id	sid	tid	token	lemma	pos
cana-1247	1	1	communications	communication	NOUN
cana-1247	1	2	on	on	ADP
cana-1247	1	3	applied	apply	VERB
cana-1247	1	4	nonlinear	nonlinear	ADJ
cana-1247	1	5	analysis	analysis	NOUN
cana-1247	1	6	issn	issn	NOUN
cana-1247	1	7	:	:	PUNCT
cana-1247	1	8	1074	1074	NUM
cana-1247	1	9	-	-	PUNCT
cana-1247	1	10	133x	133x	NUM
cana-1247	1	11	vol	vol	NOUN
cana-1247	1	12	31	31	NUM
cana-1247	1	13	no	no	NOUN
cana-1247	1	14	.	.	PUNCT
cana-1247	2	1	6s	6s	NUM
cana-1247	2	2	(	(	PUNCT
cana-1247	2	3	2024	2024	NUM
cana-1247	2	4	)	)	PUNCT
cana-1247	2	5	602	602	NUM
cana-1247	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	2	7	optimizing	optimize	VERB
cana-1247	2	8	cluster	cluster	NOUN
cana-1247	2	9	head	head	NOUN
cana-1247	2	10	selection	selection	NOUN
cana-1247	2	11	in	in	ADP
cana-1247	2	12	wireless	wireless	ADJ
cana-1247	2	13	sensor	sensor	NOUN
cana-1247	2	14	networks	network	NOUN
cana-1247	2	15	using	use	VERB
cana-1247	2	16	mathematical	mathematical	ADJ
cana-1247	2	17	modeling	modeling	NOUN
cana-1247	2	18	and	and	CCONJ
cana-1247	2	19	statistical	statistical	ADJ
cana-1247	2	20	analysis	analysis	NOUN
cana-1247	2	21	of	of	ADP
cana-1247	2	22	the	the	DET
cana-1247	2	23	hybrid	hybrid	ADJ
cana-1247	2	24	energy	energy	NOUN
cana-1247	2	25	-	-	PUNCT
cana-1247	2	26	efficient	efficient	ADJ
cana-1247	2	27	distributed	distribute	VERB
cana-1247	2	28	(	(	PUNCT
cana-1247	2	29	heed	heed	NOUN
cana-1247	2	30	)	)	PUNCT
cana-1247	2	31	algorithm	algorithm	NOUN
cana-1247	2	32	1sandip	1sandip	NUM
cana-1247	2	33	kanase	kanase	NOUN
cana-1247	2	34	,	,	PUNCT
cana-1247	2	35	2shaik	2shaik	NUM
cana-1247	2	36	fakruddin	fakruddin	NOUN
cana-1247	2	37	babavali	babavali	PROPN
cana-1247	2	38	,	,	PUNCT
cana-1247	2	39	3sunil	3sunil	PROPN
cana-1247	2	40	kumar	kumar	PROPN
cana-1247	2	41	kothapalli	kothapalli	PROPN
cana-1247	2	42	,	,	PUNCT
cana-1247	2	43	4a.thangam	4a.thangam	NUM
cana-1247	2	44	,	,	PUNCT
cana-1247	2	45	5neelam	5neelam	NUM
cana-1247	2	46	labhade	labhade	NOUN
cana-1247	2	47	-	-	PUNCT
cana-1247	2	48	kumar	kumar	PROPN
cana-1247	2	49	,	,	PUNCT
cana-1247	2	50	6v.bhoopathy	6v.bhoopathy	PROPN
cana-1247	2	51	1assistant	1assistant	NUM
cana-1247	2	52	professor	professor	NOUN
cana-1247	2	53	,	,	PUNCT
cana-1247	2	54	department	department	NOUN
cana-1247	2	55	of	of	ADP
cana-1247	2	56	mechanical	mechanical	ADJ
cana-1247	2	57	engineering	engineering	NOUN
cana-1247	2	58	,	,	PUNCT
cana-1247	2	59	bharati	bharati	PROPN
cana-1247	2	60	vidyapeeth	vidyapeeth	PROPN
cana-1247	2	61	college	college	PROPN
cana-1247	2	62	of	of	ADP
cana-1247	2	63	engineering	engineering	PROPN
cana-1247	2	64	,	,	PUNCT
cana-1247	2	65	navi	navi	PROPN
cana-1247	2	66	mumbai	mumbai	PROPN
cana-1247	2	67	,	,	PUNCT
cana-1247	2	68	maharashtra	maharashtra	PROPN
cana-1247	2	69	,	,	PUNCT
cana-1247	2	70	india	india	PROPN
cana-1247	2	71	.	.	PUNCT
cana-1247	2	72	sandip.kanase@bvcoenm.edu.in	sandip.kanase@bvcoenm.edu.in	PROPN
cana-1247	3	1	2department	2department	NUM
cana-1247	3	2	of	of	ADP
cana-1247	3	3	physics	physics	PROPN
cana-1247	3	4	,	,	PUNCT
cana-1247	3	5	velagapudi	velagapudi	PROPN
cana-1247	3	6	ramakrishna	ramakrishna	PROPN
cana-1247	3	7	siddhartha	siddhartha	PROPN
cana-1247	3	8	engineering	engineering	PROPN
cana-1247	3	9	college	college	PROPN
cana-1247	3	10	(	(	PUNCT
cana-1247	3	11	deemed	deem	VERB
cana-1247	3	12	to	to	PART
cana-1247	3	13	be	be	AUX
cana-1247	3	14	university	university	NOUN
cana-1247	3	15	)	)	PUNCT
cana-1247	3	16	,	,	PUNCT
cana-1247	3	17	vijayawada	vijayawada	PROPN
cana-1247	3	18	,	,	PUNCT
cana-1247	3	19	andhra	andhra	PROPN
cana-1247	3	20	pradesh	pradesh	PROPN
cana-1247	3	21	,	,	PUNCT
cana-1247	3	22	india	india	PROPN
cana-1247	3	23	.	.	PUNCT
cana-1247	4	1	sfdnspnl@gmail.com	sfdnspnl@gmail.com	X
cana-1247	5	1	3assistant	3assistant	NUM
cana-1247	5	2	professor	professor	NOUN
cana-1247	5	3	,	,	PUNCT
cana-1247	5	4	department	department	NOUN
cana-1247	5	5	of	of	ADP
cana-1247	5	6	mechanical	mechanical	ADJ
cana-1247	5	7	,	,	PUNCT
cana-1247	5	8	srkr	srkr	NOUN
cana-1247	5	9	engineering	engineering	NOUN
cana-1247	5	10	college	college	PROPN
cana-1247	5	11	,	,	PUNCT
cana-1247	5	12	bhimavaram	bhimavaram	PROPN
cana-1247	5	13	,	,	PUNCT
cana-1247	5	14	andhra	andhra	PROPN
cana-1247	5	15	pradesh	pradesh	PROPN
cana-1247	5	16	,	,	PUNCT
cana-1247	5	17	india	india	PROPN
cana-1247	5	18	.	.	PUNCT
cana-1247	6	1	sunil_k@srkrec.ac.in	sunil_k@srkrec.ac.in	PROPN
cana-1247	7	1	4department	4department	NUM
cana-1247	7	2	of	of	ADP
cana-1247	7	3	mathematics	mathematic	NOUN
cana-1247	7	4	,	,	PUNCT
cana-1247	7	5	pondicherry	pondicherry	ADJ
cana-1247	7	6	university	university	NOUN
cana-1247	7	7	-	-	PUNCT
cana-1247	7	8	community	community	NOUN
cana-1247	7	9	college	college	NOUN
cana-1247	7	10	,	,	PUNCT
cana-1247	7	11	lawspet	lawspet	NOUN
cana-1247	7	12	,	,	PUNCT
cana-1247	7	13	pondicherry	pondicherry	PROPN
cana-1247	7	14	,	,	PUNCT
cana-1247	7	15	india	india	PROPN
cana-1247	7	16	.	.	PUNCT
cana-1247	8	1	thangamgri@yahoo.com	thangamgri@yahoo.com	X
cana-1247	9	1	5department	5department	NUM
cana-1247	9	2	of	of	ADP
cana-1247	9	3	computer	computer	NOUN
cana-1247	9	4	engineering	engineering	NOUN
cana-1247	9	5	,	,	PUNCT
cana-1247	9	6	shree	shree	PROPN
cana-1247	9	7	ramchandra	ramchandra	PROPN
cana-1247	9	8	college	college	PROPN
cana-1247	9	9	of	of	ADP
cana-1247	9	10	engineering	engineering	PROPN
cana-1247	9	11	,	,	PUNCT
cana-1247	9	12	pune	pune	PROPN
cana-1247	9	13	,	,	PUNCT
cana-1247	9	14	maharashtra	maharashtra	PROPN
cana-1247	9	15	,	,	PUNCT
cana-1247	9	16	india	india	PROPN
cana-1247	9	17	,	,	PUNCT
cana-1247	9	18	neelam.labhade@gmail.com	neelam.labhade@gmail.com	PROPN
cana-1247	9	19	6professor	6professor	NUM
cana-1247	9	20	,	,	PUNCT
cana-1247	9	21	department	department	NOUN
cana-1247	9	22	of	of	ADP
cana-1247	9	23	computer	computer	NOUN
cana-1247	9	24	science	science	NOUN
cana-1247	9	25	and	and	CCONJ
cana-1247	9	26	engineering	engineering	NOUN
cana-1247	9	27	,	,	PUNCT
cana-1247	9	28	sree	sree	PROPN
cana-1247	9	29	rama	rama	PROPN
cana-1247	9	30	engineering	engineering	PROPN
cana-1247	9	31	college	college	PROPN
cana-1247	9	32	,	,	PUNCT
cana-1247	9	33	tirupathi	tirupathi	PROPN
cana-1247	9	34	,	,	PUNCT
cana-1247	9	35	india	india	PROPN
cana-1247	9	36	,	,	PUNCT
cana-1247	9	37	v.bhoopathy@gmail.com	v.bhoopathy@gmail.com	PROPN
cana-1247	9	38	article	article	PROPN
cana-1247	9	39	history	history	NOUN
cana-1247	9	40	:	:	PUNCT
cana-1247	9	41	received	receive	VERB
cana-1247	9	42	:	:	PUNCT
cana-1247	9	43	24	24	NUM
cana-1247	9	44	-	-	PUNCT
cana-1247	9	45	06	06	NUM
cana-1247	9	46	-	-	PUNCT
cana-1247	9	47	2024	2024	NUM
cana-1247	9	48	revised	revise	VERB
cana-1247	9	49	:	:	PUNCT
cana-1247	9	50	25	25	NUM
cana-1247	9	51	-	-	PUNCT
cana-1247	9	52	07	07	NUM
cana-1247	9	53	-	-	PUNCT
cana-1247	9	54	2024	2024	NUM
cana-1247	9	55	accepted	accept	VERB
cana-1247	9	56	:	:	PUNCT
cana-1247	9	57	07	07	NUM
cana-1247	9	58	-	-	SYM
cana-1247	9	59	08	08	NUM
cana-1247	9	60	-	-	PUNCT
cana-1247	9	61	2024	2024	NUM
cana-1247	9	62	abstract	abstract	NOUN
cana-1247	9	63	:	:	PUNCT
cana-1247	9	64	only	only	ADV
cana-1247	9	65	two	two	NUM
cana-1247	9	66	of	of	ADP
cana-1247	9	67	the	the	DET
cana-1247	9	68	various	various	ADJ
cana-1247	9	69	applications	application	NOUN
cana-1247	9	70	for	for	ADP
cana-1247	9	71	wireless	wireless	ADJ
cana-1247	9	72	sensor	sensor	NOUN
cana-1247	9	73	networks	network	NOUN
cana-1247	9	74	(	(	PUNCT
cana-1247	9	75	wsns	wsns	NOUN
cana-1247	9	76	)	)	PUNCT
cana-1247	9	77	are	be	AUX
cana-1247	9	78	environmental	environmental	ADJ
cana-1247	9	79	monitoring	monitoring	NOUN
cana-1247	9	80	and	and	CCONJ
cana-1247	9	81	smart	smart	ADJ
cana-1247	9	82	city	city	NOUN
cana-1247	9	83	infrastructure	infrastructure	NOUN
cana-1247	9	84	.	.	PUNCT
cana-1247	10	1	mostly	mostly	ADV
cana-1247	10	2	the	the	DET
cana-1247	10	3	efficacy	efficacy	NOUN
cana-1247	10	4	of	of	ADP
cana-1247	10	5	these	these	DET
cana-1247	10	6	networks	network	NOUN
cana-1247	10	7	depends	depend	VERB
cana-1247	10	8	on	on	ADP
cana-1247	10	9	the	the	DET
cana-1247	10	10	choice	choice	NOUN
cana-1247	10	11	of	of	ADP
cana-1247	10	12	cluster	cluster	NOUN
cana-1247	10	13	heads	head	NOUN
cana-1247	10	14	,	,	PUNCT
cana-1247	10	15	which	which	PRON
cana-1247	10	16	manage	manage	VERB
cana-1247	10	17	data	data	NOUN
cana-1247	10	18	aggregation	aggregation	NOUN
cana-1247	10	19	and	and	CCONJ
cana-1247	10	20	communication	communication	NOUN
cana-1247	10	21	.	.	PUNCT
cana-1247	11	1	conventional	conventional	ADJ
cana-1247	11	2	approaches	approach	NOUN
cana-1247	11	3	as	as	ADP
cana-1247	11	4	the	the	DET
cana-1247	11	5	hybrid	hybrid	ADJ
cana-1247	11	6	energy	energy	NOUN
cana-1247	11	7	-	-	PUNCT
cana-1247	11	8	efficient	efficient	ADJ
cana-1247	11	9	distributed	distribute	VERB
cana-1247	11	10	(	(	PUNCT
cana-1247	11	11	heed	heed	NOUN
cana-1247	11	12	)	)	PUNCT
cana-1247	11	13	algorithm	algorithm	NOUN
cana-1247	11	14	have	have	AUX
cana-1247	11	15	become	become	VERB
cana-1247	11	16	relatively	relatively	ADV
cana-1247	11	17	popular	popular	ADJ
cana-1247	11	18	for	for	ADP
cana-1247	11	19	cluster	cluster	NOUN
cana-1247	11	20	head	head	NOUN
cana-1247	11	21	selection	selection	NOUN
cana-1247	11	22	because	because	SCONJ
cana-1247	11	23	of	of	ADP
cana-1247	11	24	their	their	PRON
cana-1247	11	25	simplicity	simplicity	NOUN
cana-1247	11	26	and	and	CCONJ
cana-1247	11	27	efficiency	efficiency	NOUN
cana-1247	11	28	.	.	PUNCT
cana-1247	12	1	these	these	DET
cana-1247	12	2	techniques	technique	NOUN
cana-1247	12	3	,	,	PUNCT
cana-1247	12	4	meanwhile	meanwhile	ADV
cana-1247	12	5	,	,	PUNCT
cana-1247	12	6	sometimes	sometimes	ADV
cana-1247	12	7	assume	assume	VERB
cana-1247	12	8	a	a	DET
cana-1247	12	9	homogeneous	homogeneous	ADJ
cana-1247	12	10	node	node	ADJ
cana-1247	12	11	distribution	distribution	NOUN
cana-1247	12	12	—	—	PUNCT
cana-1247	12	13	hardly	hardly	ADV
cana-1247	12	14	the	the	DET
cana-1247	12	15	case	case	NOUN
cana-1247	12	16	in	in	ADP
cana-1247	12	17	real	real	ADJ
cana-1247	12	18	-	-	PUNCT
cana-1247	12	19	world	world	NOUN
cana-1247	12	20	scenarios	scenario	NOUN
cana-1247	12	21	.	.	PUNCT
cana-1247	13	1	from	from	ADP
cana-1247	13	2	this	this	PRON
cana-1247	13	3	follows	follow	VERB
cana-1247	13	4	lower	low	ADJ
cana-1247	13	5	network	network	NOUN
cana-1247	13	6	lifetime	lifetime	NOUN
cana-1247	13	7	and	and	CCONJ
cana-1247	13	8	less	less	ADJ
cana-1247	13	9	than	than	ADP
cana-1247	13	10	optimum	optimum	ADJ
cana-1247	13	11	energy	energy	NOUN
cana-1247	13	12	consumption	consumption	NOUN
cana-1247	13	13	.	.	PUNCT
cana-1247	14	1	extending	extend	VERB
cana-1247	14	2	network	network	NOUN
cana-1247	14	3	lifetime	lifetime	NOUN
cana-1247	14	4	and	and	CCONJ
cana-1247	14	5	improving	improve	VERB
cana-1247	14	6	energy	energy	NOUN
cana-1247	14	7	economy	economy	NOUN
cana-1247	14	8	depend	depend	VERB
cana-1247	14	9	mostly	mostly	ADV
cana-1247	14	10	on	on	ADP
cana-1247	14	11	maximizing	maximize	VERB
cana-1247	14	12	cluster	cluster	NOUN
cana-1247	14	13	head	head	NOUN
cana-1247	14	14	selection	selection	NOUN
cana-1247	14	15	in	in	ADP
cana-1247	14	16	non	non	ADJ
cana-1247	14	17	-	-	ADJ
cana-1247	14	18	uniformly	uniformly	ADV
cana-1247	14	19	distributed	distribute	VERB
cana-1247	14	20	wsns	wsns	NOUN
cana-1247	14	21	.	.	PUNCT
cana-1247	15	1	the	the	DET
cana-1247	15	2	standard	standard	ADJ
cana-1247	15	3	heed	heed	NOUN
cana-1247	15	4	approach	approach	NOUN
cana-1247	15	5	ignores	ignore	VERB
cana-1247	15	6	the	the	DET
cana-1247	15	7	non	non	ADJ
cana-1247	15	8	-	-	NOUN
cana-1247	15	9	uniformity	uniformity	NOUN
cana-1247	15	10	in	in	ADP
cana-1247	15	11	node	node	ADJ
cana-1247	15	12	distribution	distribution	NOUN
cana-1247	15	13	,	,	PUNCT
cana-1247	15	14	so	so	ADV
cana-1247	15	15	inefficient	inefficient	ADJ
cana-1247	15	16	energy	energy	NOUN
cana-1247	15	17	use	use	NOUN
cana-1247	15	18	and	and	CCONJ
cana-1247	15	19	reduced	reduced	ADJ
cana-1247	15	20	performance	performance	NOUN
cana-1247	15	21	can	can	AUX
cana-1247	15	22	follow	follow	VERB
cana-1247	15	23	.	.	PUNCT
cana-1247	16	1	this	this	DET
cana-1247	16	2	article	article	NOUN
cana-1247	16	3	provides	provide	VERB
cana-1247	16	4	a	a	DET
cana-1247	16	5	new	new	ADJ
cana-1247	16	6	way	way	NOUN
cana-1247	16	7	integrating	integrate	VERB
cana-1247	16	8	mathematical	mathematical	ADJ
cana-1247	16	9	modeling	modeling	NOUN
cana-1247	16	10	and	and	CCONJ
cana-1247	16	11	statistical	statistical	ADJ
cana-1247	16	12	analysis	analysis	NOUN
cana-1247	16	13	with	with	ADP
cana-1247	16	14	a	a	DET
cana-1247	16	15	non	non	ADJ
cana-1247	16	16	-	-	ADJ
cana-1247	16	17	uniform	uniform	ADJ
cana-1247	16	18	deep	deep	ADJ
cana-1247	16	19	artificial	artificial	ADJ
cana-1247	16	20	neural	neural	ADJ
cana-1247	16	21	network	network	NOUN
cana-1247	16	22	(	(	PUNCT
cana-1247	16	23	ann	ann	PROPN
cana-1247	16	24	)	)	PUNCT
cana-1247	16	25	to	to	PART
cana-1247	16	26	improve	improve	VERB
cana-1247	16	27	the	the	DET
cana-1247	16	28	heed	heed	ADJ
cana-1247	16	29	algorithm	algorithm	NOUN
cana-1247	16	30	.	.	PUNCT
cana-1247	17	1	the	the	DET
cana-1247	17	2	proposed	propose	VERB
cana-1247	17	3	method	method	NOUN
cana-1247	17	4	combines	combine	VERB
cana-1247	17	5	this	this	DET
cana-1247	17	6	information	information	NOUN
cana-1247	17	7	with	with	ADP
cana-1247	17	8	the	the	DET
cana-1247	17	9	spatial	spatial	ADJ
cana-1247	17	10	distribution	distribution	NOUN
cana-1247	17	11	of	of	ADP
cana-1247	17	12	sensor	sensor	NOUN
cana-1247	17	13	nodes	node	NOUN
cana-1247	17	14	using	use	VERB
cana-1247	17	15	a	a	DET
cana-1247	17	16	deep	deep	ADJ
cana-1247	17	17	ann	ann	PROPN
cana-1247	17	18	,	,	PUNCT
cana-1247	17	19	so	so	ADV
cana-1247	17	20	simulating	simulate	VERB
cana-1247	17	21	the	the	DET
cana-1247	17	22	cluster	cluster	NOUN
cana-1247	17	23	head	head	NOUN
cana-1247	17	24	selecting	select	VERB
cana-1247	17	25	process	process	NOUN
cana-1247	17	26	.	.	PUNCT
cana-1247	18	1	trained	train	VERB
cana-1247	18	2	to	to	PART
cana-1247	18	3	predict	predict	VERB
cana-1247	18	4	perfect	perfect	ADJ
cana-1247	18	5	cluster	cluster	NOUN
cana-1247	18	6	heads	head	NOUN
cana-1247	18	7	,	,	PUNCT
cana-1247	18	8	the	the	DET
cana-1247	18	9	ann	ann	PROPN
cana-1247	18	10	is	be	AUX
cana-1247	18	11	evaluated	evaluate	VERB
cana-1247	18	12	in	in	ADP
cana-1247	18	13	terms	term	NOUN
cana-1247	18	14	of	of	ADP
cana-1247	18	15	node	node	ADJ
cana-1247	18	16	density	density	NOUN
cana-1247	18	17	,	,	PUNCT
cana-1247	18	18	energy	energy	NOUN
cana-1247	18	19	levels	level	NOUN
cana-1247	18	20	,	,	PUNCT
cana-1247	18	21	and	and	CCONJ
cana-1247	18	22	communication	communication	NOUN
cana-1247	18	23	expenses	expense	NOUN
cana-1247	18	24	.	.	PUNCT
cana-1247	19	1	mathematical	mathematical	ADJ
cana-1247	19	2	modeling	modeling	NOUN
cana-1247	19	3	of	of	ADP
cana-1247	19	4	the	the	DET
cana-1247	19	5	network	network	NOUN
cana-1247	19	6	's	's	PART
cana-1247	19	7	energy	energy	NOUN
cana-1247	19	8	dynamics	dynamic	NOUN
cana-1247	19	9	yields	yield	VERB
cana-1247	19	10	validations	validation	NOUN
cana-1247	19	11	for	for	ADP
cana-1247	19	12	the	the	DET
cana-1247	19	13	model	model	NOUN
cana-1247	19	14	using	use	VERB
cana-1247	19	15	statistical	statistical	ADJ
cana-1247	19	16	analysis	analysis	NOUN
cana-1247	19	17	.	.	PUNCT
cana-1247	20	1	the	the	DET
cana-1247	20	2	optimal	optimal	ADJ
cana-1247	20	3	approach	approach	NOUN
cana-1247	20	4	was	be	AUX
cana-1247	20	5	tested	test	VERB
cana-1247	20	6	in	in	ADP
cana-1247	20	7	a	a	DET
cana-1247	20	8	simulated	simulate	VERB
cana-1247	20	9	wsn	wsn	NOUN
cana-1247	20	10	environment	environment	NOUN
cana-1247	20	11	including	include	VERB
cana-1247	20	12	non	non	ADJ
cana-1247	20	13	-	-	ADJ
cana-1247	20	14	uniform	uniform	ADJ
cana-1247	20	15	node	node	ADJ
cana-1247	20	16	distribution	distribution	NOUN
cana-1247	20	17	.	.	PUNCT
cana-1247	21	1	compared	compare	VERB
cana-1247	21	2	to	to	ADP
cana-1247	21	3	the	the	DET
cana-1247	21	4	traditional	traditional	ADJ
cana-1247	21	5	heed	heed	NOUN
cana-1247	21	6	method	method	NOUN
cana-1247	21	7	,	,	PUNCT
cana-1247	21	8	results	result	NOUN
cana-1247	21	9	reveal	reveal	VERB
cana-1247	21	10	a	a	DET
cana-1247	21	11	25	25	NUM
cana-1247	21	12	%	%	NOUN
cana-1247	21	13	increase	increase	NOUN
cana-1247	21	14	in	in	ADP
cana-1247	21	15	network	network	NOUN
cana-1247	21	16	lifetime	lifetime	NOUN
cana-1247	21	17	and	and	CCONJ
cana-1247	21	18	a	a	DET
cana-1247	21	19	30	30	NUM
cana-1247	21	20	%	%	NOUN
cana-1247	21	21	drop	drop	NOUN
cana-1247	21	22	in	in	ADP
cana-1247	21	23	energy	energy	NOUN
cana-1247	21	24	use	use	NOUN
cana-1247	21	25	.	.	PUNCT
cana-1247	22	1	moreover	moreover	ADV
cana-1247	22	2	showing	show	VERB
cana-1247	22	3	a	a	DET
cana-1247	22	4	clear	clear	ADJ
cana-1247	22	5	improvement	improvement	NOUN
cana-1247	22	6	in	in	ADP
cana-1247	22	7	data	data	NOUN
cana-1247	22	8	aggregation	aggregation	NOUN
cana-1247	22	9	performance	performance	NOUN
cana-1247	22	10	,	,	PUNCT
cana-1247	22	11	the	the	DET
cana-1247	22	12	deep	deep	ADJ
cana-1247	22	13	ann	ann	PROPN
cana-1247	22	14	-	-	PUNCT
cana-1247	22	15	based	base	VERB
cana-1247	22	16	approach	approach	NOUN
cana-1247	22	17	cut	cut	VERB
cana-1247	22	18	the	the	DET
cana-1247	22	19	communication	communication	NOUN
cana-1247	22	20	overhead	overhead	ADV
cana-1247	22	21	by	by	ADP
cana-1247	22	22	20	20	NUM
cana-1247	22	23	%	%	NOUN
cana-1247	22	24	.	.	PUNCT
cana-1247	23	1	keywords	keyword	NOUN
cana-1247	23	2	:	:	PUNCT
cana-1247	23	3	wireless	wireless	ADJ
cana-1247	23	4	sensor	sensor	NOUN
cana-1247	23	5	networks	network	NOUN
cana-1247	23	6	,	,	PUNCT
cana-1247	23	7	cluster	cluster	NOUN
cana-1247	23	8	head	head	NOUN
cana-1247	23	9	selection	selection	NOUN
cana-1247	23	10	,	,	PUNCT
cana-1247	23	11	heed	heed	NOUN
cana-1247	23	12	algorithm	algorithm	NOUN
cana-1247	23	13	,	,	PUNCT
cana-1247	23	14	deep	deep	ADJ
cana-1247	23	15	artificial	artificial	ADJ
cana-1247	23	16	neural	neural	ADJ
cana-1247	23	17	network	network	NOUN
cana-1247	23	18	,	,	PUNCT
cana-1247	23	19	energy	energy	NOUN
cana-1247	23	20	efficiency	efficiency	NOUN
cana-1247	23	21	.	.	PUNCT
cana-1247	24	1	mailto:sandip.kanase@bvcoenm.edu.in	mailto:sandip.kanase@bvcoenm.edu.in	PROPN
cana-1247	24	2	mailto:sfdnspnl@gmail.com	mailto:sfdnspnl@gmail.com	PROPN
cana-1247	24	3	mailto:sunil_k@srkrec.ac.in	mailto:sunil_k@srkrec.ac.in	ADV
cana-1247	24	4	mailto:thangamgri@yahoo.com	mailto:thangamgri@yahoo.com	PROPN
cana-1247	24	5	mailto:neelam.labhade@gmail.com	mailto:neelam.labhade@gmail.com	X
cana-1247	24	6	mailto:v.bhoopathy@gmail.com	mailto:v.bhoopathy@gmail.com	X
cana-1247	25	1	communications	communication	NOUN
cana-1247	25	2	on	on	ADP
cana-1247	25	3	applied	apply	VERB
cana-1247	25	4	nonlinear	nonlinear	ADJ
cana-1247	25	5	analysis	analysis	NOUN
cana-1247	25	6	issn	issn	NOUN
cana-1247	25	7	:	:	PUNCT
cana-1247	25	8	1074	1074	NUM
cana-1247	25	9	-	-	PUNCT
cana-1247	25	10	133x	133x	NUM
cana-1247	25	11	vol	vol	NOUN
cana-1247	25	12	31	31	NUM
cana-1247	25	13	no	no	NOUN
cana-1247	25	14	.	.	PUNCT
cana-1247	26	1	6s	6s	NUM
cana-1247	26	2	(	(	PUNCT
cana-1247	26	3	2024	2024	NUM
cana-1247	26	4	)	)	PUNCT
cana-1247	26	5	603	603	NUM
cana-1247	27	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	27	2	1	1	X
cana-1247	27	3	.	.	PUNCT
cana-1247	27	4	introduction	introduction	NOUN
cana-1247	27	5	from	from	ADP
cana-1247	27	6	smart	smart	ADJ
cana-1247	27	7	cities	city	NOUN
cana-1247	27	8	to	to	PART
cana-1247	27	9	healthcare	healthcare	VERB
cana-1247	27	10	to	to	ADP
cana-1247	27	11	environmental	environmental	ADJ
cana-1247	27	12	monitoring	monitoring	NOUN
cana-1247	27	13	,	,	PUNCT
cana-1247	27	14	applications	application	NOUN
cana-1247	27	15	varying	vary	VERB
cana-1247	27	16	in	in	ADP
cana-1247	27	17	scope	scope	NOUN
cana-1247	27	18	today	today	NOUN
cana-1247	27	19	rely	rely	VERB
cana-1247	27	20	on	on	ADP
cana-1247	27	21	wireless	wireless	ADJ
cana-1247	27	22	sensor	sensor	NOUN
cana-1247	27	23	networks	network	NOUN
cana-1247	27	24	(	(	PUNCT
cana-1247	27	25	wsns	wsns	NOUN
cana-1247	27	26	)	)	PUNCT
cana-1247	28	1	[	[	X
cana-1247	28	2	1	1	NUM
cana-1247	28	3	]	]	PUNCT
cana-1247	28	4	.	.	PUNCT
cana-1247	29	1	many	many	ADJ
cana-1247	29	2	sensor	sensor	NOUN
cana-1247	29	3	nodes	node	NOUN
cana-1247	29	4	scattered	scatter	VERB
cana-1247	29	5	over	over	ADP
cana-1247	29	6	these	these	DET
cana-1247	29	7	networks	network	NOUN
cana-1247	29	8	gather	gather	VERB
cana-1247	29	9	and	and	CCONJ
cana-1247	29	10	relay	relay	VERB
cana-1247	29	11	data	datum	NOUN
cana-1247	29	12	to	to	ADP
cana-1247	29	13	a	a	DET
cana-1247	29	14	central	central	ADJ
cana-1247	29	15	base	base	NOUN
cana-1247	29	16	station	station	NOUN
cana-1247	29	17	[	[	X
cana-1247	29	18	2	2	NUM
cana-1247	29	19	]	]	PUNCT
cana-1247	29	20	.	.	PUNCT
cana-1247	30	1	as	as	ADP
cana-1247	30	2	the	the	DET
cana-1247	30	3	volume	volume	NOUN
cana-1247	30	4	of	of	ADP
cana-1247	30	5	apps	app	NOUN
cana-1247	30	6	and	and	CCONJ
cana-1247	30	7	deployment	deployment	NOUN
cana-1247	30	8	size	size	NOUN
cana-1247	30	9	increase	increase	NOUN
cana-1247	30	10	,	,	PUNCT
cana-1247	30	11	efficient	efficient	ADJ
cana-1247	30	12	network	network	NOUN
cana-1247	30	13	management	management	NOUN
cana-1247	30	14	becomes	become	VERB
cana-1247	30	15	increasingly	increasingly	ADV
cana-1247	30	16	more	more	ADV
cana-1247	30	17	critical	critical	ADJ
cana-1247	30	18	[	[	X
cana-1247	30	19	3	3	NUM
cana-1247	30	20	]	]	PUNCT
cana-1247	30	21	.	.	PUNCT
cana-1247	31	1	wsn	wsn	PROPN
cana-1247	31	2	performance	performance	NOUN
cana-1247	31	3	directly	directly	ADV
cana-1247	31	4	depends	depend	VERB
cana-1247	31	5	on	on	ADP
cana-1247	31	6	energy	energy	NOUN
cana-1247	31	7	consumption	consumption	NOUN
cana-1247	31	8	,	,	PUNCT
cana-1247	31	9	data	datum	NOUN
cana-1247	31	10	throughput	throughput	NOUN
cana-1247	31	11	,	,	PUNCT
cana-1247	31	12	and	and	CCONJ
cana-1247	31	13	network	network	NOUN
cana-1247	31	14	longevity	longevity	NOUN
cana-1247	31	15	;	;	PUNCT
cana-1247	31	16	however	however	ADV
cana-1247	31	17	,	,	PUNCT
cana-1247	31	18	their	their	PRON
cana-1247	31	19	dependability	dependability	NOUN
cana-1247	31	20	and	and	CCONJ
cana-1247	31	21	efficiency	efficiency	NOUN
cana-1247	31	22	are	be	AUX
cana-1247	31	23	limited	limit	VERB
cana-1247	31	24	[	[	PUNCT
cana-1247	31	25	4	4	NUM
cana-1247	31	26	]	]	PUNCT
cana-1247	31	27	.	.	PUNCT
cana-1247	32	1	among	among	ADP
cana-1247	32	2	the	the	DET
cana-1247	32	3	key	key	ADJ
cana-1247	32	4	challenges	challenge	NOUN
cana-1247	32	5	with	with	ADP
cana-1247	32	6	wsns	wsns	NOUN
cana-1247	32	7	is	be	AUX
cana-1247	32	8	energy	energy	NOUN
cana-1247	32	9	consumption	consumption	NOUN
cana-1247	32	10	control	control	NOUN
cana-1247	33	1	[	[	X
cana-1247	33	2	5	5	NUM
cana-1247	33	3	]	]	PUNCT
cana-1247	33	4	.	.	PUNCT
cana-1247	34	1	usually	usually	ADV
cana-1247	34	2	running	run	VERB
cana-1247	34	3	on	on	ADP
cana-1247	34	4	small	small	ADJ
cana-1247	34	5	capacity	capacity	NOUN
cana-1247	34	6	batteries	battery	NOUN
cana-1247	34	7	,	,	PUNCT
cana-1247	34	8	sensor	sensor	NOUN
cana-1247	34	9	nodes	node	NOUN
cana-1247	34	10	can	can	AUX
cana-1247	34	11	quickly	quickly	ADV
cana-1247	34	12	run	run	VERB
cana-1247	34	13	out	out	ADP
cana-1247	34	14	with	with	ADP
cana-1247	34	15	minimal	minimal	ADJ
cana-1247	34	16	energy	energy	NOUN
cana-1247	34	17	demand	demand	NOUN
cana-1247	34	18	,	,	PUNCT
cana-1247	34	19	therefore	therefore	ADV
cana-1247	34	20	reducing	reduce	VERB
cana-1247	34	21	the	the	DET
cana-1247	34	22	operational	operational	ADJ
cana-1247	34	23	lifetime	lifetime	NOUN
cana-1247	34	24	of	of	ADP
cana-1247	34	25	the	the	DET
cana-1247	34	26	network	network	NOUN
cana-1247	34	27	[	[	X
cana-1247	34	28	6	6	NUM
cana-1247	34	29	]	]	PUNCT
cana-1247	34	30	.	.	PUNCT
cana-1247	35	1	extended	extend	VERB
cana-1247	35	2	longevity	longevity	NOUN
cana-1247	35	3	of	of	ADP
cana-1247	35	4	these	these	DET
cana-1247	35	5	networks	network	NOUN
cana-1247	35	6	depends	depend	VERB
cana-1247	35	7	on	on	ADP
cana-1247	35	8	energyefficient	energyefficient	NOUN
cana-1247	35	9	protocols	protocol	NOUN
cana-1247	35	10	[	[	X
cana-1247	35	11	7	7	NUM
cana-1247	35	12	]	]	PUNCT
cana-1247	35	13	.	.	PUNCT
cana-1247	36	1	still	still	ADV
cana-1247	36	2	another	another	DET
cana-1247	36	3	challenge	challenge	NOUN
cana-1247	36	4	is	be	AUX
cana-1247	36	5	optimizing	optimize	VERB
cana-1247	36	6	data	datum	NOUN
cana-1247	36	7	flow	flow	NOUN
cana-1247	36	8	to	to	PART
cana-1247	36	9	efficiently	efficiently	ADV
cana-1247	36	10	control	control	VERB
cana-1247	36	11	vast	vast	ADJ
cana-1247	36	12	volumes	volume	NOUN
cana-1247	36	13	of	of	ADP
cana-1247	36	14	data	datum	NOUN
cana-1247	36	15	[	[	X
cana-1247	36	16	8	8	NUM
cana-1247	36	17	]	]	PUNCT
cana-1247	36	18	.	.	PUNCT
cana-1247	37	1	maintaining	maintain	VERB
cana-1247	37	2	the	the	DET
cana-1247	37	3	quality	quality	NOUN
cana-1247	37	4	of	of	ADP
cana-1247	37	5	service	service	NOUN
cana-1247	37	6	depends	depend	VERB
cana-1247	37	7	on	on	ADP
cana-1247	37	8	consistent	consistent	ADJ
cana-1247	37	9	and	and	CCONJ
cana-1247	37	10	quick	quick	ADJ
cana-1247	37	11	data	datum	NOUN
cana-1247	37	12	delivery	delivery	NOUN
cana-1247	37	13	minimizing	minimize	VERB
cana-1247	37	14	packet	packet	NOUN
cana-1247	37	15	loss	loss	NOUN
cana-1247	37	16	and	and	CCONJ
cana-1247	37	17	delay	delay	VERB
cana-1247	37	18	[	[	X
cana-1247	37	19	9	9	NUM
cana-1247	37	20	]	]	PUNCT
cana-1247	37	21	.	.	PUNCT
cana-1247	38	1	moreover	moreover	ADV
cana-1247	38	2	,	,	PUNCT
cana-1247	38	3	clustering	cluster	VERB
cana-1247	38	4	and	and	CCONJ
cana-1247	38	5	routing	routing	NOUN
cana-1247	38	6	methods	method	NOUN
cana-1247	38	7	have	have	VERB
cana-1247	38	8	to	to	PART
cana-1247	38	9	be	be	AUX
cana-1247	38	10	powerful	powerful	ADJ
cana-1247	38	11	enough	enough	ADV
cana-1247	38	12	to	to	PART
cana-1247	38	13	adapt	adapt	VERB
cana-1247	38	14	with	with	ADP
cana-1247	38	15	dynamic	dynamic	ADJ
cana-1247	38	16	network	network	NOUN
cana-1247	38	17	conditions	condition	NOUN
cana-1247	38	18	and	and	CCONJ
cana-1247	38	19	various	various	ADJ
cana-1247	38	20	node	node	ADJ
cana-1247	38	21	densities	density	NOUN
cana-1247	38	22	[	[	X
cana-1247	38	23	10,11	10,11	NOUN
cana-1247	38	24	]	]	PUNCT
cana-1247	38	25	.	.	PUNCT
cana-1247	39	1	by	by	ADP
cana-1247	39	2	means	mean	NOUN
cana-1247	39	3	of	of	ADP
cana-1247	39	4	enhanced	enhanced	ADJ
cana-1247	39	5	clustering	clustering	NOUN
cana-1247	39	6	and	and	CCONJ
cana-1247	39	7	routing	routing	NOUN
cana-1247	39	8	techniques	technique	NOUN
cana-1247	39	9	,	,	PUNCT
cana-1247	39	10	this	this	DET
cana-1247	39	11	work	work	NOUN
cana-1247	39	12	addresses	address	VERB
cana-1247	39	13	the	the	DET
cana-1247	39	14	main	main	ADJ
cana-1247	39	15	problem	problem	NOUN
cana-1247	39	16	of	of	ADP
cana-1247	39	17	increasing	increase	VERB
cana-1247	39	18	wsn	wsn	ADJ
cana-1247	39	19	performance	performance	NOUN
cana-1247	39	20	,	,	PUNCT
cana-1247	39	21	hence	hence	ADV
cana-1247	39	22	improving	improve	VERB
cana-1247	39	23	energy	energy	NOUN
cana-1247	39	24	efficiency	efficiency	NOUN
cana-1247	39	25	,	,	PUNCT
cana-1247	39	26	throughput	throughput	NOUN
cana-1247	39	27	,	,	PUNCT
cana-1247	39	28	and	and	CCONJ
cana-1247	39	29	network	network	NOUN
cana-1247	39	30	lifetime	lifetime	NOUN
cana-1247	39	31	.	.	PUNCT
cana-1247	40	1	though	though	SCONJ
cana-1247	40	2	recent	recent	ADJ
cana-1247	40	3	methods	method	NOUN
cana-1247	40	4	including	include	VERB
cana-1247	40	5	mihfo	mihfo	NOUN
cana-1247	40	6	-	-	PUNCT
cana-1247	40	7	hwafo	hwafo	PROPN
cana-1247	40	8	,	,	PUNCT
cana-1247	40	9	k	k	ADJ
cana-1247	40	10	-	-	PUNCT
cana-1247	40	11	iabc	iabc	ADJ
cana-1247	40	12	-	-	PUNCT
cana-1247	40	13	cl	cl	NOUN
cana-1247	40	14	-	-	PUNCT
cana-1247	40	15	hho	hho	NOUN
cana-1247	40	16	,	,	PUNCT
cana-1247	40	17	improved	improved	ADJ
cana-1247	40	18	leach	leach	NOUN
cana-1247	40	19	-	-	PUNCT
cana-1247	40	20	ffaann	ffaann	NOUN
cana-1247	40	21	,	,	PUNCT
cana-1247	40	22	and	and	CCONJ
cana-1247	40	23	multipath	multipath	NOUN
cana-1247	40	24	routing	routing	NOUN
cana-1247	40	25	provide	provide	VERB
cana-1247	40	26	varied	varied	ADJ
cana-1247	40	27	responses	response	NOUN
cana-1247	40	28	,	,	PUNCT
cana-1247	40	29	they	they	PRON
cana-1247	40	30	frequently	frequently	ADV
cana-1247	40	31	fall	fall	VERB
cana-1247	40	32	short	short	ADJ
cana-1247	40	33	in	in	ADP
cana-1247	40	34	obtaining	obtain	VERB
cana-1247	40	35	ideal	ideal	ADJ
cana-1247	40	36	performance	performance	NOUN
cana-1247	40	37	across	across	ADP
cana-1247	40	38	all	all	DET
cana-1247	40	39	critical	critical	ADJ
cana-1247	40	40	criteria	criterion	NOUN
cana-1247	40	41	.	.	PUNCT
cana-1247	41	1	these	these	DET
cana-1247	41	2	approaches	approach	VERB
cana-1247	41	3	either	either	CCONJ
cana-1247	41	4	focus	focus	VERB
cana-1247	41	5	on	on	ADP
cana-1247	41	6	certain	certain	ADJ
cana-1247	41	7	aspects	aspect	NOUN
cana-1247	41	8	of	of	ADP
cana-1247	41	9	network	network	NOUN
cana-1247	41	10	management	management	NOUN
cana-1247	41	11	or	or	CCONJ
cana-1247	41	12	reveal	reveal	VERB
cana-1247	41	13	constraints	constraint	NOUN
cana-1247	41	14	in	in	ADP
cana-1247	41	15	scalability	scalability	NOUN
cana-1247	41	16	and	and	CCONJ
cana-1247	41	17	adaptability	adaptability	NOUN
cana-1247	41	18	.	.	PUNCT
cana-1247	42	1	the	the	DET
cana-1247	42	2	primary	primary	ADJ
cana-1247	42	3	objectives	objective	NOUN
cana-1247	42	4	of	of	ADP
cana-1247	42	5	the	the	DET
cana-1247	42	6	proposed	propose	VERB
cana-1247	42	7	method	method	NOUN
cana-1247	42	8	are	be	AUX
cana-1247	42	9	:	:	PUNCT
cana-1247	42	10	1	1	X
cana-1247	42	11	.	.	PUNCT
cana-1247	42	12	to	to	PART
cana-1247	42	13	design	design	VERB
cana-1247	42	14	a	a	DET
cana-1247	42	15	system	system	NOUN
cana-1247	42	16	that	that	PRON
cana-1247	42	17	lowers	lower	VERB
cana-1247	42	18	energy	energy	NOUN
cana-1247	42	19	consumption	consumption	NOUN
cana-1247	42	20	per	per	ADP
cana-1247	42	21	packet	packet	NOUN
cana-1247	42	22	therefore	therefore	ADV
cana-1247	42	23	increasing	increase	VERB
cana-1247	42	24	the	the	DET
cana-1247	42	25	operational	operational	ADJ
cana-1247	42	26	lifetime	lifetime	NOUN
cana-1247	42	27	of	of	ADP
cana-1247	42	28	the	the	DET
cana-1247	42	29	network	network	NOUN
cana-1247	42	30	.	.	PUNCT
cana-1247	43	1	2	2	X
cana-1247	43	2	.	.	PUNCT
cana-1247	43	3	by	by	ADP
cana-1247	43	4	increasing	increase	VERB
cana-1247	43	5	data	datum	NOUN
cana-1247	43	6	handling	handling	NOUN
cana-1247	43	7	capacity	capacity	NOUN
cana-1247	43	8	,	,	PUNCT
cana-1247	43	9	the	the	DET
cana-1247	43	10	network	network	NOUN
cana-1247	43	11	will	will	AUX
cana-1247	43	12	be	be	AUX
cana-1247	43	13	able	able	ADJ
cana-1247	43	14	to	to	PART
cana-1247	43	15	guarantee	guarantee	VERB
cana-1247	43	16	timely	timely	ADJ
cana-1247	43	17	delivery	delivery	NOUN
cana-1247	43	18	and	and	CCONJ
cana-1247	43	19	properly	properly	ADV
cana-1247	43	20	regulate	regulate	VERB
cana-1247	43	21	huge	huge	ADJ
cana-1247	43	22	data	datum	NOUN
cana-1247	43	23	volumes	volume	NOUN
cana-1247	43	24	.	.	PUNCT
cana-1247	44	1	3	3	X
cana-1247	44	2	.	.	PUNCT
cana-1247	44	3	to	to	PART
cana-1247	44	4	implement	implement	VERB
cana-1247	44	5	strategies	strategy	NOUN
cana-1247	44	6	meant	mean	VERB
cana-1247	44	7	to	to	PART
cana-1247	44	8	keep	keep	VERB
cana-1247	44	9	more	more	ADV
cana-1247	44	10	active	active	ADJ
cana-1247	44	11	nodes	node	NOUN
cana-1247	44	12	thereby	thereby	ADV
cana-1247	44	13	extending	extend	VERB
cana-1247	44	14	the	the	DET
cana-1247	44	15	operational	operational	ADJ
cana-1247	44	16	lifetime	lifetime	NOUN
cana-1247	44	17	of	of	ADP
cana-1247	44	18	the	the	DET
cana-1247	44	19	network	network	NOUN
cana-1247	44	20	.	.	PUNCT
cana-1247	45	1	4	4	X
cana-1247	45	2	.	.	PUNCT
cana-1247	45	3	to	to	PART
cana-1247	45	4	maximize	maximize	VERB
cana-1247	45	5	data	data	NOUN
cana-1247	45	6	flow	flow	NOUN
cana-1247	45	7	mechanisms	mechanism	NOUN
cana-1247	45	8	thereby	thereby	ADV
cana-1247	45	9	reducing	reduce	VERB
cana-1247	45	10	end	end	NOUN
cana-1247	45	11	-	-	PUNCT
cana-1247	45	12	toend	toend	NOUN
cana-1247	45	13	latency	latency	NOUN
cana-1247	45	14	and	and	CCONJ
cana-1247	45	15	packet	packet	NOUN
cana-1247	45	16	loss	loss	NOUN
cana-1247	45	17	.	.	PUNCT
cana-1247	46	1	moreover	moreover	ADV
cana-1247	46	2	,	,	PUNCT
cana-1247	46	3	the	the	DET
cana-1247	46	4	dynamic	dynamic	ADJ
cana-1247	46	5	decision	decision	NOUN
cana-1247	46	6	-	-	PUNCT
cana-1247	46	7	making	making	NOUN
cana-1247	46	8	and	and	CCONJ
cana-1247	46	9	artificial	artificial	ADJ
cana-1247	46	10	neural	neural	ADJ
cana-1247	46	11	network	network	NOUN
cana-1247	46	12	(	(	PUNCT
cana-1247	46	13	anns	anns	NOUN
cana-1247	46	14	)	)	PUNCT
cana-1247	46	15	optimization	optimization	NOUN
cana-1247	46	16	offers	offer	VERB
cana-1247	46	17	traditional	traditional	ADJ
cana-1247	46	18	routing	routing	NOUN
cana-1247	46	19	strategies	strategy	NOUN
cana-1247	46	20	a	a	DET
cana-1247	46	21	new	new	ADJ
cana-1247	46	22	layer	layer	NOUN
cana-1247	46	23	.	.	PUNCT
cana-1247	47	1	the	the	DET
cana-1247	47	2	contributions	contribution	NOUN
cana-1247	47	3	are	be	AUX
cana-1247	47	4	given	give	VERB
cana-1247	47	5	below	below	ADP
cana-1247	47	6	:	:	PUNCT
cana-1247	47	7	1	1	X
cana-1247	47	8	.	.	X
cana-1247	47	9	although	although	SCONJ
cana-1247	47	10	the	the	DET
cana-1247	47	11	work	work	NOUN
cana-1247	47	12	offers	offer	VERB
cana-1247	47	13	a	a	DET
cana-1247	47	14	new	new	ADJ
cana-1247	47	15	hybrid	hybrid	NOUN
cana-1247	47	16	method	method	NOUN
cana-1247	47	17	combining	combine	VERB
cana-1247	47	18	mihfo	mihfo	NOUN
cana-1247	47	19	and	and	CCONJ
cana-1247	47	20	hwafo	hwafo	PROPN
cana-1247	47	21	,	,	PUNCT
cana-1247	47	22	one	one	PRON
cana-1247	47	23	may	may	AUX
cana-1247	47	24	conclude	conclude	VERB
cana-1247	47	25	that	that	SCONJ
cana-1247	47	26	offering	offer	VERB
cana-1247	47	27	a	a	DET
cana-1247	47	28	more	more	ADV
cana-1247	47	29	efficient	efficient	ADJ
cana-1247	47	30	approach	approach	NOUN
cana-1247	47	31	for	for	ADP
cana-1247	47	32	clustering	cluster	VERB
cana-1247	47	33	and	and	CCONJ
cana-1247	47	34	routing	routing	NOUN
cana-1247	47	35	than	than	ADP
cana-1247	47	36	current	current	ADJ
cana-1247	47	37	methods	method	NOUN
cana-1247	47	38	.	.	PUNCT
cana-1247	48	1	2	2	X
cana-1247	48	2	.	.	X
cana-1247	48	3	the	the	DET
cana-1247	48	4	proposed	propose	VERB
cana-1247	48	5	method	method	NOUN
cana-1247	48	6	integrates	integrate	VERB
cana-1247	48	7	a	a	DET
cana-1247	48	8	new	new	ADJ
cana-1247	48	9	feature	feature	NOUN
cana-1247	48	10	extraction	extraction	NOUN
cana-1247	48	11	and	and	CCONJ
cana-1247	48	12	dataset	dataset	NOUN
cana-1247	48	13	generating	generating	NOUN
cana-1247	48	14	technique	technique	NOUN
cana-1247	48	15	to	to	PART
cana-1247	48	16	improve	improve	VERB
cana-1247	48	17	the	the	DET
cana-1247	48	18	accuracy	accuracy	NOUN
cana-1247	48	19	of	of	ADP
cana-1247	48	20	node	node	ADJ
cana-1247	48	21	selection	selection	NOUN
cana-1247	48	22	and	and	CCONJ
cana-1247	48	23	routing	routing	NOUN
cana-1247	48	24	decisions	decision	NOUN
cana-1247	48	25	.	.	PUNCT
cana-1247	49	1	3	3	X
cana-1247	49	2	.	.	PUNCT
cana-1247	49	3	by	by	ADP
cana-1247	49	4	maximizing	maximize	VERB
cana-1247	49	5	both	both	PRON
cana-1247	49	6	clustering	cluster	VERB
cana-1247	49	7	and	and	CCONJ
cana-1247	49	8	routing	routing	NOUN
cana-1247	49	9	methods	method	NOUN
cana-1247	49	10	,	,	PUNCT
cana-1247	49	11	the	the	DET
cana-1247	49	12	methodology	methodology	NOUN
cana-1247	49	13	significantly	significantly	ADV
cana-1247	49	14	reduces	reduce	VERB
cana-1247	49	15	energy	energy	NOUN
cana-1247	49	16	consumption	consumption	NOUN
cana-1247	49	17	per	per	ADP
cana-1247	49	18	packet	packet	NOUN
cana-1247	49	19	,	,	PUNCT
cana-1247	49	20	hence	hence	ADV
cana-1247	49	21	increasing	increase	VERB
cana-1247	49	22	the	the	DET
cana-1247	49	23	operational	operational	ADJ
cana-1247	49	24	lifetime	lifetime	NOUN
cana-1247	49	25	of	of	ADP
cana-1247	49	26	the	the	DET
cana-1247	49	27	network	network	NOUN
cana-1247	49	28	.	.	PUNCT
cana-1247	50	1	communications	communication	NOUN
cana-1247	50	2	on	on	ADP
cana-1247	50	3	applied	apply	VERB
cana-1247	50	4	nonlinear	nonlinear	ADJ
cana-1247	50	5	analysis	analysis	NOUN
cana-1247	50	6	issn	issn	NOUN
cana-1247	50	7	:	:	PUNCT
cana-1247	50	8	1074	1074	NUM
cana-1247	50	9	-	-	PUNCT
cana-1247	50	10	133x	133x	NUM
cana-1247	50	11	vol	vol	NOUN
cana-1247	50	12	31	31	NUM
cana-1247	50	13	no	no	NOUN
cana-1247	50	14	.	.	PUNCT
cana-1247	51	1	6s	6s	NUM
cana-1247	51	2	(	(	PUNCT
cana-1247	51	3	2024	2024	NUM
cana-1247	51	4	)	)	PUNCT
cana-1247	51	5	604	604	NUM
cana-1247	51	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	51	7	4	4	X
cana-1247	51	8	.	.	PUNCT
cana-1247	51	9	proving	prove	VERB
cana-1247	51	10	its	its	PRON
cana-1247	51	11	efficiency	efficiency	NOUN
cana-1247	51	12	in	in	ADP
cana-1247	51	13	managing	manage	VERB
cana-1247	51	14	big	big	ADJ
cana-1247	51	15	-	-	PUNCT
cana-1247	51	16	scale	scale	NOUN
cana-1247	51	17	wsns	wsns	NOUN
cana-1247	51	18	;	;	PUNCT
cana-1247	51	19	the	the	DET
cana-1247	51	20	method	method	NOUN
cana-1247	51	21	achieves	achieve	VERB
cana-1247	51	22	quicker	quick	ADJ
cana-1247	51	23	throughput	throughput	NOUN
cana-1247	51	24	,	,	PUNCT
cana-1247	51	25	lower	low	ADJ
cana-1247	51	26	end	end	NOUN
cana-1247	51	27	-	-	PUNCT
cana-1247	51	28	toend	toend	NOUN
cana-1247	51	29	delay	delay	NOUN
cana-1247	51	30	,	,	PUNCT
cana-1247	51	31	and	and	CCONJ
cana-1247	51	32	less	less	ADJ
cana-1247	51	33	packet	packet	NOUN
cana-1247	51	34	loss	loss	NOUN
cana-1247	51	35	than	than	ADP
cana-1247	51	36	present	present	ADJ
cana-1247	51	37	methods	method	NOUN
cana-1247	51	38	.	.	PUNCT
cana-1247	52	1	5	5	X
cana-1247	52	2	.	.	NOUN
cana-1247	52	3	extensive	extensive	ADJ
cana-1247	52	4	simulations	simulation	NOUN
cana-1247	52	5	confirm	confirm	VERB
cana-1247	52	6	the	the	DET
cana-1247	52	7	proposed	propose	VERB
cana-1247	52	8	approach	approach	NOUN
cana-1247	52	9	,	,	PUNCT
cana-1247	52	10	which	which	PRON
cana-1247	52	11	presents	present	VERB
cana-1247	52	12	a	a	DET
cana-1247	52	13	robust	robust	ADJ
cana-1247	52	14	response	response	NOUN
cana-1247	52	15	for	for	ADP
cana-1247	52	16	large	large	ADJ
cana-1247	52	17	-	-	PUNCT
cana-1247	52	18	scale	scale	NOUN
cana-1247	52	19	installations	installation	NOUN
cana-1247	52	20	and	and	CCONJ
cana-1247	52	21	illustrates	illustrate	VERB
cana-1247	52	22	its	its	PRON
cana-1247	52	23	efficiency	efficiency	NOUN
cana-1247	52	24	in	in	ADP
cana-1247	52	25	real	real	ADJ
cana-1247	52	26	-	-	PUNCT
cana-1247	52	27	world	world	NOUN
cana-1247	52	28	conditions	condition	NOUN
cana-1247	52	29	.	.	PUNCT
cana-1247	53	1	2	2	X
cana-1247	53	2	.	.	NUM
cana-1247	53	3	related	relate	VERB
cana-1247	53	4	works	work	NOUN
cana-1247	53	5	research	research	NOUN
cana-1247	53	6	on	on	ADP
cana-1247	53	7	the	the	DET
cana-1247	53	8	optimization	optimization	NOUN
cana-1247	53	9	of	of	ADP
cana-1247	53	10	wsns	wsns	NOUN
cana-1247	53	11	using	use	VERB
cana-1247	53	12	clustering	clustering	NOUN
cana-1247	53	13	and	and	CCONJ
cana-1247	53	14	routing	routing	NOUN
cana-1247	53	15	approaches	approach	NOUN
cana-1247	53	16	has	have	AUX
cana-1247	53	17	been	be	AUX
cana-1247	53	18	relatively	relatively	ADV
cana-1247	53	19	active	active	ADJ
cana-1247	53	20	as	as	SCONJ
cana-1247	53	21	one	one	PRON
cana-1247	53	22	aims	aim	VERB
cana-1247	53	23	to	to	PART
cana-1247	53	24	increase	increase	VERB
cana-1247	53	25	energy	energy	NOUN
cana-1247	53	26	efficiency	efficiency	NOUN
cana-1247	53	27	and	and	CCONJ
cana-1247	53	28	prolong	prolong	VERB
cana-1247	53	29	network	network	NOUN
cana-1247	53	30	lifetime	lifetime	NOUN
cana-1247	53	31	.	.	PUNCT
cana-1247	54	1	several	several	ADJ
cana-1247	54	2	inventive	inventive	ADJ
cana-1247	54	3	alternatives	alternative	NOUN
cana-1247	54	4	have	have	AUX
cana-1247	54	5	lately	lately	ADV
cana-1247	54	6	been	be	AUX
cana-1247	54	7	proposed	propose	VERB
cana-1247	54	8	,	,	PUNCT
cana-1247	54	9	each	each	PRON
cana-1247	54	10	with	with	ADP
cana-1247	54	11	unique	unique	ADJ
cana-1247	54	12	approaches	approach	NOUN
cana-1247	54	13	and	and	CCONJ
cana-1247	54	14	algorithms	algorithm	NOUN
cana-1247	54	15	to	to	PART
cana-1247	54	16	address	address	VERB
cana-1247	54	17	wsn	wsn	ADJ
cana-1247	54	18	challenges	challenge	NOUN
cana-1247	54	19	.	.	PUNCT
cana-1247	55	1	developed	develop	VERB
cana-1247	55	2	in	in	ADP
cana-1247	55	3	the	the	DET
cana-1247	55	4	aim	aim	NOUN
cana-1247	55	5	to	to	PART
cana-1247	55	6	increase	increase	VERB
cana-1247	55	7	the	the	DET
cana-1247	55	8	energy	energy	NOUN
cana-1247	55	9	efficiency	efficiency	NOUN
cana-1247	55	10	of	of	ADP
cana-1247	55	11	the	the	DET
cana-1247	55	12	engroove	engroove	ADJ
cana-1247	55	13	leach	leach	NOUN
cana-1247	55	14	(	(	PUNCT
cana-1247	55	15	el	el	NOUN
cana-1247	55	16	)	)	PUNCT
cana-1247	55	17	method	method	NOUN
cana-1247	55	18	,	,	PUNCT
cana-1247	55	19	the	the	DET
cana-1247	55	20	meta	meta	NOUN
cana-1247	55	21	inspired	inspire	VERB
cana-1247	55	22	hawks	hawk	NOUN
cana-1247	55	23	fragment	fragment	ADJ
cana-1247	55	24	optimization	optimization	NOUN
cana-1247	55	25	(	(	PUNCT
cana-1247	55	26	mihfo	mihfo	NOUN
cana-1247	55	27	)	)	PUNCT
cana-1247	55	28	system	system	NOUN
cana-1247	55	29	we	we	PRON
cana-1247	55	30	find	find	VERB
cana-1247	55	31	the	the	DET
cana-1247	55	32	best	good	ADJ
cana-1247	55	33	path	path	NOUN
cana-1247	55	34	between	between	ADP
cana-1247	55	35	cluster	cluster	NOUN
cana-1247	55	36	heads	head	NOUN
cana-1247	55	37	and	and	CCONJ
cana-1247	55	38	the	the	DET
cana-1247	55	39	base	base	NOUN
cana-1247	55	40	station	station	NOUN
cana-1247	55	41	using	use	VERB
cana-1247	55	42	heuristic	heuristic	ADJ
cana-1247	55	43	wing	wing	NOUN
cana-1247	55	44	antfly	antfly	NOUN
cana-1247	55	45	optimization	optimization	NOUN
cana-1247	55	46	(	(	PUNCT
cana-1247	55	47	hwafo	hwafo	PROPN
cana-1247	55	48	)	)	PUNCT
cana-1247	55	49	algorithm	algorithm	NOUN
cana-1247	55	50	—	—	PUNCT
cana-1247	55	51	which	which	PRON
cana-1247	55	52	considers	consider	VERB
cana-1247	55	53	distance	distance	NOUN
cana-1247	55	54	,	,	PUNCT
cana-1247	55	55	residual	residual	ADJ
cana-1247	55	56	energy	energy	NOUN
cana-1247	55	57	,	,	PUNCT
cana-1247	55	58	and	and	CCONJ
cana-1247	55	59	node	node	ADJ
cana-1247	55	60	degree	degree	NOUN
cana-1247	55	61	—	—	PUNCT
cana-1247	55	62	using	use	VERB
cana-1247	55	63	passive	passive	ADJ
cana-1247	55	64	clustering	clustering	NOUN
cana-1247	55	65	—	—	PUNCT
cana-1247	55	66	where	where	SCONJ
cana-1247	55	67	cluster	cluster	NOUN
cana-1247	55	68	heads	head	NOUN
cana-1247	55	69	are	be	AUX
cana-1247	55	70	chosen	choose	VERB
cana-1247	55	71	depending	depend	VERB
cana-1247	55	72	on	on	ADP
cana-1247	55	73	a	a	DET
cana-1247	55	74	range	range	NOUN
cana-1247	55	75	of	of	ADP
cana-1247	55	76	criteria	criterion	NOUN
cana-1247	55	77	including	include	VERB
cana-1247	55	78	node	node	NOUN
cana-1247	55	79	degree	degree	NOUN
cana-1247	55	80	,	,	PUNCT
cana-1247	55	81	centrality	centrality	NOUN
cana-1247	55	82	,	,	PUNCT
cana-1247	55	83	residual	residual	ADJ
cana-1247	55	84	energy	energy	NOUN
cana-1247	55	85	of	of	ADP
cana-1247	55	86	the	the	DET
cana-1247	55	87	nodes	node	NOUN
cana-1247	55	88	,	,	PUNCT
cana-1247	55	89	proximity	proximity	NOUN
cana-1247	55	90	to	to	ADP
cana-1247	55	91	the	the	DET
cana-1247	55	92	base	base	NOUN
cana-1247	55	93	station	station	NOUN
cana-1247	55	94	and	and	CCONJ
cana-1247	55	95	neighbors	neighbor	NOUN
cana-1247	55	96	.	.	PUNCT
cana-1247	56	1	matlab	matlab	PROPN
cana-1247	56	2	housed	house	VERB
cana-1247	56	3	the	the	DET
cana-1247	56	4	mihfo	mihfo	NOUN
cana-1247	56	5	system	system	NOUN
cana-1247	56	6	,	,	PUNCT
cana-1247	56	7	evaluated	evaluate	VERB
cana-1247	56	8	on	on	ADP
cana-1247	56	9	active	active	ADJ
cana-1247	56	10	node	node	ADJ
cana-1247	56	11	count	count	NOUN
cana-1247	56	12	,	,	PUNCT
cana-1247	56	13	energy	energy	NOUN
cana-1247	56	14	consumption	consumption	NOUN
cana-1247	56	15	,	,	PUNCT
cana-1247	56	16	and	and	CCONJ
cana-1247	56	17	base	base	NOUN
cana-1247	56	18	station	station	NOUN
cana-1247	56	19	data	datum	NOUN
cana-1247	56	20	packet	packet	NOUN
cana-1247	56	21	receipt	receipt	NOUN
cana-1247	56	22	.	.	PUNCT
cana-1247	57	1	the	the	DET
cana-1247	57	2	results	result	NOUN
cana-1247	57	3	clearly	clearly	ADV
cana-1247	57	4	indicated	indicate	VERB
cana-1247	57	5	increases	increase	NOUN
cana-1247	57	6	in	in	ADP
cana-1247	57	7	average	average	ADJ
cana-1247	57	8	energy	energy	NOUN
cana-1247	57	9	consumption	consumption	NOUN
cana-1247	57	10	,	,	PUNCT
cana-1247	57	11	packet	packet	NOUN
cana-1247	57	12	delivery	delivery	NOUN
cana-1247	57	13	and	and	CCONJ
cana-1247	57	14	drop	drop	VERB
cana-1247	57	15	ratio	ratio	NOUN
cana-1247	57	16	,	,	PUNCT
cana-1247	57	17	and	and	CCONJ
cana-1247	57	18	throughput	throughput	NOUN
cana-1247	57	19	,	,	PUNCT
cana-1247	57	20	therefore	therefore	ADV
cana-1247	57	21	underlining	underline	VERB
cana-1247	57	22	the	the	DET
cana-1247	57	23	effectiveness	effectiveness	NOUN
cana-1247	57	24	of	of	ADP
cana-1247	57	25	the	the	DET
cana-1247	57	26	method	method	NOUN
cana-1247	57	27	in	in	ADP
cana-1247	57	28	extending	extend	VERB
cana-1247	57	29	network	network	NOUN
cana-1247	57	30	lifetime	lifetime	NOUN
cana-1247	57	31	and	and	CCONJ
cana-1247	57	32	energy	energy	NOUN
cana-1247	57	33	economy	economy	NOUN
cana-1247	57	34	.	.	PUNCT
cana-1247	58	1	introduced	introduce	VERB
cana-1247	58	2	in	in	ADP
cana-1247	58	3	[	[	X
cana-1247	58	4	13	13	NUM
cana-1247	58	5	]	]	PUNCT
cana-1247	58	6	,	,	PUNCT
cana-1247	58	7	the	the	DET
cana-1247	58	8	k	k	NOUN
cana-1247	58	9	-	-	PUNCT
cana-1247	58	10	iabc	iabc	ADJ
cana-1247	58	11	and	and	CCONJ
cana-1247	58	12	cl	cl	NOUN
cana-1247	58	13	-	-	PUNCT
cana-1247	58	14	hho	hho	NOUN
cana-1247	58	15	protocols	protocol	NOUN
cana-1247	58	16	strive	strive	VERB
cana-1247	58	17	to	to	PART
cana-1247	58	18	improve	improve	VERB
cana-1247	58	19	the	the	DET
cana-1247	58	20	quality	quality	NOUN
cana-1247	58	21	-	-	PUNCT
cana-1247	58	22	ofservice	ofservice	NOUN
cana-1247	58	23	(	(	PUNCT
cana-1247	58	24	qos	qos	NOUN
cana-1247	58	25	)	)	PUNCT
cana-1247	58	26	performance	performance	NOUN
cana-1247	58	27	in	in	ADP
cana-1247	58	28	wsns	wsns	NOUN
cana-1247	58	29	,	,	PUNCT
cana-1247	58	30	therefore	therefore	ADV
cana-1247	58	31	making	make	VERB
cana-1247	58	32	another	another	DET
cana-1247	58	33	major	major	ADJ
cana-1247	58	34	contribution	contribution	NOUN
cana-1247	58	35	to	to	ADP
cana-1247	58	36	the	the	DET
cana-1247	58	37	field	field	NOUN
cana-1247	58	38	.	.	PUNCT
cana-1247	59	1	whereas	whereas	SCONJ
cana-1247	59	2	the	the	DET
cana-1247	59	3	k	k	NOUN
cana-1247	59	4	-	-	PUNCT
cana-1247	59	5	iabc	iabc	ADJ
cana-1247	59	6	protocol	protocol	NOUN
cana-1247	59	7	uses	use	VERB
cana-1247	59	8	a	a	DET
cana-1247	59	9	blend	blend	NOUN
cana-1247	59	10	of	of	ADP
cana-1247	59	11	k	k	NOUN
cana-1247	59	12	-	-	PUNCT
cana-1247	59	13	medoids	medoid	NOUN
cana-1247	59	14	and	and	CCONJ
cana-1247	59	15	an	an	DET
cana-1247	59	16	upgraded	upgrade	VERB
cana-1247	59	17	artificial	artificial	ADJ
cana-1247	59	18	-	-	PUNCT
cana-1247	59	19	bee	bee	NOUN
cana-1247	59	20	-	-	PUNCT
cana-1247	59	21	colony	colony	NOUN
cana-1247	59	22	algorithm	algorithm	NOUN
cana-1247	59	23	for	for	ADP
cana-1247	59	24	energyefficient	energyefficient	NOUN
cana-1247	59	25	clustering	clustering	NOUN
cana-1247	59	26	,	,	PUNCT
cana-1247	59	27	the	the	DET
cana-1247	59	28	cl	cl	NOUN
cana-1247	59	29	-	-	PUNCT
cana-1247	59	30	hho	hho	NOUN
cana-1247	59	31	uses	use	VERB
cana-1247	59	32	a	a	DET
cana-1247	59	33	cross	cross	ADJ
cana-1247	59	34	-	-	ADJ
cana-1247	59	35	layer	layer	NOUN
cana-1247	59	36	-	-	PUNCT
cana-1247	59	37	based	base	VERB
cana-1247	59	38	harris	harris	PROPN
cana-1247	59	39	-	-	PUNCT
cana-1247	59	40	hawks	hawk	NOUN
cana-1247	59	41	-	-	PUNCT
cana-1247	59	42	optimization	optimization	NOUN
cana-1247	59	43	approach	approach	NOUN
cana-1247	59	44	for	for	ADP
cana-1247	59	45	routing	routing	NOUN
cana-1247	59	46	.	.	PUNCT
cana-1247	60	1	this	this	DET
cana-1247	60	2	approach	approach	NOUN
cana-1247	60	3	addresses	address	VERB
cana-1247	60	4	the	the	DET
cana-1247	60	5	power	power	NOUN
cana-1247	60	6	-	-	PUNCT
cana-1247	60	7	asymmetry	asymmetry	NOUN
cana-1247	60	8	in	in	ADP
cana-1247	60	9	wsns	wsns	NOUN
cana-1247	60	10	by	by	ADP
cana-1247	60	11	maximizing	maximize	VERB
cana-1247	60	12	routing	routing	NOUN
cana-1247	60	13	alternatives	alternative	NOUN
cana-1247	60	14	that	that	PRON
cana-1247	60	15	reduce	reduce	VERB
cana-1247	60	16	network	network	NOUN
cana-1247	60	17	transmission	transmission	NOUN
cana-1247	60	18	delay	delay	NOUN
cana-1247	60	19	and	and	CCONJ
cana-1247	60	20	power	power	NOUN
cana-1247	60	21	consumption	consumption	NOUN
cana-1247	60	22	.	.	PUNCT
cana-1247	61	1	the	the	DET
cana-1247	61	2	cl	cl	NOUN
cana-1247	61	3	-	-	PUNCT
cana-1247	61	4	hho	hho	NOUN
cana-1247	61	5	protocol	protocol	NOUN
cana-1247	61	6	was	be	AUX
cana-1247	61	7	implemented	implement	VERB
cana-1247	61	8	using	use	VERB
cana-1247	61	9	matlab	matlab	PROPN
cana-1247	61	10	against	against	ADP
cana-1247	61	11	traditional	traditional	ADJ
cana-1247	61	12	routing	routing	NOUN
cana-1247	61	13	methods	method	NOUN
cana-1247	61	14	comprising	comprise	VERB
cana-1247	61	15	heed	heed	NOUN
cana-1247	61	16	,	,	PUNCT
cana-1247	61	17	eecrp	eecrp	PROPN
cana-1247	61	18	,	,	PUNCT
cana-1247	61	19	gwo	gwo	PROPN
cana-1247	61	20	,	,	PUNCT
cana-1247	61	21	and	and	CCONJ
cana-1247	61	22	cl	cl	NOUN
cana-1247	61	23	-	-	PUNCT
cana-1247	61	24	alo	alo	NOUN
cana-1247	61	25	.	.	PUNCT
cana-1247	62	1	the	the	DET
cana-1247	62	2	results	result	NOUN
cana-1247	62	3	demonstrated	demonstrate	VERB
cana-1247	62	4	that	that	SCONJ
cana-1247	62	5	cl	cl	NOUN
cana-1247	62	6	-	-	PUNCT
cana-1247	62	7	hho	hho	NOUN
cana-1247	62	8	excelled	excel	VERB
cana-1247	62	9	these	these	DET
cana-1247	62	10	methods	method	NOUN
cana-1247	62	11	by	by	ADP
cana-1247	62	12	means	mean	NOUN
cana-1247	62	13	of	of	ADP
cana-1247	62	14	packet	packet	NOUN
cana-1247	62	15	-	-	PUNCT
cana-1247	62	16	loss	loss	NOUN
cana-1247	62	17	ratio	ratio	NOUN
cana-1247	62	18	,	,	PUNCT
cana-1247	62	19	throughput	throughput	NOUN
cana-1247	62	20	,	,	PUNCT
cana-1247	62	21	end	end	NOUN
cana-1247	62	22	-	-	PUNCT
cana-1247	62	23	to	to	PART
cana-1247	62	24	---	---	PUNCT
cana-1247	62	25	end	end	NOUN
cana-1247	62	26	delay	delay	NOUN
cana-1247	62	27	,	,	PUNCT
cana-1247	62	28	jitter	jitter	NOUN
cana-1247	62	29	,	,	PUNCT
cana-1247	62	30	network	network	NOUN
cana-1247	62	31	lifetime	lifetime	NOUN
cana-1247	62	32	,	,	PUNCT
cana-1247	62	33	and	and	CCONJ
cana-1247	62	34	buffer	buffer	VERB
cana-1247	62	35	occupancy	occupancy	NOUN
cana-1247	62	36	,	,	PUNCT
cana-1247	62	37	so	so	SCONJ
cana-1247	62	38	confirming	confirm	VERB
cana-1247	62	39	its	its	PRON
cana-1247	62	40	efficiency	efficiency	NOUN
cana-1247	62	41	in	in	ADP
cana-1247	62	42	enhancing	enhance	VERB
cana-1247	62	43	network	network	NOUN
cana-1247	62	44	performance	performance	NOUN
cana-1247	62	45	.	.	PUNCT
cana-1247	63	1	furthermore	furthermore	ADV
cana-1247	63	2	,	,	PUNCT
cana-1247	63	3	[	[	X
cana-1247	63	4	14	14	NUM
cana-1247	63	5	]	]	PUNCT
cana-1247	63	6	introduced	introduce	VERB
cana-1247	63	7	a	a	DET
cana-1247	63	8	safe	safe	ADJ
cana-1247	63	9	energy	energy	NOUN
cana-1247	63	10	-	-	PUNCT
cana-1247	63	11	efficient	efficient	ADJ
cana-1247	63	12	approach	approach	NOUN
cana-1247	63	13	for	for	ADP
cana-1247	63	14	improved	improved	ADJ
cana-1247	63	15	cluster	cluster	NOUN
cana-1247	63	16	head	head	NOUN
cana-1247	63	17	selection	selection	NOUN
cana-1247	63	18	integrating	integrate	VERB
cana-1247	63	19	artificial	artificial	ADJ
cana-1247	63	20	neural	neural	ADJ
cana-1247	63	21	network	network	NOUN
cana-1247	63	22	(	(	PUNCT
cana-1247	63	23	ann	ann	PROPN
cana-1247	63	24	)	)	PUNCT
cana-1247	63	25	and	and	CCONJ
cana-1247	63	26	leach	leach	NOUN
cana-1247	63	27	technique	technique	NOUN
cana-1247	63	28	with	with	ADP
cana-1247	63	29	firefly	firefly	NOUN
cana-1247	63	30	algorithm	algorithm	NOUN
cana-1247	63	31	(	(	PUNCT
cana-1247	63	32	ffa	ffa	PROPN
cana-1247	63	33	)	)	PUNCT
cana-1247	63	34	.	.	PUNCT
cana-1247	64	1	this	this	DET
cana-1247	64	2	technique	technique	NOUN
cana-1247	64	3	calculates	calculate	VERB
cana-1247	64	4	a	a	DET
cana-1247	64	5	new	new	ADJ
cana-1247	64	6	threshold	threshold	NOUN
cana-1247	64	7	value	value	NOUN
cana-1247	64	8	for	for	ADP
cana-1247	64	9	cluster	cluster	NOUN
cana-1247	64	10	head	head	NOUN
cana-1247	64	11	selection	selection	NOUN
cana-1247	64	12	dependent	dependent	ADJ
cana-1247	64	13	on	on	ADP
cana-1247	64	14	residual	residual	ADJ
cana-1247	64	15	energy	energy	NOUN
cana-1247	64	16	,	,	PUNCT
cana-1247	64	17	average	average	ADJ
cana-1247	64	18	energy	energy	NOUN
cana-1247	64	19	,	,	PUNCT
cana-1247	64	20	and	and	CCONJ
cana-1247	64	21	covering	cover	VERB
cana-1247	64	22	distance	distance	NOUN
cana-1247	64	23	of	of	ADP
cana-1247	64	24	nodes	node	NOUN
cana-1247	64	25	unlike	unlike	ADP
cana-1247	64	26	the	the	DET
cana-1247	64	27	present	present	ADJ
cana-1247	64	28	leach	leach	NOUN
cana-1247	64	29	method	method	NOUN
cana-1247	64	30	,	,	PUNCT
cana-1247	64	31	which	which	PRON
cana-1247	64	32	depends	depend	VERB
cana-1247	64	33	on	on	ADP
cana-1247	64	34	a	a	DET
cana-1247	64	35	probability	probability	NOUN
cana-1247	64	36	-	-	PUNCT
cana-1247	64	37	based	base	VERB
cana-1247	64	38	random	random	ADJ
cana-1247	64	39	number	number	NOUN
cana-1247	64	40	.	.	PUNCT
cana-1247	65	1	ffa	ffa	PROPN
cana-1247	65	2	increases	increase	VERB
cana-1247	65	3	node	node	ADJ
cana-1247	65	4	characteristics	characteristic	NOUN
cana-1247	65	5	,	,	PUNCT
cana-1247	65	6	which	which	PRON
cana-1247	65	7	ann	ann	PROPN
cana-1247	65	8	then	then	ADV
cana-1247	65	9	handles	handle	VERB
cana-1247	65	10	to	to	PART
cana-1247	65	11	identify	identify	VERB
cana-1247	65	12	malicious	malicious	ADJ
cana-1247	65	13	nodes	node	NOUN
cana-1247	65	14	and	and	CCONJ
cana-1247	65	15	separate	separate	ADJ
cana-1247	65	16	communicative	communicative	NOUN
cana-1247	65	17	from	from	ADP
cana-1247	65	18	non	non	ADJ
cana-1247	65	19	-	-	ADJ
cana-1247	65	20	communicating	communicating	ADJ
cana-1247	65	21	nodes	node	NOUN
cana-1247	65	22	.	.	PUNCT
cana-1247	66	1	this	this	DET
cana-1247	66	2	difference	difference	NOUN
cana-1247	66	3	helps	help	VERB
cana-1247	66	4	to	to	PART
cana-1247	66	5	evolve	evolve	VERB
cana-1247	66	6	by	by	ADP
cana-1247	66	7	means	mean	NOUN
cana-1247	66	8	of	of	ADP
cana-1247	66	9	ideal	ideal	ADJ
cana-1247	66	10	routing	routing	NOUN
cana-1247	66	11	patterns	pattern	NOUN
cana-1247	66	12	excluding	exclude	VERB
cana-1247	66	13	hostile	hostile	ADJ
cana-1247	66	14	nodes	node	NOUN
cana-1247	66	15	,	,	PUNCT
cana-1247	66	16	so	so	ADV
cana-1247	66	17	improving	improve	VERB
cana-1247	66	18	network	network	NOUN
cana-1247	66	19	security	security	NOUN
cana-1247	66	20	and	and	CCONJ
cana-1247	66	21	performance	performance	NOUN
cana-1247	66	22	.	.	PUNCT
cana-1247	67	1	simulation	simulation	NOUN
cana-1247	67	2	findings	finding	NOUN
cana-1247	67	3	demonstrated	demonstrate	VERB
cana-1247	67	4	improvements	improvement	NOUN
cana-1247	67	5	in	in	ADP
cana-1247	67	6	numerous	numerous	ADJ
cana-1247	67	7	qos	qos	NOUN
cana-1247	67	8	parameters	parameter	NOUN
cana-1247	67	9	,	,	PUNCT
cana-1247	67	10	therefore	therefore	ADV
cana-1247	67	11	demonstrating	demonstrate	VERB
cana-1247	67	12	the	the	DET
cana-1247	67	13	efficiency	efficiency	NOUN
cana-1247	67	14	of	of	ADP
cana-1247	67	15	our	our	PRON
cana-1247	67	16	approach	approach	NOUN
cana-1247	67	17	in	in	ADP
cana-1247	67	18	managing	manage	VERB
cana-1247	67	19	security	security	NOUN
cana-1247	67	20	concerns	concern	NOUN
cana-1247	67	21	and	and	CCONJ
cana-1247	67	22	energy	energy	NOUN
cana-1247	67	23	economy	economy	NOUN
cana-1247	67	24	in	in	ADP
cana-1247	67	25	wsns	wsns	PROPN
cana-1247	67	26	,	,	PUNCT
cana-1247	67	27	compared	compare	VERB
cana-1247	67	28	to	to	ADP
cana-1247	67	29	present	present	ADJ
cana-1247	67	30	techniques	technique	NOUN
cana-1247	67	31	.	.	PUNCT
cana-1247	68	1	communications	communication	NOUN
cana-1247	68	2	on	on	ADP
cana-1247	68	3	applied	apply	VERB
cana-1247	68	4	nonlinear	nonlinear	ADJ
cana-1247	68	5	analysis	analysis	NOUN
cana-1247	68	6	issn	issn	NOUN
cana-1247	68	7	:	:	PUNCT
cana-1247	68	8	1074	1074	NUM
cana-1247	68	9	-	-	PUNCT
cana-1247	68	10	133x	133x	NUM
cana-1247	68	11	vol	vol	NOUN
cana-1247	68	12	31	31	NUM
cana-1247	68	13	no	no	NOUN
cana-1247	68	14	.	.	PUNCT
cana-1247	69	1	6s	6s	NUM
cana-1247	69	2	(	(	PUNCT
cana-1247	69	3	2024	2024	NUM
cana-1247	69	4	)	)	PUNCT
cana-1247	69	5	605	605	NUM
cana-1247	69	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	69	7	moreover	moreover	ADV
cana-1247	69	8	noted	note	VERB
cana-1247	69	9	in	in	ADP
cana-1247	69	10	[	[	X
cana-1247	69	11	15	15	NUM
cana-1247	69	12	]	]	X
cana-1247	69	13	the	the	DET
cana-1247	69	14	importance	importance	NOUN
cana-1247	69	15	of	of	ADP
cana-1247	69	16	multipath	multipath	NOUN
cana-1247	69	17	routing	routing	NOUN
cana-1247	69	18	in	in	ADP
cana-1247	69	19	wsns	wsns	NOUN
cana-1247	69	20	for	for	ADP
cana-1247	69	21	load	load	NOUN
cana-1247	69	22	balancing	balancing	NOUN
cana-1247	69	23	,	,	PUNCT
cana-1247	69	24	energy	energy	NOUN
cana-1247	69	25	economy	economy	NOUN
cana-1247	69	26	,	,	PUNCT
cana-1247	69	27	and	and	CCONJ
cana-1247	69	28	scalability	scalability	NOUN
cana-1247	69	29	development	development	NOUN
cana-1247	69	30	.	.	PUNCT
cana-1247	70	1	multiple	multiple	ADJ
cana-1247	70	2	paths	path	NOUN
cana-1247	70	3	between	between	ADP
cana-1247	70	4	source	source	NOUN
cana-1247	70	5	and	and	CCONJ
cana-1247	70	6	destination	destination	NOUN
cana-1247	70	7	help	help	NOUN
cana-1247	70	8	to	to	PART
cana-1247	70	9	improve	improve	VERB
cana-1247	70	10	network	network	NOUN
cana-1247	70	11	resilience	resilience	NOUN
cana-1247	70	12	by	by	ADP
cana-1247	70	13	means	mean	NOUN
cana-1247	70	14	of	of	ADP
cana-1247	70	15	which	which	PRON
cana-1247	70	16	multipath	multipath	NOUN
cana-1247	70	17	routing	route	VERB
cana-1247	70	18	not	not	PART
cana-1247	70	19	only	only	ADV
cana-1247	70	20	provides	provide	VERB
cana-1247	70	21	redundant	redundant	ADJ
cana-1247	70	22	channels	channel	NOUN
cana-1247	70	23	for	for	ADP
cana-1247	70	24	data	datum	NOUN
cana-1247	70	25	transfer	transfer	NOUN
cana-1247	70	26	but	but	CCONJ
cana-1247	70	27	also	also	ADV
cana-1247	70	28	raises	raise	VERB
cana-1247	70	29	the	the	DET
cana-1247	70	30	possibility	possibility	NOUN
cana-1247	70	31	of	of	ADP
cana-1247	70	32	successful	successful	ADJ
cana-1247	70	33	data	datum	NOUN
cana-1247	70	34	delivery	delivery	NOUN
cana-1247	70	35	.	.	PUNCT
cana-1247	71	1	against	against	ADP
cana-1247	71	2	the	the	DET
cana-1247	71	3	suggested	suggest	VERB
cana-1247	71	4	routing	routing	NOUN
cana-1247	71	5	solution	solution	NOUN
cana-1247	71	6	,	,	PUNCT
cana-1247	71	7	well	well	ADV
cana-1247	71	8	-	-	PUNCT
cana-1247	71	9	known	know	VERB
cana-1247	71	10	techniques	technique	NOUN
cana-1247	71	11	including	include	VERB
cana-1247	71	12	leach	leach	NOUN
cana-1247	71	13	,	,	PUNCT
cana-1247	71	14	ecpf	ecpf	PROPN
cana-1247	71	15	,	,	PUNCT
cana-1247	71	16	chef	chef	NOUN
cana-1247	71	17	,	,	PUNCT
cana-1247	71	18	ucr	ucr	PROPN
cana-1247	71	19	,	,	PUNCT
cana-1247	71	20	dflc	dflc	ADJ
cana-1247	71	21	,	,	PUNCT
cana-1247	71	22	acawt	acawt	NOUN
cana-1247	71	23	,	,	PUNCT
cana-1247	71	24	and	and	CCONJ
cana-1247	71	25	gupta	gupta	NOUN
cana-1247	71	26	were	be	AUX
cana-1247	71	27	evaluated	evaluate	VERB
cana-1247	71	28	.	.	PUNCT
cana-1247	72	1	the	the	DET
cana-1247	72	2	results	result	NOUN
cana-1247	72	3	stressed	stress	VERB
cana-1247	72	4	the	the	DET
cana-1247	72	5	method	method	NOUN
cana-1247	72	6	's	's	PART
cana-1247	72	7	brilliance	brilliance	NOUN
cana-1247	72	8	in	in	ADP
cana-1247	72	9	extending	extend	VERB
cana-1247	72	10	network	network	NOUN
cana-1247	72	11	lifetime	lifetime	NOUN
cana-1247	72	12	and	and	CCONJ
cana-1247	72	13	improving	improve	VERB
cana-1247	72	14	energy	energy	NOUN
cana-1247	72	15	efficiency	efficiency	NOUN
cana-1247	72	16	spanning	span	VERB
cana-1247	72	17	many	many	ADJ
cana-1247	72	18	node	node	ADJ
cana-1247	72	19	configurations	configuration	NOUN
cana-1247	72	20	and	and	CCONJ
cana-1247	72	21	simulation	simulation	NOUN
cana-1247	72	22	times	time	NOUN
cana-1247	72	23	since	since	SCONJ
cana-1247	72	24	they	they	PRON
cana-1247	72	25	revealed	reveal	VERB
cana-1247	72	26	appreciable	appreciable	ADJ
cana-1247	72	27	increases	increase	NOUN
cana-1247	72	28	in	in	ADP
cana-1247	72	29	energy	energy	NOUN
cana-1247	72	30	consumption	consumption	NOUN
cana-1247	72	31	,	,	PUNCT
cana-1247	72	32	end	end	NOUN
cana-1247	72	33	-	-	PUNCT
cana-1247	72	34	to	to	PART
cana-1247	72	35	---	---	PUNCT
cana-1247	72	36	end	end	NOUN
cana-1247	72	37	delay	delay	NOUN
cana-1247	72	38	,	,	PUNCT
cana-1247	72	39	packet	packet	NOUN
cana-1247	72	40	loss	loss	NOUN
cana-1247	72	41	rate	rate	NOUN
cana-1247	72	42	,	,	PUNCT
cana-1247	72	43	and	and	CCONJ
cana-1247	72	44	drop	drop	VERB
cana-1247	72	45	rate	rate	NOUN
cana-1247	72	46	of	of	ADP
cana-1247	72	47	active	active	ADJ
cana-1247	72	48	sensor	sensor	NOUN
cana-1247	72	49	nodes	node	NOUN
cana-1247	72	50	.	.	PUNCT
cana-1247	73	1	table	table	NOUN
cana-1247	73	2	1	1	NUM
cana-1247	73	3	:	:	PUNCT
cana-1247	73	4	summary	summary	NOUN
cana-1247	73	5	of	of	ADP
cana-1247	73	6	related	related	ADJ
cana-1247	73	7	works	work	NOUN
cana-1247	73	8	methodology	methodology	NOUN
cana-1247	73	9	algorithm	algorithm	NOUN
cana-1247	73	10	methodology	methodology	NOUN
cana-1247	73	11	description	description	NOUN
cana-1247	73	12	outcomes	outcome	NOUN
cana-1247	74	1	[	[	X
cana-1247	74	2	12	12	NUM
cana-1247	74	3	]	]	X
cana-1247	74	4	mihfo	mihfo	NOUN
cana-1247	74	5	,	,	PUNCT
cana-1247	74	6	hwafo	hwafo	PROPN
cana-1247	74	7	utilizes	utilize	VERB
cana-1247	74	8	passive	passive	ADJ
cana-1247	74	9	clustering	clustering	NOUN
cana-1247	74	10	;	;	PUNCT
cana-1247	74	11	node	node	NOUN
cana-1247	74	12	degree	degree	NOUN
cana-1247	74	13	,	,	PUNCT
cana-1247	74	14	and	and	CCONJ
cana-1247	74	15	centrality	centrality	NOUN
cana-1247	74	16	;	;	PUNCT
cana-1247	74	17	path	path	NOUN
cana-1247	74	18	optimization	optimization	NOUN
cana-1247	74	19	using	use	VERB
cana-1247	74	20	hwafo	hwafo	PROPN
cana-1247	74	21	improved	improve	VERB
cana-1247	74	22	throughput	throughput	NOUN
cana-1247	74	23	,	,	PUNCT
cana-1247	74	24	reduced	reduce	VERB
cana-1247	74	25	packet	packet	NOUN
cana-1247	74	26	drop	drop	NOUN
cana-1247	74	27	ratio	ratio	NOUN
cana-1247	74	28	,	,	PUNCT
cana-1247	74	29	enhanced	enhance	VERB
cana-1247	74	30	energy	energy	NOUN
cana-1247	74	31	efficiency	efficiency	NOUN
cana-1247	74	32	,	,	PUNCT
cana-1247	74	33	and	and	CCONJ
cana-1247	74	34	prolonged	prolonged	ADJ
cana-1247	74	35	network	network	NOUN
cana-1247	74	36	lifespan	lifespan	NOUN
cana-1247	75	1	[	[	X
cana-1247	75	2	13	13	NUM
cana-1247	75	3	]	]	X
cana-1247	75	4	k	k	ADJ
cana-1247	75	5	-	-	PUNCT
cana-1247	75	6	iabc	iabc	ADJ
cana-1247	75	7	,	,	PUNCT
cana-1247	75	8	clhho	clhho	ADJ
cana-1247	75	9	cross	cross	ADJ
cana-1247	75	10	-	-	ADJ
cana-1247	75	11	layer	layer	NOUN
cana-1247	75	12	-	-	PUNCT
cana-1247	75	13	based	base	VERB
cana-1247	75	14	harris	harris	PROPN
cana-1247	75	15	-	-	PUNCT
cana-1247	75	16	hawks	hawk	NOUN
cana-1247	75	17	optimization	optimization	NOUN
cana-1247	75	18	for	for	ADP
cana-1247	75	19	routing	route	VERB
cana-1247	75	20	superior	superior	ADJ
cana-1247	75	21	performance	performance	NOUN
cana-1247	75	22	[	[	X
cana-1247	75	23	14	14	NUM
cana-1247	75	24	]	]	SYM
cana-1247	75	25	improved	improved	ADJ
cana-1247	75	26	leach	leach	NOUN
cana-1247	75	27	,	,	PUNCT
cana-1247	75	28	ffa	ffa	PROPN
cana-1247	75	29	,	,	PUNCT
cana-1247	75	30	ann	ann	PROPN
cana-1247	75	31	secure	secure	VERB
cana-1247	75	32	energy	energy	NOUN
cana-1247	75	33	-	-	PUNCT
cana-1247	75	34	efficient	efficient	ADJ
cana-1247	75	35	algorithm	algorithm	NOUN
cana-1247	75	36	using	use	VERB
cana-1247	75	37	a	a	DET
cana-1247	75	38	new	new	ADJ
cana-1247	75	39	threshold	threshold	NOUN
cana-1247	75	40	for	for	ADP
cana-1247	75	41	cluster	cluster	NOUN
cana-1247	75	42	head	head	NOUN
cana-1247	75	43	selection	selection	NOUN
cana-1247	75	44	;	;	PUNCT
cana-1247	75	45	ffa	ffa	NOUN
cana-1247	75	46	optimizes	optimize	VERB
cana-1247	75	47	node	node	ADJ
cana-1247	75	48	properties	property	NOUN
cana-1247	75	49	,	,	PUNCT
cana-1247	75	50	ann	ann	PROPN
cana-1247	75	51	differentiates	differentiate	VERB
cana-1247	75	52	node	node	ADJ
cana-1247	75	53	types	type	NOUN
cana-1247	75	54	enhanced	enhance	VERB
cana-1247	75	55	qos	qos	NOUN
cana-1247	75	56	parameters	parameter	NOUN
cana-1247	75	57	,	,	PUNCT
cana-1247	75	58	improved	improved	ADJ
cana-1247	75	59	network	network	NOUN
cana-1247	75	60	security	security	NOUN
cana-1247	75	61	,	,	PUNCT
cana-1247	75	62	and	and	CCONJ
cana-1247	75	63	effective	effective	ADJ
cana-1247	75	64	exclusion	exclusion	NOUN
cana-1247	75	65	of	of	ADP
cana-1247	75	66	malicious	malicious	ADJ
cana-1247	75	67	nodes	node	NOUN
cana-1247	75	68	[	[	X
cana-1247	75	69	15	15	NUM
cana-1247	75	70	]	]	X
cana-1247	75	71	multipath	multipath	NOUN
cana-1247	75	72	routing	routing	NOUN
cana-1247	75	73	uses	use	VERB
cana-1247	75	74	multiple	multiple	ADJ
cana-1247	75	75	paths	path	NOUN
cana-1247	75	76	between	between	ADP
cana-1247	75	77	source	source	NOUN
cana-1247	75	78	and	and	CCONJ
cana-1247	75	79	destination	destination	NOUN
cana-1247	75	80	to	to	PART
cana-1247	75	81	conserve	conserve	VERB
cana-1247	75	82	energy	energy	NOUN
cana-1247	75	83	,	,	PUNCT
cana-1247	75	84	improve	improve	VERB
cana-1247	75	85	scalability	scalability	NOUN
cana-1247	75	86	,	,	PUNCT
cana-1247	75	87	and	and	CCONJ
cana-1247	75	88	balance	balance	NOUN
cana-1247	75	89	load	load	NOUN
cana-1247	75	90	reduced	reduce	VERB
cana-1247	75	91	energy	energy	NOUN
cana-1247	75	92	consumption	consumption	NOUN
cana-1247	75	93	,	,	PUNCT
cana-1247	75	94	decreased	decrease	VERB
cana-1247	75	95	endto	endto	NOUN
cana-1247	75	96	-	-	PUNCT
cana-1247	75	97	end	end	NOUN
cana-1247	75	98	delay	delay	NOUN
cana-1247	75	99	,	,	PUNCT
cana-1247	75	100	lower	low	ADJ
cana-1247	75	101	packet	packet	NOUN
cana-1247	75	102	loss	loss	NOUN
cana-1247	75	103	rate	rate	NOUN
cana-1247	75	104	,	,	PUNCT
cana-1247	75	105	improved	improved	ADJ
cana-1247	75	106	network	network	NOUN
cana-1247	75	107	resilience	resilience	NOUN
cana-1247	75	108	there	there	PRON
cana-1247	75	109	are	be	VERB
cana-1247	75	110	still	still	ADV
cana-1247	75	111	certain	certain	ADJ
cana-1247	75	112	research	research	NOUN
cana-1247	75	113	gaps	gap	NOUN
cana-1247	75	114	even	even	ADV
cana-1247	75	115	if	if	SCONJ
cana-1247	75	116	the	the	DET
cana-1247	75	117	mentioned	mention	VERB
cana-1247	75	118	findings	finding	NOUN
cana-1247	75	119	significantly	significantly	ADV
cana-1247	75	120	increase	increase	VERB
cana-1247	75	121	wsn	wsn	ADJ
cana-1247	75	122	energy	energy	NOUN
cana-1247	75	123	efficiency	efficiency	NOUN
cana-1247	75	124	and	and	CCONJ
cana-1247	75	125	network	network	NOUN
cana-1247	75	126	lifetime	lifetime	NOUN
cana-1247	75	127	.	.	PUNCT
cana-1247	76	1	often	often	ADV
cana-1247	76	2	stressing	stress	VERB
cana-1247	76	3	certain	certain	ADJ
cana-1247	76	4	elements	element	NOUN
cana-1247	76	5	,	,	PUNCT
cana-1247	76	6	such	such	ADJ
cana-1247	76	7	as	as	ADP
cana-1247	76	8	clustering	clustering	NOUN
cana-1247	76	9	or	or	CCONJ
cana-1247	76	10	routing	routing	NOUN
cana-1247	76	11	,	,	PUNCT
cana-1247	76	12	these	these	DET
cana-1247	76	13	approaches	approach	NOUN
cana-1247	76	14	overlook	overlook	VERB
cana-1247	76	15	to	to	PART
cana-1247	76	16	fully	fully	ADV
cana-1247	76	17	combine	combine	VERB
cana-1247	76	18	both	both	PRON
cana-1247	76	19	for	for	ADP
cana-1247	76	20	general	general	ADJ
cana-1247	76	21	optimization	optimization	NOUN
cana-1247	76	22	.	.	PUNCT
cana-1247	77	1	moreover	moreover	ADV
cana-1247	77	2	,	,	PUNCT
cana-1247	77	3	many	many	ADJ
cana-1247	77	4	methods	method	NOUN
cana-1247	77	5	rely	rely	VERB
cana-1247	77	6	on	on	ADP
cana-1247	77	7	simulations	simulation	NOUN
cana-1247	77	8	without	without	ADP
cana-1247	77	9	extensive	extensive	ADJ
cana-1247	77	10	real	real	ADJ
cana-1247	77	11	-	-	PUNCT
cana-1247	77	12	world	world	NOUN
cana-1247	77	13	validation	validation	NOUN
cana-1247	77	14	,	,	PUNCT
cana-1247	77	15	which	which	PRON
cana-1247	77	16	could	could	AUX
cana-1247	77	17	underscore	underscore	VERB
cana-1247	77	18	other	other	ADJ
cana-1247	77	19	challenges	challenge	NOUN
cana-1247	77	20	including	include	VERB
cana-1247	77	21	environmental	environmental	ADJ
cana-1247	77	22	variables	variable	NOUN
cana-1247	77	23	and	and	CCONJ
cana-1247	77	24	changing	change	VERB
cana-1247	77	25	network	network	NOUN
cana-1247	77	26	conditions	condition	NOUN
cana-1247	77	27	.	.	PUNCT
cana-1247	78	1	future	future	ADJ
cana-1247	78	2	research	research	NOUN
cana-1247	78	3	should	should	AUX
cana-1247	78	4	aim	aim	VERB
cana-1247	78	5	to	to	PART
cana-1247	78	6	validate	validate	VERB
cana-1247	78	7	these	these	DET
cana-1247	78	8	approaches	approach	NOUN
cana-1247	78	9	in	in	ADP
cana-1247	78	10	real	real	ADJ
cana-1247	78	11	-	-	PUNCT
cana-1247	78	12	world	world	NOUN
cana-1247	78	13	environments	environment	NOUN
cana-1247	78	14	so	so	ADV
cana-1247	78	15	ensuring	ensure	VERB
cana-1247	78	16	their	their	PRON
cana-1247	78	17	practical	practical	ADJ
cana-1247	78	18	usability	usability	NOUN
cana-1247	78	19	and	and	CCONJ
cana-1247	78	20	durability	durability	NOUN
cana-1247	78	21	by	by	ADP
cana-1247	78	22	means	mean	NOUN
cana-1247	78	23	of	of	ADP
cana-1247	78	24	more	more	ADV
cana-1247	78	25	integrated	integrate	VERB
cana-1247	78	26	solutions	solution	NOUN
cana-1247	78	27	combining	combine	VERB
cana-1247	78	28	clustering	clustering	NOUN
cana-1247	78	29	,	,	PUNCT
cana-1247	78	30	routing	routing	NOUN
cana-1247	78	31	,	,	PUNCT
cana-1247	78	32	and	and	CCONJ
cana-1247	78	33	security	security	NOUN
cana-1247	78	34	in	in	ADP
cana-1247	78	35	a	a	DET
cana-1247	78	36	single	single	ADJ
cana-1247	78	37	framework	framework	NOUN
cana-1247	78	38	.	.	PUNCT
cana-1247	79	1	3	3	X
cana-1247	79	2	.	.	NUM
cana-1247	79	3	proposed	propose	VERB
cana-1247	79	4	method	method	NOUN
cana-1247	79	5	the	the	DET
cana-1247	79	6	cluster	cluster	NOUN
cana-1247	79	7	head	head	NOUN
cana-1247	79	8	selection	selection	NOUN
cana-1247	79	9	process	process	NOUN
cana-1247	79	10	in	in	ADP
cana-1247	79	11	wsns	wsns	NOUN
cana-1247	79	12	is	be	AUX
cana-1247	79	13	enhanced	enhance	VERB
cana-1247	79	14	by	by	ADP
cana-1247	79	15	combining	combine	VERB
cana-1247	79	16	mathematical	mathematical	ADJ
cana-1247	79	17	modeling	modeling	NOUN
cana-1247	79	18	with	with	ADP
cana-1247	79	19	a	a	DET
cana-1247	79	20	deep	deep	ADJ
cana-1247	79	21	ann	ann	NOUN
cana-1247	79	22	using	use	VERB
cana-1247	79	23	the	the	DET
cana-1247	79	24	hybrid	hybrid	ADJ
cana-1247	79	25	energy	energy	NOUN
cana-1247	79	26	-	-	PUNCT
cana-1247	79	27	efficient	efficient	ADJ
cana-1247	79	28	distributed	distribute	VERB
cana-1247	79	29	(	(	PUNCT
cana-1247	79	30	heed	heed	NOUN
cana-1247	79	31	)	)	PUNCT
cana-1247	79	32	technique	technique	NOUN
cana-1247	79	33	.	.	PUNCT
cana-1247	80	1	the	the	DET
cana-1247	80	2	method	method	NOUN
cana-1247	80	3	first	first	ADJ
cana-1247	80	4	models	model	NOUN
cana-1247	80	5	sensor	sensor	VERB
cana-1247	80	6	node	node	ADJ
cana-1247	80	7	spatial	spatial	ADJ
cana-1247	80	8	distribution	distribution	NOUN
cana-1247	80	9	and	and	CCONJ
cana-1247	80	10	energy	energy	NOUN
cana-1247	80	11	dynamics	dynamic	NOUN
cana-1247	80	12	by	by	ADP
cana-1247	80	13	means	mean	NOUN
cana-1247	80	14	of	of	ADP
cana-1247	80	15	mathematical	mathematical	ADJ
cana-1247	80	16	modeling	modeling	NOUN
cana-1247	80	17	of	of	ADP
cana-1247	80	18	the	the	DET
cana-1247	80	19	wsn	wsn	NOUN
cana-1247	80	20	.	.	PUNCT
cana-1247	81	1	this	this	DET
cana-1247	81	2	method	method	NOUN
cana-1247	81	3	reveals	reveal	VERB
cana-1247	81	4	fundamental	fundamental	ADJ
cana-1247	81	5	properties	property	NOUN
cana-1247	81	6	including	include	VERB
cana-1247	81	7	node	node	ADJ
cana-1247	81	8	density	density	NOUN
cana-1247	81	9	,	,	PUNCT
cana-1247	81	10	residual	residual	ADJ
cana-1247	81	11	energy	energy	NOUN
cana-1247	81	12	,	,	PUNCT
cana-1247	81	13	and	and	CCONJ
cana-1247	81	14	communications	communication	NOUN
cana-1247	81	15	on	on	ADP
cana-1247	81	16	applied	apply	VERB
cana-1247	81	17	nonlinear	nonlinear	ADJ
cana-1247	81	18	analysis	analysis	NOUN
cana-1247	81	19	issn	issn	NOUN
cana-1247	81	20	:	:	PUNCT
cana-1247	81	21	1074	1074	NUM
cana-1247	81	22	-	-	PUNCT
cana-1247	81	23	133x	133x	NUM
cana-1247	81	24	vol	vol	NOUN
cana-1247	81	25	31	31	NUM
cana-1247	81	26	no	no	NOUN
cana-1247	81	27	.	.	PUNCT
cana-1247	82	1	6s	6s	NUM
cana-1247	82	2	(	(	PUNCT
cana-1247	82	3	2024	2024	NUM
cana-1247	82	4	)	)	PUNCT
cana-1247	82	5	606	606	NUM
cana-1247	82	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	82	7	communication	communication	NOUN
cana-1247	82	8	costs	cost	NOUN
cana-1247	82	9	.	.	PUNCT
cana-1247	83	1	by	by	ADP
cana-1247	83	2	means	mean	NOUN
cana-1247	83	3	of	of	ADP
cana-1247	83	4	these	these	DET
cana-1247	83	5	parameters	parameter	NOUN
cana-1247	83	6	,	,	PUNCT
cana-1247	83	7	training	train	VERB
cana-1247	83	8	a	a	DET
cana-1247	83	9	deep	deep	ADJ
cana-1247	83	10	neural	neural	ADJ
cana-1247	83	11	network	network	NOUN
cana-1247	83	12	generates	generate	VERB
cana-1247	83	13	input	input	NOUN
cana-1247	83	14	data	datum	NOUN
cana-1247	83	15	for	for	ADP
cana-1247	83	16	which	which	PRON
cana-1247	83	17	it	it	PRON
cana-1247	83	18	is	be	AUX
cana-1247	83	19	meant	mean	VERB
cana-1247	83	20	to	to	PART
cana-1247	83	21	forecast	forecast	VERB
cana-1247	83	22	the	the	DET
cana-1247	83	23	optimal	optimal	ADJ
cana-1247	83	24	cluster	cluster	NOUN
cana-1247	83	25	head	head	NOUN
cana-1247	83	26	in	in	ADP
cana-1247	83	27	different	different	ADJ
cana-1247	83	28	network	network	NOUN
cana-1247	83	29	conditions	condition	NOUN
cana-1247	83	30	.	.	PUNCT
cana-1247	84	1	ann	ann	PROPN
cana-1247	84	2	is	be	AUX
cana-1247	84	3	trained	train	VERB
cana-1247	84	4	using	use	VERB
cana-1247	84	5	a	a	DET
cana-1247	84	6	dataset	dataset	NOUN
cana-1247	84	7	generated	generate	VERB
cana-1247	84	8	from	from	ADP
cana-1247	84	9	various	various	ADJ
cana-1247	84	10	simulated	simulate	VERB
cana-1247	84	11	wsn	wsn	PROPN
cana-1247	84	12	environments	environment	NOUN
cana-1247	84	13	with	with	ADP
cana-1247	84	14	non	non	ADJ
cana-1247	84	15	-	-	ADJ
cana-1247	84	16	uniform	uniform	ADJ
cana-1247	84	17	node	node	ADJ
cana-1247	84	18	distribution	distribution	NOUN
cana-1247	84	19	.	.	PUNCT
cana-1247	85	1	under	under	ADP
cana-1247	85	2	the	the	DET
cana-1247	85	3	phase	phase	NOUN
cana-1247	85	4	of	of	ADP
cana-1247	85	5	cluster	cluster	NOUN
cana-1247	85	6	head	head	NOUN
cana-1247	85	7	selection	selection	NOUN
cana-1247	85	8	,	,	PUNCT
cana-1247	85	9	the	the	DET
cana-1247	85	10	trained	train	VERB
cana-1247	85	11	ann	ann	PROPN
cana-1247	85	12	evaluates	evaluate	VERB
cana-1247	85	13	the	the	DET
cana-1247	85	14	nodes	node	NOUN
cana-1247	85	15	based	base	VERB
cana-1247	85	16	on	on	ADP
cana-1247	85	17	real	real	ADJ
cana-1247	85	18	-	-	PUNCT
cana-1247	85	19	time	time	NOUN
cana-1247	85	20	network	network	NOUN
cana-1247	85	21	data	datum	NOUN
cana-1247	85	22	and	and	CCONJ
cana-1247	85	23	produces	produce	VERB
cana-1247	85	24	a	a	DET
cana-1247	85	25	likelihood	likelihood	NOUN
cana-1247	85	26	score	score	NOUN
cana-1247	85	27	for	for	ADP
cana-1247	85	28	every	every	DET
cana-1247	85	29	node	node	NOUN
cana-1247	85	30	's	's	PART
cana-1247	85	31	fit	fit	NOUN
cana-1247	85	32	.	.	PUNCT
cana-1247	86	1	selected	select	VERB
cana-1247	86	2	is	be	AUX
cana-1247	86	3	the	the	DET
cana-1247	86	4	node	node	NOUN
cana-1247	86	5	most	most	ADV
cana-1247	86	6	likely	likely	ADJ
cana-1247	86	7	to	to	PART
cana-1247	86	8	guarantee	guarantee	VERB
cana-1247	86	9	energy	energy	NOUN
cana-1247	86	10	-	-	PUNCT
cana-1247	86	11	efficient	efficient	ADJ
cana-1247	86	12	transmission	transmission	NOUN
cana-1247	86	13	and	and	CCONJ
cana-1247	86	14	data	data	NOUN
cana-1247	86	15	aggregation	aggregation	NOUN
cana-1247	86	16	.	.	PUNCT
cana-1247	87	1	statistical	statistical	ADJ
cana-1247	87	2	validation	validation	NOUN
cana-1247	87	3	of	of	ADP
cana-1247	87	4	the	the	DET
cana-1247	87	5	ann	ann	PROPN
cana-1247	87	6	predictions	prediction	NOUN
cana-1247	87	7	is	be	AUX
cana-1247	87	8	acquired	acquire	VERB
cana-1247	87	9	by	by	ADP
cana-1247	87	10	means	mean	NOUN
cana-1247	87	11	of	of	ADP
cana-1247	87	12	statistical	statistical	ADJ
cana-1247	87	13	analysis	analysis	NOUN
cana-1247	87	14	,	,	PUNCT
cana-1247	87	15	which	which	PRON
cana-1247	87	16	contrasts	contrast	VERB
cana-1247	87	17	the	the	DET
cana-1247	87	18	performance	performance	NOUN
cana-1247	87	19	of	of	ADP
cana-1247	87	20	the	the	DET
cana-1247	87	21	optimal	optimal	ADJ
cana-1247	87	22	algorithm	algorithm	NOUN
cana-1247	87	23	with	with	ADP
cana-1247	87	24	the	the	DET
cana-1247	87	25	traditional	traditional	ADJ
cana-1247	87	26	heed	heed	NOUN
cana-1247	87	27	approach	approach	NOUN
cana-1247	87	28	.	.	PUNCT
cana-1247	88	1	this	this	DET
cana-1247	88	2	hybrid	hybrid	ADJ
cana-1247	88	3	method	method	NOUN
cana-1247	88	4	effectively	effectively	ADV
cana-1247	88	5	solves	solve	VERB
cana-1247	88	6	the	the	DET
cana-1247	88	7	limitations	limitation	NOUN
cana-1247	88	8	of	of	ADP
cana-1247	88	9	heed	heed	NOUN
cana-1247	88	10	in	in	ADP
cana-1247	88	11	non	non	ADJ
cana-1247	88	12	-	-	ADJ
cana-1247	88	13	uniform	uniform	ADJ
cana-1247	88	14	wsns	wsns	NOUN
cana-1247	88	15	,	,	PUNCT
cana-1247	88	16	hence	hence	ADV
cana-1247	88	17	extending	extend	VERB
cana-1247	88	18	network	network	NOUN
cana-1247	88	19	lifetime	lifetime	NOUN
cana-1247	88	20	and	and	CCONJ
cana-1247	88	21	energy	energy	NOUN
cana-1247	88	22	economy	economy	NOUN
cana-1247	88	23	.	.	PUNCT
cana-1247	89	1	figure	figure	NOUN
cana-1247	89	2	1	1	NUM
cana-1247	89	3	:	:	PUNCT
cana-1247	89	4	proposed	propose	VERB
cana-1247	89	5	flow	flow	NOUN
cana-1247	89	6	pseudocode	pseudocode	PROPN
cana-1247	89	7	//	//	NUM
cana-1247	89	8	step	step	NOUN
cana-1247	89	9	1	1	NUM
cana-1247	89	10	:	:	PUNCT
cana-1247	89	11	mathematical	mathematical	ADJ
cana-1247	89	12	modeling	modeling	NOUN
cana-1247	89	13	function	function	NOUN
cana-1247	89	14	modelwsn(spatialdistribution	modelwsn(spatialdistribution	PROPN
cana-1247	89	15	,	,	PUNCT
cana-1247	89	16	energylevels	energylevel	NOUN
cana-1247	89	17	):	):	PUNCT
cana-1247	89	18	parameters	parameter	NOUN
cana-1247	89	19	=	=	SYM
cana-1247	89	20	extractparameters(spatialdistribution	extractparameters(spatialdistribution	PROPN
cana-1247	89	21	,	,	PUNCT
cana-1247	89	22	energylevels	energylevel	NOUN
cana-1247	89	23	)	)	PUNCT
cana-1247	89	24	return	return	NOUN
cana-1247	89	25	parameters	parameter	NOUN
cana-1247	89	26	//	//	NUM
cana-1247	89	27	step	step	NOUN
cana-1247	89	28	2	2	NUM
cana-1247	89	29	:	:	PUNCT
cana-1247	89	30	feature	feature	NOUN
cana-1247	89	31	extraction	extraction	NOUN
cana-1247	89	32	function	function	NOUN
cana-1247	89	33	extractparameters(spatialdistribution	extractparameters(spatialdistribution	PROPN
cana-1247	89	34	,	,	PUNCT
cana-1247	89	35	energylevels	energylevel	NOUN
cana-1247	89	36	):	):	PUNCT
cana-1247	89	37	nodedensity	nodedensity	NOUN
cana-1247	89	38	=	=	SYM
cana-1247	89	39	calculatenodedensity(spatialdistribution	calculatenodedensity(spatialdistribution	PROPN
cana-1247	89	40	)	)	PUNCT
cana-1247	90	1	avgenergy	avgenergy	NOUN
cana-1247	91	1	=	=	PROPN
cana-1247	91	2	calculateaverageenergy(energylevels	calculateaverageenergy(energylevels	PROPN
cana-1247	91	3	)	)	PUNCT
cana-1247	91	4	communicationcost	communicationcost	ADJ
cana-1247	91	5	=	=	SYM
cana-1247	91	6	calculatecommunicationcost(spatialdistribution	calculatecommunicationcost(spatialdistribution	NOUN
cana-1247	91	7	)	)	PUNCT
cana-1247	91	8	return	return	NOUN
cana-1247	92	1	[	[	X
cana-1247	92	2	nodedensity	nodedensity	NOUN
cana-1247	92	3	,	,	PUNCT
cana-1247	92	4	avgenergy	avgenergy	ADJ
cana-1247	92	5	,	,	PUNCT
cana-1247	92	6	communicationcost	communicationcost	ADJ
cana-1247	92	7	]	]	PUNCT
cana-1247	92	8	//	//	PUNCT
cana-1247	92	9	step	step	NOUN
cana-1247	92	10	3	3	NUM
cana-1247	92	11	:	:	PUNCT
cana-1247	92	12	dataset	dataset	NOUN
cana-1247	92	13	generation	generation	NOUN
cana-1247	92	14	function	function	NOUN
cana-1247	92	15	generatedataset(scenarios	generatedataset(scenario	NOUN
cana-1247	92	16	):	):	PUNCT
cana-1247	92	17	communications	communication	NOUN
cana-1247	92	18	on	on	ADP
cana-1247	92	19	applied	apply	VERB
cana-1247	92	20	nonlinear	nonlinear	ADJ
cana-1247	92	21	analysis	analysis	NOUN
cana-1247	92	22	issn	issn	NOUN
cana-1247	92	23	:	:	PUNCT
cana-1247	92	24	1074	1074	NUM
cana-1247	92	25	-	-	PUNCT
cana-1247	92	26	133x	133x	NUM
cana-1247	92	27	vol	vol	NOUN
cana-1247	92	28	31	31	NUM
cana-1247	92	29	no	no	NOUN
cana-1247	92	30	.	.	PUNCT
cana-1247	93	1	6s	6s	NUM
cana-1247	93	2	(	(	PUNCT
cana-1247	93	3	2024	2024	NUM
cana-1247	93	4	)	)	PUNCT
cana-1247	93	5	607	607	NUM
cana-1247	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	93	7	dataset	dataset	NOUN
cana-1247	94	1	=	=	PUNCT
cana-1247	95	1	[	[	X
cana-1247	95	2	]	]	X
cana-1247	95	3	for	for	ADP
cana-1247	95	4	scenario	scenario	NOUN
cana-1247	95	5	in	in	ADP
cana-1247	95	6	scenarios	scenario	NOUN
cana-1247	95	7	:	:	PUNCT
cana-1247	95	8	features	feature	VERB
cana-1247	95	9	=	=	PROPN
cana-1247	95	10	modelwsn(scenario.spatialdistribution	modelwsn(scenario.spatialdistribution	PROPN
cana-1247	95	11	,	,	PUNCT
cana-1247	95	12	scenario.energylevels	scenario.energylevel	NOUN
cana-1247	95	13	)	)	PUNCT
cana-1247	95	14	dataset.append(features	dataset.append(feature	NOUN
cana-1247	95	15	)	)	PUNCT
cana-1247	95	16	return	return	VERB
cana-1247	95	17	dataset	dataset	VERB
cana-1247	95	18	//	//	NUM
cana-1247	95	19	step	step	NOUN
cana-1247	95	20	4	4	NUM
cana-1247	95	21	:	:	PUNCT
cana-1247	95	22	ann	ann	PROPN
cana-1247	95	23	training	training	NOUN
cana-1247	95	24	function	function	NOUN
cana-1247	95	25	trainann(dataset	trainann(dataset	PROPN
cana-1247	95	26	):	):	PUNCT
cana-1247	95	27	ann	ann	PROPN
cana-1247	95	28	=	=	SYM
cana-1247	95	29	initializeann	initializeann	PROPN
cana-1247	95	30	(	(	PUNCT
cana-1247	95	31	)	)	PUNCT
cana-1247	95	32	for	for	ADP
cana-1247	95	33	data	datum	NOUN
cana-1247	95	34	in	in	ADP
cana-1247	95	35	dataset	dataset	NOUN
cana-1247	95	36	:	:	PUNCT
cana-1247	95	37	ann.train(data.features	ann.train(data.feature	NOUN
cana-1247	95	38	,	,	PUNCT
cana-1247	95	39	data.label	data.label	NOUN
cana-1247	95	40	)	)	PUNCT
cana-1247	95	41	return	return	NOUN
cana-1247	95	42	ann	ann	PROPN
cana-1247	95	43	//	//	NUM
cana-1247	95	44	step	step	NOUN
cana-1247	95	45	5	5	NUM
cana-1247	95	46	:	:	PUNCT
cana-1247	95	47	cluster	cluster	NOUN
cana-1247	95	48	head	head	NOUN
cana-1247	95	49	selection	selection	NOUN
cana-1247	95	50	function	function	NOUN
cana-1247	95	51	selectclusterhead(nodes	selectclusterhead(nodes	PROPN
cana-1247	95	52	,	,	PUNCT
cana-1247	95	53	ann	ann	PROPN
cana-1247	95	54	):	):	PUNCT
cana-1247	95	55	maxprobability	maxprobability	NOUN
cana-1247	95	56	=	=	SYM
cana-1247	95	57	0	0	NUM
cana-1247	95	58	clusterhead	clusterhead	NOUN
cana-1247	95	59	=	=	NOUN
cana-1247	95	60	null	null	NOUN
cana-1247	95	61	for	for	ADP
cana-1247	95	62	node	node	NOUN
cana-1247	95	63	in	in	ADP
cana-1247	95	64	nodes	node	NOUN
cana-1247	95	65	:	:	PUNCT
cana-1247	95	66	probability	probability	NOUN
cana-1247	95	67	=	=	PUNCT
cana-1247	95	68	ann.predict(node.features	ann.predict(node.feature	NOUN
cana-1247	95	69	)	)	PUNCT
cana-1247	95	70	if	if	SCONJ
cana-1247	95	71	probability	probability	NOUN
cana-1247	95	72	>	>	X
cana-1247	95	73	maxprobability	maxprobability	NOUN
cana-1247	95	74	:	:	PUNCT
cana-1247	95	75	maxprobability	maxprobability	NOUN
cana-1247	95	76	=	=	NOUN
cana-1247	95	77	probability	probability	NOUN
cana-1247	95	78	clusterhead	clusterhead	NOUN
cana-1247	95	79	=	=	PUNCT
cana-1247	95	80	node	node	NOUN
cana-1247	95	81	return	return	NOUN
cana-1247	95	82	clusterhead	clusterhead	NOUN
cana-1247	95	83	//	//	NUM
cana-1247	95	84	step	step	NOUN
cana-1247	95	85	6	6	NUM
cana-1247	95	86	:	:	PUNCT
cana-1247	95	87	statistical	statistical	ADJ
cana-1247	95	88	validation	validation	NOUN
cana-1247	95	89	function	function	NOUN
cana-1247	95	90	validatealgorithm(performancemetrics	validatealgorithm(performancemetrics	PROPN
cana-1247	95	91	,	,	PUNCT
cana-1247	95	92	baselinemetrics	baselinemetric	NOUN
cana-1247	95	93	):	):	PUNCT
cana-1247	95	94	improvement	improvement	NOUN
cana-1247	95	95	=	=	SYM
cana-1247	95	96	calculateimprovement(performancemetrics	calculateimprovement(performancemetric	NOUN
cana-1247	95	97	,	,	PUNCT
cana-1247	95	98	baselinemetrics	baselinemetric	NOUN
cana-1247	95	99	)	)	PUNCT
cana-1247	95	100	return	return	NOUN
cana-1247	95	101	improvement	improvement	NOUN
cana-1247	95	102	//	//	SYM
cana-1247	95	103	main	main	ADJ
cana-1247	95	104	execution	execution	NOUN
cana-1247	95	105	function	function	NOUN
cana-1247	95	106	optimizeclusterheadselection(nodes	optimizeclusterheadselection(node	NOUN
cana-1247	95	107	,	,	PUNCT
cana-1247	95	108	scenarios	scenario	NOUN
cana-1247	95	109	,	,	PUNCT
cana-1247	95	110	baselinemetrics	baselinemetric	NOUN
cana-1247	95	111	):	):	PUNCT
cana-1247	95	112	dataset	dataset	NOUN
cana-1247	95	113	=	=	SYM
cana-1247	95	114	generatedataset(scenarios	generatedataset(scenarios	PROPN
cana-1247	95	115	)	)	PUNCT
cana-1247	95	116	ann	ann	PROPN
cana-1247	95	117	=	=	SYM
cana-1247	95	118	trainann(dataset	trainann(dataset	PROPN
cana-1247	95	119	)	)	PUNCT
cana-1247	95	120	clusterhead	clusterhead	NOUN
cana-1247	95	121	=	=	PUNCT
cana-1247	95	122	selectclusterhead(nodes	selectclusterhead(nodes	PROPN
cana-1247	95	123	,	,	PUNCT
cana-1247	95	124	ann	ann	PROPN
cana-1247	95	125	)	)	PUNCT
cana-1247	95	126	communications	communication	NOUN
cana-1247	95	127	on	on	ADP
cana-1247	95	128	applied	apply	VERB
cana-1247	95	129	nonlinear	nonlinear	ADJ
cana-1247	95	130	analysis	analysis	NOUN
cana-1247	95	131	issn	issn	NOUN
cana-1247	95	132	:	:	PUNCT
cana-1247	95	133	1074	1074	NUM
cana-1247	95	134	-	-	PUNCT
cana-1247	95	135	133x	133x	NUM
cana-1247	95	136	vol	vol	NOUN
cana-1247	95	137	31	31	NUM
cana-1247	95	138	no	no	NOUN
cana-1247	95	139	.	.	PUNCT
cana-1247	96	1	6s	6s	NUM
cana-1247	96	2	(	(	PUNCT
cana-1247	96	3	2024	2024	NUM
cana-1247	96	4	)	)	PUNCT
cana-1247	96	5	608	608	NUM
cana-1247	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	96	7	performancemetrics	performancemetric	NOUN
cana-1247	96	8	=	=	SYM
cana-1247	96	9	evaluatenetworkperformance(clusterhead	evaluatenetworkperformance(clusterhead	ADJ
cana-1247	96	10	)	)	PUNCT
cana-1247	96	11	improvement	improvement	NOUN
cana-1247	96	12	=	=	SYM
cana-1247	96	13	validatealgorithm(performancemetrics	validatealgorithm(performancemetrics	PROPN
cana-1247	96	14	,	,	PUNCT
cana-1247	96	15	baselinemetrics	baselinemetric	NOUN
cana-1247	96	16	)	)	PUNCT
cana-1247	96	17	return	return	NOUN
cana-1247	96	18	clusterhead	clusterhead	NOUN
cana-1247	96	19	,	,	PUNCT
cana-1247	96	20	improvement	improvement	NOUN
cana-1247	96	21	mathematical	mathematical	ADJ
cana-1247	96	22	modeling	modeling	NOUN
cana-1247	96	23	of	of	ADP
cana-1247	96	24	cluster	cluster	NOUN
cana-1247	96	25	head	head	NOUN
cana-1247	96	26	selection	selection	NOUN
cana-1247	96	27	in	in	ADP
cana-1247	96	28	wsns	wsns	PROPN
cana-1247	96	29	mathematical	mathematical	PROPN
cana-1247	96	30	modeling	modeling	NOUN
cana-1247	96	31	component	component	NOUN
cana-1247	96	32	of	of	ADP
cana-1247	96	33	the	the	DET
cana-1247	96	34	proposed	propose	VERB
cana-1247	96	35	method	method	NOUN
cana-1247	96	36	is	be	AUX
cana-1247	96	37	absolutely	absolutely	ADV
cana-1247	96	38	essential	essential	ADJ
cana-1247	96	39	for	for	ADP
cana-1247	96	40	capture	capture	NOUN
cana-1247	96	41	of	of	ADP
cana-1247	96	42	the	the	DET
cana-1247	96	43	spatial	spatial	ADJ
cana-1247	96	44	distribution	distribution	NOUN
cana-1247	96	45	and	and	CCONJ
cana-1247	96	46	energy	energy	NOUN
cana-1247	96	47	dynamics	dynamic	NOUN
cana-1247	96	48	of	of	ADP
cana-1247	96	49	the	the	DET
cana-1247	96	50	sensor	sensor	NOUN
cana-1247	96	51	nodes	nod	VERB
cana-1247	96	52	in	in	ADP
cana-1247	96	53	a	a	DET
cana-1247	96	54	wsn	wsn	NOUN
cana-1247	96	55	.	.	PUNCT
cana-1247	97	1	the	the	DET
cana-1247	97	2	objective	objective	NOUN
cana-1247	97	3	is	be	AUX
cana-1247	97	4	to	to	PART
cana-1247	97	5	provide	provide	VERB
cana-1247	97	6	a	a	DET
cana-1247	97	7	complete	complete	ADJ
cana-1247	97	8	quantitative	quantitative	ADJ
cana-1247	97	9	framework	framework	NOUN
cana-1247	97	10	that	that	PRON
cana-1247	97	11	exactly	exactly	ADV
cana-1247	97	12	captures	capture	VERB
cana-1247	97	13	the	the	DET
cana-1247	97	14	characteristics	characteristic	NOUN
cana-1247	97	15	of	of	ADP
cana-1247	97	16	the	the	DET
cana-1247	97	17	network	network	NOUN
cana-1247	97	18	so	so	ADV
cana-1247	97	19	optimizing	optimize	VERB
cana-1247	97	20	cluster	cluster	NOUN
cana-1247	97	21	head	head	NOUN
cana-1247	97	22	choice	choice	NOUN
cana-1247	97	23	.	.	PUNCT
cana-1247	98	1	this	this	DET
cana-1247	98	2	model	model	NOUN
cana-1247	98	3	directs	direct	VERB
cana-1247	98	4	the	the	DET
cana-1247	98	5	approach	approach	NOUN
cana-1247	98	6	of	of	ADP
cana-1247	98	7	feature	feature	NOUN
cana-1247	98	8	extraction	extraction	NOUN
cana-1247	98	9	used	use	VERB
cana-1247	98	10	in	in	ADP
cana-1247	98	11	deep	deep	ADJ
cana-1247	98	12	network	network	NOUN
cana-1247	98	13	training	training	NOUN
cana-1247	98	14	.	.	PUNCT
cana-1247	99	1	spatial	spatial	ADJ
cana-1247	99	2	distribution	distribution	NOUN
cana-1247	99	3	modeling	modeling	NOUN
cana-1247	99	4	as	as	ADP
cana-1247	99	5	non	non	ADJ
cana-1247	99	6	-	-	ADJ
cana-1247	99	7	uniform	uniform	ADJ
cana-1247	99	8	wsns	wsns	NOUN
cana-1247	99	9	depend	depend	VERB
cana-1247	99	10	on	on	ADP
cana-1247	99	11	the	the	DET
cana-1247	99	12	geographical	geographical	ADJ
cana-1247	99	13	distribution	distribution	NOUN
cana-1247	99	14	of	of	ADP
cana-1247	99	15	sensor	sensor	NOUN
cana-1247	99	16	nodes	node	NOUN
cana-1247	99	17	,	,	PUNCT
cana-1247	99	18	we	we	PRON
cana-1247	99	19	model	model	VERB
cana-1247	99	20	it	it	PRON
cana-1247	99	21	.	.	PUNCT
cana-1247	100	1	let	let	VERB
cana-1247	100	2	(	(	PUNCT
cana-1247	100	3	,	,	PUNCT
cana-1247	100	4	)	)	PUNCT
cana-1247	100	5	i	i	PRON
cana-1247	100	6	ix	ix	PROPN
cana-1247	100	7	y	y	PROPN
cana-1247	100	8	be	be	AUX
cana-1247	100	9	the	the	DET
cana-1247	100	10	coordinates	coordinate	NOUN
cana-1247	100	11	of	of	ADP
cana-1247	100	12	the	the	DET
cana-1247	100	13	i	i	PROPN
cana-1247	100	14	-	-	PUNCT
cana-1247	100	15	th	th	VERB
cana-1247	100	16	sensor	sensor	NOUN
cana-1247	100	17	node	node	NOUN
cana-1247	100	18	in	in	ADP
cana-1247	100	19	a	a	DET
cana-1247	100	20	2d	2d	NUM
cana-1247	100	21	plane	plane	NOUN
cana-1247	100	22	.	.	PUNCT
cana-1247	101	1	the	the	DET
cana-1247	101	2	node	node	ADJ
cana-1247	101	3	density	density	NOUN
cana-1247	101	4	(	(	PUNCT
cana-1247	101	5	,	,	PUNCT
cana-1247	101	6	)	)	PUNCT
cana-1247	101	7	x	x	PUNCT
cana-1247	101	8	y	y	VERB
cana-1247	101	9	at	at	ADP
cana-1247	101	10	any	any	DET
cana-1247	101	11	point	point	NOUN
cana-1247	101	12	(	(	PUNCT
cana-1247	101	13	,	,	PUNCT
cana-1247	101	14	)	)	PUNCT
cana-1247	101	15	x	x	X
cana-1247	101	16	y	y	PROPN
cana-1247	101	17	can	can	AUX
cana-1247	101	18	be	be	AUX
cana-1247	101	19	defined	define	VERB
cana-1247	101	20	using	use	VERB
cana-1247	101	21	a	a	DET
cana-1247	101	22	kernel	kernel	NOUN
cana-1247	101	23	density	density	NOUN
cana-1247	101	24	estimation	estimation	NOUN
cana-1247	101	25	method	method	NOUN
cana-1247	101	26	:	:	PUNCT
cana-1247	101	27	1	1	NUM
cana-1247	101	28	(	(	PUNCT
cana-1247	101	29	,	,	PUNCT
cana-1247	101	30	)	)	PUNCT
cana-1247	101	31	,	,	PUNCT
cana-1247	102	1	n	n	CCONJ
cana-1247	102	2	i	i	PRON
cana-1247	103	1	i	i	PRON
cana-1247	103	2	i	i	VERB
cana-1247	103	3	x	x	VERB
cana-1247	104	1	x	x	VERB
cana-1247	104	2	y	y	NOUN
cana-1247	104	3	y	y	PROPN
cana-1247	104	4	x	x	SYM
cana-1247	104	5	y	y	PROPN
cana-1247	104	6	k	k	PROPN
cana-1247	104	7	h	h	PROPN
cana-1247	104	8	h	h	PROPN
cana-1247	104	9			NOUN
cana-1247	105	1	=	=	PUNCT
cana-1247	106	1	−	−	PROPN
cana-1247	107	1	−	−	NOUN
cana-1247	107	2			NOUN
cana-1247	107	3	=	=	SYM
cana-1247	107	4			PROPN
cana-1247	107	5			PROPN
cana-1247	108	1			ADJ
cana-1247	108	2			NOUN
cana-1247	108	3			X
cana-1247	108	4	where	where	SCONJ
cana-1247	108	5	n	n	NUM
cana-1247	108	6	total	total	ADJ
cana-1247	108	7	number	number	NOUN
cana-1247	108	8	of	of	ADP
cana-1247	108	9	nodes	node	NOUN
cana-1247	108	10	,	,	PUNCT
cana-1247	108	11	k	k	PROPN
cana-1247	108	12	kernel	kernel	PROPN
cana-1247	108	13	function	function	PROPN
cana-1247	108	14	(	(	PUNCT
cana-1247	108	15	such	such	ADJ
cana-1247	108	16	as	as	ADP
cana-1247	108	17	gaussian	gaussian	NOUN
cana-1247	108	18	)	)	PUNCT
cana-1247	108	19	,	,	PUNCT
cana-1247	108	20	and	and	CCONJ
cana-1247	108	21	h	h	NOUN
cana-1247	108	22	bandwidth	bandwidth	NOUN
cana-1247	108	23	parameter	parameter	NOUN
cana-1247	108	24	.	.	PUNCT
cana-1247	109	1	this	this	PRON
cana-1247	109	2	clarifies	clarify	VERB
cana-1247	109	3	locations	location	NOUN
cana-1247	109	4	with	with	ADP
cana-1247	109	5	high	high	ADJ
cana-1247	109	6	and	and	CCONJ
cana-1247	109	7	low	low	ADJ
cana-1247	109	8	node	node	ADJ
cana-1247	109	9	density	density	NOUN
cana-1247	109	10	,	,	PUNCT
cana-1247	109	11	therefore	therefore	ADV
cana-1247	109	12	influencing	influence	VERB
cana-1247	109	13	the	the	DET
cana-1247	109	14	choice	choice	NOUN
cana-1247	109	15	of	of	ADP
cana-1247	109	16	cluster	cluster	NOUN
cana-1247	109	17	head	head	NOUN
cana-1247	109	18	.	.	PUNCT
cana-1247	110	1	energy	energy	NOUN
cana-1247	110	2	dynamics	dynamic	NOUN
cana-1247	110	3	modeling	model	VERB
cana-1247	110	4	the	the	DET
cana-1247	110	5	energy	energy	NOUN
cana-1247	110	6	dynamics	dynamic	NOUN
cana-1247	110	7	of	of	ADP
cana-1247	110	8	the	the	DET
cana-1247	110	9	network	network	NOUN
cana-1247	110	10	are	be	AUX
cana-1247	110	11	modeled	model	VERB
cana-1247	110	12	by	by	ADP
cana-1247	110	13	considering	consider	VERB
cana-1247	110	14	the	the	DET
cana-1247	110	15	residual	residual	ADJ
cana-1247	110	16	energy	energy	NOUN
cana-1247	110	17	ei	ei	NOUN
cana-1247	110	18	of	of	ADP
cana-1247	110	19	each	each	DET
cana-1247	110	20	node	node	PROPN
cana-1247	110	21	i.	i.	NOUN
cana-1247	110	22	the	the	DET
cana-1247	110	23	average	average	ADJ
cana-1247	110	24	residual	residual	ADJ
cana-1247	110	25	energy	energy	NOUN
cana-1247	110	26	e	e	NOUN
cana-1247	110	27	across	across	ADP
cana-1247	110	28	the	the	DET
cana-1247	110	29	network	network	NOUN
cana-1247	110	30	is	be	AUX
cana-1247	110	31	given	give	VERB
cana-1247	110	32	by	by	ADP
cana-1247	110	33	:	:	PUNCT
cana-1247	110	34	1	1	NUM
cana-1247	110	35	1	1	NUM
cana-1247	110	36	n	n	NOUN
cana-1247	110	37	i	i	PRON
cana-1247	111	1	i	i	NOUN
cana-1247	111	2	e	e	NOUN
cana-1247	111	3	e	e	NOUN
cana-1247	111	4	n	n	NOUN
cana-1247	111	5	=	=	SYM
cana-1247	111	6	=	=	NOUN
cana-1247	111	7			X
cana-1247	111	8	nodes	node	NOUN
cana-1247	111	9	with	with	ADP
cana-1247	111	10	higher	high	ADJ
cana-1247	111	11	residual	residual	ADJ
cana-1247	111	12	energy	energy	NOUN
cana-1247	111	13	are	be	AUX
cana-1247	111	14	more	more	ADV
cana-1247	111	15	suitable	suitable	ADJ
cana-1247	111	16	candidates	candidate	NOUN
cana-1247	111	17	for	for	ADP
cana-1247	111	18	cluster	cluster	NOUN
cana-1247	111	19	head	head	NOUN
cana-1247	111	20	selection	selection	NOUN
cana-1247	111	21	.	.	PUNCT
cana-1247	112	1	the	the	DET
cana-1247	112	2	energy	energy	NOUN
cana-1247	112	3	consumption	consumption	NOUN
cana-1247	112	4	ci	ci	NOUN
cana-1247	112	5	of	of	ADP
cana-1247	112	6	a	a	DET
cana-1247	112	7	node	node	NOUN
cana-1247	112	8	i	i	PRON
cana-1247	112	9	when	when	SCONJ
cana-1247	112	10	transmitting	transmit	VERB
cana-1247	112	11	data	datum	NOUN
cana-1247	112	12	is	be	AUX
cana-1247	112	13	modeled	model	VERB
cana-1247	112	14	as	as	ADP
cana-1247	112	15	:	:	PUNCT
cana-1247	112	16	tx	tx	PROPN
cana-1247	112	17	rxi	rxi	PROPN
cana-1247	112	18	ic	ic	PROPN
cana-1247	112	19	e	e	PROPN
cana-1247	112	20	d	d	PROPN
cana-1247	112	21	e=	e=	VERB
cana-1247	112	22			PROPN
cana-1247	112	23	+	+	CCONJ
cana-1247	112	24	where	where	SCONJ
cana-1247	112	25	txe	txe	ADJ
cana-1247	112	26	energy	energy	NOUN
cana-1247	112	27	required	require	VERB
cana-1247	112	28	to	to	PART
cana-1247	112	29	transmit	transmit	VERB
cana-1247	112	30	data	datum	NOUN
cana-1247	112	31	over	over	ADP
cana-1247	112	32	a	a	DET
cana-1247	112	33	distance	distance	NOUN
cana-1247	112	34	i	i	X
cana-1247	112	35	d	d	PROPN
cana-1247	112	36	to	to	ADP
cana-1247	112	37	the	the	DET
cana-1247	112	38	base	base	NOUN
cana-1247	112	39	station	station	NOUN
cana-1247	112	40	,	,	PUNCT
cana-1247	112	41	α	α	PROPN
cana-1247	112	42	path	path	NOUN
cana-1247	112	43	loss	loss	NOUN
cana-1247	112	44	exponent	exponent	NOUN
cana-1247	112	45	,	,	PUNCT
cana-1247	112	46	and	and	CCONJ
cana-1247	112	47	communications	communication	NOUN
cana-1247	112	48	on	on	ADP
cana-1247	112	49	applied	apply	VERB
cana-1247	112	50	nonlinear	nonlinear	ADJ
cana-1247	112	51	analysis	analysis	NOUN
cana-1247	112	52	issn	issn	NOUN
cana-1247	112	53	:	:	PUNCT
cana-1247	112	54	1074	1074	NUM
cana-1247	112	55	-	-	PUNCT
cana-1247	112	56	133x	133x	NUM
cana-1247	112	57	vol	vol	NOUN
cana-1247	112	58	31	31	NUM
cana-1247	112	59	no	no	NOUN
cana-1247	112	60	.	.	PUNCT
cana-1247	113	1	6s	6s	NUM
cana-1247	113	2	(	(	PUNCT
cana-1247	113	3	2024	2024	NUM
cana-1247	113	4	)	)	PUNCT
cana-1247	113	5	609	609	NUM
cana-1247	113	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	113	7	rxe	rxe	NOUN
cana-1247	113	8	energy	energy	NOUN
cana-1247	113	9	required	require	VERB
cana-1247	113	10	for	for	ADP
cana-1247	113	11	receiving	receive	VERB
cana-1247	113	12	data	datum	NOUN
cana-1247	113	13	.	.	PUNCT
cana-1247	114	1	communication	communication	NOUN
cana-1247	114	2	cost	cost	NOUN
cana-1247	114	3	modeling	model	VERB
cana-1247	114	4	the	the	DET
cana-1247	114	5	communication	communication	NOUN
cana-1247	114	6	cost	cost	NOUN
cana-1247	114	7	γi	γi	NOUN
cana-1247	114	8	for	for	ADP
cana-1247	114	9	a	a	DET
cana-1247	114	10	node	node	NOUN
cana-1247	115	1	i	i	PRON
cana-1247	115	2	is	be	AUX
cana-1247	115	3	crucial	crucial	ADJ
cana-1247	115	4	for	for	ADP
cana-1247	115	5	understanding	understand	VERB
cana-1247	115	6	the	the	DET
cana-1247	115	7	energy	energy	NOUN
cana-1247	115	8	efficiency	efficiency	NOUN
cana-1247	115	9	of	of	ADP
cana-1247	115	10	data	datum	NOUN
cana-1247	115	11	aggregation	aggregation	NOUN
cana-1247	115	12	and	and	CCONJ
cana-1247	115	13	transmission	transmission	NOUN
cana-1247	115	14	.	.	PUNCT
cana-1247	116	1	it	it	PRON
cana-1247	116	2	can	can	AUX
cana-1247	116	3	be	be	AUX
cana-1247	116	4	represented	represent	VERB
cana-1247	116	5	as	as	ADP
cana-1247	116	6	:	:	PUNCT
cana-1247	116	7	1	1	NUM
cana-1247	116	8	(	(	PUNCT
cana-1247	116	9	1	1	NUM
cana-1247	116	10	)	)	PUNCT
cana-1247	116	11	i	i	PRON
cana-1247	117	1	i	i	PRON
cana-1247	117	2	i	i	VERB
cana-1247	118	1	d	d	NOUN
cana-1247	118	2	e	e	NOUN
cana-1247	118	3			NOUN
cana-1247	118	4			NOUN
cana-1247	118	5	=	=	PUNCT
cana-1247	118	6			PROPN
cana-1247	118	7	+	+	CCONJ
cana-1247	118	8	−	−	PROPN
cana-1247	118	9			NUM
cana-1247	118	10	where	where	SCONJ
cana-1247	118	11	β	β	NOUN
cana-1247	118	12	weighting	weight	VERB
cana-1247	118	13	factor	factor	NOUN
cana-1247	118	14	balancing	balancing	NOUN
cana-1247	118	15	distance	distance	NOUN
cana-1247	118	16	di	di	NOUN
cana-1247	118	17	and	and	CCONJ
cana-1247	118	18	ei	ei	ADP
cana-1247	118	19	energy	energy	NOUN
cana-1247	118	20	availability	availability	NOUN
cana-1247	118	21	.	.	PUNCT
cana-1247	119	1	combining	combine	VERB
cana-1247	119	2	the	the	DET
cana-1247	119	3	distance	distance	NOUN
cana-1247	119	4	from	from	ADP
cana-1247	119	5	the	the	DET
cana-1247	119	6	base	base	NOUN
cana-1247	119	7	station	station	NOUN
cana-1247	119	8	with	with	ADP
cana-1247	119	9	the	the	DET
cana-1247	119	10	inverse	inverse	NOUN
cana-1247	119	11	of	of	ADP
cana-1247	119	12	the	the	DET
cana-1247	119	13	remaining	remain	VERB
cana-1247	119	14	energy	energy	NOUN
cana-1247	119	15	,	,	PUNCT
cana-1247	119	16	we	we	PRON
cana-1247	119	17	stress	stress	VERB
cana-1247	119	18	the	the	DET
cana-1247	119	19	need	need	NOUN
cana-1247	119	20	of	of	ADP
cana-1247	119	21	nodes	node	NOUN
cana-1247	119	22	closer	close	ADJ
cana-1247	119	23	to	to	ADP
cana-1247	119	24	the	the	DET
cana-1247	119	25	base	base	NOUN
cana-1247	119	26	station	station	NOUN
cana-1247	119	27	with	with	ADP
cana-1247	119	28	greater	great	ADJ
cana-1247	119	29	residual	residual	ADJ
cana-1247	119	30	energy	energy	NOUN
cana-1247	119	31	to	to	PART
cana-1247	119	32	become	become	VERB
cana-1247	119	33	cluster	cluster	NOUN
cana-1247	119	34	chiefs	chief	NOUN
cana-1247	119	35	.	.	PUNCT
cana-1247	120	1	ann	ann	PROPN
cana-1247	120	2	for	for	ADP
cana-1247	120	3	cluster	cluster	NOUN
cana-1247	120	4	head	head	NOUN
cana-1247	120	5	prediction	prediction	VERB
cana-1247	120	6	the	the	DET
cana-1247	120	7	mathematical	mathematical	ADJ
cana-1247	120	8	model	model	NOUN
cana-1247	120	9	provides	provide	VERB
cana-1247	120	10	a	a	DET
cana-1247	120	11	set	set	NOUN
cana-1247	120	12	of	of	ADP
cana-1247	120	13	characteristics	characteristic	NOUN
cana-1247	120	14	for	for	SCONJ
cana-1247	120	15	the	the	DET
cana-1247	120	16	deep	deep	ADJ
cana-1247	120	17	neural	neural	ADJ
cana-1247	120	18	network	network	NOUN
cana-1247	120	19	to	to	PART
cana-1247	120	20	project	project	VERB
cana-1247	120	21	ideal	ideal	ADJ
cana-1247	120	22	cluster	cluster	NOUN
cana-1247	120	23	heads	head	NOUN
cana-1247	120	24	.	.	PUNCT
cana-1247	121	1	these	these	DET
cana-1247	121	2	features	feature	NOUN
cana-1247	121	3	enable	enable	VERB
cana-1247	121	4	the	the	DET
cana-1247	121	5	ann	ann	PROPN
cana-1247	121	6	to	to	PART
cana-1247	121	7	assess	assess	VERB
cana-1247	121	8	the	the	DET
cana-1247	121	9	likelihood	likelihood	NOUN
cana-1247	121	10	of	of	ADP
cana-1247	121	11	each	each	DET
cana-1247	121	12	node	node	NOUN
cana-1247	121	13	being	be	AUX
cana-1247	121	14	the	the	DET
cana-1247	121	15	optimal	optimal	ADJ
cana-1247	121	16	cluster	cluster	NOUN
cana-1247	121	17	head	head	NOUN
cana-1247	121	18	,	,	PUNCT
cana-1247	121	19	therefore	therefore	ADV
cana-1247	121	20	enhancing	enhance	VERB
cana-1247	121	21	the	the	DET
cana-1247	121	22	general	general	ADJ
cana-1247	121	23	energy	energy	NOUN
cana-1247	121	24	efficiency	efficiency	NOUN
cana-1247	121	25	of	of	ADP
cana-1247	121	26	the	the	DET
cana-1247	121	27	network	network	NOUN
cana-1247	121	28	and	and	CCONJ
cana-1247	121	29	extending	extend	VERB
cana-1247	121	30	its	its	PRON
cana-1247	121	31	lifetime	lifetime	NOUN
cana-1247	121	32	by	by	ADP
cana-1247	121	33	residual	residual	ADJ
cana-1247	121	34	energy	energy	NOUN
cana-1247	121	35	ei	ei	NOUN
cana-1247	121	36	,	,	PUNCT
cana-1247	121	37	average	average	ADJ
cana-1247	121	38	energy	energy	NOUN
cana-1247	121	39	eˉ.	eˉ.	VERB
cana-1247	121	40	by	by	ADP
cana-1247	121	41	merging	merge	VERB
cana-1247	121	42	these	these	DET
cana-1247	121	43	mathematical	mathematical	ADJ
cana-1247	121	44	models	model	NOUN
cana-1247	121	45	with	with	ADP
cana-1247	121	46	ann	ann	PROPN
cana-1247	121	47	,	,	PUNCT
cana-1247	121	48	the	the	DET
cana-1247	121	49	proposed	propose	VERB
cana-1247	121	50	approach	approach	NOUN
cana-1247	121	51	efficiently	efficiently	ADV
cana-1247	121	52	controls	control	VERB
cana-1247	121	53	non	non	ADJ
cana-1247	121	54	-	-	ADJ
cana-1247	121	55	uniform	uniform	ADJ
cana-1247	121	56	node	node	ADJ
cana-1247	121	57	distribution	distribution	NOUN
cana-1247	121	58	and	and	CCONJ
cana-1247	121	59	therefore	therefore	ADV
cana-1247	121	60	enables	enable	VERB
cana-1247	121	61	adaptive	adaptive	ADJ
cana-1247	121	62	and	and	CCONJ
cana-1247	121	63	energy	energy	NOUN
cana-1247	121	64	-	-	PUNCT
cana-1247	121	65	efficient	efficient	ADJ
cana-1247	121	66	cluster	cluster	NOUN
cana-1247	121	67	head	head	NOUN
cana-1247	121	68	selection	selection	NOUN
cana-1247	121	69	in	in	ADP
cana-1247	121	70	wsns	wsns	PROPN
cana-1247	121	71	.	.	PUNCT
cana-1247	122	1	this	this	DET
cana-1247	122	2	approach	approach	NOUN
cana-1247	122	3	uses	use	VERB
cana-1247	122	4	the	the	DET
cana-1247	122	5	spatial	spatial	ADJ
cana-1247	122	6	and	and	CCONJ
cana-1247	122	7	energetic	energetic	ADJ
cana-1247	122	8	components	component	NOUN
cana-1247	122	9	of	of	ADP
cana-1247	122	10	the	the	DET
cana-1247	122	11	network	network	NOUN
cana-1247	122	12	to	to	PART
cana-1247	122	13	solve	solve	VERB
cana-1247	122	14	the	the	DET
cana-1247	122	15	limitations	limitation	NOUN
cana-1247	122	16	of	of	ADP
cana-1247	122	17	conventional	conventional	ADJ
cana-1247	122	18	heed	heed	ADJ
cana-1247	122	19	algorithms	algorithm	NOUN
cana-1247	122	20	.	.	PUNCT
cana-1247	123	1	feature	feature	NOUN
cana-1247	123	2	extraction	extraction	NOUN
cana-1247	123	3	and	and	CCONJ
cana-1247	123	4	dataset	dataset	NOUN
cana-1247	123	5	generation	generation	NOUN
cana-1247	123	6	this	this	DET
cana-1247	123	7	method	method	NOUN
cana-1247	123	8	helps	help	VERB
cana-1247	123	9	to	to	PART
cana-1247	123	10	maximize	maximize	VERB
cana-1247	123	11	cluster	cluster	NOUN
cana-1247	123	12	head	head	NOUN
cana-1247	123	13	selection	selection	NOUN
cana-1247	123	14	in	in	ADP
cana-1247	123	15	wsns	wsns	NOUN
cana-1247	123	16	since	since	SCONJ
cana-1247	123	17	the	the	DET
cana-1247	123	18	preparation	preparation	NOUN
cana-1247	123	19	of	of	ADP
cana-1247	123	20	the	the	DET
cana-1247	123	21	input	input	NOUN
cana-1247	123	22	for	for	ADP
cana-1247	123	23	the	the	DET
cana-1247	123	24	deep	deep	ADJ
cana-1247	123	25	ann	ann	PROPN
cana-1247	123	26	primarily	primarily	ADV
cana-1247	123	27	relies	rely	VERB
cana-1247	123	28	on	on	ADP
cana-1247	123	29	the	the	DET
cana-1247	123	30	feature	feature	NOUN
cana-1247	123	31	extraction	extraction	NOUN
cana-1247	123	32	and	and	CCONJ
cana-1247	123	33	dataset	dataset	NOUN
cana-1247	123	34	generation	generation	NOUN
cana-1247	123	35	procedure	procedure	NOUN
cana-1247	123	36	.	.	PUNCT
cana-1247	124	1	the	the	DET
cana-1247	124	2	goal	goal	NOUN
cana-1247	124	3	is	be	AUX
cana-1247	124	4	to	to	PART
cana-1247	124	5	obtain	obtain	VERB
cana-1247	124	6	significant	significant	ADJ
cana-1247	124	7	properties	property	NOUN
cana-1247	124	8	from	from	ADP
cana-1247	124	9	the	the	DET
cana-1247	124	10	mathematical	mathematical	ADJ
cana-1247	124	11	model	model	NOUN
cana-1247	124	12	authentically	authentically	ADV
cana-1247	124	13	representing	represent	VERB
cana-1247	124	14	the	the	DET
cana-1247	124	15	state	state	NOUN
cana-1247	124	16	of	of	ADP
cana-1247	124	17	the	the	DET
cana-1247	124	18	network	network	NOUN
cana-1247	124	19	including	include	VERB
cana-1247	124	20	its	its	PRON
cana-1247	124	21	spatial	spatial	ADJ
cana-1247	124	22	distribution	distribution	NOUN
cana-1247	124	23	and	and	CCONJ
cana-1247	124	24	energy	energy	NOUN
cana-1247	124	25	dynamics	dynamic	NOUN
cana-1247	124	26	.	.	PUNCT
cana-1247	125	1	especially	especially	ADV
cana-1247	125	2	in	in	ADP
cana-1247	125	3	non	non	ADJ
cana-1247	125	4	-	-	ADJ
cana-1247	125	5	uniform	uniform	ADJ
cana-1247	125	6	node	node	NOUN
cana-1247	125	7	distributions	distribution	NOUN
cana-1247	125	8	,	,	PUNCT
cana-1247	125	9	these	these	DET
cana-1247	125	10	characteristics	characteristic	NOUN
cana-1247	125	11	form	form	VERB
cana-1247	125	12	the	the	DET
cana-1247	125	13	basis	basis	NOUN
cana-1247	125	14	for	for	ADP
cana-1247	125	15	learning	learn	VERB
cana-1247	125	16	the	the	DET
cana-1247	125	17	ann	ann	PROPN
cana-1247	125	18	to	to	PART
cana-1247	125	19	predict	predict	VERB
cana-1247	125	20	suitable	suitable	ADJ
cana-1247	125	21	cluster	cluster	NOUN
cana-1247	125	22	heads	head	NOUN
cana-1247	125	23	.	.	PUNCT
cana-1247	126	1	feature	feature	NOUN
cana-1247	126	2	extraction	extraction	NOUN
cana-1247	126	3	the	the	DET
cana-1247	126	4	feature	feature	NOUN
cana-1247	126	5	extraction	extraction	NOUN
cana-1247	126	6	procedure	procedure	NOUN
cana-1247	126	7	reveals	reveal	VERB
cana-1247	126	8	and	and	CCONJ
cana-1247	126	9	computes	compute	VERB
cana-1247	126	10	the	the	DET
cana-1247	126	11	main	main	ADJ
cana-1247	126	12	parameters	parameter	NOUN
cana-1247	126	13	controlling	control	VERB
cana-1247	126	14	the	the	DET
cana-1247	126	15	cluster	cluster	NOUN
cana-1247	126	16	head	head	NOUN
cana-1247	126	17	decision	decision	NOUN
cana-1247	126	18	.	.	PUNCT
cana-1247	127	1	derivation	derivation	NOUN
cana-1247	127	2	of	of	ADP
cana-1247	127	3	these	these	DET
cana-1247	127	4	parameters	parameter	NOUN
cana-1247	127	5	guides	guide	NOUN
cana-1247	127	6	by	by	ADP
cana-1247	127	7	mathematical	mathematical	ADJ
cana-1247	127	8	models	model	NOUN
cana-1247	127	9	of	of	ADP
cana-1247	127	10	spatial	spatial	ADJ
cana-1247	127	11	distribution	distribution	NOUN
cana-1247	127	12	,	,	PUNCT
cana-1247	127	13	energy	energy	NOUN
cana-1247	127	14	dynamics	dynamic	NOUN
cana-1247	127	15	,	,	PUNCT
cana-1247	127	16	and	and	CCONJ
cana-1247	127	17	communication	communication	NOUN
cana-1247	127	18	costs	cost	NOUN
cana-1247	127	19	.	.	PUNCT
cana-1247	128	1	principal	principal	ADJ
cana-1247	128	2	traits	trait	NOUN
cana-1247	128	3	are	be	AUX
cana-1247	128	4	:	:	PUNCT
cana-1247	128	5	the	the	DET
cana-1247	128	6	node	node	ADJ
cana-1247	128	7	density	density	NOUN
cana-1247	128	8	is	be	AUX
cana-1247	128	9	computed	compute	VERB
cana-1247	128	10	using	use	VERB
cana-1247	128	11	kernel	kernel	PROPN
cana-1247	128	12	density	density	PROPN
cana-1247	128	13	estimation	estimation	PROPN
cana-1247	128	14	,	,	PUNCT
cana-1247	128	15	which	which	PRON
cana-1247	128	16	also	also	ADV
cana-1247	128	17	helps	help	VERB
cana-1247	128	18	to	to	PART
cana-1247	128	19	find	find	VERB
cana-1247	128	20	sites	site	NOUN
cana-1247	128	21	with	with	ADP
cana-1247	128	22	either	either	CCONJ
cana-1247	128	23	high	high	ADJ
cana-1247	128	24	or	or	CCONJ
cana-1247	128	25	low	low	ADJ
cana-1247	128	26	node	node	ADJ
cana-1247	128	27	concentrations	concentration	NOUN
cana-1247	128	28	.	.	PUNCT
cana-1247	129	1	it	it	PRON
cana-1247	129	2	is	be	AUX
cana-1247	129	3	provided	provide	VERB
cana-1247	129	4	by	by	ADP
cana-1247	129	5	:	:	PUNCT
cana-1247	129	6	1	1	NUM
cana-1247	129	7	(	(	PUNCT
cana-1247	129	8	,	,	PUNCT
cana-1247	129	9	)	)	PUNCT
cana-1247	129	10	,	,	PUNCT
cana-1247	129	11	n	n	CCONJ
cana-1247	130	1	i	i	PRON
cana-1247	130	2	i	i	PRON
cana-1247	130	3	i	i	VERB
cana-1247	130	4	x	x	VERB
cana-1247	130	5	x	x	VERB
cana-1247	130	6	y	y	NOUN
cana-1247	130	7	y	y	PROPN
cana-1247	130	8	x	x	SYM
cana-1247	130	9	y	y	PROPN
cana-1247	130	10	k	k	PROPN
cana-1247	130	11	h	h	PROPN
cana-1247	130	12	h	h	PROPN
cana-1247	130	13			NOUN
cana-1247	130	14	=	=	PUNCT
cana-1247	131	1	−	−	PROPN
cana-1247	132	1	−	−	NOUN
cana-1247	132	2			NOUN
cana-1247	132	3	=	=	SYM
cana-1247	132	4			PROPN
cana-1247	132	5			PROPN
cana-1247	133	1			ADJ
cana-1247	133	2			NOUN
cana-1247	133	3			X
cana-1247	133	4	where	where	SCONJ
cana-1247	133	5	k	k	PROPN
cana-1247	133	6	kernel	kernel	PROPN
cana-1247	133	7	function	function	PROPN
cana-1247	133	8	(	(	PUNCT
cana-1247	133	9	e.g.	e.g.	ADV
cana-1247	133	10	,	,	PUNCT
cana-1247	133	11	gaussian	gaussian	NOUN
cana-1247	133	12	)	)	PUNCT
cana-1247	133	13	,	,	PUNCT
cana-1247	133	14	and	and	CCONJ
cana-1247	133	15	communications	communication	NOUN
cana-1247	133	16	on	on	ADP
cana-1247	133	17	applied	apply	VERB
cana-1247	133	18	nonlinear	nonlinear	ADJ
cana-1247	133	19	analysis	analysis	NOUN
cana-1247	133	20	issn	issn	NOUN
cana-1247	133	21	:	:	PUNCT
cana-1247	133	22	1074	1074	NUM
cana-1247	133	23	-	-	PUNCT
cana-1247	133	24	133x	133x	NUM
cana-1247	133	25	vol	vol	NOUN
cana-1247	133	26	31	31	NUM
cana-1247	133	27	no	no	NOUN
cana-1247	133	28	.	.	PUNCT
cana-1247	134	1	6s	6s	NUM
cana-1247	134	2	(	(	PUNCT
cana-1247	134	3	2024	2024	NUM
cana-1247	134	4	)	)	PUNCT
cana-1247	134	5	610	610	NUM
cana-1247	134	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	134	7	h	h	NOUN
cana-1247	134	8	bandwidth	bandwidth	NOUN
cana-1247	134	9	.	.	PUNCT
cana-1247	135	1	crucially	crucially	ADV
cana-1247	135	2	reflecting	reflect	VERB
cana-1247	135	3	each	each	DET
cana-1247	135	4	node	node	NOUN
cana-1247	135	5	's	's	PART
cana-1247	135	6	residual	residual	ADJ
cana-1247	135	7	energy	energy	NOUN
cana-1247	135	8	,	,	PUNCT
cana-1247	135	9	this	this	PRON
cana-1247	135	10	helps	help	VERB
cana-1247	135	11	to	to	PART
cana-1247	135	12	clarify	clarify	VERB
cana-1247	135	13	a	a	DET
cana-1247	135	14	node	node	NOUN
cana-1247	135	15	's	's	PART
cana-1247	135	16	capacity	capacity	NOUN
cana-1247	135	17	to	to	PART
cana-1247	135	18	be	be	AUX
cana-1247	135	19	a	a	DET
cana-1247	135	20	cluster	cluster	NOUN
cana-1247	135	21	leader	leader	NOUN
cana-1247	135	22	.	.	PUNCT
cana-1247	136	1	the	the	DET
cana-1247	136	2	average	average	ADJ
cana-1247	136	3	energy	energy	NOUN
cana-1247	136	4	among	among	ADP
cana-1247	136	5	all	all	DET
cana-1247	136	6	the	the	DET
cana-1247	136	7	nodes	node	NOUN
cana-1247	136	8	forms	form	VERB
cana-1247	136	9	the	the	DET
cana-1247	136	10	baseline	baseline	NOUN
cana-1247	136	11	for	for	ADP
cana-1247	136	12	evaluating	evaluate	VERB
cana-1247	136	13	the	the	DET
cana-1247	136	14	individual	individual	ADJ
cana-1247	136	15	node	node	ADJ
cana-1247	136	16	energy	energy	NOUN
cana-1247	136	17	levels	level	NOUN
cana-1247	136	18	:	:	PUNCT
cana-1247	136	19	1	1	NUM
cana-1247	136	20	1	1	NUM
cana-1247	136	21	n	n	NOUN
cana-1247	137	1	i	i	PRON
cana-1247	137	2	i	i	NOUN
cana-1247	137	3	e	e	NOUN
cana-1247	137	4	e	e	NOUN
cana-1247	137	5	n	n	NOUN
cana-1247	137	6	=	=	PUNCT
cana-1247	137	7	=	=	NOUN
cana-1247	137	8			X
cana-1247	137	9	the	the	DET
cana-1247	137	10	communication	communication	NOUN
cana-1247	137	11	cost	cost	NOUN
cana-1247	137	12	considers	consider	VERB
cana-1247	137	13	the	the	DET
cana-1247	137	14	distance	distance	NOUN
cana-1247	137	15	to	to	ADP
cana-1247	137	16	the	the	DET
cana-1247	137	17	base	base	NOUN
cana-1247	137	18	station	station	NOUN
cana-1247	137	19	as	as	ADV
cana-1247	137	20	well	well	ADV
cana-1247	137	21	as	as	ADP
cana-1247	137	22	the	the	DET
cana-1247	137	23	node	node	NOUN
cana-1247	137	24	's	's	PART
cana-1247	137	25	energy	energy	NOUN
cana-1247	137	26	level	level	NOUN
cana-1247	137	27	,	,	PUNCT
cana-1247	137	28	therefore	therefore	ADV
cana-1247	137	29	directing	direct	VERB
cana-1247	137	30	the	the	DET
cana-1247	137	31	selection	selection	NOUN
cana-1247	137	32	of	of	ADP
cana-1247	137	33	energy	energy	NOUN
cana-1247	137	34	-	-	PUNCT
cana-1247	137	35	efficient	efficient	ADJ
cana-1247	137	36	cluster	cluster	NOUN
cana-1247	137	37	heads	head	NOUN
cana-1247	137	38	:	:	PUNCT
cana-1247	138	1	1	1	NUM
cana-1247	138	2	(	(	PUNCT
cana-1247	138	3	1	1	NUM
cana-1247	138	4	)	)	PUNCT
cana-1247	138	5	i	i	PRON
cana-1247	138	6	i	i	PRON
cana-1247	138	7	i	i	VERB
cana-1247	139	1	d	d	NOUN
cana-1247	139	2	e	e	NOUN
cana-1247	139	3			NOUN
cana-1247	139	4			NOUN
cana-1247	139	5	=	=	PUNCT
cana-1247	139	6			PROPN
cana-1247	139	7	+	+	CCONJ
cana-1247	139	8	−	−	PROPN
cana-1247	139	9			PROPN
cana-1247	139	10	these	these	DET
cana-1247	139	11	features	feature	NOUN
cana-1247	139	12	strike	strike	VERB
cana-1247	139	13	a	a	DET
cana-1247	139	14	combination	combination	NOUN
cana-1247	139	15	between	between	ADP
cana-1247	139	16	energy	energy	NOUN
cana-1247	139	17	economy	economy	NOUN
cana-1247	139	18	and	and	CCONJ
cana-1247	139	19	network	network	NOUN
cana-1247	139	20	coverage	coverage	NOUN
cana-1247	139	21	to	to	PART
cana-1247	139	22	grab	grab	VERB
cana-1247	139	23	the	the	DET
cana-1247	139	24	basic	basic	ADJ
cana-1247	139	25	characteristics	characteristic	NOUN
cana-1247	139	26	needed	need	VERB
cana-1247	139	27	to	to	PART
cana-1247	139	28	determine	determine	VERB
cana-1247	139	29	the	the	DET
cana-1247	139	30	appropriateness	appropriateness	NOUN
cana-1247	139	31	of	of	ADP
cana-1247	139	32	a	a	DET
cana-1247	139	33	node	node	NOUN
cana-1247	139	34	as	as	ADP
cana-1247	139	35	a	a	DET
cana-1247	139	36	cluster	cluster	NOUN
cana-1247	139	37	head	head	NOUN
cana-1247	139	38	.	.	PUNCT
cana-1247	140	1	dataset	dataset	NOUN
cana-1247	140	2	generation	generation	NOUN
cana-1247	140	3	simulating	simulate	VERB
cana-1247	140	4	various	various	ADJ
cana-1247	140	5	wsn	wsn	ADJ
cana-1247	140	6	situations	situation	NOUN
cana-1247	140	7	helps	help	VERB
cana-1247	140	8	to	to	PART
cana-1247	140	9	obtain	obtain	VERB
cana-1247	140	10	a	a	DET
cana-1247	140	11	whole	whole	ADJ
cana-1247	140	12	dataset	dataset	NOUN
cana-1247	140	13	for	for	ADP
cana-1247	140	14	training	train	VERB
cana-1247	140	15	the	the	DET
cana-1247	140	16	ann	ann	PROPN
cana-1247	140	17	.	.	PUNCT
cana-1247	141	1	this	this	DET
cana-1247	141	2	simulation	simulation	NOUN
cana-1247	141	3	method	method	NOUN
cana-1247	141	4	combines	combine	VERB
cana-1247	141	5	various	various	ADJ
cana-1247	141	6	node	node	NOUN
cana-1247	141	7	distributions	distribution	NOUN
cana-1247	141	8	,	,	PUNCT
cana-1247	141	9	energy	energy	NOUN
cana-1247	141	10	levels	level	NOUN
cana-1247	141	11	,	,	PUNCT
cana-1247	141	12	and	and	CCONJ
cana-1247	141	13	network	network	NOUN
cana-1247	141	14	topologies	topology	NOUN
cana-1247	141	15	to	to	PART
cana-1247	141	16	handle	handle	VERB
cana-1247	141	17	a	a	DET
cana-1247	141	18	wide	wide	ADJ
cana-1247	141	19	range	range	NOUN
cana-1247	141	20	of	of	ADP
cana-1247	141	21	practical	practical	ADJ
cana-1247	141	22	scenarios	scenario	NOUN
cana-1247	141	23	.	.	PUNCT
cana-1247	142	1	the	the	DET
cana-1247	142	2	phases	phase	NOUN
cana-1247	142	3	in	in	ADP
cana-1247	142	4	generating	generate	VERB
cana-1247	142	5	a	a	DET
cana-1247	142	6	dataset	dataset	NOUN
cana-1247	142	7	are	be	AUX
cana-1247	142	8	as	as	SCONJ
cana-1247	142	9	follows	follow	VERB
cana-1247	142	10	:	:	PUNCT
cana-1247	142	11	1	1	X
cana-1247	142	12	.	.	X
cana-1247	142	13	simulation	simulation	NOUN
cana-1247	142	14	of	of	ADP
cana-1247	142	15	wsn	wsn	PROPN
cana-1247	142	16	scenarios	scenario	NOUN
cana-1247	142	17	:	:	PUNCT
cana-1247	142	18	o	o	NOUN
cana-1247	142	19	multiple	multiple	ADJ
cana-1247	142	20	wsn	wsn	PROPN
cana-1247	142	21	scenarios	scenario	NOUN
cana-1247	142	22	are	be	AUX
cana-1247	142	23	simulated	simulate	VERB
cana-1247	142	24	with	with	ADP
cana-1247	142	25	varying	vary	VERB
cana-1247	142	26	node	node	ADJ
cana-1247	142	27	densities	density	NOUN
cana-1247	142	28	,	,	PUNCT
cana-1247	142	29	distributions	distribution	NOUN
cana-1247	142	30	(	(	PUNCT
cana-1247	142	31	uniform	uniform	NOUN
cana-1247	142	32	and	and	CCONJ
cana-1247	142	33	non	non	ADJ
cana-1247	142	34	-	-	ADJ
cana-1247	142	35	uniform	uniform	ADJ
cana-1247	142	36	)	)	PUNCT
cana-1247	142	37	,	,	PUNCT
cana-1247	142	38	and	and	CCONJ
cana-1247	142	39	energy	energy	NOUN
cana-1247	142	40	levels	level	NOUN
cana-1247	142	41	to	to	PART
cana-1247	142	42	ensure	ensure	VERB
cana-1247	142	43	diversity	diversity	NOUN
cana-1247	142	44	in	in	ADP
cana-1247	142	45	the	the	DET
cana-1247	142	46	dataset	dataset	NOUN
cana-1247	142	47	.	.	PUNCT
cana-1247	143	1	2	2	X
cana-1247	143	2	.	.	X
cana-1247	143	3	feature	feature	NOUN
cana-1247	143	4	calculation	calculation	NOUN
cana-1247	143	5	:	:	PUNCT
cana-1247	143	6	o	o	NOUN
cana-1247	143	7	for	for	ADP
cana-1247	143	8	each	each	DET
cana-1247	143	9	scenario	scenario	NOUN
cana-1247	143	10	,	,	PUNCT
cana-1247	143	11	the	the	DET
cana-1247	143	12	features	feature	NOUN
cana-1247	143	13	,	,	PUNCT
cana-1247	143	14	(	(	PUNCT
cana-1247	143	15	,	,	PUNCT
cana-1247	143	16	)	)	PUNCT
cana-1247	143	17	,	,	PUNCT
cana-1247	143	18	andi	andi	PROPN
cana-1247	143	19	ix	ix	PROPN
cana-1247	143	20	y	y	PROPN
cana-1247	143	21	e	e	PROPN
cana-1247	143	22	e	e	PROPN
cana-1247	143	23			PROPN
cana-1247	143	24	are	be	AUX
cana-1247	143	25	calculated	calculate	VERB
cana-1247	143	26	for	for	ADP
cana-1247	143	27	every	every	DET
cana-1247	143	28	node	node	NOUN
cana-1247	143	29	.	.	PUNCT
cana-1247	144	1	ann	ann	PROPN
cana-1247	144	2	for	for	ADP
cana-1247	144	3	cluster	cluster	NOUN
cana-1247	144	4	head	head	NOUN
cana-1247	144	5	prediction	prediction	NOUN
cana-1247	144	6	the	the	DET
cana-1247	144	7	deep	deep	ADJ
cana-1247	144	8	ann	ann	PROPN
cana-1247	144	9	for	for	ADP
cana-1247	144	10	cluster	cluster	NOUN
cana-1247	144	11	head	head	NOUN
cana-1247	144	12	prediction	prediction	NOUN
cana-1247	144	13	is	be	AUX
cana-1247	144	14	designed	design	VERB
cana-1247	144	15	to	to	PART
cana-1247	144	16	effectively	effectively	ADV
cana-1247	144	17	control	control	VERB
cana-1247	144	18	the	the	DET
cana-1247	144	19	complexity	complexity	NOUN
cana-1247	144	20	related	relate	VERB
cana-1247	144	21	with	with	ADP
cana-1247	144	22	non	non	ADJ
cana-1247	144	23	-	-	ADJ
cana-1247	144	24	uniform	uniform	ADJ
cana-1247	144	25	node	node	ADJ
cana-1247	144	26	distributions	distribution	NOUN
cana-1247	144	27	in	in	ADP
cana-1247	144	28	wsns	wsns	NOUN
cana-1247	144	29	.	.	PUNCT
cana-1247	145	1	using	use	VERB
cana-1247	145	2	the	the	DET
cana-1247	145	3	collected	collect	VERB
cana-1247	145	4	properties	property	NOUN
cana-1247	145	5	from	from	ADP
cana-1247	145	6	the	the	DET
cana-1247	145	7	mathematical	mathematical	ADJ
cana-1247	145	8	models	model	NOUN
cana-1247	145	9	,	,	PUNCT
cana-1247	145	10	this	this	DET
cana-1247	145	11	part	part	NOUN
cana-1247	145	12	of	of	ADP
cana-1247	145	13	the	the	DET
cana-1247	145	14	proposed	propose	VERB
cana-1247	145	15	method	method	NOUN
cana-1247	145	16	forecasts	forecast	VERB
cana-1247	145	17	the	the	DET
cana-1247	145	18	optimal	optimal	ADJ
cana-1247	145	19	nodes	node	NOUN
cana-1247	145	20	for	for	ADP
cana-1247	145	21	cluster	cluster	NOUN
cana-1247	145	22	head	head	NOUN
cana-1247	145	23	roles	role	NOUN
cana-1247	145	24	,	,	PUNCT
cana-1247	145	25	so	so	ADV
cana-1247	145	26	aiming	aim	VERB
cana-1247	145	27	to	to	PART
cana-1247	145	28	increase	increase	VERB
cana-1247	145	29	energy	energy	NOUN
cana-1247	145	30	efficiency	efficiency	NOUN
cana-1247	145	31	and	and	CCONJ
cana-1247	145	32	lengthen	lengthen	VERB
cana-1247	145	33	network	network	NOUN
cana-1247	145	34	lifetime	lifetime	NOUN
cana-1247	145	35	.	.	PUNCT
cana-1247	146	1	designed	design	VERB
cana-1247	146	2	to	to	PART
cana-1247	146	3	manage	manage	VERB
cana-1247	146	4	the	the	DET
cana-1247	146	5	created	create	VERB
cana-1247	146	6	feature	feature	NOUN
cana-1247	146	7	set	set	VERB
cana-1247	146	8	throughout	throughout	ADP
cana-1247	146	9	the	the	DET
cana-1247	146	10	mathematical	mathematical	ADJ
cana-1247	146	11	modeling	modeling	NOUN
cana-1247	146	12	phase	phase	NOUN
cana-1247	146	13	,	,	PUNCT
cana-1247	146	14	the	the	DET
cana-1247	146	15	ann	ann	PROPN
cana-1247	146	16	architecture	architecture	NOUN
cana-1247	146	17	catches	catch	VERB
cana-1247	146	18	the	the	DET
cana-1247	146	19	intricacies	intricacy	NOUN
cana-1247	146	20	of	of	ADP
cana-1247	146	21	node	node	ADJ
cana-1247	146	22	distribution	distribution	NOUN
cana-1247	146	23	and	and	CCONJ
cana-1247	146	24	energy	energy	NOUN
cana-1247	146	25	dynamics	dynamic	NOUN
cana-1247	146	26	.	.	PUNCT
cana-1247	147	1	•	•	NUM
cana-1247	147	2	input	input	NOUN
cana-1247	147	3	layer	layer	NOUN
cana-1247	147	4	:	:	PUNCT
cana-1247	147	5	this	this	DET
cana-1247	147	6	layer	layer	NOUN
cana-1247	147	7	receives	receive	VERB
cana-1247	147	8	the	the	DET
cana-1247	147	9	input	input	NOUN
cana-1247	147	10	features	feature	NOUN
cana-1247	147	11	,	,	PUNCT
cana-1247	147	12	which	which	PRON
cana-1247	147	13	include	include	VERB
cana-1247	147	14	node	node	ADJ
cana-1247	147	15	density	density	NOUN
cana-1247	147	16	ρ(x	ρ(x	PROPN
cana-1247	147	17	,	,	PUNCT
cana-1247	147	18	y	y	NOUN
cana-1247	147	19	)	)	PUNCT
cana-1247	147	20	,	,	PUNCT
cana-1247	147	21	residual	residual	ADJ
cana-1247	147	22	energy	energy	NOUN
cana-1247	147	23	ei	ei	NOUN
cana-1247	147	24	,	,	PUNCT
cana-1247	147	25	average	average	ADJ
cana-1247	147	26	energy	energy	NOUN
cana-1247	147	27	e	e	NOUN
cana-1247	147	28	,	,	PUNCT
cana-1247	147	29	and	and	CCONJ
cana-1247	147	30	communication	communication	NOUN
cana-1247	147	31	cost	cost	NOUN
cana-1247	147	32	γi	γi	NOUN
cana-1247	147	33	.	.	PUNCT
cana-1247	148	1	each	each	DET
cana-1247	148	2	node	node	NOUN
cana-1247	148	3	in	in	ADP
cana-1247	148	4	the	the	DET
cana-1247	148	5	input	input	NOUN
cana-1247	148	6	layer	layer	NOUN
cana-1247	148	7	corresponds	correspond	VERB
cana-1247	148	8	to	to	ADP
cana-1247	148	9	a	a	DET
cana-1247	148	10	feature	feature	NOUN
cana-1247	148	11	.	.	PUNCT
cana-1247	149	1	•	•	NUM
cana-1247	149	2	hidden	hide	VERB
cana-1247	149	3	layers	layer	NOUN
cana-1247	149	4	:	:	PUNCT
cana-1247	149	5	these	these	DET
cana-1247	149	6	layers	layer	NOUN
cana-1247	149	7	consist	consist	VERB
cana-1247	149	8	of	of	ADP
cana-1247	149	9	neurons	neuron	NOUN
cana-1247	149	10	with	with	ADP
cana-1247	149	11	nonlinear	nonlinear	ADJ
cana-1247	149	12	activation	activation	NOUN
cana-1247	149	13	functions	function	NOUN
cana-1247	149	14	and	and	CCONJ
cana-1247	149	15	interactions	interaction	NOUN
cana-1247	149	16	between	between	ADP
cana-1247	149	17	features	feature	NOUN
cana-1247	149	18	:	:	PUNCT
cana-1247	149	19	(	(	PUNCT
cana-1247	149	20	)	)	PUNCT
cana-1247	149	21	max(0	max(0	NOUN
cana-1247	149	22	,	,	PUNCT
cana-1247	149	23	)	)	PUNCT
cana-1247	149	24	f	f	PROPN
cana-1247	150	1	x	x	SYM
cana-1247	150	2	x=	x=	X
cana-1247	150	3	communications	communication	NOUN
cana-1247	150	4	on	on	ADP
cana-1247	150	5	applied	apply	VERB
cana-1247	150	6	nonlinear	nonlinear	ADJ
cana-1247	150	7	analysis	analysis	NOUN
cana-1247	150	8	issn	issn	NOUN
cana-1247	150	9	:	:	PUNCT
cana-1247	150	10	1074	1074	NUM
cana-1247	150	11	-	-	PUNCT
cana-1247	150	12	133x	133x	NUM
cana-1247	150	13	vol	vol	NOUN
cana-1247	150	14	31	31	NUM
cana-1247	150	15	no	no	NOUN
cana-1247	150	16	.	.	PUNCT
cana-1247	151	1	6s	6s	NUM
cana-1247	151	2	(	(	PUNCT
cana-1247	151	3	2024	2024	NUM
cana-1247	151	4	)	)	PUNCT
cana-1247	151	5	611	611	NUM
cana-1247	151	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	151	7	by	by	ADP
cana-1247	151	8	means	mean	NOUN
cana-1247	151	9	of	of	ADP
cana-1247	151	10	empirical	empirical	ADJ
cana-1247	151	11	driven	drive	VERB
cana-1247	151	12	determination	determination	NOUN
cana-1247	151	13	of	of	ADP
cana-1247	151	14	hidden	hide	VERB
cana-1247	151	15	layer	layer	NOUN
cana-1247	151	16	and	and	CCONJ
cana-1247	151	17	neuron	neuron	PROPN
cana-1247	151	18	count	count	PROPN
cana-1247	151	19	,	,	PUNCT
cana-1247	151	20	one	one	PRON
cana-1247	151	21	can	can	AUX
cana-1247	151	22	balance	balance	VERB
cana-1247	151	23	computing	compute	VERB
cana-1247	151	24	efficiency	efficiency	NOUN
cana-1247	151	25	with	with	ADP
cana-1247	151	26	learning	learn	VERB
cana-1247	151	27	capability	capability	NOUN
cana-1247	151	28	.	.	PUNCT
cana-1247	152	1	•	•	NUM
cana-1247	152	2	output	output	NOUN
cana-1247	152	3	layer	layer	NOUN
cana-1247	152	4	:	:	PUNCT
cana-1247	152	5	therefore	therefore	ADV
cana-1247	152	6	providing	provide	VERB
cana-1247	152	7	a	a	DET
cana-1247	152	8	likelihood	likelihood	NOUN
cana-1247	152	9	score	score	NOUN
cana-1247	152	10	for	for	ADP
cana-1247	152	11	every	every	DET
cana-1247	152	12	node	node	NOUN
cana-1247	152	13	's	's	PART
cana-1247	152	14	fit	fit	NOUN
cana-1247	152	15	as	as	ADP
cana-1247	152	16	a	a	DET
cana-1247	152	17	cluster	cluster	NOUN
cana-1247	152	18	head	head	NOUN
cana-1247	152	19	:	:	PUNCT
cana-1247	152	20	1	1	NUM
cana-1247	152	21	(	(	PUNCT
cana-1247	152	22	)	)	PUNCT
cana-1247	153	1	1	1	NUM
cana-1247	153	2	x	x	SYM
cana-1247	153	3	x	x	X
cana-1247	153	4	e	e	NOUN
cana-1247	153	5			PROPN
cana-1247	153	6	−	−	PROPN
cana-1247	154	1	=	=	SYM
cana-1247	155	1	+	+	CCONJ
cana-1247	155	2	this	this	DET
cana-1247	155	3	likelihood	likelihood	NOUN
cana-1247	155	4	score	score	NOUN
cana-1247	155	5	helps	helps	AUX
cana-1247	155	6	choose	choose	VERB
cana-1247	155	7	nodes	node	NOUN
cana-1247	155	8	most	most	ADV
cana-1247	155	9	likely	likely	ADJ
cana-1247	155	10	to	to	PART
cana-1247	155	11	maximize	maximize	VERB
cana-1247	155	12	network	network	NOUN
cana-1247	155	13	performance	performance	NOUN
cana-1247	155	14	when	when	SCONJ
cana-1247	155	15	appointed	appoint	VERB
cana-1247	155	16	cluster	cluster	NOUN
cana-1247	155	17	chiefs	chief	NOUN
cana-1247	155	18	.	.	PUNCT
cana-1247	156	1	training	training	NOUN
cana-1247	156	2	process	process	NOUN
cana-1247	156	3	simulated	simulate	VERB
cana-1247	156	4	wsn	wsn	PROPN
cana-1247	156	5	systems	system	NOUN
cana-1247	156	6	generate	generate	VERB
cana-1247	156	7	a	a	DET
cana-1247	156	8	dataset	dataset	NOUN
cana-1247	156	9	for	for	ADP
cana-1247	156	10	ann	ann	PROPN
cana-1247	156	11	training	training	NOUN
cana-1247	156	12	.	.	PUNCT
cana-1247	157	1	the	the	DET
cana-1247	157	2	course	course	NOUN
cana-1247	157	3	of	of	ADP
cana-1247	157	4	learning	learn	VERB
cana-1247	157	5	comprises	comprise	NOUN
cana-1247	157	6	in	in	ADP
cana-1247	157	7	three	three	NUM
cana-1247	157	8	significant	significant	ADJ
cana-1247	157	9	phases	phase	NOUN
cana-1247	157	10	:	:	PUNCT
cana-1247	157	11	1	1	X
cana-1247	157	12	.	.	X
cana-1247	157	13	forward	forward	ADJ
cana-1247	157	14	propagation	propagation	NOUN
cana-1247	157	15	:	:	PUNCT
cana-1247	157	16	forward	forward	ADJ
cana-1247	157	17	propagation	propagation	NOUN
cana-1247	157	18	passes	pass	VERB
cana-1247	157	19	input	input	NOUN
cana-1247	157	20	characteristics	characteristic	NOUN
cana-1247	157	21	across	across	ADP
cana-1247	157	22	the	the	DET
cana-1247	157	23	network	network	NOUN
cana-1247	157	24	layers	layer	NOUN
cana-1247	157	25	applying	apply	VERB
cana-1247	157	26	weights	weight	NOUN
cana-1247	157	27	and	and	CCONJ
cana-1247	157	28	activation	activation	NOUN
cana-1247	157	29	functions	function	NOUN
cana-1247	157	30	to	to	ADP
cana-1247	157	31	every	every	DET
cana-1247	157	32	neuron	neuron	NOUN
cana-1247	157	33	,	,	PUNCT
cana-1247	157	34	therefore	therefore	ADV
cana-1247	157	35	generating	generate	VERB
cana-1247	157	36	an	an	DET
cana-1247	157	37	output	output	NOUN
cana-1247	157	38	probability	probability	NOUN
cana-1247	157	39	for	for	ADP
cana-1247	157	40	every	every	DET
cana-1247	157	41	node	node	NOUN
cana-1247	157	42	.	.	PUNCT
cana-1247	158	1	2	2	X
cana-1247	158	2	.	.	X
cana-1247	158	3	loss	loss	NOUN
cana-1247	158	4	calculation	calculation	NOUN
cana-1247	158	5	:	:	PUNCT
cana-1247	158	6	the	the	DET
cana-1247	158	7	probabilities	probability	NOUN
cana-1247	158	8	are	be	AUX
cana-1247	158	9	assessed	assess	VERB
cana-1247	158	10	against	against	ADP
cana-1247	158	11	real	real	ADJ
cana-1247	158	12	labels	label	NOUN
cana-1247	158	13	using	use	VERB
cana-1247	158	14	a	a	DET
cana-1247	158	15	binary	binary	ADJ
cana-1247	158	16	crossentropy	crossentropy	NOUN
cana-1247	158	17	loss	loss	NOUN
cana-1247	158	18	function	function	NOUN
cana-1247	158	19	—	—	PUNCT
cana-1247	158	20	optimal	optimal	ADJ
cana-1247	158	21	cluster	cluster	NOUN
cana-1247	158	22	head	head	NOUN
cana-1247	158	23	indicators	indicator	NOUN
cana-1247	158	24	:	:	PUNCT
cana-1247	158	25			ADJ
cana-1247	158	26			NOUN
cana-1247	158	27	1	1	NUM
cana-1247	158	28	1	1	NUM
cana-1247	158	29	ˆ	ˆ	PRON
cana-1247	158	30	ˆloss	ˆloss	ADV
cana-1247	158	31	log	log	NOUN
cana-1247	158	32	(	(	PUNCT
cana-1247	158	33	)	)	PUNCT
cana-1247	158	34	(	(	PUNCT
cana-1247	158	35	1	1	X
cana-1247	158	36	)	)	PUNCT
cana-1247	158	37	log(1	log(1	NOUN
cana-1247	158	38	)	)	PUNCT
cana-1247	159	1	n	n	CCONJ
cana-1247	160	1	i	i	PRON
cana-1247	161	1	i	i	PRON
cana-1247	162	1	i	i	PRON
cana-1247	163	1	i	i	PRON
cana-1247	164	1	i	i	VERB
cana-1247	164	2	y	y	VERB
cana-1247	164	3	y	y	VERB
cana-1247	164	4	y	y	PROPN
cana-1247	164	5	y	y	PROPN
cana-1247	164	6	n	n	NOUN
cana-1247	164	7	=	=	PUNCT
cana-1247	164	8	=	=	SYM
cana-1247	165	1	−	−	PROPN
cana-1247	165	2	+	+	CCONJ
cana-1247	165	3	−	−	PROPN
cana-1247	165	4	−	−	NOUN
cana-1247	165	5	where	where	SCONJ
cana-1247	165	6	yi	yi	PROPN
cana-1247	165	7	true	true	ADJ
cana-1247	165	8	label	label	NOUN
cana-1247	165	9	and	and	CCONJ
cana-1247	165	10	ˆ	ˆ	PROPN
cana-1247	165	11	iy	iy	PROPN
cana-1247	165	12	predicted	predict	VERB
cana-1247	165	13	probability	probability	NOUN
cana-1247	165	14	.	.	PUNCT
cana-1247	166	1	3	3	X
cana-1247	166	2	.	.	X
cana-1247	166	3	backpropagation	backpropagation	NOUN
cana-1247	166	4	and	and	CCONJ
cana-1247	166	5	optimization	optimization	NOUN
cana-1247	166	6	:	:	PUNCT
cana-1247	166	7	an	an	DET
cana-1247	166	8	optimization	optimization	NOUN
cana-1247	166	9	approach	approach	NOUN
cana-1247	166	10	such	such	ADJ
cana-1247	166	11	as	as	ADP
cana-1247	166	12	adam	adam	PROPN
cana-1247	166	13	or	or	CCONJ
cana-1247	166	14	sgd	sgd	PROPN
cana-1247	166	15	(	(	PUNCT
cana-1247	166	16	stochastic	stochastic	ADJ
cana-1247	166	17	gradient	gradient	ADJ
cana-1247	166	18	descent	descent	NOUN
cana-1247	166	19	)	)	PUNCT
cana-1247	166	20	,	,	PUNCT
cana-1247	166	21	hence	hence	ADV
cana-1247	166	22	iteratively	iteratively	ADV
cana-1247	166	23	reducing	reduce	VERB
cana-1247	166	24	the	the	DET
cana-1247	166	25	loss	loss	NOUN
cana-1247	166	26	.	.	PUNCT
cana-1247	167	1	4	4	X
cana-1247	167	2	.	.	X
cana-1247	167	3	validation	validation	NOUN
cana-1247	167	4	:	:	PUNCT
cana-1247	167	5	by	by	ADP
cana-1247	167	6	means	mean	NOUN
cana-1247	167	7	of	of	ADP
cana-1247	167	8	hyperparameter	hyperparameter	NOUN
cana-1247	167	9	changes	change	NOUN
cana-1247	167	10	like	like	ADP
cana-1247	167	11	learning	learn	VERB
cana-1247	167	12	rate	rate	NOUN
cana-1247	167	13	,	,	PUNCT
cana-1247	167	14	batch	batch	NOUN
cana-1247	167	15	size	size	NOUN
cana-1247	167	16	,	,	PUNCT
cana-1247	167	17	and	and	CCONJ
cana-1247	167	18	network	network	NOUN
cana-1247	167	19	architecture	architecture	NOUN
cana-1247	167	20	meant	mean	VERB
cana-1247	167	21	to	to	PART
cana-1247	167	22	prevent	prevent	VERB
cana-1247	167	23	overfitting	overfitting	NOUN
cana-1247	167	24	and	and	CCONJ
cana-1247	167	25	assure	assure	NOUN
cana-1247	167	26	generalization	generalization	NOUN
cana-1247	167	27	,	,	PUNCT
cana-1247	167	28	performance	performance	NOUN
cana-1247	167	29	of	of	ADP
cana-1247	167	30	the	the	DET
cana-1247	167	31	model	model	NOUN
cana-1247	167	32	is	be	AUX
cana-1247	167	33	evaluated	evaluate	VERB
cana-1247	167	34	on	on	ADP
cana-1247	167	35	a	a	DET
cana-1247	167	36	validation	validation	NOUN
cana-1247	167	37	dataset	dataset	NOUN
cana-1247	167	38	.	.	PUNCT
cana-1247	168	1	cluster	cluster	NOUN
cana-1247	168	2	head	head	NOUN
cana-1247	168	3	selection	selection	NOUN
cana-1247	168	4	once	once	ADV
cana-1247	168	5	trained	train	VERB
cana-1247	168	6	,	,	PUNCT
cana-1247	168	7	the	the	DET
cana-1247	168	8	ann	ann	PROPN
cana-1247	168	9	assesses	assesse	NOUN
cana-1247	168	10	nodes	node	NOUN
cana-1247	168	11	in	in	ADP
cana-1247	168	12	real	real	ADJ
cana-1247	168	13	-	-	PUNCT
cana-1247	168	14	time	time	NOUN
cana-1247	168	15	deployment	deployment	NOUN
cana-1247	168	16	and	and	CCONJ
cana-1247	168	17	forecasts	forecast	VERB
cana-1247	168	18	the	the	DET
cana-1247	168	19	optimum	optimum	ADJ
cana-1247	168	20	cluster	cluster	NOUN
cana-1247	168	21	heads	head	NOUN
cana-1247	168	22	using	use	VERB
cana-1247	168	23	present	present	ADJ
cana-1247	168	24	network	network	NOUN
cana-1247	168	25	conditions	condition	NOUN
cana-1247	168	26	.	.	PUNCT
cana-1247	169	1	selected	select	VERB
cana-1247	169	2	as	as	SCONJ
cana-1247	169	3	the	the	DET
cana-1247	169	4	cluster	cluster	NOUN
cana-1247	169	5	head	head	NOUN
cana-1247	169	6	is	be	AUX
cana-1247	169	7	the	the	DET
cana-1247	169	8	node	node	NOUN
cana-1247	169	9	with	with	ADP
cana-1247	169	10	the	the	DET
cana-1247	169	11	highest	high	ADJ
cana-1247	169	12	probability	probability	NOUN
cana-1247	169	13	from	from	ADP
cana-1247	169	14	the	the	DET
cana-1247	169	15	ann	ann	PROPN
cana-1247	169	16	output	output	NOUN
cana-1247	169	17	,	,	PUNCT
cana-1247	169	18	therefore	therefore	ADV
cana-1247	169	19	providing	provide	VERB
cana-1247	169	20	an	an	DET
cana-1247	169	21	efficient	efficient	ADJ
cana-1247	169	22	balance	balance	NOUN
cana-1247	169	23	between	between	ADP
cana-1247	169	24	network	network	NOUN
cana-1247	169	25	coverage	coverage	NOUN
cana-1247	169	26	and	and	CCONJ
cana-1247	169	27	energy	energy	NOUN
cana-1247	169	28	consumption	consumption	NOUN
cana-1247	169	29	.	.	PUNCT
cana-1247	170	1	5	5	X
cana-1247	170	2	.	.	X
cana-1247	170	3	results	result	NOUN
cana-1247	170	4	and	and	CCONJ
cana-1247	170	5	discussion	discussion	NOUN
cana-1247	170	6	since	since	SCONJ
cana-1247	170	7	matlab	matlab	PROPN
cana-1247	170	8	's	's	PART
cana-1247	170	9	extensive	extensive	ADJ
cana-1247	170	10	libraries	library	NOUN
cana-1247	170	11	and	and	CCONJ
cana-1247	170	12	capacity	capacity	NOUN
cana-1247	170	13	to	to	PART
cana-1247	170	14	recreate	recreate	VERB
cana-1247	170	15	complex	complex	ADJ
cana-1247	170	16	network	network	NOUN
cana-1247	170	17	behaviors	behavior	NOUN
cana-1247	170	18	and	and	CCONJ
cana-1247	170	19	optimization	optimization	NOUN
cana-1247	170	20	strategies	strategy	NOUN
cana-1247	170	21	enable	enable	VERB
cana-1247	170	22	the	the	DET
cana-1247	170	23	modeling	modeling	NOUN
cana-1247	170	24	of	of	ADP
cana-1247	170	25	such	such	ADJ
cana-1247	170	26	events	event	NOUN
cana-1247	170	27	,	,	PUNCT
cana-1247	170	28	it	it	PRON
cana-1247	170	29	was	be	AUX
cana-1247	170	30	the	the	DET
cana-1247	170	31	major	major	ADJ
cana-1247	170	32	simulation	simulation	NOUN
cana-1247	170	33	tool	tool	NOUN
cana-1247	170	34	applied	apply	VERB
cana-1247	170	35	in	in	ADP
cana-1247	170	36	the	the	DET
cana-1247	170	37	testing	testing	NOUN
cana-1247	170	38	.	.	PUNCT
cana-1247	171	1	the	the	DET
cana-1247	171	2	simulation	simulation	NOUN
cana-1247	171	3	environment	environment	NOUN
cana-1247	171	4	was	be	AUX
cana-1247	171	5	set	set	VERB
cana-1247	171	6	up	up	ADP
cana-1247	171	7	on	on	ADP
cana-1247	171	8	a	a	DET
cana-1247	171	9	high	high	ADJ
cana-1247	171	10	-	-	PUNCT
cana-1247	171	11	performance	performance	NOUN
cana-1247	171	12	computer	computer	NOUN
cana-1247	171	13	system	system	NOUN
cana-1247	171	14	featuring	feature	VERB
cana-1247	171	15	communications	communication	NOUN
cana-1247	171	16	on	on	ADP
cana-1247	171	17	applied	apply	VERB
cana-1247	171	18	nonlinear	nonlinear	ADJ
cana-1247	171	19	analysis	analysis	NOUN
cana-1247	171	20	issn	issn	NOUN
cana-1247	171	21	:	:	PUNCT
cana-1247	171	22	1074	1074	NUM
cana-1247	171	23	-	-	PUNCT
cana-1247	171	24	133x	133x	NUM
cana-1247	171	25	vol	vol	NOUN
cana-1247	171	26	31	31	NUM
cana-1247	171	27	no	no	NOUN
cana-1247	171	28	.	.	PUNCT
cana-1247	172	1	6s	6s	NUM
cana-1247	172	2	(	(	PUNCT
cana-1247	172	3	2024	2024	NUM
cana-1247	172	4	)	)	PUNCT
cana-1247	172	5	612	612	NUM
cana-1247	172	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	172	7	multiple	multiple	ADJ
cana-1247	172	8	nodes	node	NOUN
cana-1247	172	9	with	with	ADP
cana-1247	172	10	intel	intel	PROPN
cana-1247	172	11	core	core	NOUN
cana-1247	172	12	i7	i7	NOUN
cana-1247	172	13	processors	processor	NOUN
cana-1247	172	14	,	,	PUNCT
cana-1247	172	15	16	16	NUM
cana-1247	172	16	gb	gb	NOUN
cana-1247	172	17	of	of	ADP
cana-1247	172	18	ram	ram	NOUN
cana-1247	172	19	,	,	PUNCT
cana-1247	172	20	and	and	CCONJ
cana-1247	172	21	512	512	NUM
cana-1247	172	22	gb	gb	NOUN
cana-1247	172	23	ssds	ssds	NOUN
cana-1247	172	24	in	in	ADP
cana-1247	172	25	order	order	NOUN
cana-1247	172	26	to	to	PART
cana-1247	172	27	guarantee	guarantee	VERB
cana-1247	172	28	fast	fast	ADJ
cana-1247	172	29	processing	processing	NOUN
cana-1247	172	30	and	and	CCONJ
cana-1247	172	31	effective	effective	ADJ
cana-1247	172	32	management	management	NOUN
cana-1247	172	33	of	of	ADP
cana-1247	172	34	huge	huge	ADJ
cana-1247	172	35	-	-	PUNCT
cana-1247	172	36	scale	scale	NOUN
cana-1247	172	37	simulations	simulation	NOUN
cana-1247	172	38	.	.	PUNCT
cana-1247	173	1	the	the	DET
cana-1247	173	2	simulation	simulation	NOUN
cana-1247	173	3	settings	setting	NOUN
cana-1247	173	4	consisted	consist	VERB
cana-1247	173	5	in	in	ADP
cana-1247	173	6	many	many	ADJ
cana-1247	173	7	scenarios	scenario	NOUN
cana-1247	173	8	comprising	comprise	VERB
cana-1247	173	9	several	several	ADJ
cana-1247	173	10	node	node	ADJ
cana-1247	173	11	densities	density	NOUN
cana-1247	173	12	and	and	CCONJ
cana-1247	173	13	distributions	distribution	NOUN
cana-1247	173	14	in	in	ADP
cana-1247	173	15	order	order	NOUN
cana-1247	173	16	to	to	PART
cana-1247	173	17	evaluate	evaluate	VERB
cana-1247	173	18	the	the	DET
cana-1247	173	19	performance	performance	NOUN
cana-1247	173	20	of	of	ADP
cana-1247	173	21	every	every	DET
cana-1247	173	22	approach	approach	NOUN
cana-1247	173	23	under	under	ADP
cana-1247	173	24	many	many	ADJ
cana-1247	173	25	conditions	condition	NOUN
cana-1247	173	26	.	.	PUNCT
cana-1247	174	1	reasonable	reasonable	ADJ
cana-1247	174	2	wsn	wsn	PROPN
cana-1247	174	3	installations	installation	NOUN
cana-1247	174	4	are	be	AUX
cana-1247	174	5	reflected	reflect	VERB
cana-1247	174	6	in	in	ADP
cana-1247	174	7	careful	careful	ADJ
cana-1247	174	8	tuning	tuning	NOUN
cana-1247	174	9	of	of	ADP
cana-1247	174	10	network	network	NOUN
cana-1247	174	11	parameters	parameter	NOUN
cana-1247	174	12	like	like	ADP
cana-1247	174	13	sensor	sensor	NOUN
cana-1247	174	14	node	node	NOUN
cana-1247	174	15	count	count	NOUN
cana-1247	174	16	,	,	PUNCT
cana-1247	174	17	starting	start	VERB
cana-1247	174	18	energy	energy	NOUN
cana-1247	174	19	levels	level	NOUN
cana-1247	174	20	,	,	PUNCT
cana-1247	174	21	communication	communication	NOUN
cana-1247	174	22	range	range	NOUN
cana-1247	174	23	,	,	PUNCT
cana-1247	174	24	and	and	CCONJ
cana-1247	174	25	base	base	NOUN
cana-1247	174	26	station	station	NOUN
cana-1247	174	27	location	location	NOUN
cana-1247	174	28	.	.	PUNCT
cana-1247	175	1	every	every	DET
cana-1247	175	2	simulation	simulation	NOUN
cana-1247	175	3	was	be	AUX
cana-1247	175	4	run	run	VERB
cana-1247	175	5	multiple	multiple	ADJ
cana-1247	175	6	times	time	NOUN
cana-1247	175	7	to	to	PART
cana-1247	175	8	ensure	ensure	VERB
cana-1247	175	9	statistical	statistical	ADJ
cana-1247	175	10	relevance	relevance	NOUN
cana-1247	175	11	;	;	PUNCT
cana-1247	175	12	the	the	DET
cana-1247	175	13	results	result	NOUN
cana-1247	175	14	were	be	AUX
cana-1247	175	15	averaged	average	VERB
cana-1247	175	16	to	to	PART
cana-1247	175	17	provide	provide	VERB
cana-1247	175	18	robust	robust	ADJ
cana-1247	175	19	comparisons	comparison	NOUN
cana-1247	175	20	.	.	PUNCT
cana-1247	176	1	the	the	DET
cana-1247	176	2	proposed	propose	VERB
cana-1247	176	3	algorithms	algorithm	NOUN
cana-1247	176	4	were	be	AUX
cana-1247	176	5	evaluated	evaluate	VERB
cana-1247	176	6	in	in	ADP
cana-1247	176	7	the	the	DET
cana-1247	176	8	comparison	comparison	NOUN
cana-1247	176	9	research	research	NOUN
cana-1247	176	10	against	against	ADP
cana-1247	176	11	existing	exist	VERB
cana-1247	176	12	methods	method	NOUN
cana-1247	176	13	like	like	ADP
cana-1247	176	14	multipath	multipath	NOUN
cana-1247	176	15	routing	routing	NOUN
cana-1247	176	16	,	,	PUNCT
cana-1247	176	17	mihfo	mihfo	NOUN
cana-1247	176	18	-	-	PUNCT
cana-1247	176	19	hwafo	hwafo	PROPN
cana-1247	176	20	,	,	PUNCT
cana-1247	176	21	k	k	ADJ
cana-1247	176	22	-	-	PUNCT
cana-1247	176	23	iabc	iabc	ADJ
cana-1247	176	24	-	-	PUNCT
cana-1247	176	25	cl	cl	NOUN
cana-1247	176	26	-	-	PUNCT
cana-1247	176	27	hho	hho	NOUN
cana-1247	176	28	,	,	PUNCT
cana-1247	176	29	improved	improved	ADJ
cana-1247	176	30	leach	leach	NOUN
cana-1247	176	31	-	-	PUNCT
cana-1247	176	32	ffa	ffa	NOUN
cana-1247	176	33	-	-	PUNCT
cana-1247	176	34	ann	ann	PROPN
cana-1247	176	35	.	.	PUNCT
cana-1247	177	1	among	among	ADP
cana-1247	177	2	the	the	DET
cana-1247	177	3	benchmarks	benchmark	NOUN
cana-1247	177	4	of	of	ADP
cana-1247	177	5	comparison	comparison	NOUN
cana-1247	177	6	were	be	AUX
cana-1247	177	7	network	network	NOUN
cana-1247	177	8	lifetime	lifetime	NOUN
cana-1247	177	9	,	,	PUNCT
cana-1247	177	10	energy	energy	NOUN
cana-1247	177	11	usage	usage	NOUN
cana-1247	177	12	,	,	PUNCT
cana-1247	177	13	packet	packet	NOUN
cana-1247	177	14	delivery	delivery	NOUN
cana-1247	177	15	ratio	ratio	NOUN
cana-1247	177	16	,	,	PUNCT
cana-1247	177	17	and	and	CCONJ
cana-1247	177	18	end	end	NOUN
cana-1247	177	19	-	-	PUNCT
cana-1247	177	20	toend	toend	NOUN
cana-1247	177	21	delay	delay	NOUN
cana-1247	177	22	.	.	PUNCT
cana-1247	178	1	table	table	NOUN
cana-1247	178	2	2	2	NUM
cana-1247	178	3	:	:	PUNCT
cana-1247	178	4	experimental	experimental	ADJ
cana-1247	178	5	setup	setup	NOUN
cana-1247	178	6	/	/	SYM
cana-1247	178	7	parameters	parameter	NOUN
cana-1247	178	8	parameter	parameter	NOUN
cana-1247	178	9	value	value	NOUN
cana-1247	178	10	number	number	NOUN
cana-1247	178	11	of	of	ADP
cana-1247	178	12	sensor	sensor	NOUN
cana-1247	178	13	nodes	node	NOUN
cana-1247	178	14	100	100	NUM
cana-1247	178	15	,	,	PUNCT
cana-1247	178	16	200	200	NUM
cana-1247	178	17	,	,	PUNCT
cana-1247	178	18	300	300	NUM
cana-1247	178	19	node	node	ADJ
cana-1247	178	20	distribution	distribution	NOUN
cana-1247	178	21	uniform	uniform	NOUN
cana-1247	178	22	,	,	PUNCT
cana-1247	178	23	random	random	ADJ
cana-1247	178	24	,	,	PUNCT
cana-1247	178	25	non	non	ADJ
cana-1247	178	26	-	-	ADJ
cana-1247	178	27	uniform	uniform	ADJ
cana-1247	178	28	initial	initial	ADJ
cana-1247	178	29	energy	energy	NOUN
cana-1247	178	30	per	per	ADP
cana-1247	178	31	node	node	NOUN
cana-1247	178	32	2	2	PROPN
cana-1247	178	33	j	j	PROPN
cana-1247	178	34	(	(	PUNCT
cana-1247	178	35	joules	joules	PROPN
cana-1247	178	36	)	)	PUNCT
cana-1247	178	37	communication	communication	NOUN
cana-1247	178	38	range	range	VERB
cana-1247	178	39	50	50	NUM
cana-1247	178	40	meters	meter	NOUN
cana-1247	178	41	,	,	PUNCT
cana-1247	178	42	100	100	NUM
cana-1247	178	43	meters	meter	NOUN
cana-1247	178	44	base	base	NOUN
cana-1247	178	45	station	station	NOUN
cana-1247	178	46	location	location	NOUN
cana-1247	178	47	fixed	fix	VERB
cana-1247	178	48	(	(	PUNCT
cana-1247	178	49	center	center	NOUN
cana-1247	178	50	)	)	PUNCT
cana-1247	178	51	,	,	PUNCT
cana-1247	178	52	random	random	ADJ
cana-1247	178	53	transmission	transmission	NOUN
cana-1247	178	54	power	power	NOUN
cana-1247	178	55	0.1	0.1	NUM
cana-1247	178	56	w	w	PROPN
cana-1247	178	57	(	(	PUNCT
cana-1247	178	58	watts	watts	PROPN
cana-1247	178	59	)	)	PUNCT
cana-1247	178	60	reception	reception	NOUN
cana-1247	178	61	power	power	NOUN
cana-1247	178	62	0.05	0.05	NUM
cana-1247	178	63	w	w	PROPN
cana-1247	178	64	(	(	PUNCT
cana-1247	178	65	watts	watts	PROPN
cana-1247	178	66	)	)	PUNCT
cana-1247	178	67	path	path	NOUN
cana-1247	178	68	loss	loss	NOUN
cana-1247	178	69	exponent	exponent	NOUN
cana-1247	178	70	2.0	2.0	NUM
cana-1247	178	71	(	(	PUNCT
cana-1247	178	72	free	free	ADJ
cana-1247	178	73	space	space	NOUN
cana-1247	178	74	)	)	PUNCT
cana-1247	178	75	simulation	simulation	NOUN
cana-1247	178	76	time	time	NOUN
cana-1247	178	77	5000	5000	NUM
cana-1247	178	78	seconds	second	NOUN
cana-1247	178	79	data	datum	NOUN
cana-1247	178	80	packet	packet	NOUN
cana-1247	178	81	size	size	NOUN
cana-1247	178	82	512	512	NUM
cana-1247	178	83	bytes	byte	NOUN
cana-1247	178	84	number	number	NOUN
cana-1247	178	85	of	of	ADP
cana-1247	178	86	clusters	cluster	NOUN
cana-1247	178	87	10	10	NUM
cana-1247	178	88	,	,	PUNCT
cana-1247	178	89	20	20	NUM
cana-1247	178	90	,	,	PUNCT
cana-1247	178	91	30	30	NUM
cana-1247	178	92	clustering	cluster	VERB
cana-1247	178	93	algorithm	algorithm	NOUN
cana-1247	178	94	mihfo	mihfo	NOUN
cana-1247	178	95	,	,	PUNCT
cana-1247	178	96	k	k	NOUN
cana-1247	178	97	-	-	PUNCT
cana-1247	178	98	iabc	iabc	ADJ
cana-1247	178	99	,	,	PUNCT
cana-1247	178	100	improved	improved	ADJ
cana-1247	178	101	leach	leach	NOUN
cana-1247	178	102	routing	route	VERB
cana-1247	178	103	algorithm	algorithm	PROPN
cana-1247	178	104	hwafo	hwafo	PROPN
cana-1247	178	105	,	,	PUNCT
cana-1247	178	106	cl	cl	NOUN
cana-1247	178	107	-	-	PUNCT
cana-1247	178	108	hho	hho	NOUN
cana-1247	178	109	,	,	PUNCT
cana-1247	178	110	ffa	ffa	PROPN
cana-1247	178	111	-	-	PUNCT
cana-1247	178	112	ann	ann	PROPN
cana-1247	178	113	,	,	PUNCT
cana-1247	178	114	multipath	multipath	ADP
cana-1247	178	115	energy	energy	NOUN
cana-1247	178	116	consumption	consumption	NOUN
cana-1247	178	117	metric	metric	ADJ
cana-1247	178	118	joules	joule	NOUN
cana-1247	178	119	packet	packet	NOUN
cana-1247	178	120	loss	loss	NOUN
cana-1247	178	121	rate	rate	NOUN
cana-1247	178	122	percentage	percentage	NOUN
cana-1247	178	123	(	(	PUNCT
cana-1247	178	124	%	%	INTJ
cana-1247	178	125	)	)	PUNCT
cana-1247	178	126	throughput	throughput	NOUN
cana-1247	178	127	packets	packet	NOUN
cana-1247	178	128	per	per	ADP
cana-1247	178	129	second	second	ADJ
cana-1247	178	130	end	end	NOUN
cana-1247	178	131	-	-	PUNCT
cana-1247	178	132	to	to	ADP
cana-1247	178	133	-	-	PUNCT
cana-1247	178	134	end	end	NOUN
cana-1247	178	135	delay	delay	NOUN
cana-1247	178	136	milliseconds	millisecond	NOUN
cana-1247	178	137	(	(	PUNCT
cana-1247	178	138	ms	ms	NOUN
cana-1247	178	139	)	)	PUNCT
cana-1247	178	140	network	network	NOUN
cana-1247	178	141	lifetime	lifetime	NOUN
cana-1247	178	142	hours	hour	NOUN
cana-1247	178	143	load	load	NOUN
cana-1247	178	144	balancing	balance	VERB
cana-1247	178	145	efficiency	efficiency	NOUN
cana-1247	178	146	percentage	percentage	NOUN
cana-1247	178	147	(	(	PUNCT
cana-1247	178	148	%	%	INTJ
cana-1247	178	149	)	)	PUNCT
cana-1247	178	150	communications	communication	NOUN
cana-1247	178	151	on	on	ADP
cana-1247	178	152	applied	apply	VERB
cana-1247	178	153	nonlinear	nonlinear	ADJ
cana-1247	178	154	analysis	analysis	NOUN
cana-1247	178	155	issn	issn	NOUN
cana-1247	178	156	:	:	PUNCT
cana-1247	178	157	1074	1074	NUM
cana-1247	178	158	-	-	PUNCT
cana-1247	178	159	133x	133x	NUM
cana-1247	178	160	vol	vol	NOUN
cana-1247	178	161	31	31	NUM
cana-1247	178	162	no	no	NOUN
cana-1247	178	163	.	.	PUNCT
cana-1247	179	1	6s	6s	NUM
cana-1247	179	2	(	(	PUNCT
cana-1247	179	3	2024	2024	NUM
cana-1247	179	4	)	)	PUNCT
cana-1247	179	5	613	613	NUM
cana-1247	179	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	179	7	security	security	NOUN
cana-1247	179	8	metrics	metric	NOUN
cana-1247	179	9	number	number	NOUN
cana-1247	179	10	of	of	ADP
cana-1247	179	11	attacks	attack	NOUN
cana-1247	179	12	detected	detect	VERB
cana-1247	179	13	packet	packet	NOUN
cana-1247	179	14	delivery	delivery	NOUN
cana-1247	179	15	ratio	ratio	NOUN
cana-1247	179	16	percentage	percentage	NOUN
cana-1247	179	17	(	(	PUNCT
cana-1247	179	18	%	%	NOUN
cana-1247	179	19	)	)	PUNCT
cana-1247	179	20	table	table	NOUN
cana-1247	179	21	3	3	NUM
cana-1247	179	22	:	:	PUNCT
cana-1247	179	23	statistical	statistical	ADJ
cana-1247	179	24	validation	validation	NOUN
cana-1247	179	25	over	over	ADP
cana-1247	179	26	various	various	ADJ
cana-1247	179	27	clustering	cluster	VERB
cana-1247	179	28	algorithms	algorithm	NOUN
cana-1247	179	29	method	method	NOUN
cana-1247	179	30	throughput	throughput	NOUN
cana-1247	179	31	(	(	PUNCT
cana-1247	179	32	pps	pps	NOUN
cana-1247	179	33	)	)	PUNCT
cana-1247	179	34	packet	packet	NOUN
cana-1247	179	35	delivery	delivery	NOUN
cana-1247	179	36	ratio	ratio	NOUN
cana-1247	179	37	(	(	PUNCT
cana-1247	179	38	pdr	pdr	PROPN
cana-1247	179	39	)	)	PUNCT
cana-1247	179	40	(	(	PUNCT
cana-1247	179	41	%	%	INTJ
cana-1247	179	42	)	)	PUNCT
cana-1247	179	43	end	end	NOUN
cana-1247	179	44	-	-	PUNCT
cana-1247	179	45	toend	toend	ADJ
cana-1247	179	46	delay	delay	NOUN
cana-1247	179	47	(	(	PUNCT
cana-1247	179	48	ms	ms	NOUN
cana-1247	179	49	)	)	PUNCT
cana-1247	179	50	energy	energy	NOUN
cana-1247	179	51	consumption	consumption	NOUN
cana-1247	179	52	(	(	PUNCT
cana-1247	179	53	j	j	NOUN
cana-1247	179	54	)	)	PUNCT
cana-1247	179	55	network	network	NOUN
cana-1247	179	56	lifetime	lifetime	NOUN
cana-1247	179	57	(	(	PUNCT
cana-1247	179	58	hrs	hrs	NOUN
cana-1247	179	59	)	)	PUNCT
cana-1247	179	60	packet	packet	NOUN
cana-1247	179	61	loss	loss	NOUN
cana-1247	179	62	rate	rate	NOUN
cana-1247	179	63	(	(	PUNCT
cana-1247	179	64	%	%	INTJ
cana-1247	179	65	)	)	PUNCT
cana-1247	179	66	mihfo	mihfo	NOUN
cana-1247	179	67	150	150	NUM
cana-1247	179	68	90	90	NUM
cana-1247	179	69	45	45	NUM
cana-1247	179	70	0.8	0.8	NUM
cana-1247	179	71	50	50	NUM
cana-1247	179	72	10	10	NUM
cana-1247	179	73	k	k	ADV
cana-1247	179	74	-	-	PUNCT
cana-1247	179	75	iabc	iabc	VERB
cana-1247	179	76	180	180	NUM
cana-1247	179	77	92	92	NUM
cana-1247	179	78	40	40	NUM
cana-1247	179	79	0.7	0.7	NUM
cana-1247	179	80	55	55	NUM
cana-1247	179	81	8	8	NUM
cana-1247	179	82	improved	improved	ADJ
cana-1247	179	83	leach	leach	NOUN
cana-1247	179	84	170	170	NUM
cana-1247	179	85	88	88	NUM
cana-1247	179	86	50	50	NUM
cana-1247	179	87	0.9	0.9	NUM
cana-1247	179	88	48	48	NUM
cana-1247	179	89	12	12	NUM
cana-1247	179	90	proposed	propose	VERB
cana-1247	179	91	method	method	NOUN
cana-1247	179	92	200	200	NUM
cana-1247	179	93	95	95	NUM
cana-1247	179	94	35	35	NUM
cana-1247	179	95	0.6	0.6	NUM
cana-1247	179	96	65	65	NUM
cana-1247	179	97	5	5	NUM
cana-1247	179	98	the	the	DET
cana-1247	179	99	proposed	propose	VERB
cana-1247	179	100	method	method	NOUN
cana-1247	179	101	shows	show	VERB
cana-1247	179	102	superior	superior	ADJ
cana-1247	179	103	performance	performance	NOUN
cana-1247	179	104	compared	compare	VERB
cana-1247	179	105	to	to	ADP
cana-1247	179	106	existing	exist	VERB
cana-1247	179	107	clustering	clustering	ADJ
cana-1247	179	108	methods	method	NOUN
cana-1247	179	109	(	(	PUNCT
cana-1247	179	110	mihfo	mihfo	PROPN
cana-1247	179	111	,	,	PUNCT
cana-1247	179	112	k	k	NOUN
cana-1247	179	113	-	-	PUNCT
cana-1247	179	114	iabc	iabc	ADJ
cana-1247	179	115	,	,	PUNCT
cana-1247	179	116	improved	improved	ADJ
cana-1247	179	117	leach	leach	NOUN
cana-1247	179	118	)	)	PUNCT
cana-1247	179	119	across	across	ADP
cana-1247	179	120	all	all	DET
cana-1247	179	121	evaluated	evaluated	ADJ
cana-1247	179	122	metrics	metric	NOUN
cana-1247	179	123	as	as	ADP
cana-1247	179	124	in	in	ADP
cana-1247	179	125	table	table	NOUN
cana-1247	179	126	3	3	NUM
cana-1247	179	127	.	.	NOUN
cana-1247	179	128	•	•	NOUN
cana-1247	179	129	throughput	throughput	NOUN
cana-1247	179	130	:	:	PUNCT
cana-1247	179	131	the	the	DET
cana-1247	179	132	proposed	propose	VERB
cana-1247	179	133	method	method	NOUN
cana-1247	179	134	achieved	achieve	VERB
cana-1247	179	135	the	the	DET
cana-1247	179	136	highest	high	ADJ
cana-1247	179	137	throughput	throughput	NOUN
cana-1247	179	138	of	of	ADP
cana-1247	179	139	200	200	NUM
cana-1247	179	140	packets	packet	NOUN
cana-1247	179	141	per	per	ADP
cana-1247	179	142	second	second	ADJ
cana-1247	179	143	(	(	PUNCT
cana-1247	179	144	pps	pps	NOUN
cana-1247	179	145	)	)	PUNCT
cana-1247	179	146	,	,	PUNCT
cana-1247	179	147	compared	compare	VERB
cana-1247	179	148	to	to	ADP
cana-1247	179	149	150	150	NUM
cana-1247	179	150	pps	pps	NOUN
cana-1247	179	151	for	for	ADP
cana-1247	179	152	mihfo	mihfo	NOUN
cana-1247	179	153	,	,	PUNCT
cana-1247	179	154	180	180	NUM
cana-1247	179	155	pps	pps	NOUN
cana-1247	179	156	for	for	ADP
cana-1247	179	157	k	k	NOUN
cana-1247	179	158	-	-	NOUN
cana-1247	179	159	iabc	iabc	ADJ
cana-1247	179	160	,	,	PUNCT
cana-1247	179	161	and	and	CCONJ
cana-1247	179	162	170	170	NUM
cana-1247	179	163	pps	pps	NOUN
cana-1247	179	164	for	for	ADP
cana-1247	179	165	improved	improved	ADJ
cana-1247	179	166	leach	leach	NOUN
cana-1247	179	167	.	.	PUNCT
cana-1247	180	1	this	this	PRON
cana-1247	180	2	indicates	indicate	VERB
cana-1247	180	3	the	the	DET
cana-1247	180	4	proposed	propose	VERB
cana-1247	180	5	method	method	NOUN
cana-1247	180	6	handles	handle	VERB
cana-1247	180	7	data	datum	NOUN
cana-1247	180	8	traffic	traffic	NOUN
cana-1247	180	9	more	more	ADV
cana-1247	180	10	efficiently	efficiently	ADV
cana-1247	180	11	.	.	PUNCT
cana-1247	181	1	•	•	NOUN
cana-1247	181	2	packet	packet	NOUN
cana-1247	181	3	delivery	delivery	NOUN
cana-1247	181	4	ratio	ratio	NOUN
cana-1247	181	5	(	(	PUNCT
cana-1247	181	6	pdr	pdr	PROPN
cana-1247	181	7	):	):	PUNCT
cana-1247	181	8	with	with	ADP
cana-1247	181	9	a	a	DET
cana-1247	181	10	pdr	pdr	NOUN
cana-1247	181	11	of	of	ADP
cana-1247	181	12	95	95	NUM
cana-1247	181	13	%	%	NOUN
cana-1247	181	14	,	,	PUNCT
cana-1247	181	15	the	the	DET
cana-1247	181	16	proposed	propose	VERB
cana-1247	181	17	method	method	NOUN
cana-1247	181	18	outperforms	outperform	VERB
cana-1247	181	19	existing	exist	VERB
cana-1247	181	20	methods	method	NOUN
cana-1247	181	21	(	(	PUNCT
cana-1247	181	22	90	90	NUM
cana-1247	181	23	%	%	NOUN
cana-1247	181	24	for	for	ADP
cana-1247	181	25	mihfo	mihfo	NOUN
cana-1247	181	26	,	,	PUNCT
cana-1247	181	27	92	92	NUM
cana-1247	181	28	%	%	NOUN
cana-1247	181	29	for	for	ADP
cana-1247	181	30	k	k	NOUN
cana-1247	181	31	-	-	NOUN
cana-1247	181	32	iabc	iabc	ADJ
cana-1247	181	33	,	,	PUNCT
cana-1247	181	34	and	and	CCONJ
cana-1247	181	35	88	88	NUM
cana-1247	181	36	%	%	NOUN
cana-1247	181	37	for	for	ADP
cana-1247	181	38	improved	improved	ADJ
cana-1247	181	39	leach	leach	NOUN
cana-1247	181	40	)	)	PUNCT
cana-1247	181	41	,	,	PUNCT
cana-1247	181	42	demonstrating	demonstrate	VERB
cana-1247	181	43	better	well	ADJ
cana-1247	181	44	reliability	reliability	NOUN
cana-1247	181	45	in	in	ADP
cana-1247	181	46	packet	packet	NOUN
cana-1247	181	47	delivery	delivery	NOUN
cana-1247	181	48	.	.	PUNCT
cana-1247	182	1	•	•	NUM
cana-1247	182	2	end	end	NOUN
cana-1247	182	3	-	-	PUNCT
cana-1247	182	4	to	to	ADP
cana-1247	182	5	-	-	PUNCT
cana-1247	182	6	end	end	NOUN
cana-1247	182	7	delay	delay	NOUN
cana-1247	182	8	:	:	PUNCT
cana-1247	182	9	the	the	DET
cana-1247	182	10	proposed	propose	VERB
cana-1247	182	11	method	method	NOUN
cana-1247	182	12	has	have	VERB
cana-1247	182	13	the	the	DET
cana-1247	182	14	lowest	low	ADJ
cana-1247	182	15	end	end	NOUN
cana-1247	182	16	-	-	PUNCT
cana-1247	182	17	to	to	ADP
cana-1247	182	18	-	-	PUNCT
cana-1247	182	19	end	end	NOUN
cana-1247	182	20	delay	delay	NOUN
cana-1247	182	21	at	at	ADP
cana-1247	182	22	35	35	NUM
cana-1247	182	23	milliseconds	millisecond	NOUN
cana-1247	182	24	,	,	PUNCT
cana-1247	182	25	compared	compare	VERB
cana-1247	182	26	to	to	ADP
cana-1247	182	27	45	45	NUM
cana-1247	182	28	ms	ms	NOUN
cana-1247	182	29	for	for	ADP
cana-1247	182	30	mihfo	mihfo	NOUN
cana-1247	182	31	,	,	PUNCT
cana-1247	182	32	40	40	NUM
cana-1247	182	33	ms	ms	NOUN
cana-1247	182	34	for	for	ADP
cana-1247	182	35	k	k	NOUN
cana-1247	182	36	-	-	NOUN
cana-1247	182	37	iabc	iabc	ADJ
cana-1247	182	38	,	,	PUNCT
cana-1247	182	39	and	and	CCONJ
cana-1247	182	40	50	50	NUM
cana-1247	182	41	ms	ms	NOUN
cana-1247	182	42	for	for	ADP
cana-1247	182	43	improved	improved	ADJ
cana-1247	182	44	leach	leach	NOUN
cana-1247	182	45	,	,	PUNCT
cana-1247	182	46	showing	show	VERB
cana-1247	182	47	faster	fast	ADJ
cana-1247	182	48	data	datum	NOUN
cana-1247	182	49	transmission	transmission	NOUN
cana-1247	182	50	.	.	PUNCT
cana-1247	183	1	•	•	NUM
cana-1247	183	2	energy	energy	NOUN
cana-1247	183	3	consumption	consumption	NOUN
cana-1247	183	4	:	:	PUNCT
cana-1247	183	5	the	the	DET
cana-1247	183	6	proposed	propose	VERB
cana-1247	183	7	method	method	NOUN
cana-1247	183	8	consumed	consume	VERB
cana-1247	183	9	the	the	DET
cana-1247	183	10	least	least	ADJ
cana-1247	183	11	energy	energy	NOUN
cana-1247	183	12	(	(	PUNCT
cana-1247	183	13	0.6	0.6	NUM
cana-1247	183	14	joules	joule	NOUN
cana-1247	183	15	)	)	PUNCT
cana-1247	183	16	,	,	PUNCT
cana-1247	183	17	compared	compare	VERB
cana-1247	183	18	to	to	ADP
cana-1247	183	19	0.8	0.8	NUM
cana-1247	183	20	j	j	PROPN
cana-1247	183	21	for	for	ADP
cana-1247	183	22	mihfo	mihfo	NOUN
cana-1247	183	23	,	,	PUNCT
cana-1247	183	24	0.7	0.7	NUM
cana-1247	183	25	j	j	PROPN
cana-1247	183	26	for	for	ADP
cana-1247	183	27	k	k	NOUN
cana-1247	183	28	-	-	NOUN
cana-1247	183	29	iabc	iabc	ADJ
cana-1247	183	30	,	,	PUNCT
cana-1247	183	31	and	and	CCONJ
cana-1247	183	32	0.9	0.9	NUM
cana-1247	183	33	j	j	NOUN
cana-1247	183	34	for	for	ADP
cana-1247	183	35	improved	improved	ADJ
cana-1247	183	36	leach	leach	NOUN
cana-1247	183	37	,	,	PUNCT
cana-1247	183	38	indicating	indicate	VERB
cana-1247	183	39	better	well	ADJ
cana-1247	183	40	energy	energy	NOUN
cana-1247	183	41	efficiency	efficiency	NOUN
cana-1247	183	42	.	.	PUNCT
cana-1247	184	1	•	•	NUM
cana-1247	184	2	network	network	NOUN
cana-1247	184	3	lifetime	lifetime	NOUN
cana-1247	184	4	:	:	PUNCT
cana-1247	184	5	with	with	ADP
cana-1247	184	6	a	a	DET
cana-1247	184	7	network	network	NOUN
cana-1247	184	8	lifetime	lifetime	NOUN
cana-1247	184	9	of	of	ADP
cana-1247	184	10	65	65	NUM
cana-1247	184	11	hours	hour	NOUN
cana-1247	184	12	,	,	PUNCT
cana-1247	184	13	the	the	DET
cana-1247	184	14	proposed	propose	VERB
cana-1247	184	15	method	method	NOUN
cana-1247	184	16	significantly	significantly	ADV
cana-1247	184	17	outperforms	outperform	VERB
cana-1247	184	18	existing	exist	VERB
cana-1247	184	19	methods	method	NOUN
cana-1247	184	20	(	(	PUNCT
cana-1247	184	21	50	50	NUM
cana-1247	184	22	hours	hour	NOUN
cana-1247	184	23	for	for	ADP
cana-1247	184	24	mihfo	mihfo	NOUN
cana-1247	184	25	,	,	PUNCT
cana-1247	184	26	55	55	NUM
cana-1247	184	27	hours	hour	NOUN
cana-1247	184	28	for	for	ADP
cana-1247	184	29	k	k	NOUN
cana-1247	184	30	-	-	NOUN
cana-1247	184	31	iabc	iabc	ADJ
cana-1247	184	32	,	,	PUNCT
cana-1247	184	33	and	and	CCONJ
cana-1247	184	34	48	48	NUM
cana-1247	184	35	hours	hour	NOUN
cana-1247	184	36	for	for	ADP
cana-1247	184	37	improved	improved	ADJ
cana-1247	184	38	leach	leach	NOUN
cana-1247	184	39	)	)	PUNCT
cana-1247	184	40	,	,	PUNCT
cana-1247	184	41	indicating	indicate	VERB
cana-1247	184	42	longer	long	ADJ
cana-1247	184	43	operational	operational	ADJ
cana-1247	184	44	periods	period	NOUN
cana-1247	184	45	.	.	PUNCT
cana-1247	185	1	•	•	NOUN
cana-1247	185	2	packet	packet	NOUN
cana-1247	185	3	loss	loss	NOUN
cana-1247	185	4	rate	rate	NOUN
cana-1247	185	5	:	:	PUNCT
cana-1247	185	6	the	the	DET
cana-1247	185	7	proposed	propose	VERB
cana-1247	185	8	method	method	NOUN
cana-1247	185	9	also	also	ADV
cana-1247	185	10	has	have	VERB
cana-1247	185	11	the	the	DET
cana-1247	185	12	lowest	low	ADJ
cana-1247	185	13	packet	packet	NOUN
cana-1247	185	14	loss	loss	NOUN
cana-1247	185	15	rate	rate	NOUN
cana-1247	185	16	at	at	ADP
cana-1247	185	17	5	5	NUM
cana-1247	185	18	%	%	NOUN
cana-1247	185	19	,	,	PUNCT
cana-1247	185	20	compared	compare	VERB
cana-1247	185	21	to	to	ADP
cana-1247	185	22	10	10	NUM
cana-1247	185	23	%	%	NOUN
cana-1247	185	24	for	for	ADP
cana-1247	185	25	mihfo	mihfo	NOUN
cana-1247	185	26	,	,	PUNCT
cana-1247	185	27	8	8	NUM
cana-1247	185	28	%	%	NOUN
cana-1247	185	29	for	for	ADP
cana-1247	185	30	k	k	NOUN
cana-1247	185	31	-	-	NOUN
cana-1247	185	32	iabc	iabc	ADJ
cana-1247	185	33	,	,	PUNCT
cana-1247	185	34	and	and	CCONJ
cana-1247	185	35	12	12	NUM
cana-1247	185	36	%	%	NOUN
cana-1247	185	37	for	for	ADP
cana-1247	185	38	improved	improved	ADJ
cana-1247	185	39	leach	leach	NOUN
cana-1247	185	40	,	,	PUNCT
cana-1247	185	41	highlighting	highlight	VERB
cana-1247	185	42	its	its	PRON
cana-1247	185	43	effectiveness	effectiveness	NOUN
cana-1247	185	44	in	in	ADP
cana-1247	185	45	maintaining	maintain	VERB
cana-1247	185	46	data	datum	NOUN
cana-1247	185	47	integrity	integrity	NOUN
cana-1247	185	48	.	.	PUNCT
cana-1247	186	1	communications	communication	NOUN
cana-1247	186	2	on	on	ADP
cana-1247	186	3	applied	apply	VERB
cana-1247	186	4	nonlinear	nonlinear	ADJ
cana-1247	186	5	analysis	analysis	NOUN
cana-1247	186	6	issn	issn	NOUN
cana-1247	186	7	:	:	PUNCT
cana-1247	186	8	1074	1074	NUM
cana-1247	186	9	-	-	PUNCT
cana-1247	186	10	133x	133x	NUM
cana-1247	186	11	vol	vol	NOUN
cana-1247	186	12	31	31	NUM
cana-1247	186	13	no	no	NOUN
cana-1247	186	14	.	.	PUNCT
cana-1247	187	1	6s	6s	NUM
cana-1247	187	2	(	(	PUNCT
cana-1247	187	3	2024	2024	NUM
cana-1247	187	4	)	)	PUNCT
cana-1247	187	5	614	614	NUM
cana-1247	187	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	187	7	table	table	NOUN
cana-1247	187	8	4	4	NUM
cana-1247	187	9	:	:	PUNCT
cana-1247	187	10	statistical	statistical	ADJ
cana-1247	187	11	validation	validation	NOUN
cana-1247	187	12	over	over	ADP
cana-1247	187	13	various	various	ADJ
cana-1247	187	14	routing	routing	NOUN
cana-1247	187	15	algorithms	algorithm	NOUN
cana-1247	187	16	method	method	NOUN
cana-1247	187	17	throughput	throughput	NOUN
cana-1247	187	18	(	(	PUNCT
cana-1247	187	19	pps	pps	NOUN
cana-1247	187	20	)	)	PUNCT
cana-1247	187	21	packet	packet	NOUN
cana-1247	187	22	delivery	delivery	NOUN
cana-1247	187	23	ratio	ratio	NOUN
cana-1247	187	24	(	(	PUNCT
cana-1247	187	25	pdr	pdr	PROPN
cana-1247	187	26	)	)	PUNCT
cana-1247	187	27	(	(	PUNCT
cana-1247	187	28	%	%	INTJ
cana-1247	187	29	)	)	PUNCT
cana-1247	187	30	end	end	NOUN
cana-1247	187	31	-	-	PUNCT
cana-1247	187	32	toend	toend	ADJ
cana-1247	187	33	delay	delay	NOUN
cana-1247	187	34	(	(	PUNCT
cana-1247	187	35	ms	ms	NOUN
cana-1247	187	36	)	)	PUNCT
cana-1247	187	37	energy	energy	NOUN
cana-1247	187	38	consumption	consumption	NOUN
cana-1247	187	39	(	(	PUNCT
cana-1247	187	40	j	j	NOUN
cana-1247	187	41	)	)	PUNCT
cana-1247	187	42	network	network	NOUN
cana-1247	187	43	lifetime	lifetime	NOUN
cana-1247	187	44	(	(	PUNCT
cana-1247	187	45	hrs	hrs	NOUN
cana-1247	187	46	)	)	PUNCT
cana-1247	187	47	packet	packet	NOUN
cana-1247	187	48	loss	loss	NOUN
cana-1247	187	49	rate	rate	NOUN
cana-1247	187	50	(	(	PUNCT
cana-1247	187	51	%	%	INTJ
cana-1247	187	52	)	)	PUNCT
cana-1247	187	53	hwafo	hwafo	PROPN
cana-1247	187	54	160	160	NUM
cana-1247	187	55	93	93	NUM
cana-1247	187	56	42	42	NUM
cana-1247	187	57	0.75	0.75	NUM
cana-1247	187	58	52	52	NUM
cana-1247	187	59	7	7	NUM
cana-1247	187	60	cl	cl	NOUN
cana-1247	187	61	-	-	PUNCT
cana-1247	187	62	hho	hho	NOUN
cana-1247	187	63	175	175	NUM
cana-1247	187	64	94	94	NUM
cana-1247	187	65	38	38	NUM
cana-1247	187	66	0.70	0.70	NUM
cana-1247	187	67	58	58	NUM
cana-1247	187	68	6	6	NUM
cana-1247	187	69	ffa	ffa	PROPN
cana-1247	187	70	-	-	PUNCT
cana-1247	187	71	ann	ann	PROPN
cana-1247	187	72	185	185	NUM
cana-1247	187	73	91	91	NUM
cana-1247	187	74	45	45	NUM
cana-1247	187	75	0.68	0.68	NUM
cana-1247	187	76	55	55	NUM
cana-1247	187	77	9	9	NUM
cana-1247	187	78	multipath	multipath	NOUN
cana-1247	187	79	routing	route	VERB
cana-1247	187	80	190	190	NUM
cana-1247	187	81	92	92	NUM
cana-1247	187	82	40	40	NUM
cana-1247	187	83	0.65	0.65	NUM
cana-1247	187	84	60	60	NUM
cana-1247	187	85	8	8	NUM
cana-1247	187	86	proposed	propose	VERB
cana-1247	187	87	method	method	NOUN
cana-1247	187	88	210	210	NUM
cana-1247	187	89	97	97	NUM
cana-1247	187	90	33	33	NUM
cana-1247	187	91	0.60	0.60	NUM
cana-1247	187	92	70	70	NUM
cana-1247	187	93	4	4	NUM
cana-1247	187	94	the	the	DET
cana-1247	187	95	proposed	propose	VERB
cana-1247	187	96	method	method	NOUN
cana-1247	187	97	demonstrates	demonstrate	VERB
cana-1247	187	98	superior	superior	ADJ
cana-1247	187	99	performance	performance	NOUN
cana-1247	187	100	compared	compare	VERB
cana-1247	187	101	to	to	ADP
cana-1247	187	102	existing	exist	VERB
cana-1247	187	103	routing	routing	NOUN
cana-1247	187	104	methods	method	NOUN
cana-1247	187	105	(	(	PUNCT
cana-1247	187	106	hwafo	hwafo	PROPN
cana-1247	187	107	,	,	PUNCT
cana-1247	187	108	cl	cl	NOUN
cana-1247	187	109	-	-	PUNCT
cana-1247	187	110	hho	hho	NOUN
cana-1247	187	111	,	,	PUNCT
cana-1247	187	112	ffa	ffa	PROPN
cana-1247	187	113	-	-	PUNCT
cana-1247	187	114	ann	ann	PROPN
cana-1247	187	115	,	,	PUNCT
cana-1247	187	116	and	and	CCONJ
cana-1247	187	117	multipath	multipath	NOUN
cana-1247	187	118	routing	routing	NOUN
cana-1247	187	119	)	)	PUNCT
cana-1247	187	120	in	in	ADP
cana-1247	187	121	key	key	ADJ
cana-1247	187	122	network	network	NOUN
cana-1247	187	123	metrics	metric	NOUN
cana-1247	187	124	as	as	ADP
cana-1247	187	125	in	in	ADP
cana-1247	187	126	table	table	NOUN
cana-1247	187	127	4	4	NUM
cana-1247	187	128	:	:	SYM
cana-1247	187	129	•	•	NUM
cana-1247	187	130	throughput	throughput	NOUN
cana-1247	187	131	:	:	PUNCT
cana-1247	187	132	the	the	DET
cana-1247	187	133	proposed	propose	VERB
cana-1247	187	134	method	method	NOUN
cana-1247	187	135	achieved	achieve	VERB
cana-1247	187	136	the	the	DET
cana-1247	187	137	highest	high	ADJ
cana-1247	187	138	throughput	throughput	NOUN
cana-1247	187	139	of	of	ADP
cana-1247	187	140	210	210	NUM
cana-1247	187	141	packets	packet	NOUN
cana-1247	187	142	per	per	ADP
cana-1247	187	143	second	second	ADJ
cana-1247	187	144	(	(	PUNCT
cana-1247	187	145	pps	pps	NOUN
cana-1247	187	146	)	)	PUNCT
cana-1247	187	147	,	,	PUNCT
cana-1247	187	148	outperforming	outperform	VERB
cana-1247	187	149	hwafo	hwafo	PROPN
cana-1247	187	150	(	(	PUNCT
cana-1247	187	151	160	160	NUM
cana-1247	187	152	pps	pps	NOUN
cana-1247	187	153	)	)	PUNCT
cana-1247	187	154	,	,	PUNCT
cana-1247	187	155	cl	cl	NOUN
cana-1247	187	156	-	-	PUNCT
cana-1247	187	157	hho	hho	NOUN
cana-1247	187	158	(	(	PUNCT
cana-1247	187	159	175	175	NUM
cana-1247	187	160	pps	pps	NOUN
cana-1247	187	161	)	)	PUNCT
cana-1247	187	162	,	,	PUNCT
cana-1247	187	163	ffa	ffa	PROPN
cana-1247	187	164	-	-	PUNCT
cana-1247	187	165	ann	ann	PROPN
cana-1247	187	166	(	(	PUNCT
cana-1247	187	167	185	185	NUM
cana-1247	187	168	pps	pps	NOUN
cana-1247	187	169	)	)	PUNCT
cana-1247	187	170	,	,	PUNCT
cana-1247	187	171	and	and	CCONJ
cana-1247	187	172	multipath	multipath	NOUN
cana-1247	187	173	routing	routing	NOUN
cana-1247	187	174	(	(	PUNCT
cana-1247	187	175	190	190	NUM
cana-1247	187	176	pps	pps	NOUN
cana-1247	187	177	)	)	PUNCT
cana-1247	187	178	.	.	PUNCT
cana-1247	188	1	this	this	PRON
cana-1247	188	2	reflects	reflect	VERB
cana-1247	188	3	better	well	ADJ
cana-1247	188	4	data	datum	NOUN
cana-1247	188	5	handling	handling	NOUN
cana-1247	188	6	capability	capability	NOUN
cana-1247	188	7	.	.	PUNCT
cana-1247	189	1	•	•	NOUN
cana-1247	189	2	packet	packet	NOUN
cana-1247	189	3	delivery	delivery	NOUN
cana-1247	189	4	ratio	ratio	NOUN
cana-1247	189	5	(	(	PUNCT
cana-1247	189	6	pdr	pdr	PROPN
cana-1247	189	7	):	):	PUNCT
cana-1247	189	8	with	with	ADP
cana-1247	189	9	a	a	DET
cana-1247	189	10	pdr	pdr	NOUN
cana-1247	189	11	of	of	ADP
cana-1247	189	12	97	97	NUM
cana-1247	189	13	%	%	NOUN
cana-1247	189	14	,	,	PUNCT
cana-1247	189	15	the	the	DET
cana-1247	189	16	proposed	propose	VERB
cana-1247	189	17	method	method	NOUN
cana-1247	189	18	significantly	significantly	ADV
cana-1247	189	19	surpasses	surpass	VERB
cana-1247	189	20	hwafo	hwafo	PROPN
cana-1247	189	21	(	(	PUNCT
cana-1247	189	22	93	93	NUM
cana-1247	189	23	%	%	NOUN
cana-1247	189	24	)	)	PUNCT
cana-1247	189	25	,	,	PUNCT
cana-1247	189	26	cl	cl	NOUN
cana-1247	189	27	-	-	PUNCT
cana-1247	189	28	hho	hho	NOUN
cana-1247	189	29	(	(	PUNCT
cana-1247	189	30	94	94	NUM
cana-1247	189	31	%	%	NOUN
cana-1247	189	32	)	)	PUNCT
cana-1247	189	33	,	,	PUNCT
cana-1247	189	34	ffa	ffa	PROPN
cana-1247	189	35	-	-	PUNCT
cana-1247	189	36	ann	ann	PROPN
cana-1247	189	37	(	(	PUNCT
cana-1247	189	38	91	91	NUM
cana-1247	189	39	%	%	NOUN
cana-1247	189	40	)	)	PUNCT
cana-1247	189	41	,	,	PUNCT
cana-1247	189	42	and	and	CCONJ
cana-1247	189	43	multipath	multipath	NOUN
cana-1247	189	44	routing	routing	NOUN
cana-1247	189	45	(	(	PUNCT
cana-1247	189	46	92	92	NUM
cana-1247	189	47	%	%	NOUN
cana-1247	189	48	)	)	PUNCT
cana-1247	189	49	,	,	PUNCT
cana-1247	189	50	indicating	indicate	VERB
cana-1247	189	51	higher	high	ADJ
cana-1247	189	52	reliability	reliability	NOUN
cana-1247	189	53	in	in	ADP
cana-1247	189	54	packet	packet	NOUN
cana-1247	189	55	delivery	delivery	NOUN
cana-1247	189	56	.	.	PUNCT
cana-1247	190	1	•	•	NUM
cana-1247	190	2	end	end	NOUN
cana-1247	190	3	-	-	PUNCT
cana-1247	190	4	to	to	ADP
cana-1247	190	5	-	-	PUNCT
cana-1247	190	6	end	end	NOUN
cana-1247	190	7	delay	delay	NOUN
cana-1247	190	8	:	:	PUNCT
cana-1247	190	9	the	the	DET
cana-1247	190	10	proposed	propose	VERB
cana-1247	190	11	method	method	NOUN
cana-1247	190	12	has	have	VERB
cana-1247	190	13	the	the	DET
cana-1247	190	14	lowest	low	ADJ
cana-1247	190	15	end	end	NOUN
cana-1247	190	16	-	-	PUNCT
cana-1247	190	17	to	to	ADP
cana-1247	190	18	-	-	PUNCT
cana-1247	190	19	end	end	NOUN
cana-1247	190	20	delay	delay	NOUN
cana-1247	190	21	at	at	ADP
cana-1247	190	22	33	33	NUM
cana-1247	190	23	milliseconds	millisecond	NOUN
cana-1247	190	24	,	,	PUNCT
cana-1247	190	25	compared	compare	VERB
cana-1247	190	26	to	to	ADP
cana-1247	190	27	42	42	NUM
cana-1247	190	28	ms	ms	NOUN
cana-1247	190	29	for	for	ADP
cana-1247	190	30	hwafo	hwafo	PROPN
cana-1247	190	31	,	,	PUNCT
cana-1247	190	32	38	38	NUM
cana-1247	190	33	ms	ms	NOUN
cana-1247	190	34	for	for	ADP
cana-1247	190	35	cl	cl	NOUN
cana-1247	190	36	-	-	PUNCT
cana-1247	190	37	hho	hho	NOUN
cana-1247	190	38	,	,	PUNCT
cana-1247	190	39	45	45	NUM
cana-1247	190	40	ms	ms	NOUN
cana-1247	190	41	for	for	ADP
cana-1247	190	42	ffa	ffa	PROPN
cana-1247	190	43	-	-	PUNCT
cana-1247	190	44	ann	ann	PROPN
cana-1247	190	45	,	,	PUNCT
cana-1247	190	46	and	and	CCONJ
cana-1247	190	47	40	40	NUM
cana-1247	190	48	ms	ms	NOUN
cana-1247	190	49	for	for	ADP
cana-1247	190	50	multipath	multipath	NOUN
cana-1247	190	51	routing	routing	NOUN
cana-1247	190	52	,	,	PUNCT
cana-1247	190	53	showing	show	VERB
cana-1247	190	54	faster	fast	ADJ
cana-1247	190	55	data	datum	NOUN
cana-1247	190	56	transmission	transmission	NOUN
cana-1247	190	57	.	.	PUNCT
cana-1247	191	1	•	•	NUM
cana-1247	191	2	energy	energy	NOUN
cana-1247	191	3	consumption	consumption	NOUN
cana-1247	191	4	:	:	PUNCT
cana-1247	191	5	the	the	DET
cana-1247	191	6	proposed	propose	VERB
cana-1247	191	7	method	method	NOUN
cana-1247	191	8	exhibits	exhibit	VERB
cana-1247	191	9	the	the	DET
cana-1247	191	10	lowest	low	ADJ
cana-1247	191	11	energy	energy	NOUN
cana-1247	191	12	consumption	consumption	NOUN
cana-1247	191	13	(	(	PUNCT
cana-1247	191	14	0.60	0.60	NUM
cana-1247	191	15	joules	joule	NOUN
cana-1247	191	16	)	)	PUNCT
cana-1247	191	17	,	,	PUNCT
cana-1247	191	18	compared	compare	VERB
cana-1247	191	19	to	to	ADP
cana-1247	191	20	0.75	0.75	NUM
cana-1247	191	21	j	j	PROPN
cana-1247	191	22	for	for	ADP
cana-1247	191	23	hwafo	hwafo	PROPN
cana-1247	191	24	,	,	PUNCT
cana-1247	191	25	0.70	0.70	NUM
cana-1247	191	26	j	j	NOUN
cana-1247	191	27	for	for	ADP
cana-1247	191	28	cl	cl	NOUN
cana-1247	191	29	-	-	PUNCT
cana-1247	191	30	hho	hho	NOUN
cana-1247	191	31	,	,	PUNCT
cana-1247	191	32	0.68	0.68	NUM
cana-1247	191	33	j	j	PROPN
cana-1247	191	34	for	for	ADP
cana-1247	191	35	ffa	ffa	PROPN
cana-1247	191	36	-	-	PUNCT
cana-1247	191	37	ann	ann	PROPN
cana-1247	191	38	,	,	PUNCT
cana-1247	191	39	and	and	CCONJ
cana-1247	191	40	0.65	0.65	NUM
cana-1247	191	41	j	j	NOUN
cana-1247	191	42	for	for	ADP
cana-1247	191	43	multipath	multipath	NOUN
cana-1247	191	44	routing	routing	NOUN
cana-1247	191	45	,	,	PUNCT
cana-1247	191	46	highlighting	highlight	VERB
cana-1247	191	47	better	well	ADJ
cana-1247	191	48	energy	energy	NOUN
cana-1247	191	49	efficiency	efficiency	NOUN
cana-1247	191	50	.	.	PUNCT
cana-1247	192	1	•	•	NUM
cana-1247	192	2	network	network	NOUN
cana-1247	192	3	lifetime	lifetime	NOUN
cana-1247	192	4	:	:	PUNCT
cana-1247	192	5	with	with	ADP
cana-1247	192	6	a	a	DET
cana-1247	192	7	network	network	NOUN
cana-1247	192	8	lifetime	lifetime	NOUN
cana-1247	192	9	of	of	ADP
cana-1247	192	10	70	70	NUM
cana-1247	192	11	hours	hour	NOUN
cana-1247	192	12	,	,	PUNCT
cana-1247	192	13	the	the	DET
cana-1247	192	14	proposed	propose	VERB
cana-1247	192	15	method	method	NOUN
cana-1247	192	16	outperforms	outperform	VERB
cana-1247	192	17	all	all	DET
cana-1247	192	18	existing	exist	VERB
cana-1247	192	19	methods	method	NOUN
cana-1247	192	20	(	(	PUNCT
cana-1247	192	21	52	52	NUM
cana-1247	192	22	hours	hour	NOUN
cana-1247	192	23	for	for	ADP
cana-1247	192	24	hwafo	hwafo	PROPN
cana-1247	192	25	,	,	PUNCT
cana-1247	192	26	58	58	NUM
cana-1247	192	27	hours	hour	NOUN
cana-1247	192	28	for	for	ADP
cana-1247	192	29	cl	cl	NOUN
cana-1247	192	30	-	-	PUNCT
cana-1247	192	31	hho	hho	NOUN
cana-1247	192	32	,	,	PUNCT
cana-1247	192	33	55	55	NUM
cana-1247	192	34	hours	hour	NOUN
cana-1247	192	35	for	for	ADP
cana-1247	192	36	ffa	ffa	PROPN
cana-1247	192	37	-	-	PUNCT
cana-1247	192	38	ann	ann	PROPN
cana-1247	192	39	,	,	PUNCT
cana-1247	192	40	and	and	CCONJ
cana-1247	192	41	60	60	NUM
cana-1247	192	42	hours	hour	NOUN
cana-1247	192	43	for	for	ADP
cana-1247	192	44	multipath	multipath	NOUN
cana-1247	192	45	routing	routing	NOUN
cana-1247	192	46	)	)	PUNCT
cana-1247	192	47	,	,	PUNCT
cana-1247	192	48	indicating	indicate	VERB
cana-1247	192	49	extended	extended	ADJ
cana-1247	192	50	operational	operational	ADJ
cana-1247	192	51	duration	duration	NOUN
cana-1247	192	52	.	.	PUNCT
cana-1247	193	1	•	•	NOUN
cana-1247	193	2	packet	packet	NOUN
cana-1247	193	3	loss	loss	NOUN
cana-1247	193	4	rate	rate	NOUN
cana-1247	193	5	:	:	PUNCT
cana-1247	193	6	the	the	DET
cana-1247	193	7	proposed	propose	VERB
cana-1247	193	8	method	method	NOUN
cana-1247	193	9	achieves	achieve	VERB
cana-1247	193	10	the	the	DET
cana-1247	193	11	lowest	low	ADJ
cana-1247	193	12	packet	packet	NOUN
cana-1247	193	13	loss	loss	NOUN
cana-1247	193	14	rate	rate	NOUN
cana-1247	193	15	of	of	ADP
cana-1247	193	16	4	4	NUM
cana-1247	193	17	%	%	NOUN
cana-1247	193	18	,	,	PUNCT
cana-1247	193	19	compared	compare	VERB
cana-1247	193	20	to	to	ADP
cana-1247	193	21	7	7	NUM
cana-1247	193	22	%	%	NOUN
cana-1247	193	23	for	for	ADP
cana-1247	193	24	hwafo	hwafo	PROPN
cana-1247	193	25	,	,	PUNCT
cana-1247	193	26	6	6	NUM
cana-1247	193	27	%	%	NOUN
cana-1247	193	28	for	for	ADP
cana-1247	193	29	cl	cl	NOUN
cana-1247	193	30	-	-	PUNCT
cana-1247	193	31	hho	hho	VERB
cana-1247	193	32	,	,	PUNCT
cana-1247	193	33	9	9	NUM
cana-1247	193	34	%	%	NOUN
cana-1247	193	35	for	for	ADP
cana-1247	193	36	ffa	ffa	PROPN
cana-1247	193	37	-	-	PUNCT
cana-1247	193	38	ann	ann	PROPN
cana-1247	193	39	,	,	PUNCT
cana-1247	193	40	and	and	CCONJ
cana-1247	193	41	8	8	NUM
cana-1247	193	42	%	%	NOUN
cana-1247	193	43	for	for	ADP
cana-1247	193	44	multipath	multipath	NOUN
cana-1247	193	45	routing	routing	NOUN
cana-1247	193	46	,	,	PUNCT
cana-1247	193	47	reflecting	reflect	VERB
cana-1247	193	48	improved	improved	ADJ
cana-1247	193	49	data	datum	NOUN
cana-1247	193	50	integrity	integrity	NOUN
cana-1247	193	51	.	.	PUNCT
cana-1247	194	1	communications	communication	NOUN
cana-1247	194	2	on	on	ADP
cana-1247	194	3	applied	apply	VERB
cana-1247	194	4	nonlinear	nonlinear	ADJ
cana-1247	194	5	analysis	analysis	NOUN
cana-1247	194	6	issn	issn	NOUN
cana-1247	194	7	:	:	PUNCT
cana-1247	194	8	1074	1074	NUM
cana-1247	194	9	-	-	PUNCT
cana-1247	194	10	133x	133x	NUM
cana-1247	194	11	vol	vol	NOUN
cana-1247	194	12	31	31	NUM
cana-1247	194	13	no	no	NOUN
cana-1247	194	14	.	.	PUNCT
cana-1247	195	1	6s	6s	NUM
cana-1247	195	2	(	(	PUNCT
cana-1247	195	3	2024	2024	NUM
cana-1247	195	4	)	)	PUNCT
cana-1247	196	1	615	615	NUM
cana-1247	196	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	196	3	figure	figure	NOUN
cana-1247	196	4	2	2	NUM
cana-1247	196	5	:	:	PUNCT
cana-1247	196	6	energy	energy	NOUN
cana-1247	196	7	efficiency	efficiency	NOUN
cana-1247	196	8	(	(	PUNCT
cana-1247	196	9	joules	joules	NOUN
cana-1247	196	10	/	/	SYM
cana-1247	196	11	packet	packet	NOUN
cana-1247	196	12	)	)	PUNCT
cana-1247	196	13	in	in	ADP
cana-1247	196	14	terms	term	NOUN
cana-1247	196	15	of	of	ADP
cana-1247	196	16	energy	energy	NOUN
cana-1247	196	17	efficiency	efficiency	NOUN
cana-1247	196	18	,	,	PUNCT
cana-1247	196	19	the	the	DET
cana-1247	196	20	proposed	propose	VERB
cana-1247	196	21	method	method	NOUN
cana-1247	196	22	shows	show	VERB
cana-1247	196	23	substantial	substantial	ADJ
cana-1247	196	24	improvements	improvement	NOUN
cana-1247	196	25	over	over	ADP
cana-1247	196	26	existing	exist	VERB
cana-1247	196	27	methods	method	NOUN
cana-1247	196	28	as	as	ADP
cana-1247	196	29	in	in	ADP
cana-1247	196	30	figure	figure	NOUN
cana-1247	196	31	2	2	NUM
cana-1247	196	32	.	.	PUNCT
cana-1247	197	1	the	the	DET
cana-1247	197	2	proposed	propose	VERB
cana-1247	197	3	method	method	NOUN
cana-1247	197	4	achieves	achieve	VERB
cana-1247	197	5	an	an	DET
cana-1247	197	6	energy	energy	NOUN
cana-1247	197	7	efficiency	efficiency	NOUN
cana-1247	197	8	of	of	ADP
cana-1247	197	9	0.65	0.65	NUM
cana-1247	197	10	joules	joule	NOUN
cana-1247	197	11	per	per	ADP
cana-1247	197	12	packet	packet	NOUN
cana-1247	197	13	,	,	PUNCT
cana-1247	197	14	which	which	PRON
cana-1247	197	15	is	be	AUX
cana-1247	197	16	significantly	significantly	ADV
cana-1247	197	17	better	well	ADJ
cana-1247	197	18	than	than	ADP
cana-1247	197	19	mihfo	mihfo	NOUN
cana-1247	197	20	-	-	PUNCT
cana-1247	197	21	hwafo	hwafo	PROPN
cana-1247	197	22	(	(	PUNCT
cana-1247	197	23	0.85	0.85	NUM
cana-1247	197	24	j	j	NOUN
cana-1247	197	25	/	/	SYM
cana-1247	197	26	packet	packet	NOUN
cana-1247	197	27	)	)	PUNCT
cana-1247	197	28	,	,	PUNCT
cana-1247	197	29	k	k	X
cana-1247	197	30	-	-	PUNCT
cana-1247	197	31	iabc	iabc	ADJ
cana-1247	197	32	-	-	PUNCT
cana-1247	197	33	cl	cl	NOUN
cana-1247	197	34	-	-	PUNCT
cana-1247	197	35	hho	hho	NOUN
cana-1247	197	36	(	(	PUNCT
cana-1247	197	37	0.78	0.78	NUM
cana-1247	197	38	j	j	NOUN
cana-1247	197	39	/	/	SYM
cana-1247	197	40	packet	packet	NOUN
cana-1247	197	41	)	)	PUNCT
cana-1247	197	42	,	,	PUNCT
cana-1247	197	43	improved	improve	VERB
cana-1247	197	44	leach	leach	NOUN
cana-1247	197	45	-	-	PUNCT
cana-1247	197	46	ffa	ffa	NOUN
cana-1247	197	47	-	-	NOUN
cana-1247	197	48	ann	ann	PROPN
cana-1247	197	49	(	(	PUNCT
cana-1247	197	50	0.80	0.80	NUM
cana-1247	197	51	j	j	NOUN
cana-1247	197	52	/	/	SYM
cana-1247	197	53	packet	packet	NOUN
cana-1247	197	54	)	)	PUNCT
cana-1247	197	55	,	,	PUNCT
cana-1247	197	56	and	and	CCONJ
cana-1247	197	57	multipath	multipath	NOUN
cana-1247	197	58	routing	routing	NOUN
cana-1247	197	59	(	(	PUNCT
cana-1247	197	60	0.72	0.72	NUM
cana-1247	197	61	j	j	NOUN
cana-1247	197	62	/	/	SYM
cana-1247	197	63	packet	packet	NOUN
cana-1247	197	64	)	)	PUNCT
cana-1247	197	65	.	.	PUNCT
cana-1247	198	1	this	this	PRON
cana-1247	198	2	indicates	indicate	VERB
cana-1247	198	3	that	that	SCONJ
cana-1247	198	4	the	the	DET
cana-1247	198	5	proposed	propose	VERB
cana-1247	198	6	method	method	NOUN
cana-1247	198	7	consumes	consume	VERB
cana-1247	198	8	less	less	ADJ
cana-1247	198	9	energy	energy	NOUN
cana-1247	198	10	for	for	ADP
cana-1247	198	11	each	each	DET
cana-1247	198	12	packet	packet	NOUN
cana-1247	198	13	transmitted	transmit	VERB
cana-1247	198	14	,	,	PUNCT
cana-1247	198	15	reflecting	reflect	VERB
cana-1247	198	16	more	more	ADV
cana-1247	198	17	efficient	efficient	ADJ
cana-1247	198	18	use	use	NOUN
cana-1247	198	19	of	of	ADP
cana-1247	198	20	energy	energy	NOUN
cana-1247	198	21	resources	resource	NOUN
cana-1247	198	22	.	.	PUNCT
cana-1247	199	1	the	the	DET
cana-1247	199	2	energy	energy	NOUN
cana-1247	199	3	efficiency	efficiency	NOUN
cana-1247	199	4	improvement	improvement	NOUN
cana-1247	199	5	of	of	ADP
cana-1247	199	6	the	the	DET
cana-1247	199	7	proposed	propose	VERB
cana-1247	199	8	method	method	NOUN
cana-1247	199	9	is	be	AUX
cana-1247	199	10	particularly	particularly	ADV
cana-1247	199	11	noteworthy	noteworthy	ADJ
cana-1247	199	12	given	give	VERB
cana-1247	199	13	the	the	DET
cana-1247	199	14	scale	scale	NOUN
cana-1247	199	15	of	of	ADP
cana-1247	199	16	1000	1000	NUM
cana-1247	199	17	sensor	sensor	NOUN
cana-1247	199	18	nodes	node	NOUN
cana-1247	199	19	,	,	PUNCT
cana-1247	199	20	demonstrating	demonstrate	VERB
cana-1247	199	21	its	its	PRON
cana-1247	199	22	effectiveness	effectiveness	NOUN
cana-1247	199	23	in	in	ADP
cana-1247	199	24	optimizing	optimize	VERB
cana-1247	199	25	energy	energy	NOUN
cana-1247	199	26	consumption	consumption	NOUN
cana-1247	199	27	across	across	ADP
cana-1247	199	28	a	a	DET
cana-1247	199	29	large	large	ADJ
cana-1247	199	30	network	network	NOUN
cana-1247	199	31	.	.	PUNCT
cana-1247	200	1	this	this	DET
cana-1247	200	2	enhanced	enhance	VERB
cana-1247	200	3	efficiency	efficiency	NOUN
cana-1247	200	4	can	can	AUX
cana-1247	200	5	lead	lead	VERB
cana-1247	200	6	to	to	ADP
cana-1247	200	7	longer	long	ADJ
cana-1247	200	8	network	network	NOUN
cana-1247	200	9	lifetime	lifetime	NOUN
cana-1247	200	10	and	and	CCONJ
cana-1247	200	11	reduced	reduce	VERB
cana-1247	200	12	operational	operational	ADJ
cana-1247	200	13	costs	cost	NOUN
cana-1247	200	14	,	,	PUNCT
cana-1247	200	15	making	make	VERB
cana-1247	200	16	the	the	DET
cana-1247	200	17	proposed	propose	VERB
cana-1247	200	18	method	method	NOUN
cana-1247	200	19	a	a	DET
cana-1247	200	20	more	more	ADV
cana-1247	200	21	sustainable	sustainable	ADJ
cana-1247	200	22	and	and	CCONJ
cana-1247	200	23	effective	effective	ADJ
cana-1247	200	24	solution	solution	NOUN
cana-1247	200	25	for	for	ADP
cana-1247	200	26	large	large	ADJ
cana-1247	200	27	-	-	PUNCT
cana-1247	200	28	scale	scale	NOUN
cana-1247	200	29	wsn	wsn	NOUN
cana-1247	200	30	deployments	deployment	NOUN
cana-1247	200	31	.	.	PUNCT
cana-1247	201	1	figure	figure	VERB
cana-1247	201	2	3	3	NUM
cana-1247	201	3	:	:	PUNCT
cana-1247	201	4	throughput	throughput	NOUN
cana-1247	201	5	(	(	PUNCT
cana-1247	201	6	packets	packet	NOUN
cana-1247	201	7	per	per	ADP
cana-1247	201	8	second	second	NOUN
cana-1247	201	9	)	)	PUNCT
cana-1247	201	10	in	in	ADP
cana-1247	201	11	evaluating	evaluate	VERB
cana-1247	201	12	throughput	throughput	NOUN
cana-1247	201	13	,	,	PUNCT
cana-1247	201	14	the	the	DET
cana-1247	201	15	proposed	propose	VERB
cana-1247	201	16	method	method	NOUN
cana-1247	201	17	demonstrates	demonstrate	VERB
cana-1247	201	18	superior	superior	ADJ
cana-1247	201	19	performance	performance	NOUN
cana-1247	201	20	compared	compare	VERB
cana-1247	201	21	to	to	ADP
cana-1247	201	22	existing	exist	VERB
cana-1247	201	23	methods	method	NOUN
cana-1247	201	24	as	as	ADP
cana-1247	201	25	in	in	ADP
cana-1247	201	26	figure	figure	NOUN
cana-1247	201	27	3	3	NUM
cana-1247	201	28	.	.	PUNCT
cana-1247	202	1	the	the	DET
cana-1247	202	2	proposed	propose	VERB
cana-1247	202	3	method	method	NOUN
cana-1247	202	4	achieves	achieve	VERB
cana-1247	202	5	a	a	DET
cana-1247	202	6	throughput	throughput	NOUN
cana-1247	202	7	of	of	ADP
cana-1247	202	8	175	175	NUM
cana-1247	202	9	packets	packet	NOUN
cana-1247	202	10	per	per	ADP
cana-1247	202	11	second	second	ADJ
cana-1247	202	12	(	(	PUNCT
cana-1247	202	13	pps	pps	NOUN
cana-1247	202	14	)	)	PUNCT
cana-1247	202	15	,	,	PUNCT
cana-1247	202	16	which	which	PRON
cana-1247	202	17	is	be	AUX
cana-1247	202	18	higher	high	ADJ
cana-1247	202	19	than	than	ADP
cana-1247	202	20	mihfo	mihfo	NOUN
cana-1247	202	21	-	-	PUNCT
cana-1247	202	22	hwafo	hwafo	PROPN
cana-1247	202	23	(	(	PUNCT
cana-1247	202	24	120	120	NUM
cana-1247	202	25	pps	pps	NOUN
cana-1247	202	26	)	)	PUNCT
cana-1247	202	27	,	,	PUNCT
cana-1247	202	28	k	k	X
cana-1247	202	29	-	-	PUNCT
cana-1247	202	30	iabc	iabc	ADJ
cana-1247	202	31	-	-	PUNCT
cana-1247	202	32	cl	cl	NOUN
cana-1247	202	33	-	-	PUNCT
cana-1247	202	34	hho	hho	NOUN
cana-1247	202	35	(	(	PUNCT
cana-1247	202	36	135	135	NUM
cana-1247	202	37	pps	pps	NOUN
cana-1247	202	38	)	)	PUNCT
cana-1247	202	39	,	,	PUNCT
cana-1247	202	40	improved	improve	VERB
cana-1247	202	41	leach	leach	NOUN
cana-1247	202	42	-	-	PUNCT
cana-1247	202	43	ffa	ffa	NOUN
cana-1247	202	44	-	-	PUNCT
cana-1247	202	45	ann	ann	PROPN
cana-1247	202	46	(	(	PUNCT
cana-1247	202	47	140	140	NUM
cana-1247	202	48	pps	pps	NOUN
cana-1247	202	49	)	)	PUNCT
cana-1247	202	50	,	,	PUNCT
cana-1247	202	51	and	and	CCONJ
cana-1247	202	52	multipath	multipath	NOUN
cana-1247	202	53	routing	routing	NOUN
cana-1247	202	54	(	(	PUNCT
cana-1247	202	55	155	155	NUM
cana-1247	202	56	pps	pps	NOUN
cana-1247	202	57	)	)	PUNCT
cana-1247	202	58	.	.	PUNCT
cana-1247	203	1	this	this	PRON
cana-1247	203	2	indicates	indicate	VERB
cana-1247	203	3	that	that	SCONJ
cana-1247	203	4	the	the	DET
cana-1247	203	5	proposed	propose	VERB
cana-1247	203	6	method	method	NOUN
cana-1247	203	7	can	can	AUX
cana-1247	203	8	handle	handle	VERB
cana-1247	203	9	a	a	DET
cana-1247	203	10	higher	high	ADJ
cana-1247	203	11	volume	volume	NOUN
cana-1247	203	12	of	of	ADP
cana-1247	203	13	data	datum	NOUN
cana-1247	203	14	transmission	transmission	NOUN
cana-1247	203	15	efficiently	efficiently	ADV
cana-1247	203	16	.	.	PUNCT
cana-1247	204	1	the	the	DET
cana-1247	204	2	increase	increase	NOUN
cana-1247	204	3	in	in	ADP
cana-1247	204	4	throughput	throughput	NOUN
cana-1247	204	5	observed	observe	VERB
cana-1247	204	6	with	with	ADP
cana-1247	204	7	the	the	DET
cana-1247	204	8	proposed	propose	VERB
cana-1247	204	9	method	method	NOUN
cana-1247	204	10	suggests	suggest	VERB
cana-1247	204	11	that	that	SCONJ
cana-1247	204	12	it	it	PRON
cana-1247	204	13	is	be	AUX
cana-1247	204	14	more	more	ADV
cana-1247	204	15	effective	effective	ADJ
cana-1247	204	16	at	at	ADP
cana-1247	204	17	managing	manage	VERB
cana-1247	204	18	data	datum	NOUN
cana-1247	204	19	traffic	traffic	NOUN
cana-1247	204	20	,	,	PUNCT
cana-1247	204	21	which	which	PRON
cana-1247	204	22	is	be	AUX
cana-1247	204	23	crucial	crucial	ADJ
cana-1247	204	24	for	for	ADP
cana-1247	204	25	maintaining	maintain	VERB
cana-1247	204	26	high	high	ADJ
cana-1247	204	27	performance	performance	NOUN
cana-1247	204	28	in	in	ADP
cana-1247	204	29	large	large	ADJ
cana-1247	204	30	-	-	PUNCT
cana-1247	204	31	scale	scale	NOUN
cana-1247	204	32	networks	network	NOUN
cana-1247	204	33	with	with	ADP
cana-1247	204	34	1000	1000	NUM
cana-1247	204	35	sensor	sensor	NOUN
cana-1247	204	36	nodes	node	NOUN
cana-1247	204	37	.	.	PUNCT
cana-1247	205	1	higher	high	ADJ
cana-1247	205	2	throughput	throughput	NOUN
cana-1247	205	3	can	can	AUX
cana-1247	205	4	lead	lead	VERB
cana-1247	205	5	to	to	ADP
cana-1247	205	6	better	well	ADJ
cana-1247	205	7	network	network	NOUN
cana-1247	205	8	utilization	utilization	NOUN
cana-1247	205	9	and	and	CCONJ
cana-1247	205	10	faster	fast	ADJ
cana-1247	205	11	data	datum	NOUN
cana-1247	205	12	delivery	delivery	NOUN
cana-1247	205	13	,	,	PUNCT
cana-1247	205	14	which	which	PRON
cana-1247	205	15	is	be	AUX
cana-1247	205	16	essential	essential	ADJ
cana-1247	205	17	for	for	ADP
cana-1247	205	18	applications	application	NOUN
cana-1247	205	19	requiring	require	VERB
cana-1247	205	20	high	high	ADJ
cana-1247	205	21	data	datum	NOUN
cana-1247	205	22	rates	rate	NOUN
cana-1247	205	23	and	and	CCONJ
cana-1247	205	24	real	real	ADJ
cana-1247	205	25	-	-	PUNCT
cana-1247	205	26	time	time	NOUN
cana-1247	205	27	communication	communication	NOUN
cana-1247	205	28	.	.	PUNCT
cana-1247	206	1	this	this	DET
cana-1247	206	2	improved	improve	VERB
cana-1247	206	3	performance	performance	NOUN
cana-1247	206	4	highlights	highlight	VERB
cana-1247	206	5	the	the	DET
cana-1247	206	6	efficacy	efficacy	NOUN
cana-1247	206	7	of	of	ADP
cana-1247	206	8	the	the	DET
cana-1247	206	9	proposed	propose	VERB
cana-1247	206	10	method	method	NOUN
cana-1247	206	11	in	in	ADP
cana-1247	206	12	optimizing	optimize	VERB
cana-1247	206	13	network	network	NOUN
cana-1247	206	14	operations	operation	NOUN
cana-1247	206	15	and	and	CCONJ
cana-1247	206	16	enhancing	enhance	VERB
cana-1247	206	17	overall	overall	ADJ
cana-1247	206	18	data	datum	NOUN
cana-1247	206	19	handling	handle	VERB
cana-1247	206	20	capacity	capacity	NOUN
cana-1247	206	21	.	.	PUNCT
cana-1247	207	1	communications	communication	NOUN
cana-1247	207	2	on	on	ADP
cana-1247	207	3	applied	apply	VERB
cana-1247	207	4	nonlinear	nonlinear	ADJ
cana-1247	207	5	analysis	analysis	NOUN
cana-1247	207	6	issn	issn	NOUN
cana-1247	207	7	:	:	PUNCT
cana-1247	207	8	1074	1074	NUM
cana-1247	207	9	-	-	PUNCT
cana-1247	207	10	133x	133x	NUM
cana-1247	207	11	vol	vol	NOUN
cana-1247	207	12	31	31	NUM
cana-1247	207	13	no	no	NOUN
cana-1247	207	14	.	.	PUNCT
cana-1247	208	1	6s	6s	NUM
cana-1247	208	2	(	(	PUNCT
cana-1247	208	3	2024	2024	NUM
cana-1247	208	4	)	)	PUNCT
cana-1247	208	5	616	616	NUM
cana-1247	208	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	208	7	figure	figure	VERB
cana-1247	208	8	4	4	NUM
cana-1247	208	9	:	:	PUNCT
cana-1247	208	10	number	number	NOUN
cana-1247	208	11	of	of	ADP
cana-1247	208	12	nodes	node	NOUN
cana-1247	208	13	alive	alive	ADJ
cana-1247	208	14	(	(	PUNCT
cana-1247	208	15	at	at	ADP
cana-1247	208	16	1000	1000	NUM
cana-1247	208	17	s	s	NOUN
cana-1247	208	18	)	)	PUNCT
cana-1247	208	19	4	4	NUM
cana-1247	208	20	.	.	X
cana-1247	209	1	conclusion	conclusion	NOUN
cana-1247	209	2	the	the	DET
cana-1247	209	3	proposed	propose	VERB
cana-1247	209	4	method	method	NOUN
cana-1247	209	5	significantly	significantly	ADV
cana-1247	209	6	outperforms	outperform	VERB
cana-1247	209	7	existing	exist	VERB
cana-1247	209	8	clustering	clustering	NOUN
cana-1247	209	9	and	and	CCONJ
cana-1247	209	10	routing	routing	NOUN
cana-1247	209	11	approaches	approach	NOUN
cana-1247	209	12	in	in	ADP
cana-1247	209	13	key	key	ADJ
cana-1247	209	14	performance	performance	NOUN
cana-1247	209	15	metrics	metric	NOUN
cana-1247	209	16	within	within	ADP
cana-1247	209	17	large	large	ADJ
cana-1247	209	18	-	-	PUNCT
cana-1247	209	19	scale	scale	NOUN
cana-1247	209	20	wsns	wsns	NOUN
cana-1247	209	21	.	.	PUNCT
cana-1247	210	1	throughput	throughput	NOUN
cana-1247	210	2	,	,	PUNCT
cana-1247	210	3	energy	energy	NOUN
cana-1247	210	4	efficiency	efficiency	NOUN
cana-1247	210	5	,	,	PUNCT
cana-1247	210	6	and	and	CCONJ
cana-1247	210	7	network	network	NOUN
cana-1247	210	8	longevity	longevity	NOUN
cana-1247	210	9	are	be	AUX
cana-1247	210	10	notably	notably	ADV
cana-1247	210	11	improved	improve	VERB
cana-1247	210	12	with	with	ADP
cana-1247	210	13	the	the	DET
cana-1247	210	14	proposed	propose	VERB
cana-1247	210	15	approach	approach	NOUN
cana-1247	210	16	,	,	PUNCT
cana-1247	210	17	demonstrating	demonstrate	VERB
cana-1247	210	18	its	its	PRON
cana-1247	210	19	superior	superior	ADJ
cana-1247	210	20	capability	capability	NOUN
cana-1247	210	21	to	to	PART
cana-1247	210	22	handle	handle	VERB
cana-1247	210	23	high	high	ADJ
cana-1247	210	24	data	datum	NOUN
cana-1247	210	25	volumes	volume	NOUN
cana-1247	210	26	,	,	PUNCT
cana-1247	210	27	optimize	optimize	VERB
cana-1247	210	28	energy	energy	NOUN
cana-1247	210	29	usage	usage	NOUN
cana-1247	210	30	,	,	PUNCT
cana-1247	210	31	and	and	CCONJ
cana-1247	210	32	extend	extend	VERB
cana-1247	210	33	network	network	NOUN
cana-1247	210	34	lifespan	lifespan	NOUN
cana-1247	210	35	.	.	PUNCT
cana-1247	211	1	specifically	specifically	ADV
cana-1247	211	2	,	,	PUNCT
cana-1247	211	3	the	the	DET
cana-1247	211	4	proposed	propose	VERB
cana-1247	211	5	method	method	NOUN
cana-1247	211	6	achieves	achieve	VERB
cana-1247	211	7	the	the	DET
cana-1247	211	8	highest	high	ADJ
cana-1247	211	9	throughput	throughput	NOUN
cana-1247	211	10	(	(	PUNCT
cana-1247	211	11	175	175	NUM
cana-1247	211	12	packets	packet	NOUN
cana-1247	211	13	per	per	ADP
cana-1247	211	14	second	second	NOUN
cana-1247	211	15	)	)	PUNCT
cana-1247	211	16	,	,	PUNCT
cana-1247	211	17	the	the	DET
cana-1247	211	18	best	good	ADJ
cana-1247	211	19	energy	energy	NOUN
cana-1247	211	20	efficiency	efficiency	NOUN
cana-1247	211	21	(	(	PUNCT
cana-1247	211	22	0.65	0.65	NUM
cana-1247	211	23	joules	joule	NOUN
cana-1247	211	24	per	per	ADP
cana-1247	211	25	packet	packet	NOUN
cana-1247	211	26	)	)	PUNCT
cana-1247	211	27	,	,	PUNCT
cana-1247	211	28	and	and	CCONJ
cana-1247	211	29	maintains	maintain	VERB
cana-1247	211	30	the	the	DET
cana-1247	211	31	most	most	ADJ
cana-1247	211	32	nodes	node	NOUN
cana-1247	211	33	alive	alive	ADJ
cana-1247	211	34	(	(	PUNCT
cana-1247	211	35	450	450	NUM
cana-1247	211	36	)	)	PUNCT
cana-1247	211	37	at	at	ADP
cana-1247	211	38	1000	1000	NUM
cana-1247	211	39	seconds	second	NOUN
cana-1247	211	40	this	this	DET
cana-1247	211	41	article	article	NOUN
cana-1247	211	42	provides	provide	VERB
cana-1247	211	43	a	a	DET
cana-1247	211	44	new	new	ADJ
cana-1247	211	45	way	way	NOUN
cana-1247	211	46	integrating	integrate	VERB
cana-1247	211	47	mathematical	mathematical	ADJ
cana-1247	211	48	modeling	modeling	NOUN
cana-1247	211	49	and	and	CCONJ
cana-1247	211	50	statistical	statistical	ADJ
cana-1247	211	51	analysis	analysis	NOUN
cana-1247	211	52	with	with	ADP
cana-1247	211	53	a	a	DET
cana-1247	211	54	non	non	ADJ
cana-1247	211	55	-	-	ADJ
cana-1247	211	56	uniform	uniform	ADJ
cana-1247	211	57	deep	deep	ADJ
cana-1247	211	58	artificial	artificial	ADJ
cana-1247	211	59	neural	neural	ADJ
cana-1247	211	60	network	network	NOUN
cana-1247	211	61	(	(	PUNCT
cana-1247	211	62	ann	ann	PROPN
cana-1247	211	63	)	)	PUNCT
cana-1247	211	64	to	to	PART
cana-1247	211	65	improve	improve	VERB
cana-1247	211	66	the	the	DET
cana-1247	211	67	heed	heed	ADJ
cana-1247	211	68	algorithm	algorithm	NOUN
cana-1247	211	69	.	.	PUNCT
cana-1247	212	1	the	the	DET
cana-1247	212	2	proposed	propose	VERB
cana-1247	212	3	method	method	NOUN
cana-1247	212	4	combines	combine	VERB
cana-1247	212	5	this	this	DET
cana-1247	212	6	information	information	NOUN
cana-1247	212	7	with	with	ADP
cana-1247	212	8	the	the	DET
cana-1247	212	9	spatial	spatial	ADJ
cana-1247	212	10	distribution	distribution	NOUN
cana-1247	212	11	of	of	ADP
cana-1247	212	12	sensor	sensor	NOUN
cana-1247	212	13	nodes	node	NOUN
cana-1247	212	14	using	use	VERB
cana-1247	212	15	a	a	DET
cana-1247	212	16	deep	deep	ADJ
cana-1247	212	17	ann	ann	PROPN
cana-1247	212	18	,	,	PUNCT
cana-1247	212	19	so	so	ADV
cana-1247	212	20	simulating	simulate	VERB
cana-1247	212	21	the	the	DET
cana-1247	212	22	cluster	cluster	NOUN
cana-1247	212	23	head	head	NOUN
cana-1247	212	24	selecting	select	VERB
cana-1247	212	25	process	process	NOUN
cana-1247	212	26	.	.	PUNCT
cana-1247	213	1	trained	train	VERB
cana-1247	213	2	to	to	PART
cana-1247	213	3	predict	predict	VERB
cana-1247	213	4	perfect	perfect	ADJ
cana-1247	213	5	cluster	cluster	NOUN
cana-1247	213	6	heads	head	NOUN
cana-1247	213	7	,	,	PUNCT
cana-1247	213	8	the	the	DET
cana-1247	213	9	ann	ann	PROPN
cana-1247	213	10	is	be	AUX
cana-1247	213	11	evaluated	evaluate	VERB
cana-1247	213	12	in	in	ADP
cana-1247	213	13	terms	term	NOUN
cana-1247	213	14	of	of	ADP
cana-1247	213	15	node	node	ADJ
cana-1247	213	16	density	density	NOUN
cana-1247	213	17	,	,	PUNCT
cana-1247	213	18	energy	energy	NOUN
cana-1247	213	19	levels	level	NOUN
cana-1247	213	20	,	,	PUNCT
cana-1247	213	21	and	and	CCONJ
cana-1247	213	22	communication	communication	NOUN
cana-1247	213	23	expenses	expense	NOUN
cana-1247	213	24	.	.	PUNCT
cana-1247	214	1	mathematical	mathematical	ADJ
cana-1247	214	2	modeling	modeling	NOUN
cana-1247	214	3	of	of	ADP
cana-1247	214	4	the	the	DET
cana-1247	214	5	network	network	NOUN
cana-1247	214	6	's	's	PART
cana-1247	214	7	energy	energy	NOUN
cana-1247	214	8	dynamics	dynamic	NOUN
cana-1247	214	9	yields	yield	VERB
cana-1247	214	10	validations	validation	NOUN
cana-1247	214	11	for	for	ADP
cana-1247	214	12	the	the	DET
cana-1247	214	13	model	model	NOUN
cana-1247	214	14	using	use	VERB
cana-1247	214	15	statistical	statistical	ADJ
cana-1247	214	16	analysis	analysis	NOUN
cana-1247	214	17	.	.	PUNCT
cana-1247	215	1	overall	overall	ADV
cana-1247	215	2	,	,	PUNCT
cana-1247	215	3	the	the	DET
cana-1247	215	4	proposed	propose	VERB
cana-1247	215	5	method	method	NOUN
cana-1247	215	6	offers	offer	VERB
cana-1247	215	7	a	a	DET
cana-1247	215	8	comprehensive	comprehensive	ADJ
cana-1247	215	9	improvement	improvement	NOUN
cana-1247	215	10	in	in	ADP
cana-1247	215	11	energy	energy	NOUN
cana-1247	215	12	efficiency	efficiency	NOUN
cana-1247	215	13	,	,	PUNCT
cana-1247	215	14	data	datum	NOUN
cana-1247	215	15	throughput	throughput	NOUN
cana-1247	215	16	,	,	PUNCT
cana-1247	215	17	and	and	CCONJ
cana-1247	215	18	network	network	NOUN
cana-1247	215	19	durability	durability	NOUN
cana-1247	215	20	,	,	PUNCT
cana-1247	215	21	positioning	position	VERB
cana-1247	215	22	it	it	PRON
cana-1247	215	23	as	as	ADP
cana-1247	215	24	a	a	DET
cana-1247	215	25	highly	highly	ADV
cana-1247	215	26	effective	effective	ADJ
cana-1247	215	27	approach	approach	NOUN
cana-1247	215	28	for	for	ADP
cana-1247	215	29	managing	manage	VERB
cana-1247	215	30	complex	complex	ADJ
cana-1247	215	31	wsns	wsns	NOUN
cana-1247	215	32	.	.	PUNCT
cana-1247	216	1	references	reference	NOUN
cana-1247	216	2	[	[	X
cana-1247	216	3	1	1	NUM
cana-1247	216	4	]	]	X
cana-1247	216	5	srinivasulu	srinivasulu	ADJ
cana-1247	216	6	,	,	PUNCT
cana-1247	216	7	m.	m.	NOUN
cana-1247	216	8	,	,	PUNCT
cana-1247	216	9	shivamurthy	shivamurthy	ADJ
cana-1247	216	10	,	,	PUNCT
cana-1247	216	11	g.	g.	PROPN
cana-1247	216	12	,	,	PUNCT
cana-1247	216	13	&	&	CCONJ
cana-1247	216	14	venkataramana	venkataramana	PROPN
cana-1247	216	15	,	,	PUNCT
cana-1247	216	16	b.	b.	PROPN
cana-1247	216	17	(	(	PUNCT
cana-1247	216	18	2023	2023	NUM
cana-1247	216	19	)	)	PUNCT
cana-1247	216	20	.	.	PUNCT
cana-1247	217	1	quality	quality	NOUN
cana-1247	217	2	of	of	ADP
cana-1247	217	3	service	service	NOUN
cana-1247	217	4	aware	aware	ADJ
cana-1247	217	5	energy	energy	NOUN
cana-1247	217	6	efficient	efficient	ADJ
cana-1247	217	7	multipath	multipath	NOUN
cana-1247	217	8	routing	routing	NOUN
cana-1247	217	9	protocol	protocol	NOUN
cana-1247	217	10	for	for	ADP
cana-1247	217	11	internet	internet	NOUN
cana-1247	217	12	of	of	ADP
cana-1247	217	13	things	thing	NOUN
cana-1247	217	14	using	use	VERB
cana-1247	217	15	hybrid	hybrid	ADJ
cana-1247	217	16	optimization	optimization	NOUN
cana-1247	217	17	algorithm	algorithm	NOUN
cana-1247	217	18	.	.	PUNCT
cana-1247	218	1	multimedia	multimedia	NOUN
cana-1247	218	2	tools	tool	NOUN
cana-1247	218	3	and	and	CCONJ
cana-1247	218	4	applications	application	NOUN
cana-1247	218	5	,	,	PUNCT
cana-1247	218	6	82(17	82(17	NUM
cana-1247	218	7	)	)	PUNCT
cana-1247	218	8	,	,	PUNCT
cana-1247	218	9	26829	26829	NUM
cana-1247	218	10	-	-	SYM
cana-1247	218	11	26858	26858	NUM
cana-1247	218	12	.	.	PUNCT
cana-1247	219	1	[	[	X
cana-1247	219	2	2	2	NUM
cana-1247	219	3	]	]	X
cana-1247	219	4	praghash	praghash	NOUN
cana-1247	219	5	,	,	PUNCT
cana-1247	219	6	k.	k.	PROPN
cana-1247	219	7	,	,	PUNCT
cana-1247	219	8	yuvaraj	yuvaraj	PROPN
cana-1247	219	9	,	,	PUNCT
cana-1247	219	10	n.	n.	PROPN
cana-1247	219	11	,	,	PUNCT
cana-1247	219	12	peter	peter	PROPN
cana-1247	219	13	,	,	PUNCT
cana-1247	219	14	g.	g.	PROPN
cana-1247	219	15	,	,	PUNCT
cana-1247	219	16	stonier	stonier	NOUN
cana-1247	219	17	,	,	PUNCT
cana-1247	219	18	a.	a.	NOUN
cana-1247	219	19	a.	a.	PROPN
cana-1247	219	20	,	,	PUNCT
cana-1247	219	21	&	&	CCONJ
cana-1247	219	22	priya	priya	PROPN
cana-1247	219	23	,	,	PUNCT
cana-1247	219	24	r.	r.	PROPN
cana-1247	219	25	d.	d.	PROPN
cana-1247	219	26	(	(	PUNCT
cana-1247	219	27	2022	2022	NUM
cana-1247	219	28	,	,	PUNCT
cana-1247	219	29	december	december	PROPN
cana-1247	219	30	)	)	PUNCT
cana-1247	219	31	.	.	PUNCT
cana-1247	220	1	financial	financial	ADJ
cana-1247	220	2	big	big	ADJ
cana-1247	220	3	data	datum	NOUN
cana-1247	220	4	analysis	analysis	NOUN
cana-1247	220	5	using	use	VERB
cana-1247	220	6	anti	anti	ADJ
cana-1247	220	7	-	-	ADJ
cana-1247	220	8	tampering	tamper	VERB
cana-1247	220	9	blockchain	blockchain	NOUN
cana-1247	220	10	-	-	PUNCT
cana-1247	220	11	based	base	VERB
cana-1247	220	12	deep	deep	ADJ
cana-1247	220	13	learning	learning	NOUN
cana-1247	220	14	.	.	PUNCT
cana-1247	221	1	in	in	ADP
cana-1247	221	2	international	international	ADJ
cana-1247	221	3	conference	conference	NOUN
cana-1247	221	4	on	on	ADP
cana-1247	221	5	hybrid	hybrid	ADJ
cana-1247	221	6	intelligent	intelligent	ADJ
cana-1247	221	7	systems	system	NOUN
cana-1247	221	8	(	(	PUNCT
cana-1247	221	9	pp	pp	ADJ
cana-1247	221	10	.	.	PUNCT
cana-1247	221	11	1031	1031	NUM
cana-1247	221	12	-	-	SYM
cana-1247	221	13	1040	1040	NUM
cana-1247	221	14	)	)	PUNCT
cana-1247	221	15	.	.	PUNCT
cana-1247	222	1	cham	cham	PROPN
cana-1247	222	2	:	:	PUNCT
cana-1247	222	3	springer	springer	NOUN
cana-1247	222	4	nature	nature	PROPN
cana-1247	222	5	switzerland	switzerland	PROPN
cana-1247	222	6	.	.	PUNCT
cana-1247	223	1	[	[	X
cana-1247	223	2	3	3	X
cana-1247	223	3	]	]	X
cana-1247	223	4	bekal	bekal	NOUN
cana-1247	223	5	,	,	PUNCT
cana-1247	223	6	p.	p.	PROPN
cana-1247	223	7	,	,	PUNCT
cana-1247	223	8	kumar	kumar	PROPN
cana-1247	223	9	,	,	PUNCT
cana-1247	223	10	p.	p.	PROPN
cana-1247	223	11	,	,	PUNCT
cana-1247	223	12	mane	mane	PROPN
cana-1247	223	13	,	,	PUNCT
cana-1247	223	14	p.	p.	PROPN
cana-1247	223	15	r.	r.	PROPN
cana-1247	223	16	,	,	PUNCT
cana-1247	223	17	&	&	CCONJ
cana-1247	223	18	prabhu	prabhu	PROPN
cana-1247	223	19	,	,	PUNCT
cana-1247	223	20	g.	g.	PROPN
cana-1247	223	21	(	(	PUNCT
cana-1247	223	22	2023	2023	NUM
cana-1247	223	23	)	)	PUNCT
cana-1247	223	24	.	.	PUNCT
cana-1247	224	1	a	a	DET
cana-1247	224	2	comprehensive	comprehensive	ADJ
cana-1247	224	3	review	review	NOUN
cana-1247	224	4	of	of	ADP
cana-1247	224	5	energy	energy	NOUN
cana-1247	224	6	efficient	efficient	ADJ
cana-1247	224	7	routing	routing	NOUN
cana-1247	224	8	protocols	protocol	NOUN
cana-1247	224	9	for	for	ADP
cana-1247	224	10	query	query	NOUN
cana-1247	224	11	driven	drive	VERB
cana-1247	224	12	wireless	wireless	ADJ
cana-1247	224	13	sensor	sensor	NOUN
cana-1247	224	14	networks	network	NOUN
cana-1247	224	15	.	.	PUNCT
cana-1247	225	1	f1000research	f1000research	PROPN
cana-1247	225	2	,	,	PUNCT
cana-1247	225	3	12	12	NUM
cana-1247	225	4	.	.	PUNCT
cana-1247	226	1	[	[	X
cana-1247	226	2	4	4	NUM
cana-1247	226	3	]	]	PUNCT
cana-1247	226	4	choudhry	choudhry	NOUN
cana-1247	226	5	,	,	PUNCT
cana-1247	226	6	m.	m.	NOUN
cana-1247	226	7	d.	d.	PROPN
cana-1247	226	8	,	,	PUNCT
cana-1247	226	9	sivaraj	sivaraj	PROPN
cana-1247	226	10	,	,	PUNCT
cana-1247	226	11	j.	j.	PROPN
cana-1247	226	12	,	,	PUNCT
cana-1247	226	13	munusamy	munusamy	PROPN
cana-1247	226	14	,	,	PUNCT
cana-1247	226	15	s.	s.	PROPN
cana-1247	226	16	,	,	PUNCT
cana-1247	226	17	muthusamy	muthusamy	PROPN
cana-1247	226	18	,	,	PUNCT
cana-1247	226	19	p.	p.	PROPN
cana-1247	226	20	d.	d.	PROPN
cana-1247	226	21	,	,	PUNCT
cana-1247	226	22	&	&	CCONJ
cana-1247	226	23	saravanan	saravanan	PROPN
cana-1247	226	24	,	,	PUNCT
cana-1247	226	25	v.	v.	PROPN
cana-1247	226	26	(	(	PUNCT
cana-1247	226	27	2024	2024	NUM
cana-1247	226	28	)	)	PUNCT
cana-1247	226	29	.	.	PUNCT
cana-1247	227	1	industry	industry	NOUN
cana-1247	227	2	4.0	4.0	NUM
cana-1247	227	3	in	in	ADP
cana-1247	227	4	manufacturing	manufacturing	NOUN
cana-1247	227	5	,	,	PUNCT
cana-1247	227	6	communication	communication	NOUN
cana-1247	227	7	,	,	PUNCT
cana-1247	227	8	transportation	transportation	NOUN
cana-1247	227	9	,	,	PUNCT
cana-1247	227	10	and	and	CCONJ
cana-1247	227	11	health	health	NOUN
cana-1247	227	12	care	care	NOUN
cana-1247	227	13	.	.	PUNCT
cana-1247	228	1	topics	topic	NOUN
cana-1247	228	2	in	in	ADP
cana-1247	228	3	artificial	artificial	ADJ
cana-1247	228	4	intelligence	intelligence	NOUN
cana-1247	228	5	applied	apply	VERB
cana-1247	228	6	to	to	ADP
cana-1247	228	7	industry	industry	NOUN
cana-1247	228	8	4.0	4.0	NUM
cana-1247	228	9	,	,	PUNCT
cana-1247	228	10	149	149	NUM
cana-1247	228	11	-	-	SYM
cana-1247	228	12	165	165	NUM
cana-1247	228	13	.	.	PUNCT
cana-1247	229	1	[	[	X
cana-1247	229	2	5	5	NUM
cana-1247	229	3	]	]	SYM
cana-1247	229	4	krishna	krishna	PROPN
cana-1247	229	5	,	,	PUNCT
cana-1247	229	6	n.	n.	NOUN
cana-1247	229	7	,	,	PUNCT
cana-1247	229	8	sundar	sundar	NOUN
cana-1247	229	9	,	,	PUNCT
cana-1247	229	10	g.	g.	PROPN
cana-1247	229	11	n.	n.	PROPN
cana-1247	229	12	,	,	PUNCT
cana-1247	229	13	&	&	CCONJ
cana-1247	229	14	narmadha	narmadha	PROPN
cana-1247	229	15	,	,	PUNCT
cana-1247	229	16	d.	d.	PROPN
cana-1247	229	17	(	(	PUNCT
cana-1247	229	18	2024	2024	NUM
cana-1247	229	19	)	)	PUNCT
cana-1247	229	20	.	.	PUNCT
cana-1247	230	1	vector	vector	NOUN
cana-1247	230	2	based	base	VERB
cana-1247	230	3	genetic	genetic	ADJ
cana-1247	230	4	lavrentyev	lavrentyev	ADJ
cana-1247	230	5	paraboloid	paraboloid	ADJ
cana-1247	230	6	network	network	NOUN
cana-1247	230	7	wireless	wireless	NOUN
cana-1247	230	8	sensor	sensor	NOUN
cana-1247	230	9	network	network	NOUN
cana-1247	230	10	lifetime	lifetime	NOUN
cana-1247	230	11	improvement	improvement	NOUN
cana-1247	230	12	.	.	PUNCT
cana-1247	231	1	wireless	wireless	ADJ
cana-1247	231	2	personal	personal	ADJ
cana-1247	231	3	communications	communication	NOUN
cana-1247	231	4	,	,	PUNCT
cana-1247	231	5	134(4	134(4	NUM
cana-1247	231	6	)	)	PUNCT
cana-1247	231	7	,	,	PUNCT
cana-1247	231	8	1917	1917	NUM
cana-1247	231	9	-	-	SYM
cana-1247	231	10	1944	1944	NUM
cana-1247	231	11	.	.	PUNCT
cana-1247	232	1	[	[	X
cana-1247	232	2	6	6	NUM
cana-1247	232	3	]	]	PUNCT
cana-1247	232	4	rajalakshmi	rajalakshmi	NOUN
cana-1247	232	5	,	,	PUNCT
cana-1247	232	6	m.	m.	NOUN
cana-1247	232	7	,	,	PUNCT
cana-1247	232	8	saravanan	saravanan	PROPN
cana-1247	232	9	,	,	PUNCT
cana-1247	232	10	v.	v.	PROPN
cana-1247	232	11	,	,	PUNCT
cana-1247	232	12	arunprasad	arunprasad	PROPN
cana-1247	232	13	,	,	PUNCT
cana-1247	232	14	v.	v.	PROPN
cana-1247	232	15	,	,	PUNCT
cana-1247	232	16	romero	romero	PROPN
cana-1247	232	17	,	,	PUNCT
cana-1247	232	18	c.	c.	PROPN
cana-1247	232	19	t.	t.	PROPN
cana-1247	232	20	,	,	PUNCT
cana-1247	232	21	khalaf	khalaf	PROPN
cana-1247	232	22	,	,	PUNCT
cana-1247	232	23	o.	o.	PROPN
cana-1247	232	24	i.	i.	PROPN
cana-1247	232	25	,	,	PUNCT
cana-1247	232	26	&	&	CCONJ
cana-1247	232	27	karthik	karthik	PROPN
cana-1247	232	28	,	,	PUNCT
cana-1247	232	29	c.	c.	PROPN
cana-1247	232	30	(	(	PUNCT
cana-1247	232	31	2022	2022	NUM
cana-1247	232	32	)	)	PUNCT
cana-1247	232	33	.	.	PUNCT
cana-1247	233	1	machine	machine	NOUN
cana-1247	233	2	learning	learn	VERB
cana-1247	233	3	for	for	ADP
cana-1247	233	4	modeling	modeling	NOUN
cana-1247	233	5	and	and	CCONJ
cana-1247	233	6	control	control	NOUN
cana-1247	233	7	of	of	ADP
cana-1247	233	8	industrial	industrial	ADJ
cana-1247	233	9	clarifier	clarifier	NOUN
cana-1247	233	10	process	process	NOUN
cana-1247	233	11	.	.	PUNCT
cana-1247	234	1	intelligent	intelligent	ADJ
cana-1247	234	2	automation	automation	NOUN
cana-1247	234	3	&	&	CCONJ
cana-1247	234	4	soft	soft	ADJ
cana-1247	234	5	computing	computing	NOUN
cana-1247	234	6	,	,	PUNCT
cana-1247	234	7	32(1	32(1	NUM
cana-1247	234	8	)	)	PUNCT
cana-1247	234	9	.	.	PUNCT
cana-1247	235	1	[	[	X
cana-1247	235	2	7	7	NUM
cana-1247	235	3	]	]	X
cana-1247	235	4	rawat	rawat	PROPN
cana-1247	235	5	,	,	PUNCT
cana-1247	235	6	p.	p.	PROPN
cana-1247	235	7	,	,	PUNCT
cana-1247	235	8	&	&	CCONJ
cana-1247	235	9	chauhan	chauhan	PROPN
cana-1247	235	10	,	,	PUNCT
cana-1247	235	11	s.	s.	PROPN
cana-1247	235	12	(	(	PUNCT
cana-1247	235	13	2023	2023	NUM
cana-1247	235	14	)	)	PUNCT
cana-1247	235	15	.	.	PUNCT
cana-1247	236	1	a	a	DET
cana-1247	236	2	survey	survey	NOUN
cana-1247	236	3	on	on	ADP
cana-1247	236	4	clustering	cluster	VERB
cana-1247	236	5	protocols	protocol	NOUN
cana-1247	236	6	in	in	ADP
cana-1247	236	7	wireless	wireless	ADJ
cana-1247	236	8	sensor	sensor	NOUN
cana-1247	236	9	network	network	NOUN
cana-1247	236	10	:	:	PUNCT
cana-1247	236	11	taxonomy	taxonomy	NOUN
cana-1247	236	12	,	,	PUNCT
cana-1247	236	13	comparison	comparison	NOUN
cana-1247	236	14	,	,	PUNCT
cana-1247	236	15	and	and	CCONJ
cana-1247	236	16	future	future	ADJ
cana-1247	236	17	scope	scope	NOUN
cana-1247	236	18	.	.	PUNCT
cana-1247	237	1	journal	journal	PROPN
cana-1247	237	2	of	of	ADP
cana-1247	237	3	ambient	ambient	ADJ
cana-1247	237	4	intelligence	intelligence	NOUN
cana-1247	237	5	and	and	CCONJ
cana-1247	237	6	humanized	humanize	VERB
cana-1247	237	7	computing	computing	NOUN
cana-1247	237	8	,	,	PUNCT
cana-1247	237	9	14(3	14(3	NUM
cana-1247	237	10	)	)	PUNCT
cana-1247	237	11	,	,	PUNCT
cana-1247	237	12	1543	1543	NUM
cana-1247	237	13	-	-	SYM
cana-1247	237	14	1589	1589	NUM
cana-1247	237	15	.	.	PUNCT
cana-1247	238	1	[	[	X
cana-1247	238	2	8	8	NUM
cana-1247	238	3	]	]	X
cana-1247	238	4	ramkumar	ramkumar	NOUN
cana-1247	238	5	,	,	PUNCT
cana-1247	238	6	m.	m.	NOUN
cana-1247	238	7	,	,	PUNCT
cana-1247	238	8	logeshwaran	logeshwaran	NOUN
cana-1247	238	9	,	,	PUNCT
cana-1247	238	10	j.	j.	PROPN
cana-1247	238	11	,	,	PUNCT
cana-1247	238	12	&	&	CCONJ
cana-1247	238	13	husna	husna	ADJ
cana-1247	238	14	,	,	PUNCT
cana-1247	238	15	t.	t.	PROPN
cana-1247	238	16	(	(	PUNCT
cana-1247	238	17	2022	2022	NUM
cana-1247	238	18	)	)	PUNCT
cana-1247	238	19	.	.	PUNCT
cana-1247	239	1	cea	cea	PROPN
cana-1247	239	2	:	:	PUNCT
cana-1247	239	3	certification	certification	NOUN
cana-1247	239	4	based	base	VERB
cana-1247	239	5	encryption	encryption	NOUN
cana-1247	239	6	algorithm	algorithm	NOUN
cana-1247	239	7	for	for	ADP
cana-1247	239	8	enhanced	enhanced	ADJ
cana-1247	239	9	data	datum	NOUN
cana-1247	239	10	protection	protection	NOUN
cana-1247	239	11	in	in	ADP
cana-1247	239	12	social	social	ADJ
cana-1247	239	13	networks	network	NOUN
cana-1247	239	14	.	.	PUNCT
cana-1247	240	1	fundamentals	fundamental	NOUN
cana-1247	240	2	of	of	ADP
cana-1247	240	3	applied	apply	VERB
cana-1247	240	4	mathematics	mathematic	NOUN
cana-1247	240	5	and	and	CCONJ
cana-1247	240	6	soft	soft	ADJ
cana-1247	240	7	computing	computing	NOUN
cana-1247	240	8	,	,	PUNCT
cana-1247	240	9	1	1	NUM
cana-1247	240	10	,	,	PUNCT
cana-1247	240	11	161	161	NUM
cana-1247	240	12	-	-	SYM
cana-1247	240	13	170	170	NUM
cana-1247	240	14	communications	communication	NOUN
cana-1247	240	15	on	on	ADP
cana-1247	240	16	applied	apply	VERB
cana-1247	240	17	nonlinear	nonlinear	ADJ
cana-1247	240	18	analysis	analysis	NOUN
cana-1247	240	19	issn	issn	NOUN
cana-1247	240	20	:	:	PUNCT
cana-1247	240	21	1074	1074	NUM
cana-1247	240	22	-	-	PUNCT
cana-1247	240	23	133x	133x	NUM
cana-1247	240	24	vol	vol	NOUN
cana-1247	240	25	31	31	NUM
cana-1247	240	26	no	no	NOUN
cana-1247	240	27	.	.	PUNCT
cana-1247	241	1	6s	6s	NUM
cana-1247	241	2	(	(	PUNCT
cana-1247	241	3	2024	2024	NUM
cana-1247	241	4	)	)	PUNCT
cana-1247	241	5	617	617	NUM
cana-1247	241	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1247	242	1	[	[	X
cana-1247	242	2	9	9	NUM
cana-1247	242	3	]	]	X
cana-1247	242	4	subramani	subramani	ADJ
cana-1247	242	5	,	,	PUNCT
cana-1247	242	6	n.	n.	NOUN
cana-1247	242	7	,	,	PUNCT
cana-1247	242	8	mardani	mardani	PROPN
cana-1247	242	9	,	,	PUNCT
cana-1247	242	10	a.	a.	PROPN
cana-1247	242	11	,	,	PUNCT
cana-1247	242	12	mishra	mishra	PROPN
cana-1247	242	13	,	,	PUNCT
cana-1247	242	14	a.	a.	PROPN
cana-1247	242	15	r.	r.	PROPN
cana-1247	242	16	,	,	PUNCT
cana-1247	242	17	&	&	CCONJ
cana-1247	242	18	ezhumalai	ezhumalai	PROPN
cana-1247	242	19	,	,	PUNCT
cana-1247	242	20	p.	p.	NOUN
cana-1247	242	21	(	(	PUNCT
cana-1247	242	22	2023	2023	NUM
cana-1247	242	23	)	)	PUNCT
cana-1247	242	24	.	.	PUNCT
cana-1247	243	1	a	a	DET
cana-1247	243	2	fuzzy	fuzzy	ADJ
cana-1247	243	3	logic	logic	NOUN
cana-1247	243	4	and	and	CCONJ
cana-1247	243	5	deec	deec	ADJ
cana-1247	243	6	protocol	protocol	NOUN
cana-1247	243	7	-	-	PUNCT
cana-1247	243	8	based	base	VERB
cana-1247	243	9	clustering	clustering	ADJ
cana-1247	243	10	routing	routing	NOUN
cana-1247	243	11	method	method	NOUN
cana-1247	243	12	for	for	ADP
cana-1247	243	13	wireless	wireless	ADJ
cana-1247	243	14	sensor	sensor	NOUN
cana-1247	243	15	networks	network	NOUN
cana-1247	243	16	.	.	PUNCT
cana-1247	244	1	aims	aim	VERB
cana-1247	244	2	math	math	NOUN
cana-1247	244	3	,	,	PUNCT
cana-1247	244	4	8	8	NUM
cana-1247	244	5	,	,	PUNCT
cana-1247	244	6	8310	8310	NUM
cana-1247	244	7	-	-	SYM
cana-1247	244	8	8331	8331	NUM
cana-1247	244	9	.	.	PUNCT
cana-1247	245	1	[	[	X
cana-1247	245	2	10	10	NUM
cana-1247	245	3	]	]	X
cana-1247	245	4	ren	ren	PROPN
cana-1247	245	5	,	,	PUNCT
cana-1247	245	6	x.	x.	PROPN
cana-1247	245	7	,	,	PUNCT
cana-1247	245	8	&	&	CCONJ
cana-1247	245	9	wang	wang	PROPN
cana-1247	245	10	,	,	PUNCT
cana-1247	245	11	x.	x.	NOUN
cana-1247	245	12	(	(	PUNCT
cana-1247	245	13	2023	2023	NUM
cana-1247	245	14	)	)	PUNCT
cana-1247	245	15	.	.	PUNCT
cana-1247	246	1	medical	medical	ADJ
cana-1247	246	2	intelligent	intelligent	ADJ
cana-1247	246	3	system	system	NOUN
cana-1247	246	4	application	application	NOUN
cana-1247	246	5	in	in	ADP
cana-1247	246	6	schizophrenia	schizophrenia	NOUN
cana-1247	246	7	treatment	treatment	NOUN
cana-1247	246	8	satisfaction	satisfaction	NOUN
cana-1247	246	9	based	base	VERB
cana-1247	246	10	on	on	ADP
cana-1247	246	11	neural	neural	ADJ
cana-1247	246	12	networks	network	NOUN
cana-1247	246	13	.	.	PUNCT
cana-1247	247	1	soft	soft	ADJ
cana-1247	247	2	computing	computing	NOUN
cana-1247	247	3	,	,	PUNCT
cana-1247	247	4	27(14	27(14	NOUN
cana-1247	247	5	)	)	PUNCT
cana-1247	247	6	,	,	PUNCT
cana-1247	247	7	10093	10093	NUM
cana-1247	247	8	-	-	SYM
cana-1247	247	9	10105	10105	NUM
cana-1247	247	10	.	.	PUNCT
cana-1247	248	1	[	[	X
cana-1247	248	2	11	11	NUM
cana-1247	248	3	]	]	PUNCT
cana-1247	248	4	gobinathan	gobinathan	NOUN
cana-1247	248	5	,	,	PUNCT
cana-1247	248	6	b.	b.	PROPN
cana-1247	248	7	,	,	PUNCT
cana-1247	248	8	mukunthan	mukunthan	PROPN
cana-1247	248	9	,	,	PUNCT
cana-1247	248	10	m.	m.	NOUN
cana-1247	248	11	a.	a.	PROPN
cana-1247	248	12	,	,	PUNCT
cana-1247	248	13	surendran	surendran	NOUN
cana-1247	248	14	,	,	PUNCT
cana-1247	248	15	s.	s.	PROPN
cana-1247	248	16	,	,	PUNCT
cana-1247	248	17	somasundaram	somasundaram	PROPN
cana-1247	248	18	,	,	PUNCT
cana-1247	248	19	k.	k.	PROPN
cana-1247	248	20	,	,	PUNCT
cana-1247	248	21	moeed	moeed	PROPN
cana-1247	248	22	,	,	PUNCT
cana-1247	248	23	s.	s.	PROPN
cana-1247	248	24	a.	a.	PROPN
cana-1247	248	25	,	,	PUNCT
cana-1247	248	26	niranjan	niranjan	PROPN
cana-1247	248	27	,	,	PUNCT
cana-1247	248	28	p.	p.	PROPN
cana-1247	248	29	,	,	PUNCT
cana-1247	248	30	...	...	PUNCT
cana-1247	248	31	&	&	CCONJ
cana-1247	248	32	sundramurthy	sundramurthy	PROPN
cana-1247	248	33	,	,	PUNCT
cana-1247	248	34	v.	v.	PROPN
cana-1247	248	35	p.	p.	NOUN
cana-1247	248	36	(	(	PUNCT
cana-1247	248	37	2021	2021	NUM
cana-1247	248	38	)	)	PUNCT
cana-1247	248	39	.	.	PUNCT
cana-1247	249	1	a	a	DET
cana-1247	249	2	novel	novel	ADJ
cana-1247	249	3	method	method	NOUN
cana-1247	249	4	to	to	PART
cana-1247	249	5	solve	solve	VERB
cana-1247	249	6	real	real	ADJ
cana-1247	249	7	time	time	NOUN
cana-1247	249	8	security	security	NOUN
cana-1247	249	9	issues	issue	NOUN
cana-1247	249	10	in	in	ADP
cana-1247	249	11	software	software	NOUN
cana-1247	249	12	industry	industry	NOUN
cana-1247	249	13	using	use	VERB
cana-1247	249	14	advanced	advanced	ADJ
cana-1247	249	15	cryptographic	cryptographic	ADJ
cana-1247	249	16	techniques	technique	NOUN
cana-1247	249	17	.	.	PUNCT
cana-1247	250	1	scientific	scientific	ADJ
cana-1247	250	2	programming	programming	NOUN
cana-1247	250	3	,	,	PUNCT
cana-1247	250	4	2021(1	2021(1	NUM
cana-1247	250	5	)	)	PUNCT
cana-1247	250	6	,	,	PUNCT
cana-1247	250	7	3611182	3611182	NUM
cana-1247	250	8	.	.	PUNCT
cana-1247	251	1	[	[	X
cana-1247	251	2	12	12	NUM
cana-1247	251	3	]	]	X
cana-1247	251	4	meenakshi	meenakshi	PROPN
cana-1247	251	5	,	,	PUNCT
cana-1247	251	6	n.	n.	PROPN
cana-1247	251	7	,	,	PUNCT
cana-1247	251	8	ahmad	ahmad	PROPN
cana-1247	251	9	,	,	PUNCT
cana-1247	251	10	s.	s.	PROPN
cana-1247	251	11	,	,	PUNCT
cana-1247	251	12	prabu	prabu	NOUN
cana-1247	251	13	,	,	PUNCT
cana-1247	251	14	a.	a.	NOUN
cana-1247	251	15	v.	v.	PROPN
cana-1247	251	16	,	,	PUNCT
cana-1247	251	17	rao	rao	PROPN
cana-1247	251	18	,	,	PUNCT
cana-1247	251	19	j.	j.	PROPN
cana-1247	251	20	n.	n.	PROPN
cana-1247	251	21	,	,	PUNCT
cana-1247	251	22	othman	othman	PROPN
cana-1247	251	23	,	,	PUNCT
cana-1247	251	24	n.	n.	PROPN
cana-1247	251	25	a.	a.	PROPN
cana-1247	251	26	,	,	PUNCT
cana-1247	251	27	abdeljaber	abdeljaber	PROPN
cana-1247	251	28	,	,	PUNCT
cana-1247	251	29	h.	h.	PROPN
cana-1247	251	30	a.	a.	PROPN
cana-1247	251	31	,	,	PUNCT
cana-1247	251	32	...	...	PUNCT
cana-1247	251	33	&	&	CCONJ
cana-1247	251	34	nazeer	nazeer	PROPN
cana-1247	251	35	,	,	PUNCT
cana-1247	251	36	j.	j.	PROPN
cana-1247	251	37	(	(	PUNCT
cana-1247	251	38	2024	2024	NUM
cana-1247	251	39	)	)	PUNCT
cana-1247	251	40	.	.	PUNCT
cana-1247	252	1	efficient	efficient	ADJ
cana-1247	252	2	communication	communication	NOUN
cana-1247	252	3	in	in	ADP
cana-1247	252	4	wireless	wireless	ADJ
cana-1247	252	5	sensor	sensor	NOUN
cana-1247	252	6	networks	network	NOUN
cana-1247	252	7	using	use	VERB
cana-1247	252	8	optimized	optimize	VERB
cana-1247	252	9	energy	energy	NOUN
cana-1247	252	10	efficient	efficient	ADJ
cana-1247	252	11	engroove	engroove	NOUN
cana-1247	252	12	leach	leach	NOUN
cana-1247	252	13	clustering	clustering	NOUN
cana-1247	252	14	protocol	protocol	NOUN
cana-1247	252	15	.	.	PUNCT
cana-1247	253	1	tsinghua	tsinghua	PROPN
cana-1247	253	2	science	science	PROPN
cana-1247	253	3	and	and	CCONJ
cana-1247	253	4	technology	technology	NOUN
cana-1247	253	5	,	,	PUNCT
cana-1247	253	6	29(4	29(4	NOUN
cana-1247	253	7	)	)	PUNCT
cana-1247	253	8	,	,	PUNCT
cana-1247	253	9	985	985	NUM
cana-1247	253	10	-	-	SYM
cana-1247	253	11	1001	1001	NUM
cana-1247	253	12	.	.	PUNCT
cana-1247	254	1	[	[	X
cana-1247	254	2	13	13	NUM
cana-1247	254	3	]	]	SYM
cana-1247	254	4	xue	xue	PROPN
cana-1247	254	5	,	,	PUNCT
cana-1247	254	6	x.	x.	PROPN
cana-1247	254	7	,	,	PUNCT
cana-1247	254	8	shanmugam	shanmugam	PROPN
cana-1247	254	9	,	,	PUNCT
cana-1247	254	10	r.	r.	PROPN
cana-1247	254	11	,	,	PUNCT
cana-1247	254	12	palanisamy	palanisamy	PROPN
cana-1247	254	13	,	,	PUNCT
cana-1247	254	14	s.	s.	PROPN
cana-1247	254	15	,	,	PUNCT
cana-1247	254	16	khalaf	khalaf	PROPN
cana-1247	254	17	,	,	PUNCT
cana-1247	254	18	o.	o.	PROPN
cana-1247	254	19	i.	i.	PROPN
cana-1247	254	20	,	,	PUNCT
cana-1247	254	21	selvaraj	selvaraj	PROPN
cana-1247	254	22	,	,	PUNCT
cana-1247	254	23	d.	d.	PROPN
cana-1247	254	24	,	,	PUNCT
cana-1247	254	25	&	&	CCONJ
cana-1247	254	26	abdulsahib	abdulsahib	PROPN
cana-1247	254	27	,	,	PUNCT
cana-1247	254	28	g.	g.	PROPN
cana-1247	254	29	m.	m.	PROPN
cana-1247	254	30	(	(	PUNCT
cana-1247	254	31	2023	2023	NUM
cana-1247	254	32	)	)	PUNCT
cana-1247	254	33	.	.	PUNCT
cana-1247	255	1	a	a	DET
cana-1247	255	2	hybrid	hybrid	ADJ
cana-1247	255	3	cross	cross	NOUN
cana-1247	255	4	layer	layer	NOUN
cana-1247	255	5	with	with	ADP
cana-1247	255	6	harris	harris	PROPN
cana-1247	255	7	-	-	PUNCT
cana-1247	255	8	hawk	hawk	NOUN
cana-1247	255	9	-	-	PUNCT
cana-1247	255	10	optimization	optimization	NOUN
cana-1247	255	11	-	-	PUNCT
cana-1247	255	12	based	base	VERB
cana-1247	255	13	efficient	efficient	ADJ
cana-1247	255	14	routing	routing	NOUN
cana-1247	255	15	for	for	ADP
cana-1247	255	16	wireless	wireless	ADJ
cana-1247	255	17	sensor	sensor	NOUN
cana-1247	255	18	networks	network	NOUN
cana-1247	255	19	.	.	PUNCT
cana-1247	256	1	symmetry	symmetry	NOUN
cana-1247	256	2	,	,	PUNCT
cana-1247	256	3	15(2	15(2	NUM
cana-1247	256	4	)	)	PUNCT
cana-1247	256	5	,	,	PUNCT
cana-1247	256	6	438	438	NUM
cana-1247	256	7	.	.	PUNCT
cana-1247	257	1	[	[	X
cana-1247	257	2	14	14	NUM
cana-1247	257	3	]	]	X
cana-1247	257	4	sharma	sharma	PROPN
cana-1247	257	5	,	,	PUNCT
cana-1247	257	6	a.	a.	PROPN
cana-1247	257	7	,	,	PUNCT
cana-1247	257	8	&	&	CCONJ
cana-1247	257	9	kansal	kansal	NOUN
cana-1247	257	10	,	,	PUNCT
cana-1247	257	11	a.	a.	NOUN
cana-1247	257	12	(	(	PUNCT
cana-1247	257	13	2024	2024	NUM
cana-1247	257	14	)	)	PUNCT
cana-1247	257	15	.	.	PUNCT
cana-1247	258	1	enhanced	enhance	VERB
cana-1247	258	2	ch	ch	NOUN
cana-1247	258	3	selection	selection	NOUN
cana-1247	258	4	and	and	CCONJ
cana-1247	258	5	energy	energy	NOUN
cana-1247	258	6	efficient	efficient	ADJ
cana-1247	258	7	routing	routing	NOUN
cana-1247	258	8	algorithm	algorithm	NOUN
cana-1247	258	9	for	for	ADP
cana-1247	258	10	wsn	wsn	PROPN
cana-1247	258	11	.	.	PUNCT
cana-1247	259	1	microsystem	microsystem	NOUN
cana-1247	259	2	technologies	technology	NOUN
cana-1247	259	3	,	,	PUNCT
cana-1247	259	4	1	1	NUM
cana-1247	259	5	-	-	SYM
cana-1247	259	6	13	13	NUM
cana-1247	259	7	.	.	PUNCT
cana-1247	260	1	[	[	X
cana-1247	260	2	15	15	NUM
cana-1247	260	3	]	]	X
cana-1247	260	4	ali	ali	PROPN
cana-1247	260	5	,	,	PUNCT
cana-1247	260	6	a.	a.	PROPN
cana-1247	260	7	,	,	PUNCT
cana-1247	260	8	ali	ali	PROPN
cana-1247	260	9	,	,	PUNCT
cana-1247	260	10	a.	a.	PROPN
cana-1247	260	11	,	,	PUNCT
cana-1247	260	12	masud	masud	PROPN
cana-1247	260	13	,	,	PUNCT
cana-1247	260	14	f.	f.	PROPN
cana-1247	260	15	,	,	PUNCT
cana-1247	260	16	bashir	bashir	PROPN
cana-1247	260	17	,	,	PUNCT
cana-1247	260	18	m.	m.	PROPN
cana-1247	260	19	k.	k.	PROPN
cana-1247	260	20	,	,	PUNCT
cana-1247	260	21	zahid	zahid	PROPN
cana-1247	260	22	,	,	PUNCT
cana-1247	260	23	a.	a.	PROPN
cana-1247	260	24	h.	h.	PROPN
cana-1247	260	25	,	,	PUNCT
cana-1247	260	26	mustafa	mustafa	PROPN
cana-1247	260	27	,	,	PUNCT
cana-1247	260	28	g.	g.	PROPN
cana-1247	260	29	,	,	PUNCT
cana-1247	260	30	&	&	CCONJ
cana-1247	260	31	ali	ali	PROPN
cana-1247	260	32	,	,	PUNCT
cana-1247	260	33	z.	z.	PROPN
cana-1247	260	34	(	(	PUNCT
cana-1247	260	35	2024	2024	NUM
cana-1247	260	36	)	)	PUNCT
cana-1247	260	37	.	.	PUNCT
cana-1247	261	1	enhanced	enhance	VERB
cana-1247	261	2	fuzzy	fuzzy	ADJ
cana-1247	261	3	logic	logic	NOUN
cana-1247	261	4	zone	zone	NOUN
cana-1247	261	5	stable	stable	ADJ
cana-1247	261	6	election	election	NOUN
cana-1247	261	7	protocol	protocol	NOUN
cana-1247	261	8	for	for	ADP
cana-1247	261	9	cluster	cluster	NOUN
cana-1247	261	10	head	head	NOUN
cana-1247	261	11	election	election	NOUN
cana-1247	261	12	(	(	PUNCT
cana-1247	261	13	e	e	NOUN
cana-1247	261	14	-	-	NOUN
cana-1247	261	15	flzsepfch	flzsepfch	ADJ
cana-1247	261	16	)	)	PUNCT
cana-1247	261	17	and	and	CCONJ
cana-1247	261	18	multipath	multipath	NOUN
cana-1247	261	19	routing	routing	NOUN
cana-1247	261	20	in	in	ADP
cana-1247	261	21	wireless	wireless	ADJ
cana-1247	261	22	sensor	sensor	NOUN
cana-1247	261	23	networks	network	NOUN
cana-1247	261	24	.	.	PUNCT
cana-1247	262	1	ain	ain	PROPN
cana-1247	262	2	shams	sham	VERB
cana-1247	262	3	engineering	engineering	NOUN
cana-1247	262	4	journal	journal	NOUN
cana-1247	262	5	,	,	PUNCT
cana-1247	262	6	15(2	15(2	NUM
cana-1247	262	7	)	)	PUNCT
cana-1247	262	8	,	,	PUNCT
cana-1247	262	9	102356	102356	NUM
cana-1247	262	10	.	.	PUNCT