id	sid	tid	token	lemma	pos
cana-2161	1	1	ssrg	ssrg	ADJ
cana-2161	1	2	/	/	SYM
cana-2161	1	3	ijett	ijett	NOUN
cana-2161	1	4	template	template	NOUN
cana-2161	1	5	communications	communication	NOUN
cana-2161	1	6	on	on	ADP
cana-2161	1	7	applied	apply	VERB
cana-2161	1	8	nonlinear	nonlinear	ADJ
cana-2161	1	9	analysis	analysis	NOUN
cana-2161	1	10	issn	issn	NOUN
cana-2161	1	11	:	:	PUNCT
cana-2161	1	12	1074	1074	NUM
cana-2161	1	13	-	-	PUNCT
cana-2161	1	14	133x	133x	NUM
cana-2161	1	15	vol	vol	NOUN
cana-2161	1	16	32	32	NUM
cana-2161	1	17	no	no	NOUN
cana-2161	1	18	.	.	PUNCT
cana-2161	2	1	1s	1s	NUM
cana-2161	2	2	(	(	PUNCT
cana-2161	2	3	2025	2025	NUM
cana-2161	2	4	)	)	PUNCT
cana-2161	2	5	221	221	NUM
cana-2161	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	2	7	enhancing	enhance	VERB
cana-2161	2	8	cloudburst	cloudburst	NOUN
cana-2161	2	9	prediction	prediction	NOUN
cana-2161	2	10	system	system	NOUN
cana-2161	2	11	using	use	VERB
cana-2161	2	12	bi	bi	NOUN
cana-2161	2	13	-	-	NOUN
cana-2161	2	14	lstm	lstm	NOUN
cana-2161	2	15	in	in	ADP
cana-2161	2	16	realtime	realtime	NOUN
cana-2161	2	17	:	:	PUNCT
cana-2161	2	18	machine	machine	NOUN
cana-2161	2	19	learning	learn	VERB
cana-2161	2	20	dr.b.ramasubba	dr.b.ramasubba	ADJ
cana-2161	2	21	reddy1	reddy1	NOUN
cana-2161	2	22	,	,	PUNCT
cana-2161	2	23	dr.saritha	dr.saritha	X
cana-2161	2	24	anchuri2	anchuri2	X
cana-2161	2	25	,	,	PUNCT
cana-2161	2	26	dr.kuraganti	dr.kuraganti	VERB
cana-2161	2	27	santhi3	santhi3	NOUN
cana-2161	2	28	,	,	PUNCT
cana-2161	2	29	dr.prathusha	dr.prathusha	VERB
cana-2161	2	30	perugu4	perugu4	PROPN
cana-2161	2	31	,	,	PUNCT
cana-2161	2	32	sivakumar	sivakumar	PROPN
cana-2161	2	33	depuru5	depuru5	PROPN
cana-2161	2	34	,	,	PUNCT
cana-2161	2	35	dr	dr	PROPN
cana-2161	2	36	.	.	PROPN
cana-2161	2	37	m.	m.	PROPN
cana-2161	2	38	sunil	sunil	PROPN
cana-2161	2	39	kumar6	kumar6	PROPN
cana-2161	3	1	1professor	1professor	NUM
cana-2161	3	2	of	of	ADP
cana-2161	3	3	cse	cse	PROPN
cana-2161	3	4	,	,	PUNCT
cana-2161	3	5	mohan	mohan	PROPN
cana-2161	3	6	babu	babu	PROPN
cana-2161	3	7	university	university	PROPN
cana-2161	3	8	,	,	PUNCT
cana-2161	3	9	tirupati	tirupati	PROPN
cana-2161	3	10	,	,	PUNCT
cana-2161	3	11	india	india	PROPN
cana-2161	3	12	,	,	PUNCT
cana-2161	3	13	rsreddyphd@gmail.com	rsreddyphd@gmail.com	PROPN
cana-2161	4	1	2assoc	2assoc	NUM
cana-2161	4	2	professor	professor	NOUN
cana-2161	4	3	of	of	ADP
cana-2161	4	4	cse	cse	PROPN
cana-2161	4	5	,	,	PUNCT
cana-2161	4	6	svce	svce	ADJ
cana-2161	4	7	,	,	PUNCT
cana-2161	4	8	tirupati	tirupati	PROPN
cana-2161	4	9	,	,	PUNCT
cana-2161	4	10	india	india	PROPN
cana-2161	4	11	sarithaanchuri@gmail.com	sarithaanchuri@gmail.com	X
cana-2161	5	1	3assoc	3assoc	NUM
cana-2161	5	2	professor	professor	NOUN
cana-2161	5	3	of	of	ADP
cana-2161	5	4	cse	cse	PROPN
cana-2161	5	5	koneru	koneru	PROPN
cana-2161	5	6	lakshmaiah	lakshmaiah	PROPN
cana-2161	5	7	education	education	PROPN
cana-2161	5	8	foundation	foundation	PROPN
cana-2161	5	9	guntur	guntur	PROPN
cana-2161	5	10	,	,	PUNCT
cana-2161	5	11	india	india	PROPN
cana-2161	5	12	,	,	PUNCT
cana-2161	5	13	santhi.kuraganti@gmail.com	santhi.kuraganti@gmail.com	X
cana-2161	5	14	4professor	4professor	PROPN
cana-2161	5	15	of	of	ADP
cana-2161	5	16	cse	cse	PROPN
cana-2161	5	17	,	,	PUNCT
cana-2161	5	18	sri	sri	PROPN
cana-2161	5	19	venkateswara	venkateswara	PROPN
cana-2161	5	20	college	college	PROPN
cana-2161	5	21	of	of	ADP
cana-2161	5	22	engineering	engineering	PROPN
cana-2161	5	23	,	,	PUNCT
cana-2161	5	24	tirupati	tirupati	PROPN
cana-2161	5	25	,	,	PUNCT
cana-2161	5	26	india	india	PROPN
cana-2161	5	27	,	,	PUNCT
cana-2161	5	28	prathusha.p@svce.edu.in	prathusha.p@svce.edu.in	NOUN
cana-2161	5	29	5asst.professor	5asst.professor	NUM
cana-2161	5	30	of	of	ADP
cana-2161	5	31	cse	cse	PROPN
cana-2161	5	32	,	,	PUNCT
cana-2161	5	33	mohan	mohan	PROPN
cana-2161	5	34	babu	babu	PROPN
cana-2161	5	35	university	university	PROPN
cana-2161	5	36	,	,	PUNCT
cana-2161	5	37	tirupati	tirupati	PROPN
cana-2161	5	38	,	,	PUNCT
cana-2161	5	39	india	india	PROPN
cana-2161	5	40	,	,	PUNCT
cana-2161	5	41	sivakuamr.d@vidyanikethan.edu	sivakuamr.d@vidyanikethan.edu	PROPN
cana-2161	5	42	6professor	6professor	PROPN
cana-2161	5	43	,	,	PUNCT
cana-2161	5	44	department	department	NOUN
cana-2161	5	45	of	of	ADP
cana-2161	5	46	cse	cse	PROPN
cana-2161	5	47	,	,	PUNCT
cana-2161	5	48	school	school	NOUN
cana-2161	5	49	of	of	ADP
cana-2161	5	50	computing	computing	NOUN
cana-2161	5	51	,	,	PUNCT
cana-2161	5	52	mohan	mohan	PROPN
cana-2161	5	53	babu	babu	PROPN
cana-2161	5	54	university	university	PROPN
cana-2161	5	55	,	,	PUNCT
cana-2161	5	56	(	(	PUNCT
cana-2161	5	57	erstwhile	erstwhile	VERB
cana-2161	5	58	sree	sree	PROPN
cana-2161	5	59	vidyanikethan	vidyanikethan	PROPN
cana-2161	5	60	engineering	engineering	PROPN
cana-2161	5	61	college	college	PROPN
cana-2161	5	62	)	)	PUNCT
cana-2161	5	63	,	,	PUNCT
cana-2161	5	64	tirupathi	tirupathi	PROPN
cana-2161	5	65	,	,	PUNCT
cana-2161	5	66	ap	ap	PROPN
cana-2161	5	67	,	,	PUNCT
cana-2161	5	68	india	india	PROPN
cana-2161	5	69	,	,	PUNCT
cana-2161	5	70	sunilmalchi1@gmail.com	sunilmalchi1@gmail.com	X
cana-2161	6	1	article	article	NOUN
cana-2161	6	2	history	history	NOUN
cana-2161	6	3	:	:	PUNCT
cana-2161	6	4	received	receive	VERB
cana-2161	6	5	:	:	PUNCT
cana-2161	6	6	14	14	NUM
cana-2161	6	7	-	-	SYM
cana-2161	6	8	08	08	NUM
cana-2161	6	9	-	-	PUNCT
cana-2161	6	10	2024	2024	NUM
cana-2161	6	11	revised	revise	VERB
cana-2161	6	12	:	:	PUNCT
cana-2161	6	13	27	27	NUM
cana-2161	6	14	-	-	SYM
cana-2161	6	15	09	09	NUM
cana-2161	6	16	-	-	PUNCT
cana-2161	6	17	2024	2024	NUM
cana-2161	6	18	accepted	accept	VERB
cana-2161	6	19	:	:	PUNCT
cana-2161	6	20	14	14	NUM
cana-2161	6	21	-	-	SYM
cana-2161	6	22	10	10	NUM
cana-2161	6	23	-	-	PUNCT
cana-2161	6	24	2024	2024	NUM
cana-2161	6	25	abstract	abstract	NOUN
cana-2161	6	26	:	:	PUNCT
cana-2161	6	27	nowadays	nowadays	ADV
cana-2161	6	28	technology	technology	NOUN
cana-2161	6	29	is	be	AUX
cana-2161	6	30	enhanced	enhance	VERB
cana-2161	6	31	,	,	PUNCT
cana-2161	6	32	but	but	CCONJ
cana-2161	6	33	still	still	ADV
cana-2161	6	34	facing	face	VERB
cana-2161	6	35	floods	flood	NOUN
cana-2161	6	36	and	and	CCONJ
cana-2161	6	37	toofan	toofan	NOUN
cana-2161	6	38	due	due	ADP
cana-2161	6	39	to	to	ADP
cana-2161	6	40	uncertain	uncertain	ADJ
cana-2161	6	41	rainfall	rainfall	NOUN
cana-2161	6	42	conditions	condition	NOUN
cana-2161	6	43	and	and	CCONJ
cana-2161	6	44	artificial	artificial	ADJ
cana-2161	6	45	rains	rain	NOUN
cana-2161	6	46	,	,	PUNCT
cana-2161	6	47	it	it	PRON
cana-2161	6	48	is	be	AUX
cana-2161	6	49	a	a	DET
cana-2161	6	50	challenging	challenging	ADJ
cana-2161	6	51	task	task	NOUN
cana-2161	6	52	for	for	ADP
cana-2161	6	53	hydrology	hydrology	NOUN
cana-2161	6	54	and	and	CCONJ
cana-2161	6	55	meteorology	meteorology	NOUN
cana-2161	6	56	.	.	PUNCT
cana-2161	7	1	now	now	ADV
cana-2161	7	2	a	a	DET
cana-2161	7	3	new	new	ADJ
cana-2161	7	4	cloudburst	cloudburst	ADJ
cana-2161	7	5	prediction	prediction	NOUN
cana-2161	7	6	system	system	NOUN
cana-2161	7	7	is	be	AUX
cana-2161	7	8	a	a	DET
cana-2161	7	9	requirement	requirement	NOUN
cana-2161	7	10	for	for	ADP
cana-2161	7	11	hydrology	hydrology	NOUN
cana-2161	7	12	and	and	CCONJ
cana-2161	7	13	meteorology	meteorology	NOUN
cana-2161	7	14	.	.	PUNCT
cana-2161	8	1	cloudburst	cloudburst	ADJ
cana-2161	8	2	prediction	prediction	NOUN
cana-2161	8	3	holds	hold	VERB
cana-2161	8	4	significant	significant	ADJ
cana-2161	8	5	importance	importance	NOUN
cana-2161	8	6	in	in	ADP
cana-2161	8	7	fields	field	NOUN
cana-2161	8	8	like	like	ADP
cana-2161	8	9	hydrology	hydrology	NOUN
cana-2161	8	10	and	and	CCONJ
cana-2161	8	11	meteorology	meteorology	NOUN
cana-2161	8	12	,	,	PUNCT
cana-2161	8	13	aiding	aid	VERB
cana-2161	8	14	farmers	farmer	NOUN
cana-2161	8	15	,	,	PUNCT
cana-2161	8	16	water	water	NOUN
cana-2161	8	17	resource	resource	NOUN
cana-2161	8	18	managers	manager	NOUN
cana-2161	8	19	,	,	PUNCT
cana-2161	8	20	and	and	CCONJ
cana-2161	8	21	emergency	emergency	NOUN
cana-2161	8	22	responders	responder	NOUN
cana-2161	8	23	in	in	ADP
cana-2161	8	24	preparing	prepare	VERB
cana-2161	8	25	for	for	ADP
cana-2161	8	26	and	and	CCONJ
cana-2161	8	27	managing	manage	VERB
cana-2161	8	28	the	the	DET
cana-2161	8	29	impacts	impact	NOUN
cana-2161	8	30	of	of	ADP
cana-2161	8	31	extreme	extreme	ADJ
cana-2161	8	32	weather	weather	NOUN
cana-2161	8	33	events	event	NOUN
cana-2161	8	34	like	like	ADP
cana-2161	8	35	droughts	drought	NOUN
cana-2161	8	36	and	and	CCONJ
cana-2161	8	37	floods	flood	NOUN
cana-2161	8	38	.	.	PUNCT
cana-2161	9	1	one	one	NUM
cana-2161	9	2	effective	effective	ADJ
cana-2161	9	3	technique	technique	NOUN
cana-2161	9	4	for	for	ADP
cana-2161	9	5	rainfall	rainfall	NOUN
cana-2161	9	6	prediction	prediction	NOUN
cana-2161	9	7	involves	involve	VERB
cana-2161	9	8	employing	employ	VERB
cana-2161	9	9	machine	machine	NOUN
cana-2161	9	10	learning	learning	NOUN
cana-2161	9	11	models	model	NOUN
cana-2161	9	12	such	such	ADJ
cana-2161	9	13	as	as	ADP
cana-2161	9	14	bi	bi	NOUN
cana-2161	9	15	-	-	ADJ
cana-2161	9	16	lstm	lstm	ADJ
cana-2161	9	17	(	(	PUNCT
cana-2161	9	18	bidirectional	bidirectional	ADJ
cana-2161	9	19	long	long	ADJ
cana-2161	9	20	short	short	ADJ
cana-2161	9	21	-	-	PUNCT
cana-2161	9	22	term	term	NOUN
cana-2161	9	23	memory	memory	NOUN
cana-2161	9	24	)	)	PUNCT
cana-2161	9	25	.	.	PUNCT
cana-2161	10	1	bi	bi	NOUN
cana-2161	10	2	-	-	NOUN
cana-2161	10	3	lstm	lstm	ADJ
cana-2161	10	4	,	,	PUNCT
cana-2161	10	5	a	a	DET
cana-2161	10	6	neural	neural	ADJ
cana-2161	10	7	network	network	NOUN
cana-2161	10	8	architecture	architecture	NOUN
cana-2161	10	9	known	know	VERB
cana-2161	10	10	for	for	ADP
cana-2161	10	11	its	its	PRON
cana-2161	10	12	prowess	prowess	NOUN
cana-2161	10	13	in	in	ADP
cana-2161	10	14	sequence	sequence	NOUN
cana-2161	10	15	modeling	model	VERB
cana-2161	10	16	tasks	task	NOUN
cana-2161	10	17	like	like	ADP
cana-2161	10	18	voice	voice	NOUN
cana-2161	10	19	recognition	recognition	NOUN
cana-2161	10	20	and	and	CCONJ
cana-2161	10	21	natural	natural	ADJ
cana-2161	10	22	language	language	NOUN
cana-2161	10	23	processing	processing	NOUN
cana-2161	10	24	(	(	PUNCT
cana-2161	10	25	nlp	nlp	NOUN
cana-2161	10	26	)	)	PUNCT
cana-2161	10	27	,	,	PUNCT
cana-2161	10	28	operates	operate	VERB
cana-2161	10	29	by	by	ADP
cana-2161	10	30	processing	process	VERB
cana-2161	10	31	data	datum	NOUN
cana-2161	10	32	bidirectionally	bidirectionally	ADV
cana-2161	10	33	,	,	PUNCT
cana-2161	10	34	facilitating	facilitate	VERB
cana-2161	10	35	a	a	DET
cana-2161	10	36	thorough	thorough	ADJ
cana-2161	10	37	understanding	understanding	NOUN
cana-2161	10	38	of	of	ADP
cana-2161	10	39	sequential	sequential	ADJ
cana-2161	10	40	patterns	pattern	NOUN
cana-2161	10	41	.	.	PUNCT
cana-2161	11	1	by	by	ADP
cana-2161	11	2	analyzing	analyze	VERB
cana-2161	11	3	historical	historical	ADJ
cana-2161	11	4	rainfall	rainfall	NOUN
cana-2161	11	5	data	datum	NOUN
cana-2161	11	6	as	as	ADP
cana-2161	11	7	a	a	DET
cana-2161	11	8	sequence	sequence	NOUN
cana-2161	11	9	,	,	PUNCT
cana-2161	11	10	a	a	DET
cana-2161	11	11	bi	bi	ADJ
cana-2161	11	12	-	-	ADJ
cana-2161	11	13	lstm	lstm	ADJ
cana-2161	11	14	model	model	NOUN
cana-2161	11	15	can	can	AUX
cana-2161	11	16	effectively	effectively	ADV
cana-2161	11	17	forecast	forecast	VERB
cana-2161	11	18	future	future	ADJ
cana-2161	11	19	rainfall	rainfall	NOUN
cana-2161	11	20	values	value	NOUN
cana-2161	11	21	with	with	ADP
cana-2161	11	22	notable	notable	ADJ
cana-2161	11	23	accuracy.in	accuracy.in	NOUN
cana-2161	11	24	this	this	DET
cana-2161	11	25	proposed	propose	VERB
cana-2161	11	26	methodology	methodology	NOUN
cana-2161	11	27	,	,	PUNCT
cana-2161	11	28	a	a	DET
cana-2161	11	29	bi	bi	ADJ
cana-2161	11	30	-	-	ADJ
cana-2161	11	31	lstm	lstm	ADJ
cana-2161	11	32	model	model	NOUN
cana-2161	11	33	is	be	AUX
cana-2161	11	34	trained	train	VERB
cana-2161	11	35	using	use	VERB
cana-2161	11	36	a	a	DET
cana-2161	11	37	csv	csv	NOUN
cana-2161	11	38	dataset	dataset	NOUN
cana-2161	11	39	comprising	comprise	VERB
cana-2161	11	40	historical	historical	ADJ
cana-2161	11	41	rainfall	rainfall	NOUN
cana-2161	11	42	data	datum	NOUN
cana-2161	11	43	.	.	PUNCT
cana-2161	12	1	the	the	DET
cana-2161	12	2	performance	performance	NOUN
cana-2161	12	3	of	of	ADP
cana-2161	12	4	the	the	DET
cana-2161	12	5	bi	bi	ADJ
cana-2161	12	6	-	-	ADJ
cana-2161	12	7	lstm	lstm	ADJ
cana-2161	12	8	model	model	NOUN
cana-2161	12	9	is	be	AUX
cana-2161	12	10	then	then	ADV
cana-2161	12	11	compared	compare	VERB
cana-2161	12	12	with	with	ADP
cana-2161	12	13	that	that	PRON
cana-2161	12	14	of	of	ADP
cana-2161	12	15	an	an	DET
cana-2161	12	16	lstm	lstm	NOUN
cana-2161	12	17	(	(	PUNCT
cana-2161	12	18	long	long	ADJ
cana-2161	12	19	short	short	ADJ
cana-2161	12	20	-	-	PUNCT
cana-2161	12	21	term	term	NOUN
cana-2161	12	22	memory	memory	NOUN
cana-2161	12	23	)	)	PUNCT
cana-2161	12	24	model	model	NOUN
cana-2161	12	25	,	,	PUNCT
cana-2161	12	26	another	another	DET
cana-2161	12	27	widely	widely	ADV
cana-2161	12	28	used	use	VERB
cana-2161	12	29	architecture	architecture	NOUN
cana-2161	12	30	for	for	ADP
cana-2161	12	31	sequence	sequence	NOUN
cana-2161	12	32	prediction	prediction	NOUN
cana-2161	12	33	tasks	task	NOUN
cana-2161	12	34	.	.	PUNCT
cana-2161	13	1	the	the	DET
cana-2161	13	2	results	result	NOUN
cana-2161	13	3	indicate	indicate	VERB
cana-2161	13	4	that	that	SCONJ
cana-2161	13	5	the	the	DET
cana-2161	13	6	bi	bi	ADJ
cana-2161	13	7	-	-	ADJ
cana-2161	13	8	lstm	lstm	ADJ
cana-2161	13	9	model	model	NOUN
cana-2161	13	10	achieves	achieve	VERB
cana-2161	13	11	an	an	DET
cana-2161	13	12	accuracy	accuracy	NOUN
cana-2161	13	13	of	of	ADP
cana-2161	13	14	96.55	96.55	NUM
cana-2161	13	15	%	%	NOUN
cana-2161	13	16	,	,	PUNCT
cana-2161	13	17	surpassing	surpass	VERB
cana-2161	13	18	the	the	DET
cana-2161	13	19	accuracy	accuracy	NOUN
cana-2161	13	20	of	of	ADP
cana-2161	13	21	the	the	DET
cana-2161	13	22	lstm	lstm	PROPN
cana-2161	13	23	model	model	NOUN
cana-2161	13	24	,	,	PUNCT
cana-2161	13	25	which	which	PRON
cana-2161	13	26	stands	stand	VERB
cana-2161	13	27	at	at	ADP
cana-2161	13	28	94.36	94.36	NUM
cana-2161	13	29	%	%	NOUN
cana-2161	13	30	.	.	PUNCT
cana-2161	14	1	this	this	DET
cana-2161	14	2	comparison	comparison	NOUN
cana-2161	14	3	underscores	underscore	VERB
cana-2161	14	4	the	the	DET
cana-2161	14	5	effectiveness	effectiveness	NOUN
cana-2161	14	6	of	of	ADP
cana-2161	14	7	the	the	DET
cana-2161	14	8	bi	bi	ADJ
cana-2161	14	9	-	-	ADJ
cana-2161	14	10	lstm	lstm	ADJ
cana-2161	14	11	approach	approach	NOUN
cana-2161	14	12	in	in	ADP
cana-2161	14	13	rainfall	rainfall	NOUN
cana-2161	14	14	prediction	prediction	NOUN
cana-2161	14	15	,	,	PUNCT
cana-2161	14	16	showcasing	showcase	VERB
cana-2161	14	17	its	its	PRON
cana-2161	14	18	potential	potential	NOUN
cana-2161	14	19	to	to	PART
cana-2161	14	20	provide	provide	VERB
cana-2161	14	21	valuable	valuable	ADJ
cana-2161	14	22	insights	insight	NOUN
cana-2161	14	23	for	for	ADP
cana-2161	14	24	decision	decision	NOUN
cana-2161	14	25	-	-	PUNCT
cana-2161	14	26	making	making	NOUN
cana-2161	14	27	in	in	ADP
cana-2161	14	28	various	various	ADJ
cana-2161	14	29	domains	domain	NOUN
cana-2161	14	30	affected	affect	VERB
cana-2161	14	31	by	by	ADP
cana-2161	14	32	weather	weather	NOUN
cana-2161	14	33	variability	variability	NOUN
cana-2161	14	34	.	.	PUNCT
cana-2161	15	1	keywords	keyword	NOUN
cana-2161	15	2	:	:	PUNCT
cana-2161	15	3	cloudburst	cloudburst	ADJ
cana-2161	15	4	prediction	prediction	NOUN
cana-2161	15	5	system	system	NOUN
cana-2161	15	6	,	,	PUNCT
cana-2161	15	7	bi	bi	NOUN
cana-2161	15	8	-	-	ADJ
cana-2161	15	9	lstm	lstm	ADJ
cana-2161	15	10	,	,	PUNCT
cana-2161	15	11	meteorology	meteorology	NOUN
cana-2161	15	12	,	,	PUNCT
cana-2161	15	13	hydrology	hydrology	NOUN
cana-2161	15	14	,	,	PUNCT
cana-2161	15	15	machine	machine	NOUN
cana-2161	15	16	learning	learning	NOUN
cana-2161	15	17	,	,	PUNCT
cana-2161	15	18	nlp	nlp	ADJ
cana-2161	15	19	,	,	PUNCT
cana-2161	15	20	lstm	lstm	ADJ
cana-2161	15	21	,	,	PUNCT
cana-2161	15	22	1	1	NUM
cana-2161	15	23	.	.	PUNCT
cana-2161	15	24	introduction	introduction	NOUN
cana-2161	15	25	cloud	cloud	NOUN
cana-2161	15	26	bursts	burst	NOUN
cana-2161	15	27	are	be	AUX
cana-2161	15	28	a	a	DET
cana-2161	15	29	phenomenon	phenomenon	NOUN
cana-2161	15	30	that	that	PRON
cana-2161	15	31	cause	cause	VERB
cana-2161	15	32	brief	brief	ADJ
cana-2161	15	33	but	but	CCONJ
cana-2161	15	34	severe	severe	ADJ
cana-2161	15	35	bursts	burst	NOUN
cana-2161	15	36	of	of	ADP
cana-2161	15	37	rain	rain	NOUN
cana-2161	15	38	,	,	PUNCT
cana-2161	15	39	which	which	PRON
cana-2161	15	40	makes	make	VERB
cana-2161	15	41	infrastructure	infrastructure	NOUN
cana-2161	15	42	resilience	resilience	NOUN
cana-2161	15	43	and	and	CCONJ
cana-2161	15	44	catastrophe	catastrophe	NOUN
cana-2161	15	45	preparedness	preparedness	NOUN
cana-2161	15	46	extremely	extremely	ADV
cana-2161	15	47	difficult	difficult	ADJ
cana-2161	15	48	[	[	X
cana-2161	15	49	12	12	NUM
cana-2161	15	50	]	]	PUNCT
cana-2161	15	51	.	.	PUNCT
cana-2161	16	1	these	these	DET
cana-2161	16	2	severe	severe	ADJ
cana-2161	16	3	weather	weather	NOUN
cana-2161	16	4	occurrences	occurrence	NOUN
cana-2161	16	5	have	have	VERB
cana-2161	16	6	the	the	DET
cana-2161	16	7	potential	potential	NOUN
cana-2161	16	8	to	to	PART
cana-2161	16	9	cause	cause	VERB
cana-2161	16	10	landslides	landslide	NOUN
cana-2161	16	11	,	,	PUNCT
cana-2161	16	12	flash	flash	NOUN
cana-2161	16	13	floods	flood	NOUN
cana-2161	16	14	,	,	PUNCT
cana-2161	16	15	and	and	CCONJ
cana-2161	16	16	other	other	ADJ
cana-2161	16	17	dangerous	dangerous	ADJ
cana-2161	16	18	situations	situation	NOUN
cana-2161	16	19	that	that	PRON
cana-2161	16	20	could	could	AUX
cana-2161	16	21	threaten	threaten	VERB
cana-2161	16	22	lives	life	NOUN
cana-2161	16	23	and	and	CCONJ
cana-2161	16	24	cause	cause	VERB
cana-2161	16	25	extensive	extensive	ADJ
cana-2161	16	26	property	property	NOUN
cana-2161	16	27	damage	damage	NOUN
cana-2161	16	28	[	[	X
cana-2161	16	29	13	13	NUM
cana-2161	16	30	]	]	PUNCT
cana-2161	16	31	.	.	PUNCT
cana-2161	17	1	in	in	ADP
cana-2161	17	2	order	order	NOUN
cana-2161	17	3	to	to	PART
cana-2161	17	4	cloud	cloud	VERB
cana-2161	17	5	bursts	burst	NOUN
cana-2161	17	6	on	on	ADP
cana-2161	17	7	infrastructure	infrastructure	NOUN
cana-2161	17	8	and	and	CCONJ
cana-2161	17	9	mailto:rsreddyphd@gmail.com	mailto:rsreddyphd@gmail.com	PROPN
cana-2161	17	10	mailto:sarithaanchuri@gmail.com	mailto:sarithaanchuri@gmail.com	PROPN
cana-2161	17	11	mailto:santhi.kuraganti@gmail.com	mailto:santhi.kuraganti@gmail.com	PROPN
cana-2161	17	12	mailto:prathusha.p@svce.edu.in	mailto:prathusha.p@svce.edu.in	NOUN
cana-2161	17	13	mailto:sivakuamr.d@vidyanikethan.edu	mailto:sivakuamr.d@vidyanikethan.edu	PROPN
cana-2161	17	14	mailto:sunilmalchi1@gmail.com	mailto:sunilmalchi1@gmail.com	NOUN
cana-2161	17	15	communications	communication	NOUN
cana-2161	17	16	on	on	ADP
cana-2161	17	17	applied	apply	VERB
cana-2161	17	18	nonlinear	nonlinear	ADJ
cana-2161	17	19	analysis	analysis	NOUN
cana-2161	17	20	issn	issn	NOUN
cana-2161	17	21	:	:	PUNCT
cana-2161	17	22	1074	1074	NUM
cana-2161	17	23	-	-	PUNCT
cana-2161	17	24	133x	133x	NUM
cana-2161	17	25	vol	vol	NOUN
cana-2161	17	26	32	32	NUM
cana-2161	17	27	no	no	NOUN
cana-2161	17	28	.	.	PUNCT
cana-2161	18	1	1s	1s	NUM
cana-2161	18	2	(	(	PUNCT
cana-2161	18	3	2025	2025	NUM
cana-2161	18	4	)	)	PUNCT
cana-2161	18	5	222	222	NUM
cana-2161	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	18	7	communities	community	NOUN
cana-2161	18	8	,	,	PUNCT
cana-2161	18	9	it	it	PRON
cana-2161	18	10	is	be	AUX
cana-2161	18	11	imperative	imperative	ADJ
cana-2161	18	12	to	to	PART
cana-2161	18	13	predict	predict	VERB
cana-2161	18	14	them	they	PRON
cana-2161	18	15	effectively	effectively	ADV
cana-2161	18	16	in	in	ADP
cana-2161	18	17	advance	advance	NOUN
cana-2161	18	18	and	and	CCONJ
cana-2161	18	19	take	take	VERB
cana-2161	18	20	prompt	prompt	ADJ
cana-2161	18	21	mitigation	mitigation	NOUN
cana-2161	18	22	measures	measure	NOUN
cana-2161	18	23	[	[	PUNCT
cana-2161	18	24	14].the	14].the	DET
cana-2161	18	25	prediction	prediction	NOUN
cana-2161	18	26	of	of	ADP
cana-2161	18	27	cloudbursts	cloudburst	NOUN
cana-2161	18	28	involves	involve	VERB
cana-2161	18	29	a	a	DET
cana-2161	18	30	complex	complex	ADJ
cana-2161	18	31	interplay	interplay	NOUN
cana-2161	18	32	of	of	ADP
cana-2161	18	33	historical	historical	ADJ
cana-2161	18	34	data	datum	NOUN
cana-2161	18	35	,	,	PUNCT
cana-2161	18	36	current	current	ADJ
cana-2161	18	37	observations	observation	NOUN
cana-2161	18	38	,	,	PUNCT
cana-2161	18	39	and	and	CCONJ
cana-2161	18	40	scientific	scientific	ADJ
cana-2161	18	41	models	model	NOUN
cana-2161	18	42	.	.	PUNCT
cana-2161	19	1	traditionally	traditionally	ADV
cana-2161	19	2	,	,	PUNCT
cana-2161	19	3	meteorologists	meteorologist	NOUN
cana-2161	19	4	have	have	AUX
cana-2161	19	5	relied	rely	VERB
cana-2161	19	6	on	on	ADP
cana-2161	19	7	physical	physical	ADJ
cana-2161	19	8	and	and	CCONJ
cana-2161	19	9	mathematical	mathematical	ADJ
cana-2161	19	10	models	model	NOUN
cana-2161	19	11	for	for	ADP
cana-2161	19	12	forecasting	forecasting	NOUN
cana-2161	19	13	,	,	PUNCT
cana-2161	19	14	but	but	CCONJ
cana-2161	19	15	in	in	ADP
cana-2161	19	16	recent	recent	ADJ
cana-2161	19	17	years	year	NOUN
cana-2161	19	18	,	,	PUNCT
cana-2161	19	19	the	the	DET
cana-2161	19	20	integration	integration	NOUN
cana-2161	19	21	of	of	ADP
cana-2161	19	22	machine	machine	NOUN
cana-2161	19	23	learning	learning	NOUN
cana-2161	19	24	has	have	AUX
cana-2161	19	25	significantly	significantly	ADV
cana-2161	19	26	enhanced	enhance	VERB
cana-2161	19	27	accuracy	accuracy	NOUN
cana-2161	19	28	and	and	CCONJ
cana-2161	19	29	efficiency	efficiency	NOUN
cana-2161	19	30	[	[	X
cana-2161	19	31	15].machine	15].machine	NUM
cana-2161	19	32	learning	learning	NOUN
cana-2161	19	33	algorithms	algorithm	NOUN
cana-2161	19	34	leverage	leverage	VERB
cana-2161	19	35	statistical	statistical	ADJ
cana-2161	19	36	techniques	technique	NOUN
cana-2161	19	37	to	to	PART
cana-2161	19	38	empower	empower	VERB
cana-2161	19	39	computers	computer	NOUN
cana-2161	19	40	to	to	PART
cana-2161	19	41	discern	discern	VERB
cana-2161	19	42	patterns	pattern	NOUN
cana-2161	19	43	and	and	CCONJ
cana-2161	19	44	make	make	VERB
cana-2161	19	45	predictions	prediction	NOUN
cana-2161	19	46	autonomously	autonomously	ADV
cana-2161	19	47	,	,	PUNCT
cana-2161	19	48	without	without	ADP
cana-2161	19	49	explicit	explicit	ADJ
cana-2161	19	50	programming	programming	NOUN
cana-2161	19	51	.	.	PUNCT
cana-2161	20	1	in	in	ADP
cana-2161	20	2	weather	weather	NOUN
cana-2161	20	3	forecasting	forecasting	NOUN
cana-2161	20	4	,	,	PUNCT
cana-2161	20	5	these	these	DET
cana-2161	20	6	algorithms	algorithm	NOUN
cana-2161	20	7	analyze	analyze	VERB
cana-2161	20	8	vast	vast	ADJ
cana-2161	20	9	datasets	dataset	NOUN
cana-2161	20	10	that	that	PRON
cana-2161	20	11	encompass	encompass	VERB
cana-2161	20	12	variables	variable	NOUN
cana-2161	20	13	such	such	ADJ
cana-2161	20	14	as	as	ADP
cana-2161	20	15	temperature	temperature	NOUN
cana-2161	20	16	,	,	PUNCT
cana-2161	20	17	humidity	humidity	NOUN
cana-2161	20	18	,	,	PUNCT
cana-2161	20	19	wind	wind	NOUN
cana-2161	20	20	speed	speed	NOUN
cana-2161	20	21	,	,	PUNCT
cana-2161	20	22	and	and	CCONJ
cana-2161	20	23	air	air	NOUN
cana-2161	20	24	pressure	pressure	NOUN
cana-2161	20	25	,	,	PUNCT
cana-2161	20	26	as	as	ADV
cana-2161	20	27	well	well	ADV
cana-2161	20	28	as	as	ADP
cana-2161	20	29	past	past	ADJ
cana-2161	20	30	weather	weather	NOUN
cana-2161	20	31	patterns	pattern	NOUN
cana-2161	20	32	,	,	PUNCT
cana-2161	20	33	facilitating	facilitate	VERB
cana-2161	20	34	more	more	ADV
cana-2161	20	35	accurate	accurate	ADJ
cana-2161	20	36	predictions.the	predictions.the	DET
cana-2161	20	37	integration	integration	NOUN
cana-2161	20	38	of	of	ADP
cana-2161	20	39	machine	machine	NOUN
cana-2161	20	40	learning	learning	NOUN
cana-2161	20	41	offers	offer	VERB
cana-2161	20	42	manifold	manifold	ADJ
cana-2161	20	43	benefits	benefit	NOUN
cana-2161	20	44	,	,	PUNCT
cana-2161	20	45	including	include	VERB
cana-2161	20	46	heightened	heighten	VERB
cana-2161	20	47	accuracy	accuracy	NOUN
cana-2161	20	48	,	,	PUNCT
cana-2161	20	49	expanded	expand	VERB
cana-2161	20	50	prediction	prediction	NOUN
cana-2161	20	51	lead	lead	NOUN
cana-2161	20	52	times	time	NOUN
cana-2161	20	53	,	,	PUNCT
cana-2161	20	54	and	and	CCONJ
cana-2161	20	55	swift	swift	ADJ
cana-2161	20	56	processing	processing	NOUN
cana-2161	20	57	of	of	ADP
cana-2161	20	58	immense	immense	ADJ
cana-2161	20	59	data	datum	NOUN
cana-2161	20	60	volumes	volume	NOUN
cana-2161	21	1	[	[	X
cana-2161	21	2	16	16	NUM
cana-2161	21	3	]	]	PUNCT
cana-2161	21	4	.	.	PUNCT
cana-2161	22	1	cutting	cut	VERB
cana-2161	22	2	-	-	PUNCT
cana-2161	22	3	edge	edge	NOUN
cana-2161	22	4	technologies	technology	NOUN
cana-2161	22	5	like	like	ADP
cana-2161	22	6	satellite	satellite	NOUN
cana-2161	22	7	-	-	PUNCT
cana-2161	22	8	based	base	VERB
cana-2161	22	9	remote	remote	ADJ
cana-2161	22	10	sensing	sensing	NOUN
cana-2161	22	11	and	and	CCONJ
cana-2161	22	12	ground	ground	NOUN
cana-2161	22	13	-	-	PUNCT
cana-2161	22	14	based	base	VERB
cana-2161	22	15	sensors	sensor	NOUN
cana-2161	22	16	supply	supply	VERB
cana-2161	22	17	real	real	ADJ
cana-2161	22	18	-	-	PUNCT
cana-2161	22	19	time	time	NOUN
cana-2161	22	20	,	,	PUNCT
cana-2161	22	21	high	high	ADJ
cana-2161	22	22	-	-	PUNCT
cana-2161	22	23	resolution	resolution	NOUN
cana-2161	22	24	data	datum	NOUN
cana-2161	22	25	,	,	PUNCT
cana-2161	22	26	further	far	ADV
cana-2161	22	27	honing	hone	VERB
cana-2161	22	28	prediction	prediction	NOUN
cana-2161	22	29	precision.in	precision.in	NUM
cana-2161	22	30	machine	machine	NOUN
cana-2161	22	31	learning	learning	NOUN
cana-2161	22	32	,	,	PUNCT
cana-2161	22	33	features	feature	NOUN
cana-2161	22	34	denote	denote	VERB
cana-2161	22	35	the	the	DET
cana-2161	22	36	attributes	attribute	NOUN
cana-2161	22	37	utilized	utilize	VERB
cana-2161	22	38	for	for	ADP
cana-2161	22	39	predictions	prediction	NOUN
cana-2161	22	40	[	[	X
cana-2161	22	41	17	17	NUM
cana-2161	22	42	]	]	PUNCT
cana-2161	22	43	.	.	PUNCT
cana-2161	23	1	in	in	ADP
cana-2161	23	2	the	the	DET
cana-2161	23	3	context	context	NOUN
cana-2161	23	4	of	of	ADP
cana-2161	23	5	weather	weather	NOUN
cana-2161	23	6	forecasting	forecasting	NOUN
cana-2161	23	7	,	,	PUNCT
cana-2161	23	8	pertinent	pertinent	ADJ
cana-2161	23	9	features	feature	NOUN
cana-2161	23	10	include	include	VERB
cana-2161	23	11	temperature	temperature	NOUN
cana-2161	23	12	,	,	PUNCT
cana-2161	23	13	humidity	humidity	NOUN
cana-2161	23	14	,	,	PUNCT
cana-2161	23	15	wind	wind	NOUN
cana-2161	23	16	direction	direction	NOUN
cana-2161	23	17	,	,	PUNCT
cana-2161	23	18	and	and	CCONJ
cana-2161	23	19	air	air	NOUN
cana-2161	23	20	pressure	pressure	NOUN
cana-2161	23	21	,	,	PUNCT
cana-2161	23	22	among	among	ADP
cana-2161	23	23	others	other	NOUN
cana-2161	23	24	.	.	PUNCT
cana-2161	24	1	machine	machine	NOUN
cana-2161	24	2	learning	learning	NOUN
cana-2161	24	3	models	model	NOUN
cana-2161	24	4	like	like	ADP
cana-2161	24	5	regression	regression	NOUN
cana-2161	24	6	,	,	PUNCT
cana-2161	24	7	decision	decision	NOUN
cana-2161	24	8	trees	tree	NOUN
cana-2161	24	9	,	,	PUNCT
cana-2161	24	10	random	random	ADJ
cana-2161	24	11	forests	forest	NOUN
cana-2161	24	12	,	,	PUNCT
cana-2161	24	13	and	and	CCONJ
cana-2161	24	14	neural	neural	ADJ
cana-2161	24	15	networks	network	NOUN
cana-2161	24	16	undergo	undergo	VERB
cana-2161	24	17	training	training	NOUN
cana-2161	24	18	with	with	ADP
cana-2161	24	19	historical	historical	ADJ
cana-2161	24	20	weather	weather	NOUN
cana-2161	24	21	data	datum	NOUN
cana-2161	24	22	.	.	PUNCT
cana-2161	25	1	through	through	ADP
cana-2161	25	2	this	this	DET
cana-2161	25	3	process	process	NOUN
cana-2161	25	4	,	,	PUNCT
cana-2161	25	5	models	model	NOUN
cana-2161	25	6	grasp	grasp	VERB
cana-2161	25	7	the	the	DET
cana-2161	25	8	relationships	relationship	NOUN
cana-2161	25	9	between	between	ADP
cana-2161	25	10	input	input	NOUN
cana-2161	25	11	features	feature	NOUN
cana-2161	25	12	and	and	CCONJ
cana-2161	25	13	ensuing	ensue	VERB
cana-2161	25	14	weather	weather	NOUN
cana-2161	25	15	outcomes	outcome	NOUN
cana-2161	25	16	,	,	PUNCT
cana-2161	25	17	2	2	X
cana-2161	25	18	.	.	X
cana-2161	25	19	problem	problem	NOUN
cana-2161	25	20	statement	statement	NOUN
cana-2161	25	21	cloud	cloud	NOUN
cana-2161	25	22	bursts	burst	NOUN
cana-2161	25	23	,	,	PUNCT
cana-2161	25	24	which	which	PRON
cana-2161	25	25	are	be	AUX
cana-2161	25	26	episodes	episode	NOUN
cana-2161	25	27	of	of	ADP
cana-2161	25	28	unexpected	unexpected	ADJ
cana-2161	25	29	,	,	PUNCT
cana-2161	25	30	heavy	heavy	ADJ
cana-2161	25	31	raincause	raincause	ADJ
cana-2161	25	32	grave	grave	ADJ
cana-2161	25	33	issues	issue	NOUN
cana-2161	25	34	for	for	ADP
cana-2161	25	35	the	the	DET
cana-2161	25	36	general	general	ADJ
cana-2161	25	37	public	public	ADJ
cana-2161	25	38	safety	safety	NOUN
cana-2161	25	39	,	,	PUNCT
cana-2161	25	40	infrastructure	infrastructure	NOUN
cana-2161	25	41	resilience	resilience	NOUN
cana-2161	25	42	,	,	PUNCT
cana-2161	25	43	and	and	CCONJ
cana-2161	25	44	disaster	disaster	NOUN
cana-2161	25	45	preparedness	preparedness	NOUN
cana-2161	25	46	.	.	PUNCT
cana-2161	26	1	because	because	SCONJ
cana-2161	26	2	of	of	ADP
cana-2161	26	3	the	the	DET
cana-2161	26	4	dynamic	dynamic	ADJ
cana-2161	26	5	nature	nature	NOUN
cana-2161	26	6	of	of	ADP
cana-2161	26	7	atmospheric	atmospheric	ADJ
cana-2161	26	8	processes	process	NOUN
cana-2161	26	9	and	and	CCONJ
cana-2161	26	10	our	our	PRON
cana-2161	26	11	incomplete	incomplete	ADJ
cana-2161	26	12	understanding	understanding	NOUN
cana-2161	26	13	of	of	ADP
cana-2161	26	14	the	the	DET
cana-2161	26	15	underlying	underlie	VERB
cana-2161	26	16	causes	cause	NOUN
cana-2161	26	17	causing	cause	VERB
cana-2161	26	18	cloud	cloud	NOUN
cana-2161	26	19	bursts	burst	NOUN
cana-2161	26	20	,	,	PUNCT
cana-2161	26	21	precisely	precisely	ADV
cana-2161	26	22	predicting	predict	VERB
cana-2161	26	23	these	these	DET
cana-2161	26	24	extreme	extreme	ADJ
cana-2161	26	25	weather	weather	NOUN
cana-2161	26	26	phenomena	phenomenon	NOUN
cana-2161	26	27	remains	remain	VERB
cana-2161	26	28	a	a	DET
cana-2161	26	29	difficult	difficult	ADJ
cana-2161	26	30	challenge	challenge	NOUN
cana-2161	26	31	despite	despite	SCONJ
cana-2161	26	32	significant	significant	ADJ
cana-2161	26	33	breakthroughs	breakthrough	NOUN
cana-2161	26	34	in	in	ADP
cana-2161	26	35	meteorological	meteorological	ADJ
cana-2161	26	36	science	science	NOUN
cana-2161	26	37	.	.	PUNCT
cana-2161	27	1	this	this	DET
cana-2161	27	2	research	research	NOUN
cana-2161	27	3	investigates	investigate	VERB
cana-2161	27	4	the	the	DET
cana-2161	27	5	cloud	cloud	ADJ
cana-2161	27	6	burst	burst	NOUN
cana-2161	27	7	prediction	prediction	NOUN
cana-2161	27	8	problem	problem	NOUN
cana-2161	27	9	and	and	CCONJ
cana-2161	27	10	investigates	investigate	VERB
cana-2161	27	11	the	the	DET
cana-2161	27	12	possibilities	possibility	NOUN
cana-2161	27	13	of	of	ADP
cana-2161	27	14	long	long	ADJ
cana-2161	27	15	short	short	ADJ
cana-2161	27	16	-	-	PUNCT
cana-2161	27	17	term	term	NOUN
cana-2161	27	18	memory	memory	NOUN
cana-2161	27	19	(	(	PUNCT
cana-2161	27	20	lstm	lstm	ADJ
cana-2161	27	21	)	)	PUNCT
cana-2161	27	22	neural	neural	ADJ
cana-2161	27	23	networks	network	NOUN
cana-2161	27	24	as	as	ADP
cana-2161	27	25	a	a	DET
cana-2161	27	26	predictive	predictive	ADJ
cana-2161	27	27	modeling	modeling	NOUN
cana-2161	27	28	technique	technique	NOUN
cana-2161	27	29	.	.	PUNCT
cana-2161	28	1	an	an	DET
cana-2161	28	2	overview	overview	NOUN
cana-2161	28	3	of	of	ADP
cana-2161	28	4	cloud	cloud	NOUN
cana-2161	28	5	bursts	burst	NOUN
cana-2161	28	6	and	and	CCONJ
cana-2161	28	7	their	their	PRON
cana-2161	28	8	effects	effect	NOUN
cana-2161	28	9	on	on	ADP
cana-2161	28	10	infrastructure	infrastructure	NOUN
cana-2161	28	11	and	and	CCONJ
cana-2161	28	12	communities	community	NOUN
cana-2161	28	13	is	be	AUX
cana-2161	28	14	given	give	VERB
cana-2161	28	15	at	at	ADP
cana-2161	28	16	the	the	DET
cana-2161	28	17	outset	outset	NOUN
cana-2161	28	18	of	of	ADP
cana-2161	28	19	the	the	DET
cana-2161	28	20	study	study	NOUN
cana-2161	28	21	.	.	PUNCT
cana-2161	29	1	it	it	PRON
cana-2161	29	2	talks	talk	VERB
cana-2161	29	3	about	about	ADP
cana-2161	29	4	how	how	SCONJ
cana-2161	29	5	precise	precise	ADJ
cana-2161	29	6	cloud	cloud	NOUN
cana-2161	29	7	burst	burst	NOUN
cana-2161	29	8	forecasting	forecasting	NOUN
cana-2161	29	9	is	be	AUX
cana-2161	29	10	necessary	necessary	ADJ
cana-2161	29	11	to	to	PART
cana-2161	29	12	allow	allow	VERB
cana-2161	29	13	for	for	ADP
cana-2161	29	14	prompt	prompt	ADJ
cana-2161	29	15	mitigation	mitigation	NOUN
cana-2161	29	16	actions	action	NOUN
cana-2161	29	17	and	and	CCONJ
cana-2161	29	18	lessen	lessen	VERB
cana-2161	29	19	the	the	DET
cana-2161	29	20	negative	negative	ADJ
cana-2161	29	21	consequences	consequence	NOUN
cana-2161	29	22	of	of	ADP
cana-2161	29	23	these	these	DET
cana-2161	29	24	occurrences.next	occurrences.next	NOUN
cana-2161	29	25	,	,	PUNCT
cana-2161	29	26	the	the	DET
cana-2161	29	27	paper	paper	NOUN
cana-2161	29	28	explores	explore	VERB
cana-2161	29	29	the	the	DET
cana-2161	29	30	concept	concept	NOUN
cana-2161	29	31	of	of	ADP
cana-2161	29	32	lstm	lstm	PROPN
cana-2161	29	33	neural	neural	ADJ
cana-2161	29	34	networks	network	NOUN
cana-2161	29	35	and	and	CCONJ
cana-2161	29	36	its	its	PRON
cana-2161	29	37	suitability	suitability	NOUN
cana-2161	29	38	for	for	ADP
cana-2161	29	39	time	time	NOUN
cana-2161	29	40	series	series	PROPN
cana-2161	29	41	forecasting	forecasting	NOUN
cana-2161	29	42	tasks	task	NOUN
cana-2161	29	43	.	.	PUNCT
cana-2161	30	1	lstm	lstm	NOUN
cana-2161	30	2	networks	network	NOUN
cana-2161	30	3	are	be	AUX
cana-2161	30	4	well	well	ADV
cana-2161	30	5	-	-	PUNCT
cana-2161	30	6	suited	suited	ADJ
cana-2161	30	7	for	for	ADP
cana-2161	30	8	capturing	capture	VERB
cana-2161	30	9	long	long	ADJ
cana-2161	30	10	-	-	PUNCT
cana-2161	30	11	term	term	NOUN
cana-2161	30	12	dependencies	dependency	NOUN
cana-2161	30	13	in	in	ADP
cana-2161	30	14	sequential	sequential	ADJ
cana-2161	30	15	information	information	NOUN
cana-2161	30	16	,	,	PUNCT
cana-2161	30	17	therefore	therefore	ADV
cana-2161	30	18	they	they	PRON
cana-2161	30	19	're	be	AUX
cana-2161	30	20	perfect	perfect	ADJ
cana-2161	30	21	for	for	ADP
cana-2161	30	22	modeling	model	VERB
cana-2161	30	23	intricate	intricate	ADJ
cana-2161	30	24	connections	connection	NOUN
cana-2161	30	25	in	in	ADP
cana-2161	30	26	meteorological	meteorological	ADJ
cana-2161	30	27	data	datum	NOUN
cana-2161	30	28	.	.	PUNCT
cana-2161	31	1	the	the	DET
cana-2161	31	2	paper	paper	NOUN
cana-2161	31	3	discusses	discuss	VERB
cana-2161	31	4	the	the	DET
cana-2161	31	5	architecture	architecture	NOUN
cana-2161	31	6	and	and	CCONJ
cana-2161	31	7	functioning	functioning	NOUN
cana-2161	31	8	of	of	ADP
cana-2161	31	9	lstm	lstm	NOUN
cana-2161	31	10	networks	network	NOUN
cana-2161	31	11	,	,	PUNCT
cana-2161	31	12	emphasizing	emphasize	VERB
cana-2161	31	13	their	their	PRON
cana-2161	31	14	ability	ability	NOUN
cana-2161	31	15	to	to	PART
cana-2161	31	16	learn	learn	VERB
cana-2161	31	17	patterns	pattern	NOUN
cana-2161	31	18	and	and	CCONJ
cana-2161	31	19	trends	trend	NOUN
cana-2161	31	20	from	from	ADP
cana-2161	31	21	historical	historical	ADJ
cana-2161	31	22	weather	weather	NOUN
cana-2161	31	23	data	datum	NOUN
cana-2161	31	24	.	.	PUNCT
cana-2161	32	1	3	3	X
cana-2161	32	2	.	.	X
cana-2161	32	3	literature	literature	NOUN
cana-2161	32	4	survey	survey	PROPN
cana-2161	32	5	yun	yun	PROPN
cana-2161	32	6	lin	lin	PROPN
cana-2161	32	7	(	(	PUNCT
cana-2161	32	8	member	member	NOUN
cana-2161	32	9	,	,	PUNCT
cana-2161	32	10	ieee	ieee	PROPN
cana-2161	32	11	)	)	PUNCT
cana-2161	32	12	,	,	PUNCT
cana-2161	32	13	keping	kepe	VERB
cana-2161	32	14	zhou	zhou	PROPN
cana-2161	32	15	,	,	PUNCT
cana-2161	32	16	and	and	CCONJ
cana-2161	32	17	jielinli	jielinli	NOUN
cana-2161	32	18	[	[	X
cana-2161	32	19	1	1	NUM
cana-2161	32	20	]	]	PUNCT
cana-2161	32	21	.	.	PUNCT
cana-2161	33	1	the	the	DET
cana-2161	33	2	classification	classification	NOUN
cana-2161	33	3	outcomes	outcome	NOUN
cana-2161	33	4	of	of	ADP
cana-2161	33	5	the	the	DET
cana-2161	33	6	rs	r	NOUN
cana-2161	33	7	-	-	PUNCT
cana-2161	33	8	cm	cm	NOUN
cana-2161	33	9	are	be	AUX
cana-2161	33	10	june	june	PROPN
cana-2161	33	11	26	26	NUM
cana-2161	33	12	,	,	PUNCT
cana-2161	33	13	2018	2018	NUM
cana-2161	33	14	.	.	PUNCT
cana-2161	34	1	in	in	ADP
cana-2161	34	2	contrast	contrast	NOUN
cana-2161	34	3	to	to	ADP
cana-2161	34	4	those	those	PRON
cana-2161	34	5	of	of	ADP
cana-2161	34	6	the	the	DET
cana-2161	34	7	bayes	bayes	PROPN
cana-2161	34	8	,	,	PUNCT
cana-2161	34	9	knn	knn	PROPN
cana-2161	34	10	,	,	PUNCT
cana-2161	34	11	and	and	CCONJ
cana-2161	34	12	rf	rf	NOUN
cana-2161	34	13	methods	method	NOUN
cana-2161	34	14	.	.	PUNCT
cana-2161	35	1	m	m	PROPN
cana-2161	35	2	w	w	PROPN
cana-2161	35	3	moncrieft	moncrieft	PROPN
cana-2161	35	4	,	,	PUNCT
cana-2161	35	5	someshwar	someshwar	NOUN
cana-2161	35	6	das	das	PROPN
cana-2161	35	7	,	,	PUNCT
cana-2161	35	8	and	and	CCONJ
cana-2161	35	9	raghavendra	raghavendra	PROPN
cana-2161	35	10	ashrit	ashrit	NOUN
cana-2161	36	1	[	[	X
cana-2161	36	2	2	2	NUM
cana-2161	36	3	]	]	PUNCT
cana-2161	36	4	.	.	PUNCT
cana-2161	37	1	to	to	PART
cana-2161	37	2	lessen	lessen	VERB
cana-2161	37	3	the	the	DET
cana-2161	37	4	effects	effect	NOUN
cana-2161	37	5	of	of	ADP
cana-2161	37	6	the	the	DET
cana-2161	37	7	following	follow	VERB
cana-2161	37	8	flash	flash	NOUN
cana-2161	37	9	floods	flood	NOUN
cana-2161	37	10	on	on	ADP
cana-2161	37	11	society	society	NOUN
cana-2161	37	12	,	,	PUNCT
cana-2161	37	13	early	early	ADJ
cana-2161	37	14	forecasting	forecasting	NOUN
cana-2161	37	15	and	and	CCONJ
cana-2161	37	16	warning	warning	NOUN
cana-2161	37	17	of	of	ADP
cana-2161	37	18	such	such	ADJ
cana-2161	37	19	extreme	extreme	ADJ
cana-2161	37	20	local	local	ADJ
cana-2161	37	21	weather	weather	NOUN
cana-2161	37	22	systems	system	NOUN
cana-2161	37	23	are	be	AUX
cana-2161	37	24	essential	essential	ADJ
cana-2161	37	25	(	(	PUNCT
cana-2161	37	26	2006	2006	NUM
cana-2161	37	27	)	)	PUNCT
cana-2161	37	28	on	on	ADP
cana-2161	37	29	january	january	PROPN
cana-2161	37	30	28	28	NUM
cana-2161	37	31	,	,	PUNCT
cana-2161	37	32	2017	2017	NUM
cana-2161	37	33	,	,	PUNCT
cana-2161	37	34	yukio	yukio	PROPN
cana-2161	37	35	ogawa	ogawa	PROPN
cana-2161	38	1	[	[	X
cana-2161	38	2	3	3	NUM
cana-2161	38	3	]	]	PUNCT
cana-2161	38	4	,	,	PUNCT
cana-2161	38	5	go	go	VERB
cana-2161	38	6	hasegawa	hasegawa	PROPN
cana-2161	38	7	,	,	PUNCT
cana-2161	38	8	and	and	CCONJ
cana-2161	38	9	masayuki	masayuki	PROPN
cana-2161	38	10	murata	murata	PROPN
cana-2161	38	11	presented	present	VERB
cana-2161	38	12	a	a	DET
cana-2161	38	13	novel	novel	ADJ
cana-2161	38	14	idea	idea	NOUN
cana-2161	38	15	to	to	PART
cana-2161	38	16	improve	improve	VERB
cana-2161	38	17	cost	cost	NOUN
cana-2161	38	18	effectiveness	effectiveness	NOUN
cana-2161	38	19	using	use	VERB
cana-2161	38	20	cloud	cloud	NOUN
cana-2161	38	21	bursting	bursting	NOUN
cana-2161	38	22	.	.	PUNCT
cana-2161	39	1	when	when	SCONJ
cana-2161	39	2	demand	demand	NOUN
cana-2161	39	3	outpaces	outpace	VERB
cana-2161	39	4	available	available	ADJ
cana-2161	39	5	resources	resource	NOUN
cana-2161	39	6	,	,	PUNCT
cana-2161	39	7	this	this	DET
cana-2161	39	8	communications	communication	NOUN
cana-2161	39	9	on	on	ADP
cana-2161	39	10	applied	apply	VERB
cana-2161	39	11	nonlinear	nonlinear	ADJ
cana-2161	39	12	analysis	analysis	NOUN
cana-2161	39	13	issn	issn	NOUN
cana-2161	39	14	:	:	PUNCT
cana-2161	39	15	1074	1074	NUM
cana-2161	39	16	-	-	PUNCT
cana-2161	39	17	133x	133x	NUM
cana-2161	39	18	vol	vol	NOUN
cana-2161	39	19	32	32	NUM
cana-2161	39	20	no	no	NOUN
cana-2161	39	21	.	.	PUNCT
cana-2161	40	1	1s	1s	NUM
cana-2161	40	2	(	(	PUNCT
cana-2161	40	3	2025	2025	NUM
cana-2161	40	4	)	)	PUNCT
cana-2161	40	5	223	223	NUM
cana-2161	40	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	40	7	method	method	NOUN
cana-2161	40	8	smoothly	smoothly	ADV
cana-2161	40	9	transfers	transfer	VERB
cana-2161	40	10	a	a	DET
cana-2161	40	11	private	private	ADJ
cana-2161	40	12	cloud	cloud	NOUN
cana-2161	40	13	's	's	PART
cana-2161	40	14	capacity	capacity	NOUN
cana-2161	40	15	to	to	ADP
cana-2161	40	16	a	a	DET
cana-2161	40	17	public	public	ADJ
cana-2161	40	18	cloud	cloud	NOUN
cana-2161	40	19	,	,	PUNCT
cana-2161	40	20	optimizing	optimize	VERB
cana-2161	40	21	resource	resource	NOUN
cana-2161	40	22	use	use	NOUN
cana-2161	40	23	.	.	PUNCT
cana-2161	41	1	by	by	ADP
cana-2161	41	2	letting	let	VERB
cana-2161	41	3	businesses	business	NOUN
cana-2161	41	4	scale	scale	VERB
cana-2161	41	5	their	their	PRON
cana-2161	41	6	infrastructure	infrastructure	NOUN
cana-2161	41	7	in	in	ADP
cana-2161	41	8	response	response	NOUN
cana-2161	41	9	to	to	ADP
cana-2161	41	10	changing	change	VERB
cana-2161	41	11	workloads	workload	NOUN
cana-2161	41	12	,	,	PUNCT
cana-2161	41	13	cloud	cloud	NOUN
cana-2161	41	14	bursting	bursting	NOUN
cana-2161	41	15	provides	provide	VERB
cana-2161	41	16	a	a	DET
cana-2161	41	17	flexible	flexible	ADJ
cana-2161	41	18	option	option	NOUN
cana-2161	41	19	that	that	PRON
cana-2161	41	20	lowers	lower	VERB
cana-2161	41	21	operating	operating	NOUN
cana-2161	41	22	costs	cost	NOUN
cana-2161	41	23	while	while	SCONJ
cana-2161	41	24	maintaining	maintain	VERB
cana-2161	41	25	service	service	NOUN
cana-2161	41	26	continuity	continuity	NOUN
cana-2161	41	27	.	.	PUNCT
cana-2161	42	1	through	through	ADP
cana-2161	42	2	the	the	DET
cana-2161	42	3	utilization	utilization	NOUN
cana-2161	42	4	of	of	ADP
cana-2161	42	5	cloud	cloud	ADJ
cana-2161	42	6	resources	resource	NOUN
cana-2161	42	7	'	'	PART
cana-2161	42	8	scalability	scalability	NOUN
cana-2161	42	9	and	and	CCONJ
cana-2161	42	10	flexibility	flexibility	NOUN
cana-2161	42	11	,	,	PUNCT
cana-2161	42	12	ogawa	ogawa	PROPN
cana-2161	42	13	,	,	PUNCT
cana-2161	42	14	hasegawa	hasegawa	PROPN
cana-2161	42	15	,	,	PUNCT
cana-2161	42	16	and	and	CCONJ
cana-2161	42	17	murata	murata	PROPN
cana-2161	42	18	's	's	PART
cana-2161	42	19	concept	concept	NOUN
cana-2161	42	20	transforms	transform	VERB
cana-2161	42	21	cost	cost	NOUN
cana-2161	42	22	management	management	NOUN
cana-2161	42	23	tactics	tactic	NOUN
cana-2161	42	24	and	and	CCONJ
cana-2161	42	25	enables	enable	VERB
cana-2161	42	26	companies	company	NOUN
cana-2161	42	27	to	to	PART
cana-2161	42	28	effectively	effectively	ADV
cana-2161	42	29	respond	respond	VERB
cana-2161	42	30	to	to	ADP
cana-2161	42	31	changing	change	VERB
cana-2161	42	32	market	market	NOUN
cana-2161	42	33	needs	need	NOUN
cana-2161	42	34	.	.	PUNCT
cana-2161	43	1	machine	machine	NOUN
cana-2161	43	2	learning	learn	VERB
cana-2161	43	3	algorithms	algorithm	NOUN
cana-2161	43	4	have	have	AUX
cana-2161	43	5	been	be	AUX
cana-2161	43	6	developed	develop	VERB
cana-2161	43	7	by	by	ADP
cana-2161	43	8	applied	apply	VERB
cana-2161	43	9	by	by	ADP
cana-2161	43	10	singh	singh	PROPN
cana-2161	43	11	et	et	PROPN
cana-2161	43	12	al	al	PROPN
cana-2161	44	1	[	[	X
cana-2161	44	2	4	4	NUM
cana-2161	44	3	]	]	PUNCT
cana-2161	44	4	.	.	PUNCT
cana-2161	45	1	to	to	PART
cana-2161	45	2	forecast	forecast	VERB
cana-2161	45	3	the	the	DET
cana-2161	45	4	weather	weather	NOUN
cana-2161	45	5	based	base	VERB
cana-2161	45	6	on	on	ADP
cana-2161	45	7	rhythms	rhythm	NOUN
cana-2161	45	8	.	.	PUNCT
cana-2161	46	1	they	they	PRON
cana-2161	46	2	predicted	predict	VERB
cana-2161	46	3	the	the	DET
cana-2161	46	4	weather	weather	NOUN
cana-2161	46	5	occurrences	occurrence	NOUN
cana-2161	46	6	using	use	VERB
cana-2161	46	7	several	several	ADJ
cana-2161	46	8	machine	machine	NOUN
cana-2161	46	9	learning	learning	NOUN
cana-2161	46	10	methods	method	NOUN
cana-2161	46	11	.	.	PUNCT
cana-2161	47	1	using	use	VERB
cana-2161	47	2	soft	soft	ADJ
cana-2161	47	3	computing	computing	NOUN
cana-2161	47	4	techniques	technique	NOUN
cana-2161	47	5	,	,	PUNCT
cana-2161	47	6	khajuria	khajuria	PROPN
cana-2161	47	7	and	and	CCONJ
cana-2161	47	8	mohod	mohod	NOUN
cana-2161	47	9	have	have	AUX
cana-2161	47	10	deployed	deploy	VERB
cana-2161	47	11	the	the	DET
cana-2161	47	12	future	future	ADJ
cana-2161	47	13	weather	weather	NOUN
cana-2161	47	14	forecasting	forecasting	NOUN
cana-2161	47	15	.	.	PUNCT
cana-2161	48	1	the	the	DET
cana-2161	48	2	use	use	NOUN
cana-2161	48	3	of	of	ADP
cana-2161	48	4	soft	soft	ADJ
cana-2161	48	5	computing	computing	NOUN
cana-2161	48	6	techniques	technique	NOUN
cana-2161	48	7	has	have	AUX
cana-2161	48	8	been	be	AUX
cana-2161	48	9	used	use	VERB
cana-2161	48	10	by	by	ADP
cana-2161	48	11	bhardwaj	bhardwaj	PROPN
cana-2161	48	12	and	and	CCONJ
cana-2161	48	13	duhoon	duhoon	PROPN
cana-2161	48	14	for	for	ADP
cana-2161	48	15	weather	weather	NOUN
cana-2161	48	16	forecasting	forecasting	NOUN
cana-2161	48	17	.	.	PUNCT
cana-2161	49	1	deep	deep	ADJ
cana-2161	49	2	subsurface	subsurface	NOUN
cana-2161	49	3	rock	rock	NOUN
cana-2161	49	4	mass	mass	NOUN
cana-2161	49	5	engineering	engineering	NOUN
cana-2161	49	6	excavation	excavation	NOUN
cana-2161	49	7	frequently	frequently	ADV
cana-2161	49	8	involves	involve	VERB
cana-2161	49	9	the	the	DET
cana-2161	49	10	risk	risk	NOUN
cana-2161	49	11	of	of	ADP
cana-2161	49	12	rock	rock	NOUN
cana-2161	49	13	explosions	explosion	NOUN
cana-2161	49	14	.	.	PUNCT
cana-2161	50	1	rock	rock	NOUN
cana-2161	50	2	bursts	burst	NOUN
cana-2161	50	3	are	be	AUX
cana-2161	50	4	classified	classify	VERB
cana-2161	50	5	and	and	CCONJ
cana-2161	50	6	evaluated	evaluate	VERB
cana-2161	50	7	in	in	ADP
cana-2161	50	8	this	this	DET
cana-2161	50	9	study	study	NOUN
cana-2161	50	10	using	use	VERB
cana-2161	50	11	a	a	DET
cana-2161	50	12	cloud	cloud	ADJ
cana-2161	50	13	model	model	NOUN
cana-2161	50	14	.	.	PUNCT
cana-2161	51	1	an	an	DET
cana-2161	51	2	index	index	NOUN
cana-2161	51	3	system	system	NOUN
cana-2161	51	4	for	for	ADP
cana-2161	51	5	evaluation	evaluation	NOUN
cana-2161	51	6	is	be	AUX
cana-2161	51	7	established	establish	VERB
cana-2161	51	8	by	by	ADP
cana-2161	51	9	considering	consider	VERB
cana-2161	51	10	factors	factor	NOUN
cana-2161	51	11	such	such	ADJ
cana-2161	51	12	as	as	ADP
cana-2161	51	13	elastic	elastic	ADJ
cana-2161	51	14	energy	energy	NOUN
cana-2161	51	15	index	index	NOUN
cana-2161	51	16	,	,	PUNCT
cana-2161	51	17	stress	stress	NOUN
cana-2161	51	18	coefficient	coefficient	NOUN
cana-2161	51	19	,	,	PUNCT
cana-2161	51	20	rock	rock	NOUN
cana-2161	51	21	brittleness	brittleness	NOUN
cana-2161	51	22	coefficient	coefficient	NOUN
cana-2161	51	23	,	,	PUNCT
cana-2161	51	24	tangential	tangential	ADJ
cana-2161	51	25	stress	stress	NOUN
cana-2161	51	26	,	,	PUNCT
cana-2161	51	27	uniaxial	uniaxial	ADJ
cana-2161	51	28	compressive	compressive	NOUN
cana-2161	51	29	strength	strength	NOUN
cana-2161	51	30	,	,	PUNCT
cana-2161	51	31	and	and	CCONJ
cana-2161	51	32	tensile	tensile	NOUN
cana-2161	51	33	strength	strength	NOUN
cana-2161	51	34	.	.	PUNCT
cana-2161	52	1	an	an	DET
cana-2161	52	2	rscloud	rscloud	NOUN
cana-2161	52	3	model	model	NOUN
cana-2161	52	4	is	be	AUX
cana-2161	52	5	established	establish	VERB
cana-2161	52	6	and	and	CCONJ
cana-2161	52	7	normalization	normalization	NOUN
cana-2161	52	8	is	be	AUX
cana-2161	52	9	used	use	VERB
cana-2161	52	10	to	to	PART
cana-2161	52	11	achieve	achieve	VERB
cana-2161	52	12	classification	classification	NOUN
cana-2161	52	13	.	.	PUNCT
cana-2161	53	1	the	the	DET
cana-2161	53	2	weights	weight	NOUN
cana-2161	53	3	of	of	ADP
cana-2161	53	4	these	these	DET
cana-2161	53	5	indicators	indicator	NOUN
cana-2161	53	6	are	be	AUX
cana-2161	53	7	established	establish	VERB
cana-2161	53	8	using	use	VERB
cana-2161	53	9	the	the	DET
cana-2161	53	10	rough	rough	ADJ
cana-2161	53	11	set	set	NOUN
cana-2161	53	12	approach	approach	NOUN
cana-2161	53	13	,	,	PUNCT
cana-2161	53	14	which	which	PRON
cana-2161	53	15	is	be	AUX
cana-2161	53	16	based	base	VERB
cana-2161	53	17	on	on	ADP
cana-2161	53	18	246	246	NUM
cana-2161	53	19	rock	rock	NOUN
cana-2161	53	20	burst	burst	NOUN
cana-2161	53	21	samples	sample	NOUN
cana-2161	53	22	.	.	PUNCT
cana-2161	54	1	rock	rock	NOUN
cana-2161	54	2	burst	burst	NOUN
cana-2161	54	3	classification	classification	NOUN
cana-2161	54	4	and	and	CCONJ
cana-2161	54	5	prediction	prediction	NOUN
cana-2161	54	6	can	can	AUX
cana-2161	54	7	benefit	benefit	VERB
cana-2161	54	8	from	from	ADP
cana-2161	54	9	the	the	DET
cana-2161	54	10	simplicity	simplicity	NOUN
cana-2161	54	11	and	and	CCONJ
cana-2161	54	12	great	great	ADJ
cana-2161	54	13	discriminatory	discriminatory	ADJ
cana-2161	54	14	ability	ability	NOUN
cana-2161	54	15	of	of	ADP
cana-2161	54	16	the	the	DET
cana-2161	54	17	rs	rs	ADJ
cana-2161	54	18	-	-	PUNCT
cana-2161	54	19	cloud	cloud	ADJ
cana-2161	54	20	model	model	NOUN
cana-2161	54	21	,	,	PUNCT
cana-2161	54	22	which	which	PRON
cana-2161	54	23	outperforms	outperform	VERB
cana-2161	54	24	bayes	baye	NOUN
cana-2161	54	25	,	,	PUNCT
cana-2161	54	26	knn	knn	PROPN
cana-2161	54	27	,	,	PUNCT
cana-2161	54	28	and	and	CCONJ
cana-2161	54	29	rf	rf	NOUN
cana-2161	54	30	approaches	approach	NOUN
cana-2161	54	31	in	in	ADP
cana-2161	54	32	terms	term	NOUN
cana-2161	54	33	of	of	ADP
cana-2161	54	34	accuracy	accuracy	NOUN
cana-2161	54	35	,	,	PUNCT
cana-2161	54	36	kappa	kappa	ADJ
cana-2161	54	37	,	,	PUNCT
cana-2161	54	38	and	and	CCONJ
cana-2161	54	39	within	within	ADP
cana-2161	54	40	-	-	PUNCT
cana-2161	54	41	class	class	NOUN
cana-2161	54	42	classification	classification	NOUN
cana-2161	54	43	metrics	metric	NOUN
cana-2161	54	44	[	[	X
cana-2161	54	45	11	11	NUM
cana-2161	54	46	]	]	PUNCT
cana-2161	54	47	.	.	PUNCT
cana-2161	55	1	drawback	drawback	NOUN
cana-2161	55	2	:	:	PUNCT
cana-2161	55	3	reliance	reliance	NOUN
cana-2161	55	4	on	on	ADP
cana-2161	55	5	a	a	DET
cana-2161	55	6	comparatively	comparatively	ADV
cana-2161	55	7	tiny	tiny	ADJ
cana-2161	55	8	sample	sample	NOUN
cana-2161	55	9	size	size	NOUN
cana-2161	55	10	could	could	AUX
cana-2161	55	11	limit	limit	VERB
cana-2161	55	12	generalizability	generalizability	NOUN
cana-2161	55	13	.	.	PUNCT
cana-2161	56	1	this	this	DET
cana-2161	56	2	paper	paper	NOUN
cana-2161	56	3	[	[	X
cana-2161	56	4	5	5	NUM
cana-2161	56	5	]	]	PUNCT
cana-2161	56	6	presents	present	VERB
cana-2161	56	7	a	a	DET
cana-2161	56	8	cloud	cloud	ADJ
cana-2161	56	9	bursting	bursting	NOUN
cana-2161	56	10	technique	technique	NOUN
cana-2161	56	11	that	that	PRON
cana-2161	56	12	makes	make	VERB
cana-2161	56	13	use	use	NOUN
cana-2161	56	14	of	of	ADP
cana-2161	56	15	public	public	ADJ
cana-2161	56	16	data	datum	NOUN
cana-2161	56	17	center	center	NOUN
cana-2161	56	18	resources	resource	NOUN
cana-2161	56	19	during	during	ADP
cana-2161	56	20	capacity	capacity	NOUN
cana-2161	56	21	spikes	spike	NOUN
cana-2161	56	22	to	to	PART
cana-2161	56	23	increase	increase	VERB
cana-2161	56	24	the	the	DET
cana-2161	56	25	capacity	capacity	NOUN
cana-2161	56	26	of	of	ADP
cana-2161	56	27	a	a	DET
cana-2161	56	28	cloud	cloud	NOUN
cana-2161	56	29	-	-	PUNCT
cana-2161	56	30	based	base	VERB
cana-2161	56	31	service	service	NOUN
cana-2161	56	32	housed	house	VERB
cana-2161	56	33	in	in	ADP
cana-2161	56	34	a	a	DET
cana-2161	56	35	private	private	ADJ
cana-2161	56	36	data	datum	NOUN
cana-2161	56	37	center	center	NOUN
cana-2161	56	38	.	.	PUNCT
cana-2161	57	1	the	the	DET
cana-2161	57	2	best	good	ADJ
cana-2161	57	3	way	way	NOUN
cana-2161	57	4	to	to	PART
cana-2161	57	5	allocate	allocate	VERB
cana-2161	57	6	resources	resource	NOUN
cana-2161	57	7	across	across	ADP
cana-2161	57	8	private	private	ADJ
cana-2161	57	9	and	and	CCONJ
cana-2161	57	10	public	public	ADJ
cana-2161	57	11	data	datum	NOUN
cana-2161	57	12	centers	center	NOUN
cana-2161	57	13	is	be	AUX
cana-2161	57	14	to	to	PART
cana-2161	57	15	use	use	VERB
cana-2161	57	16	both	both	PRON
cana-2161	57	17	long	long	ADJ
cana-2161	57	18	and	and	CCONJ
cana-2161	57	19	short	short	ADJ
cana-2161	57	20	-	-	PUNCT
cana-2161	57	21	term	term	NOUN
cana-2161	57	22	projections	projection	NOUN
cana-2161	57	23	of	of	ADP
cana-2161	57	24	system	system	NOUN
cana-2161	57	25	requests	request	NOUN
cana-2161	57	26	.	.	PUNCT
cana-2161	58	1	this	this	PRON
cana-2161	58	2	considers	consider	VERB
cana-2161	58	3	both	both	DET
cana-2161	58	4	total	total	ADJ
cana-2161	58	5	cost	cost	NOUN
cana-2161	58	6	and	and	CCONJ
cana-2161	58	7	response	response	NOUN
cana-2161	58	8	time	time	NOUN
cana-2161	58	9	limits	limit	NOUN
cana-2161	58	10	.	.	PUNCT
cana-2161	59	1	numerical	numerical	ADJ
cana-2161	59	2	simulations	simulation	NOUN
cana-2161	59	3	show	show	VERB
cana-2161	59	4	that	that	SCONJ
cana-2161	59	5	the	the	DET
cana-2161	59	6	method	method	NOUN
cana-2161	59	7	works	work	VERB
cana-2161	59	8	well	well	ADV
cana-2161	59	9	with	with	ADP
cana-2161	59	10	notable	notable	ADJ
cana-2161	59	11	cost	cost	NOUN
cana-2161	59	12	savings	saving	NOUN
cana-2161	59	13	and	and	CCONJ
cana-2161	59	14	acceptable	acceptable	ADJ
cana-2161	59	15	response	response	NOUN
cana-2161	59	16	occasions	occasion	NOUN
cana-2161	59	17	,	,	PUNCT
cana-2161	59	18	even	even	ADV
cana-2161	59	19	in	in	ADP
cana-2161	59	20	cases	case	NOUN
cana-2161	59	21	where	where	SCONJ
cana-2161	59	22	there	there	PRON
cana-2161	59	23	forecast	forecast	VERB
cana-2161	59	24	errors	error	NOUN
cana-2161	59	25	.	.	PUNCT
cana-2161	60	1	drawback	drawback	NOUN
cana-2161	60	2	:	:	PUNCT
cana-2161	60	3	however	however	ADV
cana-2161	60	4	,	,	PUNCT
cana-2161	60	5	reliance	reliance	NOUN
cana-2161	60	6	on	on	ADP
cana-2161	60	7	prediction	prediction	NOUN
cana-2161	60	8	accuracy	accuracy	NOUN
cana-2161	60	9	and	and	CCONJ
cana-2161	60	10	the	the	DET
cana-2161	60	11	requirement	requirement	NOUN
cana-2161	60	12	for	for	ADP
cana-2161	60	13	cooperation	cooperation	NOUN
cana-2161	60	14	between	between	ADP
cana-2161	60	15	private	private	ADJ
cana-2161	60	16	and	and	CCONJ
cana-2161	60	17	public	public	ADJ
cana-2161	60	18	data	datum	NOUN
cana-2161	60	19	centers	center	NOUN
cana-2161	60	20	may	may	AUX
cana-2161	60	21	introduce	introduce	VERB
cana-2161	60	22	operational	operational	ADJ
cana-2161	60	23	complexities	complexity	NOUN
cana-2161	60	24	and	and	CCONJ
cana-2161	60	25	potential	potential	ADJ
cana-2161	60	26	risks	risk	NOUN
cana-2161	60	27	in	in	ADP
cana-2161	60	28	realworld	realworld	PROPN
cana-2161	60	29	implementations	implementation	NOUN
cana-2161	60	30	.	.	PUNCT
cana-2161	60	31	predicting	predict	VERB
cana-2161	60	32	the	the	DET
cana-2161	60	33	likelihood	likelihood	NOUN
cana-2161	60	34	of	of	ADP
cana-2161	60	35	rock	rock	NOUN
cana-2161	60	36	bursts	burst	NOUN
cana-2161	60	37	is	be	AUX
cana-2161	60	38	essential	essential	ADJ
cana-2161	60	39	for	for	ADP
cana-2161	60	40	preventing	prevent	VERB
cana-2161	60	41	disasters	disaster	NOUN
cana-2161	60	42	in	in	ADP
cana-2161	60	43	underground	underground	ADJ
cana-2161	60	44	engineering	engineering	NOUN
cana-2161	60	45	.	.	PUNCT
cana-2161	61	1	current	current	ADJ
cana-2161	61	2	mathematical	mathematical	ADJ
cana-2161	61	3	models	model	NOUN
cana-2161	61	4	often	often	ADV
cana-2161	61	5	lack	lack	VERB
cana-2161	61	6	accuracy	accuracy	NOUN
cana-2161	61	7	due	due	ADP
cana-2161	61	8	to	to	ADP
cana-2161	61	9	shortcomings	shortcoming	NOUN
cana-2161	61	10	in	in	ADP
cana-2161	61	11	determining	determine	VERB
cana-2161	61	12	the	the	DET
cana-2161	61	13	comprehensive	comprehensive	ADJ
cana-2161	61	14	weight	weight	NOUN
cana-2161	61	15	of	of	ADP
cana-2161	61	16	rock	rock	NOUN
cana-2161	61	17	burst	burst	NOUN
cana-2161	61	18	indices	index	NOUN
cana-2161	61	19	.	.	PUNCT
cana-2161	62	1	an	an	DET
cana-2161	62	2	enhanced	enhance	VERB
cana-2161	62	3	cloud	cloud	NOUN
cana-2161	62	4	model	model	NOUN
cana-2161	62	5	is	be	AUX
cana-2161	62	6	proposed	propose	VERB
cana-2161	62	7	to	to	PART
cana-2161	62	8	address	address	VERB
cana-2161	62	9	this	this	DET
cana-2161	62	10	issue	issue	NOUN
cana-2161	62	11	by	by	ADP
cana-2161	62	12	incorporating	incorporate	VERB
cana-2161	62	13	cloud	cloud	ADJ
cana-2161	62	14	atomization	atomization	NOUN
cana-2161	62	15	conditions	condition	NOUN
cana-2161	62	16	,	,	PUNCT
cana-2161	62	17	improving	improve	VERB
cana-2161	62	18	prediction	prediction	NOUN
cana-2161	62	19	accuracy	accuracy	NOUN
cana-2161	62	20	by	by	ADP
cana-2161	62	21	obtaining	obtain	VERB
cana-2161	62	22	a	a	DET
cana-2161	62	23	more	more	ADV
cana-2161	62	24	reasonable	reasonable	ADJ
cana-2161	62	25	comprehensive	comprehensive	ADJ
cana-2161	62	26	weight	weight	NOUN
cana-2161	62	27	.	.	PUNCT
cana-2161	63	1	however	however	ADV
cana-2161	63	2	,	,	PUNCT
cana-2161	63	3	the	the	DET
cana-2161	63	4	proposed	propose	VERB
cana-2161	63	5	model	model	NOUN
cana-2161	63	6	's	's	PART
cana-2161	63	7	effectiveness	effectiveness	NOUN
cana-2161	63	8	may	may	AUX
cana-2161	63	9	be	be	AUX
cana-2161	63	10	limited	limit	VERB
cana-2161	63	11	by	by	ADP
cana-2161	63	12	its	its	PRON
cana-2161	63	13	reliance	reliance	NOUN
cana-2161	63	14	on	on	ADP
cana-2161	63	15	theoretical	theoretical	ADJ
cana-2161	63	16	frameworks	framework	NOUN
cana-2161	63	17	,	,	PUNCT
cana-2161	63	18	potentially	potentially	ADV
cana-2161	63	19	hindering	hinder	VERB
cana-2161	63	20	its	its	PRON
cana-2161	63	21	practical	practical	ADJ
cana-2161	63	22	applicability	applicability	NOUN
cana-2161	63	23	in	in	ADP
cana-2161	63	24	real	real	ADJ
cana-2161	63	25	-	-	PUNCT
cana-2161	63	26	world	world	NOUN
cana-2161	63	27	scenarios	scenario	NOUN
cana-2161	63	28	[	[	X
cana-2161	63	29	6	6	NUM
cana-2161	63	30	]	]	PUNCT
cana-2161	63	31	.	.	PUNCT
cana-2161	64	1	drawback	drawback	NOUN
cana-2161	64	2	:	:	PUNCT
cana-2161	64	3	the	the	DET
cana-2161	64	4	proposed	propose	VERB
cana-2161	64	5	model	model	NOUN
cana-2161	64	6	's	's	PART
cana-2161	64	7	reliance	reliance	NOUN
cana-2161	64	8	on	on	ADP
cana-2161	64	9	theoretical	theoretical	ADJ
cana-2161	64	10	frameworks	framework	NOUN
cana-2161	64	11	may	may	AUX
cana-2161	64	12	limit	limit	VERB
cana-2161	64	13	its	its	PRON
cana-2161	64	14	practical	practical	ADJ
cana-2161	64	15	applicability	applicability	NOUN
cana-2161	64	16	in	in	ADP
cana-2161	64	17	real	real	ADJ
cana-2161	64	18	-	-	PUNCT
cana-2161	64	19	world	world	NOUN
cana-2161	64	20	scenarios	scenario	NOUN
cana-2161	64	21	.	.	PUNCT
cana-2161	65	1	communications	communication	NOUN
cana-2161	65	2	on	on	ADP
cana-2161	65	3	applied	apply	VERB
cana-2161	65	4	nonlinear	nonlinear	ADJ
cana-2161	65	5	analysis	analysis	NOUN
cana-2161	65	6	issn	issn	NOUN
cana-2161	65	7	:	:	PUNCT
cana-2161	65	8	1074	1074	NUM
cana-2161	65	9	-	-	PUNCT
cana-2161	65	10	133x	133x	NUM
cana-2161	65	11	vol	vol	NOUN
cana-2161	65	12	32	32	NUM
cana-2161	65	13	no	no	NOUN
cana-2161	65	14	.	.	PUNCT
cana-2161	66	1	1s	1s	NUM
cana-2161	66	2	(	(	PUNCT
cana-2161	66	3	2025	2025	NUM
cana-2161	66	4	)	)	PUNCT
cana-2161	66	5	224	224	NUM
cana-2161	66	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	67	1	in	in	ADP
cana-2161	67	2	order	order	NOUN
cana-2161	67	3	to	to	PART
cana-2161	67	4	effectively	effectively	ADV
cana-2161	67	5	handle	handle	VERB
cana-2161	67	6	varying	vary	VERB
cana-2161	67	7	workloads	workload	NOUN
cana-2161	67	8	,	,	PUNCT
cana-2161	67	9	a	a	DET
cana-2161	67	10	lot	lot	NOUN
cana-2161	67	11	of	of	ADP
cana-2161	67	12	businesses	business	NOUN
cana-2161	67	13	increasingly	increasingly	ADV
cana-2161	67	14	use	use	VERB
cana-2161	67	15	pay	pay	NOUN
cana-2161	67	16	-	-	PUNCT
cana-2161	67	17	as	as	ADP
cana-2161	67	18	-	-	PUNCT
cana-2161	67	19	you	you	PRON
cana-2161	67	20	-	-	PUNCT
cana-2161	67	21	go	go	VERB
cana-2161	67	22	cloud	cloud	NOUN
cana-2161	67	23	computing	computing	NOUN
cana-2161	67	24	.	.	PUNCT
cana-2161	68	1	hybrid	hybrid	ADJ
cana-2161	68	2	cloud	cloud	NOUN
cana-2161	68	3	models	model	NOUN
cana-2161	68	4	enable	enable	VERB
cana-2161	68	5	companies	company	NOUN
cana-2161	68	6	to	to	PART
cana-2161	68	7	use	use	VERB
cana-2161	68	8	private	private	ADJ
cana-2161	68	9	resources	resource	NOUN
cana-2161	68	10	primarily	primarily	ADV
cana-2161	68	11	and	and	CCONJ
cana-2161	68	12	"	"	PUNCT
cana-2161	68	13	burst	burst	NOUN
cana-2161	68	14	"	"	PUNCT
cana-2161	68	15	into	into	ADP
cana-2161	68	16	the	the	DET
cana-2161	68	17	cloud	cloud	NOUN
cana-2161	68	18	when	when	SCONJ
cana-2161	68	19	needed	need	VERB
cana-2161	68	20	.	.	PUNCT
cana-2161	69	1	however	however	ADV
cana-2161	69	2	,	,	PUNCT
cana-2161	69	3	to	to	PART
cana-2161	69	4	ascertain	ascertain	VERB
cana-2161	69	5	whichapplications	whichapplication	NOUN
cana-2161	69	6	should	should	AUX
cana-2161	69	7	be	be	AUX
cana-2161	69	8	migrated	migrate	VERB
cana-2161	69	9	to	to	ADP
cana-2161	69	10	the	the	DET
cana-2161	69	11	cloud	cloud	NOUN
cana-2161	69	12	during	during	ADP
cana-2161	69	13	bursts	burst	NOUN
cana-2161	69	14	and	and	CCONJ
cana-2161	69	15	when	when	SCONJ
cana-2161	69	16	,	,	PUNCT
cana-2161	69	17	current	current	ADJ
cana-2161	69	18	methods	method	NOUN
cana-2161	69	19	frequently	frequently	ADV
cana-2161	69	20	depend	depend	VERB
cana-2161	69	21	on	on	ADP
cana-2161	69	22	human	human	ADJ
cana-2161	69	23	intervention	intervention	NOUN
cana-2161	70	1	[	[	X
cana-2161	70	2	9	9	NUM
cana-2161	70	3	]	]	PUNCT
cana-2161	70	4	.	.	PUNCT
cana-2161	71	1	we	we	PRON
cana-2161	71	2	are	be	AUX
cana-2161	71	3	pleased	pleased	ADJ
cana-2161	71	4	to	to	PART
cana-2161	71	5	present	present	VERB
cana-2161	71	6	seagull	seagull	NOUN
cana-2161	71	7	,	,	PUNCT
cana-2161	71	8	a	a	DET
cana-2161	71	9	technology	technology	NOUN
cana-2161	71	10	that	that	PRON
cana-2161	71	11	greatly	greatly	ADV
cana-2161	71	12	reduces	reduce	VERB
cana-2161	71	13	burst	burst	ADJ
cana-2161	71	14	time	time	NOUN
cana-2161	71	15	and	and	CCONJ
cana-2161	71	16	overall	overall	ADJ
cana-2161	71	17	expenses	expense	NOUN
cana-2161	71	18	by	by	ADP
cana-2161	71	19	automating	automate	VERB
cana-2161	71	20	cloud	cloud	NOUN
cana-2161	71	21	bursting	bursting	NOUN
cana-2161	71	22	decisions	decision	NOUN
cana-2161	71	23	and	and	CCONJ
cana-2161	71	24	optimizing	optimize	VERB
cana-2161	71	25	application	application	NOUN
cana-2161	71	26	deployment	deployment	NOUN
cana-2161	71	27	into	into	ADP
cana-2161	71	28	the	the	DET
cana-2161	71	29	cloud	cloud	NOUN
cana-2161	71	30	.	.	PUNCT
cana-2161	72	1	however	however	ADV
cana-2161	72	2	,	,	PUNCT
cana-2161	72	3	although	although	SCONJ
cana-2161	72	4	seagull	seagull	NOUN
cana-2161	72	5	presents	present	VERB
cana-2161	72	6	significant	significant	ADJ
cana-2161	72	7	gains	gain	NOUN
cana-2161	72	8	over	over	ADP
cana-2161	72	9	conventional	conventional	ADJ
cana-2161	72	10	approaches	approach	NOUN
cana-2161	72	11	,	,	PUNCT
cana-2161	72	12	its	its	PRON
cana-2161	72	13	dependence	dependence	NOUN
cana-2161	72	14	on	on	ADP
cana-2161	72	15	heuristics	heuristic	NOUN
cana-2161	72	16	might	might	AUX
cana-2161	72	17	lead	lead	VERB
cana-2161	72	18	to	to	ADP
cana-2161	72	19	marginally	marginally	ADV
cana-2161	72	20	increased	increase	VERB
cana-2161	72	21	expenses	expense	NOUN
cana-2161	72	22	in	in	ADP
cana-2161	72	23	contrast	contrast	NOUN
cana-2161	72	24	to	to	ADP
cana-2161	72	25	more	more	ADV
cana-2161	72	26	accurate	accurate	ADJ
cana-2161	72	27	methods	method	NOUN
cana-2161	72	28	such	such	ADJ
cana-2161	72	29	as	as	ADP
cana-2161	72	30	ilp[7	ilp[7	NOUN
cana-2161	72	31	]	]	PUNCT
cana-2161	72	32	.	.	PUNCT
cana-2161	73	1	drawback	drawback	NOUN
cana-2161	73	2	:	:	PUNCT
cana-2161	73	3	although	although	SCONJ
cana-2161	73	4	seagull	seagull	NOUN
cana-2161	73	5	provides	provide	VERB
cana-2161	73	6	significant	significant	ADJ
cana-2161	73	7	efficiency	efficiency	NOUN
cana-2161	73	8	gains	gain	NOUN
cana-2161	73	9	,	,	PUNCT
cana-2161	73	10	its	its	PRON
cana-2161	73	11	reliance	reliance	NOUN
cana-2161	73	12	on	on	ADP
cana-2161	73	13	heuristics	heuristic	NOUN
cana-2161	73	14	may	may	AUX
cana-2161	73	15	lead	lead	VERB
cana-2161	73	16	to	to	ADP
cana-2161	73	17	slightly	slightly	ADV
cana-2161	73	18	higher	high	ADJ
cana-2161	73	19	costs	cost	NOUN
cana-2161	73	20	compared	compare	VERB
cana-2161	73	21	to	to	ADP
cana-2161	73	22	more	more	ADV
cana-2161	73	23	precise	precise	ADJ
cana-2161	73	24	optimization	optimization	NOUN
cana-2161	73	25	techniques	technique	NOUN
cana-2161	73	26	like	like	ADP
cana-2161	73	27	ilp	ilp	NOUN
cana-2161	73	28	.	.	PUNCT
cana-2161	74	1	a	a	DET
cana-2161	74	2	potential	potential	ADJ
cana-2161	74	3	way	way	NOUN
cana-2161	74	4	to	to	AUX
cana-2161	74	5	effectively	effectively	ADV
cana-2161	74	6	and	and	CCONJ
cana-2161	74	7	economically	economically	ADV
cana-2161	74	8	handle	handle	VERB
cana-2161	74	9	growing	grow	VERB
cana-2161	74	10	computational	computational	ADJ
cana-2161	74	11	and	and	CCONJ
cana-2161	74	12	storage	storage	NOUN
cana-2161	74	13	needs	need	NOUN
cana-2161	74	14	is	be	AUX
cana-2161	74	15	through	through	ADP
cana-2161	74	16	cloud	cloud	NOUN
cana-2161	74	17	computing	computing	NOUN
cana-2161	74	18	.	.	PUNCT
cana-2161	75	1	unfortunately	unfortunately	ADV
cana-2161	75	2	,	,	PUNCT
cana-2161	75	3	current	current	ADJ
cana-2161	75	4	optimization	optimization	NOUN
cana-2161	75	5	techniques	technique	NOUN
cana-2161	75	6	frequently	frequently	ADV
cana-2161	75	7	mischaracterize	mischaracterize	VERB
cana-2161	75	8	the	the	DET
cana-2161	75	9	complex	complex	ADJ
cana-2161	75	10	and	and	CCONJ
cana-2161	75	11	intermittent	intermittent	ADJ
cana-2161	75	12	nature	nature	NOUN
cana-2161	75	13	of	of	ADP
cana-2161	75	14	cloud	cloud	NOUN
cana-2161	75	15	workloads	workload	NOUN
cana-2161	75	16	,	,	PUNCT
cana-2161	75	17	resulting	result	VERB
cana-2161	75	18	in	in	ADP
cana-2161	75	19	inefficient	inefficient	ADJ
cana-2161	75	20	use	use	NOUN
cana-2161	75	21	of	of	ADP
cana-2161	75	22	power	power	NOUN
cana-2161	75	23	and	and	CCONJ
cana-2161	75	24	resource	resource	NOUN
cana-2161	75	25	allocation	allocation	NOUN
cana-2161	75	26	.	.	PUNCT
cana-2161	76	1	to	to	PART
cana-2161	76	2	ensure	ensure	VERB
cana-2161	76	3	that	that	SCONJ
cana-2161	76	4	close	close	VERB
cana-2161	76	5	this	this	DET
cana-2161	76	6	gap	gap	NOUN
cana-2161	76	7	,	,	PUNCT
cana-2161	76	8	we	we	PRON
cana-2161	76	9	suggest	suggest	VERB
cana-2161	76	10	a	a	DET
cana-2161	76	11	fractal	fractal	ADJ
cana-2161	76	12	model	model	NOUN
cana-2161	76	13	that	that	PRON
cana-2161	76	14	makes	make	VERB
cana-2161	76	15	use	use	NOUN
cana-2161	76	16	of	of	ADP
cana-2161	76	17	ideas	idea	NOUN
cana-2161	76	18	from	from	ADP
cana-2161	76	19	fractional	fractional	ADJ
cana-2161	76	20	calculus	calculus	NOUN
cana-2161	76	21	.	.	PUNCT
cana-2161	77	1	this	this	DET
cana-2161	77	2	model	model	NOUN
cana-2161	77	3	effectively	effectively	ADV
cana-2161	77	4	represents	represent	VERB
cana-2161	77	5	the	the	DET
cana-2161	77	6	fluid	fluid	ADJ
cana-2161	77	7	character	character	NOUN
cana-2161	77	8	of	of	ADP
cana-2161	77	9	cloud	cloud	NOUN
cana-2161	77	10	workloads	workload	NOUN
cana-2161	77	11	and	and	CCONJ
cana-2161	77	12	makes	make	VERB
cana-2161	77	13	resources	resource	NOUN
cana-2161	77	14	more	more	ADV
cana-2161	77	15	efficient	efficient	ADJ
cana-2161	77	16	provisioning	provisioning	NOUN
cana-2161	77	17	and	and	CCONJ
cana-2161	77	18	energy	energy	NOUN
cana-2161	77	19	conservation	conservation	NOUN
cana-2161	77	20	.	.	PUNCT
cana-2161	78	1	even	even	ADV
cana-2161	78	2	though	though	SCONJ
cana-2161	78	3	our	our	PRON
cana-2161	78	4	fractal	fractal	ADJ
cana-2161	78	5	model	model	NOUN
cana-2161	78	6	outperforms	outperform	VERB
cana-2161	78	7	conventional	conventional	ADJ
cana-2161	78	8	non	non	ADJ
cana-2161	78	9	-	-	ADJ
cana-2161	78	10	fractal	fractal	ADJ
cana-2161	78	11	models	model	NOUN
cana-2161	78	12	in	in	ADP
cana-2161	78	13	predicting	predict	VERB
cana-2161	78	14	bursty	bursty	NOUN
cana-2161	78	15	workload	workload	NOUN
cana-2161	78	16	scenarios	scenario	NOUN
cana-2161	78	17	,	,	PUNCT
cana-2161	78	18	implementation	implementation	NOUN
cana-2161	78	19	and	and	CCONJ
cana-2161	78	20	parameter	parameter	NOUN
cana-2161	78	21	estimation	estimation	NOUN
cana-2161	78	22	may	may	AUX
cana-2161	78	23	call	call	VERB
cana-2161	78	24	for	for	ADP
cana-2161	78	25	additional	additional	ADJ
cana-2161	78	26	computing	computing	NOUN
cana-2161	78	27	power	power	NOUN
cana-2161	78	28	and	and	CCONJ
cana-2161	78	29	knowledge	knowledge	NOUN
cana-2161	78	30	[	[	X
cana-2161	78	31	8	8	NUM
cana-2161	78	32	]	]	PUNCT
cana-2161	78	33	.	.	PUNCT
cana-2161	79	1	drawback	drawback	NOUN
cana-2161	79	2	:	:	PUNCT
cana-2161	79	3	implementing	implement	VERB
cana-2161	79	4	the	the	DET
cana-2161	79	5	fractal	fractal	ADJ
cana-2161	79	6	model	model	NOUN
cana-2161	79	7	could	could	AUX
cana-2161	79	8	necessitate	necessitate	VERB
cana-2161	79	9	more	more	ADJ
cana-2161	79	10	computer	computer	NOUN
cana-2161	79	11	power	power	NOUN
cana-2161	79	12	and	and	CCONJ
cana-2161	79	13	expertise	expertise	NOUN
cana-2161	79	14	,	,	PUNCT
cana-2161	79	15	potentially	potentially	ADV
cana-2161	79	16	increasing	increase	VERB
cana-2161	79	17	the	the	DET
cana-2161	79	18	complexity	complexity	NOUN
cana-2161	79	19	of	of	ADP
cana-2161	79	20	cloud	cloud	NOUN
cana-2161	79	21	optimization	optimization	NOUN
cana-2161	79	22	systems	system	NOUN
cana-2161	79	23	.	.	PUNCT
cana-2161	80	1	the	the	DET
cana-2161	80	2	research	research	NOUN
cana-2161	80	3	suggests	suggest	VERB
cana-2161	80	4	eight	eight	NUM
cana-2161	80	5	different	different	ADJ
cana-2161	80	6	versions	version	NOUN
cana-2161	80	7	of	of	ADP
cana-2161	80	8	the	the	DET
cana-2161	80	9	cloud	cloud	ADJ
cana-2161	80	10	burst	burst	NOUN
cana-2161	80	11	index	index	NOUN
cana-2161	80	12	,	,	PUNCT
cana-2161	80	13	or	or	CCONJ
cana-2161	80	14	i_cb	i_cb	PROPN
cana-2161	81	1	[	[	X
cana-2161	81	2	10	10	NUM
cana-2161	81	3	]	]	PUNCT
cana-2161	81	4	,	,	PUNCT
cana-2161	81	5	which	which	PRON
cana-2161	81	6	is	be	AUX
cana-2161	81	7	predicated	predicate	VERB
cana-2161	81	8	on	on	ADP
cana-2161	81	9	the	the	DET
cana-2161	81	10	weighted	weight	VERB
cana-2161	81	11	combinations	combination	NOUN
cana-2161	81	12	of	of	ADP
cana-2161	81	13	different	different	ADJ
cana-2161	81	14	tropospheric	tropospheric	ADJ
cana-2161	81	15	signs	sign	NOUN
cana-2161	81	16	that	that	PRON
cana-2161	81	17	are	be	AUX
cana-2161	81	18	required	require	VERB
cana-2161	81	19	for	for	ADP
cana-2161	81	20	producing	produce	VERB
cana-2161	81	21	deep	deep	ADJ
cana-2161	81	22	moist	moist	ADJ
cana-2161	81	23	convection	convection	NOUN
cana-2161	81	24	.	.	PUNCT
cana-2161	82	1	these	these	DET
cana-2161	82	2	indicators	indicator	NOUN
cana-2161	82	3	,	,	PUNCT
cana-2161	82	4	which	which	PRON
cana-2161	82	5	have	have	VERB
cana-2161	82	6	i_cb	i_cb	PROPN
cana-2161	82	7	values	value	NOUN
cana-2161	82	8	ranging	range	VERB
cana-2161	82	9	from	from	ADP
cana-2161	82	10	0	0	NUM
cana-2161	82	11	to	to	ADP
cana-2161	82	12	1	1	NUM
cana-2161	82	13	,	,	PUNCT
cana-2161	82	14	include	include	VERB
cana-2161	82	15	vertical	vertical	ADJ
cana-2161	82	16	integrated	integrate	VERB
cana-2161	82	17	water	water	NOUN
cana-2161	82	18	vapor	vapor	NOUN
cana-2161	82	19	and	and	CCONJ
cana-2161	82	20	convective	convective	ADJ
cana-2161	82	21	inhibition	inhibition	NOUN
cana-2161	82	22	.	.	PUNCT
cana-2161	83	1	at	at	ADP
cana-2161	83	2	certain	certain	ADJ
cana-2161	83	3	thresholds	threshold	NOUN
cana-2161	83	4	,	,	PUNCT
cana-2161	83	5	these	these	DET
cana-2161	83	6	indicators	indicator	NOUN
cana-2161	83	7	abruptly	abruptly	ADV
cana-2161	83	8	change	change	VERB
cana-2161	83	9	from	from	ADP
cana-2161	83	10	low	low	ADJ
cana-2161	83	11	to	to	ADP
cana-2161	83	12	high	high	ADJ
cana-2161	83	13	values	value	NOUN
cana-2161	83	14	.	.	PUNCT
cana-2161	84	1	according	accord	VERB
cana-2161	84	2	to	to	ADP
cana-2161	84	3	case	case	NOUN
cana-2161	84	4	studies	study	NOUN
cana-2161	84	5	,	,	PUNCT
cana-2161	84	6	areas	area	NOUN
cana-2161	84	7	with	with	ADP
cana-2161	84	8	high	high	ADJ
cana-2161	84	9	i_cb	i_cb	NOUN
cana-2161	84	10	values	value	NOUN
cana-2161	84	11	(	(	PUNCT
cana-2161	84	12	0.8	0.8	NUM
cana-2161	84	13	to	to	PART
cana-2161	84	14	1	1	NUM
cana-2161	84	15	)	)	PUNCT
cana-2161	84	16	were	be	AUX
cana-2161	84	17	associated	associate	VERB
cana-2161	84	18	with	with	ADP
cana-2161	84	19	cloud	cloud	NOUN
cana-2161	84	20	burst	burst	NOUN
cana-2161	84	21	observations	observation	NOUN
cana-2161	84	22	,	,	PUNCT
cana-2161	84	23	indicating	indicate	VERB
cana-2161	84	24	the	the	DET
cana-2161	84	25	index	index	NOUN
cana-2161	84	26	's	's	PART
cana-2161	84	27	potential	potential	NOUN
cana-2161	84	28	to	to	PART
cana-2161	84	29	identify	identify	VERB
cana-2161	84	30	high	high	ADJ
cana-2161	84	31	-	-	PUNCT
cana-2161	84	32	risk	risk	NOUN
cana-2161	84	33	areas	area	NOUN
cana-2161	84	34	.	.	PUNCT
cana-2161	85	1	the	the	DET
cana-2161	85	2	inherent	inherent	ADJ
cana-2161	85	3	unpredictability	unpredictability	NOUN
cana-2161	85	4	of	of	ADP
cana-2161	85	5	cloud	cloud	NOUN
cana-2161	85	6	bursts	burst	NOUN
cana-2161	85	7	is	be	AUX
cana-2161	85	8	partially	partially	ADV
cana-2161	85	9	responsible	responsible	ADJ
cana-2161	85	10	for	for	ADP
cana-2161	85	11	the	the	DET
cana-2161	85	12	relatively	relatively	ADV
cana-2161	85	13	elevated	elevated	ADJ
cana-2161	85	14	false	false	ADJ
cana-2161	85	15	alarm	alarm	NOUN
cana-2161	85	16	rate	rate	NOUN
cana-2161	85	17	indicated	indicate	VERB
cana-2161	85	18	by	by	ADP
cana-2161	85	19	the	the	DET
cana-2161	85	20	existence	existence	NOUN
cana-2161	85	21	of	of	ADP
cana-2161	85	22	high	high	ADJ
cana-2161	85	23	cb	cb	PROPN
cana-2161	85	24	locations	location	NOUN
cana-2161	85	25	without	without	ADP
cana-2161	85	26	documented	document	VERB
cana-2161	85	27	cloud	cloud	NOUN
cana-2161	85	28	bursts	burst	NOUN
cana-2161	85	29	.	.	PUNCT
cana-2161	86	1	drawback	drawback	NOUN
cana-2161	86	2	:	:	PUNCT
cana-2161	86	3	despite	despite	SCONJ
cana-2161	86	4	its	its	PRON
cana-2161	86	5	ability	ability	NOUN
cana-2161	86	6	to	to	PART
cana-2161	86	7	identify	identify	VERB
cana-2161	86	8	high	high	ADJ
cana-2161	86	9	-	-	PUNCT
cana-2161	86	10	risk	risk	NOUN
cana-2161	86	11	areas	area	NOUN
cana-2161	86	12	,	,	PUNCT
cana-2161	86	13	the	the	DET
cana-2161	86	14	cloud	cloud	ADJ
cana-2161	86	15	burst	burst	NOUN
cana-2161	86	16	index	index	NOUN
cana-2161	86	17	may	may	AUX
cana-2161	86	18	result	result	VERB
cana-2161	86	19	in	in	ADP
cana-2161	86	20	a	a	DET
cana-2161	86	21	quite	quite	ADV
cana-2161	86	22	high	high	ADJ
cana-2161	86	23	probability	probability	NOUN
cana-2161	86	24	false	false	ADJ
cana-2161	86	25	alarms	alarm	NOUN
cana-2161	86	26	as	as	ADP
cana-2161	86	27	a	a	DET
cana-2161	86	28	result	result	NOUN
cana-2161	86	29	of	of	ADP
cana-2161	86	30	the	the	DET
cana-2161	86	31	unpredictable	unpredictable	ADJ
cana-2161	86	32	nature	nature	NOUN
cana-2161	86	33	of	of	ADP
cana-2161	86	34	cloud	cloud	NOUN
cana-2161	86	35	bursts	burst	NOUN
cana-2161	86	36	.	.	PUNCT
cana-2161	87	1	4	4	X
cana-2161	87	2	.	.	NUM
cana-2161	87	3	proposed	propose	VERB
cana-2161	87	4	method	method	PROPN
cana-2161	87	5	cloud	cloud	NOUN
cana-2161	87	6	burst	burst	NOUN
cana-2161	87	7	prediction	prediction	NOUN
cana-2161	87	8	is	be	AUX
cana-2161	87	9	an	an	DET
cana-2161	87	10	effective	effective	ADJ
cana-2161	87	11	technique	technique	NOUN
cana-2161	87	12	that	that	PRON
cana-2161	87	13	analyzes	analyze	VERB
cana-2161	87	14	historical	historical	ADJ
cana-2161	87	15	weather	weather	NOUN
cana-2161	87	16	data	datum	NOUN
cana-2161	87	17	to	to	PART
cana-2161	87	18	forecast	forecast	VERB
cana-2161	87	19	the	the	DET
cana-2161	87	20	occurrence	occurrence	NOUN
cana-2161	87	21	of	of	ADP
cana-2161	87	22	cloud	cloud	NOUN
cana-2161	87	23	bursts	burst	NOUN
cana-2161	87	24	.	.	PUNCT
cana-2161	88	1	this	this	DET
cana-2161	88	2	system	system	NOUN
cana-2161	88	3	makes	make	VERB
cana-2161	88	4	use	use	NOUN
cana-2161	88	5	of	of	ADP
cana-2161	88	6	a	a	DET
cana-2161	88	7	significant	significant	ADJ
cana-2161	88	8	machine	machine	NOUN
cana-2161	88	9	learning	learning	NOUN
cana-2161	88	10	technique	technique	NOUN
cana-2161	88	11	known	know	VERB
cana-2161	88	12	as	as	ADP
cana-2161	88	13	bi	bi	NOUN
cana-2161	88	14	-	-	NOUN
cana-2161	88	15	lstm	lstm	ADJ
cana-2161	88	16	.	.	PUNCT
cana-2161	89	1	it	it	PRON
cana-2161	89	2	is	be	AUX
cana-2161	89	3	a	a	DET
cana-2161	89	4	bi	bi	ADJ
cana-2161	89	5	-	-	ADJ
cana-2161	89	6	directional	directional	ADJ
cana-2161	89	7	long	long	ADJ
cana-2161	89	8	short	short	ADJ
cana-2161	89	9	-	-	PUNCT
cana-2161	89	10	term	term	NOUN
cana-2161	89	11	memory	memory	NOUN
cana-2161	89	12	that	that	SCONJ
cana-2161	89	13	extracts	extract	NOUN
cana-2161	89	14	and	and	CCONJ
cana-2161	89	15	analyzes	analyze	VERB
cana-2161	89	16	critical	critical	ADJ
cana-2161	89	17	data	data	NOUN
cana-2161	89	18	features	feature	NOUN
cana-2161	89	19	required	require	VERB
cana-2161	89	20	for	for	ADP
cana-2161	89	21	the	the	DET
cana-2161	89	22	prediction.the	prediction.the	DET
cana-2161	89	23	proposed	propose	VERB
cana-2161	89	24	system	system	NOUN
cana-2161	89	25	,	,	PUNCT
cana-2161	89	26	the	the	DET
cana-2161	89	27	bidirectional	bidirectional	NOUN
cana-2161	89	28	long	long	ADJ
cana-2161	89	29	shortterm	shortterm	PROPN
cana-2161	89	30	memory	memory	NOUN
cana-2161	89	31	to	to	PART
cana-2161	89	32	develop	develop	VERB
cana-2161	89	33	a	a	DET
cana-2161	89	34	framework	framework	NOUN
cana-2161	89	35	for	for	ADP
cana-2161	89	36	predicting	predict	VERB
cana-2161	89	37	cloudbursts	cloudburst	NOUN
cana-2161	89	38	.	.	PUNCT
cana-2161	90	1	the	the	DET
cana-2161	90	2	weather	weather	NOUN
cana-2161	90	3	conditions	condition	NOUN
cana-2161	90	4	are	be	AUX
cana-2161	90	5	efficiently	efficiently	ADV
cana-2161	90	6	found	find	VERB
cana-2161	90	7	by	by	ADP
cana-2161	90	8	using	use	VERB
cana-2161	90	9	both	both	CCONJ
cana-2161	90	10	forward	forward	ADV
cana-2161	90	11	and	and	CCONJ
cana-2161	90	12	backward	backward	ADJ
cana-2161	90	13	hidden	hidden	ADJ
cana-2161	90	14	sequences	sequence	NOUN
cana-2161	90	15	.	.	PUNCT
cana-2161	91	1	it	it	PRON
cana-2161	91	2	shows	show	VERB
cana-2161	91	3	the	the	DET
cana-2161	91	4	difficulties	difficulty	NOUN
cana-2161	91	5	communications	communication	NOUN
cana-2161	91	6	on	on	ADP
cana-2161	91	7	applied	apply	VERB
cana-2161	91	8	nonlinear	nonlinear	ADJ
cana-2161	91	9	analysis	analysis	NOUN
cana-2161	91	10	issn	issn	NOUN
cana-2161	91	11	:	:	PUNCT
cana-2161	91	12	1074	1074	NUM
cana-2161	91	13	-	-	PUNCT
cana-2161	91	14	133x	133x	NUM
cana-2161	91	15	vol	vol	NOUN
cana-2161	91	16	32	32	NUM
cana-2161	91	17	no	no	NOUN
cana-2161	91	18	.	.	PUNCT
cana-2161	92	1	1s	1s	NUM
cana-2161	92	2	(	(	PUNCT
cana-2161	92	3	2025	2025	NUM
cana-2161	92	4	)	)	PUNCT
cana-2161	92	5	225	225	NUM
cana-2161	92	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2161	92	7	caused	cause	VERB
cana-2161	92	8	by	by	ADP
cana-2161	92	9	climatic	climatic	ADJ
cana-2161	92	10	conditions	condition	NOUN
cana-2161	92	11	and	and	CCONJ
cana-2161	92	12	significantly	significantly	ADV
cana-2161	92	13	measures	measure	VERB
cana-2161	92	14	the	the	DET
cana-2161	92	15	critical	critical	ADJ
cana-2161	92	16	feature	feature	NOUN
cana-2161	92	17	data	datum	NOUN
cana-2161	92	18	collected	collect	VERB
cana-2161	92	19	from	from	ADP
cana-2161	92	20	various	various	ADJ
cana-2161	92	21	gathering	gather	VERB
cana-2161	92	22	historical	historical	ADJ
cana-2161	92	23	weather	weather	NOUN
cana-2161	92	24	data	datum	NOUN
cana-2161	92	25	,	,	PUNCT
cana-2161	92	26	which	which	PRON
cana-2161	92	27	typically	typically	ADV
cana-2161	92	28	includes	include	VERB
cana-2161	92	29	information	information	NOUN
cana-2161	92	30	such	such	ADJ
cana-2161	92	31	as	as	ADP
cana-2161	92	32	temperature	temperature	NOUN
cana-2161	92	33	,	,	PUNCT
cana-2161	92	34	humidity	humidity	NOUN
cana-2161	92	35	,	,	PUNCT
cana-2161	92	36	wind	wind	NOUN
cana-2161	92	37	speed	speed	NOUN
cana-2161	92	38	,	,	PUNCT
cana-2161	92	39	air	air	NOUN
cana-2161	92	40	pressure	pressure	NOUN
cana-2161	92	41	,	,	PUNCT
cana-2161	92	42	and	and	CCONJ
cana-2161	92	43	precipitation	precipitation	NOUN
cana-2161	92	44	records	record	NOUN
cana-2161	92	45	.	.	PUNCT
cana-2161	93	1	3.1	3.1	NUM
cana-2161	93	2	methodology	methodology	NOUN
cana-2161	93	3	in	in	ADP
cana-2161	93	4	order	order	NOUN
cana-2161	93	5	to	to	PART
cana-2161	93	6	predict	predict	VERB
cana-2161	93	7	the	the	DET
cana-2161	93	8	cloudbusters	cloudbuster	NOUN
cana-2161	93	9	,	,	PUNCT
cana-2161	93	10	we	we	PRON
cana-2161	93	11	will	will	AUX
cana-2161	93	12	be	be	AUX
cana-2161	93	13	using	use	VERB
cana-2161	93	14	a	a	DET
cana-2161	93	15	dataset	dataset	NOUN
cana-2161	93	16	called	call	VERB
cana-2161	93	17	ds	ds	NOUN
cana-2161	93	18	as	as	ADP
cana-2161	93	19	input	input	NOUN
cana-2161	93	20	.	.	PUNCT
cana-2161	94	1	firstly	firstly	ADV
cana-2161	94	2	,	,	PUNCT
cana-2161	94	3	we	we	PRON
cana-2161	94	4	need	need	VERB
cana-2161	94	5	to	to	PART
cana-2161	94	6	pre	pre	VERB
cana-2161	94	7	-	-	VERB
cana-2161	94	8	process	process	VERB
cana-2161	94	9	the	the	DET
cana-2161	94	10	data	datum	NOUN
cana-2161	94	11	and	and	CCONJ
cana-2161	94	12	then	then	ADV
cana-2161	94	13	apply	apply	VERB
cana-2161	94	14	min	min	PROPN
cana-2161	94	15	-	-	ADJ
cana-2161	94	16	max	max	ADJ
cana-2161	94	17	feature	feature	NOUN
cana-2161	94	18	scaling	scale	VERB
cana-2161	94	19	normalization	normalization	NOUN
cana-2161	94	20	.	.	PUNCT
cana-2161	95	1	the	the	DET
cana-2161	95	2	dataset	dataset	NOUN
cana-2161	95	3	is	be	AUX
cana-2161	95	4	then	then	ADV
cana-2161	95	5	split	split	VERB
cana-2161	95	6	into	into	ADP
cana-2161	95	7	two	two	NUM
cana-2161	95	8	sets	set	NOUN
cana-2161	95	9	,	,	PUNCT
cana-2161	95	10	ds	ds	ADJ
cana-2161	95	11	train	train	NOUN
cana-2161	95	12	and	and	CCONJ
cana-2161	95	13	ds	ds	ADJ
cana-2161	95	14	test	test	NOUN
cana-2161	95	15	.	.	PUNCT
cana-2161	96	1	after	after	ADP
cana-2161	96	2	this	this	DET
cana-2161	96	3	step	step	NOUN
cana-2161	96	4	,	,	PUNCT
cana-2161	96	5	the	the	DET
cana-2161	96	6	data	data	NOUN
cana-2161	96	7	is	be	AUX
cana-2161	96	8	sent	send	VERB
cana-2161	96	9	to	to	ADP
cana-2161	96	10	the	the	DET
cana-2161	96	11	proposed	propose	VERB
cana-2161	96	12	system	system	NOUN
cana-2161	96	13	architecture	architecture	NOUN
cana-2161	96	14	,	,	PUNCT
cana-2161	96	15	which	which	PRON
cana-2161	96	16	consists	consist	VERB
cana-2161	96	17	of	of	ADP
cana-2161	96	18	the	the	DET
cana-2161	96	19	dense	dense	ADJ
cana-2161	96	20	layer	layer	NOUN
cana-2161	96	21	and	and	CCONJ
cana-2161	96	22	the	the	DET
cana-2161	96	23	embedded	embed	VERB
cana-2161	96	24	layer	layer	NOUN
cana-2161	96	25	.	.	PUNCT
cana-2161	97	1	subsequently	subsequently	ADV
cana-2161	97	2	,	,	PUNCT
cana-2161	97	3	it	it	PRON
cana-2161	97	4	is	be	AUX
cana-2161	97	5	sent	send	VERB
cana-2161	97	6	to	to	ADP
cana-2161	97	7	the	the	DET
cana-2161	97	8	bilstm	bilstm	NOUN
cana-2161	97	9	mechanism	mechanism	NOUN
cana-2161	97	10	for	for	ADP
cana-2161	97	11	further	further	ADJ
cana-2161	97	12	classification	classification	NOUN
cana-2161	97	13	,	,	PUNCT
cana-2161	97	14	and	and	CCONJ
cana-2161	97	15	the	the	DET
cana-2161	97	16	output	output	NOUN
cana-2161	97	17	layer	layer	NOUN
cana-2161	97	18	releases	release	VERB
cana-2161	97	19	the	the	DET
cana-2161	97	20	expected	expect	VERB
cana-2161	97	21	data	datum	NOUN
cana-2161	97	22	.	.	PUNCT
cana-2161	98	1	finally	finally	ADV
cana-2161	98	2	,	,	PUNCT
cana-2161	98	3	the	the	DET
cana-2161	98	4	predicted	predict	VERB
cana-2161	98	5	expected	expect	VERB
cana-2161	98	6	data	datum	NOUN
cana-2161	98	7	is	be	AUX
cana-2161	98	8	displayed	display	VERB
cana-2161	98	9	in	in	ADP
cana-2161	98	10	figure	figure	NOUN
cana-2161	98	11	1	1	NUM
cana-2161	98	12	by	by	ADP
cana-2161	98	13	the	the	DET
cana-2161	98	14	model	model	NOUN
cana-2161	98	15	accuracy	accuracy	NOUN
cana-2161	98	16	indicator	indicator	NOUN
cana-2161	98	17	.	.	PUNCT
cana-2161	99	1	the	the	DET
cana-2161	99	2	framework	framework	NOUN
cana-2161	99	3	for	for	ADP
cana-2161	99	4	a	a	DET
cana-2161	99	5	weather	weather	NOUN
cana-2161	99	6	prediction	prediction	NOUN
cana-2161	99	7	model	model	NOUN
cana-2161	99	8	involves	involve	VERB
cana-2161	99	9	several	several	ADJ
cana-2161	99	10	crucial	crucial	ADJ
cana-2161	99	11	stages	stage	NOUN
cana-2161	99	12	,	,	PUNCT
cana-2161	99	13	as	as	SCONJ
cana-2161	99	14	shown	show	VERB
cana-2161	99	15	in	in	ADP
cana-2161	99	16	figure	figure	NOUN
cana-2161	99	17	1	1	NUM
cana-2161	99	18	.	.	PUNCT
cana-2161	100	1	these	these	DET
cana-2161	100	2	stages	stage	NOUN
cana-2161	100	3	include	include	VERB
cana-2161	100	4	data	datum	NOUN
cana-2161	100	5	acquisition	acquisition	NOUN
cana-2161	100	6	,	,	PUNCT
cana-2161	100	7	data	datum	NOUN
cana-2161	100	8	pre	pre	ADJ
cana-2161	100	9	-	-	ADJ
cana-2161	100	10	processing	processing	ADJ
cana-2161	100	11	,	,	PUNCT
cana-2161	100	12	model	model	NOUN
cana-2161	100	13	selection	selection	NOUN
cana-2161	100	14	and	and	CCONJ
cana-2161	100	15	training	training	NOUN
cana-2161	100	16	,	,	PUNCT
cana-2161	100	17	model	model	NOUN
cana-2161	100	18	evaluation	evaluation	NOUN
cana-2161	100	19	,	,	PUNCT
cana-2161	100	20	and	and	CCONJ
cana-2161	100	21	visualization	visualization	NOUN
cana-2161	100	22	of	of	ADP
cana-2161	100	23	results	result	NOUN
cana-2161	100	24	.	.	PUNCT
cana-2161	101	1	with	with	ADP
cana-2161	101	2	the	the	DET
cana-2161	101	3	advancements	advancement	NOUN
cana-2161	101	4	in	in	ADP
cana-2161	101	5	technology	technology	NOUN
cana-2161	101	6	like	like	ADP
cana-2161	101	7	the	the	DET
cana-2161	101	8	internet	internet	NOUN
cana-2161	101	9	of	of	ADP
cana-2161	101	10	things	thing	NOUN
cana-2161	101	11	,	,	PUNCT
cana-2161	101	12	wireless	wireless	ADJ
cana-2161	101	13	sensor	sensor	NOUN
cana-2161	101	14	networks	network	NOUN
cana-2161	101	15	,	,	PUNCT
cana-2161	101	16	and	and	CCONJ
cana-2161	101	17	cloud	cloud	NOUN
cana-2161	101	18	computing	computing	NOUN
cana-2161	101	19	,	,	PUNCT
cana-2161	101	20	weather	weather	NOUN
cana-2161	101	21	data	datum	NOUN
cana-2161	101	22	is	be	AUX
cana-2161	101	23	now	now	ADV
cana-2161	101	24	available	available	ADJ
cana-2161	101	25	in	in	ADP
cana-2161	101	26	various	various	ADJ
cana-2161	101	27	formats	format	NOUN
cana-2161	101	28	and	and	CCONJ
cana-2161	101	29	large	large	ADJ
cana-2161	101	30	volumes	volume	NOUN
cana-2161	101	31	.	.	PUNCT
cana-2161	102	1	however	however	ADV
cana-2161	102	2	,	,	PUNCT
cana-2161	102	3	this	this	DET
cana-2161	102	4	data	datum	NOUN
cana-2161	102	5	often	often	ADV
cana-2161	102	6	contains	contain	VERB
cana-2161	102	7	both	both	DET
cana-2161	102	8	valuable	valuable	ADJ
cana-2161	102	9	and	and	CCONJ
cana-2161	102	10	extraneous	extraneous	ADJ
cana-2161	102	11	information	information	NOUN
cana-2161	102	12	and	and	CCONJ
cana-2161	102	13	is	be	AUX
cana-2161	102	14	typically	typically	ADV
cana-2161	102	15	unstructured	unstructure	VERB
cana-2161	102	16	.	.	PUNCT
cana-2161	103	1	after	after	ADP
cana-2161	103	2	gathering	gather	VERB
cana-2161	103	3	the	the	DET
cana-2161	103	4	data	datum	NOUN
cana-2161	103	5	,	,	PUNCT
cana-2161	103	6	the	the	DET
cana-2161	103	7	next	next	ADJ
cana-2161	103	8	step	step	NOUN
cana-2161	103	9	involves	involve	VERB
cana-2161	103	10	preprocessing	preprocesse	VERB
cana-2161	103	11	it	it	PRON
cana-2161	103	12	to	to	PART
cana-2161	103	13	eliminate	eliminate	VERB
cana-2161	103	14	irrelevant	irrelevant	ADJ
cana-2161	103	15	and	and	CCONJ
cana-2161	103	16	missing	missing	ADJ
cana-2161	103	17	values	value	NOUN
cana-2161	103	18	,	,	PUNCT
cana-2161	103	19	ensuring	ensure	VERB
cana-2161	103	20	clean	clean	ADJ
cana-2161	103	21	data	datum	NOUN
cana-2161	103	22	.	.	PUNCT
cana-2161	104	1	data	datum	NOUN
cana-2161	104	2	pre	pre	ADJ
cana-2161	104	3	-	-	ADJ
cana-2161	104	4	processing	processing	ADJ
cana-2161	104	5	involves	involve	VERB
cana-2161	104	6	tasks	task	NOUN
cana-2161	104	7	such	such	ADJ
cana-2161	104	8	as	as	ADP
cana-2161	104	9	data	datum	NOUN
cana-2161	104	10	cleaning	cleaning	NOUN
cana-2161	104	11	,	,	PUNCT
cana-2161	104	12	integration	integration	NOUN
cana-2161	104	13	,	,	PUNCT
cana-2161	104	14	reduction	reduction	NOUN
cana-2161	104	15	,	,	PUNCT
cana-2161	104	16	and	and	CCONJ
cana-2161	104	17	transformation	transformation	NOUN
cana-2161	104	18	,	,	PUNCT
cana-2161	104	19	all	all	PRON
cana-2161	104	20	aimed	aim	VERB
cana-2161	104	21	at	at	ADP
cana-2161	104	22	enhancing	enhance	VERB
cana-2161	104	23	the	the	DET
cana-2161	104	24	quality	quality	NOUN
cana-2161	104	25	of	of	ADP
cana-2161	104	26	input	input	NOUN
cana-2161	104	27	data	datum	NOUN
cana-2161	104	28	.	.	PUNCT
cana-2161	105	1	quality	quality	NOUN
cana-2161	105	2	input	input	NOUN
cana-2161	105	3	data	datum	NOUN
cana-2161	105	4	is	be	AUX
cana-2161	105	5	crucial	crucial	ADJ
cana-2161	105	6	for	for	ADP
cana-2161	105	7	producing	produce	VERB
cana-2161	105	8	accurate	accurate	ADJ
cana-2161	105	9	outputs	output	NOUN
cana-2161	105	10	during	during	ADP
cana-2161	105	11	the	the	DET
cana-2161	105	12	training	training	NOUN
cana-2161	105	13	phase	phase	NOUN
cana-2161	105	14	.	.	PUNCT
cana-2161	106	1	data	datum	NOUN
cana-2161	106	2	cleaning	cleaning	NOUN
cana-2161	106	3	involves	involve	VERB
cana-2161	106	4	removing	remove	VERB
cana-2161	106	5	noise	noise	NOUN
cana-2161	106	6	,	,	PUNCT
cana-2161	106	7	handling	handle	VERB
cana-2161	106	8	missing	miss	VERB
cana-2161	106	9	values	value	NOUN
cana-2161	106	10	,	,	PUNCT
cana-2161	106	11	and	and	CCONJ
cana-2161	106	12	rectifying	rectify	VERB
cana-2161	106	13	inconsistencies	inconsistency	NOUN
cana-2161	106	14	commonly	commonly	ADV
cana-2161	106	15	found	find	VERB
cana-2161	106	16	in	in	ADP
cana-2161	106	17	real	real	ADJ
cana-2161	106	18	-	-	PUNCT
cana-2161	106	19	world	world	NOUN
cana-2161	106	20	data.one	data.one	X
cana-2161	106	21	common	common	ADJ
cana-2161	106	22	issue	issue	NOUN
cana-2161	106	23	in	in	ADP
cana-2161	106	24	real	real	ADJ
cana-2161	106	25	-	-	PUNCT
cana-2161	106	26	world	world	NOUN
cana-2161	106	27	data	datum	NOUN
cana-2161	106	28	is	be	AUX
cana-2161	106	29	missing	miss	VERB
cana-2161	106	30	values	value	NOUN
cana-2161	106	31	,	,	PUNCT
cana-2161	106	32	which	which	PRON
cana-2161	106	33	often	often	ADV
cana-2161	106	34	requires	require	VERB
cana-2161	106	35	imputation	imputation	NOUN
cana-2161	106	36	using	use	VERB
cana-2161	106	37	methods	method	NOUN
cana-2161	106	38	like	like	ADP
cana-2161	106	39	mean	mean	NOUN
cana-2161	106	40	value	value	NOUN
cana-2161	106	41	substitution	substitution	NOUN
cana-2161	106	42	.	.	PUNCT
cana-2161	107	1	data	datum	NOUN
cana-2161	107	2	integration	integration	NOUN
cana-2161	107	3	merges	merge	VERB
cana-2161	107	4	data	datum	NOUN
cana-2161	107	5	from	from	ADP
cana-2161	107	6	diverse	diverse	ADJ
cana-2161	107	7	sources	source	NOUN
cana-2161	107	8	into	into	ADP
cana-2161	107	9	a	a	DET
cana-2161	107	10	coherent	coherent	ADJ
cana-2161	107	11	data	datum	NOUN
cana-2161	107	12	repository	repository	NOUN
cana-2161	107	13	,	,	PUNCT
cana-2161	107	14	while	while	SCONJ
cana-2161	107	15	data	datum	NOUN
cana-2161	107	16	reduction	reduction	NOUN
cana-2161	107	17	techniques	technique	NOUN
cana-2161	107	18	minimize	minimize	VERB
cana-2161	107	19	data	datum	NOUN
cana-2161	107	20	size	size	NOUN
cana-2161	107	21	through	through	ADP
cana-2161	107	22	aggregation	aggregation	NOUN
cana-2161	107	23	,	,	PUNCT
cana-2161	107	24	feature	feature	NOUN
cana-2161	107	25	elimination	elimination	NOUN
cana-2161	107	26	,	,	PUNCT
cana-2161	107	27	or	or	CCONJ
cana-2161	107	28	clustering	clustering	NOUN
cana-2161	107	29	.	.	PUNCT
cana-2161	108	1	data	datum	NOUN
cana-2161	108	2	transformation	transformation	NOUN
cana-2161	108	3	involves	involve	VERB
cana-2161	108	4	normalizing	normalize	VERB
cana-2161	108	5	or	or	CCONJ
cana-2161	108	6	standardizing	standardize	VERB
cana-2161	108	7	the	the	DET
cana-2161	108	8	data	datum	NOUN
cana-2161	108	9	for	for	ADP
cana-2161	108	10	processing	processing	NOUN
cana-2161	108	11	,	,	PUNCT
cana-2161	108	12	thereby	thereby	ADV
cana-2161	108	13	improving	improve	VERB
cana-2161	108	14	accuracy	accuracy	NOUN
cana-2161	108	15	,	,	PUNCT
cana-2161	108	16	efficiency	efficiency	NOUN
cana-2161	108	17	,	,	PUNCT
cana-2161	108	18	and	and	CCONJ
cana-2161	108	19	reducing	reduce	VERB
cana-2161	108	20	training	training	NOUN
cana-2161	108	21	time	time	NOUN
cana-2161	108	22	for	for	ADP
cana-2161	108	23	models	model	NOUN
cana-2161	108	24	.	.	PUNCT
cana-2161	109	1	these	these	DET
cana-2161	109	2	pre	pre	ADJ
cana-2161	109	3	-	-	ADJ
cana-2161	109	4	processing	processing	ADJ
cana-2161	109	5	techniques	technique	NOUN
cana-2161	109	6	are	be	AUX
cana-2161	109	7	often	often	ADV
cana-2161	109	8	employed	employ	VERB
cana-2161	109	9	together	together	ADV
cana-2161	109	10	rather	rather	ADV
cana-2161	109	11	than	than	ADP
cana-2161	109	12	individually	individually	ADV
cana-2161	109	13	.	.	PUNCT
cana-2161	110	1	once	once	ADV
cana-2161	110	2	pre	pre	ADJ
cana-2161	110	3	-	-	ADJ
cana-2161	110	4	processing	processing	NOUN
cana-2161	110	5	is	be	AUX
cana-2161	110	6	complete	complete	ADJ
cana-2161	110	7	,	,	PUNCT
cana-2161	110	8	the	the	DET
cana-2161	110	9	appropriate	appropriate	ADJ
cana-2161	110	10	forecasting	forecasting	NOUN
cana-2161	110	11	model	model	NOUN
cana-2161	110	12	is	be	AUX
cana-2161	110	13	selected	select	VERB
cana-2161	110	14	,	,	PUNCT
cana-2161	110	15	trained	train	VERB
cana-2161	110	16	,	,	PUNCT
cana-2161	110	17	and	and	CCONJ
cana-2161	110	18	tested	test	VERB
cana-2161	110	19	using	use	VERB
cana-2161	110	20	the	the	DET
cana-2161	110	21	prepared	prepared	ADJ
cana-2161	110	22	datasets	dataset	NOUN
cana-2161	110	23	.	.	PUNCT
cana-2161	111	1	knowledge	knowledge	NOUN
cana-2161	111	2	of	of	ADP
cana-2161	111	3	various	various	ADJ
cana-2161	111	4	forecasting	forecasting	NOUN
cana-2161	111	5	models	model	NOUN
cana-2161	111	6	assists	assist	VERB
cana-2161	111	7	researchers	researcher	NOUN
cana-2161	111	8	in	in	ADP
cana-2161	111	9	choosing	choose	VERB
cana-2161	111	10	the	the	DET
cana-2161	111	11	most	most	ADV
cana-2161	111	12	suitable	suitable	ADJ
cana-2161	111	13	one	one	NUM
cana-2161	111	14	for	for	ADP
cana-2161	111	15	a	a	DET
cana-2161	111	16	given	give	VERB
cana-2161	111	17	application	application	NOUN
cana-2161	111	18	domain	domain	NOUN
cana-2161	111	19	.	.	PUNCT
cana-2161	112	1	the	the	DET
cana-2161	112	2	selected	select	VERB
cana-2161	112	3	model	model	NOUN
cana-2161	112	4	is	be	AUX
cana-2161	112	5	trained	train	VERB
cana-2161	112	6	using	use	VERB
cana-2161	112	7	the	the	DET
cana-2161	112	8	training	training	NOUN
cana-2161	112	9	datasets	dataset	NOUN
cana-2161	112	10	,	,	PUNCT
cana-2161	112	11	and	and	CCONJ
cana-2161	112	12	its	its	PRON
cana-2161	112	13	performance	performance	NOUN
cana-2161	112	14	is	be	AUX
cana-2161	112	15	evaluated	evaluate	VERB
cana-2161	112	16	using	use	VERB
cana-2161	112	17	statistical	statistical	ADJ
cana-2161	112	18	error	error	NOUN
cana-2161	112	19	indicators	indicator	NOUN
cana-2161	112	20	such	such	ADJ
cana-2161	112	21	as	as	ADP
cana-2161	112	22	mean	mean	NOUN
cana-2161	112	23	absolute	absolute	ADJ
cana-2161	112	24	error	error	NOUN
cana-2161	112	25	(	(	PUNCT
cana-2161	112	26	mae	mae	PROPN
cana-2161	112	27	)	)	PUNCT
cana-2161	112	28	,	,	PUNCT
cana-2161	112	29	root	root	NOUN
cana-2161	112	30	mean	mean	VERB
cana-2161	112	31	square	square	ADJ
cana-2161	112	32	error	error	NOUN
cana-2161	112	33	(	(	PUNCT
cana-2161	112	34	rmse	rmse	NOUN
cana-2161	112	35	)	)	PUNCT
cana-2161	112	36	,	,	PUNCT
cana-2161	112	37	mean	mean	VERB
cana-2161	112	38	absolute	absolute	ADJ
cana-2161	112	39	percentage	percentage	NOUN
cana-2161	112	40	error	error	NOUN
cana-2161	112	41	(	(	PUNCT
cana-2161	112	42	mape	mape	NOUN
cana-2161	112	43	)	)	PUNCT
cana-2161	112	44	,	,	PUNCT
cana-2161	112	45	and	and	CCONJ
cana-2161	112	46	r	r	X
cana-2161	112	47	-	-	PUNCT
cana-2161	112	48	squared	square	VERB
cana-2161	112	49	(	(	PUNCT
cana-2161	112	50	r2	r2	PROPN
cana-2161	112	51	)	)	PUNCT
cana-2161	112	52	.	.	PUNCT
cana-2161	113	1	subsequently	subsequently	ADV
cana-2161	113	2	,	,	PUNCT
cana-2161	113	3	the	the	DET
cana-2161	113	4	results	result	NOUN
cana-2161	113	5	are	be	AUX
cana-2161	113	6	visualized	visualize	VERB
cana-2161	113	7	using	use	VERB
cana-2161	113	8	appropriate	appropriate	ADJ
cana-2161	113	9	plots	plot	NOUN
cana-2161	113	10	,	,	PUNCT
cana-2161	113	11	such	such	ADJ
cana-2161	113	12	as	as	ADP
cana-2161	113	13	scatter	scatter	NOUN
cana-2161	113	14	plots	plot	NOUN
cana-2161	113	15	,	,	PUNCT
cana-2161	113	16	line	line	NOUN
cana-2161	113	17	plots	plot	NOUN
cana-2161	113	18	,	,	PUNCT
cana-2161	113	19	and	and	CCONJ
cana-2161	113	20	semilog	semilog	NOUN
cana-2161	113	21	plots	plot	NOUN
cana-2161	113	22	.	.	PUNCT
cana-2161	114	1	these	these	DET
cana-2161	114	2	visualizations	visualization	NOUN
cana-2161	114	3	facilitate	facilitate	VERB
cana-2161	114	4	the	the	DET
cana-2161	114	5	graphical	graphical	ADJ
cana-2161	114	6	analysis	analysis	NOUN
cana-2161	114	7	of	of	ADP
cana-2161	114	8	the	the	DET
cana-2161	114	9	variance	variance	NOUN
cana-2161	114	10	between	between	ADP
cana-2161	114	11	actual	actual	ADJ
cana-2161	114	12	and	and	CCONJ
cana-2161	114	13	predicted	predict	VERB
cana-2161	114	14	values	value	NOUN
cana-2161	114	15	,	,	PUNCT
cana-2161	114	16	with	with	ADP
cana-2161	114	17	semilog	semilog	ADJ
cana-2161	114	18	plots	plot	NOUN
cana-2161	114	19	offering	offer	VERB
cana-2161	114	20	a	a	DET
cana-2161	114	21	more	more	ADV
cana-2161	114	22	precise	precise	ADJ
cana-2161	114	23	depiction	depiction	NOUN
cana-2161	114	24	of	of	ADP
cana-2161	114	25	this	this	DET
cana-2161	114	26	variance	variance	NOUN
cana-2161	114	27	.	.	PUNCT
cana-2161	115	1	batch	batch	NOUN
cana-2161	115	2	normalization	normalization	NOUN
cana-2161	115	3	:	:	PUNCT
cana-2161	115	4	in	in	ADP
cana-2161	115	5	the	the	DET
cana-2161	115	6	context	context	NOUN
cana-2161	115	7	of	of	ADP
cana-2161	115	8	cloudburst	cloudburst	ADJ
cana-2161	115	9	prediction	prediction	NOUN
cana-2161	115	10	,	,	PUNCT
cana-2161	115	11	the	the	DET
cana-2161	115	12	utilization	utilization	NOUN
cana-2161	115	13	of	of	ADP
cana-2161	115	14	batch	batch	NOUN
cana-2161	115	15	normalization	normalization	NOUN
cana-2161	115	16	plays	play	VERB
cana-2161	115	17	a	a	DET
cana-2161	115	18	crucial	crucial	ADJ
cana-2161	115	19	role	role	NOUN
cana-2161	115	20	in	in	ADP
cana-2161	115	21	ensuring	ensure	VERB
cana-2161	115	22	the	the	DET
cana-2161	115	23	stability	stability	NOUN
cana-2161	115	24	and	and	CCONJ
cana-2161	115	25	convergence	convergence	NOUN
cana-2161	115	26	of	of	ADP
cana-2161	115	27	the	the	DET
cana-2161	115	28	training	training	NOUN
cana-2161	115	29	process	process	NOUN
cana-2161	115	30	.	.	PUNCT
cana-2161	116	1	given	give	VERB
cana-2161	116	2	the	the	DET
cana-2161	116	3	irregular	irregular	ADJ
cana-2161	116	4	and	and	CCONJ
cana-2161	116	5	fluctuating	fluctuate	VERB
cana-2161	116	6	nature	nature	NOUN
cana-2161	116	7	of	of	ADP
cana-2161	116	8	rainfall	rainfall	NOUN
cana-2161	116	9	data	datum	NOUN
cana-2161	116	10	collected	collect	VERB
cana-2161	116	11	batch	batch	NOUN
cana-2161	116	12	by	by	ADP
cana-2161	116	13	batch	batch	NOUN
cana-2161	116	14	,	,	PUNCT
cana-2161	116	15	it	it	PRON
cana-2161	116	16	becomes	become	VERB
cana-2161	116	17	imperative	imperative	ADJ
cana-2161	116	18	to	to	PART
cana-2161	116	19	address	address	VERB
cana-2161	116	20	the	the	DET
cana-2161	116	21	variability	variability	NOUN
cana-2161	116	22	in	in	ADP
cana-2161	116	23	distributions	distribution	NOUN
cana-2161	116	24	encountered	encounter	VERB
cana-2161	116	25	during	during	ADP
cana-2161	116	26	training.batch	training.batch	PROPN
cana-2161	116	27	normalization	normalization	NOUN
cana-2161	116	28	provides	provide	VERB
cana-2161	116	29	a	a	DET
cana-2161	116	30	mechanism	mechanism	NOUN
cana-2161	116	31	to	to	ADP
cana-2161	116	32	communications	communication	NOUN
cana-2161	116	33	on	on	ADP
cana-2161	116	34	applied	apply	VERB
cana-2161	116	35	nonlinear	nonlinear	ADJ
cana-2161	116	36	analysis	analysis	NOUN
cana-2161	116	37	issn	issn	NOUN
cana-2161	116	38	:	:	PUNCT
cana-2161	116	39	1074	1074	NUM
cana-2161	116	40	-	-	PUNCT
cana-2161	116	41	133x	133x	NUM
cana-2161	116	42	vol	vol	NOUN
cana-2161	116	43	32	32	NUM
cana-2161	116	44	no	no	NOUN
cana-2161	116	45	.	.	PUNCT
cana-2161	117	1	1s	1s	NUM
cana-2161	117	2	(	(	PUNCT
cana-2161	117	3	2025	2025	NUM
cana-2161	117	4	)	)	PUNCT
cana-2161	117	5	226	226	NUM
cana-2161	117	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	117	7	reparameterize	reparameterize	VERB
cana-2161	117	8	the	the	DET
cana-2161	117	9	network	network	NOUN
cana-2161	117	10	by	by	ADP
cana-2161	117	11	standardizing	standardize	VERB
cana-2161	117	12	the	the	DET
cana-2161	117	13	mean	mean	NOUN
cana-2161	117	14	(	(	PUNCT
cana-2161	117	15	𝛼𝐷𝑆αds	𝛼𝐷𝑆αds	PROPN
cana-2161	117	16	)	)	PUNCT
cana-2161	117	17	and	and	CCONJ
cana-2161	117	18	variance	variance	NOUN
cana-2161	117	19	(	(	PUNCT
cana-2161	117	20	𝛼𝐷𝑆2αds2	𝛼𝐷𝑆2αds2	PROPN
cana-2161	117	21	)	)	PUNCT
cana-2161	117	22	of	of	ADP
cana-2161	117	23	each	each	DET
cana-2161	117	24	batch	batch	NOUN
cana-2161	117	25	of	of	ADP
cana-2161	117	26	training	training	NOUN
cana-2161	117	27	data	datum	NOUN
cana-2161	117	28	.	.	PUNCT
cana-2161	118	1	this	this	DET
cana-2161	118	2	normalization	normalization	NOUN
cana-2161	118	3	process	process	NOUN
cana-2161	118	4	ensures	ensure	VERB
cana-2161	118	5	that	that	SCONJ
cana-2161	118	6	the	the	DET
cana-2161	118	7	data	datum	NOUN
cana-2161	118	8	aligns	align	VERB
cana-2161	118	9	with	with	ADP
cana-2161	118	10	a	a	DET
cana-2161	118	11	zero	zero	NUM
cana-2161	118	12	mean	mean	NOUN
cana-2161	118	13	and	and	CCONJ
cana-2161	118	14	unity	unity	NOUN
cana-2161	118	15	variance	variance	NOUN
cana-2161	118	16	,	,	PUNCT
cana-2161	118	17	thereby	thereby	ADV
cana-2161	118	18	facilitating	facilitate	VERB
cana-2161	118	19	smoother	smooth	ADJ
cana-2161	118	20	convergence	convergence	NOUN
cana-2161	118	21	of	of	ADP
cana-2161	118	22	the	the	DET
cana-2161	118	23	network	network	NOUN
cana-2161	118	24	parameters	parameter	NOUN
cana-2161	118	25	throughout	throughout	ADP
cana-2161	118	26	the	the	DET
cana-2161	118	27	training	training	NOUN
cana-2161	118	28	cycles	cycle	NOUN
cana-2161	118	29	.	.	PUNCT
cana-2161	119	1	𝛼𝐷𝑆=	𝛼𝐷𝑆=	NOUN
cana-2161	119	2	1	1	NUM
cana-2161	119	3	𝑁	𝑁	PROPN
cana-2161	119	4	∑	∑	PROPN
cana-2161	119	5	𝑎𝑗	𝑎𝑗	ADP
cana-2161	119	6	𝑛	𝑛	PRON
cana-2161	119	7	𝑗=1	𝑗=1	X
cana-2161	119	8	(	(	PUNCT
cana-2161	119	9	1	1	X
cana-2161	119	10	)	)	PUNCT
cana-2161	119	11	∝𝐷𝑆	∝𝐷𝑆	NOUN
cana-2161	119	12	2	2	NUM
cana-2161	119	13	=	=	SYM
cana-2161	119	14	1	1	NUM
cana-2161	119	15	𝑛	𝑛	NOUN
cana-2161	119	16	∑	∑	PUNCT
cana-2161	119	17	(	(	PUNCT
cana-2161	119	18	𝑎𝑖𝑗	𝑎𝑖𝑗	X
cana-2161	119	19	−∝𝐷𝑆	−∝𝐷𝑆	PROPN
cana-2161	119	20	)	)	PUNCT
cana-2161	119	21	2𝑛	2𝑛	PROPN
cana-2161	120	1	𝑖𝑗=1	𝑖𝑗=1	PROPN
cana-2161	120	2	(	(	PUNCT
cana-2161	120	3	2	2	NUM
cana-2161	120	4	)	)	PUNCT
cana-2161	120	5	�	�	NOUN
cana-2161	120	6	̂	̂	NOUN
cana-2161	120	7	�	�	NOUN
cana-2161	120	8	𝑖𝑗=	𝑖𝑗=	ADJ
cana-2161	120	9	𝑎𝑖𝑗−∝𝐷𝑆	𝑎𝑖𝑗−∝𝐷𝑆	PROPN
cana-2161	120	10	√∝2+𝐹	√∝2+𝐹	X
cana-2161	120	11	(	(	PUNCT
cana-2161	120	12	3	3	X
cana-2161	120	13	)	)	PUNCT
cana-2161	120	14	𝑏𝑖𝑗=𝛾𝑎1̂	𝑏𝑖𝑗=𝛾𝑎1̂	NOUN
cana-2161	120	15	+	+	CCONJ
cana-2161	120	16	𝛽	𝛽	NOUN
cana-2161	120	17	(	(	PUNCT
cana-2161	120	18	4	4	NUM
cana-2161	120	19	)	)	PUNCT
cana-2161	120	20	in	in	ADP
cana-2161	120	21	the	the	DET
cana-2161	120	22	contemporary	contemporary	ADJ
cana-2161	120	23	landscape	landscape	NOUN
cana-2161	120	24	of	of	ADP
cana-2161	120	25	problem	problem	NOUN
cana-2161	120	26	-	-	PUNCT
cana-2161	120	27	solving	solving	NOUN
cana-2161	120	28	,	,	PUNCT
cana-2161	120	29	the	the	DET
cana-2161	120	30	bidirectional	bidirectional	ADJ
cana-2161	120	31	long	long	ADJ
cana-2161	120	32	short	short	ADJ
cana-2161	120	33	-	-	PUNCT
cana-2161	120	34	term	term	NOUN
cana-2161	120	35	memory	memory	NOUN
cana-2161	120	36	(	(	PUNCT
cana-2161	120	37	bilstm	bilstm	NOUN
cana-2161	120	38	)	)	PUNCT
cana-2161	120	39	has	have	AUX
cana-2161	120	40	emerged	emerge	VERB
cana-2161	120	41	as	as	ADP
cana-2161	120	42	a	a	DET
cana-2161	120	43	cornerstone	cornerstone	NOUN
cana-2161	120	44	in	in	ADP
cana-2161	120	45	various	various	ADJ
cana-2161	120	46	neural	neural	ADJ
cana-2161	120	47	network	network	NOUN
cana-2161	120	48	models	model	NOUN
cana-2161	120	49	.	.	PUNCT
cana-2161	121	1	its	its	PRON
cana-2161	121	2	application	application	NOUN
cana-2161	121	3	extends	extend	VERB
cana-2161	121	4	to	to	PART
cana-2161	121	5	diverse	diverse	VERB
cana-2161	121	6	realms	realm	NOUN
cana-2161	121	7	,	,	PUNCT
cana-2161	121	8	including	include	VERB
cana-2161	121	9	the	the	DET
cana-2161	121	10	prediction	prediction	NOUN
cana-2161	121	11	of	of	ADP
cana-2161	121	12	flight	flight	NOUN
cana-2161	121	13	delays	delay	NOUN
cana-2161	121	14	,	,	PUNCT
cana-2161	121	15	where	where	SCONJ
cana-2161	121	16	its	its	PRON
cana-2161	121	17	memory	memory	NOUN
cana-2161	121	18	-	-	PUNCT
cana-2161	121	19	centric	centric	ADJ
cana-2161	121	20	capabilities	capability	NOUN
cana-2161	121	21	prove	prove	VERB
cana-2161	121	22	highly	highly	ADV
cana-2161	121	23	effective.the	effective.the	DET
cana-2161	121	24	efficiency	efficiency	NOUN
cana-2161	121	25	of	of	ADP
cana-2161	121	26	the	the	DET
cana-2161	121	27	bilstm	bilstm	NOUN
cana-2161	121	28	approach	approach	NOUN
cana-2161	121	29	stems	stem	VERB
cana-2161	121	30	from	from	ADP
cana-2161	121	31	its	its	PRON
cana-2161	121	32	adeptness	adeptness	NOUN
cana-2161	121	33	at	at	ADP
cana-2161	121	34	handling	handle	VERB
cana-2161	121	35	both	both	PRON
cana-2161	121	36	past	past	ADJ
cana-2161	121	37	and	and	CCONJ
cana-2161	121	38	future	future	ADJ
cana-2161	121	39	information	information	NOUN
cana-2161	121	40	,	,	PUNCT
cana-2161	121	41	a	a	DET
cana-2161	121	42	feature	feature	NOUN
cana-2161	121	43	facilitated	facilitate	VERB
cana-2161	121	44	by	by	ADP
cana-2161	121	45	its	its	PRON
cana-2161	121	46	hidden	hidden	ADJ
cana-2161	121	47	layer	layer	NOUN
cana-2161	121	48	architecture	architecture	NOUN
cana-2161	121	49	.	.	PUNCT
cana-2161	122	1	within	within	ADP
cana-2161	122	2	this	this	DET
cana-2161	122	3	layer	layer	NOUN
cana-2161	122	4	,	,	PUNCT
cana-2161	122	5	crucial	crucial	ADJ
cana-2161	122	6	values	value	NOUN
cana-2161	122	7	are	be	AUX
cana-2161	122	8	stored	store	VERB
cana-2161	122	9	and	and	CCONJ
cana-2161	122	10	utilized	utilize	VERB
cana-2161	122	11	in	in	ADP
cana-2161	122	12	both	both	CCONJ
cana-2161	122	13	forward	forward	ADJ
cana-2161	122	14	and	and	CCONJ
cana-2161	122	15	backward	backward	ADJ
cana-2161	122	16	computations	computation	NOUN
cana-2161	122	17	,	,	PUNCT
cana-2161	122	18	enabling	enable	VERB
cana-2161	122	19	a	a	DET
cana-2161	122	20	comprehensive	comprehensive	ADJ
cana-2161	122	21	analysis	analysis	NOUN
cana-2161	122	22	of	of	ADP
cana-2161	122	23	sequential	sequential	ADJ
cana-2161	122	24	patterns.this	patterns.this	PRON
cana-2161	122	25	adaptability	adaptability	NOUN
cana-2161	122	26	and	and	CCONJ
cana-2161	122	27	versatility	versatility	NOUN
cana-2161	122	28	make	make	VERB
cana-2161	122	29	bilstm	bilstm	NOUN
cana-2161	122	30	a	a	DET
cana-2161	122	31	valuable	valuable	ADJ
cana-2161	122	32	asset	asset	NOUN
cana-2161	122	33	in	in	ADP
cana-2161	122	34	addressing	address	VERB
cana-2161	122	35	modern	modern	ADJ
cana-2161	122	36	challenges	challenge	NOUN
cana-2161	122	37	,	,	PUNCT
cana-2161	122	38	such	such	ADJ
cana-2161	122	39	as	as	ADP
cana-2161	122	40	predicting	predict	VERB
cana-2161	122	41	cloudbursts	cloudburst	NOUN
cana-2161	122	42	.	.	PUNCT
cana-2161	123	1	by	by	ADP
cana-2161	123	2	leveraging	leverage	VERB
cana-2161	123	3	its	its	PRON
cana-2161	123	4	capabilities	capability	NOUN
cana-2161	123	5	,	,	PUNCT
cana-2161	123	6	we	we	PRON
cana-2161	123	7	can	can	AUX
cana-2161	123	8	enhance	enhance	VERB
cana-2161	123	9	our	our	PRON
cana-2161	123	10	understanding	understanding	NOUN
cana-2161	123	11	and	and	CCONJ
cana-2161	123	12	forecasting	forecasting	NOUN
cana-2161	123	13	of	of	ADP
cana-2161	123	14	extreme	extreme	ADJ
cana-2161	123	15	weather	weather	NOUN
cana-2161	123	16	events	event	NOUN
cana-2161	123	17	,	,	PUNCT
cana-2161	123	18	ultimately	ultimately	ADV
cana-2161	123	19	contributing	contribute	VERB
cana-2161	123	20	to	to	ADP
cana-2161	123	21	more	more	ADV
cana-2161	123	22	effective	effective	ADJ
cana-2161	123	23	decision	decision	NOUN
cana-2161	123	24	-	-	PUNCT
cana-2161	123	25	making	making	NOUN
cana-2161	123	26	in	in	ADP
cana-2161	123	27	fields	field	NOUN
cana-2161	123	28	like	like	ADP
cana-2161	123	29	hydrology	hydrology	NOUN
cana-2161	123	30	and	and	CCONJ
cana-2161	123	31	meteorology	meteorology	NOUN
cana-2161	123	32	.	.	PUNCT
cana-2161	124	1	by	by	ADP
cana-2161	124	2	incorporating	incorporate	VERB
cana-2161	124	3	batch	batch	NOUN
cana-2161	124	4	normalization	normalization	NOUN
cana-2161	124	5	into	into	ADP
cana-2161	124	6	the	the	DET
cana-2161	124	7	training	training	NOUN
cana-2161	124	8	pipeline	pipeline	NOUN
cana-2161	124	9	,	,	PUNCT
cana-2161	124	10	we	we	PRON
cana-2161	124	11	can	can	AUX
cana-2161	124	12	enhance	enhance	VERB
cana-2161	124	13	the	the	DET
cana-2161	124	14	robustness	robustness	NOUN
cana-2161	124	15	of	of	ADP
cana-2161	124	16	cloudburst	cloudburst	ADJ
cana-2161	124	17	prediction	prediction	NOUN
cana-2161	124	18	models	model	NOUN
cana-2161	124	19	,	,	PUNCT
cana-2161	124	20	enabling	enable	VERB
cana-2161	124	21	more	more	ADV
cana-2161	124	22	reliable	reliable	ADJ
cana-2161	124	23	forecasts	forecast	NOUN
cana-2161	124	24	by	by	ADP
cana-2161	124	25	mitigating	mitigate	VERB
cana-2161	124	26	the	the	DET
cana-2161	124	27	effects	effect	NOUN
cana-2161	124	28	of	of	ADP
cana-2161	124	29	fluctuating	fluctuate	VERB
cana-2161	124	30	data	datum	NOUN
cana-2161	124	31	distributions	distribution	NOUN
cana-2161	124	32	encountered	encounter	VERB
cana-2161	124	33	during	during	ADP
cana-2161	124	34	training	training	NOUN
cana-2161	124	35	.	.	PUNCT
cana-2161	125	1	this	this	PRON
cana-2161	125	2	contributes	contribute	VERB
cana-2161	125	3	to	to	ADP
cana-2161	125	4	improved	improved	ADJ
cana-2161	125	5	accuracy	accuracy	NOUN
cana-2161	125	6	and	and	CCONJ
cana-2161	125	7	effectiveness	effectiveness	NOUN
cana-2161	125	8	in	in	ADP
cana-2161	125	9	forecasting	forecast	VERB
cana-2161	125	10	extreme	extreme	ADJ
cana-2161	125	11	weather	weather	NOUN
cana-2161	125	12	events	event	NOUN
cana-2161	125	13	such	such	ADJ
cana-2161	125	14	as	as	ADP
cana-2161	125	15	cloudbursts	cloudburst	NOUN
cana-2161	125	16	,	,	PUNCT
cana-2161	125	17	ultimately	ultimately	ADV
cana-2161	125	18	aiding	aid	VERB
cana-2161	125	19	in	in	ADP
cana-2161	125	20	better	well	ADJ
cana-2161	125	21	preparedness	preparedness	NOUN
cana-2161	125	22	and	and	CCONJ
cana-2161	125	23	response	response	NOUN
cana-2161	125	24	strategies	strategy	NOUN
cana-2161	125	25	.	.	PUNCT
cana-2161	126	1	design	design	NOUN
cana-2161	126	2	of	of	ADP
cana-2161	126	3	bidirectional	bidirectional	ADJ
cana-2161	126	4	long	long	ADJ
cana-2161	126	5	short	short	ADJ
cana-2161	126	6	-	-	PUNCT
cana-2161	126	7	term	term	NOUN
cana-2161	126	8	memory	memory	NOUN
cana-2161	126	9	:	:	PUNCT
cana-2161	126	10	the	the	DET
cana-2161	126	11	xt-1	xt-1	ADJ
cana-2161	126	12	input	input	NOUN
cana-2161	126	13	layer	layer	NOUN
cana-2161	126	14	of	of	ADP
cana-2161	126	15	a	a	DET
cana-2161	126	16	bi	bi	ADJ
cana-2161	126	17	-	-	ADJ
cana-2161	126	18	lstm	lstm	ADJ
cana-2161	126	19	network	network	NOUN
cana-2161	126	20	is	be	AUX
cana-2161	126	21	responsible	responsible	ADJ
cana-2161	126	22	for	for	ADP
cana-2161	126	23	receiving	receive	VERB
cana-2161	126	24	sequential	sequential	ADJ
cana-2161	126	25	input	input	NOUN
cana-2161	126	26	data	datum	NOUN
cana-2161	126	27	.	.	PUNCT
cana-2161	127	1	in	in	ADP
cana-2161	127	2	the	the	DET
cana-2161	127	3	case	case	NOUN
cana-2161	127	4	of	of	ADP
cana-2161	127	5	predicting	predict	VERB
cana-2161	127	6	cloud	cloud	ADJ
cana-2161	127	7	cover	cover	NOUN
cana-2161	127	8	,	,	PUNCT
cana-2161	127	9	this	this	DET
cana-2161	127	10	inputs	input	NOUN
cana-2161	127	11	data	datum	NOUN
cana-2161	127	12	usually	usually	ADV
cana-2161	127	13	consists	consist	VERB
cana-2161	127	14	of	of	ADP
cana-2161	127	15	historical	historical	ADJ
cana-2161	127	16	weather	weather	NOUN
cana-2161	127	17	observations	observation	NOUN
cana-2161	127	18	,	,	PUNCT
cana-2161	127	19	such	such	ADJ
cana-2161	127	20	as	as	ADP
cana-2161	127	21	temperature	temperature	NOUN
cana-2161	127	22	,	,	PUNCT
cana-2161	127	23	humidity	humidity	NOUN
cana-2161	127	24	,	,	PUNCT
cana-2161	127	25	air	air	NOUN
cana-2161	127	26	pressure	pressure	NOUN
cana-2161	127	27	,	,	PUNCT
cana-2161	127	28	wind	wind	NOUN
cana-2161	127	29	speed	speed	NOUN
cana-2161	127	30	,	,	PUNCT
cana-2161	127	31	and	and	CCONJ
cana-2161	127	32	previous	previous	ADJ
cana-2161	127	33	cloud	cloud	NOUN
cana-2161	127	34	cover	cover	VERB
cana-2161	127	35	measurements.the	measurements.the	NOUN
cana-2161	127	36	core	core	NOUN
cana-2161	127	37	of	of	ADP
cana-2161	127	38	the	the	DET
cana-2161	127	39	bi	bi	ADJ
cana-2161	127	40	-	-	ADJ
cana-2161	127	41	lstm	lstm	ADJ
cana-2161	127	42	network	network	NOUN
cana-2161	127	43	consists	consist	VERB
cana-2161	127	44	of	of	ADP
cana-2161	127	45	two	two	NUM
cana-2161	127	46	lstm	lstm	ADJ
cana-2161	127	47	layers	layer	NOUN
cana-2161	127	48	,	,	PUNCT
cana-2161	127	49	each	each	PRON
cana-2161	127	50	processing	process	VERB
cana-2161	127	51	the	the	DET
cana-2161	127	52	input	input	NOUN
cana-2161	127	53	sequence	sequence	NOUN
cana-2161	127	54	in	in	ADP
cana-2161	127	55	a	a	DET
cana-2161	127	56	different	different	ADJ
cana-2161	127	57	direction	direction	NOUN
cana-2161	127	58	.	.	PUNCT
cana-2161	128	1	one	one	NUM
cana-2161	128	2	-	-	PUNCT
cana-2161	128	3	layer	layer	NOUN
cana-2161	128	4	processes	process	VERB
cana-2161	128	5	the	the	DET
cana-2161	128	6	input	input	NOUN
cana-2161	128	7	sequence	sequence	NOUN
cana-2161	128	8	in	in	ADP
cana-2161	128	9	the	the	DET
cana-2161	128	10	forward	forward	ADJ
cana-2161	128	11	direction	direction	NOUN
cana-2161	128	12	,	,	PUNCT
cana-2161	128	13	while	while	SCONJ
cana-2161	128	14	the	the	DET
cana-2161	128	15	other	other	ADJ
cana-2161	128	16	processes	process	VERB
cana-2161	128	17	it	it	PRON
cana-2161	128	18	in	in	ADP
cana-2161	128	19	the	the	DET
cana-2161	128	20	backward	backward	ADJ
cana-2161	128	21	direction	direction	NOUN
cana-2161	128	22	.	.	PUNCT
cana-2161	129	1	𝑓𝑚	𝑓𝑚	PROPN
cana-2161	129	2	=	=	SYM
cana-2161	129	3	𝜎(𝑤[𝑇𝑚	𝜎(𝑤[𝑇𝑚	PROPN
cana-2161	129	4	,	,	PUNCT
cana-2161	129	5	ℎ𝑚−1,𝑃𝑚−1	ℎ𝑚−1,𝑃𝑚−1	X
cana-2161	129	6	]	]	X
cana-2161	129	7	+	+	CCONJ
cana-2161	129	8	𝑛𝑢	𝑛𝑢	NOUN
cana-2161	129	9	)	)	PUNCT
cana-2161	129	10	in	in	ADP
cana-2161	129	11	this	this	DET
cana-2161	129	12	equation	equation	NOUN
cana-2161	129	13	,	,	PUNCT
cana-2161	129	14	𝑥𝑚	𝑥𝑚	PRON
cana-2161	129	15	represents	represent	VERB
cana-2161	129	16	the	the	DET
cana-2161	129	17	sequence	sequence	NOUN
cana-2161	129	18	of	of	ADP
cana-2161	129	19	inputs	input	NOUN
cana-2161	129	20	,	,	PUNCT
cana-2161	129	21	hm-1	hm-1	PUNCT
cana-2161	129	22	signifies	signify	VERB
cana-2161	129	23	the	the	DET
cana-2161	129	24	output	output	NOUN
cana-2161	129	25	of	of	ADP
cana-2161	129	26	the	the	DET
cana-2161	129	27	previous	previous	ADJ
cana-2161	129	28	block	block	NOUN
cana-2161	129	29	,	,	PUNCT
cana-2161	129	30	and	and	CCONJ
cana-2161	129	31	𝐶𝑚−1	𝐶𝑚−1	NOUN
cana-2161	129	32	denotes	denote	VERB
cana-2161	129	33	the	the	DET
cana-2161	129	34	block	block	NOUN
cana-2161	129	35	memory	memory	NOUN
cana-2161	129	36	from	from	ADP
cana-2161	129	37	the	the	DET
cana-2161	129	38	preceding	precede	VERB
cana-2161	129	39	lstm	lstm	NOUN
cana-2161	129	40	.	.	PUNCT
cana-2161	130	1	additionally	additionally	ADV
cana-2161	130	2	,	,	PUNCT
cana-2161	130	3	the	the	DET
cana-2161	130	4	bias	bias	NOUN
cana-2161	130	5	vector	vector	NOUN
cana-2161	130	6	is	be	AUX
cana-2161	130	7	denoted	denote	VERB
cana-2161	130	8	as	as	ADP
cana-2161	130	9	𝑛𝑢	𝑛𝑢	PROPN
cana-2161	130	10	,	,	PUNCT
cana-2161	130	11	and	and	CCONJ
cana-2161	130	12	each	each	DET
cana-2161	130	13	input	input	NOUN
cana-2161	130	14	has	have	VERB
cana-2161	130	15	its	its	PRON
cana-2161	130	16	own	own	ADJ
cana-2161	130	17	individual	individual	ADJ
cana-2161	130	18	vector	vector	NOUN
cana-2161	130	19	represented	represent	VERB
cana-2161	130	20	by	by	ADP
cana-2161	130	21	𝑤.	𝑤.	NOUN
cana-2161	130	22	the	the	DET
cana-2161	130	23	logistic	logistic	ADJ
cana-2161	130	24	sigmoid	sigmoid	NOUN
cana-2161	130	25	activation	activation	NOUN
cana-2161	130	26	function	function	NOUN
cana-2161	130	27	is	be	AUX
cana-2161	130	28	symbolized	symbolize	VERB
cana-2161	130	29	by	by	ADP
cana-2161	130	30	𝜎.	𝜎.	ADJ
cana-2161	130	31	communications	communication	NOUN
cana-2161	130	32	on	on	ADP
cana-2161	130	33	applied	apply	VERB
cana-2161	130	34	nonlinear	nonlinear	ADJ
cana-2161	130	35	analysis	analysis	NOUN
cana-2161	130	36	issn	issn	NOUN
cana-2161	130	37	:	:	PUNCT
cana-2161	130	38	1074	1074	NUM
cana-2161	130	39	-	-	PUNCT
cana-2161	130	40	133x	133x	NUM
cana-2161	130	41	vol	vol	NOUN
cana-2161	130	42	32	32	NUM
cana-2161	130	43	no	no	NOUN
cana-2161	130	44	.	.	PUNCT
cana-2161	131	1	1s	1s	NUM
cana-2161	131	2	(	(	PUNCT
cana-2161	131	3	2025	2025	NUM
cana-2161	131	4	)	)	PUNCT
cana-2161	131	5	227	227	NUM
cana-2161	131	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	131	7	each	each	DET
cana-2161	131	8	lstm	lstm	NOUN
cana-2161	131	9	layer	layer	NOUN
cana-2161	131	10	contains	contain	VERB
cana-2161	131	11	memory	memory	NOUN
cana-2161	131	12	cells	cell	NOUN
cana-2161	131	13	that	that	PRON
cana-2161	131	14	maintain	maintain	VERB
cana-2161	131	15	state	state	NOUN
cana-2161	131	16	information	information	NOUN
cana-2161	131	17	over	over	ADP
cana-2161	131	18	time	time	NOUN
cana-2161	131	19	and	and	CCONJ
cana-2161	131	20	gates	gate	NOUN
cana-2161	131	21	that	that	PRON
cana-2161	131	22	control	control	VERB
cana-2161	131	23	the	the	DET
cana-2161	131	24	flow	flow	NOUN
cana-2161	131	25	of	of	ADP
cana-2161	131	26	information	information	NOUN
cana-2161	131	27	into	into	ADP
cana-2161	131	28	and	and	CCONJ
cana-2161	131	29	out	out	ADP
cana-2161	131	30	of	of	ADP
cana-2161	131	31	the	the	DET
cana-2161	131	32	cells	cell	NOUN
cana-2161	131	33	.	.	PUNCT
cana-2161	132	1	both	both	DET
cana-2161	132	2	lstm	lstm	ADJ
cana-2161	132	3	layers	layer	NOUN
cana-2161	132	4	process	process	VERB
cana-2161	132	5	the	the	DET
cana-2161	132	6	input	input	NOUN
cana-2161	132	7	sequence	sequence	NOUN
cana-2161	132	8	step	step	NOUN
cana-2161	132	9	by	by	ADP
cana-2161	132	10	step	step	NOUN
cana-2161	132	11	,	,	PUNCT
cana-2161	132	12	updating	update	VERB
cana-2161	132	13	their	their	PRON
cana-2161	132	14	internal	internal	ADJ
cana-2161	132	15	state	state	NOUN
cana-2161	132	16	and	and	CCONJ
cana-2161	132	17	producing	produce	VERB
cana-2161	132	18	an	an	DET
cana-2161	132	19	output	output	NOUN
cana-2161	132	20	at	at	ADP
cana-2161	132	21	each	each	DET
cana-2161	132	22	time	time	NOUN
cana-2161	132	23	step	step	NOUN
cana-2161	132	24	.	.	PUNCT
cana-2161	133	1	the	the	DET
cana-2161	133	2	outputs	output	NOUN
cana-2161	133	3	from	from	ADP
cana-2161	133	4	both	both	DET
cana-2161	133	5	directions	direction	NOUN
cana-2161	133	6	are	be	AUX
cana-2161	133	7	merged	merge	VERB
cana-2161	133	8	at	at	ADP
cana-2161	133	9	each	each	DET
cana-2161	133	10	time	time	NOUN
cana-2161	133	11	step	step	NOUN
cana-2161	133	12	.	.	PUNCT
cana-2161	134	1	this	this	DET
cana-2161	134	2	merging	merging	NOUN
cana-2161	134	3	operation	operation	NOUN
cana-2161	134	4	combines	combine	VERB
cana-2161	134	5	information	information	NOUN
cana-2161	134	6	from	from	ADP
cana-2161	134	7	both	both	DET
cana-2161	134	8	directions	direction	NOUN
cana-2161	134	9	,	,	PUNCT
cana-2161	134	10	allowing	allow	VERB
cana-2161	134	11	the	the	DET
cana-2161	134	12	network	network	NOUN
cana-2161	134	13	to	to	PART
cana-2161	134	14	capture	capture	VERB
cana-2161	134	15	bidirectional	bidirectional	ADJ
cana-2161	134	16	dependencies	dependency	NOUN
cana-2161	134	17	in	in	ADP
cana-2161	134	18	the	the	DET
cana-2161	134	19	input	input	NOUN
cana-2161	134	20	sequence	sequence	NOUN
cana-2161	134	21	.	.	PUNCT
cana-2161	135	1	figure	figure	VERB
cana-2161	135	2	1	1	NUM
cana-2161	135	3	architecture	architecture	NOUN
cana-2161	135	4	of	of	ADP
cana-2161	135	5	bidirectional	bidirectional	ADJ
cana-2161	135	6	long	long	ADJ
cana-2161	135	7	short	short	ADJ
cana-2161	135	8	tearm	tearm	NOUN
cana-2161	135	9	memory	memory	NOUN
cana-2161	135	10	the	the	DET
cana-2161	135	11	yt-1	yt-1	ADV
cana-2161	135	12	output	output	NOUN
cana-2161	135	13	layer	layer	NOUN
cana-2161	135	14	of	of	ADP
cana-2161	135	15	the	the	DET
cana-2161	135	16	bi	bi	ADJ
cana-2161	135	17	-	-	ADJ
cana-2161	135	18	lstm	lstm	ADJ
cana-2161	135	19	network	network	NOUN
cana-2161	135	20	processes	process	VERB
cana-2161	135	21	the	the	DET
cana-2161	135	22	merged	merged	ADJ
cana-2161	135	23	outputs	output	NOUN
cana-2161	135	24	from	from	ADP
cana-2161	135	25	the	the	DET
cana-2161	135	26	lstm	lstm	ADJ
cana-2161	135	27	layers	layer	NOUN
cana-2161	135	28	to	to	PART
cana-2161	135	29	make	make	VERB
cana-2161	135	30	predictions	prediction	NOUN
cana-2161	135	31	.	.	PUNCT
cana-2161	136	1	when	when	SCONJ
cana-2161	136	2	predicting	predict	VERB
cana-2161	136	3	cloud	cloud	NOUN
cana-2161	136	4	cover	cover	NOUN
cana-2161	136	5	,	,	PUNCT
cana-2161	136	6	the	the	DET
cana-2161	136	7	output	output	NOUN
cana-2161	136	8	layer	layer	NOUN
cana-2161	136	9	may	may	AUX
cana-2161	136	10	contain	contain	VERB
cana-2161	136	11	one	one	NUM
cana-2161	136	12	or	or	CCONJ
cana-2161	136	13	more	more	ADJ
cana-2161	136	14	neurons	neuron	NOUN
cana-2161	136	15	representing	represent	VERB
cana-2161	136	16	the	the	DET
cana-2161	136	17	predicted	predict	VERB
cana-2161	136	18	cloud	cloud	NOUN
cana-2161	136	19	cover	cover	NOUN
cana-2161	136	20	values	value	NOUN
cana-2161	136	21	for	for	ADP
cana-2161	136	22	future	future	ADJ
cana-2161	136	23	time	time	NOUN
cana-2161	136	24	steps	step	NOUN
cana-2161	136	25	.	.	PUNCT
cana-2161	137	1	activation	activation	NOUN
cana-2161	137	2	functions	function	NOUN
cana-2161	137	3	such	such	ADJ
cana-2161	137	4	as	as	ADP
cana-2161	137	5	softmax	softmax	NOUN
cana-2161	137	6	or	or	CCONJ
cana-2161	137	7	sigmoid	sigmoid	NOUN
cana-2161	137	8	may	may	AUX
cana-2161	137	9	be	be	AUX
cana-2161	137	10	applied	apply	VERB
cana-2161	137	11	to	to	ADP
cana-2161	137	12	the	the	DET
cana-2161	137	13	output	output	NOUN
cana-2161	137	14	neurons	neuron	NOUN
cana-2161	137	15	to	to	PART
cana-2161	137	16	constrain	constrain	VERB
cana-2161	137	17	the	the	DET
cana-2161	137	18	predictions	prediction	NOUN
cana-2161	137	19	within	within	ADP
cana-2161	137	20	a	a	DET
cana-2161	137	21	specific	specific	ADJ
cana-2161	137	22	range	range	NOUN
cana-2161	137	23	or	or	CCONJ
cana-2161	137	24	to	to	PART
cana-2161	137	25	obtain	obtain	VERB
cana-2161	137	26	probability	probability	NOUN
cana-2161	137	27	distributions.the	distributions.the	DET
cana-2161	137	28	bi	bi	ADJ
cana-2161	137	29	-	-	ADJ
cana-2161	137	30	lstm	lstm	ADJ
cana-2161	137	31	architecture	architecture	NOUN
cana-2161	137	32	effectively	effectively	ADV
cana-2161	137	33	captures	capture	VERB
cana-2161	137	34	long	long	ADJ
cana-2161	137	35	-	-	PUNCT
cana-2161	137	36	term	term	NOUN
cana-2161	137	37	dependencies	dependency	NOUN
cana-2161	137	38	in	in	ADP
cana-2161	137	39	sequential	sequential	ADJ
cana-2161	137	40	data	datum	NOUN
cana-2161	137	41	by	by	ADP
cana-2161	137	42	leveraging	leverage	VERB
cana-2161	137	43	the	the	DET
cana-2161	137	44	bidirectional	bidirectional	ADJ
cana-2161	137	45	processing	processing	NOUN
cana-2161	137	46	capabilities	capability	NOUN
cana-2161	137	47	of	of	ADP
cana-2161	137	48	lstm	lstm	ADJ
cana-2161	137	49	layers	layer	NOUN
cana-2161	137	50	.	.	PUNCT
cana-2161	138	1	by	by	ADP
cana-2161	138	2	processing	process	VERB
cana-2161	138	3	the	the	DET
cana-2161	138	4	input	input	NOUN
cana-2161	138	5	sequence	sequence	NOUN
cana-2161	138	6	in	in	ADP
cana-2161	138	7	both	both	CCONJ
cana-2161	138	8	forward	forward	ADJ
cana-2161	138	9	and	and	CCONJ
cana-2161	138	10	backward	backward	ADJ
cana-2161	138	11	directions	direction	NOUN
cana-2161	138	12	,	,	PUNCT
cana-2161	138	13	the	the	DET
cana-2161	138	14	network	network	NOUN
cana-2161	138	15	can	can	AUX
cana-2161	138	16	extract	extract	VERB
cana-2161	138	17	intricate	intricate	ADJ
cana-2161	138	18	patterns	pattern	NOUN
cana-2161	138	19	and	and	CCONJ
cana-2161	138	20	relationships	relationship	NOUN
cana-2161	138	21	,	,	PUNCT
cana-2161	138	22	making	make	VERB
cana-2161	138	23	it	it	PRON
cana-2161	138	24	well	well	ADV
cana-2161	138	25	-	-	PUNCT
cana-2161	138	26	suited	suit	VERB
cana-2161	138	27	for	for	ADP
cana-2161	138	28	tasks	task	NOUN
cana-2161	138	29	like	like	ADP
cana-2161	138	30	cloud	cloud	NOUN
cana-2161	138	31	cover	cover	NOUN
cana-2161	138	32	prediction	prediction	NOUN
cana-2161	138	33	where	where	SCONJ
cana-2161	138	34	past	past	ADJ
cana-2161	138	35	observations	observation	NOUN
cana-2161	138	36	influence	influence	VERB
cana-2161	138	37	future	future	ADJ
cana-2161	138	38	outcomes	outcome	NOUN
cana-2161	138	39	.	.	PUNCT
cana-2161	139	1	the	the	DET
cana-2161	139	2	one	one	NUM
cana-2161	139	3	-	-	PUNCT
cana-2161	139	4	way	way	NOUN
cana-2161	139	5	long	long	ADJ
cana-2161	139	6	short	short	ADJ
cana-2161	139	7	-	-	PUNCT
cana-2161	139	8	term	term	NOUN
cana-2161	139	9	memory	memory	NOUN
cana-2161	139	10	(	(	PUNCT
cana-2161	139	11	lstm	lstm	NOUN
cana-2161	139	12	)	)	PUNCT
cana-2161	139	13	network	network	NOUN
cana-2161	139	14	design	design	NOUN
cana-2161	139	15	is	be	AUX
cana-2161	139	16	a	a	DET
cana-2161	139	17	kind	kind	NOUN
cana-2161	139	18	of	of	ADP
cana-2161	139	19	neural	neural	ADJ
cana-2161	139	20	network	network	NOUN
cana-2161	139	21	used	use	VERB
cana-2161	139	22	for	for	ADP
cana-2161	139	23	processing	processing	NOUN
cana-2161	139	24	input	input	NOUN
cana-2161	139	25	time	time	NOUN
cana-2161	139	26	series	series	PROPN
cana-2161	139	27	sequences	sequences	PROPN
cana-2161	139	28	.	.	PUNCT
cana-2161	140	1	in	in	ADP
cana-2161	140	2	this	this	DET
cana-2161	140	3	design	design	NOUN
cana-2161	140	4	,	,	PUNCT
cana-2161	140	5	the	the	DET
cana-2161	140	6	encoder	encoder	NOUN
cana-2161	140	7	processes	process	VERB
cana-2161	140	8	the	the	DET
cana-2161	140	9	input	input	NOUN
cana-2161	140	10	sequence	sequence	NOUN
cana-2161	140	11	and	and	CCONJ
cana-2161	140	12	generates	generate	VERB
cana-2161	140	13	a	a	DET
cana-2161	140	14	vector	vector	NOUN
cana-2161	140	15	containing	contain	VERB
cana-2161	140	16	hidden	hide	VERB
cana-2161	140	17	and	and	CCONJ
cana-2161	140	18	cell	cell	NOUN
cana-2161	140	19	states	state	NOUN
cana-2161	140	20	for	for	ADP
cana-2161	140	21	each	each	DET
cana-2161	140	22	lstm	lstm	ADJ
cana-2161	140	23	cell	cell	NOUN
cana-2161	140	24	.	.	PUNCT
cana-2161	141	1	additionally	additionally	ADV
cana-2161	141	2	,	,	PUNCT
cana-2161	141	3	the	the	DET
cana-2161	141	4	decoder	decoder	NOUN
cana-2161	141	5	receives	receive	VERB
cana-2161	141	6	supplementary	supplementary	ADJ
cana-2161	141	7	inputs	input	NOUN
cana-2161	141	8	that	that	PRON
cana-2161	141	9	are	be	AUX
cana-2161	141	10	used	use	VERB
cana-2161	141	11	for	for	ADP
cana-2161	141	12	making	make	VERB
cana-2161	141	13	predictions	prediction	NOUN
cana-2161	141	14	.	.	PUNCT
cana-2161	142	1	during	during	ADP
cana-2161	142	2	the	the	DET
cana-2161	142	3	model	model	NOUN
cana-2161	142	4	's	's	PART
cana-2161	142	5	training	training	NOUN
cana-2161	142	6	phase	phase	NOUN
cana-2161	142	7	,	,	PUNCT
cana-2161	142	8	the	the	DET
cana-2161	142	9	decoder	decoder	NOUN
cana-2161	142	10	uses	use	VERB
cana-2161	142	11	these	these	DET
cana-2161	142	12	inputs	input	NOUN
cana-2161	142	13	along	along	ADP
cana-2161	142	14	with	with	ADP
cana-2161	142	15	the	the	DET
cana-2161	142	16	target	target	NOUN
cana-2161	142	17	output	output	NOUN
cana-2161	142	18	sequence	sequence	NOUN
cana-2161	142	19	to	to	PART
cana-2161	142	20	train	train	VERB
cana-2161	142	21	against	against	ADP
cana-2161	142	22	.	.	PUNCT
cana-2161	143	1	this	this	DET
cana-2161	143	2	process	process	NOUN
cana-2161	143	3	involves	involve	VERB
cana-2161	143	4	the	the	DET
cana-2161	143	5	decoder	decoder	NOUN
cana-2161	143	6	producing	produce	VERB
cana-2161	143	7	outputs	output	NOUN
cana-2161	143	8	that	that	PRON
cana-2161	143	9	are	be	AUX
cana-2161	143	10	compared	compare	VERB
cana-2161	143	11	to	to	ADP
cana-2161	143	12	the	the	DET
cana-2161	143	13	expected	expect	VERB
cana-2161	143	14	results	result	NOUN
cana-2161	143	15	,	,	PUNCT
cana-2161	143	16	allowing	allow	VERB
cana-2161	143	17	the	the	DET
cana-2161	143	18	model	model	NOUN
cana-2161	143	19	to	to	PART
cana-2161	143	20	be	be	AUX
cana-2161	143	21	refined	refine	VERB
cana-2161	143	22	iteratively	iteratively	ADV
cana-2161	143	23	.	.	PUNCT
cana-2161	144	1	figure	figure	VERB
cana-2161	144	2	2	2	NUM
cana-2161	144	3	the	the	DET
cana-2161	144	4	one	one	NUM
cana-2161	144	5	-	-	PUNCT
cana-2161	144	6	way	way	NOUN
cana-2161	144	7	long	long	ADJ
cana-2161	144	8	short	short	ADJ
cana-2161	144	9	-	-	PUNCT
cana-2161	144	10	term	term	NOUN
cana-2161	144	11	memory	memory	NOUN
cana-2161	144	12	(	(	PUNCT
cana-2161	144	13	lstm	lstm	NOUN
cana-2161	144	14	)	)	PUNCT
cana-2161	144	15	network	network	NOUN
cana-2161	144	16	design	design	NOUN
cana-2161	144	17	communications	communication	NOUN
cana-2161	144	18	on	on	ADP
cana-2161	144	19	applied	apply	VERB
cana-2161	144	20	nonlinear	nonlinear	ADJ
cana-2161	144	21	analysis	analysis	NOUN
cana-2161	144	22	issn	issn	NOUN
cana-2161	144	23	:	:	PUNCT
cana-2161	144	24	1074	1074	NUM
cana-2161	144	25	-	-	PUNCT
cana-2161	144	26	133x	133x	NUM
cana-2161	144	27	vol	vol	NOUN
cana-2161	144	28	32	32	NUM
cana-2161	145	1	no	no	NOUN
cana-2161	145	2	.	.	PUNCT
cana-2161	146	1	1s	1s	NUM
cana-2161	146	2	(	(	PUNCT
cana-2161	146	3	2025	2025	NUM
cana-2161	146	4	)	)	PUNCT
cana-2161	146	5	228	228	NUM
cana-2161	146	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	146	7	5	5	NUM
cana-2161	146	8	.	.	PUNCT
cana-2161	146	9	experimental	experimental	ADJ
cana-2161	146	10	results	result	NOUN
cana-2161	146	11	and	and	CCONJ
cana-2161	146	12	discussion	discussion	NOUN
cana-2161	146	13	:	:	PUNCT
cana-2161	146	14	this	this	DET
cana-2161	146	15	research	research	NOUN
cana-2161	146	16	highlights	highlight	VERB
cana-2161	146	17	the	the	DET
cana-2161	146	18	significant	significant	ADJ
cana-2161	146	19	impact	impact	NOUN
cana-2161	146	20	of	of	ADP
cana-2161	146	21	cloudburst	cloudburst	NOUN
cana-2161	146	22	on	on	ADP
cana-2161	146	23	weather	weather	NOUN
cana-2161	146	24	patterns	pattern	NOUN
cana-2161	146	25	,	,	PUNCT
cana-2161	146	26	which	which	PRON
cana-2161	146	27	poses	pose	VERB
cana-2161	146	28	considerable	considerable	ADJ
cana-2161	146	29	challenges	challenge	NOUN
cana-2161	146	30	for	for	ADP
cana-2161	146	31	both	both	DET
cana-2161	146	32	hydrology	hydrology	NOUN
cana-2161	146	33	and	and	CCONJ
cana-2161	146	34	meteorology	meteorology	NOUN
cana-2161	146	35	.	.	PUNCT
cana-2161	147	1	the	the	DET
cana-2161	147	2	study	study	NOUN
cana-2161	147	3	proposes	propose	VERB
cana-2161	147	4	a	a	DET
cana-2161	147	5	solution	solution	NOUN
cana-2161	147	6	to	to	ADP
cana-2161	147	7	this	this	DET
cana-2161	147	8	issue	issue	NOUN
cana-2161	147	9	by	by	ADP
cana-2161	147	10	developing	develop	VERB
cana-2161	147	11	a	a	DET
cana-2161	147	12	predictive	predictive	ADJ
cana-2161	147	13	system	system	NOUN
cana-2161	147	14	based	base	VERB
cana-2161	147	15	on	on	ADP
cana-2161	147	16	bidirectional	bidirectional	ADJ
cana-2161	147	17	long	long	ADJ
cana-2161	147	18	short	short	ADJ
cana-2161	147	19	-	-	PUNCT
cana-2161	147	20	term	term	NOUN
cana-2161	147	21	memory	memory	NOUN
cana-2161	147	22	(	(	PUNCT
cana-2161	147	23	bilstm	bilstm	NOUN
cana-2161	147	24	)	)	PUNCT
cana-2161	147	25	using	use	VERB
cana-2161	147	26	historical	historical	ADJ
cana-2161	147	27	data	datum	NOUN
cana-2161	147	28	.	.	PUNCT
cana-2161	148	1	the	the	DET
cana-2161	148	2	prediction	prediction	NOUN
cana-2161	148	3	of	of	ADP
cana-2161	148	4	cloudburst	cloudburst	NOUN
cana-2161	148	5	can	can	AUX
cana-2161	148	6	be	be	AUX
cana-2161	148	7	achieved	achieve	VERB
cana-2161	148	8	through	through	ADP
cana-2161	148	9	the	the	DET
cana-2161	148	10	use	use	NOUN
cana-2161	148	11	of	of	ADP
cana-2161	148	12	bilstm	bilstm	NOUN
cana-2161	148	13	and	and	CCONJ
cana-2161	148	14	related	relate	VERB
cana-2161	148	15	machine	machine	NOUN
cana-2161	148	16	learning	learn	VERB
cana-2161	148	17	techniques.it	techniques.it	X
cana-2161	148	18	has	have	AUX
cana-2161	148	19	been	be	AUX
cana-2161	148	20	observed	observe	VERB
cana-2161	148	21	that	that	SCONJ
cana-2161	148	22	cloudbursts	cloudburst	NOUN
cana-2161	148	23	are	be	AUX
cana-2161	148	24	having	have	VERB
cana-2161	148	25	a	a	DET
cana-2161	148	26	significant	significant	ADJ
cana-2161	148	27	impact	impact	NOUN
cana-2161	148	28	on	on	ADP
cana-2161	148	29	weather	weather	NOUN
cana-2161	148	30	patterns	pattern	NOUN
cana-2161	148	31	,	,	PUNCT
cana-2161	148	32	leading	lead	VERB
cana-2161	148	33	to	to	ADP
cana-2161	148	34	significant	significant	ADJ
cana-2161	148	35	challenges	challenge	NOUN
cana-2161	148	36	in	in	ADP
cana-2161	148	37	the	the	DET
cana-2161	148	38	fields	field	NOUN
cana-2161	148	39	of	of	ADP
cana-2161	148	40	hydrology	hydrology	NOUN
cana-2161	148	41	and	and	CCONJ
cana-2161	148	42	meteorology	meteorology	NOUN
cana-2161	148	43	.	.	PUNCT
cana-2161	149	1	to	to	PART
cana-2161	149	2	address	address	VERB
cana-2161	149	3	this	this	DET
cana-2161	149	4	issue	issue	NOUN
cana-2161	149	5	,	,	PUNCT
cana-2161	149	6	historical	historical	ADJ
cana-2161	149	7	data	datum	NOUN
cana-2161	149	8	is	be	AUX
cana-2161	149	9	being	be	AUX
cana-2161	149	10	used	use	VERB
cana-2161	149	11	to	to	PART
cana-2161	149	12	build	build	VERB
cana-2161	149	13	a	a	DET
cana-2161	149	14	predictive	predictive	ADJ
cana-2161	149	15	system	system	NOUN
cana-2161	149	16	based	base	VERB
cana-2161	149	17	on	on	ADP
cana-2161	149	18	bidirectional	bidirectional	ADJ
cana-2161	149	19	long	long	ADJ
cana-2161	149	20	short	short	ADJ
cana-2161	149	21	-	-	PUNCT
cana-2161	149	22	term	term	NOUN
cana-2161	149	23	memory	memory	NOUN
cana-2161	149	24	(	(	PUNCT
cana-2161	149	25	bilstm	bilstm	NOUN
cana-2161	149	26	)	)	PUNCT
cana-2161	149	27	and	and	CCONJ
cana-2161	149	28	related	relate	VERB
cana-2161	149	29	machine	machine	NOUN
cana-2161	149	30	learning	learn	VERB
cana-2161	149	31	techniques	technique	NOUN
cana-2161	149	32	.	.	PUNCT
cana-2161	150	1	the	the	DET
cana-2161	150	2	aim	aim	NOUN
cana-2161	150	3	is	be	AUX
cana-2161	150	4	to	to	PART
cana-2161	150	5	accurately	accurately	ADV
cana-2161	150	6	predict	predict	VERB
cana-2161	150	7	cloudbursts	cloudburst	NOUN
cana-2161	150	8	and	and	CCONJ
cana-2161	150	9	mitigate	mitigate	VERB
cana-2161	150	10	their	their	PRON
cana-2161	150	11	effects.the	effects.the	DET
cana-2161	150	12	cloudburst	cloudburst	ADJ
cana-2161	150	13	prediction	prediction	NOUN
cana-2161	150	14	system	system	NOUN
cana-2161	150	15	uses	use	VERB
cana-2161	150	16	the	the	DET
cana-2161	150	17	bilstm	bilstm	NOUN
cana-2161	150	18	architecture	architecture	NOUN
cana-2161	150	19	,	,	PUNCT
cana-2161	150	20	which	which	PRON
cana-2161	150	21	allows	allow	VERB
cana-2161	150	22	it	it	PRON
cana-2161	150	23	to	to	PART
cana-2161	150	24	process	process	VERB
cana-2161	150	25	both	both	CCONJ
cana-2161	150	26	historical	historical	ADJ
cana-2161	150	27	and	and	CCONJ
cana-2161	150	28	future	future	ADJ
cana-2161	150	29	data	datum	NOUN
cana-2161	150	30	to	to	PART
cana-2161	150	31	improve	improve	VERB
cana-2161	150	32	its	its	PRON
cana-2161	150	33	predictive	predictive	ADJ
cana-2161	150	34	capabilities	capability	NOUN
cana-2161	150	35	.	.	PUNCT
cana-2161	151	1	to	to	PART
cana-2161	151	2	achieve	achieve	VERB
cana-2161	151	3	this	this	PRON
cana-2161	151	4	,	,	PUNCT
cana-2161	151	5	the	the	DET
cana-2161	151	6	system	system	NOUN
cana-2161	151	7	first	first	ADV
cana-2161	151	8	reads	read	VERB
cana-2161	151	9	cloudburst	cloudburst	ADJ
cana-2161	151	10	data	datum	NOUN
cana-2161	151	11	from	from	ADP
cana-2161	151	12	historical	historical	ADJ
cana-2161	151	13	datasets	dataset	NOUN
cana-2161	151	14	,	,	PUNCT
cana-2161	151	15	followed	follow	VERB
cana-2161	151	16	by	by	ADP
cana-2161	151	17	a	a	DET
cana-2161	151	18	data	data	NOUN
cana-2161	151	19	-	-	PUNCT
cana-2161	151	20	cleaning	clean	VERB
cana-2161	151	21	phase	phase	NOUN
cana-2161	151	22	to	to	PART
cana-2161	151	23	filter	filter	VERB
cana-2161	151	24	out	out	ADP
cana-2161	151	25	weather	weather	NOUN
cana-2161	151	26	patterns	pattern	NOUN
cana-2161	151	27	.	.	PUNCT
cana-2161	152	1	the	the	DET
cana-2161	152	2	system	system	NOUN
cana-2161	152	3	then	then	ADV
cana-2161	152	4	normalizes	normalize	VERB
cana-2161	152	5	various	various	ADJ
cana-2161	152	6	weather	weather	NOUN
cana-2161	152	7	metrics	metric	NOUN
cana-2161	152	8	by	by	ADP
cana-2161	152	9	the	the	DET
cana-2161	152	10	total	total	ADJ
cana-2161	152	11	number	number	NOUN
cana-2161	152	12	of	of	ADP
cana-2161	152	13	cloudbursts	cloudburst	NOUN
cana-2161	152	14	to	to	PART
cana-2161	152	15	standardize	standardize	VERB
cana-2161	152	16	the	the	DET
cana-2161	152	17	data	datum	NOUN
cana-2161	152	18	.	.	PUNCT
cana-2161	153	1	finally	finally	ADV
cana-2161	153	2	,	,	PUNCT
cana-2161	153	3	the	the	DET
cana-2161	153	4	system	system	NOUN
cana-2161	153	5	preprocesses	preprocesse	NOUN
cana-2161	153	6	and	and	CCONJ
cana-2161	153	7	normalizes	normalize	VERB
cana-2161	153	8	different	different	ADJ
cana-2161	153	9	types	type	NOUN
cana-2161	153	10	of	of	ADP
cana-2161	153	11	humidity	humidity	NOUN
cana-2161	153	12	,	,	PUNCT
cana-2161	153	13	precipitation	precipitation	NOUN
cana-2161	153	14	,	,	PUNCT
cana-2161	153	15	wind	wind	NOUN
cana-2161	153	16	speed	speed	NOUN
cana-2161	153	17	,	,	PUNCT
cana-2161	153	18	wind	wind	NOUN
cana-2161	153	19	bearing	bearing	NOUN
cana-2161	153	20	,	,	PUNCT
cana-2161	153	21	and	and	CCONJ
cana-2161	153	22	temperature	temperature	NOUN
cana-2161	153	23	,	,	PUNCT
cana-2161	153	24	which	which	PRON
cana-2161	153	25	are	be	AUX
cana-2161	153	26	then	then	ADV
cana-2161	153	27	analyzed	analyze	VERB
cana-2161	153	28	further	far	ADV
cana-2161	153	29	as	as	SCONJ
cana-2161	153	30	shown	show	VERB
cana-2161	153	31	in	in	ADP
cana-2161	153	32	figure	figure	NOUN
cana-2161	153	33	3	3	NUM
cana-2161	153	34	.	.	PUNCT
cana-2161	153	35	figure	figure	VERB
cana-2161	153	36	3	3	NUM
cana-2161	153	37	classification	classification	NOUN
cana-2161	153	38	of	of	ADP
cana-2161	153	39	various	various	ADJ
cana-2161	153	40	weather	weather	NOUN
cana-2161	153	41	pattrens	pattren	NOUN
cana-2161	153	42	in	in	ADP
cana-2161	153	43	cloudburst	cloudburst	NOUN
cana-2161	153	44	dataset	dataset	VERB
cana-2161	153	45	the	the	DET
cana-2161	153	46	weather	weather	NOUN
cana-2161	153	47	history	history	NOUN
cana-2161	153	48	dataset	dataset	VERB
cana-2161	153	49	was	be	AUX
cana-2161	153	50	pre	pre	VERB
cana-2161	153	51	-	-	VERB
cana-2161	153	52	processed	process	VERB
cana-2161	153	53	to	to	PART
cana-2161	153	54	filter	filter	VERB
cana-2161	153	55	out	out	ADP
cana-2161	153	56	weather	weather	NOUN
cana-2161	153	57	patterns	pattern	NOUN
cana-2161	153	58	.	.	PUNCT
cana-2161	154	1	this	this	DET
cana-2161	154	2	step	step	NOUN
cana-2161	154	3	aimed	aim	VERB
cana-2161	154	4	to	to	PART
cana-2161	154	5	improve	improve	VERB
cana-2161	154	6	the	the	DET
cana-2161	154	7	accuracy	accuracy	NOUN
cana-2161	154	8	of	of	ADP
cana-2161	154	9	predictions	prediction	NOUN
cana-2161	154	10	in	in	ADP
cana-2161	154	11	different	different	ADJ
cana-2161	154	12	scenarios	scenario	NOUN
cana-2161	154	13	.	.	PUNCT
cana-2161	155	1	the	the	DET
cana-2161	155	2	dataset	dataset	NOUN
cana-2161	155	3	was	be	AUX
cana-2161	155	4	then	then	ADV
cana-2161	155	5	split	split	VERB
cana-2161	155	6	into	into	ADP
cana-2161	155	7	training	training	NOUN
cana-2161	155	8	and	and	CCONJ
cana-2161	155	9	testing	testing	NOUN
cana-2161	155	10	subsets	subset	NOUN
cana-2161	155	11	,	,	PUNCT
cana-2161	155	12	with	with	ADP
cana-2161	155	13	a	a	DET
cana-2161	155	14	large	large	ADJ
cana-2161	155	15	portion	portion	NOUN
cana-2161	155	16	reserved	reserve	VERB
cana-2161	155	17	for	for	ADP
cana-2161	155	18	testing	testing	NOUN
cana-2161	155	19	.	.	PUNCT
cana-2161	156	1	to	to	PART
cana-2161	156	2	avoid	avoid	VERB
cana-2161	156	3	overfitting	overfitte	VERB
cana-2161	156	4	during	during	ADP
cana-2161	156	5	training	training	NOUN
cana-2161	156	6	,	,	PUNCT
cana-2161	156	7	an	an	DET
cana-2161	156	8	early	early	ADJ
cana-2161	156	9	stopping	stopping	NOUN
cana-2161	156	10	method	method	NOUN
cana-2161	156	11	was	be	AUX
cana-2161	156	12	used.during	used.dure	VERB
cana-2161	156	13	the	the	DET
cana-2161	156	14	training	training	NOUN
cana-2161	156	15	process	process	NOUN
cana-2161	156	16	,	,	PUNCT
cana-2161	156	17	the	the	DET
cana-2161	156	18	early	early	ADJ
cana-2161	156	19	stopping	stopping	NOUN
cana-2161	156	20	method	method	NOUN
cana-2161	156	21	was	be	AUX
cana-2161	156	22	employed	employ	VERB
cana-2161	156	23	to	to	PART
cana-2161	156	24	avoid	avoid	VERB
cana-2161	156	25	overfitting	overfitte	VERB
cana-2161	156	26	.	.	PUNCT
cana-2161	157	1	the	the	DET
cana-2161	157	2	model	model	NOUN
cana-2161	157	3	was	be	AUX
cana-2161	157	4	trained	train	VERB
cana-2161	157	5	over	over	ADP
cana-2161	157	6	500	500	NUM
cana-2161	157	7	epochs	epoch	NOUN
cana-2161	157	8	with	with	ADP
cana-2161	157	9	the	the	DET
cana-2161	157	10	adam	adam	PROPN
cana-2161	157	11	optimizer	optimizer	NOUN
cana-2161	157	12	and	and	CCONJ
cana-2161	157	13	binary	binary	PROPN
cana-2161	157	14	cross	cross	NOUN
cana-2161	157	15	-	-	ADJ
cana-2161	157	16	entropy	entropy	ADJ
cana-2161	157	17	loss	loss	NOUN
cana-2161	157	18	function	function	NOUN
cana-2161	157	19	.	.	PUNCT
cana-2161	158	1	several	several	ADJ
cana-2161	158	2	metrics	metric	NOUN
cana-2161	158	3	were	be	AUX
cana-2161	158	4	used	use	VERB
cana-2161	158	5	to	to	PART
cana-2161	158	6	evaluate	evaluate	VERB
cana-2161	158	7	the	the	DET
cana-2161	158	8	model	model	NOUN
cana-2161	158	9	's	's	PART
cana-2161	158	10	performance	performance	NOUN
cana-2161	158	11	.	.	PUNCT
cana-2161	159	1	figure	figure	NOUN
cana-2161	159	2	4	4	NUM
cana-2161	159	3	displays	display	NOUN
cana-2161	159	4	various	various	ADJ
cana-2161	159	5	weather	weather	NOUN
cana-2161	159	6	patterns	pattern	NOUN
cana-2161	159	7	,	,	PUNCT
cana-2161	159	8	such	such	ADJ
cana-2161	159	9	as	as	ADP
cana-2161	159	10	temperature	temperature	NOUN
cana-2161	159	11	,	,	PUNCT
cana-2161	159	12	wind	wind	NOUN
cana-2161	159	13	speed	speed	NOUN
cana-2161	159	14	,	,	PUNCT
cana-2161	159	15	wind	wind	NOUN
cana-2161	159	16	bearing	bearing	NOUN
cana-2161	159	17	,	,	PUNCT
cana-2161	159	18	and	and	CCONJ
cana-2161	159	19	perception	perception	NOUN
cana-2161	159	20	,	,	PUNCT
cana-2161	159	21	along	along	ADP
cana-2161	159	22	with	with	ADP
cana-2161	159	23	loss	loss	NOUN
cana-2161	159	24	and	and	CCONJ
cana-2161	159	25	accuracy	accuracy	NOUN
cana-2161	159	26	metrics	metric	NOUN
cana-2161	159	27	.	.	PUNCT
cana-2161	160	1	however	however	ADV
cana-2161	160	2	,	,	PUNCT
cana-2161	160	3	figure	figure	NOUN
cana-2161	160	4	5	5	NUM
cana-2161	160	5	is	be	AUX
cana-2161	160	6	not	not	PART
cana-2161	160	7	mentioned	mention	VERB
cana-2161	160	8	in	in	ADP
cana-2161	160	9	the	the	DET
cana-2161	160	10	text	text	NOUN
cana-2161	160	11	.	.	PUNCT
cana-2161	161	1	communications	communication	NOUN
cana-2161	161	2	on	on	ADP
cana-2161	161	3	applied	apply	VERB
cana-2161	161	4	nonlinear	nonlinear	ADJ
cana-2161	161	5	analysis	analysis	NOUN
cana-2161	161	6	issn	issn	NOUN
cana-2161	161	7	:	:	PUNCT
cana-2161	161	8	1074	1074	NUM
cana-2161	161	9	-	-	PUNCT
cana-2161	161	10	133x	133x	NUM
cana-2161	161	11	vol	vol	NOUN
cana-2161	161	12	32	32	NUM
cana-2161	161	13	no	no	NOUN
cana-2161	161	14	.	.	PUNCT
cana-2161	162	1	1s	1s	NUM
cana-2161	162	2	(	(	PUNCT
cana-2161	162	3	2025	2025	NUM
cana-2161	162	4	)	)	PUNCT
cana-2161	162	5	229	229	NUM
cana-2161	163	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	163	2	figure	figure	NOUN
cana-2161	163	3	4	4	NUM
cana-2161	163	4	bi	bi	ADJ
cana-2161	163	5	-	-	ADJ
cana-2161	163	6	lstm	lstm	ADJ
cana-2161	163	7	archives	archive	NOUN
cana-2161	163	8	high	high	ADJ
cana-2161	163	9	accuracy	accuracy	NOUN
cana-2161	163	10	the	the	DET
cana-2161	163	11	loss	loss	NOUN
cana-2161	163	12	curve	curve	NOUN
cana-2161	163	13	is	be	AUX
cana-2161	163	14	an	an	DET
cana-2161	163	15	important	important	ADJ
cana-2161	163	16	metric	metric	NOUN
cana-2161	163	17	that	that	PRON
cana-2161	163	18	indicates	indicate	VERB
cana-2161	163	19	how	how	SCONJ
cana-2161	163	20	well	well	ADV
cana-2161	163	21	the	the	DET
cana-2161	163	22	system	system	NOUN
cana-2161	163	23	can	can	AUX
cana-2161	163	24	accurately	accurately	ADV
cana-2161	163	25	categorize	categorize	VERB
cana-2161	163	26	cloudburst	cloudburst	ADV
cana-2161	163	27	.	.	PUNCT
cana-2161	164	1	to	to	PART
cana-2161	164	2	evaluate	evaluate	VERB
cana-2161	164	3	the	the	DET
cana-2161	164	4	model	model	NOUN
cana-2161	164	5	's	's	PART
cana-2161	164	6	ability	ability	NOUN
cana-2161	164	7	to	to	PART
cana-2161	164	8	generalize	generalize	VERB
cana-2161	164	9	,	,	PUNCT
cana-2161	164	10	we	we	PRON
cana-2161	164	11	used	use	VERB
cana-2161	164	12	both	both	CCONJ
cana-2161	164	13	the	the	DET
cana-2161	164	14	training	training	NOUN
cana-2161	164	15	and	and	CCONJ
cana-2161	164	16	validation	validation	NOUN
cana-2161	164	17	datasets	dataset	NOUN
cana-2161	164	18	.	.	PUNCT
cana-2161	165	1	after	after	ADP
cana-2161	165	2	reviewing	review	VERB
cana-2161	165	3	the	the	DET
cana-2161	165	4	results	result	NOUN
cana-2161	165	5	,	,	PUNCT
cana-2161	165	6	we	we	PRON
cana-2161	165	7	found	find	VERB
cana-2161	165	8	that	that	SCONJ
cana-2161	165	9	the	the	DET
cana-2161	165	10	algorithm	algorithm	NOUN
cana-2161	165	11	was	be	AUX
cana-2161	165	12	effective	effective	ADJ
cana-2161	165	13	in	in	ADP
cana-2161	165	14	predicting	predict	VERB
cana-2161	165	15	cloudburst	cloudburst	ADV
cana-2161	165	16	.	.	PUNCT
cana-2161	166	1	the	the	DET
cana-2161	166	2	gradual	gradual	ADJ
cana-2161	166	3	decrease	decrease	NOUN
cana-2161	166	4	in	in	ADP
cana-2161	166	5	loss	loss	NOUN
cana-2161	166	6	across	across	ADP
cana-2161	166	7	epochs	epoch	NOUN
cana-2161	166	8	suggests	suggest	VERB
cana-2161	166	9	that	that	SCONJ
cana-2161	166	10	the	the	DET
cana-2161	166	11	model	model	NOUN
cana-2161	166	12	was	be	AUX
cana-2161	166	13	able	able	ADJ
cana-2161	166	14	to	to	PART
cana-2161	166	15	learn	learn	VERB
cana-2161	166	16	successfully	successfully	ADV
cana-2161	166	17	.	.	PUNCT
cana-2161	167	1	figure	figure	VERB
cana-2161	167	2	5	5	NUM
cana-2161	167	3	the	the	DET
cana-2161	167	4	bilstm	bilstm	NOUN
cana-2161	167	5	architecture	architecture	NOUN
cana-2161	167	6	archives	archive	NOUN
cana-2161	167	7	loss	loss	VERB
cana-2161	167	8	the	the	DET
cana-2161	167	9	system	system	NOUN
cana-2161	167	10	's	's	PART
cana-2161	167	11	ability	ability	NOUN
cana-2161	167	12	to	to	PART
cana-2161	167	13	classify	classify	VERB
cana-2161	167	14	weather	weather	NOUN
cana-2161	167	15	patterns	pattern	NOUN
cana-2161	167	16	was	be	AUX
cana-2161	167	17	demonstrated	demonstrate	VERB
cana-2161	167	18	by	by	ADP
cana-2161	167	19	the	the	DET
cana-2161	167	20	steady	steady	ADJ
cana-2161	167	21	rise	rise	NOUN
cana-2161	167	22	of	of	ADP
cana-2161	167	23	the	the	DET
cana-2161	167	24	accuracy	accuracy	NOUN
cana-2161	167	25	curve	curve	NOUN
cana-2161	167	26	.	.	PUNCT
cana-2161	168	1	the	the	DET
cana-2161	168	2	curve	curve	NOUN
cana-2161	168	3	's	's	PART
cana-2161	168	4	constant	constant	ADJ
cana-2161	168	5	ascent	ascent	NOUN
cana-2161	168	6	was	be	AUX
cana-2161	168	7	noteworthy	noteworthy	ADJ
cana-2161	168	8	,	,	PUNCT
cana-2161	168	9	reaching	reach	VERB
cana-2161	168	10	its	its	PRON
cana-2161	168	11	peak	peak	NOUN
cana-2161	168	12	at	at	ADP
cana-2161	168	13	the	the	DET
cana-2161	168	14	150th	150th	ADJ
cana-2161	168	15	epoch	epoch	NOUN
cana-2161	168	16	for	for	ADP
cana-2161	168	17	both	both	CCONJ
cana-2161	168	18	the	the	DET
cana-2161	168	19	training	training	NOUN
cana-2161	168	20	and	and	CCONJ
cana-2161	168	21	validation	validation	NOUN
cana-2161	168	22	datasets	dataset	NOUN
cana-2161	168	23	.	.	PUNCT
cana-2161	169	1	the	the	DET
cana-2161	169	2	system	system	NOUN
cana-2161	169	3	achieved	achieve	VERB
cana-2161	169	4	a	a	DET
cana-2161	169	5	final	final	ADJ
cana-2161	169	6	accuracy	accuracy	NOUN
cana-2161	169	7	of	of	ADP
cana-2161	169	8	96.55	96.55	NUM
cana-2161	169	9	%	%	NOUN
cana-2161	169	10	on	on	ADP
cana-2161	169	11	the	the	DET
cana-2161	169	12	validation	validation	NOUN
cana-2161	169	13	set	set	NOUN
cana-2161	169	14	,	,	PUNCT
cana-2161	169	15	indicating	indicate	VERB
cana-2161	169	16	that	that	SCONJ
cana-2161	169	17	it	it	PRON
cana-2161	169	18	correctly	correctly	ADV
cana-2161	169	19	classified	classify	VERB
cana-2161	169	20	96.55	96.55	NUM
cana-2161	169	21	%	%	NOUN
cana-2161	169	22	of	of	ADP
cana-2161	169	23	the	the	DET
cana-2161	169	24	weather	weather	NOUN
cana-2161	169	25	patterns	pattern	NOUN
cana-2161	169	26	in	in	ADP
cana-2161	169	27	the	the	DET
cana-2161	169	28	test	test	NOUN
cana-2161	169	29	dataset	dataset	NOUN
cana-2161	169	30	.	.	PUNCT
cana-2161	170	1	6	6	X
cana-2161	170	2	.	.	X
cana-2161	170	3	conclusion	conclusion	NOUN
cana-2161	170	4	:	:	PUNCT
cana-2161	170	5	in	in	ADP
cana-2161	170	6	conclusion	conclusion	NOUN
cana-2161	170	7	,	,	PUNCT
cana-2161	170	8	as	as	SCONJ
cana-2161	170	9	technology	technology	NOUN
cana-2161	170	10	continues	continue	VERB
cana-2161	170	11	to	to	PART
cana-2161	170	12	advance	advance	VERB
cana-2161	170	13	,	,	PUNCT
cana-2161	170	14	the	the	DET
cana-2161	170	15	challenges	challenge	NOUN
cana-2161	170	16	posed	pose	VERB
cana-2161	170	17	by	by	ADP
cana-2161	170	18	unpredictable	unpredictable	ADJ
cana-2161	170	19	weather	weather	NOUN
cana-2161	170	20	patterns	pattern	NOUN
cana-2161	170	21	persist	persist	VERB
cana-2161	170	22	,	,	PUNCT
cana-2161	170	23	demanding	demand	VERB
cana-2161	170	24	innovative	innovative	ADJ
cana-2161	170	25	solutions	solution	NOUN
cana-2161	170	26	in	in	ADP
cana-2161	170	27	fields	field	NOUN
cana-2161	170	28	such	such	ADJ
cana-2161	170	29	as	as	ADP
cana-2161	170	30	hydrology	hydrology	NOUN
cana-2161	170	31	and	and	CCONJ
cana-2161	170	32	meteorology	meteorology	NOUN
cana-2161	170	33	.	.	PUNCT
cana-2161	171	1	the	the	DET
cana-2161	171	2	development	development	NOUN
cana-2161	171	3	of	of	ADP
cana-2161	171	4	a	a	DET
cana-2161	171	5	cloudburst	cloudburst	ADJ
cana-2161	171	6	prediction	prediction	NOUN
cana-2161	171	7	system	system	NOUN
cana-2161	171	8	emerges	emerge	VERB
cana-2161	171	9	as	as	ADP
cana-2161	171	10	a	a	DET
cana-2161	171	11	critical	critical	ADJ
cana-2161	171	12	need	need	NOUN
cana-2161	171	13	,	,	PUNCT
cana-2161	171	14	offering	offer	VERB
cana-2161	171	15	invaluable	invaluable	ADJ
cana-2161	171	16	support	support	NOUN
cana-2161	171	17	to	to	ADP
cana-2161	171	18	stakeholders	stakeholder	NOUN
cana-2161	171	19	ranging	range	VERB
cana-2161	171	20	from	from	ADP
cana-2161	171	21	farmers	farmer	NOUN
cana-2161	171	22	to	to	ADP
cana-2161	171	23	emergency	emergency	NOUN
cana-2161	171	24	responders	responder	NOUN
cana-2161	171	25	in	in	ADP
cana-2161	171	26	mitigating	mitigate	VERB
cana-2161	171	27	the	the	DET
cana-2161	171	28	impacts	impact	NOUN
cana-2161	171	29	of	of	ADP
cana-2161	171	30	extreme	extreme	ADJ
cana-2161	171	31	weather	weather	NOUN
cana-2161	171	32	events.among	events.among	NUM
cana-2161	171	33	the	the	DET
cana-2161	171	34	array	array	NOUN
cana-2161	171	35	of	of	ADP
cana-2161	171	36	techniques	technique	NOUN
cana-2161	171	37	available	available	ADJ
cana-2161	171	38	for	for	ADP
cana-2161	171	39	rainfall	rainfall	NOUN
cana-2161	171	40	prediction	prediction	NOUN
cana-2161	171	41	,	,	PUNCT
cana-2161	171	42	the	the	DET
cana-2161	171	43	application	application	NOUN
cana-2161	171	44	of	of	ADP
cana-2161	171	45	machine	machine	NOUN
cana-2161	171	46	learning	learning	NOUN
cana-2161	171	47	models	model	NOUN
cana-2161	171	48	,	,	PUNCT
cana-2161	171	49	specifically	specifically	ADV
cana-2161	171	50	bi	bi	NOUN
cana-2161	171	51	-	-	ADJ
cana-2161	171	52	lstm	lstm	ADJ
cana-2161	171	53	(	(	PUNCT
cana-2161	171	54	bidirectional	bidirectional	ADJ
cana-2161	171	55	long	long	ADJ
cana-2161	171	56	short	short	ADJ
cana-2161	171	57	-	-	PUNCT
cana-2161	171	58	term	term	NOUN
cana-2161	171	59	memory	memory	NOUN
cana-2161	171	60	)	)	PUNCT
cana-2161	171	61	,	,	PUNCT
cana-2161	171	62	proves	prove	VERB
cana-2161	171	63	particularly	particularly	ADV
cana-2161	171	64	promising	promising	ADJ
cana-2161	171	65	.	.	PUNCT
cana-2161	172	1	leveraging	leverage	VERB
cana-2161	172	2	its	its	PRON
cana-2161	172	3	adeptness	adeptness	NOUN
cana-2161	172	4	in	in	ADP
cana-2161	172	5	sequence	sequence	NOUN
cana-2161	172	6	modeling	modeling	NOUN
cana-2161	172	7	tasks	task	NOUN
cana-2161	172	8	,	,	PUNCT
cana-2161	172	9	the	the	DET
cana-2161	172	10	communications	communication	NOUN
cana-2161	172	11	on	on	ADP
cana-2161	172	12	applied	apply	VERB
cana-2161	172	13	nonlinear	nonlinear	ADJ
cana-2161	172	14	analysis	analysis	NOUN
cana-2161	172	15	issn	issn	NOUN
cana-2161	172	16	:	:	PUNCT
cana-2161	172	17	1074	1074	NUM
cana-2161	172	18	-	-	PUNCT
cana-2161	172	19	133x	133x	NUM
cana-2161	172	20	vol	vol	NOUN
cana-2161	172	21	32	32	NUM
cana-2161	172	22	no	no	NOUN
cana-2161	172	23	.	.	PUNCT
cana-2161	173	1	1s	1s	NUM
cana-2161	173	2	(	(	PUNCT
cana-2161	173	3	2025	2025	NUM
cana-2161	173	4	)	)	PUNCT
cana-2161	173	5	230	230	NUM
cana-2161	173	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	173	7	bi	bi	ADJ
cana-2161	173	8	-	-	ADJ
cana-2161	173	9	lstm	lstm	ADJ
cana-2161	173	10	model	model	NOUN
cana-2161	173	11	exhibits	exhibit	VERB
cana-2161	173	12	remarkable	remarkable	ADJ
cana-2161	173	13	accuracy	accuracy	NOUN
cana-2161	173	14	in	in	ADP
cana-2161	173	15	forecasting	forecast	VERB
cana-2161	173	16	rainfall	rainfall	NOUN
cana-2161	173	17	values	value	NOUN
cana-2161	173	18	when	when	SCONJ
cana-2161	173	19	trained	train	VERB
cana-2161	173	20	on	on	ADP
cana-2161	173	21	historical	historical	ADJ
cana-2161	173	22	data.the	data.the	DET
cana-2161	173	23	comparison	comparison	NOUN
cana-2161	173	24	with	with	ADP
cana-2161	173	25	the	the	DET
cana-2161	173	26	lstm	lstm	PROPN
cana-2161	173	27	model	model	NOUN
cana-2161	173	28	,	,	PUNCT
cana-2161	173	29	a	a	DET
cana-2161	173	30	widely	widely	ADV
cana-2161	173	31	used	use	VERB
cana-2161	173	32	architecture	architecture	NOUN
cana-2161	173	33	in	in	ADP
cana-2161	173	34	sequence	sequence	NOUN
cana-2161	173	35	prediction	prediction	NOUN
cana-2161	173	36	tasks	task	NOUN
cana-2161	173	37	,	,	PUNCT
cana-2161	173	38	highlights	highlight	VERB
cana-2161	173	39	the	the	DET
cana-2161	173	40	superior	superior	ADJ
cana-2161	173	41	performance	performance	NOUN
cana-2161	173	42	of	of	ADP
cana-2161	173	43	the	the	DET
cana-2161	173	44	bi	bi	ADJ
cana-2161	173	45	-	-	ADJ
cana-2161	173	46	lstm	lstm	ADJ
cana-2161	173	47	approach	approach	NOUN
cana-2161	173	48	,	,	PUNCT
cana-2161	173	49	achieving	achieve	VERB
cana-2161	173	50	an	an	DET
cana-2161	173	51	accuracy	accuracy	NOUN
cana-2161	173	52	of	of	ADP
cana-2161	173	53	96.55	96.55	NUM
cana-2161	173	54	%	%	NOUN
cana-2161	173	55	compared	compare	VERB
cana-2161	173	56	to	to	ADP
cana-2161	173	57	lstm	lstm	PROPN
cana-2161	173	58	's	's	PART
cana-2161	173	59	94.36	94.36	NUM
cana-2161	173	60	%	%	NOUN
cana-2161	173	61	.	.	PUNCT
cana-2161	174	1	this	this	DET
cana-2161	174	2	disparity	disparity	NOUN
cana-2161	174	3	underscores	underscore	VERB
cana-2161	174	4	the	the	DET
cana-2161	174	5	efficacy	efficacy	NOUN
cana-2161	174	6	of	of	ADP
cana-2161	174	7	bilstm	bilstm	NOUN
cana-2161	174	8	in	in	ADP
cana-2161	174	9	capturing	capture	VERB
cana-2161	174	10	intricate	intricate	ADJ
cana-2161	174	11	sequential	sequential	ADJ
cana-2161	174	12	patterns	pattern	NOUN
cana-2161	174	13	within	within	ADP
cana-2161	174	14	rainfall	rainfall	NOUN
cana-2161	174	15	data	datum	NOUN
cana-2161	174	16	,	,	PUNCT
cana-2161	174	17	thereby	thereby	ADV
cana-2161	174	18	empowering	empower	VERB
cana-2161	174	19	decisionmakers	decisionmaker	NOUN
cana-2161	174	20	with	with	ADP
cana-2161	174	21	enhanced	enhanced	ADJ
cana-2161	174	22	predictive	predictive	ADJ
cana-2161	174	23	insights.as	insights.as	X
cana-2161	175	1	we	we	PRON
cana-2161	175	2	embrace	embrace	VERB
cana-2161	175	3	such	such	ADJ
cana-2161	175	4	advancements	advancement	NOUN
cana-2161	175	5	,	,	PUNCT
cana-2161	175	6	it	it	PRON
cana-2161	175	7	becomes	become	VERB
cana-2161	175	8	evident	evident	ADJ
cana-2161	175	9	that	that	SCONJ
cana-2161	175	10	leveraging	leverage	VERB
cana-2161	175	11	cutting	cutting	NOUN
cana-2161	175	12	-	-	PUNCT
cana-2161	175	13	edge	edge	NOUN
cana-2161	175	14	technologies	technology	NOUN
cana-2161	175	15	like	like	ADP
cana-2161	175	16	bi	bi	NOUN
cana-2161	175	17	-	-	ADJ
cana-2161	175	18	lstm	lstm	NOUN
cana-2161	175	19	holds	hold	VERB
cana-2161	175	20	immense	immense	ADJ
cana-2161	175	21	potential	potential	NOUN
cana-2161	175	22	in	in	ADP
cana-2161	175	23	revolutionizing	revolutionize	VERB
cana-2161	175	24	our	our	PRON
cana-2161	175	25	approach	approach	NOUN
cana-2161	175	26	to	to	ADP
cana-2161	175	27	weather	weather	NOUN
cana-2161	175	28	prediction	prediction	NOUN
cana-2161	175	29	and	and	CCONJ
cana-2161	175	30	management	management	NOUN
cana-2161	175	31	.	.	PUNCT
cana-2161	176	1	by	by	ADP
cana-2161	176	2	continuing	continue	VERB
cana-2161	176	3	to	to	PART
cana-2161	176	4	refine	refine	VERB
cana-2161	176	5	and	and	CCONJ
cana-2161	176	6	implement	implement	VERB
cana-2161	176	7	such	such	ADJ
cana-2161	176	8	methodologies	methodology	NOUN
cana-2161	176	9	,	,	PUNCT
cana-2161	176	10	we	we	PRON
cana-2161	176	11	can	can	AUX
cana-2161	176	12	fortify	fortify	VERB
cana-2161	176	13	our	our	PRON
cana-2161	176	14	resilience	resilience	NOUN
cana-2161	176	15	against	against	ADP
cana-2161	176	16	the	the	DET
cana-2161	176	17	impacts	impact	NOUN
cana-2161	176	18	of	of	ADP
cana-2161	176	19	weather	weather	NOUN
cana-2161	176	20	variability	variability	NOUN
cana-2161	176	21	,	,	PUNCT
cana-2161	176	22	fostering	foster	VERB
cana-2161	176	23	a	a	DET
cana-2161	176	24	more	more	ADV
cana-2161	176	25	prepared	prepared	ADJ
cana-2161	176	26	and	and	CCONJ
cana-2161	176	27	adaptive	adaptive	ADJ
cana-2161	176	28	society	society	NOUN
cana-2161	176	29	.	.	PUNCT
cana-2161	177	1	references	reference	NOUN
cana-2161	177	2	[	[	X
cana-2161	177	3	1	1	NUM
cana-2161	177	4	]	]	X
cana-2161	177	5	yun	yun	PROPN
cana-2161	177	6	lin	lin	PROPN
cana-2161	177	7	(	(	PUNCT
cana-2161	177	8	member	member	NOUN
cana-2161	177	9	,	,	PUNCT
cana-2161	177	10	ieee	ieee	PROPN
cana-2161	177	11	)	)	PUNCT
cana-2161	177	12	,	,	PUNCT
cana-2161	177	13	keping	kepe	VERB
cana-2161	177	14	zhou	zhou	PROPN
cana-2161	177	15	,	,	PUNCT
cana-2161	177	16	and	and	CCONJ
cana-2161	177	17	jielin	jielin	PROPN
cana-2161	177	18	li	li	PROPN
cana-2161	177	19	,	,	PUNCT
cana-2161	177	20	utilizing	utilize	VERB
cana-2161	177	21	cloud	cloud	NOUN
cana-2161	177	22	model	model	NOUN
cana-2161	177	23	for	for	ADP
cana-2161	177	24	forecasting	forecast	VERB
cana-2161	177	25	rock	rock	NOUN
cana-2161	177	26	explosion	explosion	NOUN
cana-2161	177	27	and	and	CCONJ
cana-2161	177	28	comparing	compare	VERB
cana-2161	177	29	performance	performance	NOUN
cana-2161	177	30	using	use	VERB
cana-2161	177	31	three	three	NUM
cana-2161	177	32	machine	machine	NOUN
cana-2161	177	33	learning	learn	VERB
cana-2161	177	34	algorithms	algorithm	NOUN
cana-2161	177	35	,	,	PUNCT
cana-2161	177	36	june	june	PROPN
cana-2161	177	37	26	26	NUM
cana-2161	177	38	,	,	PUNCT
cana-2161	177	39	2018	2018	NUM
cana-2161	177	40	.	.	PUNCT
cana-2161	178	1	[	[	X
cana-2161	178	2	2	2	NUM
cana-2161	178	3	]	]	PUNCT
cana-2161	178	4	someshwar	someshwar	ADJ
cana-2161	178	5	das	das	PROPN
cana-2161	178	6	,	,	PUNCT
cana-2161	178	7	raghavendra	raghavendra	PROPN
cana-2161	178	8	ashrit	ashrit	NOUN
cana-2161	178	9	and	and	CCONJ
cana-2161	178	10	m	m	PROPN
cana-2161	178	11	w	w	PROPN
cana-2161	178	12	moncrieff	moncrieff	PROPN
cana-2161	178	13	,	,	PUNCT
cana-2161	178	14	simulation	simulation	NOUN
cana-2161	178	15	of	of	ADP
cana-2161	178	16	a	a	DET
cana-2161	178	17	himalayan	himalayan	ADJ
cana-2161	178	18	cloudburst	cloudburst	ADJ
cana-2161	178	19	event	event	NOUN
cana-2161	178	20	,	,	PUNCT
cana-2161	178	21	june	june	PROPN
cana-2161	178	22	2006	2006	NUM
cana-2161	178	23	,	,	PUNCT
cana-2161	178	24	pp	pp	ADV
cana-2161	178	25	.	.	PUNCT
cana-2161	179	1	299–313	299–313	NUM
cana-2161	179	2	.	.	PUNCT
cana-2161	180	1	[	[	X
cana-2161	180	2	3	3	NUM
cana-2161	180	3	]	]	X
cana-2161	180	4	yukio	yukio	PROPN
cana-2161	180	5	ogawa	ogawa	PROPN
cana-2161	180	6	,	,	PUNCT
cana-2161	180	7	go	go	VERB
cana-2161	180	8	hasegawa	hasegawa	PROPN
cana-2161	180	9	and	and	CCONJ
cana-2161	180	10	masayuki	masayuki	PROPN
cana-2161	180	11	murata	murata	PROPN
cana-2161	180	12	,	,	PUNCT
cana-2161	180	13	cloud	cloud	NOUN
cana-2161	180	14	bursting	bursting	NOUN
cana-2161	180	15	method	method	NOUN
cana-2161	180	16	using	use	VERB
cana-2161	180	17	request	request	NOUN
cana-2161	180	18	prediction	prediction	NOUN
cana-2161	180	19	for	for	ADP
cana-2161	180	20	business	business	NOUN
cana-2161	180	21	-	-	PUNCT
cana-2161	180	22	critical	critical	ADJ
cana-2161	180	23	web	web	NOUN
cana-2161	180	24	applications	application	NOUN
cana-2161	180	25	icnc	icnc	VERB
cana-2161	180	26	2017	2017	NUM
cana-2161	180	27	.	.	PUNCT
cana-2161	181	1	[	[	X
cana-2161	181	2	4	4	X
cana-2161	181	3	]	]	X
cana-2161	181	4	singh	singh	PROPN
cana-2161	181	5	n	n	CCONJ
cana-2161	181	6	,	,	PUNCT
cana-2161	181	7	chaturvedi	chaturvedi	PROPN
cana-2161	181	8	s	s	PROPN
cana-2161	181	9	,	,	PUNCT
cana-2161	181	10	akhter	akhter	NOUN
cana-2161	181	11	s	s	PART
cana-2161	181	12	(	(	PUNCT
cana-2161	181	13	2019	2019	NUM
cana-2161	181	14	)	)	PUNCT
cana-2161	181	15	weather	weather	NOUN
cana-2161	181	16	forecasting	forecasting	NOUN
cana-2161	181	17	using	use	VERB
cana-2161	181	18	machine	machine	NOUN
cana-2161	181	19	learning	learning	NOUN
cana-2161	181	20	algorithm	algorithm	NOUN
cana-2161	181	21	.	.	PUNCT
cana-2161	182	1	in	in	ADP
cana-2161	182	2	:	:	PUNCT
cana-2161	182	3	international	international	ADJ
cana-2161	182	4	conference	conference	NOUN
cana-2161	182	5	on	on	ADP
cana-2161	182	6	communication	communication	NOUN
cana-2161	182	7	and	and	CCONJ
cana-2161	182	8	signal	signal	NOUN
cana-2161	182	9	processing	processing	NOUN
cana-2161	182	10	(	(	PUNCT
cana-2161	182	11	icsc)pp171–174	icsc)pp171–174	ADJ
cana-2161	182	12	.	.	PUNCT
cana-2161	182	13	https://doi.org/10.1109/icsc45622.2019.8938211	https://doi.org/10.1109/icsc45622.2019.8938211	NOUN
cana-2161	182	14	[	[	X
cana-2161	182	15	5	5	NUM
cana-2161	182	16	]	]	SYM
cana-2161	182	17	lin	lin	PROPN
cana-2161	182	18	,	,	PUNCT
cana-2161	182	19	yun	yun	PROPN
cana-2161	182	20	&	&	CCONJ
cana-2161	182	21	zhou	zhou	PROPN
cana-2161	182	22	,	,	PUNCT
cana-2161	182	23	ke	ke	NOUN
cana-2161	182	24	-	-	PUNCT
cana-2161	182	25	ping	ping	PROPN
cana-2161	182	26	&	&	CCONJ
cana-2161	182	27	li	li	PROPN
cana-2161	182	28	,	,	PUNCT
cana-2161	182	29	jielin	jielin	PROPN
cana-2161	182	30	.	.	PUNCT
cana-2161	183	1	(	(	PUNCT
cana-2161	183	2	2018	2018	NUM
cana-2161	183	3	)	)	PUNCT
cana-2161	183	4	the	the	DET
cana-2161	183	5	use	use	NOUN
cana-2161	183	6	of	of	ADP
cana-2161	183	7	three	three	NUM
cana-2161	183	8	machine	machine	NOUN
cana-2161	183	9	learning	learn	VERB
cana-2161	183	10	methods	method	NOUN
cana-2161	183	11	to	to	PART
cana-2161	183	12	deploy	deploy	VERB
cana-2161	183	13	the	the	DET
cana-2161	183	14	cloud	cloud	NOUN
cana-2161	183	15	model	model	NOUN
cana-2161	183	16	for	for	ADP
cana-2161	183	17	performance	performance	NOUN
cana-2161	183	18	comparison	comparison	NOUN
cana-2161	183	19	and	and	CCONJ
cana-2161	183	20	rock	rock	NOUN
cana-2161	183	21	burst	burst	NOUN
cana-2161	183	22	prediction	prediction	NOUN
cana-2161	183	23	.	.	PUNCT
cana-2161	184	1	the	the	DET
cana-2161	184	2	ieee	ieee	NOUN
cana-2161	184	3	access	access	NOUN
cana-2161	184	4	.	.	PUNCT
cana-2161	185	1	pp	pp	ADJ
cana-2161	185	2	.	.	PUNCT
cana-2161	186	1	1	1	NUM
cana-2161	186	2	-	-	SYM
cana-2161	186	3	1	1	NUM
cana-2161	186	4	.	.	PUNCT
cana-2161	186	5	10.1109	10.1109	NUM
cana-2161	186	6	/	/	SYM
cana-2161	186	7	access.2018.2839754	access.2018.2839754	NOUN
cana-2161	186	8	.	.	PUNCT
cana-2161	187	1	[	[	X
cana-2161	187	2	6	6	NUM
cana-2161	187	3	]	]	PUNCT
cana-2161	187	4	das	das	PROPN
cana-2161	187	5	,	,	PUNCT
cana-2161	187	6	someshwar	someshwar	NOUN
cana-2161	187	7	&	&	CCONJ
cana-2161	187	8	ashrit	ashrit	PROPN
cana-2161	187	9	,	,	PUNCT
cana-2161	187	10	raghavendra	raghavendra	PROPN
cana-2161	187	11	&	&	CCONJ
cana-2161	187	12	moncrieff	moncrieff	PROPN
cana-2161	187	13	,	,	PUNCT
cana-2161	187	14	mitchell	mitchell	PROPN
cana-2161	187	15	.	.	PUNCT
cana-2161	188	1	(	(	PUNCT
cana-2161	188	2	2006	2006	NUM
cana-2161	188	3	)	)	PUNCT
cana-2161	188	4	.	.	PUNCT
cana-2161	189	1	simulation	simulation	NOUN
cana-2161	189	2	of	of	ADP
cana-2161	189	3	himalayan	himalayan	ADJ
cana-2161	189	4	cloudburst	cloudburst	ADJ
cana-2161	189	5	event	event	NOUN
cana-2161	189	6	.	.	PUNCT
cana-2161	190	1	journal	journal	NOUN
cana-2161	190	2	of	of	ADP
cana-2161	190	3	earth	earth	NOUN
cana-2161	190	4	system	system	NOUN
cana-2161	190	5	science	science	NOUN
cana-2161	190	6	.	.	PUNCT
cana-2161	191	1	115	115	NUM
cana-2161	191	2	.	.	PUNCT
cana-2161	192	1	299	299	NUM
cana-2161	192	2	-	-	SYM
cana-2161	192	3	313	313	NUM
cana-2161	192	4	.	.	PUNCT
cana-2161	193	1	10.1007	10.1007	NUM
cana-2161	193	2	/	/	SYM
cana-2161	193	3	bf02702044	bf02702044	NOUN
cana-2161	193	4	.	.	PUNCT
cana-2161	194	1	[	[	X
cana-2161	194	2	7	7	NUM
cana-2161	194	3	]	]	X
cana-2161	194	4	ogawa	ogawa	PROPN
cana-2161	194	5	,	,	PUNCT
cana-2161	194	6	yukio	yukio	PROPN
cana-2161	194	7	&	&	CCONJ
cana-2161	194	8	hasegawa	hasegawa	PROPN
cana-2161	194	9	,	,	PUNCT
cana-2161	194	10	go	go	VERB
cana-2161	194	11	&	&	CCONJ
cana-2161	194	12	murata	murata	PROPN
cana-2161	194	13	,	,	PUNCT
cana-2161	194	14	masayuki	masayuki	PROPN
cana-2161	194	15	.	.	PUNCT
cana-2161	195	1	(	(	PUNCT
cana-2161	195	2	2017	2017	NUM
cana-2161	195	3	)	)	PUNCT
cana-2161	195	4	.	.	PUNCT
cana-2161	196	1	prediction	prediction	NOUN
cana-2161	196	2	-	-	PUNCT
cana-2161	196	3	based	base	VERB
cana-2161	196	4	cloud	cloud	NOUN
cana-2161	196	5	bursting	bursting	NOUN
cana-2161	196	6	approach	approach	NOUN
cana-2161	196	7	and	and	CCONJ
cana-2161	196	8	its	its	PRON
cana-2161	196	9	impact	impact	NOUN
cana-2161	196	10	on	on	ADP
cana-2161	196	11	total	total	ADJ
cana-2161	196	12	cost	cost	NOUN
cana-2161	196	13	for	for	ADP
cana-2161	196	14	business	business	NOUN
cana-2161	196	15	-	-	PUNCT
cana-2161	196	16	criticalweb	criticalweb	VERB
cana-2161	196	17	systems	system	NOUN
cana-2161	196	18	.	.	PUNCT
cana-2161	197	1	ieice	ieice	NOUN
cana-2161	197	2	transactions	transaction	NOUN
cana-2161	197	3	on	on	ADP
cana-2161	197	4	communications	communication	NOUN
cana-2161	197	5	.	.	PUNCT
cana-2161	198	1	e100.b	e100.b	ADV
cana-2161	198	2	.	.	PUNCT
cana-2161	199	1	10.1587	10.1587	NUM
cana-2161	199	2	/	/	SYM
cana-2161	199	3	transcom.2016nnp0006	transcom.2016nnp0006	PROPN
cana-2161	199	4	.	.	PUNCT
cana-2161	200	1	[	[	X
cana-2161	200	2	8	8	NUM
cana-2161	200	3	]	]	X
cana-2161	200	4	li	li	PROPN
cana-2161	200	5	shao	shao	PROPN
cana-2161	200	6	-	-	PUNCT
cana-2161	200	7	hong	hong	PROPN
cana-2161	200	8	,	,	PUNCT
cana-2161	200	9	wang	wang	PROPN
cana-2161	200	10	shao	shao	PROPN
cana-2161	200	11	-	-	PUNCT
cana-2161	200	12	yang	yang	PROPN
cana-2161	200	13	,	,	PUNCT
cana-2161	200	14	zhu	zhu	PROPN
cana-2161	200	15	jian	jian	PROPN
cana-2161	200	16	-	-	PUNCT
cana-2161	200	17	dong	dong	PROPN
cana-2161	200	18	,	,	PUNCT
cana-2161	200	19	li	li	PROPN
cana-2161	200	20	bu	bu	PROPN
cana-2161	200	21	,	,	PUNCT
cana-2161	200	22	yang	yang	PROPN
cana-2161	200	23	jie	jie	PROPN
cana-2161	200	24	,	,	PUNCT
cana-2161	200	25	wu	wu	PROPN
cana-2161	200	26	li	li	PROPN
cana-2161	200	27	-	-	PROPN
cana-2161	200	28	zhou	zhou	PROPN
cana-2161	200	29	.	.	PUNCT
cana-2161	201	1	prediction	prediction	NOUN
cana-2161	201	2	of	of	ADP
cana-2161	201	3	rock	rock	NOUN
cana-2161	201	4	burst	burst	ADJ
cana-2161	201	5	tendency	tendency	NOUN
cana-2161	201	6	based	base	VERB
cana-2161	201	7	on	on	ADP
cana-2161	201	8	weighted	weight	VERB
cana-2161	201	9	fusion	fusion	NOUN
cana-2161	201	10	and	and	CCONJ
cana-2161	201	11	improved	improve	VERB
cana-2161	201	12	cloud	cloud	NOUN
cana-2161	201	13	model[j	model[j	PROPN
cana-2161	201	14	]	]	X
cana-2161	201	15	.	.	PUNCT
cana-2161	202	1	chinese	chinese	ADJ
cana-2161	202	2	journal	journal	PROPN
cana-2161	202	3	of	of	ADP
cana-2161	202	4	geotechnical	geotechnical	ADJ
cana-2161	202	5	engineering	engineering	NOUN
cana-2161	202	6	,	,	PUNCT
cana-2161	202	7	2018	2018	NUM
cana-2161	202	8	,	,	PUNCT
cana-2161	202	9	40(6	40(6	NOUN
cana-2161	202	10	):	):	PUNCT
cana-2161	202	11	1075	1075	NUM
cana-2161	202	12	-	-	SYM
cana-2161	202	13	1083	1083	NUM
cana-2161	202	14	.	.	PUNCT
cana-2161	203	1	doi	doi	NOUN
cana-2161	203	2	:	:	PUNCT
cana-2161	203	3	10.11779	10.11779	NUM
cana-2161	203	4	/	/	SYM
cana-2161	203	5	cjge201806013	cjge201806013	PROPN
cana-2161	203	6	.	.	PUNCT
cana-2161	204	1	[	[	X
cana-2161	204	2	9	9	NUM
cana-2161	204	3	]	]	X
cana-2161	204	4	guo	guo	PROPN
cana-2161	204	5	,	,	PUNCT
cana-2161	204	6	tian	tian	PROPN
cana-2161	204	7	&	&	CCONJ
cana-2161	204	8	sharma	sharma	PROPN
cana-2161	204	9	,	,	PUNCT
cana-2161	204	10	upendra	upendra	PROPN
cana-2161	204	11	&	&	CCONJ
cana-2161	204	12	shenoy	shenoy	PROPN
cana-2161	204	13	,	,	PUNCT
cana-2161	204	14	prashant	prashant	PROPN
cana-2161	204	15	&	&	CCONJ
cana-2161	204	16	wood	wood	PROPN
cana-2161	204	17	,	,	PUNCT
cana-2161	204	18	timothy	timothy	PROPN
cana-2161	204	19	&	&	CCONJ
cana-2161	204	20	sahu	sahu	PROPN
cana-2161	204	21	,	,	PUNCT
cana-2161	204	22	sambit	sambit	NOUN
cana-2161	204	23	.	.	PUNCT
cana-2161	205	1	(	(	PUNCT
cana-2161	205	2	2014	2014	NUM
cana-2161	205	3	)	)	PUNCT
cana-2161	205	4	.	.	PUNCT
cana-2161	206	1	cost	cost	NOUN
cana-2161	206	2	-	-	PUNCT
cana-2161	206	3	aware	aware	ADJ
cana-2161	206	4	cloud	cloud	NOUN
cana-2161	206	5	bursting	burst	VERB
cana-2161	206	6	for	for	ADP
cana-2161	206	7	enterprise	enterprise	NOUN
cana-2161	206	8	applications	application	NOUN
cana-2161	206	9	.	.	PUNCT
cana-2161	207	1	acm	acm	PROPN
cana-2161	207	2	transactions	transaction	NOUN
cana-2161	207	3	on	on	ADP
cana-2161	207	4	internet	internet	NOUN
cana-2161	207	5	technology	technology	NOUN
cana-2161	207	6	.	.	PUNCT
cana-2161	208	1	13	13	NUM
cana-2161	208	2	.	.	PUNCT
cana-2161	209	1	10.1145/2602571	10.1145/2602571	NUM
cana-2161	209	2	.	.	PUNCT
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cana-2161	210	2	10	10	NUM
cana-2161	210	3	]	]	SYM
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cana-2161	210	5	,	,	PUNCT
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cana-2161	210	8	wang	wang	PROPN
cana-2161	210	9	,	,	PUNCT
cana-2161	210	10	yanzhi	yanzhi	PROPN
cana-2161	210	11	&	&	CCONJ
cana-2161	210	12	xue	xue	PROPN
cana-2161	210	13	,	,	PUNCT
cana-2161	210	14	yuankun	yuankun	PROPN
cana-2161	210	15	&	&	CCONJ
cana-2161	210	16	pedram	pedram	PROPN
cana-2161	210	17	,	,	PUNCT
cana-2161	210	18	massoud	massoud	PROPN
cana-2161	210	19	&	&	CCONJ
cana-2161	210	20	bogdan	bogdan	PROPN
cana-2161	210	21	,	,	PUNCT
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cana-2161	210	23	.	.	PUNCT
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cana-2161	211	2	2014	2014	NUM
cana-2161	211	3	)	)	PUNCT
cana-2161	211	4	.	.	PUNCT
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cana-2161	212	3	control	control	NOUN
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cana-2161	212	5	bursty	bursty	ADJ
cana-2161	212	6	cloud	cloud	NOUN
cana-2161	212	7	workloads	workload	NOUN
cana-2161	212	8	:	:	PUNCT
cana-2161	212	9	a	a	DET
cana-2161	212	10	fractal	fractal	ADJ
cana-2161	212	11	framework	framework	NOUN
cana-2161	212	12	.	.	PUNCT
cana-2161	213	1	2014	2014	NUM
cana-2161	213	2	international	international	ADJ
cana-2161	213	3	conference	conference	NOUN
cana-2161	213	4	on	on	ADP
cana-2161	213	5	hardware	hardware	NOUN
cana-2161	213	6	/	/	SYM
cana-2161	213	7	software	software	NOUN
cana-2161	213	8	codesign	codesign	NOUN
cana-2161	213	9	and	and	CCONJ
cana-2161	213	10	system	system	NOUN
cana-2161	213	11	synthesis	synthesis	NOUN
cana-2161	213	12	,	,	PUNCT
cana-2161	213	13	codes+isss	codes+isss	PROPN
cana-2161	213	14	2014	2014	NUM
cana-2161	213	15	.	.	PUNCT
cana-2161	214	1	10.1145/2656075.2656095	10.1145/2656075.2656095	NUM
cana-2161	214	2	.	.	PUNCT
cana-2161	215	1	[	[	X
cana-2161	215	2	11	11	NUM
cana-2161	215	3	]	]	X
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cana-2161	215	5	,	,	PUNCT
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cana-2161	215	7	&	&	CCONJ
cana-2161	215	8	thies	thies	PROPN
cana-2161	215	9	,	,	PUNCT
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cana-2161	215	11	&	&	CCONJ
cana-2161	215	12	turek	turek	PROPN
cana-2161	215	13	,	,	PUNCT
cana-2161	215	14	andreas	andreas	PROPN
cana-2161	215	15	&	&	CCONJ
cana-2161	215	16	bendix	bendix	PROPN
cana-2161	215	17	,	,	PUNCT
cana-2161	215	18	jörg	jörg	PROPN
cana-2161	215	19	&	&	CCONJ
cana-2161	215	20	kokhanovsky	kokhanovsky	ADJ
cana-2161	215	21	,	,	PUNCT
cana-2161	215	22	alexander	alexander	PROPN
cana-2161	215	23	.	.	PUNCT
cana-2161	216	1	(	(	PUNCT
cana-2161	216	2	2008	2008	NUM
cana-2161	216	3	)	)	PUNCT
cana-2161	216	4	.	.	PUNCT
cana-2161	217	1	operational	operational	ADJ
cana-2161	217	2	discrimination	discrimination	NOUN
cana-2161	217	3	of	of	ADP
cana-2161	217	4	raining	rain	VERB
cana-2161	217	5	from	from	ADP
cana-2161	217	6	non	non	ADJ
cana-2161	217	7	-	-	ADJ
cana-2161	217	8	raining	raining	ADJ
cana-2161	217	9	clouds	cloud	NOUN
cana-2161	217	10	in	in	ADP
cana-2161	217	11	mid	mid	NOUN
cana-2161	217	12	-	-	NOUN
cana-2161	217	13	latitudes	latitude	NOUN
cana-2161	217	14	using	use	VERB
cana-2161	217	15	multispectral	multispectral	ADJ
cana-2161	217	16	satellite	satellite	NOUN
cana-2161	217	17	data	datum	NOUN
cana-2161	217	18	.	.	PUNCT
cana-2161	218	1	10.1007/978	10.1007/978	NUM
cana-2161	218	2	-	-	SYM
cana-2161	218	3	3540	3540	NUM
cana-2161	218	4	-	-	PUNCT
cana-2161	218	5	77655	77655	NUM
cana-2161	218	6	-	-	PUNCT
cana-2161	218	7	0_7	0_7	NUM
cana-2161	218	8	.	.	PUNCT
cana-2161	219	1	[	[	X
cana-2161	219	2	12	12	NUM
cana-2161	219	3	]	]	X
cana-2161	219	4	vázquez	vázquez	NOUN
cana-2161	219	5	-	-	PUNCT
cana-2161	219	6	semadeni	semadeni	ADJ
cana-2161	219	7	,	,	PUNCT
cana-2161	219	8	enrique	enrique	PROPN
cana-2161	219	9	&	&	CCONJ
cana-2161	219	10	zamora	zamora	PROPN
cana-2161	219	11	-	-	PUNCT
cana-2161	219	12	aviles	aviles	PROPN
cana-2161	219	13	,	,	PUNCT
cana-2161	219	14	manuel	manuel	PROPN
cana-2161	219	15	&	&	CCONJ
cana-2161	219	16	galván	galván	PROPN
cana-2161	219	17	-	-	PUNCT
cana-2161	219	18	madrid	madrid	PROPN
cana-2161	219	19	,	,	PUNCT
cana-2161	219	20	roberto	roberto	PROPN
cana-2161	219	21	&	&	CCONJ
cana-2161	219	22	forbrich	forbrich	PROPN
cana-2161	219	23	,	,	PUNCT
cana-2161	219	24	jan	jan	PROPN
cana-2161	219	25	.	.	PROPN
cana-2161	219	26	(	(	PUNCT
cana-2161	219	27	2018	2018	NUM
cana-2161	219	28	)	)	PUNCT
cana-2161	219	29	.	.	PUNCT
cana-2161	220	1	molecular	molecular	ADJ
cana-2161	220	2	cloud	cloud	PROPN
cana-2161	220	3	evolution	evolution	PROPN
cana-2161	220	4	vi	vi	PROPN
cana-2161	220	5	.	.	NOUN
cana-2161	220	6	measuring	measure	VERB
cana-2161	220	7	cloud	cloud	ADJ
cana-2161	220	8	ages	age	NOUN
cana-2161	220	9	.	.	PUNCT
cana-2161	221	1	monthly	monthly	ADJ
cana-2161	221	2	notices	notice	NOUN
cana-2161	221	3	of	of	ADP
cana-2161	221	4	the	the	DET
cana-2161	221	5	royal	royal	ADJ
cana-2161	221	6	astronomical	astronomical	ADJ
cana-2161	221	7	society	society	NOUN
cana-2161	221	8	.	.	PUNCT
cana-2161	222	1	479	479	NUM
cana-2161	222	2	.	.	PUNCT
cana-2161	223	1	3254	3254	NUM
cana-2161	223	2	-	-	SYM
cana-2161	223	3	3263	3263	NUM
cana-2161	223	4	.	.	PUNCT
cana-2161	224	1	10.1093	10.1093	NUM
cana-2161	224	2	/	/	SYM
cana-2161	224	3	mnras	mnras	PROPN
cana-2161	224	4	/	/	SYM
cana-2161	224	5	sty1586	sty1586	NOUN
cana-2161	224	6	.	.	PUNCT
cana-2161	225	1	[	[	X
cana-2161	225	2	13	13	NUM
cana-2161	225	3	]	]	X
cana-2161	225	4	s.	s.	PROPN
cana-2161	225	5	depuru	depuru	PROPN
cana-2161	225	6	,	,	PUNCT
cana-2161	225	7	a.	a.	NOUN
cana-2161	225	8	nandam	nandam	PROPN
cana-2161	225	9	,	,	PUNCT
cana-2161	225	10	s.	s.	PROPN
cana-2161	225	11	sivanantham	sivanantham	PROPN
cana-2161	225	12	,	,	PUNCT
cana-2161	225	13	k.	k.	PROPN
cana-2161	225	14	amala	amala	PROPN
cana-2161	225	15	,	,	PUNCT
cana-2161	225	16	v.	v.	PROPN
cana-2161	225	17	akshaya	akshaya	PROPN
cana-2161	225	18	and	and	CCONJ
cana-2161	225	19	m.	m.	NOUN
cana-2161	225	20	saktivel	saktivel	NOUN
cana-2161	225	21	,	,	PUNCT
cana-2161	225	22	"	"	PUNCT
cana-2161	225	23	convolutional	convolutional	ADJ
cana-2161	225	24	neural	neural	ADJ
cana-2161	225	25	network	network	NOUN
cana-2161	225	26	based	base	VERB
cana-2161	225	27	human	human	ADJ
cana-2161	225	28	emotion	emotion	NOUN
cana-2161	225	29	recognition	recognition	NOUN
cana-2161	225	30	system	system	NOUN
cana-2161	225	31	:	:	PUNCT
cana-2161	225	32	a	a	DET
cana-2161	225	33	deep	deep	ADJ
cana-2161	225	34	learning	learning	NOUN
cana-2161	225	35	approach	approach	NOUN
cana-2161	225	36	,	,	PUNCT
cana-2161	225	37	"	"	PUNCT
cana-2161	225	38	2022	2022	NUM
cana-2161	225	39	smart	smart	ADJ
cana-2161	225	40	technologies	technology	NOUN
cana-2161	225	41	,	,	PUNCT
cana-2161	225	42	communication	communication	NOUN
cana-2161	225	43	and	and	CCONJ
cana-2161	225	44	robotics	robotic	NOUN
cana-2161	225	45	(	(	PUNCT
cana-2161	225	46	stcr	stcr	PROPN
cana-2161	225	47	)	)	PUNCT
cana-2161	225	48	,	,	PUNCT
cana-2161	225	49	sathyamangalam	sathyamangalam	PROPN
cana-2161	225	50	,	,	PUNCT
cana-2161	225	51	india	india	PROPN
cana-2161	225	52	,	,	PUNCT
cana-2161	225	53	2022	2022	NUM
cana-2161	225	54	,	,	PUNCT
cana-2161	225	55	pp	pp	ADJ
cana-2161	225	56	.	.	PUNCT
cana-2161	226	1	1	1	NUM
cana-2161	226	2	-	-	SYM
cana-2161	226	3	4	4	NUM
cana-2161	226	4	,	,	PUNCT
cana-2161	226	5	doi	doi	NOUN
cana-2161	226	6	:	:	PUNCT
cana-2161	226	7	10.1109	10.1109	NUM
cana-2161	226	8	/	/	SYM
cana-2161	226	9	stcr55312.2022.10009123	stcr55312.2022.10009123	NOUN
cana-2161	226	10	.	.	PUNCT
cana-2161	227	1	https://doi.org/10.1109/icsc45622.2019.8938211	https://doi.org/10.1109/icsc45622.2019.8938211	NOUN
cana-2161	227	2	communications	communication	NOUN
cana-2161	227	3	on	on	ADP
cana-2161	227	4	applied	apply	VERB
cana-2161	227	5	nonlinear	nonlinear	ADJ
cana-2161	227	6	analysis	analysis	NOUN
cana-2161	227	7	issn	issn	NOUN
cana-2161	227	8	:	:	PUNCT
cana-2161	227	9	1074	1074	NUM
cana-2161	227	10	-	-	PUNCT
cana-2161	227	11	133x	133x	NUM
cana-2161	227	12	vol	vol	NOUN
cana-2161	227	13	32	32	NUM
cana-2161	228	1	no	no	NOUN
cana-2161	228	2	.	.	PUNCT
cana-2161	229	1	1s	1s	NUM
cana-2161	229	2	(	(	PUNCT
cana-2161	229	3	2025	2025	NUM
cana-2161	229	4	)	)	PUNCT
cana-2161	229	5	231	231	NUM
cana-2161	229	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2161	230	1	[	[	X
cana-2161	230	2	14	14	NUM
cana-2161	230	3	]	]	X
cana-2161	230	4	s.	s.	PROPN
cana-2161	230	5	depuru	depuru	PROPN
cana-2161	230	6	,	,	PUNCT
cana-2161	230	7	k.	k.	PROPN
cana-2161	230	8	vaishnavi	vaishnavi	PROPN
cana-2161	230	9	,	,	PUNCT
cana-2161	230	10	b.	b.	PROPN
cana-2161	230	11	manogna	manogna	PROPN
cana-2161	230	12	,	,	PUNCT
cana-2161	230	13	k.	k.	PROPN
cana-2161	230	14	j.	j.	PROPN
cana-2161	230	15	sri	sri	PROPN
cana-2161	230	16	,	,	PUNCT
cana-2161	230	17	a.	a.	NOUN
cana-2161	230	18	preethi	preethi	ADV
cana-2161	230	19	and	and	CCONJ
cana-2161	230	20	c.	c.	PROPN
cana-2161	230	21	priyanka	priyanka	PROPN
cana-2161	230	22	,	,	PUNCT
cana-2161	230	23	"	"	PUNCT
cana-2161	230	24	hybrid	hybrid	ADJ
cana-2161	230	25	cnnlbp	cnnlbp	NOUN
cana-2161	230	26	using	use	VERB
cana-2161	230	27	facial	facial	ADJ
cana-2161	230	28	emotion	emotion	NOUN
cana-2161	230	29	recognition	recognition	NOUN
cana-2161	230	30	based	base	VERB
cana-2161	230	31	on	on	ADP
cana-2161	230	32	deep	deep	ADJ
cana-2161	230	33	learning	learning	NOUN
cana-2161	230	34	approach	approach	NOUN
cana-2161	230	35	,	,	PUNCT
cana-2161	230	36	"	"	PUNCT
cana-2161	230	37	2023	2023	NUM
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cana-2161	230	40	conference	conference	NOUN
cana-2161	230	41	on	on	ADP
cana-2161	230	42	artificial	artificial	ADJ
cana-2161	230	43	intelligence	intelligence	NOUN
cana-2161	230	44	and	and	CCONJ
cana-2161	230	45	smart	smart	ADJ
cana-2161	230	46	energy	energy	NOUN
cana-2161	230	47	(	(	PUNCT
cana-2161	230	48	icais	icais	PROPN
cana-2161	230	49	)	)	PUNCT
cana-2161	230	50	,	,	PUNCT
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cana-2161	230	52	,	,	PUNCT
cana-2161	230	53	india	india	PROPN
cana-2161	230	54	,	,	PUNCT
cana-2161	230	55	2023	2023	NUM
cana-2161	230	56	,	,	PUNCT
cana-2161	230	57	pp	pp	ADJ
cana-2161	230	58	.	.	PUNCT
cana-2161	231	1	972	972	NUM
cana-2161	231	2	-	-	SYM
cana-2161	231	3	980	980	NUM
cana-2161	231	4	,	,	PUNCT
cana-2161	231	5	doi	doi	NOUN
cana-2161	231	6	:	:	PUNCT
cana-2161	231	7	10.1109	10.1109	NUM
cana-2161	231	8	/	/	SYM
cana-2161	231	9	icais56108.2023.10073918	icais56108.2023.10073918	PROPN
cana-2161	231	10	.	.	PUNCT
cana-2161	232	1	[	[	X
cana-2161	232	2	15	15	NUM
cana-2161	232	3	]	]	X
cana-2161	232	4	sivakumar	sivakumar	PROPN
cana-2161	232	5	depuru	depuru	PROPN
cana-2161	232	6	,	,	PUNCT
cana-2161	232	7	anjana	anjana	PROPN
cana-2161	232	8	nandam	nandam	PROPN
cana-2161	232	9	,	,	PUNCT
cana-2161	232	10	p.a	p.a	PROPN
cana-2161	232	11	.	.	PROPN
cana-2161	232	12	ramesh	ramesh	PROPN
cana-2161	232	13	,	,	PUNCT
cana-2161	232	14	m.	m.	NOUN
cana-2161	232	15	saktivel	saktivel	PROPN
cana-2161	232	16	,	,	PUNCT
cana-2161	232	17	k.	k.	PROPN
cana-2161	232	18	amala	amala	PROPN
cana-2161	232	19	,	,	PUNCT
cana-2161	232	20	sivanantham	sivanantham	PROPN
cana-2161	232	21	,	,	PUNCT
cana-2161	232	22	“	"	PUNCT
cana-2161	232	23	human	human	ADJ
cana-2161	232	24	emotion	emotion	NOUN
cana-2161	232	25	recognition	recognition	NOUN
cana-2161	232	26	system	system	NOUN
cana-2161	232	27	using	use	VERB
cana-2161	232	28	deep	deep	ADJ
cana-2161	232	29	learning	learning	NOUN
cana-2161	232	30	technique	technique	NOUN
cana-2161	232	31	”	"	PUNCT
cana-2161	232	32	,	,	PUNCT
cana-2161	232	33	journal	journal	NOUN
cana-2161	232	34	of	of	ADP
cana-2161	232	35	pharmaceutical	pharmaceutical	ADJ
cana-2161	232	36	negative	negative	ADJ
cana-2161	232	37	results	result	NOUN
cana-2161	232	38	,	,	PUNCT
cana-2161	232	39	vol	vol	NOUN
cana-2161	232	40	.	.	PROPN
cana-2161	232	41	13	13	NUM
cana-2161	232	42	,	,	PUNCT
cana-2161	232	43	no	no	INTJ
cana-2161	232	44	.	.	NOUN
cana-2161	232	45	4	4	NUM
cana-2161	232	46	,	,	PUNCT
cana-2161	232	47	pp	pp	ADJ
cana-2161	232	48	.	.	PUNCT
cana-2161	233	1	1031–1035	1031–1035	NUM
cana-2161	233	2	,	,	PUNCT
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cana-2161	233	4	.	.	PROPN
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cana-2161	233	6	.	.	PUNCT
cana-2161	234	1	[	[	X
cana-2161	234	2	16	16	NUM
cana-2161	234	3	]	]	PUNCT
cana-2161	234	4	a.ganesh	a.ganesh	PROPN
cana-2161	234	5	,	,	PUNCT
cana-2161	234	6	s.	s.	PROPN
cana-2161	234	7	.	.	PUNCT
cana-2161	234	8	depuru	depuru	PROPN
cana-2161	234	9	,	,	PUNCT
cana-2161	234	10	b.	b.	PROPN
cana-2161	234	11	.	.	PUNCT
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cana-2161	235	2	a.	a.	PROPN
cana-2161	235	3	,	,	PUNCT
cana-2161	235	4	and	and	CCONJ
cana-2161	235	5	g.	g.	PROPN
cana-2161	235	6	.	.	PUNCT
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cana-2161	236	2	,	,	PUNCT
cana-2161	236	3	“	"	PUNCT
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cana-2161	236	6	diagnosis	diagnosis	NOUN
cana-2161	236	7	and	and	CCONJ
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cana-2161	236	9	system	system	NOUN
cana-2161	236	10	using	use	VERB
cana-2161	236	11	hybrid	hybrid	ADJ
cana-2161	236	12	cnn	cnn	PROPN
cana-2161	236	13	-	-	PUNCT
cana-2161	236	14	npr	npr	PROPN
cana-2161	236	15	:	:	PUNCT
cana-2161	236	16	deep	deep	ADJ
cana-2161	236	17	learning	learning	NOUN
cana-2161	236	18	approaches	approach	NOUN
cana-2161	236	19	”	"	PUNCT
cana-2161	236	20	,	,	PUNCT
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cana-2161	236	37	.	.	PUNCT
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cana-2161	237	2	,	,	PUNCT
cana-2161	237	3	nov	nov	PROPN
cana-2161	237	4	.	.	PROPN
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cana-2161	237	6	.	.	PUNCT
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cana-2161	238	2	17	17	NUM
cana-2161	238	3	]	]	PUNCT
cana-2161	238	4	shola	shola	NOUN
cana-2161	238	5	usharani	usharani	NOUN
cana-2161	238	6	,	,	PUNCT
cana-2161	238	7	rajarajeswari	rajarajeswari	PROPN
cana-2161	238	8	subbaraj	subbaraj	PROPN
cana-2161	238	9	,	,	PUNCT
cana-2161	238	10	appalaraju	appalaraju	PROPN
cana-2161	238	11	muralidhar	muralidhar	PROPN
cana-2161	238	12	,	,	PUNCT
cana-2161	238	13	gayathri	gayathri	PROPN
cana-2161	238	14	rajakumaran	rajakumaran	PROPN
cana-2161	238	15	,	,	PUNCT
cana-2161	238	16	sivakumar	sivakumar	PROPN
cana-2161	238	17	depuru	depuru	PROPN
cana-2161	238	18	,	,	PUNCT
cana-2161	238	19	srinivas	srinivas	PROPN
cana-2161	238	20	nandam	nandam	PROPN
cana-2161	238	21	,	,	PUNCT
cana-2161	238	22	"	"	PUNCT
cana-2161	238	23	improvised	improvise	VERB
cana-2161	238	24	schinder	schinder	ADJ
cana-2161	238	25	model	model	NOUN
cana-2161	238	26	for	for	ADP
cana-2161	238	27	anaesthesia	anaesthesia	NOUN
cana-2161	238	28	drug	drug	NOUN
cana-2161	238	29	delivery	delivery	NOUN
cana-2161	238	30	in	in	ADP
cana-2161	238	31	obese	obese	ADJ
cana-2161	238	32	patients	patient	NOUN
cana-2161	238	33	with	with	ADP
cana-2161	238	34	optimized	optimize	VERB
cana-2161	238	35	infusion	infusion	NOUN
cana-2161	238	36	rate	rate	NOUN
cana-2161	238	37	and	and	CCONJ
cana-2161	238	38	patient	patient	ADJ
cana-2161	238	39	safety	safety	NOUN
cana-2161	238	40	,	,	PUNCT
cana-2161	238	41	"	"	PUNCT
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cana-2161	238	43	journal	journal	NOUN
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cana-2161	238	45	engineering	engineering	NOUN
cana-2161	238	46	trends	trend	NOUN
cana-2161	238	47	and	and	CCONJ
cana-2161	238	48	technology	technology	NOUN
cana-2161	238	49	,	,	PUNCT
cana-2161	238	50	vol	vol	NOUN
cana-2161	238	51	.	.	PROPN
cana-2161	238	52	71	71	NUM
cana-2161	238	53	,	,	PUNCT
cana-2161	238	54	no	no	INTJ
cana-2161	238	55	.	.	NOUN
cana-2161	238	56	9	9	NUM
cana-2161	238	57	,	,	PUNCT
cana-2161	238	58	pp	pp	ADJ
cana-2161	238	59	.	.	PUNCT
cana-2161	239	1	256	256	NUM
cana-2161	239	2	-	-	SYM
cana-2161	239	3	264	264	NUM
cana-2161	239	4	,	,	PUNCT
cana-2161	239	5	2023	2023	NUM
cana-2161	239	6	.	.	PUNCT
cana-2161	240	1	crossref	crossref	ADJ
cana-2161	240	2	,	,	PUNCT
cana-2161	240	3	https://doi.org/10.14445/22315381/ijett-v71i9p223	https://doi.org/10.14445/22315381/ijett-v71i9p223	PROPN
cana-2161	240	4	.	.	PUNCT
cana-2161	241	1	https://doi.org/10.14445/22315381/ijett-v71i9p223	https://doi.org/10.14445/22315381/ijett-v71i9p223	NOUN