the	the	DET
gssr-1043	72	4	use	use	NOUN
gssr-1043	72	5	of	of	ADP
gssr-1043	72	6	error	error	NOUN
gssr-1043	72	7	terms	term	NOUN
gssr-1043	72	8	contributes	contribute	VERB
gssr-1043	72	9	to	to	ADP
gssr-1043	72	10	this	this	DET
gssr-1043	72	11	efficiency	efficiency	NOUN
gssr-1043	72	12	.	.	PUNCT
gssr-1043	73	1	2	2	X
gssr-1043	73	2	)	)	PUNCT
gssr-1043	73	3	the	the	DET
gssr-1043	73	4	problem	problem	NOUN
gssr-1043	73	5	of	of	ADP
gssr-1043	73	6	vanishing	vanish	VERB
gssr-1043	73	7	gradients	gradient	NOUN
gssr-1043	73	8	can	can	AUX
gssr-1043	73	9	be	be	AUX
gssr-1043	73	10	resolved	resolve	VERB
gssr-1043	73	11	by	by	ADP
gssr-1043	73	12	utilizing	utilize	VERB
gssr-1043	73	13	elevated	elevated	ADJ
gssr-1043	73	14	slopes	slope	NOUN
gssr-1043	73	15	and	and	CCONJ
gssr-1043	73	16	uniformity	uniformity	NOUN
gssr-1043	73	17	.	.	PUNCT
gssr-1043	74	1	3	3	X
gssr-1043	74	2	)	)	PUNCT
gssr-1043	74	3	the	the	DET
gssr-1043	74	4	connection	connection	NOUN
gssr-1043	74	5	of	of	ADP
gssr-1043	74	6	unseen	unseen	ADJ
gssr-1043	74	7	strata	strata	NOUN
gssr-1043	74	8	in	in	ADP
gssr-1043	74	9	deep	deep	ADJ
gssr-1043	74	10	networks	network	NOUN
gssr-1043	74	11	can	can	AUX
gssr-1043	74	12	produce	produce	VERB
gssr-1043	74	13	actual	actual	ADJ
gssr-1043	74	14	zeroes	zero	NOUN
gssr-1043	74	15	for	for	ADP
gssr-1043	74	16	negative	negative	ADJ
gssr-1043	74	17	inputs	input	NOUN
gssr-1043	74	18	,	,	PUNCT
gssr-1043	74	19	resulting	result	VERB
gssr-1043	74	20	in	in	ADP
gssr-1043	74	21	poor	poor	ADJ
gssr-1043	74	22	depiction	depiction	NOUN
gssr-1043	74	23	.	.	PUNCT
gssr-1043	75	1	this	this	PRON
gssr-1043	75	2	is	be	AUX
gssr-1043	75	3	a	a	DET
gssr-1043	75	4	pleasing	pleasing	ADJ
gssr-1043	75	5	characteristic	characteristic	NOUN
gssr-1043	75	6	in	in	ADP
gssr-1043	75	7	representation	representation	NOUN
gssr-1043	75	8	instruction	instruction	NOUN
gssr-1043	75	9	.	.	PUNCT
gssr-1043	76	1	in	in	ADP
gssr-1043	76	2	contrast	contrast	NOUN
gssr-1043	76	3	,	,	PUNCT
gssr-1043	76	4	the	the	DET
gssr-1043	76	5	sigmoid	sigmoid	NOUN
gssr-1043	76	6	activation	activation	NOUN
gssr-1043	76	7	function	function	NOUN
gssr-1043	76	8	will	will	AUX
gssr-1043	76	9	only	only	ADV
gssr-1043	76	10	yield	yield	VERB
gssr-1043	76	11	a	a	DET
gssr-1043	76	12	zero	zero	NUM
gssr-1043	76	13	output	output	NOUN
gssr-1043	76	14	,	,	PUNCT
gssr-1043	76	15	achieving	achieve	VERB
gssr-1043	76	16	a	a	DET
gssr-1043	76	17	value	value	NOUN
gssr-1043	76	18	closest	close	ADJ
gssr-1043	76	19	to	to	ADP
gssr-1043	76	20	zero	zero	NUM
gssr-1043	76	21	but	but	CCONJ
gssr-1043	76	22	not	not	PART
gssr-1043	76	23	a	a	DET
gssr-1043	76	24	real	real	ADJ
gssr-1043	76	25	zero	zero	NUM
gssr-1043	76	26	value	value	NOUN
gssr-1043	76	27	(	(	PUNCT
gssr-1043	76	28	goodfellow	goodfellow	PROPN
gssr-1043	76	29	et	et	PROPN
gssr-1043	76	30	al	al	PROPN
gssr-1043	76	31	.	.	PROPN
gssr-1043	76	32	,	,	PUNCT
gssr-1043	76	33	2016	2016	NUM
gssr-1043	76	34	)	)	PUNCT
gssr-1043	76	35	.	.	PUNCT
gssr-1043	77	1	furthermore	furthermore	ADV
gssr-1043	77	2	,	,	PUNCT
gssr-1043	77	3	the	the	DET
gssr-1043	77	4	execution	execution	NOUN
gssr-1043	77	5	of	of	ADP
gssr-1043	77	6	the	the	DET
gssr-1043	77	7	random	random	ADJ
gssr-1043	77	8	gradient	gradient	ADJ
gssr-1043	77	9	descent	descent	NOUN
gssr-1043	77	10	algorithms	algorithm	NOUN
gssr-1043	77	11	can	can	AUX
gssr-1043	77	12	greatly	greatly	ADV
gssr-1043	77	13	enhance	enhance	VERB
gssr-1043	77	14	the	the	DET
gssr-1043	77	15	efficiency	efficiency	NOUN
gssr-1043	77	16	of	of	ADP
gssr-1043	77	17	training	train	VERB
gssr-1043	77	18	dynamic	dynamic	ADJ
gssr-1043	77	19	circuits	circuit	NOUN
gssr-1043	77	20	,	,	PUNCT
gssr-1043	77	21	particularly	particularly	ADV
gssr-1043	77	22	when	when	SCONJ
gssr-1043	77	23	dealing	deal	VERB
gssr-1043	77	24	with	with	ADP
gssr-1043	77	25	extensive	extensive	ADJ
gssr-1043	77	26	datasets	dataset	NOUN
gssr-1043	77	27	.	.	PUNCT
gssr-1043	78	1	this	this	DET
gssr-1043	78	2	method	method	NOUN
gssr-1043	78	3	achieves	achieve	VERB
gssr-1043	78	4	efficiency	efficiency	NOUN
gssr-1043	78	5	by	by	ADP
gssr-1043	78	6	randomly	randomly	ADV
gssr-1043	78	7	selecting	select	VERB
gssr-1043	78	8	a	a	DET
gssr-1043	78	9	minor	minor	ADJ
gssr-1043	78	10	portion	portion	NOUN
gssr-1043	78	11	,	,	PUNCT
gssr-1043	78	12	known	know	VERB
gssr-1043	78	13	as	as	ADP
gssr-1043	78	14	a	a	DET
gssr-1043	78	15	mini	mini	NOUN
gssr-1043	78	16	-	-	NOUN
gssr-1043	78	17	batch	batch	NOUN
gssr-1043	78	18	,	,	PUNCT
gssr-1043	78	19	taken	take	VERB
gssr-1043	78	20	from	from	ADP
gssr-1043	78	21	the	the	DET
gssr-1043	78	22	learning	learning	NOUN
gssr-1043	78	23	sample	sample	NOUN
gssr-1043	78	24	.	.	PUNCT
gssr-1043	79	1	it	it	PRON
gssr-1043	79	2	continues	continue	VERB
gssr-1043	79	3	till	till	SCONJ
gssr-1043	79	4	the	the	DET
gssr-1043	79	5	learning	learning	NOUN
gssr-1043	79	6	ends	end	VERB
gssr-1043	79	7	,	,	PUNCT
gssr-1043	79	8	reaching	reach	VERB
gssr-1043	79	9	convergence	convergence	NOUN
gssr-1043	79	10	.	.	PUNCT
gssr-1043	80	1	various	various	ADJ
gssr-1043	80	2	enhancements	enhancement	NOUN
gssr-1043	80	3	have	have	AUX
gssr-1043	80	4	been	be	AUX
gssr-1043	80	5	made	make	VERB
gssr-1043	80	6	to	to	ADP
gssr-1043	80	7	the	the	DET
gssr-1043	80	8	stochastic	stochastic	ADJ
gssr-1043	80	9	gradient	gradient	ADJ
gssr-1043	80	10	descent	descent	NOUN
gssr-1043	80	11	approach	approach	NOUN
gssr-1043	80	12	,	,	PUNCT
gssr-1043	80	13	including	include	VERB
gssr-1043	80	14	the	the	DET
gssr-1043	80	15	highly	highly	ADV
gssr-1043	80	16	employed	employ	VERB
gssr-1043	80	17	adam	adam	PROPN
gssr-1043	80	18	algorithm	algorithm	PROPN
gssr-1043	80	19	(	(	PUNCT
gssr-1043	80	20	kingma	kingma	PROPN
gssr-1043	80	21	&	&	CCONJ
gssr-1043	80	22	ba	ba	PROPN
gssr-1043	80	23	,	,	PUNCT
gssr-1043	80	24	2014	2014	NUM
gssr-1043	80	25	)	)	PUNCT
gssr-1043	80	26	,	,	PUNCT
gssr-1043	80	27	which	which	PRON
gssr-1043	80	28	has	have	AUX
gssr-1043	80	29	become	become	VERB
gssr-1043	80	30	prominent	prominent	ADJ
gssr-1043	80	31	in	in	ADP
gssr-1043	80	32	the	the	DET
gssr-1043	80	33	field	field	NOUN
gssr-1043	80	34	of	of	ADP
gssr-1043	80	35	dl	dl	PROPN
gssr-1043	80	36	.	.	PROPN
gssr-1043	80	37	in	in	ADP
gssr-1043	80	38	addition	addition	NOUN
gssr-1043	80	39	,	,	PUNCT
gssr-1043	80	40	the	the	DET
gssr-1043	80	41	efficiency	efficiency	NOUN
gssr-1043	80	42	and	and	CCONJ
gssr-1043	80	43	effectiveness	effectiveness	NOUN
gssr-1043	80	44	of	of	ADP
gssr-1043	80	45	network	network	NOUN
gssr-1043	80	46	training	training	NOUN
gssr-1043	80	47	have	have	AUX
gssr-1043	80	48	been	be	AUX
gssr-1043	80	49	enhanced	enhance	VERB
gssr-1043	80	50	via	via	ADP
gssr-1043	80	51	various	various	ADJ
gssr-1043	80	52	approaches	approach	NOUN
gssr-1043	80	53	,	,	PUNCT
gssr-1043	80	54	including	include	VERB
gssr-1043	80	55	novel	novel	NOUN
gssr-1043	80	56	structures	structure	NOUN
gssr-1043	80	57	,	,	PUNCT
gssr-1043	80	58	unattended	unattended	ADJ
gssr-1043	80	59	pre	pre	NOUN
gssr-1043	80	60	-	-	NOUN
gssr-1043	80	61	training	training	NOUN
gssr-1043	80	62	,	,	PUNCT
gssr-1043	80	63	load	load	NOUN
gssr-1043	80	64	exchange	exchange	NOUN
gssr-1043	80	65	,	,	PUNCT
gssr-1043	80	66	reduced	reduced	ADJ
gssr-1043	80	67	models	model	NOUN
gssr-1043	80	68	and	and	CCONJ
gssr-1043	80	69	distilling	distilling	NOUN
gssr-1043	80	70	,	,	PUNCT
gssr-1043	80	71	and	and	CCONJ
gssr-1043	80	72	means	mean	NOUN
gssr-1043	80	73	of	of	ADP
gssr-1043	80	74	regularization	regularization	NOUN
gssr-1043	80	75	(	(	PUNCT
gssr-1043	80	76	e.g.	e.g.	ADV
gssr-1043	80	77	,	,	PUNCT
gssr-1043	80	78	dropout	dropout	NOUN
gssr-1043	80	79	)	)	PUNCT
gssr-1043	80	80	(	(	PUNCT
gssr-1043	80	81	shen	shen	NOUN
gssr-1043	80	82	,	,	PUNCT
gssr-1043	80	83	2018	2018	NUM
gssr-1043	80	84	)	)	PUNCT
gssr-1043	80	85	.	.	PUNCT
gssr-1043	81	1	the	the	DET
gssr-1043	81	2	effectiveness	effectiveness	NOUN
gssr-1043	81	3	of	of	ADP
gssr-1043	81	4	dl	dl	PROPN
gssr-1043	81	5	is	be	AUX
gssr-1043	81	6	ultimately	ultimately	ADV
gssr-1043	81	7	dependent	dependent	ADJ
gssr-1043	81	8	on	on	ADP
gssr-1043	81	9	the	the	DET
gssr-1043	81	10	progress	progress	NOUN
gssr-1043	81	11	made	make	VERB
gssr-1043	81	12	in	in	ADP
gssr-1043	81	13	machine	machine	NOUN
gssr-1043	81	14	speeds	speed	NOUN
gssr-1043	81	15	,	,	PUNCT
gssr-1043	81	16	specifically	specifically	ADV
gssr-1043	81	17	graphics	graphics	NOUN
gssr-1043	81	18	processing	processing	NOUN
gssr-1043	81	19	units	unit	NOUN
gssr-1043	81	20	(	(	PUNCT
gssr-1043	81	21	gpus	gpus	PROPN
gssr-1043	81	22	)	)	PUNCT
gssr-1043	81	23	,	,	PUNCT
gssr-1043	81	24	as	as	ADV
gssr-1043	81	25	well	well	ADV
gssr-1043	81	26	as	as	ADP
gssr-1043	81	27	the	the	DET
gssr-1043	81	28	accessibility	accessibility	NOUN
gssr-1043	81	29	of	of	ADP
gssr-1043	81	30	extensive	extensive	ADJ
gssr-1043	81	31	datasets	dataset	NOUN
gssr-1043	81	32	.	.	PUNCT
gssr-1043	82	1	data	datum	NOUN
gssr-1043	82	2	parallelization	parallelization	NOUN
gssr-1043	82	3	is	be	AUX
gssr-1043	82	4	a	a	DET
gssr-1043	82	5	frequently	frequently	ADV
gssr-1043	82	6	employed	employ	VERB
gssr-1043	82	7	approach	approach	NOUN
gssr-1043	82	8	on	on	ADP
gssr-1043	82	9	gpus	gpus	PROPN
gssr-1043	82	10	to	to	PART
gssr-1043	82	11	speed	speed	VERB
gssr-1043	82	12	up	up	ADP
gssr-1043	82	13	the	the	DET
gssr-1043	82	14	training	training	NOUN
gssr-1043	82	15	of	of	ADP
gssr-1043	82	16	dl	dl	PROPN
gssr-1043	82	17	models	model	NOUN
gssr-1043	82	18	,	,	PUNCT
gssr-1043	82	19	particularly	particularly	ADV
gssr-1043	82	20	when	when	SCONJ
gssr-1043	82	21	using	use	VERB
gssr-1043	82	22	mini	mini	NOUN
gssr-1043	82	23	-	-	NOUN
gssr-1043	82	24	batch	batch	ADJ
gssr-1043	82	25	global	global	ADJ
gssr-1043	82	26	sustainability	sustainability	NOUN
gssr-1043	82	27	research	research	NOUN
gssr-1043	82	28	global	global	ADJ
gssr-1043	82	29	scientific	scientific	ADJ
gssr-1043	82	30	research	research	NOUN
gssr-1043	82	31	53	53	NUM
gssr-1043	82	32	training	training	NOUN
gssr-1043	82	33	.	.	PUNCT
gssr-1043	83	1	the	the	DET
gssr-1043	83	2	technique	technique	NOUN
gssr-1043	83	3	involves	involve	VERB
gssr-1043	83	4	storing	store	VERB
gssr-1043	83	5	a	a	DET
gssr-1043	83	6	duplicate	duplicate	NOUN
gssr-1043	83	7	of	of	ADP
gssr-1043	83	8	the	the	DET
gssr-1043	83	9	network	network	NOUN
gssr-1043	83	10	and	and	CCONJ
gssr-1043	83	11	training	train	VERB
gssr-1043	83	12	it	it	PRON
gssr-1043	83	13	on	on	ADP
gssr-1043	83	14	a	a	DET
gssr-1043	83	15	separate	separate	ADJ
gssr-1043	83	16	set	set	NOUN
gssr-1043	83	17	of	of	ADP
gssr-1043	83	18	information	information	NOUN
gssr-1043	83	19	on	on	ADP
gssr-1043	83	20	every	every	DET
gssr-1043	83	21	gpu	gpu	PROPN
gssr-1043	83	22	.	.	PUNCT
gssr-1043	84	1	the	the	DET
gssr-1043	84	2	calculated	calculate	VERB
gssr-1043	84	3	slopes	slope	NOUN
gssr-1043	84	4	and	and	CCONJ
gssr-1043	84	5	costs	cost	NOUN
gssr-1043	84	6	are	be	AUX
gssr-1043	84	7	then	then	ADV
gssr-1043	84	8	transmitted	transmit	VERB
gssr-1043	84	9	to	to	ADP
gssr-1043	84	10	the	the	DET
gssr-1043	84	11	same	same	ADJ
gssr-1043	84	12	systems	system	NOUN
gssr-1043	84	13	(	(	PUNCT
gssr-1043	84	14	such	such	ADJ
gssr-1043	84	15	as	as	ADP
gssr-1043	84	16	the	the	DET
gssr-1043	84	17	cpu	cpu	NOUN
gssr-1043	84	18	)	)	PUNCT
gssr-1043	84	19	for	for	ADP
gssr-1043	84	20	consolidations	consolidation	NOUN
gssr-1043	84	21	.	.	PUNCT
gssr-1043	85	1	after	after	ADP
gssr-1043	85	2	aggregation	aggregation	NOUN
gssr-1043	85	3	,	,	PUNCT
gssr-1043	85	4	the	the	DET
gssr-1043	85	5	updated	update	VERB
gssr-1043	85	6	parameters	parameter	NOUN
gssr-1043	85	7	are	be	AUX
gssr-1043	85	8	sent	send	VERB
gssr-1043	85	9	back	back	ADV
gssr-1043	85	10	to	to	ADP
gssr-1043	85	11	the	the	DET
gssr-1043	85	12	gpus	gpu	NOUN
gssr-1043	85	13	for	for	ADP
gssr-1043	85	14	further	further	ADJ
gssr-1043	85	15	updates	update	NOUN
gssr-1043	85	16	.	.	PUNCT
gssr-1043	86	1	it	it	PRON
gssr-1043	86	2	can	can	AUX
gssr-1043	86	3	significantly	significantly	ADV
gssr-1043	86	4	promote	promote	VERB
gssr-1043	86	5	the	the	DET
gssr-1043	86	6	creation	creation	NOUN
gssr-1043	86	7	of	of	ADP
gssr-1043	86	8	neural	neural	ADJ
gssr-1043	86	9	networks	network	NOUN
gssr-1043	86	10	for	for	ADP
gssr-1043	86	11	extensive	extensive	ADJ
gssr-1043	86	12	databases	database	NOUN
gssr-1043	86	13	and	and	CCONJ
gssr-1043	86	14	enhance	enhance	VERB
gssr-1043	86	15	the	the	DET
gssr-1043	86	16	ability	ability	NOUN
gssr-1043	86	17	of	of	ADP
gssr-1043	86	18	learning	learn	VERB
gssr-1043	86	19	.	.	PUNCT
gssr-1043	87	1	the	the	DET
gssr-1043	87	2	frameworks	framework	NOUN
gssr-1043	87	3	of	of	ADP
gssr-1043	87	4	various	various	ADJ
gssr-1043	87	5	widely	widely	ADV
gssr-1043	87	6	used	use	VERB
gssr-1043	87	7	dl	dl	PROPN
gssr-1043	87	8	algorithms	algorithm	NOUN
gssr-1043	87	9	,	,	PUNCT
gssr-1043	87	10	such	such	ADJ
gssr-1043	87	11	as	as	ADP
gssr-1043	87	12	autoencoders	autoencoder	NOUN
gssr-1043	87	13	,	,	PUNCT
gssr-1043	87	14	lstms	lstms	ADJ
gssr-1043	87	15	,	,	PUNCT
gssr-1043	87	16	cnns	cnns	PROPN
gssr-1043	87	17	,	,	PUNCT
gssr-1043	87	18	drl	drl	PROPN
gssr-1043	87	19	,	,	PUNCT
gssr-1043	87	20	and	and	CCONJ
gssr-1043	87	21	gnns	gnn	NOUN
gssr-1043	87	22	,	,	PUNCT
gssr-1043	87	23	together	together	ADV
gssr-1043	87	24	with	with	ADP
gssr-1043	87	25	their	their	PRON
gssr-1043	87	26	main	main	ADJ
gssr-1043	87	27	characteristics	characteristic	NOUN
gssr-1043	87	28	,	,	PUNCT
gssr-1043	87	29	are	be	AUX
gssr-1043	87	30	depicted	depict	VERB
gssr-1043	87	31	in	in	ADP
gssr-1043	87	32	figure	figure	NOUN
gssr-1043	87	33	4	4	NUM
gssr-1043	87	34	,	,	PUNCT
gssr-1043	87	35	beside	beside	ADP
gssr-1043	87	36	the	the	DET
gssr-1043	87	37	traditional	traditional	ADJ
gssr-1043	87	38	multi	multi	ADJ
gssr-1043	87	39	-	-	ADJ
gssr-1043	87	40	layer	layer	ADJ
gssr-1043	87	41	perceptron	perceptron	PROPN
gssr-1043	87	42	ann	ann	PROPN
gssr-1043	87	43	.	.	PROPN
gssr-1043	87	44	figure	figure	NOUN
gssr-1043	87	45	4	4	NUM
gssr-1043	87	46	.	.	PUNCT
gssr-1043	88	1	multi	multi	ADJ
gssr-1043	88	2	-	-	ADJ
gssr-1043	88	3	layer	layer	ADJ
gssr-1043	88	4	perceived	perceive	VERB
gssr-1043	88	5	neural	neural	ADJ
gssr-1043	88	6	systems	system	NOUN
gssr-1043	88	7	and	and	CCONJ
gssr-1043	88	8	current	current	ADJ
gssr-1043	88	9	dl	dl	PROPN
gssr-1043	88	10	algorithms	algorithm	NOUN
gssr-1043	88	11	.	.	PUNCT
gssr-1043	89	1	(	(	PUNCT
gssr-1043	89	2	a	a	X
gssr-1043	89	3	)	)	PUNCT
gssr-1043	89	4	a	a	DET
gssr-1043	89	5	fully	fully	ADV
gssr-1043	89	6	connected	connect	VERB
gssr-1043	89	7	three	three	NUM
gssr-1043	89	8	-	-	PUNCT
gssr-1043	89	9	layer	layer	NOUN
gssr-1043	89	10	neural	neural	ADJ
gssr-1043	89	11	network	network	NOUN
gssr-1043	89	12	employs	employ	VERB
gssr-1043	89	13	non	non	ADJ
gssr-1043	89	14	-	-	ADJ
gssr-1043	89	15	linear	linear	ADJ
gssr-1043	89	16	activation	activation	NOUN
gssr-1043	89	17	functions	function	NOUN
gssr-1043	89	18	like	like	ADP
gssr-1043	89	19	the	the	DET
gssr-1043	89	20	sigmoid	sigmoid	NOUN
gssr-1043	89	21	.	.	PUNCT
gssr-1043	90	1	(	(	PUNCT
gssr-1043	90	2	b	b	X
gssr-1043	90	3	)	)	PUNCT
gssr-1043	90	4	autoencoders	autoencoder	NOUN
gssr-1043	90	5	usually	usually	ADV
gssr-1043	90	6	consist	consist	VERB
gssr-1043	90	7	of	of	ADP
gssr-1043	90	8	two	two	NUM
gssr-1043	90	9	identical	identical	ADJ
gssr-1043	90	10	aspects	aspect	NOUN
gssr-1043	90	11	:	:	PUNCT
gssr-1043	90	12	an	an	DET
gssr-1043	90	13	encoder	encoder	NOUN
gssr-1043	90	14	and	and	CCONJ
gssr-1043	90	15	a	a	DET
gssr-1043	90	16	decoder	decoder	NOUN
gssr-1043	90	17	,	,	PUNCT
gssr-1043	90	18	which	which	PRON
gssr-1043	90	19	are	be	AUX
gssr-1043	90	20	taught	teach	VERB
gssr-1043	90	21	to	to	PART
gssr-1043	90	22	recreate	recreate	VERB
gssr-1043	90	23	information	information	NOUN
gssr-1043	90	24	by	by	ADP
gssr-1043	90	25	transiting	transit	VERB
gssr-1043	90	26	a	a	DET
gssr-1043	90	27	congestion	congestion	NOUN
gssr-1043	90	28	level	level	NOUN
gssr-1043	90	29	;	;	PUNCT
gssr-1043	90	30	hence	hence	ADV
gssr-1043	90	31	,	,	PUNCT
gssr-1043	90	32	deploying	deploy	VERB
gssr-1043	90	33	an	an	DET
gssr-1043	90	34	informal	informal	ADJ
gssr-1043	90	35	learning	learning	NOUN
gssr-1043	90	36	strategy	strategy	NOUN
gssr-1043	90	37	.	.	PUNCT
gssr-1043	91	1	(	(	PUNCT
gssr-1043	91	2	c	c	X
gssr-1043	91	3	)	)	PUNCT
gssr-1043	91	4	lstm	lstm	NOUN
gssr-1043	91	5	cells	cell	NOUN
gssr-1043	91	6	,	,	PUNCT
gssr-1043	91	7	comprising	comprise	VERB
gssr-1043	91	8	a	a	DET
gssr-1043	91	9	forget	forget	NOUN
gssr-1043	91	10	gate	gate	NOUN
gssr-1043	91	11	,	,	PUNCT
gssr-1043	91	12	input	input	NOUN
gssr-1043	91	13	gate	gate	NOUN
gssr-1043	91	14	,	,	PUNCT
gssr-1043	91	15	and	and	CCONJ
gssr-1043	91	16	output	output	NOUN
gssr-1043	91	17	gate	gate	NOUN
gssr-1043	91	18	,	,	PUNCT
gssr-1043	91	19	act	act	VERB
gssr-1043	91	20	as	as	ADP
gssr-1043	91	21	the	the	DET
gssr-1043	91	22	basic	basic	ADJ
gssr-1043	91	23	parts	part	NOUN
gssr-1043	91	24	of	of	ADP
gssr-1043	91	25	lstm	lstm	NOUN
gssr-1043	91	26	networks	network	NOUN
gssr-1043	91	27	,	,	PUNCT
gssr-1043	91	28	allowing	allow	VERB
gssr-1043	91	29	the	the	DET
gssr-1043	91	30	formation	formation	NOUN
gssr-1043	91	31	of	of	ADP
gssr-1043	91	32	dependency	dependency	NOUN
gssr-1043	91	33	chains	chain	NOUN
gssr-1043	91	34	in	in	ADP
gssr-1043	91	35	time	time	NOUN
gssr-1043	91	36	series	series	PROPN
gssr-1043	91	37	data	data	PROPN
gssr-1043	91	38	.	.	PUNCT
gssr-1043	92	1	(	(	PUNCT
gssr-1043	92	2	d	d	X
gssr-1043	92	3	)	)	PUNCT
gssr-1043	92	4	cnns	cnn	NOUN
gssr-1043	92	5	combine	combine	VERB
gssr-1043	92	6	pools	pool	NOUN
gssr-1043	92	7	and	and	CCONJ
gssr-1043	92	8	convolution	convolution	NOUN
gssr-1043	92	9	to	to	PART
gssr-1043	92	10	create	create	VERB
gssr-1043	92	11	higher	high	ADJ
gssr-1043	92	12	-	-	PUNCT
gssr-1043	92	13	order	order	NOUN
gssr-1043	92	14	traits	trait	NOUN
gssr-1043	92	15	from	from	ADP
gssr-1043	92	16	input	input	NOUN
gssr-1043	92	17	images	image	NOUN
gssr-1043	92	18	.	.	PUNCT
gssr-1043	93	1	(	(	PUNCT
gssr-1043	93	2	e	e	NOUN
gssr-1043	93	3	)	)	PUNCT
gssr-1043	93	4	deep	deep	ADJ
gssr-1043	93	5	reinforcement	reinforcement	NOUN
gssr-1043	93	6	learning	learning	NOUN
gssr-1043	93	7	(	(	PUNCT
gssr-1043	93	8	drl	drl	PROPN
gssr-1043	93	9	)	)	PUNCT
gssr-1043	93	10	blends	blend	VERB
gssr-1043	93	11	reward	reward	NOUN
gssr-1043	93	12	instruction	instruction	NOUN
gssr-1043	93	13	with	with	ADP
gssr-1043	93	14	deep	deep	ADJ
gssr-1043	93	15	computing	computing	NOUN
gssr-1043	93	16	to	to	PART
gssr-1043	93	17	educate	educate	VERB
gssr-1043	93	18	an	an	DET
gssr-1043	93	19	agent	agent	NOUN
gssr-1043	93	20	for	for	ADP
gssr-1043	93	21	the	the	DET
gssr-1043	93	22	best	good	ADJ
gssr-1043	93	23	return	return	NOUN
gssr-1043	93	24	via	via	ADP
gssr-1043	93	25	environmental	environmental	ADJ
gssr-1043	93	26	interactions	interaction	NOUN
gssr-1043	93	27	.	.	PUNCT
gssr-1043	94	1	(	(	PUNCT
gssr-1043	94	2	f	f	X
gssr-1043	94	3	)	)	PUNCT
gssr-1043	94	4	gnns	gnns	NOUN
gssr-1043	94	5	for	for	ADP
gssr-1043	94	6	graph	graph	NOUN
gssr-1043	94	7	-	-	PUNCT
gssr-1043	94	8	structured	structure	VERB
gssr-1043	94	9	data	datum	NOUN
gssr-1043	94	10	to	to	PART
gssr-1043	94	11	illustrate	illustrate	VERB
gssr-1043	94	12	various	various	ADJ
gssr-1043	94	13	interactions	interaction	NOUN
gssr-1043	94	14	involving	involve	VERB
gssr-1043	94	15	communication	communication	NOUN
gssr-1043	94	16	across	across	ADP
gssr-1043	94	17	graph	graph	NOUN
gssr-1043	94	18	nodes	node	NOUN
gssr-1043	94	19	(	(	PUNCT
gssr-1043	94	20	fu	fu	NOUN
gssr-1043	94	21	et	et	PROPN
gssr-1043	94	22	al	al	PROPN
gssr-1043	94	23	.	.	PROPN
gssr-1043	94	24	,	,	PUNCT
gssr-1043	94	25	2022	2022	NUM
gssr-1043	94	26	)	)	PUNCT
gssr-1043	94	27	.	.	PUNCT
gssr-1043	95	1	global	global	ADJ
gssr-1043	95	2	sustainability	sustainability	NOUN
gssr-1043	95	3	research	research	NOUN
gssr-1043	95	4	global	global	ADJ
gssr-1043	95	5	scientific	scientific	ADJ
gssr-1043	95	6	research	research	NOUN
gssr-1043	95	7	54	54	NUM
gssr-1043	95	8	deep	deep	ADJ
gssr-1043	95	9	learning	learning	NOUN
gssr-1043	95	10	in	in	ADP
gssr-1043	95	11	water	water	NOUN
gssr-1043	95	12	management	management	NOUN
gssr-1043	95	13	demand	demand	NOUN
gssr-1043	95	14	forecasting	forecasting	NOUN
gssr-1043	95	15	time	time	NOUN
gssr-1043	95	16	series	series	PROPN
gssr-1043	95	17	analysis	analysis	NOUN
gssr-1043	95	18	often	often	ADV
gssr-1043	95	19	uses	use	VERB
gssr-1043	95	20	controlled	control	VERB
gssr-1043	95	21	learning	learning	NOUN
gssr-1043	95	22	to	to	PART
gssr-1043	95	23	project	project	VERB
gssr-1043	95	24	demand	demand	NOUN
gssr-1043	95	25	.	.	PUNCT
gssr-1043	96	1	thus	thus	ADV
gssr-1043	96	2	,	,	PUNCT
gssr-1043	96	3	lstm	lstm	ADJ
gssr-1043	96	4	algorithms	algorithm	NOUN
gssr-1043	96	5	are	be	AUX
gssr-1043	96	6	typically	typically	ADV
gssr-1043	96	7	used	use	VERB
gssr-1043	96	8	to	to	PART
gssr-1043	96	9	capture	capture	VERB
gssr-1043	96	10	temporal	temporal	ADJ
gssr-1043	96	11	patterns	pattern	NOUN
gssr-1043	96	12	in	in	ADP
gssr-1043	96	13	historical	historical	ADJ
gssr-1043	96	14	data	datum	NOUN
gssr-1043	96	15	.	.	PUNCT
gssr-1043	97	1	by	by	ADP
gssr-1043	97	2	extracting	extract	VERB
gssr-1043	97	3	traits	trait	NOUN
gssr-1043	97	4	from	from	ADP
gssr-1043	97	5	previous	previous	ADJ
gssr-1043	97	6	time	time	NOUN
gssr-1043	97	7	-	-	PUNCT
gssr-1043	97	8	step	step	NOUN
gssr-1043	97	9	needs	need	NOUN
gssr-1043	97	10	,	,	PUNCT
gssr-1043	97	11	they	they	PRON
gssr-1043	97	12	may	may	AUX
gssr-1043	97	13	predict	predict	VERB
gssr-1043	97	14	hourly	hourly	ADJ
gssr-1043	97	15	or	or	CCONJ
gssr-1043	97	16	sub	sub	ADJ
gssr-1043	97	17	-	-	ADJ
gssr-1043	97	18	hourly	hourly	ADJ
gssr-1043	97	19	wishes	wish	NOUN
gssr-1043	97	20	without	without	ADP
gssr-1043	97	21	considering	consider	VERB
gssr-1043	97	22	weather	weather	NOUN
gssr-1043	97	23	or	or	CCONJ
gssr-1043	97	24	demographics	demographic	NOUN
gssr-1043	97	25	.	.	PUNCT
gssr-1043	98	1	a	a	DET
gssr-1043	98	2	gru	gru	NOUN
gssr-1043	98	3	-	-	PUNCT
gssr-1043	98	4	based	base	VERB
gssr-1043	98	5	recurrent	recurrent	ADJ
gssr-1043	98	6	neural	neural	ADJ
gssr-1043	98	7	network	network	NOUN
gssr-1043	98	8	(	(	PUNCT
gssr-1043	98	9	rnn	rnn	PROPN
gssr-1043	98	10	)	)	PUNCT
gssr-1043	98	11	outperformed	outperform	VERB
gssr-1043	98	12	typical	typical	ADJ
gssr-1043	98	13	ml	ml	NOUN
gssr-1043	98	14	models	model	NOUN
gssr-1043	98	15	in	in	ADP
gssr-1043	98	16	accurately	accurately	ADV
gssr-1043	98	17	and	and	CCONJ
gssr-1043	98	18	reliably	reliably	ADV
gssr-1043	98	19	predicting	predict	VERB
gssr-1043	98	20	water	water	NOUN
gssr-1043	98	21	demand	demand	NOUN
gssr-1043	98	22	for	for	ADP
gssr-1043	98	23	15	15	NUM
gssr-1043	98	24	minutes	minute	NOUN
gssr-1043	98	25	and	and	CCONJ
gssr-1043	98	26	24	24	NUM
gssr-1043	98	27	hours	hour	NOUN
gssr-1043	98	28	,	,	PUNCT
gssr-1043	98	29	according	accord	VERB
gssr-1043	98	30	to	to	ADP
gssr-1043	98	31	guo	guo	PROPN
gssr-1043	98	32	et	et	PROPN
gssr-1043	98	33	al	al	PROPN
gssr-1043	98	34	.	.	PROPN
gssr-1043	99	1	(	(	PUNCT
gssr-1043	99	2	2018	2018	NUM
gssr-1043	99	3	)	)	PUNCT
gssr-1043	99	4	.	.	PUNCT
gssr-1043	100	1	mu	mu	PROPN
gssr-1043	100	2	et	et	PROPN
gssr-1043	100	3	al	al	PROPN
gssr-1043	100	4	.	.	PROPN
gssr-1043	100	5	(	(	PUNCT
gssr-1043	100	6	2020	2020	NUM
gssr-1043	100	7	)	)	PUNCT
gssr-1043	100	8	showed	show	VERB
gssr-1043	100	9	that	that	SCONJ
gssr-1043	100	10	lstm	lstm	NOUN
gssr-1043	100	11	models	model	NOUN
gssr-1043	100	12	can	can	AUX
gssr-1043	100	13	reliably	reliably	ADV
gssr-1043	100	14	anticipate	anticipate	VERB
gssr-1043	100	15	demand	demand	NOUN
gssr-1043	100	16	at	at	ADP
gssr-1043	100	17	15	15	NUM
gssr-1043	100	18	-	-	PUNCT
gssr-1043	100	19	minute	minute	NOUN
gssr-1043	100	20	and	and	CCONJ
gssr-1043	100	21	1	1	NUM
gssr-1043	100	22	-	-	PUNCT
gssr-1043	100	23	hour	hour	NOUN
gssr-1043	100	24	spatial	spatial	ADJ
gssr-1043	100	25	precision	precision	NOUN
gssr-1043	100	26	.	.	PUNCT
gssr-1043	101	1	these	these	DET
gssr-1043	101	2	models	model	NOUN
gssr-1043	101	3	were	be	AUX
gssr-1043	101	4	compared	compare	VERB
gssr-1043	101	5	to	to	ADP
gssr-1043	101	6	arima	arima	PROPN
gssr-1043	101	7	,	,	PUNCT
gssr-1043	101	8	svm	svm	PROPN
gssr-1043	101	9	,	,	PUNCT
gssr-1043	101	10	and	and	CCONJ
gssr-1043	101	11	random	random	ADJ
gssr-1043	101	12	forest	forest	NOUN
gssr-1043	101	13	models	model	NOUN
gssr-1043	101	14	for	for	ADP
gssr-1043	101	15	their	their	PRON
gssr-1043	101	16	ability	ability	NOUN
gssr-1043	101	17	to	to	PART
gssr-1043	101	18	handle	handle	VERB
gssr-1043	101	19	abrupt	abrupt	ADJ
gssr-1043	101	20	demand	demand	NOUN
gssr-1043	101	21	increases	increase	NOUN
gssr-1043	101	22	.	.	PUNCT
gssr-1043	102	1	to	to	PART
gssr-1043	102	2	predict	predict	VERB
gssr-1043	102	3	the	the	DET
gssr-1043	102	4	normal	normal	ADJ
gssr-1043	102	5	water	water	NOUN
gssr-1043	102	6	consumption	consumption	NOUN
gssr-1043	102	7	behavior	behavior	NOUN
gssr-1043	102	8	at	at	ADP
gssr-1043	102	9	a	a	DET
gssr-1043	102	10	1	1	NUM
gssr-1043	102	11	-	-	PUNCT
gssr-1043	102	12	hour	hour	NOUN
gssr-1043	102	13	interval	interval	NOUN
gssr-1043	102	14	in	in	ADP
gssr-1043	102	15	a	a	DET
gssr-1043	102	16	virtual	virtual	ADJ
gssr-1043	102	17	classroom	classroom	NOUN
gssr-1043	102	18	,	,	PUNCT
gssr-1043	102	19	lstms	lstms	NOUN
gssr-1043	102	20	need	need	VERB
gssr-1043	102	21	several	several	ADJ
gssr-1043	102	22	initial	initial	ADJ
gssr-1043	102	23	training	training	NOUN
gssr-1043	102	24	days	day	NOUN
gssr-1043	102	25	.	.	PUNCT
gssr-1043	103	1	based	base	VERB
gssr-1043	103	2	on	on	ADP
gssr-1043	103	3	past	past	ADJ
gssr-1043	103	4	data	datum	NOUN
gssr-1043	103	5	for	for	ADP
gssr-1043	103	6	the	the	DET
gssr-1043	103	7	following	following	ADJ
gssr-1043	103	8	day	day	NOUN
gssr-1043	103	9	,	,	PUNCT
gssr-1043	103	10	these	these	PRON
gssr-1043	103	11	might	might	AUX
gssr-1043	103	12	estimate	estimate	VERB
gssr-1043	103	13	demand	demand	NOUN
gssr-1043	103	14	for	for	ADP
gssr-1043	103	15	pump	pump	NOUN
gssr-1043	103	16	operations	operation	NOUN
gssr-1043	103	17	(	(	PUNCT
gssr-1043	103	18	kühnert	kühnert	PROPN
gssr-1043	103	19	et	et	PROPN
gssr-1043	103	20	al	al	PROPN
gssr-1043	103	21	.	.	PROPN
gssr-1043	103	22	,	,	PUNCT
gssr-1043	103	23	2021	2021	NUM
gssr-1043	103	24	)	)	PUNCT
gssr-1043	103	25	.	.	PUNCT
gssr-1043	104	1	as	as	SCONJ
gssr-1043	104	2	smart	smart	ADJ
gssr-1043	104	3	water	water	NOUN
gssr-1043	104	4	meters	meter	NOUN
gssr-1043	104	5	become	become	VERB
gssr-1043	104	6	increasingly	increasingly	ADV
gssr-1043	104	7	popular	popular	ADJ
gssr-1043	104	8	,	,	PUNCT
gssr-1043	104	9	lstms	lstms	NOUN
gssr-1043	104	10	can	can	AUX
gssr-1043	104	11	effectively	effectively	ADV
gssr-1043	104	12	anticipate	anticipate	VERB
gssr-1043	104	13	water	water	NOUN
gssr-1043	104	14	usage	usage	NOUN
gssr-1043	104	15	using	use	VERB
gssr-1043	104	16	consumption	consumption	NOUN
gssr-1043	104	17	data	datum	NOUN
gssr-1043	104	18	.	.	PUNCT
gssr-1043	105	1	this	this	PRON
gssr-1043	105	2	allows	allow	VERB
gssr-1043	105	3	water	water	NOUN
gssr-1043	105	4	utilities	utility	NOUN
gssr-1043	105	5	to	to	PART
gssr-1043	105	6	improve	improve	VERB
gssr-1043	105	7	resource	resource	NOUN
gssr-1043	105	8	allocation	allocation	NOUN
gssr-1043	105	9	and	and	CCONJ
gssr-1043	105	10	efficiency	efficiency	NOUN
gssr-1043	105	11	.	.	PUNCT
gssr-1043	106	1	figure	figure	NOUN
gssr-1043	106	2	5	5	NUM
gssr-1043	106	3	illustrates	illustrate	VERB
gssr-1043	106	4	a	a	DET
gssr-1043	106	5	smart	smart	ADJ
gssr-1043	106	6	water	water	NOUN
gssr-1043	106	7	supply	supply	NOUN
gssr-1043	106	8	in	in	ADP
gssr-1043	106	9	a	a	DET
gssr-1043	106	10	water	water	NOUN
gssr-1043	106	11	distribution	distribution	NOUN
gssr-1043	106	12	system	system	NOUN
gssr-1043	106	13	.	.	PUNCT
gssr-1043	107	1	figure	figure	NOUN
gssr-1043	107	2	5	5	NUM
gssr-1043	107	3	.	.	PUNCT
gssr-1043	108	1	smart	smart	ADJ
gssr-1043	108	2	water	water	NOUN
gssr-1043	108	3	supply	supply	NOUN
gssr-1043	108	4	in	in	ADP
gssr-1043	108	5	a	a	DET
gssr-1043	108	6	water	water	NOUN
gssr-1043	108	7	distribution	distribution	NOUN
gssr-1043	108	8	system	system	NOUN
gssr-1043	108	9	(	(	PUNCT
gssr-1043	108	10	wang	wang	PROPN
gssr-1043	108	11	et	et	PROPN
gssr-1043	108	12	al	al	PROPN
gssr-1043	108	13	.	.	PROPN
gssr-1043	108	14	,	,	PUNCT
gssr-1043	108	15	2024	2024	NUM
gssr-1043	108	16	)	)	PUNCT
gssr-1043	108	17	.	.	PUNCT
gssr-1043	109	1	nasser	nasser	PROPN
gssr-1043	109	2	et	et	PROPN
gssr-1043	109	3	al	al	PROPN
gssr-1043	109	4	.	.	PROPN
gssr-1043	110	1	(	(	PUNCT
gssr-1043	110	2	2020	2020	NUM
gssr-1043	110	3	)	)	PUNCT
gssr-1043	110	4	found	find	VERB
gssr-1043	110	5	that	that	SCONJ
gssr-1043	110	6	the	the	DET
gssr-1043	110	7	lstm	lstm	PROPN
gssr-1043	110	8	model	model	NOUN
gssr-1043	110	9	outperformed	outperform	VERB
gssr-1043	110	10	svms	svms	NOUN
gssr-1043	110	11	and	and	CCONJ
gssr-1043	110	12	random	random	ADJ
gssr-1043	110	13	forest	forest	NOUN
gssr-1043	110	14	models	model	NOUN
gssr-1043	110	15	using	use	VERB
gssr-1043	110	16	10minute	10minute	NUM
gssr-1043	110	17	smart	smart	ADJ
gssr-1043	110	18	meter	meter	NOUN
gssr-1043	110	19	data	datum	NOUN
gssr-1043	110	20	for	for	ADP
gssr-1043	110	21	2	2	NUM
gssr-1043	110	22	-	-	SYM
gssr-1043	110	23	20	20	NUM
gssr-1043	110	24	cairo	cairo	NOUN
gssr-1043	110	25	residences	residence	NOUN
gssr-1043	110	26	.	.	PUNCT
gssr-1043	111	1	the	the	DET
gssr-1043	111	2	lstm	lstm	PROPN
gssr-1043	111	3	model	model	NOUN
gssr-1043	111	4	failed	fail	VERB
gssr-1043	111	5	to	to	PART
gssr-1043	111	6	estimate	estimate	VERB
gssr-1043	111	7	peak	peak	NOUN
gssr-1043	111	8	demand	demand	NOUN
gssr-1043	111	9	.	.	PUNCT
gssr-1043	112	1	recent	recent	ADJ
gssr-1043	112	2	research	research	NOUN
gssr-1043	112	3	shows	show	VERB
gssr-1043	112	4	that	that	SCONJ
gssr-1043	112	5	hybrid	hybrid	NOUN
gssr-1043	112	6	dl	dl	PROPN
gssr-1043	112	7	models	model	NOUN
gssr-1043	112	8	accurately	accurately	ADV
gssr-1043	112	9	anticipate	anticipate	VERB
gssr-1043	112	10	daily	daily	ADJ
gssr-1043	112	11	water	water	NOUN
gssr-1043	112	12	demand	demand	NOUN
gssr-1043	112	13	when	when	SCONJ
gssr-1043	112	14	climatic	climatic	ADJ
gssr-1043	112	15	and	and	CCONJ
gssr-1043	112	16	sociological	sociological	ADJ
gssr-1043	112	17	parameters	parameter	NOUN
gssr-1043	112	18	are	be	AUX
gssr-1043	112	19	considered	consider	VERB
gssr-1043	112	20	.	.	PUNCT
gssr-1043	113	1	du	du	PROPN
gssr-1043	113	2	et	et	PROPN
gssr-1043	113	3	al	al	PROPN
gssr-1043	113	4	.	.	PROPN
gssr-1043	113	5	(	(	PUNCT
gssr-1043	113	6	2021	2021	NUM
gssr-1043	113	7	)	)	PUNCT
gssr-1043	113	8	forecast	forecast	NOUN
gssr-1043	113	9	daily	daily	ADJ
gssr-1043	113	10	water	water	NOUN
gssr-1043	113	11	intake	intake	NOUN
gssr-1043	113	12	using	use	VERB
gssr-1043	113	13	mixed	mixed	ADJ
gssr-1043	113	14	lstm	lstm	NOUN
gssr-1043	113	15	.	.	PUNCT
gssr-1043	114	1	the	the	DET
gssr-1043	114	2	model	model	NOUN
gssr-1043	114	3	prepares	prepare	VERB
gssr-1043	114	4	initial	initial	ADJ
gssr-1043	114	5	data	datum	NOUN
gssr-1043	114	6	with	with	ADP
gssr-1043	114	7	two	two	NUM
gssr-1043	114	8	lstms	lstms	ADJ
gssr-1043	114	9	,	,	PUNCT
gssr-1043	114	10	periodic	periodic	ADJ
gssr-1043	114	11	wavelet	wavelet	NOUN
gssr-1043	114	12	transforms	transform	VERB
gssr-1043	114	13	,	,	PUNCT
gssr-1043	114	14	and	and	CCONJ
gssr-1043	114	15	principal	principal	ADJ
gssr-1043	114	16	component	component	NOUN
gssr-1043	114	17	analysis	analysis	NOUN
gssr-1043	114	18	.	.	PUNCT
gssr-1043	115	1	one	one	NUM
gssr-1043	115	2	lstm	lstm	NOUN
gssr-1043	115	3	calculates	calculate	VERB
gssr-1043	115	4	the	the	DET
gssr-1043	115	5	initial	initial	ADJ
gssr-1043	115	6	pattern	pattern	NOUN
gssr-1043	115	7	using	use	VERB
gssr-1043	115	8	a	a	DET
gssr-1043	115	9	denoised	denoise	VERB
gssr-1043	115	10	demand	demand	NOUN
gssr-1043	115	11	series	series	NOUN
gssr-1043	115	12	,	,	PUNCT
gssr-1043	115	13	while	while	SCONJ
gssr-1043	115	14	another	another	PRON
gssr-1043	115	15	uses	use	VERB
gssr-1043	115	16	consumption	consumption	NOUN
gssr-1043	115	17	leftovers	leftover	NOUN
gssr-1043	115	18	to	to	PART
gssr-1043	115	19	predict	predict	VERB
gssr-1043	115	20	synthetic	synthetic	ADJ
gssr-1043	115	21	distortion	distortion	NOUN
gssr-1043	115	22	.	.	PUNCT
gssr-1043	116	1	the	the	DET
gssr-1043	116	2	main	main	ADJ
gssr-1043	116	3	climatic	climatic	ADJ
gssr-1043	116	4	and	and	CCONJ
gssr-1043	116	5	vacation	vacation	NOUN
gssr-1043	116	6	features	feature	NOUN
gssr-1043	116	7	stimulate	stimulate	VERB
gssr-1043	116	8	both	both	DET
gssr-1043	116	9	systems	system	NOUN
gssr-1043	116	10	.	.	PUNCT
gssr-1043	117	1	using	use	VERB
gssr-1043	117	2	cnn	cnn	PROPN
gssr-1043	117	3	,	,	PUNCT
gssr-1043	117	4	hu	hu	PROPN
gssr-1043	117	5	et	et	PROPN
gssr-1043	117	6	al	al	PROPN
gssr-1043	117	7	.	.	PROPN
gssr-1043	118	1	(	(	PUNCT
gssr-1043	118	2	2019	2019	NUM
gssr-1043	118	3	)	)	PUNCT
gssr-1043	118	4	extracted	extract	VERB
gssr-1043	118	5	characteristics	characteristic	NOUN
gssr-1043	118	6	from	from	ADP
gssr-1043	118	7	five	five	NUM
gssr-1043	118	8	days	day	NOUN
gssr-1043	118	9	of	of	ADP
gssr-1043	118	10	historical	historical	ADJ
gssr-1043	118	11	water	water	NOUN
gssr-1043	118	12	usage	usage	NOUN
gssr-1043	118	13	data	datum	NOUN
gssr-1043	118	14	and	and	CCONJ
gssr-1043	118	15	daily	daily	ADJ
gssr-1043	118	16	maximum	maximum	ADJ
gssr-1043	118	17	temperatures	temperature	NOUN
gssr-1043	118	18	.	.	PUNCT
gssr-1043	119	1	these	these	DET
gssr-1043	119	2	features	feature	NOUN
gssr-1043	119	3	were	be	AUX
gssr-1043	119	4	entered	enter	VERB
gssr-1043	119	5	into	into	ADP
gssr-1043	119	6	a	a	DET
gssr-1043	119	7	simultaneous	simultaneous	ADJ
gssr-1043	119	8	lstm	lstm	ADJ
gssr-1043	119	9	algorithm	algorithm	NOUN
gssr-1043	119	10	to	to	PART
gssr-1043	119	11	compute	compute	VERB
gssr-1043	119	12	daily	daily	ADJ
gssr-1043	119	13	water	water	NOUN
gssr-1043	119	14	needs	need	NOUN
gssr-1043	119	15	.	.	PUNCT
gssr-1043	120	1	global	global	ADJ
gssr-1043	120	2	sustainability	sustainability	NOUN
gssr-1043	120	3	research	research	NOUN
gssr-1043	120	4	global	global	ADJ
gssr-1043	120	5	scientific	scientific	ADJ
gssr-1043	120	6	research	research	NOUN
gssr-1043	120	7	55	55	NUM
gssr-1043	120	8	the	the	DET
gssr-1043	120	9	blended	blended	ADJ
gssr-1043	120	10	cnn	cnn	PROPN
gssr-1043	120	11	-	-	PUNCT
gssr-1043	120	12	lstm	lstm	ADJ
gssr-1043	120	13	paradigm	paradigm	NOUN
gssr-1043	120	14	surpassed	surpass	VERB
gssr-1043	120	15	lstm	lstm	ADJ
gssr-1043	120	16	,	,	PUNCT
gssr-1043	120	17	bi	bi	NOUN
gssr-1043	120	18	-	-	NOUN
gssr-1043	120	19	lstm	lstm	ADJ
gssr-1043	120	20	,	,	PUNCT
gssr-1043	120	21	and	and	CCONJ
gssr-1043	120	22	cnn	cnn	PROPN
gssr-1043	120	23	in	in	ADP
gssr-1043	120	24	prediction	prediction	NOUN
gssr-1043	120	25	precision	precision	NOUN
gssr-1043	120	26	.	.	PUNCT
gssr-1043	121	1	preliminary	preliminary	ADJ
gssr-1043	121	2	processing	processing	NOUN
gssr-1043	121	3	methods	method	NOUN
gssr-1043	121	4	such	such	ADJ
gssr-1043	121	5	as	as	ADP
gssr-1043	121	6	time	time	NOUN
gssr-1043	121	7	series	series	PROPN
gssr-1043	121	8	signal	signal	NOUN
gssr-1043	121	9	breakdowns	breakdown	NOUN
gssr-1043	121	10	may	may	AUX
gssr-1043	121	11	improve	improve	VERB
gssr-1043	121	12	attribute	attribute	NOUN
gssr-1043	121	13	extraction	extraction	NOUN
gssr-1043	121	14	and	and	CCONJ
gssr-1043	121	15	gru	gru	NOUN
gssr-1043	121	16	-	-	PUNCT
gssr-1043	121	17	based	base	VERB
gssr-1043	121	18	model	model	NOUN
gssr-1043	121	19	prediction	prediction	NOUN
gssr-1043	121	20	(	(	PUNCT
gssr-1043	121	21	hu	hu	PROPN
gssr-1043	121	22	et	et	PROPN
gssr-1043	121	23	al	al	PROPN
gssr-1043	121	24	.	.	PROPN
gssr-1043	121	25	,	,	PUNCT
gssr-1043	121	26	2021	2021	NUM
gssr-1043	121	27	)	)	PUNCT
gssr-1043	121	28	.	.	PUNCT
gssr-1043	122	1	leakage	leakage	NOUN
gssr-1043	122	2	detection	detection	NOUN
gssr-1043	122	3	and	and	CCONJ
gssr-1043	122	4	localization	localization	NOUN
gssr-1043	122	5	classification	classification	NOUN
gssr-1043	122	6	and	and	CCONJ
gssr-1043	122	7	prediction	prediction	NOUN
gssr-1043	122	8	-	-	PUNCT
gssr-1043	122	9	based	base	VERB
gssr-1043	122	10	dl	dl	PROPN
gssr-1043	122	11	leak	leak	PROPN
gssr-1043	122	12	detection	detection	NOUN
gssr-1043	122	13	techniques	technique	NOUN
gssr-1043	122	14	exist	exist	VERB
gssr-1043	122	15	.	.	PUNCT
gssr-1043	123	1	models	model	NOUN
gssr-1043	123	2	recognize	recognize	VERB
gssr-1043	123	3	normal	normal	ADJ
gssr-1043	123	4	and	and	CCONJ
gssr-1043	123	5	pathological	pathological	ADJ
gssr-1043	123	6	events	event	NOUN
gssr-1043	123	7	using	use	VERB
gssr-1043	123	8	labeled	label	VERB
gssr-1043	123	9	data	datum	NOUN
gssr-1043	123	10	and	and	CCONJ
gssr-1043	123	11	pressure	pressure	NOUN
gssr-1043	123	12	,	,	PUNCT
gssr-1043	123	13	flow	flow	NOUN
gssr-1043	123	14	,	,	PUNCT
gssr-1043	123	15	auditory	auditory	NOUN
gssr-1043	123	16	,	,	PUNCT
gssr-1043	123	17	and	and	CCONJ
gssr-1043	123	18	vibration	vibration	NOUN
gssr-1043	123	19	inputs	input	NOUN
gssr-1043	123	20	.	.	PUNCT
gssr-1043	124	1	one	one	NUM
gssr-1043	124	2	drawback	drawback	NOUN
gssr-1043	124	3	of	of	ADP
gssr-1043	124	4	this	this	DET
gssr-1043	124	5	strategy	strategy	NOUN
gssr-1043	124	6	is	be	AUX
gssr-1043	124	7	the	the	DET
gssr-1043	124	8	strain	strain	NOUN
gssr-1043	124	9	of	of	ADP
gssr-1043	124	10	acquiring	acquire	VERB
gssr-1043	124	11	and	and	CCONJ
gssr-1043	124	12	classifying	classify	VERB
gssr-1043	124	13	a	a	DET
gssr-1043	124	14	lot	lot	NOUN
gssr-1043	124	15	of	of	ADP
gssr-1043	124	16	data	datum	NOUN
gssr-1043	124	17	.	.	PUNCT
gssr-1043	125	1	hydraulic	hydraulic	ADJ
gssr-1043	125	2	models	model	NOUN
gssr-1043	125	3	can	can	AUX
gssr-1043	125	4	manufacture	manufacture	VERB
gssr-1043	125	5	artificial	artificial	ADJ
gssr-1043	125	6	training	training	NOUN
gssr-1043	125	7	data	datum	NOUN
gssr-1043	125	8	(	(	PUNCT
gssr-1043	125	9	javadiha	javadiha	PROPN
gssr-1043	125	10	et	et	PROPN
gssr-1043	125	11	al	al	PROPN
gssr-1043	125	12	.	.	PROPN
gssr-1043	125	13	,	,	PUNCT
gssr-1043	125	14	2019	2019	NUM
gssr-1043	125	15	)	)	PUNCT
gssr-1043	125	16	.	.	PUNCT
gssr-1043	126	1	forecast	forecast	NOUN
gssr-1043	126	2	-	-	PUNCT
gssr-1043	126	3	oriented	orient	VERB
gssr-1043	126	4	techniques	technique	NOUN
gssr-1043	126	5	use	use	VERB
gssr-1043	126	6	dl	dl	PROPN
gssr-1043	126	7	models	model	NOUN
gssr-1043	126	8	to	to	PART
gssr-1043	126	9	predict	predict	VERB
gssr-1043	126	10	system	system	NOUN
gssr-1043	126	11	states	state	NOUN
gssr-1043	126	12	like	like	ADP
gssr-1043	126	13	pressure	pressure	NOUN
gssr-1043	126	14	and	and	CCONJ
gssr-1043	126	15	flow	flow	NOUN
gssr-1043	126	16	.	.	PUNCT
gssr-1043	127	1	using	use	VERB
gssr-1043	127	2	a	a	DET
gssr-1043	127	3	threshold	threshold	NOUN
gssr-1043	127	4	,	,	PUNCT
gssr-1043	127	5	it	it	PRON
gssr-1043	127	6	classifies	classify	VERB
gssr-1043	127	7	disparities	disparity	NOUN
gssr-1043	127	8	between	between	ADP
gssr-1043	127	9	expected	expect	VERB
gssr-1043	127	10	and	and	CCONJ
gssr-1043	127	11	observed	observed	ADJ
gssr-1043	127	12	event	event	NOUN
gssr-1043	127	13	values	value	NOUN
gssr-1043	127	14	.	.	PUNCT
gssr-1043	128	1	cnns	cnns	PROPN
gssr-1043	128	2	are	be	AUX
gssr-1043	128	3	the	the	DET
gssr-1043	128	4	main	main	ADJ
gssr-1043	128	5	dl	dl	PROPN
gssr-1043	128	6	leak	leak	NOUN
gssr-1043	128	7	detection	detection	NOUN
gssr-1043	128	8	and	and	CCONJ
gssr-1043	128	9	localization	localization	NOUN
gssr-1043	128	10	method	method	NOUN
gssr-1043	128	11	in	in	ADP
gssr-1043	128	12	literature	literature	NOUN
gssr-1043	128	13	.	.	PUNCT
gssr-1043	129	1	cnns	cnns	PROPN
gssr-1043	129	2	are	be	AUX
gssr-1043	129	3	trained	train	VERB
gssr-1043	129	4	to	to	PART
gssr-1043	129	5	classify	classify	VERB
gssr-1043	129	6	events	event	NOUN
gssr-1043	129	7	as	as	ADP
gssr-1043	129	8	normal	normal	ADJ
gssr-1043	129	9	or	or	CCONJ
gssr-1043	129	10	abnormal	abnormal	ADJ
gssr-1043	129	11	using	use	VERB
gssr-1043	129	12	labeled	label	VERB
gssr-1043	129	13	data	datum	NOUN
gssr-1043	129	14	in	in	ADP
gssr-1043	129	15	most	most	ADJ
gssr-1043	129	16	research	research	NOUN
gssr-1043	129	17	.	.	PUNCT
gssr-1043	130	1	the	the	DET
gssr-1043	130	2	article	article	NOUN
gssr-1043	130	3	describes	describe	VERB
gssr-1043	130	4	several	several	ADJ
gssr-1043	130	5	prediction	prediction	NOUN
gssr-1043	130	6	-	-	PUNCT
gssr-1043	130	7	based	base	VERB
gssr-1043	130	8	dl	dl	PROPN
gssr-1043	130	9	algorithms	algorithm	NOUN
gssr-1043	130	10	.	.	PUNCT
gssr-1043	131	1	wang	wang	PROPN
gssr-1043	131	2	et	et	PROPN
gssr-1043	131	3	al	al	PROPN
gssr-1043	131	4	.	.	PROPN
gssr-1043	131	5	(	(	PUNCT
gssr-1043	131	6	2020	2020	NUM
gssr-1043	131	7	)	)	PUNCT
gssr-1043	131	8	predicted	predict	VERB
gssr-1043	131	9	water	water	NOUN
gssr-1043	131	10	consumption	consumption	NOUN
gssr-1043	131	11	using	use	VERB
gssr-1043	131	12	lstm	lstm	NOUN
gssr-1043	131	13	.	.	PUNCT
gssr-1043	132	1	this	this	DET
gssr-1043	132	2	method	method	NOUN
gssr-1043	132	3	performed	perform	VERB
gssr-1043	132	4	well	well	ADV
gssr-1043	132	5	in	in	ADP
gssr-1043	132	6	detection	detection	NOUN
gssr-1043	132	7	precision	precision	NOUN
gssr-1043	132	8	,	,	PUNCT
gssr-1043	132	9	actual	actual	ADJ
gssr-1043	132	10	positive	positive	ADJ
gssr-1043	132	11	rate	rate	NOUN
gssr-1043	132	12	,	,	PUNCT
gssr-1043	132	13	and	and	CCONJ
gssr-1043	132	14	false	false	ADJ
gssr-1043	132	15	positive	positive	ADJ
gssr-1043	132	16	rate	rate	NOUN
gssr-1043	132	17	.	.	PUNCT
gssr-1043	133	1	this	this	DET
gssr-1043	133	2	study	study	NOUN
gssr-1043	133	3	will	will	AUX
gssr-1043	133	4	focus	focus	VERB
gssr-1043	133	5	on	on	ADP
gssr-1043	133	6	cnn	cnn	PROPN
gssr-1043	133	7	classification	classification	NOUN
gssr-1043	133	8	based	base	VERB
gssr-1043	133	9	on	on	ADP
gssr-1043	133	10	pressure	pressure	NOUN
gssr-1043	133	11	/	/	SYM
gssr-1043	133	12	stream	stream	NOUN
gssr-1043	133	13	data	datum	NOUN
gssr-1043	133	14	,	,	PUNCT
gssr-1043	133	15	sound	sound	ADJ
gssr-1043	133	16	/	/	SYM
gssr-1043	133	17	vibration	vibration	NOUN
gssr-1043	133	18	data	datum	NOUN
gssr-1043	133	19	,	,	PUNCT
gssr-1043	133	20	and	and	CCONJ
gssr-1043	133	21	input	input	NOUN
gssr-1043	133	22	formats	format	NOUN
gssr-1043	133	23	.	.	PUNCT
gssr-1043	134	1	pressure	pressure	NOUN
gssr-1043	134	2	data	datum	NOUN
gssr-1043	134	3	is	be	AUX
gssr-1043	134	4	used	use	VERB
gssr-1043	134	5	to	to	PART
gssr-1043	134	6	create	create	VERB
gssr-1043	134	7	cnns	cnn	NOUN
gssr-1043	134	8	to	to	PART
gssr-1043	134	9	find	find	VERB
gssr-1043	134	10	leaks	leak	NOUN
gssr-1043	134	11	at	at	ADP
gssr-1043	134	12	numerous	numerous	ADJ
gssr-1043	134	13	sites	site	NOUN
gssr-1043	134	14	.	.	PUNCT
gssr-1043	135	1	six	six	NUM
gssr-1043	135	2	cnn	cnn	PROPN
gssr-1043	135	3	models	model	NOUN
gssr-1043	135	4	were	be	AUX
gssr-1043	135	5	trained	train	VERB
gssr-1043	135	6	using	use	VERB
gssr-1043	135	7	pressure	pressure	NOUN
gssr-1043	135	8	data	datum	NOUN
gssr-1043	135	9	from	from	ADP
gssr-1043	135	10	fang	fang	PROPN
gssr-1043	135	11	et	et	PROPN
gssr-1043	135	12	al	al	PROPN
gssr-1043	135	13	.	.	PROPN
gssr-1043	136	1	(	(	PUNCT
gssr-1043	136	2	2019	2019	NUM
gssr-1043	136	3	)	)	PUNCT
gssr-1043	136	4	.	.	PUNCT
gssr-1043	137	1	they	they	PRON
gssr-1043	137	2	manually	manually	ADV
gssr-1043	137	3	categorized	categorize	VERB
gssr-1043	137	4	leakage	leakage	NOUN
gssr-1043	137	5	events	event	NOUN
gssr-1043	137	6	using	use	VERB
gssr-1043	137	7	water	water	NOUN
gssr-1043	137	8	distribution	distribution	NOUN
gssr-1043	137	9	system	system	NOUN
gssr-1043	137	10	(	(	PUNCT
gssr-1043	137	11	wds	wds	NOUN
gssr-1043	137	12	)	)	PUNCT
gssr-1043	137	13	statistics	statistic	NOUN
gssr-1043	137	14	from	from	ADP
gssr-1043	137	15	a	a	DET
gssr-1043	137	16	laboratory	laboratory	NOUN
gssr-1043	137	17	platform	platform	NOUN
gssr-1043	137	18	.	.	PUNCT
gssr-1043	138	1	top	top	ADJ
gssr-1043	138	2	performers	performer	NOUN
gssr-1043	138	3	cnn	cnn	PROPN
gssr-1043	138	4	model	model	NOUN
gssr-1043	138	5	used	use	VERB
gssr-1043	138	6	21	21	NUM
gssr-1043	138	7	and	and	CCONJ
gssr-1043	138	8	8	8	NUM
gssr-1043	138	9	pressure	pressure	NOUN
gssr-1043	138	10	sensors	sensor	NOUN
gssr-1043	138	11	to	to	PART
gssr-1043	138	12	achieve	achieve	VERB
gssr-1043	138	13	97.33	97.33	NUM
gssr-1043	138	14	%	%	NOUN
gssr-1043	138	15	and	and	CCONJ
gssr-1043	138	16	92.11	92.11	NUM
gssr-1043	138	17	%	%	NOUN
gssr-1043	138	18	accuracy	accuracy	NOUN
gssr-1043	138	19	.	.	PUNCT
gssr-1043	139	1	from	from	ADP
gssr-1043	139	2	96.43	96.43	NUM
gssr-1043	139	3	%	%	NOUN
gssr-1043	139	4	for	for	ADP
gssr-1043	139	5	one	one	NUM
gssr-1043	139	6	leak	leak	NOUN
gssr-1043	139	7	to	to	ADP
gssr-1043	139	8	91.56	91.56	NUM
gssr-1043	139	9	%	%	NOUN
gssr-1043	139	10	for	for	ADP
gssr-1043	139	11	three	three	NUM
gssr-1043	139	12	,	,	PUNCT
gssr-1043	139	13	accuracy	accuracy	NOUN
gssr-1043	139	14	decreased	decrease	VERB
gssr-1043	139	15	.	.	PUNCT
gssr-1043	140	1	due	due	ADP
gssr-1043	140	2	to	to	ADP
gssr-1043	140	3	the	the	DET
gssr-1043	140	4	large	large	ADJ
gssr-1043	140	5	number	number	NOUN
gssr-1043	140	6	of	of	ADP
gssr-1043	140	7	sensors	sensor	NOUN
gssr-1043	140	8	used	use	VERB
gssr-1043	140	9	(	(	PUNCT
gssr-1043	140	10	8	8	NUM
gssr-1043	140	11	to	to	PART
gssr-1043	140	12	21	21	NUM
gssr-1043	140	13	for	for	ADP
gssr-1043	140	14	a	a	DET
gssr-1043	140	15	400	400	NUM
gssr-1043	140	16	-	-	PUNCT
gssr-1043	140	17	meter	meter	NOUN
gssr-1043	140	18	network	network	NOUN
gssr-1043	140	19	)	)	PUNCT
gssr-1043	140	20	,	,	PUNCT
gssr-1043	140	21	which	which	PRON
gssr-1043	140	22	is	be	AUX
gssr-1043	140	23	not	not	PART
gssr-1043	140	24	practical	practical	ADJ
gssr-1043	140	25	for	for	ADP
gssr-1043	140	26	real	real	ADJ
gssr-1043	140	27	-	-	PUNCT
gssr-1043	140	28	world	world	NOUN
gssr-1043	140	29	networks	network	NOUN
gssr-1043	140	30	,	,	PUNCT
gssr-1043	140	31	accuracy	accuracy	NOUN
gssr-1043	140	32	is	be	AUX
gssr-1043	140	33	great	great	ADJ
gssr-1043	140	34	.	.	PUNCT
gssr-1043	141	1	zhou	zhou	PROPN
gssr-1043	141	2	et	et	PROPN
gssr-1043	141	3	al	al	PROPN
gssr-1043	141	4	.	.	PROPN
gssr-1043	141	5	(	(	PUNCT
gssr-1043	141	6	2019b	2019b	NUM
gssr-1043	141	7	)	)	PUNCT
gssr-1043	141	8	advised	advise	VERB
gssr-1043	141	9	using	use	VERB
gssr-1043	141	10	hydraulic	hydraulic	ADJ
gssr-1043	141	11	models	model	NOUN
gssr-1043	141	12	to	to	PART
gssr-1043	141	13	create	create	VERB
gssr-1043	141	14	pressure	pressure	NOUN
gssr-1043	141	15	data	datum	NOUN
gssr-1043	141	16	with	with	ADP
gssr-1043	141	17	several	several	ADJ
gssr-1043	141	18	leaks	leak	NOUN
gssr-1043	141	19	for	for	ADP
gssr-1043	141	20	training	training	NOUN
gssr-1043	141	21	.	.	PUNCT
gssr-1043	142	1	hydraulic	hydraulic	ADJ
gssr-1043	142	2	models	model	NOUN
gssr-1043	142	3	generated	generate	VERB
gssr-1043	142	4	synthetic	synthetic	ADJ
gssr-1043	142	5	data	datum	NOUN
gssr-1043	142	6	before	before	ADP
gssr-1043	142	7	this	this	PRON
gssr-1043	142	8	.	.	PUNCT
gssr-1043	143	1	however	however	ADV
gssr-1043	143	2	,	,	PUNCT
gssr-1043	143	3	those	those	DET
gssr-1043	143	4	data	datum	NOUN
gssr-1043	143	5	were	be	AUX
gssr-1043	143	6	generated	generate	VERB
gssr-1043	143	7	under	under	ADP
gssr-1043	143	8	typical	typical	ADJ
gssr-1043	143	9	conditions	condition	NOUN
gssr-1043	143	10	with	with	ADP
gssr-1043	143	11	little	little	ADJ
gssr-1043	143	12	or	or	CCONJ
gssr-1043	143	13	no	no	PRON
gssr-1043	143	14	leakage	leakage	NOUN
gssr-1043	143	15	.	.	PUNCT
gssr-1043	144	1	zhou	zhou	PROPN
gssr-1043	144	2	et	et	PROPN
gssr-1043	144	3	al	al	PROPN
gssr-1043	144	4	.	.	PROPN
gssr-1043	144	5	(	(	PUNCT
gssr-1043	144	6	2019b	2019b	NUM
gssr-1043	144	7	)	)	PUNCT
gssr-1043	144	8	developed	develop	VERB
gssr-1043	144	9	a	a	DET
gssr-1043	144	10	completely	completely	ADV
gssr-1043	144	11	linear	linear	ADJ
gssr-1043	144	12	densenet	densenet	NOUN
gssr-1043	144	13	to	to	PART
gssr-1043	144	14	effectively	effectively	ADV
gssr-1043	144	15	identify	identify	VERB
gssr-1043	144	16	wds	wds	PROPN
gssr-1043	144	17	leakage	leakage	PROPN
gssr-1043	144	18	characteristics	characteristic	NOUN
gssr-1043	144	19	and	and	CCONJ
gssr-1043	144	20	localize	localize	VERB
gssr-1043	144	21	pipe	pipe	NOUN
gssr-1043	144	22	leaks	leak	NOUN
gssr-1043	144	23	.	.	PUNCT
gssr-1043	145	1	they	they	PRON
gssr-1043	145	2	detected	detect	VERB
gssr-1043	145	3	200	200	NUM
gssr-1043	145	4	leak	leak	NOUN
gssr-1043	145	5	occurrences	occurrence	NOUN
gssr-1043	145	6	per	per	ADP
gssr-1043	145	7	pipe	pipe	NOUN
gssr-1043	145	8	and	and	CCONJ
gssr-1043	145	9	showed	show	VERB
gssr-1043	145	10	that	that	SCONJ
gssr-1043	145	11	the	the	DET
gssr-1043	145	12	program	program	NOUN
gssr-1043	145	13	can	can	AUX
gssr-1043	145	14	precisely	precisely	ADV
gssr-1043	145	15	locate	locate	VERB
gssr-1043	145	16	pipe	pipe	NOUN
gssr-1043	145	17	breaches	breach	NOUN
gssr-1043	145	18	.	.	PUNCT
gssr-1043	146	1	javadiha	javadiha	NOUN
gssr-1043	146	2	et	et	PROPN
gssr-1043	146	3	al	al	PROPN
gssr-1043	146	4	.	.	PROPN
gssr-1043	147	1	(	(	PUNCT
gssr-1043	147	2	2019	2019	NUM
gssr-1043	147	3	)	)	PUNCT
gssr-1043	147	4	trained	train	VERB
gssr-1043	147	5	cnns	cnn	NOUN
gssr-1043	147	6	with	with	ADP
gssr-1043	147	7	simulated	simulate	VERB
gssr-1043	147	8	leaking	leak	VERB
gssr-1043	147	9	data	datum	NOUN
gssr-1043	147	10	,	,	PUNCT
gssr-1043	147	11	while	while	SCONJ
gssr-1043	147	12	fan	fan	PROPN
gssr-1043	147	13	et	et	PROPN
gssr-1043	147	14	al	al	PROPN
gssr-1043	147	15	.	.	PROPN
gssr-1043	147	16	(	(	PUNCT
gssr-1043	147	17	2021	2021	NUM
gssr-1043	147	18	)	)	PUNCT
gssr-1043	147	19	trained	train	VERB
gssr-1043	147	20	autoencoders	autoencoder	NOUN
gssr-1043	147	21	.	.	PUNCT
gssr-1043	148	1	however	however	ADV
gssr-1043	148	2	,	,	PUNCT
gssr-1043	148	3	they	they	PRON
gssr-1043	148	4	created	create	VERB
gssr-1043	148	5	pressure	pressure	NOUN
gssr-1043	148	6	residual	residual	ADJ
gssr-1043	148	7	maps	map	NOUN
gssr-1043	148	8	by	by	ADP
gssr-1043	148	9	removing	remove	VERB
gssr-1043	148	10	sensor	sensor	NOUN
gssr-1043	148	11	pressure	pressure	NOUN
gssr-1043	148	12	data	datum	NOUN
gssr-1043	148	13	from	from	ADP
gssr-1043	148	14	hydraulic	hydraulic	ADJ
gssr-1043	148	15	network	network	NOUN
gssr-1043	148	16	model	model	NOUN
gssr-1043	148	17	pressure	pressure	NOUN
gssr-1043	148	18	estimates	estimate	NOUN
gssr-1043	148	19	.	.	PUNCT
gssr-1043	149	1	these	these	DET
gssr-1043	149	2	maps	map	NOUN
gssr-1043	149	3	were	be	AUX
gssr-1043	149	4	then	then	ADV
gssr-1043	149	5	converted	convert	VERB
gssr-1043	149	6	into	into	ADP
gssr-1043	149	7	2d	2d	NUM
gssr-1043	149	8	images	image	NOUN
gssr-1043	149	9	to	to	PART
gssr-1043	149	10	train	train	VERB
gssr-1043	149	11	cnns	cnn	NOUN
gssr-1043	149	12	to	to	PART
gssr-1043	149	13	find	find	VERB
gssr-1043	149	14	leaks	leak	NOUN
gssr-1043	149	15	.	.	PUNCT
gssr-1043	150	1	pressure	pressure	NOUN
gssr-1043	150	2	residual	residual	ADJ
gssr-1043	150	3	maps	map	NOUN
gssr-1043	150	4	analyze	analyze	VERB
gssr-1043	150	5	all	all	DET
gssr-1043	150	6	probable	probable	ADJ
gssr-1043	150	7	leak	leak	NOUN
gssr-1043	150	8	locations	location	NOUN
gssr-1043	150	9	,	,	PUNCT
gssr-1043	150	10	although	although	SCONJ
gssr-1043	150	11	hydraulic	hydraulic	ADJ
gssr-1043	150	12	modeling	modeling	NOUN
gssr-1043	150	13	uncertainties	uncertainty	NOUN
gssr-1043	150	14	may	may	AUX
gssr-1043	150	15	affect	affect	VERB
gssr-1043	150	16	their	their	PRON
gssr-1043	150	17	accuracy	accuracy	NOUN
gssr-1043	150	18	.	.	PUNCT
gssr-1043	151	1	synthetic	synthetic	ADJ
gssr-1043	151	2	data	datum	NOUN
gssr-1043	151	3	for	for	ADP
gssr-1043	151	4	leakage	leakage	NOUN
gssr-1043	151	5	location	location	NOUN
gssr-1043	151	6	(	(	PUNCT
gssr-1043	151	7	javadiha	javadiha	NOUN
gssr-1043	151	8	et	et	PROPN
gssr-1043	151	9	al	al	PROPN
gssr-1043	151	10	.	.	PROPN
gssr-1043	151	11	,	,	PUNCT
gssr-1043	151	12	2019	2019	NUM
gssr-1043	151	13	;	;	PUNCT
gssr-1043	151	14	zhou	zhou	PROPN
gssr-1043	151	15	et	et	PROPN
gssr-1043	151	16	al	al	PROPN
gssr-1043	151	17	.	.	PROPN
gssr-1043	151	18	,	,	PUNCT
gssr-1043	151	19	2019b	2019b	NUM
gssr-1043	151	20	)	)	PUNCT
gssr-1043	151	21	and	and	CCONJ
gssr-1043	151	22	detection	detection	NOUN
gssr-1043	151	23	(	(	PUNCT
gssr-1043	151	24	fan	fan	NOUN
gssr-1043	151	25	et	et	PROPN
gssr-1043	151	26	al	al	PROPN
gssr-1043	151	27	.	.	PROPN
gssr-1043	151	28	,	,	PUNCT
gssr-1043	151	29	2021	2021	NUM
gssr-1043	151	30	)	)	PUNCT
gssr-1043	151	31	considered	consider	VERB
gssr-1043	151	32	unknown	unknown	ADJ
gssr-1043	151	33	hydraulic	hydraulic	ADJ
gssr-1043	151	34	models	model	NOUN
gssr-1043	151	35	,	,	PUNCT
gssr-1043	151	36	such	such	ADJ
gssr-1043	151	37	as	as	ADP
gssr-1043	151	38	random	random	ADJ
gssr-1043	151	39	demands	demand	NOUN
gssr-1043	151	40	and	and	CCONJ
gssr-1043	151	41	leak	leak	NOUN
gssr-1043	151	42	sizes	size	NOUN
gssr-1043	151	43	.	.	PUNCT
gssr-1043	152	1	cnns	cnns	PROPN
gssr-1043	152	2	(	(	PUNCT
gssr-1043	152	3	nam	nam	NOUN
gssr-1043	152	4	et	et	PROPN
gssr-1043	152	5	al	al	PROPN
gssr-1043	152	6	.	.	PROPN
gssr-1043	152	7	,	,	PUNCT
gssr-1043	152	8	2021	2021	NUM
gssr-1043	152	9	)	)	PUNCT
gssr-1043	152	10	or	or	CCONJ
gssr-1043	152	11	autoencoders	autoencoder	NOUN
gssr-1043	152	12	(	(	PUNCT
gssr-1043	152	13	cody	cody	NOUN
gssr-1043	152	14	et	et	PROPN
gssr-1043	152	15	al	al	PROPN
gssr-1043	152	16	.	.	PROPN
gssr-1043	152	17	,	,	PUNCT
gssr-1043	152	18	2020	2020	NUM
gssr-1043	152	19	)	)	PUNCT
gssr-1043	152	20	can	can	AUX
gssr-1043	152	21	assess	assess	VERB
gssr-1043	152	22	pipe	pipe	NOUN
gssr-1043	152	23	pressure	pressure	NOUN
gssr-1043	152	24	variations	variation	NOUN
gssr-1043	152	25	and	and	CCONJ
gssr-1043	152	26	cracks	crack	NOUN
gssr-1043	152	27	'	'	PART
gssr-1043	152	28	acoustic	acoustic	ADJ
gssr-1043	152	29	and	and	CCONJ
gssr-1043	152	30	vibration	vibration	NOUN
gssr-1043	152	31	data	datum	NOUN
gssr-1043	152	32	.	.	PUNCT
gssr-1043	153	1	elasticity	elasticity	NOUN
gssr-1043	153	2	waves	wave	NOUN
gssr-1043	153	3	across	across	ADP
gssr-1043	153	4	the	the	DET
gssr-1043	153	5	pipe	pipe	NOUN
gssr-1043	153	6	create	create	VERB
gssr-1043	153	7	these	these	DET
gssr-1043	153	8	signals	signal	NOUN
gssr-1043	153	9	.	.	PUNCT
gssr-1043	154	1	these	these	DET
gssr-1043	154	2	models	model	NOUN
gssr-1043	154	3	characterize	characterize	VERB
gssr-1043	154	4	events	event	NOUN
gssr-1043	154	5	as	as	ADP
gssr-1043	154	6	normal	normal	ADJ
gssr-1043	154	7	or	or	CCONJ
gssr-1043	154	8	aberrant	aberrant	NOUN
gssr-1043	154	9	.	.	PUNCT
gssr-1043	155	1	kang	kang	PROPN
gssr-1043	155	2	et	et	PROPN
gssr-1043	155	3	al	al	PROPN
gssr-1043	155	4	.	.	PROPN
gssr-1043	156	1	(	(	PUNCT
gssr-1043	156	2	2018	2018	NUM
gssr-1043	156	3	)	)	PUNCT
gssr-1043	156	4	trained	train	VERB
gssr-1043	156	5	and	and	CCONJ
gssr-1043	156	6	tested	test	VERB
gssr-1043	156	7	a	a	DET
gssr-1043	156	8	one	one	NUM
gssr-1043	156	9	-	-	PUNCT
gssr-1043	156	10	dimensional	dimensional	ADJ
gssr-1043	156	11	cnn	cnn	NOUN
gssr-1043	156	12	on	on	ADP
gssr-1043	156	13	1580	1580	NUM
gssr-1043	156	14	normal	normal	ADJ
gssr-1043	156	15	and	and	CCONJ
gssr-1043	156	16	660	660	NUM
gssr-1043	156	17	aberrant	aberrant	ADJ
gssr-1043	156	18	signal	signal	NOUN
gssr-1043	156	19	pairs	pair	NOUN
gssr-1043	156	20	from	from	ADP
gssr-1043	156	21	accelerometer	accelerometer	ADJ
gssr-1043	156	22	sensors	sensor	NOUN
gssr-1043	156	23	in	in	ADP
gssr-1043	156	24	a	a	DET
gssr-1043	156	25	seoul	seoul	ADJ
gssr-1043	156	26	water	water	NOUN
gssr-1043	156	27	distribution	distribution	NOUN
gssr-1043	156	28	system	system	NOUN
gssr-1043	156	29	(	(	PUNCT
gssr-1043	156	30	wds	wds	PROPN
gssr-1043	156	31	)	)	PUNCT
gssr-1043	156	32	.	.	PUNCT
gssr-1043	157	1	they	they	PRON
gssr-1043	157	2	used	use	VERB
gssr-1043	157	3	a	a	DET
gssr-1043	157	4	support	support	NOUN
gssr-1043	157	5	vector	vector	NOUN
gssr-1043	157	6	machine	machine	NOUN
gssr-1043	157	7	to	to	PART
gssr-1043	157	8	identify	identify	VERB
gssr-1043	157	9	feature	feature	NOUN
gssr-1043	157	10	types	type	NOUN
gssr-1043	157	11	and	and	CCONJ
gssr-1043	157	12	denoising	denoising	NOUN
gssr-1043	157	13	and	and	CCONJ
gssr-1043	157	14	a	a	DET
gssr-1043	157	15	bandpass	bandpass	NOUN
gssr-1043	157	16	filter	filter	NOUN
gssr-1043	157	17	to	to	PART
gssr-1043	157	18	improve	improve	VERB
gssr-1043	157	19	detection	detection	NOUN
gssr-1043	157	20	accuracy	accuracy	NOUN
gssr-1043	157	21	.	.	PUNCT
gssr-1043	158	1	shukla	shukla	NOUN
gssr-1043	158	2	and	and	CCONJ
gssr-1043	158	3	piratla	piratla	NOUN
gssr-1043	158	4	(	(	PUNCT
gssr-1043	158	5	2020	2020	NUM
gssr-1043	158	6	)	)	PUNCT
gssr-1043	158	7	used	use	VERB
gssr-1043	158	8	a	a	DET
gssr-1043	158	9	cnn	cnn	NOUN
gssr-1043	158	10	derived	derive	VERB
gssr-1043	158	11	from	from	ADP
gssr-1043	158	12	a	a	DET
gssr-1043	158	13	pre	pre	ADJ
gssr-1043	158	14	-	-	ADJ
gssr-1043	158	15	trained	train	VERB
gssr-1043	158	16	alexnet	alexnet	ADJ
gssr-1043	158	17	architecture	architecture	NOUN
gssr-1043	158	18	to	to	PART
gssr-1043	158	19	detect	detect	VERB
gssr-1043	158	20	pvc	pvc	ADJ
gssr-1043	158	21	pipe	pipe	NOUN
gssr-1043	158	22	leaks	leak	NOUN
gssr-1043	158	23	in	in	ADP
gssr-1043	158	24	scalogram	scalogram	NOUN
gssr-1043	158	25	images	image	NOUN
gssr-1043	158	26	without	without	ADP
gssr-1043	158	27	preprocessing	preprocesse	VERB
gssr-1043	158	28	.	.	PUNCT
gssr-1043	159	1	using	use	VERB
gssr-1043	159	2	experimental	experimental	ADJ
gssr-1043	159	3	pipeline	pipeline	NOUN
gssr-1043	159	4	testbed	testbe	VERB
gssr-1043	159	5	data	datum	NOUN
gssr-1043	159	6	,	,	PUNCT
gssr-1043	159	7	they	they	PRON
gssr-1043	159	8	accurately	accurately	ADV
gssr-1043	159	9	determined	determine	VERB
gssr-1043	159	10	leak	leak	NOUN
gssr-1043	159	11	diameters	diameter	NOUN
gssr-1043	159	12	and	and	CCONJ
gssr-1043	159	13	places	place	NOUN
gssr-1043	159	14	.	.	PUNCT
gssr-1043	160	1	a	a	DET
gssr-1043	160	2	2d	2d	NUM
gssr-1043	160	3	cnn	cnn	PROPN
gssr-1043	160	4	-	-	PUNCT
gssr-1043	160	5	based	base	VERB
gssr-1043	160	6	autoencoder	autoencoder	NOUN
gssr-1043	160	7	helped	help	VERB
gssr-1043	160	8	cody	cody	VERB
gssr-1043	160	9	et	et	PROPN
gssr-1043	160	10	al	al	PROPN
gssr-1043	160	11	.	.	PROPN
gssr-1043	161	1	(	(	PUNCT
gssr-1043	161	2	2020	2020	NUM
gssr-1043	161	3	)	)	PUNCT
gssr-1043	161	4	detect	detect	VERB
gssr-1043	161	5	leaks	leak	NOUN
gssr-1043	161	6	in	in	ADP
gssr-1043	161	7	acoustic	acoustic	ADJ
gssr-1043	161	8	data	data	NOUN
gssr-1043	161	9	spectrograms	spectrogram	NOUN
gssr-1043	161	10	with	with	ADP
gssr-1043	161	11	97.2	97.2	NUM
gssr-1043	161	12	%	%	NOUN
gssr-1043	161	13	accuracy	accuracy	NOUN
gssr-1043	161	14	.	.	PUNCT
gssr-1043	162	1	jiao	jiao	PROPN
gssr-1043	162	2	et	et	PROPN
gssr-1043	162	3	al	al	PROPN
gssr-1043	162	4	.	.	PROPN
gssr-1043	163	1	(	(	PUNCT
gssr-1043	163	2	2021	2021	NUM
gssr-1043	163	3	)	)	PUNCT
gssr-1043	163	4	used	use	VERB
gssr-1043	163	5	cctv	cctv	NOUN
gssr-1043	163	6	footage	footage	NOUN
gssr-1043	163	7	and	and	CCONJ
gssr-1043	163	8	an	an	DET
gssr-1043	163	9	autoencoder	autoencoder	NOUN
gssr-1043	163	10	to	to	PART
gssr-1043	163	11	detect	detect	VERB
gssr-1043	163	12	pipeline	pipeline	NOUN
gssr-1043	163	13	irregularities	irregularity	NOUN
gssr-1043	163	14	,	,	PUNCT
gssr-1043	163	15	expanding	expand	VERB
gssr-1043	163	16	its	its	PRON
gssr-1043	163	17	use	use	NOUN
gssr-1043	163	18	in	in	ADP
gssr-1043	163	19	water	water	NOUN
gssr-1043	163	20	system	system	NOUN
gssr-1043	163	21	surveillance	surveillance	NOUN
gssr-1043	163	22	when	when	SCONJ
gssr-1043	163	23	elastic	elastic	ADJ
gssr-1043	163	24	waves	wave	NOUN
gssr-1043	163	25	flow	flow	VERB
gssr-1043	163	26	through	through	ADP
gssr-1043	163	27	pipes	pipe	NOUN
gssr-1043	163	28	.	.	PUNCT
gssr-1043	164	1	cnn	cnn	PROPN
gssr-1043	164	2	input	input	PROPN
gssr-1043	164	3	data	datum	NOUN
gssr-1043	164	4	format	format	NOUN
gssr-1043	164	5	has	have	AUX
gssr-1043	164	6	been	be	AUX
gssr-1043	164	7	extensively	extensively	ADV
gssr-1043	164	8	studied	study	VERB
gssr-1043	164	9	due	due	ADP
gssr-1043	164	10	to	to	ADP
gssr-1043	164	11	its	its	PRON
gssr-1043	164	12	high	high	ADJ
gssr-1043	164	13	link	link	NOUN
gssr-1043	164	14	with	with	ADP
gssr-1043	164	15	recognition	recognition	NOUN
gssr-1043	164	16	and	and	CCONJ
gssr-1043	164	17	identification	identification	NOUN
gssr-1043	164	18	precision	precision	NOUN
gssr-1043	164	19	.	.	PUNCT
gssr-1043	165	1	javadiha	javadiha	PROPN
gssr-1043	165	2	et	et	PROPN
gssr-1043	165	3	al	al	PROPN
gssr-1043	165	4	.	.	PROPN
gssr-1043	166	1	(	(	PUNCT
gssr-1043	166	2	2019	2019	NUM
gssr-1043	166	3	)	)	PUNCT
gssr-1043	166	4	and	and	CCONJ
gssr-1043	166	5	m.	m.	NOUN
gssr-1043	166	6	zhou	zhou	PROPN
gssr-1043	166	7	et	et	PROPN
gssr-1043	166	8	al	al	PROPN
gssr-1043	166	9	.	.	PROPN
gssr-1043	167	1	(	(	PUNCT
gssr-1043	167	2	2019a	2019a	NUM
gssr-1043	167	3	)	)	PUNCT
gssr-1043	167	4	investigated	investigate	VERB
gssr-1043	167	5	leak	leak	NOUN
gssr-1043	167	6	identification	identification	NOUN
gssr-1043	167	7	and	and	CCONJ
gssr-1043	167	8	localization	localization	NOUN
gssr-1043	167	9	global	global	ADJ
gssr-1043	167	10	sustainability	sustainability	PROPN
gssr-1043	167	11	research	research	NOUN
gssr-1043	167	12	global	global	ADJ
gssr-1043	167	13	scientific	scientific	ADJ
gssr-1043	167	14	research	research	NOUN
gssr-1043	167	15	56	56	NUM
gssr-1043	167	16	using	use	VERB
gssr-1043	167	17	two	two	NUM
gssr-1043	167	18	-	-	PUNCT
gssr-1043	167	19	dimensional	dimensional	ADJ
gssr-1043	167	20	pictures	picture	NOUN
gssr-1043	167	21	from	from	ADP
gssr-1043	167	22	one	one	NUM
gssr-1043	167	23	-	-	PUNCT
gssr-1043	167	24	dimensional	dimensional	ADJ
gssr-1043	167	25	pressure	pressure	NOUN
gssr-1043	167	26	data	datum	NOUN
gssr-1043	167	27	.	.	PUNCT
gssr-1043	168	1	cnns	cnns	PROPN
gssr-1043	168	2	are	be	AUX
gssr-1043	168	3	ideal	ideal	ADJ
gssr-1043	168	4	for	for	ADP
gssr-1043	168	5	turning	turn	VERB
gssr-1043	168	6	audio	audio	ADJ
gssr-1043	168	7	signals	signal	NOUN
gssr-1043	168	8	into	into	ADP
gssr-1043	168	9	two	two	NUM
gssr-1043	168	10	-	-	PUNCT
gssr-1043	168	11	dimensional	dimensional	ADJ
gssr-1043	168	12	pictures	picture	NOUN
gssr-1043	168	13	,	,	PUNCT
gssr-1043	168	14	so	so	ADV
gssr-1043	168	15	cody	cody	PROPN
gssr-1043	168	16	et	et	PROPN
gssr-1043	168	17	al	al	PROPN
gssr-1043	168	18	.	.	PROPN
gssr-1043	169	1	(	(	PUNCT
gssr-1043	169	2	2020	2020	NUM
gssr-1043	169	3	)	)	PUNCT
gssr-1043	169	4	studied	study	VERB
gssr-1043	169	5	this	this	PRON
gssr-1043	169	6	.	.	PUNCT
gssr-1043	170	1	this	this	DET
gssr-1043	170	2	process	process	NOUN
gssr-1043	170	3	may	may	AUX
gssr-1043	170	4	lose	lose	VERB
gssr-1043	170	5	data	datum	NOUN
gssr-1043	170	6	and	and	CCONJ
gssr-1043	170	7	raise	raise	VERB
gssr-1043	170	8	computational	computational	ADJ
gssr-1043	170	9	expenses	expense	NOUN
gssr-1043	170	10	(	(	PUNCT
gssr-1043	170	11	zhou	zhou	X
gssr-1043	170	12	et	et	PROPN
gssr-1043	170	13	al	al	PROPN
gssr-1043	170	14	.	.	PROPN
gssr-1043	170	15	,	,	PUNCT
gssr-1043	170	16	2021	2021	NUM
gssr-1043	170	17	)	)	PUNCT
gssr-1043	170	18	.	.	PUNCT
gssr-1043	171	1	kang	kang	PROPN
gssr-1043	171	2	et	et	PROPN
gssr-1043	171	3	al	al	PROPN
gssr-1043	171	4	.	.	PROPN
gssr-1043	171	5	(	(	PUNCT
gssr-1043	171	6	2018	2018	NUM
gssr-1043	171	7	)	)	PUNCT
gssr-1043	171	8	,	,	PUNCT
gssr-1043	171	9	fang	fang	PROPN
gssr-1043	171	10	et	et	PROPN
gssr-1043	171	11	al	al	PROPN
gssr-1043	171	12	.	.	PROPN
gssr-1043	171	13	(	(	PUNCT
gssr-1043	171	14	2019	2019	NUM
gssr-1043	171	15	)	)	PUNCT
gssr-1043	171	16	,	,	PUNCT
gssr-1043	171	17	and	and	CCONJ
gssr-1043	171	18	zhou	zhou	PROPN
gssr-1043	171	19	et	et	PROPN
gssr-1043	171	20	al	al	PROPN
gssr-1043	171	21	.	.	PROPN
gssr-1043	172	1	(	(	PUNCT
gssr-1043	172	2	2021	2021	NUM
gssr-1043	172	3	)	)	PUNCT
gssr-1043	172	4	used	use	VERB
gssr-1043	172	5	1d	1d	NUM
gssr-1043	172	6	cnns	cnn	NOUN
gssr-1043	172	7	to	to	PART
gssr-1043	172	8	directly	directly	ADV
gssr-1043	172	9	evaluate	evaluate	VERB
gssr-1043	172	10	1d	1d	NUM
gssr-1043	172	11	time	time	NOUN
gssr-1043	172	12	series	series	NOUN
gssr-1043	172	13	signals	signal	NOUN
gssr-1043	172	14	for	for	ADP
gssr-1043	172	15	leak	leak	NOUN
gssr-1043	172	16	diagnosis	diagnosis	NOUN
gssr-1043	172	17	by	by	ADP
gssr-1043	172	18	extracting	extract	VERB
gssr-1043	172	19	features	feature	NOUN
gssr-1043	172	20	from	from	ADP
gssr-1043	172	21	vibration	vibration	NOUN
gssr-1043	172	22	and	and	CCONJ
gssr-1043	172	23	pressure	pressure	NOUN
gssr-1043	172	24	signals	signal	NOUN
gssr-1043	172	25	.	.	PUNCT
gssr-1043	173	1	before	before	ADP
gssr-1043	173	2	inputting	inputte	VERB
gssr-1043	173	3	raw	raw	ADJ
gssr-1043	173	4	data	datum	NOUN
gssr-1043	173	5	into	into	ADP
gssr-1043	173	6	a	a	DET
gssr-1043	173	7	1d	1d	NUM
gssr-1043	173	8	cnn	cnn	NOUN
gssr-1043	173	9	,	,	PUNCT
gssr-1043	173	10	rahimi	rahimi	PROPN
gssr-1043	173	11	et	et	PROPN
gssr-1043	173	12	al	al	PROPN
gssr-1043	173	13	.	.	PROPN
gssr-1043	174	1	(	(	PUNCT
gssr-1043	174	2	2020	2020	NUM
gssr-1043	174	3	)	)	PUNCT
gssr-1043	174	4	used	use	VERB
gssr-1043	174	5	fft	fft	PROPN
gssr-1043	174	6	,	,	PUNCT
gssr-1043	174	7	wavelet	wavelet	NOUN
gssr-1043	174	8	transformations	transformation	NOUN
gssr-1043	174	9	,	,	PUNCT
gssr-1043	174	10	and	and	CCONJ
gssr-1043	174	11	time	time	NOUN
gssr-1043	174	12	-	-	PUNCT
gssr-1043	174	13	domain	domain	NOUN
gssr-1043	174	14	characteristics	characteristic	NOUN
gssr-1043	174	15	to	to	PART
gssr-1043	174	16	efficiently	efficiently	ADV
gssr-1043	174	17	identify	identify	VERB
gssr-1043	174	18	leaks	leak	NOUN
gssr-1043	174	19	in	in	ADP
gssr-1043	174	20	plastic	plastic	ADJ
gssr-1043	174	21	and	and	CCONJ
gssr-1043	174	22	composite	composite	ADJ
gssr-1043	174	23	water	water	NOUN
gssr-1043	174	24	tanks	tank	NOUN
gssr-1043	174	25	.	.	PUNCT
gssr-1043	175	1	guo	guo	PROPN
gssr-1043	175	2	et	et	PROPN
gssr-1043	175	3	al	al	PROPN
gssr-1043	175	4	.	.	PROPN
gssr-1043	175	5	(	(	PUNCT
gssr-1043	175	6	2021	2021	NUM
gssr-1043	175	7	)	)	PUNCT
gssr-1043	175	8	created	create	VERB
gssr-1043	175	9	a	a	DET
gssr-1043	175	10	time	time	NOUN
gssr-1043	175	11	-	-	PUNCT
gssr-1043	175	12	frequency	frequency	NOUN
gssr-1043	175	13	cnn	cnn	NOUN
gssr-1043	175	14	to	to	PART
gssr-1043	175	15	collect	collect	VERB
gssr-1043	175	16	leaking	leak	VERB
gssr-1043	175	17	spectrograms	spectrogram	NOUN
gssr-1043	175	18	at	at	ADP
gssr-1043	175	19	various	various	ADJ
gssr-1043	175	20	resolutions	resolution	NOUN
gssr-1043	175	21	.	.	PUNCT
gssr-1043	176	1	spatial	spatial	ADJ
gssr-1043	176	2	clustering	cluster	VERB
gssr-1043	176	3	with	with	ADP
gssr-1043	176	4	cnns	cnn	NOUN
gssr-1043	176	5	to	to	PART
gssr-1043	176	6	discover	discover	VERB
gssr-1043	176	7	leakage	leakage	NOUN
gssr-1043	176	8	zones	zone	NOUN
gssr-1043	176	9	and	and	CCONJ
gssr-1043	176	10	transfer	transfer	NOUN
gssr-1043	176	11	learning	learning	NOUN
gssr-1043	176	12	with	with	ADP
gssr-1043	176	13	pre	pre	ADJ
gssr-1043	176	14	-	-	ADJ
gssr-1043	176	15	trained	train	VERB
gssr-1043	176	16	models	model	NOUN
gssr-1043	176	17	like	like	ADP
gssr-1043	176	18	alexnet	alexnet	NOUN
gssr-1043	176	19	are	be	AUX
gssr-1043	176	20	two	two	NUM
gssr-1043	176	21	methods	method	NOUN
gssr-1043	176	22	cnns	cnn	NOUN
gssr-1043	176	23	use	use	VERB
gssr-1043	176	24	to	to	PART
gssr-1043	176	25	find	find	VERB
gssr-1043	176	26	leaks	leak	NOUN
gssr-1043	176	27	.	.	PUNCT
gssr-1043	177	1	satellite	satellite	NOUN
gssr-1043	177	2	images	image	NOUN
gssr-1043	177	3	and	and	CCONJ
gssr-1043	177	4	cnn	cnn	NOUN
gssr-1043	177	5	models	model	NOUN
gssr-1043	177	6	have	have	AUX
gssr-1043	177	7	also	also	ADV
gssr-1043	177	8	been	be	AUX
gssr-1043	177	9	used	use	VERB
gssr-1043	177	10	to	to	PART
gssr-1043	177	11	detect	detect	VERB
gssr-1043	177	12	leaks	leak	NOUN
gssr-1043	177	13	.	.	PUNCT
gssr-1043	178	1	these	these	DET
gssr-1043	178	2	approaches	approach	NOUN
gssr-1043	178	3	can	can	AUX
gssr-1043	178	4	not	not	PART
gssr-1043	178	5	monitor	monitor	VERB
gssr-1043	178	6	in	in	ADP
gssr-1043	178	7	real	real	ADJ
gssr-1043	178	8	-	-	PUNCT
gssr-1043	178	9	time	time	NOUN
gssr-1043	178	10	and	and	CCONJ
gssr-1043	178	11	often	often	ADV
gssr-1043	178	12	cause	cause	VERB
gssr-1043	178	13	false	false	ADJ
gssr-1043	178	14	alerts	alert	NOUN
gssr-1043	178	15	due	due	ADP
gssr-1043	178	16	to	to	ADP
gssr-1043	178	17	satellite	satellite	NOUN
gssr-1043	178	18	photo	photo	NOUN
gssr-1043	178	19	resolution	resolution	NOUN
gssr-1043	178	20	(	(	PUNCT
gssr-1043	178	21	shukla	shukla	NOUN
gssr-1043	178	22	&	&	CCONJ
gssr-1043	178	23	piratla	piratla	PROPN
gssr-1043	178	24	,	,	PUNCT
gssr-1043	178	25	2020	2020	NUM
gssr-1043	178	26	)	)	PUNCT
gssr-1043	178	27	.	.	PUNCT
gssr-1043	179	1	figure	figure	NOUN
gssr-1043	179	2	6	6	NUM
gssr-1043	179	3	illustrates	illustrate	VERB
gssr-1043	179	4	the	the	DET
gssr-1043	179	5	architectural	architectural	ADJ
gssr-1043	179	6	diagram	diagram	NOUN
gssr-1043	179	7	of	of	ADP
gssr-1043	179	8	the	the	DET
gssr-1043	179	9	intelligent	intelligent	ADJ
gssr-1043	179	10	soundassisted	soundassiste	VERB
gssr-1043	179	11	water	water	NOUN
gssr-1043	179	12	leak	leak	NOUN
gssr-1043	179	13	detection	detection	NOUN
gssr-1043	179	14	system	system	NOUN
gssr-1043	179	15	.	.	PUNCT
gssr-1043	180	1	figure	figure	VERB
gssr-1043	180	2	6	6	NUM
gssr-1043	180	3	.	.	PUNCT
gssr-1043	181	1	leakage	leakage	NOUN
gssr-1043	181	2	detection	detection	NOUN
gssr-1043	181	3	and	and	CCONJ
gssr-1043	181	4	localization	localization	NOUN
gssr-1043	181	5	system	system	NOUN
gssr-1043	181	6	by	by	ADP
gssr-1043	181	7	using	use	VERB
gssr-1043	181	8	a	a	DET
gssr-1043	181	9	deep	deep	ADJ
gssr-1043	181	10	learning	learning	NOUN
gssr-1043	181	11	approach	approach	NOUN
gssr-1043	181	12	(	(	PUNCT
gssr-1043	181	13	tsai	tsai	PROPN
gssr-1043	181	14	et	et	PROPN
gssr-1043	181	15	al	al	PROPN
gssr-1043	181	16	.	.	PROPN
gssr-1043	181	17	,	,	PUNCT
gssr-1043	181	18	2022	2022	NUM
gssr-1043	181	19	)	)	PUNCT
gssr-1043	181	20	.	.	PUNCT
gssr-1043	182	1	sewer	sewer	NOUN
gssr-1043	182	2	defect	defect	NOUN
gssr-1043	182	3	and	and	CCONJ
gssr-1043	182	4	blockage	blockage	NOUN
gssr-1043	182	5	cctv	cctv	NOUN
gssr-1043	182	6	videos	video	NOUN
gssr-1043	182	7	are	be	AUX
gssr-1043	182	8	used	use	VERB
gssr-1043	182	9	by	by	ADP
gssr-1043	182	10	expert	expert	NOUN
gssr-1043	182	11	inspectors	inspector	NOUN
gssr-1043	182	12	to	to	PART
gssr-1043	182	13	inspect	inspect	VERB
gssr-1043	182	14	sewers	sewer	NOUN
gssr-1043	182	15	inside	inside	ADV
gssr-1043	182	16	.	.	PUNCT
gssr-1043	183	1	this	this	DET
gssr-1043	183	2	procedure	procedure	NOUN
gssr-1043	183	3	is	be	AUX
gssr-1043	183	4	laborious	laborious	ADJ
gssr-1043	183	5	and	and	CCONJ
gssr-1043	183	6	timeconsuming	timeconsuming	ADJ
gssr-1043	183	7	.	.	PUNCT
gssr-1043	184	1	cnns	cnns	PROPN
gssr-1043	184	2	are	be	AUX
gssr-1043	184	3	becoming	become	VERB
gssr-1043	184	4	useful	useful	ADJ
gssr-1043	184	5	for	for	ADP
gssr-1043	184	6	automatic	automatic	ADJ
gssr-1043	184	7	sewer	sewer	NOUN
gssr-1043	184	8	flaw	flaw	NOUN
gssr-1043	184	9	detection	detection	NOUN
gssr-1043	184	10	.	.	PUNCT
gssr-1043	185	1	their	their	PRON
gssr-1043	185	2	performance	performance	NOUN
gssr-1043	185	3	in	in	ADP
gssr-1043	185	4	these	these	DET
gssr-1043	185	5	pieces	piece	NOUN
gssr-1043	185	6	has	have	AUX
gssr-1043	185	7	been	be	AUX
gssr-1043	185	8	particularly	particularly	ADV
gssr-1043	185	9	impressive	impressive	ADJ
gssr-1043	185	10	:	:	PUNCT
gssr-1043	185	11	1	1	X
gssr-1043	185	12	)	)	PUNCT
gssr-1043	185	13	cctv	cctv	NOUN
gssr-1043	185	14	image	image	NOUN
gssr-1043	185	15	categorization	categorization	NOUN
gssr-1043	185	16	by	by	ADP
gssr-1043	185	17	defects	defect	NOUN
gssr-1043	185	18	2	2	NUM
gssr-1043	185	19	)	)	PUNCT
gssr-1043	185	20	object	object	NOUN
gssr-1043	185	21	identification	identification	NOUN
gssr-1043	185	22	:	:	PUNCT
gssr-1043	185	23	identifying	identify	VERB
gssr-1043	185	24	defects	defect	NOUN
gssr-1043	185	25	and	and	CCONJ
gssr-1043	185	26	their	their	PRON
gssr-1043	185	27	locations	location	NOUN
gssr-1043	185	28	;	;	PUNCT
gssr-1043	185	29	3	3	X
gssr-1043	185	30	)	)	PUNCT
gssr-1043	185	31	semantic	semantic	ADJ
gssr-1043	185	32	segmentation	segmentation	NOUN
gssr-1043	185	33	:	:	PUNCT
gssr-1043	185	34	labeling	label	VERB
gssr-1043	185	35	defect	defect	NOUN
gssr-1043	185	36	-	-	PUNCT
gssr-1043	185	37	related	relate	VERB
gssr-1043	185	38	pixels	pixel	NOUN
gssr-1043	185	39	.	.	PUNCT
gssr-1043	186	1	figure	figure	VERB
gssr-1043	186	2	7	7	NUM
gssr-1043	186	3	presents	present	VERB
gssr-1043	186	4	the	the	DET
gssr-1043	186	5	architecture	architecture	NOUN
gssr-1043	186	6	of	of	ADP
gssr-1043	186	7	detecting	detect	VERB
gssr-1043	186	8	sewer	sewer	NOUN
gssr-1043	186	9	defects	defect	NOUN
gssr-1043	186	10	and	and	CCONJ
gssr-1043	186	11	blockage	blockage	NOUN
gssr-1043	186	12	by	by	ADP
gssr-1043	186	13	using	use	VERB
gssr-1043	186	14	a	a	DET
gssr-1043	186	15	deep	deep	ADJ
gssr-1043	186	16	learning	learning	NOUN
gssr-1043	186	17	approach	approach	NOUN
gssr-1043	186	18	.	.	PUNCT
gssr-1043	187	1	global	global	ADJ
gssr-1043	187	2	sustainability	sustainability	NOUN
gssr-1043	187	3	research	research	NOUN
gssr-1043	187	4	global	global	ADJ
gssr-1043	187	5	scientific	scientific	ADJ
gssr-1043	187	6	research	research	NOUN
gssr-1043	187	7	57	57	NUM
gssr-1043	187	8	figure	figure	NOUN
gssr-1043	187	9	7	7	NUM
gssr-1043	187	10	.	.	PUNCT
gssr-1043	187	11	detecting	detect	VERB
gssr-1043	187	12	sewer	sewer	NOUN
gssr-1043	187	13	defects	defect	NOUN
gssr-1043	187	14	and	and	CCONJ
gssr-1043	187	15	blockage	blockage	NOUN
gssr-1043	187	16	by	by	ADP
gssr-1043	187	17	using	use	VERB
gssr-1043	187	18	a	a	DET
gssr-1043	187	19	deep	deep	ADJ
gssr-1043	187	20	learning	learning	NOUN
gssr-1043	187	21	approach	approach	NOUN
gssr-1043	187	22	(	(	PUNCT
gssr-1043	187	23	yusuf	yusuf	PROPN
gssr-1043	187	24	et	et	PROPN
gssr-1043	187	25	al	al	PROPN
gssr-1043	187	26	.	.	PROPN
gssr-1043	187	27	,	,	PUNCT
gssr-1043	187	28	2024	2024	NUM
gssr-1043	187	29	)	)	PUNCT
gssr-1043	187	30	.	.	PUNCT
gssr-1043	188	1	image	image	NOUN
gssr-1043	188	2	classification	classification	NOUN
gssr-1043	188	3	kumar	kumar	PROPN
gssr-1043	188	4	et	et	PROPN
gssr-1043	188	5	al	al	PROPN
gssr-1043	188	6	.	.	PROPN
gssr-1043	189	1	(	(	PUNCT
gssr-1043	189	2	2018	2018	NUM
gssr-1043	189	3	)	)	PUNCT
gssr-1043	189	4	trained	train	VERB
gssr-1043	189	5	binary	binary	ADJ
gssr-1043	189	6	classification	classification	NOUN
gssr-1043	189	7	cnns	cnn	NOUN
gssr-1043	189	8	to	to	PART
gssr-1043	189	9	detect	detect	VERB
gssr-1043	189	10	specific	specific	ADJ
gssr-1043	189	11	problems	problem	NOUN
gssr-1043	189	12	.	.	PUNCT
gssr-1043	190	1	to	to	PART
gssr-1043	190	2	save	save	VERB
gssr-1043	190	3	training	training	NOUN
gssr-1043	190	4	time	time	NOUN
gssr-1043	190	5	,	,	PUNCT
gssr-1043	190	6	meijer	meijer	NOUN
gssr-1043	190	7	et	et	PROPN
gssr-1043	190	8	al	al	PROPN
gssr-1043	190	9	.	.	PROPN
gssr-1043	191	1	(	(	PUNCT
gssr-1043	191	2	2019	2019	NUM
gssr-1043	191	3	)	)	PUNCT
gssr-1043	191	4	constructed	construct	VERB
gssr-1043	191	5	a	a	DET
gssr-1043	191	6	single	single	ADJ
gssr-1043	191	7	cnn	cnn	NOUN
gssr-1043	191	8	to	to	PART
gssr-1043	191	9	classify	classify	VERB
gssr-1043	191	10	frames	frame	NOUN
gssr-1043	191	11	by	by	ADP
gssr-1043	191	12	defect	defect	NOUN
gssr-1043	191	13	.	.	PUNCT
gssr-1043	192	1	gutiérrez	gutiérrez	NOUN
gssr-1043	192	2	-	-	PUNCT
gssr-1043	192	3	mondragón	mondragón	PROPN
gssr-1043	192	4	et	et	PROPN
gssr-1043	192	5	al	al	PROPN
gssr-1043	192	6	.	.	PROPN
gssr-1043	192	7	(	(	PUNCT
gssr-1043	192	8	2020	2020	NUM
gssr-1043	192	9	)	)	PUNCT
gssr-1043	192	10	used	use	VERB
gssr-1043	192	11	cnn	cnn	PROPN
gssr-1043	192	12	to	to	PART
gssr-1043	192	13	detect	detect	VERB
gssr-1043	192	14	sewage	sewage	NOUN
gssr-1043	192	15	issues	issue	NOUN
gssr-1043	192	16	and	and	CCONJ
gssr-1043	192	17	pipe	pipe	NOUN
gssr-1043	192	18	obstructions	obstruction	NOUN
gssr-1043	192	19	.	.	PUNCT
gssr-1043	193	1	famous	famous	ADJ
gssr-1043	193	2	cnns	cnn	NOUN
gssr-1043	193	3	were	be	AUX
gssr-1043	193	4	analyzed	analyze	VERB
gssr-1043	193	5	for	for	ADP
gssr-1043	193	6	sewer	sewer	NOUN
gssr-1043	193	7	issues	issue	NOUN
gssr-1043	193	8	by	by	ADP
gssr-1043	193	9	experts	expert	NOUN
gssr-1043	193	10	.	.	PUNCT
gssr-1043	194	1	the	the	DET
gssr-1043	194	2	hierarchical	hierarchical	ADJ
gssr-1043	194	3	classification	classification	NOUN
gssr-1043	194	4	system	system	NOUN
gssr-1043	194	5	employed	employ	VERB
gssr-1043	194	6	by	by	ADP
gssr-1043	194	7	xie	xie	PROPN
gssr-1043	194	8	et	et	PROPN
gssr-1043	194	9	al	al	PROPN
gssr-1043	194	10	.	.	PROPN
gssr-1043	195	1	(	(	PUNCT
gssr-1043	195	2	2019	2019	NUM
gssr-1043	195	3	)	)	PUNCT
gssr-1043	195	4	distinguished	distinguish	VERB
gssr-1043	195	5	between	between	ADP
gssr-1043	195	6	normal	normal	ADJ
gssr-1043	195	7	and	and	CCONJ
gssr-1043	195	8	defective	defective	ADJ
gssr-1043	195	9	pipes	pipe	NOUN
gssr-1043	195	10	and	and	CCONJ
gssr-1043	195	11	subsequently	subsequently	ADV
gssr-1043	195	12	categorized	categorize	VERB
gssr-1043	195	13	defective	defective	ADJ
gssr-1043	195	14	ones	one	NOUN
gssr-1043	195	15	.	.	PUNCT
gssr-1043	196	1	li	li	PROPN
gssr-1043	196	2	et	et	PROPN
gssr-1043	196	3	al	al	PROPN
gssr-1043	196	4	.	.	PROPN
gssr-1043	197	1	(	(	PUNCT
gssr-1043	197	2	2019	2019	NUM
gssr-1043	197	3	)	)	PUNCT
gssr-1043	197	4	used	use	VERB
gssr-1043	197	5	resnet18	resnet18	NOUN
gssr-1043	197	6	in	in	ADP
gssr-1043	197	7	a	a	DET
gssr-1043	197	8	hierarchical	hierarchical	ADJ
gssr-1043	197	9	architecture	architecture	NOUN
gssr-1043	197	10	with	with	ADP
gssr-1043	197	11	residual	residual	ADJ
gssr-1043	197	12	learning	learning	NOUN
gssr-1043	197	13	from	from	ADP
gssr-1043	197	14	he	he	PRON
gssr-1043	197	15	et	et	PROPN
gssr-1043	197	16	al	al	PROPN
gssr-1043	197	17	.	.	PUNCT
gssr-1043	198	1	(	(	PUNCT
gssr-1043	198	2	2016	2016	NUM
gssr-1043	198	3	)	)	PUNCT
gssr-1043	198	4	.	.	PUNCT
gssr-1043	199	1	chen	chen	PROPN
gssr-1043	199	2	et	et	PROPN
gssr-1043	199	3	al	al	PROPN
gssr-1043	199	4	.	.	PROPN
gssr-1043	200	1	(	(	PUNCT
gssr-1043	200	2	2018	2018	NUM
gssr-1043	200	3	)	)	PUNCT
gssr-1043	200	4	used	use	VERB
gssr-1043	200	5	squeezenet	squeezenet	NOUN
gssr-1043	200	6	for	for	ADP
gssr-1043	200	7	its	its	PRON
gssr-1043	200	8	improved	improved	ADJ
gssr-1043	200	9	extraction	extraction	NOUN
gssr-1043	200	10	.	.	PUNCT
gssr-1043	201	1	chen	chen	PROPN
gssr-1043	201	2	et	et	PROPN
gssr-1043	201	3	al	al	PROPN
gssr-1043	201	4	.	.	PROPN
gssr-1043	202	1	(	(	PUNCT
gssr-1043	202	2	2019	2019	NUM
gssr-1043	202	3	)	)	PUNCT
gssr-1043	202	4	improved	improve	VERB
gssr-1043	202	5	a	a	DET
gssr-1043	202	6	binary	binary	ADJ
gssr-1043	202	7	identification	identification	NOUN
gssr-1043	202	8	cnn	cnn	PROPN
gssr-1043	202	9	with	with	ADP
gssr-1043	202	10	a	a	DET
gssr-1043	202	11	cost	cost	NOUN
gssr-1043	202	12	-	-	PUNCT
gssr-1043	202	13	sensitive	sensitive	ADJ
gssr-1043	202	14	activation	activation	NOUN
gssr-1043	202	15	layer	layer	NOUN
gssr-1043	202	16	and	and	CCONJ
gssr-1043	202	17	cost	cost	NOUN
gssr-1043	202	18	-	-	PUNCT
gssr-1043	202	19	mean	mean	NOUN
gssr-1043	202	20	loss	loss	NOUN
gssr-1043	202	21	.	.	PUNCT
gssr-1043	203	1	kumar	kumar	PROPN
gssr-1043	203	2	et	et	PROPN
gssr-1043	203	3	al	al	PROPN
gssr-1043	203	4	.	.	PROPN
gssr-1043	203	5	(	(	PUNCT
gssr-1043	203	6	2020a	2020a	NOUN
gssr-1043	203	7	)	)	PUNCT
gssr-1043	203	8	showed	show	VERB
gssr-1043	203	9	cnn	cnn	PROPN
gssr-1043	203	10	weights	weight	NOUN
gssr-1043	203	11	and	and	CCONJ
gssr-1043	203	12	changes	change	NOUN
gssr-1043	203	13	using	use	VERB
gssr-1043	203	14	class	class	NOUN
gssr-1043	203	15	activation	activation	NOUN
gssr-1043	203	16	mapping	mapping	NOUN
gssr-1043	203	17	.	.	PUNCT
gssr-1043	204	1	finally	finally	ADV
gssr-1043	204	2	,	,	PUNCT
gssr-1043	204	3	moradi	moradi	VERB
gssr-1043	204	4	et	et	PROPN
gssr-1043	204	5	al	al	PROPN
gssr-1043	204	6	.	.	PROPN
gssr-1043	205	1	(	(	PUNCT
gssr-1043	205	2	2020	2020	NUM
gssr-1043	205	3	)	)	PUNCT
gssr-1043	205	4	used	use	VERB
gssr-1043	205	5	cnns	cnn	NOUN
gssr-1043	205	6	to	to	PART
gssr-1043	205	7	locate	locate	VERB
gssr-1043	205	8	problems	problem	NOUN
gssr-1043	205	9	in	in	ADP
gssr-1043	205	10	sewer	sewer	NOUN
gssr-1043	205	11	frames	frame	NOUN
gssr-1043	205	12	by	by	ADP
gssr-1043	205	13	distance	distance	NOUN
gssr-1043	205	14	.	.	PUNCT
gssr-1043	206	1	object	object	NOUN
gssr-1043	206	2	detection	detection	NOUN
gssr-1043	206	3	previous	previous	ADJ
gssr-1043	206	4	investigations	investigation	NOUN
gssr-1043	206	5	have	have	AUX
gssr-1043	206	6	categorized	categorize	VERB
gssr-1043	206	7	and	and	CCONJ
gssr-1043	206	8	localized	localized	ADJ
gssr-1043	206	9	frame	frame	NOUN
gssr-1043	206	10	faults	fault	NOUN
gssr-1043	206	11	.	.	PUNCT
gssr-1043	207	1	classification	classification	NOUN
gssr-1043	207	2	algorithms	algorithm	NOUN
gssr-1043	207	3	struggle	struggle	VERB
gssr-1043	207	4	with	with	ADP
gssr-1043	207	5	several	several	ADJ
gssr-1043	207	6	defect	defect	ADJ
gssr-1043	207	7	kinds	kind	NOUN
gssr-1043	207	8	in	in	ADP
gssr-1043	207	9	a	a	DET
gssr-1043	207	10	single	single	ADJ
gssr-1043	207	11	image	image	NOUN
gssr-1043	207	12	,	,	PUNCT
gssr-1043	207	13	although	although	SCONJ
gssr-1043	207	14	object	object	NOUN
gssr-1043	207	15	detection	detection	NOUN
gssr-1043	207	16	models	model	NOUN
gssr-1043	207	17	help	help	VERB
gssr-1043	207	18	.	.	PUNCT
gssr-1043	208	1	cnn	cnn	PROPN
gssr-1043	208	2	-	-	PUNCT
gssr-1043	208	3	based	base	VERB
gssr-1043	208	4	approaches	approach	NOUN
gssr-1043	208	5	are	be	AUX
gssr-1043	208	6	divided	divide	VERB
gssr-1043	208	7	into	into	ADP
gssr-1043	208	8	region	region	NOUN
gssr-1043	208	9	-	-	PUNCT
gssr-1043	208	10	based	base	VERB
gssr-1043	208	11	(	(	PUNCT
gssr-1043	208	12	two	two	NUM
gssr-1043	208	13	-	-	PUNCT
gssr-1043	208	14	stage	stage	NOUN
gssr-1043	208	15	)	)	PUNCT
gssr-1043	208	16	and	and	CCONJ
gssr-1043	208	17	one	one	NUM
gssr-1043	208	18	-	-	PUNCT
gssr-1043	208	19	stage	stage	NOUN
gssr-1043	208	20	detection	detection	NOUN
gssr-1043	208	21	.	.	PUNCT
gssr-1043	209	1	r	r	X
gssr-1043	209	2	-	-	PUNCT
gssr-1043	209	3	cnn	cnn	PROPN
gssr-1043	209	4	was	be	AUX
gssr-1043	209	5	faster	fast	ADJ
gssr-1043	209	6	for	for	ADP
gssr-1043	209	7	cheng	cheng	PROPN
gssr-1043	209	8	and	and	CCONJ
gssr-1043	209	9	wang	wang	PROPN
gssr-1043	209	10	(	(	PUNCT
gssr-1043	209	11	2018	2018	NUM
gssr-1043	209	12	)	)	PUNCT
gssr-1043	209	13	,	,	PUNCT
gssr-1043	209	14	although	although	SCONJ
gssr-1043	209	15	zhang	zhang	PROPN
gssr-1043	209	16	et	et	PROPN
gssr-1043	209	17	al	al	PROPN
gssr-1043	209	18	.	.	PROPN
gssr-1043	210	1	(	(	PUNCT
gssr-1043	210	2	2018	2018	NUM
gssr-1043	210	3	)	)	PUNCT
gssr-1043	210	4	used	use	VERB
gssr-1043	210	5	vgg-16	vgg-16	NOUN
gssr-1043	210	6	.	.	PUNCT
gssr-1043	211	1	instead	instead	ADV
gssr-1043	211	2	,	,	PUNCT
gssr-1043	211	3	yin	yin	PROPN
gssr-1043	211	4	et	et	PROPN
gssr-1043	211	5	al	al	PROPN
gssr-1043	211	6	.	.	PROPN
gssr-1043	212	1	(	(	PUNCT
gssr-1043	212	2	2020	2020	NUM
gssr-1043	212	3	)	)	PUNCT
gssr-1043	212	4	used	use	VERB
gssr-1043	212	5	yolov3	yolov3	PROPN
gssr-1043	212	6	,	,	PUNCT
gssr-1043	212	7	a	a	DET
gssr-1043	212	8	one	one	NUM
gssr-1043	212	9	-	-	PUNCT
gssr-1043	212	10	stage	stage	NOUN
gssr-1043	212	11	network	network	NOUN
gssr-1043	212	12	,	,	PUNCT
gssr-1043	212	13	for	for	ADP
gssr-1043	212	14	real	real	ADJ
gssr-1043	212	15	-	-	PUNCT
gssr-1043	212	16	time	time	NOUN
gssr-1043	212	17	sewer	sewer	NOUN
gssr-1043	212	18	problem	problem	NOUN
gssr-1043	212	19	detection	detection	NOUN
gssr-1043	212	20	.	.	PUNCT
gssr-1043	213	1	kumar	kumar	PROPN
gssr-1043	213	2	et	et	PROPN
gssr-1043	213	3	al	al	PROPN
gssr-1043	213	4	.	.	PROPN
gssr-1043	213	5	(	(	PUNCT
gssr-1043	213	6	2020b	2020b	NUM
gssr-1043	213	7	)	)	PUNCT
gssr-1043	213	8	found	find	VERB
gssr-1043	213	9	that	that	SCONJ
gssr-1043	213	10	yolov3	yolov3	PROPN
gssr-1043	213	11	is	be	AUX
gssr-1043	213	12	faster	fast	ADJ
gssr-1043	213	13	and	and	CCONJ
gssr-1043	213	14	better	well	ADJ
gssr-1043	213	15	for	for	ADP
gssr-1043	213	16	onsite	onsite	ADJ
gssr-1043	213	17	detection	detection	NOUN
gssr-1043	213	18	,	,	PUNCT
gssr-1043	213	19	but	but	CCONJ
gssr-1043	213	20	faster	fast	ADV
gssr-1043	213	21	r	r	NOUN
gssr-1043	213	22	-	-	PUNCT
gssr-1043	213	23	cnn	cnn	PROPN
gssr-1043	213	24	is	be	AUX
gssr-1043	213	25	more	more	ADV
gssr-1043	213	26	accurate	accurate	ADJ
gssr-1043	213	27	for	for	ADP
gssr-1043	213	28	offsite	offsite	ADJ
gssr-1043	213	29	evaluation	evaluation	NOUN
gssr-1043	213	30	.	.	PUNCT
gssr-1043	214	1	wang	wang	PROPN
gssr-1043	214	2	et	et	PROPN
gssr-1043	214	3	al	al	PROPN
gssr-1043	214	4	.	.	PROPN
gssr-1043	214	5	(	(	PUNCT
gssr-1043	214	6	2021a	2021a	NUM
gssr-1043	214	7	)	)	PUNCT
gssr-1043	214	8	used	use	VERB
gssr-1043	214	9	quicker	quick	ADJ
gssr-1043	214	10	r	r	NOUN
gssr-1043	214	11	-	-	PUNCT
gssr-1043	214	12	cnn	cnn	NOUN
gssr-1043	214	13	to	to	PART
gssr-1043	214	14	track	track	VERB
gssr-1043	214	15	flaws	flaw	NOUN
gssr-1043	214	16	and	and	CCONJ
gssr-1043	214	17	count	count	VERB
gssr-1043	214	18	defects	defect	NOUN
gssr-1043	214	19	in	in	ADP
gssr-1043	214	20	successive	successive	ADJ
gssr-1043	214	21	video	video	NOUN
gssr-1043	214	22	frames	frame	NOUN
gssr-1043	214	23	.	.	PUNCT
gssr-1043	215	1	semantic	semantic	ADJ
gssr-1043	215	2	segmentation	segmentation	NOUN
gssr-1043	215	3	image	image	NOUN
gssr-1043	215	4	semantic	semantic	ADJ
gssr-1043	215	5	segmentation	segmentation	NOUN
gssr-1043	215	6	models	model	NOUN
gssr-1043	215	7	can	can	AUX
gssr-1043	215	8	label	label	VERB
gssr-1043	215	9	each	each	DET
gssr-1043	215	10	pixel	pixel	NOUN
gssr-1043	215	11	of	of	ADP
gssr-1043	215	12	a	a	DET
gssr-1043	215	13	recognized	recognize	VERB
gssr-1043	215	14	object	object	NOUN
gssr-1043	215	15	.	.	PUNCT
gssr-1043	216	1	kunzel	kunzel	PROPN
gssr-1043	216	2	et	et	PROPN
gssr-1043	216	3	al	al	PROPN
gssr-1043	216	4	.	.	PROPN
gssr-1043	217	1	(	(	PUNCT
gssr-1043	217	2	2018	2018	NUM
gssr-1043	217	3	)	)	PUNCT
gssr-1043	217	4	employed	employ	VERB
gssr-1043	217	5	a	a	DET
gssr-1043	217	6	two	two	NUM
gssr-1043	217	7	-	-	PUNCT
gssr-1043	217	8	stream	stream	NOUN
gssr-1043	217	9	cnn	cnn	PROPN
gssr-1043	217	10	,	,	PUNCT
gssr-1043	217	11	the	the	DET
gssr-1043	217	12	full	full	ADJ
gssr-1043	217	13	-	-	PUNCT
gssr-1043	217	14	resolution	resolution	NOUN
gssr-1043	217	15	residual	residual	ADJ
gssr-1043	217	16	network	network	NOUN
gssr-1043	217	17	(	(	PUNCT
gssr-1043	217	18	frrn	frrn	PROPN
gssr-1043	217	19	)	)	PUNCT
gssr-1043	217	20	,	,	PUNCT
gssr-1043	217	21	to	to	PART
gssr-1043	217	22	automatically	automatically	ADV
gssr-1043	217	23	detect	detect	VERB
gssr-1043	217	24	and	and	CCONJ
gssr-1043	217	25	categorize	categorize	VERB
gssr-1043	217	26	sewer	sewer	NOUN
gssr-1043	217	27	pipe	pipe	NOUN
gssr-1043	217	28	failures	failure	NOUN
gssr-1043	217	29	and	and	CCONJ
gssr-1043	217	30	structural	structural	ADJ
gssr-1043	217	31	issues	issue	NOUN
gssr-1043	217	32	.	.	PUNCT
gssr-1043	218	1	cnn	cnn	PROPN
gssr-1043	218	2	processed	process	VERB
gssr-1043	218	3	unrolled	unroll	VERB
gssr-1043	218	4	and	and	CCONJ
gssr-1043	218	5	stitched	stitch	VERB
gssr-1043	218	6	cctv	cctv	PROPN
gssr-1043	218	7	footage	footage	NOUN
gssr-1043	218	8	.	.	PUNCT
gssr-1043	219	1	pan	pan	PROPN
gssr-1043	219	2	et	et	PROPN
gssr-1043	219	3	al	al	PROPN
gssr-1043	219	4	.	.	PROPN
gssr-1043	220	1	(	(	PUNCT
gssr-1043	220	2	2020	2020	NUM
gssr-1043	220	3	)	)	PUNCT
gssr-1043	220	4	improved	improve	VERB
gssr-1043	220	5	cnn	cnn	PROPN
gssr-1043	220	6	-	-	PUNCT
gssr-1043	220	7	based	base	VERB
gssr-1043	220	8	u	u	NOUN
gssr-1043	220	9	-	-	ADJ
gssr-1043	220	10	net	net	ADJ
gssr-1043	220	11	sewage	sewage	NOUN
gssr-1043	220	12	problem	problem	NOUN
gssr-1043	220	13	segmentation	segmentation	NOUN
gssr-1043	220	14	by	by	ADP
gssr-1043	220	15	integrating	integrate	VERB
gssr-1043	220	16	feature	feature	NOUN
gssr-1043	220	17	reuse	reuse	NOUN
gssr-1043	220	18	and	and	CCONJ
gssr-1043	220	19	attention	attention	NOUN
gssr-1043	220	20	blocks	block	NOUN
gssr-1043	220	21	.	.	PUNCT
gssr-1043	221	1	wang	wang	PROPN
gssr-1043	221	2	and	and	CCONJ
gssr-1043	221	3	cheng	cheng	PROPN
gssr-1043	221	4	(	(	PUNCT
gssr-1043	221	5	2020	2020	NUM
gssr-1043	221	6	)	)	PUNCT
gssr-1043	221	7	used	use	VERB
gssr-1043	221	8	dilaseg	dilaseg	NOUN
gssr-1043	221	9	,	,	PUNCT
gssr-1043	221	10	a	a	DET
gssr-1043	221	11	deep	deep	ADJ
gssr-1043	221	12	cnn	cnn	NOUN
gssr-1043	221	13	with	with	ADP
gssr-1043	221	14	dilated	dilated	ADJ
gssr-1043	221	15	convolution	convolution	NOUN
gssr-1043	221	16	,	,	PUNCT
gssr-1043	221	17	and	and	CCONJ
gssr-1043	221	18	a	a	DET
gssr-1043	221	19	dense	dense	ADJ
gssr-1043	221	20	conditional	conditional	ADJ
gssr-1043	221	21	random	random	ADJ
gssr-1043	221	22	field	field	NOUN
gssr-1043	221	23	-	-	PUNCT
gssr-1043	221	24	based	base	VERB
gssr-1043	221	25	rnn	rnn	PROPN
gssr-1043	221	26	.	.	PUNCT
gssr-1043	221	27	dilaseg	dilaseg	NOUN
gssr-1043	221	28	extracts	extract	NOUN
gssr-1043	221	29	feature	feature	NOUN
gssr-1043	221	30	maps	map	NOUN
gssr-1043	221	31	,	,	PUNCT
gssr-1043	221	32	whereas	whereas	SCONJ
gssr-1043	221	33	crf	crf	NOUN
gssr-1043	221	34	-	-	PUNCT
gssr-1043	221	35	based	base	VERB
gssr-1043	221	36	rnn	rnn	NOUN
gssr-1043	221	37	resolves	resolve	VERB
gssr-1043	221	38	local	local	ADJ
gssr-1043	221	39	ambiguities	ambiguity	NOUN
gssr-1043	221	40	.	.	PUNCT
gssr-1043	222	1	wang	wang	PROPN
gssr-1043	222	2	et	et	PROPN
gssr-1043	222	3	al	al	PROPN
gssr-1043	222	4	.	.	PROPN
gssr-1043	222	5	(	(	PUNCT
gssr-1043	222	6	2021b	2021b	NUM
gssr-1043	222	7	)	)	PUNCT
gssr-1043	222	8	also	also	ADV
gssr-1043	222	9	suggested	suggest	VERB
gssr-1043	222	10	studying	study	VERB
gssr-1043	222	11	semantic	semantic	ADJ
gssr-1043	222	12	segmentation	segmentation	NOUN
gssr-1043	222	13	data	datum	NOUN
gssr-1043	222	14	to	to	PART
gssr-1043	222	15	analyze	analyze	VERB
gssr-1043	222	16	sewer	sewer	NOUN
gssr-1043	222	17	conditions	condition	NOUN
gssr-1043	222	18	and	and	CCONJ
gssr-1043	222	19	operational	operational	ADJ
gssr-1043	222	20	and	and	CCONJ
gssr-1043	222	21	maintenance	maintenance	NOUN
gssr-1043	222	22	difficulties	difficulty	NOUN
gssr-1043	222	23	.	.	PUNCT
gssr-1043	223	1	global	global	ADJ
gssr-1043	223	2	sustainability	sustainability	NOUN
gssr-1043	223	3	research	research	NOUN
gssr-1043	223	4	global	global	ADJ
gssr-1043	223	5	scientific	scientific	ADJ
gssr-1043	223	6	research	research	NOUN
gssr-1043	223	7	58	58	NUM
gssr-1043	223	8	cyber	cyber	NOUN
gssr-1043	223	9	security	security	NOUN
gssr-1043	223	10	and	and	CCONJ
gssr-1043	223	11	asset	asset	NOUN
gssr-1043	223	12	monitoring	monitor	VERB
gssr-1043	223	13	the	the	DET
gssr-1043	223	14	u.s	u.s	PROPN
gssr-1043	223	15	.	.	PROPN
gssr-1043	223	16	department	department	PROPN
gssr-1043	223	17	of	of	ADP
gssr-1043	223	18	homeland	homeland	NOUN
gssr-1043	223	19	security	security	NOUN
gssr-1043	223	20	has	have	AUX
gssr-1043	223	21	designated	designate	VERB
gssr-1043	223	22	water	water	NOUN
gssr-1043	223	23	and	and	CCONJ
gssr-1043	223	24	wastewater	wastewater	NOUN
gssr-1043	223	25	infrastructure	infrastructure	NOUN
gssr-1043	223	26	as	as	ADP
gssr-1043	223	27	a	a	DET
gssr-1043	223	28	key	key	ADJ
gssr-1043	223	29	cyberattack	cyberattack	NOUN
gssr-1043	223	30	target	target	NOUN
gssr-1043	223	31	in	in	ADP
gssr-1043	223	32	the	the	DET
gssr-1043	223	33	16	16	NUM
gssr-1043	223	34	essential	essential	ADJ
gssr-1043	223	35	infrastructure	infrastructure	NOUN
gssr-1043	223	36	sectors	sector	NOUN
gssr-1043	223	37	,	,	PUNCT
gssr-1043	223	38	citing	cite	VERB
gssr-1043	223	39	various	various	ADJ
gssr-1043	223	40	cybersecurity	cybersecurity	NOUN
gssr-1043	223	41	issues	issue	NOUN
gssr-1043	223	42	.	.	PUNCT
gssr-1043	224	1	this	this	DET
gssr-1043	224	2	sector	sector	NOUN
gssr-1043	224	3	was	be	AUX
gssr-1043	224	4	the	the	DET
gssr-1043	224	5	third	third	ADJ
gssr-1043	224	6	most	most	ADV
gssr-1043	224	7	targeted	target	VERB
gssr-1043	224	8	in	in	ADP
gssr-1043	224	9	2015	2015	NUM
gssr-1043	224	10	after	after	ADP
gssr-1043	224	11	industry	industry	NOUN
gssr-1043	224	12	and	and	CCONJ
gssr-1043	224	13	energy	energy	NOUN
gssr-1043	224	14	,	,	PUNCT
gssr-1043	224	15	with	with	ADP
gssr-1043	224	16	25	25	NUM
gssr-1043	224	17	cybersecurity	cybersecurity	NOUN
gssr-1043	224	18	incidents	incident	NOUN
gssr-1043	224	19	(	(	PUNCT
gssr-1043	224	20	hassanzadeh	hassanzadeh	X
gssr-1043	224	21	et	et	NOUN
gssr-1043	224	22	al	al	PROPN
gssr-1043	224	23	.	.	PROPN
gssr-1043	224	24	,	,	PUNCT
gssr-1043	224	25	2020	2020	NUM
gssr-1043	224	26	)	)	PUNCT
gssr-1043	224	27	.	.	PUNCT
gssr-1043	225	1	thus	thus	ADV
gssr-1043	225	2	,	,	PUNCT
gssr-1043	225	3	practical	practical	ADJ
gssr-1043	225	4	and	and	CCONJ
gssr-1043	225	5	scholarly	scholarly	ADJ
gssr-1043	225	6	attention	attention	NOUN
gssr-1043	225	7	to	to	ADP
gssr-1043	225	8	water	water	NOUN
gssr-1043	225	9	infrastructure	infrastructure	NOUN
gssr-1043	225	10	protection	protection	NOUN
gssr-1043	225	11	has	have	AUX
gssr-1043	225	12	grown	grow	VERB
gssr-1043	225	13	.	.	PUNCT
gssr-1043	226	1	dl	dl	PROPN
gssr-1043	226	2	methods	method	NOUN
gssr-1043	226	3	including	include	VERB
gssr-1043	226	4	lstm	lstm	PROPN
gssr-1043	226	5	,	,	PUNCT
gssr-1043	226	6	autoencoders	autoencoder	NOUN
gssr-1043	226	7	,	,	PUNCT
gssr-1043	226	8	and	and	CCONJ
gssr-1043	226	9	gnns	gnn	NOUN
gssr-1043	226	10	have	have	AUX
gssr-1043	226	11	enhanced	enhance	VERB
gssr-1043	226	12	high	high	ADJ
gssr-1043	226	13	-	-	PUNCT
gssr-1043	226	14	dimensional	dimensional	ADJ
gssr-1043	226	15	intrusion	intrusion	NOUN
gssr-1043	226	16	detection	detection	NOUN
gssr-1043	226	17	.	.	PUNCT
gssr-1043	227	1	inoue	inoue	PROPN
gssr-1043	227	2	et	et	PROPN
gssr-1043	227	3	al	al	PROPN
gssr-1043	227	4	.	.	PROPN
gssr-1043	228	1	(	(	PUNCT
gssr-1043	228	2	2017	2017	NUM
gssr-1043	228	3	)	)	PUNCT
gssr-1043	228	4	trained	train	VERB
gssr-1043	228	5	an	an	DET
gssr-1043	228	6	lstm	lstm	NOUN
gssr-1043	228	7	model	model	NOUN
gssr-1043	228	8	with	with	ADP
gssr-1043	228	9	water	water	NOUN
gssr-1043	228	10	treatment	treatment	NOUN
gssr-1043	228	11	plant	plant	NOUN
gssr-1043	228	12	normal	normal	ADJ
gssr-1043	228	13	operation	operation	NOUN
gssr-1043	228	14	data	datum	NOUN
gssr-1043	228	15	and	and	CCONJ
gssr-1043	228	16	tested	test	VERB
gssr-1043	228	17	it	it	PRON
gssr-1043	228	18	with	with	ADP
gssr-1043	228	19	36	36	NUM
gssr-1043	228	20	attack	attack	NOUN
gssr-1043	228	21	scenarios	scenario	NOUN
gssr-1043	228	22	.	.	PUNCT
gssr-1043	229	1	taormina	taormina	PROPN
gssr-1043	229	2	et	et	PROPN
gssr-1043	229	3	al	al	PROPN
gssr-1043	229	4	.	.	PROPN
gssr-1043	230	1	(	(	PUNCT
gssr-1043	230	2	2018	2018	NUM
gssr-1043	230	3	)	)	PUNCT
gssr-1043	230	4	found	find	VERB
gssr-1043	230	5	that	that	SCONJ
gssr-1043	230	6	autoencoders	autoencoder	NOUN
gssr-1043	230	7	outperformed	outperform	VERB
gssr-1043	230	8	xgboost	xgboost	ADV
gssr-1043	230	9	and	and	CCONJ
gssr-1043	230	10	lightgbm	lightgbm	VERB
gssr-1043	230	11	in	in	ADP
gssr-1043	230	12	14	14	NUM
gssr-1043	230	13	water	water	NOUN
gssr-1043	230	14	distribution	distribution	NOUN
gssr-1043	230	15	system	system	NOUN
gssr-1043	230	16	attack	attack	NOUN
gssr-1043	230	17	scenarios	scenario	NOUN
gssr-1043	230	18	.	.	PUNCT
gssr-1043	231	1	evasion	evasion	NOUN
gssr-1043	231	2	attacks	attack	NOUN
gssr-1043	231	3	against	against	ADP
gssr-1043	231	4	deep	deep	ADJ
gssr-1043	231	5	autoencoder	autoencoder	NOUN
gssr-1043	231	6	-	-	PUNCT
gssr-1043	231	7	based	base	VERB
gssr-1043	231	8	detectors	detector	NOUN
gssr-1043	231	9	were	be	AUX
gssr-1043	231	10	examined	examine	VERB
gssr-1043	231	11	by	by	ADP
gssr-1043	231	12	erba	erba	PROPN
gssr-1043	231	13	et	et	PROPN
gssr-1043	231	14	al	al	PROPN
gssr-1043	231	15	.	.	PROPN
gssr-1043	232	1	(	(	PUNCT
gssr-1043	232	2	2020	2020	NUM
gssr-1043	232	3	)	)	PUNCT
gssr-1043	232	4	.	.	PUNCT
gssr-1043	233	1	deng	deng	PROPN
gssr-1043	233	2	and	and	CCONJ
gssr-1043	233	3	hooi	hooi	PROPN
gssr-1043	233	4	(	(	PUNCT
gssr-1043	233	5	2021	2021	NUM
gssr-1043	233	6	)	)	PUNCT
gssr-1043	233	7	found	find	VERB
gssr-1043	233	8	that	that	SCONJ
gssr-1043	233	9	an	an	DET
gssr-1043	233	10	attention	attention	NOUN
gssr-1043	233	11	-	-	PUNCT
gssr-1043	233	12	based	base	VERB
gssr-1043	233	13	gnn	gnn	NOUN
gssr-1043	233	14	detects	detect	NOUN
gssr-1043	233	15	water	water	NOUN
gssr-1043	233	16	treatment	treatment	NOUN
gssr-1043	233	17	system	system	NOUN
gssr-1043	233	18	cyberattacks	cyberattack	VERB
gssr-1043	233	19	better	well	ADV
gssr-1043	233	20	than	than	ADP
gssr-1043	233	21	baseline	baseline	NOUN
gssr-1043	233	22	models	model	NOUN
gssr-1043	233	23	.	.	PUNCT
gssr-1043	234	1	tsiami	tsiami	VERB
gssr-1043	234	2	and	and	CCONJ
gssr-1043	234	3	makropoulos	makropoulo	NOUN
gssr-1043	234	4	(	(	PUNCT
gssr-1043	234	5	2021	2021	NUM
gssr-1043	234	6	)	)	PUNCT
gssr-1043	234	7	showed	show	VERB
gssr-1043	234	8	that	that	SCONJ
gssr-1043	234	9	convolutional	convolutional	ADJ
gssr-1043	234	10	gnns	gnns	NOUN
gssr-1043	234	11	may	may	AUX
gssr-1043	234	12	detect	detect	VERB
gssr-1043	234	13	water	water	NOUN
gssr-1043	234	14	distribution	distribution	NOUN
gssr-1043	234	15	system	system	NOUN
gssr-1043	234	16	assaults	assault	NOUN
gssr-1043	234	17	using	use	VERB
gssr-1043	234	18	scada	scada	PROPN
gssr-1043	234	19	data	data	PROPN
gssr-1043	234	20	linkages	linkage	NOUN
gssr-1043	234	21	.	.	PUNCT
gssr-1043	235	1	urban	urban	ADJ
gssr-1043	235	2	water	water	NOUN
gssr-1043	235	3	systems	system	NOUN
gssr-1043	235	4	(	(	PUNCT
gssr-1043	235	5	uws	uws	PROPN
gssr-1043	235	6	)	)	PUNCT
gssr-1043	235	7	research	research	NOUN
gssr-1043	235	8	is	be	AUX
gssr-1043	235	9	needed	need	VERB
gssr-1043	235	10	to	to	PART
gssr-1043	235	11	reduce	reduce	VERB
gssr-1043	235	12	threats	threat	NOUN
gssr-1043	235	13	from	from	ADP
gssr-1043	235	14	water	water	NOUN
gssr-1043	235	15	infrastructure	infrastructure	NOUN
gssr-1043	235	16	digitization	digitization	NOUN
gssr-1043	235	17	and	and	CCONJ
gssr-1043	235	18	ai	ai	VERB
gssr-1043	235	19	.	.	PUNCT
gssr-1043	236	1	uws	uws	PROPN
gssr-1043	236	2	cybersecurity	cybersecurity	NOUN
gssr-1043	236	3	best	good	ADJ
gssr-1043	236	4	practices	practice	NOUN
gssr-1043	236	5	must	must	AUX
gssr-1043	236	6	be	be	AUX
gssr-1043	236	7	developed	develop	VERB
gssr-1043	236	8	,	,	PUNCT
gssr-1043	236	9	and	and	CCONJ
gssr-1043	236	10	dl	dl	PROPN
gssr-1043	236	11	techniques	technique	NOUN
gssr-1043	236	12	like	like	ADP
gssr-1043	236	13	lstm	lstm	NOUN
gssr-1043	236	14	,	,	PUNCT
gssr-1043	236	15	autoencoders	autoencoder	NOUN
gssr-1043	236	16	,	,	PUNCT
gssr-1043	236	17	and	and	CCONJ
gssr-1043	236	18	gnns	gnns	NOUN
gssr-1043	236	19	can	can	AUX
gssr-1043	236	20	improve	improve	VERB
gssr-1043	236	21	security	security	NOUN
gssr-1043	236	22	and	and	CCONJ
gssr-1043	236	23	identify	identify	VERB
gssr-1043	236	24	threats	threat	NOUN
gssr-1043	236	25	.	.	PUNCT
gssr-1043	237	1	erba	erba	PROPN
gssr-1043	237	2	et	et	PROPN
gssr-1043	237	3	al	al	PROPN
gssr-1043	237	4	.	.	PROPN
gssr-1043	237	5	(	(	PUNCT
gssr-1043	237	6	2020	2020	NUM
gssr-1043	237	7	)	)	PUNCT
gssr-1043	237	8	applied	apply	VERB
gssr-1043	237	9	adversarial	adversarial	ADJ
gssr-1043	237	10	machine	machine	NOUN
gssr-1043	237	11	learning	learn	VERB
gssr-1043	237	12	to	to	ADP
gssr-1043	237	13	detection	detection	NOUN
gssr-1043	237	14	systems	system	NOUN
gssr-1043	237	15	,	,	PUNCT
gssr-1043	237	16	however	however	ADV
gssr-1043	237	17	,	,	PUNCT
gssr-1043	237	18	taormina	taormina	PROPN
gssr-1043	237	19	et	et	PROPN
gssr-1043	237	20	al	al	PROPN
gssr-1043	237	21	.	.	PROPN
gssr-1043	238	1	(	(	PUNCT
gssr-1043	238	2	2018	2018	NUM
gssr-1043	238	3	)	)	PUNCT
gssr-1043	238	4	suggest	suggest	VERB
gssr-1043	238	5	testing	testing	NOUN
gssr-1043	238	6	on	on	ADP
gssr-1043	238	7	real	real	ADJ
gssr-1043	238	8	-	-	PUNCT
gssr-1043	238	9	world	world	NOUN
gssr-1043	238	10	cyber	cyber	NOUN
gssr-1043	238	11	-	-	PUNCT
gssr-1043	238	12	attack	attack	NOUN
gssr-1043	238	13	situations	situation	NOUN
gssr-1043	238	14	.	.	PUNCT
gssr-1043	239	1	deep	deep	ADJ
gssr-1043	239	2	learning	learning	NOUN
gssr-1043	239	3	can	can	AUX
gssr-1043	239	4	be	be	AUX
gssr-1043	239	5	used	use	VERB
gssr-1043	239	6	to	to	PART
gssr-1043	239	7	monitor	monitor	VERB
gssr-1043	239	8	water	water	NOUN
gssr-1043	239	9	assets	asset	NOUN
gssr-1043	239	10	as	as	ADP
gssr-1043	239	11	a	a	DET
gssr-1043	239	12	soft	soft	ADJ
gssr-1043	239	13	sensor	sensor	NOUN
gssr-1043	239	14	or	or	CCONJ
gssr-1043	239	15	surrogate	surrogate	ADJ
gssr-1043	239	16	model	model	NOUN
gssr-1043	239	17	in	in	ADP
gssr-1043	239	18	addition	addition	NOUN
gssr-1043	239	19	to	to	ADP
gssr-1043	239	20	anomaly	anomaly	NOUN
gssr-1043	239	21	identification	identification	NOUN
gssr-1043	239	22	.	.	PUNCT
gssr-1043	240	1	lack	lack	NOUN
gssr-1043	240	2	of	of	ADP
gssr-1043	240	3	sensors	sensor	NOUN
gssr-1043	240	4	or	or	CCONJ
gssr-1043	240	5	cyber	cyber	NOUN
gssr-1043	240	6	system	system	NOUN
gssr-1043	240	7	breakdowns	breakdown	NOUN
gssr-1043	240	8	makes	make	VERB
gssr-1043	240	9	water	water	NOUN
gssr-1043	240	10	system	system	NOUN
gssr-1043	240	11	measurements	measurement	NOUN
gssr-1043	240	12	inaccessible	inaccessible	ADJ
gssr-1043	240	13	.	.	PUNCT
gssr-1043	241	1	soft	soft	ADJ
gssr-1043	241	2	sensing	sensing	NOUN
gssr-1043	241	3	uses	use	VERB
gssr-1043	241	4	secondary	secondary	ADJ
gssr-1043	241	5	measurements	measurement	NOUN
gssr-1043	241	6	to	to	PART
gssr-1043	241	7	forecast	forecast	VERB
gssr-1043	241	8	missing	miss	VERB
gssr-1043	241	9	primary	primary	ADJ
gssr-1043	241	10	data	datum	NOUN
gssr-1043	241	11	.	.	PUNCT
gssr-1043	242	1	the	the	DET
gssr-1043	242	2	researchers	researcher	NOUN
gssr-1043	242	3	trained	train	VERB
gssr-1043	242	4	2d	2d	NUM
gssr-1043	242	5	cnn	cnn	PROPN
gssr-1043	242	6	and	and	CCONJ
gssr-1043	242	7	lstm	lstm	NOUN
gssr-1043	242	8	models	model	NOUN
gssr-1043	242	9	using	use	VERB
gssr-1043	242	10	oneminute	oneminute	ADJ
gssr-1043	242	11	operational	operational	ADJ
gssr-1043	242	12	data	datum	NOUN
gssr-1043	242	13	from	from	ADP
gssr-1043	242	14	100	100	NUM
gssr-1043	242	15	sensors	sensor	NOUN
gssr-1043	242	16	at	at	ADP
gssr-1043	242	17	a	a	DET
gssr-1043	242	18	water	water	NOUN
gssr-1043	242	19	treatment	treatment	NOUN
gssr-1043	242	20	facility	facility	NOUN
gssr-1043	242	21	over	over	ADP
gssr-1043	242	22	a	a	DET
gssr-1043	242	23	year	year	NOUN
gssr-1043	242	24	.	.	PUNCT
gssr-1043	243	1	researchers	researcher	NOUN
gssr-1043	243	2	used	use	VERB
gssr-1043	243	3	several	several	ADJ
gssr-1043	243	4	linear	linear	ADJ
gssr-1043	243	5	regressions	regression	NOUN
gssr-1043	243	6	to	to	PART
gssr-1043	243	7	merge	merge	VERB
gssr-1043	243	8	these	these	DET
gssr-1043	243	9	models	model	NOUN
gssr-1043	243	10	.	.	PUNCT
gssr-1043	244	1	lower	low	ADJ
gssr-1043	244	2	root	root	NOUN
gssr-1043	244	3	mean	mean	ADJ
gssr-1043	244	4	square	square	ADJ
gssr-1043	244	5	errors	error	NOUN
gssr-1043	244	6	showed	show	VERB
gssr-1043	244	7	that	that	SCONJ
gssr-1043	244	8	the	the	DET
gssr-1043	244	9	combined	combined	ADJ
gssr-1043	244	10	technique	technique	NOUN
gssr-1043	244	11	predicted	predict	VERB
gssr-1043	244	12	better	well	ADV
gssr-1043	244	13	than	than	ADP
gssr-1043	244	14	cnn	cnn	PROPN
gssr-1043	244	15	and	and	CCONJ
gssr-1043	244	16	lstm	lstm	NOUN
gssr-1043	244	17	models	model	NOUN
gssr-1043	244	18	(	(	PUNCT
gssr-1043	244	19	cao	cao	PROPN
gssr-1043	244	20	et	et	PROPN
gssr-1043	244	21	al	al	PROPN
gssr-1043	244	22	.	.	PROPN
gssr-1043	244	23	,	,	PUNCT
gssr-1043	244	24	2018	2018	NUM
gssr-1043	244	25	)	)	PUNCT
gssr-1043	244	26	.	.	PUNCT
gssr-1043	245	1	especially	especially	ADV
gssr-1043	245	2	when	when	SCONJ
gssr-1043	245	3	the	the	DET
gssr-1043	245	4	100	100	NUM
gssr-1043	245	5	sensors	sensor	NOUN
gssr-1043	245	6	are	be	AUX
gssr-1043	245	7	offline	offline	ADJ
gssr-1043	245	8	,	,	PUNCT
gssr-1043	245	9	an	an	DET
gssr-1043	245	10	ensemble	ensemble	ADJ
gssr-1043	245	11	model	model	NOUN
gssr-1043	245	12	can	can	AUX
gssr-1043	245	13	forecast	forecast	VERB
gssr-1043	245	14	flow	flow	NOUN
gssr-1043	245	15	and	and	CCONJ
gssr-1043	245	16	water	water	NOUN
gssr-1043	245	17	level	level	NOUN
gssr-1043	245	18	.	.	PUNCT
gssr-1043	246	1	in	in	ADP
gssr-1043	246	2	wastewater	wastewater	NOUN
gssr-1043	246	3	treatment	treatment	NOUN
gssr-1043	246	4	facilities	facility	NOUN
gssr-1043	246	5	(	(	PUNCT
gssr-1043	246	6	wwtp	wwtp	PROPN
gssr-1043	246	7	)	)	PUNCT
gssr-1043	246	8	,	,	PUNCT
gssr-1043	246	9	lstm	lstm	NOUN
gssr-1043	246	10	models	model	NOUN
gssr-1043	246	11	accurately	accurately	ADV
gssr-1043	246	12	predict	predict	VERB
gssr-1043	246	13	key	key	ADJ
gssr-1043	246	14	variables	variable	NOUN
gssr-1043	246	15	(	(	PUNCT
gssr-1043	246	16	cheng	cheng	PROPN
gssr-1043	246	17	et	et	PROPN
gssr-1043	246	18	al	al	PROPN
gssr-1043	246	19	.	.	PROPN
gssr-1043	246	20	,	,	PUNCT
gssr-1043	246	21	2020	2020	NUM
gssr-1043	246	22	)	)	PUNCT
gssr-1043	246	23	.	.	PUNCT
gssr-1043	247	1	a	a	DET
gssr-1043	247	2	multi	multi	ADJ
gssr-1043	247	3	-	-	ADJ
gssr-1043	247	4	layer	layer	ADJ
gssr-1043	247	5	perceptron	perceptron	NOUN
gssr-1043	247	6	with	with	ADP
gssr-1043	247	7	layered	layered	ADJ
gssr-1043	247	8	restricted	restrict	VERB
gssr-1043	247	9	boltzmann	boltzmann	PROPN
gssr-1043	247	10	machines	machine	NOUN
gssr-1043	247	11	(	(	PUNCT
gssr-1043	247	12	wu	wu	PROPN
gssr-1043	247	13	&	&	CCONJ
gssr-1043	247	14	rahman	rahman	PROPN
gssr-1043	247	15	,	,	PUNCT
gssr-1043	247	16	2017	2017	NUM
gssr-1043	247	17	)	)	PUNCT
gssr-1043	247	18	.	.	PUNCT
gssr-1043	248	1	based	base	VERB
gssr-1043	248	2	on	on	ADP
gssr-1043	248	3	a	a	DET
gssr-1043	248	4	limited	limited	ADJ
gssr-1043	248	5	collection	collection	NOUN
gssr-1043	248	6	of	of	ADP
gssr-1043	248	7	nodal	nodal	ADJ
gssr-1043	248	8	pressure	pressure	NOUN
gssr-1043	248	9	data	datum	NOUN
gssr-1043	248	10	,	,	PUNCT
gssr-1043	248	11	we	we	PRON
gssr-1043	248	12	rebuilt	rebuild	VERB
gssr-1043	248	13	pressures	pressure	NOUN
gssr-1043	248	14	at	at	ADP
gssr-1043	248	15	all	all	DET
gssr-1043	248	16	nodes	node	NOUN
gssr-1043	248	17	using	use	VERB
gssr-1043	248	18	a	a	DET
gssr-1043	248	19	gnn	gnn	NOUN
gssr-1043	248	20	with	with	ADP
gssr-1043	248	21	k	k	ADV
gssr-1043	248	22	-	-	PUNCT
gssr-1043	248	23	localized	localize	VERB
gssr-1043	248	24	spectrum	spectrum	NOUN
gssr-1043	248	25	filtering	filtering	NOUN
gssr-1043	248	26	.	.	PUNCT
gssr-1043	249	1	this	this	DET
gssr-1043	249	2	method	method	NOUN
gssr-1043	249	3	had	have	VERB
gssr-1043	249	4	an	an	DET
gssr-1043	249	5	average	average	ADJ
gssr-1043	249	6	relative	relative	ADJ
gssr-1043	249	7	error	error	NOUN
gssr-1043	249	8	of	of	ADP
gssr-1043	249	9	less	less	ADJ
gssr-1043	249	10	than	than	ADP
gssr-1043	249	11	5	5	NUM
gssr-1043	249	12	%	%	NOUN
gssr-1043	249	13	on	on	ADP
gssr-1043	249	14	three	three	NUM
gssr-1043	249	15	benchmark	benchmark	ADJ
gssr-1043	249	16	networks	network	NOUN
gssr-1043	249	17	with	with	ADP
gssr-1043	249	18	a	a	DET
gssr-1043	249	19	5	5	NUM
gssr-1043	249	20	%	%	NOUN
gssr-1043	249	21	observation	observation	NOUN
gssr-1043	249	22	ratio	ratio	NOUN
gssr-1043	249	23	.	.	PUNCT
gssr-1043	250	1	hajgató	hajgató	PROPN
gssr-1043	250	2	et	et	PROPN
gssr-1043	250	3	al	al	PROPN
gssr-1043	250	4	.	.	PROPN
gssr-1043	251	1	(	(	PUNCT
gssr-1043	251	2	2021	2021	NUM
gssr-1043	251	3	)	)	PUNCT
gssr-1043	251	4	conducted	conduct	VERB
gssr-1043	251	5	it	it	PRON
gssr-1043	251	6	.	.	PUNCT
gssr-1043	252	1	this	this	PRON
gssr-1043	252	2	shows	show	VERB
gssr-1043	252	3	that	that	SCONJ
gssr-1043	252	4	gnns	gnns	NOUN
gssr-1043	252	5	can	can	AUX
gssr-1043	252	6	be	be	AUX
gssr-1043	252	7	used	use	VERB
gssr-1043	252	8	as	as	ADP
gssr-1043	252	9	soft	soft	ADJ
gssr-1043	252	10	sensors	sensor	NOUN
gssr-1043	252	11	or	or	CCONJ
gssr-1043	252	12	alternative	alternative	ADJ
gssr-1043	252	13	models	model	NOUN
gssr-1043	252	14	to	to	PART
gssr-1043	252	15	assess	assess	VERB
gssr-1043	252	16	network	network	NOUN
gssr-1043	252	17	pressure	pressure	NOUN
gssr-1043	252	18	.	.	PUNCT
gssr-1043	253	1	belghaddar	belghaddar	NOUN
gssr-1043	253	2	et	et	PROPN
gssr-1043	253	3	al	al	PROPN
gssr-1043	253	4	.	.	PROPN
gssr-1043	254	1	(	(	PUNCT
gssr-1043	254	2	2021	2021	NUM
gssr-1043	254	3	)	)	PUNCT
gssr-1043	254	4	used	use	VERB
gssr-1043	254	5	gnns	gnns	NOUN
gssr-1043	254	6	to	to	PART
gssr-1043	254	7	fill	fill	VERB
gssr-1043	254	8	voids	voids	NOUN
gssr-1043	254	9	in	in	ADP
gssr-1043	254	10	wastewater	wastewater	NOUN
gssr-1043	254	11	network	network	NOUN
gssr-1043	254	12	pipe	pipe	NOUN
gssr-1043	254	13	dimensions	dimension	NOUN
gssr-1043	254	14	,	,	PUNCT
gssr-1043	254	15	materials	material	NOUN
gssr-1043	254	16	,	,	PUNCT
gssr-1043	254	17	and	and	CCONJ
gssr-1043	254	18	system	system	NOUN
gssr-1043	254	19	statuses	status	NOUN
gssr-1043	254	20	.	.	PUNCT
gssr-1043	255	1	cnn	cnn	PROPN
gssr-1043	255	2	was	be	AUX
gssr-1043	255	3	used	use	VERB
gssr-1043	255	4	to	to	PART
gssr-1043	255	5	monitor	monitor	VERB
gssr-1043	255	6	time	time	NOUN
gssr-1043	255	7	fluctuations	fluctuation	NOUN
gssr-1043	255	8	of	of	ADP
gssr-1043	255	9	the	the	DET
gssr-1043	255	10	fat	fat	ADJ
gssr-1043	255	11	-	-	PUNCT
gssr-1043	255	12	oil	oil	NOUN
gssr-1043	255	13	-	-	PUNCT
gssr-1043	255	14	grease	grease	NOUN
gssr-1043	255	15	layer	layer	NOUN
gssr-1043	255	16	and	and	CCONJ
gssr-1043	255	17	other	other	ADJ
gssr-1043	255	18	hydraulic	hydraulic	ADJ
gssr-1043	255	19	processes	process	NOUN
gssr-1043	255	20	in	in	ADP
gssr-1043	255	21	a	a	DET
gssr-1043	255	22	wastewater	wastewater	NOUN
gssr-1043	255	23	pump	pump	NOUN
gssr-1043	255	24	sump	sump	NOUN
gssr-1043	255	25	(	(	PUNCT
gssr-1043	255	26	moreno	moreno	NOUN
gssr-1043	255	27	-	-	PUNCT
gssr-1043	255	28	rodenas	rodenas	PROPN
gssr-1043	255	29	et	et	PROPN
gssr-1043	255	30	al	al	PROPN
gssr-1043	255	31	.	.	PROPN
gssr-1043	255	32	,	,	PUNCT
gssr-1043	255	33	2021	2021	NUM
gssr-1043	255	34	)	)	PUNCT
gssr-1043	255	35	.	.	PUNCT
gssr-1043	256	1	it	it	PRON
gssr-1043	256	2	predicts	predict	VERB
gssr-1043	256	3	pump	pump	VERB
gssr-1043	256	4	sump	sump	NOUN
gssr-1043	256	5	failure	failure	NOUN
gssr-1043	256	6	.	.	PUNCT
gssr-1043	257	1	wastewater	wastewater	NOUN
gssr-1043	257	2	recycling	recycling	NOUN
gssr-1043	257	3	and	and	CCONJ
gssr-1043	257	4	management	management	NOUN
gssr-1043	257	5	forecasting	forecasting	NOUN
gssr-1043	257	6	real	real	ADJ
gssr-1043	257	7	-	-	PUNCT
gssr-1043	257	8	time	time	NOUN
gssr-1043	257	9	water	water	NOUN
gssr-1043	257	10	treatment	treatment	NOUN
gssr-1043	257	11	parameters	parameter	NOUN
gssr-1043	257	12	is	be	AUX
gssr-1043	257	13	difficult	difficult	ADJ
gssr-1043	257	14	.	.	PUNCT
gssr-1043	258	1	data	datum	NOUN
gssr-1043	258	2	is	be	AUX
gssr-1043	258	3	used	use	VERB
gssr-1043	258	4	to	to	PART
gssr-1043	258	5	estimate	estimate	VERB
gssr-1043	258	6	the	the	DET
gssr-1043	258	7	precaution	precaution	NOUN
gssr-1043	258	8	process	process	NOUN
gssr-1043	258	9	in	in	ADP
gssr-1043	258	10	municipal	municipal	ADJ
gssr-1043	258	11	wastewater	wastewater	NOUN
gssr-1043	258	12	through	through	ADP
gssr-1043	258	13	anaerobic	anaerobic	ADJ
gssr-1043	258	14	membrane	membrane	NOUN
gssr-1043	258	15	bioreactors	bioreactor	NOUN
gssr-1043	258	16	by	by	ADP
gssr-1043	258	17	li	li	PROPN
gssr-1043	258	18	et	et	PROPN
gssr-1043	258	19	al	al	PROPN
gssr-1043	258	20	.	.	PROPN
gssr-1043	258	21	(	(	PUNCT
gssr-1043	258	22	2022a	2022a	NUM
gssr-1043	258	23	)	)	PUNCT
gssr-1043	258	24	.	.	PUNCT
gssr-1043	259	1	they	they	PRON
gssr-1043	259	2	tested	test	VERB
gssr-1043	259	3	two	two	NUM
gssr-1043	259	4	anmbrs	anmbrs	NOUN
gssr-1043	259	5	for	for	ADP
gssr-1043	259	6	a	a	DET
gssr-1043	259	7	year	year	NOUN
gssr-1043	259	8	,	,	PUNCT
gssr-1043	259	9	evaluating	evaluate	VERB
gssr-1043	259	10	reactor	reactor	NOUN
gssr-1043	259	11	temperature	temperature	NOUN
gssr-1043	259	12	,	,	PUNCT
gssr-1043	259	13	cod	cod	NOUN
gssr-1043	259	14	,	,	PUNCT
gssr-1043	259	15	flux	flux	NOUN
gssr-1043	259	16	,	,	PUNCT
gssr-1043	259	17	effluent	effluent	ADJ
gssr-1043	259	18	cod	cod	NOUN
gssr-1043	259	19	,	,	PUNCT
gssr-1043	259	20	ph	ph	VERB
gssr-1043	259	21	,	,	PUNCT
gssr-1043	259	22	and	and	CCONJ
gssr-1043	259	23	other	other	ADJ
gssr-1043	259	24	wastewater	wastewater	NOUN
gssr-1043	259	25	treatment	treatment	NOUN
gssr-1043	259	26	variables	variable	NOUN
gssr-1043	259	27	.	.	PUNCT
gssr-1043	260	1	they	they	PRON
gssr-1043	260	2	analyzed	analyze	VERB
gssr-1043	260	3	these	these	DET
gssr-1043	260	4	parameters	parameter	NOUN
gssr-1043	260	5	using	use	VERB
gssr-1043	260	6	multiple	multiple	ADJ
gssr-1043	260	7	deep	deep	ADJ
gssr-1043	260	8	learning	learning	NOUN
gssr-1043	260	9	(	(	PUNCT
gssr-1043	260	10	dl	dl	NOUN
gssr-1043	260	11	)	)	PUNCT
gssr-1043	260	12	architectures	architecture	NOUN
gssr-1043	260	13	,	,	PUNCT
gssr-1043	260	14	and	and	CCONJ
gssr-1043	260	15	a	a	DET
gssr-1043	260	16	cnn	cnn	PROPN
gssr-1043	260	17	predicted	predict	VERB
gssr-1043	260	18	outcomes	outcome	NOUN
gssr-1043	260	19	with	with	ADP
gssr-1043	260	20	97.44	97.44	NUM
gssr-1043	260	21	%	%	NOUN
gssr-1043	260	22	accuracy	accuracy	NOUN
gssr-1043	260	23	.	.	PUNCT
gssr-1043	261	1	the	the	DET
gssr-1043	261	2	cnn	cnn	PROPN
gssr-1043	261	3	was	be	AUX
gssr-1043	261	4	also	also	ADV
gssr-1043	261	5	calculated	calculate	VERB
gssr-1043	261	6	in	in	ADP
gssr-1043	261	7	under	under	ADP
gssr-1043	261	8	a	a	DET
gssr-1043	261	9	second	second	NOUN
gssr-1043	261	10	,	,	PUNCT
gssr-1043	261	11	improving	improve	VERB
gssr-1043	261	12	the	the	DET
gssr-1043	261	13	anmbr	anmbr	NOUN
gssr-1043	261	14	treatment	treatment	NOUN
gssr-1043	261	15	result	result	NOUN
gssr-1043	261	16	prediction	prediction	NOUN
gssr-1043	261	17	.	.	PUNCT
gssr-1043	262	1	wwtps	wwtps	PROPN
gssr-1043	262	2	reduce	reduce	VERB
gssr-1043	262	3	pollution	pollution	NOUN
gssr-1043	262	4	and	and	CCONJ
gssr-1043	262	5	ecosystem	ecosystem	NOUN
gssr-1043	262	6	damage	damage	NOUN
gssr-1043	262	7	.	.	PUNCT
gssr-1043	263	1	they	they	PRON
gssr-1043	263	2	produce	produce	VERB
gssr-1043	263	3	a	a	DET
gssr-1043	263	4	lot	lot	NOUN
gssr-1043	263	5	of	of	ADP
gssr-1043	263	6	sludge	sludge	NOUN
gssr-1043	263	7	and	and	CCONJ
gssr-1043	263	8	ghg	ghg	PROPN
gssr-1043	263	9	,	,	PUNCT
gssr-1043	263	10	necessitating	necessitate	VERB
gssr-1043	263	11	additional	additional	ADJ
gssr-1043	263	12	optimization	optimization	NOUN
gssr-1043	263	13	(	(	PUNCT
gssr-1043	263	14	badeti	badeti	ADP
gssr-1043	263	15	et	et	PROPN
gssr-1043	263	16	al	al	PROPN
gssr-1043	263	17	.	.	PROPN
gssr-1043	263	18	,	,	PUNCT
gssr-1043	263	19	2021	2021	NUM
gssr-1043	263	20	)	)	PUNCT
gssr-1043	263	21	.	.	PUNCT
gssr-1043	264	1	madrl	madrl	PROPN
gssr-1043	264	2	was	be	AUX
gssr-1043	264	3	used	use	VERB
gssr-1043	264	4	to	to	PART
gssr-1043	264	5	optimize	optimize	VERB
gssr-1043	264	6	wwtp	wwtp	NOUN
gssr-1043	264	7	dissolved	dissolve	VERB
gssr-1043	264	8	oxygen	oxygen	NOUN
gssr-1043	264	9	and	and	CCONJ
gssr-1043	264	10	chemical	chemical	NOUN
gssr-1043	264	11	dosing	dose	VERB
gssr-1043	264	12	by	by	ADP
gssr-1043	264	13	moreno	moreno	PROPN
gssr-1043	264	14	-	-	PUNCT
gssr-1043	264	15	rodenas	rodenas	PROPN
gssr-1043	264	16	et	et	PROPN
gssr-1043	264	17	al	al	PROPN
gssr-1043	264	18	.	.	PROPN
gssr-1043	265	1	(	(	PUNCT
gssr-1043	265	2	2021	2021	NUM
gssr-1043	265	3	)	)	PUNCT
gssr-1043	265	4	.	.	PUNCT
gssr-1043	266	1	optimizing	optimize	VERB
gssr-1043	266	2	their	their	PRON
gssr-1043	266	3	life	life	NOUN
gssr-1043	266	4	-	-	PUNCT
gssr-1043	266	5	cycle	cycle	NOUN
gssr-1043	266	6	assessment	assessment	NOUN
gssr-1043	266	7	(	(	PUNCT
gssr-1043	266	8	lca	lca	PROPN
gssr-1043	266	9	)	)	PUNCT
gssr-1043	266	10	lowered	lower	VERB
gssr-1043	266	11	ecological	ecological	ADJ
gssr-1043	266	12	impacts	impact	NOUN
gssr-1043	266	13	including	include	VERB
gssr-1043	266	14	costs	cost	NOUN
gssr-1043	266	15	,	,	PUNCT
gssr-1043	266	16	energy	energy	NOUN
gssr-1043	266	17	consumption	consumption	NOUN
gssr-1043	266	18	,	,	PUNCT
gssr-1043	266	19	and	and	CCONJ
gssr-1043	266	20	ghg	ghg	PROPN
gssr-1043	266	21	relative	relative	ADJ
gssr-1043	266	22	to	to	ADP
gssr-1043	266	23	a	a	DET
gssr-1043	266	24	global	global	ADJ
gssr-1043	266	25	sustainability	sustainability	NOUN
gssr-1043	266	26	research	research	NOUN
gssr-1043	266	27	global	global	ADJ
gssr-1043	266	28	scientific	scientific	ADJ
gssr-1043	266	29	research	research	NOUN
gssr-1043	266	30	59	59	NUM
gssr-1043	266	31	baseline	baseline	PROPN
gssr-1043	266	32	scenario	scenario	NOUN
gssr-1043	266	33	.	.	PUNCT
gssr-1043	267	1	the	the	DET
gssr-1043	267	2	lca	lca	PROPN
gssr-1043	267	3	-	-	PUNCT
gssr-1043	267	4	driven	drive	VERB
gssr-1043	267	5	strategy	strategy	NOUN
gssr-1043	267	6	surpassed	surpass	VERB
gssr-1043	267	7	a	a	DET
gssr-1043	267	8	cost	cost	NOUN
gssr-1043	267	9	-	-	PUNCT
gssr-1043	267	10	oriented	orient	VERB
gssr-1043	267	11	method	method	NOUN
gssr-1043	267	12	in	in	ADP
gssr-1043	267	13	environmental	environmental	ADJ
gssr-1043	267	14	benefits	benefit	NOUN
gssr-1043	267	15	,	,	PUNCT
gssr-1043	267	16	underscoring	underscore	VERB
gssr-1043	267	17	the	the	DET
gssr-1043	267	18	relevance	relevance	NOUN
gssr-1043	267	19	of	of	ADP
gssr-1043	267	20	impact	impact	NOUN
gssr-1043	267	21	elements	element	NOUN
gssr-1043	267	22	when	when	SCONJ
gssr-1043	267	23	retrofitting	retrofit	VERB
gssr-1043	267	24	wwtps	wwtps	NOUN
gssr-1043	267	25	,	,	PUNCT
gssr-1043	267	26	which	which	PRON
gssr-1043	267	27	need	need	VERB
gssr-1043	267	28	substantial	substantial	ADJ
gssr-1043	267	29	data	datum	NOUN
gssr-1043	267	30	analysis	analysis	NOUN
gssr-1043	267	31	.	.	PUNCT
gssr-1043	268	1	fog	fog	NOUN
gssr-1043	268	2	in	in	ADP
gssr-1043	268	3	wastewater	wastewater	NOUN
gssr-1043	268	4	pumping	pumping	NOUN
gssr-1043	268	5	stations	station	NOUN
gssr-1043	268	6	causes	cause	VERB
gssr-1043	268	7	infrastructure	infrastructure	NOUN
gssr-1043	268	8	failure	failure	NOUN
gssr-1043	268	9	(	(	PUNCT
gssr-1043	268	10	nieuwenhuis	nieuwenhuis	PROPN
gssr-1043	268	11	et	et	PROPN
gssr-1043	268	12	al	al	PROPN
gssr-1043	268	13	.	.	PROPN
gssr-1043	268	14	,	,	PUNCT
gssr-1043	268	15	2018	2018	NUM
gssr-1043	268	16	)	)	PUNCT
gssr-1043	268	17	.	.	PUNCT
gssr-1043	269	1	if	if	SCONJ
gssr-1043	269	2	suspended	suspend	VERB
gssr-1043	269	3	soils	soil	NOUN
gssr-1043	269	4	are	be	AUX
gssr-1043	269	5	not	not	PART
gssr-1043	269	6	effectively	effectively	ADV
gssr-1043	269	7	transported	transport	VERB
gssr-1043	269	8	to	to	PART
gssr-1043	269	9	pump	pump	VERB
gssr-1043	269	10	suction	suction	NOUN
gssr-1043	269	11	inlets	inlet	NOUN
gssr-1043	269	12	,	,	PUNCT
gssr-1043	269	13	large	large	ADJ
gssr-1043	269	14	clusters	cluster	NOUN
gssr-1043	269	15	of	of	ADP
gssr-1043	269	16	particles	particle	NOUN
gssr-1043	269	17	can	can	AUX
gssr-1043	269	18	create	create	VERB
gssr-1043	269	19	thick	thick	ADJ
gssr-1043	269	20	,	,	PUNCT
gssr-1043	269	21	hard	hard	ADJ
gssr-1043	269	22	fog	fog	NOUN
gssr-1043	269	23	layers	layer	NOUN
gssr-1043	269	24	.	.	PUNCT
gssr-1043	270	1	the	the	DET
gssr-1043	270	2	lack	lack	NOUN
gssr-1043	270	3	of	of	ADP
gssr-1043	270	4	fog	fog	NOUN
gssr-1043	270	5	layer	layer	NOUN
gssr-1043	270	6	data	datum	NOUN
gssr-1043	270	7	is	be	AUX
gssr-1043	270	8	the	the	DET
gssr-1043	270	9	biggest	big	ADJ
gssr-1043	270	10	mitigation	mitigation	NOUN
gssr-1043	270	11	challenge	challenge	NOUN
gssr-1043	270	12	.	.	PUNCT
gssr-1043	271	1	chen	chen	PROPN
gssr-1043	271	2	et	et	PROPN
gssr-1043	271	3	al	al	PROPN
gssr-1043	271	4	.	.	PROPN
gssr-1043	271	5	(	(	PUNCT
gssr-1043	271	6	2021	2021	NUM
gssr-1043	271	7	)	)	PUNCT
gssr-1043	271	8	monitored	monitor	VERB
gssr-1043	271	9	water	water	NOUN
gssr-1043	271	10	pumping	pumping	NOUN
gssr-1043	271	11	station	station	NOUN
gssr-1043	271	12	fog	fog	NOUN
gssr-1043	271	13	layers	layer	NOUN
gssr-1043	271	14	with	with	ADP
gssr-1043	271	15	an	an	DET
gssr-1043	271	16	automated	automate	VERB
gssr-1043	271	17	camera	camera	NOUN
gssr-1043	271	18	system	system	NOUN
gssr-1043	271	19	.	.	PUNCT
gssr-1043	272	1	the	the	DET
gssr-1043	272	2	system	system	NOUN
gssr-1043	272	3	recorded	record	VERB
gssr-1043	272	4	data	datum	NOUN
gssr-1043	272	5	often	often	ADV
gssr-1043	272	6	for	for	ADP
gssr-1043	272	7	months	month	NOUN
gssr-1043	272	8	.	.	PUNCT
gssr-1043	273	1	the	the	DET
gssr-1043	273	2	pump	pump	NOUN
gssr-1043	273	3	sump	sump	NOUN
gssr-1043	273	4	uses	use	VERB
gssr-1043	273	5	a	a	DET
gssr-1043	273	6	novel	novel	ADJ
gssr-1043	273	7	computer	computer	NOUN
gssr-1043	273	8	vision	vision	NOUN
gssr-1043	273	9	model	model	NOUN
gssr-1043	273	10	that	that	PRON
gssr-1043	273	11	analyzes	analyze	VERB
gssr-1043	273	12	optical	optical	ADJ
gssr-1043	273	13	images	image	NOUN
gssr-1043	273	14	using	use	VERB
gssr-1043	273	15	dl	dl	PROPN
gssr-1043	273	16	techniques	technique	NOUN
gssr-1043	273	17	to	to	PART
gssr-1043	273	18	account	account	VERB
gssr-1043	273	19	for	for	ADP
gssr-1043	273	20	fog	fog	NOUN
gssr-1043	273	21	layer	layer	NOUN
gssr-1043	273	22	dynamics	dynamic	NOUN
gssr-1043	273	23	and	and	CCONJ
gssr-1043	273	24	other	other	ADJ
gssr-1043	273	25	hydraulic	hydraulic	ADJ
gssr-1043	273	26	phenomena	phenomenon	NOUN
gssr-1043	273	27	.	.	PUNCT
gssr-1043	274	1	additionally	additionally	ADV
gssr-1043	274	2	,	,	PUNCT
gssr-1043	274	3	this	this	DET
gssr-1043	274	4	gadget	gadget	NOUN
gssr-1043	274	5	monitors	monitor	VERB
gssr-1043	274	6	the	the	DET
gssr-1043	274	7	water	water	NOUN
gssr-1043	274	8	pump	pump	NOUN
gssr-1043	274	9	station	station	NOUN
gssr-1043	274	10	and	and	CCONJ
gssr-1043	274	11	provides	provide	VERB
gssr-1043	274	12	standardized	standardized	ADJ
gssr-1043	274	13	high	high	ADJ
gssr-1043	274	14	-	-	PUNCT
gssr-1043	274	15	frequency	frequency	NOUN
gssr-1043	274	16	fog	fog	NOUN
gssr-1043	274	17	layer	layer	NOUN
gssr-1043	274	18	data	datum	NOUN
gssr-1043	274	19	.	.	PUNCT
gssr-1043	275	1	this	this	DET
gssr-1043	275	2	data	data	NOUN
gssr-1043	275	3	is	be	AUX
gssr-1043	275	4	crucial	crucial	ADJ
gssr-1043	275	5	for	for	ADP
gssr-1043	275	6	understanding	understand	VERB
gssr-1043	275	7	fog	fog	NOUN
gssr-1043	275	8	buildup	buildup	NOUN
gssr-1043	275	9	and	and	CCONJ
gssr-1043	275	10	movement	movement	NOUN
gssr-1043	275	11	.	.	PUNCT
gssr-1043	276	1	the	the	DET
gssr-1043	276	2	camera	camera	NOUN
gssr-1043	276	3	-	-	PUNCT
gssr-1043	276	4	based	base	VERB
gssr-1043	276	5	identification	identification	NOUN
gssr-1043	276	6	method	method	NOUN
gssr-1043	276	7	had	have	VERB
gssr-1043	276	8	a	a	DET
gssr-1043	276	9	0.11	0.11	NUM
gssr-1043	276	10	root	root	NOUN
gssr-1043	276	11	-	-	PUNCT
gssr-1043	276	12	mean	mean	ADJ
gssr-1043	276	13	-	-	PUNCT
gssr-1043	276	14	square	square	NOUN
gssr-1043	276	15	error	error	NOUN
gssr-1043	276	16	and	and	CCONJ
gssr-1043	276	17	0.901	0.901	NUM
gssr-1043	276	18	nash	nash	NOUN
gssr-1043	276	19	-	-	PUNCT
gssr-1043	276	20	sutcliffe	sutcliffe	PROPN
gssr-1043	276	21	efficiency	efficiency	NOUN
gssr-1043	276	22	.	.	PUNCT
gssr-1043	277	1	several	several	ADJ
gssr-1043	277	2	wastewater	wastewater	NOUN
gssr-1043	277	3	treatment	treatment	NOUN
gssr-1043	277	4	experiments	experiment	NOUN
gssr-1043	277	5	improve	improve	VERB
gssr-1043	277	6	recycling	recycling	NOUN
gssr-1043	277	7	efficiency	efficiency	NOUN
gssr-1043	277	8	and	and	CCONJ
gssr-1043	277	9	eliminate	eliminate	VERB
gssr-1043	277	10	pollutants	pollutant	NOUN
gssr-1043	277	11	by	by	ADP
gssr-1043	277	12	lowering	lower	VERB
gssr-1043	277	13	fuel	fuel	NOUN
gssr-1043	277	14	emissions	emission	NOUN
gssr-1043	277	15	,	,	PUNCT
gssr-1043	277	16	expenses	expense	NOUN
gssr-1043	277	17	,	,	PUNCT
gssr-1043	277	18	and	and	CCONJ
gssr-1043	277	19	energy	energy	NOUN
gssr-1043	277	20	use	use	NOUN
gssr-1043	277	21	.	.	PUNCT
gssr-1043	278	1	figure	figure	NOUN
gssr-1043	278	2	8	8	NUM
gssr-1043	278	3	illustrates	illustrate	VERB
gssr-1043	278	4	an	an	DET
gssr-1043	278	5	innovative	innovative	ADJ
gssr-1043	278	6	wastewater	wastewater	NOUN
gssr-1043	278	7	treatment	treatment	NOUN
gssr-1043	278	8	system	system	NOUN
gssr-1043	278	9	.	.	PUNCT
gssr-1043	279	1	figure	figure	NOUN
gssr-1043	279	2	8	8	NUM
gssr-1043	279	3	.	.	PUNCT
gssr-1043	280	1	an	an	DET
gssr-1043	280	2	innovative	innovative	ADJ
gssr-1043	280	3	wastewater	wastewater	NOUN
gssr-1043	280	4	treatment	treatment	NOUN
gssr-1043	280	5	system	system	NOUN
gssr-1043	280	6	(	(	PUNCT
gssr-1043	280	7	lin	lin	PROPN
gssr-1043	280	8	et	et	PROPN
gssr-1043	280	9	al	al	PROPN
gssr-1043	280	10	.	.	PROPN
gssr-1043	280	11	,	,	PUNCT
gssr-1043	280	12	2022	2022	NUM
gssr-1043	280	13	)	)	PUNCT
gssr-1043	280	14	.	.	PUNCT
gssr-1043	281	1	water	water	NOUN
gssr-1043	281	2	quality	quality	NOUN
gssr-1043	281	3	prediction	prediction	NOUN
gssr-1043	281	4	different	different	ADJ
gssr-1043	281	5	dl	dl	PROPN
gssr-1043	281	6	and	and	CCONJ
gssr-1043	281	7	ml	ml	PROPN
gssr-1043	281	8	models	model	NOUN
gssr-1043	281	9	analyze	analyze	VERB
gssr-1043	281	10	water	water	NOUN
gssr-1043	281	11	quality	quality	NOUN
gssr-1043	281	12	for	for	ADP
gssr-1043	281	13	different	different	ADJ
gssr-1043	281	14	uses	use	NOUN
gssr-1043	281	15	.	.	PUNCT
gssr-1043	282	1	this	this	DET
gssr-1043	282	2	section	section	NOUN
gssr-1043	282	3	discusses	discuss	VERB
gssr-1043	282	4	applications	application	NOUN
gssr-1043	282	5	,	,	PUNCT
gssr-1043	282	6	infrastructures	infrastructure	NOUN
gssr-1043	282	7	,	,	PUNCT
gssr-1043	282	8	and	and	CCONJ
gssr-1043	282	9	methods	method	NOUN
gssr-1043	282	10	for	for	ADP
gssr-1043	282	11	assessing	assess	VERB
gssr-1043	282	12	water	water	NOUN
gssr-1043	282	13	quality	quality	NOUN
gssr-1043	282	14	for	for	ADP
gssr-1043	282	15	various	various	ADJ
gssr-1043	282	16	purposes	purpose	NOUN
gssr-1043	282	17	.	.	PUNCT
gssr-1043	283	1	figure	figure	VERB
gssr-1043	283	2	9	9	NUM
gssr-1043	283	3	presents	present	VERB
gssr-1043	283	4	the	the	DET
gssr-1043	283	5	application	application	NOUN
gssr-1043	283	6	of	of	ADP
gssr-1043	283	7	dl	dl	PROPN
gssr-1043	283	8	in	in	ADP
gssr-1043	283	9	different	different	ADJ
gssr-1043	283	10	water	water	NOUN
gssr-1043	283	11	systems	system	NOUN
gssr-1043	283	12	.	.	PUNCT
gssr-1043	284	1	water	water	NOUN
gssr-1043	284	2	quality	quality	NOUN
gssr-1043	284	3	is	be	AUX
gssr-1043	284	4	threatened	threaten	VERB
gssr-1043	284	5	by	by	ADP
gssr-1043	284	6	worldwide	worldwide	ADJ
gssr-1043	284	7	water	water	NOUN
gssr-1043	284	8	contamination	contamination	NOUN
gssr-1043	284	9	.	.	PUNCT
gssr-1043	285	1	these	these	DET
gssr-1043	285	2	applications	application	NOUN
gssr-1043	285	3	measure	measure	VERB
gssr-1043	285	4	pollutants	pollutant	NOUN
gssr-1043	285	5	using	use	VERB
gssr-1043	285	6	ml	ml	NOUN
gssr-1043	285	7	and	and	CCONJ
gssr-1043	285	8	auto	auto	NOUN
gssr-1043	285	9	-	-	PUNCT
gssr-1043	285	10	ml	ml	NOUN
gssr-1043	285	11	models	model	NOUN
gssr-1043	285	12	.	.	PUNCT
gssr-1043	286	1	however	however	ADV
gssr-1043	286	2	,	,	PUNCT
gssr-1043	286	3	math	math	NOUN
gssr-1043	286	4	skills	skill	NOUN
gssr-1043	286	5	and	and	CCONJ
gssr-1043	286	6	model	model	NOUN
gssr-1043	286	7	-	-	PUNCT
gssr-1043	286	8	making	making	NOUN
gssr-1043	286	9	are	be	AUX
gssr-1043	286	10	required	require	VERB
gssr-1043	286	11	.	.	PUNCT
gssr-1043	287	1	since	since	SCONJ
gssr-1043	287	2	water	water	NOUN
gssr-1043	287	3	quality	quality	NOUN
gssr-1043	287	4	assessments	assessment	NOUN
gssr-1043	287	5	require	require	VERB
gssr-1043	287	6	time	time	NOUN
gssr-1043	287	7	-	-	PUNCT
gssr-1043	287	8	series	series	NOUN
gssr-1043	287	9	data	data	PROPN
gssr-1043	287	10	,	,	PUNCT
gssr-1043	287	11	dl	dl	PROPN
gssr-1043	287	12	models	model	NOUN
gssr-1043	287	13	are	be	AUX
gssr-1043	287	14	best	good	ADJ
gssr-1043	287	15	for	for	ADP
gssr-1043	287	16	measuring	measure	VERB
gssr-1043	287	17	it	it	PRON
gssr-1043	287	18	.	.	PUNCT
gssr-1043	288	1	khullar	khullar	ADJ
gssr-1043	288	2	and	and	CCONJ
gssr-1043	288	3	singh	singh	PROPN
gssr-1043	288	4	(	(	PUNCT
gssr-1043	288	5	2022	2022	NUM
gssr-1043	288	6	)	)	PUNCT
gssr-1043	288	7	say	say	VERB
gssr-1043	288	8	dl	dl	PROPN
gssr-1043	288	9	concentrates	concentrate	VERB
gssr-1043	288	10	on	on	ADP
gssr-1043	288	11	"	"	PUNCT
gssr-1043	288	12	bi	bi	NOUN
gssr-1043	288	13	-	-	NOUN
gssr-1043	288	14	lstm	lstm	ADJ
gssr-1043	288	15	.	.	PUNCT
gssr-1043	288	16	"	"	PUNCT
gssr-1043	289	1	monthly	monthly	ADJ
gssr-1043	289	2	data	datum	NOUN
gssr-1043	289	3	for	for	ADP
gssr-1043	289	4	the	the	DET
gssr-1043	289	5	yamuna	yamuna	PROPN
gssr-1043	289	6	river	river	PROPN
gssr-1043	289	7	quality	quality	PROPN
gssr-1043	289	8	report	report	NOUN
gssr-1043	289	9	in	in	ADP
gssr-1043	289	10	new	new	PROPN
gssr-1043	289	11	delhi	delhi	PROPN
gssr-1043	289	12	was	be	AUX
gssr-1043	289	13	collected	collect	VERB
gssr-1043	289	14	from	from	ADP
gssr-1043	289	15	2013	2013	NUM
gssr-1043	289	16	to	to	ADP
gssr-1043	289	17	2019	2019	NUM
gssr-1043	289	18	.	.	PUNCT
gssr-1043	290	1	bi	bi	ADJ
gssr-1043	290	2	-	-	ADJ
gssr-1043	290	3	lstm	lstm	ADJ
gssr-1043	290	4	prioritizes	prioritize	VERB
gssr-1043	290	5	training	training	NOUN
gssr-1043	290	6	and	and	CCONJ
gssr-1043	290	7	missed	miss	VERB
gssr-1043	290	8	-	-	PUNCT
gssr-1043	290	9	value	value	NOUN
gssr-1043	290	10	imputation	imputation	NOUN
gssr-1043	290	11	.	.	PUNCT
gssr-1043	291	1	this	this	DET
gssr-1043	291	2	estimate	estimate	NOUN
gssr-1043	291	3	is	be	AUX
gssr-1043	291	4	essential	essential	ADJ
gssr-1043	291	5	for	for	ADP
gssr-1043	291	6	accurate	accurate	ADJ
gssr-1043	291	7	measurement	measurement	NOUN
gssr-1043	291	8	.	.	PUNCT
gssr-1043	292	1	finding	find	VERB
gssr-1043	292	2	the	the	DET
gssr-1043	292	3	best	well	ADV
gssr-1043	292	4	missing	missing	ADJ
gssr-1043	292	5	value	value	NOUN
gssr-1043	292	6	-	-	PUNCT
gssr-1043	292	7	filling	fill	VERB
gssr-1043	292	8	method	method	NOUN
gssr-1043	292	9	is	be	AUX
gssr-1043	292	10	the	the	DET
gssr-1043	292	11	first	first	ADJ
gssr-1043	292	12	step	step	NOUN
gssr-1043	292	13	of	of	ADP
gssr-1043	292	14	the	the	DET
gssr-1043	292	15	bi	bi	NOUN
gssr-1043	292	16	-	-	NOUN
gssr-1043	292	17	lstm	lstm	NOUN
gssr-1043	292	18	.	.	PUNCT
gssr-1043	293	1	the	the	DET
gssr-1043	293	2	second	second	ADJ
gssr-1043	293	3	phase	phase	NOUN
gssr-1043	293	4	creates	create	VERB
gssr-1043	293	5	input	input	NOUN
gssr-1043	293	6	-	-	PUNCT
gssr-1043	293	7	based	base	VERB
gssr-1043	293	8	feature	feature	NOUN
gssr-1043	293	9	maps	map	NOUN
gssr-1043	293	10	.	.	PUNCT
gssr-1043	294	1	training	training	NOUN
gssr-1043	294	2	is	be	AUX
gssr-1043	294	3	the	the	DET
gssr-1043	294	4	third	third	ADJ
gssr-1043	294	5	stage	stage	NOUN
gssr-1043	294	6	.	.	PUNCT
gssr-1043	295	1	the	the	DET
gssr-1043	295	2	fourth	fourth	ADJ
gssr-1043	295	3	phase	phase	NOUN
gssr-1043	295	4	optimizes	optimize	VERB
gssr-1043	295	5	the	the	DET
gssr-1043	295	6	loss	loss	NOUN
gssr-1043	295	7	function	function	NOUN
gssr-1043	295	8	to	to	PART
gssr-1043	295	9	reduce	reduce	VERB
gssr-1043	295	10	learning	learn	VERB
gssr-1043	295	11	errors	error	NOUN
gssr-1043	295	12	.	.	PUNCT
gssr-1043	296	1	the	the	DET
gssr-1043	296	2	experiment	experiment	NOUN
gssr-1043	296	3	measures	measure	VERB
gssr-1043	296	4	bod	bod	ADJ
gssr-1043	296	5	and	and	CCONJ
gssr-1043	296	6	cod	cod	NOUN
gssr-1043	296	7	.	.	PUNCT
gssr-1043	297	1	palla	palla	PROPN
gssr-1043	297	2	cod	cod	PROPN
gssr-1043	297	3	values	value	NOUN
gssr-1043	297	4	are	be	AUX
gssr-1043	297	5	mse	mse	NOUN
gssr-1043	297	6	=	=	SYM
gssr-1043	297	7	0.015	0.015	NUM
gssr-1043	297	8	,	,	PUNCT
gssr-1043	297	9	rmse	rmse	NOUN
gssr-1043	297	10	=	=	PROPN
gssr-1043	297	11	0.117	0.117	NUM
gssr-1043	297	12	,	,	PUNCT
gssr-1043	297	13	mae	mae	PROPN
gssr-1043	297	14	=	=	PROPN
gssr-1043	297	15	0.115	0.115	NUM
gssr-1043	297	16	,	,	PUNCT
gssr-1043	297	17	and	and	CCONJ
gssr-1043	297	18	mape	mape	NOUN
gssr-1043	297	19	=	=	SYM
gssr-1043	297	20	20.32	20.32	NUM
gssr-1043	297	21	.	.	PUNCT
gssr-1043	298	1	values	value	NOUN
gssr-1043	298	2	from	from	ADP
gssr-1043	298	3	bod	bod	ADJ
gssr-1043	298	4	analysis	analysis	NOUN
gssr-1043	298	5	:	:	PUNCT
gssr-1043	298	6	mse	mse	PROPN
gssr-1043	298	7	global	global	ADJ
gssr-1043	298	8	sustainability	sustainability	PROPN
gssr-1043	298	9	research	research	NOUN
gssr-1043	298	10	global	global	ADJ
gssr-1043	298	11	scientific	scientific	ADJ
gssr-1043	298	12	research	research	NOUN
gssr-1043	298	13	60	60	NUM
gssr-1043	298	14	=	=	SYM
gssr-1043	298	15	0.107	0.107	NUM
gssr-1043	298	16	,	,	PUNCT
gssr-1043	298	17	rmse	rmse	NOUN
gssr-1043	298	18	=	=	PROPN
gssr-1043	298	19	0.108	0.108	NUM
gssr-1043	298	20	,	,	PUNCT
gssr-1043	298	21	mae	mae	PROPN
gssr-1043	298	22	=	=	PROPN
gssr-1043	298	23	0.124	0.124	NUM
gssr-1043	298	24	,	,	PUNCT
gssr-1043	298	25	mape	mape	NOUN
gssr-1043	298	26	=	=	SYM
gssr-1043	298	27	18.22	18.22	NUM
gssr-1043	298	28	.	.	PUNCT
gssr-1043	299	1	compared	compare	VERB
gssr-1043	299	2	to	to	ADP
gssr-1043	299	3	other	other	ADJ
gssr-1043	299	4	methods	method	NOUN
gssr-1043	299	5	,	,	PUNCT
gssr-1043	299	6	the	the	DET
gssr-1043	299	7	proposed	propose	VERB
gssr-1043	299	8	one	one	NUM
gssr-1043	299	9	is	be	AUX
gssr-1043	299	10	more	more	ADV
gssr-1043	299	11	reliable	reliable	ADJ
gssr-1043	299	12	and	and	CCONJ
gssr-1043	299	13	has	have	VERB
gssr-1043	299	14	fewer	few	ADJ
gssr-1043	299	15	errors	error	NOUN
gssr-1043	299	16	.	.	PUNCT
gssr-1043	300	1	smart	smart	ADJ
gssr-1043	300	2	sensors	sensor	NOUN
gssr-1043	300	3	improve	improve	VERB
gssr-1043	300	4	water	water	NOUN
gssr-1043	300	5	quality	quality	NOUN
gssr-1043	300	6	monitoring	monitoring	NOUN
gssr-1043	300	7	applications	application	NOUN
gssr-1043	300	8	.	.	PUNCT
gssr-1043	301	1	nemade	nemade	PROPN
gssr-1043	301	2	and	and	CCONJ
gssr-1043	301	3	shah	shah	PROPN
gssr-1043	301	4	(	(	PUNCT
gssr-1043	301	5	2022	2022	NUM
gssr-1043	301	6	)	)	PUNCT
gssr-1043	301	7	collected	collect	VERB
gssr-1043	301	8	water	water	NOUN
gssr-1043	301	9	quality	quality	NOUN
gssr-1043	301	10	data	datum	NOUN
gssr-1043	301	11	with	with	ADP
gssr-1043	301	12	smart	smart	ADJ
gssr-1043	301	13	sensors	sensor	NOUN
gssr-1043	301	14	.	.	PUNCT
gssr-1043	302	1	next	next	ADV
gssr-1043	302	2	,	,	PUNCT
gssr-1043	302	3	they	they	PRON
gssr-1043	302	4	clean	clean	VERB
gssr-1043	302	5	sensor	sensor	NOUN
gssr-1043	302	6	data	datum	NOUN
gssr-1043	302	7	to	to	PART
gssr-1043	302	8	remove	remove	VERB
gssr-1043	302	9	missing	missing	ADJ
gssr-1043	302	10	values	value	NOUN
gssr-1043	302	11	and	and	CCONJ
gssr-1043	302	12	outliers	outlier	NOUN
gssr-1043	302	13	.	.	PUNCT
gssr-1043	303	1	the	the	DET
gssr-1043	303	2	g	g	NOUN
gssr-1043	303	3	-	-	PUNCT
gssr-1043	303	4	smote	smote	ADJ
gssr-1043	303	5	method	method	NOUN
gssr-1043	303	6	extracts	extract	NOUN
gssr-1043	303	7	traits	trait	NOUN
gssr-1043	303	8	for	for	ADP
gssr-1043	303	9	learning	learn	VERB
gssr-1043	303	10	.	.	PUNCT
gssr-1043	304	1	this	this	DET
gssr-1043	304	2	model	model	NOUN
gssr-1043	304	3	optimizes	optimize	VERB
gssr-1043	304	4	a	a	DET
gssr-1043	304	5	multi	multi	ADJ
gssr-1043	304	6	-	-	ADJ
gssr-1043	304	7	class	class	ADJ
gssr-1043	304	8	dl	dl	NOUN
gssr-1043	304	9	model	model	NOUN
gssr-1043	304	10	utilizing	utilize	VERB
gssr-1043	304	11	an	an	DET
gssr-1043	304	12	mdlnn	mdlnn	NOUN
gssr-1043	304	13	neural	neural	ADJ
gssr-1043	304	14	network	network	NOUN
gssr-1043	304	15	and	and	CCONJ
gssr-1043	304	16	hyperparameter	hyperparameter	NOUN
gssr-1043	304	17	tuning	tuning	NOUN
gssr-1043	304	18	.	.	PUNCT
gssr-1043	305	1	step	step	NOUN
gssr-1043	305	2	-	-	PUNCT
gssr-1043	305	3	by	by	ADP
gssr-1043	305	4	-	-	PUNCT
gssr-1043	305	5	step	step	NOUN
gssr-1043	305	6	learning	learning	NOUN
gssr-1043	305	7	from	from	ADP
gssr-1043	305	8	new	new	ADJ
gssr-1043	305	9	data	datum	NOUN
gssr-1043	305	10	is	be	AUX
gssr-1043	305	11	made	make	VERB
gssr-1043	305	12	easier	easy	ADJ
gssr-1043	305	13	with	with	ADP
gssr-1043	305	14	this	this	DET
gssr-1043	305	15	paradigm	paradigm	NOUN
gssr-1043	305	16	.	.	PUNCT
gssr-1043	306	1	the	the	DET
gssr-1043	306	2	model	model	NOUN
gssr-1043	306	3	's	's	PART
gssr-1043	306	4	identification	identification	NOUN
gssr-1043	306	5	loss	loss	NOUN
gssr-1043	306	6	is	be	AUX
gssr-1043	306	7	0.0415	0.0415	NUM
gssr-1043	306	8	%	%	NOUN
gssr-1043	306	9	and	and	CCONJ
gssr-1043	306	10	precision	precision	NOUN
gssr-1043	306	11	is	be	AUX
gssr-1043	306	12	99.34	99.34	NUM
gssr-1043	306	13	%	%	NOUN
gssr-1043	306	14	.	.	PUNCT
gssr-1043	307	1	figure	figure	NOUN
gssr-1043	307	2	9	9	NUM
gssr-1043	307	3	.	.	PUNCT
gssr-1043	308	1	application	application	NOUN
gssr-1043	308	2	of	of	ADP
gssr-1043	308	3	deep	deep	ADJ
gssr-1043	308	4	learning	learning	NOUN
gssr-1043	308	5	in	in	ADP
gssr-1043	308	6	different	different	ADJ
gssr-1043	308	7	water	water	NOUN
gssr-1043	308	8	systems	system	NOUN
gssr-1043	308	9	(	(	PUNCT
gssr-1043	308	10	zhu	zhu	X
gssr-1043	308	11	et	et	PROPN
gssr-1043	308	12	al	al	PROPN
gssr-1043	308	13	.	.	PROPN
gssr-1043	308	14	,	,	PUNCT
gssr-1043	308	15	2022	2022	NUM
gssr-1043	308	16	)	)	PUNCT
gssr-1043	308	17	.	.	PUNCT
gssr-1043	309	1	prasad	prasad	PROPN
gssr-1043	309	2	et	et	PROPN
gssr-1043	309	3	al	al	PROPN
gssr-1043	309	4	.	.	PROPN
gssr-1043	310	1	(	(	PUNCT
gssr-1043	310	2	2022	2022	NUM
gssr-1043	310	3	)	)	PUNCT
gssr-1043	310	4	suggested	suggest	VERB
gssr-1043	310	5	that	that	SCONJ
gssr-1043	310	6	automated	automate	VERB
gssr-1043	310	7	dl	dl	PROPN
gssr-1043	310	8	algorithms	algorithm	NOUN
gssr-1043	310	9	improve	improve	VERB
gssr-1043	310	10	water	water	NOUN
gssr-1043	310	11	quality	quality	NOUN
gssr-1043	310	12	evaluation	evaluation	NOUN
gssr-1043	310	13	.	.	PUNCT
gssr-1043	311	1	auto	auto	NOUN
gssr-1043	311	2	dl	dl	PROPN
gssr-1043	311	3	is	be	AUX
gssr-1043	311	4	a	a	DET
gssr-1043	311	5	promising	promising	ADJ
gssr-1043	311	6	new	new	ADJ
gssr-1043	311	7	technology	technology	NOUN
gssr-1043	311	8	.	.	PUNCT
gssr-1043	312	1	involves	involve	VERB
gssr-1043	312	2	evaluating	evaluate	VERB
gssr-1043	312	3	and	and	CCONJ
gssr-1043	312	4	building	building	NOUN
gssr-1043	312	5	models	model	NOUN
gssr-1043	312	6	with	with	ADP
gssr-1043	312	7	little	little	ADJ
gssr-1043	312	8	or	or	CCONJ
gssr-1043	312	9	no	no	PRON
gssr-1043	312	10	coding	coding	NOUN
gssr-1043	312	11	.	.	PUNCT
gssr-1043	313	1	the	the	DET
gssr-1043	313	2	execution	execution	NOUN
gssr-1043	313	3	time	time	NOUN
gssr-1043	313	4	is	be	AUX
gssr-1043	313	5	shorter	short	ADJ
gssr-1043	313	6	than	than	ADP
gssr-1043	313	7	typical	typical	ADJ
gssr-1043	313	8	dl	dl	PROPN
gssr-1043	313	9	algorithms	algorithm	NOUN
gssr-1043	313	10	.	.	PUNCT
gssr-1043	314	1	the	the	DET
gssr-1043	314	2	auto	auto	NOUN
gssr-1043	314	3	-	-	PUNCT
gssr-1043	314	4	dl	dl	PROPN
gssr-1043	314	5	model	model	NOUN
gssr-1043	314	6	is	be	AUX
gssr-1043	314	7	1	1	NUM
gssr-1043	314	8	percent	percent	NOUN
gssr-1043	314	9	less	less	ADV
gssr-1043	314	10	efficient	efficient	ADJ
gssr-1043	314	11	than	than	ADP
gssr-1043	314	12	standard	standard	ADJ
gssr-1043	314	13	dl	dl	PROPN
gssr-1043	314	14	models	model	NOUN
gssr-1043	314	15	in	in	ADP
gssr-1043	314	16	binary	binary	ADJ
gssr-1043	314	17	data	datum	NOUN
gssr-1043	314	18	measurements	measurement	NOUN
gssr-1043	314	19	,	,	PUNCT
gssr-1043	314	20	which	which	PRON
gssr-1043	314	21	are	be	AUX
gssr-1043	314	22	above	above	ADP
gssr-1043	314	23	1.8	1.8	NUM
gssr-1043	314	24	percent	percent	NOUN
gssr-1043	314	25	accurate	accurate	ADJ
gssr-1043	314	26	.	.	PUNCT
gssr-1043	315	1	in	in	ADP
gssr-1043	315	2	multi	multi	ADJ
gssr-1043	315	3	-	-	ADJ
gssr-1043	315	4	class	class	ADJ
gssr-1043	315	5	data	data	NOUN
gssr-1043	315	6	models	model	NOUN
gssr-1043	315	7	,	,	PUNCT
gssr-1043	315	8	contemporary	contemporary	ADJ
gssr-1043	315	9	models	model	NOUN
gssr-1043	315	10	are	be	AUX
gssr-1043	315	11	around	around	ADV
gssr-1043	315	12	1	1	NUM
gssr-1043	315	13	%	%	NOUN
gssr-1043	315	14	more	more	ADV
gssr-1043	315	15	accurate	accurate	ADJ
gssr-1043	315	16	than	than	SCONJ
gssr-1043	315	17	auto	auto	NOUN
gssr-1043	315	18	-	-	PUNCT
gssr-1043	315	19	dl	dl	PROPN
gssr-1043	315	20	.	.	PROPN
gssr-1043	315	21	standard	standard	PROPN
gssr-1043	315	22	dl	dl	PROPN
gssr-1043	315	23	achieves	achieve	VERB
gssr-1043	315	24	98	98	NUM
gssr-1043	315	25	-	-	SYM
gssr-1043	315	26	99	99	NUM
gssr-1043	315	27	%	%	NOUN
gssr-1043	315	28	accuracy	accuracy	NOUN
gssr-1043	315	29	,	,	PUNCT
gssr-1043	315	30	whereas	whereas	SCONJ
gssr-1043	315	31	auto	auto	NOUN
gssr-1043	315	32	dl	dl	PROPN
gssr-1043	315	33	achieves	achieve	VERB
gssr-1043	315	34	96	96	NUM
gssr-1043	315	35	-	-	SYM
gssr-1043	315	36	98	98	NUM
gssr-1043	315	37	%	%	NOUN
gssr-1043	315	38	.	.	PUNCT
gssr-1043	316	1	it	it	PRON
gssr-1043	316	2	helps	help	VERB
gssr-1043	316	3	choose	choose	VERB
gssr-1043	316	4	the	the	DET
gssr-1043	316	5	right	right	NOUN
gssr-1043	316	6	dl	dl	PROPN
gssr-1043	316	7	model	model	NOUN
gssr-1043	316	8	automatically	automatically	ADV
gssr-1043	316	9	and	and	CCONJ
gssr-1043	316	10	reduces	reduce	VERB
gssr-1043	316	11	the	the	DET
gssr-1043	316	12	time	time	NOUN
gssr-1043	316	13	needed	need	VERB
gssr-1043	316	14	to	to	PART
gssr-1043	316	15	get	get	VERB
gssr-1043	316	16	them	they	PRON
gssr-1043	316	17	in	in	ADP
gssr-1043	316	18	real	real	ADJ
gssr-1043	316	19	-	-	PUNCT
gssr-1043	316	20	time	time	NOUN
gssr-1043	316	21	.	.	PUNCT
gssr-1043	317	1	thus	thus	ADV
gssr-1043	317	2	,	,	PUNCT
gssr-1043	317	3	auto	auto	NOUN
gssr-1043	317	4	-	-	PUNCT
gssr-1043	317	5	dl	dl	PROPN
gssr-1043	317	6	allows	allow	VERB
gssr-1043	317	7	for	for	ADP
gssr-1043	317	8	more	more	ADJ
gssr-1043	317	9	real	real	ADJ
gssr-1043	317	10	-	-	PUNCT
gssr-1043	317	11	time	time	NOUN
gssr-1043	317	12	problem	problem	NOUN
gssr-1043	317	13	implementation	implementation	NOUN
gssr-1043	317	14	flexibility	flexibility	NOUN
gssr-1043	317	15	.	.	PUNCT
gssr-1043	318	1	rainwater	rainwater	NOUN
gssr-1043	318	2	management	management	NOUN
gssr-1043	318	3	water	water	NOUN
gssr-1043	318	4	collection	collection	NOUN
gssr-1043	318	5	and	and	CCONJ
gssr-1043	318	6	management	management	NOUN
gssr-1043	318	7	require	require	VERB
gssr-1043	318	8	accurate	accurate	ADJ
gssr-1043	318	9	precipitation	precipitation	NOUN
gssr-1043	318	10	forecasts	forecast	NOUN
gssr-1043	318	11	.	.	PUNCT
gssr-1043	319	1	rainwater	rainwater	NOUN
gssr-1043	319	2	is	be	AUX
gssr-1043	319	3	the	the	DET
gssr-1043	319	4	main	main	ADJ
gssr-1043	319	5	agricultural	agricultural	ADJ
gssr-1043	319	6	and	and	CCONJ
gssr-1043	319	7	domestic	domestic	ADJ
gssr-1043	319	8	water	water	NOUN
gssr-1043	319	9	supply	supply	NOUN
gssr-1043	319	10	.	.	PUNCT
gssr-1043	320	1	predicting	predict	VERB
gssr-1043	320	2	precipitation	precipitation	NOUN
gssr-1043	320	3	is	be	AUX
gssr-1043	320	4	important	important	ADJ
gssr-1043	320	5	and	and	CCONJ
gssr-1043	320	6	fascinating	fascinating	ADJ
gssr-1043	320	7	worldwide	worldwide	ADV
gssr-1043	320	8	.	.	PUNCT
gssr-1043	321	1	this	this	DET
gssr-1043	321	2	forecast	forecast	NOUN
gssr-1043	321	3	is	be	AUX
gssr-1043	321	4	crucial	crucial	ADJ
gssr-1043	321	5	for	for	ADP
gssr-1043	321	6	governments	government	NOUN
gssr-1043	321	7	that	that	PRON
gssr-1043	321	8	use	use	VERB
gssr-1043	321	9	hydraulic	hydraulic	ADJ
gssr-1043	321	10	converter	converter	NOUN
gssr-1043	321	11	power	power	NOUN
gssr-1043	321	12	plants	plant	NOUN
gssr-1043	321	13	to	to	PART
gssr-1043	321	14	generate	generate	VERB
gssr-1043	321	15	energy	energy	NOUN
gssr-1043	321	16	from	from	ADP
gssr-1043	321	17	rainwater	rainwater	NOUN
gssr-1043	321	18	reservoirs	reservoir	NOUN
gssr-1043	321	19	during	during	ADP
gssr-1043	321	20	the	the	DET
gssr-1043	321	21	rainy	rainy	ADJ
gssr-1043	321	22	season	season	NOUN
gssr-1043	321	23	.	.	PUNCT
gssr-1043	322	1	bhattacharyya	bhattacharyya	INTJ
gssr-1043	322	2	et	et	PROPN
gssr-1043	322	3	al	al	PROPN
gssr-1043	322	4	.	.	PROPN
gssr-1043	323	1	(	(	PUNCT
gssr-1043	323	2	2021	2021	NUM
gssr-1043	323	3	)	)	PUNCT
gssr-1043	323	4	examined	examine	VERB
gssr-1043	323	5	andhra	andhra	PROPN
gssr-1043	323	6	pradesh	pradesh	PROPN
gssr-1043	323	7	meteorological	meteorological	PROPN
gssr-1043	323	8	service	service	NOUN
gssr-1043	323	9	rainfall	rainfall	NOUN
gssr-1043	323	10	data	datum	NOUN
gssr-1043	323	11	for	for	ADP
gssr-1043	323	12	one	one	NUM
gssr-1043	323	13	year	year	NOUN
gssr-1043	323	14	.	.	PUNCT
gssr-1043	324	1	the	the	DET
gssr-1043	324	2	partitioning	partition	VERB
gssr-1043	324	3	technique	technique	NOUN
gssr-1043	324	4	splits	split	VERB
gssr-1043	324	5	features	feature	NOUN
gssr-1043	324	6	into	into	ADP
gssr-1043	324	7	training	training	NOUN
gssr-1043	324	8	and	and	CCONJ
gssr-1043	324	9	testing	testing	NOUN
gssr-1043	324	10	datasets	dataset	NOUN
gssr-1043	324	11	.	.	PUNCT
gssr-1043	325	1	two	two	NUM
gssr-1043	325	2	ml	ml	NOUN
gssr-1043	325	3	and	and	CCONJ
gssr-1043	325	4	one	one	NUM
gssr-1043	325	5	dl	dl	PROPN
gssr-1043	325	6	models	model	NOUN
gssr-1043	325	7	make	make	VERB
gssr-1043	325	8	up	up	ADP
gssr-1043	325	9	this	this	DET
gssr-1043	325	10	system	system	NOUN
gssr-1043	325	11	.	.	PUNCT
gssr-1043	326	1	cnn	cnn	PROPN
gssr-1043	326	2	was	be	AUX
gssr-1043	326	3	utilized	utilize	VERB
gssr-1043	326	4	for	for	ADP
gssr-1043	326	5	dl	dl	PROPN
gssr-1043	326	6	linear	linear	PROPN
gssr-1043	326	7	regression	regression	NOUN
gssr-1043	326	8	and	and	CCONJ
gssr-1043	326	9	svm	svm	VERB
gssr-1043	326	10	for	for	ADP
gssr-1043	326	11	machine	machine	NOUN
gssr-1043	326	12	learning	learning	NOUN
gssr-1043	326	13	.	.	PUNCT
gssr-1043	327	1	the	the	DET
gssr-1043	327	2	neural	neural	ADJ
gssr-1043	327	3	network	network	NOUN
gssr-1043	327	4	had	have	VERB
gssr-1043	327	5	77.17	77.17	NUM
gssr-1043	327	6	%	%	NOUN
gssr-1043	327	7	accuracy	accuracy	NOUN
gssr-1043	327	8	,	,	PUNCT
gssr-1043	327	9	the	the	DET
gssr-1043	327	10	linear	linear	ADJ
gssr-1043	327	11	model	model	NOUN
gssr-1043	327	12	48.8	48.8	NUM
gssr-1043	327	13	%	%	NOUN
gssr-1043	327	14	,	,	PUNCT
gssr-1043	327	15	and	and	CCONJ
gssr-1043	327	16	the	the	DET
gssr-1043	327	17	svm	svm	ADJ
gssr-1043	327	18	32.5	32.5	NUM
gssr-1043	327	19	%	%	NOUN
gssr-1043	327	20	throughout	throughout	ADP
gssr-1043	327	21	testing	testing	NOUN
gssr-1043	327	22	.	.	PUNCT
gssr-1043	328	1	dl	dl	PROPN
gssr-1043	328	2	algorithms	algorithms	PROPN
gssr-1043	328	3	outperform	outperform	VERB
gssr-1043	328	4	ml	ml	INTJ
gssr-1043	328	5	in	in	ADP
gssr-1043	328	6	rainfall	rainfall	NOUN
gssr-1043	328	7	data	datum	NOUN
gssr-1043	328	8	predicting	predict	VERB
gssr-1043	328	9	,	,	PUNCT
gssr-1043	328	10	especially	especially	ADV
gssr-1043	328	11	with	with	ADP
gssr-1043	328	12	irregular	irregular	ADJ
gssr-1043	328	13	data	datum	NOUN
gssr-1043	328	14	patterns	pattern	NOUN
gssr-1043	328	15	.	.	PUNCT
gssr-1043	329	1	deep	deep	ADJ
gssr-1043	329	2	learning	learn	VERB
gssr-1043	329	3	global	global	ADJ
gssr-1043	329	4	sustainability	sustainability	NOUN
gssr-1043	329	5	research	research	NOUN
gssr-1043	329	6	global	global	ADJ
gssr-1043	329	7	scientific	scientific	ADJ
gssr-1043	329	8	research	research	NOUN
gssr-1043	329	9	61	61	NUM
gssr-1043	329	10	algorithms	algorithm	NOUN
gssr-1043	329	11	seem	seem	VERB
gssr-1043	329	12	more	more	ADV
gssr-1043	329	13	suitable	suitable	ADJ
gssr-1043	329	14	for	for	ADP
gssr-1043	329	15	this	this	PRON
gssr-1043	329	16	because	because	SCONJ
gssr-1043	329	17	of	of	ADP
gssr-1043	329	18	their	their	PRON
gssr-1043	329	19	precision	precision	NOUN
gssr-1043	329	20	.	.	PUNCT
gssr-1043	330	1	water	water	NOUN
gssr-1043	330	2	conservation	conservation	NOUN
gssr-1043	330	3	is	be	AUX
gssr-1043	330	4	not	not	PART
gssr-1043	330	5	optimum	optimum	ADJ
gssr-1043	330	6	in	in	ADP
gssr-1043	330	7	most	most	ADJ
gssr-1043	330	8	rainwater	rainwater	NOUN
gssr-1043	330	9	gathering	gathering	NOUN
gssr-1043	330	10	systems	system	NOUN
gssr-1043	330	11	.	.	PUNCT
gssr-1043	331	1	creating	create	VERB
gssr-1043	331	2	communal	communal	ADJ
gssr-1043	331	3	rainwater	rainwater	NOUN
gssr-1043	331	4	harvesting	harvesting	NOUN
gssr-1043	331	5	storage	storage	NOUN
gssr-1043	331	6	facilities	facility	NOUN
gssr-1043	331	7	in	in	ADP
gssr-1043	331	8	cities	city	NOUN
gssr-1043	331	9	is	be	AUX
gssr-1043	331	10	crucial	crucial	ADJ
gssr-1043	331	11	,	,	PUNCT
gssr-1043	331	12	but	but	CCONJ
gssr-1043	331	13	obtaining	obtain	VERB
gssr-1043	331	14	approval	approval	NOUN
gssr-1043	331	15	may	may	AUX
gssr-1043	331	16	be	be	AUX
gssr-1043	331	17	difficult	difficult	ADJ
gssr-1043	331	18	.	.	PUNCT
gssr-1043	332	1	the	the	DET
gssr-1043	332	2	system	system	NOUN
gssr-1043	332	3	's	's	PART
gssr-1043	332	4	viability	viability	NOUN
gssr-1043	332	5	is	be	AUX
gssr-1043	332	6	complex	complex	ADJ
gssr-1043	332	7	,	,	PUNCT
gssr-1043	332	8	requiring	require	VERB
gssr-1043	332	9	many	many	ADJ
gssr-1043	332	10	human	human	ADJ
gssr-1043	332	11	evaluations	evaluation	NOUN
gssr-1043	332	12	(	(	PUNCT
gssr-1043	332	13	lani	lani	PROPN
gssr-1043	332	14	et	et	PROPN
gssr-1043	332	15	al	al	PROPN
gssr-1043	332	16	.	.	PROPN
gssr-1043	332	17	,	,	PUNCT
gssr-1043	332	18	2018	2018	NUM
gssr-1043	332	19	)	)	PUNCT
gssr-1043	332	20	.	.	PUNCT
gssr-1043	333	1	complex	complex	ADJ
gssr-1043	333	2	system	system	NOUN
gssr-1043	333	3	viability	viability	NOUN
gssr-1043	333	4	requires	require	VERB
gssr-1043	333	5	multiple	multiple	ADJ
gssr-1043	333	6	manual	manual	ADJ
gssr-1043	333	7	assessments	assessment	NOUN
gssr-1043	333	8	.	.	PUNCT
gssr-1043	334	1	gaurav	gaurav	PROPN
gssr-1043	334	2	et	et	PROPN
gssr-1043	334	3	al	al	PROPN
gssr-1043	334	4	.	.	PROPN
gssr-1043	334	5	(	(	PUNCT
gssr-1043	334	6	2021	2021	NUM
gssr-1043	334	7	)	)	PUNCT
gssr-1043	334	8	automate	automate	VERB
gssr-1043	334	9	the	the	DET
gssr-1043	334	10	entire	entire	ADJ
gssr-1043	334	11	procedure	procedure	NOUN
gssr-1043	334	12	with	with	ADP
gssr-1043	334	13	computer	computer	NOUN
gssr-1043	334	14	vision	vision	NOUN
gssr-1043	334	15	.	.	PUNCT
gssr-1043	335	1	they	they	PRON
gssr-1043	335	2	use	use	VERB
gssr-1043	335	3	ml	ml	NOUN
gssr-1043	335	4	and	and	CCONJ
gssr-1043	335	5	dl	dl	X
gssr-1043	335	6	algorithms	algorithm	NOUN
gssr-1043	335	7	for	for	ADP
gssr-1043	335	8	image	image	NOUN
gssr-1043	335	9	ceiling	ceiling	NOUN
gssr-1043	335	10	division	division	NOUN
gssr-1043	335	11	,	,	PUNCT
gssr-1043	335	12	thickness	thickness	NOUN
gssr-1043	335	13	computation	computation	NOUN
gssr-1043	335	14	,	,	PUNCT
gssr-1043	335	15	precipitation	precipitation	NOUN
gssr-1043	335	16	forecasting	forecasting	NOUN
gssr-1043	335	17	,	,	PUNCT
gssr-1043	335	18	and	and	CCONJ
gssr-1043	335	19	tank	tank	NOUN
gssr-1043	335	20	positioning	positioning	NOUN
gssr-1043	335	21	.	.	PUNCT
gssr-1043	336	1	rainfall	rainfall	NOUN
gssr-1043	336	2	projections	projection	NOUN
gssr-1043	336	3	are	be	AUX
gssr-1043	336	4	made	make	VERB
gssr-1043	336	5	using	use	VERB
gssr-1043	336	6	sarima	sarima	NOUN
gssr-1043	336	7	continuous	continuous	ADJ
gssr-1043	336	8	modeling	modeling	NOUN
gssr-1043	336	9	.	.	PUNCT
gssr-1043	337	1	the	the	DET
gssr-1043	337	2	mask	mask	NOUN
gssr-1043	337	3	r	r	NOUN
gssr-1043	337	4	-	-	PUNCT
gssr-1043	337	5	cnn	cnn	PROPN
gssr-1043	337	6	separation	separation	NOUN
gssr-1043	337	7	technique	technique	NOUN
gssr-1043	337	8	used	use	VERB
gssr-1043	337	9	canny	canny	ADJ
gssr-1043	337	10	edge	edge	NOUN
gssr-1043	337	11	recognition	recognition	NOUN
gssr-1043	337	12	and	and	CCONJ
gssr-1043	337	13	shape	shape	VERB
gssr-1043	337	14	mapping	mapping	NOUN
gssr-1043	337	15	to	to	PART
gssr-1043	337	16	estimate	estimate	VERB
gssr-1043	337	17	the	the	DET
gssr-1043	337	18	rooftop	rooftop	NOUN
gssr-1043	337	19	reservoir	reservoir	NOUN
gssr-1043	337	20	.	.	PUNCT
gssr-1043	338	1	thus	thus	ADV
gssr-1043	338	2	,	,	PUNCT
gssr-1043	338	3	the	the	DET
gssr-1043	338	4	system	system	NOUN
gssr-1043	338	5	can	can	AUX
gssr-1043	338	6	predict	predict	VERB
gssr-1043	338	7	the	the	DET
gssr-1043	338	8	mix	mix	NOUN
gssr-1043	338	9	's	's	PART
gssr-1043	338	10	metrics	metric	NOUN
gssr-1043	338	11	break	break	VERB
gssr-1043	338	12	even	even	ADV
gssr-1043	338	13	and	and	CCONJ
gssr-1043	338	14	analyze	analyze	VERB
gssr-1043	338	15	installation	installation	NOUN
gssr-1043	338	16	feasibility	feasibility	NOUN
gssr-1043	338	17	.	.	PUNCT
gssr-1043	339	1	irrigation	irrigation	NOUN
gssr-1043	339	2	control	control	NOUN
gssr-1043	339	3	water	water	NOUN
gssr-1043	339	4	for	for	ADP
gssr-1043	339	5	other	other	ADJ
gssr-1043	339	6	worldwide	worldwide	ADJ
gssr-1043	339	7	uses	use	NOUN
gssr-1043	339	8	is	be	AUX
gssr-1043	339	9	threatened	threaten	VERB
gssr-1043	339	10	by	by	ADP
gssr-1043	339	11	excessive	excessive	ADJ
gssr-1043	339	12	groundwater	groundwater	NOUN
gssr-1043	339	13	extraction	extraction	NOUN
gssr-1043	339	14	for	for	ADP
gssr-1043	339	15	agriculture	agriculture	NOUN
gssr-1043	339	16	.	.	PUNCT
gssr-1043	340	1	it	it	PRON
gssr-1043	340	2	also	also	ADV
gssr-1043	340	3	threatens	threaten	VERB
gssr-1043	340	4	the	the	DET
gssr-1043	340	5	world	world	NOUN
gssr-1043	340	6	's	's	PART
gssr-1043	340	7	drinkable	drinkable	ADJ
gssr-1043	340	8	water	water	NOUN
gssr-1043	340	9	supplies	supply	NOUN
gssr-1043	340	10	(	(	PUNCT
gssr-1043	340	11	ding	ding	NOUN
gssr-1043	340	12	et	et	PROPN
gssr-1043	340	13	al	al	PROPN
gssr-1043	340	14	.	.	PROPN
gssr-1043	340	15	,	,	PUNCT
gssr-1043	340	16	2021	2021	NUM
gssr-1043	340	17	)	)	PUNCT
gssr-1043	340	18	.	.	PUNCT
gssr-1043	341	1	various	various	ADJ
gssr-1043	341	2	soil	soil	NOUN
gssr-1043	341	3	textures	texture	NOUN
gssr-1043	341	4	are	be	AUX
gssr-1043	341	5	classified	classify	VERB
gssr-1043	341	6	to	to	PART
gssr-1043	341	7	determine	determine	VERB
gssr-1043	341	8	irrigation	irrigation	NOUN
gssr-1043	341	9	needs	need	NOUN
gssr-1043	341	10	.	.	PUNCT
gssr-1043	342	1	dl	dl	PROPN
gssr-1043	342	2	models	model	NOUN
gssr-1043	342	3	are	be	AUX
gssr-1043	342	4	essential	essential	ADJ
gssr-1043	342	5	for	for	ADP
gssr-1043	342	6	effective	effective	ADJ
gssr-1043	342	7	categorization	categorization	NOUN
gssr-1043	342	8	.	.	PUNCT
gssr-1043	343	1	this	this	DET
gssr-1043	343	2	complex	complex	ADJ
gssr-1043	343	3	soil	soil	NOUN
gssr-1043	343	4	texture	texture	NOUN
gssr-1043	343	5	classification	classification	NOUN
gssr-1043	343	6	uses	use	VERB
gssr-1043	343	7	neural	neural	ADJ
gssr-1043	343	8	networks	network	NOUN
gssr-1043	343	9	and	and	CCONJ
gssr-1043	343	10	frameworks	framework	NOUN
gssr-1043	343	11	.	.	PUNCT
gssr-1043	344	1	kurtulmuş	kurtulmuş	PROPN
gssr-1043	344	2	et	et	PROPN
gssr-1043	344	3	al	al	PROPN
gssr-1043	344	4	.	.	PROPN
gssr-1043	344	5	(	(	PUNCT
gssr-1043	344	6	2022	2022	NUM
gssr-1043	344	7	)	)	PUNCT
gssr-1043	344	8	assessed	assess	VERB
gssr-1043	344	9	the	the	DET
gssr-1043	344	10	water	water	NOUN
gssr-1043	344	11	needs	need	NOUN
gssr-1043	344	12	of	of	ADP
gssr-1043	344	13	three	three	NUM
gssr-1043	344	14	soil	soil	NOUN
gssr-1043	344	15	textures	texture	NOUN
gssr-1043	344	16	under	under	ADP
gssr-1043	344	17	different	different	ADJ
gssr-1043	344	18	lighting	lighting	NOUN
gssr-1043	344	19	situations	situation	NOUN
gssr-1043	344	20	using	use	VERB
gssr-1043	344	21	a	a	DET
gssr-1043	344	22	proximal	proximal	ADJ
gssr-1043	344	23	sensing	sense	VERB
gssr-1043	344	24	system	system	NOUN
gssr-1043	344	25	with	with	ADP
gssr-1043	344	26	a	a	DET
gssr-1043	344	27	color	color	NOUN
gssr-1043	344	28	camera	camera	NOUN
gssr-1043	344	29	,	,	PUNCT
gssr-1043	344	30	dl	dl	NOUN
gssr-1043	344	31	,	,	PUNCT
gssr-1043	344	32	and	and	CCONJ
gssr-1043	344	33	computer	computer	NOUN
gssr-1043	344	34	vision	vision	NOUN
gssr-1043	344	35	.	.	PUNCT
gssr-1043	345	1	to	to	PART
gssr-1043	345	2	simplify	simplify	VERB
gssr-1043	345	3	image	image	NOUN
gssr-1043	345	4	training	training	NOUN
gssr-1043	345	5	,	,	PUNCT
gssr-1043	345	6	they	they	PRON
gssr-1043	345	7	created	create	VERB
gssr-1043	345	8	an	an	DET
gssr-1043	345	9	imaging	imaging	NOUN
gssr-1043	345	10	system	system	NOUN
gssr-1043	345	11	using	use	VERB
gssr-1043	345	12	deep	deep	ADJ
gssr-1043	345	13	convolutional	convolutional	ADJ
gssr-1043	345	14	neural	neural	ADJ
gssr-1043	345	15	networks	network	NOUN
gssr-1043	345	16	.	.	PUNCT
gssr-1043	346	1	this	this	DET
gssr-1043	346	2	study	study	NOUN
gssr-1043	346	3	classifies	classify	VERB
gssr-1043	346	4	water	water	NOUN
gssr-1043	346	5	textures	texture	NOUN
gssr-1043	346	6	using	use	VERB
gssr-1043	346	7	five	five	NUM
gssr-1043	346	8	deep	deep	ADJ
gssr-1043	346	9	-	-	PUNCT
gssr-1043	346	10	learning	learn	VERB
gssr-1043	346	11	architectures	architecture	NOUN
gssr-1043	346	12	.	.	PUNCT
gssr-1043	347	1	alexnet	alexnet	ADJ
gssr-1043	347	2	,	,	PUNCT
gssr-1043	347	3	googlenet	googlenet	NOUN
gssr-1043	347	4	,	,	PUNCT
gssr-1043	347	5	resnet	resnet	NOUN
gssr-1043	347	6	,	,	PUNCT
gssr-1043	347	7	vgg16	vgg16	NOUN
gssr-1043	347	8	,	,	PUNCT
gssr-1043	347	9	and	and	CCONJ
gssr-1043	347	10	squeezenet	squeezenet	NOUN
gssr-1043	347	11	are	be	AUX
gssr-1043	347	12	neural	neural	ADJ
gssr-1043	347	13	networks	network	NOUN
gssr-1043	347	14	.	.	PUNCT
gssr-1043	348	1	alexnet	alexnet	NOUN
gssr-1043	348	2	is	be	AUX
gssr-1043	348	3	the	the	DET
gssr-1043	348	4	best	good	ADJ
gssr-1043	348	5	model	model	NOUN
gssr-1043	348	6	with	with	ADP
gssr-1043	348	7	an	an	DET
gssr-1043	348	8	f1	f1	ADJ
gssr-1043	348	9	score	score	NOUN
gssr-1043	348	10	of	of	ADP
gssr-1043	348	11	0.9973	0.9973	NUM
gssr-1043	348	12	.	.	PUNCT
gssr-1043	349	1	with	with	ADP
gssr-1043	349	2	16.92	16.92	NUM
gssr-1043	349	3	ms	ms	NOUN
gssr-1043	349	4	processing	processing	NOUN
gssr-1043	349	5	time	time	NOUN
gssr-1043	349	6	,	,	PUNCT
gssr-1043	349	7	google	google	PROPN
gssr-1043	349	8	net	net	NOUN
gssr-1043	349	9	and	and	CCONJ
gssr-1043	349	10	resnet	resnet	NOUN
gssr-1043	349	11	identify	identify	VERB
gssr-1043	349	12	the	the	DET
gssr-1043	349	13	fastest	fast	ADJ
gssr-1043	349	14	.	.	PUNCT
gssr-1043	350	1	they	they	PRON
gssr-1043	350	2	show	show	VERB
gssr-1043	350	3	that	that	SCONJ
gssr-1043	350	4	dl	dl	PROPN
gssr-1043	350	5	algorithms	algorithm	NOUN
gssr-1043	350	6	significantly	significantly	ADV
gssr-1043	350	7	predicted	predict	VERB
gssr-1043	350	8	agricultural	agricultural	ADJ
gssr-1043	350	9	region	region	NOUN
gssr-1043	350	10	irrigation	irrigation	NOUN
gssr-1043	350	11	needs	need	VERB
gssr-1043	350	12	under	under	ADP
gssr-1043	350	13	diverse	diverse	ADJ
gssr-1043	350	14	scenarios	scenario	NOUN
gssr-1043	350	15	.	.	PUNCT
gssr-1043	351	1	effective	effective	ADJ
gssr-1043	351	2	water	water	NOUN
gssr-1043	351	3	management	management	NOUN
gssr-1043	351	4	requires	require	VERB
gssr-1043	351	5	understanding	understand	VERB
gssr-1043	351	6	the	the	DET
gssr-1043	351	7	operational	operational	ADJ
gssr-1043	351	8	dynamics	dynamic	NOUN
gssr-1043	351	9	of	of	ADP
gssr-1043	351	10	large	large	ADJ
gssr-1043	351	11	-	-	PUNCT
gssr-1043	351	12	scale	scale	NOUN
gssr-1043	351	13	irrigation	irrigation	NOUN
gssr-1043	351	14	handling	handling	NOUN
gssr-1043	351	15	and	and	CCONJ
gssr-1043	351	16	its	its	PRON
gssr-1043	351	17	rapid	rapid	ADJ
gssr-1043	351	18	response	response	NOUN
gssr-1043	351	19	to	to	ADP
gssr-1043	351	20	varied	varied	ADJ
gssr-1043	351	21	pressures	pressure	NOUN
gssr-1043	351	22	.	.	PUNCT
gssr-1043	352	1	raei	raei	PROPN
gssr-1043	352	2	et	et	PROPN
gssr-1043	352	3	al	al	PROPN
gssr-1043	352	4	.	.	PROPN
gssr-1043	353	1	(	(	PUNCT
gssr-1043	353	2	2022	2022	NUM
gssr-1043	353	3	)	)	PUNCT
gssr-1043	353	4	claim	claim	NOUN
gssr-1043	353	5	to	to	PART
gssr-1043	353	6	have	have	AUX
gssr-1043	353	7	constructed	construct	VERB
gssr-1043	353	8	a	a	DET
gssr-1043	353	9	regional	regional	ADJ
gssr-1043	353	10	irrigation	irrigation	NOUN
gssr-1043	353	11	control	control	NOUN
gssr-1043	353	12	system	system	NOUN
gssr-1043	353	13	classification	classification	NOUN
gssr-1043	353	14	dl	dl	PROPN
gssr-1043	353	15	model	model	NOUN
gssr-1043	353	16	utilizing	utilize	VERB
gssr-1043	353	17	remote	remote	ADJ
gssr-1043	353	18	sensing	sense	VERB
gssr-1043	353	19	photos	photo	NOUN
gssr-1043	353	20	.	.	PUNCT
gssr-1043	354	1	a	a	DET
gssr-1043	354	2	u	u	ADJ
gssr-1043	354	3	-	-	ADJ
gssr-1043	354	4	net	net	ADJ
gssr-1043	354	5	architecture	architecture	NOUN
gssr-1043	354	6	is	be	AUX
gssr-1043	354	7	being	be	AUX
gssr-1043	354	8	integrated	integrate	VERB
gssr-1043	354	9	with	with	ADP
gssr-1043	354	10	resnet-34	resnet-34	PROPN
gssr-1043	354	11	.	.	PROPN
gssr-1043	355	1	this	this	PRON
gssr-1043	355	2	was	be	AUX
gssr-1043	355	3	achieved	achieve	VERB
gssr-1043	355	4	by	by	ADP
gssr-1043	355	5	testing	test	VERB
gssr-1043	355	6	model	model	NOUN
gssr-1043	355	7	topologies	topology	NOUN
gssr-1043	355	8	,	,	PUNCT
gssr-1043	355	9	hyperparameters	hyperparameter	NOUN
gssr-1043	355	10	,	,	PUNCT
gssr-1043	355	11	class	class	NOUN
gssr-1043	355	12	weights	weight	NOUN
gssr-1043	355	13	,	,	PUNCT
gssr-1043	355	14	and	and	CCONJ
gssr-1043	355	15	picture	picture	NOUN
gssr-1043	355	16	sizes	size	NOUN
gssr-1043	355	17	.	.	PUNCT
gssr-1043	356	1	transfer	transfer	NOUN
gssr-1043	356	2	learning	learn	VERB
gssr-1043	356	3	improved	improve	VERB
gssr-1043	356	4	model	model	NOUN
gssr-1043	356	5	training	training	NOUN
gssr-1043	356	6	efficiency	efficiency	NOUN
gssr-1043	356	7	and	and	CCONJ
gssr-1043	356	8	performance	performance	NOUN
gssr-1043	356	9	.	.	PUNCT
gssr-1043	357	1	this	this	DET
gssr-1043	357	2	method	method	NOUN
gssr-1043	357	3	is	be	AUX
gssr-1043	357	4	used	use	VERB
gssr-1043	357	5	in	in	ADP
gssr-1043	357	6	urban	urban	ADJ
gssr-1043	357	7	and	and	CCONJ
gssr-1043	357	8	rural	rural	ADJ
gssr-1043	357	9	regions	region	NOUN
gssr-1043	357	10	with	with	ADP
gssr-1043	357	11	four	four	NUM
gssr-1043	357	12	irrigation	irrigation	NOUN
gssr-1043	357	13	systems	system	NOUN
gssr-1043	357	14	.	.	PUNCT
gssr-1043	358	1	the	the	DET
gssr-1043	358	2	us	us	PROPN
gssr-1043	358	3	department	department	PROPN
gssr-1043	358	4	of	of	ADP
gssr-1043	358	5	agriculture	agriculture	PROPN
gssr-1043	358	6	's	's	PART
gssr-1043	358	7	national	national	ADJ
gssr-1043	358	8	agricultural	agricultural	ADJ
gssr-1043	358	9	imaging	imaging	NOUN
gssr-1043	358	10	program	program	NOUN
gssr-1043	358	11	provides	provide	VERB
gssr-1043	358	12	8,600	8,600	NUM
gssr-1043	358	13	high	high	ADJ
gssr-1043	358	14	-	-	PUNCT
gssr-1043	358	15	quality	quality	NOUN
gssr-1043	358	16	images	image	NOUN
gssr-1043	358	17	with	with	ADP
gssr-1043	358	18	exact	exact	ADJ
gssr-1043	358	19	ground	ground	NOUN
gssr-1043	358	20	-	-	PUNCT
gssr-1043	358	21	truth	truth	NOUN
gssr-1043	358	22	observations	observation	NOUN
gssr-1043	358	23	.	.	PUNCT
gssr-1043	359	1	the	the	DET
gssr-1043	359	2	model	model	NOUN
gssr-1043	359	3	's	's	PART
gssr-1043	359	4	data	data	NOUN
gssr-1043	359	5	segmentation	segmentation	NOUN
gssr-1043	359	6	accuracy	accuracy	NOUN
gssr-1043	359	7	was	be	AUX
gssr-1043	359	8	72	72	NUM
gssr-1043	359	9	%	%	NOUN
gssr-1043	359	10	–	–	PUNCT
gssr-1043	359	11	86	86	NUM
gssr-1043	359	12	%	%	NOUN
gssr-1043	359	13	for	for	ADP
gssr-1043	359	14	validation	validation	NOUN
gssr-1043	359	15	,	,	PUNCT
gssr-1043	359	16	85%–94	85%–94	NUM
gssr-1043	359	17	%	%	NOUN
gssr-1043	359	18	for	for	ADP
gssr-1043	359	19	training	training	NOUN
gssr-1043	359	20	,	,	PUNCT
gssr-1043	359	21	and	and	CCONJ
gssr-1043	359	22	70%–86	70%–86	NUM
gssr-1043	359	23	%	%	NOUN
gssr-1043	359	24	for	for	ADP
gssr-1043	359	25	testing	testing	NOUN
gssr-1043	359	26	.	.	PUNCT
gssr-1043	360	1	global	global	ADJ
gssr-1043	360	2	transferability	transferability	NOUN
gssr-1043	360	3	gives	give	VERB
gssr-1043	360	4	the	the	DET
gssr-1043	360	5	dl	dl	PROPN
gssr-1043	360	6	approach	approach	NOUN
gssr-1043	360	7	versatility	versatility	NOUN
gssr-1043	360	8	.	.	PUNCT
gssr-1043	361	1	this	this	DET
gssr-1043	361	2	work	work	NOUN
gssr-1043	361	3	reveals	reveal	VERB
gssr-1043	361	4	how	how	SCONJ
gssr-1043	361	5	transfer	transfer	NOUN
gssr-1043	361	6	learning	learning	NOUN
gssr-1043	361	7	,	,	PUNCT
gssr-1043	361	8	imbalanced	imbalanced	ADJ
gssr-1043	361	9	training	training	NOUN
gssr-1043	361	10	datasets	dataset	NOUN
gssr-1043	361	11	,	,	PUNCT
gssr-1043	361	12	and	and	CCONJ
gssr-1043	361	13	varied	varied	ADJ
gssr-1043	361	14	model	model	NOUN
gssr-1043	361	15	architectures	architecture	NOUN
gssr-1043	361	16	can	can	AUX
gssr-1043	361	17	discriminate	discriminate	VERB
gssr-1043	361	18	irrigation	irrigation	NOUN
gssr-1043	361	19	kinds	kind	NOUN
gssr-1043	361	20	.	.	PUNCT
gssr-1043	362	1	li	li	PROPN
gssr-1043	362	2	et	et	PROPN
gssr-1043	362	3	al	al	PROPN
gssr-1043	362	4	.	.	PROPN
gssr-1043	362	5	(	(	PUNCT
gssr-1043	362	6	2022b	2022b	NUM
gssr-1043	362	7	)	)	PUNCT
gssr-1043	362	8	created	create	VERB
gssr-1043	362	9	a	a	DET
gssr-1043	362	10	uav	uav	PROPN
gssr-1043	362	11	velocity	velocity	PROPN
gssr-1043	362	12	measurement	measurement	NOUN
gssr-1043	362	13	system	system	NOUN
gssr-1043	362	14	for	for	ADP
gssr-1043	362	15	large	large	ADJ
gssr-1043	362	16	rivers	river	NOUN
gssr-1043	362	17	.	.	PUNCT
gssr-1043	363	1	the	the	DET
gssr-1043	363	2	optical	optical	ADJ
gssr-1043	363	3	flow	flow	NOUN
gssr-1043	363	4	approach	approach	NOUN
gssr-1043	363	5	and	and	CCONJ
gssr-1043	363	6	yolov5	yolov5	NOUN
gssr-1043	363	7	dl	dl	PROPN
gssr-1043	363	8	algorithm	algorithm	PROPN
gssr-1043	363	9	use	use	VERB
gssr-1043	363	10	the	the	DET
gssr-1043	363	11	monocular	monocular	ADJ
gssr-1043	363	12	range	range	NOUN
gssr-1043	363	13	to	to	PART
gssr-1043	363	14	accurately	accurately	ADV
gssr-1043	363	15	measure	measure	VERB
gssr-1043	363	16	velocity	velocity	NOUN
gssr-1043	363	17	and	and	CCONJ
gssr-1043	363	18	transform	transform	VERB
gssr-1043	363	19	pixel	pixel	ADJ
gssr-1043	363	20	distance	distance	NOUN
gssr-1043	363	21	into	into	ADP
gssr-1043	363	22	the	the	DET
gssr-1043	363	23	actual	actual	ADJ
gssr-1043	363	24	distance	distance	NOUN
gssr-1043	363	25	in	in	ADP
gssr-1043	363	26	this	this	DET
gssr-1043	363	27	system	system	NOUN
gssr-1043	363	28	.	.	PUNCT
gssr-1043	364	1	in	in	ADP
gssr-1043	364	2	the	the	DET
gssr-1043	364	3	yongji	yongji	PROPN
gssr-1043	364	4	canal	canal	NOUN
gssr-1043	364	5	,	,	PUNCT
gssr-1043	364	6	inner	inner	PROPN
gssr-1043	364	7	mongolia	mongolia	PROPN
gssr-1043	364	8	's	's	PART
gssr-1043	364	9	river	river	NOUN
gssr-1043	364	10	-	-	PUNCT
gssr-1043	364	11	loop	loop	NOUN
gssr-1043	364	12	irrigation	irrigation	NOUN
gssr-1043	364	13	region	region	NOUN
gssr-1043	364	14	successfully	successfully	ADV
gssr-1043	364	15	adopted	adopt	VERB
gssr-1043	364	16	the	the	DET
gssr-1043	364	17	method	method	NOUN
gssr-1043	364	18	.	.	PUNCT
gssr-1043	365	1	the	the	DET
gssr-1043	365	2	procedure	procedure	NOUN
gssr-1043	365	3	yielded	yield	VERB
gssr-1043	365	4	high	high	ADJ
gssr-1043	365	5	-	-	PUNCT
gssr-1043	365	6	quality	quality	NOUN
gssr-1043	365	7	photographs	photograph	NOUN
gssr-1043	365	8	and	and	CCONJ
gssr-1043	365	9	consistent	consistent	ADJ
gssr-1043	365	10	measurements	measurement	NOUN
gssr-1043	365	11	.	.	PUNCT
gssr-1043	366	1	jayasinghe	jayasinghe	PROPN
gssr-1043	366	2	et	et	PROPN
gssr-1043	366	3	al	al	PROPN
gssr-1043	366	4	.	.	PROPN
gssr-1043	367	1	(	(	PUNCT
gssr-1043	367	2	2022	2022	NUM
gssr-1043	367	3	)	)	PUNCT
gssr-1043	367	4	predicted	predict	VERB
gssr-1043	367	5	ep	ep	PROPN
gssr-1043	367	6	across	across	ADP
gssr-1043	367	7	queensland	queensland	PROPN
gssr-1043	367	8	,	,	PUNCT
gssr-1043	367	9	australia	australia	PROPN
gssr-1043	367	10	,	,	PUNCT
gssr-1043	367	11	using	use	VERB
gssr-1043	367	12	feature	feature	NOUN
gssr-1043	367	13	selection	selection	NOUN
gssr-1043	367	14	and	and	CCONJ
gssr-1043	367	15	a	a	DET
gssr-1043	367	16	hybrid	hybrid	ADJ
gssr-1043	367	17	lstm	lstm	NOUN
gssr-1043	367	18	model	model	NOUN
gssr-1043	367	19	with	with	ADP
gssr-1043	367	20	component	component	NOUN
gssr-1043	367	21	analysis	analysis	NOUN
gssr-1043	367	22	.	.	PUNCT
gssr-1043	368	1	time	time	NOUN
gssr-1043	368	2	series	series	PROPN
gssr-1043	368	3	analysis	analysis	NOUN
gssr-1043	368	4	was	be	AUX
gssr-1043	368	5	used	use	VERB
gssr-1043	368	6	to	to	PART
gssr-1043	368	7	evaluate	evaluate	VERB
gssr-1043	368	8	daily	daily	ADJ
gssr-1043	368	9	data	datum	NOUN
gssr-1043	368	10	from	from	ADP
gssr-1043	368	11	august	august	PROPN
gssr-1043	368	12	31	31	NUM
gssr-1043	368	13	,	,	PUNCT
gssr-1043	368	14	2002	2002	NUM
gssr-1043	368	15	,	,	PUNCT
gssr-1043	368	16	to	to	ADP
gssr-1043	368	17	september	september	PROPN
gssr-1043	368	18	22	22	NUM
gssr-1043	368	19	,	,	PUNCT
gssr-1043	368	20	2022	2022	NUM
gssr-1043	368	21	.	.	PUNCT
gssr-1043	369	1	this	this	DET
gssr-1043	369	2	study	study	NOUN
gssr-1043	369	3	shows	show	VERB
gssr-1043	369	4	a	a	DET
gssr-1043	369	5	root	root	NOUN
gssr-1043	369	6	mean	mean	ADJ
gssr-1043	369	7	square	square	ADJ
gssr-1043	369	8	error	error	NOUN
gssr-1043	369	9	below	below	ADP
gssr-1043	369	10	20	20	NUM
gssr-1043	369	11	%	%	NOUN
gssr-1043	369	12	and	and	CCONJ
gssr-1043	369	13	a	a	DET
gssr-1043	369	14	kling	kling	NOUN
gssr-1043	369	15	-	-	PUNCT
gssr-1043	369	16	gupta	gupta	PROPN
gssr-1043	369	17	efficiency	efficiency	NOUN
gssr-1043	369	18	above	above	ADP
gssr-1043	369	19	87	87	NUM
gssr-1043	369	20	%	%	NOUN
gssr-1043	369	21	.	.	PUNCT
gssr-1043	370	1	the	the	DET
gssr-1043	370	2	model	model	NOUN
gssr-1043	370	3	calculated	calculate	VERB
gssr-1043	370	4	and	and	CCONJ
gssr-1043	370	5	predicted	predict	VERB
gssr-1043	370	6	daily	daily	ADV
gssr-1043	370	7	ep	ep	PROPN
gssr-1043	370	8	values	value	NOUN
gssr-1043	370	9	more	more	ADV
gssr-1043	370	10	accurately	accurately	ADV
gssr-1043	370	11	than	than	ADP
gssr-1043	370	12	standalone	standalone	ADJ
gssr-1043	370	13	dl	dl	PROPN
gssr-1043	370	14	hidden	hide	VERB
gssr-1043	370	15	layer	layer	NOUN
gssr-1043	370	16	neural	neural	ADJ
gssr-1043	370	17	networks	network	NOUN
gssr-1043	370	18	and	and	CCONJ
gssr-1043	370	19	decision	decision	NOUN
gssr-1043	370	20	-	-	PUNCT
gssr-1043	370	21	tree	tree	NOUN
gssr-1043	370	22	-	-	PUNCT
gssr-1043	370	23	based	base	VERB
gssr-1043	370	24	models	model	NOUN
gssr-1043	370	25	using	use	VERB
gssr-1043	370	26	an	an	DET
gssr-1043	370	27	upgraded	upgrade	VERB
gssr-1043	370	28	feature	feature	NOUN
gssr-1043	370	29	selection	selection	NOUN
gssr-1043	370	30	technique	technique	NOUN
gssr-1043	370	31	.	.	PUNCT
gssr-1043	371	1	managing	manage	VERB
gssr-1043	371	2	and	and	CCONJ
gssr-1043	371	3	adjusting	adjust	VERB
gssr-1043	371	4	irrigation	irrigation	NOUN
gssr-1043	371	5	requires	require	VERB
gssr-1043	371	6	monitoring	monitor	VERB
gssr-1043	371	7	evaporation	evaporation	NOUN
gssr-1043	371	8	.	.	PUNCT
gssr-1043	372	1	case	case	NOUN
gssr-1043	372	2	studies	study	VERB
gssr-1043	372	3	global	global	ADJ
gssr-1043	372	4	sustainability	sustainability	PROPN
gssr-1043	372	5	research	research	NOUN
gssr-1043	372	6	global	global	ADJ
gssr-1043	372	7	scientific	scientific	ADJ
gssr-1043	372	8	research	research	NOUN
gssr-1043	372	9	62	62	NUM
gssr-1043	372	10	artificial	artificial	ADJ
gssr-1043	372	11	intelligence	intelligence	NOUN
gssr-1043	372	12	(	(	PUNCT
gssr-1043	372	13	ai	ai	VERB
gssr-1043	372	14	)	)	PUNCT
gssr-1043	372	15	for	for	ADP
gssr-1043	372	16	smart	smart	ADJ
gssr-1043	372	17	water	water	NOUN
gssr-1043	372	18	management	management	NOUN
gssr-1043	372	19	systems	system	NOUN
gssr-1043	372	20	in	in	ADP
gssr-1043	372	21	all	all	DET
gssr-1043	372	22	sectors	sector	NOUN
gssr-1043	372	23	,	,	PUNCT
gssr-1043	372	24	ict	ict	NOUN
gssr-1043	372	25	usage	usage	NOUN
gssr-1043	372	26	has	have	AUX
gssr-1043	372	27	increased	increase	VERB
gssr-1043	372	28	.	.	PUNCT
gssr-1043	373	1	advanced	advanced	ADJ
gssr-1043	373	2	data	datum	NOUN
gssr-1043	373	3	analytics	analytic	NOUN
gssr-1043	373	4	optimizes	optimize	VERB
gssr-1043	373	5	water	water	NOUN
gssr-1043	373	6	delivery	delivery	NOUN
gssr-1043	373	7	and	and	CCONJ
gssr-1043	373	8	reduces	reduce	VERB
gssr-1043	373	9	costs	cost	NOUN
gssr-1043	373	10	.	.	PUNCT
gssr-1043	374	1	several	several	ADJ
gssr-1043	374	2	industries	industry	NOUN
gssr-1043	374	3	can	can	AUX
gssr-1043	374	4	use	use	VERB
gssr-1043	374	5	ai	ai	VERB
gssr-1043	374	6	to	to	PART
gssr-1043	374	7	improve	improve	VERB
gssr-1043	374	8	water	water	NOUN
gssr-1043	374	9	use	use	NOUN
gssr-1043	374	10	decisions	decision	NOUN
gssr-1043	374	11	.	.	PUNCT
gssr-1043	375	1	ict	ict	NOUN
gssr-1043	375	2	and	and	CCONJ
gssr-1043	375	3	ai	ai	PROPN
gssr-1043	375	4	would	would	AUX
gssr-1043	375	5	help	help	VERB
gssr-1043	375	6	accomplish	accomplish	VERB
gssr-1043	375	7	the	the	DET
gssr-1043	375	8	sustainable	sustainable	ADJ
gssr-1043	375	9	development	development	NOUN
gssr-1043	375	10	goals	goal	NOUN
gssr-1043	375	11	for	for	ADP
gssr-1043	375	12	water	water	NOUN
gssr-1043	375	13	management	management	NOUN
gssr-1043	375	14	and	and	CCONJ
gssr-1043	375	15	sanitation	sanitation	NOUN
gssr-1043	375	16	(	(	PUNCT
gssr-1043	375	17	jenny	jenny	PROPN
gssr-1043	375	18	et	et	PROPN
gssr-1043	375	19	al	al	PROPN
gssr-1043	375	20	.	.	PROPN
gssr-1043	375	21	,	,	PUNCT
gssr-1043	375	22	2020	2020	NUM
gssr-1043	375	23	)	)	PUNCT
gssr-1043	375	24	.	.	PUNCT
gssr-1043	376	1	ai	ai	AUX
gssr-1043	376	2	may	may	AUX
gssr-1043	376	3	efficiently	efficiently	ADV
gssr-1043	376	4	manage	manage	VERB
gssr-1043	376	5	water	water	NOUN
gssr-1043	376	6	limits	limit	NOUN
gssr-1043	376	7	by	by	ADP
gssr-1043	376	8	evaluating	evaluate	VERB
gssr-1043	376	9	population	population	NOUN
gssr-1043	376	10	density	density	NOUN
gssr-1043	376	11	and	and	CCONJ
gssr-1043	376	12	enforcing	enforce	VERB
gssr-1043	376	13	leakage	leakage	NOUN
gssr-1043	376	14	regulations	regulation	NOUN
gssr-1043	376	15	.	.	PUNCT
gssr-1043	377	1	smart	smart	ADJ
gssr-1043	377	2	water	water	NOUN
gssr-1043	377	3	management	management	NOUN
gssr-1043	377	4	—	—	PUNCT
gssr-1043	377	5	a	a	DET
gssr-1043	377	6	case	case	NOUN
gssr-1043	377	7	study	study	NOUN
gssr-1043	377	8	of	of	ADP
gssr-1043	377	9	korea	korea	PROPN
gssr-1043	377	10	the	the	DET
gssr-1043	377	11	water	water	NOUN
gssr-1043	377	12	resources	resource	NOUN
gssr-1043	377	13	corporation	corporation	NOUN
gssr-1043	377	14	and	and	CCONJ
gssr-1043	377	15	iwra	iwra	PROPN
gssr-1043	377	16	are	be	AUX
gssr-1043	377	17	developing	develop	VERB
gssr-1043	377	18	an	an	DET
gssr-1043	377	19	advanced	advanced	ADJ
gssr-1043	377	20	water	water	NOUN
gssr-1043	377	21	management	management	NOUN
gssr-1043	377	22	system	system	NOUN
gssr-1043	377	23	.	.	PUNCT
gssr-1043	378	1	this	this	DET
gssr-1043	378	2	strategy	strategy	NOUN
gssr-1043	378	3	uses	use	VERB
gssr-1043	378	4	ict	ict	PROPN
gssr-1043	378	5	to	to	PART
gssr-1043	378	6	quickly	quickly	ADV
gssr-1043	378	7	offer	offer	VERB
gssr-1043	378	8	real	real	ADJ
gssr-1043	378	9	-	-	PUNCT
gssr-1043	378	10	time	time	NOUN
gssr-1043	378	11	water	water	NOUN
gssr-1043	378	12	data	datum	NOUN
gssr-1043	378	13	to	to	ADP
gssr-1043	378	14	the	the	DET
gssr-1043	378	15	iwra	iwra	NOUN
gssr-1043	378	16	to	to	PART
gssr-1043	378	17	address	address	VERB
gssr-1043	378	18	global	global	ADJ
gssr-1043	378	19	water	water	NOUN
gssr-1043	378	20	issues	issue	NOUN
gssr-1043	378	21	.	.	PUNCT
gssr-1043	379	1	the	the	DET
gssr-1043	379	2	advanced	advanced	ADJ
gssr-1043	379	3	water	water	NOUN
gssr-1043	379	4	management	management	NOUN
gssr-1043	379	5	system	system	NOUN
gssr-1043	379	6	tracks	track	VERB
gssr-1043	379	7	water	water	NOUN
gssr-1043	379	8	,	,	PUNCT
gssr-1043	379	9	optimizes	optimize	VERB
gssr-1043	379	10	irrigation	irrigation	NOUN
gssr-1043	379	11	,	,	PUNCT
gssr-1043	379	12	detects	detect	NOUN
gssr-1043	379	13	leaks	leak	NOUN
gssr-1043	379	14	,	,	PUNCT
gssr-1043	379	15	and	and	CCONJ
gssr-1043	379	16	uses	use	VERB
gssr-1043	379	17	ai	ai	VERB
gssr-1043	379	18	algorithms	algorithm	NOUN
gssr-1043	379	19	to	to	PART
gssr-1043	379	20	mitigate	mitigate	VERB
gssr-1043	379	21	floods	flood	NOUN
gssr-1043	379	22	.	.	PUNCT
gssr-1043	380	1	krishnan	krishnan	PROPN
gssr-1043	380	2	et	et	PROPN
gssr-1043	380	3	al	al	PROPN
gssr-1043	380	4	.	.	PROPN
gssr-1043	381	1	(	(	PUNCT
gssr-1043	381	2	2022	2022	NUM
gssr-1043	381	3	)	)	PUNCT
gssr-1043	381	4	combined	combine	VERB
gssr-1043	381	5	iot	iot	NOUN
gssr-1043	381	6	detectors	detector	NOUN
gssr-1043	381	7	,	,	PUNCT
gssr-1043	381	8	gis	gis	NOUN
gssr-1043	381	9	observing	observe	VERB
gssr-1043	381	10	engines	engine	NOUN
gssr-1043	381	11	,	,	PUNCT
gssr-1043	381	12	and	and	CCONJ
gssr-1043	381	13	satellite	satellite	NOUN
gssr-1043	381	14	data	datum	NOUN
gssr-1043	381	15	.	.	PUNCT
gssr-1043	382	1	ai	ai	VERB
gssr-1043	382	2	enhances	enhance	NOUN
gssr-1043	382	3	the	the	DET
gssr-1043	382	4	system	system	NOUN
gssr-1043	382	5	by	by	ADP
gssr-1043	382	6	automating	automate	VERB
gssr-1043	382	7	services	service	NOUN
gssr-1043	382	8	in	in	ADP
gssr-1043	382	9	many	many	ADJ
gssr-1043	382	10	situations	situation	NOUN
gssr-1043	382	11	,	,	PUNCT
gssr-1043	382	12	improving	improve	VERB
gssr-1043	382	13	decision	decision	NOUN
gssr-1043	382	14	-	-	PUNCT
gssr-1043	382	15	making	making	NOUN
gssr-1043	382	16	.	.	PUNCT
gssr-1043	383	1	grid	grid	NOUN
gssr-1043	383	2	intelligence	intelligence	NOUN
gssr-1043	383	3	water	water	NOUN
gssr-1043	383	4	case	case	NOUN
gssr-1043	383	5	study	study	NOUN
gssr-1043	383	6	integrating	integrate	VERB
gssr-1043	383	7	current	current	ADJ
gssr-1043	383	8	water	water	NOUN
gssr-1043	383	9	management	management	NOUN
gssr-1043	383	10	technologies	technology	NOUN
gssr-1043	383	11	is	be	AUX
gssr-1043	383	12	difficult	difficult	ADJ
gssr-1043	383	13	.	.	PUNCT
gssr-1043	384	1	water	water	NOUN
gssr-1043	384	2	distribution	distribution	NOUN
gssr-1043	384	3	across	across	ADP
gssr-1043	384	4	sectors	sector	NOUN
gssr-1043	384	5	during	during	ADP
gssr-1043	384	6	the	the	DET
gssr-1043	384	7	water	water	NOUN
gssr-1043	384	8	crisis	crisis	NOUN
gssr-1043	384	9	takes	take	VERB
gssr-1043	384	10	enormous	enormous	ADJ
gssr-1043	384	11	resources	resource	NOUN
gssr-1043	384	12	.	.	PUNCT
gssr-1043	385	1	citywide	citywide	ADJ
gssr-1043	385	2	water	water	NOUN
gssr-1043	385	3	metering	metering	NOUN
gssr-1043	385	4	must	must	AUX
gssr-1043	385	5	be	be	AUX
gssr-1043	385	6	accurate	accurate	ADJ
gssr-1043	385	7	and	and	CCONJ
gssr-1043	385	8	effective	effective	ADJ
gssr-1043	385	9	.	.	PUNCT
gssr-1043	386	1	verizon	verizon	PROPN
gssr-1043	386	2	released	release	VERB
gssr-1043	386	3	grid	grid	NOUN
gssr-1043	386	4	wide	wide	ADJ
gssr-1043	386	5	intelligent	intelligent	ADJ
gssr-1043	386	6	water	water	NOUN
gssr-1043	386	7	solutions	solution	NOUN
gssr-1043	386	8	in	in	ADP
gssr-1043	386	9	2018	2018	NUM
gssr-1043	386	10	as	as	ADP
gssr-1043	386	11	a	a	DET
gssr-1043	386	12	cloud	cloud	NOUN
gssr-1043	386	13	-	-	PUNCT
gssr-1043	386	14	based	base	VERB
gssr-1043	386	15	smart	smart	ADJ
gssr-1043	386	16	water	water	NOUN
gssr-1043	386	17	metering	metering	NOUN
gssr-1043	386	18	system	system	NOUN
gssr-1043	386	19	for	for	ADP
gssr-1043	386	20	southeastern	southeastern	ADJ
gssr-1043	386	21	us	us	PROPN
gssr-1043	386	22	communities	community	NOUN
gssr-1043	386	23	.	.	PUNCT
gssr-1043	387	1	water	water	NOUN
gssr-1043	387	2	meter	meter	NOUN
gssr-1043	387	3	sensors	sensor	NOUN
gssr-1043	387	4	monitor	monitor	VERB
gssr-1043	387	5	and	and	CCONJ
gssr-1043	387	6	control	control	VERB
gssr-1043	387	7	water	water	NOUN
gssr-1043	387	8	usage	usage	NOUN
gssr-1043	387	9	,	,	PUNCT
gssr-1043	387	10	while	while	SCONJ
gssr-1043	387	11	the	the	DET
gssr-1043	387	12	iot	iot	PROPN
gssr-1043	387	13	gateway	gateway	NOUN
gssr-1043	387	14	allows	allow	VERB
gssr-1043	387	15	secure	secure	ADJ
gssr-1043	387	16	,	,	PUNCT
gssr-1043	387	17	efficient	efficient	ADJ
gssr-1043	387	18	communication	communication	NOUN
gssr-1043	387	19	across	across	ADP
gssr-1043	387	20	multiple	multiple	ADJ
gssr-1043	387	21	locations	location	NOUN
gssr-1043	387	22	.	.	PUNCT
gssr-1043	388	1	water	water	NOUN
gssr-1043	388	2	leaks	leak	NOUN
gssr-1043	388	3	and	and	CCONJ
gssr-1043	388	4	abnormal	abnormal	ADJ
gssr-1043	388	5	water	water	NOUN
gssr-1043	388	6	consumption	consumption	NOUN
gssr-1043	388	7	are	be	AUX
gssr-1043	388	8	detected	detect	VERB
gssr-1043	388	9	and	and	CCONJ
gssr-1043	388	10	fixed	fix	VERB
gssr-1043	388	11	using	use	VERB
gssr-1043	388	12	machine	machine	NOUN
gssr-1043	388	13	learning	learning	NOUN
gssr-1043	388	14	.	.	PUNCT
gssr-1043	389	1	smart	smart	ADJ
gssr-1043	389	2	water	water	NOUN
gssr-1043	389	3	management	management	NOUN
gssr-1043	389	4	most	most	ADJ
gssr-1043	389	5	regions	region	NOUN
gssr-1043	389	6	use	use	VERB
gssr-1043	389	7	smart	smart	ADJ
gssr-1043	389	8	water	water	NOUN
gssr-1043	389	9	management	management	NOUN
gssr-1043	389	10	(	(	PUNCT
gssr-1043	389	11	swm	swm	ADJ
gssr-1043	389	12	)	)	PUNCT
gssr-1043	389	13	to	to	PART
gssr-1043	389	14	efficiently	efficiently	ADV
gssr-1043	389	15	manage	manage	VERB
gssr-1043	389	16	modern	modern	ADJ
gssr-1043	389	17	water	water	NOUN
gssr-1043	389	18	resources	resource	NOUN
gssr-1043	389	19	by	by	ADP
gssr-1043	389	20	integrating	integrate	VERB
gssr-1043	389	21	policies	policy	NOUN
gssr-1043	389	22	and	and	CCONJ
gssr-1043	389	23	technologies	technology	NOUN
gssr-1043	389	24	.	.	PUNCT
gssr-1043	390	1	nickum	nickum	ADV
gssr-1043	390	2	et	et	PROPN
gssr-1043	390	3	al	al	PROPN
gssr-1043	390	4	.	.	PROPN
gssr-1043	391	1	(	(	PUNCT
gssr-1043	391	2	2020	2020	NUM
gssr-1043	391	3	)	)	PUNCT
gssr-1043	391	4	detailed	detailed	ADJ
gssr-1043	391	5	national	national	ADJ
gssr-1043	391	6	solid	solid	ADJ
gssr-1043	391	7	waste	waste	NOUN
gssr-1043	391	8	management	management	NOUN
gssr-1043	391	9	methods	method	NOUN
gssr-1043	391	10	in	in	ADP
gssr-1043	391	11	a	a	DET
gssr-1043	391	12	concise	concise	ADJ
gssr-1043	391	13	report	report	NOUN
gssr-1043	391	14	.	.	PUNCT
gssr-1043	392	1	mexico	mexico	PROPN
gssr-1043	392	2	,	,	PUNCT
gssr-1043	392	3	korea	korea	PROPN
gssr-1043	392	4	,	,	PUNCT
gssr-1043	392	5	and	and	CCONJ
gssr-1043	392	6	france	france	PROPN
gssr-1043	392	7	developed	develop	VERB
gssr-1043	392	8	a	a	DET
gssr-1043	392	9	smart	smart	ADJ
gssr-1043	392	10	flood	flood	NOUN
gssr-1043	392	11	-	-	PUNCT
gssr-1043	392	12	handling	handling	NOUN
gssr-1043	392	13	method	method	NOUN
gssr-1043	392	14	using	use	VERB
gssr-1043	392	15	iot	iot	NOUN
gssr-1043	392	16	and	and	CCONJ
gssr-1043	392	17	ai	ai	VERB
gssr-1043	392	18	for	for	ADP
gssr-1043	392	19	predictive	predictive	ADJ
gssr-1043	392	20	analysis	analysis	NOUN
gssr-1043	392	21	.	.	PUNCT
gssr-1043	393	1	the	the	DET
gssr-1043	393	2	mexican	mexican	ADJ
gssr-1043	393	3	"	"	PUNCT
gssr-1043	393	4	pumagua	pumagua	ADJ
gssr-1043	393	5	"	"	PUNCT
gssr-1043	393	6	effort	effort	NOUN
gssr-1043	393	7	used	use	VERB
gssr-1043	393	8	sophisticated	sophisticated	ADJ
gssr-1043	393	9	water	water	NOUN
gssr-1043	393	10	resource	resource	NOUN
gssr-1043	393	11	networks	network	NOUN
gssr-1043	393	12	and	and	CCONJ
gssr-1043	393	13	data	data	NOUN
gssr-1043	393	14	monitors	monitor	NOUN
gssr-1043	393	15	to	to	PART
gssr-1043	393	16	improve	improve	VERB
gssr-1043	393	17	water	water	NOUN
gssr-1043	393	18	quality	quality	NOUN
gssr-1043	393	19	and	and	CCONJ
gssr-1043	393	20	reduce	reduce	VERB
gssr-1043	393	21	use	use	NOUN
gssr-1043	393	22	.	.	PUNCT
gssr-1043	394	1	south	south	ADJ
gssr-1043	394	2	korean	korean	ADJ
gssr-1043	394	3	experts	expert	NOUN
gssr-1043	394	4	created	create	VERB
gssr-1043	394	5	the	the	DET
gssr-1043	394	6	hydro	hydro	NOUN
gssr-1043	394	7	intelligent	intelligent	ADJ
gssr-1043	394	8	toolkit	toolkit	NOUN
gssr-1043	394	9	program	program	NOUN
gssr-1043	394	10	.	.	PUNCT
gssr-1043	395	1	this	this	DET
gssr-1043	395	2	toolset	toolset	NOUN
gssr-1043	395	3	provides	provide	VERB
gssr-1043	395	4	advanced	advanced	ADJ
gssr-1043	395	5	water	water	NOUN
gssr-1043	395	6	management	management	NOUN
gssr-1043	395	7	solutions	solution	NOUN
gssr-1043	395	8	using	use	VERB
gssr-1043	395	9	hydrological	hydrological	ADJ
gssr-1043	395	10	data	datum	NOUN
gssr-1043	395	11	,	,	PUNCT
gssr-1043	395	12	precipitation	precipitation	NOUN
gssr-1043	395	13	forecasts	forecast	NOUN
gssr-1043	395	14	,	,	PUNCT
gssr-1043	395	15	flood	flood	NOUN
gssr-1043	395	16	assessments	assessment	NOUN
gssr-1043	395	17	,	,	PUNCT
gssr-1043	395	18	and	and	CCONJ
gssr-1043	395	19	groundwater	groundwater	NOUN
gssr-1043	395	20	measures	measure	NOUN
gssr-1043	395	21	.	.	PUNCT
gssr-1043	396	1	the	the	DET
gssr-1043	396	2	intelligent	intelligent	ADJ
gssr-1043	396	3	iot	iot	NOUN
gssr-1043	396	4	network	network	NOUN
gssr-1043	396	5	analyzes	analyze	VERB
gssr-1043	396	6	data	datum	NOUN
gssr-1043	396	7	to	to	PART
gssr-1043	396	8	measure	measure	VERB
gssr-1043	396	9	.	.	PUNCT
gssr-1043	397	1	smart	smart	ADJ
gssr-1043	397	2	water	water	NOUN
gssr-1043	397	3	management	management	NOUN
gssr-1043	397	4	towards	towards	ADP
gssr-1043	397	5	future	future	ADJ
gssr-1043	397	6	water	water	NOUN
gssr-1043	397	7	sustainable	sustainable	ADJ
gssr-1043	397	8	networks	network	NOUN
gssr-1043	397	9	ramos	ramos	PROPN
gssr-1043	397	10	et	et	PROPN
gssr-1043	397	11	al	al	PROPN
gssr-1043	397	12	.	.	PROPN
gssr-1043	398	1	(	(	PUNCT
gssr-1043	398	2	2019	2019	NUM
gssr-1043	398	3	)	)	PUNCT
gssr-1043	398	4	examined	examine	VERB
gssr-1043	398	5	and	and	CCONJ
gssr-1043	398	6	improved	improve	VERB
gssr-1043	398	7	modern	modern	ADJ
gssr-1043	398	8	portuguese	portuguese	ADJ
gssr-1043	398	9	water	water	NOUN
gssr-1043	398	10	distribution	distribution	NOUN
gssr-1043	398	11	pipes	pipe	NOUN
gssr-1043	398	12	.	.	PUNCT
gssr-1043	399	1	the	the	DET
gssr-1043	399	2	water	water	NOUN
gssr-1043	399	3	business	business	NOUN
gssr-1043	399	4	has	have	AUX
gssr-1043	399	5	faced	face	VERB
gssr-1043	399	6	many	many	ADJ
gssr-1043	399	7	challenges	challenge	NOUN
gssr-1043	399	8	in	in	ADP
gssr-1043	399	9	the	the	DET
gssr-1043	399	10	previous	previous	ADJ
gssr-1043	399	11	decade	decade	NOUN
gssr-1043	399	12	in	in	ADP
gssr-1043	399	13	achieving	achieve	VERB
gssr-1043	399	14	efficiency	efficiency	NOUN
gssr-1043	399	15	and	and	CCONJ
gssr-1043	399	16	ethics	ethic	NOUN
gssr-1043	399	17	,	,	PUNCT
gssr-1043	399	18	including	include	VERB
gssr-1043	399	19	interpersonal	interpersonal	ADJ
gssr-1043	399	20	,	,	PUNCT
gssr-1043	399	21	scientific	scientific	ADJ
gssr-1043	399	22	,	,	PUNCT
gssr-1043	399	23	and	and	CCONJ
gssr-1043	399	24	ecological	ecological	ADJ
gssr-1043	399	25	aspects	aspect	NOUN
gssr-1043	399	26	.	.	PUNCT
gssr-1043	400	1	intelligent	intelligent	ADJ
gssr-1043	400	2	technology	technology	NOUN
gssr-1043	400	3	helps	help	VERB
gssr-1043	400	4	water	water	NOUN
gssr-1043	400	5	-	-	PUNCT
gssr-1043	400	6	smart	smart	ADJ
gssr-1043	400	7	cities	city	NOUN
gssr-1043	400	8	and	and	CCONJ
gssr-1043	400	9	the	the	DET
gssr-1043	400	10	energy	energy	NOUN
gssr-1043	400	11	nexus	nexus	NOUN
gssr-1043	400	12	develop	develop	VERB
gssr-1043	400	13	through	through	ADP
gssr-1043	400	14	effective	effective	ADJ
gssr-1043	400	15	water	water	NOUN
gssr-1043	400	16	planning	planning	NOUN
gssr-1043	400	17	and	and	CCONJ
gssr-1043	400	18	management	management	NOUN
gssr-1043	400	19	.	.	PUNCT
gssr-1043	401	1	smart	smart	ADJ
gssr-1043	401	2	city	city	NOUN
gssr-1043	401	3	technology	technology	NOUN
gssr-1043	401	4	improves	improve	VERB
gssr-1043	401	5	service	service	NOUN
gssr-1043	401	6	quality	quality	NOUN
gssr-1043	401	7	,	,	PUNCT
gssr-1043	401	8	cost	cost	NOUN
gssr-1043	401	9	,	,	PUNCT
gssr-1043	401	10	and	and	CCONJ
gssr-1043	401	11	system	system	NOUN
gssr-1043	401	12	performance	performance	NOUN
gssr-1043	401	13	.	.	PUNCT
gssr-1043	402	1	this	this	DET
gssr-1043	402	2	analysis	analysis	NOUN
gssr-1043	402	3	shows	show	VERB
gssr-1043	402	4	that	that	SCONJ
gssr-1043	402	5	monitoring	monitoring	NOUN
gssr-1043	402	6	and	and	CCONJ
gssr-1043	402	7	water	water	NOUN
gssr-1043	402	8	loss	loss	NOUN
gssr-1043	402	9	control	control	NOUN
gssr-1043	402	10	systems	system	NOUN
gssr-1043	402	11	maximize	maximize	VERB
gssr-1043	402	12	efficiency	efficiency	NOUN
gssr-1043	402	13	by	by	ADP
gssr-1043	402	14	reducing	reduce	VERB
gssr-1043	402	15	water	water	NOUN
gssr-1043	402	16	losses	loss	NOUN
gssr-1043	402	17	and	and	CCONJ
gssr-1043	402	18	costs	cost	NOUN
gssr-1043	402	19	.	.	PUNCT
gssr-1043	403	1	these	these	DET
gssr-1043	403	2	efforts	effort	NOUN
gssr-1043	403	3	raised	raise	VERB
gssr-1043	403	4	the	the	DET
gssr-1043	403	5	global	global	ADJ
gssr-1043	403	6	ranking	ranking	NOUN
gssr-1043	403	7	of	of	ADP
gssr-1043	403	8	the	the	DET
gssr-1043	403	9	most	most	ADV
gssr-1043	403	10	efficient	efficient	ADJ
gssr-1043	403	11	cities	city	NOUN
gssr-1043	403	12	from	from	ADP
gssr-1043	403	13	20th	20th	NUM
gssr-1043	403	14	to	to	ADP
gssr-1043	403	15	5th	5th	NOUN
gssr-1043	403	16	.	.	PUNCT
gssr-1043	404	1	the	the	DET
gssr-1043	404	2	analysis	analysis	NOUN
gssr-1043	404	3	shows	show	VERB
gssr-1043	404	4	that	that	SCONJ
gssr-1043	404	5	the	the	DET
gssr-1043	404	6	water	water	NOUN
gssr-1043	404	7	industry	industry	NOUN
gssr-1043	404	8	has	have	VERB
gssr-1043	404	9	technological	technological	ADJ
gssr-1043	404	10	and	and	CCONJ
gssr-1043	404	11	economic	economic	ADJ
gssr-1043	404	12	possibilities	possibility	NOUN
gssr-1043	404	13	for	for	ADP
gssr-1043	404	14	microglobal	microglobal	ADJ
gssr-1043	404	15	sustainability	sustainability	NOUN
gssr-1043	404	16	research	research	NOUN
gssr-1043	404	17	global	global	ADJ
gssr-1043	404	18	scientific	scientific	ADJ
gssr-1043	404	19	research	research	NOUN
gssr-1043	404	20	63	63	NUM
gssr-1043	404	21	hydropower	hydropower	NOUN
gssr-1043	404	22	projects	project	NOUN
gssr-1043	404	23	.	.	PUNCT
gssr-1043	405	1	these	these	DET
gssr-1043	405	2	projects	project	NOUN
gssr-1043	405	3	can	can	AUX
gssr-1043	405	4	improve	improve	VERB
gssr-1043	405	5	power	power	NOUN
gssr-1043	405	6	conversation	conversation	NOUN
gssr-1043	405	7	and	and	CCONJ
gssr-1043	405	8	reduce	reduce	VERB
gssr-1043	405	9	co2	co2	NOUN
gssr-1043	405	10	emissions	emission	NOUN
gssr-1043	405	11	.	.	PUNCT
gssr-1043	406	1	the	the	DET
gssr-1043	406	2	case	case	NOUN
gssr-1043	406	3	study	study	NOUN
gssr-1043	406	4	shows	show	VERB
gssr-1043	406	5	12	12	NUM
gssr-1043	406	6	-	-	PUNCT
gssr-1043	406	7	year	year	NOUN
gssr-1043	406	8	savings	saving	NOUN
gssr-1043	406	9	of	of	ADP
gssr-1043	406	10	57	57	NUM
gssr-1043	406	11	gwh	gwh	NOUN
gssr-1043	406	12	and	and	CCONJ
gssr-1043	406	13	100	100	NUM
gssr-1043	406	14	mm3	mm3	NOUN
gssr-1043	406	15	.	.	PUNCT
gssr-1043	407	1	cost	cost	NOUN
gssr-1043	407	2	savings	saving	NOUN
gssr-1043	407	3	reduced	reduce	VERB
gssr-1043	407	4	co2	co2	NOUN
gssr-1043	407	5	equivalent	equivalent	ADJ
gssr-1043	407	6	emissions	emission	NOUN
gssr-1043	407	7	by	by	ADP
gssr-1043	407	8	47,385	47,385	NUM
gssr-1043	407	9	metric	metric	ADJ
gssr-1043	407	10	tons	ton	NOUN
gssr-1043	407	11	.	.	PUNCT
gssr-1043	408	1	challenges	challenge	NOUN
gssr-1043	408	2	,	,	PUNCT
gssr-1043	408	3	open	open	ADJ
gssr-1043	408	4	issues	issue	NOUN
gssr-1043	408	5	and	and	CCONJ
gssr-1043	408	6	future	future	ADJ
gssr-1043	408	7	directions	direction	NOUN
gssr-1043	408	8	the	the	DET
gssr-1043	408	9	primary	primary	ADJ
gssr-1043	408	10	obstacles	obstacle	NOUN
gssr-1043	408	11	associated	associate	VERB
gssr-1043	408	12	with	with	ADP
gssr-1043	408	13	dl	dl	PROPN
gssr-1043	408	14	in	in	ADP
gssr-1043	408	15	water	water	NOUN
gssr-1043	408	16	management	management	NOUN
gssr-1043	408	17	can	can	AUX
gssr-1043	408	18	be	be	AUX
gssr-1043	408	19	roughly	roughly	ADV
gssr-1043	408	20	categorized	categorize	VERB
gssr-1043	408	21	into	into	ADP
gssr-1043	408	22	several	several	ADJ
gssr-1043	408	23	key	key	ADJ
gssr-1043	408	24	groups	group	NOUN
gssr-1043	408	25	,	,	PUNCT
gssr-1043	408	26	as	as	SCONJ
gssr-1043	408	27	depicted	depict	VERB
gssr-1043	408	28	in	in	ADP
gssr-1043	408	29	figure	figure	NOUN
gssr-1043	408	30	10	10	NUM
gssr-1043	408	31	.	.	PUNCT
gssr-1043	409	1	the	the	DET
gssr-1043	409	2	major	major	ADJ
gssr-1043	409	3	challenges	challenge	NOUN
gssr-1043	409	4	for	for	ADP
gssr-1043	409	5	the	the	DET
gssr-1043	409	6	practical	practical	ADJ
gssr-1043	409	7	deployment	deployment	NOUN
gssr-1043	409	8	of	of	ADP
gssr-1043	409	9	dl	dl	PROPN
gssr-1043	409	10	in	in	ADP
gssr-1043	409	11	water	water	NOUN
gssr-1043	409	12	management	management	NOUN
gssr-1043	409	13	include	include	VERB
gssr-1043	409	14	algorithmic	algorithmic	ADJ
gssr-1043	409	15	development	development	NOUN
gssr-1043	409	16	,	,	PUNCT
gssr-1043	409	17	multi	multi	ADJ
gssr-1043	409	18	-	-	ADJ
gssr-1043	409	19	agent	agent	ADJ
gssr-1043	409	20	platforms	platform	NOUN
gssr-1043	409	21	,	,	PUNCT
gssr-1043	409	22	virtual	virtual	ADJ
gssr-1043	409	23	clones	clone	NOUN
gssr-1043	409	24	,	,	PUNCT
gssr-1043	409	25	data	datum	NOUN
gssr-1043	409	26	quality	quality	NOUN
gssr-1043	409	27	and	and	CCONJ
gssr-1043	409	28	availability	availability	NOUN
gssr-1043	409	29	,	,	PUNCT
gssr-1043	409	30	security	security	NOUN
gssr-1043	409	31	,	,	PUNCT
gssr-1043	409	32	context	context	NOUN
gssr-1043	409	33	-	-	PUNCT
gssr-1043	409	34	aware	aware	ADJ
gssr-1043	409	35	data	datum	NOUN
gssr-1043	409	36	analysis	analysis	NOUN
gssr-1043	409	37	,	,	PUNCT
gssr-1043	409	38	and	and	CCONJ
gssr-1043	409	39	training	training	NOUN
gssr-1043	409	40	efficiency	efficiency	NOUN
gssr-1043	409	41	.	.	PUNCT
gssr-1043	410	1	figure	figure	NOUN
gssr-1043	410	2	10	10	NUM
gssr-1043	410	3	.	.	PUNCT
gssr-1043	411	1	major	major	ADJ
gssr-1043	411	2	obstacles	obstacle	NOUN
gssr-1043	411	3	of	of	ADP
gssr-1043	411	4	dl	dl	PROPN
gssr-1043	411	5	application	application	NOUN
gssr-1043	411	6	in	in	ADP
gssr-1043	411	7	water	water	NOUN
gssr-1043	411	8	resource	resource	NOUN
gssr-1043	411	9	management	management	NOUN
gssr-1043	411	10	.	.	PUNCT
gssr-1043	412	1	data	datum	NOUN
gssr-1043	412	2	quality	quality	NOUN
gssr-1043	412	3	and	and	CCONJ
gssr-1043	412	4	availability	availability	NOUN
gssr-1043	412	5	dl	dl	PROPN
gssr-1043	412	6	networks	network	NOUN
gssr-1043	412	7	leverage	leverage	VERB
gssr-1043	412	8	substantial	substantial	ADJ
gssr-1043	412	9	datasets	dataset	NOUN
gssr-1043	412	10	to	to	PART
gssr-1043	412	11	train	train	VERB
gssr-1043	412	12	an	an	DET
gssr-1043	412	13	intelligent	intelligent	ADJ
gssr-1043	412	14	system	system	NOUN
gssr-1043	412	15	that	that	PRON
gssr-1043	412	16	classifies	classify	VERB
gssr-1043	412	17	large	large	ADJ
gssr-1043	412	18	test	test	NOUN
gssr-1043	412	19	data	datum	NOUN
gssr-1043	412	20	or	or	CCONJ
gssr-1043	412	21	real	real	ADJ
gssr-1043	412	22	-	-	PUNCT
gssr-1043	412	23	time	time	NOUN
gssr-1043	412	24	info	info	NOUN
gssr-1043	412	25	coming	come	VERB
gssr-1043	412	26	from	from	ADP
gssr-1043	412	27	sensors	sensor	NOUN
gssr-1043	412	28	or	or	CCONJ
gssr-1043	412	29	images	image	NOUN
gssr-1043	412	30	used	use	VERB
gssr-1043	412	31	in	in	ADP
gssr-1043	412	32	water	water	NOUN
gssr-1043	412	33	management	management	NOUN
gssr-1043	412	34	and	and	CCONJ
gssr-1043	412	35	safety	safety	NOUN
gssr-1043	412	36	systems	system	NOUN
gssr-1043	412	37	.	.	PUNCT
gssr-1043	413	1	we	we	PRON
gssr-1043	413	2	establish	establish	VERB
gssr-1043	413	3	restrictions	restriction	NOUN
gssr-1043	413	4	to	to	PART
gssr-1043	413	5	govern	govern	VERB
gssr-1043	413	6	the	the	DET
gssr-1043	413	7	procurement	procurement	NOUN
gssr-1043	413	8	of	of	ADP
gssr-1043	413	9	data	datum	NOUN
gssr-1043	413	10	from	from	ADP
gssr-1043	413	11	scientific	scientific	ADJ
gssr-1043	413	12	and	and	CCONJ
gssr-1043	413	13	commercial	commercial	ADJ
gssr-1043	413	14	enterprises	enterprise	NOUN
gssr-1043	413	15	,	,	PUNCT
gssr-1043	413	16	given	give	VERB
gssr-1043	413	17	their	their	PRON
gssr-1043	413	18	significant	significant	ADJ
gssr-1043	413	19	sensitivity	sensitivity	NOUN
gssr-1043	413	20	and	and	CCONJ
gssr-1043	413	21	potential	potential	ADJ
gssr-1043	413	22	exploitation	exploitation	NOUN
gssr-1043	413	23	for	for	ADP
gssr-1043	413	24	gaining	gain	VERB
gssr-1043	413	25	competitive	competitive	ADJ
gssr-1043	413	26	advantages	advantage	NOUN
gssr-1043	413	27	.	.	PUNCT
gssr-1043	414	1	legal	legal	ADJ
gssr-1043	414	2	and	and	CCONJ
gssr-1043	414	3	political	political	ADJ
gssr-1043	414	4	limitations	limitation	NOUN
gssr-1043	414	5	greatly	greatly	ADV
gssr-1043	414	6	complicate	complicate	VERB
gssr-1043	414	7	the	the	DET
gssr-1043	414	8	acquisition	acquisition	NOUN
gssr-1043	414	9	of	of	ADP
gssr-1043	414	10	essential	essential	ADJ
gssr-1043	414	11	data	datum	NOUN
gssr-1043	414	12	from	from	ADP
gssr-1043	414	13	government	government	NOUN
gssr-1043	414	14	organizations	organization	NOUN
gssr-1043	414	15	for	for	ADP
gssr-1043	414	16	research	research	NOUN
gssr-1043	414	17	and	and	CCONJ
gssr-1043	414	18	development	development	NOUN
gssr-1043	414	19	.	.	PUNCT
gssr-1043	415	1	data	datum	NOUN
gssr-1043	415	2	is	be	AUX
gssr-1043	415	3	constrained	constrain	VERB
gssr-1043	415	4	by	by	ADP
gssr-1043	415	5	demographic	demographic	ADJ
gssr-1043	415	6	limitations	limitation	NOUN
gssr-1043	415	7	.	.	PUNCT
gssr-1043	416	1	when	when	SCONJ
gssr-1043	416	2	there	there	PRON
gssr-1043	416	3	is	be	VERB
gssr-1043	416	4	a	a	DET
gssr-1043	416	5	substantial	substantial	ADJ
gssr-1043	416	6	need	need	NOUN
gssr-1043	416	7	for	for	ADP
gssr-1043	416	8	extensive	extensive	ADJ
gssr-1043	416	9	real	real	ADJ
gssr-1043	416	10	-	-	PUNCT
gssr-1043	416	11	time	time	NOUN
gssr-1043	416	12	data	datum	NOUN
gssr-1043	416	13	to	to	PART
gssr-1043	416	14	train	train	VERB
gssr-1043	416	15	the	the	DET
gssr-1043	416	16	dl	dl	PROPN
gssr-1043	416	17	algorithm	algorithm	PROPN
gssr-1043	416	18	,	,	PUNCT
gssr-1043	416	19	apprehensions	apprehension	NOUN
gssr-1043	416	20	regarding	regard	VERB
gssr-1043	416	21	its	its	PRON
gssr-1043	416	22	quality	quality	NOUN
gssr-1043	416	23	simultaneously	simultaneously	ADV
gssr-1043	416	24	emerge	emerge	VERB
gssr-1043	416	25	.	.	PUNCT
gssr-1043	417	1	acquiring	acquire	VERB
gssr-1043	417	2	a	a	DET
gssr-1043	417	3	large	large	ADJ
gssr-1043	417	4	volume	volume	NOUN
gssr-1043	417	5	of	of	ADP
gssr-1043	417	6	data	datum	NOUN
gssr-1043	417	7	challenges	challenge	NOUN
gssr-1043	417	8	of	of	ADP
gssr-1043	417	9	deep	deep	ADJ
gssr-1043	417	10	learning	learning	NOUN
gssr-1043	417	11	in	in	ADP
gssr-1043	417	12	water	water	NOUN
gssr-1043	417	13	management	management	NOUN
gssr-1043	417	14	data	datum	NOUN
gssr-1043	417	15	quality	quality	NOUN
gssr-1043	417	16	and	and	CCONJ
gssr-1043	417	17	availability	availability	NOUN
gssr-1043	417	18	security	security	NOUN
gssr-1043	417	19	context	context	NOUN
gssr-1043	417	20	aware	aware	ADJ
gssr-1043	417	21	data	datum	NOUN
gssr-1043	417	22	analysis	analysis	NOUN
gssr-1043	417	23	training	training	NOUN
gssr-1043	417	24	efficiency	efficiency	NOUN
gssr-1043	417	25	algorithmic	algorithmic	ADJ
gssr-1043	417	26	development	development	NOUN
gssr-1043	417	27	and	and	CCONJ
gssr-1043	417	28	learning	learn	VERB
gssr-1043	417	29	system	system	NOUN
gssr-1043	417	30	design	design	VERB
gssr-1043	417	31	multi	multi	ADJ
gssr-1043	417	32	-	-	ADJ
gssr-1043	417	33	agent	agent	ADJ
gssr-1043	417	34	systems	system	NOUN
gssr-1043	417	35	digital	digital	ADJ
gssr-1043	417	36	twins	twin	NOUN
gssr-1043	417	37	and	and	CCONJ
gssr-1043	417	38	autonomous	autonomous	ADJ
gssr-1043	417	39	systems	system	NOUN
gssr-1043	417	40	global	global	ADJ
gssr-1043	417	41	sustainability	sustainability	PROPN
gssr-1043	417	42	research	research	NOUN
gssr-1043	417	43	global	global	ADJ
gssr-1043	417	44	scientific	scientific	ADJ
gssr-1043	417	45	research	research	NOUN
gssr-1043	417	46	64	64	NUM
gssr-1043	417	47	for	for	ADP
gssr-1043	417	48	training	training	NOUN
gssr-1043	417	49	makes	make	VERB
gssr-1043	417	50	it	it	PRON
gssr-1043	417	51	hard	hard	ADJ
gssr-1043	417	52	to	to	PART
gssr-1043	417	53	assess	assess	VERB
gssr-1043	417	54	the	the	DET
gssr-1043	417	55	quality	quality	NOUN
gssr-1043	417	56	of	of	ADP
gssr-1043	417	57	individual	individual	ADJ
gssr-1043	417	58	data	datum	NOUN
gssr-1043	417	59	elements	element	NOUN
gssr-1043	417	60	.	.	PUNCT
gssr-1043	418	1	therefore	therefore	ADV
gssr-1043	418	2	,	,	PUNCT
gssr-1043	418	3	we	we	PRON
gssr-1043	418	4	can	can	AUX
gssr-1043	418	5	not	not	PART
gssr-1043	418	6	claim	claim	VERB
gssr-1043	418	7	that	that	SCONJ
gssr-1043	418	8	the	the	DET
gssr-1043	418	9	trained	train	VERB
gssr-1043	418	10	model	model	NOUN
gssr-1043	418	11	is	be	AUX
gssr-1043	418	12	based	base	VERB
gssr-1043	418	13	on	on	ADP
gssr-1043	418	14	high	high	ADJ
gssr-1043	418	15	-	-	PUNCT
gssr-1043	418	16	quality	quality	NOUN
gssr-1043	418	17	data	datum	NOUN
gssr-1043	418	18	.	.	PUNCT
gssr-1043	419	1	inadequate	inadequate	ADJ
gssr-1043	419	2	pre	pre	ADJ
gssr-1043	419	3	-	-	ADJ
gssr-1043	419	4	processing	processing	NOUN
gssr-1043	419	5	may	may	AUX
gssr-1043	419	6	lead	lead	VERB
gssr-1043	419	7	to	to	ADP
gssr-1043	419	8	difficulties	difficulty	NOUN
gssr-1043	419	9	such	such	ADJ
gssr-1043	419	10	as	as	ADP
gssr-1043	419	11	outliers	outlier	NOUN
gssr-1043	419	12	or	or	CCONJ
gssr-1043	419	13	noisy	noisy	ADJ
gssr-1043	419	14	data	datum	NOUN
gssr-1043	419	15	,	,	PUNCT
gssr-1043	419	16	increasing	increase	VERB
gssr-1043	419	17	the	the	DET
gssr-1043	419	18	trained	train	VERB
gssr-1043	419	19	system	system	NOUN
gssr-1043	419	20	's	's	PART
gssr-1043	419	21	vulnerability	vulnerability	NOUN
gssr-1043	419	22	to	to	ADP
gssr-1043	419	23	errors.to	errors.to	NOUN
gssr-1043	419	24	address	address	NOUN
gssr-1043	419	25	challenges	challenge	NOUN
gssr-1043	419	26	related	relate	VERB
gssr-1043	419	27	to	to	ADP
gssr-1043	419	28	data	datum	NOUN
gssr-1043	419	29	quality	quality	NOUN
gssr-1043	419	30	and	and	CCONJ
gssr-1043	419	31	availability	availability	NOUN
gssr-1043	419	32	in	in	ADP
gssr-1043	419	33	the	the	DET
gssr-1043	419	34	application	application	NOUN
gssr-1043	419	35	of	of	ADP
gssr-1043	419	36	deep	deep	ADJ
gssr-1043	419	37	learning	learning	NOUN
gssr-1043	419	38	to	to	PART
gssr-1043	419	39	water	water	NOUN
gssr-1043	419	40	resource	resource	NOUN
gssr-1043	419	41	management	management	NOUN
gssr-1043	419	42	,	,	PUNCT
gssr-1043	419	43	it	it	PRON
gssr-1043	419	44	needs	need	VERB
gssr-1043	419	45	to	to	PART
gssr-1043	419	46	employ	employ	VERB
gssr-1043	419	47	strategies	strategy	NOUN
gssr-1043	419	48	such	such	ADJ
gssr-1043	419	49	as	as	ADP
gssr-1043	419	50	:	:	PUNCT
gssr-1043	419	51	augmenting	augment	VERB
gssr-1043	419	52	data	datum	NOUN
gssr-1043	419	53	collection	collection	NOUN
gssr-1043	419	54	via	via	ADP
gssr-1043	419	55	advanced	advanced	ADJ
gssr-1043	419	56	sensors	sensor	NOUN
gssr-1043	419	57	and	and	CCONJ
gssr-1043	419	58	iot	iot	NOUN
gssr-1043	419	59	devices	device	NOUN
gssr-1043	419	60	,	,	PUNCT
gssr-1043	419	61	applying	apply	VERB
gssr-1043	419	62	data	data	NOUN
gssr-1043	419	63	imputation	imputation	NOUN
gssr-1043	419	64	techniques	technique	NOUN
gssr-1043	419	65	to	to	PART
gssr-1043	419	66	address	address	VERB
gssr-1043	419	67	gaps	gap	NOUN
gssr-1043	419	68	,	,	PUNCT
gssr-1043	419	69	integrating	integrate	VERB
gssr-1043	419	70	domain	domain	NOUN
gssr-1043	419	71	knowledge	knowledge	NOUN
gssr-1043	419	72	into	into	ADP
gssr-1043	419	73	model	model	NOUN
gssr-1043	419	74	architecture	architecture	NOUN
gssr-1043	419	75	,	,	PUNCT
gssr-1043	419	76	utilizing	utilize	VERB
gssr-1043	419	77	data	datum	NOUN
gssr-1043	419	78	augmentation	augmentation	NOUN
gssr-1043	419	79	to	to	PART
gssr-1043	419	80	expand	expand	VERB
gssr-1043	419	81	sample	sample	NOUN
gssr-1043	419	82	size	size	NOUN
gssr-1043	419	83	,	,	PUNCT
gssr-1043	419	84	and	and	CCONJ
gssr-1043	419	85	investigating	investigate	VERB
gssr-1043	419	86	hybrid	hybrid	ADJ
gssr-1043	419	87	models	model	NOUN
gssr-1043	419	88	that	that	PRON
gssr-1043	419	89	merge	merge	VERB
gssr-1043	419	90	deep	deep	ADJ
gssr-1043	419	91	learning	learning	NOUN
gssr-1043	419	92	with	with	ADP
gssr-1043	419	93	physics	physics	NOUN
gssr-1043	419	94	-	-	PUNCT
gssr-1043	419	95	based	base	VERB
gssr-1043	419	96	methodologies	methodology	NOUN
gssr-1043	419	97	to	to	PART
gssr-1043	419	98	enhance	enhance	VERB
gssr-1043	419	99	accuracy	accuracy	NOUN
gssr-1043	419	100	and	and	CCONJ
gssr-1043	419	101	robustness	robustness	NOUN
gssr-1043	419	102	,	,	PUNCT
gssr-1043	419	103	particularly	particularly	ADV
gssr-1043	419	104	in	in	ADP
gssr-1043	419	105	scenarios	scenario	NOUN
gssr-1043	419	106	of	of	ADP
gssr-1043	419	107	limited	limited	ADJ
gssr-1043	419	108	or	or	CCONJ
gssr-1043	419	109	unreliable	unreliable	ADJ
gssr-1043	419	110	data	datum	NOUN
gssr-1043	419	111	.	.	PUNCT
gssr-1043	420	1	to	to	PART
gssr-1043	420	2	address	address	VERB
gssr-1043	420	3	data	datum	NOUN
gssr-1043	420	4	limitations	limitation	NOUN
gssr-1043	420	5	in	in	ADP
gssr-1043	420	6	real	real	ADJ
gssr-1043	420	7	-	-	PUNCT
gssr-1043	420	8	world	world	NOUN
gssr-1043	420	9	dl	dl	NOUN
gssr-1043	420	10	applications	application	NOUN
gssr-1043	420	11	for	for	ADP
gssr-1043	420	12	water	water	NOUN
gssr-1043	420	13	management	management	NOUN
gssr-1043	420	14	,	,	PUNCT
gssr-1043	420	15	essential	essential	ADJ
gssr-1043	420	16	strategies	strategy	NOUN
gssr-1043	420	17	encompass	encompass	NOUN
gssr-1043	420	18	:	:	PUNCT
gssr-1043	420	19	augmenting	augment	VERB
gssr-1043	420	20	data	datum	NOUN
gssr-1043	420	21	collection	collection	NOUN
gssr-1043	420	22	via	via	ADP
gssr-1043	420	23	sophisticated	sophisticated	ADJ
gssr-1043	420	24	sensor	sensor	NOUN
gssr-1043	420	25	technology	technology	NOUN
gssr-1043	420	26	,	,	PUNCT
gssr-1043	420	27	applying	apply	VERB
gssr-1043	420	28	data	data	NOUN
gssr-1043	420	29	imputation	imputation	NOUN
gssr-1043	420	30	techniques	technique	NOUN
gssr-1043	420	31	to	to	PART
gssr-1043	420	32	address	address	VERB
gssr-1043	420	33	gaps	gap	NOUN
gssr-1043	420	34	,	,	PUNCT
gssr-1043	420	35	utilizing	utilize	VERB
gssr-1043	420	36	semi	semi	ADJ
gssr-1043	420	37	-	-	ADJ
gssr-1043	420	38	supervised	supervised	ADJ
gssr-1043	420	39	or	or	CCONJ
gssr-1043	420	40	unsupervised	unsupervised	ADJ
gssr-1043	420	41	learning	learning	NOUN
gssr-1043	420	42	approaches	approach	NOUN
gssr-1043	420	43	in	in	ADP
gssr-1043	420	44	the	the	DET
gssr-1043	420	45	absence	absence	NOUN
gssr-1043	420	46	of	of	ADP
gssr-1043	420	47	labeled	label	VERB
gssr-1043	420	48	data	datum	NOUN
gssr-1043	420	49	,	,	PUNCT
gssr-1043	420	50	harnessing	harness	VERB
gssr-1043	420	51	transfer	transfer	NOUN
gssr-1043	420	52	learning	learning	NOUN
gssr-1043	420	53	to	to	PART
gssr-1043	420	54	adapt	adapt	VERB
gssr-1043	420	55	models	model	NOUN
gssr-1043	420	56	across	across	ADP
gssr-1043	420	57	diverse	diverse	ADJ
gssr-1043	420	58	water	water	NOUN
gssr-1043	420	59	systems	system	NOUN
gssr-1043	420	60	,	,	PUNCT
gssr-1043	420	61	and	and	CCONJ
gssr-1043	420	62	integrating	integrate	VERB
gssr-1043	420	63	domain	domain	NOUN
gssr-1043	420	64	expertise	expertise	NOUN
gssr-1043	420	65	to	to	PART
gssr-1043	420	66	develop	develop	VERB
gssr-1043	420	67	more	more	ADV
gssr-1043	420	68	resilient	resilient	ADJ
gssr-1043	420	69	and	and	CCONJ
gssr-1043	420	70	pertinent	pertinent	ADJ
gssr-1043	420	71	models	model	NOUN
gssr-1043	420	72	;	;	PUNCT
gssr-1043	420	73	all	all	PRON
gssr-1043	420	74	while	while	SCONJ
gssr-1043	420	75	addressing	address	VERB
gssr-1043	420	76	the	the	DET
gssr-1043	420	77	specific	specific	ADJ
gssr-1043	420	78	challenges	challenge	NOUN
gssr-1043	420	79	of	of	ADP
gssr-1043	420	80	data	datum	NOUN
gssr-1043	420	81	quality	quality	NOUN
gssr-1043	420	82	,	,	PUNCT
gssr-1043	420	83	spatiotemporal	spatiotemporal	ADJ
gssr-1043	420	84	variability	variability	NOUN
gssr-1043	420	85	,	,	PUNCT
gssr-1043	420	86	and	and	CCONJ
gssr-1043	420	87	restricted	restrict	VERB
gssr-1043	420	88	accessibility	accessibility	NOUN
gssr-1043	420	89	in	in	ADP
gssr-1043	420	90	water	water	NOUN
gssr-1043	420	91	management	management	NOUN
gssr-1043	420	92	systems	system	NOUN
gssr-1043	420	93	.	.	PUNCT
gssr-1043	421	1	security	security	NOUN
gssr-1043	421	2	dl	dl	PROPN
gssr-1043	421	3	networks	network	NOUN
gssr-1043	421	4	utilize	utilize	VERB
gssr-1043	421	5	a	a	DET
gssr-1043	421	6	substantial	substantial	ADJ
gssr-1043	421	7	volume	volume	NOUN
gssr-1043	421	8	of	of	ADP
gssr-1043	421	9	data	datum	NOUN
gssr-1043	421	10	to	to	PART
gssr-1043	421	11	train	train	VERB
gssr-1043	421	12	water	water	NOUN
gssr-1043	421	13	management	management	NOUN
gssr-1043	421	14	systems	system	NOUN
gssr-1043	421	15	.	.	PUNCT
gssr-1043	422	1	this	this	DET
gssr-1043	422	2	data	data	NOUN
gssr-1043	422	3	is	be	AUX
gssr-1043	422	4	either	either	CCONJ
gssr-1043	422	5	opensource	opensource	NOUN
gssr-1043	422	6	or	or	CCONJ
gssr-1043	422	7	may	may	AUX
gssr-1043	422	8	be	be	AUX
gssr-1043	422	9	managed	manage	VERB
gssr-1043	422	10	by	by	ADP
gssr-1043	422	11	various	various	ADJ
gssr-1043	422	12	individuals	individual	NOUN
gssr-1043	422	13	within	within	ADP
gssr-1043	422	14	the	the	DET
gssr-1043	422	15	inquiry	inquiry	NOUN
gssr-1043	422	16	or	or	CCONJ
gssr-1043	422	17	commercial	commercial	ADJ
gssr-1043	422	18	domain	domain	NOUN
gssr-1043	422	19	.	.	PUNCT
gssr-1043	423	1	the	the	DET
gssr-1043	423	2	modifications	modification	NOUN
gssr-1043	423	3	in	in	ADP
gssr-1043	423	4	the	the	DET
gssr-1043	423	5	input	input	NOUN
gssr-1043	423	6	data	datum	NOUN
gssr-1043	423	7	are	be	AUX
gssr-1043	423	8	indicative	indicative	ADJ
gssr-1043	423	9	of	of	ADP
gssr-1043	423	10	the	the	DET
gssr-1043	423	11	actions	action	NOUN
gssr-1043	423	12	and	and	CCONJ
gssr-1043	423	13	responses	response	NOUN
gssr-1043	423	14	of	of	ADP
gssr-1043	423	15	the	the	DET
gssr-1043	423	16	framework	framework	NOUN
gssr-1043	423	17	.	.	PUNCT
gssr-1043	424	1	moreover	moreover	ADV
gssr-1043	424	2	,	,	PUNCT
gssr-1043	424	3	probable	probable	ADJ
gssr-1043	424	4	predators	predator	NOUN
gssr-1043	424	5	have	have	VERB
gssr-1043	424	6	a	a	DET
gssr-1043	424	7	vested	vested	ADJ
gssr-1043	424	8	interest	interest	NOUN
gssr-1043	424	9	in	in	ADP
gssr-1043	424	10	compromising	compromise	VERB
gssr-1043	424	11	the	the	DET
gssr-1043	424	12	algorithm	algorithm	NOUN
gssr-1043	424	13	.	.	PUNCT
gssr-1043	425	1	for	for	ADP
gssr-1043	425	2	instance	instance	NOUN
gssr-1043	425	3	,	,	PUNCT
gssr-1043	425	4	an	an	DET
gssr-1043	425	5	irrigation	irrigation	NOUN
gssr-1043	425	6	governance	governance	NOUN
gssr-1043	425	7	system	system	NOUN
gssr-1043	425	8	can	can	AUX
gssr-1043	425	9	be	be	AUX
gssr-1043	425	10	manipulated	manipulate	VERB
gssr-1043	425	11	by	by	ADP
gssr-1043	425	12	an	an	DET
gssr-1043	425	13	attacker	attacker	NOUN
gssr-1043	425	14	to	to	PART
gssr-1043	425	15	distribute	distribute	VERB
gssr-1043	425	16	an	an	DET
gssr-1043	425	17	excessive	excessive	ADJ
gssr-1043	425	18	amount	amount	NOUN
gssr-1043	425	19	of	of	ADP
gssr-1043	425	20	water	water	NOUN
gssr-1043	425	21	,	,	PUNCT
gssr-1043	425	22	perhaps	perhaps	ADV
gssr-1043	425	23	jeopardizing	jeopardize	VERB
gssr-1043	425	24	the	the	DET
gssr-1043	425	25	entire	entire	ADJ
gssr-1043	425	26	agricultural	agricultural	ADJ
gssr-1043	425	27	output	output	NOUN
gssr-1043	425	28	due	due	ADP
gssr-1043	425	29	to	to	ADP
gssr-1043	425	30	the	the	DET
gssr-1043	425	31	competitive	competitive	ADJ
gssr-1043	425	32	advantage	advantage	NOUN
gssr-1043	425	33	it	it	PRON
gssr-1043	425	34	provides	provide	VERB
gssr-1043	425	35	.	.	PUNCT
gssr-1043	426	1	if	if	SCONJ
gssr-1043	426	2	the	the	DET
gssr-1043	426	3	last	last	ADJ
gssr-1043	426	4	structure	structure	NOUN
gssr-1043	426	5	is	be	AUX
gssr-1043	426	6	penetrated	penetrate	VERB
gssr-1043	426	7	by	by	ADP
gssr-1043	426	8	attacks	attack	NOUN
gssr-1043	426	9	,	,	PUNCT
gssr-1043	426	10	the	the	DET
gssr-1043	426	11	aim	aim	NOUN
gssr-1043	426	12	of	of	ADP
gssr-1043	426	13	integrating	integrate	VERB
gssr-1043	426	14	the	the	DET
gssr-1043	426	15	ai	ai	NOUN
gssr-1043	426	16	-	-	PUNCT
gssr-1043	426	17	based	base	VERB
gssr-1043	426	18	dl	dl	PROPN
gssr-1043	426	19	model	model	NOUN
gssr-1043	426	20	for	for	ADP
gssr-1043	426	21	water	water	NOUN
gssr-1043	426	22	management	management	NOUN
gssr-1043	426	23	and	and	CCONJ
gssr-1043	426	24	modern	modern	ADJ
gssr-1043	426	25	agriculture	agriculture	NOUN
gssr-1043	426	26	will	will	AUX
gssr-1043	426	27	be	be	AUX
gssr-1043	426	28	rendered	render	VERB
gssr-1043	426	29	futile	futile	ADJ
gssr-1043	426	30	.	.	PUNCT
gssr-1043	427	1	therefore	therefore	ADV
gssr-1043	427	2	,	,	PUNCT
gssr-1043	427	3	similar	similar	ADJ
gssr-1043	427	4	to	to	ADP
gssr-1043	427	5	intelligent	intelligent	ADJ
gssr-1043	427	6	systems	system	NOUN
gssr-1043	427	7	,	,	PUNCT
gssr-1043	427	8	it	it	PRON
gssr-1043	427	9	is	be	AUX
gssr-1043	427	10	essential	essential	ADJ
gssr-1043	427	11	to	to	PART
gssr-1043	427	12	integrate	integrate	VERB
gssr-1043	427	13	cyber	cyber	NOUN
gssr-1043	427	14	security	security	NOUN
gssr-1043	427	15	regulations	regulation	NOUN
gssr-1043	427	16	and	and	CCONJ
gssr-1043	427	17	ensure	ensure	VERB
gssr-1043	427	18	the	the	DET
gssr-1043	427	19	integrity	integrity	NOUN
gssr-1043	427	20	of	of	ADP
gssr-1043	427	21	data	datum	NOUN
gssr-1043	427	22	access	access	NOUN
gssr-1043	427	23	in	in	ADP
gssr-1043	427	24	these	these	DET
gssr-1043	427	25	water	water	NOUN
gssr-1043	427	26	management	management	NOUN
gssr-1043	427	27	systems	system	NOUN
gssr-1043	427	28	based	base	VERB
gssr-1043	427	29	on	on	ADP
gssr-1043	427	30	dl	dl	PROPN
gssr-1043	427	31	.	.	PUNCT
gssr-1043	427	32	to	to	PART
gssr-1043	427	33	address	address	VERB
gssr-1043	427	34	security	security	NOUN
gssr-1043	427	35	challenges	challenge	NOUN
gssr-1043	427	36	in	in	ADP
gssr-1043	427	37	deep	deep	ADJ
gssr-1043	427	38	learning	learning	NOUN
gssr-1043	427	39	applications	application	NOUN
gssr-1043	427	40	for	for	ADP
gssr-1043	427	41	water	water	NOUN
gssr-1043	427	42	resource	resource	NOUN
gssr-1043	427	43	management	management	NOUN
gssr-1043	427	44	,	,	PUNCT
gssr-1043	427	45	essential	essential	ADJ
gssr-1043	427	46	strategies	strategy	NOUN
gssr-1043	427	47	encompass	encompass	NOUN
gssr-1043	427	48	:	:	PUNCT
gssr-1043	427	49	implementing	implement	VERB
gssr-1043	427	50	stringent	stringent	ADJ
gssr-1043	427	51	data	datum	NOUN
gssr-1043	427	52	protection	protection	NOUN
gssr-1043	427	53	protocols	protocol	NOUN
gssr-1043	427	54	,	,	PUNCT
gssr-1043	427	55	ensuring	ensure	VERB
gssr-1043	427	56	model	model	NOUN
gssr-1043	427	57	transparency	transparency	NOUN
gssr-1043	427	58	and	and	CCONJ
gssr-1043	427	59	interpretability	interpretability	NOUN
gssr-1043	427	60	,	,	PUNCT
gssr-1043	427	61	mitigating	mitigate	VERB
gssr-1043	427	62	data	datum	NOUN
gssr-1043	427	63	privacy	privacy	NOUN
gssr-1043	427	64	issues	issue	NOUN
gssr-1043	427	65	,	,	PUNCT
gssr-1043	427	66	establishing	establish	VERB
gssr-1043	427	67	secure	secure	ADJ
gssr-1043	427	68	infrastructure	infrastructure	NOUN
gssr-1043	427	69	,	,	PUNCT
gssr-1043	427	70	conducting	conduct	VERB
gssr-1043	427	71	regular	regular	ADJ
gssr-1043	427	72	threat	threat	NOUN
gssr-1043	427	73	assessments	assessment	NOUN
gssr-1043	427	74	,	,	PUNCT
gssr-1043	427	75	and	and	CCONJ
gssr-1043	427	76	integrating	integrate	VERB
gssr-1043	427	77	feedback	feedback	NOUN
gssr-1043	427	78	mechanisms	mechanism	NOUN
gssr-1043	427	79	for	for	ADP
gssr-1043	427	80	ongoing	ongoing	ADJ
gssr-1043	427	81	system	system	NOUN
gssr-1043	427	82	enhancement	enhancement	NOUN
gssr-1043	427	83	,	,	PUNCT
gssr-1043	427	84	all	all	PRON
gssr-1043	427	85	while	while	SCONJ
gssr-1043	427	86	taking	take	VERB
gssr-1043	427	87	into	into	ADP
gssr-1043	427	88	account	account	NOUN
gssr-1043	427	89	the	the	DET
gssr-1043	427	90	specific	specific	ADJ
gssr-1043	427	91	context	context	NOUN
gssr-1043	427	92	of	of	ADP
gssr-1043	427	93	the	the	DET
gssr-1043	427	94	water	water	NOUN
gssr-1043	427	95	management	management	NOUN
gssr-1043	427	96	system	system	NOUN
gssr-1043	427	97	and	and	CCONJ
gssr-1043	427	98	applicable	applicable	ADJ
gssr-1043	427	99	local	local	ADJ
gssr-1043	427	100	regulations	regulation	NOUN
gssr-1043	427	101	.	.	PUNCT
gssr-1043	428	1	recent	recent	ADJ
gssr-1043	428	2	examples	example	NOUN
gssr-1043	428	3	of	of	ADP
gssr-1043	428	4	deep	deep	ADJ
gssr-1043	428	5	learning	learning	NOUN
gssr-1043	428	6	applications	application	NOUN
gssr-1043	428	7	addressing	address	VERB
gssr-1043	428	8	security	security	NOUN
gssr-1043	428	9	concerns	concern	NOUN
gssr-1043	428	10	in	in	ADP
gssr-1043	428	11	water	water	NOUN
gssr-1043	428	12	management	management	NOUN
gssr-1043	428	13	encompass	encompass	NOUN
gssr-1043	428	14	:	:	PUNCT
gssr-1043	428	15	employing	employ	VERB
gssr-1043	428	16	computer	computer	NOUN
gssr-1043	428	17	vision	vision	NOUN
gssr-1043	428	18	to	to	PART
gssr-1043	428	19	identify	identify	VERB
gssr-1043	428	20	leaks	leak	NOUN
gssr-1043	428	21	and	and	CCONJ
gssr-1043	428	22	anomalies	anomaly	NOUN
gssr-1043	428	23	in	in	ADP
gssr-1043	428	24	pipelines	pipeline	NOUN
gssr-1043	428	25	via	via	ADP
gssr-1043	428	26	cctv	cctv	PROPN
gssr-1043	428	27	footage	footage	NOUN
gssr-1043	428	28	,	,	PUNCT
gssr-1043	428	29	detecting	detect	VERB
gssr-1043	428	30	potential	potential	ADJ
gssr-1043	428	31	cyberattacks	cyberattack	NOUN
gssr-1043	428	32	on	on	ADP
gssr-1043	428	33	water	water	NOUN
gssr-1043	428	34	distribution	distribution	NOUN
gssr-1043	428	35	networks	network	NOUN
gssr-1043	428	36	through	through	ADP
gssr-1043	428	37	the	the	DET
gssr-1043	428	38	analysis	analysis	NOUN
gssr-1043	428	39	of	of	ADP
gssr-1043	428	40	traffic	traffic	NOUN
gssr-1043	428	41	patterns	pattern	NOUN
gssr-1043	428	42	,	,	PUNCT
gssr-1043	428	43	predicting	predict	VERB
gssr-1043	428	44	water	water	NOUN
gssr-1043	428	45	quality	quality	NOUN
gssr-1043	428	46	concerns	concern	NOUN
gssr-1043	428	47	by	by	ADP
gssr-1043	428	48	scrutinizing	scrutinize	VERB
gssr-1043	428	49	sensor	sensor	NOUN
gssr-1043	428	50	data	datum	NOUN
gssr-1043	428	51	,	,	PUNCT
gssr-1043	428	52	and	and	CCONJ
gssr-1043	428	53	forecasting	forecast	VERB
gssr-1043	428	54	extreme	extreme	ADJ
gssr-1043	428	55	weather	weather	NOUN
gssr-1043	428	56	phenomena	phenomenon	NOUN
gssr-1043	428	57	such	such	ADJ
gssr-1043	428	58	as	as	ADP
gssr-1043	428	59	floods	flood	NOUN
gssr-1043	428	60	to	to	PART
gssr-1043	428	61	proactively	proactively	ADV
gssr-1043	428	62	mitigate	mitigate	VERB
gssr-1043	428	63	water	water	NOUN
gssr-1043	428	64	security	security	NOUN
gssr-1043	428	65	risks	risk	NOUN
gssr-1043	428	66	;	;	PUNCT
gssr-1043	428	67	all	all	PRON
gssr-1043	428	68	utilizing	utilize	VERB
gssr-1043	428	69	deep	deep	ADJ
gssr-1043	428	70	learning	learning	NOUN
gssr-1043	428	71	algorithms	algorithm	NOUN
gssr-1043	428	72	to	to	PART
gssr-1043	428	73	analyze	analyze	VERB
gssr-1043	428	74	extensive	extensive	ADJ
gssr-1043	428	75	datasets	dataset	NOUN
gssr-1043	428	76	and	and	CCONJ
gssr-1043	428	77	discern	discern	ADJ
gssr-1043	428	78	patterns	pattern	NOUN
gssr-1043	428	79	that	that	PRON
gssr-1043	428	80	may	may	AUX
gssr-1043	428	81	signify	signify	VERB
gssr-1043	428	82	a	a	DET
gssr-1043	428	83	security	security	NOUN
gssr-1043	428	84	threat	threat	NOUN
gssr-1043	428	85	.	.	PUNCT
gssr-1043	429	1	context	context	NOUN
gssr-1043	429	2	-	-	PUNCT
gssr-1043	429	3	aware	aware	ADJ
gssr-1043	429	4	data	datum	NOUN
gssr-1043	429	5	analysis	analysis	NOUN
gssr-1043	429	6	dl	dl	PART
gssr-1043	429	7	primarily	primarily	ADV
gssr-1043	429	8	focuses	focus	VERB
gssr-1043	429	9	on	on	ADP
gssr-1043	429	10	the	the	DET
gssr-1043	429	11	design	design	NOUN
gssr-1043	429	12	and	and	CCONJ
gssr-1043	429	13	structure	structure	NOUN
gssr-1043	429	14	of	of	ADP
gssr-1043	429	15	a	a	DET
gssr-1043	429	16	model	model	NOUN
gssr-1043	429	17	or	or	CCONJ
gssr-1043	429	18	architecture	architecture	NOUN
gssr-1043	429	19	rather	rather	ADV
gssr-1043	429	20	than	than	ADP
gssr-1043	429	21	the	the	DET
gssr-1043	429	22	specific	specific	ADJ
gssr-1043	429	23	method	method	NOUN
gssr-1043	429	24	used	use	VERB
gssr-1043	429	25	.	.	PUNCT
gssr-1043	430	1	the	the	DET
gssr-1043	430	2	algorithms	algorithm	NOUN
gssr-1043	430	3	indeed	indeed	ADV
gssr-1043	430	4	require	require	VERB
gssr-1043	430	5	updates	update	NOUN
gssr-1043	430	6	when	when	SCONJ
gssr-1043	430	7	the	the	DET
gssr-1043	430	8	systems	system	NOUN
gssr-1043	430	9	go	go	VERB
gssr-1043	430	10	to	to	ADP
gssr-1043	430	11	the	the	DET
gssr-1043	430	12	next	next	ADJ
gssr-1043	430	13	generation	generation	NOUN
gssr-1043	430	14	.	.	PUNCT
gssr-1043	431	1	if	if	SCONJ
gssr-1043	431	2	a	a	DET
gssr-1043	431	3	deep	deep	ADV
gssr-1043	431	4	-	-	PUNCT
gssr-1043	431	5	learning	learn	VERB
gssr-1043	431	6	network	network	NOUN
gssr-1043	431	7	undergoes	undergo	VERB
gssr-1043	431	8	a	a	DET
gssr-1043	431	9	significant	significant	ADJ
gssr-1043	431	10	technical	technical	ADJ
gssr-1043	431	11	upgrade	upgrade	NOUN
gssr-1043	431	12	,	,	PUNCT
gssr-1043	431	13	the	the	DET
gssr-1043	431	14	quantity	quantity	NOUN
gssr-1043	431	15	of	of	ADP
gssr-1043	431	16	retraining	retrain	VERB
gssr-1043	431	17	needed	need	VERB
gssr-1043	431	18	will	will	AUX
gssr-1043	431	19	always	always	ADV
gssr-1043	431	20	be	be	AUX
gssr-1043	431	21	inadequate	inadequate	ADJ
gssr-1043	431	22	.	.	PUNCT
gssr-1043	432	1	as	as	ADP
gssr-1043	432	2	an	an	DET
gssr-1043	432	3	illustration	illustration	NOUN
gssr-1043	432	4	,	,	PUNCT
gssr-1043	432	5	we	we	PRON
gssr-1043	432	6	can	can	AUX
gssr-1043	432	7	implement	implement	VERB
gssr-1043	432	8	intelligent	intelligent	ADJ
gssr-1043	432	9	sensors	sensor	NOUN
gssr-1043	432	10	to	to	PART
gssr-1043	432	11	assess	assess	VERB
gssr-1043	432	12	the	the	DET
gssr-1043	432	13	water	water	NOUN
gssr-1043	432	14	quality	quality	NOUN
gssr-1043	432	15	,	,	PUNCT
gssr-1043	432	16	focusing	focus	VERB
gssr-1043	432	17	on	on	ADP
gssr-1043	432	18	a	a	DET
gssr-1043	432	19	limited	limited	ADJ
gssr-1043	432	20	number	number	NOUN
gssr-1043	432	21	of	of	ADP
gssr-1043	432	22	global	global	ADJ
gssr-1043	432	23	sustainability	sustainability	NOUN
gssr-1043	432	24	research	research	NOUN
gssr-1043	432	25	global	global	ADJ
gssr-1043	432	26	scientific	scientific	ADJ
gssr-1043	432	27	research	research	NOUN
gssr-1043	432	28	65	65	NUM
gssr-1043	432	29	characteristics	characteristic	NOUN
gssr-1043	432	30	.	.	PUNCT
gssr-1043	433	1	if	if	SCONJ
gssr-1043	433	2	this	this	DET
gssr-1043	433	3	system	system	NOUN
gssr-1043	433	4	is	be	AUX
gssr-1043	433	5	improved	improve	VERB
gssr-1043	433	6	in	in	ADP
gssr-1043	433	7	the	the	DET
gssr-1043	433	8	future	future	NOUN
gssr-1043	433	9	,	,	PUNCT
gssr-1043	433	10	it	it	PRON
gssr-1043	433	11	will	will	AUX
gssr-1043	433	12	be	be	AUX
gssr-1043	433	13	necessary	necessary	ADJ
gssr-1043	433	14	to	to	PART
gssr-1043	433	15	retrain	retrain	VERB
gssr-1043	433	16	the	the	DET
gssr-1043	433	17	deep	deep	ADJ
gssr-1043	433	18	neural	neural	ADJ
gssr-1043	433	19	networks	network	NOUN
gssr-1043	433	20	that	that	PRON
gssr-1043	433	21	control	control	VERB
gssr-1043	433	22	the	the	DET
gssr-1043	433	23	smart	smart	ADJ
gssr-1043	433	24	sensors	sensor	NOUN
gssr-1043	433	25	with	with	ADP
gssr-1043	433	26	new	new	ADJ
gssr-1043	433	27	parameters	parameter	NOUN
gssr-1043	433	28	.	.	PUNCT
gssr-1043	434	1	undoubtedly	undoubtedly	ADV
gssr-1043	434	2	,	,	PUNCT
gssr-1043	434	3	this	this	DET
gssr-1043	434	4	task	task	NOUN
gssr-1043	434	5	is	be	AUX
gssr-1043	434	6	highly	highly	ADV
gssr-1043	434	7	challenging	challenging	ADJ
gssr-1043	434	8	to	to	PART
gssr-1043	434	9	improve	improve	VERB
gssr-1043	434	10	and	and	CCONJ
gssr-1043	434	11	also	also	ADV
gssr-1043	434	12	characterized	characterize	VERB
gssr-1043	434	13	by	by	ADP
gssr-1043	434	14	its	its	PRON
gssr-1043	434	15	lack	lack	NOUN
gssr-1043	434	16	of	of	ADP
gssr-1043	434	17	predictability	predictability	NOUN
gssr-1043	434	18	.	.	PUNCT
gssr-1043	435	1	retraining	retrain	VERB
gssr-1043	435	2	for	for	ADP
gssr-1043	435	3	intelligent	intelligent	ADJ
gssr-1043	435	4	or	or	CCONJ
gssr-1043	435	5	iot	iot	NOUN
gssr-1043	435	6	systems	system	NOUN
gssr-1043	435	7	that	that	PRON
gssr-1043	435	8	operate	operate	VERB
gssr-1043	435	9	with	with	ADP
gssr-1043	435	10	realtime	realtime	NOUN
gssr-1043	435	11	data	datum	NOUN
gssr-1043	435	12	is	be	AUX
gssr-1043	435	13	exceedingly	exceedingly	ADV
gssr-1043	435	14	intricate	intricate	ADJ
gssr-1043	435	15	.	.	PUNCT
gssr-1043	436	1	the	the	DET
gssr-1043	436	2	fundamental	fundamental	ADJ
gssr-1043	436	3	challenge	challenge	NOUN
gssr-1043	436	4	arises	arise	VERB
gssr-1043	436	5	from	from	ADP
gssr-1043	436	6	the	the	DET
gssr-1043	436	7	non	non	ADJ
gssr-1043	436	8	-	-	ADJ
gssr-1043	436	9	context	context	ADJ
gssr-1043	436	10	-	-	PUNCT
gssr-1043	436	11	aware	aware	ADJ
gssr-1043	436	12	behavior	behavior	NOUN
gssr-1043	436	13	of	of	ADP
gssr-1043	436	14	neural	neural	ADJ
gssr-1043	436	15	networks	network	NOUN
gssr-1043	436	16	and	and	CCONJ
gssr-1043	436	17	the	the	DET
gssr-1043	436	18	unknown	unknown	ADJ
gssr-1043	436	19	side	side	NOUN
gssr-1043	436	20	of	of	ADP
gssr-1043	436	21	their	their	PRON
gssr-1043	436	22	activity	activity	NOUN
gssr-1043	436	23	after	after	ADP
gssr-1043	436	24	training	training	NOUN
gssr-1043	436	25	.	.	PUNCT
gssr-1043	437	1	to	to	PART
gssr-1043	437	2	address	address	VERB
gssr-1043	437	3	challenges	challenge	NOUN
gssr-1043	437	4	in	in	ADP
gssr-1043	437	5	context	context	NOUN
gssr-1043	437	6	-	-	PUNCT
gssr-1043	437	7	aware	aware	ADJ
gssr-1043	437	8	data	datum	NOUN
gssr-1043	437	9	analysis	analysis	NOUN
gssr-1043	437	10	within	within	ADP
gssr-1043	437	11	deep	deep	ADJ
gssr-1043	437	12	learning	learning	NOUN
gssr-1043	437	13	applications	application	NOUN
gssr-1043	437	14	for	for	ADP
gssr-1043	437	15	water	water	NOUN
gssr-1043	437	16	resource	resource	NOUN
gssr-1043	437	17	management	management	NOUN
gssr-1043	437	18	,	,	PUNCT
gssr-1043	437	19	it	it	PRON
gssr-1043	437	20	needs	need	VERB
gssr-1043	437	21	to	to	PART
gssr-1043	437	22	adopt	adopt	VERB
gssr-1043	437	23	strategies	strategy	NOUN
gssr-1043	437	24	such	such	ADJ
gssr-1043	437	25	as	as	ADP
gssr-1043	437	26	integrating	integrate	VERB
gssr-1043	437	27	spatial	spatial	ADJ
gssr-1043	437	28	and	and	CCONJ
gssr-1043	437	29	temporal	temporal	ADJ
gssr-1043	437	30	features	feature	NOUN
gssr-1043	437	31	,	,	PUNCT
gssr-1043	437	32	employing	employ	VERB
gssr-1043	437	33	hybrid	hybrid	ADJ
gssr-1043	437	34	models	model	NOUN
gssr-1043	437	35	that	that	PRON
gssr-1043	437	36	merge	merge	VERB
gssr-1043	437	37	physics	physics	NOUN
gssr-1043	437	38	-	-	PUNCT
gssr-1043	437	39	based	base	VERB
gssr-1043	437	40	and	and	CCONJ
gssr-1043	437	41	data	data	NOUN
gssr-1043	437	42	-	-	PUNCT
gssr-1043	437	43	driven	drive	VERB
gssr-1043	437	44	methodologies	methodology	NOUN
gssr-1043	437	45	,	,	PUNCT
gssr-1043	437	46	utilizing	utilize	VERB
gssr-1043	437	47	data	datum	NOUN
gssr-1043	437	48	preprocessing	preprocesse	VERB
gssr-1043	437	49	techniques	technique	NOUN
gssr-1043	437	50	to	to	PART
gssr-1043	437	51	manage	manage	VERB
gssr-1043	437	52	missing	missing	ADJ
gssr-1043	437	53	values	value	NOUN
gssr-1043	437	54	and	and	CCONJ
gssr-1043	437	55	inconsistencies	inconsistency	NOUN
gssr-1043	437	56	,	,	PUNCT
gssr-1043	437	57	and	and	CCONJ
gssr-1043	437	58	developing	develop	VERB
gssr-1043	437	59	context	context	NOUN
gssr-1043	437	60	-	-	PUNCT
gssr-1043	437	61	aware	aware	ADJ
gssr-1043	437	62	architectures	architecture	NOUN
gssr-1043	437	63	that	that	PRON
gssr-1043	437	64	adapt	adapt	VERB
gssr-1043	437	65	to	to	ADP
gssr-1043	437	66	fluctuating	fluctuate	VERB
gssr-1043	437	67	environmental	environmental	ADJ
gssr-1043	437	68	conditions	condition	NOUN
gssr-1043	437	69	,	,	PUNCT
gssr-1043	437	70	all	all	PRON
gssr-1043	437	71	while	while	SCONJ
gssr-1043	437	72	ensuring	ensure	VERB
gssr-1043	437	73	meticulous	meticulous	ADJ
gssr-1043	437	74	data	datum	NOUN
gssr-1043	437	75	collection	collection	NOUN
gssr-1043	437	76	,	,	PUNCT
gssr-1043	437	77	quality	quality	NOUN
gssr-1043	437	78	control	control	NOUN
gssr-1043	437	79	,	,	PUNCT
gssr-1043	437	80	and	and	CCONJ
gssr-1043	437	81	the	the	DET
gssr-1043	437	82	consideration	consideration	NOUN
gssr-1043	437	83	of	of	ADP
gssr-1043	437	84	pertinent	pertinent	ADJ
gssr-1043	437	85	contextual	contextual	ADJ
gssr-1043	437	86	factors	factor	NOUN
gssr-1043	437	87	such	such	ADJ
gssr-1043	437	88	as	as	ADP
gssr-1043	437	89	meteorological	meteorological	ADJ
gssr-1043	437	90	patterns	pattern	NOUN
gssr-1043	437	91	,	,	PUNCT
gssr-1043	437	92	land	land	NOUN
gssr-1043	437	93	use	use	NOUN
gssr-1043	437	94	,	,	PUNCT
gssr-1043	437	95	and	and	CCONJ
gssr-1043	437	96	water	water	NOUN
gssr-1043	437	97	quality	quality	NOUN
gssr-1043	437	98	metrics	metric	NOUN
gssr-1043	437	99	.	.	PUNCT
gssr-1043	438	1	training	training	NOUN
gssr-1043	438	2	efficiency	efficiency	NOUN
gssr-1043	438	3	dl	dl	PROPN
gssr-1043	438	4	networks	network	NOUN
gssr-1043	438	5	in	in	ADP
gssr-1043	438	6	real	real	ADJ
gssr-1043	438	7	-	-	PUNCT
gssr-1043	438	8	time	time	NOUN
gssr-1043	438	9	systems	system	NOUN
gssr-1043	438	10	undergo	undergo	VERB
gssr-1043	438	11	constant	constant	ADJ
gssr-1043	438	12	modification	modification	NOUN
gssr-1043	438	13	to	to	PART
gssr-1043	438	14	accommodate	accommodate	VERB
gssr-1043	438	15	changes	change	NOUN
gssr-1043	438	16	in	in	ADP
gssr-1043	438	17	previously	previously	ADV
gssr-1043	438	18	implemented	implement	VERB
gssr-1043	438	19	methods	method	NOUN
gssr-1043	438	20	.	.	PUNCT
gssr-1043	439	1	nonetheless	nonetheless	ADV
gssr-1043	439	2	,	,	PUNCT
gssr-1043	439	3	owing	owe	VERB
gssr-1043	439	4	to	to	ADP
gssr-1043	439	5	the	the	DET
gssr-1043	439	6	erratic	erratic	ADJ
gssr-1043	439	7	characteristics	characteristic	NOUN
gssr-1043	439	8	of	of	ADP
gssr-1043	439	9	this	this	DET
gssr-1043	439	10	dl	dl	PROPN
gssr-1043	439	11	structure	structure	NOUN
gssr-1043	439	12	,	,	PUNCT
gssr-1043	439	13	the	the	DET
gssr-1043	439	14	modified	modify	VERB
gssr-1043	439	15	algorithm	algorithm	NOUN
gssr-1043	439	16	can	can	AUX
gssr-1043	439	17	not	not	PART
gssr-1043	439	18	assure	assure	VERB
gssr-1043	439	19	the	the	DET
gssr-1043	439	20	same	same	ADJ
gssr-1043	439	21	level	level	NOUN
gssr-1043	439	22	of	of	ADP
gssr-1043	439	23	accuracy	accuracy	NOUN
gssr-1043	439	24	or	or	CCONJ
gssr-1043	439	25	optimization	optimization	NOUN
gssr-1043	439	26	as	as	ADP
gssr-1043	439	27	the	the	DET
gssr-1043	439	28	previous	previous	ADJ
gssr-1043	439	29	method	method	NOUN
gssr-1043	439	30	under	under	ADP
gssr-1043	439	31	equivalent	equivalent	ADJ
gssr-1043	439	32	situations	situation	NOUN
gssr-1043	439	33	.	.	PUNCT
gssr-1043	440	1	the	the	DET
gssr-1043	440	2	replacement	replacement	NOUN
gssr-1043	440	3	of	of	ADP
gssr-1043	440	4	sensors	sensor	NOUN
gssr-1043	440	5	may	may	AUX
gssr-1043	440	6	affect	affect	VERB
gssr-1043	440	7	neuronal	neuronal	ADJ
gssr-1043	440	8	remodeling	remodeling	NOUN
gssr-1043	440	9	in	in	ADP
gssr-1043	440	10	neural	neural	ADJ
gssr-1043	440	11	systems	system	NOUN
gssr-1043	440	12	,	,	PUNCT
gssr-1043	440	13	potentially	potentially	ADV
gssr-1043	440	14	altering	alter	VERB
gssr-1043	440	15	the	the	DET
gssr-1043	440	16	behavior	behavior	NOUN
gssr-1043	440	17	of	of	ADP
gssr-1043	440	18	the	the	DET
gssr-1043	440	19	entire	entire	ADJ
gssr-1043	440	20	present	present	ADJ
gssr-1043	440	21	framework	framework	NOUN
gssr-1043	440	22	.	.	PUNCT
gssr-1043	441	1	the	the	DET
gssr-1043	441	2	effectiveness	effectiveness	NOUN
gssr-1043	441	3	of	of	ADP
gssr-1043	441	4	training	training	NOUN
gssr-1043	441	5	is	be	AUX
gssr-1043	441	6	crucial	crucial	ADJ
gssr-1043	441	7	for	for	SCONJ
gssr-1043	441	8	deep	deep	ADJ
gssr-1043	441	9	neural	neural	ADJ
gssr-1043	441	10	networks	network	NOUN
gssr-1043	441	11	to	to	PART
gssr-1043	441	12	achieve	achieve	VERB
gssr-1043	441	13	optimal	optimal	ADJ
gssr-1043	441	14	performance	performance	NOUN
gssr-1043	441	15	with	with	ADP
gssr-1043	441	16	the	the	DET
gssr-1043	441	17	necessary	necessary	ADJ
gssr-1043	441	18	accuracy	accuracy	NOUN
gssr-1043	441	19	,	,	PUNCT
gssr-1043	441	20	even	even	ADV
gssr-1043	441	21	after	after	ADP
gssr-1043	441	22	a	a	DET
gssr-1043	441	23	significant	significant	ADJ
gssr-1043	441	24	system	system	NOUN
gssr-1043	441	25	modification	modification	NOUN
gssr-1043	441	26	.	.	PUNCT
gssr-1043	442	1	to	to	PART
gssr-1043	442	2	address	address	VERB
gssr-1043	442	3	training	training	NOUN
gssr-1043	442	4	efficiency	efficiency	NOUN
gssr-1043	442	5	challenges	challenge	NOUN
gssr-1043	442	6	in	in	ADP
gssr-1043	442	7	deep	deep	ADJ
gssr-1043	442	8	learning	learning	NOUN
gssr-1043	442	9	applications	application	NOUN
gssr-1043	442	10	for	for	ADP
gssr-1043	442	11	water	water	NOUN
gssr-1043	442	12	resource	resource	NOUN
gssr-1043	442	13	management	management	NOUN
gssr-1043	442	14	,	,	PUNCT
gssr-1043	442	15	essential	essential	ADJ
gssr-1043	442	16	strategies	strategy	NOUN
gssr-1043	442	17	encompass	encompass	NOUN
gssr-1043	442	18	:	:	PUNCT
gssr-1043	442	19	optimizing	optimize	VERB
gssr-1043	442	20	data	datum	NOUN
gssr-1043	442	21	collection	collection	NOUN
gssr-1043	442	22	and	and	CCONJ
gssr-1043	442	23	preprocessing	preprocessing	NOUN
gssr-1043	442	24	,	,	PUNCT
gssr-1043	442	25	selecting	select	VERB
gssr-1043	442	26	suitable	suitable	ADJ
gssr-1043	442	27	deep	deep	ADJ
gssr-1043	442	28	learning	learning	NOUN
gssr-1043	442	29	architectures	architecture	NOUN
gssr-1043	442	30	according	accord	VERB
gssr-1043	442	31	to	to	ADP
gssr-1043	442	32	data	datum	NOUN
gssr-1043	442	33	characteristics	characteristic	NOUN
gssr-1043	442	34	,	,	PUNCT
gssr-1043	442	35	employing	employ	VERB
gssr-1043	442	36	transfer	transfer	NOUN
gssr-1043	442	37	learning	learning	NOUN
gssr-1043	442	38	,	,	PUNCT
gssr-1043	442	39	applying	apply	VERB
gssr-1043	442	40	methods	method	NOUN
gssr-1043	442	41	to	to	PART
gssr-1043	442	42	diminish	diminish	VERB
gssr-1043	442	43	computational	computational	ADJ
gssr-1043	442	44	complexity	complexity	NOUN
gssr-1043	442	45	,	,	PUNCT
gssr-1043	442	46	integrating	integrate	VERB
gssr-1043	442	47	physics	physics	NOUN
gssr-1043	442	48	-	-	PUNCT
gssr-1043	442	49	based	base	VERB
gssr-1043	442	50	knowledge	knowledge	NOUN
gssr-1043	442	51	into	into	ADP
gssr-1043	442	52	models	model	NOUN
gssr-1043	442	53	,	,	PUNCT
gssr-1043	442	54	and	and	CCONJ
gssr-1043	442	55	emphasizing	emphasize	VERB
gssr-1043	442	56	data	datum	NOUN
gssr-1043	442	57	augmentation	augmentation	NOUN
gssr-1043	442	58	to	to	PART
gssr-1043	442	59	enhance	enhance	VERB
gssr-1043	442	60	limited	limited	ADJ
gssr-1043	442	61	datasets	dataset	NOUN
gssr-1043	442	62	;	;	PUNCT
gssr-1043	442	63	all	all	PRON
gssr-1043	442	64	while	while	SCONJ
gssr-1043	442	65	accounting	account	VERB
gssr-1043	442	66	for	for	ADP
gssr-1043	442	67	the	the	DET
gssr-1043	442	68	specific	specific	ADJ
gssr-1043	442	69	context	context	NOUN
gssr-1043	442	70	and	and	CCONJ
gssr-1043	442	71	constraints	constraint	NOUN
gssr-1043	442	72	of	of	ADP
gssr-1043	442	73	the	the	DET
gssr-1043	442	74	water	water	NOUN
gssr-1043	442	75	resource	resource	NOUN
gssr-1043	442	76	management	management	NOUN
gssr-1043	442	77	issue	issue	NOUN
gssr-1043	442	78	at	at	ADP
gssr-1043	442	79	hand	hand	NOUN
gssr-1043	442	80	.	.	PUNCT
gssr-1043	443	1	algorithmic	algorithmic	ADJ
gssr-1043	443	2	development	development	NOUN
gssr-1043	443	3	and	and	CCONJ
gssr-1043	443	4	learning	learn	VERB
gssr-1043	443	5	system	system	NOUN
gssr-1043	443	6	design	design	VERB
gssr-1043	443	7	the	the	DET
gssr-1043	443	8	creation	creation	NOUN
gssr-1043	443	9	of	of	ADP
gssr-1043	443	10	deep	deep	ADJ
gssr-1043	443	11	learning	learning	NOUN
gssr-1043	443	12	models	model	NOUN
gssr-1043	443	13	presents	present	VERB
gssr-1043	443	14	a	a	DET
gssr-1043	443	15	considerable	considerable	ADJ
gssr-1043	443	16	challenge	challenge	NOUN
gssr-1043	443	17	in	in	ADP
gssr-1043	443	18	formulating	formulate	VERB
gssr-1043	443	19	an	an	DET
gssr-1043	443	20	algorithm	algorithm	NOUN
gssr-1043	443	21	tailored	tailor	VERB
gssr-1043	443	22	to	to	ADP
gssr-1043	443	23	a	a	DET
gssr-1043	443	24	particular	particular	ADJ
gssr-1043	443	25	issue	issue	NOUN
gssr-1043	443	26	.	.	PUNCT
gssr-1043	444	1	addressing	address	VERB
gssr-1043	444	2	this	this	DET
gssr-1043	444	3	obstacle	obstacle	NOUN
gssr-1043	444	4	is	be	AUX
gssr-1043	444	5	essential	essential	ADJ
gssr-1043	444	6	for	for	ADP
gssr-1043	444	7	enabling	enable	VERB
gssr-1043	444	8	the	the	DET
gssr-1043	444	9	implementation	implementation	NOUN
gssr-1043	444	10	of	of	ADP
gssr-1043	444	11	these	these	DET
gssr-1043	444	12	models	model	NOUN
gssr-1043	444	13	in	in	ADP
gssr-1043	444	14	practical	practical	ADJ
gssr-1043	444	15	water	water	NOUN
gssr-1043	444	16	issues	issue	NOUN
gssr-1043	444	17	.	.	PUNCT
gssr-1043	445	1	when	when	SCONJ
gssr-1043	445	2	we	we	PRON
gssr-1043	445	3	clearly	clearly	ADV
gssr-1043	445	4	articulate	articulate	VERB
gssr-1043	445	5	the	the	DET
gssr-1043	445	6	real	real	ADJ
gssr-1043	445	7	-	-	PUNCT
gssr-1043	445	8	world	world	NOUN
gssr-1043	445	9	water	water	NOUN
gssr-1043	445	10	issue	issue	NOUN
gssr-1043	445	11	and	and	CCONJ
gssr-1043	445	12	delineate	delineate	VERB
gssr-1043	445	13	the	the	DET
gssr-1043	445	14	training	training	NOUN
gssr-1043	445	15	data	datum	NOUN
gssr-1043	445	16	,	,	PUNCT
gssr-1043	445	17	such	such	ADJ
gssr-1043	445	18	as	as	ADP
gssr-1043	445	19	time	time	NOUN
gssr-1043	445	20	series	series	NOUN
gssr-1043	445	21	or	or	CCONJ
gssr-1043	445	22	image	image	NOUN
gssr-1043	445	23	data	datum	NOUN
gssr-1043	445	24	,	,	PUNCT
gssr-1043	445	25	we	we	PRON
gssr-1043	445	26	can	can	AUX
gssr-1043	445	27	easily	easily	ADV
gssr-1043	445	28	identify	identify	VERB
gssr-1043	445	29	specific	specific	ADJ
gssr-1043	445	30	methodologies	methodology	NOUN
gssr-1043	445	31	like	like	ADP
gssr-1043	445	32	supervised	supervised	ADJ
gssr-1043	445	33	or	or	CCONJ
gssr-1043	445	34	unsupervised	unsupervised	ADJ
gssr-1043	445	35	learning	learning	NOUN
gssr-1043	445	36	,	,	PUNCT
gssr-1043	445	37	regression	regression	NOUN
gssr-1043	445	38	,	,	PUNCT
gssr-1043	445	39	or	or	CCONJ
gssr-1043	445	40	classification	classification	NOUN
gssr-1043	445	41	.	.	PUNCT
gssr-1043	446	1	nonetheless	nonetheless	ADV
gssr-1043	446	2	,	,	PUNCT
gssr-1043	446	3	choosing	choose	VERB
gssr-1043	446	4	a	a	DET
gssr-1043	446	5	suitable	suitable	ADJ
gssr-1043	446	6	technique	technique	NOUN
gssr-1043	446	7	can	can	AUX
gssr-1043	446	8	be	be	AUX
gssr-1043	446	9	difficult	difficult	ADJ
gssr-1043	446	10	due	due	ADJ
gssr-1043	446	11	to	to	ADP
gssr-1043	446	12	the	the	DET
gssr-1043	446	13	plethora	plethora	NOUN
gssr-1043	446	14	of	of	ADP
gssr-1043	446	15	available	available	ADJ
gssr-1043	446	16	dl	dl	PROPN
gssr-1043	446	17	algorithms	algorithm	NOUN
gssr-1043	446	18	.	.	PUNCT
gssr-1043	447	1	after	after	ADP
gssr-1043	447	2	selecting	select	VERB
gssr-1043	447	3	the	the	DET
gssr-1043	447	4	algorithm	algorithm	NOUN
gssr-1043	447	5	,	,	PUNCT
gssr-1043	447	6	the	the	DET
gssr-1043	447	7	subsequent	subsequent	ADJ
gssr-1043	447	8	challenge	challenge	NOUN
gssr-1043	447	9	is	be	AUX
gssr-1043	447	10	to	to	PART
gssr-1043	447	11	build	build	VERB
gssr-1043	447	12	its	its	PRON
gssr-1043	447	13	architecture	architecture	NOUN
gssr-1043	447	14	to	to	PART
gssr-1043	447	15	enhance	enhance	VERB
gssr-1043	447	16	performance	performance	NOUN
gssr-1043	447	17	.	.	PUNCT
gssr-1043	448	1	prior	prior	ADV
gssr-1043	448	2	to	to	ADP
gssr-1043	448	3	training	train	VERB
gssr-1043	448	4	a	a	DET
gssr-1043	448	5	cnn	cnn	NOUN
gssr-1043	448	6	with	with	ADP
gssr-1043	448	7	data	datum	NOUN
gssr-1043	448	8	,	,	PUNCT
gssr-1043	448	9	it	it	PRON
gssr-1043	448	10	is	be	AUX
gssr-1043	448	11	essential	essential	ADJ
gssr-1043	448	12	to	to	PART
gssr-1043	448	13	define	define	VERB
gssr-1043	448	14	numerous	numerous	ADJ
gssr-1043	448	15	parameters	parameter	NOUN
gssr-1043	448	16	,	,	PUNCT
gssr-1043	448	17	including	include	VERB
gssr-1043	448	18	the	the	DET
gssr-1043	448	19	input	input	NOUN
gssr-1043	448	20	data	data	NOUN
gssr-1043	448	21	type	type	NOUN
gssr-1043	448	22	(	(	PUNCT
gssr-1043	448	23	1d	1d	NUM
gssr-1043	448	24	or	or	CCONJ
gssr-1043	448	25	2d	2d	NUM
gssr-1043	448	26	)	)	PUNCT
gssr-1043	448	27	,	,	PUNCT
gssr-1043	448	28	the	the	DET
gssr-1043	448	29	number	number	NOUN
gssr-1043	448	30	of	of	ADP
gssr-1043	448	31	convolutional	convolutional	ADJ
gssr-1043	448	32	layers	layer	NOUN
gssr-1043	448	33	,	,	PUNCT
gssr-1043	448	34	and	and	CCONJ
gssr-1043	448	35	the	the	DET
gssr-1043	448	36	dimensions	dimension	NOUN
gssr-1043	448	37	of	of	ADP
gssr-1043	448	38	the	the	DET
gssr-1043	448	39	filters	filter	NOUN
gssr-1043	448	40	.	.	PUNCT
gssr-1043	449	1	manual	manual	ADJ
gssr-1043	449	2	procedures	procedure	NOUN
gssr-1043	449	3	often	often	ADV
gssr-1043	449	4	formulate	formulate	VERB
gssr-1043	449	5	and	and	CCONJ
gssr-1043	449	6	evaluate	evaluate	VERB
gssr-1043	449	7	the	the	DET
gssr-1043	449	8	network	network	NOUN
gssr-1043	449	9	architecture	architecture	NOUN
gssr-1043	449	10	—	—	PUNCT
gssr-1043	449	11	a	a	DET
gssr-1043	449	12	procedure	procedure	NOUN
gssr-1043	449	13	that	that	PRON
gssr-1043	449	14	can	can	AUX
gssr-1043	449	15	be	be	AUX
gssr-1043	449	16	arduous	arduous	ADJ
gssr-1043	449	17	and	and	CCONJ
gssr-1043	449	18	susceptible	susceptible	ADJ
gssr-1043	449	19	to	to	ADP
gssr-1043	449	20	errors	error	NOUN
gssr-1043	449	21	.	.	PUNCT
gssr-1043	450	1	nevertheless	nevertheless	ADV
gssr-1043	450	2	,	,	PUNCT
gssr-1043	450	3	the	the	DET
gssr-1043	450	4	implementation	implementation	NOUN
gssr-1043	450	5	of	of	ADP
gssr-1043	450	6	optimization	optimization	NOUN
gssr-1043	450	7	techniques	technique	NOUN
gssr-1043	450	8	can	can	AUX
gssr-1043	450	9	resolve	resolve	VERB
gssr-1043	450	10	this	this	DET
gssr-1043	450	11	problem	problem	NOUN
gssr-1043	450	12	,	,	PUNCT
gssr-1043	450	13	referred	refer	VERB
gssr-1043	450	14	to	to	ADP
gssr-1043	450	15	as	as	ADP
gssr-1043	450	16	the	the	DET
gssr-1043	450	17	neural	neural	ADJ
gssr-1043	450	18	architecture	architecture	NOUN
gssr-1043	450	19	search	search	NOUN
gssr-1043	450	20	(	(	PUNCT
gssr-1043	450	21	nas	nas	NOUN
gssr-1043	450	22	)	)	PUNCT
gssr-1043	450	23	issue	issue	NOUN
gssr-1043	450	24	.	.	PUNCT
gssr-1043	451	1	nas	nas	PROPN
gssr-1043	451	2	,	,	PUNCT
gssr-1043	451	3	a	a	DET
gssr-1043	451	4	specialized	specialized	ADJ
gssr-1043	451	5	field	field	NOUN
gssr-1043	451	6	within	within	ADP
gssr-1043	451	7	automated	automate	VERB
gssr-1043	451	8	machine	machine	NOUN
gssr-1043	451	9	learning	learning	NOUN
gssr-1043	451	10	,	,	PUNCT
gssr-1043	451	11	focuses	focus	VERB
gssr-1043	451	12	on	on	ADP
gssr-1043	451	13	enhancing	enhance	VERB
gssr-1043	451	14	the	the	DET
gssr-1043	451	15	deployment	deployment	NOUN
gssr-1043	451	16	of	of	ADP
gssr-1043	451	17	machine	machine	NOUN
gssr-1043	451	18	learning	learn	VERB
gssr-1043	451	19	for	for	ADP
gssr-1043	451	20	practical	practical	ADJ
gssr-1043	451	21	issues	issue	NOUN
gssr-1043	451	22	.	.	PUNCT
gssr-1043	452	1	the	the	DET
gssr-1043	452	2	process	process	NOUN
gssr-1043	452	3	encompasses	encompass	VERB
gssr-1043	452	4	a	a	DET
gssr-1043	452	5	complete	complete	ADJ
gssr-1043	452	6	workflow	workflow	NOUN
gssr-1043	452	7	,	,	PUNCT
gssr-1043	452	8	starting	start	VERB
gssr-1043	452	9	with	with	ADP
gssr-1043	452	10	the	the	DET
gssr-1043	452	11	initial	initial	ADJ
gssr-1043	452	12	raw	raw	ADJ
gssr-1043	452	13	data	datum	NOUN
gssr-1043	452	14	and	and	CCONJ
gssr-1043	452	15	concluding	conclude	VERB
gssr-1043	452	16	with	with	ADP
gssr-1043	452	17	the	the	DET
gssr-1043	452	18	installation	installation	NOUN
gssr-1043	452	19	of	of	ADP
gssr-1043	452	20	the	the	DET
gssr-1043	452	21	finalized	finalized	ADJ
gssr-1043	452	22	model	model	NOUN
gssr-1043	452	23	.	.	PUNCT
gssr-1043	453	1	prior	prior	ADJ
gssr-1043	453	2	studies	study	NOUN
gssr-1043	453	3	have	have	AUX
gssr-1043	453	4	demonstrated	demonstrate	VERB
gssr-1043	453	5	that	that	SCONJ
gssr-1043	453	6	nas	nas	PROPN
gssr-1043	453	7	methodologies	methodology	NOUN
gssr-1043	453	8	surpass	surpass	VERB
gssr-1043	453	9	manually	manually	ADV
gssr-1043	453	10	crafted	craft	VERB
gssr-1043	453	11	network	network	NOUN
gssr-1043	453	12	architectures	architecture	NOUN
gssr-1043	453	13	in	in	ADP
gssr-1043	453	14	several	several	ADJ
gssr-1043	453	15	applications	application	NOUN
gssr-1043	453	16	,	,	PUNCT
gssr-1043	453	17	particularly	particularly	ADV
gssr-1043	453	18	in	in	ADP
gssr-1043	453	19	computer	computer	NOUN
gssr-1043	453	20	vision	vision	NOUN
gssr-1043	453	21	.	.	PUNCT
gssr-1043	454	1	however	however	ADV
gssr-1043	454	2	,	,	PUNCT
gssr-1043	454	3	only	only	ADV
gssr-1043	454	4	a	a	DET
gssr-1043	454	5	few	few	ADJ
gssr-1043	454	6	studies	study	NOUN
gssr-1043	454	7	focus	focus	VERB
gssr-1043	454	8	on	on	ADP
gssr-1043	454	9	the	the	DET
gssr-1043	454	10	global	global	ADJ
gssr-1043	454	11	sustainability	sustainability	NOUN
gssr-1043	454	12	research	research	NOUN
gssr-1043	454	13	global	global	ADJ
gssr-1043	454	14	scientific	scientific	ADJ
gssr-1043	454	15	research	research	NOUN
gssr-1043	454	16	66	66	NUM
gssr-1043	454	17	development	development	NOUN
gssr-1043	454	18	of	of	ADP
gssr-1043	454	19	cnns	cnn	NOUN
gssr-1043	454	20	for	for	ADP
gssr-1043	454	21	algal	algal	ADJ
gssr-1043	454	22	categorization	categorization	NOUN
gssr-1043	454	23	in	in	ADP
gssr-1043	454	24	river	river	NOUN
gssr-1043	454	25	catchments	catchment	NOUN
gssr-1043	454	26	,	,	PUNCT
gssr-1043	454	27	limiting	limit	VERB
gssr-1043	454	28	the	the	DET
gssr-1043	454	29	application	application	NOUN
gssr-1043	454	30	of	of	ADP
gssr-1043	454	31	nas	nas	PROPN
gssr-1043	454	32	in	in	ADP
gssr-1043	454	33	water	water	NOUN
gssr-1043	454	34	administration	administration	NOUN
gssr-1043	454	35	.	.	PUNCT
gssr-1043	455	1	additionally	additionally	ADV
gssr-1043	455	2	,	,	PUNCT
gssr-1043	455	3	it	it	PRON
gssr-1043	455	4	is	be	AUX
gssr-1043	455	5	crucial	crucial	ADJ
gssr-1043	455	6	to	to	PART
gssr-1043	455	7	explore	explore	VERB
gssr-1043	455	8	the	the	DET
gssr-1043	455	9	capabilities	capability	NOUN
gssr-1043	455	10	of	of	ADP
gssr-1043	455	11	nas	na	NOUN
gssr-1043	455	12	in	in	ADP
gssr-1043	455	13	developing	develop	VERB
gssr-1043	455	14	a	a	DET
gssr-1043	455	15	mixed	mixed	ADJ
gssr-1043	455	16	network	network	NOUN
gssr-1043	455	17	,	,	PUNCT
gssr-1043	455	18	such	such	ADJ
gssr-1043	455	19	as	as	ADP
gssr-1043	455	20	cnn+lstm	cnn+lstm	PROPN
gssr-1043	455	21	,	,	PUNCT
gssr-1043	455	22	to	to	PART
gssr-1043	455	23	address	address	VERB
gssr-1043	455	24	intricate	intricate	ADJ
gssr-1043	455	25	water	water	NOUN
gssr-1043	455	26	-	-	PUNCT
gssr-1043	455	27	related	relate	VERB
gssr-1043	455	28	issues	issue	NOUN
gssr-1043	455	29	.	.	PUNCT
gssr-1043	456	1	dl	dl	PROPN
gssr-1043	456	2	facilitates	facilitate	VERB
gssr-1043	456	3	the	the	DET
gssr-1043	456	4	creation	creation	NOUN
gssr-1043	456	5	of	of	ADP
gssr-1043	456	6	a	a	DET
gssr-1043	456	7	unified	unified	ADJ
gssr-1043	456	8	model	model	NOUN
gssr-1043	456	9	to	to	PART
gssr-1043	456	10	address	address	VERB
gssr-1043	456	11	intricate	intricate	ADJ
gssr-1043	456	12	issues	issue	NOUN
gssr-1043	456	13	and	and	CCONJ
gssr-1043	456	14	promote	promote	VERB
gssr-1043	456	15	comprehensive	comprehensive	ADJ
gssr-1043	456	16	learning	learning	NOUN
gssr-1043	456	17	.	.	PUNCT
gssr-1043	457	1	typically	typically	ADV
gssr-1043	457	2	,	,	PUNCT
gssr-1043	457	3	these	these	DET
gssr-1043	457	4	problems	problem	NOUN
gssr-1043	457	5	encompass	encompass	VERB
gssr-1043	457	6	a	a	DET
gssr-1043	457	7	sequence	sequence	NOUN
gssr-1043	457	8	of	of	ADP
gssr-1043	457	9	tasks	task	NOUN
gssr-1043	457	10	that	that	SCONJ
gssr-1043	457	11	conventional	conventional	ADJ
gssr-1043	457	12	learning	learning	NOUN
gssr-1043	457	13	methods	method	NOUN
gssr-1043	457	14	address	address	NOUN
gssr-1043	457	15	.	.	PUNCT
gssr-1043	458	1	to	to	PART
gssr-1043	458	2	surmount	surmount	VERB
gssr-1043	458	3	challenges	challenge	NOUN
gssr-1043	458	4	in	in	ADP
gssr-1043	458	5	algorithmic	algorithmic	ADJ
gssr-1043	458	6	development	development	NOUN
gssr-1043	458	7	and	and	CCONJ
gssr-1043	458	8	learning	learn	VERB
gssr-1043	458	9	system	system	NOUN
gssr-1043	458	10	design	design	NOUN
gssr-1043	458	11	for	for	ADP
gssr-1043	458	12	deep	deep	ADJ
gssr-1043	458	13	learning	learning	NOUN
gssr-1043	458	14	applications	application	NOUN
gssr-1043	458	15	in	in	ADP
gssr-1043	458	16	water	water	NOUN
gssr-1043	458	17	resource	resource	NOUN
gssr-1043	458	18	management	management	NOUN
gssr-1043	458	19	,	,	PUNCT
gssr-1043	458	20	it	it	PRON
gssr-1043	458	21	needs	need	VERB
gssr-1043	458	22	to	to	PART
gssr-1043	458	23	prioritize	prioritize	VERB
gssr-1043	458	24	resolving	resolve	VERB
gssr-1043	458	25	data	datum	NOUN
gssr-1043	458	26	quality	quality	NOUN
gssr-1043	458	27	issues	issue	NOUN
gssr-1043	458	28	,	,	PUNCT
gssr-1043	458	29	selecting	select	VERB
gssr-1043	458	30	suitable	suitable	ADJ
gssr-1043	458	31	architectures	architecture	NOUN
gssr-1043	458	32	such	such	ADJ
gssr-1043	458	33	as	as	ADP
gssr-1043	458	34	lstms	lstms	NOUN
gssr-1043	458	35	for	for	ADP
gssr-1043	458	36	time	time	NOUN
gssr-1043	458	37	-	-	PUNCT
gssr-1043	458	38	series	series	NOUN
gssr-1043	458	39	data	datum	NOUN
gssr-1043	458	40	,	,	PUNCT
gssr-1043	458	41	integrating	integrate	VERB
gssr-1043	458	42	domain	domain	NOUN
gssr-1043	458	43	knowledge	knowledge	NOUN
gssr-1043	458	44	into	into	ADP
gssr-1043	458	45	feature	feature	NOUN
gssr-1043	458	46	engineering	engineering	NOUN
gssr-1043	458	47	,	,	PUNCT
gssr-1043	458	48	formulating	formulate	VERB
gssr-1043	458	49	robust	robust	ADJ
gssr-1043	458	50	validation	validation	NOUN
gssr-1043	458	51	strategies	strategy	NOUN
gssr-1043	458	52	,	,	PUNCT
gssr-1043	458	53	ensuring	ensure	VERB
gssr-1043	458	54	model	model	NOUN
gssr-1043	458	55	explainability	explainability	NOUN
gssr-1043	458	56	,	,	PUNCT
gssr-1043	458	57	and	and	CCONJ
gssr-1043	458	58	mitigating	mitigate	VERB
gssr-1043	458	59	computational	computational	ADJ
gssr-1043	458	60	constraints	constraint	NOUN
gssr-1043	458	61	through	through	ADP
gssr-1043	458	62	optimization	optimization	NOUN
gssr-1043	458	63	techniques	technique	NOUN
gssr-1043	458	64	and	and	CCONJ
gssr-1043	458	65	cloud	cloud	NOUN
gssr-1043	458	66	computing	computing	NOUN
gssr-1043	458	67	.	.	PUNCT
gssr-1043	459	1	multi	multi	ADJ
gssr-1043	459	2	-	-	ADJ
gssr-1043	459	3	agent	agent	ADJ
gssr-1043	459	4	systems	system	NOUN
gssr-1043	459	5	a	a	DET
gssr-1043	459	6	system	system	NOUN
gssr-1043	459	7	with	with	ADP
gssr-1043	459	8	several	several	ADJ
gssr-1043	459	9	agents	agent	NOUN
gssr-1043	459	10	comprises	comprise	VERB
gssr-1043	459	11	multiple	multiple	ADJ
gssr-1043	459	12	intelligent	intelligent	ADJ
gssr-1043	459	13	humans	human	NOUN
gssr-1043	459	14	that	that	PRON
gssr-1043	459	15	engage	engage	VERB
gssr-1043	459	16	within	within	ADP
gssr-1043	459	17	a	a	DET
gssr-1043	459	18	shared	share	VERB
gssr-1043	459	19	setting	setting	NOUN
gssr-1043	459	20	to	to	PART
gssr-1043	459	21	pursue	pursue	VERB
gssr-1043	459	22	either	either	CCONJ
gssr-1043	459	23	cooperative	cooperative	ADJ
gssr-1043	459	24	or	or	CCONJ
gssr-1043	459	25	adversarial	adversarial	ADJ
gssr-1043	459	26	objectives	objective	NOUN
gssr-1043	459	27	.	.	PUNCT
gssr-1043	460	1	an	an	DET
gssr-1043	460	2	agent	agent	NOUN
gssr-1043	460	3	is	be	AUX
gssr-1043	460	4	a	a	DET
gssr-1043	460	5	software	software	NOUN
gssr-1043	460	6	entity	entity	NOUN
gssr-1043	460	7	,	,	PUNCT
gssr-1043	460	8	robotic	robotic	ADJ
gssr-1043	460	9	system	system	NOUN
gssr-1043	460	10	,	,	PUNCT
gssr-1043	460	11	or	or	CCONJ
gssr-1043	460	12	individual	individual	NOUN
gssr-1043	460	13	.	.	PUNCT
gssr-1043	461	1	each	each	DET
gssr-1043	461	2	agent	agent	NOUN
gssr-1043	461	3	generally	generally	ADV
gssr-1043	461	4	possesses	possess	VERB
gssr-1043	461	5	unique	unique	ADJ
gssr-1043	461	6	views	view	NOUN
gssr-1043	461	7	of	of	ADP
gssr-1043	461	8	the	the	DET
gssr-1043	461	9	surroundings	surrounding	NOUN
gssr-1043	461	10	,	,	PUNCT
gssr-1043	461	11	conduct	conduct	VERB
gssr-1043	461	12	,	,	PUNCT
gssr-1043	461	13	and	and	CCONJ
gssr-1043	461	14	goals	goal	NOUN
gssr-1043	461	15	.	.	PUNCT
gssr-1043	462	1	each	each	DET
gssr-1043	462	2	agent	agent	NOUN
gssr-1043	462	3	substantially	substantially	ADV
gssr-1043	462	4	engages	engage	VERB
gssr-1043	462	5	with	with	ADP
gssr-1043	462	6	other	other	ADJ
gssr-1043	462	7	agents	agent	NOUN
gssr-1043	462	8	through	through	ADP
gssr-1043	462	9	its	its	PRON
gssr-1043	462	10	actions	action	NOUN
gssr-1043	462	11	or	or	CCONJ
gssr-1043	462	12	modifications	modification	NOUN
gssr-1043	462	13	to	to	ADP
gssr-1043	462	14	the	the	DET
gssr-1043	462	15	communal	communal	ADJ
gssr-1043	462	16	environment	environment	NOUN
gssr-1043	462	17	.	.	PUNCT
gssr-1043	463	1	the	the	DET
gssr-1043	463	2	agents	agent	NOUN
gssr-1043	463	3	may	may	AUX
gssr-1043	463	4	exhibit	exhibit	VERB
gssr-1043	463	5	collaboration	collaboration	NOUN
gssr-1043	463	6	,	,	PUNCT
gssr-1043	463	7	competition	competition	NOUN
gssr-1043	463	8	,	,	PUNCT
gssr-1043	463	9	or	or	CCONJ
gssr-1043	463	10	a	a	DET
gssr-1043	463	11	combination	combination	NOUN
gssr-1043	463	12	of	of	ADP
gssr-1043	463	13	both	both	PRON
gssr-1043	463	14	.	.	PUNCT
gssr-1043	464	1	multi	multi	ADJ
gssr-1043	464	2	-	-	ADJ
gssr-1043	464	3	agent	agent	ADJ
gssr-1043	464	4	systems	system	NOUN
gssr-1043	464	5	can	can	AUX
gssr-1043	464	6	efficiently	efficiently	ADV
gssr-1043	464	7	oversee	oversee	VERB
gssr-1043	464	8	the	the	DET
gssr-1043	464	9	dynamic	dynamic	ADJ
gssr-1043	464	10	interactions	interaction	NOUN
gssr-1043	464	11	among	among	ADP
gssr-1043	464	12	various	various	ADJ
gssr-1043	464	13	components	component	NOUN
gssr-1043	464	14	of	of	ADP
gssr-1043	464	15	the	the	DET
gssr-1043	464	16	uws	uws	PROPN
gssr-1043	464	17	system	system	NOUN
gssr-1043	464	18	and	and	CCONJ
gssr-1043	464	19	the	the	DET
gssr-1043	464	20	surrounding	surround	VERB
gssr-1043	464	21	environment	environment	NOUN
gssr-1043	464	22	.	.	PUNCT
gssr-1043	465	1	these	these	DET
gssr-1043	465	2	interactions	interaction	NOUN
gssr-1043	465	3	become	become	VERB
gssr-1043	465	4	increasingly	increasingly	ADV
gssr-1043	465	5	significant	significant	ADJ
gssr-1043	465	6	as	as	SCONJ
gssr-1043	465	7	the	the	DET
gssr-1043	465	8	system	system	NOUN
gssr-1043	465	9	grows	grow	VERB
gssr-1043	465	10	more	more	ADV
gssr-1043	465	11	complicated	complicated	ADJ
gssr-1043	465	12	and	and	CCONJ
gssr-1043	465	13	uncertain	uncertain	ADJ
gssr-1043	465	14	.	.	PUNCT
gssr-1043	466	1	river	river	NOUN
gssr-1043	466	2	basins	basin	NOUN
gssr-1043	466	3	and	and	CCONJ
gssr-1043	466	4	hydrological	hydrological	ADJ
gssr-1043	466	5	systems	system	NOUN
gssr-1043	466	6	extensively	extensively	ADV
gssr-1043	466	7	use	use	VERB
gssr-1043	466	8	agent	agent	NOUN
gssr-1043	466	9	-	-	PUNCT
gssr-1043	466	10	based	base	VERB
gssr-1043	466	11	models	model	NOUN
gssr-1043	466	12	to	to	PART
gssr-1043	466	13	analyze	analyze	VERB
gssr-1043	466	14	the	the	DET
gssr-1043	466	15	collective	collective	ADJ
gssr-1043	466	16	behaviors	behavior	NOUN
gssr-1043	466	17	of	of	ADP
gssr-1043	466	18	multiple	multiple	ADJ
gssr-1043	466	19	agents	agent	NOUN
gssr-1043	466	20	and	and	CCONJ
gssr-1043	466	21	formulate	formulate	ADJ
gssr-1043	466	22	land	land	NOUN
gssr-1043	466	23	and	and	CCONJ
gssr-1043	466	24	water	water	NOUN
gssr-1043	466	25	management	management	NOUN
gssr-1043	466	26	strategies	strategy	NOUN
gssr-1043	466	27	(	(	PUNCT
gssr-1043	466	28	yang	yang	PROPN
gssr-1043	466	29	et	et	PROPN
gssr-1043	466	30	al	al	PROPN
gssr-1043	466	31	.	.	PROPN
gssr-1043	466	32	,	,	PUNCT
gssr-1043	466	33	2009	2009	NUM
gssr-1043	466	34	)	)	PUNCT
gssr-1043	466	35	.	.	PUNCT
gssr-1043	467	1	nonetheless	nonetheless	ADV
gssr-1043	467	2	,	,	PUNCT
gssr-1043	467	3	the	the	DET
gssr-1043	467	4	underwater	underwater	ADJ
gssr-1043	467	5	system	system	NOUN
gssr-1043	467	6	(	(	PUNCT
gssr-1043	467	7	uws	uws	PROPN
gssr-1043	467	8	)	)	PUNCT
gssr-1043	467	9	limits	limit	VERB
gssr-1043	467	10	the	the	DET
gssr-1043	467	11	implementation	implementation	NOUN
gssr-1043	467	12	of	of	ADP
gssr-1043	467	13	multi	multi	ADJ
gssr-1043	467	14	-	-	ADJ
gssr-1043	467	15	agent	agent	ADJ
gssr-1043	467	16	systems	system	NOUN
gssr-1043	467	17	,	,	PUNCT
gssr-1043	467	18	primarily	primarily	ADV
gssr-1043	467	19	emphasizing	emphasize	VERB
gssr-1043	467	20	agent	agent	NOUN
gssr-1043	467	21	design	design	NOUN
gssr-1043	467	22	and	and	CCONJ
gssr-1043	467	23	the	the	DET
gssr-1043	467	24	resolution	resolution	NOUN
gssr-1043	467	25	of	of	ADP
gssr-1043	467	26	technological	technological	ADJ
gssr-1043	467	27	obstacles	obstacle	NOUN
gssr-1043	467	28	.	.	PUNCT
gssr-1043	468	1	the	the	DET
gssr-1043	468	2	independent	independent	ADJ
gssr-1043	468	3	choices	choice	NOUN
gssr-1043	468	4	on	on	ADP
gssr-1043	468	5	ideal	ideal	ADJ
gssr-1043	468	6	strategy	strategy	NOUN
gssr-1043	468	7	and	and	CCONJ
gssr-1043	468	8	operational	operational	ADJ
gssr-1043	468	9	issues	issue	NOUN
gssr-1043	468	10	require	require	VERB
gssr-1043	468	11	the	the	DET
gssr-1043	468	12	deployment	deployment	NOUN
gssr-1043	468	13	of	of	ADP
gssr-1043	468	14	cooperative	cooperative	ADJ
gssr-1043	468	15	multi	multi	ADJ
gssr-1043	468	16	-	-	ADJ
gssr-1043	468	17	agent	agent	ADJ
gssr-1043	468	18	systems	system	NOUN
gssr-1043	468	19	.	.	PUNCT
gssr-1043	469	1	when	when	SCONJ
gssr-1043	469	2	you	you	PRON
gssr-1043	469	3	combine	combine	VERB
gssr-1043	469	4	different	different	ADJ
gssr-1043	469	5	agents	agent	NOUN
gssr-1043	469	6	with	with	ADP
gssr-1043	469	7	advanced	advanced	ADJ
gssr-1043	469	8	deep	deep	ADJ
gssr-1043	469	9	reinforcement	reinforcement	NOUN
gssr-1043	469	10	learning	learning	NOUN
gssr-1043	469	11	technology	technology	NOUN
gssr-1043	469	12	,	,	PUNCT
gssr-1043	469	13	you	you	PRON
gssr-1043	469	14	can	can	AUX
gssr-1043	469	15	make	make	VERB
gssr-1043	469	16	an	an	DET
gssr-1043	469	17	autonomous	autonomous	ADJ
gssr-1043	469	18	choice	choice	NOUN
gssr-1043	469	19	framework	framework	NOUN
gssr-1043	469	20	that	that	PRON
gssr-1043	469	21	can	can	AUX
gssr-1043	469	22	make	make	VERB
gssr-1043	469	23	the	the	DET
gssr-1043	469	24	best	good	ADJ
gssr-1043	469	25	decisions	decision	NOUN
gssr-1043	469	26	in	in	ADP
gssr-1043	469	27	real	real	ADJ
gssr-1043	469	28	-	-	PUNCT
gssr-1043	469	29	time	time	NOUN
gssr-1043	469	30	and	and	CCONJ
gssr-1043	469	31	adjust	adjust	VERB
gssr-1043	469	32	to	to	ADP
gssr-1043	469	33	a	a	DET
gssr-1043	469	34	changing	change	VERB
gssr-1043	469	35	environment	environment	NOUN
gssr-1043	469	36	.	.	PUNCT
gssr-1043	470	1	an	an	DET
gssr-1043	470	2	illustration	illustration	NOUN
gssr-1043	470	3	is	be	AUX
gssr-1043	470	4	the	the	DET
gssr-1043	470	5	formulation	formulation	NOUN
gssr-1043	470	6	of	of	ADP
gssr-1043	470	7	a	a	DET
gssr-1043	470	8	multi	multi	ADJ
gssr-1043	470	9	-	-	ADJ
gssr-1043	470	10	agent	agent	ADJ
gssr-1043	470	11	deep	deep	ADJ
gssr-1043	470	12	reinforcement	reinforcement	NOUN
gssr-1043	470	13	learning	learning	NOUN
gssr-1043	470	14	methodology	methodology	NOUN
gssr-1043	470	15	to	to	PART
gssr-1043	470	16	simultaneously	simultaneously	ADV
gssr-1043	470	17	optimize	optimize	VERB
gssr-1043	470	18	dissolved	dissolve	VERB
gssr-1043	470	19	oxygen	oxygen	NOUN
gssr-1043	470	20	(	(	PUNCT
gssr-1043	470	21	do	do	AUX
gssr-1043	470	22	)	)	PUNCT
gssr-1043	470	23	levels	level	NOUN
gssr-1043	470	24	and	and	CCONJ
gssr-1043	470	25	reagent	reagent	ADJ
gssr-1043	470	26	dosages	dosage	NOUN
gssr-1043	470	27	in	in	ADP
gssr-1043	470	28	wwtp	wwtp	NOUN
gssr-1043	470	29	.	.	PUNCT
gssr-1043	471	1	this	this	DET
gssr-1043	471	2	framework	framework	NOUN
gssr-1043	471	3	can	can	AUX
gssr-1043	471	4	supervise	supervise	VERB
gssr-1043	471	5	the	the	DET
gssr-1043	471	6	functioning	functioning	NOUN
gssr-1043	471	7	of	of	ADP
gssr-1043	471	8	storage	storage	NOUN
gssr-1043	471	9	vessels	vessel	NOUN
gssr-1043	471	10	and	and	CCONJ
gssr-1043	471	11	sustainable	sustainable	ADJ
gssr-1043	471	12	drainage	drainage	NOUN
gssr-1043	471	13	systems	system	NOUN
gssr-1043	471	14	(	(	PUNCT
gssr-1043	471	15	suds	sud	NOUN
gssr-1043	471	16	)	)	PUNCT
gssr-1043	471	17	within	within	ADP
gssr-1043	471	18	the	the	DET
gssr-1043	471	19	sewage	sewage	NOUN
gssr-1043	471	20	system	system	NOUN
gssr-1043	471	21	,	,	PUNCT
gssr-1043	471	22	regulate	regulate	VERB
gssr-1043	471	23	water	water	NOUN
gssr-1043	471	24	containers	container	NOUN
gssr-1043	471	25	and	and	CCONJ
gssr-1043	471	26	pumps	pump	NOUN
gssr-1043	471	27	in	in	ADP
gssr-1043	471	28	the	the	DET
gssr-1043	471	29	water	water	NOUN
gssr-1043	471	30	distribution	distribution	NOUN
gssr-1043	471	31	network	network	NOUN
gssr-1043	471	32	,	,	PUNCT
gssr-1043	471	33	or	or	CCONJ
gssr-1043	471	34	orchestrate	orchestrate	VERB
gssr-1043	471	35	several	several	ADJ
gssr-1043	471	36	drones	drone	NOUN
gssr-1043	471	37	during	during	ADP
gssr-1043	471	38	flood	flood	NOUN
gssr-1043	471	39	emergency	emergency	NOUN
gssr-1043	471	40	operations	operation	NOUN
gssr-1043	471	41	.	.	PUNCT
gssr-1043	472	1	the	the	DET
gssr-1043	472	2	system	system	NOUN
gssr-1043	472	3	ingredients	ingredient	NOUN
gssr-1043	472	4	,	,	PUNCT
gssr-1043	472	5	defined	define	VERB
gssr-1043	472	6	as	as	ADP
gssr-1043	472	7	multiple	multiple	ADJ
gssr-1043	472	8	people	people	NOUN
gssr-1043	472	9	,	,	PUNCT
gssr-1043	472	10	may	may	AUX
gssr-1043	472	11	collaborate	collaborate	VERB
gssr-1043	472	12	to	to	PART
gssr-1043	472	13	attain	attain	VERB
gssr-1043	472	14	the	the	DET
gssr-1043	472	15	defined	define	VERB
gssr-1043	472	16	objectives	objective	NOUN
gssr-1043	472	17	.	.	PUNCT
gssr-1043	473	1	in	in	ADP
gssr-1043	473	2	the	the	DET
gssr-1043	473	3	domain	domain	NOUN
gssr-1043	473	4	of	of	ADP
gssr-1043	473	5	pump	pump	NOUN
gssr-1043	473	6	operations	operation	NOUN
gssr-1043	473	7	,	,	PUNCT
gssr-1043	473	8	we	we	PRON
gssr-1043	473	9	can	can	AUX
gssr-1043	473	10	develop	develop	VERB
gssr-1043	473	11	a	a	DET
gssr-1043	473	12	specialized	specialized	ADJ
gssr-1043	473	13	agent	agent	NOUN
gssr-1043	473	14	to	to	PART
gssr-1043	473	15	oversee	oversee	VERB
gssr-1043	473	16	pumps	pump	NOUN
gssr-1043	473	17	in	in	ADP
gssr-1043	473	18	a	a	DET
gssr-1043	473	19	designated	designate	VERB
gssr-1043	473	20	section	section	NOUN
gssr-1043	473	21	of	of	ADP
gssr-1043	473	22	the	the	DET
gssr-1043	473	23	water	water	NOUN
gssr-1043	473	24	network	network	NOUN
gssr-1043	473	25	,	,	PUNCT
gssr-1043	473	26	providing	provide	VERB
gssr-1043	473	27	optimal	optimal	ADJ
gssr-1043	473	28	pressure	pressure	NOUN
gssr-1043	473	29	to	to	PART
gssr-1043	473	30	satisfy	satisfy	VERB
gssr-1043	473	31	increased	increase	VERB
gssr-1043	473	32	demand	demand	NOUN
gssr-1043	473	33	.	.	PUNCT
gssr-1043	474	1	an	an	DET
gssr-1043	474	2	auxiliary	auxiliary	ADJ
gssr-1043	474	3	agent	agent	NOUN
gssr-1043	474	4	can	can	AUX
gssr-1043	474	5	be	be	AUX
gssr-1043	474	6	devised	devise	VERB
gssr-1043	474	7	to	to	PART
gssr-1043	474	8	control	control	VERB
gssr-1043	474	9	pumps	pump	NOUN
gssr-1043	474	10	in	in	ADP
gssr-1043	474	11	a	a	DET
gssr-1043	474	12	neighboring	neighboring	NOUN
gssr-1043	474	13	section	section	NOUN
gssr-1043	474	14	of	of	ADP
gssr-1043	474	15	the	the	DET
gssr-1043	474	16	water	water	NOUN
gssr-1043	474	17	line	line	NOUN
gssr-1043	474	18	in	in	ADP
gssr-1043	474	19	order	order	NOUN
gssr-1043	474	20	to	to	PART
gssr-1043	474	21	maintain	maintain	VERB
gssr-1043	474	22	low	low	ADJ
gssr-1043	474	23	pressure	pressure	NOUN
gssr-1043	474	24	and	and	CCONJ
gssr-1043	474	25	reduce	reduce	VERB
gssr-1043	474	26	leakage	leakage	NOUN
gssr-1043	474	27	.	.	PUNCT
gssr-1043	475	1	to	to	PART
gssr-1043	475	2	achieve	achieve	VERB
gssr-1043	475	3	competing	compete	VERB
gssr-1043	475	4	strategic	strategic	ADJ
gssr-1043	475	5	goals	goal	NOUN
gssr-1043	475	6	in	in	ADP
gssr-1043	475	7	the	the	DET
gssr-1043	475	8	water	water	NOUN
gssr-1043	475	9	system	system	NOUN
gssr-1043	475	10	,	,	PUNCT
gssr-1043	475	11	the	the	DET
gssr-1043	475	12	two	two	NUM
gssr-1043	475	13	operators	operator	NOUN
gssr-1043	475	14	must	must	AUX
gssr-1043	475	15	engage	engage	VERB
gssr-1043	475	16	and	and	CCONJ
gssr-1043	475	17	skillfully	skillfully	ADV
gssr-1043	475	18	maneuver	maneuver	NOUN
gssr-1043	475	19	under	under	ADP
gssr-1043	475	20	dynamic	dynamic	ADJ
gssr-1043	475	21	conditions	condition	NOUN
gssr-1043	475	22	.	.	PUNCT
gssr-1043	476	1	the	the	DET
gssr-1043	476	2	implementation	implementation	NOUN
gssr-1043	476	3	of	of	ADP
gssr-1043	476	4	multi	multi	ADJ
gssr-1043	476	5	-	-	ADJ
gssr-1043	476	6	agent	agent	ADJ
gssr-1043	476	7	systems	system	NOUN
gssr-1043	476	8	facilitates	facilitate	VERB
gssr-1043	476	9	the	the	DET
gssr-1043	476	10	creation	creation	NOUN
gssr-1043	476	11	of	of	ADP
gssr-1043	476	12	a	a	DET
gssr-1043	476	13	decentralized	decentralize	VERB
gssr-1043	476	14	,	,	PUNCT
gssr-1043	476	15	very	very	ADV
gssr-1043	476	16	effective	effective	ADJ
gssr-1043	476	17	underwater	underwater	ADJ
gssr-1043	476	18	wireless	wireless	ADJ
gssr-1043	476	19	sensor	sensor	NOUN
gssr-1043	476	20	system	system	NOUN
gssr-1043	476	21	(	(	PUNCT
gssr-1043	476	22	uws	uws	PROPN
gssr-1043	476	23	)	)	PUNCT
gssr-1043	476	24	.	.	PUNCT
gssr-1043	477	1	furthermore	furthermore	ADV
gssr-1043	477	2	,	,	PUNCT
gssr-1043	477	3	representatives	representative	NOUN
gssr-1043	477	4	from	from	ADP
gssr-1043	477	5	numerous	numerous	ADJ
gssr-1043	477	6	groups	group	NOUN
gssr-1043	477	7	,	,	PUNCT
gssr-1043	477	8	including	include	VERB
gssr-1043	477	9	owners	owner	NOUN
gssr-1043	477	10	,	,	PUNCT
gssr-1043	477	11	planners	planner	NOUN
gssr-1043	477	12	for	for	ADP
gssr-1043	477	13	cities	city	NOUN
gssr-1043	477	14	,	,	PUNCT
gssr-1043	477	15	and	and	CCONJ
gssr-1043	477	16	water	water	NOUN
gssr-1043	477	17	customers	customer	NOUN
gssr-1043	477	18	,	,	PUNCT
gssr-1043	477	19	have	have	VERB
gssr-1043	477	20	the	the	DET
gssr-1043	477	21	ability	ability	NOUN
gssr-1043	477	22	to	to	PART
gssr-1043	477	23	negotiate	negotiate	VERB
gssr-1043	477	24	to	to	PART
gssr-1043	477	25	safeguard	safeguard	VERB
gssr-1043	477	26	their	their	PRON
gssr-1043	477	27	respective	respective	ADJ
gssr-1043	477	28	interests	interest	NOUN
gssr-1043	477	29	in	in	ADP
gssr-1043	477	30	the	the	DET
gssr-1043	477	31	development	development	NOUN
gssr-1043	477	32	and	and	CCONJ
gssr-1043	477	33	administration	administration	NOUN
gssr-1043	477	34	of	of	ADP
gssr-1043	477	35	water	water	NOUN
gssr-1043	477	36	systems	system	NOUN
gssr-1043	477	37	.	.	PUNCT
gssr-1043	478	1	to	to	PART
gssr-1043	478	2	address	address	VERB
gssr-1043	478	3	the	the	DET
gssr-1043	478	4	challenges	challenge	NOUN
gssr-1043	478	5	of	of	ADP
gssr-1043	478	6	implementing	implement	VERB
gssr-1043	478	7	deep	deep	ADJ
gssr-1043	478	8	learning	learning	NOUN
gssr-1043	478	9	in	in	ADP
gssr-1043	478	10	multi	multi	ADJ
gssr-1043	478	11	-	-	ADJ
gssr-1043	478	12	agent	agent	ADJ
gssr-1043	478	13	systems	system	NOUN
gssr-1043	478	14	for	for	ADP
gssr-1043	478	15	water	water	NOUN
gssr-1043	478	16	resource	resource	NOUN
gssr-1043	478	17	management	management	NOUN
gssr-1043	478	18	,	,	PUNCT
gssr-1043	478	19	essential	essential	ADJ
gssr-1043	478	20	strategies	strategy	NOUN
gssr-1043	478	21	encompass	encompass	NOUN
gssr-1043	478	22	:	:	PUNCT
gssr-1043	478	23	meticulously	meticulously	ADV
gssr-1043	478	24	designing	design	VERB
gssr-1043	478	25	agent	agent	NOUN
gssr-1043	478	26	interactions	interaction	NOUN
gssr-1043	478	27	,	,	PUNCT
gssr-1043	478	28	regulating	regulate	VERB
gssr-1043	478	29	information	information	NOUN
gssr-1043	478	30	sharing	sharing	NOUN
gssr-1043	478	31	,	,	PUNCT
gssr-1043	478	32	employing	employ	VERB
gssr-1043	478	33	suitable	suitable	ADJ
gssr-1043	478	34	reinforcement	reinforcement	NOUN
gssr-1043	478	35	learning	learning	NOUN
gssr-1043	478	36	methodologies	methodology	NOUN
gssr-1043	478	37	,	,	PUNCT
gssr-1043	478	38	formulating	formulate	VERB
gssr-1043	478	39	robust	robust	ADJ
gssr-1043	478	40	reward	reward	NOUN
gssr-1043	478	41	functions	function	NOUN
gssr-1043	478	42	,	,	PUNCT
gssr-1043	478	43	integrating	integrate	VERB
gssr-1043	478	44	domain	domain	NOUN
gssr-1043	478	45	expertise	expertise	NOUN
gssr-1043	478	46	,	,	PUNCT
gssr-1043	478	47	and	and	CCONJ
gssr-1043	478	48	ensuring	ensure	VERB
gssr-1043	478	49	scalability	scalability	NOUN
gssr-1043	478	50	for	for	ADP
gssr-1043	478	51	intricate	intricate	ADJ
gssr-1043	478	52	water	water	NOUN
gssr-1043	478	53	systems	system	NOUN
gssr-1043	478	54	;	;	PUNCT
gssr-1043	478	55	all	all	PRON
gssr-1043	478	56	while	while	SCONJ
gssr-1043	478	57	accounting	account	VERB
gssr-1043	478	58	for	for	ADP
gssr-1043	478	59	the	the	DET
gssr-1043	478	60	distinctive	distinctive	ADJ
gssr-1043	478	61	attributes	attribute	NOUN
gssr-1043	478	62	of	of	ADP
gssr-1043	478	63	the	the	DET
gssr-1043	478	64	water	water	NOUN
gssr-1043	478	65	resource	resource	NOUN
gssr-1043	478	66	environment	environment	NOUN
gssr-1043	478	67	and	and	CCONJ
gssr-1043	478	68	the	the	DET
gssr-1043	478	69	varied	varied	ADJ
gssr-1043	478	70	stakeholders	stakeholder	NOUN
gssr-1043	478	71	involved	involve	VERB
gssr-1043	478	72	.	.	PUNCT
gssr-1043	479	1	global	global	ADJ
gssr-1043	479	2	sustainability	sustainability	NOUN
gssr-1043	479	3	research	research	NOUN
gssr-1043	479	4	global	global	ADJ
gssr-1043	479	5	scientific	scientific	ADJ
gssr-1043	479	6	research	research	NOUN
gssr-1043	479	7	67	67	NUM
gssr-1043	479	8	digital	digital	ADJ
gssr-1043	479	9	twins	twin	NOUN
gssr-1043	479	10	and	and	CCONJ
gssr-1043	479	11	autonomous	autonomous	ADJ
gssr-1043	479	12	systems	system	NOUN
gssr-1043	479	13	the	the	DET
gssr-1043	479	14	concept	concept	NOUN
gssr-1043	479	15	of	of	ADP
gssr-1043	479	16	digital	digital	ADJ
gssr-1043	479	17	twins	twin	NOUN
gssr-1043	479	18	has	have	AUX
gssr-1043	479	19	generated	generate	VERB
gssr-1043	479	20	considerable	considerable	ADJ
gssr-1043	479	21	interest	interest	NOUN
gssr-1043	479	22	and	and	CCONJ
gssr-1043	479	23	progress	progress	NOUN
gssr-1043	479	24	in	in	ADP
gssr-1043	479	25	the	the	DET
gssr-1043	479	26	water	water	NOUN
gssr-1043	479	27	sector	sector	NOUN
gssr-1043	479	28	.	.	PUNCT
gssr-1043	480	1	while	while	SCONJ
gssr-1043	480	2	there	there	PRON
gssr-1043	480	3	are	be	VERB
gssr-1043	480	4	some	some	DET
gssr-1043	480	5	similarities	similarity	NOUN
gssr-1043	480	6	between	between	ADP
gssr-1043	480	7	a	a	DET
gssr-1043	480	8	digital	digital	ADJ
gssr-1043	480	9	twin	twin	NOUN
gssr-1043	480	10	and	and	CCONJ
gssr-1043	480	11	a	a	DET
gssr-1043	480	12	classical	classical	ADJ
gssr-1043	480	13	model	model	NOUN
gssr-1043	480	14	,	,	PUNCT
gssr-1043	480	15	a	a	DET
gssr-1043	480	16	digital	digital	ADJ
gssr-1043	480	17	twin	twin	NOUN
gssr-1043	480	18	typically	typically	ADV
gssr-1043	480	19	integrates	integrate	VERB
gssr-1043	480	20	with	with	ADP
gssr-1043	480	21	the	the	DET
gssr-1043	480	22	real	real	ADJ
gssr-1043	480	23	world	world	NOUN
gssr-1043	480	24	.	.	PUNCT
gssr-1043	481	1	ibm	ibm	PROPN
gssr-1043	481	2	defines	define	VERB
gssr-1043	481	3	digital	digital	ADJ
gssr-1043	481	4	as	as	ADP
gssr-1043	481	5	a	a	DET
gssr-1043	481	6	virtual	virtual	ADJ
gssr-1043	481	7	embodiment	embodiment	NOUN
gssr-1043	481	8	of	of	ADP
gssr-1043	481	9	a	a	DET
gssr-1043	481	10	physical	physical	ADJ
gssr-1043	481	11	system	system	NOUN
gssr-1043	481	12	across	across	ADP
gssr-1043	481	13	its	its	PRON
gssr-1043	481	14	full	full	ADJ
gssr-1043	481	15	lifecycle	lifecycle	NOUN
gssr-1043	481	16	,	,	PUNCT
gssr-1043	481	17	employing	employ	VERB
gssr-1043	481	18	real	real	ADJ
gssr-1043	481	19	-	-	PUNCT
gssr-1043	481	20	time	time	NOUN
gssr-1043	481	21	data	datum	NOUN
gssr-1043	481	22	to	to	PART
gssr-1043	481	23	enhance	enhance	VERB
gssr-1043	481	24	understanding	understanding	NOUN
gssr-1043	481	25	,	,	PUNCT
gssr-1043	481	26	learning	learning	NOUN
gssr-1043	481	27	,	,	PUNCT
gssr-1043	481	28	and	and	CCONJ
gssr-1043	481	29	reasoning	reasoning	NOUN
gssr-1043	481	30	.	.	PUNCT
gssr-1043	482	1	while	while	SCONJ
gssr-1043	482	2	the	the	DET
gssr-1043	482	3	precise	precise	ADJ
gssr-1043	482	4	construction	construction	NOUN
gssr-1043	482	5	of	of	ADP
gssr-1043	482	6	a	a	DET
gssr-1043	482	7	digital	digital	ADJ
gssr-1043	482	8	twin	twin	NOUN
gssr-1043	482	9	remains	remain	VERB
gssr-1043	482	10	a	a	DET
gssr-1043	482	11	topic	topic	NOUN
gssr-1043	482	12	of	of	ADP
gssr-1043	482	13	debate	debate	NOUN
gssr-1043	482	14	,	,	PUNCT
gssr-1043	482	15	we	we	PRON
gssr-1043	482	16	typically	typically	ADV
gssr-1043	482	17	anticipate	anticipate	VERB
gssr-1043	482	18	it	it	PRON
gssr-1043	482	19	to	to	PART
gssr-1043	482	20	possess	possess	VERB
gssr-1043	482	21	the	the	DET
gssr-1043	482	22	following	follow	VERB
gssr-1043	482	23	fundamental	fundamental	ADJ
gssr-1043	482	24	characteristics	characteristic	NOUN
gssr-1043	482	25	:	:	PUNCT
gssr-1043	482	26	we	we	PRON
gssr-1043	482	27	integrate	integrate	VERB
gssr-1043	482	28	the	the	DET
gssr-1043	482	29	employed	employ	VERB
gssr-1043	482	30	mathematical	mathematical	ADJ
gssr-1043	482	31	models	model	NOUN
gssr-1043	482	32	with	with	ADP
gssr-1043	482	33	the	the	DET
gssr-1043	482	34	real	real	ADJ
gssr-1043	482	35	water	water	NOUN
gssr-1043	482	36	system	system	NOUN
gssr-1043	482	37	they	they	PRON
gssr-1043	482	38	depict	depict	VERB
gssr-1043	482	39	,	,	PUNCT
gssr-1043	482	40	which	which	PRON
gssr-1043	482	41	may	may	AUX
gssr-1043	482	42	be	be	AUX
gssr-1043	482	43	based	base	VERB
gssr-1043	482	44	on	on	ADP
gssr-1043	482	45	physical	physical	ADJ
gssr-1043	482	46	principles	principle	NOUN
gssr-1043	482	47	,	,	PUNCT
gssr-1043	482	48	machine	machine	NOUN
gssr-1043	482	49	learning	learning	NOUN
gssr-1043	482	50	,	,	PUNCT
gssr-1043	482	51	or	or	CCONJ
gssr-1043	482	52	a	a	DET
gssr-1043	482	53	combination	combination	NOUN
gssr-1043	482	54	of	of	ADP
gssr-1043	482	55	both	both	PRON
gssr-1043	482	56	.	.	PUNCT
gssr-1043	483	1	real	real	ADJ
gssr-1043	483	2	-	-	PUNCT
gssr-1043	483	3	time	time	NOUN
gssr-1043	483	4	info	info	NOUN
gssr-1043	483	5	coming	come	VERB
gssr-1043	483	6	from	from	ADP
gssr-1043	483	7	connected	connected	ADJ
gssr-1043	483	8	sensors	sensor	NOUN
gssr-1043	483	9	combines	combine	VERB
gssr-1043	483	10	these	these	DET
gssr-1043	483	11	models	model	NOUN
gssr-1043	483	12	to	to	PART
gssr-1043	483	13	accurately	accurately	ADV
gssr-1043	483	14	depict	depict	VERB
gssr-1043	483	15	the	the	DET
gssr-1043	483	16	recent	recent	ADJ
gssr-1043	483	17	condition	condition	NOUN
gssr-1043	483	18	of	of	ADP
gssr-1043	483	19	the	the	DET
gssr-1043	483	20	physical	physical	ADJ
gssr-1043	483	21	structure	structure	NOUN
gssr-1043	483	22	.	.	PUNCT
gssr-1043	484	1	they	they	PRON
gssr-1043	484	2	have	have	VERB
gssr-1043	484	3	the	the	DET
gssr-1043	484	4	ability	ability	NOUN
gssr-1043	484	5	to	to	PART
gssr-1043	484	6	analyze	analyze	VERB
gssr-1043	484	7	hypothetical	hypothetical	ADJ
gssr-1043	484	8	events	event	NOUN
gssr-1043	484	9	and	and	CCONJ
gssr-1043	484	10	provide	provide	VERB
gssr-1043	484	11	forecasts	forecast	NOUN
gssr-1043	484	12	regarding	regard	VERB
gssr-1043	484	13	future	future	ADJ
gssr-1043	484	14	conditions	condition	NOUN
gssr-1043	484	15	.	.	PUNCT
gssr-1043	485	1	moreover	moreover	ADV
gssr-1043	485	2	,	,	PUNCT
gssr-1043	485	3	it	it	PRON
gssr-1043	485	4	may	may	AUX
gssr-1043	485	5	leverage	leverage	VERB
gssr-1043	485	6	design	design	NOUN
gssr-1043	485	7	,	,	PUNCT
gssr-1043	485	8	maintenance	maintenance	NOUN
gssr-1043	485	9	,	,	PUNCT
gssr-1043	485	10	and	and	CCONJ
gssr-1043	485	11	operational	operational	ADJ
gssr-1043	485	12	ideas	idea	NOUN
gssr-1043	485	13	gained	gain	VERB
gssr-1043	485	14	by	by	ADP
gssr-1043	485	15	digital	digital	ADJ
gssr-1043	485	16	twins	twin	NOUN
gssr-1043	485	17	to	to	PART
gssr-1043	485	18	establish	establish	VERB
gssr-1043	485	19	a	a	DET
gssr-1043	485	20	connection	connection	NOUN
gssr-1043	485	21	between	between	ADP
gssr-1043	485	22	the	the	DET
gssr-1043	485	23	digital	digital	ADJ
gssr-1043	485	24	twin	twin	NOUN
gssr-1043	485	25	and	and	CCONJ
gssr-1043	485	26	the	the	DET
gssr-1043	485	27	physical	physical	ADJ
gssr-1043	485	28	system	system	NOUN
gssr-1043	485	29	.	.	PUNCT
gssr-1043	486	1	moreover	moreover	ADV
gssr-1043	486	2	,	,	PUNCT
gssr-1043	486	3	it	it	PRON
gssr-1043	486	4	can	can	AUX
gssr-1043	486	5	consistently	consistently	ADV
gssr-1043	486	6	update	update	VERB
gssr-1043	486	7	the	the	DET
gssr-1043	486	8	digital	digital	ADJ
gssr-1043	486	9	twin	twin	NOUN
gssr-1043	486	10	with	with	ADP
gssr-1043	486	11	data	datum	NOUN
gssr-1043	486	12	from	from	ADP
gssr-1043	486	13	the	the	DET
gssr-1043	486	14	actual	actual	ADJ
gssr-1043	486	15	environment	environment	NOUN
gssr-1043	486	16	and	and	CCONJ
gssr-1043	486	17	use	use	VERB
gssr-1043	486	18	it	it	PRON
gssr-1043	486	19	in	in	ADP
gssr-1043	486	20	rapid	rapid	ADJ
gssr-1043	486	21	calculations	calculation	NOUN
gssr-1043	486	22	to	to	PART
gssr-1043	486	23	enhance	enhance	VERB
gssr-1043	486	24	system	system	NOUN
gssr-1043	486	25	competence	competence	NOUN
gssr-1043	486	26	and	and	CCONJ
gssr-1043	486	27	amenities	amenity	NOUN
gssr-1043	486	28	.	.	PUNCT
gssr-1043	487	1	the	the	DET
gssr-1043	487	2	advent	advent	NOUN
gssr-1043	487	3	of	of	ADP
gssr-1043	487	4	modern	modern	ADJ
gssr-1043	487	5	twins	twin	NOUN
gssr-1043	487	6	will	will	AUX
gssr-1043	487	7	significantly	significantly	ADV
gssr-1043	487	8	influence	influence	VERB
gssr-1043	487	9	our	our	PRON
gssr-1043	487	10	engagement	engagement	NOUN
gssr-1043	487	11	with	with	ADP
gssr-1043	487	12	,	,	PUNCT
gssr-1043	487	13	oversight	oversight	NOUN
gssr-1043	487	14	of	of	ADP
gssr-1043	487	15	,	,	PUNCT
gssr-1043	487	16	and	and	CCONJ
gssr-1043	487	17	regulation	regulation	NOUN
gssr-1043	487	18	of	of	ADP
gssr-1043	487	19	physical	physical	ADJ
gssr-1043	487	20	systems	system	NOUN
gssr-1043	487	21	.	.	PUNCT
gssr-1043	488	1	the	the	DET
gssr-1043	488	2	integration	integration	NOUN
gssr-1043	488	3	of	of	ADP
gssr-1043	488	4	machine	machine	NOUN
gssr-1043	488	5	learning	learning	NOUN
gssr-1043	488	6	in	in	ADP
gssr-1043	488	7	the	the	DET
gssr-1043	488	8	expansion	expansion	NOUN
gssr-1043	488	9	of	of	ADP
gssr-1043	488	10	digital	digital	ADJ
gssr-1043	488	11	twins	twin	NOUN
gssr-1043	488	12	within	within	ADP
gssr-1043	488	13	the	the	DET
gssr-1043	488	14	water	water	NOUN
gssr-1043	488	15	sector	sector	NOUN
gssr-1043	488	16	is	be	AUX
gssr-1043	488	17	markedly	markedly	ADV
gssr-1043	488	18	insufficient	insufficient	ADJ
gssr-1043	488	19	.	.	PUNCT
gssr-1043	489	1	in	in	ADP
gssr-1043	489	2	our	our	PRON
gssr-1043	489	3	expertise	expertise	NOUN
gssr-1043	489	4	,	,	PUNCT
gssr-1043	489	5	all	all	DET
gssr-1043	489	6	recorded	record	VERB
gssr-1043	489	7	cases	case	NOUN
gssr-1043	489	8	of	of	ADP
gssr-1043	489	9	digital	digital	ADJ
gssr-1043	489	10	twins	twin	NOUN
gssr-1043	489	11	have	have	AUX
gssr-1043	489	12	depended	depend	VERB
gssr-1043	489	13	on	on	ADP
gssr-1043	489	14	physically	physically	ADV
gssr-1043	489	15	based	base	VERB
gssr-1043	489	16	simulations	simulation	NOUN
gssr-1043	489	17	,	,	PUNCT
gssr-1043	489	18	but	but	CCONJ
gssr-1043	489	19	a	a	DET
gssr-1043	489	20	limited	limited	ADJ
gssr-1043	489	21	number	number	NOUN
gssr-1043	489	22	have	have	AUX
gssr-1043	489	23	employed	employ	VERB
gssr-1043	489	24	machine	machine	NOUN
gssr-1043	489	25	learning	learn	VERB
gssr-1043	489	26	to	to	PART
gssr-1043	489	27	enhance	enhance	VERB
gssr-1043	489	28	the	the	DET
gssr-1043	489	29	efficacy	efficacy	NOUN
gssr-1043	489	30	of	of	ADP
gssr-1043	489	31	hydraulic	hydraulic	ADJ
gssr-1043	489	32	models	model	NOUN
gssr-1043	489	33	,	,	PUNCT
gssr-1043	489	34	such	such	ADJ
gssr-1043	489	35	as	as	ADP
gssr-1043	489	36	forecasting	forecast	VERB
gssr-1043	489	37	pump	pump	NOUN
gssr-1043	489	38	speeds	speed	NOUN
gssr-1043	489	39	or	or	CCONJ
gssr-1043	489	40	assessing	assess	VERB
gssr-1043	489	41	their	their	PRON
gssr-1043	489	42	impact	impact	NOUN
gssr-1043	489	43	on	on	ADP
gssr-1043	489	44	wwtps	wwtps	NOUN
gssr-1043	489	45	.	.	PUNCT
gssr-1043	490	1	the	the	DET
gssr-1043	490	2	dl	dl	PROPN
gssr-1043	490	3	algorithms	algorithm	NOUN
gssr-1043	490	4	discussed	discuss	VERB
gssr-1043	490	5	in	in	ADP
gssr-1043	490	6	section	section	NOUN
gssr-1043	490	7	3	3	NUM
gssr-1043	490	8	can	can	AUX
gssr-1043	490	9	significantly	significantly	ADV
gssr-1043	490	10	impact	impact	VERB
gssr-1043	490	11	digital	digital	ADJ
gssr-1043	490	12	twins	twin	NOUN
gssr-1043	490	13	,	,	PUNCT
gssr-1043	490	14	facilitating	facilitate	VERB
gssr-1043	490	15	autonomous	autonomous	ADJ
gssr-1043	490	16	operation	operation	NOUN
gssr-1043	490	17	by	by	ADP
gssr-1043	490	18	automating	automate	VERB
gssr-1043	490	19	tasks	task	NOUN
gssr-1043	490	20	.	.	PUNCT
gssr-1043	491	1	ml	ml	X
gssr-1043	491	2	is	be	AUX
gssr-1043	491	3	a	a	DET
gssr-1043	491	4	fruitful	fruitful	ADJ
gssr-1043	491	5	innovation	innovation	NOUN
gssr-1043	491	6	that	that	PRON
gssr-1043	491	7	can	can	AUX
gssr-1043	491	8	enhance	enhance	VERB
gssr-1043	491	9	our	our	PRON
gssr-1043	491	10	knowledge	knowledge	NOUN
gssr-1043	491	11	of	of	ADP
gssr-1043	491	12	mechanical	mechanical	ADJ
gssr-1043	491	13	structures	structure	NOUN
gssr-1043	491	14	and	and	CCONJ
gssr-1043	491	15	offer	offer	VERB
gssr-1043	491	16	closure	closure	NOUN
gssr-1043	491	17	to	to	PART
gssr-1043	491	18	optimize	optimize	VERB
gssr-1043	491	19	their	their	PRON
gssr-1043	491	20	performances	performance	NOUN
gssr-1043	491	21	.	.	PUNCT
gssr-1043	492	1	the	the	DET
gssr-1043	492	2	progression	progression	NOUN
gssr-1043	492	3	of	of	ADP
gssr-1043	492	4	ai	ai	NOUN
gssr-1043	492	5	can	can	AUX
gssr-1043	492	6	deliver	deliver	VERB
gssr-1043	492	7	a	a	DET
gssr-1043	492	8	more	more	ADV
gssr-1043	492	9	profound	profound	ADJ
gssr-1043	492	10	comprehension	comprehension	NOUN
gssr-1043	492	11	of	of	ADP
gssr-1043	492	12	the	the	DET
gssr-1043	492	13	mechanisms	mechanism	NOUN
gssr-1043	492	14	within	within	ADP
gssr-1043	492	15	a	a	DET
gssr-1043	492	16	system	system	NOUN
gssr-1043	492	17	.	.	PUNCT
gssr-1043	493	1	physics	physics	NOUN
gssr-1043	493	2	-	-	PUNCT
gssr-1043	493	3	informed	inform	VERB
gssr-1043	493	4	ml	ml	AUX
gssr-1043	493	5	is	be	AUX
gssr-1043	493	6	a	a	DET
gssr-1043	493	7	burgeoning	burgeon	VERB
gssr-1043	493	8	investigation	investigation	NOUN
gssr-1043	493	9	domain	domain	NOUN
gssr-1043	493	10	that	that	PRON
gssr-1043	493	11	leverages	leverage	VERB
gssr-1043	493	12	system	system	NOUN
gssr-1043	493	13	data	datum	NOUN
gssr-1043	493	14	to	to	PART
gssr-1043	493	15	develop	develop	VERB
gssr-1043	493	16	ml	ml	NOUN
gssr-1043	493	17	models	model	NOUN
gssr-1043	493	18	that	that	PRON
gssr-1043	493	19	are	be	AUX
gssr-1043	493	20	more	more	ADV
gssr-1043	493	21	accurate	accurate	ADJ
gssr-1043	493	22	and	and	CCONJ
gssr-1043	493	23	flexible	flexible	ADJ
gssr-1043	493	24	.	.	PUNCT
gssr-1043	494	1	hydrology	hydrology	NOUN
gssr-1043	494	2	and	and	CCONJ
gssr-1043	494	3	water	water	NOUN
gssr-1043	494	4	quality	quality	NOUN
gssr-1043	494	5	have	have	AUX
gssr-1043	494	6	effectively	effectively	ADV
gssr-1043	494	7	used	use	VERB
gssr-1043	494	8	this	this	DET
gssr-1043	494	9	methodology	methodology	NOUN
gssr-1043	494	10	,	,	PUNCT
gssr-1043	494	11	and	and	CCONJ
gssr-1043	494	12	it	it	PRON
gssr-1043	494	13	has	have	VERB
gssr-1043	494	14	the	the	DET
gssr-1043	494	15	potential	potential	NOUN
gssr-1043	494	16	to	to	PART
gssr-1043	494	17	create	create	VERB
gssr-1043	494	18	digital	digital	ADJ
gssr-1043	494	19	twins	twin	NOUN
gssr-1043	494	20	for	for	ADP
gssr-1043	494	21	urban	urban	ADJ
gssr-1043	494	22	water	water	NOUN
gssr-1043	494	23	systems	system	NOUN
gssr-1043	494	24	.	.	PUNCT
gssr-1043	495	1	to	to	PART
gssr-1043	495	2	address	address	VERB
gssr-1043	495	3	challenges	challenge	NOUN
gssr-1043	495	4	in	in	ADP
gssr-1043	495	5	deploying	deploy	VERB
gssr-1043	495	6	deep	deep	ADJ
gssr-1043	495	7	learning	learning	NOUN
gssr-1043	495	8	applications	application	NOUN
gssr-1043	495	9	in	in	ADP
gssr-1043	495	10	digital	digital	ADJ
gssr-1043	495	11	twins	twin	NOUN
gssr-1043	495	12	and	and	CCONJ
gssr-1043	495	13	autonomous	autonomous	ADJ
gssr-1043	495	14	systems	system	NOUN
gssr-1043	495	15	for	for	ADP
gssr-1043	495	16	water	water	NOUN
gssr-1043	495	17	resource	resource	NOUN
gssr-1043	495	18	management	management	NOUN
gssr-1043	495	19	,	,	PUNCT
gssr-1043	495	20	it	it	PRON
gssr-1043	495	21	needs	need	VERB
gssr-1043	495	22	to	to	PART
gssr-1043	495	23	prioritize	prioritize	VERB
gssr-1043	495	24	data	datum	NOUN
gssr-1043	495	25	quality	quality	NOUN
gssr-1043	495	26	,	,	PUNCT
gssr-1043	495	27	model	model	NOUN
gssr-1043	495	28	complexity	complexity	NOUN
gssr-1043	495	29	,	,	PUNCT
gssr-1043	495	30	real	real	ADJ
gssr-1043	495	31	-	-	PUNCT
gssr-1043	495	32	time	time	NOUN
gssr-1043	495	33	feedback	feedback	NOUN
gssr-1043	495	34	loops	loop	NOUN
gssr-1043	495	35	,	,	PUNCT
gssr-1043	495	36	infrastructure	infrastructure	NOUN
gssr-1043	495	37	compatibility	compatibility	NOUN
gssr-1043	495	38	,	,	PUNCT
gssr-1043	495	39	robust	robust	ADJ
gssr-1043	495	40	data	datum	NOUN
gssr-1043	495	41	pipelines	pipeline	NOUN
gssr-1043	495	42	,	,	PUNCT
gssr-1043	495	43	and	and	CCONJ
gssr-1043	495	44	the	the	DET
gssr-1043	495	45	ethical	ethical	ADJ
gssr-1043	495	46	and	and	CCONJ
gssr-1043	495	47	societal	societal	ADJ
gssr-1043	495	48	implications	implication	NOUN
gssr-1043	495	49	while	while	SCONJ
gssr-1043	495	50	utilizing	utilize	VERB
gssr-1043	495	51	advanced	advanced	ADJ
gssr-1043	495	52	methodologies	methodology	NOUN
gssr-1043	495	53	such	such	ADJ
gssr-1043	495	54	as	as	ADP
gssr-1043	495	55	transfer	transfer	NOUN
gssr-1043	495	56	learning	learning	NOUN
gssr-1043	495	57	,	,	PUNCT
gssr-1043	495	58	explainable	explainable	ADJ
gssr-1043	495	59	ai	ai	NOUN
gssr-1043	495	60	,	,	PUNCT
gssr-1043	495	61	and	and	CCONJ
gssr-1043	495	62	federated	federated	ADJ
gssr-1043	495	63	learning	learning	NOUN
gssr-1043	495	64	to	to	PART
gssr-1043	495	65	improve	improve	VERB
gssr-1043	495	66	model	model	NOUN
gssr-1043	495	67	performance	performance	NOUN
gssr-1043	495	68	and	and	CCONJ
gssr-1043	495	69	reliability	reliability	NOUN
gssr-1043	495	70	.	.	PUNCT
gssr-1043	496	1	conclusions	conclusion	NOUN
gssr-1043	496	2	the	the	DET
gssr-1043	496	3	world	world	NOUN
gssr-1043	496	4	's	's	PART
gssr-1043	496	5	efforts	effort	NOUN
gssr-1043	496	6	to	to	PART
gssr-1043	496	7	protect	protect	VERB
gssr-1043	496	8	and	and	CCONJ
gssr-1043	496	9	conserve	conserve	VERB
gssr-1043	496	10	water	water	NOUN
gssr-1043	496	11	are	be	AUX
gssr-1043	496	12	positively	positively	ADV
gssr-1043	496	13	impacted	impact	VERB
gssr-1043	496	14	by	by	ADP
gssr-1043	496	15	technological	technological	ADJ
gssr-1043	496	16	advancements	advancement	NOUN
gssr-1043	496	17	like	like	ADP
gssr-1043	496	18	water	water	NOUN
gssr-1043	496	19	consumption	consumption	NOUN
gssr-1043	496	20	forecasting	forecasting	NOUN
gssr-1043	496	21	,	,	PUNCT
gssr-1043	496	22	leak	leak	NOUN
gssr-1043	496	23	detection	detection	NOUN
gssr-1043	496	24	and	and	CCONJ
gssr-1043	496	25	localization	localization	NOUN
gssr-1043	496	26	,	,	PUNCT
gssr-1043	496	27	sewage	sewage	NOUN
gssr-1043	496	28	problem	problem	NOUN
gssr-1043	496	29	and	and	CCONJ
gssr-1043	496	30	blockage	blockage	NOUN
gssr-1043	496	31	identification	identification	NOUN
gssr-1043	496	32	,	,	PUNCT
gssr-1043	496	33	cyber	cyber	ADJ
gssr-1043	496	34	security	security	NOUN
gssr-1043	496	35	and	and	CCONJ
gssr-1043	496	36	resource	resource	NOUN
gssr-1043	496	37	evaluation	evaluation	NOUN
gssr-1043	496	38	,	,	PUNCT
gssr-1043	496	39	wastewater	wastewater	NOUN
gssr-1043	496	40	recycling	recycling	NOUN
gssr-1043	496	41	and	and	CCONJ
gssr-1043	496	42	administration	administration	NOUN
gssr-1043	496	43	,	,	PUNCT
gssr-1043	496	44	water	water	NOUN
gssr-1043	496	45	safety	safety	NOUN
gssr-1043	496	46	estimation	estimation	NOUN
gssr-1043	496	47	,	,	PUNCT
gssr-1043	496	48	rainwater	rainwater	NOUN
gssr-1043	496	49	management	management	NOUN
gssr-1043	496	50	,	,	PUNCT
gssr-1043	496	51	and	and	CCONJ
gssr-1043	496	52	irrigation	irrigation	NOUN
gssr-1043	496	53	oversight	oversight	NOUN
gssr-1043	496	54	.	.	PUNCT
gssr-1043	497	1	the	the	DET
gssr-1043	497	2	application	application	NOUN
gssr-1043	497	3	of	of	ADP
gssr-1043	497	4	ai	ai	PROPN
gssr-1043	497	5	technologies	technology	NOUN
gssr-1043	497	6	,	,	PUNCT
gssr-1043	497	7	particularly	particularly	ADV
gssr-1043	497	8	deep	deep	ADJ
gssr-1043	497	9	learning	learning	NOUN
gssr-1043	497	10	,	,	PUNCT
gssr-1043	497	11	provides	provide	VERB
gssr-1043	497	12	a	a	DET
gssr-1043	497	13	strategic	strategic	ADJ
gssr-1043	497	14	framework	framework	NOUN
gssr-1043	497	15	for	for	ADP
gssr-1043	497	16	the	the	DET
gssr-1043	497	17	prospective	prospective	ADJ
gssr-1043	497	18	preservation	preservation	NOUN
gssr-1043	497	19	of	of	ADP
gssr-1043	497	20	water	water	NOUN
gssr-1043	497	21	supplies	supply	NOUN
gssr-1043	497	22	.	.	PUNCT
gssr-1043	498	1	the	the	DET
gssr-1043	498	2	suggested	suggest	VERB
gssr-1043	498	3	research	research	NOUN
gssr-1043	498	4	delivers	deliver	VERB
gssr-1043	498	5	significant	significant	ADJ
gssr-1043	498	6	thoughts	thought	NOUN
gssr-1043	498	7	into	into	ADP
gssr-1043	498	8	the	the	DET
gssr-1043	498	9	adoption	adoption	NOUN
gssr-1043	498	10	of	of	ADP
gssr-1043	498	11	deep	deep	ADJ
gssr-1043	498	12	neural	neural	ADJ
gssr-1043	498	13	network	network	NOUN
gssr-1043	498	14	models	model	NOUN
gssr-1043	498	15	in	in	ADP
gssr-1043	498	16	water	water	NOUN
gssr-1043	498	17	management	management	NOUN
gssr-1043	498	18	.	.	PUNCT
gssr-1043	499	1	it	it	PRON
gssr-1043	499	2	underscores	underscore	VERB
gssr-1043	499	3	the	the	DET
gssr-1043	499	4	importance	importance	NOUN
gssr-1043	499	5	and	and	CCONJ
gssr-1043	499	6	relevance	relevance	NOUN
gssr-1043	499	7	of	of	ADP
gssr-1043	499	8	these	these	DET
gssr-1043	499	9	models	model	NOUN
gssr-1043	499	10	in	in	ADP
gssr-1043	499	11	diverse	diverse	ADJ
gssr-1043	499	12	water	water	NOUN
gssr-1043	499	13	management	management	NOUN
gssr-1043	499	14	practices	practice	NOUN
gssr-1043	499	15	.	.	PUNCT
gssr-1043	500	1	this	this	DET
gssr-1043	500	2	paper	paper	NOUN
gssr-1043	500	3	investigates	investigate	VERB
gssr-1043	500	4	the	the	DET
gssr-1043	500	5	obstacles	obstacle	NOUN
gssr-1043	500	6	and	and	CCONJ
gssr-1043	500	7	potential	potential	NOUN
gssr-1043	500	8	related	relate	VERB
gssr-1043	500	9	to	to	ADP
gssr-1043	500	10	the	the	DET
gssr-1043	500	11	execution	execution	NOUN
gssr-1043	500	12	of	of	ADP
gssr-1043	500	13	deep	deep	ADJ
gssr-1043	500	14	neural	neural	ADJ
gssr-1043	500	15	networks	network	NOUN
gssr-1043	500	16	in	in	ADP
gssr-1043	500	17	water	water	NOUN
gssr-1043	500	18	management	management	NOUN
gssr-1043	500	19	.	.	PUNCT
gssr-1043	501	1	these	these	DET
gssr-1043	501	2	encompass	encompass	VERB
gssr-1043	501	3	algorithmic	algorithmic	ADJ
gssr-1043	501	4	development	development	NOUN
gssr-1043	501	5	,	,	PUNCT
gssr-1043	501	6	multi	multi	ADJ
gssr-1043	501	7	-	-	ADJ
gssr-1043	501	8	agent	agent	ADJ
gssr-1043	501	9	operations	operation	NOUN
gssr-1043	501	10	,	,	PUNCT
gssr-1043	501	11	digital	digital	ADJ
gssr-1043	501	12	twins	twin	NOUN
gssr-1043	501	13	,	,	PUNCT
gssr-1043	501	14	data	datum	NOUN
gssr-1043	501	15	quality	quality	NOUN
gssr-1043	501	16	and	and	CCONJ
gssr-1043	501	17	accessibility	accessibility	NOUN
gssr-1043	501	18	,	,	PUNCT
gssr-1043	501	19	security	security	NOUN
gssr-1043	501	20	,	,	PUNCT
gssr-1043	501	21	context	context	NOUN
gssr-1043	501	22	-	-	PUNCT
gssr-1043	501	23	aware	aware	ADJ
gssr-1043	501	24	data	datum	NOUN
gssr-1043	501	25	analysis	analysis	NOUN
gssr-1043	501	26	,	,	PUNCT
gssr-1043	501	27	and	and	CCONJ
gssr-1043	501	28	training	training	NOUN
gssr-1043	501	29	efficacy	efficacy	NOUN
gssr-1043	501	30	.	.	PUNCT
gssr-1043	502	1	consequently	consequently	ADV
gssr-1043	502	2	,	,	PUNCT
gssr-1043	502	3	the	the	DET
gssr-1043	502	4	proposed	propose	VERB
gssr-1043	502	5	study	study	NOUN
gssr-1043	502	6	provides	provide	VERB
gssr-1043	502	7	direction	direction	NOUN
gssr-1043	502	8	for	for	ADP
gssr-1043	502	9	forthcoming	forthcoming	ADJ
gssr-1043	502	10	research	research	NOUN
gssr-1043	502	11	initiatives	initiative	NOUN
gssr-1043	502	12	by	by	ADP
gssr-1043	502	13	emphasizing	emphasize	VERB
gssr-1043	502	14	challenges	challenge	NOUN
gssr-1043	502	15	and	and	CCONJ
gssr-1043	502	16	outstanding	outstanding	ADJ
gssr-1043	502	17	issues	issue	NOUN
gssr-1043	502	18	in	in	ADP
gssr-1043	502	19	water	water	NOUN
gssr-1043	502	20	management	management	NOUN
gssr-1043	502	21	through	through	ADP
gssr-1043	502	22	deep	deep	ADJ
gssr-1043	502	23	neural	neural	ADJ
gssr-1043	502	24	networks	network	NOUN
gssr-1043	502	25	.	.	PUNCT
gssr-1043	503	1	stakeholders	stakeholder	NOUN
gssr-1043	503	2	in	in	ADP
gssr-1043	503	3	the	the	DET
gssr-1043	503	4	water	water	NOUN
gssr-1043	503	5	management	management	NOUN
gssr-1043	503	6	sector	sector	NOUN
gssr-1043	503	7	aiming	aim	VERB
gssr-1043	503	8	to	to	PART
gssr-1043	503	9	incorporate	incorporate	VERB
gssr-1043	503	10	global	global	ADJ
gssr-1043	503	11	sustainability	sustainability	NOUN
gssr-1043	503	12	research	research	NOUN
gssr-1043	503	13	global	global	ADJ
gssr-1043	503	14	scientific	scientific	ADJ
gssr-1043	503	15	research	research	NOUN
gssr-1043	503	16	68	68	NUM
gssr-1043	503	17	dl	dl	PROPN
gssr-1043	503	18	technologies	technology	NOUN
gssr-1043	503	19	should	should	AUX
gssr-1043	503	20	identify	identify	VERB
gssr-1043	503	21	pertinent	pertinent	ADJ
gssr-1043	503	22	use	use	NOUN
gssr-1043	503	23	cases	case	NOUN
gssr-1043	503	24	,	,	PUNCT
gssr-1043	503	25	establish	establish	VERB
gssr-1043	503	26	a	a	DET
gssr-1043	503	27	robust	robust	ADJ
gssr-1043	503	28	data	datum	NOUN
gssr-1043	503	29	foundation	foundation	NOUN
gssr-1043	503	30	,	,	PUNCT
gssr-1043	503	31	collaborate	collaborate	VERB
gssr-1043	503	32	with	with	ADP
gssr-1043	503	33	data	datum	NOUN
gssr-1043	503	34	scientists	scientist	NOUN
gssr-1043	503	35	and	and	CCONJ
gssr-1043	503	36	specialists	specialist	NOUN
gssr-1043	503	37	,	,	PUNCT
gssr-1043	503	38	initiate	initiate	VERB
gssr-1043	503	39	pilot	pilot	NOUN
gssr-1043	503	40	projects	project	NOUN
gssr-1043	503	41	with	with	ADP
gssr-1043	503	42	a	a	DET
gssr-1043	503	43	limited	limited	ADJ
gssr-1043	503	44	scope	scope	NOUN
gssr-1043	503	45	,	,	PUNCT
gssr-1043	503	46	prioritize	prioritize	VERB
gssr-1043	503	47	data	data	NOUN
gssr-1043	503	48	quality	quality	NOUN
gssr-1043	503	49	and	and	CCONJ
gssr-1043	503	50	accessibility	accessibility	NOUN
gssr-1043	503	51	,	,	PUNCT
gssr-1043	503	52	ensure	ensure	VERB
gssr-1043	503	53	stakeholder	stakeholder	NOUN
gssr-1043	503	54	engagement	engagement	NOUN
gssr-1043	503	55	,	,	PUNCT
gssr-1043	503	56	and	and	CCONJ
gssr-1043	503	57	cultivate	cultivate	VERB
gssr-1043	503	58	a	a	DET
gssr-1043	503	59	culture	culture	NOUN
gssr-1043	503	60	of	of	ADP
gssr-1043	503	61	continuous	continuous	ADJ
gssr-1043	503	62	learning	learning	NOUN
gssr-1043	503	63	and	and	CCONJ
gssr-1043	503	64	adaptation	adaptation	NOUN
gssr-1043	503	65	to	to	PART
gssr-1043	503	66	maximize	maximize	VERB
gssr-1043	503	67	the	the	DET
gssr-1043	503	68	potential	potential	NOUN
gssr-1043	503	69	of	of	ADP
gssr-1043	503	70	dl	dl	PROPN
gssr-1043	503	71	in	in	ADP
gssr-1043	503	72	water	water	NOUN
gssr-1043	503	73	management	management	NOUN
gssr-1043	503	74	systems	system	NOUN
gssr-1043	503	75	.	.	PUNCT
gssr-1043	504	1	declaration	declaration	NOUN
gssr-1043	504	2	acknowledgment	acknowledgment	NOUN
gssr-1043	504	3	:	:	PUNCT
gssr-1043	504	4	not	not	PART
gssr-1043	504	5	applicable	applicable	ADJ
gssr-1043	504	6	.	.	PUNCT
gssr-1043	505	1	funding	funding	NOUN
gssr-1043	505	2	:	:	PUNCT
gssr-1043	505	3	not	not	PART
gssr-1043	505	4	applicable	applicable	ADJ
gssr-1043	505	5	.	.	PUNCT
gssr-1043	506	1	conflict	conflict	NOUN
gssr-1043	506	2	of	of	ADP
gssr-1043	506	3	interest	interest	NOUN
gssr-1043	506	4	:	:	PUNCT
gssr-1043	506	5	the	the	DET
gssr-1043	506	6	authors	author	NOUN
gssr-1043	506	7	declare	declare	VERB
gssr-1043	506	8	no	no	DET
gssr-1043	506	9	conflict	conflict	NOUN
gssr-1043	506	10	of	of	ADP
gssr-1043	506	11	interest	interest	NOUN
gssr-1043	506	12	.	.	PUNCT
gssr-1043	507	1	ethics	ethic	NOUN
gssr-1043	507	2	approval	approval	NOUN
gssr-1043	507	3	/	/	SYM
gssr-1043	507	4	declaration	declaration	NOUN
gssr-1043	507	5	:	:	PUNCT
gssr-1043	507	6	not	not	PART
gssr-1043	507	7	applicable	applicable	ADJ
gssr-1043	507	8	.	.	PUNCT
gssr-1043	508	1	consent	consent	NOUN
gssr-1043	508	2	to	to	PART
gssr-1043	508	3	participate	participate	VERB
gssr-1043	508	4	:	:	PUNCT
gssr-1043	508	5	not	not	PART
gssr-1043	508	6	applicable	applicable	ADJ
gssr-1043	508	7	.	.	PUNCT
gssr-1043	509	1	consent	consent	NOUN
gssr-1043	509	2	for	for	ADP
gssr-1043	509	3	publication	publication	NOUN
gssr-1043	509	4	:	:	PUNCT
gssr-1043	509	5	not	not	PART
gssr-1043	509	6	applicable	applicable	ADJ
gssr-1043	509	7	.	.	PUNCT
gssr-1043	510	1	data	datum	NOUN
gssr-1043	510	2	availability	availability	NOUN
gssr-1043	510	3	:	:	PUNCT
gssr-1043	510	4	not	not	PART
gssr-1043	510	5	applicable	applicable	ADJ
gssr-1043	510	6	.	.	PUNCT
gssr-1043	511	1	authors	author	NOUN
gssr-1043	511	2	contribution	contribution	VERB
gssr-1043	511	3	:	:	PUNCT
gssr-1043	511	4	tipon	tipon	ADP
gssr-1043	511	5	tanchangya	tanchangya	NOUN
gssr-1043	511	6	and	and	CCONJ
gssr-1043	511	7	asif	asif	PROPN
gssr-1043	511	8	raihan	raihan	NOUN
gssr-1043	511	9	contributed	contribute	VERB
gssr-1043	511	10	to	to	ADP
gssr-1043	511	11	the	the	DET
gssr-1043	511	12	study	study	NOUN
gssr-1043	511	13	's	's	PART
gssr-1043	511	14	conception	conception	NOUN
gssr-1043	511	15	and	and	CCONJ
gssr-1043	511	16	design	design	NOUN
gssr-1043	511	17	.	.	PUNCT
gssr-1043	512	1	material	material	NOUN
gssr-1043	512	2	preparation	preparation	NOUN
gssr-1043	512	3	,	,	PUNCT
gssr-1043	512	4	data	data	NOUN
gssr-1043	512	5	collection	collection	NOUN
gssr-1043	512	6	,	,	PUNCT
gssr-1043	512	7	and	and	CCONJ
gssr-1043	512	8	analysis	analysis	NOUN
gssr-1043	512	9	were	be	AUX
gssr-1043	512	10	performed	perform	VERB
gssr-1043	512	11	by	by	ADP
gssr-1043	512	12	tipon	tipon	ADP
gssr-1043	512	13	tanchangya	tanchangya	PROPN
gssr-1043	512	14	,	,	PUNCT
gssr-1043	512	15	asif	asif	PROPN
gssr-1043	512	16	raihan	raihan	PROPN
gssr-1043	512	17	,	,	PUNCT
gssr-1043	512	18	junaid	junaid	VERB
gssr-1043	512	19	rahman	rahman	PROPN
gssr-1043	512	20	,	,	PUNCT
gssr-1043	512	21	and	and	CCONJ
gssr-1043	512	22	mohammad	mohammad	PROPN
gssr-1043	512	23	ridwan	ridwan	PROPN
gssr-1043	512	24	.	.	PUNCT
gssr-1043	513	1	all	all	DET
gssr-1043	513	2	authors	author	NOUN
gssr-1043	513	3	read	read	VERB
gssr-1043	513	4	and	and	CCONJ
gssr-1043	513	5	approved	approve	VERB
gssr-1043	513	6	the	the	DET
gssr-1043	513	7	final	final	ADJ
gssr-1043	513	8	manuscript	manuscript	NOUN
gssr-1043	513	9	.	.	PUNCT
gssr-1043	514	1	references	reference	NOUN
gssr-1043	514	2	badeti	badeti	PROPN
gssr-1043	514	3	,	,	PUNCT
gssr-1043	514	4	u.	u.	PROPN
gssr-1043	514	5	,	,	PUNCT
gssr-1043	514	6	pathak	pathak	PROPN
gssr-1043	514	7	,	,	PUNCT
gssr-1043	514	8	n.	n.	PROPN
gssr-1043	514	9	k.	k.	PROPN
gssr-1043	514	10	,	,	PUNCT
gssr-1043	514	11	volpin	volpin	PROPN
gssr-1043	514	12	,	,	PUNCT
gssr-1043	514	13	f.	f.	PROPN
gssr-1043	514	14	,	,	PUNCT
gssr-1043	514	15	dorji	dorji	PROPN
gssr-1043	514	16	,	,	PUNCT
gssr-1043	514	17	u.	u.	NOUN
gssr-1043	514	18	,	,	PUNCT
gssr-1043	514	19	freguia	freguia	PROPN
gssr-1043	514	20	,	,	PUNCT
gssr-1043	514	21	s.	s.	PROPN
gssr-1043	514	22	,	,	PUNCT
gssr-1043	514	23	shon	shon	PROPN
gssr-1043	514	24	,	,	PUNCT
gssr-1043	514	25	h.	h.	PROPN
gssr-1043	514	26	k.	k.	PROPN
gssr-1043	514	27	,	,	PUNCT
gssr-1043	514	28	&	&	CCONJ
gssr-1043	514	29	phuntsho	phuntsho	PROPN
gssr-1043	514	30	,	,	PUNCT
gssr-1043	514	31	s.	s.	PROPN
gssr-1043	514	32	(	(	PUNCT
gssr-1043	514	33	2021	2021	NUM
gssr-1043	514	34	)	)	PUNCT
gssr-1043	514	35	.	.	PUNCT
gssr-1043	515	1	impact	impact	NOUN
gssr-1043	515	2	of	of	ADP
gssr-1043	515	3	source	source	NOUN
gssr-1043	515	4	-	-	PUNCT
gssr-1043	515	5	separation	separation	NOUN
gssr-1043	515	6	of	of	ADP
gssr-1043	515	7	urine	urine	NOUN
gssr-1043	515	8	on	on	ADP
gssr-1043	515	9	effluent	effluent	ADJ
gssr-1043	515	10	quality	quality	NOUN
gssr-1043	515	11	,	,	PUNCT
gssr-1043	515	12	energy	energy	NOUN
gssr-1043	515	13	consumption	consumption	NOUN
gssr-1043	515	14	and	and	CCONJ
gssr-1043	515	15	greenhouse	greenhouse	NOUN
gssr-1043	515	16	gas	gas	NOUN
gssr-1043	515	17	emissions	emission	NOUN
gssr-1043	515	18	of	of	ADP
gssr-1043	515	19	a	a	DET
gssr-1043	515	20	decentralized	decentralize	VERB
gssr-1043	515	21	wastewater	wastewater	NOUN
gssr-1043	515	22	treatment	treatment	NOUN
gssr-1043	515	23	plant	plant	NOUN
gssr-1043	515	24	.	.	PUNCT
gssr-1043	516	1	process	process	NOUN
gssr-1043	516	2	safety	safety	NOUN
gssr-1043	516	3	and	and	CCONJ
gssr-1043	516	4	environmental	environmental	ADJ
gssr-1043	516	5	protection	protection	NOUN
gssr-1043	516	6	,	,	PUNCT
gssr-1043	516	7	150	150	NUM
gssr-1043	516	8	,	,	PUNCT
gssr-1043	516	9	298	298	NUM
gssr-1043	516	10	-	-	SYM
gssr-1043	516	11	304	304	NUM
gssr-1043	516	12	.	.	PUNCT
gssr-1043	517	1	belghaddar	belghaddar	NOUN
gssr-1043	517	2	,	,	PUNCT
gssr-1043	517	3	y.	y.	PROPN
gssr-1043	517	4	,	,	PUNCT
gssr-1043	517	5	chahinian	chahinian	PROPN
gssr-1043	517	6	,	,	PUNCT
gssr-1043	517	7	n.	n.	NOUN
gssr-1043	517	8	,	,	PUNCT
gssr-1043	517	9	seriai	seriai	NOUN
gssr-1043	517	10	,	,	PUNCT
gssr-1043	517	11	a.	a.	PROPN
gssr-1043	517	12	,	,	PUNCT
gssr-1043	517	13	begdouri	begdouri	PROPN
gssr-1043	517	14	,	,	PUNCT
gssr-1043	517	15	a.	a.	PROPN
gssr-1043	517	16	,	,	PUNCT
gssr-1043	517	17	abdou	abdou	PROPN
gssr-1043	517	18	,	,	PUNCT
gssr-1043	517	19	r.	r.	PROPN
gssr-1043	517	20	,	,	PUNCT
gssr-1043	517	21	&	&	CCONJ
gssr-1043	517	22	delenne	delenne	PROPN
gssr-1043	517	23	,	,	PUNCT
gssr-1043	517	24	c.	c.	PROPN
gssr-1043	517	25	(	(	PUNCT
gssr-1043	517	26	2021	2021	NUM
gssr-1043	517	27	)	)	PUNCT
gssr-1043	517	28	.	.	PUNCT
gssr-1043	518	1	graph	graph	VERB
gssr-1043	518	2	convolutional	convolutional	ADJ
gssr-1043	518	3	networks	network	NOUN
gssr-1043	518	4	:	:	PUNCT
gssr-1043	518	5	application	application	NOUN
gssr-1043	518	6	to	to	PART
gssr-1043	518	7	database	database	VERB
gssr-1043	518	8	completion	completion	NOUN
gssr-1043	518	9	of	of	ADP
gssr-1043	518	10	wastewater	wastewater	NOUN
gssr-1043	518	11	networks	network	NOUN
gssr-1043	518	12	.	.	PUNCT
gssr-1043	519	1	water	water	NOUN
gssr-1043	519	2	,	,	PUNCT
gssr-1043	519	3	13(12	13(12	NUM
gssr-1043	519	4	)	)	PUNCT
gssr-1043	519	5	,	,	PUNCT
gssr-1043	519	6	1681	1681	NUM
gssr-1043	519	7	.	.	PUNCT
gssr-1043	520	1	bhattacharyya	bhattacharyya	ADJ
gssr-1043	520	2	,	,	PUNCT
gssr-1043	520	3	d.	d.	PROPN
gssr-1043	520	4	,	,	PUNCT
gssr-1043	520	5	swathi	swathi	PROPN
gssr-1043	520	6	,	,	PUNCT
gssr-1043	520	7	k.	k.	PROPN
gssr-1043	520	8	,	,	PUNCT
gssr-1043	520	9	rao	rao	PROPN
gssr-1043	520	10	,	,	PUNCT
gssr-1043	520	11	n.	n.	PROPN
gssr-1043	520	12	t.	t.	PROPN
gssr-1043	520	13	,	,	PUNCT
gssr-1043	520	14	&	&	CCONJ
gssr-1043	520	15	kumari	kumari	PROPN
gssr-1043	520	16	,	,	PUNCT
gssr-1043	520	17	n.	n.	PROPN
gssr-1043	520	18	m.	m.	PROPN
gssr-1043	520	19	j.	j.	PROPN
gssr-1043	520	20	(	(	PUNCT
gssr-1043	520	21	2021	2021	NUM
gssr-1043	520	22	)	)	PUNCT
gssr-1043	520	23	.	.	PUNCT
gssr-1043	521	1	long	long	ADJ
gssr-1043	521	2	term	term	NOUN
gssr-1043	521	3	prediction	prediction	NOUN
gssr-1043	521	4	of	of	ADP
gssr-1043	521	5	rainfall	rainfall	NOUN
gssr-1043	521	6	in	in	ADP
gssr-1043	521	7	andhra	andhra	PROPN
gssr-1043	521	8	pradesh	pradesh	PROPN
gssr-1043	521	9	with	with	ADP
gssr-1043	521	10	deep	deep	ADJ
gssr-1043	521	11	learning	learning	NOUN
gssr-1043	521	12	.	.	PUNCT
gssr-1043	522	1	j.	j.	PROPN
gssr-1043	522	2	med	med	PROPN
gssr-1043	522	3	.	.	PUNCT
gssr-1043	523	1	pharm	pharm	PROPN
gssr-1043	523	2	.	.	PUNCT
gssr-1043	524	1	allied	ally	VERB
gssr-1043	524	2	sci	sci	PROPN
gssr-1043	524	3	,	,	PUNCT
gssr-1043	524	4	10(4	10(4	NUM
gssr-1043	524	5	)	)	PUNCT
gssr-1043	524	6	,	,	PUNCT
gssr-1043	524	7	3132	3132	NUM
gssr-1043	524	8	-	-	SYM
gssr-1043	524	9	3137	3137	NUM
gssr-1043	524	10	.	.	PUNCT
gssr-1043	525	1	butler	butler	PROPN
gssr-1043	525	2	,	,	PUNCT
gssr-1043	525	3	d.	d.	PROPN
gssr-1043	525	4	,	,	PUNCT
gssr-1043	525	5	ward	ward	PROPN
gssr-1043	525	6	,	,	PUNCT
gssr-1043	525	7	s.	s.	PROPN
gssr-1043	525	8	,	,	PUNCT
gssr-1043	525	9	sweetapple	sweetapple	PROPN
gssr-1043	525	10	,	,	PUNCT
gssr-1043	525	11	c.	c.	PROPN
gssr-1043	525	12	,	,	PUNCT
gssr-1043	525	13	astaraie‐imani	astaraie‐imani	NOUN
gssr-1043	525	14	,	,	PUNCT
gssr-1043	525	15	m.	m.	NOUN
gssr-1043	525	16	,	,	PUNCT
gssr-1043	525	17	diao	diao	PROPN
gssr-1043	525	18	,	,	PUNCT
gssr-1043	525	19	k.	k.	PROPN
gssr-1043	525	20	,	,	PUNCT
gssr-1043	525	21	farmani	farmani	PROPN
gssr-1043	525	22	,	,	PUNCT
gssr-1043	525	23	r.	r.	PROPN
gssr-1043	525	24	,	,	PUNCT
gssr-1043	525	25	&	&	CCONJ
gssr-1043	525	26	fu	fu	PROPN
gssr-1043	525	27	,	,	PUNCT
gssr-1043	525	28	g.	g.	PROPN
gssr-1043	525	29	(	(	PUNCT
gssr-1043	525	30	2017	2017	NUM
gssr-1043	525	31	)	)	PUNCT
gssr-1043	525	32	.	.	PUNCT
gssr-1043	526	1	reliable	reliable	ADJ
gssr-1043	526	2	,	,	PUNCT
gssr-1043	526	3	resilient	resilient	ADJ
gssr-1043	526	4	and	and	CCONJ
gssr-1043	526	5	sustainable	sustainable	ADJ
gssr-1043	526	6	water	water	NOUN
gssr-1043	526	7	management	management	NOUN
gssr-1043	526	8	:	:	PUNCT
gssr-1043	526	9	the	the	DET
gssr-1043	526	10	safe	safe	ADJ
gssr-1043	526	11	&	&	CCONJ
gssr-1043	526	12	sure	sure	ADJ
gssr-1043	526	13	approach	approach	NOUN
gssr-1043	526	14	.	.	PUNCT
gssr-1043	527	1	global	global	ADJ
gssr-1043	527	2	challenges	challenge	NOUN
gssr-1043	527	3	,	,	PUNCT
gssr-1043	527	4	1(1	1(1	NUM
gssr-1043	527	5	)	)	PUNCT
gssr-1043	527	6	,	,	PUNCT
gssr-1043	527	7	63	63	NUM
gssr-1043	527	8	-	-	SYM
gssr-1043	527	9	77	77	NUM
gssr-1043	527	10	.	.	PUNCT
gssr-1043	528	1	cao	cao	PROPN
gssr-1043	528	2	,	,	PUNCT
gssr-1043	528	3	k.	k.	PROPN
gssr-1043	528	4	,	,	PUNCT
gssr-1043	528	5	kim	kim	PROPN
gssr-1043	528	6	,	,	PUNCT
gssr-1043	528	7	h.	h.	PROPN
gssr-1043	528	8	,	,	PUNCT
gssr-1043	528	9	hwang	hwang	PROPN
gssr-1043	528	10	,	,	PUNCT
gssr-1043	528	11	c.	c.	PROPN
gssr-1043	528	12	,	,	PUNCT
gssr-1043	528	13	&	&	CCONJ
gssr-1043	528	14	jung	jung	PROPN
gssr-1043	528	15	,	,	PUNCT
gssr-1043	528	16	h.	h.	PROPN
gssr-1043	528	17	(	(	PUNCT
gssr-1043	528	18	2018	2018	NUM
gssr-1043	528	19	)	)	PUNCT
gssr-1043	528	20	.	.	PUNCT
gssr-1043	529	1	cnn	cnn	PROPN
gssr-1043	529	2	-	-	PUNCT
gssr-1043	529	3	lstm	lstm	NOUN
gssr-1043	529	4	coupled	couple	VERB
gssr-1043	529	5	model	model	NOUN
gssr-1043	529	6	for	for	ADP
gssr-1043	529	7	prediction	prediction	NOUN
gssr-1043	529	8	of	of	ADP
gssr-1043	529	9	waterworks	waterworks	NOUN
gssr-1043	529	10	operation	operation	NOUN
gssr-1043	529	11	data	data	PROPN
gssr-1043	529	12	.	.	PUNCT
gssr-1043	530	1	journal	journal	PROPN
gssr-1043	530	2	of	of	ADP
gssr-1043	530	3	information	information	NOUN
gssr-1043	530	4	processing	processing	NOUN
gssr-1043	530	5	systems	system	NOUN
gssr-1043	530	6	,	,	PUNCT
gssr-1043	530	7	14(6	14(6	NOUN
gssr-1043	530	8	)	)	PUNCT
gssr-1043	530	9	,	,	PUNCT
gssr-1043	530	10	1508	1508	NUM
gssr-1043	530	11	-	-	SYM
gssr-1043	530	12	1520	1520	NUM
gssr-1043	530	13	.	.	PUNCT
gssr-1043	531	1	chandy	chandy	NOUN
gssr-1043	531	2	,	,	PUNCT
gssr-1043	531	3	s.	s.	PROPN
gssr-1043	531	4	e.	e.	PROPN
gssr-1043	531	5	,	,	PUNCT
gssr-1043	531	6	rasekh	rasekh	PROPN
gssr-1043	531	7	,	,	PUNCT
gssr-1043	531	8	a.	a.	PROPN
gssr-1043	531	9	,	,	PUNCT
gssr-1043	531	10	barker	barker	PROPN
gssr-1043	531	11	,	,	PUNCT
gssr-1043	531	12	z.	z.	PROPN
gssr-1043	531	13	a.	a.	PROPN
gssr-1043	531	14	,	,	PUNCT
gssr-1043	531	15	&	&	CCONJ
gssr-1043	531	16	shafiee	shafiee	PROPN
gssr-1043	531	17	,	,	PUNCT
gssr-1043	531	18	m.	m.	PROPN
gssr-1043	531	19	e.	e.	PROPN
gssr-1043	531	20	(	(	PUNCT
gssr-1043	531	21	2019	2019	NUM
gssr-1043	531	22	)	)	PUNCT
gssr-1043	531	23	.	.	PUNCT
gssr-1043	532	1	cyberattack	cyberattack	NOUN
gssr-1043	532	2	detection	detection	NOUN
gssr-1043	532	3	using	use	VERB
gssr-1043	532	4	deep	deep	ADJ
gssr-1043	532	5	generative	generative	ADJ
gssr-1043	532	6	models	model	NOUN
gssr-1043	532	7	with	with	ADP
gssr-1043	532	8	variational	variational	ADJ
gssr-1043	532	9	inference	inference	NOUN
gssr-1043	532	10	.	.	PUNCT
gssr-1043	533	1	journal	journal	PROPN
gssr-1043	533	2	of	of	ADP
gssr-1043	533	3	water	water	NOUN
gssr-1043	533	4	resources	resource	NOUN
gssr-1043	533	5	planning	planning	NOUN
gssr-1043	533	6	and	and	CCONJ
gssr-1043	533	7	management	management	NOUN
gssr-1043	533	8	,	,	PUNCT
gssr-1043	533	9	145(2	145(2	NUM
gssr-1043	533	10	)	)	PUNCT
gssr-1043	533	11	,	,	PUNCT
gssr-1043	533	12	04018093	04018093	NUM
gssr-1043	533	13	.	.	PUNCT
gssr-1043	534	1	chen	chen	PROPN
gssr-1043	534	2	,	,	PUNCT
gssr-1043	534	3	k.	k.	PROPN
gssr-1043	534	4	,	,	PUNCT
gssr-1043	534	5	hu	hu	PROPN
gssr-1043	534	6	,	,	PUNCT
gssr-1043	534	7	h.	h.	PROPN
gssr-1043	534	8	,	,	PUNCT
gssr-1043	534	9	chen	chen	PROPN
gssr-1043	534	10	,	,	PUNCT
gssr-1043	534	11	c.	c.	PROPN
gssr-1043	534	12	,	,	PUNCT
gssr-1043	534	13	chen	chen	PROPN
gssr-1043	534	14	,	,	PUNCT
gssr-1043	534	15	l.	l.	PROPN
gssr-1043	534	16	,	,	PUNCT
gssr-1043	534	17	&	&	CCONJ
gssr-1043	534	18	he	he	PRON
gssr-1043	534	19	,	,	PUNCT
gssr-1043	534	20	c.	c.	PROPN
gssr-1043	534	21	(	(	PUNCT
gssr-1043	534	22	2018	2018	NUM
gssr-1043	534	23	)	)	PUNCT
gssr-1043	534	24	.	.	PUNCT
gssr-1043	535	1	an	an	DET
gssr-1043	535	2	intelligent	intelligent	ADJ
gssr-1043	535	3	sewer	sewer	NOUN
gssr-1043	535	4	defect	defect	NOUN
gssr-1043	535	5	detection	detection	NOUN
gssr-1043	535	6	method	method	NOUN
gssr-1043	535	7	based	base	VERB
gssr-1043	535	8	on	on	ADP
gssr-1043	535	9	convolutional	convolutional	ADJ
gssr-1043	535	10	neural	neural	ADJ
gssr-1043	535	11	network	network	NOUN
gssr-1043	535	12	.	.	PUNCT
gssr-1043	536	1	in	in	ADP
gssr-1043	536	2	2018	2018	NUM
gssr-1043	536	3	ieee	ieee	NOUN
gssr-1043	536	4	international	international	ADJ
gssr-1043	536	5	conference	conference	NOUN
gssr-1043	536	6	on	on	ADP
gssr-1043	536	7	information	information	NOUN
gssr-1043	536	8	and	and	CCONJ
gssr-1043	536	9	automation	automation	NOUN
gssr-1043	536	10	(	(	PUNCT
gssr-1043	536	11	icia	icia	NOUN
gssr-1043	536	12	)	)	PUNCT
gssr-1043	536	13	(	(	PUNCT
gssr-1043	536	14	pp	pp	ADJ
gssr-1043	536	15	.	.	PUNCT
gssr-1043	536	16	1301	1301	NUM
gssr-1043	536	17	-	-	SYM
gssr-1043	536	18	1306	1306	NUM
gssr-1043	536	19	)	)	PUNCT
gssr-1043	536	20	.	.	PUNCT
gssr-1043	537	1	ieee	ieee	PROPN
gssr-1043	537	2	.	.	PUNCT
gssr-1043	538	1	chen	chen	PROPN
gssr-1043	538	2	,	,	PUNCT
gssr-1043	538	3	k.	k.	PROPN
gssr-1043	538	4	,	,	PUNCT
gssr-1043	538	5	wang	wang	PROPN
gssr-1043	538	6	,	,	PUNCT
gssr-1043	538	7	h.	h.	PROPN
gssr-1043	538	8	,	,	PUNCT
gssr-1043	538	9	valverde	valverde	PROPN
gssr-1043	538	10	-	-	PUNCT
gssr-1043	538	11	pérez	pérez	NOUN
gssr-1043	538	12	,	,	PUNCT
gssr-1043	538	13	b.	b.	PROPN
gssr-1043	538	14	,	,	PUNCT
gssr-1043	538	15	zhai	zhai	PROPN
gssr-1043	538	16	,	,	PUNCT
gssr-1043	538	17	s.	s.	PROPN
gssr-1043	538	18	,	,	PUNCT
gssr-1043	538	19	vezzaro	vezzaro	NOUN
gssr-1043	538	20	,	,	PUNCT
gssr-1043	538	21	l.	l.	PROPN
gssr-1043	538	22	,	,	PUNCT
gssr-1043	538	23	&	&	CCONJ
gssr-1043	538	24	wang	wang	PROPN
gssr-1043	538	25	,	,	PUNCT
gssr-1043	538	26	a.	a.	NOUN
gssr-1043	538	27	(	(	PUNCT
gssr-1043	538	28	2021	2021	NUM
gssr-1043	538	29	)	)	PUNCT
gssr-1043	538	30	.	.	PUNCT
gssr-1043	539	1	optimal	optimal	ADJ
gssr-1043	539	2	control	control	NOUN
gssr-1043	539	3	towards	towards	ADP
gssr-1043	539	4	sustainable	sustainable	ADJ
gssr-1043	539	5	wastewater	wastewater	NOUN
gssr-1043	539	6	treatment	treatment	NOUN
gssr-1043	539	7	plants	plant	NOUN
gssr-1043	539	8	based	base	VERB
gssr-1043	539	9	on	on	ADP
gssr-1043	539	10	multi	multi	ADJ
gssr-1043	539	11	-	-	ADJ
gssr-1043	539	12	agent	agent	ADJ
gssr-1043	539	13	reinforcement	reinforcement	NOUN
gssr-1043	539	14	learning	learning	NOUN
gssr-1043	539	15	.	.	PUNCT
gssr-1043	540	1	chemosphere	chemosphere	PROPN
gssr-1043	540	2	,	,	PUNCT
gssr-1043	540	3	279	279	NUM
gssr-1043	540	4	,	,	PUNCT
gssr-1043	540	5	130498	130498	NUM
gssr-1043	540	6	.	.	PUNCT
gssr-1043	541	1	global	global	ADJ
gssr-1043	541	2	sustainability	sustainability	NOUN
gssr-1043	541	3	research	research	NOUN
gssr-1043	541	4	global	global	ADJ
gssr-1043	541	5	scientific	scientific	ADJ
gssr-1043	541	6	research	research	NOUN
gssr-1043	541	7	69	69	NUM
gssr-1043	541	8	chen	chen	PROPN
gssr-1043	541	9	,	,	PUNCT
gssr-1043	541	10	y.	y.	PROPN
gssr-1043	541	11	,	,	PUNCT
gssr-1043	541	12	zhong	zhong	PROPN
gssr-1043	541	13	,	,	PUNCT
gssr-1043	541	14	s.	s.	PROPN
gssr-1043	541	15	,	,	PUNCT
gssr-1043	541	16	chen	chen	PROPN
gssr-1043	541	17	,	,	PUNCT
gssr-1043	541	18	k.	k.	PROPN
gssr-1043	541	19	,	,	PUNCT
gssr-1043	541	20	chen	chen	PROPN
gssr-1043	541	21	,	,	PUNCT
gssr-1043	541	22	s.	s.	PROPN
gssr-1043	541	23	,	,	PUNCT
gssr-1043	541	24	&	&	CCONJ
gssr-1043	541	25	zheng	zheng	PROPN
gssr-1043	541	26	,	,	PUNCT
gssr-1043	541	27	s.	s.	PROPN
gssr-1043	541	28	(	(	PUNCT
gssr-1043	541	29	2019	2019	NUM
gssr-1043	541	30	)	)	PUNCT
gssr-1043	541	31	.	.	PUNCT
gssr-1043	542	1	automated	automate	VERB
gssr-1043	542	2	detection	detection	NOUN
gssr-1043	542	3	of	of	ADP
gssr-1043	542	4	sewer	sewer	NOUN
gssr-1043	542	5	pipe	pipe	NOUN
gssr-1043	542	6	defects	defect	NOUN
gssr-1043	542	7	based	base	VERB
gssr-1043	542	8	on	on	ADP
gssr-1043	542	9	cost	cost	NOUN
gssr-1043	542	10	-	-	PUNCT
gssr-1043	542	11	sensitive	sensitive	ADJ
gssr-1043	542	12	convolutional	convolutional	ADJ
gssr-1043	542	13	neural	neural	ADJ
gssr-1043	542	14	network	network	NOUN
gssr-1043	542	15	.	.	PUNCT
gssr-1043	543	1	in	in	ADP
gssr-1043	543	2	proceedings	proceeding	NOUN
gssr-1043	543	3	of	of	ADP
gssr-1043	543	4	the	the	DET
gssr-1043	543	5	2019	2019	NUM
gssr-1043	543	6	2nd	2nd	ADJ
gssr-1043	543	7	international	international	ADJ
gssr-1043	543	8	conference	conference	NOUN
gssr-1043	543	9	on	on	ADP
gssr-1043	543	10	signal	signal	ADJ
gssr-1043	543	11	processing	processing	NOUN
gssr-1043	543	12	and	and	CCONJ
gssr-1043	543	13	machine	machine	NOUN
gssr-1043	543	14	learning	learning	NOUN
gssr-1043	543	15	(	(	PUNCT
gssr-1043	543	16	pp	pp	ADJ
gssr-1043	543	17	.	.	PUNCT
gssr-1043	544	1	8	8	NUM
gssr-1043	544	2	-	-	SYM
gssr-1043	544	3	17	17	NUM
gssr-1043	544	4	)	)	PUNCT
gssr-1043	544	5	.	.	PUNCT
gssr-1043	545	1	cheng	cheng	PROPN
gssr-1043	545	2	,	,	PUNCT
gssr-1043	545	3	j.	j.	PROPN
gssr-1043	545	4	c.	c.	PROPN
gssr-1043	545	5	,	,	PUNCT
gssr-1043	545	6	&	&	CCONJ
gssr-1043	545	7	wang	wang	PROPN
gssr-1043	545	8	,	,	PUNCT
gssr-1043	545	9	m.	m.	NOUN
gssr-1043	545	10	(	(	PUNCT
gssr-1043	545	11	2018	2018	NUM
gssr-1043	545	12	)	)	PUNCT
gssr-1043	545	13	.	.	PUNCT
gssr-1043	546	1	automated	automate	VERB
gssr-1043	546	2	detection	detection	NOUN
gssr-1043	546	3	of	of	ADP
gssr-1043	546	4	sewer	sewer	NOUN
gssr-1043	546	5	pipe	pipe	NOUN
gssr-1043	546	6	defects	defect	NOUN
gssr-1043	546	7	in	in	ADP
gssr-1043	546	8	closed	closed	ADJ
gssr-1043	546	9	-	-	PUNCT
gssr-1043	546	10	circuit	circuit	NOUN
gssr-1043	546	11	television	television	NOUN
gssr-1043	546	12	images	image	NOUN
gssr-1043	546	13	using	use	VERB
gssr-1043	546	14	deep	deep	ADJ
gssr-1043	546	15	learning	learning	NOUN
gssr-1043	546	16	techniques	technique	NOUN
gssr-1043	546	17	.	.	PUNCT
gssr-1043	547	1	automation	automation	NOUN
gssr-1043	547	2	in	in	ADP
gssr-1043	547	3	construction	construction	NOUN
gssr-1043	547	4	,	,	PUNCT
gssr-1043	547	5	95	95	NUM
gssr-1043	547	6	,	,	PUNCT
gssr-1043	547	7	155	155	NUM
gssr-1043	547	8	-	-	SYM
gssr-1043	547	9	171	171	NUM
gssr-1043	547	10	.	.	PUNCT
gssr-1043	548	1	cheng	cheng	PROPN
gssr-1043	548	2	,	,	PUNCT
gssr-1043	548	3	t.	t.	PROPN
gssr-1043	548	4	,	,	PUNCT
gssr-1043	548	5	harrou	harrou	NOUN
gssr-1043	548	6	,	,	PUNCT
gssr-1043	548	7	f.	f.	PROPN
gssr-1043	548	8	,	,	PUNCT
gssr-1043	548	9	kadri	kadri	PROPN
gssr-1043	548	10	,	,	PUNCT
gssr-1043	548	11	f.	f.	PROPN
gssr-1043	548	12	,	,	PUNCT
gssr-1043	548	13	sun	sun	PROPN
gssr-1043	548	14	,	,	PUNCT
gssr-1043	548	15	y.	y.	PROPN
gssr-1043	548	16	,	,	PUNCT
gssr-1043	548	17	&	&	CCONJ
gssr-1043	548	18	leiknes	leikne	NOUN
gssr-1043	548	19	,	,	PUNCT
gssr-1043	548	20	t.	t.	PROPN
gssr-1043	548	21	(	(	PUNCT
gssr-1043	548	22	2020	2020	NUM
gssr-1043	548	23	)	)	PUNCT
gssr-1043	548	24	.	.	PUNCT
gssr-1043	549	1	forecasting	forecasting	NOUN
gssr-1043	549	2	of	of	ADP
gssr-1043	549	3	wastewater	wastewater	NOUN
gssr-1043	549	4	treatment	treatment	NOUN
gssr-1043	549	5	plant	plant	NOUN
gssr-1043	549	6	key	key	NOUN
gssr-1043	549	7	features	feature	NOUN
gssr-1043	549	8	using	use	VERB
gssr-1043	549	9	deep	deep	ADJ
gssr-1043	549	10	learning	learning	NOUN
gssr-1043	549	11	-	-	PUNCT
gssr-1043	549	12	based	base	VERB
gssr-1043	549	13	models	model	NOUN
gssr-1043	549	14	:	:	PUNCT
gssr-1043	549	15	a	a	DET
gssr-1043	549	16	case	case	NOUN
gssr-1043	549	17	study	study	NOUN
gssr-1043	549	18	.	.	PUNCT
gssr-1043	550	1	ieee	ieee	NOUN
gssr-1043	550	2	access	access	NOUN
gssr-1043	550	3	,	,	PUNCT
gssr-1043	550	4	8	8	NUM
gssr-1043	550	5	,	,	PUNCT
gssr-1043	550	6	184475	184475	NUM
gssr-1043	550	7	-	-	SYM
gssr-1043	550	8	184485	184485	NUM
gssr-1043	550	9	.	.	PUNCT
gssr-1043	551	1	cody	cody	NOUN
gssr-1043	551	2	,	,	PUNCT
gssr-1043	551	3	r.	r.	PROPN
gssr-1043	551	4	a.	a.	PROPN
gssr-1043	551	5	,	,	PUNCT
gssr-1043	551	6	tolson	tolson	PROPN
gssr-1043	551	7	,	,	PUNCT
gssr-1043	551	8	b.	b.	PROPN
gssr-1043	551	9	a.	a.	PROPN
gssr-1043	551	10	,	,	PUNCT
gssr-1043	551	11	&	&	CCONJ
gssr-1043	551	12	orchard	orchard	NOUN
gssr-1043	551	13	,	,	PUNCT
gssr-1043	551	14	j.	j.	PROPN
gssr-1043	551	15	(	(	PUNCT
gssr-1043	551	16	2020	2020	NUM
gssr-1043	551	17	)	)	PUNCT
gssr-1043	551	18	.	.	PUNCT
gssr-1043	552	1	detecting	detect	VERB
gssr-1043	552	2	leaks	leak	NOUN
gssr-1043	552	3	in	in	ADP
gssr-1043	552	4	water	water	NOUN
gssr-1043	552	5	distribution	distribution	NOUN
gssr-1043	552	6	pipes	pipe	NOUN
gssr-1043	552	7	using	use	VERB
gssr-1043	552	8	a	a	DET
gssr-1043	552	9	deep	deep	ADJ
gssr-1043	552	10	autoencoder	autoencoder	NOUN
gssr-1043	552	11	and	and	CCONJ
gssr-1043	552	12	hydroacoustic	hydroacoustic	ADJ
gssr-1043	552	13	spectrograms	spectrogram	NOUN
gssr-1043	552	14	.	.	PUNCT
gssr-1043	553	1	journal	journal	NOUN
gssr-1043	553	2	of	of	ADP
gssr-1043	553	3	computing	computing	NOUN
gssr-1043	553	4	in	in	ADP
gssr-1043	553	5	civil	civil	ADJ
gssr-1043	553	6	engineering	engineering	NOUN
gssr-1043	553	7	,	,	PUNCT
gssr-1043	553	8	34(2	34(2	NUM
gssr-1043	553	9	)	)	PUNCT
gssr-1043	553	10	,	,	PUNCT
gssr-1043	553	11	04020001	04020001	NUM
gssr-1043	553	12	.	.	PUNCT
gssr-1043	554	1	deng	deng	PROPN
gssr-1043	554	2	,	,	PUNCT
gssr-1043	554	3	a.	a.	PROPN
gssr-1043	554	4	,	,	PUNCT
gssr-1043	554	5	&	&	CCONJ
gssr-1043	554	6	hooi	hooi	PROPN
gssr-1043	554	7	,	,	PUNCT
gssr-1043	554	8	b.	b.	PROPN
gssr-1043	554	9	(	(	PUNCT
gssr-1043	554	10	2021	2021	NUM
gssr-1043	554	11	)	)	PUNCT
gssr-1043	554	12	.	.	PUNCT
gssr-1043	555	1	graph	graph	NOUN
gssr-1043	555	2	neural	neural	ADJ
gssr-1043	555	3	network	network	NOUN
gssr-1043	555	4	-	-	PUNCT
gssr-1043	555	5	based	base	VERB
gssr-1043	555	6	anomaly	anomaly	NOUN
gssr-1043	555	7	detection	detection	NOUN
gssr-1043	555	8	in	in	ADP
gssr-1043	555	9	multivariate	multivariate	NOUN
gssr-1043	555	10	time	time	NOUN
gssr-1043	555	11	series	series	PROPN
gssr-1043	555	12	.	.	PUNCT
gssr-1043	556	1	in	in	ADP
gssr-1043	556	2	proceedings	proceeding	NOUN
gssr-1043	556	3	of	of	ADP
gssr-1043	556	4	the	the	DET
gssr-1043	556	5	aaai	aaai	PROPN
gssr-1043	556	6	conference	conference	NOUN
gssr-1043	556	7	on	on	ADP
gssr-1043	556	8	artificial	artificial	ADJ
gssr-1043	556	9	intelligence	intelligence	NOUN
gssr-1043	556	10	(	(	PUNCT
gssr-1043	556	11	vol	vol	NOUN
gssr-1043	556	12	.	.	PROPN
gssr-1043	556	13	35	35	NUM
gssr-1043	556	14	,	,	PUNCT
gssr-1043	556	15	no	no	INTJ
gssr-1043	556	16	.	.	NOUN
gssr-1043	556	17	5	5	NUM
gssr-1043	556	18	,	,	PUNCT
gssr-1043	556	19	pp	pp	ADJ
gssr-1043	556	20	.	.	PUNCT
gssr-1043	556	21	4027	4027	NUM
gssr-1043	556	22	-	-	SYM
gssr-1043	556	23	4035	4035	NUM
gssr-1043	556	24	)	)	PUNCT
gssr-1043	556	25	.	.	PUNCT
gssr-1043	557	1	ding	ding	PROPN
gssr-1043	557	2	,	,	PUNCT
gssr-1043	557	3	l.	l.	PROPN
gssr-1043	557	4	,	,	PUNCT
gssr-1043	557	5	yang	yang	PROPN
gssr-1043	557	6	,	,	PUNCT
gssr-1043	557	7	q.	q.	PROPN
gssr-1043	557	8	,	,	PUNCT
gssr-1043	557	9	yang	yang	PROPN
gssr-1043	557	10	,	,	PUNCT
gssr-1043	557	11	y.	y.	PROPN
gssr-1043	557	12	,	,	PUNCT
gssr-1043	557	13	ma	ma	PROPN
gssr-1043	557	14	,	,	PUNCT
gssr-1043	557	15	h.	h.	PROPN
gssr-1043	557	16	,	,	PUNCT
gssr-1043	557	17	&	&	CCONJ
gssr-1043	557	18	martin	martin	PROPN
gssr-1043	557	19	,	,	PUNCT
gssr-1043	557	20	j.	j.	PROPN
gssr-1043	557	21	d.	d.	PROPN
gssr-1043	557	22	(	(	PUNCT
gssr-1043	557	23	2021	2021	NUM
gssr-1043	557	24	)	)	PUNCT
gssr-1043	557	25	.	.	PUNCT
gssr-1043	558	1	potential	potential	ADJ
gssr-1043	558	2	risk	risk	NOUN
gssr-1043	558	3	assessment	assessment	NOUN
gssr-1043	558	4	of	of	ADP
gssr-1043	558	5	groundwater	groundwater	NOUN
gssr-1043	558	6	to	to	PART
gssr-1043	558	7	address	address	VERB
gssr-1043	558	8	the	the	DET
gssr-1043	558	9	agricultural	agricultural	ADJ
gssr-1043	558	10	and	and	CCONJ
gssr-1043	558	11	domestic	domestic	ADJ
gssr-1043	558	12	challenges	challenge	NOUN
gssr-1043	558	13	in	in	ADP
gssr-1043	558	14	ordos	ordo	NOUN
gssr-1043	558	15	basin	basin	NOUN
gssr-1043	558	16	.	.	PUNCT
gssr-1043	559	1	environmental	environmental	ADJ
gssr-1043	559	2	geochemistry	geochemistry	NOUN
gssr-1043	559	3	and	and	CCONJ
gssr-1043	559	4	health	health	NOUN
gssr-1043	559	5	,	,	PUNCT
gssr-1043	559	6	43	43	NUM
gssr-1043	559	7	,	,	PUNCT
gssr-1043	559	8	717	717	NUM
gssr-1043	559	9	-	-	SYM
gssr-1043	559	10	732	732	NUM
gssr-1043	559	11	.	.	PUNCT
gssr-1043	559	12	du	du	PROPN
gssr-1043	559	13	,	,	PUNCT
gssr-1043	559	14	b.	b.	PROPN
gssr-1043	559	15	,	,	PUNCT
gssr-1043	559	16	zhou	zhou	PROPN
gssr-1043	559	17	,	,	PUNCT
gssr-1043	559	18	q.	q.	PROPN
gssr-1043	559	19	,	,	PUNCT
gssr-1043	559	20	guo	guo	PROPN
gssr-1043	559	21	,	,	PUNCT
gssr-1043	559	22	j.	j.	PROPN
gssr-1043	559	23	,	,	PUNCT
gssr-1043	559	24	guo	guo	PROPN
gssr-1043	559	25	,	,	PUNCT
gssr-1043	559	26	s.	s.	PROPN
gssr-1043	559	27	,	,	PUNCT
gssr-1043	559	28	&	&	CCONJ
gssr-1043	559	29	wang	wang	PROPN
gssr-1043	559	30	,	,	PUNCT
gssr-1043	559	31	l.	l.	PROPN
gssr-1043	559	32	(	(	PUNCT
gssr-1043	559	33	2021	2021	NUM
gssr-1043	559	34	)	)	PUNCT
gssr-1043	559	35	.	.	PUNCT
gssr-1043	560	1	deep	deep	ADJ
gssr-1043	560	2	learning	learning	NOUN
gssr-1043	560	3	with	with	ADP
gssr-1043	560	4	long	long	ADJ
gssr-1043	560	5	short	short	ADJ
gssr-1043	560	6	-	-	PUNCT
gssr-1043	560	7	term	term	NOUN
gssr-1043	560	8	memory	memory	NOUN
gssr-1043	560	9	neural	neural	ADJ
gssr-1043	560	10	networks	network	NOUN
gssr-1043	560	11	combining	combine	VERB
gssr-1043	560	12	wavelet	wavelet	NOUN
gssr-1043	560	13	transform	transform	NOUN
gssr-1043	560	14	and	and	CCONJ
gssr-1043	560	15	principal	principal	ADJ
gssr-1043	560	16	component	component	NOUN
gssr-1043	560	17	analysis	analysis	NOUN
gssr-1043	560	18	for	for	ADP
gssr-1043	560	19	daily	daily	ADJ
gssr-1043	560	20	urban	urban	ADJ
gssr-1043	560	21	water	water	NOUN
gssr-1043	560	22	demand	demand	NOUN
gssr-1043	560	23	forecasting	forecasting	NOUN
gssr-1043	560	24	.	.	PUNCT
gssr-1043	561	1	expert	expert	NOUN
gssr-1043	561	2	systems	system	NOUN
gssr-1043	561	3	with	with	ADP
gssr-1043	561	4	applications	application	NOUN
gssr-1043	561	5	,	,	PUNCT
gssr-1043	561	6	171	171	NUM
gssr-1043	561	7	,	,	PUNCT
gssr-1043	561	8	114571	114571	NUM
gssr-1043	561	9	.	.	PUNCT
gssr-1043	562	1	erba	erba	PROPN
gssr-1043	562	2	,	,	PUNCT
gssr-1043	562	3	a.	a.	PROPN
gssr-1043	562	4	,	,	PUNCT
gssr-1043	562	5	taormina	taormina	PROPN
gssr-1043	562	6	,	,	PUNCT
gssr-1043	562	7	r.	r.	PROPN
gssr-1043	562	8	,	,	PUNCT
gssr-1043	562	9	galelli	galelli	PROPN
gssr-1043	562	10	,	,	PUNCT
gssr-1043	562	11	s.	s.	PROPN
gssr-1043	562	12	,	,	PUNCT
gssr-1043	562	13	pogliani	pogliani	PROPN
gssr-1043	562	14	,	,	PUNCT
gssr-1043	562	15	m.	m.	NOUN
gssr-1043	562	16	,	,	PUNCT
gssr-1043	562	17	carminati	carminati	PROPN
gssr-1043	562	18	,	,	PUNCT
gssr-1043	562	19	m.	m.	NOUN
gssr-1043	562	20	,	,	PUNCT
gssr-1043	562	21	zanero	zanero	NOUN
gssr-1043	562	22	,	,	PUNCT
gssr-1043	562	23	s.	s.	PROPN
gssr-1043	562	24	,	,	PUNCT
gssr-1043	562	25	&	&	CCONJ
gssr-1043	562	26	tippenhauer	tippenhauer	PROPN
gssr-1043	562	27	,	,	PUNCT
gssr-1043	562	28	n.	n.	PROPN
gssr-1043	562	29	o.	o.	PROPN
gssr-1043	562	30	(	(	PUNCT
gssr-1043	562	31	2020	2020	NUM
gssr-1043	562	32	)	)	PUNCT
gssr-1043	562	33	.	.	PUNCT
gssr-1043	563	1	constrained	constrain	VERB
gssr-1043	563	2	concealment	concealment	NOUN
gssr-1043	563	3	attacks	attack	NOUN
gssr-1043	563	4	against	against	ADP
gssr-1043	563	5	reconstruction	reconstruction	NOUN
gssr-1043	563	6	-	-	PUNCT
gssr-1043	563	7	based	base	VERB
gssr-1043	563	8	anomaly	anomaly	NOUN
gssr-1043	563	9	detectors	detector	NOUN
gssr-1043	563	10	in	in	ADP
gssr-1043	563	11	industrial	industrial	ADJ
gssr-1043	563	12	control	control	NOUN
gssr-1043	563	13	systems	system	NOUN
gssr-1043	563	14	.	.	PUNCT
gssr-1043	564	1	in	in	ADP
gssr-1043	564	2	proceedings	proceeding	NOUN
gssr-1043	564	3	of	of	ADP
gssr-1043	564	4	the	the	DET
gssr-1043	564	5	36th	36th	ADJ
gssr-1043	564	6	annual	annual	ADJ
gssr-1043	564	7	computer	computer	NOUN
gssr-1043	564	8	security	security	NOUN
gssr-1043	564	9	applications	application	NOUN
gssr-1043	564	10	conference	conference	NOUN
gssr-1043	564	11	(	(	PUNCT
gssr-1043	564	12	pp	pp	ADJ
gssr-1043	564	13	.	.	PUNCT
gssr-1043	565	1	480	480	NUM
gssr-1043	565	2	-	-	SYM
gssr-1043	565	3	495	495	NUM
gssr-1043	565	4	)	)	PUNCT
gssr-1043	565	5	.	.	PUNCT
gssr-1043	566	1	fang	fang	PROPN
gssr-1043	566	2	,	,	PUNCT
gssr-1043	566	3	q.	q.	PROPN
gssr-1043	566	4	,	,	PUNCT
gssr-1043	566	5	zhang	zhang	PROPN
gssr-1043	566	6	,	,	PUNCT
gssr-1043	566	7	j.	j.	PROPN
gssr-1043	566	8	,	,	PUNCT
gssr-1043	566	9	xie	xie	PROPN
gssr-1043	566	10	,	,	PUNCT
gssr-1043	566	11	c.	c.	PROPN
gssr-1043	566	12	,	,	PUNCT
gssr-1043	566	13	&	&	CCONJ
gssr-1043	566	14	yang	yang	PROPN
gssr-1043	566	15	,	,	PUNCT
gssr-1043	566	16	y.	y.	PROPN
gssr-1043	566	17	(	(	PUNCT
gssr-1043	566	18	2019	2019	NUM
gssr-1043	566	19	)	)	PUNCT
gssr-1043	566	20	.	.	PUNCT
gssr-1043	567	1	detection	detection	NOUN
gssr-1043	567	2	of	of	ADP
gssr-1043	567	3	multiple	multiple	ADJ
gssr-1043	567	4	leakage	leakage	NOUN
gssr-1043	567	5	points	point	NOUN
gssr-1043	567	6	in	in	ADP
gssr-1043	567	7	water	water	NOUN
gssr-1043	567	8	distribution	distribution	NOUN
gssr-1043	567	9	networks	network	NOUN
gssr-1043	567	10	based	base	VERB
gssr-1043	567	11	on	on	ADP
gssr-1043	567	12	convolutional	convolutional	ADJ
gssr-1043	567	13	neural	neural	ADJ
gssr-1043	567	14	networks	network	NOUN
gssr-1043	567	15	.	.	PUNCT
gssr-1043	568	1	water	water	NOUN
gssr-1043	568	2	supply	supply	NOUN
gssr-1043	568	3	,	,	PUNCT
gssr-1043	568	4	19(8	19(8	NUM
gssr-1043	568	5	)	)	PUNCT
gssr-1043	568	6	,	,	PUNCT
gssr-1043	568	7	2231	2231	NUM
gssr-1043	568	8	-	-	SYM
gssr-1043	568	9	2239	2239	NUM
gssr-1043	568	10	.	.	PUNCT
gssr-1043	569	1	fu	fu	PROPN
gssr-1043	569	2	,	,	PUNCT
gssr-1043	569	3	g.	g.	PROPN
gssr-1043	569	4	,	,	PUNCT
gssr-1043	569	5	jin	jin	NOUN
gssr-1043	569	6	,	,	PUNCT
gssr-1043	569	7	y.	y.	PROPN
gssr-1043	569	8	,	,	PUNCT
gssr-1043	569	9	sun	sun	PROPN
gssr-1043	569	10	,	,	PUNCT
gssr-1043	569	11	s.	s.	PROPN
gssr-1043	569	12	,	,	PUNCT
gssr-1043	569	13	yuan	yuan	PROPN
gssr-1043	569	14	,	,	PUNCT
gssr-1043	569	15	z.	z.	PROPN
gssr-1043	569	16	,	,	PUNCT
gssr-1043	569	17	&	&	CCONJ
gssr-1043	569	18	butler	butler	PROPN
gssr-1043	569	19	,	,	PUNCT
gssr-1043	569	20	d.	d.	PROPN
gssr-1043	569	21	(	(	PUNCT
gssr-1043	569	22	2022	2022	NUM
gssr-1043	569	23	)	)	PUNCT
gssr-1043	569	24	.	.	PUNCT
gssr-1043	570	1	the	the	DET
gssr-1043	570	2	role	role	NOUN
gssr-1043	570	3	of	of	ADP
gssr-1043	570	4	deep	deep	ADJ
gssr-1043	570	5	learning	learning	NOUN
gssr-1043	570	6	in	in	ADP
gssr-1043	570	7	water	water	NOUN
gssr-1043	570	8	management	management	NOUN
gssr-1043	570	9	:	:	PUNCT
gssr-1043	570	10	a	a	DET
gssr-1043	570	11	critical	critical	ADJ
gssr-1043	570	12	review	review	NOUN
gssr-1043	570	13	.	.	PUNCT
gssr-1043	571	1	water	water	NOUN
gssr-1043	571	2	research	research	NOUN
gssr-1043	571	3	,	,	PUNCT
gssr-1043	571	4	223	223	NUM
gssr-1043	571	5	,	,	PUNCT
gssr-1043	571	6	118973	118973	NUM
gssr-1043	571	7	.	.	PUNCT
gssr-1043	572	1	fu	fu	PROPN
gssr-1043	572	2	,	,	PUNCT
gssr-1043	572	3	x.	x.	PROPN
gssr-1043	572	4	,	,	PUNCT
gssr-1043	572	5	jiang	jiang	PROPN
gssr-1043	572	6	,	,	PUNCT
gssr-1043	572	7	j.	j.	PROPN
gssr-1043	572	8	,	,	PUNCT
gssr-1043	572	9	wu	wu	PROPN
gssr-1043	572	10	,	,	PUNCT
gssr-1043	572	11	x.	x.	PROPN
gssr-1043	572	12	,	,	PUNCT
gssr-1043	572	13	huang	huang	PROPN
gssr-1043	572	14	,	,	PUNCT
gssr-1043	572	15	l.	l.	PROPN
gssr-1043	572	16	,	,	PUNCT
gssr-1043	572	17	han	han	PROPN
gssr-1043	572	18	,	,	PUNCT
gssr-1043	572	19	r.	r.	PROPN
gssr-1043	572	20	,	,	PUNCT
gssr-1043	572	21	li	li	PROPN
gssr-1043	572	22	,	,	PUNCT
gssr-1043	572	23	k.	k.	PROPN
gssr-1043	572	24	,	,	PUNCT
gssr-1043	572	25	...	...	PUNCT
gssr-1043	572	26	&	&	CCONJ
gssr-1043	572	27	wang	wang	PROPN
gssr-1043	572	28	,	,	PUNCT
gssr-1043	572	29	z.	z.	PROPN
gssr-1043	572	30	(	(	PUNCT
gssr-1043	572	31	2024	2024	NUM
gssr-1043	572	32	)	)	PUNCT
gssr-1043	572	33	.	.	PUNCT
gssr-1043	573	1	deep	deep	ADJ
gssr-1043	573	2	learning	learning	NOUN
gssr-1043	573	3	in	in	ADP
gssr-1043	573	4	water	water	NOUN
gssr-1043	573	5	protection	protection	NOUN
gssr-1043	573	6	of	of	ADP
gssr-1043	573	7	resources	resource	NOUN
gssr-1043	573	8	,	,	PUNCT
gssr-1043	573	9	environment	environment	NOUN
gssr-1043	573	10	,	,	PUNCT
gssr-1043	573	11	and	and	CCONJ
gssr-1043	573	12	ecology	ecology	NOUN
gssr-1043	573	13	:	:	PUNCT
gssr-1043	573	14	achievement	achievement	NOUN
gssr-1043	573	15	and	and	CCONJ
gssr-1043	573	16	challenges	challenge	NOUN
gssr-1043	573	17	.	.	PUNCT
gssr-1043	574	1	environmental	environmental	ADJ
gssr-1043	574	2	science	science	NOUN
gssr-1043	574	3	and	and	CCONJ
gssr-1043	574	4	pollution	pollution	NOUN
gssr-1043	574	5	research	research	NOUN
gssr-1043	574	6	,	,	PUNCT
gssr-1043	574	7	31(10	31(10	NUM
gssr-1043	574	8	)	)	PUNCT
gssr-1043	574	9	,	,	PUNCT
gssr-1043	574	10	14503	14503	NUM
gssr-1043	574	11	-	-	SYM
gssr-1043	574	12	14536	14536	NUM
gssr-1043	574	13	.	.	PUNCT
gssr-1043	575	1	gaurav	gaurav	PROPN
gssr-1043	575	2	,	,	PUNCT
gssr-1043	575	3	v.	v.	PROPN
gssr-1043	575	4	,	,	PUNCT
gssr-1043	575	5	vinod	vinod	PROPN
gssr-1043	575	6	,	,	PUNCT
gssr-1043	575	7	v.	v.	PROPN
gssr-1043	575	8	,	,	PUNCT
gssr-1043	575	9	singh	singh	PROPN
gssr-1043	575	10	,	,	PUNCT
gssr-1043	575	11	s.	s.	PROPN
gssr-1043	575	12	k.	k.	PROPN
gssr-1043	575	13	,	,	PUNCT
gssr-1043	575	14	sharma	sharma	PROPN
gssr-1043	575	15	,	,	PUNCT
gssr-1043	575	16	t.	t.	PROPN
gssr-1043	575	17	,	,	PUNCT
gssr-1043	575	18	pradyumna	pradyumna	PROPN
gssr-1043	575	19	,	,	PUNCT
gssr-1043	575	20	k.	k.	PROPN
gssr-1043	575	21	r.	r.	PROPN
gssr-1043	575	22	,	,	PUNCT
gssr-1043	575	23	&	&	CCONJ
gssr-1043	575	24	choudhary	choudhary	PROPN
gssr-1043	575	25	,	,	PUNCT
gssr-1043	575	26	s.	s.	PROPN
gssr-1043	575	27	(	(	PUNCT
gssr-1043	575	28	2021	2021	NUM
gssr-1043	575	29	)	)	PUNCT
gssr-1043	575	30	.	.	PUNCT
gssr-1043	576	1	rainroof	rainroof	NOUN
gssr-1043	576	2	:	:	PUNCT
gssr-1043	576	3	automated	automate	VERB
gssr-1043	576	4	shared	share	VERB
gssr-1043	576	5	rainwater	rainwater	NOUN
gssr-1043	576	6	harvesting	harvesting	NOUN
gssr-1043	576	7	prediction	prediction	NOUN
gssr-1043	576	8	.	.	PUNCT
gssr-1043	577	1	in	in	ADP
gssr-1043	577	2	sustainable	sustainable	ADJ
gssr-1043	577	3	communication	communication	NOUN
gssr-1043	577	4	networks	network	NOUN
gssr-1043	577	5	and	and	CCONJ
gssr-1043	577	6	application	application	NOUN
gssr-1043	577	7	:	:	PUNCT
gssr-1043	577	8	proceedings	proceeding	NOUN
gssr-1043	577	9	of	of	ADP
gssr-1043	577	10	icscn	icscn	PROPN
gssr-1043	577	11	2020	2020	NUM
gssr-1043	577	12	(	(	PUNCT
gssr-1043	577	13	pp	pp	ADJ
gssr-1043	577	14	.	.	PUNCT
gssr-1043	578	1	105	105	NUM
gssr-1043	578	2	-	-	SYM
gssr-1043	578	3	122	122	NUM
gssr-1043	578	4	)	)	PUNCT
gssr-1043	578	5	.	.	PUNCT
gssr-1043	579	1	springer	springer	PROPN
gssr-1043	579	2	singapore	singapore	PROPN
gssr-1043	579	3	.	.	PUNCT
gssr-1043	580	1	goodfellow	goodfellow	PROPN
gssr-1043	580	2	,	,	PUNCT
gssr-1043	580	3	i.	i.	PROPN
gssr-1043	580	4	,	,	PUNCT
gssr-1043	580	5	bengio	bengio	PROPN
gssr-1043	580	6	,	,	PUNCT
gssr-1043	580	7	y.	y.	PROPN
gssr-1043	580	8	,	,	PUNCT
gssr-1043	580	9	&	&	CCONJ
gssr-1043	580	10	courville	courville	PROPN
gssr-1043	580	11	,	,	PUNCT
gssr-1043	580	12	a.	a.	NOUN
gssr-1043	580	13	(	(	PUNCT
gssr-1043	580	14	2016	2016	NUM
gssr-1043	580	15	)	)	PUNCT
gssr-1043	580	16	.	.	PUNCT
gssr-1043	581	1	deep	deep	ADJ
gssr-1043	581	2	learning	learning	NOUN
gssr-1043	581	3	.	.	PUNCT
gssr-1043	582	1	mit	mit	PROPN
gssr-1043	582	2	press	press	PROPN
gssr-1043	582	3	.	.	PUNCT
gssr-1043	583	1	guo	guo	PROPN
gssr-1043	583	2	,	,	PUNCT
gssr-1043	583	3	g.	g.	PROPN
gssr-1043	583	4	,	,	PUNCT
gssr-1043	583	5	liu	liu	PROPN
gssr-1043	583	6	,	,	PUNCT
gssr-1043	583	7	s.	s.	PROPN
gssr-1043	583	8	,	,	PUNCT
gssr-1043	583	9	wu	wu	PROPN
gssr-1043	583	10	,	,	PUNCT
gssr-1043	583	11	y.	y.	PROPN
gssr-1043	583	12	,	,	PUNCT
gssr-1043	583	13	li	li	PROPN
gssr-1043	583	14	,	,	PUNCT
gssr-1043	583	15	j.	j.	PROPN
gssr-1043	583	16	,	,	PUNCT
gssr-1043	583	17	zhou	zhou	PROPN
gssr-1043	583	18	,	,	PUNCT
gssr-1043	583	19	r.	r.	PROPN
gssr-1043	583	20	,	,	PUNCT
gssr-1043	583	21	&	&	CCONJ
gssr-1043	583	22	zhu	zhu	PROPN
gssr-1043	583	23	,	,	PUNCT
gssr-1043	583	24	x.	x.	NOUN
gssr-1043	583	25	(	(	PUNCT
gssr-1043	583	26	2018	2018	NUM
gssr-1043	583	27	)	)	PUNCT
gssr-1043	583	28	.	.	PUNCT
gssr-1043	584	1	short	short	ADJ
gssr-1043	584	2	-	-	PUNCT
gssr-1043	584	3	term	term	NOUN
gssr-1043	584	4	water	water	NOUN
gssr-1043	584	5	demand	demand	NOUN
gssr-1043	584	6	forecast	forecast	NOUN
gssr-1043	584	7	based	base	VERB
gssr-1043	584	8	on	on	ADP
gssr-1043	584	9	deep	deep	ADJ
gssr-1043	584	10	learning	learning	NOUN
gssr-1043	584	11	method	method	NOUN
gssr-1043	584	12	.	.	PUNCT
gssr-1043	585	1	journal	journal	NOUN
gssr-1043	585	2	of	of	ADP
gssr-1043	585	3	water	water	NOUN
gssr-1043	585	4	resources	resource	NOUN
gssr-1043	585	5	planning	planning	NOUN
gssr-1043	585	6	and	and	CCONJ
gssr-1043	585	7	management	management	NOUN
gssr-1043	585	8	,	,	PUNCT
gssr-1043	585	9	144(12	144(12	NUM
gssr-1043	585	10	)	)	PUNCT
gssr-1043	585	11	,	,	PUNCT
gssr-1043	585	12	04018076	04018076	NUM
gssr-1043	585	13	.	.	PUNCT
gssr-1043	586	1	guo	guo	PROPN
gssr-1043	586	2	,	,	PUNCT
gssr-1043	586	3	g.	g.	PROPN
gssr-1043	586	4	,	,	PUNCT
gssr-1043	586	5	yu	yu	PROPN
gssr-1043	586	6	,	,	PUNCT
gssr-1043	586	7	x.	x.	PROPN
gssr-1043	586	8	,	,	PUNCT
gssr-1043	586	9	liu	liu	PROPN
gssr-1043	586	10	,	,	PUNCT
gssr-1043	586	11	s.	s.	PROPN
gssr-1043	586	12	,	,	PUNCT
gssr-1043	586	13	ma	ma	PROPN
gssr-1043	586	14	,	,	PUNCT
gssr-1043	586	15	z.	z.	PROPN
gssr-1043	586	16	,	,	PUNCT
gssr-1043	586	17	wu	wu	PROPN
gssr-1043	586	18	,	,	PUNCT
gssr-1043	586	19	y.	y.	PROPN
gssr-1043	586	20	,	,	PUNCT
gssr-1043	586	21	xu	xu	PROPN
gssr-1043	586	22	,	,	PUNCT
gssr-1043	586	23	x.	x.	PROPN
gssr-1043	586	24	,	,	PUNCT
gssr-1043	586	25	...	...	PUNCT
gssr-1043	586	26	&	&	CCONJ
gssr-1043	586	27	wu	wu	PROPN
gssr-1043	586	28	,	,	PUNCT
gssr-1043	586	29	x.	x.	NOUN
gssr-1043	586	30	(	(	PUNCT
gssr-1043	586	31	2021	2021	NUM
gssr-1043	586	32	)	)	PUNCT
gssr-1043	586	33	.	.	PUNCT
gssr-1043	587	1	leakage	leakage	NOUN
gssr-1043	587	2	detection	detection	NOUN
gssr-1043	587	3	in	in	ADP
gssr-1043	587	4	water	water	NOUN
gssr-1043	587	5	distribution	distribution	NOUN
gssr-1043	587	6	systems	system	NOUN
gssr-1043	587	7	based	base	VERB
gssr-1043	587	8	on	on	ADP
gssr-1043	587	9	time	time	NOUN
gssr-1043	587	10	–	–	PUNCT
gssr-1043	587	11	frequency	frequency	NOUN
gssr-1043	587	12	convolutional	convolutional	ADJ
gssr-1043	587	13	neural	neural	ADJ
gssr-1043	587	14	network	network	NOUN
gssr-1043	587	15	.	.	PUNCT
gssr-1043	588	1	journal	journal	PROPN
gssr-1043	588	2	of	of	ADP
gssr-1043	588	3	water	water	NOUN
gssr-1043	588	4	resources	resource	NOUN
gssr-1043	588	5	planning	planning	NOUN
gssr-1043	588	6	and	and	CCONJ
gssr-1043	588	7	management	management	NOUN
gssr-1043	588	8	,	,	PUNCT
gssr-1043	588	9	147(2	147(2	NUM
gssr-1043	588	10	)	)	PUNCT
gssr-1043	588	11	,	,	PUNCT
gssr-1043	588	12	04020101	04020101	NUM
gssr-1043	588	13	.	.	PUNCT
gssr-1043	589	1	gutiérrez	gutiérrez	NOUN
gssr-1043	589	2	-	-	PUNCT
gssr-1043	589	3	mondragón	mondragón	NOUN
gssr-1043	589	4	,	,	PUNCT
gssr-1043	589	5	m.	m.	NOUN
gssr-1043	589	6	a.	a.	PROPN
gssr-1043	589	7	,	,	PUNCT
gssr-1043	589	8	garcia	garcia	PROPN
gssr-1043	589	9	-	-	PUNCT
gssr-1043	589	10	gasulla	gasulla	PROPN
gssr-1043	589	11	,	,	PUNCT
gssr-1043	589	12	d.	d.	PROPN
gssr-1043	589	13	,	,	PUNCT
gssr-1043	589	14	alvarez	alvarez	PROPN
gssr-1043	589	15	-	-	PUNCT
gssr-1043	589	16	napagao	napagao	PROPN
gssr-1043	589	17	,	,	PUNCT
gssr-1043	589	18	s.	s.	PROPN
gssr-1043	589	19	,	,	PUNCT
gssr-1043	589	20	brossa	brossa	NOUN
gssr-1043	589	21	-	-	PUNCT
gssr-1043	589	22	ordoñez	ordoñez	NOUN
gssr-1043	589	23	,	,	PUNCT
gssr-1043	589	24	j.	j.	PROPN
gssr-1043	589	25	,	,	PUNCT
gssr-1043	589	26	&	&	CCONJ
gssr-1043	589	27	gimenezesteban	gimenezesteban	PROPN
gssr-1043	589	28	,	,	PUNCT
gssr-1043	589	29	r.	r.	PROPN
gssr-1043	589	30	(	(	PUNCT
gssr-1043	589	31	2020	2020	NUM
gssr-1043	589	32	)	)	PUNCT
gssr-1043	589	33	.	.	PUNCT
gssr-1043	590	1	obstruction	obstruction	NOUN
gssr-1043	590	2	level	level	NOUN
gssr-1043	590	3	detection	detection	NOUN
gssr-1043	590	4	of	of	ADP
gssr-1043	590	5	sewer	sewer	NOUN
gssr-1043	590	6	videos	video	NOUN
gssr-1043	590	7	using	use	VERB
gssr-1043	590	8	convolutional	convolutional	ADJ
gssr-1043	590	9	neural	neural	ADJ
gssr-1043	590	10	networks	network	NOUN
gssr-1043	590	11	.	.	PUNCT
gssr-1043	591	1	arxiv	arxiv	PROPN
gssr-1043	591	2	preprint	preprint	VERB
gssr-1043	591	3	arxiv:2002.01284	arxiv:2002.01284	PROPN
gssr-1043	591	4	.	.	PUNCT
gssr-1043	592	1	hajgató	hajgató	PROPN
gssr-1043	592	2	,	,	PUNCT
gssr-1043	592	3	g.	g.	PROPN
gssr-1043	592	4	,	,	PUNCT
gssr-1043	592	5	gyires	gyire	NOUN
gssr-1043	592	6	-	-	PUNCT
gssr-1043	592	7	tóth	tóth	NOUN
gssr-1043	592	8	,	,	PUNCT
gssr-1043	592	9	b.	b.	PROPN
gssr-1043	592	10	,	,	PUNCT
gssr-1043	592	11	&	&	CCONJ
gssr-1043	592	12	paál	paál	PROPN
gssr-1043	592	13	,	,	PUNCT
gssr-1043	592	14	g.	g.	PROPN
gssr-1043	592	15	(	(	PUNCT
gssr-1043	592	16	2021	2021	NUM
gssr-1043	592	17	)	)	PUNCT
gssr-1043	592	18	.	.	PUNCT
gssr-1043	593	1	reconstructing	reconstruct	VERB
gssr-1043	593	2	nodal	nodal	NOUN
gssr-1043	593	3	pressures	pressure	NOUN
gssr-1043	593	4	in	in	ADP
gssr-1043	593	5	water	water	NOUN
gssr-1043	593	6	distribution	distribution	NOUN
gssr-1043	593	7	systems	system	NOUN
gssr-1043	593	8	with	with	ADP
gssr-1043	593	9	graph	graph	NOUN
gssr-1043	593	10	neural	neural	ADJ
gssr-1043	593	11	networks	network	NOUN
gssr-1043	593	12	.	.	PUNCT
gssr-1043	594	1	arxiv	arxiv	PROPN
gssr-1043	594	2	preprint	preprint	VERB
gssr-1043	594	3	arxiv:2104.13619	arxiv:2104.13619	PROPN
gssr-1043	594	4	.	.	PUNCT
gssr-1043	595	1	hassan	hassan	PROPN
gssr-1043	595	2	,	,	PUNCT
gssr-1043	595	3	s.	s.	PROPN
gssr-1043	595	4	i.	i.	PROPN
gssr-1043	595	5	,	,	PUNCT
gssr-1043	595	6	dang	dang	PROPN
gssr-1043	595	7	,	,	PUNCT
gssr-1043	595	8	l.	l.	PROPN
gssr-1043	595	9	m.	m.	PROPN
gssr-1043	595	10	,	,	PUNCT
gssr-1043	595	11	mehmood	mehmood	PROPN
gssr-1043	595	12	,	,	PUNCT
gssr-1043	595	13	i.	i.	PROPN
gssr-1043	595	14	,	,	PUNCT
gssr-1043	595	15	i	i	PRON
gssr-1043	595	16	m	m	PROPN
gssr-1043	595	17	,	,	PUNCT
gssr-1043	595	18	s.	s.	PROPN
gssr-1043	595	19	,	,	PUNCT
gssr-1043	595	20	choi	choi	NOUN
gssr-1043	595	21	,	,	PUNCT
gssr-1043	595	22	c.	c.	PROPN
gssr-1043	595	23	,	,	PUNCT
gssr-1043	595	24	kang	kang	PROPN
gssr-1043	595	25	,	,	PUNCT
gssr-1043	595	26	j.	j.	PROPN
gssr-1043	595	27	,	,	PUNCT
gssr-1043	595	28	...	...	PUNCT
gssr-1043	595	29	&	&	CCONJ
gssr-1043	595	30	moon	moon	PROPN
gssr-1043	595	31	,	,	PUNCT
gssr-1043	595	32	h.	h.	PROPN
gssr-1043	595	33	(	(	PUNCT
gssr-1043	595	34	2019	2019	NUM
gssr-1043	595	35	)	)	PUNCT
gssr-1043	595	36	.	.	PUNCT
gssr-1043	596	1	underground	underground	ADJ
gssr-1043	596	2	sewer	sewer	NOUN
gssr-1043	596	3	pipe	pipe	NOUN
gssr-1043	596	4	condition	condition	NOUN
gssr-1043	596	5	assessment	assessment	NOUN
gssr-1043	596	6	based	base	VERB
gssr-1043	596	7	on	on	ADP
gssr-1043	596	8	convolutional	convolutional	ADJ
gssr-1043	596	9	neural	neural	ADJ
gssr-1043	596	10	networks	network	NOUN
gssr-1043	596	11	.	.	PUNCT
gssr-1043	597	1	automation	automation	NOUN
gssr-1043	597	2	in	in	ADP
gssr-1043	597	3	construction	construction	NOUN
gssr-1043	597	4	,	,	PUNCT
gssr-1043	597	5	106	106	NUM
gssr-1043	597	6	,	,	PUNCT
gssr-1043	597	7	102849	102849	NUM
gssr-1043	597	8	.	.	PUNCT
gssr-1043	598	1	global	global	ADJ
gssr-1043	598	2	sustainability	sustainability	NOUN
gssr-1043	598	3	research	research	NOUN
gssr-1043	598	4	global	global	ADJ
gssr-1043	598	5	scientific	scientific	ADJ
gssr-1043	598	6	research	research	NOUN
gssr-1043	598	7	70	70	NUM
gssr-1043	598	8	hassanzadeh	hassanzadeh	NOUN
gssr-1043	598	9	,	,	PUNCT
gssr-1043	598	10	a.	a.	NOUN
gssr-1043	598	11	,	,	PUNCT
gssr-1043	598	12	rasekh	rasekh	NOUN
gssr-1043	598	13	,	,	PUNCT
gssr-1043	598	14	a.	a.	NOUN
gssr-1043	598	15	,	,	PUNCT
gssr-1043	598	16	galelli	galelli	PROPN
gssr-1043	598	17	,	,	PUNCT
gssr-1043	598	18	s.	s.	PROPN
gssr-1043	598	19	,	,	PUNCT
gssr-1043	598	20	aghashahi	aghashahi	NOUN
gssr-1043	598	21	,	,	PUNCT
gssr-1043	598	22	m.	m.	NOUN
gssr-1043	598	23	,	,	PUNCT
gssr-1043	598	24	taormina	taormina	PROPN
gssr-1043	598	25	,	,	PUNCT
gssr-1043	598	26	r.	r.	PROPN
gssr-1043	598	27	,	,	PUNCT
gssr-1043	598	28	ostfeld	ostfeld	PROPN
gssr-1043	598	29	,	,	PUNCT
gssr-1043	598	30	a.	a.	NOUN
gssr-1043	598	31	,	,	PUNCT
gssr-1043	598	32	&	&	CCONJ
gssr-1043	598	33	banks	bank	NOUN
gssr-1043	598	34	,	,	PUNCT
gssr-1043	598	35	m.	m.	PROPN
gssr-1043	598	36	k.	k.	PROPN
gssr-1043	598	37	(	(	PUNCT
gssr-1043	598	38	2020	2020	NUM
gssr-1043	598	39	)	)	PUNCT
gssr-1043	598	40	.	.	PUNCT
gssr-1043	599	1	a	a	DET
gssr-1043	599	2	review	review	NOUN
gssr-1043	599	3	of	of	ADP
gssr-1043	599	4	cybersecurity	cybersecurity	NOUN
gssr-1043	599	5	incidents	incident	NOUN
gssr-1043	599	6	in	in	ADP
gssr-1043	599	7	the	the	DET
gssr-1043	599	8	water	water	NOUN
gssr-1043	599	9	sector	sector	NOUN
gssr-1043	599	10	.	.	PUNCT
gssr-1043	600	1	journal	journal	PROPN
gssr-1043	600	2	of	of	ADP
gssr-1043	600	3	environmental	environmental	ADJ
gssr-1043	600	4	engineering	engineering	NOUN
gssr-1043	600	5	,	,	PUNCT
gssr-1043	600	6	146(5	146(5	NUM
gssr-1043	600	7	)	)	PUNCT
gssr-1043	600	8	,	,	PUNCT
gssr-1043	600	9	03120003	03120003	NUM
gssr-1043	600	10	.	.	PUNCT
gssr-1043	601	1	he	he	PRON
gssr-1043	601	2	,	,	PUNCT
gssr-1043	601	3	k.	k.	PROPN
gssr-1043	601	4	,	,	PUNCT
gssr-1043	601	5	zhang	zhang	PROPN
gssr-1043	601	6	,	,	PUNCT
gssr-1043	601	7	x.	x.	PROPN
gssr-1043	601	8	,	,	PUNCT
gssr-1043	601	9	ren	ren	PROPN
gssr-1043	601	10	,	,	PUNCT
gssr-1043	601	11	s.	s.	PROPN
gssr-1043	601	12	,	,	PUNCT
gssr-1043	601	13	&	&	CCONJ
gssr-1043	601	14	sun	sun	PROPN
gssr-1043	601	15	,	,	PUNCT
gssr-1043	601	16	j.	j.	PROPN
gssr-1043	601	17	(	(	PUNCT
gssr-1043	601	18	2016	2016	NUM
gssr-1043	601	19	)	)	PUNCT
gssr-1043	601	20	.	.	PUNCT
gssr-1043	602	1	deep	deep	ADJ
gssr-1043	602	2	residual	residual	ADJ
gssr-1043	602	3	learning	learning	NOUN
gssr-1043	602	4	for	for	ADP
gssr-1043	602	5	image	image	NOUN
gssr-1043	602	6	recognition	recognition	NOUN
gssr-1043	602	7	.	.	PUNCT
gssr-1043	603	1	in	in	ADP
gssr-1043	603	2	proceedings	proceeding	NOUN
gssr-1043	603	3	of	of	ADP
gssr-1043	603	4	the	the	DET
gssr-1043	603	5	ieee	ieee	NOUN
gssr-1043	603	6	conference	conference	NOUN
gssr-1043	603	7	on	on	ADP
gssr-1043	603	8	computer	computer	NOUN
gssr-1043	603	9	vision	vision	NOUN
gssr-1043	603	10	and	and	CCONJ
gssr-1043	603	11	pattern	pattern	NOUN
gssr-1043	603	12	recognition	recognition	NOUN
gssr-1043	603	13	(	(	PUNCT
gssr-1043	603	14	pp	pp	ADJ
gssr-1043	603	15	.	.	PUNCT
gssr-1043	604	1	770	770	NUM
gssr-1043	604	2	-	-	SYM
gssr-1043	604	3	778	778	NUM
gssr-1043	604	4	)	)	PUNCT
gssr-1043	604	5	.	.	PUNCT
gssr-1043	605	1	hu	hu	PROPN
gssr-1043	605	2	,	,	PUNCT
gssr-1043	605	3	p.	p.	PROPN
gssr-1043	605	4	,	,	PUNCT
gssr-1043	605	5	tong	tong	PROPN
gssr-1043	605	6	,	,	PUNCT
gssr-1043	605	7	j.	j.	PROPN
gssr-1043	605	8	,	,	PUNCT
gssr-1043	605	9	wang	wang	PROPN
gssr-1043	605	10	,	,	PUNCT
gssr-1043	605	11	j.	j.	PROPN
gssr-1043	605	12	,	,	PUNCT
gssr-1043	605	13	yang	yang	PROPN
gssr-1043	605	14	,	,	PUNCT
gssr-1043	605	15	y.	y.	PROPN
gssr-1043	605	16	,	,	PUNCT
gssr-1043	605	17	&	&	CCONJ
gssr-1043	605	18	de	de	PROPN
gssr-1043	605	19	oliveira	oliveira	PROPN
gssr-1043	605	20	turci	turci	PROPN
gssr-1043	605	21	,	,	PUNCT
gssr-1043	605	22	l.	l.	PROPN
gssr-1043	605	23	(	(	PUNCT
gssr-1043	605	24	2019	2019	NUM
gssr-1043	605	25	)	)	PUNCT
gssr-1043	605	26	.	.	PUNCT
gssr-1043	606	1	a	a	DET
gssr-1043	606	2	hybrid	hybrid	ADJ
gssr-1043	606	3	model	model	NOUN
gssr-1043	606	4	based	base	VERB
gssr-1043	606	5	on	on	ADP
gssr-1043	606	6	cnn	cnn	PROPN
gssr-1043	606	7	and	and	CCONJ
gssr-1043	606	8	bilstm	bilstm	NOUN
gssr-1043	606	9	for	for	ADP
gssr-1043	606	10	urban	urban	ADJ
gssr-1043	606	11	water	water	NOUN
gssr-1043	606	12	demand	demand	NOUN
gssr-1043	606	13	prediction	prediction	NOUN
gssr-1043	606	14	.	.	PUNCT
gssr-1043	607	1	in	in	ADP
gssr-1043	607	2	2019	2019	NUM
gssr-1043	607	3	ieee	ieee	NOUN
gssr-1043	607	4	congress	congress	PROPN
gssr-1043	607	5	on	on	ADP
gssr-1043	607	6	evolutionary	evolutionary	ADJ
gssr-1043	607	7	computation	computation	NOUN
gssr-1043	607	8	(	(	PUNCT
gssr-1043	607	9	cec	cec	PROPN
gssr-1043	607	10	)	)	PUNCT
gssr-1043	607	11	(	(	PUNCT
gssr-1043	607	12	pp	pp	ADJ
gssr-1043	607	13	.	.	PUNCT
gssr-1043	607	14	1088	1088	NUM
gssr-1043	607	15	-	-	SYM
gssr-1043	607	16	1094	1094	NUM
gssr-1043	607	17	)	)	PUNCT
gssr-1043	607	18	.	.	PUNCT
gssr-1043	608	1	ieee	ieee	PROPN
gssr-1043	608	2	.	.	PUNCT
gssr-1043	609	1	hu	hu	PROPN
gssr-1043	609	2	,	,	PUNCT
gssr-1043	609	3	x.	x.	PROPN
gssr-1043	609	4	,	,	PUNCT
gssr-1043	609	5	han	han	PROPN
gssr-1043	609	6	,	,	PUNCT
gssr-1043	609	7	y.	y.	PROPN
gssr-1043	609	8	,	,	PUNCT
gssr-1043	609	9	yu	yu	PROPN
gssr-1043	609	10	,	,	PUNCT
gssr-1043	609	11	b.	b.	PROPN
gssr-1043	609	12	,	,	PUNCT
gssr-1043	609	13	geng	geng	PROPN
gssr-1043	609	14	,	,	PUNCT
gssr-1043	609	15	z.	z.	PROPN
gssr-1043	609	16	,	,	PUNCT
gssr-1043	609	17	&	&	CCONJ
gssr-1043	609	18	fan	fan	PROPN
gssr-1043	609	19	,	,	PUNCT
gssr-1043	609	20	j.	j.	PROPN
gssr-1043	609	21	(	(	PUNCT
gssr-1043	609	22	2021	2021	NUM
gssr-1043	609	23	)	)	PUNCT
gssr-1043	609	24	.	.	PUNCT
gssr-1043	610	1	novel	novel	ADJ
gssr-1043	610	2	leakage	leakage	NOUN
gssr-1043	610	3	detection	detection	NOUN
gssr-1043	610	4	and	and	CCONJ
gssr-1043	610	5	water	water	NOUN
gssr-1043	610	6	loss	loss	NOUN
gssr-1043	610	7	management	management	NOUN
gssr-1043	610	8	of	of	ADP
gssr-1043	610	9	urban	urban	ADJ
gssr-1043	610	10	water	water	NOUN
gssr-1043	610	11	supply	supply	NOUN
gssr-1043	610	12	network	network	NOUN
gssr-1043	610	13	using	use	VERB
gssr-1043	610	14	multiscale	multiscale	ADJ
gssr-1043	610	15	neural	neural	ADJ
gssr-1043	610	16	networks	network	NOUN
gssr-1043	610	17	.	.	PUNCT
gssr-1043	611	1	journal	journal	NOUN
gssr-1043	611	2	of	of	ADP
gssr-1043	611	3	cleaner	clean	ADJ
gssr-1043	611	4	production	production	NOUN
gssr-1043	611	5	,	,	PUNCT
gssr-1043	611	6	278	278	NUM
gssr-1043	611	7	,	,	PUNCT
gssr-1043	611	8	123611	123611	NUM
gssr-1043	611	9	.	.	PUNCT
gssr-1043	612	1	inoue	inoue	PROPN
gssr-1043	612	2	,	,	PUNCT
gssr-1043	612	3	j.	j.	PROPN
gssr-1043	612	4	,	,	PUNCT
gssr-1043	612	5	yamagata	yamagata	PROPN
gssr-1043	612	6	,	,	PUNCT
gssr-1043	612	7	y.	y.	PROPN
gssr-1043	612	8	,	,	PUNCT
gssr-1043	612	9	chen	chen	PROPN
gssr-1043	612	10	,	,	PUNCT
gssr-1043	612	11	y.	y.	PROPN
gssr-1043	612	12	,	,	PUNCT
gssr-1043	612	13	poskitt	poskitt	VERB
gssr-1043	612	14	,	,	PUNCT
gssr-1043	612	15	c.	c.	PROPN
gssr-1043	612	16	m.	m.	PROPN
gssr-1043	612	17	,	,	PUNCT
gssr-1043	612	18	&	&	CCONJ
gssr-1043	612	19	sun	sun	PROPN
gssr-1043	612	20	,	,	PUNCT
gssr-1043	612	21	j.	j.	PROPN
gssr-1043	612	22	(	(	PUNCT
gssr-1043	612	23	2017	2017	NUM
gssr-1043	612	24	)	)	PUNCT
gssr-1043	612	25	.	.	PUNCT
gssr-1043	613	1	anomaly	anomaly	PROPN
gssr-1043	613	2	detection	detection	NOUN
gssr-1043	613	3	for	for	ADP
gssr-1043	613	4	a	a	DET
gssr-1043	613	5	water	water	NOUN
gssr-1043	613	6	treatment	treatment	NOUN
gssr-1043	613	7	system	system	NOUN
gssr-1043	613	8	using	use	VERB
gssr-1043	613	9	unsupervised	unsupervised	ADJ
gssr-1043	613	10	machine	machine	NOUN
gssr-1043	613	11	learning	learning	NOUN
gssr-1043	613	12	.	.	PUNCT
gssr-1043	614	1	in	in	ADP
gssr-1043	614	2	2017	2017	NUM
gssr-1043	614	3	ieee	ieee	NOUN
gssr-1043	614	4	international	international	ADJ
gssr-1043	614	5	conference	conference	NOUN
gssr-1043	614	6	on	on	ADP
gssr-1043	614	7	data	datum	NOUN
gssr-1043	614	8	mining	mining	NOUN
gssr-1043	614	9	workshops	workshop	NOUN
gssr-1043	614	10	(	(	PUNCT
gssr-1043	614	11	icdmw	icdmw	PROPN
gssr-1043	614	12	)	)	PUNCT
gssr-1043	614	13	(	(	PUNCT
gssr-1043	614	14	pp	pp	ADP
gssr-1043	614	15	.	.	PUNCT
gssr-1043	615	1	1058	1058	NUM
gssr-1043	615	2	-	-	SYM
gssr-1043	615	3	1065	1065	NUM
gssr-1043	615	4	)	)	PUNCT
gssr-1043	615	5	.	.	PUNCT
gssr-1043	616	1	ieee	ieee	PROPN
gssr-1043	616	2	.	.	PUNCT
gssr-1043	617	1	iwa	iwa	PROPN
gssr-1043	617	2	.	.	PUNCT
gssr-1043	618	1	(	(	PUNCT
gssr-1043	618	2	2019	2019	NUM
gssr-1043	618	3	)	)	PUNCT
gssr-1043	618	4	.	.	PUNCT
gssr-1043	619	1	digital	digital	ADJ
gssr-1043	619	2	water	water	NOUN
gssr-1043	619	3	:	:	PUNCT
gssr-1043	619	4	industry	industry	NOUN
gssr-1043	619	5	leaders	leader	NOUN
gssr-1043	619	6	chart	chart	VERB
gssr-1043	619	7	the	the	DET
gssr-1043	619	8	transformation	transformation	NOUN
gssr-1043	619	9	journey	journey	NOUN
gssr-1043	619	10	.	.	PUNCT
gssr-1043	620	1	https://iwa-network.org/wpcontent/uploads/2019/06/iwa_2019_digital_water_report.pdf	https://iwa-network.org/wpcontent/uploads/2019/06/iwa_2019_digital_water_report.pdf	PROPN
gssr-1043	620	2	(	(	PUNCT
gssr-1043	620	3	accessed	access	VERB
gssr-1043	620	4	:	:	PUNCT
gssr-1043	620	5	17	17	NUM
gssr-1043	620	6	july	july	PROPN
gssr-1043	620	7	2024	2024	NUM
gssr-1043	620	8	)	)	PUNCT
gssr-1043	620	9	.	.	PUNCT
gssr-1043	621	1	javadiha	javadiha	PROPN
gssr-1043	621	2	,	,	PUNCT
gssr-1043	621	3	m.	m.	NOUN
gssr-1043	621	4	,	,	PUNCT
gssr-1043	621	5	blesa	blesa	NOUN
gssr-1043	621	6	,	,	PUNCT
gssr-1043	621	7	j.	j.	PROPN
gssr-1043	621	8	,	,	PUNCT
gssr-1043	621	9	soldevila	soldevila	PROPN
gssr-1043	621	10	,	,	PUNCT
gssr-1043	621	11	a.	a.	PROPN
gssr-1043	621	12	,	,	PUNCT
gssr-1043	621	13	&	&	CCONJ
gssr-1043	621	14	puig	puig	PROPN
gssr-1043	621	15	,	,	PUNCT
gssr-1043	621	16	v.	v.	PROPN
gssr-1043	621	17	(	(	PUNCT
gssr-1043	621	18	2019	2019	NUM
gssr-1043	621	19	)	)	PUNCT
gssr-1043	621	20	.	.	PUNCT
gssr-1043	622	1	leak	leak	NOUN
gssr-1043	622	2	localization	localization	NOUN
gssr-1043	622	3	in	in	ADP
gssr-1043	622	4	water	water	NOUN
gssr-1043	622	5	distribution	distribution	NOUN
gssr-1043	622	6	networks	network	NOUN
gssr-1043	622	7	using	use	VERB
gssr-1043	622	8	deep	deep	ADJ
gssr-1043	622	9	learning	learning	NOUN
gssr-1043	622	10	.	.	PUNCT
gssr-1043	623	1	in	in	ADP
gssr-1043	623	2	2019	2019	NUM
gssr-1043	623	3	6th	6th	ADJ
gssr-1043	623	4	international	international	ADJ
gssr-1043	623	5	conference	conference	NOUN
gssr-1043	623	6	on	on	ADP
gssr-1043	623	7	control	control	NOUN
gssr-1043	623	8	,	,	PUNCT
gssr-1043	623	9	decision	decision	NOUN
gssr-1043	623	10	and	and	CCONJ
gssr-1043	623	11	information	information	NOUN
gssr-1043	623	12	technologies	technology	NOUN
gssr-1043	623	13	(	(	PUNCT
gssr-1043	623	14	codit	codit	NOUN
gssr-1043	623	15	)	)	PUNCT
gssr-1043	623	16	(	(	PUNCT
gssr-1043	623	17	pp	pp	ADJ
gssr-1043	623	18	.	.	PUNCT
gssr-1043	624	1	1426	1426	NUM
gssr-1043	624	2	-	-	SYM
gssr-1043	624	3	1431	1431	NUM
gssr-1043	624	4	)	)	PUNCT
gssr-1043	624	5	.	.	PUNCT
gssr-1043	625	1	ieee	ieee	PROPN
gssr-1043	625	2	.	.	PUNCT
gssr-1043	626	1	jayasinghe	jayasinghe	PROPN
gssr-1043	626	2	,	,	PUNCT
gssr-1043	627	1	w.	w.	PROPN
gssr-1043	627	2	l.	l.	PROPN
gssr-1043	627	3	p.	p.	PROPN
gssr-1043	627	4	,	,	PUNCT
gssr-1043	627	5	deo	deo	PROPN
gssr-1043	627	6	,	,	PUNCT
gssr-1043	627	7	r.	r.	PROPN
gssr-1043	627	8	c.	c.	PROPN
gssr-1043	627	9	,	,	PUNCT
gssr-1043	627	10	ghahramani	ghahramani	PROPN
gssr-1043	627	11	,	,	PUNCT
gssr-1043	627	12	a.	a.	NOUN
gssr-1043	627	13	,	,	PUNCT
gssr-1043	627	14	ghimire	ghimire	NOUN
gssr-1043	627	15	,	,	PUNCT
gssr-1043	627	16	s.	s.	PROPN
gssr-1043	627	17	,	,	PUNCT
gssr-1043	627	18	&	&	CCONJ
gssr-1043	627	19	raj	raj	PROPN
gssr-1043	627	20	,	,	PUNCT
gssr-1043	627	21	n.	n.	PROPN
gssr-1043	627	22	(	(	PUNCT
gssr-1043	627	23	2022	2022	NUM
gssr-1043	627	24	)	)	PUNCT
gssr-1043	627	25	.	.	PUNCT
gssr-1043	628	1	development	development	NOUN
gssr-1043	628	2	and	and	CCONJ
gssr-1043	628	3	evaluation	evaluation	NOUN
gssr-1043	628	4	of	of	ADP
gssr-1043	628	5	hybrid	hybrid	ADJ
gssr-1043	628	6	deep	deep	ADJ
gssr-1043	628	7	learning	learning	NOUN
gssr-1043	628	8	long	long	ADJ
gssr-1043	628	9	short	short	ADJ
gssr-1043	628	10	-	-	PUNCT
gssr-1043	628	11	term	term	NOUN
gssr-1043	628	12	memory	memory	NOUN
gssr-1043	628	13	network	network	NOUN
gssr-1043	628	14	model	model	NOUN
gssr-1043	628	15	for	for	ADP
gssr-1043	628	16	pan	pan	PROPN
gssr-1043	628	17	evaporation	evaporation	NOUN
gssr-1043	628	18	estimation	estimation	NOUN
gssr-1043	628	19	trained	train	VERB
gssr-1043	628	20	with	with	ADP
gssr-1043	628	21	satellite	satellite	NOUN
gssr-1043	628	22	and	and	CCONJ
gssr-1043	628	23	ground	ground	NOUN
gssr-1043	628	24	-	-	PUNCT
gssr-1043	628	25	based	base	VERB
gssr-1043	628	26	data	datum	NOUN
gssr-1043	628	27	.	.	PUNCT
gssr-1043	629	1	journal	journal	PROPN
gssr-1043	629	2	of	of	ADP
gssr-1043	629	3	hydrology	hydrology	NOUN
gssr-1043	629	4	,	,	PUNCT
gssr-1043	629	5	607	607	NUM
gssr-1043	629	6	,	,	PUNCT
gssr-1043	629	7	127534	127534	NUM
gssr-1043	629	8	.	.	PUNCT
gssr-1043	630	1	jenny	jenny	PROPN
gssr-1043	630	2	,	,	PUNCT
gssr-1043	630	3	h.	h.	PROPN
gssr-1043	630	4	,	,	PUNCT
gssr-1043	630	5	alonso	alonso	PROPN
gssr-1043	630	6	,	,	PUNCT
gssr-1043	630	7	e.	e.	PROPN
gssr-1043	630	8	g.	g.	PROPN
gssr-1043	630	9	,	,	PUNCT
gssr-1043	630	10	wang	wang	PROPN
gssr-1043	630	11	,	,	PUNCT
gssr-1043	630	12	y.	y.	PROPN
gssr-1043	630	13	,	,	PUNCT
gssr-1043	630	14	&	&	CCONJ
gssr-1043	630	15	minguez	minguez	PROPN
gssr-1043	630	16	,	,	PUNCT
gssr-1043	630	17	r.	r.	PROPN
gssr-1043	630	18	(	(	PUNCT
gssr-1043	630	19	2020	2020	NUM
gssr-1043	630	20	)	)	PUNCT
gssr-1043	630	21	.	.	PUNCT
gssr-1043	631	1	using	use	VERB
gssr-1043	631	2	artificial	artificial	ADJ
gssr-1043	631	3	intelligence	intelligence	NOUN
gssr-1043	631	4	for	for	ADP
gssr-1043	631	5	smart	smart	ADJ
gssr-1043	631	6	water	water	NOUN
gssr-1043	631	7	management	management	NOUN
gssr-1043	631	8	systems	system	NOUN
gssr-1043	631	9	.	.	PUNCT
gssr-1043	632	1	kang	kang	PROPN
gssr-1043	632	2	,	,	PUNCT
gssr-1043	632	3	j.	j.	PROPN
gssr-1043	632	4	,	,	PUNCT
gssr-1043	632	5	park	park	PROPN
gssr-1043	632	6	,	,	PUNCT
gssr-1043	632	7	y.	y.	PROPN
gssr-1043	632	8	j.	j.	PROPN
gssr-1043	632	9	,	,	PUNCT
gssr-1043	632	10	lee	lee	PROPN
gssr-1043	632	11	,	,	PUNCT
gssr-1043	632	12	j.	j.	PROPN
gssr-1043	632	13	,	,	PUNCT
gssr-1043	632	14	wang	wang	PROPN
gssr-1043	632	15	,	,	PUNCT
gssr-1043	632	16	s.	s.	PROPN
gssr-1043	632	17	h.	h.	PROPN
gssr-1043	632	18	,	,	PUNCT
gssr-1043	632	19	&	&	CCONJ
gssr-1043	632	20	eom	eom	PROPN
gssr-1043	632	21	,	,	PUNCT
gssr-1043	632	22	d.	d.	PROPN
gssr-1043	632	23	s.	s.	PROPN
gssr-1043	632	24	(	(	PUNCT
gssr-1043	632	25	2017	2017	NUM
gssr-1043	632	26	)	)	PUNCT
gssr-1043	632	27	.	.	PUNCT
gssr-1043	633	1	novel	novel	ADJ
gssr-1043	633	2	leakage	leakage	NOUN
gssr-1043	633	3	detection	detection	NOUN
gssr-1043	633	4	by	by	ADP
gssr-1043	633	5	ensemble	ensemble	ADJ
gssr-1043	633	6	cnnsvm	cnnsvm	NOUN
gssr-1043	633	7	and	and	CCONJ
gssr-1043	633	8	graph	graph	NOUN
gssr-1043	633	9	-	-	PUNCT
gssr-1043	633	10	based	base	VERB
gssr-1043	633	11	localization	localization	NOUN
gssr-1043	633	12	in	in	ADP
gssr-1043	633	13	water	water	NOUN
gssr-1043	633	14	distribution	distribution	NOUN
gssr-1043	633	15	systems	system	NOUN
gssr-1043	633	16	.	.	PUNCT
gssr-1043	634	1	ieee	ieee	NOUN
gssr-1043	634	2	transactions	transaction	NOUN
gssr-1043	634	3	on	on	ADP
gssr-1043	634	4	industrial	industrial	ADJ
gssr-1043	634	5	electronics	electronic	NOUN
gssr-1043	634	6	,	,	PUNCT
gssr-1043	634	7	65(5	65(5	NUM
gssr-1043	634	8	)	)	PUNCT
gssr-1043	634	9	,	,	PUNCT
gssr-1043	634	10	4279	4279	NUM
gssr-1043	634	11	-	-	SYM
gssr-1043	634	12	4289	4289	NUM
gssr-1043	634	13	.	.	PUNCT
gssr-1043	635	1	khullar	khullar	ADJ
gssr-1043	635	2	,	,	PUNCT
gssr-1043	635	3	s.	s.	PROPN
gssr-1043	635	4	,	,	PUNCT
gssr-1043	635	5	&	&	CCONJ
gssr-1043	635	6	singh	singh	PROPN
gssr-1043	635	7	,	,	PUNCT
gssr-1043	635	8	n.	n.	NOUN
gssr-1043	635	9	(	(	PUNCT
gssr-1043	635	10	2022	2022	NUM
gssr-1043	635	11	)	)	PUNCT
gssr-1043	635	12	.	.	PUNCT
gssr-1043	636	1	water	water	NOUN
gssr-1043	636	2	quality	quality	NOUN
gssr-1043	636	3	assessment	assessment	NOUN
gssr-1043	636	4	of	of	ADP
gssr-1043	636	5	a	a	DET
gssr-1043	636	6	river	river	NOUN
gssr-1043	636	7	using	use	VERB
gssr-1043	636	8	deep	deep	ADJ
gssr-1043	636	9	learning	learn	VERB
gssr-1043	636	10	bi	bi	ADJ
gssr-1043	636	11	-	-	ADJ
gssr-1043	636	12	lstm	lstm	ADJ
gssr-1043	636	13	methodology	methodology	NOUN
gssr-1043	636	14	:	:	PUNCT
gssr-1043	636	15	forecasting	forecasting	NOUN
gssr-1043	636	16	and	and	CCONJ
gssr-1043	636	17	validation	validation	NOUN
gssr-1043	636	18	.	.	PUNCT
gssr-1043	637	1	environmental	environmental	ADJ
gssr-1043	637	2	science	science	NOUN
gssr-1043	637	3	and	and	CCONJ
gssr-1043	637	4	pollution	pollution	NOUN
gssr-1043	637	5	research	research	NOUN
gssr-1043	637	6	,	,	PUNCT
gssr-1043	637	7	29(9	29(9	NUM
gssr-1043	637	8	)	)	PUNCT
gssr-1043	637	9	,	,	PUNCT
gssr-1043	637	10	12875	12875	NUM
gssr-1043	637	11	-	-	SYM
gssr-1043	637	12	12889	12889	NUM
gssr-1043	637	13	.	.	PUNCT
gssr-1043	638	1	kingma	kingma	PROPN
gssr-1043	638	2	,	,	PUNCT
gssr-1043	638	3	d.	d.	PROPN
gssr-1043	638	4	p.	p.	PROPN
gssr-1043	638	5	,	,	PUNCT
gssr-1043	638	6	&	&	CCONJ
gssr-1043	638	7	ba	ba	PROPN
gssr-1043	638	8	,	,	PUNCT
gssr-1043	638	9	j.	j.	PROPN
gssr-1043	638	10	(	(	PUNCT
gssr-1043	638	11	2014	2014	NUM
gssr-1043	638	12	)	)	PUNCT
gssr-1043	638	13	.	.	PUNCT
gssr-1043	639	1	adam	adam	PROPN
gssr-1043	639	2	:	:	PUNCT
gssr-1043	639	3	a	a	DET
gssr-1043	639	4	method	method	NOUN
gssr-1043	639	5	for	for	ADP
gssr-1043	639	6	stochastic	stochastic	ADJ
gssr-1043	639	7	optimization	optimization	NOUN
gssr-1043	639	8	.	.	PUNCT
gssr-1043	640	1	arxiv	arxiv	PROPN
gssr-1043	640	2	preprint	preprint	VERB
gssr-1043	640	3	arxiv:1412.6980	arxiv:1412.6980	PROPN
gssr-1043	640	4	.	.	PUNCT
gssr-1043	641	1	krishnan	krishnan	PROPN
gssr-1043	641	2	,	,	PUNCT
gssr-1043	641	3	s.	s.	PROPN
gssr-1043	641	4	r.	r.	PROPN
gssr-1043	641	5	,	,	PUNCT
gssr-1043	641	6	nallakaruppan	nallakaruppan	PROPN
gssr-1043	641	7	,	,	PUNCT
gssr-1043	641	8	m.	m.	NOUN
gssr-1043	641	9	k.	k.	PROPN
gssr-1043	641	10	,	,	PUNCT
gssr-1043	641	11	chengoden	chengoden	PROPN
gssr-1043	641	12	,	,	PUNCT
gssr-1043	641	13	r.	r.	PROPN
gssr-1043	641	14	,	,	PUNCT
gssr-1043	641	15	koppu	koppu	PROPN
gssr-1043	641	16	,	,	PUNCT
gssr-1043	641	17	s.	s.	PROPN
gssr-1043	641	18	,	,	PUNCT
gssr-1043	641	19	iyapparaja	iyapparaja	PROPN
gssr-1043	641	20	,	,	PUNCT
gssr-1043	641	21	m.	m.	NOUN
gssr-1043	641	22	,	,	PUNCT
gssr-1043	641	23	sadhasivam	sadhasivam	NOUN
gssr-1043	641	24	,	,	PUNCT
gssr-1043	641	25	j.	j.	PROPN
gssr-1043	641	26	,	,	PUNCT
gssr-1043	641	27	&	&	CCONJ
gssr-1043	641	28	sethuraman	sethuraman	PROPN
gssr-1043	641	29	,	,	PUNCT
gssr-1043	641	30	s.	s.	PROPN
gssr-1043	641	31	(	(	PUNCT
gssr-1043	641	32	2022	2022	NUM
gssr-1043	641	33	)	)	PUNCT
gssr-1043	641	34	.	.	PUNCT
gssr-1043	642	1	smart	smart	ADJ
gssr-1043	642	2	water	water	NOUN
gssr-1043	642	3	resource	resource	NOUN
gssr-1043	642	4	management	management	NOUN
gssr-1043	642	5	using	use	VERB
gssr-1043	642	6	artificial	artificial	ADJ
gssr-1043	642	7	intelligence	intelligence	NOUN
gssr-1043	642	8	—	—	PUNCT
gssr-1043	642	9	a	a	DET
gssr-1043	642	10	review	review	NOUN
gssr-1043	642	11	.	.	PUNCT
gssr-1043	643	1	sustainability	sustainability	NOUN
gssr-1043	643	2	,	,	PUNCT
gssr-1043	643	3	14(20	14(20	NUM
gssr-1043	643	4	)	)	PUNCT
gssr-1043	643	5	,	,	PUNCT
gssr-1043	643	6	13384	13384	NUM
gssr-1043	643	7	.	.	PUNCT
gssr-1043	644	1	kühnert	kühnert	PROPN
gssr-1043	644	2	,	,	PUNCT
gssr-1043	644	3	c.	c.	PROPN
gssr-1043	644	4	,	,	PUNCT
gssr-1043	644	5	gonuguntla	gonuguntla	NOUN
gssr-1043	644	6	,	,	PUNCT
gssr-1043	644	7	n.	n.	NOUN
gssr-1043	644	8	m.	m.	NOUN
gssr-1043	644	9	,	,	PUNCT
gssr-1043	644	10	krieg	krieg	PROPN
gssr-1043	644	11	,	,	PUNCT
gssr-1043	644	12	h.	h.	PROPN
gssr-1043	644	13	,	,	PUNCT
gssr-1043	644	14	nowak	nowak	PROPN
gssr-1043	644	15	,	,	PUNCT
gssr-1043	644	16	d.	d.	PROPN
gssr-1043	644	17	,	,	PUNCT
gssr-1043	644	18	&	&	CCONJ
gssr-1043	644	19	thomas	thomas	PROPN
gssr-1043	644	20	,	,	PUNCT
gssr-1043	644	21	j.	j.	PROPN
gssr-1043	644	22	a.	a.	PROPN
gssr-1043	644	23	(	(	PUNCT
gssr-1043	644	24	2021	2021	NUM
gssr-1043	644	25	)	)	PUNCT
gssr-1043	644	26	.	.	PUNCT
gssr-1043	645	1	application	application	NOUN
gssr-1043	645	2	of	of	ADP
gssr-1043	645	3	lstm	lstm	NOUN
gssr-1043	645	4	networks	network	NOUN
gssr-1043	645	5	for	for	ADP
gssr-1043	645	6	water	water	NOUN
gssr-1043	645	7	demand	demand	NOUN
gssr-1043	645	8	prediction	prediction	NOUN
gssr-1043	645	9	in	in	ADP
gssr-1043	645	10	optimal	optimal	ADJ
gssr-1043	645	11	pump	pump	NOUN
gssr-1043	645	12	control	control	NOUN
gssr-1043	645	13	.	.	PUNCT
gssr-1043	646	1	water	water	NOUN
gssr-1043	646	2	,	,	PUNCT
gssr-1043	646	3	13(5	13(5	NUM
gssr-1043	646	4	)	)	PUNCT
gssr-1043	646	5	,	,	PUNCT
gssr-1043	646	6	644	644	NUM
gssr-1043	646	7	.	.	PUNCT
gssr-1043	647	1	kumar	kumar	PROPN
gssr-1043	647	2	,	,	PUNCT
gssr-1043	647	3	s.	s.	PROPN
gssr-1043	647	4	s.	s.	PROPN
gssr-1043	647	5	,	,	PUNCT
gssr-1043	647	6	abraham	abraham	PROPN
gssr-1043	647	7	,	,	PUNCT
gssr-1043	647	8	d.	d.	PROPN
gssr-1043	647	9	,	,	PUNCT
gssr-1043	647	10	&	&	CCONJ
gssr-1043	647	11	rosenthal	rosenthal	PROPN
gssr-1043	647	12	,	,	PUNCT
gssr-1043	647	13	m.	m.	NOUN
gssr-1043	647	14	(	(	PUNCT
gssr-1043	647	15	2020a	2020a	NOUN
gssr-1043	647	16	)	)	PUNCT
gssr-1043	647	17	.	.	PUNCT
gssr-1043	648	1	leveraging	leverage	VERB
gssr-1043	648	2	visualization	visualization	NOUN
gssr-1043	648	3	techniques	technique	NOUN
gssr-1043	648	4	to	to	PART
gssr-1043	648	5	develop	develop	VERB
gssr-1043	648	6	improved	improve	VERB
gssr-1043	648	7	deep	deep	ADJ
gssr-1043	648	8	neural	neural	ADJ
gssr-1043	648	9	network	network	NOUN
gssr-1043	648	10	architecture	architecture	NOUN
gssr-1043	648	11	for	for	ADP
gssr-1043	648	12	sewer	sewer	NOUN
gssr-1043	648	13	defect	defect	NOUN
gssr-1043	648	14	identification	identification	NOUN
gssr-1043	648	15	.	.	PUNCT
gssr-1043	649	1	in	in	ADP
gssr-1043	649	2	construction	construction	NOUN
gssr-1043	649	3	research	research	NOUN
gssr-1043	649	4	congress	congress	PROPN
gssr-1043	649	5	2020	2020	NUM
gssr-1043	649	6	(	(	PUNCT
gssr-1043	649	7	pp	pp	ADJ
gssr-1043	649	8	.	.	PUNCT
gssr-1043	650	1	827	827	NUM
gssr-1043	650	2	-	-	NUM
gssr-1043	650	3	835	835	NUM
gssr-1043	650	4	)	)	PUNCT
gssr-1043	650	5	.	.	PUNCT
gssr-1043	651	1	reston	reston	PROPN
gssr-1043	651	2	,	,	PUNCT
gssr-1043	651	3	va	va	PROPN
gssr-1043	651	4	:	:	PUNCT
gssr-1043	651	5	american	american	ADJ
gssr-1043	651	6	society	society	NOUN
gssr-1043	651	7	of	of	ADP
gssr-1043	651	8	civil	civil	ADJ
gssr-1043	651	9	engineers	engineer	NOUN
gssr-1043	651	10	.	.	PUNCT
gssr-1043	652	1	kumar	kumar	PROPN
gssr-1043	652	2	,	,	PUNCT
gssr-1043	652	3	s.	s.	PROPN
gssr-1043	652	4	s.	s.	PROPN
gssr-1043	652	5	,	,	PUNCT
gssr-1043	652	6	abraham	abraham	PROPN
gssr-1043	652	7	,	,	PUNCT
gssr-1043	652	8	d.	d.	PROPN
gssr-1043	652	9	m.	m.	PROPN
gssr-1043	652	10	,	,	PUNCT
gssr-1043	652	11	jahanshahi	jahanshahi	PROPN
gssr-1043	652	12	,	,	PUNCT
gssr-1043	652	13	m.	m.	PROPN
gssr-1043	652	14	r.	r.	PROPN
gssr-1043	652	15	,	,	PUNCT
gssr-1043	652	16	iseley	iseley	ADJ
gssr-1043	652	17	,	,	PUNCT
gssr-1043	652	18	t.	t.	PROPN
gssr-1043	652	19	,	,	PUNCT
gssr-1043	652	20	&	&	CCONJ
gssr-1043	652	21	starr	starr	PROPN
gssr-1043	652	22	,	,	PUNCT
gssr-1043	652	23	j.	j.	PROPN
gssr-1043	652	24	(	(	PUNCT
gssr-1043	652	25	2018	2018	NUM
gssr-1043	652	26	)	)	PUNCT
gssr-1043	652	27	.	.	PUNCT
gssr-1043	653	1	automated	automate	VERB
gssr-1043	653	2	defect	defect	NOUN
gssr-1043	653	3	classification	classification	NOUN
gssr-1043	653	4	in	in	ADP
gssr-1043	653	5	sewer	sewer	NOUN
gssr-1043	653	6	closed	close	VERB
gssr-1043	653	7	circuit	circuit	NOUN
gssr-1043	653	8	television	television	NOUN
gssr-1043	653	9	inspections	inspection	NOUN
gssr-1043	653	10	using	use	VERB
gssr-1043	653	11	deep	deep	ADJ
gssr-1043	653	12	convolutional	convolutional	ADJ
gssr-1043	653	13	neural	neural	ADJ
gssr-1043	653	14	networks	network	NOUN
gssr-1043	653	15	.	.	PUNCT
gssr-1043	654	1	automation	automation	NOUN
gssr-1043	654	2	in	in	ADP
gssr-1043	654	3	construction	construction	NOUN
gssr-1043	654	4	,	,	PUNCT
gssr-1043	654	5	91	91	NUM
gssr-1043	654	6	,	,	PUNCT
gssr-1043	654	7	273	273	NUM
gssr-1043	654	8	-	-	SYM
gssr-1043	654	9	283	283	NUM
gssr-1043	654	10	.	.	PUNCT
gssr-1043	655	1	kumar	kumar	PROPN
gssr-1043	655	2	,	,	PUNCT
gssr-1043	655	3	s.	s.	PROPN
gssr-1043	655	4	s.	s.	PROPN
gssr-1043	655	5	,	,	PUNCT
gssr-1043	655	6	wang	wang	PROPN
gssr-1043	655	7	,	,	PUNCT
gssr-1043	655	8	m.	m.	NOUN
gssr-1043	655	9	,	,	PUNCT
gssr-1043	655	10	abraham	abraham	PROPN
gssr-1043	655	11	,	,	PUNCT
gssr-1043	655	12	d.	d.	PROPN
gssr-1043	655	13	m.	m.	PROPN
gssr-1043	655	14	,	,	PUNCT
gssr-1043	655	15	jahanshahi	jahanshahi	PROPN
gssr-1043	655	16	,	,	PUNCT
gssr-1043	655	17	m.	m.	PROPN
gssr-1043	655	18	r.	r.	PROPN
gssr-1043	655	19	,	,	PUNCT
gssr-1043	655	20	iseley	iseley	ADJ
gssr-1043	655	21	,	,	PUNCT
gssr-1043	655	22	t.	t.	PROPN
gssr-1043	655	23	,	,	PUNCT
gssr-1043	655	24	&	&	CCONJ
gssr-1043	655	25	cheng	cheng	PROPN
gssr-1043	655	26	,	,	PUNCT
gssr-1043	655	27	j.	j.	PROPN
gssr-1043	655	28	c.	c.	PROPN
gssr-1043	655	29	(	(	PUNCT
gssr-1043	655	30	2020b	2020b	NUM
gssr-1043	655	31	)	)	PUNCT
gssr-1043	655	32	.	.	PUNCT
gssr-1043	656	1	deep	deep	ADJ
gssr-1043	656	2	learning	learning	NOUN
gssr-1043	656	3	–	–	PUNCT
gssr-1043	656	4	based	base	VERB
gssr-1043	656	5	automated	automate	VERB
gssr-1043	656	6	detection	detection	NOUN
gssr-1043	656	7	of	of	ADP
gssr-1043	656	8	sewer	sewer	NOUN
gssr-1043	656	9	defects	defect	NOUN
gssr-1043	656	10	in	in	ADP
gssr-1043	656	11	cctv	cctv	PROPN
gssr-1043	656	12	videos	video	NOUN
gssr-1043	656	13	.	.	PUNCT
gssr-1043	657	1	journal	journal	PROPN
gssr-1043	657	2	of	of	ADP
gssr-1043	657	3	computing	computing	NOUN
gssr-1043	657	4	in	in	ADP
gssr-1043	657	5	civil	civil	ADJ
gssr-1043	657	6	engineering	engineering	NOUN
gssr-1043	657	7	,	,	PUNCT
gssr-1043	657	8	34(1	34(1	NUM
gssr-1043	657	9	)	)	PUNCT
gssr-1043	657	10	,	,	PUNCT
gssr-1043	657	11	04019047	04019047	NUM
gssr-1043	657	12	.	.	PUNCT
gssr-1043	658	1	global	global	ADJ
gssr-1043	658	2	sustainability	sustainability	PROPN
gssr-1043	658	3	research	research	NOUN
gssr-1043	658	4	global	global	ADJ
gssr-1043	658	5	scientific	scientific	ADJ
gssr-1043	658	6	research	research	NOUN
gssr-1043	658	7	71	71	NUM
gssr-1043	658	8	kunzel	kunzel	NOUN
gssr-1043	658	9	,	,	PUNCT
gssr-1043	658	10	j.	j.	PROPN
gssr-1043	658	11	,	,	PUNCT
gssr-1043	658	12	werner	werner	PROPN
gssr-1043	658	13	,	,	PUNCT
gssr-1043	658	14	t.	t.	PROPN
gssr-1043	658	15	,	,	PUNCT
gssr-1043	658	16	eisert	eisert	PROPN
gssr-1043	658	17	,	,	PUNCT
gssr-1043	658	18	p.	p.	PROPN
gssr-1043	658	19	,	,	PUNCT
gssr-1043	658	20	&	&	CCONJ
gssr-1043	658	21	waschnewski	waschnewski	PROPN
gssr-1043	658	22	,	,	PUNCT
gssr-1043	658	23	j.	j.	PROPN
gssr-1043	658	24	(	(	PUNCT
gssr-1043	658	25	2018	2018	NUM
gssr-1043	658	26	)	)	PUNCT
gssr-1043	658	27	.	.	PUNCT
gssr-1043	659	1	automatic	automatic	ADJ
gssr-1043	659	2	analysis	analysis	NOUN
gssr-1043	659	3	of	of	ADP
gssr-1043	659	4	sewer	sewer	NOUN
gssr-1043	659	5	pipes	pipe	NOUN
gssr-1043	659	6	based	base	VERB
gssr-1043	659	7	on	on	ADP
gssr-1043	659	8	unrolled	unrolled	ADJ
gssr-1043	659	9	monocular	monocular	ADJ
gssr-1043	659	10	fisheye	fisheye	NOUN
gssr-1043	659	11	images	image	NOUN
gssr-1043	659	12	.	.	PUNCT
gssr-1043	660	1	in	in	ADP
gssr-1043	660	2	2018	2018	NUM
gssr-1043	660	3	ieee	ieee	NOUN
gssr-1043	660	4	winter	winter	NOUN
gssr-1043	660	5	conference	conference	NOUN
gssr-1043	660	6	on	on	ADP
gssr-1043	660	7	applications	application	NOUN
gssr-1043	660	8	of	of	ADP
gssr-1043	660	9	computer	computer	NOUN
gssr-1043	660	10	vision	vision	NOUN
gssr-1043	660	11	(	(	PUNCT
gssr-1043	660	12	wacv	wacv	NOUN
gssr-1043	660	13	)	)	PUNCT
gssr-1043	660	14	(	(	PUNCT
gssr-1043	660	15	pp	pp	ADP
gssr-1043	660	16	.	.	PUNCT
gssr-1043	661	1	2019	2019	NUM
gssr-1043	661	2	-	-	SYM
gssr-1043	661	3	2027	2027	NUM
gssr-1043	661	4	)	)	PUNCT
gssr-1043	661	5	.	.	PUNCT
gssr-1043	662	1	ieee	ieee	PROPN
gssr-1043	662	2	.	.	PUNCT
gssr-1043	663	1	kurtulmuş	kurtulmuş	PROPN
gssr-1043	663	2	,	,	PUNCT
gssr-1043	663	3	e.	e.	PROPN
gssr-1043	663	4	,	,	PUNCT
gssr-1043	663	5	arslan	arslan	PROPN
gssr-1043	663	6	,	,	PUNCT
gssr-1043	663	7	b.	b.	PROPN
gssr-1043	663	8	,	,	PUNCT
gssr-1043	663	9	&	&	CCONJ
gssr-1043	663	10	kurtulmuş	kurtulmuş	PROPN
gssr-1043	663	11	,	,	PUNCT
gssr-1043	663	12	f.	f.	PROPN
gssr-1043	663	13	(	(	PUNCT
gssr-1043	663	14	2022	2022	NUM
gssr-1043	663	15	)	)	PUNCT
gssr-1043	663	16	.	.	PUNCT
gssr-1043	664	1	deep	deep	ADJ
gssr-1043	664	2	learning	learning	NOUN
gssr-1043	664	3	for	for	ADP
gssr-1043	664	4	proximal	proximal	ADJ
gssr-1043	664	5	soil	soil	NOUN
gssr-1043	664	6	sensor	sensor	NOUN
gssr-1043	664	7	development	development	NOUN
gssr-1043	664	8	towards	towards	ADP
gssr-1043	664	9	smart	smart	ADJ
gssr-1043	664	10	irrigation	irrigation	NOUN
gssr-1043	664	11	.	.	PUNCT
gssr-1043	665	1	expert	expert	NOUN
gssr-1043	665	2	systems	system	NOUN
gssr-1043	665	3	with	with	ADP
gssr-1043	665	4	applications	application	NOUN
gssr-1043	665	5	,	,	PUNCT
gssr-1043	665	6	198	198	NUM
gssr-1043	665	7	,	,	PUNCT
gssr-1043	665	8	116812	116812	NUM
gssr-1043	665	9	.	.	PUNCT
gssr-1043	666	1	lani	lani	PROPN
gssr-1043	666	2	,	,	PUNCT
gssr-1043	666	3	n.	n.	PROPN
gssr-1043	666	4	h.	h.	PROPN
gssr-1043	666	5	m.	m.	PROPN
gssr-1043	666	6	,	,	PUNCT
gssr-1043	666	7	yusop	yusop	PROPN
gssr-1043	666	8	,	,	PUNCT
gssr-1043	666	9	z.	z.	PROPN
gssr-1043	666	10	,	,	PUNCT
gssr-1043	666	11	&	&	CCONJ
gssr-1043	666	12	syafiuddin	syafiuddin	PROPN
gssr-1043	666	13	,	,	PUNCT
gssr-1043	666	14	a.	a.	NOUN
gssr-1043	666	15	(	(	PUNCT
gssr-1043	666	16	2018	2018	NUM
gssr-1043	666	17	)	)	PUNCT
gssr-1043	666	18	.	.	PUNCT
gssr-1043	667	1	a	a	DET
gssr-1043	667	2	review	review	NOUN
gssr-1043	667	3	of	of	ADP
gssr-1043	667	4	rainwater	rainwater	NOUN
gssr-1043	667	5	harvesting	harvesting	NOUN
gssr-1043	667	6	in	in	ADP
gssr-1043	667	7	malaysia	malaysia	PROPN
gssr-1043	667	8	:	:	PUNCT
gssr-1043	667	9	prospects	prospect	NOUN
gssr-1043	667	10	and	and	CCONJ
gssr-1043	667	11	challenges	challenge	NOUN
gssr-1043	667	12	.	.	PUNCT
gssr-1043	668	1	water	water	NOUN
gssr-1043	668	2	,	,	PUNCT
gssr-1043	668	3	10(4	10(4	NUM
gssr-1043	668	4	)	)	PUNCT
gssr-1043	668	5	,	,	PUNCT
gssr-1043	668	6	506	506	NUM
gssr-1043	668	7	.	.	PUNCT
gssr-1043	669	1	lecun	lecun	ADJ
gssr-1043	669	2	,	,	PUNCT
gssr-1043	669	3	y.	y.	PROPN
gssr-1043	669	4	,	,	PUNCT
gssr-1043	669	5	bengio	bengio	PROPN
gssr-1043	669	6	,	,	PUNCT
gssr-1043	669	7	y.	y.	PROPN
gssr-1043	669	8	,	,	PUNCT
gssr-1043	669	9	&	&	CCONJ
gssr-1043	669	10	hinton	hinton	PROPN
gssr-1043	669	11	,	,	PUNCT
gssr-1043	669	12	g.	g.	PROPN
gssr-1043	669	13	(	(	PUNCT
gssr-1043	669	14	2015	2015	NUM
gssr-1043	669	15	)	)	PUNCT
gssr-1043	669	16	.	.	PUNCT
gssr-1043	670	1	deep	deep	ADJ
gssr-1043	670	2	learning	learning	NOUN
gssr-1043	670	3	.	.	PUNCT
gssr-1043	671	1	nature	nature	NOUN
gssr-1043	671	2	,	,	PUNCT
gssr-1043	671	3	521(7553	521(7553	NUM
gssr-1043	671	4	)	)	PUNCT
gssr-1043	671	5	,	,	PUNCT
gssr-1043	671	6	436	436	NUM
gssr-1043	671	7	-	-	SYM
gssr-1043	671	8	444	444	NUM
gssr-1043	671	9	.	.	PUNCT
gssr-1043	672	1	li	li	PROPN
gssr-1043	672	2	,	,	PUNCT
gssr-1043	672	3	d.	d.	PROPN
gssr-1043	672	4	,	,	PUNCT
gssr-1043	672	5	cong	cong	PROPN
gssr-1043	672	6	,	,	PUNCT
gssr-1043	672	7	a.	a.	PROPN
gssr-1043	672	8	,	,	PUNCT
gssr-1043	672	9	&	&	CCONJ
gssr-1043	672	10	guo	guo	PROPN
gssr-1043	672	11	,	,	PUNCT
gssr-1043	672	12	s.	s.	PROPN
gssr-1043	672	13	(	(	PUNCT
gssr-1043	672	14	2019	2019	NUM
gssr-1043	672	15	)	)	PUNCT
gssr-1043	672	16	.	.	PUNCT
gssr-1043	673	1	sewer	sewer	NOUN
gssr-1043	673	2	damage	damage	NOUN
gssr-1043	673	3	detection	detection	NOUN
gssr-1043	673	4	from	from	ADP
gssr-1043	673	5	imbalanced	imbalanced	ADJ
gssr-1043	673	6	cctv	cctv	NOUN
gssr-1043	673	7	inspection	inspection	NOUN
gssr-1043	673	8	data	datum	NOUN
gssr-1043	673	9	using	use	VERB
gssr-1043	673	10	deep	deep	ADJ
gssr-1043	673	11	convolutional	convolutional	ADJ
gssr-1043	673	12	neural	neural	ADJ
gssr-1043	673	13	networks	network	NOUN
gssr-1043	673	14	with	with	ADP
gssr-1043	673	15	hierarchical	hierarchical	ADJ
gssr-1043	673	16	classification	classification	NOUN
gssr-1043	673	17	.	.	PUNCT
gssr-1043	674	1	automation	automation	NOUN
gssr-1043	674	2	in	in	ADP
gssr-1043	674	3	construction	construction	NOUN
gssr-1043	674	4	,	,	PUNCT
gssr-1043	674	5	101	101	NUM
gssr-1043	674	6	,	,	PUNCT
gssr-1043	674	7	199208	199208	NUM
gssr-1043	674	8	.	.	PUNCT
gssr-1043	675	1	li	li	PROPN
gssr-1043	675	2	,	,	PUNCT
gssr-1043	675	3	g.	g.	PROPN
gssr-1043	675	4	,	,	PUNCT
gssr-1043	675	5	ji	ji	PROPN
gssr-1043	675	6	,	,	PUNCT
gssr-1043	675	7	j.	j.	PROPN
gssr-1043	675	8	,	,	PUNCT
gssr-1043	675	9	ni	ni	PROPN
gssr-1043	675	10	,	,	PUNCT
gssr-1043	675	11	j.	j.	PROPN
gssr-1043	675	12	,	,	PUNCT
gssr-1043	675	13	wang	wang	PROPN
gssr-1043	675	14	,	,	PUNCT
gssr-1043	675	15	s.	s.	PROPN
gssr-1043	675	16	,	,	PUNCT
gssr-1043	675	17	guo	guo	PROPN
gssr-1043	675	18	,	,	PUNCT
gssr-1043	675	19	y.	y.	PROPN
gssr-1043	675	20	,	,	PUNCT
gssr-1043	675	21	hu	hu	PROPN
gssr-1043	675	22	,	,	PUNCT
gssr-1043	675	23	y.	y.	PROPN
gssr-1043	675	24	,	,	PUNCT
gssr-1043	675	25	...	...	PUNCT
gssr-1043	675	26	&	&	CCONJ
gssr-1043	675	27	li	li	PROPN
gssr-1043	675	28	,	,	PUNCT
gssr-1043	675	29	y.	y.	PROPN
gssr-1043	675	30	y.	y.	PROPN
gssr-1043	675	31	(	(	PUNCT
gssr-1043	675	32	2022a	2022a	NUM
gssr-1043	675	33	)	)	PUNCT
gssr-1043	675	34	.	.	PUNCT
gssr-1043	676	1	application	application	NOUN
gssr-1043	676	2	of	of	ADP
gssr-1043	676	3	deep	deep	ADJ
gssr-1043	676	4	learning	learning	NOUN
gssr-1043	676	5	for	for	ADP
gssr-1043	676	6	predicting	predict	VERB
gssr-1043	676	7	the	the	DET
gssr-1043	676	8	treatment	treatment	NOUN
gssr-1043	676	9	performance	performance	NOUN
gssr-1043	676	10	of	of	ADP
gssr-1043	676	11	real	real	ADJ
gssr-1043	676	12	municipal	municipal	ADJ
gssr-1043	676	13	wastewater	wastewater	NOUN
gssr-1043	676	14	based	base	VERB
gssr-1043	676	15	on	on	ADP
gssr-1043	676	16	one	one	NUM
gssr-1043	676	17	-	-	PUNCT
gssr-1043	676	18	year	year	NOUN
gssr-1043	676	19	operation	operation	NOUN
gssr-1043	676	20	of	of	ADP
gssr-1043	676	21	two	two	NUM
gssr-1043	676	22	anaerobic	anaerobic	ADJ
gssr-1043	676	23	membrane	membrane	NOUN
gssr-1043	676	24	bioreactors	bioreactor	NOUN
gssr-1043	676	25	.	.	PUNCT
gssr-1043	677	1	science	science	NOUN
gssr-1043	677	2	of	of	ADP
gssr-1043	677	3	the	the	DET
gssr-1043	677	4	total	total	ADJ
gssr-1043	677	5	environment	environment	NOUN
gssr-1043	677	6	,	,	PUNCT
gssr-1043	677	7	813	813	NUM
gssr-1043	677	8	,	,	PUNCT
gssr-1043	677	9	151920	151920	NUM
gssr-1043	677	10	.	.	PUNCT
gssr-1043	678	1	li	li	PROPN
gssr-1043	678	2	,	,	PUNCT
gssr-1043	678	3	s.	s.	PROPN
gssr-1043	678	4	,	,	PUNCT
gssr-1043	678	5	liu	liu	PROPN
gssr-1043	678	6	,	,	PUNCT
gssr-1043	678	7	h.	h.	PROPN
gssr-1043	678	8	,	,	PUNCT
gssr-1043	678	9	wang	wang	PROPN
gssr-1043	678	10	,	,	PUNCT
gssr-1043	678	11	s.	s.	PROPN
gssr-1043	678	12	,	,	PUNCT
gssr-1043	678	13	zhou	zhou	PROPN
gssr-1043	678	14	,	,	PUNCT
gssr-1043	678	15	y.	y.	PROPN
gssr-1043	678	16	,	,	PUNCT
gssr-1043	678	17	zhou	zhou	PROPN
gssr-1043	678	18	,	,	PUNCT
gssr-1043	678	19	b.	b.	PROPN
gssr-1043	678	20	,	,	PUNCT
gssr-1043	678	21	&	&	CCONJ
gssr-1043	678	22	han	han	PROPN
gssr-1043	678	23	,	,	PUNCT
gssr-1043	678	24	y.	y.	PROPN
gssr-1043	678	25	(	(	PUNCT
gssr-1043	678	26	2022b	2022b	NUM
gssr-1043	678	27	)	)	PUNCT
gssr-1043	678	28	.	.	PUNCT
gssr-1043	679	1	study	study	NOUN
gssr-1043	679	2	on	on	ADP
gssr-1043	679	3	flow	flow	NOUN
gssr-1043	679	4	distribution	distribution	NOUN
gssr-1043	679	5	of	of	ADP
gssr-1043	679	6	irrigation	irrigation	NOUN
gssr-1043	679	7	canal	canal	NOUN
gssr-1043	679	8	system	system	NOUN
gssr-1043	679	9	based	base	VERB
gssr-1043	679	10	on	on	ADP
gssr-1043	679	11	image	image	NOUN
gssr-1043	679	12	velocimetry	velocimetry	NOUN
gssr-1043	679	13	.	.	PUNCT
gssr-1043	680	1	computers	computer	NOUN
gssr-1043	680	2	and	and	CCONJ
gssr-1043	680	3	electronics	electronic	NOUN
gssr-1043	680	4	in	in	ADP
gssr-1043	680	5	agriculture	agriculture	NOUN
gssr-1043	680	6	,	,	PUNCT
gssr-1043	680	7	195	195	NUM
gssr-1043	680	8	,	,	PUNCT
gssr-1043	680	9	106828	106828	NUM
gssr-1043	680	10	.	.	PUNCT
gssr-1043	681	1	lin	lin	PROPN
gssr-1043	681	2	,	,	PUNCT
gssr-1043	681	3	w.	w.	PROPN
gssr-1043	681	4	,	,	PUNCT
gssr-1043	681	5	hanyue	hanyue	PROPN
gssr-1043	681	6	,	,	PUNCT
gssr-1043	681	7	y.	y.	PROPN
gssr-1043	681	8	,	,	PUNCT
gssr-1043	681	9	&	&	CCONJ
gssr-1043	681	10	bin	bin	PROPN
gssr-1043	681	11	,	,	PUNCT
gssr-1043	681	12	l.	l.	PROPN
gssr-1043	681	13	(	(	PUNCT
gssr-1043	681	14	2022	2022	NUM
gssr-1043	681	15	)	)	PUNCT
gssr-1043	681	16	.	.	PUNCT
gssr-1043	682	1	prediction	prediction	NOUN
gssr-1043	682	2	of	of	ADP
gssr-1043	682	3	wastewater	wastewater	NOUN
gssr-1043	682	4	treatment	treatment	NOUN
gssr-1043	682	5	system	system	NOUN
gssr-1043	682	6	based	base	VERB
gssr-1043	682	7	on	on	ADP
gssr-1043	682	8	deep	deep	ADJ
gssr-1043	682	9	learning	learning	NOUN
gssr-1043	682	10	.	.	PUNCT
gssr-1043	683	1	frontiers	frontier	NOUN
gssr-1043	683	2	in	in	ADP
gssr-1043	683	3	ecology	ecology	NOUN
gssr-1043	683	4	and	and	CCONJ
gssr-1043	683	5	evolution	evolution	NOUN
gssr-1043	683	6	,	,	PUNCT
gssr-1043	683	7	10	10	NUM
gssr-1043	683	8	,	,	PUNCT
gssr-1043	683	9	1064555	1064555	NUM
gssr-1043	683	10	.	.	PUNCT
gssr-1043	684	1	meijer	meijer	PROPN
gssr-1043	684	2	,	,	PUNCT
gssr-1043	684	3	d.	d.	PROPN
gssr-1043	684	4	,	,	PUNCT
gssr-1043	684	5	scholten	scholten	VERB
gssr-1043	684	6	,	,	PUNCT
gssr-1043	684	7	l.	l.	PROPN
gssr-1043	684	8	,	,	PUNCT
gssr-1043	684	9	clemens	clemens	PROPN
gssr-1043	684	10	,	,	PUNCT
gssr-1043	684	11	f.	f.	PROPN
gssr-1043	684	12	,	,	PUNCT
gssr-1043	684	13	&	&	CCONJ
gssr-1043	684	14	knobbe	knobbe	PROPN
gssr-1043	684	15	,	,	PUNCT
gssr-1043	684	16	a.	a.	NOUN
gssr-1043	684	17	(	(	PUNCT
gssr-1043	684	18	2019	2019	NUM
gssr-1043	684	19	)	)	PUNCT
gssr-1043	684	20	.	.	PUNCT
gssr-1043	685	1	a	a	DET
gssr-1043	685	2	defect	defect	NOUN
gssr-1043	685	3	classification	classification	NOUN
gssr-1043	685	4	methodology	methodology	NOUN
gssr-1043	685	5	for	for	ADP
gssr-1043	685	6	sewer	sewer	NOUN
gssr-1043	685	7	image	image	NOUN
gssr-1043	685	8	sets	set	NOUN
gssr-1043	685	9	with	with	ADP
gssr-1043	685	10	convolutional	convolutional	ADJ
gssr-1043	685	11	neural	neural	ADJ
gssr-1043	685	12	networks	network	NOUN
gssr-1043	685	13	.	.	PUNCT
gssr-1043	686	1	automation	automation	NOUN
gssr-1043	686	2	in	in	ADP
gssr-1043	686	3	construction	construction	NOUN
gssr-1043	686	4	,	,	PUNCT
gssr-1043	686	5	104	104	NUM
gssr-1043	686	6	,	,	PUNCT
gssr-1043	686	7	281	281	NUM
gssr-1043	686	8	-	-	SYM
gssr-1043	686	9	298	298	NUM
gssr-1043	686	10	.	.	PUNCT
gssr-1043	687	1	moradi	moradi	NOUN
gssr-1043	687	2	,	,	PUNCT
gssr-1043	687	3	s.	s.	PROPN
gssr-1043	687	4	,	,	PUNCT
gssr-1043	687	5	zayed	zaye	VERB
gssr-1043	687	6	,	,	PUNCT
gssr-1043	687	7	t.	t.	PROPN
gssr-1043	687	8	,	,	PUNCT
gssr-1043	687	9	nasiri	nasiri	ADV
gssr-1043	687	10	,	,	PUNCT
gssr-1043	687	11	f.	f.	PROPN
gssr-1043	687	12	,	,	PUNCT
gssr-1043	687	13	&	&	CCONJ
gssr-1043	687	14	golkhoo	golkhoo	PROPN
gssr-1043	687	15	,	,	PUNCT
gssr-1043	687	16	f.	f.	PROPN
gssr-1043	687	17	(	(	PUNCT
gssr-1043	687	18	2020	2020	NUM
gssr-1043	687	19	)	)	PUNCT
gssr-1043	687	20	.	.	PUNCT
gssr-1043	688	1	automated	automate	VERB
gssr-1043	688	2	anomaly	anomaly	NOUN
gssr-1043	688	3	detection	detection	NOUN
gssr-1043	688	4	and	and	CCONJ
gssr-1043	688	5	localization	localization	NOUN
gssr-1043	688	6	in	in	ADP
gssr-1043	688	7	sewer	sewer	NOUN
gssr-1043	688	8	inspection	inspection	NOUN
gssr-1043	688	9	videos	video	NOUN
gssr-1043	688	10	using	use	VERB
gssr-1043	688	11	proportional	proportional	ADJ
gssr-1043	688	12	data	datum	NOUN
gssr-1043	688	13	modeling	modeling	NOUN
gssr-1043	688	14	and	and	CCONJ
gssr-1043	688	15	deep	deep	ADJ
gssr-1043	688	16	learning	learning	NOUN
gssr-1043	688	17	–	–	PUNCT
gssr-1043	688	18	based	base	VERB
gssr-1043	688	19	text	text	NOUN
gssr-1043	688	20	recognition	recognition	NOUN
gssr-1043	688	21	.	.	PUNCT
gssr-1043	689	1	journal	journal	PROPN
gssr-1043	689	2	of	of	ADP
gssr-1043	689	3	infrastructure	infrastructure	NOUN
gssr-1043	689	4	systems	system	NOUN
gssr-1043	689	5	,	,	PUNCT
gssr-1043	689	6	26(3	26(3	NUM
gssr-1043	689	7	)	)	PUNCT
gssr-1043	689	8	,	,	PUNCT
gssr-1043	689	9	04020018	04020018	NUM
gssr-1043	689	10	.	.	PUNCT
gssr-1043	690	1	moreno	moreno	PROPN
gssr-1043	690	2	-	-	PUNCT
gssr-1043	690	3	rodenas	rodenas	PROPN
gssr-1043	690	4	,	,	PUNCT
gssr-1043	690	5	a.	a.	NOUN
gssr-1043	690	6	m.	m.	NOUN
gssr-1043	690	7	,	,	PUNCT
gssr-1043	690	8	duinmeijer	duinmeijer	NOUN
gssr-1043	690	9	,	,	PUNCT
gssr-1043	690	10	a.	a.	PROPN
gssr-1043	690	11	,	,	PUNCT
gssr-1043	690	12	&	&	CCONJ
gssr-1043	690	13	clemens	clemens	PROPN
gssr-1043	690	14	,	,	PUNCT
gssr-1043	690	15	f.	f.	PROPN
gssr-1043	690	16	h.	h.	PROPN
gssr-1043	690	17	(	(	PUNCT
gssr-1043	690	18	2021	2021	NUM
gssr-1043	690	19	)	)	PUNCT
gssr-1043	690	20	.	.	PUNCT
gssr-1043	691	1	deep	deep	ADJ
gssr-1043	691	2	-	-	PUNCT
gssr-1043	691	3	learning	learning	NOUN
gssr-1043	691	4	based	base	VERB
gssr-1043	691	5	monitoring	monitoring	NOUN
gssr-1043	691	6	of	of	ADP
gssr-1043	691	7	fog	fog	NOUN
gssr-1043	691	8	layer	layer	NOUN
gssr-1043	691	9	dynamics	dynamic	NOUN
gssr-1043	691	10	in	in	ADP
gssr-1043	691	11	wastewater	wastewater	NOUN
gssr-1043	691	12	pumping	pumping	NOUN
gssr-1043	691	13	stations	station	NOUN
gssr-1043	691	14	.	.	PUNCT
gssr-1043	692	1	water	water	NOUN
gssr-1043	692	2	research	research	NOUN
gssr-1043	692	3	,	,	PUNCT
gssr-1043	692	4	202	202	NUM
gssr-1043	692	5	,	,	PUNCT
gssr-1043	692	6	117482	117482	NUM
gssr-1043	692	7	.	.	PUNCT
gssr-1043	693	1	mu	mu	PROPN
gssr-1043	693	2	,	,	PUNCT
gssr-1043	693	3	l.	l.	PROPN
gssr-1043	693	4	,	,	PUNCT
gssr-1043	693	5	zheng	zheng	PROPN
gssr-1043	693	6	,	,	PUNCT
gssr-1043	693	7	f.	f.	PROPN
gssr-1043	693	8	,	,	PUNCT
gssr-1043	693	9	tao	tao	PROPN
gssr-1043	693	10	,	,	PUNCT
gssr-1043	693	11	r.	r.	PROPN
gssr-1043	693	12	,	,	PUNCT
gssr-1043	693	13	zhang	zhang	PROPN
gssr-1043	693	14	,	,	PUNCT
gssr-1043	693	15	q.	q.	PROPN
gssr-1043	693	16	,	,	PUNCT
gssr-1043	693	17	&	&	CCONJ
gssr-1043	693	18	kapelan	kapelan	PROPN
gssr-1043	693	19	,	,	PUNCT
gssr-1043	693	20	z.	z.	PROPN
gssr-1043	693	21	(	(	PUNCT
gssr-1043	693	22	2020	2020	NUM
gssr-1043	693	23	)	)	PUNCT
gssr-1043	693	24	.	.	PUNCT
gssr-1043	694	1	hourly	hourly	ADJ
gssr-1043	694	2	and	and	CCONJ
gssr-1043	694	3	daily	daily	ADJ
gssr-1043	694	4	urban	urban	ADJ
gssr-1043	694	5	water	water	NOUN
gssr-1043	694	6	demand	demand	NOUN
gssr-1043	694	7	predictions	prediction	NOUN
gssr-1043	694	8	using	use	VERB
gssr-1043	694	9	a	a	DET
gssr-1043	694	10	long	long	ADJ
gssr-1043	694	11	short	short	ADJ
gssr-1043	694	12	-	-	PUNCT
gssr-1043	694	13	term	term	NOUN
gssr-1043	694	14	memory	memory	NOUN
gssr-1043	694	15	based	base	VERB
gssr-1043	694	16	model	model	NOUN
gssr-1043	694	17	.	.	PUNCT
gssr-1043	695	1	journal	journal	PROPN
gssr-1043	695	2	of	of	ADP
gssr-1043	695	3	water	water	NOUN
gssr-1043	695	4	resources	resource	NOUN
gssr-1043	695	5	planning	planning	NOUN
gssr-1043	695	6	and	and	CCONJ
gssr-1043	695	7	management	management	NOUN
gssr-1043	695	8	,	,	PUNCT
gssr-1043	695	9	146(9	146(9	NUM
gssr-1043	695	10	)	)	PUNCT
gssr-1043	695	11	,	,	PUNCT
gssr-1043	695	12	05020017	05020017	NUM
gssr-1043	695	13	.	.	PUNCT
gssr-1043	696	1	nam	nam	PROPN
gssr-1043	696	2	,	,	PUNCT
gssr-1043	696	3	y.	y.	PROPN
gssr-1043	696	4	w.	w.	PROPN
gssr-1043	696	5	,	,	PUNCT
gssr-1043	696	6	arai	arai	PROPN
gssr-1043	696	7	,	,	PUNCT
gssr-1043	696	8	y.	y.	PROPN
gssr-1043	696	9	,	,	PUNCT
gssr-1043	696	10	kunizane	kunizane	NOUN
gssr-1043	696	11	,	,	PUNCT
gssr-1043	696	12	t.	t.	PROPN
gssr-1043	696	13	,	,	PUNCT
gssr-1043	696	14	&	&	CCONJ
gssr-1043	696	15	koizumi	koizumi	PROPN
gssr-1043	696	16	,	,	PUNCT
gssr-1043	696	17	a.	a.	NOUN
gssr-1043	696	18	(	(	PUNCT
gssr-1043	696	19	2021	2021	NUM
gssr-1043	696	20	)	)	PUNCT
gssr-1043	696	21	.	.	PUNCT
gssr-1043	697	1	water	water	NOUN
gssr-1043	697	2	leak	leak	PROPN
gssr-1043	697	3	detection	detection	NOUN
gssr-1043	697	4	based	base	VERB
gssr-1043	697	5	on	on	ADP
gssr-1043	697	6	convolutional	convolutional	ADJ
gssr-1043	697	7	neural	neural	ADJ
gssr-1043	697	8	network	network	NOUN
gssr-1043	697	9	using	use	VERB
gssr-1043	697	10	actual	actual	ADJ
gssr-1043	697	11	leak	leak	NOUN
gssr-1043	697	12	sounds	sound	VERB
gssr-1043	697	13	and	and	CCONJ
gssr-1043	697	14	the	the	DET
gssr-1043	697	15	hold	hold	VERB
gssr-1043	697	16	-	-	PUNCT
gssr-1043	697	17	out	out	ADP
gssr-1043	697	18	method	method	NOUN
gssr-1043	697	19	.	.	PUNCT
gssr-1043	698	1	water	water	NOUN
gssr-1043	698	2	supply	supply	NOUN
gssr-1043	698	3	,	,	PUNCT
gssr-1043	698	4	21(7	21(7	NOUN
gssr-1043	698	5	)	)	PUNCT
gssr-1043	698	6	,	,	PUNCT
gssr-1043	698	7	3477	3477	NUM
gssr-1043	698	8	-	-	SYM
gssr-1043	698	9	3485	3485	NUM
gssr-1043	698	10	.	.	PUNCT
gssr-1043	699	1	nasser	nasser	PROPN
gssr-1043	699	2	,	,	PUNCT
gssr-1043	699	3	a.	a.	NOUN
gssr-1043	699	4	a.	a.	PROPN
gssr-1043	699	5	,	,	PUNCT
gssr-1043	699	6	rashad	rashad	PROPN
gssr-1043	699	7	,	,	PUNCT
gssr-1043	699	8	m.	m.	PROPN
gssr-1043	699	9	z.	z.	PROPN
gssr-1043	699	10	,	,	PUNCT
gssr-1043	699	11	&	&	CCONJ
gssr-1043	699	12	hussein	hussein	PROPN
gssr-1043	699	13	,	,	PUNCT
gssr-1043	699	14	s.	s.	PROPN
gssr-1043	699	15	e.	e.	PROPN
gssr-1043	699	16	(	(	PUNCT
gssr-1043	699	17	2020	2020	NUM
gssr-1043	699	18	)	)	PUNCT
gssr-1043	699	19	.	.	PUNCT
gssr-1043	700	1	a	a	DET
gssr-1043	700	2	two	two	NUM
gssr-1043	700	3	-	-	PUNCT
gssr-1043	700	4	layer	layer	NOUN
gssr-1043	700	5	water	water	NOUN
gssr-1043	700	6	demand	demand	NOUN
gssr-1043	700	7	prediction	prediction	NOUN
gssr-1043	700	8	system	system	NOUN
gssr-1043	700	9	in	in	ADP
gssr-1043	700	10	urban	urban	ADJ
gssr-1043	700	11	areas	area	NOUN
gssr-1043	700	12	based	base	VERB
gssr-1043	700	13	on	on	ADP
gssr-1043	700	14	micro	micro	NOUN
gssr-1043	700	15	-	-	NOUN
gssr-1043	700	16	services	service	NOUN
gssr-1043	700	17	and	and	CCONJ
gssr-1043	700	18	lstm	lstm	NOUN
gssr-1043	700	19	neural	neural	ADJ
gssr-1043	700	20	networks	network	NOUN
gssr-1043	700	21	.	.	PUNCT
gssr-1043	701	1	ieee	ieee	NOUN
gssr-1043	701	2	access	access	NOUN
gssr-1043	701	3	,	,	PUNCT
gssr-1043	701	4	8	8	NUM
gssr-1043	701	5	,	,	PUNCT
gssr-1043	701	6	147647	147647	NUM
gssr-1043	701	7	-	-	SYM
gssr-1043	701	8	147661	147661	NUM
gssr-1043	701	9	.	.	PUNCT
gssr-1043	702	1	nemade	nemade	PROPN
gssr-1043	702	2	,	,	PUNCT
gssr-1043	702	3	b.	b.	PROPN
gssr-1043	702	4	,	,	PUNCT
gssr-1043	702	5	&	&	CCONJ
gssr-1043	702	6	shah	shah	PROPN
gssr-1043	702	7	,	,	PUNCT
gssr-1043	702	8	d.	d.	PROPN
gssr-1043	702	9	(	(	PUNCT
gssr-1043	702	10	2022	2022	NUM
gssr-1043	702	11	)	)	PUNCT
gssr-1043	702	12	.	.	PUNCT
gssr-1043	703	1	an	an	DET
gssr-1043	703	2	efficient	efficient	ADJ
gssr-1043	703	3	iot	iot	NOUN
gssr-1043	703	4	based	base	VERB
gssr-1043	703	5	prediction	prediction	NOUN
gssr-1043	703	6	system	system	NOUN
gssr-1043	703	7	for	for	ADP
gssr-1043	703	8	classification	classification	NOUN
gssr-1043	703	9	of	of	ADP
gssr-1043	703	10	water	water	NOUN
gssr-1043	703	11	using	use	VERB
gssr-1043	703	12	novel	novel	ADJ
gssr-1043	703	13	adaptive	adaptive	ADJ
gssr-1043	703	14	incremental	incremental	ADJ
gssr-1043	703	15	learning	learning	NOUN
gssr-1043	703	16	framework	framework	NOUN
gssr-1043	703	17	.	.	PUNCT
gssr-1043	704	1	journal	journal	NOUN
gssr-1043	704	2	of	of	ADP
gssr-1043	704	3	king	king	PROPN
gssr-1043	704	4	saud	saud	PROPN
gssr-1043	704	5	university	university	PROPN
gssr-1043	704	6	-	-	PUNCT
gssr-1043	704	7	computer	computer	NOUN
gssr-1043	704	8	and	and	CCONJ
gssr-1043	704	9	information	information	NOUN
gssr-1043	704	10	sciences	science	NOUN
gssr-1043	704	11	,	,	PUNCT
gssr-1043	704	12	34(8	34(8	NUM
gssr-1043	704	13	)	)	PUNCT
gssr-1043	704	14	,	,	PUNCT
gssr-1043	704	15	5121	5121	NUM
gssr-1043	704	16	-	-	SYM
gssr-1043	704	17	5131	5131	NUM
gssr-1043	704	18	.	.	PUNCT
gssr-1043	705	1	nickum	nickum	PROPN
gssr-1043	705	2	,	,	PUNCT
gssr-1043	705	3	j.	j.	PROPN
gssr-1043	705	4	e.	e.	PROPN
gssr-1043	705	5	,	,	PUNCT
gssr-1043	705	6	kuisma	kuisma	PROPN
gssr-1043	705	7	,	,	PUNCT
gssr-1043	705	8	s.	s.	PROPN
gssr-1043	705	9	,	,	PUNCT
gssr-1043	705	10	bjornlund	bjornlund	PROPN
gssr-1043	705	11	,	,	PUNCT
gssr-1043	705	12	h.	h.	PROPN
gssr-1043	705	13	,	,	PUNCT
gssr-1043	705	14	&	&	CCONJ
gssr-1043	705	15	stephan	stephan	PROPN
gssr-1043	705	16	,	,	PUNCT
gssr-1043	705	17	r.	r.	PROPN
gssr-1043	705	18	m.	m.	PROPN
gssr-1043	705	19	(	(	PUNCT
gssr-1043	705	20	2020	2020	NUM
gssr-1043	705	21	)	)	PUNCT
gssr-1043	705	22	.	.	PUNCT
gssr-1043	706	1	smart	smart	ADJ
gssr-1043	706	2	water	water	NOUN
gssr-1043	706	3	management	management	NOUN
gssr-1043	706	4	:	:	PUNCT
gssr-1043	706	5	the	the	DET
gssr-1043	706	6	way	way	NOUN
gssr-1043	706	7	to	to	ADP
gssr-1043	706	8	(	(	PUNCT
gssr-1043	706	9	artificially	artificially	ADV
gssr-1043	706	10	)	)	PUNCT
gssr-1043	706	11	intelligent	intelligent	ADJ
gssr-1043	706	12	water	water	NOUN
gssr-1043	706	13	management	management	NOUN
gssr-1043	706	14	,	,	PUNCT
gssr-1043	706	15	or	or	CCONJ
gssr-1043	706	16	just	just	ADV
gssr-1043	706	17	another	another	DET
gssr-1043	706	18	pretty	pretty	ADJ
gssr-1043	706	19	name	name	NOUN
gssr-1043	706	20	?	?	PUNCT
gssr-1043	706	21	.	.	PUNCT
gssr-1043	707	1	water	water	PROPN
gssr-1043	707	2	international	international	PROPN
gssr-1043	707	3	,	,	PUNCT
gssr-1043	707	4	45(6	45(6	NUM
gssr-1043	707	5	)	)	PUNCT
gssr-1043	707	6	,	,	PUNCT
gssr-1043	707	7	515519	515519	NUM
gssr-1043	707	8	.	.	PUNCT
gssr-1043	708	1	nieuwenhuis	nieuwenhuis	PROPN
gssr-1043	708	2	,	,	PUNCT
gssr-1043	708	3	e.	e.	PROPN
gssr-1043	708	4	,	,	PUNCT
gssr-1043	708	5	post	post	PROPN
gssr-1043	708	6	,	,	PUNCT
gssr-1043	708	7	j.	j.	PROPN
gssr-1043	708	8	,	,	PUNCT
gssr-1043	708	9	duinmeijer	duinmeijer	PROPN
gssr-1043	708	10	,	,	PUNCT
gssr-1043	708	11	a.	a.	NOUN
gssr-1043	708	12	,	,	PUNCT
gssr-1043	708	13	langeveld	langeveld	PROPN
gssr-1043	708	14	,	,	PUNCT
gssr-1043	708	15	j.	j.	PROPN
gssr-1043	708	16	,	,	PUNCT
gssr-1043	708	17	&	&	CCONJ
gssr-1043	708	18	clemens	clemens	PROPN
gssr-1043	708	19	,	,	PUNCT
gssr-1043	708	20	f.	f.	PROPN
gssr-1043	708	21	(	(	PUNCT
gssr-1043	708	22	2018	2018	NUM
gssr-1043	708	23	)	)	PUNCT
gssr-1043	708	24	.	.	PUNCT
gssr-1043	709	1	statistical	statistical	ADJ
gssr-1043	709	2	modelling	modelling	NOUN
gssr-1043	709	3	of	of	ADP
gssr-1043	709	4	fat	fat	ADJ
gssr-1043	709	5	,	,	PUNCT
gssr-1043	709	6	oil	oil	NOUN
gssr-1043	709	7	and	and	CCONJ
gssr-1043	709	8	grease	grease	NOUN
gssr-1043	709	9	(	(	PUNCT
gssr-1043	709	10	fog	fog	NOUN
gssr-1043	709	11	)	)	PUNCT
gssr-1043	709	12	deposits	deposit	NOUN
gssr-1043	709	13	in	in	ADP
gssr-1043	709	14	wastewater	wastewater	NOUN
gssr-1043	709	15	pump	pump	NOUN
gssr-1043	709	16	sumps	sump	NOUN
gssr-1043	709	17	.	.	PUNCT
gssr-1043	710	1	water	water	NOUN
gssr-1043	710	2	research	research	NOUN
gssr-1043	710	3	,	,	PUNCT
gssr-1043	710	4	135	135	NUM
gssr-1043	710	5	,	,	PUNCT
gssr-1043	710	6	155	155	NUM
gssr-1043	710	7	-	-	SYM
gssr-1043	710	8	167	167	NUM
gssr-1043	710	9	.	.	PUNCT
gssr-1043	711	1	prasad	prasad	PROPN
gssr-1043	711	2	,	,	PUNCT
gssr-1043	711	3	d.	d.	PROPN
gssr-1043	711	4	v.	v.	PROPN
gssr-1043	712	1	v.	v.	PROPN
gssr-1043	712	2	,	,	PUNCT
gssr-1043	712	3	venkataramana	venkataramana	PROPN
gssr-1043	712	4	,	,	PUNCT
gssr-1043	712	5	l.	l.	PROPN
gssr-1043	712	6	y.	y.	PROPN
gssr-1043	712	7	,	,	PUNCT
gssr-1043	712	8	kumar	kumar	PROPN
gssr-1043	712	9	,	,	PUNCT
gssr-1043	712	10	p.	p.	PROPN
gssr-1043	712	11	s.	s.	PROPN
gssr-1043	712	12	,	,	PUNCT
gssr-1043	712	13	prasannamedha	prasannamedha	PROPN
gssr-1043	712	14	,	,	PUNCT
gssr-1043	712	15	g.	g.	PROPN
gssr-1043	712	16	,	,	PUNCT
gssr-1043	712	17	harshana	harshana	PROPN
gssr-1043	712	18	,	,	PUNCT
gssr-1043	712	19	s.	s.	PROPN
gssr-1043	712	20	,	,	PUNCT
gssr-1043	712	21	srividya	srividya	NOUN
gssr-1043	712	22	,	,	PUNCT
gssr-1043	712	23	s.	s.	PROPN
gssr-1043	712	24	j.	j.	PROPN
gssr-1043	712	25	,	,	PUNCT
gssr-1043	712	26	...	...	PUNCT
gssr-1043	712	27	&	&	CCONJ
gssr-1043	712	28	indraganti	indraganti	PROPN
gssr-1043	712	29	,	,	PUNCT
gssr-1043	712	30	s.	s.	PROPN
gssr-1043	712	31	(	(	PUNCT
gssr-1043	712	32	2022	2022	NUM
gssr-1043	712	33	)	)	PUNCT
gssr-1043	712	34	.	.	PUNCT
gssr-1043	713	1	analysis	analysis	NOUN
gssr-1043	713	2	and	and	CCONJ
gssr-1043	713	3	prediction	prediction	NOUN
gssr-1043	713	4	of	of	ADP
gssr-1043	713	5	water	water	NOUN
gssr-1043	713	6	quality	quality	NOUN
gssr-1043	713	7	using	use	VERB
gssr-1043	713	8	deep	deep	ADJ
gssr-1043	713	9	learning	learning	NOUN
gssr-1043	713	10	and	and	CCONJ
gssr-1043	713	11	auto	auto	NOUN
gssr-1043	713	12	deep	deep	ADJ
gssr-1043	713	13	learning	learning	NOUN
gssr-1043	713	14	techniques	technique	NOUN
gssr-1043	713	15	.	.	PUNCT
gssr-1043	714	1	science	science	NOUN
gssr-1043	714	2	of	of	ADP
gssr-1043	714	3	the	the	DET
gssr-1043	714	4	total	total	ADJ
gssr-1043	714	5	environment	environment	NOUN
gssr-1043	714	6	,	,	PUNCT
gssr-1043	714	7	821	821	NUM
gssr-1043	714	8	,	,	PUNCT
gssr-1043	714	9	153311	153311	NUM
gssr-1043	714	10	.	.	PUNCT
gssr-1043	715	1	global	global	ADJ
gssr-1043	715	2	sustainability	sustainability	NOUN
gssr-1043	715	3	research	research	NOUN
gssr-1043	715	4	global	global	ADJ
gssr-1043	715	5	scientific	scientific	ADJ
gssr-1043	715	6	research	research	NOUN
gssr-1043	715	7	72	72	NUM
gssr-1043	715	8	raei	raei	ADJ
gssr-1043	715	9	,	,	PUNCT
gssr-1043	715	10	e.	e.	PROPN
gssr-1043	715	11	,	,	PUNCT
gssr-1043	715	12	asanjan	asanjan	PROPN
gssr-1043	715	13	,	,	PUNCT
gssr-1043	715	14	a.	a.	NOUN
gssr-1043	715	15	a.	a.	PROPN
gssr-1043	715	16	,	,	PUNCT
gssr-1043	715	17	nikoo	nikoo	NOUN
gssr-1043	715	18	,	,	PUNCT
gssr-1043	715	19	m.	m.	NOUN
gssr-1043	715	20	r.	r.	PROPN
gssr-1043	715	21	,	,	PUNCT
gssr-1043	715	22	sadegh	sadegh	VERB
gssr-1043	715	23	,	,	PUNCT
gssr-1043	715	24	m.	m.	NOUN
gssr-1043	715	25	,	,	PUNCT
gssr-1043	715	26	pourshahabi	pourshahabi	PROPN
gssr-1043	715	27	,	,	PUNCT
gssr-1043	715	28	s.	s.	PROPN
gssr-1043	715	29	,	,	PUNCT
gssr-1043	715	30	&	&	CCONJ
gssr-1043	715	31	adamowski	adamowski	PROPN
gssr-1043	715	32	,	,	PUNCT
gssr-1043	715	33	j.	j.	PROPN
gssr-1043	715	34	f.	f.	PROPN
gssr-1043	715	35	(	(	PUNCT
gssr-1043	715	36	2022	2022	NUM
gssr-1043	715	37	)	)	PUNCT
gssr-1043	715	38	.	.	PUNCT
gssr-1043	716	1	a	a	DET
gssr-1043	716	2	deep	deep	ADJ
gssr-1043	716	3	learning	learn	VERB
gssr-1043	716	4	image	image	NOUN
gssr-1043	716	5	segmentation	segmentation	NOUN
gssr-1043	716	6	model	model	NOUN
gssr-1043	716	7	for	for	ADP
gssr-1043	716	8	agricultural	agricultural	ADJ
gssr-1043	716	9	irrigation	irrigation	NOUN
gssr-1043	716	10	system	system	NOUN
gssr-1043	716	11	classification	classification	NOUN
gssr-1043	716	12	.	.	PUNCT
gssr-1043	717	1	computers	computer	NOUN
gssr-1043	717	2	and	and	CCONJ
gssr-1043	717	3	electronics	electronic	NOUN
gssr-1043	717	4	in	in	ADP
gssr-1043	717	5	agriculture	agriculture	NOUN
gssr-1043	717	6	,	,	PUNCT
gssr-1043	717	7	198	198	NUM
gssr-1043	717	8	,	,	PUNCT
gssr-1043	717	9	106977	106977	NUM
gssr-1043	717	10	.	.	PUNCT
gssr-1043	718	1	rahimi	rahimi	NOUN
gssr-1043	718	2	,	,	PUNCT
gssr-1043	718	3	m.	m.	NOUN
gssr-1043	718	4	,	,	PUNCT
gssr-1043	718	5	alghassi	alghassi	NOUN
gssr-1043	718	6	,	,	PUNCT
gssr-1043	718	7	a.	a.	NOUN
gssr-1043	718	8	,	,	PUNCT
gssr-1043	718	9	ahsan	ahsan	PROPN
gssr-1043	718	10	,	,	PUNCT
gssr-1043	718	11	m.	m.	NOUN
gssr-1043	718	12	,	,	PUNCT
gssr-1043	718	13	&	&	CCONJ
gssr-1043	718	14	haider	haider	PROPN
gssr-1043	718	15	,	,	PUNCT
gssr-1043	718	16	j.	j.	PROPN
gssr-1043	718	17	(	(	PUNCT
gssr-1043	718	18	2020	2020	NUM
gssr-1043	718	19	)	)	PUNCT
gssr-1043	718	20	.	.	PUNCT
gssr-1043	719	1	deep	deep	ADJ
gssr-1043	719	2	learning	learning	NOUN
gssr-1043	719	3	model	model	NOUN
gssr-1043	719	4	for	for	ADP
gssr-1043	719	5	industrial	industrial	ADJ
gssr-1043	719	6	leakage	leakage	NOUN
gssr-1043	719	7	detection	detection	NOUN
gssr-1043	719	8	using	use	VERB
gssr-1043	719	9	acoustic	acoustic	ADJ
gssr-1043	719	10	emission	emission	NOUN
gssr-1043	719	11	signal	signal	NOUN
gssr-1043	719	12	.	.	PUNCT
gssr-1043	720	1	in	in	ADP
gssr-1043	720	2	informatics	informatics	PROPN
gssr-1043	720	3	(	(	PUNCT
gssr-1043	720	4	vol	vol	NOUN
gssr-1043	720	5	.	.	PROPN
gssr-1043	720	6	7	7	NUM
gssr-1043	720	7	,	,	PUNCT
gssr-1043	720	8	no	no	INTJ
gssr-1043	720	9	.	.	NOUN
gssr-1043	720	10	4	4	NUM
gssr-1043	720	11	,	,	PUNCT
gssr-1043	720	12	p.	p.	NOUN
gssr-1043	720	13	49	49	NUM
gssr-1043	720	14	)	)	PUNCT
gssr-1043	720	15	.	.	PUNCT
gssr-1043	721	1	mdpi	mdpi	PROPN
gssr-1043	721	2	.	.	PUNCT
gssr-1043	722	1	rahman	rahman	PROPN
gssr-1043	722	2	,	,	PUNCT
gssr-1043	722	3	j.	j.	PROPN
gssr-1043	722	4	,	,	PUNCT
gssr-1043	722	5	raihan	raihan	NOUN
gssr-1043	722	6	,	,	PUNCT
gssr-1043	722	7	a.	a.	NOUN
gssr-1043	722	8	,	,	PUNCT
gssr-1043	722	9	tanchangya	tanchangya	PROPN
gssr-1043	722	10	,	,	PUNCT
gssr-1043	722	11	t.	t.	PROPN
gssr-1043	722	12	,	,	PUNCT
gssr-1043	722	13	&	&	CCONJ
gssr-1043	722	14	ridwan	ridwan	PROPN
gssr-1043	722	15	,	,	PUNCT
gssr-1043	722	16	m.	m.	NOUN
gssr-1043	722	17	(	(	PUNCT
gssr-1043	722	18	2024	2024	NUM
gssr-1043	722	19	)	)	PUNCT
gssr-1043	722	20	.	.	PUNCT
gssr-1043	723	1	optimizing	optimize	VERB
gssr-1043	723	2	the	the	DET
gssr-1043	723	3	digital	digital	ADJ
gssr-1043	723	4	marketing	marketing	NOUN
gssr-1043	723	5	landscape	landscape	NOUN
gssr-1043	723	6	:	:	PUNCT
gssr-1043	723	7	a	a	DET
gssr-1043	723	8	comprehensive	comprehensive	ADJ
gssr-1043	723	9	exploration	exploration	NOUN
gssr-1043	723	10	of	of	ADP
gssr-1043	723	11	artificial	artificial	ADJ
gssr-1043	723	12	intelligence	intelligence	NOUN
gssr-1043	723	13	(	(	PUNCT
gssr-1043	723	14	ai	ai	NOUN
gssr-1043	723	15	)	)	PUNCT
gssr-1043	723	16	technologies	technology	NOUN
gssr-1043	723	17	,	,	PUNCT
gssr-1043	723	18	applications	application	NOUN
gssr-1043	723	19	,	,	PUNCT
gssr-1043	723	20	advantages	advantage	NOUN
gssr-1043	723	21	,	,	PUNCT
gssr-1043	723	22	and	and	CCONJ
gssr-1043	723	23	challenges	challenge	NOUN
gssr-1043	723	24	.	.	PUNCT
gssr-1043	724	1	frontiers	frontier	NOUN
gssr-1043	724	2	of	of	ADP
gssr-1043	724	3	finance	finance	NOUN
gssr-1043	724	4	,	,	PUNCT
gssr-1043	724	5	2(2	2(2	NUM
gssr-1043	724	6	)	)	PUNCT
gssr-1043	724	7	,	,	PUNCT
gssr-1043	724	8	6549	6549	NUM
gssr-1043	724	9	.	.	PUNCT
gssr-1043	725	1	raihan	raihan	PROPN
gssr-1043	725	2	,	,	PUNCT
gssr-1043	725	3	a.	a.	NOUN
gssr-1043	725	4	(	(	PUNCT
gssr-1043	725	5	2023a	2023a	NUM
gssr-1043	725	6	)	)	PUNCT
gssr-1043	725	7	.	.	PUNCT
gssr-1043	726	1	a	a	DET
gssr-1043	726	2	comprehensive	comprehensive	ADJ
gssr-1043	726	3	review	review	NOUN
gssr-1043	726	4	of	of	ADP
gssr-1043	726	5	artificial	artificial	ADJ
gssr-1043	726	6	intelligence	intelligence	NOUN
gssr-1043	726	7	and	and	CCONJ
gssr-1043	726	8	machine	machine	NOUN
gssr-1043	726	9	learning	learn	VERB
gssr-1043	726	10	applications	application	NOUN
gssr-1043	726	11	in	in	ADP
gssr-1043	726	12	energy	energy	NOUN
gssr-1043	726	13	consumption	consumption	NOUN
gssr-1043	726	14	and	and	CCONJ
gssr-1043	726	15	production	production	NOUN
gssr-1043	726	16	.	.	PUNCT
gssr-1043	727	1	journal	journal	PROPN
gssr-1043	727	2	of	of	ADP
gssr-1043	727	3	technology	technology	NOUN
gssr-1043	727	4	innovations	innovation	NOUN
gssr-1043	727	5	and	and	CCONJ
gssr-1043	727	6	energy	energy	NOUN
gssr-1043	727	7	,	,	PUNCT
gssr-1043	727	8	2(4	2(4	NUM
gssr-1043	727	9	)	)	PUNCT
gssr-1043	727	10	,	,	PUNCT
gssr-1043	727	11	1	1	NUM
gssr-1043	727	12	-	-	SYM
gssr-1043	727	13	26	26	NUM
gssr-1043	727	14	.	.	PUNCT
gssr-1043	728	1	raihan	raihan	PROPN
gssr-1043	728	2	,	,	PUNCT
gssr-1043	728	3	a.	a.	NOUN
gssr-1043	728	4	(	(	PUNCT
gssr-1043	728	5	2023b	2023b	NUM
gssr-1043	728	6	)	)	PUNCT
gssr-1043	728	7	.	.	PUNCT
gssr-1043	729	1	a	a	DET
gssr-1043	729	2	review	review	NOUN
gssr-1043	729	3	of	of	ADP
gssr-1043	729	4	the	the	DET
gssr-1043	729	5	global	global	ADJ
gssr-1043	729	6	climate	climate	NOUN
gssr-1043	729	7	change	change	NOUN
gssr-1043	729	8	impacts	impact	NOUN
gssr-1043	729	9	,	,	PUNCT
gssr-1043	729	10	adaptation	adaptation	NOUN
gssr-1043	729	11	strategies	strategy	NOUN
gssr-1043	729	12	,	,	PUNCT
gssr-1043	729	13	and	and	CCONJ
gssr-1043	729	14	mitigation	mitigation	NOUN
gssr-1043	729	15	options	option	NOUN
gssr-1043	729	16	in	in	ADP
gssr-1043	729	17	the	the	DET
gssr-1043	729	18	socio	socio	NOUN
gssr-1043	729	19	-	-	PUNCT
gssr-1043	729	20	economic	economic	ADJ
gssr-1043	729	21	and	and	CCONJ
gssr-1043	729	22	environmental	environmental	ADJ
gssr-1043	729	23	sectors	sector	NOUN
gssr-1043	729	24	.	.	PUNCT
gssr-1043	730	1	journal	journal	PROPN
gssr-1043	730	2	of	of	ADP
gssr-1043	730	3	environmental	environmental	ADJ
gssr-1043	730	4	science	science	NOUN
gssr-1043	730	5	and	and	CCONJ
gssr-1043	730	6	economics	economic	NOUN
gssr-1043	730	7	,	,	PUNCT
gssr-1043	730	8	2(3	2(3	NUM
gssr-1043	730	9	)	)	PUNCT
gssr-1043	730	10	,	,	PUNCT
gssr-1043	730	11	36	36	NUM
gssr-1043	730	12	-	-	SYM
gssr-1043	730	13	58	58	NUM
gssr-1043	730	14	.	.	PUNCT
gssr-1043	731	1	raihan	raihan	PROPN
gssr-1043	731	2	,	,	PUNCT
gssr-1043	731	3	a.	a.	NOUN
gssr-1043	731	4	(	(	PUNCT
gssr-1043	731	5	2023c	2023c	NUM
gssr-1043	731	6	)	)	PUNCT
gssr-1043	731	7	.	.	PUNCT
gssr-1043	732	1	a	a	DET
gssr-1043	732	2	concise	concise	ADJ
gssr-1043	732	3	review	review	NOUN
gssr-1043	732	4	of	of	ADP
gssr-1043	732	5	technologies	technology	NOUN
gssr-1043	732	6	for	for	ADP
gssr-1043	732	7	converting	convert	VERB
gssr-1043	732	8	forest	forest	NOUN
gssr-1043	732	9	biomass	biomass	NOUN
gssr-1043	732	10	to	to	ADP
gssr-1043	732	11	bioenergy	bioenergy	NOUN
gssr-1043	732	12	.	.	PUNCT
gssr-1043	733	1	journal	journal	PROPN
gssr-1043	733	2	of	of	ADP
gssr-1043	733	3	technology	technology	NOUN
gssr-1043	733	4	innovations	innovation	NOUN
gssr-1043	733	5	and	and	CCONJ
gssr-1043	733	6	energy	energy	NOUN
gssr-1043	733	7	,	,	PUNCT
gssr-1043	733	8	2(3	2(3	NUM
gssr-1043	733	9	)	)	PUNCT
gssr-1043	733	10	,	,	PUNCT
gssr-1043	733	11	10	10	NUM
gssr-1043	733	12	-	-	SYM
gssr-1043	733	13	36	36	NUM
gssr-1043	733	14	.	.	PUNCT
gssr-1043	734	1	raihan	raihan	PROPN
gssr-1043	734	2	,	,	PUNCT
gssr-1043	734	3	a.	a.	NOUN
gssr-1043	734	4	(	(	PUNCT
gssr-1043	734	5	2023d	2023d	NUM
gssr-1043	734	6	)	)	PUNCT
gssr-1043	734	7	.	.	PUNCT
gssr-1043	735	1	a	a	DET
gssr-1043	735	2	review	review	NOUN
gssr-1043	735	3	on	on	ADP
gssr-1043	735	4	the	the	DET
gssr-1043	735	5	integrative	integrative	ADJ
gssr-1043	735	6	approach	approach	NOUN
gssr-1043	735	7	for	for	ADP
gssr-1043	735	8	economic	economic	ADJ
gssr-1043	735	9	valuation	valuation	NOUN
gssr-1043	735	10	of	of	ADP
gssr-1043	735	11	forest	forest	NOUN
gssr-1043	735	12	ecosystem	ecosystem	PROPN
gssr-1043	735	13	services	services	PROPN
gssr-1043	735	14	.	.	PUNCT
gssr-1043	736	1	journal	journal	PROPN
gssr-1043	736	2	of	of	ADP
gssr-1043	736	3	environmental	environmental	ADJ
gssr-1043	736	4	science	science	NOUN
gssr-1043	736	5	and	and	CCONJ
gssr-1043	736	6	economics	economic	NOUN
gssr-1043	736	7	,	,	PUNCT
gssr-1043	736	8	2(3	2(3	NUM
gssr-1043	736	9	)	)	PUNCT
gssr-1043	736	10	,	,	PUNCT
gssr-1043	736	11	1	1	NUM
gssr-1043	736	12	-	-	SYM
gssr-1043	736	13	18	18	NUM
gssr-1043	736	14	.	.	PUNCT
gssr-1043	737	1	raihan	raihan	PROPN
gssr-1043	737	2	,	,	PUNCT
gssr-1043	737	3	a.	a.	NOUN
gssr-1043	737	4	(	(	PUNCT
gssr-1043	737	5	2023e	2023e	NUM
gssr-1043	737	6	)	)	PUNCT
gssr-1043	737	7	.	.	PUNCT
gssr-1043	738	1	an	an	DET
gssr-1043	738	2	overview	overview	NOUN
gssr-1043	738	3	of	of	ADP
gssr-1043	738	4	the	the	DET
gssr-1043	738	5	energy	energy	NOUN
gssr-1043	738	6	segment	segment	NOUN
gssr-1043	738	7	of	of	ADP
gssr-1043	738	8	indonesia	indonesia	PROPN
gssr-1043	738	9	:	:	PUNCT
gssr-1043	738	10	present	present	ADJ
gssr-1043	738	11	situation	situation	NOUN
gssr-1043	738	12	,	,	PUNCT
gssr-1043	738	13	prospects	prospect	NOUN
gssr-1043	738	14	,	,	PUNCT
gssr-1043	738	15	and	and	CCONJ
gssr-1043	738	16	forthcoming	forthcoming	ADJ
gssr-1043	738	17	advancements	advancement	NOUN
gssr-1043	738	18	in	in	ADP
gssr-1043	738	19	renewable	renewable	ADJ
gssr-1043	738	20	energy	energy	NOUN
gssr-1043	738	21	technology	technology	NOUN
gssr-1043	738	22	.	.	PUNCT
gssr-1043	739	1	journal	journal	PROPN
gssr-1043	739	2	of	of	ADP
gssr-1043	739	3	technology	technology	NOUN
gssr-1043	739	4	innovations	innovation	NOUN
gssr-1043	739	5	and	and	CCONJ
gssr-1043	739	6	energy	energy	NOUN
gssr-1043	739	7	,	,	PUNCT
gssr-1043	739	8	2(3	2(3	NUM
gssr-1043	739	9	)	)	PUNCT
gssr-1043	739	10	,	,	PUNCT
gssr-1043	739	11	37	37	NUM
gssr-1043	739	12	-	-	SYM
gssr-1043	739	13	63	63	NUM
gssr-1043	739	14	.	.	PUNCT
gssr-1043	740	1	raihan	raihan	PROPN
gssr-1043	740	2	,	,	PUNCT
gssr-1043	740	3	a.	a.	NOUN
gssr-1043	740	4	(	(	PUNCT
gssr-1043	740	5	2023f	2023f	NUM
gssr-1043	740	6	)	)	PUNCT
gssr-1043	740	7	.	.	PUNCT
gssr-1043	741	1	sustainable	sustainable	ADJ
gssr-1043	741	2	development	development	NOUN
gssr-1043	741	3	in	in	ADP
gssr-1043	741	4	europe	europe	PROPN
gssr-1043	741	5	:	:	PUNCT
gssr-1043	741	6	a	a	DET
gssr-1043	741	7	review	review	NOUN
gssr-1043	741	8	of	of	ADP
gssr-1043	741	9	the	the	DET
gssr-1043	741	10	forestry	forestry	NOUN
gssr-1043	741	11	sector	sector	NOUN
gssr-1043	741	12	’s	’s	PART
gssr-1043	741	13	social	social	ADJ
gssr-1043	741	14	,	,	PUNCT
gssr-1043	741	15	environmental	environmental	ADJ
gssr-1043	741	16	,	,	PUNCT
gssr-1043	741	17	and	and	CCONJ
gssr-1043	741	18	economic	economic	ADJ
gssr-1043	741	19	dynamics	dynamic	NOUN
gssr-1043	741	20	.	.	PUNCT
gssr-1043	742	1	global	global	ADJ
gssr-1043	742	2	sustainability	sustainability	NOUN
gssr-1043	742	3	research	research	NOUN
gssr-1043	742	4	,	,	PUNCT
gssr-1043	742	5	2(3	2(3	NUM
gssr-1043	742	6	)	)	PUNCT
gssr-1043	742	7	,	,	PUNCT
gssr-1043	742	8	72	72	NUM
gssr-1043	742	9	-	-	SYM
gssr-1043	742	10	92	92	NUM
gssr-1043	742	11	.	.	PUNCT
gssr-1043	743	1	raihan	raihan	PROPN
gssr-1043	743	2	,	,	PUNCT
gssr-1043	743	3	a.	a.	NOUN
gssr-1043	743	4	(	(	PUNCT
gssr-1043	743	5	2023	2023	NUM
gssr-1043	743	6	g	g	NOUN
gssr-1043	743	7	)	)	PUNCT
gssr-1043	743	8	.	.	PUNCT
gssr-1043	744	1	a	a	DET
gssr-1043	744	2	review	review	NOUN
gssr-1043	744	3	of	of	ADP
gssr-1043	744	4	tropical	tropical	ADJ
gssr-1043	744	5	blue	blue	ADJ
gssr-1043	744	6	carbon	carbon	NOUN
gssr-1043	744	7	ecosystems	ecosystem	NOUN
gssr-1043	744	8	for	for	ADP
gssr-1043	744	9	climate	climate	NOUN
gssr-1043	744	10	change	change	NOUN
gssr-1043	744	11	mitigation	mitigation	NOUN
gssr-1043	744	12	.	.	PUNCT
gssr-1043	745	1	journal	journal	NOUN
gssr-1043	745	2	of	of	ADP
gssr-1043	745	3	environmental	environmental	ADJ
gssr-1043	745	4	science	science	NOUN
gssr-1043	745	5	and	and	CCONJ
gssr-1043	745	6	economics	economic	NOUN
gssr-1043	745	7	,	,	PUNCT
gssr-1043	745	8	2(4	2(4	NUM
gssr-1043	745	9	)	)	PUNCT
gssr-1043	745	10	,	,	PUNCT
gssr-1043	745	11	14	14	NUM
gssr-1043	745	12	-	-	SYM
gssr-1043	745	13	36	36	NUM
gssr-1043	745	14	.	.	PUNCT
gssr-1043	746	1	raihan	raihan	PROPN
gssr-1043	746	2	,	,	PUNCT
gssr-1043	746	3	a.	a.	NOUN
gssr-1043	746	4	(	(	PUNCT
gssr-1043	746	5	2023h	2023h	NUM
gssr-1043	746	6	)	)	PUNCT
gssr-1043	746	7	.	.	PUNCT
gssr-1043	747	1	a	a	DET
gssr-1043	747	2	review	review	NOUN
gssr-1043	747	3	of	of	ADP
gssr-1043	747	4	agroforestry	agroforestry	NOUN
gssr-1043	747	5	as	as	ADP
gssr-1043	747	6	a	a	DET
gssr-1043	747	7	sustainable	sustainable	ADJ
gssr-1043	747	8	and	and	CCONJ
gssr-1043	747	9	resilient	resilient	ADJ
gssr-1043	747	10	agriculture	agriculture	NOUN
gssr-1043	747	11	.	.	PUNCT
gssr-1043	748	1	journal	journal	PROPN
gssr-1043	748	2	of	of	ADP
gssr-1043	748	3	agriculture	agriculture	NOUN
gssr-1043	748	4	sustainability	sustainability	NOUN
gssr-1043	748	5	and	and	CCONJ
gssr-1043	748	6	environment	environment	NOUN
gssr-1043	748	7	,	,	PUNCT
gssr-1043	748	8	2(1	2(1	NUM
gssr-1043	748	9	)	)	PUNCT
gssr-1043	748	10	,	,	PUNCT
gssr-1043	748	11	49	49	NUM
gssr-1043	748	12	-	-	SYM
gssr-1043	748	13	72	72	NUM
gssr-1043	748	14	.	.	PUNCT
gssr-1043	749	1	raihan	raihan	PROPN
gssr-1043	749	2	,	,	PUNCT
gssr-1043	749	3	a.	a.	NOUN
gssr-1043	749	4	(	(	PUNCT
gssr-1043	749	5	2023i	2023i	NUM
gssr-1043	749	6	)	)	PUNCT
gssr-1043	749	7	.	.	PUNCT
gssr-1043	750	1	a	a	DET
gssr-1043	750	2	review	review	NOUN
gssr-1043	750	3	of	of	ADP
gssr-1043	750	4	climate	climate	NOUN
gssr-1043	750	5	change	change	NOUN
gssr-1043	750	6	mitigation	mitigation	NOUN
gssr-1043	750	7	and	and	CCONJ
gssr-1043	750	8	agriculture	agriculture	NOUN
gssr-1043	750	9	sustainability	sustainability	NOUN
gssr-1043	750	10	through	through	ADP
gssr-1043	750	11	soil	soil	NOUN
gssr-1043	750	12	carbon	carbon	NOUN
gssr-1043	750	13	sequestration	sequestration	NOUN
gssr-1043	750	14	.	.	PUNCT
gssr-1043	751	1	journal	journal	PROPN
gssr-1043	751	2	of	of	ADP
gssr-1043	751	3	agriculture	agriculture	NOUN
gssr-1043	751	4	sustainability	sustainability	NOUN
gssr-1043	751	5	and	and	CCONJ
gssr-1043	751	6	environment	environment	NOUN
gssr-1043	751	7	,	,	PUNCT
gssr-1043	751	8	2(2	2(2	NUM
gssr-1043	751	9	)	)	PUNCT
gssr-1043	751	10	,	,	PUNCT
gssr-1043	751	11	23	23	NUM
gssr-1043	751	12	-	-	SYM
gssr-1043	751	13	56	56	NUM
gssr-1043	751	14	.	.	PUNCT
gssr-1043	752	1	raihan	raihan	PROPN
gssr-1043	752	2	,	,	PUNCT
gssr-1043	752	3	a.	a.	NOUN
gssr-1043	752	4	(	(	PUNCT
gssr-1043	752	5	2024	2024	NUM
gssr-1043	752	6	)	)	PUNCT
gssr-1043	752	7	.	.	PUNCT
gssr-1043	753	1	a	a	DET
gssr-1043	753	2	review	review	NOUN
gssr-1043	753	3	of	of	ADP
gssr-1043	753	4	the	the	DET
gssr-1043	753	5	digitalization	digitalization	NOUN
gssr-1043	753	6	of	of	ADP
gssr-1043	753	7	the	the	DET
gssr-1043	753	8	small	small	ADJ
gssr-1043	753	9	and	and	CCONJ
gssr-1043	753	10	medium	medium	ADJ
gssr-1043	753	11	enterprises	enterprise	NOUN
gssr-1043	753	12	(	(	PUNCT
gssr-1043	753	13	smes	sme	NOUN
gssr-1043	753	14	)	)	PUNCT
gssr-1043	753	15	toward	toward	ADP
gssr-1043	753	16	sustainability	sustainability	NOUN
gssr-1043	753	17	.	.	PUNCT
gssr-1043	754	1	global	global	ADJ
gssr-1043	754	2	sustainability	sustainability	NOUN
gssr-1043	754	3	research	research	NOUN
gssr-1043	754	4	,	,	PUNCT
gssr-1043	754	5	3(2	3(2	NUM
gssr-1043	754	6	)	)	PUNCT
gssr-1043	754	7	,	,	PUNCT
gssr-1043	754	8	1	1	NUM
gssr-1043	754	9	-	-	SYM
gssr-1043	754	10	16	16	NUM
gssr-1043	754	11	.	.	PUNCT
gssr-1043	755	1	raihan	raihan	PROPN
gssr-1043	755	2	,	,	PUNCT
gssr-1043	755	3	a.	a.	PROPN
gssr-1043	755	4	,	,	PUNCT
gssr-1043	755	5	paul	paul	PROPN
gssr-1043	755	6	,	,	PUNCT
gssr-1043	755	7	a.	a.	PROPN
gssr-1043	755	8	,	,	PUNCT
gssr-1043	755	9	rahman	rahman	PROPN
gssr-1043	755	10	,	,	PUNCT
gssr-1043	755	11	m.	m.	PROPN
gssr-1043	755	12	s.	s.	PROPN
gssr-1043	755	13	,	,	PUNCT
gssr-1043	755	14	islam	islam	PROPN
gssr-1043	755	15	,	,	PUNCT
gssr-1043	755	16	s.	s.	PROPN
gssr-1043	755	17	,	,	PUNCT
gssr-1043	755	18	paul	paul	PROPN
gssr-1043	755	19	,	,	PUNCT
gssr-1043	755	20	p.	p.	PROPN
gssr-1043	755	21	,	,	PUNCT
gssr-1043	755	22	&	&	CCONJ
gssr-1043	755	23	karmakar	karmakar	PROPN
gssr-1043	755	24	,	,	PUNCT
gssr-1043	755	25	s.	s.	PROPN
gssr-1043	755	26	(	(	PUNCT
gssr-1043	755	27	2024	2024	NUM
gssr-1043	755	28	)	)	PUNCT
gssr-1043	755	29	.	.	PUNCT
gssr-1043	756	1	artificial	artificial	ADJ
gssr-1043	756	2	intelligence	intelligence	NOUN
gssr-1043	756	3	(	(	PUNCT
gssr-1043	756	4	ai	ai	NOUN
gssr-1043	756	5	)	)	PUNCT
gssr-1043	756	6	for	for	ADP
gssr-1043	756	7	environmental	environmental	ADJ
gssr-1043	756	8	sustainability	sustainability	NOUN
gssr-1043	756	9	:	:	PUNCT
gssr-1043	756	10	a	a	DET
gssr-1043	756	11	concise	concise	ADJ
gssr-1043	756	12	review	review	NOUN
gssr-1043	756	13	of	of	ADP
gssr-1043	756	14	technology	technology	NOUN
gssr-1043	756	15	innovations	innovation	NOUN
gssr-1043	756	16	in	in	ADP
gssr-1043	756	17	energy	energy	NOUN
gssr-1043	756	18	,	,	PUNCT
gssr-1043	756	19	transportation	transportation	NOUN
gssr-1043	756	20	,	,	PUNCT
gssr-1043	756	21	biodiversity	biodiversity	NOUN
gssr-1043	756	22	,	,	PUNCT
gssr-1043	756	23	and	and	CCONJ
gssr-1043	756	24	water	water	NOUN
gssr-1043	756	25	management	management	NOUN
gssr-1043	756	26	.	.	PUNCT
gssr-1043	757	1	journal	journal	PROPN
gssr-1043	757	2	of	of	ADP
gssr-1043	757	3	technology	technology	NOUN
gssr-1043	757	4	innovations	innovation	NOUN
gssr-1043	757	5	and	and	CCONJ
gssr-1043	757	6	energy	energy	NOUN
gssr-1043	757	7	,	,	PUNCT
gssr-1043	757	8	3(2	3(2	NUM
gssr-1043	757	9	)	)	PUNCT
gssr-1043	757	10	,	,	PUNCT
gssr-1043	757	11	64	64	NUM
gssr-1043	757	12	-	-	SYM
gssr-1043	757	13	73	73	NUM
gssr-1043	757	14	.	.	PUNCT
gssr-1043	758	1	ramos	ramos	PROPN
gssr-1043	758	2	,	,	PUNCT
gssr-1043	758	3	h.	h.	PROPN
gssr-1043	758	4	m.	m.	PROPN
gssr-1043	758	5	,	,	PUNCT
gssr-1043	758	6	mcnabola	mcnabola	PROPN
gssr-1043	758	7	,	,	PUNCT
gssr-1043	758	8	a.	a.	NOUN
gssr-1043	758	9	,	,	PUNCT
gssr-1043	758	10	lópez	lópez	NOUN
gssr-1043	758	11	-	-	PUNCT
gssr-1043	758	12	jiménez	jiménez	PROPN
gssr-1043	758	13	,	,	PUNCT
gssr-1043	758	14	p.	p.	NOUN
gssr-1043	758	15	a.	a.	NOUN
gssr-1043	758	16	,	,	PUNCT
gssr-1043	758	17	&	&	CCONJ
gssr-1043	758	18	pérez	pérez	NOUN
gssr-1043	758	19	-	-	PUNCT
gssr-1043	758	20	sánchez	sánchez	NOUN
gssr-1043	758	21	,	,	PUNCT
gssr-1043	758	22	m.	m.	NOUN
gssr-1043	758	23	(	(	PUNCT
gssr-1043	758	24	2019	2019	NUM
gssr-1043	758	25	)	)	PUNCT
gssr-1043	758	26	.	.	PUNCT
gssr-1043	759	1	smart	smart	ADJ
gssr-1043	759	2	water	water	NOUN
gssr-1043	759	3	management	management	NOUN
gssr-1043	759	4	towards	towards	ADP
gssr-1043	759	5	future	future	ADJ
gssr-1043	759	6	water	water	NOUN
gssr-1043	759	7	sustainable	sustainable	ADJ
gssr-1043	759	8	networks	network	NOUN
gssr-1043	759	9	.	.	PUNCT
gssr-1043	760	1	water	water	NOUN
gssr-1043	760	2	,	,	PUNCT
gssr-1043	760	3	12(1	12(1	NUM
gssr-1043	760	4	)	)	PUNCT
gssr-1043	760	5	,	,	PUNCT
gssr-1043	760	6	58	58	NUM
gssr-1043	760	7	.	.	PUNCT
gssr-1043	761	1	reuss	reuss	NOUN
gssr-1043	761	2	,	,	PUNCT
gssr-1043	761	3	m.	m.	NOUN
gssr-1043	761	4	(	(	PUNCT
gssr-1043	761	5	2003	2003	NUM
gssr-1043	761	6	)	)	PUNCT
gssr-1043	761	7	.	.	PUNCT
gssr-1043	762	1	is	be	AUX
gssr-1043	762	2	it	it	PRON
gssr-1043	762	3	time	time	NOUN
gssr-1043	762	4	to	to	PART
gssr-1043	762	5	resurrect	resurrect	VERB
gssr-1043	762	6	the	the	DET
gssr-1043	762	7	harvard	harvard	PROPN
gssr-1043	762	8	water	water	PROPN
gssr-1043	762	9	program	program	PROPN
gssr-1043	762	10	?	?	PUNCT
gssr-1043	762	11	.	.	PUNCT
gssr-1043	763	1	journal	journal	PROPN
gssr-1043	763	2	of	of	ADP
gssr-1043	763	3	water	water	NOUN
gssr-1043	763	4	resources	resource	NOUN
gssr-1043	763	5	planning	planning	NOUN
gssr-1043	763	6	and	and	CCONJ
gssr-1043	763	7	management	management	NOUN
gssr-1043	763	8	,	,	PUNCT
gssr-1043	763	9	129(5	129(5	NUM
gssr-1043	763	10	)	)	PUNCT
gssr-1043	763	11	,	,	PUNCT
gssr-1043	763	12	357	357	NUM
gssr-1043	763	13	-	-	SYM
gssr-1043	763	14	360	360	NUM
gssr-1043	763	15	.	.	PUNCT
gssr-1043	764	1	shen	shen	PROPN
gssr-1043	764	2	,	,	PUNCT
gssr-1043	764	3	c.	c.	PROPN
gssr-1043	764	4	(	(	PUNCT
gssr-1043	764	5	2018	2018	NUM
gssr-1043	764	6	)	)	PUNCT
gssr-1043	764	7	.	.	PUNCT
gssr-1043	765	1	a	a	DET
gssr-1043	765	2	transdisciplinary	transdisciplinary	ADJ
gssr-1043	765	3	review	review	NOUN
gssr-1043	765	4	of	of	ADP
gssr-1043	765	5	deep	deep	ADJ
gssr-1043	765	6	learning	learning	NOUN
gssr-1043	765	7	research	research	NOUN
gssr-1043	765	8	and	and	CCONJ
gssr-1043	765	9	its	its	PRON
gssr-1043	765	10	relevance	relevance	NOUN
gssr-1043	765	11	for	for	ADP
gssr-1043	765	12	water	water	NOUN
gssr-1043	765	13	resources	resource	NOUN
gssr-1043	765	14	scientists	scientist	NOUN
gssr-1043	765	15	.	.	PUNCT
gssr-1043	766	1	water	water	NOUN
gssr-1043	766	2	resources	resource	NOUN
gssr-1043	766	3	research	research	NOUN
gssr-1043	766	4	,	,	PUNCT
gssr-1043	766	5	54(11	54(11	NUM
gssr-1043	766	6	)	)	PUNCT
gssr-1043	766	7	,	,	PUNCT
gssr-1043	766	8	8558	8558	NUM
gssr-1043	766	9	-	-	SYM
gssr-1043	766	10	8593	8593	NUM
gssr-1043	766	11	.	.	PUNCT
gssr-1043	767	1	shukla	shukla	NOUN
gssr-1043	767	2	,	,	PUNCT
gssr-1043	767	3	h.	h.	PROPN
gssr-1043	767	4	,	,	PUNCT
gssr-1043	767	5	&	&	CCONJ
gssr-1043	767	6	piratla	piratla	PROPN
gssr-1043	767	7	,	,	PUNCT
gssr-1043	767	8	k.	k.	PROPN
gssr-1043	767	9	(	(	PUNCT
gssr-1043	767	10	2020	2020	NUM
gssr-1043	767	11	)	)	PUNCT
gssr-1043	767	12	.	.	PUNCT
gssr-1043	768	1	leakage	leakage	NOUN
gssr-1043	768	2	detection	detection	NOUN
gssr-1043	768	3	in	in	ADP
gssr-1043	768	4	water	water	NOUN
gssr-1043	768	5	pipelines	pipeline	NOUN
gssr-1043	768	6	using	use	VERB
gssr-1043	768	7	supervised	supervised	ADJ
gssr-1043	768	8	classification	classification	NOUN
gssr-1043	768	9	of	of	ADP
gssr-1043	768	10	acceleration	acceleration	NOUN
gssr-1043	768	11	signals	signal	NOUN
gssr-1043	768	12	.	.	PUNCT
gssr-1043	769	1	automation	automation	NOUN
gssr-1043	769	2	in	in	ADP
gssr-1043	769	3	construction	construction	NOUN
gssr-1043	769	4	,	,	PUNCT
gssr-1043	769	5	117	117	NUM
gssr-1043	769	6	,	,	PUNCT
gssr-1043	769	7	103256	103256	NUM
gssr-1043	769	8	.	.	PUNCT
gssr-1043	770	1	tanchangya	tanchangya	PROPN
gssr-1043	770	2	,	,	PUNCT
gssr-1043	770	3	t.	t.	PROPN
gssr-1043	770	4	,	,	PUNCT
gssr-1043	770	5	raihan	raihan	NOUN
gssr-1043	770	6	,	,	PUNCT
gssr-1043	770	7	a.	a.	PROPN
gssr-1043	770	8	,	,	PUNCT
gssr-1043	770	9	rahman	rahman	PROPN
gssr-1043	770	10	,	,	PUNCT
gssr-1043	770	11	j.	j.	PROPN
gssr-1043	770	12	,	,	PUNCT
gssr-1043	770	13	ridwan	ridwan	PROPN
gssr-1043	770	14	,	,	PUNCT
gssr-1043	770	15	m.	m.	NOUN
gssr-1043	770	16	,	,	PUNCT
gssr-1043	770	17	&	&	CCONJ
gssr-1043	770	18	islam	islam	PROPN
gssr-1043	770	19	,	,	PUNCT
gssr-1043	770	20	n.	n.	PROPN
gssr-1043	770	21	(	(	PUNCT
gssr-1043	770	22	2024a	2024a	NUM
gssr-1043	770	23	)	)	PUNCT
gssr-1043	770	24	.	.	PUNCT
gssr-1043	771	1	a	a	DET
gssr-1043	771	2	bibliometric	bibliometric	ADJ
gssr-1043	771	3	analysis	analysis	NOUN
gssr-1043	771	4	of	of	ADP
gssr-1043	771	5	the	the	DET
gssr-1043	771	6	relationship	relationship	NOUN
gssr-1043	771	7	between	between	ADP
gssr-1043	771	8	corporate	corporate	ADJ
gssr-1043	771	9	social	social	ADJ
gssr-1043	771	10	responsibility	responsibility	NOUN
gssr-1043	771	11	(	(	PUNCT
gssr-1043	771	12	csr	csr	NOUN
gssr-1043	771	13	)	)	PUNCT
gssr-1043	771	14	and	and	CCONJ
gssr-1043	771	15	firm	firm	ADJ
gssr-1043	771	16	performance	performance	NOUN
gssr-1043	771	17	in	in	ADP
gssr-1043	771	18	bangladesh	bangladesh	NOUN
gssr-1043	771	19	.	.	PUNCT
gssr-1043	772	1	frontiers	frontier	NOUN
gssr-1043	772	2	of	of	ADP
gssr-1043	772	3	finance	finance	NOUN
gssr-1043	772	4	,	,	PUNCT
gssr-1043	772	5	2(2	2(2	NUM
gssr-1043	772	6	)	)	PUNCT
gssr-1043	772	7	,	,	PUNCT
gssr-1043	772	8	6287	6287	NUM
gssr-1043	772	9	.	.	PUNCT
gssr-1043	773	1	global	global	ADJ
gssr-1043	773	2	sustainability	sustainability	NOUN
gssr-1043	773	3	research	research	NOUN
gssr-1043	773	4	global	global	ADJ
gssr-1043	773	5	scientific	scientific	ADJ
gssr-1043	773	6	research	research	NOUN
gssr-1043	773	7	73	73	NUM
gssr-1043	773	8	tanchangya	tanchangya	NOUN
gssr-1043	773	9	,	,	PUNCT
gssr-1043	773	10	t.	t.	PROPN
gssr-1043	773	11	,	,	PUNCT
gssr-1043	773	12	raihan	raihan	NOUN
gssr-1043	773	13	,	,	PUNCT
gssr-1043	773	14	a.	a.	NOUN
gssr-1043	773	15	,	,	PUNCT
gssr-1043	773	16	chowdhury	chowdhury	PROPN
gssr-1043	773	17	,	,	PUNCT
gssr-1043	773	18	s.	s.	PROPN
gssr-1043	773	19	,	,	PUNCT
gssr-1043	773	20	islam	islam	PROPN
gssr-1043	773	21	,	,	PUNCT
gssr-1043	773	22	m.	m.	NOUN
gssr-1043	773	23	a.	a.	PROPN
gssr-1043	773	24	,	,	PUNCT
gssr-1043	773	25	islam	islam	PROPN
gssr-1043	773	26	,	,	PUNCT
gssr-1043	773	27	f.	f.	PROPN
gssr-1043	773	28	,	,	PUNCT
gssr-1043	773	29	&	&	CCONJ
gssr-1043	773	30	chakma	chakma	PROPN
gssr-1043	773	31	,	,	PUNCT
gssr-1043	773	32	j.	j.	PROPN
gssr-1043	773	33	(	(	PUNCT
gssr-1043	773	34	2024b	2024b	NUM
gssr-1043	773	35	)	)	PUNCT
gssr-1043	773	36	.	.	PUNCT
gssr-1043	774	1	practices	practice	NOUN
gssr-1043	774	2	of	of	ADP
gssr-1043	774	3	green	green	ADJ
gssr-1043	774	4	marketing	marketing	NOUN
gssr-1043	774	5	and	and	CCONJ
gssr-1043	774	6	corporate	corporate	ADJ
gssr-1043	774	7	social	social	ADJ
gssr-1043	774	8	responsibility	responsibility	NOUN
gssr-1043	774	9	(	(	PUNCT
gssr-1043	774	10	csr	csr	NOUN
gssr-1043	774	11	)	)	PUNCT
gssr-1043	774	12	to	to	PART
gssr-1043	774	13	promote	promote	VERB
gssr-1043	774	14	sustainable	sustainable	ADJ
gssr-1043	774	15	business	business	NOUN
gssr-1043	774	16	in	in	ADP
gssr-1043	774	17	emerging	emerge	VERB
gssr-1043	774	18	country	country	NOUN
gssr-1043	774	19	.	.	PUNCT
gssr-1043	775	1	frontiers	frontier	NOUN
gssr-1043	775	2	of	of	ADP
gssr-1043	775	3	finance	finance	NOUN
gssr-1043	775	4	,	,	PUNCT
gssr-1043	775	5	2(2	2(2	NUM
gssr-1043	775	6	)	)	PUNCT
gssr-1043	775	7	,	,	PUNCT
gssr-1043	775	8	7202	7202	NUM
gssr-1043	775	9	.	.	PUNCT
gssr-1043	776	1	taormina	taormina	PROPN
gssr-1043	776	2	,	,	PUNCT
gssr-1043	776	3	r.	r.	PROPN
gssr-1043	776	4	,	,	PUNCT
gssr-1043	776	5	galelli	galelli	PROPN
gssr-1043	776	6	,	,	PUNCT
gssr-1043	776	7	s.	s.	PROPN
gssr-1043	776	8	,	,	PUNCT
gssr-1043	776	9	tippenhauer	tippenhauer	PROPN
gssr-1043	776	10	,	,	PUNCT
gssr-1043	776	11	n.	n.	PROPN
gssr-1043	776	12	o.	o.	PROPN
gssr-1043	776	13	,	,	PUNCT
gssr-1043	776	14	salomons	salomons	PROPN
gssr-1043	776	15	,	,	PUNCT
gssr-1043	776	16	e.	e.	PROPN
gssr-1043	776	17	,	,	PUNCT
gssr-1043	776	18	ostfeld	ostfeld	PROPN
gssr-1043	776	19	,	,	PUNCT
gssr-1043	776	20	a.	a.	NOUN
gssr-1043	776	21	,	,	PUNCT
gssr-1043	776	22	eliades	eliade	NOUN
gssr-1043	776	23	,	,	PUNCT
gssr-1043	776	24	d.	d.	PROPN
gssr-1043	776	25	g.	g.	PROPN
gssr-1043	776	26	,	,	PUNCT
gssr-1043	776	27	...	...	PUNCT
gssr-1043	776	28	&	&	CCONJ
gssr-1043	776	29	ohar	ohar	PROPN
gssr-1043	776	30	,	,	PUNCT
gssr-1043	776	31	z.	z.	PROPN
gssr-1043	776	32	(	(	PUNCT
gssr-1043	776	33	2018	2018	NUM
gssr-1043	776	34	)	)	PUNCT
gssr-1043	776	35	.	.	PUNCT
gssr-1043	777	1	battle	battle	NOUN
gssr-1043	777	2	of	of	ADP
gssr-1043	777	3	the	the	DET
gssr-1043	777	4	attack	attack	NOUN
gssr-1043	777	5	detection	detection	NOUN
gssr-1043	777	6	algorithms	algorithm	NOUN
gssr-1043	777	7	:	:	PUNCT
gssr-1043	777	8	disclosing	disclose	VERB
gssr-1043	777	9	cyber	cyber	NOUN
gssr-1043	777	10	attacks	attack	NOUN
gssr-1043	777	11	on	on	ADP
gssr-1043	777	12	water	water	NOUN
gssr-1043	777	13	distribution	distribution	NOUN
gssr-1043	777	14	networks	network	NOUN
gssr-1043	777	15	.	.	PUNCT
gssr-1043	778	1	journal	journal	NOUN
gssr-1043	778	2	of	of	ADP
gssr-1043	778	3	water	water	NOUN
gssr-1043	778	4	resources	resource	NOUN
gssr-1043	778	5	planning	planning	NOUN
gssr-1043	778	6	and	and	CCONJ
gssr-1043	778	7	management	management	NOUN
gssr-1043	778	8	,	,	PUNCT
gssr-1043	778	9	144(8	144(8	NUM
gssr-1043	778	10	)	)	PUNCT
gssr-1043	778	11	,	,	PUNCT
gssr-1043	778	12	04018048	04018048	NUM
gssr-1043	778	13	.	.	PUNCT
gssr-1043	779	1	tsai	tsai	PROPN
gssr-1043	779	2	,	,	PUNCT
gssr-1043	779	3	y.	y.	PROPN
gssr-1043	779	4	l.	l.	PROPN
gssr-1043	779	5	,	,	PUNCT
gssr-1043	779	6	chang	chang	PROPN
gssr-1043	779	7	,	,	PUNCT
gssr-1043	779	8	h.	h.	PROPN
gssr-1043	779	9	c.	c.	PROPN
gssr-1043	779	10	,	,	PUNCT
gssr-1043	779	11	lin	lin	PROPN
gssr-1043	779	12	,	,	PUNCT
gssr-1043	779	13	s.	s.	PROPN
gssr-1043	779	14	n.	n.	PROPN
gssr-1043	779	15	,	,	PUNCT
gssr-1043	779	16	chiou	chiou	NOUN
gssr-1043	779	17	,	,	PUNCT
gssr-1043	779	18	a.	a.	PROPN
gssr-1043	779	19	h.	h.	PROPN
gssr-1043	779	20	,	,	PUNCT
gssr-1043	779	21	&	&	CCONJ
gssr-1043	779	22	lee	lee	PROPN
gssr-1043	779	23	,	,	PUNCT
gssr-1043	779	24	t.	t.	PROPN
gssr-1043	779	25	l.	l.	PROPN
gssr-1043	779	26	(	(	PUNCT
gssr-1043	779	27	2022	2022	NUM
gssr-1043	779	28	)	)	PUNCT
gssr-1043	779	29	.	.	PUNCT
gssr-1043	780	1	using	use	VERB
gssr-1043	780	2	convolutional	convolutional	ADJ
gssr-1043	780	3	neural	neural	ADJ
gssr-1043	780	4	networks	network	NOUN
gssr-1043	780	5	in	in	ADP
gssr-1043	780	6	the	the	DET
gssr-1043	780	7	development	development	NOUN
gssr-1043	780	8	of	of	ADP
gssr-1043	780	9	a	a	DET
gssr-1043	780	10	water	water	NOUN
gssr-1043	780	11	pipe	pipe	NOUN
gssr-1043	780	12	leakage	leakage	NOUN
gssr-1043	780	13	and	and	CCONJ
gssr-1043	780	14	location	location	NOUN
gssr-1043	780	15	identification	identification	NOUN
gssr-1043	780	16	system	system	NOUN
gssr-1043	780	17	.	.	PUNCT
gssr-1043	781	1	applied	apply	VERB
gssr-1043	781	2	sciences	science	NOUN
gssr-1043	781	3	,	,	PUNCT
gssr-1043	781	4	12(16	12(16	NUM
gssr-1043	781	5	)	)	PUNCT
gssr-1043	781	6	,	,	PUNCT
gssr-1043	781	7	8034	8034	NUM
gssr-1043	781	8	.	.	PUNCT
gssr-1043	782	1	tsiami	tsiami	PROPN
gssr-1043	782	2	,	,	PUNCT
gssr-1043	782	3	l.	l.	PROPN
gssr-1043	782	4	,	,	PUNCT
gssr-1043	782	5	&	&	CCONJ
gssr-1043	782	6	makropoulos	makropoulos	PROPN
gssr-1043	782	7	,	,	PUNCT
gssr-1043	782	8	c.	c.	NOUN
gssr-1043	782	9	(	(	PUNCT
gssr-1043	782	10	2021	2021	NUM
gssr-1043	782	11	)	)	PUNCT
gssr-1043	782	12	.	.	PUNCT
gssr-1043	783	1	cyber	cyber	NOUN
gssr-1043	783	2	—	—	PUNCT
gssr-1043	783	3	physical	physical	ADJ
gssr-1043	783	4	attack	attack	NOUN
gssr-1043	783	5	detection	detection	NOUN
gssr-1043	783	6	in	in	ADP
gssr-1043	783	7	water	water	NOUN
gssr-1043	783	8	distribution	distribution	NOUN
gssr-1043	783	9	systems	system	NOUN
gssr-1043	783	10	with	with	ADP
gssr-1043	783	11	temporal	temporal	ADJ
gssr-1043	783	12	graph	graph	NOUN
gssr-1043	783	13	convolutional	convolutional	ADJ
gssr-1043	783	14	neural	neural	ADJ
gssr-1043	783	15	networks	network	NOUN
gssr-1043	783	16	.	.	PUNCT
gssr-1043	784	1	water	water	NOUN
gssr-1043	784	2	,	,	PUNCT
gssr-1043	784	3	13(9	13(9	NUM
gssr-1043	784	4	)	)	PUNCT
gssr-1043	784	5	,	,	PUNCT
gssr-1043	784	6	1247	1247	NUM
gssr-1043	784	7	.	.	PUNCT
gssr-1043	785	1	verizon	verizon	PROPN
gssr-1043	785	2	.	.	PUNCT
gssr-1043	786	1	(	(	PUNCT
gssr-1043	786	2	2018	2018	NUM
gssr-1043	786	3	)	)	PUNCT
gssr-1043	786	4	.	.	PUNCT
gssr-1043	787	1	grid	grid	NOUN
gssr-1043	787	2	intelligence	intelligence	NOUN
gssr-1043	787	3	water	water	NOUN
gssr-1043	787	4	case	case	NOUN
gssr-1043	787	5	study	study	NOUN
gssr-1043	787	6	.	.	PUNCT
gssr-1043	788	1	available	available	ADJ
gssr-1043	788	2	online	online	ADV
gssr-1043	788	3	:	:	PUNCT
gssr-1043	788	4	https://www.verizon.com/business/resources/articles/gridintelligence-water-case-study/	https://www.verizon.com/business/resources/articles/gridintelligence-water-case-study/	NOUN
gssr-1043	788	5	(	(	PUNCT
gssr-1043	788	6	accessed	access	VERB
gssr-1043	788	7	:	:	PUNCT
gssr-1043	788	8	17	17	NUM
gssr-1043	788	9	july	july	PROPN
gssr-1043	788	10	2024	2024	NUM
gssr-1043	788	11	)	)	PUNCT
gssr-1043	788	12	.	.	PUNCT
gssr-1043	789	1	wang	wang	PROPN
gssr-1043	789	2	,	,	PUNCT
gssr-1043	789	3	k.	k.	PROPN
gssr-1043	789	4	,	,	PUNCT
gssr-1043	789	5	xie	xie	PROPN
gssr-1043	789	6	,	,	PUNCT
gssr-1043	789	7	x.	x.	PROPN
gssr-1043	789	8	,	,	PUNCT
gssr-1043	789	9	liu	liu	PROPN
gssr-1043	789	10	,	,	PUNCT
gssr-1043	789	11	b.	b.	PROPN
gssr-1043	789	12	,	,	PUNCT
gssr-1043	789	13	yu	yu	PROPN
gssr-1043	789	14	,	,	PUNCT
gssr-1043	789	15	j.	j.	PROPN
gssr-1043	789	16	,	,	PUNCT
gssr-1043	789	17	&	&	CCONJ
gssr-1043	789	18	wang	wang	PROPN
gssr-1043	789	19	,	,	PUNCT
gssr-1043	789	20	z.	z.	PROPN
gssr-1043	789	21	(	(	PUNCT
gssr-1043	789	22	2024	2024	NUM
gssr-1043	789	23	)	)	PUNCT
gssr-1043	789	24	.	.	PUNCT
gssr-1043	790	1	reliable	reliable	ADJ
gssr-1043	790	2	multi	multi	ADJ
gssr-1043	790	3	-	-	ADJ
gssr-1043	790	4	horizon	horizon	ADJ
gssr-1043	790	5	water	water	NOUN
gssr-1043	790	6	demand	demand	NOUN
gssr-1043	790	7	forecasting	forecasting	NOUN
gssr-1043	790	8	model	model	NOUN
gssr-1043	790	9	:	:	PUNCT
gssr-1043	790	10	a	a	DET
gssr-1043	790	11	temporal	temporal	ADJ
gssr-1043	790	12	deep	deep	ADJ
gssr-1043	790	13	learning	learning	NOUN
gssr-1043	790	14	approach	approach	NOUN
gssr-1043	790	15	.	.	PUNCT
gssr-1043	791	1	sustainable	sustainable	ADJ
gssr-1043	791	2	cities	city	NOUN
gssr-1043	791	3	and	and	CCONJ
gssr-1043	791	4	society	society	NOUN
gssr-1043	791	5	,	,	PUNCT
gssr-1043	791	6	112	112	NUM
gssr-1043	791	7	,	,	PUNCT
gssr-1043	791	8	105595	105595	NUM
gssr-1043	791	9	.	.	PUNCT
gssr-1043	792	1	wang	wang	PROPN
gssr-1043	792	2	,	,	PUNCT
gssr-1043	792	3	x.	x.	PROPN
gssr-1043	792	4	,	,	PUNCT
gssr-1043	792	5	guo	guo	PROPN
gssr-1043	792	6	,	,	PUNCT
gssr-1043	792	7	g.	g.	PROPN
gssr-1043	792	8	,	,	PUNCT
gssr-1043	792	9	liu	liu	PROPN
gssr-1043	792	10	,	,	PUNCT
gssr-1043	792	11	s.	s.	PROPN
gssr-1043	792	12	,	,	PUNCT
gssr-1043	792	13	wu	wu	PROPN
gssr-1043	792	14	,	,	PUNCT
gssr-1043	792	15	y.	y.	PROPN
gssr-1043	792	16	,	,	PUNCT
gssr-1043	792	17	xu	xu	PROPN
gssr-1043	792	18	,	,	PUNCT
gssr-1043	792	19	x.	x.	PROPN
gssr-1043	792	20	,	,	PUNCT
gssr-1043	792	21	&	&	CCONJ
gssr-1043	792	22	smith	smith	PROPN
gssr-1043	792	23	,	,	PUNCT
gssr-1043	792	24	k.	k.	PROPN
gssr-1043	792	25	(	(	PUNCT
gssr-1043	792	26	2020	2020	NUM
gssr-1043	792	27	)	)	PUNCT
gssr-1043	792	28	.	.	PUNCT
gssr-1043	793	1	burst	burst	ADJ
gssr-1043	793	2	detection	detection	NOUN
gssr-1043	793	3	in	in	ADP
gssr-1043	793	4	district	district	NOUN
gssr-1043	793	5	metering	metering	NOUN
gssr-1043	793	6	areas	area	NOUN
gssr-1043	793	7	using	use	VERB
gssr-1043	793	8	deep	deep	ADJ
gssr-1043	793	9	learning	learning	NOUN
gssr-1043	793	10	method	method	NOUN
gssr-1043	793	11	.	.	PUNCT
gssr-1043	794	1	journal	journal	NOUN
gssr-1043	794	2	of	of	ADP
gssr-1043	794	3	water	water	NOUN
gssr-1043	794	4	resources	resource	NOUN
gssr-1043	794	5	planning	planning	NOUN
gssr-1043	794	6	and	and	CCONJ
gssr-1043	794	7	management	management	NOUN
gssr-1043	794	8	,	,	PUNCT
gssr-1043	794	9	146(6	146(6	NUM
gssr-1043	794	10	)	)	PUNCT
gssr-1043	794	11	,	,	PUNCT
gssr-1043	794	12	04020031	04020031	NUM
gssr-1043	794	13	.	.	PUNCT
gssr-1043	795	1	wu	wu	PROPN
gssr-1043	795	2	,	,	PUNCT
gssr-1043	795	3	z.	z.	PROPN
gssr-1043	795	4	y.	y.	PROPN
gssr-1043	795	5	,	,	PUNCT
gssr-1043	795	6	&	&	CCONJ
gssr-1043	795	7	rahman	rahman	PROPN
gssr-1043	795	8	,	,	PUNCT
gssr-1043	795	9	a.	a.	NOUN
gssr-1043	795	10	(	(	PUNCT
gssr-1043	795	11	2017	2017	NUM
gssr-1043	795	12	)	)	PUNCT
gssr-1043	795	13	.	.	PUNCT
gssr-1043	796	1	optimized	optimize	VERB
gssr-1043	796	2	deep	deep	ADJ
gssr-1043	796	3	learning	learning	NOUN
gssr-1043	796	4	framework	framework	NOUN
gssr-1043	796	5	for	for	ADP
gssr-1043	796	6	water	water	NOUN
gssr-1043	796	7	distribution	distribution	NOUN
gssr-1043	796	8	data	datum	NOUN
gssr-1043	796	9	-	-	PUNCT
gssr-1043	796	10	driven	drive	VERB
gssr-1043	796	11	modeling	modeling	NOUN
gssr-1043	796	12	.	.	PUNCT
gssr-1043	797	1	procedia	procedia	PROPN
gssr-1043	797	2	engineering	engineering	PROPN
gssr-1043	797	3	,	,	PUNCT
gssr-1043	797	4	186	186	NUM
gssr-1043	797	5	,	,	PUNCT
gssr-1043	797	6	261	261	NUM
gssr-1043	797	7	-	-	SYM
gssr-1043	797	8	268	268	NUM
gssr-1043	797	9	.	.	PUNCT
gssr-1043	798	1	xie	xie	PROPN
gssr-1043	798	2	,	,	PUNCT
gssr-1043	798	3	q.	q.	PROPN
gssr-1043	798	4	,	,	PUNCT
gssr-1043	798	5	li	li	PROPN
gssr-1043	798	6	,	,	PUNCT
gssr-1043	798	7	d.	d.	PROPN
gssr-1043	798	8	,	,	PUNCT
gssr-1043	798	9	xu	xu	PROPN
gssr-1043	798	10	,	,	PUNCT
gssr-1043	798	11	j.	j.	PROPN
gssr-1043	798	12	,	,	PUNCT
gssr-1043	798	13	yu	yu	PROPN
gssr-1043	798	14	,	,	PUNCT
gssr-1043	798	15	z.	z.	PROPN
gssr-1043	798	16	,	,	PUNCT
gssr-1043	798	17	&	&	CCONJ
gssr-1043	798	18	wang	wang	PROPN
gssr-1043	798	19	,	,	PUNCT
gssr-1043	798	20	j.	j.	PROPN
gssr-1043	798	21	(	(	PUNCT
gssr-1043	798	22	2019	2019	NUM
gssr-1043	798	23	)	)	PUNCT
gssr-1043	798	24	.	.	PUNCT
gssr-1043	799	1	automatic	automatic	ADJ
gssr-1043	799	2	detection	detection	NOUN
gssr-1043	799	3	and	and	CCONJ
gssr-1043	799	4	classification	classification	NOUN
gssr-1043	799	5	of	of	ADP
gssr-1043	799	6	sewer	sewer	NOUN
gssr-1043	799	7	defects	defect	NOUN
gssr-1043	799	8	via	via	ADP
gssr-1043	799	9	hierarchical	hierarchical	ADJ
gssr-1043	799	10	deep	deep	ADJ
gssr-1043	799	11	learning	learning	NOUN
gssr-1043	799	12	.	.	PUNCT
gssr-1043	800	1	ieee	ieee	NOUN
gssr-1043	800	2	transactions	transaction	NOUN
gssr-1043	800	3	on	on	ADP
gssr-1043	800	4	automation	automation	NOUN
gssr-1043	800	5	science	science	NOUN
gssr-1043	800	6	and	and	CCONJ
gssr-1043	800	7	engineering	engineering	NOUN
gssr-1043	800	8	,	,	PUNCT
gssr-1043	800	9	16(4	16(4	NUM
gssr-1043	800	10	)	)	PUNCT
gssr-1043	800	11	,	,	PUNCT
gssr-1043	800	12	1836	1836	NUM
gssr-1043	800	13	-	-	SYM
gssr-1043	800	14	1847	1847	NUM
gssr-1043	800	15	.	.	PUNCT
gssr-1043	801	1	yin	yin	PROPN
gssr-1043	801	2	,	,	PUNCT
gssr-1043	801	3	x.	x.	PROPN
gssr-1043	801	4	,	,	PUNCT
gssr-1043	801	5	chen	chen	PROPN
gssr-1043	801	6	,	,	PUNCT
gssr-1043	801	7	y.	y.	PROPN
gssr-1043	801	8	,	,	PUNCT
gssr-1043	801	9	bouferguene	bouferguene	NOUN
gssr-1043	801	10	,	,	PUNCT
gssr-1043	801	11	a.	a.	NOUN
gssr-1043	801	12	,	,	PUNCT
gssr-1043	801	13	zaman	zaman	PROPN
gssr-1043	801	14	,	,	PUNCT
gssr-1043	801	15	h.	h.	PROPN
gssr-1043	801	16	,	,	PUNCT
gssr-1043	801	17	al	al	PROPN
gssr-1043	801	18	-	-	PUNCT
gssr-1043	801	19	hussein	hussein	PROPN
gssr-1043	801	20	,	,	PUNCT
gssr-1043	801	21	m.	m.	NOUN
gssr-1043	801	22	,	,	PUNCT
gssr-1043	801	23	&	&	CCONJ
gssr-1043	801	24	kurach	kurach	PROPN
gssr-1043	801	25	,	,	PUNCT
gssr-1043	801	26	l.	l.	PROPN
gssr-1043	801	27	(	(	PUNCT
gssr-1043	801	28	2020	2020	NUM
gssr-1043	801	29	)	)	PUNCT
gssr-1043	801	30	.	.	PUNCT
gssr-1043	802	1	a	a	DET
gssr-1043	802	2	deep	deep	ADJ
gssr-1043	802	3	learning	learning	NOUN
gssr-1043	802	4	-	-	PUNCT
gssr-1043	802	5	based	base	VERB
gssr-1043	802	6	framework	framework	NOUN
gssr-1043	802	7	for	for	ADP
gssr-1043	802	8	an	an	DET
gssr-1043	802	9	automated	automate	VERB
gssr-1043	802	10	defect	defect	NOUN
gssr-1043	802	11	detection	detection	NOUN
gssr-1043	802	12	system	system	NOUN
gssr-1043	802	13	for	for	ADP
gssr-1043	802	14	sewer	sewer	NOUN
gssr-1043	802	15	pipes	pipe	NOUN
gssr-1043	802	16	.	.	PUNCT
gssr-1043	803	1	automation	automation	NOUN
gssr-1043	803	2	in	in	ADP
gssr-1043	803	3	construction	construction	NOUN
gssr-1043	803	4	,	,	PUNCT
gssr-1043	803	5	109	109	NUM
gssr-1043	803	6	,	,	PUNCT
gssr-1043	803	7	102967	102967	NUM
gssr-1043	803	8	.	.	PUNCT
gssr-1043	804	1	yusuf	yusuf	PROPN
gssr-1043	804	2	,	,	PUNCT
gssr-1043	804	3	w.	w.	PROPN
gssr-1043	804	4	,	,	PUNCT
gssr-1043	804	5	alaka	alaka	PROPN
gssr-1043	804	6	,	,	PUNCT
gssr-1043	804	7	h.	h.	PROPN
gssr-1043	804	8	,	,	PUNCT
gssr-1043	804	9	ahmad	ahmad	PROPN
gssr-1043	804	10	,	,	PUNCT
gssr-1043	804	11	m.	m.	NOUN
gssr-1043	804	12	,	,	PUNCT
gssr-1043	804	13	godoyon	godoyon	NOUN
gssr-1043	804	14	,	,	PUNCT
gssr-1043	804	15	w.	w.	PROPN
gssr-1043	804	16	,	,	PUNCT
gssr-1043	804	17	ajayi	ajayi	PROPN
gssr-1043	804	18	,	,	PUNCT
gssr-1043	804	19	s.	s.	PROPN
gssr-1043	804	20	,	,	PUNCT
gssr-1043	804	21	toriola	toriola	NOUN
gssr-1043	804	22	-	-	PUNCT
gssr-1043	804	23	coker	coker	NOUN
gssr-1043	804	24	,	,	PUNCT
gssr-1043	804	25	l.	l.	PROPN
gssr-1043	804	26	o.	o.	PROPN
gssr-1043	804	27	,	,	PUNCT
gssr-1043	804	28	&	&	CCONJ
gssr-1043	804	29	ahmed	ahmed	PROPN
gssr-1043	804	30	,	,	PUNCT
gssr-1043	804	31	a.	a.	NOUN
gssr-1043	804	32	(	(	PUNCT
gssr-1043	804	33	2024	2024	NUM
gssr-1043	804	34	)	)	PUNCT
gssr-1043	804	35	.	.	PUNCT
gssr-1043	805	1	deep	deep	ADJ
gssr-1043	805	2	learning	learn	VERB
gssr-1043	805	3	for	for	ADP
gssr-1043	805	4	automated	automate	VERB
gssr-1043	805	5	encrustation	encrustation	NOUN
gssr-1043	805	6	detection	detection	NOUN
gssr-1043	805	7	in	in	ADP
gssr-1043	805	8	sewer	sewer	NOUN
gssr-1043	805	9	inspection	inspection	NOUN
gssr-1043	805	10	.	.	PUNCT
gssr-1043	806	1	intelligent	intelligent	ADJ
gssr-1043	806	2	systems	system	NOUN
gssr-1043	806	3	with	with	ADP
gssr-1043	806	4	applications	application	NOUN
gssr-1043	806	5	,	,	PUNCT
gssr-1043	806	6	24	24	NUM
gssr-1043	806	7	,	,	PUNCT
gssr-1043	806	8	200433	200433	NUM
gssr-1043	806	9	.	.	PUNCT
gssr-1043	807	1	zhang	zhang	PROPN
gssr-1043	807	2	,	,	PUNCT
gssr-1043	807	3	z.	z.	PROPN
gssr-1043	807	4	j.	j.	PROPN
gssr-1043	807	5	,	,	PUNCT
gssr-1043	807	6	li	li	PROPN
gssr-1043	807	7	,	,	PUNCT
gssr-1043	807	8	b.	b.	PROPN
gssr-1043	807	9	a.	a.	PROPN
gssr-1043	807	10	,	,	PUNCT
gssr-1043	807	11	lv	lv	PROPN
gssr-1043	807	12	,	,	PUNCT
gssr-1043	807	13	x.	x.	PROPN
gssr-1043	807	14	q.	q.	PROPN
gssr-1043	807	15	,	,	PUNCT
gssr-1043	807	16	&	&	CCONJ
gssr-1043	807	17	liu	liu	PROPN
gssr-1043	807	18	,	,	PUNCT
gssr-1043	807	19	k.	k.	PROPN
gssr-1043	807	20	h.	h.	PROPN
gssr-1043	807	21	(	(	PUNCT
gssr-1043	807	22	2018	2018	NUM
gssr-1043	807	23	)	)	PUNCT
gssr-1043	807	24	.	.	PUNCT
gssr-1043	808	1	research	research	NOUN
gssr-1043	808	2	on	on	ADP
gssr-1043	808	3	pipeline	pipeline	NOUN
gssr-1043	808	4	defect	defect	NOUN
gssr-1043	808	5	detection	detection	NOUN
gssr-1043	808	6	based	base	VERB
gssr-1043	808	7	on	on	ADP
gssr-1043	808	8	optimized	optimize	VERB
gssr-1043	808	9	faster	fast	ADJ
gssr-1043	808	10	r	r	NOUN
gssr-1043	808	11	-	-	PUNCT
gssr-1043	808	12	cnn	cnn	PROPN
gssr-1043	808	13	algorithm	algorithm	NOUN
gssr-1043	808	14	.	.	PUNCT
gssr-1043	809	1	destech	destech	NOUN
gssr-1043	809	2	transactions	transaction	NOUN
gssr-1043	809	3	on	on	ADP
gssr-1043	809	4	computer	computer	NOUN
gssr-1043	809	5	science	science	NOUN
gssr-1043	809	6	and	and	CCONJ
gssr-1043	809	7	engineering	engineering	NOUN
gssr-1043	809	8	,	,	PUNCT
gssr-1043	809	9	469	469	PROPN
gssr-1043	809	10	-	-	NUM
gssr-1043	809	11	474	474	NUM
gssr-1043	809	12	.	.	PUNCT
gssr-1043	810	1	zhou	zhou	PROPN
gssr-1043	810	2	,	,	PUNCT
gssr-1043	810	3	m.	m.	NOUN
gssr-1043	810	4	,	,	PUNCT
gssr-1043	810	5	pan	pan	PROPN
gssr-1043	810	6	,	,	PUNCT
gssr-1043	810	7	z.	z.	PROPN
gssr-1043	810	8	,	,	PUNCT
gssr-1043	810	9	liu	liu	PROPN
gssr-1043	810	10	,	,	PUNCT
gssr-1043	810	11	y.	y.	PROPN
gssr-1043	810	12	,	,	PUNCT
gssr-1043	810	13	zhang	zhang	PROPN
gssr-1043	810	14	,	,	PUNCT
gssr-1043	810	15	q.	q.	PROPN
gssr-1043	810	16	,	,	PUNCT
gssr-1043	810	17	cai	cai	PROPN
gssr-1043	810	18	,	,	PUNCT
gssr-1043	810	19	y.	y.	PROPN
gssr-1043	810	20	,	,	PUNCT
gssr-1043	810	21	&	&	CCONJ
gssr-1043	810	22	pan	pan	PROPN
gssr-1043	810	23	,	,	PUNCT
gssr-1043	810	24	h.	h.	PROPN
gssr-1043	810	25	(	(	PUNCT
gssr-1043	810	26	2019a	2019a	NUM
gssr-1043	810	27	)	)	PUNCT
gssr-1043	810	28	.	.	PUNCT
gssr-1043	811	1	leak	leak	NOUN
gssr-1043	811	2	detection	detection	NOUN
gssr-1043	811	3	and	and	CCONJ
gssr-1043	811	4	location	location	NOUN
gssr-1043	811	5	based	base	VERB
gssr-1043	811	6	on	on	ADP
gssr-1043	811	7	islmd	islmd	NOUN
gssr-1043	811	8	and	and	CCONJ
gssr-1043	811	9	cnn	cnn	PROPN
gssr-1043	811	10	in	in	ADP
gssr-1043	811	11	a	a	DET
gssr-1043	811	12	pipeline	pipeline	NOUN
gssr-1043	811	13	.	.	PUNCT
gssr-1043	812	1	ieee	ieee	NOUN
gssr-1043	812	2	access	access	NOUN
gssr-1043	812	3	,	,	PUNCT
gssr-1043	812	4	7	7	NUM
gssr-1043	812	5	,	,	PUNCT
gssr-1043	812	6	30457	30457	NUM
gssr-1043	812	7	-	-	SYM
gssr-1043	812	8	30464	30464	NUM
gssr-1043	812	9	.	.	PUNCT
gssr-1043	813	1	zhou	zhou	PROPN
gssr-1043	813	2	,	,	PUNCT
gssr-1043	813	3	m.	m.	NOUN
gssr-1043	813	4	,	,	PUNCT
gssr-1043	813	5	yang	yang	PROPN
gssr-1043	813	6	,	,	PUNCT
gssr-1043	813	7	y.	y.	PROPN
gssr-1043	813	8	,	,	PUNCT
gssr-1043	813	9	xu	xu	PROPN
gssr-1043	813	10	,	,	PUNCT
gssr-1043	813	11	y.	y.	PROPN
gssr-1043	813	12	,	,	PUNCT
gssr-1043	813	13	hu	hu	PROPN
gssr-1043	813	14	,	,	PUNCT
gssr-1043	813	15	y.	y.	PROPN
gssr-1043	813	16	,	,	PUNCT
gssr-1043	813	17	cai	cai	PROPN
gssr-1043	813	18	,	,	PUNCT
gssr-1043	813	19	y.	y.	PROPN
gssr-1043	813	20	,	,	PUNCT
gssr-1043	813	21	lin	lin	PROPN
gssr-1043	813	22	,	,	PUNCT
gssr-1043	813	23	j.	j.	PROPN
gssr-1043	813	24	,	,	PUNCT
gssr-1043	813	25	&	&	CCONJ
gssr-1043	813	26	pan	pan	PROPN
gssr-1043	813	27	,	,	PUNCT
gssr-1043	813	28	h.	h.	PROPN
gssr-1043	813	29	(	(	PUNCT
gssr-1043	813	30	2021	2021	NUM
gssr-1043	813	31	)	)	PUNCT
gssr-1043	813	32	.	.	PUNCT
gssr-1043	814	1	a	a	DET
gssr-1043	814	2	pipeline	pipeline	NOUN
gssr-1043	814	3	leak	leak	NOUN
gssr-1043	814	4	detection	detection	NOUN
gssr-1043	814	5	and	and	CCONJ
gssr-1043	814	6	localization	localization	NOUN
gssr-1043	814	7	approach	approach	NOUN
gssr-1043	814	8	based	base	VERB
gssr-1043	814	9	on	on	ADP
gssr-1043	814	10	ensemble	ensemble	ADJ
gssr-1043	814	11	tl1dcnn	tl1dcnn	PROPN
gssr-1043	814	12	.	.	PUNCT
gssr-1043	815	1	ieee	ieee	NOUN
gssr-1043	815	2	access	access	NOUN
gssr-1043	815	3	,	,	PUNCT
gssr-1043	815	4	9	9	NUM
gssr-1043	815	5	,	,	PUNCT
gssr-1043	815	6	47565	47565	NUM
gssr-1043	815	7	-	-	SYM
gssr-1043	815	8	47578	47578	NUM
gssr-1043	815	9	.	.	PUNCT
gssr-1043	816	1	zhou	zhou	PROPN
gssr-1043	816	2	,	,	PUNCT
gssr-1043	816	3	x.	x.	PROPN
gssr-1043	816	4	,	,	PUNCT
gssr-1043	816	5	tang	tang	PROPN
gssr-1043	816	6	,	,	PUNCT
gssr-1043	816	7	z.	z.	PROPN
gssr-1043	816	8	,	,	PUNCT
gssr-1043	816	9	xu	xu	PROPN
gssr-1043	816	10	,	,	PUNCT
gssr-1043	816	11	w.	w.	PROPN
gssr-1043	816	12	,	,	PUNCT
gssr-1043	816	13	meng	meng	PROPN
gssr-1043	816	14	,	,	PUNCT
gssr-1043	816	15	f.	f.	PROPN
gssr-1043	816	16	,	,	PUNCT
gssr-1043	816	17	chu	chu	PROPN
gssr-1043	816	18	,	,	PUNCT
gssr-1043	816	19	x.	x.	PROPN
gssr-1043	816	20	,	,	PUNCT
gssr-1043	816	21	xin	xin	PROPN
gssr-1043	816	22	,	,	PUNCT
gssr-1043	816	23	k.	k.	PROPN
gssr-1043	816	24	,	,	PUNCT
gssr-1043	816	25	&	&	CCONJ
gssr-1043	816	26	fu	fu	PROPN
gssr-1043	816	27	,	,	PUNCT
gssr-1043	816	28	g.	g.	PROPN
gssr-1043	816	29	(	(	PUNCT
gssr-1043	816	30	2019b	2019b	NUM
gssr-1043	816	31	)	)	PUNCT
gssr-1043	816	32	.	.	PUNCT
gssr-1043	817	1	deep	deep	ADJ
gssr-1043	817	2	learning	learning	NOUN
gssr-1043	817	3	identifies	identify	VERB
gssr-1043	817	4	accurate	accurate	ADJ
gssr-1043	817	5	burst	burst	ADJ
gssr-1043	817	6	locations	location	NOUN
gssr-1043	817	7	in	in	ADP
gssr-1043	817	8	water	water	NOUN
gssr-1043	817	9	distribution	distribution	NOUN
gssr-1043	817	10	networks	network	NOUN
gssr-1043	817	11	.	.	PUNCT
gssr-1043	818	1	water	water	NOUN
gssr-1043	818	2	research	research	NOUN
gssr-1043	818	3	,	,	PUNCT
gssr-1043	818	4	166	166	NUM
gssr-1043	818	5	,	,	PUNCT
gssr-1043	818	6	115058	115058	NUM
gssr-1043	818	7	.	.	PUNCT
gssr-1043	819	1	zhu	zhu	PROPN
gssr-1043	819	2	,	,	PUNCT
gssr-1043	819	3	m.	m.	NOUN
gssr-1043	819	4	,	,	PUNCT
gssr-1043	819	5	wang	wang	PROPN
gssr-1043	819	6	,	,	PUNCT
gssr-1043	819	7	j.	j.	PROPN
gssr-1043	819	8	,	,	PUNCT
gssr-1043	819	9	yang	yang	PROPN
gssr-1043	819	10	,	,	PUNCT
gssr-1043	819	11	x.	x.	PROPN
gssr-1043	819	12	,	,	PUNCT
gssr-1043	819	13	zhang	zhang	PROPN
gssr-1043	819	14	,	,	PUNCT
gssr-1043	819	15	y.	y.	PROPN
gssr-1043	819	16	,	,	PUNCT
gssr-1043	819	17	zhang	zhang	PROPN
gssr-1043	819	18	,	,	PUNCT
gssr-1043	819	19	l.	l.	PROPN
gssr-1043	819	20	,	,	PUNCT
gssr-1043	819	21	ren	ren	PROPN
gssr-1043	819	22	,	,	PUNCT
gssr-1043	819	23	h.	h.	PROPN
gssr-1043	819	24	,	,	PUNCT
gssr-1043	819	25	...	...	PUNCT
gssr-1043	819	26	&	&	CCONJ
gssr-1043	819	27	ye	ye	PROPN
gssr-1043	819	28	,	,	PUNCT
gssr-1043	819	29	l.	l.	PROPN
gssr-1043	819	30	(	(	PUNCT
gssr-1043	819	31	2022	2022	NUM
gssr-1043	819	32	)	)	PUNCT
gssr-1043	819	33	.	.	PUNCT
gssr-1043	820	1	a	a	DET
gssr-1043	820	2	review	review	NOUN
gssr-1043	820	3	of	of	ADP
gssr-1043	820	4	the	the	DET
gssr-1043	820	5	application	application	NOUN
gssr-1043	820	6	of	of	ADP
gssr-1043	820	7	machine	machine	NOUN
gssr-1043	820	8	learning	learn	VERB
gssr-1043	820	9	in	in	ADP
gssr-1043	820	10	water	water	NOUN
gssr-1043	820	11	quality	quality	NOUN
gssr-1043	820	12	evaluation	evaluation	NOUN
gssr-1043	820	13	.	.	PUNCT
gssr-1043	821	1	eco	eco	PROPN
gssr-1043	821	2	-	-	PUNCT
gssr-1043	821	3	environment	environment	PROPN
gssr-1043	821	4	&	&	CCONJ
gssr-1043	821	5	health	health	PROPN
gssr-1043	821	6	,	,	PUNCT
gssr-1043	821	7	1(2	1(2	NUM
gssr-1043	821	8	)	)	PUNCT
gssr-1043	821	9	,	,	PUNCT
gssr-1043	821	10	107	107	NUM
gssr-1043	821	11	-	-	SYM
gssr-1043	821	12	116	116	NUM
gssr-1043	821	13	.	.	PUNCT