id	sid	tid	token	lemma	pos
cana-4168	1	1	communications	communication	NOUN
cana-4168	1	2	on	on	ADP
cana-4168	1	3	applied	apply	VERB
cana-4168	1	4	nonlinear	nonlinear	ADJ
cana-4168	1	5	analysis	analysis	NOUN
cana-4168	1	6	issn	issn	NOUN
cana-4168	1	7	:	:	PUNCT
cana-4168	1	8	1074	1074	NUM
cana-4168	1	9	-	-	PUNCT
cana-4168	1	10	133x	133x	NUM
cana-4168	1	11	vol	vol	NOUN
cana-4168	1	12	32	32	NUM
cana-4168	1	13	no	no	NOUN
cana-4168	1	14	.	.	PUNCT
cana-4168	2	1	9s	9s	NUM
cana-4168	2	2	(	(	PUNCT
cana-4168	2	3	2025	2025	NUM
cana-4168	2	4	)	)	PUNCT
cana-4168	2	5	1451	1451	NUM
cana-4168	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	2	7	intrusion	intrusion	NOUN
cana-4168	2	8	detection	detection	NOUN
cana-4168	2	9	system	system	NOUN
cana-4168	2	10	in	in	ADP
cana-4168	2	11	wireless	wireless	ADJ
cana-4168	2	12	sensor	sensor	NOUN
cana-4168	2	13	network	network	NOUN
cana-4168	2	14	using	use	VERB
cana-4168	2	15	improved	improve	VERB
cana-4168	2	16	whale	whale	NOUN
cana-4168	2	17	optimization	optimization	NOUN
cana-4168	2	18	and	and	CCONJ
cana-4168	2	19	enhanced	enhance	VERB
cana-4168	2	20	fuzzy	fuzzy	ADJ
cana-4168	2	21	neural	neural	ADJ
cana-4168	2	22	network	network	NOUN
cana-4168	2	23	1*p	1*p	PRON
cana-4168	2	24	.	.	PUNCT
cana-4168	3	1	vijayalakshmi	vijayalakshmi	NOUN
cana-4168	3	2	,	,	PUNCT
cana-4168	3	3	2dr	2dr	ADJ
cana-4168	3	4	.	.	PUNCT
cana-4168	4	1	p.	p.	NOUN
cana-4168	4	2	m.	m.	NOUN
cana-4168	4	3	gomathi	gomathi	PROPN
cana-4168	4	4	1*assistant	1*assistant	NUM
cana-4168	4	5	professor	professor	NOUN
cana-4168	4	6	,	,	PUNCT
cana-4168	4	7	department	department	NOUN
cana-4168	4	8	of	of	ADP
cana-4168	4	9	computer	computer	NOUN
cana-4168	4	10	science	science	NOUN
cana-4168	4	11	,	,	PUNCT
cana-4168	4	12	p.k.r	p.k.r	NOUN
cana-4168	4	13	.	.	PUNCT
cana-4168	5	1	arts	arts	PROPN
cana-4168	5	2	college	college	PROPN
cana-4168	5	3	for	for	ADP
cana-4168	5	4	women	woman	NOUN
cana-4168	5	5	,	,	PUNCT
cana-4168	5	6	gobichettipalayam	gobichettipalayam	ADJ
cana-4168	5	7	-638452	-638452	ADJ
cana-4168	5	8	mail	mail	NOUN
cana-4168	6	1	i	i	NOUN
cana-4168	6	2	d	d	PROPN
cana-4168	6	3	:	:	PUNCT
cana-4168	7	1	vijiperumalsas@gmail.com	vijiperumalsas@gmail.com	X
cana-4168	7	2	2dean	2dean	NUM
cana-4168	7	3	&	&	CCONJ
cana-4168	7	4	associate	associate	PROPN
cana-4168	7	5	professor	professor	NOUN
cana-4168	7	6	,	,	PUNCT
cana-4168	7	7	department	department	NOUN
cana-4168	7	8	of	of	ADP
cana-4168	7	9	computer	computer	NOUN
cana-4168	7	10	science	science	NOUN
cana-4168	7	11	,	,	PUNCT
cana-4168	7	12	p.k.r	p.k.r	NOUN
cana-4168	7	13	.	.	PUNCT
cana-4168	8	1	arts	arts	PROPN
cana-4168	8	2	college	college	PROPN
cana-4168	8	3	for	for	ADP
cana-4168	8	4	women	woman	NOUN
cana-4168	8	5	,	,	PUNCT
cana-4168	8	6	gobichettipalayam	gobichettipalayam	NOUN
cana-4168	8	7	638452	638452	NUM
cana-4168	8	8	mail	mail	NOUN
cana-4168	9	1	i	i	NOUN
cana-4168	9	2	d	d	PROPN
cana-4168	9	3	:	:	PUNCT
cana-4168	9	4	gomathipm@pkrarts.org	gomathipm@pkrarts.org	PROPN
cana-4168	9	5	article	article	NOUN
cana-4168	9	6	history	history	NOUN
cana-4168	9	7	:	:	PUNCT
cana-4168	9	8	received	receive	VERB
cana-4168	9	9	:	:	PUNCT
cana-4168	9	10	12	12	NUM
cana-4168	9	11	-	-	SYM
cana-4168	9	12	01	01	NUM
cana-4168	9	13	-	-	PUNCT
cana-4168	9	14	2025	2025	NUM
cana-4168	9	15	revised	revise	VERB
cana-4168	9	16	:	:	PUNCT
cana-4168	9	17	15	15	NUM
cana-4168	9	18	-	-	NUM
cana-4168	9	19	02	02	NUM
cana-4168	9	20	-	-	PUNCT
cana-4168	9	21	2025	2025	NUM
cana-4168	9	22	accepted	accept	VERB
cana-4168	9	23	:	:	PUNCT
cana-4168	9	24	01	01	NUM
cana-4168	9	25	-	-	SYM
cana-4168	9	26	03	03	NUM
cana-4168	9	27	-	-	PUNCT
cana-4168	9	28	2025	2025	NUM
cana-4168	9	29	abstract	abstract	NOUN
cana-4168	9	30	:	:	PUNCT
cana-4168	9	31	wireless	wireless	ADJ
cana-4168	9	32	sensor	sensor	NOUN
cana-4168	9	33	networks	network	NOUN
cana-4168	9	34	(	(	PUNCT
cana-4168	9	35	wsns	wsns	NOUN
cana-4168	9	36	)	)	PUNCT
cana-4168	9	37	are	be	AUX
cana-4168	9	38	regularly	regularly	ADV
cana-4168	9	39	employed	employ	VERB
cana-4168	9	40	in	in	ADP
cana-4168	9	41	risky	risky	ADJ
cana-4168	9	42	,	,	PUNCT
cana-4168	9	43	uncontrolled	uncontrolled	ADJ
cana-4168	9	44	situations	situation	NOUN
cana-4168	9	45	.	.	PUNCT
cana-4168	10	1	wsns	wsns	PROPN
cana-4168	10	2	are	be	AUX
cana-4168	10	3	vulnerable	vulnerable	ADJ
cana-4168	10	4	to	to	ADP
cana-4168	10	5	physical	physical	ADJ
cana-4168	10	6	intrusion	intrusion	NOUN
cana-4168	10	7	and	and	CCONJ
cana-4168	10	8	security	security	NOUN
cana-4168	10	9	threats	threat	NOUN
cana-4168	10	10	.	.	PUNCT
cana-4168	11	1	strong	strong	ADJ
cana-4168	11	2	security	security	NOUN
cana-4168	11	3	measures	measure	NOUN
cana-4168	11	4	must	must	AUX
cana-4168	11	5	thus	thus	ADV
cana-4168	11	6	be	be	AUX
cana-4168	11	7	implemented	implement	VERB
cana-4168	11	8	to	to	PART
cana-4168	11	9	secure	secure	VERB
cana-4168	11	10	networks	network	NOUN
cana-4168	11	11	where	where	SCONJ
cana-4168	11	12	detecting	detect	VERB
cana-4168	11	13	intrusions	intrusion	NOUN
cana-4168	11	14	are	be	AUX
cana-4168	11	15	generally	generally	ADV
cana-4168	11	16	acknowledged	acknowledge	VERB
cana-4168	11	17	as	as	ADP
cana-4168	11	18	one	one	NUM
cana-4168	11	19	of	of	ADP
cana-4168	11	20	the	the	DET
cana-4168	11	21	most	most	ADV
cana-4168	11	22	effective	effective	ADJ
cana-4168	11	23	security	security	NOUN
cana-4168	11	24	methods	method	NOUN
cana-4168	11	25	for	for	ADP
cana-4168	11	26	protecting	protect	VERB
cana-4168	11	27	a	a	DET
cana-4168	11	28	network	network	NOUN
cana-4168	11	29	from	from	ADP
cana-4168	11	30	malicious	malicious	ADJ
cana-4168	11	31	assaults	assault	NOUN
cana-4168	11	32	and	and	CCONJ
cana-4168	11	33	illegal	illegal	ADJ
cana-4168	11	34	access	access	NOUN
cana-4168	11	35	.	.	PUNCT
cana-4168	12	1	recent	recent	ADJ
cana-4168	12	2	study	study	NOUN
cana-4168	12	3	proposes	propose	VERB
cana-4168	12	4	an	an	DET
cana-4168	12	5	improved	improved	ADJ
cana-4168	12	6	ids	id	NOUN
cana-4168	12	7	based	base	VERB
cana-4168	12	8	on	on	ADP
cana-4168	12	9	modified	modify	VERB
cana-4168	12	10	binary	binary	ADJ
cana-4168	12	11	grey	grey	PROPN
cana-4168	12	12	wolf	wolf	PROPN
cana-4168	12	13	optimizer	optimizer	NOUN
cana-4168	12	14	with	with	ADP
cana-4168	12	15	support	support	NOUN
cana-4168	12	16	vector	vector	NOUN
cana-4168	12	17	machine	machine	NOUN
cana-4168	12	18	(	(	PUNCT
cana-4168	12	19	gwosvm	gwosvm	ADJ
cana-4168	12	20	-	-	PUNCT
cana-4168	12	21	ids	id	NOUN
cana-4168	12	22	)	)	PUNCT
cana-4168	12	23	.	.	PUNCT
cana-4168	13	1	optimal	optimal	ADJ
cana-4168	13	2	wolf	wolf	PROPN
cana-4168	13	3	counts	count	NOUN
cana-4168	13	4	are	be	AUX
cana-4168	13	5	found	find	VERB
cana-4168	13	6	using	use	VERB
cana-4168	13	7	3,5,7	3,5,7	NUM
cana-4168	13	8	wolves	wolf	NOUN
cana-4168	13	9	.	.	PUNCT
cana-4168	14	1	the	the	DET
cana-4168	14	2	suggested	suggest	VERB
cana-4168	14	3	technique	technique	NOUN
cana-4168	14	4	attempts	attempt	NOUN
cana-4168	14	5	to	to	PART
cana-4168	14	6	enhance	enhance	VERB
cana-4168	14	7	accuracies	accuracy	NOUN
cana-4168	14	8	of	of	ADP
cana-4168	14	9	intrusion	intrusion	NOUN
cana-4168	14	10	detections	detection	NOUN
cana-4168	14	11	while	while	SCONJ
cana-4168	14	12	minimizing	minimize	VERB
cana-4168	14	13	processing	processing	NOUN
cana-4168	14	14	times	time	NOUN
cana-4168	14	15	with	with	ADP
cana-4168	14	16	lower	low	ADJ
cana-4168	14	17	false	false	ADJ
cana-4168	14	18	alarm	alarm	NOUN
cana-4168	14	19	rates	rate	NOUN
cana-4168	14	20	and	and	CCONJ
cana-4168	14	21	feature	feature	NOUN
cana-4168	14	22	counts	count	NOUN
cana-4168	14	23	created	create	VERB
cana-4168	14	24	by	by	ADP
cana-4168	14	25	ids	id	NOUN
cana-4168	14	26	in	in	ADP
cana-4168	14	27	wsns	wsns	NOUN
cana-4168	14	28	.	.	PUNCT
cana-4168	15	1	however	however	ADV
cana-4168	15	2	in	in	ADP
cana-4168	15	3	existing	exist	VERB
cana-4168	15	4	work	work	NOUN
cana-4168	15	5	sensor	sensor	NOUN
cana-4168	15	6	nodes	node	NOUN
cana-4168	15	7	consumes	consume	VERB
cana-4168	15	8	more	more	ADJ
cana-4168	15	9	energy	energy	NOUN
cana-4168	15	10	to	to	PART
cana-4168	15	11	perform	perform	VERB
cana-4168	15	12	packet	packet	NOUN
cana-4168	15	13	transmission	transmission	NOUN
cana-4168	15	14	.	.	PUNCT
cana-4168	16	1	more	more	ADJ
cana-4168	16	2	energy	energy	NOUN
cana-4168	16	3	consumption	consumption	NOUN
cana-4168	16	4	may	may	AUX
cana-4168	16	5	lead	lead	VERB
cana-4168	16	6	to	to	ADP
cana-4168	16	7	network	network	NOUN
cana-4168	16	8	failure	failure	NOUN
cana-4168	16	9	because	because	SCONJ
cana-4168	16	10	of	of	ADP
cana-4168	16	11	this	this	DET
cana-4168	16	12	reason	reason	NOUN
cana-4168	16	13	energy	energy	NOUN
cana-4168	16	14	is	be	AUX
cana-4168	16	15	the	the	DET
cana-4168	16	16	very	very	ADV
cana-4168	16	17	important	important	ADJ
cana-4168	16	18	parameter	parameter	NOUN
cana-4168	16	19	in	in	ADP
cana-4168	16	20	wsns	wsns	NOUN
cana-4168	16	21	.	.	PUNCT
cana-4168	17	1	additionally	additionally	ADV
cana-4168	17	2	,	,	PUNCT
cana-4168	17	3	grey	grey	ADJ
cana-4168	17	4	wolf	wolf	PROPN
cana-4168	17	5	optimizer	optimizer	NOUN
cana-4168	17	6	(	(	PUNCT
cana-4168	17	7	gwo	gwo	NOUN
cana-4168	17	8	)	)	PUNCT
cana-4168	17	9	performs	perform	VERB
cana-4168	17	10	poorly	poorly	ADV
cana-4168	17	11	in	in	ADP
cana-4168	17	12	local	local	ADJ
cana-4168	17	13	searches	search	NOUN
cana-4168	17	14	and	and	CCONJ
cana-4168	17	15	has	have	VERB
cana-4168	17	16	a	a	DET
cana-4168	17	17	slow	slow	ADJ
cana-4168	17	18	convergence	convergence	NOUN
cana-4168	17	19	rate	rate	NOUN
cana-4168	17	20	,	,	PUNCT
cana-4168	17	21	both	both	PRON
cana-4168	17	22	of	of	ADP
cana-4168	17	23	which	which	PRON
cana-4168	17	24	might	might	AUX
cana-4168	17	25	affect	affect	VERB
cana-4168	17	26	intrusion	intrusion	NOUN
cana-4168	17	27	detection	detection	NOUN
cana-4168	17	28	effectiveness	effectiveness	NOUN
cana-4168	17	29	.	.	PUNCT
cana-4168	18	1	support	support	NOUN
cana-4168	18	2	vector	vector	NOUN
cana-4168	18	3	machine	machine	NOUN
cana-4168	18	4	(	(	PUNCT
cana-4168	18	5	svm	svm	PROPN
cana-4168	18	6	)	)	PUNCT
cana-4168	18	7	is	be	AUX
cana-4168	18	8	unsuitable	unsuitable	ADJ
cana-4168	18	9	for	for	ADP
cana-4168	18	10	managing	manage	VERB
cana-4168	18	11	huge	huge	ADJ
cana-4168	18	12	data	datum	NOUN
cana-4168	18	13	sets	set	NOUN
cana-4168	18	14	.	.	PUNCT
cana-4168	19	1	increased	increase	VERB
cana-4168	19	2	feature	feature	NOUN
cana-4168	19	3	counts	count	NOUN
cana-4168	19	4	per	per	ADP
cana-4168	19	5	data	datum	NOUN
cana-4168	19	6	points	point	NOUN
cana-4168	19	7	during	during	ADP
cana-4168	19	8	training	training	NOUN
cana-4168	19	9	results	result	NOUN
cana-4168	19	10	in	in	ADP
cana-4168	19	11	poor	poor	ADJ
cana-4168	19	12	svm	svm	ADJ
cana-4168	19	13	performances	performance	NOUN
cana-4168	19	14	.	.	PUNCT
cana-4168	20	1	to	to	PART
cana-4168	20	2	address	address	VERB
cana-4168	20	3	these	these	DET
cana-4168	20	4	challenges	challenge	NOUN
cana-4168	20	5	,	,	PUNCT
cana-4168	20	6	the	the	DET
cana-4168	20	7	suggested	suggest	VERB
cana-4168	20	8	study	study	NOUN
cana-4168	20	9	suggests	suggest	VERB
cana-4168	20	10	node	node	ADJ
cana-4168	20	11	clustering	clustering	NOUN
cana-4168	20	12	,	,	PUNCT
cana-4168	20	13	which	which	PRON
cana-4168	20	14	is	be	AUX
cana-4168	20	15	accomplished	accomplish	VERB
cana-4168	20	16	with	with	ADP
cana-4168	20	17	weighted	weight	VERB
cana-4168	20	18	kmc	kmc	PROPN
cana-4168	20	19	.	.	PUNCT
cana-4168	21	1	cluster	cluster	NOUN
cana-4168	21	2	heads	head	NOUN
cana-4168	21	3	(	(	PUNCT
cana-4168	21	4	chs	chs	X
cana-4168	21	5	)	)	PUNCT
cana-4168	21	6	will	will	AUX
cana-4168	21	7	be	be	AUX
cana-4168	21	8	chosen	choose	VERB
cana-4168	21	9	using	use	VERB
cana-4168	21	10	mutation	mutation	NOUN
cana-4168	21	11	based	base	VERB
cana-4168	21	12	improved	improve	VERB
cana-4168	21	13	butterfly	butterfly	NOUN
cana-4168	21	14	optimization	optimization	NOUN
cana-4168	21	15	(	(	PUNCT
cana-4168	21	16	mbibo	mbibo	NOUN
cana-4168	21	17	)	)	PUNCT
cana-4168	21	18	.	.	PUNCT
cana-4168	22	1	to	to	PART
cana-4168	22	2	construct	construct	VERB
cana-4168	22	3	secure	secure	ADJ
cana-4168	22	4	communications	communication	NOUN
cana-4168	22	5	in	in	ADP
cana-4168	22	6	wsns	wsns	NOUN
cana-4168	22	7	,	,	PUNCT
cana-4168	22	8	improved	improve	VERB
cana-4168	22	9	whale	whale	NOUN
cana-4168	22	10	optimizations	optimization	NOUN
cana-4168	22	11	(	(	PUNCT
cana-4168	22	12	iwo	iwo	PROPN
cana-4168	22	13	)	)	PUNCT
cana-4168	22	14	for	for	ADP
cana-4168	22	15	feature	feature	NOUN
cana-4168	22	16	selections	selection	NOUN
cana-4168	22	17	from	from	ADP
cana-4168	22	18	input	input	NOUN
cana-4168	22	19	network	network	NOUN
cana-4168	22	20	security	security	NOUN
cana-4168	22	21	laboratory	laboratory	NOUN
cana-4168	22	22	dataset	dataset	NOUN
cana-4168	22	23	is	be	AUX
cana-4168	22	24	developed	develop	VERB
cana-4168	22	25	,	,	PUNCT
cana-4168	22	26	which	which	PRON
cana-4168	22	27	reduces	reduce	VERB
cana-4168	22	28	time	time	NOUN
cana-4168	22	29	consumption	consumption	NOUN
cana-4168	22	30	and	and	CCONJ
cana-4168	22	31	increases	increase	VERB
cana-4168	22	32	intrusion	intrusion	NOUN
cana-4168	22	33	detection	detection	NOUN
cana-4168	22	34	efficiency	efficiency	NOUN
cana-4168	22	35	.	.	PUNCT
cana-4168	23	1	experimental	experimental	ADJ
cana-4168	23	2	findings	finding	NOUN
cana-4168	23	3	demonstrate	demonstrate	VERB
cana-4168	23	4	efficacy	efficacy	NOUN
cana-4168	23	5	of	of	ADP
cana-4168	23	6	the	the	DET
cana-4168	23	7	suggested	suggest	VERB
cana-4168	23	8	models	model	NOUN
cana-4168	23	9	in	in	ADP
cana-4168	23	10	terms	term	NOUN
cana-4168	23	11	of	of	ADP
cana-4168	23	12	packet	packet	NOUN
cana-4168	23	13	delivery	delivery	NOUN
cana-4168	23	14	ratios	ratio	NOUN
cana-4168	23	15	,	,	PUNCT
cana-4168	23	16	endto	endto	NOUN
cana-4168	23	17	-	-	PUNCT
cana-4168	23	18	end	end	NOUN
cana-4168	23	19	latencies	latency	NOUN
cana-4168	23	20	,	,	PUNCT
cana-4168	23	21	throughputs	throughput	NOUN
cana-4168	23	22	,	,	PUNCT
cana-4168	23	23	and	and	CCONJ
cana-4168	23	24	attack	attack	NOUN
cana-4168	23	25	detection	detection	NOUN
cana-4168	23	26	rates	rate	NOUN
cana-4168	23	27	.	.	PUNCT
cana-4168	24	1	keywords	keyword	NOUN
cana-4168	24	2	:	:	PUNCT
cana-4168	24	3	intrusion	intrusion	NOUN
cana-4168	24	4	detection	detection	NOUN
cana-4168	24	5	system	system	NOUN
cana-4168	24	6	,	,	PUNCT
cana-4168	24	7	grey	grey	ADJ
cana-4168	24	8	wolf	wolf	PROPN
cana-4168	24	9	optimizer	optimizer	NOUN
cana-4168	24	10	,	,	PUNCT
cana-4168	24	11	time	time	NOUN
cana-4168	24	12	consumption	consumption	NOUN
cana-4168	24	13	,	,	PUNCT
cana-4168	24	14	whale	whale	NOUN
cana-4168	24	15	optimization	optimization	NOUN
cana-4168	24	16	and	and	CCONJ
cana-4168	24	17	fuzzy	fuzzy	ADJ
cana-4168	24	18	neural	neural	ADJ
cana-4168	24	19	network	network	NOUN
cana-4168	24	20	.	.	PUNCT
cana-4168	25	1	communications	communication	NOUN
cana-4168	25	2	on	on	ADP
cana-4168	25	3	applied	apply	VERB
cana-4168	25	4	nonlinear	nonlinear	ADJ
cana-4168	25	5	analysis	analysis	NOUN
cana-4168	25	6	issn	issn	NOUN
cana-4168	25	7	:	:	PUNCT
cana-4168	25	8	1074	1074	NUM
cana-4168	25	9	-	-	PUNCT
cana-4168	25	10	133x	133x	NUM
cana-4168	25	11	vol	vol	NOUN
cana-4168	25	12	32	32	NUM
cana-4168	25	13	no	no	NOUN
cana-4168	25	14	.	.	PUNCT
cana-4168	26	1	9s	9s	NUM
cana-4168	26	2	(	(	PUNCT
cana-4168	26	3	2025	2025	NUM
cana-4168	26	4	)	)	PUNCT
cana-4168	26	5	1452	1452	NUM
cana-4168	27	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	27	2	introduction	introduction	NOUN
cana-4168	27	3	recent	recent	ADJ
cana-4168	27	4	developments	development	NOUN
cana-4168	27	5	in	in	ADP
cana-4168	27	6	wireless	wireless	ADJ
cana-4168	27	7	communication	communication	NOUN
cana-4168	27	8	and	and	CCONJ
cana-4168	27	9	microelectronics	microelectronic	NOUN
cana-4168	27	10	technology	technology	NOUN
cana-4168	27	11	have	have	AUX
cana-4168	27	12	made	make	VERB
cana-4168	27	13	it	it	PRON
cana-4168	27	14	possible	possible	ADJ
cana-4168	27	15	to	to	PART
cana-4168	27	16	create	create	VERB
cana-4168	27	17	multipurpose	multipurpose	NOUN
cana-4168	27	18	sensors	sensor	NOUN
cana-4168	27	19	at	at	ADP
cana-4168	27	20	low	low	ADJ
cana-4168	27	21	cost	cost	NOUN
cana-4168	27	22	and	and	CCONJ
cana-4168	27	23	power	power	NOUN
cana-4168	27	24	.	.	PUNCT
cana-4168	28	1	these	these	DET
cana-4168	28	2	sensor	sensor	NOUN
cana-4168	28	3	nodes	node	NOUN
cana-4168	28	4	include	include	VERB
cana-4168	28	5	wireless	wireless	ADJ
cana-4168	28	6	connection	connection	NOUN
cana-4168	28	7	,	,	PUNCT
cana-4168	28	8	data	datum	NOUN
cana-4168	28	9	processing	processing	NOUN
cana-4168	28	10	,	,	PUNCT
cana-4168	28	11	and	and	CCONJ
cana-4168	28	12	a	a	DET
cana-4168	28	13	capturing	capture	VERB
cana-4168	28	14	device	device	NOUN
cana-4168	28	15	.	.	PUNCT
cana-4168	29	1	a	a	DET
cana-4168	29	2	wide	wide	ADJ
cana-4168	29	3	number	number	NOUN
cana-4168	29	4	of	of	ADP
cana-4168	29	5	autonomous	autonomous	ADJ
cana-4168	29	6	devices	device	NOUN
cana-4168	29	7	that	that	PRON
cana-4168	29	8	communicate	communicate	VERB
cana-4168	29	9	with	with	ADP
cana-4168	29	10	one	one	NUM
cana-4168	29	11	another	another	DET
cana-4168	29	12	through	through	ADP
cana-4168	29	13	short	short	ADJ
cana-4168	29	14	-	-	PUNCT
cana-4168	29	15	range	range	NOUN
cana-4168	29	16	radio	radio	NOUN
cana-4168	29	17	broadcasts	broadcast	NOUN
cana-4168	29	18	make	make	VERB
cana-4168	29	19	up	up	ADP
cana-4168	29	20	wsns	wsns	NOUN
cana-4168	30	1	[	[	X
cana-4168	30	2	1	1	NUM
cana-4168	30	3	,	,	PUNCT
cana-4168	30	4	2	2	NUM
cana-4168	30	5	,	,	PUNCT
cana-4168	30	6	3	3	NUM
cana-4168	30	7	]	]	PUNCT
cana-4168	30	8	.	.	PUNCT
cana-4168	31	1	these	these	DET
cana-4168	31	2	sensors	sensor	NOUN
cana-4168	31	3	may	may	AUX
cana-4168	31	4	be	be	AUX
cana-4168	31	5	extremely	extremely	ADV
cana-4168	31	6	helpful	helpful	ADJ
cana-4168	31	7	for	for	ADP
cana-4168	31	8	a	a	DET
cana-4168	31	9	wide	wide	ADJ
cana-4168	31	10	range	range	NOUN
cana-4168	31	11	of	of	ADP
cana-4168	31	12	military	military	ADJ
cana-4168	31	13	and	and	CCONJ
cana-4168	31	14	civilian	civilian	ADJ
cana-4168	31	15	applications	application	NOUN
cana-4168	31	16	,	,	PUNCT
cana-4168	31	17	including	include	VERB
cana-4168	31	18	information	information	NOUN
cana-4168	31	19	gathering	gathering	NOUN
cana-4168	31	20	and	and	CCONJ
cana-4168	31	21	processing	processing	NOUN
cana-4168	31	22	from	from	ADP
cana-4168	31	23	challenging	challenge	VERB
cana-4168	31	24	to	to	PART
cana-4168	31	25	reach	reach	VERB
cana-4168	31	26	and	and	CCONJ
cana-4168	31	27	hostile	hostile	ADJ
cana-4168	31	28	environments	environment	NOUN
cana-4168	31	29	for	for	ADP
cana-4168	31	30	things	thing	NOUN
cana-4168	31	31	like	like	ADP
cana-4168	31	32	environment	environment	NOUN
cana-4168	31	33	monitoring	monitoring	NOUN
cana-4168	31	34	and	and	CCONJ
cana-4168	31	35	combat	combat	NOUN
cana-4168	31	36	surveillance	surveillance	NOUN
cana-4168	31	37	.	.	PUNCT
cana-4168	32	1	since	since	SCONJ
cana-4168	32	2	the	the	DET
cana-4168	32	3	features	feature	NOUN
cana-4168	32	4	of	of	ADP
cana-4168	32	5	both	both	CCONJ
cana-4168	32	6	wireless	wireless	ADJ
cana-4168	32	7	infrastructure	infrastructure	NOUN
cana-4168	32	8	and	and	CCONJ
cana-4168	32	9	wsns	wsns	NOUN
cana-4168	32	10	might	might	AUX
cana-4168	32	11	increase	increase	VERB
cana-4168	32	12	the	the	DET
cana-4168	32	13	danger	danger	NOUN
cana-4168	32	14	of	of	ADP
cana-4168	32	15	attacks	attack	NOUN
cana-4168	32	16	on	on	ADP
cana-4168	32	17	the	the	DET
cana-4168	32	18	network	network	NOUN
cana-4168	32	19	,	,	PUNCT
cana-4168	32	20	many	many	ADJ
cana-4168	32	21	researchers	researcher	NOUN
cana-4168	32	22	have	have	AUX
cana-4168	32	23	concentrated	concentrate	VERB
cana-4168	32	24	on	on	ADP
cana-4168	32	25	the	the	DET
cana-4168	32	26	security	security	NOUN
cana-4168	32	27	of	of	ADP
cana-4168	32	28	wsns	wsns	NOUN
cana-4168	32	29	against	against	ADP
cana-4168	32	30	attacks	attack	NOUN
cana-4168	32	31	or	or	CCONJ
cana-4168	32	32	malicious	malicious	ADJ
cana-4168	32	33	behavior	behavior	NOUN
cana-4168	32	34	.	.	PUNCT
cana-4168	33	1	an	an	DET
cana-4168	33	2	ids	ids	NOUN
cana-4168	33	3	is	be	AUX
cana-4168	33	4	one	one	NUM
cana-4168	33	5	of	of	ADP
cana-4168	33	6	the	the	DET
cana-4168	33	7	security	security	NOUN
cana-4168	33	8	tools	tool	NOUN
cana-4168	33	9	used	use	VERB
cana-4168	33	10	to	to	PART
cana-4168	33	11	keep	keep	VERB
cana-4168	33	12	hackers	hacker	NOUN
cana-4168	33	13	out	out	ADP
cana-4168	33	14	of	of	ADP
cana-4168	33	15	wsns	wsns	NOUN
cana-4168	34	1	[	[	X
cana-4168	34	2	4,5,6	4,5,6	NUM
cana-4168	34	3	]	]	NOUN
cana-4168	34	4	..	..	PUNCT
cana-4168	34	5	ids	id	NOUN
cana-4168	34	6	can	can	AUX
cana-4168	34	7	accurately	accurately	ADV
cana-4168	34	8	defend	defend	VERB
cana-4168	34	9	against	against	ADP
cana-4168	34	10	internal	internal	ADJ
cana-4168	34	11	threats	threat	NOUN
cana-4168	34	12	and	and	CCONJ
cana-4168	34	13	regarded	regard	VERB
cana-4168	34	14	as	as	ADP
cana-4168	34	15	second	second	ADJ
cana-4168	34	16	lines	line	NOUN
cana-4168	34	17	of	of	ADP
cana-4168	34	18	defense	defense	NOUN
cana-4168	34	19	,	,	PUNCT
cana-4168	34	20	this	this	DET
cana-4168	34	21	system	system	NOUN
cana-4168	34	22	makes	make	VERB
cana-4168	34	23	it	it	PRON
cana-4168	34	24	possible	possible	ADJ
cana-4168	34	25	to	to	PART
cana-4168	34	26	identify	identify	VERB
cana-4168	34	27	unusual	unusual	ADJ
cana-4168	34	28	or	or	CCONJ
cana-4168	34	29	suspicious	suspicious	ADJ
cana-4168	34	30	activity	activity	NOUN
cana-4168	34	31	on	on	ADP
cana-4168	34	32	the	the	DET
cana-4168	34	33	target	target	NOUN
cana-4168	34	34	under	under	ADP
cana-4168	34	35	analysis	analysis	NOUN
cana-4168	34	36	and	and	CCONJ
cana-4168	34	37	sounds	sound	VERB
cana-4168	34	38	an	an	DET
cana-4168	34	39	alert	alert	NOUN
cana-4168	34	40	in	in	ADP
cana-4168	34	41	the	the	DET
cana-4168	34	42	event	event	NOUN
cana-4168	34	43	of	of	ADP
cana-4168	34	44	an	an	DET
cana-4168	34	45	intrusion	intrusion	NOUN
cana-4168	34	46	.	.	PUNCT
cana-4168	35	1	i	i	PRON
cana-4168	35	2	firmly	firmly	ADV
cana-4168	35	3	feel	feel	VERB
cana-4168	35	4	that	that	SCONJ
cana-4168	35	5	ids	id	NOUN
cana-4168	35	6	is	be	AUX
cana-4168	35	7	helpful	helpful	ADJ
cana-4168	35	8	for	for	ADP
cana-4168	35	9	both	both	CCONJ
cana-4168	35	10	internal	internal	ADJ
cana-4168	35	11	and	and	CCONJ
cana-4168	35	12	external	external	ADJ
cana-4168	35	13	assaults	assault	NOUN
cana-4168	35	14	since	since	SCONJ
cana-4168	35	15	cryptography	cryptography	NOUN
cana-4168	35	16	is	be	AUX
cana-4168	35	17	unable	unable	ADJ
cana-4168	35	18	to	to	PART
cana-4168	35	19	give	give	VERB
cana-4168	35	20	the	the	DET
cana-4168	35	21	required	require	VERB
cana-4168	35	22	security	security	NOUN
cana-4168	35	23	in	in	ADP
cana-4168	35	24	wsns	wsns	NOUN
cana-4168	35	25	.	.	PUNCT
cana-4168	36	1	many	many	ADJ
cana-4168	36	2	studies	study	NOUN
cana-4168	36	3	for	for	ADP
cana-4168	36	4	ids	id	NOUN
cana-4168	36	5	usages	usage	NOUN
cana-4168	36	6	in	in	ADP
cana-4168	36	7	wsns	wsns	NOUN
cana-4168	36	8	exist	exist	NOUN
cana-4168	36	9	[	[	X
cana-4168	36	10	7	7	NUM
cana-4168	36	11	,	,	PUNCT
cana-4168	36	12	8	8	NUM
cana-4168	36	13	]	]	PUNCT
cana-4168	36	14	.	.	PUNCT
cana-4168	37	1	in	in	ADP
cana-4168	37	2	recent	recent	ADJ
cana-4168	37	3	works	work	NOUN
cana-4168	37	4	an	an	DET
cana-4168	37	5	improved	improved	ADJ
cana-4168	37	6	ids	ids	NOUN
cana-4168	37	7	utilizing	utilize	VERB
cana-4168	37	8	modified	modify	VERB
cana-4168	37	9	binary	binary	ADJ
cana-4168	37	10	gwosvm	gwosvm	PROPN
cana-4168	37	11	-	-	PUNCT
cana-4168	37	12	ids	id	NOUN
cana-4168	37	13	using	use	VERB
cana-4168	37	14	3,5,7	3,5,7	NUM
cana-4168	37	15	wolves	wolf	NOUN
cana-4168	37	16	to	to	PART
cana-4168	37	17	determine	determine	VERB
cana-4168	37	18	optimal	optimal	ADJ
cana-4168	37	19	wolf	wolf	NOUN
cana-4168	37	20	counts	count	NOUN
cana-4168	37	21	.	.	PUNCT
cana-4168	38	1	the	the	DET
cana-4168	38	2	suggested	suggest	VERB
cana-4168	38	3	technique	technique	NOUN
cana-4168	38	4	intends	intend	VERB
cana-4168	38	5	to	to	PART
cana-4168	38	6	enhance	enhance	VERB
cana-4168	38	7	accuracy	accuracy	NOUN
cana-4168	38	8	of	of	ADP
cana-4168	38	9	intrusion	intrusion	NOUN
cana-4168	38	10	detections	detection	NOUN
cana-4168	38	11	while	while	SCONJ
cana-4168	38	12	minimize	minimize	VERB
cana-4168	38	13	processing	processing	NOUN
cana-4168	38	14	times	time	NOUN
cana-4168	38	15	in	in	ADP
cana-4168	38	16	the	the	DET
cana-4168	38	17	wsns	wsns	NOUN
cana-4168	38	18	with	with	ADP
cana-4168	38	19	reduced	reduce	VERB
cana-4168	38	20	false	false	ADJ
cana-4168	38	21	alarm	alarm	NOUN
cana-4168	38	22	rates	rate	NOUN
cana-4168	38	23	and	and	CCONJ
cana-4168	38	24	features	feature	NOUN
cana-4168	38	25	generated	generate	VERB
cana-4168	38	26	by	by	ADP
cana-4168	38	27	ids	id	NOUN
cana-4168	38	28	.	.	PUNCT
cana-4168	39	1	however	however	ADV
cana-4168	39	2	in	in	ADP
cana-4168	39	3	existing	exist	VERB
cana-4168	39	4	work	work	NOUN
cana-4168	39	5	sensor	sensor	NOUN
cana-4168	39	6	nodes	node	NOUN
cana-4168	39	7	consumes	consume	VERB
cana-4168	39	8	more	more	ADJ
cana-4168	39	9	energy	energy	NOUN
cana-4168	39	10	to	to	PART
cana-4168	39	11	perform	perform	VERB
cana-4168	39	12	packet	packet	NOUN
cana-4168	39	13	transmission	transmission	NOUN
cana-4168	39	14	.	.	PUNCT
cana-4168	40	1	energy	energy	NOUN
cana-4168	40	2	is	be	AUX
cana-4168	40	3	a	a	DET
cana-4168	40	4	crucial	crucial	ADJ
cana-4168	40	5	component	component	NOUN
cana-4168	40	6	in	in	ADP
cana-4168	40	7	wsns	wsns	NOUN
cana-4168	40	8	since	since	SCONJ
cana-4168	40	9	excessive	excessive	ADJ
cana-4168	40	10	energy	energy	NOUN
cana-4168	40	11	consumption	consumption	NOUN
cana-4168	40	12	might	might	AUX
cana-4168	40	13	result	result	VERB
cana-4168	40	14	in	in	ADP
cana-4168	40	15	network	network	NOUN
cana-4168	40	16	failure	failure	NOUN
cana-4168	40	17	.	.	PUNCT
cana-4168	41	1	furthermore	furthermore	ADV
cana-4168	41	2	,	,	PUNCT
cana-4168	41	3	gwo	gwo	PROPN
cana-4168	41	4	's	's	PART
cana-4168	41	5	poor	poor	ADJ
cana-4168	41	6	local	local	ADJ
cana-4168	41	7	searching	search	VERB
cana-4168	41	8	capabilities	capability	NOUN
cana-4168	41	9	and	and	CCONJ
cana-4168	41	10	sluggish	sluggish	ADJ
cana-4168	41	11	convergence	convergence	NOUN
cana-4168	41	12	rate	rate	NOUN
cana-4168	41	13	may	may	AUX
cana-4168	41	14	have	have	VERB
cana-4168	41	15	an	an	DET
cana-4168	41	16	impact	impact	NOUN
cana-4168	41	17	on	on	ADP
cana-4168	41	18	intrusion	intrusion	NOUN
cana-4168	41	19	detection	detection	NOUN
cana-4168	41	20	effectiveness	effectiveness	NOUN
cana-4168	41	21	.	.	PUNCT
cana-4168	42	1	large	large	ADJ
cana-4168	42	2	data	data	NOUN
cana-4168	42	3	sets	set	NOUN
cana-4168	42	4	can	can	AUX
cana-4168	42	5	not	not	PART
cana-4168	42	6	be	be	AUX
cana-4168	42	7	processed	process	VERB
cana-4168	42	8	properly	properly	ADV
cana-4168	42	9	by	by	ADP
cana-4168	42	10	svm	svm	ADJ
cana-4168	42	11	algorithm	algorithm	NOUN
cana-4168	42	12	and	and	CCONJ
cana-4168	42	13	performances	performance	NOUN
cana-4168	42	14	deteriorate	deteriorate	VERB
cana-4168	42	15	with	with	ADP
cana-4168	42	16	more	more	ADJ
cana-4168	42	17	features	feature	NOUN
cana-4168	42	18	per	per	ADP
cana-4168	42	19	data	datum	NOUN
cana-4168	42	20	point	point	NOUN
cana-4168	42	21	while	while	SCONJ
cana-4168	42	22	training	training	NOUN
cana-4168	42	23	data	data	NOUN
cana-4168	42	24	samples	sample	NOUN
cana-4168	42	25	.	.	PUNCT
cana-4168	43	1	to	to	PART
cana-4168	43	2	avoid	avoid	VERB
cana-4168	43	3	these	these	DET
cana-4168	43	4	issues	issue	NOUN
cana-4168	43	5	in	in	ADP
cana-4168	43	6	this	this	DET
cana-4168	43	7	proposed	propose	VERB
cana-4168	43	8	work	work	NOUN
cana-4168	43	9	introduces	introduce	NOUN
cana-4168	43	10	node	node	NOUN
cana-4168	43	11	clustering	clustering	NOUN
cana-4168	43	12	which	which	PRON
cana-4168	43	13	is	be	AUX
cana-4168	43	14	performed	perform	VERB
cana-4168	43	15	using	use	VERB
cana-4168	43	16	weighted	weight	VERB
cana-4168	43	17	kmc	kmc	PROPN
cana-4168	43	18	.	.	PUNCT
cana-4168	44	1	chs	chs	PROPN
cana-4168	44	2	will	will	AUX
cana-4168	44	3	be	be	AUX
cana-4168	44	4	selected	select	VERB
cana-4168	44	5	using	use	VERB
cana-4168	44	6	mbibo	mbibo	NOUN
cana-4168	44	7	and	and	CCONJ
cana-4168	44	8	iwo	iwo	PROPN
cana-4168	44	9	selects	select	NOUN
cana-4168	44	10	features	feature	NOUN
cana-4168	44	11	from	from	ADP
cana-4168	44	12	input	input	NOUN
cana-4168	44	13	network	network	NOUN
cana-4168	44	14	security	security	NOUN
cana-4168	44	15	laboratory	laboratory	NOUN
cana-4168	44	16	dataset	dataset	VERB
cana-4168	44	17	to	to	PART
cana-4168	44	18	reduce	reduce	VERB
cana-4168	44	19	time	time	NOUN
cana-4168	44	20	consumptions	consumption	NOUN
cana-4168	44	21	and	and	CCONJ
cana-4168	44	22	increase	increase	VERB
cana-4168	44	23	intrusion	intrusion	NOUN
cana-4168	44	24	detection	detection	NOUN
cana-4168	44	25	efficiencies	efficiency	NOUN
cana-4168	44	26	are	be	AUX
cana-4168	44	27	introduced	introduce	VERB
cana-4168	44	28	.	.	PUNCT
cana-4168	45	1	efnn	efnn	NOUN
cana-4168	45	2	for	for	ADP
cana-4168	45	3	attack	attack	NOUN
cana-4168	45	4	detection	detection	NOUN
cana-4168	45	5	in	in	ADP
cana-4168	45	6	wsns	wsns	NOUN
cana-4168	45	7	are	be	AUX
cana-4168	45	8	also	also	ADV
cana-4168	45	9	suggested	suggest	VERB
cana-4168	45	10	to	to	PART
cana-4168	45	11	establish	establish	VERB
cana-4168	45	12	secure	secure	ADJ
cana-4168	45	13	communications	communication	NOUN
cana-4168	45	14	.	.	PUNCT
cana-4168	46	1	1	1	X
cana-4168	46	2	.	.	X
cana-4168	46	3	related	relate	VERB
cana-4168	46	4	works	work	NOUN
cana-4168	46	5	alaparthy	alaparthy	ADJ
cana-4168	46	6	and	and	CCONJ
cana-4168	46	7	morgera	morgera	NOUN
cana-4168	47	1	[	[	X
cana-4168	47	2	11	11	NUM
cana-4168	47	3	]	]	PUNCT
cana-4168	47	4	suggested	suggest	VERB
cana-4168	47	5	a	a	DET
cana-4168	47	6	model	model	NOUN
cana-4168	47	7	to	to	PART
cana-4168	47	8	protect	protect	VERB
cana-4168	47	9	wsns	wsns	NOUN
cana-4168	47	10	using	use	VERB
cana-4168	47	11	the	the	DET
cana-4168	47	12	immune	immune	ADJ
cana-4168	47	13	theory	theory	NOUN
cana-4168	47	14	method	method	NOUN
cana-4168	47	15	known	know	VERB
cana-4168	47	16	as	as	ADP
cana-4168	47	17	"	"	PUNCT
cana-4168	47	18	danger	danger	NOUN
cana-4168	47	19	theory	theory	NOUN
cana-4168	47	20	.	.	PUNCT
cana-4168	47	21	"	"	PUNCT
cana-4168	48	1	put	put	VERB
cana-4168	48	2	differently	differently	ADV
cana-4168	48	3	,	,	PUNCT
cana-4168	48	4	the	the	DET
cana-4168	48	5	design	design	NOUN
cana-4168	48	6	of	of	ADP
cana-4168	48	7	a	a	DET
cana-4168	48	8	multi	multi	ADJ
cana-4168	48	9	-	-	ADJ
cana-4168	48	10	level	level	ADJ
cana-4168	48	11	ids	id	NOUN
cana-4168	48	12	takes	take	VERB
cana-4168	48	13	into	into	ADP
cana-4168	48	14	account	account	NOUN
cana-4168	48	15	the	the	DET
cana-4168	48	16	roles	role	NOUN
cana-4168	48	17	played	play	VERB
cana-4168	48	18	by	by	ADP
cana-4168	48	19	different	different	ADJ
cana-4168	48	20	immune	immune	ADJ
cana-4168	48	21	cells	cell	NOUN
cana-4168	48	22	.	.	PUNCT
cana-4168	49	1	this	this	PRON
cana-4168	49	2	is	be	AUX
cana-4168	49	3	achieved	achieve	VERB
cana-4168	49	4	by	by	ADP
cana-4168	49	5	monitoring	monitor	VERB
cana-4168	49	6	energies	energy	NOUN
cana-4168	49	7	,	,	PUNCT
cana-4168	49	8	data	datum	NOUN
cana-4168	49	9	volumes	volume	NOUN
cana-4168	49	10	,	,	PUNCT
cana-4168	49	11	and	and	CCONJ
cana-4168	49	12	transfer	transfer	VERB
cana-4168	49	13	frequencies	frequency	NOUN
cana-4168	49	14	in	in	ADP
cana-4168	49	15	wsns	wsns	NOUN
cana-4168	49	16	and	and	CCONJ
cana-4168	49	17	developing	develop	VERB
cana-4168	49	18	outputs	output	NOUN
cana-4168	49	19	based	base	VERB
cana-4168	49	20	on	on	ADP
cana-4168	49	21	weights	weight	NOUN
cana-4168	49	22	and	and	CCONJ
cana-4168	49	23	concentrations	concentration	NOUN
cana-4168	49	24	which	which	PRON
cana-4168	49	25	act	act	VERB
cana-4168	49	26	as	as	ADP
cana-4168	49	27	feasible	feasible	ADJ
cana-4168	49	28	foundations	foundation	NOUN
cana-4168	49	29	for	for	ADP
cana-4168	49	30	ids	id	NOUN
cana-4168	49	31	designs	design	NOUN
cana-4168	49	32	in	in	ADP
cana-4168	49	33	wsns	wsns	NOUN
cana-4168	49	34	.	.	PUNCT
cana-4168	50	1	maleh	maleh	PROPN
cana-4168	50	2	,	,	PUNCT
cana-4168	50	3	et	et	PROPN
cana-4168	50	4	al	al	PROPN
cana-4168	51	1	[	[	X
cana-4168	51	2	12	12	NUM
cana-4168	51	3	]	]	PUNCT
cana-4168	51	4	suggested	suggest	VERB
cana-4168	51	5	light	light	NOUN
cana-4168	51	6	weighed	weigh	VERB
cana-4168	51	7	hybrid	hybrid	ADJ
cana-4168	51	8	ids	id	NOUN
cana-4168	51	9	for	for	ADP
cana-4168	51	10	wsns	wsns	NOUN
cana-4168	51	11	.	.	PUNCT
cana-4168	52	1	utilizing	utilize	VERB
cana-4168	52	2	cluster	cluster	NOUN
cana-4168	52	3	-	-	PUNCT
cana-4168	52	4	based	base	VERB
cana-4168	52	5	architecture	architecture	NOUN
cana-4168	52	6	,	,	PUNCT
cana-4168	52	7	our	our	PRON
cana-4168	52	8	intrusion	intrusion	NOUN
cana-4168	52	9	detection	detection	NOUN
cana-4168	52	10	methodology	methodology	NOUN
cana-4168	52	11	lowers	lower	VERB
cana-4168	52	12	energy	energy	NOUN
cana-4168	52	13	usage	usage	NOUN
cana-4168	52	14	.	.	PUNCT
cana-4168	53	1	this	this	DET
cana-4168	53	2	idea	idea	NOUN
cana-4168	53	3	enables	enable	VERB
cana-4168	53	4	worldwide	worldwide	ADV
cana-4168	53	5	lightweight	lightweight	ADJ
cana-4168	53	6	communications	communication	NOUN
cana-4168	53	7	on	on	ADP
cana-4168	53	8	applied	apply	VERB
cana-4168	53	9	nonlinear	nonlinear	ADJ
cana-4168	53	10	analysis	analysis	NOUN
cana-4168	53	11	issn	issn	NOUN
cana-4168	53	12	:	:	PUNCT
cana-4168	53	13	1074	1074	NUM
cana-4168	53	14	-	-	PUNCT
cana-4168	53	15	133x	133x	NUM
cana-4168	53	16	vol	vol	NOUN
cana-4168	53	17	32	32	NUM
cana-4168	53	18	no	no	NOUN
cana-4168	53	19	.	.	PUNCT
cana-4168	54	1	9s	9s	NUM
cana-4168	54	2	(	(	PUNCT
cana-4168	54	3	2025	2025	NUM
cana-4168	54	4	)	)	PUNCT
cana-4168	54	5	1453	1453	NUM
cana-4168	54	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	54	7	intrusion	intrusion	NOUN
cana-4168	54	8	detection	detection	NOUN
cana-4168	54	9	and	and	CCONJ
cana-4168	54	10	identification	identification	NOUN
cana-4168	54	11	of	of	ADP
cana-4168	54	12	hazardous	hazardous	ADJ
cana-4168	54	13	activities	activity	NOUN
cana-4168	54	14	using	use	VERB
cana-4168	54	15	anomaly	anomaly	NOUN
cana-4168	54	16	detections	detection	NOUN
cana-4168	54	17	based	base	VERB
cana-4168	54	18	on	on	ADP
cana-4168	54	19	svm	svm	NOUN
cana-4168	54	20	and	and	CCONJ
cana-4168	54	21	signatures	signature	NOUN
cana-4168	54	22	.	.	PUNCT
cana-4168	55	1	their	their	PRON
cana-4168	55	2	simulation	simulation	NOUN
cana-4168	55	3	results	result	NOUN
cana-4168	55	4	demonstrated	demonstrate	VERB
cana-4168	55	5	their	their	PRON
cana-4168	55	6	recommended	recommend	VERB
cana-4168	55	7	model	model	NOUN
cana-4168	55	8	’s	’s	PART
cana-4168	55	9	high	high	ADJ
cana-4168	55	10	capability	capability	NOUN
cana-4168	55	11	to	to	PART
cana-4168	55	12	detect	detect	VERB
cana-4168	55	13	abnormalities	abnormality	NOUN
cana-4168	55	14	with	with	ADP
cana-4168	55	15	reduced	reduced	ADJ
cana-4168	55	16	false	false	ADJ
cana-4168	55	17	alarms	alarm	NOUN
cana-4168	55	18	.	.	PUNCT
cana-4168	56	1	anitha	anitha	NOUN
cana-4168	56	2	and	and	CCONJ
cana-4168	56	3	kaarthick	kaarthick	NOUN
cana-4168	57	1	[	[	X
cana-4168	57	2	13	13	NUM
cana-4168	57	3	]	]	PUNCT
cana-4168	57	4	presented	present	VERB
cana-4168	57	5	laplacian	laplacian	ADJ
cana-4168	57	6	grey	grey	PROPN
cana-4168	57	7	wolf	wolf	PROPN
cana-4168	57	8	optimization	optimization	NOUN
cana-4168	57	9	(	(	PUNCT
cana-4168	57	10	gwo	gwo	NOUN
cana-4168	57	11	)	)	PUNCT
cana-4168	57	12	approach	approach	NOUN
cana-4168	57	13	with	with	ADP
cana-4168	57	14	oppositional	oppositional	ADJ
cana-4168	57	15	foundations	foundation	NOUN
cana-4168	57	16	for	for	ADP
cana-4168	57	17	grouping	group	VERB
cana-4168	57	18	attack	attack	NOUN
cana-4168	57	19	classes	class	NOUN
cana-4168	57	20	based	base	VERB
cana-4168	57	21	on	on	ADP
cana-4168	57	22	similarities	similarity	NOUN
cana-4168	57	23	,	,	PUNCT
cana-4168	57	24	as	as	ADV
cana-4168	57	25	well	well	ADV
cana-4168	57	26	as	as	ADP
cana-4168	57	27	active	active	ADJ
cana-4168	57	28	learning	learning	NOUN
cana-4168	57	29	of	of	ADP
cana-4168	57	30	svm	svm	ADJ
cana-4168	57	31	classifications	classification	NOUN
cana-4168	57	32	.	.	PUNCT
cana-4168	58	1	to	to	PART
cana-4168	58	2	demonstrate	demonstrate	VERB
cana-4168	58	3	the	the	DET
cana-4168	58	4	importance	importance	NOUN
cana-4168	58	5	of	of	ADP
cana-4168	58	6	the	the	DET
cana-4168	58	7	suggested	suggest	VERB
cana-4168	58	8	algorithm	algorithm	NOUN
cana-4168	58	9	,	,	PUNCT
cana-4168	58	10	its	its	PRON
cana-4168	58	11	output	output	NOUN
cana-4168	58	12	has	have	AUX
cana-4168	58	13	been	be	AUX
cana-4168	58	14	assessed	assess	VERB
cana-4168	58	15	using	use	VERB
cana-4168	58	16	common	common	ADJ
cana-4168	58	17	metrics	metric	NOUN
cana-4168	58	18	and	and	CCONJ
cana-4168	58	19	contrasted	contrast	VERB
cana-4168	58	20	with	with	ADP
cana-4168	58	21	more	more	ADJ
cana-4168	58	22	contemporary	contemporary	ADJ
cana-4168	58	23	methods	method	NOUN
cana-4168	58	24	.	.	PUNCT
cana-4168	59	1	comparing	compare	VERB
cana-4168	59	2	the	the	DET
cana-4168	59	3	suggested	suggest	VERB
cana-4168	59	4	algorithm	algorithm	NOUN
cana-4168	59	5	's	's	PART
cana-4168	59	6	outcomes	outcome	NOUN
cana-4168	59	7	with	with	ADP
cana-4168	59	8	those	those	PRON
cana-4168	59	9	of	of	ADP
cana-4168	59	10	the	the	DET
cana-4168	59	11	current	current	ADJ
cana-4168	59	12	approaches	approach	NOUN
cana-4168	59	13	demonstrates	demonstrate	VERB
cana-4168	59	14	its	its	PRON
cana-4168	59	15	importance	importance	NOUN
cana-4168	59	16	.	.	PUNCT
cana-4168	60	1	borkar	borkar	PROPN
cana-4168	60	2	,	,	PUNCT
cana-4168	60	3	et	et	PROPN
cana-4168	60	4	al[14	al[14	PROPN
cana-4168	60	5	]	]	PUNCT
cana-4168	60	6	suggested	suggest	VERB
cana-4168	60	7	the	the	DET
cana-4168	60	8	adaptive	adaptive	ADJ
cana-4168	60	9	chicken	chicken	NOUN
cana-4168	60	10	swarm	swarm	NOUN
cana-4168	60	11	optimization	optimization	NOUN
cana-4168	60	12	algorithm	algorithm	NOUN
cana-4168	60	13	for	for	ADP
cana-4168	60	14	selections	selection	NOUN
cana-4168	60	15	of	of	ADP
cana-4168	60	16	chs	ch	NOUN
cana-4168	60	17	,	,	PUNCT
cana-4168	60	18	an	an	DET
cana-4168	60	19	effective	effective	ADJ
cana-4168	60	20	clustering	clustering	NOUN
cana-4168	60	21	method	method	NOUN
cana-4168	60	22	.	.	PUNCT
cana-4168	61	1	by	by	ADP
cana-4168	61	2	using	use	VERB
cana-4168	61	3	this	this	DET
cana-4168	61	4	adaptive	adaptive	ADJ
cana-4168	61	5	strategy	strategy	NOUN
cana-4168	61	6	,	,	PUNCT
cana-4168	61	7	the	the	DET
cana-4168	61	8	network	network	NOUN
cana-4168	61	9	's	's	PART
cana-4168	61	10	lifetime	lifetime	NOUN
cana-4168	61	11	and	and	CCONJ
cana-4168	61	12	scalability	scalability	NOUN
cana-4168	61	13	are	be	AUX
cana-4168	61	14	both	both	PRON
cana-4168	61	15	increased	increase	VERB
cana-4168	61	16	while	while	SCONJ
cana-4168	61	17	the	the	DET
cana-4168	61	18	time	time	NOUN
cana-4168	61	19	consumption	consumption	NOUN
cana-4168	61	20	is	be	AUX
cana-4168	61	21	lowered	lower	VERB
cana-4168	61	22	to	to	ADP
cana-4168	61	23	a	a	DET
cana-4168	61	24	larger	large	ADJ
cana-4168	61	25	extent	extent	NOUN
cana-4168	61	26	.	.	PUNCT
cana-4168	62	1	in	in	ADP
cana-4168	62	2	addition	addition	NOUN
cana-4168	62	3	,	,	PUNCT
cana-4168	62	4	ids	id	NOUN
cana-4168	62	5	includes	include	VERB
cana-4168	62	6	dual	dual	ADJ
cana-4168	62	7	staged	stage	VERB
cana-4168	62	8	classifications	classification	NOUN
cana-4168	62	9	called	call	VERB
cana-4168	62	10	adaptive	adaptive	ADJ
cana-4168	62	11	svm	svm	ADJ
cana-4168	62	12	classifications	classification	NOUN
cana-4168	62	13	where	where	SCONJ
cana-4168	62	14	acknowledgment	acknowledgment	NOUN
cana-4168	62	15	based	base	VERB
cana-4168	62	16	mechanisms	mechanism	NOUN
cana-4168	62	17	detect	detect	VERB
cana-4168	62	18	fraudulent	fraudulent	ADJ
cana-4168	62	19	sensors	sensor	NOUN
cana-4168	62	20	.	.	PUNCT
cana-4168	63	1	this	this	DET
cana-4168	63	2	acknowledgment	acknowledgment	NOUN
cana-4168	63	3	describes	describe	VERB
cana-4168	63	4	various	various	ADJ
cana-4168	63	5	attack	attack	NOUN
cana-4168	63	6	types	type	NOUN
cana-4168	63	7	discovered	discover	VERB
cana-4168	63	8	by	by	ADP
cana-4168	63	9	ids	id	NOUN
cana-4168	63	10	inclusion	inclusion	NOUN
cana-4168	63	11	,	,	PUNCT
cana-4168	63	12	such	such	ADJ
cana-4168	63	13	as	as	ADP
cana-4168	63	14	dos	do	NOUN
cana-4168	63	15	,	,	PUNCT
cana-4168	63	16	probe	probe	NOUN
cana-4168	63	17	,	,	PUNCT
cana-4168	63	18	u2r	u2r	NOUN
cana-4168	63	19	,	,	PUNCT
cana-4168	63	20	and	and	CCONJ
cana-4168	63	21	r2l	r2l	NOUN
cana-4168	63	22	.	.	PUNCT
cana-4168	64	1	on	on	ADP
cana-4168	64	2	intrusions	intrusion	NOUN
cana-4168	64	3	,	,	PUNCT
cana-4168	64	4	high	high	ADJ
cana-4168	64	5	level	level	NOUN
cana-4168	64	6	security	security	NOUN
cana-4168	64	7	mechanisms	mechanism	NOUN
cana-4168	64	8	transmit	transmit	VERB
cana-4168	64	9	responses	response	NOUN
cana-4168	64	10	to	to	ADP
cana-4168	64	11	other	other	ADJ
cana-4168	64	12	sensors	sensor	NOUN
cana-4168	64	13	allowing	allow	VERB
cana-4168	64	14	secure	secure	ADJ
cana-4168	64	15	packet	packet	NOUN
cana-4168	64	16	transmissions	transmission	NOUN
cana-4168	64	17	.	.	PUNCT
cana-4168	65	1	their	their	PRON
cana-4168	65	2	recommended	recommend	VERB
cana-4168	65	3	strategy	strategy	NOUN
cana-4168	65	4	was	be	AUX
cana-4168	65	5	implemented	implement	VERB
cana-4168	65	6	on	on	ADP
cana-4168	65	7	python	python	NOUN
cana-4168	65	8	platforms	platform	NOUN
cana-4168	65	9	,	,	PUNCT
cana-4168	65	10	and	and	CCONJ
cana-4168	65	11	their	their	PRON
cana-4168	65	12	comparisons	comparison	NOUN
cana-4168	65	13	with	with	ADP
cana-4168	65	14	other	other	ADJ
cana-4168	65	15	techniques	technique	NOUN
cana-4168	65	16	showed	show	VERB
cana-4168	65	17	it	it	PRON
cana-4168	65	18	outperforms	outperform	VERB
cana-4168	65	19	alternative	alternative	ADJ
cana-4168	65	20	methods	method	NOUN
cana-4168	65	21	.	.	PUNCT
cana-4168	66	1	mehmood	mehmood	PROPN
cana-4168	66	2	et	et	PROPN
cana-4168	66	3	al	al	PROPN
cana-4168	67	1	[	[	X
cana-4168	67	2	15	15	NUM
cana-4168	67	3	]	]	PUNCT
cana-4168	67	4	developed	develop	VERB
cana-4168	67	5	context	context	NOUN
cana-4168	67	6	aware	aware	ADJ
cana-4168	67	7	knowledge	knowledge	NOUN
cana-4168	67	8	based	base	VERB
cana-4168	67	9	technique	technique	NOUN
cana-4168	67	10	for	for	ADP
cana-4168	67	11	handling	handle	VERB
cana-4168	67	12	malicious	malicious	ADJ
cana-4168	67	13	invasions	invasion	NOUN
cana-4168	67	14	.	.	PUNCT
cana-4168	68	1	the	the	DET
cana-4168	68	2	knowledge	knowledge	NOUN
cana-4168	68	3	bases	basis	NOUN
cana-4168	68	4	powering	power	VERB
cana-4168	68	5	systems	system	NOUN
cana-4168	68	6	are	be	AUX
cana-4168	68	7	hosted	host	VERB
cana-4168	68	8	in	in	ADP
cana-4168	68	9	base	base	NOUN
cana-4168	68	10	stations	station	NOUN
cana-4168	68	11	(	(	PUNCT
cana-4168	68	12	bs	bs	NOUN
cana-4168	68	13	)	)	PUNCT
cana-4168	68	14	which	which	PRON
cana-4168	68	15	store	store	VERB
cana-4168	68	16	events	event	NOUN
cana-4168	68	17	generated	generate	VERB
cana-4168	68	18	by	by	ADP
cana-4168	68	19	network	network	NOUN
cana-4168	68	20	nodes	node	NOUN
cana-4168	68	21	.	.	PUNCT
cana-4168	69	1	the	the	DET
cana-4168	69	2	occurrences	occurrence	NOUN
cana-4168	69	3	are	be	AUX
cana-4168	69	4	classified	classify	VERB
cana-4168	69	5	,	,	PUNCT
cana-4168	69	6	and	and	CCONJ
cana-4168	69	7	it	it	PRON
cana-4168	69	8	is	be	AUX
cana-4168	69	9	agreed	agree	VERB
cana-4168	69	10	that	that	SCONJ
cana-4168	69	11	the	the	DET
cana-4168	69	12	chs	chs	NOUN
cana-4168	69	13	prevent	prevent	NOUN
cana-4168	69	14	intentionally	intentionally	ADV
cana-4168	69	15	created	create	VERB
cana-4168	69	16	,	,	PUNCT
cana-4168	69	17	repetitive	repetitive	ADJ
cana-4168	69	18	operations	operation	NOUN
cana-4168	69	19	.	.	PUNCT
cana-4168	70	1	by	by	ADP
cana-4168	70	2	leveraging	leverage	VERB
cana-4168	70	3	their	their	PRON
cana-4168	70	4	inference	inference	NOUN
cana-4168	70	5	engines	engine	NOUN
cana-4168	70	6	,	,	PUNCT
cana-4168	70	7	the	the	DET
cana-4168	70	8	chs	chs	NOUN
cana-4168	70	9	can	can	AUX
cana-4168	70	10	also	also	ADV
cana-4168	70	11	obtain	obtain	VERB
cana-4168	70	12	informative	informative	ADJ
cana-4168	70	13	data	datum	NOUN
cana-4168	70	14	on	on	ADP
cana-4168	70	15	the	the	DET
cana-4168	70	16	maliciousness	maliciousness	NOUN
cana-4168	70	17	of	of	ADP
cana-4168	70	18	unauthorized	unauthorized	ADJ
cana-4168	70	19	nodes	node	NOUN
cana-4168	70	20	.	.	PUNCT
cana-4168	71	1	the	the	DET
cana-4168	71	2	bs	bs	PROPN
cana-4168	71	3	's	's	PART
cana-4168	71	4	event	event	NOUN
cana-4168	71	5	logging	log	VERB
cana-4168	71	6	and	and	CCONJ
cana-4168	71	7	analysis	analysis	NOUN
cana-4168	71	8	approach	approach	NOUN
cana-4168	71	9	impacts	impact	VERB
cana-4168	71	10	performances	performance	NOUN
cana-4168	71	11	of	of	ADP
cana-4168	71	12	network	network	NOUN
cana-4168	71	13	nodes	node	NOUN
cana-4168	71	14	significantly	significantly	ADV
cana-4168	71	15	,	,	PUNCT
cana-4168	71	16	relieving	relieve	VERB
cana-4168	71	17	them	they	PRON
cana-4168	71	18	of	of	ADP
cana-4168	71	19	additional	additional	ADJ
cana-4168	71	20	security	security	NOUN
cana-4168	71	21	loads	load	NOUN
cana-4168	71	22	.	.	PUNCT
cana-4168	72	1	deep	deep	ADJ
cana-4168	72	2	learning	learning	NOUN
cana-4168	72	3	with	with	ADP
cana-4168	72	4	recurrent	recurrent	ADJ
cana-4168	72	5	neural	neural	ADJ
cana-4168	72	6	networks	network	NOUN
cana-4168	72	7	(	(	PUNCT
cana-4168	72	8	rnn	rnn	NOUN
cana-4168	72	9	-	-	PUNCT
cana-4168	72	10	ids	id	NOUN
cana-4168	72	11	)	)	PUNCT
cana-4168	72	12	was	be	AUX
cana-4168	72	13	recommended	recommend	VERB
cana-4168	72	14	for	for	ADP
cana-4168	72	15	intrusion	intrusion	NOUN
cana-4168	72	16	detection	detection	NOUN
cana-4168	72	17	by	by	ADP
cana-4168	72	18	yin	yin	PROPN
cana-4168	72	19	,	,	PUNCT
cana-4168	72	20	et	et	PROPN
cana-4168	72	21	al	al	PROPN
cana-4168	73	1	[	[	X
cana-4168	73	2	16	16	NUM
cana-4168	73	3	]	]	PUNCT
cana-4168	73	4	.	.	PUNCT
cana-4168	74	1	they	they	PRON
cana-4168	74	2	investigated	investigate	VERB
cana-4168	74	3	model	model	NOUN
cana-4168	74	4	performances	performance	NOUN
cana-4168	74	5	in	in	ADP
cana-4168	74	6	binary	binary	ADJ
cana-4168	74	7	and	and	CCONJ
cana-4168	74	8	multiclass	multiclass	ADJ
cana-4168	74	9	classifications	classification	NOUN
cana-4168	74	10	and	and	CCONJ
cana-4168	74	11	impact	impact	NOUN
cana-4168	74	12	of	of	ADP
cana-4168	74	13	neuron	neuron	NOUN
cana-4168	74	14	counts	count	NOUN
cana-4168	74	15	and	and	CCONJ
cana-4168	74	16	learning	learn	VERB
cana-4168	74	17	rates	rate	NOUN
cana-4168	74	18	on	on	ADP
cana-4168	74	19	recommended	recommended	ADJ
cana-4168	74	20	model	model	NOUN
cana-4168	74	21	performances	performance	NOUN
cana-4168	74	22	.	.	PUNCT
cana-4168	75	1	j48	j48	PROPN
cana-4168	75	2	,	,	PUNCT
cana-4168	75	3	artificial	artificial	ADJ
cana-4168	75	4	neural	neural	ADJ
cana-4168	75	5	network	network	NOUN
cana-4168	75	6	,	,	PUNCT
cana-4168	75	7	random	random	ADJ
cana-4168	75	8	forest	forest	NOUN
cana-4168	75	9	,	,	PUNCT
cana-4168	75	10	support	support	NOUN
cana-4168	75	11	vector	vector	NOUN
cana-4168	75	12	machine	machine	NOUN
cana-4168	75	13	,	,	PUNCT
cana-4168	75	14	and	and	CCONJ
cana-4168	75	15	other	other	ADJ
cana-4168	75	16	machine	machine	NOUN
cana-4168	75	17	learning	learning	NOUN
cana-4168	75	18	(	(	PUNCT
cana-4168	75	19	ml	ml	NOUN
cana-4168	75	20	)	)	PUNCT
cana-4168	75	21	approaches	approach	NOUN
cana-4168	75	22	presented	present	VERB
cana-4168	75	23	by	by	ADP
cana-4168	75	24	previous	previous	ADJ
cana-4168	75	25	researchers	researcher	NOUN
cana-4168	75	26	were	be	AUX
cana-4168	75	27	compared	compare	VERB
cana-4168	75	28	using	use	VERB
cana-4168	75	29	benchmark	benchmark	ADJ
cana-4168	75	30	datasets	dataset	NOUN
cana-4168	75	31	.	.	PUNCT
cana-4168	76	1	according	accord	VERB
cana-4168	76	2	to	to	ADP
cana-4168	76	3	their	their	PRON
cana-4168	76	4	experimental	experimental	ADJ
cana-4168	76	5	results	result	NOUN
cana-4168	76	6	,	,	PUNCT
cana-4168	76	7	rnn	rnn	PROPN
cana-4168	76	8	-	-	PUNCT
cana-4168	76	9	ids	ids	PROPN
cana-4168	76	10	outperformed	outperform	VERB
cana-4168	76	11	typical	typical	ADJ
cana-4168	76	12	ml	ml	ADP
cana-4168	76	13	approaches	approach	NOUN
cana-4168	76	14	in	in	ADP
cana-4168	76	15	binary	binary	ADJ
cana-4168	76	16	and	and	CCONJ
cana-4168	76	17	multiclass	multiclass	ADJ
cana-4168	76	18	classification	classification	NOUN
cana-4168	76	19	,	,	PUNCT
cana-4168	76	20	showing	show	VERB
cana-4168	76	21	that	that	SCONJ
cana-4168	76	22	it	it	PRON
cana-4168	76	23	is	be	AUX
cana-4168	76	24	an	an	DET
cana-4168	76	25	excellent	excellent	ADJ
cana-4168	76	26	choice	choice	NOUN
cana-4168	76	27	for	for	ADP
cana-4168	76	28	constructing	construct	VERB
cana-4168	76	29	a	a	DET
cana-4168	76	30	high	high	ADJ
cana-4168	76	31	-	-	PUNCT
cana-4168	76	32	accuracy	accuracy	NOUN
cana-4168	76	33	classification	classification	NOUN
cana-4168	76	34	model	model	NOUN
cana-4168	76	35	.	.	PUNCT
cana-4168	77	1	the	the	DET
cana-4168	77	2	rnn	rnn	PROPN
cana-4168	77	3	-	-	PUNCT
cana-4168	77	4	ids	id	NOUN
cana-4168	77	5	model	model	NOUN
cana-4168	77	6	improves	improve	VERB
cana-4168	77	7	intrusion	intrusion	NOUN
cana-4168	77	8	detection	detection	NOUN
cana-4168	77	9	accuracy	accuracy	NOUN
cana-4168	77	10	while	while	SCONJ
cana-4168	77	11	also	also	ADV
cana-4168	77	12	providing	provide	VERB
cana-4168	77	13	a	a	DET
cana-4168	77	14	fresh	fresh	ADJ
cana-4168	77	15	research	research	NOUN
cana-4168	77	16	technique	technique	NOUN
cana-4168	77	17	.	.	PUNCT
cana-4168	78	1	wazid	wazid	NOUN
cana-4168	78	2	and	and	CCONJ
cana-4168	78	3	das	das	PROPN
cana-4168	78	4	[	[	X
cana-4168	78	5	17	17	NUM
cana-4168	78	6	]	]	PUNCT
cana-4168	78	7	suggested	suggest	VERB
cana-4168	78	8	a	a	DET
cana-4168	78	9	novel	novel	ADJ
cana-4168	78	10	approach	approach	NOUN
cana-4168	78	11	to	to	ADP
cana-4168	78	12	detecting	detect	VERB
cana-4168	78	13	intrusions	intrusion	NOUN
cana-4168	78	14	in	in	ADP
cana-4168	78	15	hybrid	hybrid	ADJ
cana-4168	78	16	anomalies	anomaly	NOUN
cana-4168	78	17	that	that	PRON
cana-4168	78	18	makes	make	VERB
cana-4168	78	19	advantage	advantage	NOUN
cana-4168	78	20	of	of	ADP
cana-4168	78	21	the	the	DET
cana-4168	78	22	k	k	NOUN
cana-4168	78	23	-	-	PUNCT
cana-4168	78	24	means	means	NOUN
cana-4168	78	25	clustering	clustering	NOUN
cana-4168	78	26	(	(	PUNCT
cana-4168	78	27	kmc	kmc	PROPN
cana-4168	78	28	)	)	PUNCT
cana-4168	78	29	data	datum	NOUN
cana-4168	78	30	mining	mining	NOUN
cana-4168	78	31	tool	tool	NOUN
cana-4168	78	32	.	.	PUNCT
cana-4168	79	1	the	the	DET
cana-4168	79	2	kmc	kmc	PROPN
cana-4168	79	3	technique	technique	NOUN
cana-4168	79	4	uses	use	VERB
cana-4168	79	5	training	train	VERB
cana-4168	79	6	data	datum	NOUN
cana-4168	79	7	to	to	PART
cana-4168	79	8	automatically	automatically	ADV
cana-4168	79	9	create	create	VERB
cana-4168	79	10	patterns	pattern	NOUN
cana-4168	79	11	of	of	ADP
cana-4168	79	12	intrusions	intrusion	NOUN
cana-4168	79	13	for	for	ADP
cana-4168	79	14	the	the	DET
cana-4168	79	15	purpose	purpose	NOUN
cana-4168	79	16	of	of	ADP
cana-4168	79	17	detection	detection	NOUN
cana-4168	79	18	.	.	PUNCT
cana-4168	80	1	subsequently	subsequently	ADV
cana-4168	80	2	,	,	PUNCT
cana-4168	80	3	intrusions	intrusion	NOUN
cana-4168	80	4	are	be	AUX
cana-4168	80	5	identified	identify	VERB
cana-4168	80	6	by	by	ADP
cana-4168	80	7	comparing	compare	VERB
cana-4168	80	8	network	network	NOUN
cana-4168	80	9	activity	activity	NOUN
cana-4168	80	10	with	with	ADP
cana-4168	80	11	these	these	DET
cana-4168	80	12	patterns	pattern	NOUN
cana-4168	80	13	of	of	ADP
cana-4168	80	14	detection	detection	NOUN
cana-4168	80	15	.	.	PUNCT
cana-4168	81	1	examine	examine	VERB
cana-4168	81	2	this	this	DET
cana-4168	81	3	method	method	NOUN
cana-4168	81	4	using	use	VERB
cana-4168	81	5	the	the	DET
cana-4168	81	6	opnet	opnet	ADJ
cana-4168	81	7	modeler	modeler	NOUN
cana-4168	81	8	-	-	PUNCT
cana-4168	81	9	created	create	VERB
cana-4168	81	10	wsns	wsns	NOUN
cana-4168	81	11	dataset	dataset	NOUN
cana-4168	81	12	,	,	PUNCT
cana-4168	81	13	which	which	PRON
cana-4168	81	14	includes	include	VERB
cana-4168	81	15	a	a	DET
cana-4168	81	16	variety	variety	NOUN
cana-4168	81	17	of	of	ADP
cana-4168	81	18	variables	variable	NOUN
cana-4168	81	19	including	include	VERB
cana-4168	81	20	end	end	NOUN
cana-4168	81	21	-	-	PUNCT
cana-4168	81	22	to	to	ADP
cana-4168	81	23	-	-	PUNCT
cana-4168	81	24	end	end	NOUN
cana-4168	81	25	latency	latency	NOUN
cana-4168	81	26	,	,	PUNCT
cana-4168	81	27	transmitted	transmit	VERB
cana-4168	81	28	and	and	CCONJ
cana-4168	81	29	received	receive	VERB
cana-4168	81	30	traffic	traffic	NOUN
cana-4168	81	31	.	.	PUNCT
cana-4168	82	1	the	the	DET
cana-4168	82	2	training	training	NOUN
cana-4168	82	3	set	set	NOUN
cana-4168	82	4	had	have	VERB
cana-4168	82	5	normal	normal	ADJ
cana-4168	82	6	network	network	NOUN
cana-4168	82	7	communications	communication	NOUN
cana-4168	82	8	on	on	ADP
cana-4168	82	9	applied	apply	VERB
cana-4168	82	10	nonlinear	nonlinear	ADJ
cana-4168	82	11	analysis	analysis	NOUN
cana-4168	82	12	issn	issn	NOUN
cana-4168	82	13	:	:	PUNCT
cana-4168	82	14	1074	1074	NUM
cana-4168	82	15	-	-	PUNCT
cana-4168	82	16	133x	133x	NUM
cana-4168	82	17	vol	vol	NOUN
cana-4168	82	18	32	32	NUM
cana-4168	82	19	no	no	NOUN
cana-4168	82	20	.	.	PUNCT
cana-4168	83	1	9s	9s	NUM
cana-4168	83	2	(	(	PUNCT
cana-4168	83	3	2025	2025	NUM
cana-4168	83	4	)	)	PUNCT
cana-4168	83	5	1454	1454	NUM
cana-4168	83	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	83	7	parameter	parameter	NOUN
cana-4168	83	8	values	value	NOUN
cana-4168	83	9	while	while	SCONJ
cana-4168	83	10	testing	testing	NOUN
cana-4168	83	11	set	set	NOUN
cana-4168	83	12	had	have	VERB
cana-4168	83	13	both	both	CCONJ
cana-4168	83	14	normal	normal	ADJ
cana-4168	83	15	and	and	CCONJ
cana-4168	83	16	abnormal	abnormal	ADJ
cana-4168	83	17	network	network	NOUN
cana-4168	83	18	parameter	parameter	NOUN
cana-4168	83	19	values	value	NOUN
cana-4168	83	20	created	create	VERB
cana-4168	83	21	in	in	ADP
cana-4168	83	22	actual	actual	ADJ
cana-4168	83	23	working	work	VERB
cana-4168	83	24	modes	mode	NOUN
cana-4168	83	25	.	.	PUNCT
cana-4168	84	1	blackhole	blackhole	NOUN
cana-4168	84	2	and	and	CCONJ
cana-4168	84	3	misdirection	misdirection	NOUN
cana-4168	84	4	nodes	node	NOUN
cana-4168	84	5	are	be	AUX
cana-4168	84	6	the	the	DET
cana-4168	84	7	two	two	NUM
cana-4168	84	8	categories	category	NOUN
cana-4168	84	9	of	of	ADP
cana-4168	84	10	malicious	malicious	ADJ
cana-4168	84	11	nodes	node	NOUN
cana-4168	84	12	that	that	PRON
cana-4168	84	13	may	may	AUX
cana-4168	84	14	be	be	AUX
cana-4168	84	15	found	find	VERB
cana-4168	84	16	using	use	VERB
cana-4168	84	17	the	the	DET
cana-4168	84	18	suggested	suggest	VERB
cana-4168	84	19	method	method	NOUN
cana-4168	84	20	.	.	PUNCT
cana-4168	85	1	this	this	DET
cana-4168	85	2	method	method	NOUN
cana-4168	85	3	outperforms	outperform	VERB
cana-4168	85	4	the	the	DET
cana-4168	85	5	equivalent	equivalent	ADJ
cana-4168	85	6	schemes	scheme	NOUN
cana-4168	85	7	that	that	PRON
cana-4168	85	8	are	be	AUX
cana-4168	85	9	already	already	ADV
cana-4168	85	10	in	in	ADP
cana-4168	85	11	use	use	NOUN
cana-4168	85	12	,	,	PUNCT
cana-4168	85	13	with	with	ADP
cana-4168	85	14	a	a	DET
cana-4168	85	15	detection	detection	NOUN
cana-4168	85	16	rate	rate	NOUN
cana-4168	85	17	of	of	ADP
cana-4168	85	18	98.6	98.6	NUM
cana-4168	85	19	%	%	NOUN
cana-4168	85	20	and	and	CCONJ
cana-4168	85	21	a	a	DET
cana-4168	85	22	false	false	ADJ
cana-4168	85	23	positive	positive	ADJ
cana-4168	85	24	rate	rate	NOUN
cana-4168	85	25	of	of	ADP
cana-4168	85	26	1.2	1.2	NUM
cana-4168	85	27	%	%	NOUN
cana-4168	85	28	.	.	PUNCT
cana-4168	86	1	2	2	X
cana-4168	86	2	.	.	NUM
cana-4168	86	3	proposed	propose	VERB
cana-4168	86	4	methodology	methodology	NOUN
cana-4168	86	5	the	the	DET
cana-4168	86	6	suggested	suggest	VERB
cana-4168	86	7	ids	id	NOUN
cana-4168	86	8	in	in	ADP
cana-4168	86	9	wsns	wsns	NOUN
cana-4168	86	10	is	be	AUX
cana-4168	86	11	covered	cover	VERB
cana-4168	86	12	in	in	ADP
cana-4168	86	13	detail	detail	NOUN
cana-4168	86	14	in	in	ADP
cana-4168	86	15	this	this	DET
cana-4168	86	16	section	section	NOUN
cana-4168	86	17	.	.	PUNCT
cana-4168	87	1	it	it	PRON
cana-4168	87	2	is	be	AUX
cana-4168	87	3	divided	divide	VERB
cana-4168	87	4	into	into	ADP
cana-4168	87	5	four	four	NUM
cana-4168	87	6	stages	stage	NOUN
cana-4168	87	7	:	:	PUNCT
cana-4168	87	8	feature	feature	NOUN
cana-4168	87	9	selection	selection	NOUN
cana-4168	87	10	using	use	VERB
cana-4168	87	11	enhanced	enhance	VERB
cana-4168	87	12	whale	whale	NOUN
cana-4168	87	13	optimization	optimization	NOUN
cana-4168	87	14	is	be	AUX
cana-4168	87	15	the	the	DET
cana-4168	87	16	third	third	ADJ
cana-4168	87	17	phase	phase	NOUN
cana-4168	87	18	,	,	PUNCT
cana-4168	87	19	ch	ch	NOUN
cana-4168	87	20	selection	selection	NOUN
cana-4168	87	21	using	use	VERB
cana-4168	87	22	mbibo	mbibo	NOUN
cana-4168	87	23	is	be	AUX
cana-4168	87	24	the	the	DET
cana-4168	87	25	second	second	ADJ
cana-4168	87	26	,	,	PUNCT
cana-4168	87	27	and	and	CCONJ
cana-4168	87	28	node	node	NOUN
cana-4168	87	29	clustering	clustering	NOUN
cana-4168	87	30	using	use	VERB
cana-4168	87	31	weighted	weight	VERB
cana-4168	87	32	kmc	kmc	PROPN
cana-4168	87	33	is	be	AUX
cana-4168	87	34	the	the	DET
cana-4168	87	35	first	first	ADJ
cana-4168	87	36	.	.	PUNCT
cana-4168	88	1	the	the	DET
cana-4168	88	2	fourth	fourth	ADJ
cana-4168	88	3	is	be	AUX
cana-4168	88	4	the	the	DET
cana-4168	88	5	use	use	NOUN
cana-4168	88	6	of	of	ADP
cana-4168	88	7	an	an	DET
cana-4168	88	8	efnn	efnn	NOUN
cana-4168	88	9	for	for	ADP
cana-4168	88	10	intrusion	intrusion	NOUN
cana-4168	88	11	detection	detection	NOUN
cana-4168	88	12	.	.	PUNCT
cana-4168	89	1	figure	figure	NOUN
cana-4168	89	2	1	1	NUM
cana-4168	89	3	depicts	depict	VERB
cana-4168	89	4	the	the	DET
cana-4168	89	5	overall	overall	ADJ
cana-4168	89	6	architecture	architecture	NOUN
cana-4168	89	7	of	of	ADP
cana-4168	89	8	the	the	DET
cana-4168	89	9	suggested	suggest	VERB
cana-4168	89	10	paradigm	paradigm	NOUN
cana-4168	89	11	.	.	PUNCT
cana-4168	90	1	figure	figure	NOUN
cana-4168	90	2	:	:	PUNCT
cana-4168	90	3	1	1	X
cana-4168	90	4	.	.	X
cana-4168	90	5	overall	overall	ADJ
cana-4168	90	6	architecture	architecture	NOUN
cana-4168	90	7	ofthe	ofthe	NOUN
cana-4168	90	8	proposed	propose	VERB
cana-4168	90	9	model	model	NOUN
cana-4168	90	10	2.1	2.1	NUM
cana-4168	90	11	.	.	PUNCT
cana-4168	91	1	node	node	NOUN
cana-4168	91	2	clustering	clustering	NOUN
cana-4168	91	3	using	use	VERB
cana-4168	91	4	weighted	weight	VERB
cana-4168	91	5	kmc	kmc	PROPN
cana-4168	91	6	node	node	PROPN
cana-4168	91	7	clustering	cluster	VERB
cana-4168	91	8	in	in	ADP
cana-4168	91	9	wsns	wsns	NOUN
cana-4168	91	10	are	be	AUX
cana-4168	91	11	primarily	primarily	ADV
cana-4168	91	12	used	use	VERB
cana-4168	91	13	for	for	ADP
cana-4168	91	14	improving	improve	VERB
cana-4168	91	15	energy	energy	NOUN
cana-4168	91	16	efficiency	efficiency	NOUN
cana-4168	91	17	,	,	PUNCT
cana-4168	91	18	scalability	scalability	NOUN
cana-4168	91	19	,	,	PUNCT
cana-4168	91	20	and	and	CCONJ
cana-4168	91	21	network	network	NOUN
cana-4168	91	22	management	management	NOUN
cana-4168	91	23	.	.	PUNCT
cana-4168	92	1	in	in	ADP
cana-4168	92	2	wsns	wsns	NOUN
cana-4168	92	3	,	,	PUNCT
cana-4168	92	4	sensor	sensor	NOUN
cana-4168	92	5	nodes	node	NOUN
cana-4168	92	6	typically	typically	ADV
cana-4168	92	7	have	have	VERB
cana-4168	92	8	limited	limit	VERB
cana-4168	92	9	power	power	NOUN
cana-4168	92	10	supplies	supply	NOUN
cana-4168	92	11	,	,	PUNCT
cana-4168	92	12	and	and	CCONJ
cana-4168	92	13	their	their	PRON
cana-4168	92	14	energy	energy	NOUN
cana-4168	92	15	consumption	consumption	NOUN
cana-4168	92	16	must	must	AUX
cana-4168	92	17	be	be	AUX
cana-4168	92	18	minimized	minimize	VERB
cana-4168	92	19	to	to	PART
cana-4168	92	20	prolong	prolong	VERB
cana-4168	92	21	the	the	DET
cana-4168	92	22	network	network	NOUN
cana-4168	92	23	's	's	PART
cana-4168	92	24	lifespan	lifespan	NOUN
cana-4168	92	25	.	.	PUNCT
cana-4168	93	1	clustering	clustering	NOUN
cana-4168	93	2	helps	help	VERB
cana-4168	93	3	achieve	achieve	VERB
cana-4168	93	4	this	this	PRON
cana-4168	93	5	by	by	ADP
cana-4168	93	6	organizing	organize	VERB
cana-4168	93	7	the	the	DET
cana-4168	93	8	network	network	NOUN
cana-4168	93	9	into	into	ADP
cana-4168	93	10	smaller	small	ADJ
cana-4168	93	11	groups	group	NOUN
cana-4168	93	12	,	,	PUNCT
cana-4168	93	13	or	or	CCONJ
cana-4168	93	14	clusters	cluster	NOUN
cana-4168	93	15	,	,	PUNCT
cana-4168	93	16	where	where	SCONJ
cana-4168	93	17	designated	designate	VERB
cana-4168	93	18	chs	ch	NOUN
cana-4168	93	19	handle	handle	VERB
cana-4168	93	20	communications	communication	NOUN
cana-4168	93	21	between	between	ADP
cana-4168	93	22	clustered	clustered	ADJ
cana-4168	93	23	nodes	node	NOUN
cana-4168	93	24	and	and	CCONJ
cana-4168	93	25	central	central	ADJ
cana-4168	93	26	bs	b	NOUN
cana-4168	93	27	.	.	PUNCT
cana-4168	94	1	clustering	clustering	NOUN
cana-4168	94	2	is	be	AUX
cana-4168	94	3	the	the	DET
cana-4168	94	4	most	most	ADV
cana-4168	94	5	prevalent	prevalent	ADJ
cana-4168	94	6	topology	topology	NOUN
cana-4168	94	7	management	management	NOUN
cana-4168	94	8	strategy	strategy	NOUN
cana-4168	94	9	in	in	ADP
cana-4168	94	10	wsns	wsns	PROPN
cana-4168	94	11	,	,	PUNCT
cana-4168	94	12	since	since	SCONJ
cana-4168	94	13	it	it	PRON
cana-4168	94	14	clusters	cluster	VERB
cana-4168	94	15	nodes	node	NOUN
cana-4168	94	16	for	for	ADP
cana-4168	94	17	administration	administration	NOUN
cana-4168	94	18	and/or	and/or	CCONJ
cana-4168	94	19	distributed	distribute	VERB
cana-4168	94	20	task	task	NOUN
cana-4168	94	21	execution	execution	NOUN
cana-4168	94	22	,	,	PUNCT
cana-4168	94	23	including	include	VERB
cana-4168	94	24	resource	resource	NOUN
cana-4168	94	25	management	management	NOUN
cana-4168	94	26	.	.	PUNCT
cana-4168	95	1	the	the	DET
cana-4168	95	2	energy	energy	NOUN
cana-4168	95	3	consumption	consumption	NOUN
cana-4168	95	4	in	in	ADP
cana-4168	95	5	this	this	DET
cana-4168	95	6	work	work	NOUN
cana-4168	95	7	is	be	AUX
cana-4168	95	8	regulated	regulate	VERB
cana-4168	95	9	using	use	VERB
cana-4168	95	10	clustering	clustering	ADJ
cana-4168	95	11	methods	method	NOUN
cana-4168	95	12	.	.	PUNCT
cana-4168	96	1	the	the	DET
cana-4168	96	2	network	network	NOUN
cana-4168	96	3	coverage	coverage	NOUN
cana-4168	96	4	region	region	NOUN
cana-4168	96	5	will	will	AUX
cana-4168	96	6	determine	determine	VERB
cana-4168	96	7	how	how	SCONJ
cana-4168	96	8	these	these	DET
cana-4168	96	9	work	work	NOUN
cana-4168	96	10	nodes	node	NOUN
cana-4168	96	11	are	be	AUX
cana-4168	96	12	grouped	group	VERB
cana-4168	96	13	.	.	PUNCT
cana-4168	97	1	a	a	DET
cana-4168	97	2	sensor	sensor	NOUN
cana-4168	97	3	node	node	NOUN
cana-4168	97	4	should	should	AUX
cana-4168	97	5	join	join	VERB
cana-4168	97	6	the	the	DET
cana-4168	97	7	cluster	cluster	NOUN
cana-4168	97	8	closest	close	ADJ
cana-4168	97	9	to	to	ADP
cana-4168	97	10	its	its	PRON
cana-4168	97	11	communication	communication	NOUN
cana-4168	97	12	range	range	NOUN
cana-4168	97	13	in	in	ADP
cana-4168	97	14	order	order	NOUN
cana-4168	97	15	to	to	PART
cana-4168	97	16	use	use	VERB
cana-4168	97	17	less	less	ADJ
cana-4168	97	18	energy	energy	NOUN
cana-4168	97	19	.	.	PUNCT
cana-4168	98	1	the	the	DET
cana-4168	98	2	energy	energy	NOUN
cana-4168	98	3	usage	usage	NOUN
cana-4168	98	4	will	will	AUX
cana-4168	98	5	decrease	decrease	VERB
cana-4168	98	6	with	with	ADP
cana-4168	98	7	increasing	increase	VERB
cana-4168	98	8	communications	communication	NOUN
cana-4168	98	9	on	on	ADP
cana-4168	98	10	applied	apply	VERB
cana-4168	98	11	nonlinear	nonlinear	ADJ
cana-4168	98	12	analysis	analysis	NOUN
cana-4168	98	13	issn	issn	NOUN
cana-4168	98	14	:	:	PUNCT
cana-4168	98	15	1074	1074	NUM
cana-4168	98	16	-	-	PUNCT
cana-4168	98	17	133x	133x	NUM
cana-4168	98	18	vol	vol	NOUN
cana-4168	98	19	32	32	NUM
cana-4168	98	20	no	no	NOUN
cana-4168	98	21	.	.	PUNCT
cana-4168	99	1	9s	9s	NUM
cana-4168	99	2	(	(	PUNCT
cana-4168	99	3	2025	2025	NUM
cana-4168	99	4	)	)	PUNCT
cana-4168	99	5	1455	1455	NUM
cana-4168	99	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-4168	99	7	distance	distance	NOUN
cana-4168	99	8	.	.	PUNCT
cana-4168	100	1	kmc	kmc	PROPN
cana-4168	100	2	is	be	AUX
cana-4168	100	3	used	use	VERB
cana-4168	100	4	in	in	ADP
cana-4168	100	5	this	this	DET
cana-4168	100	6	study	study	NOUN
cana-4168	100	7	to	to	ADP
cana-4168	100	8	cluster	cluster	NOUN
cana-4168	100	9	nodes	node	NOUN
cana-4168	100	10	.	.	PUNCT
cana-4168	101	1	a	a	DET
cana-4168	101	2	clustering	cluster	VERB
cana-4168	101	3	technique	technique	NOUN
cana-4168	101	4	called	call	VERB
cana-4168	101	5	kmc	kmc	PROPN
cana-4168	101	6	divides	divide	VERB
cana-4168	101	7	a	a	DET
cana-4168	101	8	set	set	NOUN
cana-4168	101	9	of	of	ADP
cana-4168	101	10	data	datum	NOUN
cana-4168	101	11	into	into	ADP
cana-4168	101	12	k	k	PROPN
cana-4168	101	13	groups	group	NOUN
cana-4168	101	14	.	.	PUNCT
cana-4168	102	1	the	the	DET
cana-4168	102	2	following	follow	VERB
cana-4168	102	3	stages	stage	NOUN
cana-4168	102	4	are	be	AUX
cana-4168	102	5	repeatedly	repeatedly	ADV
cana-4168	102	6	completed	complete	VERB
cana-4168	102	7	by	by	ADP
cana-4168	102	8	the	the	DET
cana-4168	102	9	algorithm	algorithm	NOUN
cana-4168	102	10	.	.	PUNCT
cana-4168	103	1	analyze	analyze	VERB
cana-4168	103	2	the	the	DET
cana-4168	103	3	average	average	NOUN
cana-4168	103	4	for	for	ADP
cana-4168	103	5	each	each	DET
cana-4168	103	6	group	group	NOUN
cana-4168	103	7	or	or	CCONJ
cana-4168	103	8	cluster	cluster	NOUN
cana-4168	103	9	and	and	CCONJ
cana-4168	103	10	then	then	ADV
cana-4168	103	11	calculate	calculate	VERB
cana-4168	103	12	how	how	SCONJ
cana-4168	103	13	far	far	ADV
cana-4168	103	14	each	each	DET
cana-4168	103	15	data	datum	NOUN
cana-4168	103	16	point	point	NOUN
cana-4168	103	17	is	be	AUX
cana-4168	103	18	from	from	ADP
cana-4168	103	19	the	the	DET
cana-4168	103	20	cluster	cluster	NOUN
cana-4168	103	21	center	center	NOUN
cana-4168	103	22	for	for	ADP
cana-4168	103	23	each	each	DET
cana-4168	103	24	group	group	NOUN
cana-4168	103	25	.	.	PUNCT
cana-4168	104	1	lastly	lastly	ADV
cana-4168	104	2	,	,	PUNCT
cana-4168	104	3	assign	assign	VERB
cana-4168	104	4	each	each	DET
cana-4168	104	5	data	datum	NOUN
cana-4168	104	6	point	point	NOUN
cana-4168	104	7	,	,	PUNCT
cana-4168	104	8	based	base	VERB
cana-4168	104	9	on	on	ADP
cana-4168	104	10	computed	computed	ADJ
cana-4168	104	11	distance	distance	NOUN
cana-4168	104	12	,	,	PUNCT
cana-4168	104	13	to	to	ADP
cana-4168	104	14	the	the	DET
cana-4168	104	15	closest	close	ADJ
cana-4168	104	16	cluster	cluster	NOUN
cana-4168	104	17	.	.	PUNCT
cana-4168	105	1	after	after	SCONJ
cana-4168	105	2	the	the	DET
cana-4168	105	3	allocation	allocation	NOUN
cana-4168	105	4	is	be	AUX
cana-4168	105	5	finished	finish	VERB
cana-4168	105	6	,	,	PUNCT
cana-4168	105	7	the	the	DET
cana-4168	105	8	cluster	cluster	NOUN
cana-4168	105	9	center	center	NOUN
cana-4168	105	10	is	be	AUX
cana-4168	105	11	recalculated	recalculate	VERB
cana-4168	105	12	and	and	CCONJ
cana-4168	105	13	a	a	DET
cana-4168	105	14	new	new	ADJ
cana-4168	105	15	distance	distance	NOUN
cana-4168	105	16	vector	vector	NOUN
cana-4168	105	17	is	be	AUX
cana-4168	105	18	measured	measure	VERB
cana-4168	105	19	using	use	VERB
cana-4168	105	20	that	that	DET
cana-4168	105	21	center	center	NOUN
cana-4168	105	22	as	as	ADP
cana-4168	105	23	a	a	DET
cana-4168	105	24	base	base	NOUN
cana-4168	105	25	.	.	PUNCT
cana-4168	106	1	2.1.1	2.1.1	X
cana-4168	106	2	.	.	PUNCT
cana-4168	106	3	weighted	weight	VERB
cana-4168	106	4	kmc	kmc	PROPN
cana-4168	106	5	the	the	DET
cana-4168	106	6	kmc	kmc	PROPN
cana-4168	106	7	technique	technique	NOUN
cana-4168	106	8	uses	use	VERB
cana-4168	106	9	the	the	DET
cana-4168	106	10	cluster	cluster	NOUN
cana-4168	106	11	mean	mean	VERB
cana-4168	106	12	to	to	PART
cana-4168	106	13	cluster	cluster	NOUN
cana-4168	106	14	data	datum	NOUN
cana-4168	106	15	and	and	CCONJ
cana-4168	106	16	then	then	ADV
cana-4168	106	17	calculates	calculate	VERB
cana-4168	106	18	the	the	DET
cana-4168	106	19	distance	distance	NOUN
cana-4168	106	20	between	between	ADP
cana-4168	106	21	any	any	DET
cana-4168	106	22	sample	sample	NOUN
cana-4168	106	23	and	and	CCONJ
cana-4168	106	24	the	the	DET
cana-4168	106	25	mean	mean	NOUN
cana-4168	106	26	.	.	PUNCT
cana-4168	107	1	the	the	DET
cana-4168	107	2	sample	sample	NOUN
cana-4168	107	3	is	be	AUX
cana-4168	107	4	indicative	indicative	ADJ
cana-4168	107	5	of	of	ADP
cana-4168	107	6	that	that	DET
cana-4168	107	7	specific	specific	ADJ
cana-4168	107	8	cluster	cluster	NOUN
cana-4168	107	9	if	if	SCONJ
cana-4168	107	10	its	its	PRON
cana-4168	107	11	distance	distance	NOUN
cana-4168	107	12	from	from	ADP
cana-4168	107	13	the	the	DET
cana-4168	107	14	mean	mean	NOUN
cana-4168	107	15	is	be	AUX
cana-4168	107	16	the	the	DET
cana-4168	107	17	least	least	ADJ
cana-4168	107	18	.	.	PUNCT
cana-4168	108	1	however	however	ADV
cana-4168	108	2	,	,	PUNCT
cana-4168	108	3	the	the	DET
cana-4168	108	4	mean	mean	NOUN
cana-4168	108	5	tends	tend	VERB
cana-4168	108	6	to	to	PART
cana-4168	108	7	go	go	VERB
cana-4168	108	8	towards	towards	ADP
cana-4168	108	9	dense	dense	ADJ
cana-4168	108	10	areas	area	NOUN
cana-4168	108	11	when	when	SCONJ
cana-4168	108	12	there	there	PRON
cana-4168	108	13	are	be	VERB
cana-4168	108	14	dispersed	disperse	VERB
cana-4168	108	15	and	and	CCONJ
cana-4168	108	16	dense	dense	ADJ
cana-4168	108	17	points	point	NOUN
cana-4168	108	18	in	in	ADP
cana-4168	108	19	separate	separate	ADJ
cana-4168	108	20	clusters	cluster	NOUN
cana-4168	108	21	,	,	PUNCT
cana-4168	108	22	which	which	PRON
cana-4168	108	23	might	might	AUX
cana-4168	108	24	lead	lead	VERB
cana-4168	108	25	to	to	ADP
cana-4168	108	26	some	some	DET
cana-4168	108	27	samples	sample	NOUN
cana-4168	108	28	being	be	AUX
cana-4168	108	29	wrongly	wrongly	ADV
cana-4168	108	30	grouped	group	VERB
cana-4168	108	31	.	.	PUNCT
cana-4168	109	1	weighted	weighted	PROPN
cana-4168	109	2	kmc	kmc	PROPN
cana-4168	109	3	is	be	AUX
cana-4168	109	4	used	use	VERB
cana-4168	109	5	in	in	ADP
cana-4168	109	6	this	this	DET
cana-4168	109	7	study	study	NOUN
cana-4168	109	8	to	to	PART
cana-4168	109	9	address	address	VERB
cana-4168	109	10	this	this	DET
cana-4168	109	11	problem	problem	NOUN
cana-4168	109	12	.	.	PUNCT
cana-4168	110	1	consider	consider	VERB
cana-4168	110	2	a	a	DET
cana-4168	110	3	set	set	NOUN
cana-4168	110	4	of	of	ADP
cana-4168	110	5	x	x	PUNCT
cana-4168	110	6	y	y	PROPN
cana-4168	110	7	data	datum	NOUN
cana-4168	110	8	that	that	PRON
cana-4168	110	9	has	have	VERB
cana-4168	110	10	to	to	PART
cana-4168	110	11	be	be	AUX
cana-4168	110	12	divided	divide	VERB
cana-4168	110	13	into	into	ADP
cana-4168	110	14	k	k	PROPN
cana-4168	110	15	clusters	cluster	NOUN
cana-4168	110	16	,	,	PUNCT
cana-4168	110	17	with	with	ADP
cana-4168	110	18	ck	ck	NOUN
cana-4168	110	19	serving	serve	VERB
cana-4168	110	20	as	as	ADP
cana-4168	110	21	each	each	DET
cana-4168	110	22	cluster	cluster	NOUN
cana-4168	110	23	's	's	PART
cana-4168	110	24	center	center	NOUN
cana-4168	110	25	.	.	PUNCT
cana-4168	111	1	the	the	DET
cana-4168	111	2	kmc	kmc	PROPN
cana-4168	111	3	method	method	NOUN
cana-4168	111	4	's	's	PART
cana-4168	111	5	algorithm	algorithm	NOUN
cana-4168	111	6	looks	look	VERB
cana-4168	111	7	like	like	ADP
cana-4168	111	8	this	this	PRON
cana-4168	111	9	:	:	PUNCT
cana-4168	111	10	the	the	DET
cana-4168	111	11	weighed	weigh	VERB
cana-4168	111	12	means	mean	NOUN
cana-4168	111	13	of	of	ADP
cana-4168	111	14	clusters	cluster	NOUN
cana-4168	111	15	are	be	AUX
cana-4168	111	16	computed	compute	VERB
cana-4168	111	17	using	use	VERB
cana-4168	111	18	weight	weight	NOUN
cana-4168	111	19	functions	function	NOUN
cana-4168	111	20	to	to	PART
cana-4168	111	21	scan	scan	VERB
cana-4168	111	22	complete	complete	ADJ
cana-4168	111	23	data	datum	NOUN
cana-4168	111	24	once	once	ADV
cana-4168	111	25	.	.	PUNCT
cana-4168	112	1	in	in	ADP
cana-4168	112	2	the	the	DET
cana-4168	112	3	suggested	suggest	VERB
cana-4168	112	4	weighted	weight	VERB
cana-4168	112	5	kmc	kmc	PROPN
cana-4168	112	6	technique	technique	NOUN
cana-4168	112	7	,	,	PUNCT
cana-4168	112	8	weights	weight	NOUN
cana-4168	112	9	are	be	AUX
cana-4168	112	10	allocated	allocate	VERB
cana-4168	112	11	to	to	ADP
cana-4168	112	12	each	each	DET
cana-4168	112	13	data	datum	NOUN
cana-4168	112	14	sample	sample	NOUN
cana-4168	112	15	,	,	PUNCT
cana-4168	112	16	whereas	whereas	SCONJ
cana-4168	112	17	in	in	ADP
cana-4168	112	18	the	the	DET
cana-4168	112	19	classic	classic	ADJ
cana-4168	112	20	k	k	ADJ
cana-4168	112	21	-	-	PUNCT
cana-4168	112	22	mean	mean	ADJ
cana-4168	112	23	method	method	NOUN
cana-4168	112	24	,	,	PUNCT
cana-4168	112	25	the	the	DET
cana-4168	112	26	scan	scan	NOUN
cana-4168	112	27	is	be	AUX
cana-4168	112	28	carried	carry	VERB
cana-4168	112	29	out	out	ADP
cana-4168	112	30	after	after	SCONJ
cana-4168	112	31	clusters	cluster	NOUN
cana-4168	112	32	are	be	AUX
cana-4168	112	33	completed	complete	VERB
cana-4168	112	34	.	.	PUNCT
cana-4168	113	1	the	the	DET
cana-4168	113	2	sample	sample	NOUN
cana-4168	113	3	's	's	PART
cana-4168	113	4	distance	distance	NOUN
cana-4168	113	5	from	from	ADP
cana-4168	113	6	the	the	DET
cana-4168	113	7	mean	mean	ADJ
cana-4168	113	8	value	value	NOUN
cana-4168	113	9	determines	determine	VERB
cana-4168	113	10	the	the	DET
cana-4168	113	11	weights	weight	NOUN
cana-4168	113	12	.	.	PUNCT
cana-4168	114	1	the	the	DET
cana-4168	114	2	following	follow	VERB
cana-4168	114	3	equation	equation	NOUN
cana-4168	114	4	is	be	AUX
cana-4168	114	5	used	use	VERB
cana-4168	114	6	to	to	PART
cana-4168	114	7	calculate	calculate	VERB
cana-4168	114	8	the	the	DET
cana-4168	114	9	mean	mean	NOUN
cana-4168	114	10	as	as	ADP
cana-4168	114	11	the	the	DET
cana-4168	114	12	first	first	ADJ
cana-4168	114	13	step	step	NOUN
cana-4168	114	14	in	in	ADP
cana-4168	114	15	the	the	DET
cana-4168	114	16	suggested	suggest	VERB
cana-4168	114	17	procedure	procedure	NOUN
cana-4168	114	18	.	.	PUNCT
cana-4168	115	1	𝑥	𝑥	X
cana-4168	116	1	̅=	̅=	INTJ
cana-4168	116	2	∑	∑	PUNCT
cana-4168	116	3	𝑋𝑖	𝑋𝑖	PROPN
cana-4168	116	4	𝑛	𝑛	PRON
cana-4168	116	5	𝑖=1	𝑖=1	PUNCT
cana-4168	116	6	𝑛	𝑛	PROPN
cana-4168	116	7	(	(	PUNCT
cana-4168	116	8	1	1	NUM
cana-4168	116	9	)	)	PUNCT
cana-4168	116	10	where	where	SCONJ
cana-4168	116	11	𝑥	𝑥	DET
cana-4168	116	12	̅	̅	NOUN
cana-4168	116	13	represents	represent	VERB
cana-4168	116	14	means	mean	NOUN
cana-4168	116	15	of	of	ADP
cana-4168	116	16	cluster	cluster	NOUN
cana-4168	116	17	,	,	PUNCT
cana-4168	116	18	n	n	PRON
cana-4168	116	19	stands	stand	VERB
cana-4168	116	20	for	for	ADP
cana-4168	116	21	sample	sample	NOUN
cana-4168	116	22	counts	count	NOUN
cana-4168	116	23	in	in	ADP
cana-4168	116	24	particular	particular	ADJ
cana-4168	116	25	clusters	cluster	NOUN
cana-4168	116	26	,	,	PUNCT
cana-4168	116	27	and	and	CCONJ
cana-4168	116	28	xi	xi	PROPN
cana-4168	116	29	implies	imply	VERB
cana-4168	116	30	samples	sample	NOUN
cana-4168	116	31	of	of	ADP
cana-4168	116	32	clusters	cluster	NOUN
cana-4168	116	33	.	.	PUNCT
cana-4168	117	1	after	after	ADP
cana-4168	117	2	determining	determine	VERB
cana-4168	117	3	the	the	DET
cana-4168	117	4	mean	mean	ADJ
cana-4168	117	5	value	value	NOUN
cana-4168	117	6	,	,	PUNCT
cana-4168	117	7	the	the	DET
cana-4168	117	8	cluster	cluster	NOUN
cana-4168	117	9	's	's	PART
cana-4168	117	10	radius	radius	NOUN
cana-4168	117	11	𝑅	𝑅	PROPN
cana-4168	117	12	̅	̅	NOUN
cana-4168	117	13	is	be	AUX
cana-4168	117	14	computed	compute	VERB
cana-4168	117	15	,	,	PUNCT
cana-4168	117	16	the	the	DET
cana-4168	117	17	greatest	great	ADJ
cana-4168	117	18	distance	distance	NOUN
cana-4168	117	19	between	between	ADP
cana-4168	117	20	any	any	DET
cana-4168	117	21	sample	sample	NOUN
cana-4168	117	22	and	and	CCONJ
cana-4168	117	23	mean	mean	VERB
cana-4168	117	24	values	value	NOUN
cana-4168	117	25	i.e.	i.e.	X
cana-4168	117	26	𝑅	𝑅	PROPN
cana-4168	117	27	̅=𝑚𝑎𝑥𝑖‖𝑥𝑖	̅=𝑚𝑎𝑥𝑖‖𝑥𝑖	PROPN
cana-4168	117	28	−	−	PROPN
cana-4168	117	29	�	�	NOUN
cana-4168	117	30	̅	̅	NOUN
cana-4168	117	31	�	�	NOUN
cana-4168	117	32	‖	‖	ADJ
cana-4168	117	33	2	2	NUM
cana-4168	117	34	2	2	NUM
cana-4168	117	35	(	(	PUNCT
cana-4168	117	36	2	2	NUM
cana-4168	117	37	)	)	PUNCT
cana-4168	117	38	cluster	cluster	NOUN
cana-4168	117	39	radii	radius	NOUN
cana-4168	117	40	show	show	NOUN
cana-4168	117	41	areas	area	NOUN
cana-4168	117	42	covered	cover	VERB
cana-4168	117	43	by	by	ADP
cana-4168	117	44	clusters	cluster	NOUN
cana-4168	117	45	.	.	PUNCT
cana-4168	118	1	weights	weight	NOUN
cana-4168	118	2	of	of	ADP
cana-4168	118	3	cluster	cluster	NOUN
cana-4168	118	4	samples	sample	NOUN
cana-4168	118	5	are	be	AUX
cana-4168	118	6	computed	compute	VERB
cana-4168	118	7	using	use	VERB
cana-4168	118	8	weight	weight	NOUN
cana-4168	119	1	𝑥𝑖	𝑥𝑖	ADP
cana-4168	119	2	=	=	ADJ
cana-4168	119	3	‖	‖	PROPN
cana-4168	119	4	�	�	PROPN
cana-4168	119	5	̅	̅	NOUN
cana-4168	119	6	�	�	NOUN
cana-4168	119	7	−	−	ADP
cana-4168	119	8	𝑥𝑖‖	𝑥𝑖‖	PROPN
cana-4168	119	9	2	2	NUM
cana-4168	119	10	2	2	NUM
cana-4168	119	11	(	(	PUNCT
cana-4168	119	12	3	3	NUM
cana-4168	119	13	)	)	PUNCT
cana-4168	119	14	where	where	SCONJ
cana-4168	119	15	�	�	NOUN
cana-4168	119	16	̅	̅	NOUN
cana-4168	119	17	�	�	NOUN
cana-4168	119	18	represents	represent	VERB
cana-4168	119	19	mean	mean	ADJ
cana-4168	119	20	values	value	NOUN
cana-4168	119	21	,	,	PUNCT
cana-4168	119	22	and	and	CCONJ
cana-4168	119	23	xi	xi	PROPN
cana-4168	119	24	implies	imply	VERB
cana-4168	119	25	samples	sample	NOUN
cana-4168	119	26	for	for	ADP
cana-4168	119	27	which	which	PRON
cana-4168	119	28	weighs	weigh	NOUN
cana-4168	119	29	are	be	AUX
cana-4168	119	30	computed	compute	VERB
cana-4168	119	31	.	.	PUNCT
cana-4168	120	1	weights	weight	NOUN
cana-4168	120	2	are	be	AUX
cana-4168	120	3	assigned	assign	VERB
cana-4168	120	4	to	to	ADP
cana-4168	120	5	samples	sample	NOUN
cana-4168	120	6	for	for	ADP
cana-4168	120	7	transforming	transform	VERB
cana-4168	120	8	original	original	ADJ
cana-4168	120	9	feature	feature	NOUN
cana-4168	120	10	spaces	space	NOUN
cana-4168	120	11	into	into	ADP
cana-4168	120	12	weighed	weigh	VERB
cana-4168	120	13	feature	feature	NOUN
cana-4168	120	14	spaces	space	NOUN
cana-4168	120	15	.	.	PUNCT
cana-4168	121	1	the	the	DET
cana-4168	121	2	weights	weight	NOUN
cana-4168	121	3	of	of	ADP
cana-4168	121	4	samples	sample	NOUN
cana-4168	121	5	are	be	AUX
cana-4168	121	6	computed	compute	VERB
cana-4168	121	7	using	use	VERB
cana-4168	121	8	:	:	PUNCT
cana-4168	121	9	�	�	NOUN
cana-4168	121	10	̅	̅	NOUN
cana-4168	121	11	�	�	NOUN
cana-4168	121	12	(𝑤	(𝑤	NOUN
cana-4168	121	13	)	)	PUNCT
cana-4168	122	1	=	=	PUNCT
cana-4168	122	2	∑	∑	PROPN
cana-4168	122	3	𝑥𝑖.𝑤𝑒𝑖𝑔ℎ𝑡𝑥𝑖	𝑥𝑖.𝑤𝑒𝑖𝑔ℎ𝑡𝑥𝑖	X
cana-4168	122	4	𝑛	𝑛	PRON
cana-4168	122	5	𝑖=1	𝑖=1	PUNCT
cana-4168	122	6	∑	∑	PUNCT
cana-4168	122	7	𝑤𝑒𝑖𝑔ℎ𝑡𝑥𝑖	𝑤𝑒𝑖𝑔ℎ𝑡𝑥𝑖	NOUN
cana-4168	122	8	𝑛	𝑛	ADP
cana-4168	122	9	𝑖=1	𝑖=1	PROPN
cana-4168	122	10	(	(	PUNCT
cana-4168	122	11	4	4	NUM
cana-4168	122	12	)	)	PUNCT
cana-4168	122	13	after	after	ADP
cana-4168	122	14	translating	translate	VERB
cana-4168	122	15	data	datum	NOUN
cana-4168	122	16	from	from	ADP
cana-4168	122	17	their	their	PRON
cana-4168	122	18	originals	original	NOUN
cana-4168	122	19	to	to	ADP
cana-4168	122	20	weighted	weight	VERB
cana-4168	122	21	feature	feature	NOUN
cana-4168	122	22	spaces	space	NOUN
cana-4168	122	23	,	,	PUNCT
cana-4168	122	24	means	mean	VERB
cana-4168	122	25	are	be	AUX
cana-4168	122	26	calculated	calculate	VERB
cana-4168	122	27	again	again	ADV
cana-4168	122	28	using	use	VERB
cana-4168	122	29	equation	equation	NOUN
cana-4168	122	30	(	(	PUNCT
cana-4168	122	31	5	5	NUM
cana-4168	122	32	)	)	PUNCT
cana-4168	122	33	.	.	PUNCT
cana-4168	123	1	𝜇𝑘	𝜇𝑘	NOUN
cana-4168	123	2	=	=	PUNCT
cana-4168	123	3	∑	∑	PROPN
cana-4168	123	4	𝑥𝑖	𝑥𝑖	NUM
cana-4168	123	5	𝑛	𝑛	PRON
cana-4168	123	6	𝑖=1	𝑖=1	PUNCT
cana-4168	123	7	𝑛	𝑛	PROPN
cana-4168	123	8	(	(	PUNCT
cana-4168	123	9	5	5	NUM
cana-4168	123	10	)	)	PUNCT
cana-4168	123	11	communications	communication	NOUN
cana-4168	123	12	on	on	ADP
cana-4168	123	13	applied	apply	VERB
cana-4168	123	14	nonlinear	nonlinear	ADJ
cana-4168	123	15	analysis	analysis	NOUN
cana-4168	123	16	issn	issn	NOUN
cana-4168	123	17	:	:	PUNCT
cana-4168	123	18	1074	1074	NUM
cana-4168	123	19	-	-	PUNCT
cana-4168	123	20	133x	133x	NUM
cana-4168	123	21	vol	vol	NOUN
cana-4168	123	22	32	32	NUM
cana-4168	123	23	no	no	NOUN
cana-4168	123	24	.	.	PUNCT
cana-4168	124	1	9s	9s	NUM
cana-4168	124	2	(	(	PUNCT
cana-4168	124	3	2025	2025	NUM
cana-4168	124	4	)	)	PUNCT
cana-4168	124	5	1456	1456	NUM
cana-4168	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	125	1	the	the	DET
cana-4168	125	2	ideal	ideal	ADJ
cana-4168	125	3	cluster	cluster	NOUN
cana-4168	125	4	is	be	AUX
cana-4168	125	5	created	create	VERB
cana-4168	125	6	by	by	ADP
cana-4168	125	7	minimizing	minimize	VERB
cana-4168	125	8	the	the	DET
cana-4168	125	9	area	area	NOUN
cana-4168	125	10	that	that	PRON
cana-4168	125	11	the	the	DET
cana-4168	125	12	cluster	cluster	NOUN
cana-4168	125	13	covers	cover	VERB
cana-4168	125	14	with	with	ADP
cana-4168	125	15	the	the	DET
cana-4168	125	16	weighted	weight	VERB
cana-4168	125	17	mean	mean	NOUN
cana-4168	125	18	obtained	obtain	VERB
cana-4168	125	19	from	from	ADP
cana-4168	125	20	the	the	DET
cana-4168	125	21	weighted	weight	VERB
cana-4168	125	22	feature	feature	NOUN
cana-4168	125	23	space	space	NOUN
cana-4168	125	24	.	.	PUNCT
cana-4168	126	1	while	while	SCONJ
cana-4168	126	2	the	the	DET
cana-4168	126	3	distance	distance	NOUN
cana-4168	126	4	within	within	ADP
cana-4168	126	5	a	a	DET
cana-4168	126	6	cluster	cluster	NOUN
cana-4168	126	7	is	be	AUX
cana-4168	126	8	measured	measure	VERB
cana-4168	126	9	,	,	PUNCT
cana-4168	126	10	the	the	DET
cana-4168	126	11	distance	distance	NOUN
cana-4168	126	12	between	between	ADP
cana-4168	126	13	clusters	cluster	NOUN
cana-4168	126	14	is	be	AUX
cana-4168	126	15	computed	compute	VERB
cana-4168	126	16	based	base	VERB
cana-4168	126	17	on	on	ADP
cana-4168	126	18	the	the	DET
cana-4168	126	19	cluster	cluster	NOUN
cana-4168	126	20	radius	radius	NOUN
cana-4168	126	21	.	.	PUNCT
cana-4168	127	1	figure:2	figure:2	PROPN
cana-4168	127	2	.	.	PUNCT
cana-4168	128	1	weighted	weight	VERB
cana-4168	128	2	kmc	kmc	PROPN
cana-4168	128	3	input	input	NOUN
cana-4168	128	4	:	:	PUNCT
cana-4168	128	5	nodes	node	NOUN
cana-4168	128	6	output	output	VERB
cana-4168	128	7	:	:	PUNCT
cana-4168	128	8	optimal	optimal	ADJ
cana-4168	128	9	clusters	cluster	NOUN
cana-4168	128	10	start	start	VERB
cana-4168	128	11	step	step	NOUN
cana-4168	128	12	1	1	NUM
cana-4168	128	13	:	:	PUNCT
cana-4168	128	14	set	set	VERB
cana-4168	128	15	initial	initial	ADJ
cana-4168	128	16	values	value	NOUN
cana-4168	128	17	for	for	ADP
cana-4168	128	18	cluster	cluster	NOUN
cana-4168	128	19	counts	count	NOUN
cana-4168	128	20	,	,	PUNCT
cana-4168	128	21	k	k	PROPN
cana-4168	128	22	and	and	CCONJ
cana-4168	128	23	cluster	cluster	NOUN
cana-4168	128	24	centers	center	NOUN
cana-4168	128	25	.	.	PUNCT
cana-4168	129	1	step	step	NOUN
cana-4168	129	2	2	2	NUM
cana-4168	129	3	:	:	PUNCT
cana-4168	129	4	set	set	VERB
cana-4168	129	5	initial	initial	ADJ
cana-4168	129	6	values	value	NOUN
cana-4168	129	7	for	for	ADP
cana-4168	129	8	cluster	cluster	NOUN
cana-4168	129	9	centroids	centroid	NOUN
cana-4168	129	10	←	←	PROPN
cana-4168	129	11	µ1	µ1	PROPN
cana-4168	129	12	,	,	PUNCT
cana-4168	129	13	µ2	µ2	PROPN
cana-4168	129	14	.	.	PUNCT
cana-4168	129	15	.	.	PUNCT
cana-4168	129	16	.	.	PUNCT
cana-4168	130	1	µk∈	µk∈	PROPN
cana-4168	130	2	rn	rn	PROPN
cana-4168	130	3	;	;	PUNCT
cana-4168	130	4	step	step	VERB
cana-4168	130	5	3	3	NUM
cana-4168	130	6	:	:	PUNCT
cana-4168	130	7	folds	fold	NOUN
cana-4168	130	8	←	←	PROPN
cana-4168	130	9	split	split	VERB
cana-4168	130	10	data	datum	NOUN
cana-4168	130	11	to	to	ADP
cana-4168	130	12	folds(s	folds(s	PROPN
cana-4168	130	13	)	)	PUNCT
cana-4168	130	14	step	step	NOUN
cana-4168	130	15	4	4	NUM
cana-4168	130	16	:	:	PUNCT
cana-4168	130	17	compute	compute	NOUN
cana-4168	130	18	mean	mean	NOUN
cana-4168	130	19	value	value	NOUN
cana-4168	130	20	using	use	VERB
cana-4168	130	21	𝜇𝑘	𝜇𝑘	NOUN
cana-4168	130	22	=	=	PUNCT
cana-4168	130	23	∑	∑	PROPN
cana-4168	130	24	𝑥𝑖	𝑥𝑖	PROPN
cana-4168	130	25	𝑛	𝑛	PRON
cana-4168	130	26	𝑖=1	𝑖=1	PUNCT
cana-4168	130	27	𝑛	𝑛	PROPN
cana-4168	130	28	(	(	PUNCT
cana-4168	130	29	5	5	NUM
cana-4168	130	30	)	)	PUNCT
cana-4168	130	31	step	step	NOUN
cana-4168	130	32	5	5	NUM
cana-4168	130	33	:	:	PUNCT
cana-4168	130	34	calculate	calculate	NOUN
cana-4168	130	35	centroid	centroid	NOUN
cana-4168	130	36	distances	distance	NOUN
cana-4168	130	37	of	of	ADP
cana-4168	130	38	clusters	cluster	NOUN
cana-4168	130	39	d	d	PROPN
cana-4168	130	40	with	with	ADP
cana-4168	130	41	d=√∑	d=√∑	PROPN
cana-4168	130	42	(	(	PUNCT
cana-4168	130	43	𝜇𝑘	𝜇𝑘	ADP
cana-4168	130	44	−	−	PROPN
cana-4168	130	45	𝑥𝑗	𝑥𝑗	PROPN
cana-4168	130	46	)	)	PUNCT
cana-4168	130	47	2𝑛	2𝑛	PROPN
cana-4168	131	1	𝑗.𝑘=1	𝑗.𝑘=1	PROPN
cana-4168	131	2	(	(	PUNCT
cana-4168	131	3	6	6	NUM
cana-4168	131	4	)	)	PUNCT
cana-4168	131	5	step	step	NOUN
cana-4168	131	6	6	6	NUM
cana-4168	131	7	:	:	PUNCT
cana-4168	131	8	allocate	allocate	ADJ
cana-4168	131	9	clusters	cluster	NOUN
cana-4168	131	10	based	base	VERB
cana-4168	131	11	on	on	ADP
cana-4168	131	12	minimum	minimum	ADJ
cana-4168	131	13	distances	distance	NOUN
cana-4168	131	14	step	step	NOUN
cana-4168	131	15	7	7	NUM
cana-4168	131	16	:	:	PUNCT
cana-4168	131	17	calculate	calculate	NOUN
cana-4168	131	18	radii	radius	NOUN
cana-4168	131	19	using	use	VERB
cana-4168	131	20	eqn	eqn	NOUN
cana-4168	131	21	(	(	PUNCT
cana-4168	131	22	2	2	X
cana-4168	131	23	)	)	PUNCT
cana-4168	131	24	step	step	NOUN
cana-4168	131	25	8	8	NUM
cana-4168	131	26	:	:	PUNCT
cana-4168	131	27	compute	compute	VERB
cana-4168	131	28	weight	weight	NOUN
cana-4168	131	29	for	for	ADP
cana-4168	131	30	each	each	DET
cana-4168	131	31	sample	sample	NOUN
cana-4168	131	32	step	step	NOUN
cana-4168	131	33	9	9	NUM
cana-4168	131	34	:	:	PUNCT
cana-4168	131	35	based	base	VERB
cana-4168	131	36	on	on	ADP
cana-4168	131	37	the	the	DET
cana-4168	131	38	weight	weight	NOUN
cana-4168	131	39	reallocate	reallocate	VERB
cana-4168	131	40	the	the	DET
cana-4168	131	41	nodes	node	NOUN
cana-4168	131	42	into	into	ADP
cana-4168	131	43	different	different	ADJ
cana-4168	131	44	clusters	cluster	NOUN
cana-4168	131	45	step	step	VERB
cana-4168	131	46	10	10	NUM
cana-4168	131	47	:	:	PUNCT
cana-4168	131	48	repeat	repeat	VERB
cana-4168	131	49	the	the	DET
cana-4168	131	50	procedure	procedure	NOUN
cana-4168	131	51	until	until	SCONJ
cana-4168	131	52	it	it	PRON
cana-4168	131	53	converges	converge	VERB
cana-4168	131	54	.	.	PUNCT
cana-4168	132	1	end	end	VERB
cana-4168	132	2	the	the	DET
cana-4168	132	3	effectiveness	effectiveness	NOUN
cana-4168	132	4	of	of	ADP
cana-4168	132	5	node	node	NOUN
cana-4168	132	6	clustering	clustering	NOUN
cana-4168	132	7	using	use	VERB
cana-4168	132	8	weighted	weight	VERB
cana-4168	132	9	kmc	kmc	PROPN
cana-4168	132	10	directly	directly	ADV
cana-4168	132	11	contributes	contribute	VERB
cana-4168	132	12	to	to	ADP
cana-4168	132	13	the	the	DET
cana-4168	132	14	success	success	NOUN
cana-4168	132	15	of	of	ADP
cana-4168	132	16	the	the	DET
cana-4168	132	17	next	next	ADJ
cana-4168	132	18	crucial	crucial	ADJ
cana-4168	132	19	step	step	NOUN
cana-4168	132	20	:	:	PUNCT
cana-4168	132	21	selections	selection	NOUN
cana-4168	132	22	of	of	ADP
cana-4168	132	23	chs	ch	NOUN
cana-4168	132	24	.	.	PUNCT
cana-4168	133	1	in	in	ADP
cana-4168	133	2	the	the	DET
cana-4168	133	3	proposed	propose	VERB
cana-4168	133	4	work	work	NOUN
cana-4168	133	5	calculated	calculate	VERB
cana-4168	133	6	a	a	DET
cana-4168	133	7	weight	weight	NOUN
cana-4168	133	8	value	value	NOUN
cana-4168	133	9	is	be	AUX
cana-4168	133	10	0.030	0.030	NUM
cana-4168	133	11	to	to	PART
cana-4168	133	12	evaluvated	evaluvate	VERB
cana-4168	133	13	the	the	DET
cana-4168	133	14	weighted	weight	VERB
cana-4168	133	15	kmc	kmc	PROPN
cana-4168	133	16	method	method	NOUN
cana-4168	133	17	.	.	PUNCT
cana-4168	134	1	by	by	ADP
cana-4168	134	2	organizing	organize	VERB
cana-4168	134	3	sensor	sensor	NOUN
cana-4168	134	4	nodes	node	NOUN
cana-4168	134	5	into	into	ADP
cana-4168	134	6	optimized	optimize	VERB
cana-4168	134	7	clusters	cluster	NOUN
cana-4168	134	8	,	,	PUNCT
cana-4168	134	9	the	the	DET
cana-4168	134	10	clustering	clustering	ADJ
cana-4168	134	11	process	process	NOUN
cana-4168	134	12	ensures	ensure	VERB
cana-4168	134	13	that	that	SCONJ
cana-4168	134	14	nodes	node	NOUN
cana-4168	134	15	are	be	AUX
cana-4168	134	16	grouped	grouped	AUX
cana-4168	134	17	efficiently	efficiently	ADV
cana-4168	134	18	based	base	VERB
cana-4168	134	19	on	on	ADP
cana-4168	134	20	proximity	proximity	NOUN
cana-4168	134	21	and	and	CCONJ
cana-4168	134	22	energy	energy	NOUN
cana-4168	134	23	consumption	consumption	NOUN
cana-4168	134	24	,	,	PUNCT
cana-4168	134	25	laying	lay	VERB
cana-4168	134	26	the	the	DET
cana-4168	134	27	foundation	foundation	NOUN
cana-4168	134	28	for	for	ADP
cana-4168	134	29	strategic	strategic	ADJ
cana-4168	134	30	ch	ch	NOUN
cana-4168	134	31	selection	selection	NOUN
cana-4168	134	32	.	.	PUNCT
cana-4168	135	1	the	the	DET
cana-4168	135	2	weighted	weight	VERB
cana-4168	135	3	kmc	kmc	PROPN
cana-4168	135	4	step	step	NOUN
cana-4168	135	5	aids	aids	PROPN
cana-4168	135	6	ch	ch	NOUN
cana-4168	135	7	selection	selection	NOUN
cana-4168	135	8	by	by	ADP
cana-4168	135	9	providing	provide	VERB
cana-4168	135	10	a	a	DET
cana-4168	135	11	balanced	balanced	ADJ
cana-4168	135	12	and	and	CCONJ
cana-4168	135	13	well	well	ADV
cana-4168	135	14	-	-	PUNCT
cana-4168	135	15	structured	structure	VERB
cana-4168	135	16	network	network	NOUN
cana-4168	135	17	topology	topology	NOUN
cana-4168	135	18	,	,	PUNCT
cana-4168	135	19	ensuring	ensure	VERB
cana-4168	135	20	that	that	SCONJ
cana-4168	135	21	the	the	DET
cana-4168	135	22	most	most	ADV
cana-4168	135	23	suitable	suitable	ADJ
cana-4168	135	24	nodes	node	NOUN
cana-4168	135	25	are	be	AUX
cana-4168	135	26	available	available	ADJ
cana-4168	135	27	for	for	ADP
cana-4168	135	28	ch	ch	NOUN
cana-4168	135	29	roles	role	NOUN
cana-4168	135	30	.	.	PUNCT
cana-4168	136	1	2.2	2.2	NUM
cana-4168	136	2	.	.	PUNCT
cana-4168	136	3	selections	selection	NOUN
cana-4168	136	4	of	of	ADP
cana-4168	136	5	chs	chs	NOUN
cana-4168	136	6	using	use	VERB
cana-4168	136	7	mutation	mutation	NOUN
cana-4168	136	8	based	base	VERB
cana-4168	136	9	improved	improve	VERB
cana-4168	136	10	butterfly	butterfly	NOUN
cana-4168	136	11	optimization	optimization	NOUN
cana-4168	136	12	(	(	PUNCT
cana-4168	136	13	mbibo	mbibo	NOUN
cana-4168	136	14	)	)	PUNCT
cana-4168	136	15	the	the	DET
cana-4168	136	16	process	process	NOUN
cana-4168	136	17	of	of	ADP
cana-4168	136	18	ch	ch	NOUN
cana-4168	136	19	selections	selection	NOUN
cana-4168	136	20	in	in	ADP
cana-4168	136	21	wsns	wsns	NOUN
cana-4168	136	22	is	be	AUX
cana-4168	136	23	crucial	crucial	ADJ
cana-4168	136	24	as	as	SCONJ
cana-4168	136	25	they	they	PRON
cana-4168	136	26	impact	impact	VERB
cana-4168	136	27	overall	overall	ADJ
cana-4168	136	28	performances	performance	NOUN
cana-4168	136	29	and	and	CCONJ
cana-4168	136	30	energy	energy	NOUN
cana-4168	136	31	efficiencies	efficiency	NOUN
cana-4168	136	32	of	of	ADP
cana-4168	136	33	networks	network	NOUN
cana-4168	136	34	.	.	PUNCT
cana-4168	137	1	chs	ch	NOUN
cana-4168	137	2	are	be	AUX
cana-4168	137	3	in	in	ADP
cana-4168	137	4	charge	charge	NOUN
cana-4168	137	5	of	of	ADP
cana-4168	137	6	gathering	gather	VERB
cana-4168	137	7	information	information	NOUN
cana-4168	137	8	from	from	ADP
cana-4168	137	9	the	the	DET
cana-4168	137	10	nodes	node	NOUN
cana-4168	137	11	in	in	ADP
cana-4168	137	12	their	their	PRON
cana-4168	137	13	cluster	cluster	NOUN
cana-4168	137	14	and	and	CCONJ
cana-4168	137	15	sending	send	VERB
cana-4168	137	16	it	it	PRON
cana-4168	137	17	to	to	ADP
cana-4168	137	18	the	the	DET
cana-4168	137	19	bs	bs	NOUN
cana-4168	137	20	.	.	PUNCT
cana-4168	138	1	since	since	SCONJ
cana-4168	138	2	chs	ch	NOUN
cana-4168	138	3	perform	perform	VERB
cana-4168	138	4	more	more	ADJ
cana-4168	138	5	communication	communication	NOUN
cana-4168	138	6	and	and	CCONJ
cana-4168	138	7	processing	processing	NOUN
cana-4168	138	8	tasks	task	NOUN
cana-4168	138	9	,	,	PUNCT
cana-4168	138	10	their	their	PRON
cana-4168	138	11	energy	energy	NOUN
cana-4168	138	12	consumption	consumption	NOUN
cana-4168	138	13	is	be	AUX
cana-4168	138	14	higher	high	ADJ
cana-4168	138	15	,	,	PUNCT
cana-4168	138	16	and	and	CCONJ
cana-4168	138	17	selecting	select	VERB
cana-4168	138	18	the	the	DET
cana-4168	138	19	most	most	ADV
cana-4168	138	20	optimal	optimal	ADJ
cana-4168	138	21	chs	ch	NOUN
cana-4168	138	22	is	be	AUX
cana-4168	138	23	essential	essential	ADJ
cana-4168	138	24	to	to	PART
cana-4168	138	25	prolong	prolong	VERB
cana-4168	138	26	network	network	NOUN
cana-4168	138	27	lifespan	lifespan	NOUN
cana-4168	138	28	and	and	CCONJ
cana-4168	138	29	reduce	reduce	VERB
cana-4168	138	30	communication	communication	NOUN
cana-4168	138	31	overhead	overhead	ADV
cana-4168	138	32	.	.	PUNCT
cana-4168	139	1	communications	communication	NOUN
cana-4168	139	2	on	on	ADP
cana-4168	139	3	applied	apply	VERB
cana-4168	139	4	nonlinear	nonlinear	ADJ
cana-4168	139	5	analysis	analysis	NOUN
cana-4168	139	6	issn	issn	NOUN
cana-4168	139	7	:	:	PUNCT
cana-4168	139	8	1074	1074	NUM
cana-4168	139	9	-	-	PUNCT
cana-4168	139	10	133x	133x	NUM
cana-4168	139	11	vol	vol	NOUN
cana-4168	139	12	32	32	NUM
cana-4168	139	13	no	no	NOUN
cana-4168	139	14	.	.	PUNCT
cana-4168	140	1	9s	9s	NUM
cana-4168	140	2	(	(	PUNCT
cana-4168	140	3	2025	2025	NUM
cana-4168	140	4	)	)	PUNCT
cana-4168	140	5	1457	1457	NUM
cana-4168	140	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	140	7	one	one	NUM
cana-4168	140	8	of	of	ADP
cana-4168	140	9	the	the	DET
cana-4168	140	10	key	key	ADJ
cana-4168	140	11	techniques	technique	NOUN
cana-4168	140	12	for	for	ADP
cana-4168	140	13	extending	extend	VERB
cana-4168	140	14	the	the	DET
cana-4168	140	15	network	network	NOUN
cana-4168	140	16	lifespan	lifespan	NOUN
cana-4168	140	17	in	in	ADP
cana-4168	140	18	wsns	wsns	PROPN
cana-4168	140	19	is	be	AUX
cana-4168	140	20	clustering	cluster	VERB
cana-4168	140	21	.	.	PUNCT
cana-4168	141	1	sensor	sensor	NOUN
cana-4168	141	2	nodes	node	NOUN
cana-4168	141	3	are	be	AUX
cana-4168	141	4	grouped	group	VERB
cana-4168	141	5	into	into	ADP
cana-4168	141	6	clusters	cluster	NOUN
cana-4168	141	7	,	,	PUNCT
cana-4168	141	8	and	and	CCONJ
cana-4168	141	9	chs	ch	NOUN
cana-4168	141	10	are	be	AUX
cana-4168	141	11	chosen	choose	VERB
cana-4168	141	12	for	for	ADP
cana-4168	141	13	each	each	DET
cana-4168	141	14	cluster	cluster	NOUN
cana-4168	141	15	.	.	PUNCT
cana-4168	142	1	data	datum	NOUN
cana-4168	142	2	is	be	AUX
cana-4168	142	3	gathered	gather	VERB
cana-4168	142	4	by	by	ADP
cana-4168	142	5	chs	ch	NOUN
cana-4168	142	6	from	from	ADP
cana-4168	142	7	the	the	DET
cana-4168	142	8	nodes	node	NOUN
cana-4168	142	9	in	in	ADP
cana-4168	142	10	their	their	PRON
cana-4168	142	11	respective	respective	ADJ
cana-4168	142	12	clusters	cluster	NOUN
cana-4168	142	13	and	and	CCONJ
cana-4168	142	14	sent	send	VERB
cana-4168	142	15	to	to	ADP
cana-4168	142	16	the	the	DET
cana-4168	142	17	bs	bs	NOUN
cana-4168	142	18	as	as	ADP
cana-4168	142	19	an	an	DET
cana-4168	142	20	aggregate	aggregate	NOUN
cana-4168	142	21	.	.	PUNCT
cana-4168	143	1	a	a	DET
cana-4168	143	2	significant	significant	ADJ
cana-4168	143	3	obstacle	obstacle	NOUN
cana-4168	143	4	with	with	ADP
cana-4168	143	5	wsns	wsns	NOUN
cana-4168	143	6	is	be	AUX
cana-4168	143	7	choosing	choose	VERB
cana-4168	143	8	the	the	DET
cana-4168	143	9	right	right	ADJ
cana-4168	143	10	chs	ch	NOUN
cana-4168	143	11	.	.	PUNCT
cana-4168	144	1	in	in	ADP
cana-4168	144	2	this	this	DET
cana-4168	144	3	work	work	NOUN
cana-4168	144	4	,	,	PUNCT
cana-4168	144	5	chs	ch	NOUN
cana-4168	144	6	are	be	AUX
cana-4168	144	7	selected	select	VERB
cana-4168	144	8	using	use	VERB
cana-4168	144	9	mutation	mutation	NOUN
cana-4168	144	10	based	base	VERB
cana-4168	144	11	improved	improved	ADJ
cana-4168	144	12	butterfly	butterfly	NOUN
cana-4168	144	13	optimization	optimization	NOUN
cana-4168	144	14	.	.	PUNCT
cana-4168	145	1	the	the	DET
cana-4168	145	2	butterfly	butterfly	NOUN
cana-4168	145	3	optimization	optimization	NOUN
cana-4168	145	4	algorithm	algorithm	NOUN
cana-4168	145	5	generates	generate	VERB
cana-4168	145	6	the	the	DET
cana-4168	145	7	best	good	ADJ
cana-4168	145	8	ch	ch	NOUN
cana-4168	145	9	selections	selection	NOUN
cana-4168	145	10	from	from	ADP
cana-4168	145	11	the	the	DET
cana-4168	145	12	network	network	NOUN
cana-4168	145	13	's	's	PART
cana-4168	145	14	nodes	node	NOUN
cana-4168	145	15	by	by	ADP
cana-4168	145	16	drawing	draw	VERB
cana-4168	145	17	inspiration	inspiration	NOUN
cana-4168	145	18	from	from	ADP
cana-4168	145	19	the	the	DET
cana-4168	145	20	food	food	NOUN
cana-4168	145	21	scavenges	scavenge	NOUN
cana-4168	145	22	of	of	ADP
cana-4168	145	23	butterflies	butterflies	PROPN
cana-4168	145	24	.	.	PUNCT
cana-4168	146	1	terminologies	terminology	NOUN
cana-4168	146	2	1	1	NUM
cana-4168	146	3	.	.	PUNCT
cana-4168	147	1	s	s	X
cana-4168	147	2	:	:	PUNCT
cana-4168	147	3	set	set	NOUN
cana-4168	147	4	of	of	ADP
cana-4168	147	5	sensor	sensor	NOUN
cana-4168	147	6	nodes	node	NOUN
cana-4168	147	7	,	,	PUNCT
cana-4168	147	8	i.e.	i.e.	X
cana-4168	147	9	,	,	PUNCT
cana-4168	147	10	s	s	NOUN
cana-4168	147	11	=	=	NOUN
cana-4168	147	12	{	{	PUNCT
cana-4168	147	13	s1	s1	NOUN
cana-4168	147	14	,	,	PUNCT
cana-4168	147	15	s2	s2	NOUN
cana-4168	147	16	,	,	PUNCT
cana-4168	147	17	_	_	NOUN
cana-4168	147	18	,	,	PUNCT
cana-4168	147	19	sn	sn	PROPN
cana-4168	147	20	}	}	PUNCT
cana-4168	147	21	.	.	PUNCT
cana-4168	148	1	2	2	X
cana-4168	148	2	.	.	X
cana-4168	148	3	c	c	X
cana-4168	148	4	:	:	PUNCT
cana-4168	148	5	sets	set	NOUN
cana-4168	148	6	of	of	ADP
cana-4168	148	7	chs	ch	NOUN
cana-4168	148	8	,	,	PUNCT
cana-4168	148	9	i.e.	i.e.	X
cana-4168	148	10	,	,	PUNCT
cana-4168	148	11	c	c	X
cana-4168	148	12	=	=	SYM
cana-4168	148	13	{	{	PUNCT
cana-4168	148	14	ch1	ch1	PROPN
cana-4168	148	15	,	,	PUNCT
cana-4168	148	16	ch2	ch2	PROPN
cana-4168	148	17	,	,	PUNCT
cana-4168	148	18	_	_	PROPN
cana-4168	148	19	,	,	PUNCT
cana-4168	148	20	chm	chm	NOUN
cana-4168	148	21	}	}	PUNCT
cana-4168	148	22	.	.	PUNCT
cana-4168	149	1	where	where	SCONJ
cana-4168	149	2	,	,	PUNCT
cana-4168	149	3	m	m	VERB
cana-4168	149	4	<	<	X
cana-4168	149	5	n.	n.	NOUN
cana-4168	149	6	3	3	NUM
cana-4168	149	7	.	.	PUNCT
cana-4168	150	1	lj	lj	ADJ
cana-4168	150	2	:	:	PUNCT
cana-4168	150	3	sensor	sensor	NOUN
cana-4168	150	4	cluster	cluster	NOUN
cana-4168	150	5	node	node	NOUN
cana-4168	150	6	counts	count	VERB
cana-4168	150	7	j.	j.	PROPN
cana-4168	150	8	4	4	PROPN
cana-4168	150	9	.	.	PUNCT
cana-4168	150	10	d0	d0	NOUN
cana-4168	150	11	:	:	PUNCT
cana-4168	150	12	threshold	threshold	NOUN
cana-4168	150	13	distance	distance	NOUN
cana-4168	150	14	.	.	PUNCT
cana-4168	151	1	5	5	NUM
cana-4168	151	2	.	.	X
cana-4168	151	3	esi	esi	ADJ
cana-4168	151	4	:	:	PUNCT
cana-4168	151	5	initial	initial	ADJ
cana-4168	151	6	energies	energy	NOUN
cana-4168	151	7	of	of	ADP
cana-4168	151	8	sensor	sensor	NOUN
cana-4168	151	9	node	node	ADJ
cana-4168	151	10	si	si	NOUN
cana-4168	151	11	,	,	PUNCT
cana-4168	151	12	1	1	NUM
cana-4168	151	13	≤	≤	NUM
cana-4168	151	14	i	i	PRON
cana-4168	151	15	≤	≤	NUM
cana-4168	151	16	n.	n.	NOUN
cana-4168	151	17	6	6	NUM
cana-4168	151	18	.	.	PUNCT
cana-4168	152	1	echj	echj	ADV
cana-4168	152	2	:	:	PUNCT
cana-4168	152	3	current	current	ADJ
cana-4168	152	4	energies	energy	NOUN
cana-4168	152	5	of	of	ADP
cana-4168	152	6	chs	chs	PROPN
cana-4168	152	7	chj	chj	PROPN
cana-4168	152	8	,	,	PUNCT
cana-4168	152	9	1	1	NUM
cana-4168	152	10	≤	≤	NUM
cana-4168	152	11	j	j	PROPN
cana-4168	152	12	≤m	≤m	PROPN
cana-4168	152	13	.	.	PUNCT
cana-4168	153	1	7	7	X
cana-4168	153	2	.	.	X
cana-4168	153	3	dis	dis	PROPN
cana-4168	153	4	si;sj	si;sj	VERB
cana-4168	153	5	:	:	PUNCT
cana-4168	153	6	distances	distance	NOUN
cana-4168	153	7	between	between	ADP
cana-4168	153	8	any	any	DET
cana-4168	153	9	two	two	NUM
cana-4168	153	10	sensor	sensor	NOUN
cana-4168	153	11	nodes	nod	VERB
cana-4168	153	12	si	si	X
cana-4168	153	13	and	and	CCONJ
cana-4168	153	14	sj	sj	PROPN
cana-4168	153	15	.	.	NOUN
cana-4168	153	16	2.2.1	2.2.1	NUM
cana-4168	153	17	.	.	PUNCT
cana-4168	154	1	derivation	derivation	NOUN
cana-4168	154	2	of	of	ADP
cana-4168	154	3	objective	objective	ADJ
cana-4168	154	4	function	function	NOUN
cana-4168	154	5	:	:	PUNCT
cana-4168	154	6	derivations	derivation	NOUN
cana-4168	154	7	of	of	ADP
cana-4168	154	8	objective	objective	ADJ
cana-4168	154	9	functions	function	NOUN
cana-4168	154	10	are	be	AUX
cana-4168	154	11	based	base	VERB
cana-4168	154	12	on	on	ADP
cana-4168	154	13	the	the	DET
cana-4168	154	14	following	follow	VERB
cana-4168	154	15	parameters	parameter	NOUN
cana-4168	154	16	:	:	PUNCT
cana-4168	154	17	i	i	NOUN
cana-4168	154	18	)	)	PUNCT
cana-4168	154	19	.	.	PUNCT
cana-4168	155	1	average	average	ADJ
cana-4168	155	2	intra	intra	ADJ
cana-4168	155	3	-	-	ADJ
cana-4168	155	4	cluster	cluster	NOUN
cana-4168	155	5	distances	distance	NOUN
cana-4168	155	6	these	these	DET
cana-4168	155	7	distances	distance	NOUN
cana-4168	155	8	are	be	AUX
cana-4168	155	9	defined	define	VERB
cana-4168	155	10	as	as	ADP
cana-4168	155	11	averages	average	NOUN
cana-4168	155	12	of	of	ADP
cana-4168	155	13	sums	sum	NOUN
cana-4168	155	14	of	of	ADP
cana-4168	155	15	all	all	DET
cana-4168	155	16	sensor	sensor	NOUN
cana-4168	155	17	node	node	NOUN
cana-4168	155	18	distances	distance	NOUN
cana-4168	155	19	from	from	ADP
cana-4168	155	20	their	their	PRON
cana-4168	155	21	selected	select	VERB
cana-4168	155	22	chs	ch	NOUN
cana-4168	155	23	.	.	PUNCT
cana-4168	156	1	i.e.	i.e.	X
cana-4168	156	2	,	,	PUNCT
cana-4168	156	3	1	1	NUM
cana-4168	156	4	𝑖𝑗	𝑖𝑗	ADP
cana-4168	156	5	dis(𝐶𝐻𝐽	dis(𝐶𝐻𝐽	PROPN
cana-4168	156	6	,	,	PUNCT
cana-4168	156	7	𝐵𝑆	𝐵𝑆	PROPN
cana-4168	156	8	)	)	PUNCT
cana-4168	156	9	.	.	PUNCT
cana-4168	157	1	every	every	DET
cana-4168	157	2	sensor	sensor	NOUN
cana-4168	157	3	node	node	VERB
cana-4168	157	4	in	in	ADP
cana-4168	157	5	an	an	DET
cana-4168	157	6	intra	intra	ADJ
cana-4168	157	7	-	-	ADJ
cana-4168	157	8	cluster	cluster	ADJ
cana-4168	157	9	communication	communication	NOUN
cana-4168	157	10	system	system	NOUN
cana-4168	157	11	uses	use	VERB
cana-4168	157	12	energy	energy	NOUN
cana-4168	157	13	to	to	PART
cana-4168	157	14	transmit	transmit	VERB
cana-4168	157	15	data	datum	NOUN
cana-4168	157	16	to	to	ADP
cana-4168	157	17	its	its	PRON
cana-4168	157	18	cluster	cluster	NOUN
cana-4168	157	19	hub	hub	NOUN
cana-4168	157	20	.	.	PUNCT
cana-4168	158	1	the	the	DET
cana-4168	158	2	average	average	ADJ
cana-4168	158	3	intra	intra	ADJ
cana-4168	158	4	-	-	ADJ
cana-4168	158	5	cluster	cluster	ADJ
cana-4168	158	6	communication	communication	NOUN
cana-4168	158	7	distances	distance	NOUN
cana-4168	158	8	must	must	AUX
cana-4168	158	9	be	be	AUX
cana-4168	158	10	reduced	reduce	VERB
cana-4168	158	11	to	to	PART
cana-4168	158	12	save	save	VERB
cana-4168	158	13	energy	energy	NOUN
cana-4168	158	14	consumptions	consumption	NOUN
cana-4168	158	15	.	.	PUNCT
cana-4168	159	1	this	this	PRON
cana-4168	159	2	indicates	indicate	VERB
cana-4168	159	3	that	that	SCONJ
cana-4168	159	4	a	a	DET
cana-4168	159	5	sensor	sensor	NOUN
cana-4168	159	6	that	that	PRON
cana-4168	159	7	is	be	AUX
cana-4168	159	8	close	close	ADJ
cana-4168	159	9	to	to	ADP
cana-4168	159	10	each	each	DET
cana-4168	159	11	sensor	sensor	NOUN
cana-4168	159	12	node	node	NOUN
cana-4168	159	13	must	must	AUX
cana-4168	159	14	be	be	AUX
cana-4168	159	15	chosen	choose	VERB
cana-4168	159	16	to	to	PART
cana-4168	159	17	serve	serve	VERB
cana-4168	159	18	as	as	ADP
cana-4168	159	19	a	a	DET
cana-4168	159	20	ch	ch	NOUN
cana-4168	159	21	.	.	PUNCT
cana-4168	159	22	ii	ii	PROPN
cana-4168	159	23	)	)	PUNCT
cana-4168	159	24	.	.	PUNCT
cana-4168	160	1	average	average	ADJ
cana-4168	160	2	sink	sink	NOUN
cana-4168	160	3	distance	distance	NOUN
cana-4168	160	4	it	it	PRON
cana-4168	160	5	is	be	AUX
cana-4168	160	6	defined	define	VERB
cana-4168	160	7	as	as	ADP
cana-4168	160	8	ratios	ratio	NOUN
cana-4168	160	9	of	of	ADP
cana-4168	160	10	distances	distance	NOUN
cana-4168	160	11	between	between	ADP
cana-4168	160	12	chs	chs	PROPN
cana-4168	160	13	,	,	PUNCT
cana-4168	160	14	chj	chj	PROPN
cana-4168	160	15	and	and	CCONJ
cana-4168	160	16	bs	bs	PROPN
cana-4168	160	17	to	to	ADP
cana-4168	160	18	counts	count	NOUN
cana-4168	160	19	of	of	ADP
cana-4168	160	20	sensor	sensor	NOUN
cana-4168	160	21	nodes	node	NOUN
cana-4168	160	22	lji	lji	ADV
cana-4168	161	1	n	n	ADV
cana-4168	161	2	chj	chj	X
cana-4168	161	3	i.e.	i.e.	X
cana-4168	161	4	,	,	PUNCT
cana-4168	161	5	1	1	NUM
cana-4168	161	6	𝑖𝑗	𝑖𝑗	ADP
cana-4168	161	7	dis(𝐶𝐻𝐽	dis(𝐶𝐻𝐽	PROPN
cana-4168	161	8	,	,	PUNCT
cana-4168	161	9	𝐵𝑆	𝐵𝑆	PROPN
cana-4168	161	10	)	)	PUNCT
cana-4168	161	11	.	.	PUNCT
cana-4168	162	1	all	all	DET
cana-4168	162	2	chs	ch	NOUN
cana-4168	162	3	must	must	AUX
cana-4168	162	4	send	send	VERB
cana-4168	162	5	their	their	PRON
cana-4168	162	6	aggregated	aggregate	VERB
cana-4168	162	7	data	datum	NOUN
cana-4168	162	8	to	to	ADP
cana-4168	162	9	bs	bs	NOUN
cana-4168	162	10	during	during	ADP
cana-4168	162	11	data	datum	NOUN
cana-4168	162	12	routing	route	VERB
cana-4168	162	13	phases	phase	NOUN
cana-4168	162	14	and	and	CCONJ
cana-4168	162	15	thus	thus	ADV
cana-4168	162	16	distances	distance	NOUN
cana-4168	162	17	between	between	ADP
cana-4168	162	18	chs	ch	NOUN
cana-4168	162	19	and	and	CCONJ
cana-4168	162	20	bs	bs	PROPN
cana-4168	162	21	must	must	AUX
cana-4168	162	22	be	be	AUX
cana-4168	162	23	reduced	reduce	VERB
cana-4168	162	24	for	for	ADP
cana-4168	162	25	reduced	reduce	VERB
cana-4168	162	26	energy	energy	NOUN
cana-4168	162	27	usages	usage	NOUN
cana-4168	162	28	.	.	PUNCT
cana-4168	163	1	optimal	optimal	ADJ
cana-4168	163	2	selections	selection	NOUN
cana-4168	163	3	as	as	ADP
cana-4168	163	4	per	per	ADP
cana-4168	163	5	equation	equation	NOUN
cana-4168	163	6	(	(	PUNCT
cana-4168	163	7	7	7	X
cana-4168	163	8	)	)	PUNCT
cana-4168	163	9	aim	aim	VERB
cana-4168	163	10	to	to	PART
cana-4168	163	11	lower	lower	VERB
cana-4168	163	12	average	average	ADJ
cana-4168	163	13	intra	intra	NOUN
cana-4168	163	14	-	-	NOUN
cana-4168	163	15	clusters	cluster	NOUN
cana-4168	163	16	and	and	CCONJ
cana-4168	163	17	sink	sink	ADJ
cana-4168	163	18	distances	distance	NOUN
cana-4168	163	19	of	of	ADP
cana-4168	163	20	chs	ch	NOUN
cana-4168	163	21	.	.	PUNCT
cana-4168	164	1	minimize	minimize	VERB
cana-4168	164	2	f1	f1	NOUN
cana-4168	164	3	=	=	SYM
cana-4168	164	4	∑𝑚𝑗=1	∑𝑚𝑗=1	PROPN
cana-4168	164	5	1	1	NUM
cana-4168	164	6	𝑙𝑗	𝑙𝑗	ADP
cana-4168	164	7	(	(	PUNCT
cana-4168	164	8	∑	∑	ADV
cana-4168	164	9	𝑑𝑖𝑠(𝑠𝑖	𝑑𝑖𝑠(𝑠𝑖	ADJ
cana-4168	164	10	,	,	PUNCT
cana-4168	164	11	𝐶𝐻𝑗	𝐶𝐻𝑗	ADJ
cana-4168	164	12	)	)	PUNCT
cana-4168	165	1	+	+	CCONJ
cana-4168	165	2	𝑙𝑗	𝑙𝑗	ADP
cana-4168	165	3	𝐼=1	𝐼=1	PROPN
cana-4168	165	4	dis(𝐶𝐻𝐽	dis(𝐶𝐻𝐽	PROPN
cana-4168	165	5	,	,	PUNCT
cana-4168	165	6	𝐵𝑆	𝐵𝑆	PROPN
cana-4168	165	7	)	)	PUNCT
cana-4168	165	8	)	)	PUNCT
cana-4168	165	9	(	(	PUNCT
cana-4168	165	10	7	7	X
cana-4168	165	11	)	)	PUNCT
cana-4168	165	12	iii	iii	NOUN
cana-4168	165	13	)	)	PUNCT
cana-4168	165	14	.	.	PUNCT
cana-4168	166	1	energy	energy	NOUN
cana-4168	166	2	parameter	parameter	PROPN
cana-4168	166	3	echj	echj	PROPN
cana-4168	166	4	implies	imply	VERB
cana-4168	166	5	current	current	ADJ
cana-4168	166	6	energies	energy	NOUN
cana-4168	166	7	of	of	ADP
cana-4168	166	8	chs	chs	PROPN
cana-4168	166	9	chj	chj	PROPN
cana-4168	166	10	,	,	PUNCT
cana-4168	166	11	1≤	1≤	NUM
cana-4168	166	12	𝑗	𝑗	PROPN
cana-4168	166	13	≤	≤	ADV
cana-4168	166	14	𝑚	𝑚	VERB
cana-4168	166	15	chosen	choose	VERB
cana-4168	166	16	from	from	ADP
cana-4168	166	17	normal	normal	ADJ
cana-4168	166	18	sensors	sensor	NOUN
cana-4168	166	19	in	in	ADP
cana-4168	166	20	iterations	iteration	NOUN
cana-4168	166	21	.	.	PUNCT
cana-4168	167	1	∑	∑	PUNCT
cana-4168	167	2	𝐸𝐶𝐻𝑗	𝐸𝐶𝐻𝑗	X
cana-4168	167	3	𝑚	𝑚	PRON
cana-4168	167	4	𝑗=1	𝑗=1	PROPN
cana-4168	167	5	implies	imply	VERB
cana-4168	167	6	total	total	ADJ
cana-4168	167	7	current	current	ADJ
cana-4168	167	8	energies	energy	NOUN
cana-4168	167	9	of	of	ADP
cana-4168	167	10	selected	select	VERB
cana-4168	167	11	chs	ch	NOUN
cana-4168	167	12	making	make	VERB
cana-4168	167	13	it	it	PRON
cana-4168	167	14	pertinent	pertinent	ADJ
cana-4168	167	15	to	to	PART
cana-4168	167	16	select	select	VERB
cana-4168	167	17	optimal	optimal	ADJ
cana-4168	167	18	chs	ch	NOUN
cana-4168	167	19	communications	communication	NOUN
cana-4168	167	20	on	on	ADP
cana-4168	167	21	applied	apply	VERB
cana-4168	167	22	nonlinear	nonlinear	ADJ
cana-4168	167	23	analysis	analysis	NOUN
cana-4168	167	24	issn	issn	NOUN
cana-4168	167	25	:	:	PUNCT
cana-4168	167	26	1074	1074	NUM
cana-4168	167	27	-	-	PUNCT
cana-4168	167	28	133x	133x	NUM
cana-4168	167	29	vol	vol	NOUN
cana-4168	167	30	32	32	NUM
cana-4168	167	31	no	no	NOUN
cana-4168	167	32	.	.	PUNCT
cana-4168	168	1	9s	9s	NUM
cana-4168	168	2	(	(	PUNCT
cana-4168	168	3	2025	2025	NUM
cana-4168	168	4	)	)	PUNCT
cana-4168	168	5	1458	1458	NUM
cana-4168	168	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	168	7	and	and	CCONJ
cana-4168	168	8	thus	thus	ADV
cana-4168	168	9	maximize	maximize	VERB
cana-4168	168	10	total	total	ADJ
cana-4168	168	11	current	current	ADJ
cana-4168	168	12	energies	energy	NOUN
cana-4168	168	13	of	of	ADP
cana-4168	168	14	selected	select	VERB
cana-4168	168	15	chs	ch	NOUN
cana-4168	168	16	,	,	PUNCT
cana-4168	168	17	i.e.	i.e.	X
cana-4168	168	18	,	,	PUNCT
cana-4168	168	19	minimizing	minimize	VERB
cana-4168	168	20	their	their	PRON
cana-4168	168	21	reciprocals	reciprocal	NOUN
cana-4168	168	22	.	.	PUNCT
cana-4168	169	1	hence	hence	ADV
cana-4168	169	2	,	,	PUNCT
cana-4168	169	3	the	the	DET
cana-4168	169	4	second	second	ADJ
cana-4168	169	5	objective	objective	NOUN
cana-4168	169	6	is	be	AUX
cana-4168	169	7	:	:	PUNCT
cana-4168	169	8	minimize	minimize	VERB
cana-4168	169	9	f2	f2	ADJ
cana-4168	169	10	=	=	SYM
cana-4168	169	11	1	1	NUM
cana-4168	169	12	∑	∑	ADV
cana-4168	169	13	𝐸𝐶𝐻𝑗	𝐸𝐶𝐻𝑗	X
cana-4168	169	14	𝑚	𝑚	NOUN
cana-4168	169	15	𝑗=1	𝑗=1	X
cana-4168	169	16	(	(	PUNCT
cana-4168	169	17	8)	8)	NUM
cana-4168	169	18	the	the	DET
cana-4168	169	19	algorithmic	algorithmic	ADJ
cana-4168	169	20	steps	step	NOUN
cana-4168	169	21	followed	follow	VERB
cana-4168	169	22	are	be	AUX
cana-4168	169	23	:	:	PUNCT
cana-4168	169	24	1	1	X
cana-4168	169	25	.	.	X
cana-4168	169	26	butterflies	butterfly	NOUN
cana-4168	169	27	produce	produce	VERB
cana-4168	169	28	a	a	DET
cana-4168	169	29	scent	scent	NOUN
cana-4168	169	30	(	(	PUNCT
cana-4168	169	31	score	score	NOUN
cana-4168	169	32	)	)	PUNCT
cana-4168	169	33	and	and	CCONJ
cana-4168	169	34	are	be	AUX
cana-4168	169	35	drawn	draw	VERB
cana-4168	169	36	to	to	ADP
cana-4168	169	37	one	one	NUM
cana-4168	169	38	another	another	DET
cana-4168	169	39	according	accord	VERB
cana-4168	169	40	to	to	ADP
cana-4168	169	41	this	this	DET
cana-4168	169	42	fragrance	fragrance	NOUN
cana-4168	169	43	(	(	PUNCT
cana-4168	169	44	the	the	DET
cana-4168	169	45	goal	goal	NOUN
cana-4168	169	46	function	function	NOUN
cana-4168	169	47	)	)	PUNCT
cana-4168	169	48	;	;	PUNCT
cana-4168	170	1	1	1	X
cana-4168	170	2	.	.	X
cana-4168	170	3	2	2	NUM
cana-4168	170	4	.	.	X
cana-4168	170	5	butterflies	butterfly	NOUN
cana-4168	170	6	travel	travel	VERB
cana-4168	170	7	randomly	randomly	ADV
cana-4168	170	8	to	to	ADP
cana-4168	170	9	the	the	DET
cana-4168	170	10	butterfly	butterfly	NOUN
cana-4168	170	11	that	that	PRON
cana-4168	170	12	has	have	VERB
cana-4168	170	13	the	the	DET
cana-4168	170	14	least	least	ADJ
cana-4168	170	15	fragrance	fragrance	NOUN
cana-4168	170	16	;	;	PUNCT
cana-4168	170	17	3	3	X
cana-4168	170	18	.	.	X
cana-4168	171	1	the	the	DET
cana-4168	171	2	intensity	intensity	NOUN
cana-4168	171	3	of	of	ADP
cana-4168	171	4	a	a	DET
cana-4168	171	5	butterfly	butterfly	NOUN
cana-4168	171	6	is	be	AUX
cana-4168	171	7	determined	determine	VERB
cana-4168	171	8	by	by	ADP
cana-4168	171	9	both	both	CCONJ
cana-4168	171	10	the	the	DET
cana-4168	171	11	score	score	NOUN
cana-4168	171	12	and	and	CCONJ
cana-4168	171	13	the	the	DET
cana-4168	171	14	objective	objective	ADJ
cana-4168	171	15	function	function	NOUN
cana-4168	171	16	.	.	PUNCT
cana-4168	172	1	the	the	DET
cana-4168	172	2	perceived	perceive	VERB
cana-4168	172	3	scent	scent	NOUN
cana-4168	172	4	(	(	PUNCT
cana-4168	172	5	f	f	X
cana-4168	172	6	)	)	PUNCT
cana-4168	172	7	of	of	ADP
cana-4168	172	8	msboa	msboa	NOUN
cana-4168	172	9	may	may	AUX
cana-4168	172	10	be	be	AUX
cana-4168	172	11	expressed	express	VERB
cana-4168	172	12	as	as	ADP
cana-4168	172	13	a	a	DET
cana-4168	172	14	function	function	NOUN
cana-4168	172	15	using	use	VERB
cana-4168	172	16	the	the	DET
cana-4168	172	17	equation	equation	NOUN
cana-4168	172	18	(	(	PUNCT
cana-4168	172	19	9	9	NUM
cana-4168	172	20	)	)	PUNCT
cana-4168	172	21	,	,	PUNCT
cana-4168	172	22	𝑓	𝑓	X
cana-4168	172	23	=	=	PUNCT
cana-4168	172	24	𝑐𝐼𝑎	𝑐𝐼𝑎	PUNCT
cana-4168	172	25	(	(	PUNCT
cana-4168	172	26	9	9	NUM
cana-4168	172	27	)	)	PUNCT
cana-4168	172	28	where	where	SCONJ
cana-4168	172	29	,	,	PUNCT
cana-4168	172	30	c∈	c∈	NOUN
cana-4168	172	31	[	[	X
cana-4168	172	32	0	0	NUM
cana-4168	172	33	,	,	PUNCT
cana-4168	172	34	∞	∞	PROPN
cana-4168	172	35	]	]	PUNCT
cana-4168	172	36	represents	represent	VERB
cana-4168	172	37	sensory	sensory	ADJ
cana-4168	172	38	modalities	modality	NOUN
cana-4168	172	39	i	i	PRON
cana-4168	172	40	implies	imply	VERB
cana-4168	172	41	computed	compute	VERB
cana-4168	172	42	stimulus	stimulus	ADJ
cana-4168	172	43	intensities	intensity	NOUN
cana-4168	172	44	using	use	VERB
cana-4168	172	45	scores	score	NOUN
cana-4168	172	46	and	and	CCONJ
cana-4168	172	47	associated	associate	VERB
cana-4168	172	48	objective	objective	ADJ
cana-4168	172	49	functions	function	NOUN
cana-4168	172	50	;	;	PUNCT
cana-4168	172	51	and	and	CCONJ
cana-4168	172	52	𝑎	𝑎	PRON
cana-4168	172	53	∈	∈	NOUN
cana-4168	173	1	[	[	X
cana-4168	173	2	0	0	NUM
cana-4168	173	3	,	,	PUNCT
cana-4168	173	4	1	1	NUM
cana-4168	173	5	]	]	PUNCT
cana-4168	173	6	are	be	AUX
cana-4168	173	7	power	power	NOUN
cana-4168	173	8	exponents	exponent	NOUN
cana-4168	173	9	dependent	dependent	ADJ
cana-4168	173	10	on	on	ADP
cana-4168	173	11	mutation	mutation	NOUN
cana-4168	173	12	operators	operator	NOUN
cana-4168	173	13	or	or	CCONJ
cana-4168	173	14	varying	vary	VERB
cana-4168	173	15	degree	degree	NOUN
cana-4168	173	16	of	of	ADP
cana-4168	173	17	fragrances	fragrance	NOUN
cana-4168	173	18	.	.	PUNCT
cana-4168	174	1	msboa	msboa	PROPN
cana-4168	174	2	has	have	AUX
cana-4168	174	3	to	to	PART
cana-4168	174	4	main	main	ADJ
cana-4168	174	5	steps	step	NOUN
cana-4168	174	6	namely	namely	ADV
cana-4168	174	7	local	local	ADJ
cana-4168	174	8	and	and	CCONJ
cana-4168	174	9	global	global	ADJ
cana-4168	174	10	searches	search	NOUN
cana-4168	174	11	in	in	ADP
cana-4168	174	12	movements	movement	NOUN
cana-4168	174	13	of	of	ADP
cana-4168	174	14	butterflies	butterfly	NOUN
cana-4168	174	15	which	which	PRON
cana-4168	174	16	are	be	AUX
cana-4168	174	17	oriented	orient	VERB
cana-4168	174	18	towards	towards	ADP
cana-4168	174	19	stronger	strong	ADJ
cana-4168	174	20	fragrances	fragrance	NOUN
cana-4168	174	21	(	(	PUNCT
cana-4168	174	22	optimal	optimal	ADJ
cana-4168	174	23	selections	selection	NOUN
cana-4168	174	24	of	of	ADP
cana-4168	174	25	chs	ch	NOUN
cana-4168	174	26	)	)	PUNCT
cana-4168	174	27	and	and	CCONJ
cana-4168	174	28	depicted	depict	VERB
cana-4168	174	29	as	as	ADP
cana-4168	174	30	equation	equation	NOUN
cana-4168	174	31	(	(	PUNCT
cana-4168	174	32	10	10	NUM
cana-4168	174	33	)	)	PUNCT
cana-4168	174	34	,	,	PUNCT
cana-4168	174	35	𝑥𝑖	𝑥𝑖	ADP
cana-4168	174	36	𝑡+1	𝑡+1	PROPN
cana-4168	174	37	=	=	SYM
cana-4168	174	38	𝑥𝑖	𝑥𝑖	NUM
cana-4168	174	39	𝑡	𝑡	PROPN
cana-4168	174	40	+	+	X
cana-4168	174	41	(	(	PUNCT
cana-4168	174	42	𝑟2	𝑟2	NOUN
cana-4168	174	43	∗	∗	NOUN
cana-4168	174	44	𝑔∗	𝑔∗	PROPN
cana-4168	174	45	−	−	PROPN
cana-4168	174	46	𝑥𝑖	𝑥𝑖	NUM
cana-4168	174	47	𝑡	𝑡	PROPN
cana-4168	174	48	)	)	PUNCT
cana-4168	174	49	×	×	PROPN
cana-4168	174	50	𝑓𝑖	𝑓𝑖	NOUN
cana-4168	174	51	(	(	PUNCT
cana-4168	174	52	10	10	NUM
cana-4168	174	53	)	)	PUNCT
cana-4168	174	54	where	where	SCONJ
cana-4168	174	55	𝑥𝑖	𝑥𝑖	PROPN
cana-4168	174	56	𝑡	𝑡	PROPN
cana-4168	174	57	represents	represent	VERB
cana-4168	174	58	locations	location	NOUN
cana-4168	174	59	of	of	ADP
cana-4168	174	60	ith	ith	PROPN
cana-4168	174	61	butterflies	butterfly	NOUN
cana-4168	174	62	at	at	ADP
cana-4168	174	63	times	times	PROPN
cana-4168	174	64	t	t	PROPN
cana-4168	174	65	,	,	PUNCT
cana-4168	174	66	𝑔∗	𝑔∗	PROPN
cana-4168	174	67	stands	stand	VERB
cana-4168	174	68	for	for	ADP
cana-4168	174	69	current	current	ADJ
cana-4168	174	70	best	good	ADJ
cana-4168	174	71	locations	location	NOUN
cana-4168	174	72	,	,	PUNCT
cana-4168	174	73	𝑓𝑖	𝑓𝑖	PROPN
cana-4168	174	74	signifies	signify	VERB
cana-4168	174	75	fragrances	fragrance	NOUN
cana-4168	174	76	of	of	ADP
cana-4168	174	77	ith	ith	PROPN
cana-4168	174	78	butterflies	butterfly	NOUN
cana-4168	174	79	,	,	PUNCT
cana-4168	174	80	and	and	CCONJ
cana-4168	174	81	𝑟	𝑟	DET
cana-4168	174	82	∈	∈	NOUN
cana-4168	174	83	[	[	X
cana-4168	174	84	0,1	0,1	X
cana-4168	174	85	]	]	X
cana-4168	174	86	random	random	ADJ
cana-4168	174	87	number	number	NOUN
cana-4168	174	88	.	.	PUNCT
cana-4168	175	1	localized	localize	VERB
cana-4168	175	2	random	random	ADJ
cana-4168	175	3	walks	walk	NOUN
cana-4168	175	4	are	be	AUX
cana-4168	175	5	depicted	depict	VERB
cana-4168	175	6	in	in	ADP
cana-4168	175	7	equation	equation	NOUN
cana-4168	175	8	(	(	PUNCT
cana-4168	175	9	11	11	NUM
cana-4168	175	10	)	)	PUNCT
cana-4168	175	11	,	,	PUNCT
cana-4168	175	12	𝑥𝑖	𝑥𝑖	ADP
cana-4168	175	13	𝑡+1	𝑡+1	PROPN
cana-4168	175	14	=	=	SYM
cana-4168	175	15	𝑥𝑖	𝑥𝑖	NUM
cana-4168	175	16	𝑡	𝑡	PROPN
cana-4168	175	17	+	+	X
cana-4168	175	18	(	(	PUNCT
cana-4168	175	19	𝑟2	𝑟2	NOUN
cana-4168	175	20	×	×	PROPN
cana-4168	175	21	𝑥𝑗	𝑥𝑗	PROPN
cana-4168	175	22	𝑡	𝑡	PROPN
cana-4168	175	23	−	−	PROPN
cana-4168	175	24	𝑥𝑘	𝑥𝑘	SYM
cana-4168	175	25	𝑡	𝑡	PROPN
cana-4168	175	26	)	)	PUNCT
cana-4168	175	27	×	×	NOUN
cana-4168	175	28	𝑓𝑖	𝑓𝑖	NOUN
cana-4168	175	29	(	(	PUNCT
cana-4168	175	30	11	11	NUM
cana-4168	175	31	)	)	PUNCT
cana-4168	175	32	where	where	SCONJ
cana-4168	175	33	,	,	PUNCT
cana-4168	175	34	𝑥𝑗	𝑥𝑗	PROPN
cana-4168	175	35	𝑡	𝑡	PROPN
cana-4168	175	36	implies	imply	VERB
cana-4168	175	37	positions	position	NOUN
cana-4168	175	38	of	of	ADP
cana-4168	175	39	jth	jth	PROPN
cana-4168	175	40	butterflies	butterflies	PROPN
cana-4168	175	41	,	,	PUNCT
cana-4168	175	42	𝑥𝑘	𝑥𝑘	PROPN
cana-4168	175	43	𝑡	𝑡	PROPN
cana-4168	175	44	stands	stand	VERB
cana-4168	175	45	for	for	ADP
cana-4168	175	46	kth	kth	PROPN
cana-4168	175	47	butterfly	butterfly	NOUN
cana-4168	175	48	position	position	NOUN
cana-4168	175	49	and	and	CCONJ
cana-4168	175	50	r	r	NOUN
cana-4168	175	51	signifies	signify	VERB
cana-4168	175	52	random	random	ADJ
cana-4168	175	53	numbers	number	NOUN
cana-4168	175	54	in	in	ADP
cana-4168	175	55	intervals	interval	NOUN
cana-4168	175	56	[	[	X
cana-4168	175	57	0	0	NUM
cana-4168	175	58	,	,	PUNCT
cana-4168	175	59	1	1	NUM
cana-4168	175	60	]	]	PUNCT
cana-4168	175	61	.	.	PUNCT
cana-4168	176	1	msboa	msboa	PROPN
cana-4168	176	2	additionally	additionally	ADV
cana-4168	176	3	uses	use	VERB
cana-4168	176	4	switch	switch	NOUN
cana-4168	176	5	probabilities	probability	NOUN
cana-4168	176	6	p	p	X
cana-4168	176	7	,	,	PUNCT
cana-4168	176	8	to	to	PART
cana-4168	176	9	switch	switch	VERB
cana-4168	176	10	between	between	ADP
cana-4168	176	11	global	global	ADJ
cana-4168	176	12	and	and	CCONJ
cana-4168	176	13	intensive	intensive	ADJ
cana-4168	176	14	local	local	ADJ
cana-4168	176	15	searches	search	NOUN
cana-4168	176	16	.	.	PUNCT
cana-4168	177	1	mutation	mutation	NOUN
cana-4168	177	2	score	score	NOUN
cana-4168	177	3	butterfly	butterfly	NOUN
cana-4168	177	4	optimization	optimization	NOUN
cana-4168	177	5	algorithm	algorithm	NOUN
cana-4168	177	6	(	(	PUNCT
cana-4168	177	7	msboa	msboa	PROPN
cana-4168	177	8	)	)	PUNCT
cana-4168	177	9	1	1	NUM
cana-4168	177	10	.	.	X
cana-4168	177	11	begin	begin	VERB
cana-4168	177	12	2	2	NUM
cana-4168	177	13	.	.	PUNCT
cana-4168	177	14	generate	generate	VERB
cana-4168	177	15	initial	initial	ADJ
cana-4168	177	16	populations	population	NOUN
cana-4168	177	17	p	p	NOUN
cana-4168	177	18	containing	contain	VERB
cana-4168	177	19	n	n	PROPN
cana-4168	177	20	butterflies	butterfly	NOUN
cana-4168	178	1	𝑝𝑜𝑝𝑖(𝑖	𝑝𝑜𝑝𝑖(𝑖	ADP
cana-4168	178	2	=	=	PROPN
cana-4168	178	3	1	1	NUM
cana-4168	178	4	,	,	PUNCT
cana-4168	178	5	2	2	NUM
cana-4168	178	6	,	,	PUNCT
cana-4168	178	7	.	.	PUNCT
cana-4168	178	8	.	.	PUNCT
cana-4168	178	9	.	.	PUNCT
cana-4168	179	1	,	,	PUNCT
cana-4168	179	2	𝑛),objective	𝑛),objective	ADJ
cana-4168	179	3	functions	function	NOUN
cana-4168	179	4	𝑓(𝑥	𝑓(𝑥	NOUN
cana-4168	179	5	)	)	PUNCT
cana-4168	179	6	,	,	PUNCT
cana-4168	179	7	𝑥	𝑥	PROPN
cana-4168	179	8	=	=	SYM
cana-4168	179	9	(	(	PUNCT
cana-4168	179	10	𝑥1	𝑥1	NOUN
cana-4168	179	11	,	,	PUNCT
cana-4168	179	12	𝑥2	𝑥2	NOUN
cana-4168	179	13	,	,	PUNCT
cana-4168	179	14	.	.	PUNCT
cana-4168	179	15	.	.	PUNCT
cana-4168	180	1	.	.	PUNCT
cana-4168	181	1	,	,	PUNCT
cana-4168	181	2	𝑥𝑑	𝑥𝑑	NUM
cana-4168	181	3	)	)	PUNCT
cana-4168	181	4	𝑇	𝑇	PROPN
cana-4168	181	5	,	,	PUNCT
cana-4168	181	6	with	with	ADP
cana-4168	181	7	d	d	NOUN
cana-4168	181	8	signifying	signify	VERB
cana-4168	181	9	dimension	dimension	NOUN
cana-4168	181	10	counts	count	NOUN
cana-4168	181	11	.	.	PUNCT
cana-4168	182	1	3	3	X
cana-4168	182	2	.	.	X
cana-4168	182	3	stimuli	stimuli	VERB
cana-4168	182	4	intensities	intensitie	VERB
cana-4168	182	5	𝐼𝑖	𝐼𝑖	PROPN
cana-4168	182	6	at	at	ADP
cana-4168	182	7	𝑝𝑜𝑝𝑖	𝑝𝑜𝑝𝑖	NOUN
cana-4168	182	8	are	be	AUX
cana-4168	182	9	found	find	VERB
cana-4168	182	10	using	use	VERB
cana-4168	182	11	fitness	fitness	NOUN
cana-4168	182	12	values	value	NOUN
cana-4168	182	13	f(𝑝𝑜𝑝𝑖	f(𝑝𝑜𝑝𝑖	VERB
cana-4168	182	14	)	)	PUNCT
cana-4168	182	15	with	with	ADP
cana-4168	182	16	scores	score	NOUN
cana-4168	182	17	and	and	CCONJ
cana-4168	182	18	minimizations	minimization	NOUN
cana-4168	182	19	in	in	ADP
cana-4168	182	20	objective	objective	ADJ
cana-4168	182	21	functions	function	NOUN
cana-4168	182	22	4	4	NUM
cana-4168	182	23	.	.	PUNCT
cana-4168	182	24	defining	define	VERB
cana-4168	182	25	sensor	sensor	NOUN
cana-4168	182	26	modalities	modality	NOUN
cana-4168	182	27	c	c	NOUN
cana-4168	182	28	,	,	PUNCT
cana-4168	182	29	power	power	NOUN
cana-4168	182	30	exponents	exponent	NOUN
cana-4168	182	31	a	a	PRON
cana-4168	182	32	by	by	ADP
cana-4168	182	33	mutation	mutation	NOUN
cana-4168	182	34	operators	operator	NOUN
cana-4168	182	35	,	,	PUNCT
cana-4168	182	36	and	and	CCONJ
cana-4168	182	37	switch	switch	VERB
cana-4168	182	38	probabilities	probability	NOUN
cana-4168	182	39	p.	p.	NOUN
cana-4168	182	40	5	5	NUM
cana-4168	182	41	.	.	PUNCT
cana-4168	183	1	while	while	SCONJ
cana-4168	183	2	stop	stop	VERB
cana-4168	183	3	criteria	criterion	NOUN
cana-4168	183	4	not	not	PART
cana-4168	183	5	met	meet	VERB
cana-4168	183	6	do	do	AUX
cana-4168	183	7	5.1	5.1	NUM
cana-4168	183	8	.	.	PUNCT
cana-4168	184	1	for	for	ADP
cana-4168	184	2	butterflies	butterfly	NOUN
cana-4168	184	3	in	in	ADP
cana-4168	184	4	populations	population	NOUN
cana-4168	184	5	p	p	NOUN
cana-4168	184	6	do	do	VERB
cana-4168	184	7	communications	communication	NOUN
cana-4168	184	8	on	on	ADP
cana-4168	184	9	applied	apply	VERB
cana-4168	184	10	nonlinear	nonlinear	ADJ
cana-4168	184	11	analysis	analysis	NOUN
cana-4168	184	12	issn	issn	NOUN
cana-4168	184	13	:	:	PUNCT
cana-4168	184	14	1074	1074	NUM
cana-4168	184	15	-	-	PUNCT
cana-4168	184	16	133x	133x	NUM
cana-4168	184	17	vol	vol	NOUN
cana-4168	184	18	32	32	NUM
cana-4168	184	19	no	no	NOUN
cana-4168	184	20	.	.	PUNCT
cana-4168	185	1	9s	9s	NUM
cana-4168	185	2	(	(	PUNCT
cana-4168	185	3	2025	2025	NUM
cana-4168	185	4	)	)	PUNCT
cana-4168	185	5	1459	1459	NUM
cana-4168	186	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	186	2	compute	compute	NOUN
cana-4168	186	3	fragrances	fragrance	NOUN
cana-4168	186	4	f	f	NOUN
cana-4168	186	5	using	use	VERB
cana-4168	186	6	equation	equation	NOUN
cana-4168	186	7	(	(	PUNCT
cana-4168	186	8	9	9	NUM
cana-4168	186	9	)	)	PUNCT
cana-4168	186	10	.	.	PUNCT
cana-4168	187	1	5.2	5.2	NUM
cana-4168	187	2	.	.	PUNCT
cana-4168	187	3	end	end	VERB
cana-4168	187	4	for	for	ADP
cana-4168	187	5	5.3	5.3	NUM
cana-4168	187	6	.	.	PUNCT
cana-4168	187	7	evaluating	evaluate	VERB
cana-4168	187	8	and	and	CCONJ
cana-4168	187	9	ranking	rank	VERB
cana-4168	187	10	populations	population	NOUN
cana-4168	187	11	p	p	NOUN
cana-4168	187	12	,	,	PUNCT
cana-4168	187	13	and	and	CCONJ
cana-4168	187	14	finding	find	VERB
cana-4168	187	15	best	good	ADJ
cana-4168	187	16	features	feature	NOUN
cana-4168	187	17	in	in	ADP
cana-4168	187	18	populations	population	NOUN
cana-4168	187	19	.	.	PUNCT
cana-4168	188	1	5.4	5.4	NUM
cana-4168	188	2	.	.	PUNCT
cana-4168	189	1	for	for	ADP
cana-4168	189	2	butterflies	butterfly	NOUN
cana-4168	189	3	in	in	ADP
cana-4168	189	4	populations	population	NOUN
cana-4168	189	5	p	p	X
cana-4168	189	6	do	do	VERB
cana-4168	189	7	5.4.1	5.4.1	NUM
cana-4168	189	8	.	.	PUNCT
cana-4168	190	1	generate	generate	VERB
cana-4168	190	2	randomized	randomized	ADJ
cana-4168	190	3	values	value	NOUN
cana-4168	190	4	r	r	NOUN
cana-4168	190	5	∼u[0	∼u[0	NOUN
cana-4168	190	6	,	,	PUNCT
cana-4168	190	7	1	1	NUM
cana-4168	190	8	]	]	PUNCT
cana-4168	190	9	.	.	PUNCT
cana-4168	191	1	5.4.2	5.4.2	X
cana-4168	191	2	.	.	PUNCT
cana-4168	192	1	if	if	SCONJ
cana-4168	192	2	(	(	PUNCT
cana-4168	192	3	r	r	NOUN
cana-4168	192	4	<	<	X
cana-4168	192	5	p	p	X
cana-4168	192	6	)	)	PUNCT
cana-4168	192	7	implement	implement	VERB
cana-4168	192	8	global	global	ADJ
cana-4168	192	9	searches	search	NOUN
cana-4168	192	10	with	with	ADP
cana-4168	192	11	equation	equation	NOUN
cana-4168	192	12	(	(	PUNCT
cana-4168	192	13	10	10	NUM
cana-4168	192	14	)	)	PUNCT
cana-4168	192	15	.	.	PUNCT
cana-4168	193	1	5.4.3	5.4.3	X
cana-4168	193	2	.	.	PUNCT
cana-4168	193	3	else	else	ADV
cana-4168	193	4	implement	implement	VERB
cana-4168	193	5	local	local	ADJ
cana-4168	193	6	searches	search	NOUN
cana-4168	193	7	with	with	ADP
cana-4168	193	8	equation	equation	NOUN
cana-4168	193	9	(	(	PUNCT
cana-4168	193	10	11	11	NUM
cana-4168	193	11	)	)	PUNCT
cana-4168	193	12	.	.	PUNCT
cana-4168	194	1	5.4.4	5.4.4	X
cana-4168	194	2	.	.	X
cana-4168	194	3	end	end	VERB
cana-4168	194	4	if	if	SCONJ
cana-4168	194	5	5.5	5.5	NUM
cana-4168	194	6	.	.	PUNCT
cana-4168	194	7	end	end	VERB
cana-4168	194	8	for	for	ADP
cana-4168	194	9	5.6	5.6	NUM
cana-4168	194	10	.	.	PUNCT
cana-4168	195	1	update	update	NOUN
cana-4168	195	2	values	value	NOUN
cana-4168	195	3	for	for	ADP
cana-4168	195	4	power	power	NOUN
cana-4168	195	5	exponents	exponent	NOUN
cana-4168	195	6	a	a	DET
cana-4168	195	7	using	use	VERB
cana-4168	195	8	mutation	mutation	NOUN
cana-4168	195	9	operators	operator	NOUN
cana-4168	195	10	.	.	PUNCT
cana-4168	196	1	6	6	X
cana-4168	196	2	.	.	NOUN
cana-4168	196	3	end	end	NOUN
cana-4168	196	4	while	while	SCONJ
cana-4168	196	5	7	7	NUM
cana-4168	196	6	.	.	X
cana-4168	196	7	output	output	VERB
cana-4168	196	8	best	good	ADJ
cana-4168	196	9	solutions	solution	NOUN
cana-4168	196	10	and	and	CCONJ
cana-4168	196	11	optimal	optimal	ADJ
cana-4168	196	12	values	value	NOUN
cana-4168	196	13	.	.	PUNCT
cana-4168	197	1	8	8	X
cana-4168	197	2	.	.	NOUN
cana-4168	197	3	end	end	VERB
cana-4168	197	4	the	the	DET
cana-4168	197	5	benefits	benefit	NOUN
cana-4168	197	6	of	of	ADP
cana-4168	197	7	combined	combined	ADJ
cana-4168	197	8	role	role	NOUN
cana-4168	197	9	of	of	ADP
cana-4168	197	10	sensor	sensor	NOUN
cana-4168	197	11	modality	modality	NOUN
cana-4168	197	12	and	and	CCONJ
cana-4168	197	13	power	power	NOUN
cana-4168	197	14	exponent	exponent	NOUN
cana-4168	197	15	:	:	PUNCT
cana-4168	197	16	•	•	ADP
cana-4168	197	17	sensor	sensor	NOUN
cana-4168	197	18	modalities	modality	NOUN
cana-4168	197	19	c	c	NOUN
cana-4168	197	20	and	and	CCONJ
cana-4168	197	21	power	power	NOUN
cana-4168	197	22	exponents	exponent	NOUN
cana-4168	197	23	a	a	DET
cana-4168	197	24	work	work	NOUN
cana-4168	197	25	in	in	ADP
cana-4168	197	26	tandem	tandem	NOUN
cana-4168	197	27	to	to	PART
cana-4168	197	28	control	control	VERB
cana-4168	197	29	the	the	DET
cana-4168	197	30	intensity	intensity	NOUN
cana-4168	197	31	and	and	CCONJ
cana-4168	197	32	direction	direction	NOUN
cana-4168	197	33	of	of	ADP
cana-4168	197	34	movement	movement	NOUN
cana-4168	197	35	for	for	ADP
cana-4168	197	36	the	the	DET
cana-4168	197	37	butterflies	butterfly	NOUN
cana-4168	197	38	.	.	PUNCT
cana-4168	198	1	o	o	X
cana-4168	198	2	c	c	NOUN
cana-4168	198	3	regulates	regulate	VERB
cana-4168	198	4	how	how	SCONJ
cana-4168	198	5	attractive	attractive	ADJ
cana-4168	198	6	a	a	DET
cana-4168	198	7	butterfly	butterfly	NOUN
cana-4168	198	8	is	be	AUX
cana-4168	198	9	based	base	VERB
cana-4168	198	10	on	on	ADP
cana-4168	198	11	its	its	PRON
cana-4168	198	12	fragrance	fragrance	NOUN
cana-4168	198	13	(	(	PUNCT
cana-4168	198	14	fitness	fitness	NOUN
cana-4168	198	15	)	)	PUNCT
cana-4168	198	16	.	.	PUNCT
cana-4168	199	1	o	o	X
cana-4168	199	2	a	a	PRON
cana-4168	199	3	adjusts	adjust	VERB
cana-4168	199	4	how	how	SCONJ
cana-4168	199	5	strongly	strongly	ADV
cana-4168	199	6	other	other	ADJ
cana-4168	199	7	butterflies	butterfly	NOUN
cana-4168	199	8	move	move	VERB
cana-4168	199	9	towards	towards	ADP
cana-4168	199	10	this	this	DET
cana-4168	199	11	attraction	attraction	NOUN
cana-4168	199	12	.	.	PUNCT
cana-4168	200	1	•	•	NUM
cana-4168	200	2	by	by	ADP
cana-4168	200	3	adapting	adapt	VERB
cana-4168	200	4	these	these	DET
cana-4168	200	5	parameters	parameter	NOUN
cana-4168	200	6	,	,	PUNCT
cana-4168	200	7	mbibo	mbibo	VERB
cana-4168	200	8	efficiently	efficiently	ADV
cana-4168	200	9	balances	balance	NOUN
cana-4168	200	10	between	between	ADP
cana-4168	200	11	solution	solution	NOUN
cana-4168	200	12	space	space	NOUN
cana-4168	200	13	’s	’s	PART
cana-4168	200	14	new	new	ADJ
cana-4168	200	15	explorative	explorative	ADJ
cana-4168	200	16	and	and	CCONJ
cana-4168	200	17	exploitve	exploitve	ADJ
cana-4168	200	18	areas	area	NOUN
cana-4168	200	19	for	for	ADP
cana-4168	200	20	refinements	refinement	NOUN
cana-4168	200	21	in	in	ADP
cana-4168	200	22	selection	selection	NOUN
cana-4168	200	23	process	process	NOUN
cana-4168	200	24	of	of	ADP
cana-4168	200	25	chs	chs	NOUN
cana-4168	200	26	making	make	VERB
cana-4168	200	27	them	they	PRON
cana-4168	200	28	more	more	ADV
cana-4168	200	29	efficient	efficient	ADJ
cana-4168	200	30	and	and	CCONJ
cana-4168	200	31	adaptive	adaptive	ADJ
cana-4168	200	32	.	.	PUNCT
cana-4168	201	1	the	the	DET
cana-4168	201	2	m	m	PROPN
cana-4168	201	3	sboa	sboa	NOUN
cana-4168	201	4	optimizes	optimize	VERB
cana-4168	201	5	the	the	DET
cana-4168	201	6	selections	selection	NOUN
cana-4168	201	7	of	of	ADP
cana-4168	201	8	chs	chs	NOUN
cana-4168	201	9	process	process	NOUN
cana-4168	201	10	by	by	ADP
cana-4168	201	11	simulating	simulate	VERB
cana-4168	201	12	butterfly	butterfly	NOUN
cana-4168	201	13	behaviour	behaviour	NOUN
cana-4168	201	14	to	to	PART
cana-4168	201	15	explore	explore	VERB
cana-4168	201	16	and	and	CCONJ
cana-4168	201	17	exploit	exploit	VERB
cana-4168	201	18	potential	potential	ADJ
cana-4168	201	19	solutions	solution	NOUN
cana-4168	201	20	(	(	PUNCT
cana-4168	201	21	candidate	candidate	NOUN
cana-4168	201	22	chs	ch	NOUN
cana-4168	201	23	)	)	PUNCT
cana-4168	201	24	.	.	PUNCT
cana-4168	202	1	the	the	DET
cana-4168	202	2	algorithm	algorithm	NOUN
cana-4168	202	3	's	's	PART
cana-4168	202	4	global	global	ADJ
cana-4168	202	5	and	and	CCONJ
cana-4168	202	6	local	local	ADJ
cana-4168	202	7	search	search	NOUN
cana-4168	202	8	mechanisms	mechanism	NOUN
cana-4168	202	9	ensure	ensure	VERB
cana-4168	202	10	that	that	SCONJ
cana-4168	202	11	the	the	DET
cana-4168	202	12	best	good	ADJ
cana-4168	202	13	possible	possible	ADJ
cana-4168	202	14	chs	ch	NOUN
cana-4168	202	15	are	be	AUX
cana-4168	202	16	chosen	choose	VERB
cana-4168	202	17	based	base	VERB
cana-4168	202	18	on	on	ADP
cana-4168	202	19	energy	energy	NOUN
cana-4168	202	20	availability	availability	NOUN
cana-4168	202	21	,	,	PUNCT
cana-4168	202	22	network	network	NOUN
cana-4168	202	23	topology	topology	NOUN
cana-4168	202	24	,	,	PUNCT
cana-4168	202	25	and	and	CCONJ
cana-4168	202	26	distance	distance	NOUN
cana-4168	202	27	minimization	minimization	NOUN
cana-4168	202	28	,	,	PUNCT
cana-4168	202	29	thus	thus	ADV
cana-4168	202	30	improving	improve	VERB
cana-4168	202	31	the	the	DET
cana-4168	202	32	overall	overall	ADJ
cana-4168	202	33	performance	performance	NOUN
cana-4168	202	34	and	and	CCONJ
cana-4168	202	35	lifespan	lifespan	NOUN
cana-4168	202	36	of	of	ADP
cana-4168	202	37	the	the	DET
cana-4168	202	38	wsns	wsns	NOUN
cana-4168	202	39	.	.	PUNCT
cana-4168	203	1	2.3	2.3	NUM
cana-4168	203	2	.	.	PUNCT
cana-4168	204	1	feature	feature	NOUN
cana-4168	204	2	selections	selection	NOUN
cana-4168	204	3	woa	woa	VERB
cana-4168	204	4	the	the	DET
cana-4168	204	5	next	next	ADJ
cana-4168	204	6	critical	critical	ADJ
cana-4168	204	7	step	step	NOUN
cana-4168	204	8	in	in	ADP
cana-4168	204	9	the	the	DET
cana-4168	204	10	methodology	methodology	NOUN
cana-4168	204	11	is	be	AUX
cana-4168	204	12	feature	feature	NOUN
cana-4168	204	13	selection	selection	NOUN
cana-4168	204	14	using	use	VERB
cana-4168	204	15	improved	improve	VERB
cana-4168	204	16	whale	whale	NOUN
cana-4168	204	17	optimization	optimization	NOUN
cana-4168	204	18	algorithm	algorithm	NOUN
cana-4168	204	19	(	(	PUNCT
cana-4168	204	20	iwoa	iwoa	ADJ
cana-4168	204	21	)	)	PUNCT
cana-4168	204	22	.	.	PUNCT
cana-4168	205	1	after	after	ADP
cana-4168	205	2	clustering	cluster	VERB
cana-4168	205	3	and	and	CCONJ
cana-4168	205	4	selecting	select	VERB
cana-4168	205	5	chs	ch	NOUN
cana-4168	205	6	,	,	PUNCT
cana-4168	205	7	the	the	DET
cana-4168	205	8	focus	focus	NOUN
cana-4168	205	9	shifts	shift	NOUN
cana-4168	205	10	to	to	ADP
cana-4168	205	11	reducing	reduce	VERB
cana-4168	205	12	the	the	DET
cana-4168	205	13	computational	computational	ADJ
cana-4168	205	14	complexity	complexity	NOUN
cana-4168	205	15	and	and	CCONJ
cana-4168	205	16	energy	energy	NOUN
cana-4168	205	17	consumption	consumption	NOUN
cana-4168	205	18	involved	involve	VERB
cana-4168	205	19	in	in	ADP
cana-4168	205	20	detecting	detect	VERB
cana-4168	205	21	intrusions	intrusion	NOUN
cana-4168	205	22	in	in	ADP
cana-4168	205	23	wsns	wsns	NOUN
cana-4168	205	24	,	,	PUNCT
cana-4168	205	25	feature	feature	NOUN
cana-4168	205	26	selection	selection	NOUN
cana-4168	205	27	is	be	AUX
cana-4168	205	28	essential	essential	ADJ
cana-4168	205	29	because	because	SCONJ
cana-4168	205	30	large	large	ADJ
cana-4168	205	31	datasets	dataset	NOUN
cana-4168	205	32	,	,	PUNCT
cana-4168	205	33	like	like	ADP
cana-4168	205	34	the	the	DET
cana-4168	205	35	nsl	nsl	NOUN
cana-4168	205	36	-	-	PUNCT
cana-4168	205	37	kdd’99	kdd’99	PROPN
cana-4168	205	38	dataset	dataset	NOUN
cana-4168	205	39	,	,	PUNCT
cana-4168	205	40	contain	contain	VERB
cana-4168	205	41	numerous	numerous	ADJ
cana-4168	205	42	communications	communication	NOUN
cana-4168	205	43	on	on	ADP
cana-4168	205	44	applied	apply	VERB
cana-4168	205	45	nonlinear	nonlinear	ADJ
cana-4168	205	46	analysis	analysis	NOUN
cana-4168	205	47	issn	issn	NOUN
cana-4168	205	48	:	:	PUNCT
cana-4168	205	49	1074	1074	NUM
cana-4168	205	50	-	-	PUNCT
cana-4168	205	51	133x	133x	NUM
cana-4168	205	52	vol	vol	NOUN
cana-4168	205	53	32	32	NUM
cana-4168	205	54	no	no	NOUN
cana-4168	205	55	.	.	PUNCT
cana-4168	206	1	9s	9s	NUM
cana-4168	206	2	(	(	PUNCT
cana-4168	206	3	2025	2025	NUM
cana-4168	206	4	)	)	PUNCT
cana-4168	206	5	1460	1460	NUM
cana-4168	207	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	207	2	features	feature	NOUN
cana-4168	207	3	,	,	PUNCT
cana-4168	207	4	many	many	ADJ
cana-4168	207	5	of	of	ADP
cana-4168	207	6	which	which	PRON
cana-4168	207	7	may	may	AUX
cana-4168	207	8	be	be	AUX
cana-4168	207	9	redundant	redundant	ADJ
cana-4168	207	10	or	or	CCONJ
cana-4168	207	11	irrelevant	irrelevant	ADJ
cana-4168	207	12	.	.	PUNCT
cana-4168	208	1	processing	process	VERB
cana-4168	208	2	all	all	DET
cana-4168	208	3	these	these	DET
cana-4168	208	4	features	feature	NOUN
cana-4168	208	5	increases	increase	VERB
cana-4168	208	6	time	time	NOUN
cana-4168	208	7	complexity	complexity	NOUN
cana-4168	208	8	,	,	PUNCT
cana-4168	208	9	energy	energy	NOUN
cana-4168	208	10	consumption	consumption	NOUN
cana-4168	208	11	,	,	PUNCT
cana-4168	208	12	and	and	CCONJ
cana-4168	208	13	can	can	AUX
cana-4168	208	14	lead	lead	VERB
cana-4168	208	15	to	to	ADP
cana-4168	208	16	less	less	ADV
cana-4168	208	17	accurate	accurate	ADJ
cana-4168	208	18	intrusion	intrusion	NOUN
cana-4168	208	19	detection	detection	NOUN
cana-4168	208	20	results	result	NOUN
cana-4168	208	21	.	.	PUNCT
cana-4168	209	1	input	input	NOUN
cana-4168	209	2	nsl	nsl	PROPN
cana-4168	209	3	-	-	PUNCT
cana-4168	209	4	kdd’99	kdd’99	PROPN
cana-4168	209	5	database	database	NOUN
cana-4168	209	6	might	might	AUX
cana-4168	209	7	have	have	VERB
cana-4168	209	8	more	more	ADJ
cana-4168	209	9	features	feature	NOUN
cana-4168	209	10	and	and	CCONJ
cana-4168	209	11	consume	consume	VERB
cana-4168	209	12	more	more	ADJ
cana-4168	209	13	time	time	NOUN
cana-4168	209	14	to	to	PART
cana-4168	209	15	get	get	VERB
cana-4168	209	16	classification	classification	NOUN
cana-4168	209	17	results	result	NOUN
cana-4168	209	18	.	.	PUNCT
cana-4168	210	1	this	this	DET
cana-4168	210	2	work	work	NOUN
cana-4168	210	3	uses	use	VERB
cana-4168	210	4	feature	feature	NOUN
cana-4168	210	5	selections	selection	NOUN
cana-4168	210	6	based	base	VERB
cana-4168	210	7	on	on	ADP
cana-4168	210	8	improved	improved	ADJ
cana-4168	210	9	whale	whale	NOUN
cana-4168	210	10	optimization	optimization	NOUN
cana-4168	210	11	(	(	PUNCT
cana-4168	210	12	iwoa	iwoa	ADJ
cana-4168	210	13	)	)	PUNCT
cana-4168	210	14	.	.	PUNCT
cana-4168	211	1	recently	recently	ADV
cana-4168	211	2	,	,	PUNCT
cana-4168	211	3	the	the	DET
cana-4168	211	4	revolutionary	revolutionary	ADJ
cana-4168	211	5	stochastic	stochastic	ADJ
cana-4168	211	6	population	population	NOUN
cana-4168	211	7	-	-	PUNCT
cana-4168	211	8	based	base	VERB
cana-4168	211	9	optimization	optimization	NOUN
cana-4168	211	10	approach	approach	NOUN
cana-4168	211	11	called	call	VERB
cana-4168	211	12	woa	woa	VERB
cana-4168	211	13	which	which	PRON
cana-4168	211	14	draws	draw	VERB
cana-4168	211	15	inspiration	inspiration	NOUN
cana-4168	211	16	from	from	ADP
cana-4168	211	17	nature	nature	NOUN
cana-4168	211	18	,	,	PUNCT
cana-4168	211	19	finds	find	VERB
cana-4168	211	20	optimal	optimal	ADJ
cana-4168	211	21	solutions	solution	NOUN
cana-4168	211	22	utilizing	utilize	VERB
cana-4168	211	23	groups	group	NOUN
cana-4168	211	24	of	of	ADP
cana-4168	211	25	search	search	NOUN
cana-4168	211	26	agents	agent	NOUN
cana-4168	211	27	for	for	ADP
cana-4168	211	28	optimizations	optimization	NOUN
cana-4168	211	29	.	.	PUNCT
cana-4168	212	1	by	by	ADP
cana-4168	212	2	using	use	VERB
cana-4168	212	3	bubble	bubble	NOUN
cana-4168	212	4	-	-	PUNCT
cana-4168	212	5	net	net	ADJ
cana-4168	212	6	hunting	hunting	NOUN
cana-4168	212	7	technique	technique	NOUN
cana-4168	212	8	,	,	PUNCT
cana-4168	212	9	woa	woa	VERB
cana-4168	212	10	mimics	mimic	VERB
cana-4168	212	11	actions	action	NOUN
cana-4168	212	12	of	of	ADP
cana-4168	212	13	humpback	humpback	NOUN
cana-4168	212	14	whales	whale	NOUN
cana-4168	212	15	as	as	SCONJ
cana-4168	212	16	they	they	PRON
cana-4168	212	17	pursue	pursue	VERB
cana-4168	212	18	their	their	PRON
cana-4168	212	19	preys	prey	NOUN
cana-4168	212	20	.	.	PUNCT
cana-4168	213	1	the	the	DET
cana-4168	213	2	three	three	NUM
cana-4168	213	3	general	general	ADJ
cana-4168	213	4	processes	process	NOUN
cana-4168	213	5	of	of	ADP
cana-4168	213	6	woas	woas	NOUN
cana-4168	213	7	are	be	AUX
cana-4168	213	8	to	to	PART
cana-4168	213	9	surround	surround	VERB
cana-4168	213	10	preys	prey	NOUN
cana-4168	213	11	,	,	PUNCT
cana-4168	213	12	assault	assault	NOUN
cana-4168	213	13	using	use	VERB
cana-4168	213	14	bubble	bubble	NOUN
cana-4168	213	15	nets	net	NOUN
cana-4168	213	16	,	,	PUNCT
cana-4168	213	17	and	and	CCONJ
cana-4168	213	18	hunt	hunt	NOUN
cana-4168	213	19	for	for	ADP
cana-4168	213	20	best	good	ADJ
cana-4168	213	21	preys	prey	NOUN
cana-4168	213	22	[	[	X
cana-4168	213	23	18,19	18,19	NUM
cana-4168	213	24	,	,	PUNCT
cana-4168	213	25	20	20	NUM
cana-4168	213	26	]	]	PUNCT
cana-4168	213	27	.	.	PUNCT
cana-4168	214	1	whales	whale	NOUN
cana-4168	214	2	enclose	enclose	VERB
cana-4168	214	3	their	their	PRON
cana-4168	214	4	prey	prey	NOUN
cana-4168	214	5	including	include	VERB
cana-4168	214	6	fishes	fish	NOUN
cana-4168	214	7	while	while	SCONJ
cana-4168	214	8	updating	update	VERB
cana-4168	214	9	their	their	PRON
cana-4168	214	10	positions	position	NOUN
cana-4168	214	11	to	to	PART
cana-4168	214	12	find	find	VERB
cana-4168	214	13	optimal	optimal	ADJ
cana-4168	214	14	solutions	solution	NOUN
cana-4168	214	15	.	.	PUNCT
cana-4168	215	1	mathematically	mathematically	ADV
cana-4168	215	2	eqs	eqs	X
cana-4168	215	3	.	.	PUNCT
cana-4168	216	1	(	(	PUNCT
cana-4168	216	2	12	12	NUM
cana-4168	216	3	)	)	PUNCT
cana-4168	216	4	and	and	CCONJ
cana-4168	216	5	(	(	PUNCT
cana-4168	216	6	13	13	NUM
cana-4168	216	7	)	)	PUNCT
cana-4168	216	8	depict	depict	NOUN
cana-4168	216	9	woa	woa	INTJ
cana-4168	216	10	.	.	PUNCT
cana-4168	217	1	𝑋(𝑡	𝑋(𝑡	PROPN
cana-4168	218	1	+	+	NOUN
cana-4168	218	2	1	1	NUM
cana-4168	218	3	)	)	PUNCT
cana-4168	218	4	=	=	SYM
cana-4168	218	5	𝑋∗(𝑡	𝑋∗(𝑡	NOUN
cana-4168	218	6	)	)	PUNCT
cana-4168	218	7	−	−	PROPN
cana-4168	219	1	𝐴.	𝐴.	PROPN
cana-4168	219	2	|𝐶.	|𝐶.	NUM
cana-4168	219	3	𝑋∗(𝑡	𝑋∗(𝑡	NOUN
cana-4168	219	4	)	)	PUNCT
cana-4168	220	1	−	−	PROPN
cana-4168	220	2	𝑋(𝑡)|𝑖𝑓𝑝	𝑋(𝑡)|𝑖𝑓𝑝	PROPN
cana-4168	220	3	<	<	X
cana-4168	220	4	0.5	0.5	NUM
cana-4168	220	5	(	(	PUNCT
cana-4168	220	6	1	1	NUM
cana-4168	220	7	)	)	PUNCT
cana-4168	220	8	(	(	PUNCT
cana-4168	220	9	12	12	NUM
cana-4168	220	10	)	)	PUNCT
cana-4168	220	11	𝑋(𝑡	𝑋(𝑡	PROPN
cana-4168	220	12	+	+	NUM
cana-4168	220	13	1)|𝐶.	1)|𝐶.	NUM
cana-4168	220	14	𝑋∗(𝑡	𝑋∗(𝑡	NOUN
cana-4168	220	15	)	)	PUNCT
cana-4168	220	16	−	−	PROPN
cana-4168	220	17	𝑋(𝑡)|	𝑋(𝑡)|	ADJ
cana-4168	220	18	.	.	PUNCT
cana-4168	221	1	𝑒𝑏𝑙	𝑒𝑏𝑙	PROPN
cana-4168	221	2	cos(2𝜋𝑡	cos(2𝜋𝑡	PROPN
cana-4168	221	3	)	)	PUNCT
cana-4168	222	1	+	+	CCONJ
cana-4168	222	2	𝑋∗(𝑡)𝑖𝑓𝑝	𝑋∗(𝑡)𝑖𝑓𝑝	PRON
cana-4168	222	3	≥	≥	NUM
cana-4168	222	4	0.5	0.5	NUM
cana-4168	222	5	(	(	PUNCT
cana-4168	222	6	13	13	NUM
cana-4168	222	7	)	)	PUNCT
cana-4168	222	8	where	where	SCONJ
cana-4168	222	9	x	x	PRON
cana-4168	222	10	implies	imply	VERB
cana-4168	222	11	vectors	vector	NOUN
cana-4168	222	12	of	of	ADP
cana-4168	222	13	whales	whale	NOUN
cana-4168	222	14	’	'	PUNCT
cana-4168	222	15	positions	position	NOUN
cana-4168	222	16	;	;	PUNCT
cana-4168	222	17	t	t	PROPN
cana-4168	222	18	represents	represent	VERB
cana-4168	222	19	times	time	NOUN
cana-4168	222	20	or	or	CCONJ
cana-4168	222	21	iteration	iteration	NOUN
cana-4168	222	22	indices	index	NOUN
cana-4168	222	23	;	;	PUNCT
cana-4168	222	24	x	x	NOUN
cana-4168	222	25	*	*	PUNCT
cana-4168	222	26	implies	imply	VERB
cana-4168	222	27	best	good	ADJ
cana-4168	222	28	solutions	solution	NOUN
cana-4168	222	29	found	find	VERB
cana-4168	222	30	so	so	ADV
cana-4168	222	31	far	far	ADV
cana-4168	222	32	;	;	PUNCT
cana-4168	222	33	a=2a	a=2a	ADJ
cana-4168	222	34	.	.	PUNCT
cana-4168	223	1	(	(	PUNCT
cana-4168	223	2	r	r	NOUN
cana-4168	223	3	-	-	PUNCT
cana-4168	223	4	a);c=2.r	a);c=2.r	X
cana-4168	223	5	;	;	PUNCT
cana-4168	223	6	a	a	PRON
cana-4168	223	7	are	be	AUX
cana-4168	223	8	coefficient	coefficient	NOUN
cana-4168	223	9	vectors	vector	NOUN
cana-4168	223	10	that	that	PRON
cana-4168	223	11	linearly	linearly	ADV
cana-4168	223	12	decrease	decrease	VERB
cana-4168	223	13	from	from	ADP
cana-4168	223	14	2	2	NUM
cana-4168	223	15	to	to	ADP
cana-4168	223	16	0	0	NUM
cana-4168	223	17	in	in	ADP
cana-4168	223	18	iterations	iteration	NOUN
cana-4168	223	19	;	;	PUNCT
cana-4168	223	20	r	r	NOUN
cana-4168	223	21	stands	stand	VERB
cana-4168	223	22	for	for	ADP
cana-4168	223	23	random	random	ADJ
cana-4168	223	24	vectors	vector	NOUN
cana-4168	223	25	between	between	ADP
cana-4168	223	26	0	0	NUM
cana-4168	223	27	and	and	CCONJ
cana-4168	223	28	1	1	NUM
cana-4168	223	29	;	;	PUNCT
cana-4168	223	30	b	b	X
cana-4168	223	31	implies	imply	VERB
cana-4168	223	32	constant	constant	ADJ
cana-4168	223	33	values	value	NOUN
cana-4168	223	34	that	that	PRON
cana-4168	223	35	define	define	VERB
cana-4168	223	36	shapes	shape	NOUN
cana-4168	223	37	of	of	ADP
cana-4168	223	38	logarithmic	logarithmic	ADJ
cana-4168	223	39	spirals	spiral	NOUN
cana-4168	223	40	based	base	VERB
cana-4168	223	41	on	on	ADP
cana-4168	223	42	paths	path	NOUN
cana-4168	223	43	and	and	CCONJ
cana-4168	223	44	is	be	AUX
cana-4168	223	45	1	1	NUM
cana-4168	223	46	for	for	ADP
cana-4168	223	47	this	this	DET
cana-4168	223	48	work	work	NOUN
cana-4168	223	49	;	;	PUNCT
cana-4168	223	50	l	l	NOUN
cana-4168	223	51	stands	stand	VERB
cana-4168	223	52	for	for	ADP
cana-4168	223	53	random	random	ADJ
cana-4168	223	54	numbers	number	NOUN
cana-4168	223	55	between	between	ADP
cana-4168	223	56	1	1	NUM
cana-4168	223	57	and	and	CCONJ
cana-4168	223	58	1	1	NUM
cana-4168	223	59	;	;	PUNCT
cana-4168	223	60	p	p	NOUN
cana-4168	223	61	implies	imply	VERB
cana-4168	223	62	random	random	ADJ
cana-4168	223	63	numbers	number	NOUN
cana-4168	223	64	between	between	ADP
cana-4168	223	65	0	0	NUM
cana-4168	223	66	and	and	CCONJ
cana-4168	223	67	1	1	NUM
cana-4168	223	68	and	and	CCONJ
cana-4168	223	69	used	use	VERB
cana-4168	223	70	to	to	PART
cana-4168	223	71	switch	switch	VERB
cana-4168	223	72	between	between	ADP
cana-4168	223	73	(	(	PUNCT
cana-4168	223	74	12	12	NUM
cana-4168	223	75	)	)	PUNCT
cana-4168	223	76	and	and	CCONJ
cana-4168	223	77	(	(	PUNCT
cana-4168	223	78	13	13	NUM
cana-4168	223	79	)	)	PUNCT
cana-4168	223	80	while	while	SCONJ
cana-4168	223	81	updating	update	VERB
cana-4168	223	82	whales	whale	NOUN
cana-4168	223	83	’	'	PUNCT
cana-4168	223	84	positions	position	NOUN
cana-4168	223	85	;	;	PUNCT
cana-4168	223	86	eqs	eqs	X
cana-4168	223	87	.	.	PUNCT
cana-4168	224	1	(	(	PUNCT
cana-4168	224	2	12	12	NUM
cana-4168	224	3	)	)	PUNCT
cana-4168	224	4	and	and	CCONJ
cana-4168	224	5	(	(	PUNCT
cana-4168	224	6	13	13	NUM
cana-4168	224	7	)	)	PUNCT
cana-4168	224	8	have	have	VERB
cana-4168	224	9	50	50	NUM
cana-4168	224	10	%	%	NOUN
cana-4168	224	11	probabilities	probability	NOUN
cana-4168	224	12	implying	imply	VERB
cana-4168	224	13	during	during	ADP
cana-4168	224	14	optimizations	optimization	NOUN
cana-4168	224	15	whales	whale	NOUN
cana-4168	224	16	select	select	ADJ
cana-4168	224	17	paths	path	NOUN
cana-4168	224	18	randomly	randomly	ADV
cana-4168	224	19	with	with	ADP
cana-4168	224	20	equal	equal	ADJ
cana-4168	224	21	chances	chance	NOUN
cana-4168	224	22	.	.	PUNCT
cana-4168	225	1	during	during	ADP
cana-4168	225	2	bubble	bubble	NOUN
cana-4168	225	3	-	-	PUNCT
cana-4168	225	4	net	net	NOUN
cana-4168	225	5	phases	phase	NOUN
cana-4168	225	6	,	,	PUNCT
cana-4168	225	7	a	a	DET
cana-4168	225	8	’s	’s	ADJ
cana-4168	225	9	random	random	ADJ
cana-4168	225	10	values	value	NOUN
cana-4168	225	11	are	be	AUX
cana-4168	225	12	in	in	ADP
cana-4168	225	13	the	the	DET
cana-4168	225	14	range	range	NOUN
cana-4168	225	15	[	[	X
cana-4168	225	16	1	1	NUM
cana-4168	225	17	,	,	PUNCT
cana-4168	225	18	1	1	NUM
cana-4168	225	19	]	]	PUNCT
cana-4168	225	20	,	,	PUNCT
cana-4168	225	21	however	however	ADV
cana-4168	225	22	in	in	ADP
cana-4168	225	23	searching	search	VERB
cana-4168	225	24	phases	phase	NOUN
cana-4168	225	25	,	,	PUNCT
cana-4168	225	26	these	these	DET
cana-4168	225	27	values	value	NOUN
cana-4168	225	28	may	may	AUX
cana-4168	225	29	be	be	AUX
cana-4168	225	30	larger	large	ADJ
cana-4168	225	31	than	than	ADP
cana-4168	225	32	or	or	CCONJ
cana-4168	225	33	less	less	ADJ
cana-4168	225	34	than	than	ADP
cana-4168	225	35	1	1	NUM
cana-4168	225	36	.	.	PUNCT
cana-4168	226	1	search	search	NOUN
cana-4168	226	2	processes	process	NOUN
cana-4168	226	3	are	be	AUX
cana-4168	226	4	illustrated	illustrate	VERB
cana-4168	226	5	as	as	ADP
cana-4168	226	6	eq	eq	ADP
cana-4168	226	7	.	.	PUNCT
cana-4168	227	1	(	(	PUNCT
cana-4168	227	2	14	14	NUM
cana-4168	227	3	)	)	PUNCT
cana-4168	227	4	.	.	PUNCT
cana-4168	228	1	𝑋(𝑡	𝑋(𝑡	PROPN
cana-4168	229	1	+	+	CCONJ
cana-4168	229	2	1	1	X
cana-4168	229	3	)	)	PUNCT
cana-4168	229	4	=	=	SYM
cana-4168	229	5	𝑋𝑟𝑎𝑛𝑑	𝑋𝑟𝑎𝑛𝑑	PROPN
cana-4168	229	6	−	−	PROPN
cana-4168	229	7	𝐴	𝐴	PROPN
cana-4168	229	8	.	.	PUNCT
cana-4168	230	1	|𝐶.	|𝐶.	PROPN
cana-4168	231	1	𝑋𝑟𝑎𝑛𝑑	𝑋𝑟𝑎𝑛𝑑	PROPN
cana-4168	231	2	−	−	PROPN
cana-4168	231	3	𝑋(𝑡	𝑋(𝑡	NOUN
cana-4168	231	4	)	)	PUNCT
cana-4168	231	5	|	|	ADV
cana-4168	231	6	(	(	PUNCT
cana-4168	231	7	14	14	NUM
cana-4168	231	8	)	)	PUNCT
cana-4168	231	9	random	random	ADJ
cana-4168	231	10	searches	search	NOUN
cana-4168	231	11	with	with	ADP
cana-4168	231	12	values	value	NOUN
cana-4168	231	13	of	of	ADP
cana-4168	231	14	|a|	|a|	NOUN
cana-4168	231	15	>	>	SYM
cana-4168	231	16	1	1	NUM
cana-4168	231	17	emphasize	emphasize	VERB
cana-4168	231	18	searches	search	NOUN
cana-4168	231	19	and	and	CCONJ
cana-4168	231	20	require	require	VERB
cana-4168	231	21	woa	woa	INTJ
cana-4168	231	22	algorithm	algorithm	NOUN
cana-4168	231	23	to	to	PART
cana-4168	231	24	do	do	VERB
cana-4168	231	25	global	global	ADJ
cana-4168	231	26	searches	search	NOUN
cana-4168	231	27	.	.	PUNCT
cana-4168	232	1	woa	woa	PROPN
cana-4168	232	2	searches	search	NOUN
cana-4168	232	3	begin	begin	VERB
cana-4168	232	4	with	with	ADP
cana-4168	232	5	generations	generation	NOUN
cana-4168	232	6	of	of	ADP
cana-4168	232	7	random	random	ADJ
cana-4168	232	8	solutions	solution	NOUN
cana-4168	232	9	.	.	PUNCT
cana-4168	233	1	the	the	DET
cana-4168	233	2	responses	response	NOUN
cana-4168	233	3	are	be	AUX
cana-4168	233	4	then	then	ADV
cana-4168	233	5	updated	update	VERB
cana-4168	233	6	in	in	ADP
cana-4168	233	7	iterations	iteration	NOUN
cana-4168	233	8	and	and	CCONJ
cana-4168	233	9	searches	search	NOUN
cana-4168	233	10	continue	continue	VERB
cana-4168	233	11	until	until	ADP
cana-4168	233	12	preset	preset	ADJ
cana-4168	233	13	max	max	PROPN
cana-4168	233	14	.	.	PUNCT
cana-4168	234	1	iterations	iteration	NOUN
cana-4168	234	2	are	be	AUX
cana-4168	234	3	reached	reach	VERB
cana-4168	234	4	.	.	PUNCT
cana-4168	235	1	2.3.1	2.3.1	X
cana-4168	235	2	.	.	PUNCT
cana-4168	235	3	iwoa	iwoa	VERB
cana-4168	235	4	the	the	DET
cana-4168	235	5	good	good	ADJ
cana-4168	235	6	trade	trade	NOUN
cana-4168	235	7	-	-	PUNCT
cana-4168	235	8	off	off	NOUN
cana-4168	235	9	between	between	ADP
cana-4168	235	10	exploration	exploration	NOUN
cana-4168	235	11	and	and	CCONJ
cana-4168	235	12	exploitation	exploitation	NOUN
cana-4168	235	13	,	,	PUNCT
cana-4168	235	14	two	two	NUM
cana-4168	235	15	critical	critical	ADJ
cana-4168	235	16	components	component	NOUN
cana-4168	235	17	of	of	ADP
cana-4168	235	18	an	an	DET
cana-4168	235	19	optimization	optimization	NOUN
cana-4168	235	20	algorithm	algorithm	NOUN
cana-4168	235	21	,	,	PUNCT
cana-4168	235	22	allows	allow	VERB
cana-4168	235	23	for	for	ADP
cana-4168	235	24	a	a	DET
cana-4168	235	25	precise	precise	ADJ
cana-4168	235	26	solution	solution	NOUN
cana-4168	235	27	to	to	PART
cana-4168	235	28	be	be	AUX
cana-4168	235	29	obtained	obtain	VERB
cana-4168	235	30	by	by	ADP
cana-4168	235	31	escaping	escape	VERB
cana-4168	235	32	the	the	DET
cana-4168	235	33	local	local	ADJ
cana-4168	235	34	optima	optima	NOUN
cana-4168	235	35	.	.	PUNCT
cana-4168	236	1	in	in	ADP
cana-4168	236	2	woa	woa	PROPN
cana-4168	236	3	,	,	PUNCT
cana-4168	236	4	a	a	DET
cana-4168	236	5	search	search	NOUN
cana-4168	236	6	agent	agent	NOUN
cana-4168	236	7	's	's	PART
cana-4168	236	8	step	step	NOUN
cana-4168	236	9	size	size	NOUN
cana-4168	236	10	decreases	decrease	VERB
cana-4168	236	11	linearly	linearly	ADV
cana-4168	236	12	as	as	SCONJ
cana-4168	236	13	iteration	iteration	NOUN
cana-4168	236	14	counts	count	VERB
cana-4168	236	15	increases	increase	NOUN
cana-4168	236	16	.	.	PUNCT
cana-4168	237	1	this	this	DET
cana-4168	237	2	step	step	NOUN
cana-4168	237	3	size	size	NOUN
cana-4168	237	4	is	be	AUX
cana-4168	237	5	determined	determine	VERB
cana-4168	237	6	by	by	ADP
cana-4168	237	7	a	a	DET
cana-4168	237	8	parameter	parameter	NOUN
cana-4168	237	9	known	know	VERB
cana-4168	237	10	as	as	ADP
cana-4168	237	11	a.	a.	NOUN
cana-4168	237	12	nonetheless	nonetheless	ADV
cana-4168	237	13	,	,	PUNCT
cana-4168	237	14	it	it	PRON
cana-4168	237	15	has	have	AUX
cana-4168	237	16	been	be	AUX
cana-4168	237	17	demonstrated	demonstrate	VERB
cana-4168	237	18	that	that	SCONJ
cana-4168	237	19	insufficient	insufficient	ADJ
cana-4168	237	20	divergence	divergence	NOUN
cana-4168	237	21	restricts	restrict	VERB
cana-4168	237	22	woa	woa	PROPN
cana-4168	237	23	's	's	PART
cana-4168	237	24	capacity	capacity	NOUN
cana-4168	237	25	to	to	PART
cana-4168	237	26	capture	capture	VERB
cana-4168	237	27	a	a	DET
cana-4168	237	28	local	local	ADJ
cana-4168	237	29	optimum	optimum	NOUN
cana-4168	237	30	in	in	ADP
cana-4168	237	31	later	later	ADJ
cana-4168	237	32	rounds	round	NOUN
cana-4168	237	33	.	.	PUNCT
cana-4168	238	1	this	this	DET
cana-4168	238	2	paper	paper	NOUN
cana-4168	238	3	employs	employ	VERB
cana-4168	238	4	an	an	DET
cana-4168	238	5	updated	update	VERB
cana-4168	238	6	whale	whale	NOUN
cana-4168	238	7	optimization	optimization	NOUN
cana-4168	238	8	approach	approach	NOUN
cana-4168	238	9	to	to	PART
cana-4168	238	10	get	get	VERB
cana-4168	238	11	around	around	ADP
cana-4168	238	12	such	such	ADJ
cana-4168	238	13	problems	problem	NOUN
cana-4168	238	14	.	.	PUNCT
cana-4168	239	1	this	this	PRON
cana-4168	239	2	changes	change	VERB
cana-4168	239	3	the	the	DET
cana-4168	239	4	value	value	NOUN
cana-4168	239	5	a	a	PRON
cana-4168	239	6	by	by	ADP
cana-4168	239	7	introducing	introduce	VERB
cana-4168	239	8	the	the	DET
cana-4168	239	9	levy	levy	NOUN
cana-4168	239	10	flying	fly	VERB
cana-4168	239	11	function	function	NOUN
cana-4168	239	12	.	.	PUNCT
cana-4168	240	1	it	it	PRON
cana-4168	240	2	improves	improve	VERB
cana-4168	240	3	woa	woa	PROPN
cana-4168	240	4	's	's	PART
cana-4168	240	5	capacity	capacity	NOUN
cana-4168	240	6	for	for	ADP
cana-4168	240	7	simultaneous	simultaneous	ADJ
cana-4168	240	8	exploration	exploration	NOUN
cana-4168	240	9	and	and	CCONJ
cana-4168	240	10	exploitation	exploitation	NOUN
cana-4168	240	11	.	.	PUNCT
cana-4168	241	1	the	the	DET
cana-4168	241	2	levy	levy	NOUN
cana-4168	241	3	probability	probability	NOUN
cana-4168	241	4	distribution	distribution	NOUN
cana-4168	241	5	function	function	NOUN
cana-4168	241	6	,	,	PUNCT
cana-4168	241	7	a	a	DET
cana-4168	241	8	power	power	NOUN
cana-4168	241	9	-	-	PUNCT
cana-4168	241	10	law	law	NOUN
cana-4168	241	11	function	function	NOUN
cana-4168	241	12	,	,	PUNCT
cana-4168	241	13	is	be	AUX
cana-4168	241	14	utilized	utilize	VERB
cana-4168	241	15	in	in	ADP
cana-4168	241	16	levy	levy	NOUN
cana-4168	241	17	flight	flight	NOUN
cana-4168	241	18	to	to	PART
cana-4168	241	19	determine	determine	VERB
cana-4168	241	20	jump	jump	NOUN
cana-4168	241	21	sizes	size	NOUN
cana-4168	241	22	where	where	SCONJ
cana-4168	241	23	levy	levy	NOUN
cana-4168	241	24	distributions	distribution	NOUN
cana-4168	241	25	can	can	AUX
cana-4168	241	26	be	be	AUX
cana-4168	241	27	mathematically	mathematically	ADV
cana-4168	241	28	formulated	formulate	VERB
cana-4168	241	29	as	as	ADP
cana-4168	241	30	:	:	PUNCT
cana-4168	241	31	communications	communication	NOUN
cana-4168	241	32	on	on	ADP
cana-4168	241	33	applied	apply	VERB
cana-4168	241	34	nonlinear	nonlinear	ADJ
cana-4168	241	35	analysis	analysis	NOUN
cana-4168	241	36	issn	issn	NOUN
cana-4168	241	37	:	:	PUNCT
cana-4168	241	38	1074	1074	NUM
cana-4168	241	39	-	-	PUNCT
cana-4168	241	40	133x	133x	NUM
cana-4168	241	41	vol	vol	NOUN
cana-4168	241	42	32	32	NUM
cana-4168	241	43	no	no	NOUN
cana-4168	241	44	.	.	PUNCT
cana-4168	242	1	9s	9s	NUM
cana-4168	242	2	(	(	PUNCT
cana-4168	242	3	2025	2025	NUM
cana-4168	242	4	)	)	PUNCT
cana-4168	242	5	1461	1461	NUM
cana-4168	242	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	242	7	𝐿(𝑠	𝐿(𝑠	PROPN
cana-4168	242	8	,	,	PUNCT
cana-4168	242	9	𝛾	𝛾	NOUN
cana-4168	242	10	,	,	PUNCT
cana-4168	242	11	𝜇	𝜇	ADP
cana-4168	242	12	)	)	PUNCT
cana-4168	242	13	=	=	SYM
cana-4168	242	14	{	{	PUNCT
cana-4168	243	1	√	√	NOUN
cana-4168	243	2	𝛾	𝛾	ADP
cana-4168	243	3	2𝜋	2𝜋	NUM
cana-4168	243	4	exp	exp	NOUN
cana-4168	244	1	[	[	X
cana-4168	244	2	−	−	NOUN
cana-4168	244	3	𝛾	𝛾	ADP
cana-4168	244	4	2(𝑠	2(𝑠	NUM
cana-4168	244	5	−	−	NOUN
cana-4168	244	6	𝜇	𝜇	ADP
cana-4168	244	7	)	)	PUNCT
cana-4168	244	8	]	]	PUNCT
cana-4168	244	9	1	1	NUM
cana-4168	244	10	(	(	PUNCT
cana-4168	244	11	𝑠	𝑠	NOUN
cana-4168	244	12	−	−	PROPN
cana-4168	244	13	𝜇)3/2	𝜇)3/2	PROPN
cana-4168	245	1	𝑖𝑓	𝑖𝑓	ADP
cana-4168	245	2	0	0	PUNCT
cana-4168	245	3	<	<	X
cana-4168	245	4	𝜇	𝜇	ADP
cana-4168	245	5	<	<	X
cana-4168	245	6	∞	∞	NUM
cana-4168	245	7	0	0	NUM
cana-4168	245	8	𝑖𝑓	𝑖𝑓	ADP
cana-4168	245	9	𝑠	𝑠	NOUN
cana-4168	245	10	≤	≤	NUM
cana-4168	245	11	0	0	NUM
cana-4168	245	12	(	(	PUNCT
cana-4168	245	13	15	15	NUM
cana-4168	245	14	)	)	PUNCT
cana-4168	245	15	where	where	SCONJ
cana-4168	245	16	μ	μ	NOUN
cana-4168	245	17	,	,	PUNCT
cana-4168	245	18	γ	γ	X
cana-4168	245	19	,	,	PUNCT
cana-4168	245	20	and	and	CCONJ
cana-4168	245	21	s	s	VERB
cana-4168	245	22	are	be	AUX
cana-4168	245	23	positions	position	NOUN
cana-4168	245	24	and	and	CCONJ
cana-4168	245	25	scales	scale	NOUN
cana-4168	245	26	which	which	DET
cana-4168	245	27	control	control	NOUN
cana-4168	245	28	scale	scale	NOUN
cana-4168	245	29	distributions	distribution	NOUN
cana-4168	245	30	and	and	CCONJ
cana-4168	245	31	samples	sample	NOUN
cana-4168	245	32	in	in	ADP
cana-4168	245	33	distributions	distribution	NOUN
cana-4168	245	34	respectively	respectively	ADV
cana-4168	245	35	.	.	PUNCT
cana-4168	246	1	figure:2	figure:2	NOUN
cana-4168	246	2	.	.	PUNCT
cana-4168	247	1	convergence	convergence	NOUN
cana-4168	247	2	curve	curve	NOUN
cana-4168	247	3	of	of	ADP
cana-4168	247	4	iwo	iwo	PROPN
cana-4168	247	5	the	the	DET
cana-4168	247	6	figure	figure	NOUN
cana-4168	247	7	2	2	NUM
cana-4168	247	8	depicts	depict	VERB
cana-4168	247	9	a	a	DET
cana-4168	247	10	line	line	NOUN
cana-4168	247	11	graph	graph	NOUN
cana-4168	247	12	showing	show	VERB
cana-4168	247	13	the	the	DET
cana-4168	247	14	relationship	relationship	NOUN
cana-4168	247	15	between	between	ADP
cana-4168	247	16	iterations	iteration	NOUN
cana-4168	247	17	and	and	CCONJ
cana-4168	247	18	fitness	fitness	NOUN
cana-4168	247	19	values	value	NOUN
cana-4168	247	20	in	in	ADP
cana-4168	247	21	an	an	DET
cana-4168	247	22	optimization	optimization	NOUN
cana-4168	247	23	algorithm	algorithm	NOUN
cana-4168	247	24	.	.	PUNCT
cana-4168	248	1	the	the	DET
cana-4168	248	2	graph	graph	NOUN
cana-4168	248	3	reveals	reveal	VERB
cana-4168	248	4	a	a	DET
cana-4168	248	5	significant	significant	ADJ
cana-4168	248	6	drop	drop	NOUN
cana-4168	248	7	in	in	ADP
cana-4168	248	8	the	the	DET
cana-4168	248	9	fitness	fitness	NOUN
cana-4168	248	10	value	value	NOUN
cana-4168	248	11	from	from	ADP
cana-4168	248	12	approximately	approximately	ADV
cana-4168	248	13	0.155	0.155	NUM
cana-4168	248	14	at	at	ADP
cana-4168	248	15	iteration	iteration	NOUN
cana-4168	248	16	1	1	NUM
cana-4168	248	17	to	to	ADP
cana-4168	248	18	about	about	ADV
cana-4168	248	19	0.11	0.11	NUM
cana-4168	248	20	at	at	ADP
cana-4168	248	21	iteration	iteration	NOUN
cana-4168	248	22	2	2	NUM
cana-4168	248	23	.	.	PUNCT
cana-4168	249	1	after	after	ADP
cana-4168	249	2	the	the	DET
cana-4168	249	3	second	second	ADJ
cana-4168	249	4	iteration	iteration	NOUN
cana-4168	249	5	,	,	PUNCT
cana-4168	249	6	the	the	DET
cana-4168	249	7	fitness	fitness	NOUN
cana-4168	249	8	value	value	NOUN
cana-4168	249	9	stabilizes	stabilize	VERB
cana-4168	249	10	and	and	CCONJ
cana-4168	249	11	remains	remain	VERB
cana-4168	249	12	constant	constant	ADJ
cana-4168	249	13	at	at	ADP
cana-4168	249	14	approximately	approximately	ADV
cana-4168	249	15	0.11	0.11	NUM
cana-4168	249	16	through	through	ADP
cana-4168	249	17	iterations	iteration	NOUN
cana-4168	249	18	3	3	NUM
cana-4168	249	19	to	to	PART
cana-4168	249	20	10	10	NUM
cana-4168	249	21	,	,	PUNCT
cana-4168	249	22	indicating	indicate	VERB
cana-4168	249	23	that	that	SCONJ
cana-4168	249	24	the	the	DET
cana-4168	249	25	optimization	optimization	NOUN
cana-4168	249	26	process	process	NOUN
cana-4168	249	27	has	have	VERB
cana-4168	249	28	likely	likely	ADV
cana-4168	249	29	converged	converge	VERB
cana-4168	249	30	.	.	PUNCT
cana-4168	250	1	using	use	VERB
cana-4168	250	2	mean	mean	NOUN
cana-4168	250	3	squared	square	VERB
cana-4168	250	4	error	error	NOUN
cana-4168	250	5	(	(	PUNCT
cana-4168	250	6	mse	mse	NOUN
cana-4168	250	7	)	)	PUNCT
cana-4168	250	8	as	as	ADP
cana-4168	250	9	the	the	DET
cana-4168	250	10	fitness	fitness	NOUN
cana-4168	250	11	function	function	NOUN
cana-4168	250	12	in	in	ADP
cana-4168	250	13	the	the	DET
cana-4168	250	14	improved	improve	VERB
cana-4168	250	15	whale	whale	NOUN
cana-4168	250	16	optimization	optimization	NOUN
cana-4168	250	17	algorithm	algorithm	NOUN
cana-4168	250	18	not	not	PART
cana-4168	250	19	only	only	ADV
cana-4168	250	20	aids	aid	NOUN
cana-4168	250	21	in	in	ADP
cana-4168	250	22	effectively	effectively	ADV
cana-4168	250	23	assessing	assess	VERB
cana-4168	250	24	the	the	DET
cana-4168	250	25	quality	quality	NOUN
cana-4168	250	26	of	of	ADP
cana-4168	250	27	solutions	solution	NOUN
cana-4168	250	28	but	but	CCONJ
cana-4168	250	29	also	also	ADV
cana-4168	250	30	demonstrates	demonstrate	VERB
cana-4168	250	31	the	the	DET
cana-4168	250	32	algorithm	algorithm	NOUN
cana-4168	250	33	’s	’s	PART
cana-4168	250	34	capability	capability	NOUN
cana-4168	250	35	to	to	PART
cana-4168	250	36	minimize	minimize	VERB
cana-4168	250	37	errors	error	NOUN
cana-4168	250	38	in	in	ADP
cana-4168	250	39	predictive	predictive	ADJ
cana-4168	250	40	modelling	modelling	NOUN
cana-4168	250	41	.	.	PUNCT
cana-4168	251	1	in	in	ADP
cana-4168	251	2	the	the	DET
cana-4168	251	3	iwoa	iwoa	ADJ
cana-4168	251	4	,	,	PUNCT
cana-4168	251	5	levy	levy	VERB
cana-4168	251	6	flights	flight	NOUN
cana-4168	251	7	play	play	VERB
cana-4168	251	8	critical	critical	ADJ
cana-4168	251	9	roles	role	NOUN
cana-4168	251	10	in	in	ADP
cana-4168	251	11	enhancing	enhance	VERB
cana-4168	251	12	explorations	exploration	NOUN
cana-4168	251	13	and	and	CCONJ
cana-4168	251	14	exploitations	exploitation	NOUN
cana-4168	251	15	of	of	ADP
cana-4168	251	16	the	the	DET
cana-4168	251	17	algorithm	algorithm	NOUN
cana-4168	251	18	,	,	PUNCT
cana-4168	251	19	particularly	particularly	ADV
cana-4168	251	20	to	to	PART
cana-4168	251	21	avoid	avoid	VERB
cana-4168	251	22	issues	issue	NOUN
cana-4168	251	23	of	of	ADP
cana-4168	251	24	getting	getting	AUX
cana-4168	251	25	trapped	trap	VERB
cana-4168	251	26	in	in	ADP
cana-4168	251	27	local	local	ADJ
cana-4168	251	28	optimums	optimum	NOUN
cana-4168	251	29	during	during	ADP
cana-4168	251	30	later	late	ADJ
cana-4168	251	31	iterations	iteration	NOUN
cana-4168	251	32	.	.	PUNCT
cana-4168	252	1	2.3.2	2.3.2	NUM
cana-4168	252	2	.	.	PUNCT
cana-4168	252	3	role	role	NOUN
cana-4168	252	4	of	of	ADP
cana-4168	252	5	levy	levy	NOUN
cana-4168	252	6	flight	flight	NOUN
cana-4168	252	7	in	in	ADP
cana-4168	252	8	iwoa	iwoa	ADJ
cana-4168	252	9	:	:	PUNCT
cana-4168	252	10	1	1	X
cana-4168	252	11	.	.	X
cana-4168	252	12	exploration	exploration	NOUN
cana-4168	252	13	and	and	CCONJ
cana-4168	252	14	exploitation	exploitation	NOUN
cana-4168	252	15	balance	balance	NOUN
cana-4168	252	16	:	:	PUNCT
cana-4168	252	17	o	o	NOUN
cana-4168	252	18	explorations	exploration	NOUN
cana-4168	252	19	refers	refer	VERB
cana-4168	252	20	to	to	ADP
cana-4168	252	21	algorithm	algorithm	NOUN
cana-4168	252	22	’s	’s	PART
cana-4168	252	23	abilities	ability	NOUN
cana-4168	252	24	to	to	PART
cana-4168	252	25	search	search	VERB
cana-4168	252	26	broadly	broadly	ADV
cana-4168	252	27	across	across	ADP
cana-4168	252	28	solution	solution	NOUN
cana-4168	252	29	spaces	space	NOUN
cana-4168	252	30	,	,	PUNCT
cana-4168	252	31	while	while	SCONJ
cana-4168	252	32	exploitations	exploitation	NOUN
cana-4168	252	33	refer	refer	VERB
cana-4168	252	34	to	to	ADP
cana-4168	252	35	focusing	focus	VERB
cana-4168	252	36	on	on	ADP
cana-4168	252	37	refining	refine	VERB
cana-4168	252	38	current	current	ADJ
cana-4168	252	39	best	good	ADJ
cana-4168	252	40	solutions	solution	NOUN
cana-4168	252	41	.	.	PUNCT
cana-4168	253	1	o	o	NOUN
cana-4168	253	2	in	in	ADP
cana-4168	253	3	standard	standard	ADJ
cana-4168	253	4	whale	whale	NOUN
cana-4168	253	5	optimization	optimization	NOUN
cana-4168	253	6	algorithm	algorithm	NOUN
cana-4168	253	7	(	(	PUNCT
cana-4168	253	8	woa	woa	PROPN
cana-4168	253	9	)	)	PUNCT
cana-4168	253	10	,	,	PUNCT
cana-4168	253	11	the	the	DET
cana-4168	253	12	parameter	parameter	NOUN
cana-4168	253	13	a	a	DET
cana-4168	253	14	controls	control	NOUN
cana-4168	253	15	the	the	DET
cana-4168	253	16	step	step	NOUN
cana-4168	253	17	size	size	NOUN
cana-4168	253	18	of	of	ADP
cana-4168	253	19	the	the	DET
cana-4168	253	20	whales	whale	NOUN
cana-4168	253	21	'	'	PART
cana-4168	253	22	movement	movement	NOUN
cana-4168	253	23	.	.	PUNCT
cana-4168	254	1	however	however	ADV
cana-4168	254	2	,	,	PUNCT
cana-4168	254	3	as	as	ADP
cana-4168	254	4	iterations	iteration	NOUN
cana-4168	254	5	increase	increase	NOUN
cana-4168	254	6	,	,	PUNCT
cana-4168	254	7	a	a	DET
cana-4168	254	8	decreases	decrease	NOUN
cana-4168	254	9	linearly	linearly	ADV
cana-4168	254	10	,	,	PUNCT
cana-4168	254	11	reducing	reduce	VERB
cana-4168	254	12	the	the	DET
cana-4168	254	13	step	step	NOUN
cana-4168	254	14	size	size	NOUN
cana-4168	254	15	and	and	CCONJ
cana-4168	254	16	thus	thus	ADV
cana-4168	254	17	restricting	restrict	VERB
cana-4168	254	18	the	the	DET
cana-4168	254	19	ability	ability	NOUN
cana-4168	254	20	to	to	PART
cana-4168	254	21	explore	explore	VERB
cana-4168	254	22	new	new	ADJ
cana-4168	254	23	regions	region	NOUN
cana-4168	254	24	of	of	ADP
cana-4168	254	25	the	the	DET
cana-4168	254	26	search	search	NOUN
cana-4168	254	27	space	space	NOUN
cana-4168	254	28	.	.	PUNCT
cana-4168	255	1	o	o	NOUN
cana-4168	255	2	to	to	PART
cana-4168	255	3	enhance	enhance	VERB
cana-4168	255	4	both	both	DET
cana-4168	255	5	exploration	exploration	NOUN
cana-4168	255	6	and	and	CCONJ
cana-4168	255	7	exploitation	exploitation	NOUN
cana-4168	255	8	simultaneously	simultaneously	ADV
cana-4168	255	9	,	,	PUNCT
cana-4168	255	10	levy	levy	NOUN
cana-4168	255	11	flight	flight	NOUN
cana-4168	255	12	is	be	AUX
cana-4168	255	13	used	use	VERB
cana-4168	255	14	to	to	PART
cana-4168	255	15	introduce	introduce	VERB
cana-4168	255	16	random	random	ADJ
cana-4168	255	17	long	long	ADJ
cana-4168	255	18	-	-	PUNCT
cana-4168	255	19	distance	distance	NOUN
cana-4168	255	20	jumps	jump	NOUN
cana-4168	255	21	,	,	PUNCT
cana-4168	255	22	which	which	PRON
cana-4168	255	23	allows	allow	VERB
cana-4168	255	24	for	for	ADP
cana-4168	255	25	more	more	ADV
cana-4168	255	26	diverse	diverse	ADJ
cana-4168	255	27	movements	movement	NOUN
cana-4168	255	28	even	even	ADV
cana-4168	255	29	in	in	ADP
cana-4168	255	30	later	late	ADJ
cana-4168	255	31	communications	communication	NOUN
cana-4168	255	32	on	on	ADP
cana-4168	255	33	applied	apply	VERB
cana-4168	255	34	nonlinear	nonlinear	ADJ
cana-4168	255	35	analysis	analysis	NOUN
cana-4168	255	36	issn	issn	NOUN
cana-4168	255	37	:	:	PUNCT
cana-4168	255	38	1074	1074	NUM
cana-4168	255	39	-	-	PUNCT
cana-4168	255	40	133x	133x	NUM
cana-4168	255	41	vol	vol	NOUN
cana-4168	255	42	32	32	NUM
cana-4168	256	1	no	no	NOUN
cana-4168	256	2	.	.	PUNCT
cana-4168	257	1	9s	9s	NUM
cana-4168	257	2	(	(	PUNCT
cana-4168	257	3	2025	2025	NUM
cana-4168	257	4	)	)	PUNCT
cana-4168	257	5	1462	1462	NUM
cana-4168	258	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	258	2	stages	stage	NOUN
cana-4168	258	3	of	of	ADP
cana-4168	258	4	the	the	DET
cana-4168	258	5	search	search	NOUN
cana-4168	258	6	.	.	PUNCT
cana-4168	259	1	this	this	DET
cana-4168	259	2	nonlinear	nonlinear	ADJ
cana-4168	259	3	random	random	ADJ
cana-4168	259	4	walk	walk	NOUN
cana-4168	259	5	based	base	VERB
cana-4168	259	6	on	on	ADP
cana-4168	259	7	the	the	DET
cana-4168	259	8	levy	levy	NOUN
cana-4168	259	9	distribution	distribution	NOUN
cana-4168	259	10	helps	help	VERB
cana-4168	259	11	escape	escape	VERB
cana-4168	259	12	local	local	ADJ
cana-4168	259	13	optima	optima	NOUN
cana-4168	259	14	by	by	ADP
cana-4168	259	15	allowing	allow	VERB
cana-4168	259	16	whales	whale	NOUN
cana-4168	259	17	to	to	PART
cana-4168	259	18	make	make	VERB
cana-4168	259	19	larger	large	ADJ
cana-4168	259	20	,	,	PUNCT
cana-4168	259	21	random	random	ADJ
cana-4168	259	22	steps	step	NOUN
cana-4168	259	23	.	.	PUNCT
cana-4168	260	1	algorithm	algorithm	NOUN
cana-4168	260	2	for	for	ADP
cana-4168	260	3	iwo	iwo	PROPN
cana-4168	260	4	start	start	VERB
cana-4168	260	5	1	1	NUM
cana-4168	260	6	.	.	PUNCT
cana-4168	261	1	import	import	NOUN
cana-4168	261	2	data	datum	NOUN
cana-4168	261	3	2	2	NUM
cana-4168	261	4	.	.	PUNCT
cana-4168	261	5	set	set	VERB
cana-4168	261	6	initial	initial	ADJ
cana-4168	261	7	locations	location	NOUN
cana-4168	261	8	of	of	ADP
cana-4168	261	9	whales	whale	NOUN
cana-4168	261	10	x	x	SYM
cana-4168	261	11	3	3	X
cana-4168	261	12	.	.	X
cana-4168	261	13	compute	compute	PROPN
cana-4168	261	14	whales	whales	PROPN
cana-4168	261	15	fitness	fitness	PROPN
cana-4168	261	16	4	4	X
cana-4168	261	17	.	.	PUNCT
cana-4168	262	1	set	set	VERB
cana-4168	262	2	initial	initial	ADJ
cana-4168	262	3	values	value	NOUN
cana-4168	262	4	of	of	ADP
cana-4168	262	5	a	a	PRON
cana-4168	262	6	and	and	CCONJ
cana-4168	262	7	r	r	NOUN
cana-4168	262	8	,	,	PUNCT
cana-4168	262	9	calculate	calculate	VERB
cana-4168	262	10	a	a	PRON
cana-4168	262	11	and	and	CCONJ
cana-4168	262	12	c	c	NOUN
cana-4168	262	13	5	5	NUM
cana-4168	262	14	.	.	PUNCT
cana-4168	262	15	set	set	VERB
cana-4168	262	16	initial	initial	ADJ
cana-4168	262	17	x	x	NOUN
cana-4168	262	18	*	*	PUNCT
cana-4168	262	19	as	as	ADP
cana-4168	262	20	best	good	ADJ
cana-4168	262	21	hunters	hunter	NOUN
cana-4168	262	22	’	'	PUNCT
cana-4168	262	23	whale	whale	NOUN
cana-4168	262	24	locations	location	NOUN
cana-4168	262	25	6	6	NUM
cana-4168	262	26	.	.	PUNCT
cana-4168	262	27	initialize	initialize	VERB
cana-4168	262	28	t	t	NOUN
cana-4168	262	29	=	=	SYM
cana-4168	262	30	1	1	NUM
cana-4168	262	31	7	7	NUM
cana-4168	262	32	.	.	PUNCT
cana-4168	263	1	while	while	SCONJ
cana-4168	263	2	t	t	PROPN
cana-4168	263	3	≤	≤	X
cana-4168	263	4	max	max	PROPN
cana-4168	263	5	iterations	iteration	NOUN
cana-4168	263	6	do	do	VERB
cana-4168	263	7	8	8	NUM
cana-4168	263	8	.	.	PUNCT
cana-4168	264	1	for	for	ADP
cana-4168	264	2	each	each	DET
cana-4168	264	3	hunting	hunt	VERB
cana-4168	264	4	whale	whale	NOUN
cana-4168	264	5	do	do	VERB
cana-4168	264	6	9	9	NUM
cana-4168	264	7	.	.	PUNCT
cana-4168	265	1	if	if	SCONJ
cana-4168	265	2	p	p	X
cana-4168	265	3	<	<	X
cana-4168	265	4	0.5	0.5	NUM
cana-4168	265	5	10	10	NUM
cana-4168	265	6	.	.	PUNCT
cana-4168	266	1	if	if	SCONJ
cana-4168	266	2	|a|	|a|	PROPN
cana-4168	266	3	<	<	X
cana-4168	266	4	1	1	NUM
cana-4168	266	5	11	11	NUM
cana-4168	266	6	.	.	PUNCT
cana-4168	267	1	update	update	VERB
cana-4168	267	2	existing	exist	VERB
cana-4168	267	3	locations	location	NOUN
cana-4168	267	4	of	of	ADP
cana-4168	267	5	hunting	hunt	VERB
cana-4168	267	6	whales	whale	NOUN
cana-4168	267	7	with	with	ADP
cana-4168	267	8	(	(	PUNCT
cana-4168	267	9	12	12	NUM
cana-4168	267	10	)	)	PUNCT
cana-4168	267	11	12	12	NUM
cana-4168	267	12	.	.	PUNCT
cana-4168	268	1	else	else	ADV
cana-4168	268	2	if	if	SCONJ
cana-4168	268	3	|a|	|a|	PROPN
cana-4168	268	4	≥	≥	NOUN
cana-4168	268	5	1	1	NUM
cana-4168	268	6	13	13	NUM
cana-4168	268	7	.	.	PUNCT
cana-4168	269	1	another	another	DET
cana-4168	269	2	search	search	NOUN
cana-4168	269	3	agent	agent	NOUN
cana-4168	269	4	randomly	randomly	ADV
cana-4168	269	5	14	14	NUM
cana-4168	269	6	.	.	PUNCT
cana-4168	270	1	update	update	VERB
cana-4168	270	2	existing	exist	VERB
cana-4168	270	3	locations	location	NOUN
cana-4168	270	4	of	of	ADP
cana-4168	270	5	hunting	hunt	VERB
cana-4168	270	6	whales	whale	NOUN
cana-4168	270	7	with	with	ADP
cana-4168	270	8	(	(	PUNCT
cana-4168	270	9	12	12	NUM
cana-4168	270	10	)	)	PUNCT
cana-4168	270	11	15	15	NUM
cana-4168	270	12	.	.	PUNCT
cana-4168	271	1	end	end	VERB
cana-4168	271	2	if	if	SCONJ
cana-4168	271	3	16	16	NUM
cana-4168	271	4	.	.	PUNCT
cana-4168	272	1	else	else	ADV
cana-4168	272	2	if	if	SCONJ
cana-4168	272	3	p	p	PROPN
cana-4168	272	4	≥	≥	NOUN
cana-4168	272	5	0.5	0.5	NUM
cana-4168	272	6	17	17	NUM
cana-4168	272	7	.	.	PUNCT
cana-4168	273	1	update	update	VERB
cana-4168	273	2	existing	exist	VERB
cana-4168	273	3	locations	location	NOUN
cana-4168	273	4	of	of	ADP
cana-4168	273	5	hunting	hunt	VERB
cana-4168	273	6	whales	whale	NOUN
cana-4168	273	7	with	with	ADP
cana-4168	273	8	(	(	PUNCT
cana-4168	273	9	13	13	NUM
cana-4168	273	10	)	)	PUNCT
cana-4168	273	11	18	18	NUM
cana-4168	273	12	.	.	PUNCT
cana-4168	273	13	end	end	VERB
cana-4168	273	14	if	if	SCONJ
cana-4168	273	15	19	19	NUM
cana-4168	273	16	.	.	NOUN
cana-4168	273	17	end	end	NOUN
cana-4168	273	18	for	for	ADP
cana-4168	273	19	20	20	NUM
cana-4168	273	20	.	.	PUNCT
cana-4168	274	1	update	update	NOUN
cana-4168	274	2	x	x	NOUN
cana-4168	274	3	*	*	VERB
cana-4168	274	4	on	on	ADP
cana-4168	274	5	better	well	ADJ
cana-4168	274	6	solutions	solution	NOUN
cana-4168	274	7	21	21	NUM
cana-4168	274	8	.	.	PUNCT
cana-4168	275	1	t	t	PROPN
cana-4168	275	2	=	=	SYM
cana-4168	275	3	t	t	PROPN
cana-4168	276	1	+1	+1	PROPN
cana-4168	277	1	22	22	NUM
cana-4168	277	2	.	.	PUNCT
cana-4168	278	1	end	end	NOUN
cana-4168	278	2	while	while	SCONJ
cana-4168	278	3	23	23	NUM
cana-4168	278	4	.	.	PUNCT
cana-4168	279	1	output	output	NOUN
cana-4168	279	2	x	x	X
cana-4168	279	3	*	*	AUX
cana-4168	279	4	best	good	ADJ
cana-4168	279	5	features	feature	VERB
cana-4168	279	6	24	24	NUM
cana-4168	279	7	.	.	PUNCT
cana-4168	280	1	end	end	VERB
cana-4168	280	2	the	the	DET
cana-4168	280	3	iwoa	iwoa	NOUN
cana-4168	280	4	is	be	AUX
cana-4168	280	5	a	a	DET
cana-4168	280	6	key	key	ADJ
cana-4168	280	7	component	component	NOUN
cana-4168	280	8	of	of	ADP
cana-4168	280	9	the	the	DET
cana-4168	280	10	proposed	propose	VERB
cana-4168	280	11	methodology	methodology	NOUN
cana-4168	280	12	for	for	ADP
cana-4168	280	13	feature	feature	NOUN
cana-4168	280	14	selection	selection	NOUN
cana-4168	280	15	optimization	optimization	NOUN
cana-4168	280	16	.	.	PUNCT
cana-4168	281	1	by	by	ADP
cana-4168	281	2	reducing	reduce	VERB
cana-4168	281	3	the	the	DET
cana-4168	281	4	dataset	dataset	NOUN
cana-4168	281	5	's	's	PART
cana-4168	281	6	dimensionality	dimensionality	NOUN
cana-4168	281	7	,	,	PUNCT
cana-4168	281	8	iwoa	iwoa	PROPN
cana-4168	281	9	identifies	identify	VERB
cana-4168	281	10	the	the	DET
cana-4168	281	11	most	most	ADV
cana-4168	281	12	relevant	relevant	ADJ
cana-4168	281	13	features	feature	NOUN
cana-4168	281	14	,	,	PUNCT
cana-4168	281	15	enhancing	enhance	VERB
cana-4168	281	16	the	the	DET
cana-4168	281	17	classification	classification	NOUN
cana-4168	281	18	model	model	NOUN
cana-4168	281	19	's	's	PART
cana-4168	281	20	overall	overall	ADJ
cana-4168	281	21	performance	performance	NOUN
cana-4168	281	22	while	while	SCONJ
cana-4168	281	23	simultaneously	simultaneously	ADV
cana-4168	281	24	reducing	reduce	VERB
cana-4168	281	25	time	time	NOUN
cana-4168	281	26	complexity	complexity	NOUN
cana-4168	281	27	and	and	CCONJ
cana-4168	281	28	energy	energy	NOUN
cana-4168	281	29	consumption	consumption	NOUN
cana-4168	281	30	.	.	PUNCT
cana-4168	282	1	the	the	DET
cana-4168	282	2	inclusion	inclusion	NOUN
cana-4168	282	3	of	of	ADP
cana-4168	282	4	the	the	DET
cana-4168	282	5	levy	levy	NOUN
cana-4168	282	6	flight	flight	NOUN
cana-4168	282	7	strategy	strategy	NOUN
cana-4168	282	8	within	within	ADP
cana-4168	282	9	iwoa	iwoa	ADJ
cana-4168	282	10	ensures	ensure	VERB
cana-4168	282	11	a	a	DET
cana-4168	282	12	thorough	thorough	ADJ
cana-4168	282	13	exploration	exploration	NOUN
cana-4168	282	14	of	of	ADP
cana-4168	282	15	the	the	DET
cana-4168	282	16	solution	solution	NOUN
cana-4168	282	17	space	space	NOUN
cana-4168	282	18	,	,	PUNCT
cana-4168	282	19	avoiding	avoid	VERB
cana-4168	282	20	local	local	ADJ
cana-4168	282	21	optima	optima	NOUN
cana-4168	282	22	and	and	CCONJ
cana-4168	282	23	leading	lead	VERB
cana-4168	282	24	to	to	ADP
cana-4168	282	25	the	the	DET
cana-4168	282	26	discovery	discovery	NOUN
cana-4168	282	27	of	of	ADP
cana-4168	282	28	the	the	DET
cana-4168	282	29	optimal	optimal	ADJ
cana-4168	282	30	set	set	NOUN
cana-4168	282	31	of	of	ADP
cana-4168	282	32	features	feature	NOUN
cana-4168	282	33	.	.	PUNCT
cana-4168	283	1	out	out	ADP
cana-4168	283	2	of	of	ADP
cana-4168	283	3	the	the	DET
cana-4168	283	4	41	41	NUM
cana-4168	283	5	initial	initial	ADJ
cana-4168	283	6	features	feature	NOUN
cana-4168	283	7	,	,	PUNCT
cana-4168	283	8	the	the	DET
cana-4168	283	9	algorithm	algorithm	NOUN
cana-4168	283	10	selects	select	VERB
cana-4168	283	11	the	the	DET
cana-4168	283	12	15	15	NUM
cana-4168	283	13	most	most	ADV
cana-4168	283	14	effective	effective	ADJ
cana-4168	283	15	for	for	ADP
cana-4168	283	16	the	the	DET
cana-4168	283	17	detection	detection	NOUN
cana-4168	283	18	task	task	NOUN
cana-4168	283	19	:	:	PUNCT
cana-4168	283	20	hot	hot	ADJ
cana-4168	283	21	,	,	PUNCT
cana-4168	283	22	num_root	num_root	NOUN
cana-4168	283	23	,	,	PUNCT
cana-4168	283	24	num_shells	num_shell	NOUN
cana-4168	283	25	,	,	PUNCT
cana-4168	283	26	num_access_files	num_access_file	NOUN
cana-4168	283	27	,	,	PUNCT
cana-4168	283	28	num_outbound_cmds	num_outbound_cmds	NOUN
cana-4168	283	29	,	,	PUNCT
cana-4168	283	30	is_host_login	is_host_login	PROPN
cana-4168	283	31	,	,	PUNCT
cana-4168	283	32	count	count	NOUN
cana-4168	283	33	,	,	PUNCT
cana-4168	283	34	serror_rate	serror_rate	NOUN
cana-4168	283	35	,	,	PUNCT
cana-4168	283	36	rerror_rate	rerror_rate	NOUN
cana-4168	283	37	,	,	PUNCT
cana-4168	283	38	same_srv_rate	same_srv_rate	ADJ
cana-4168	283	39	,	,	PUNCT
cana-4168	283	40	dst_host_srv_count	dst_host_srv_count	NOUN
cana-4168	283	41	,	,	PUNCT
cana-4168	283	42	dst_host_same_srv_rate	dst_host_same_srv_rate	VERB
cana-4168	283	43	,	,	PUNCT
cana-4168	283	44	dst_host_srv_diff_host_rate	dst_host_srv_diff_host_rate	PROPN
cana-4168	283	45	,	,	PUNCT
cana-4168	283	46	dst_host_serror_rate	dst_host_serror_rate	ADJ
cana-4168	283	47	,	,	PUNCT
cana-4168	283	48	and	and	CCONJ
cana-4168	283	49	dst_host_srv_rerror_rate.the	dst_host_srv_rerror_rate.the	DET
cana-4168	283	50	selection	selection	NOUN
cana-4168	283	51	of	of	ADP
cana-4168	283	52	these	these	DET
cana-4168	283	53	15	15	NUM
cana-4168	283	54	specific	specific	ADJ
cana-4168	283	55	features	feature	NOUN
cana-4168	283	56	by	by	ADP
cana-4168	283	57	the	the	DET
cana-4168	283	58	iwoa	iwoa	NOUN
cana-4168	283	59	is	be	AUX
cana-4168	283	60	based	base	VERB
cana-4168	283	61	on	on	ADP
cana-4168	283	62	their	their	PRON
cana-4168	283	63	strong	strong	ADJ
cana-4168	283	64	relevance	relevance	NOUN
cana-4168	283	65	to	to	ADP
cana-4168	283	66	distinguishing	distinguish	VERB
cana-4168	283	67	between	between	ADP
cana-4168	283	68	normal	normal	ADJ
cana-4168	283	69	and	and	CCONJ
cana-4168	283	70	malicious	malicious	ADJ
cana-4168	283	71	network	network	NOUN
cana-4168	283	72	behavior	behavior	NOUN
cana-4168	283	73	.	.	PUNCT
cana-4168	284	1	each	each	DET
cana-4168	284	2	feature	feature	NOUN
cana-4168	284	3	plays	play	VERB
cana-4168	284	4	a	a	DET
cana-4168	284	5	unique	unique	ADJ
cana-4168	284	6	and	and	CCONJ
cana-4168	284	7	crucial	crucial	ADJ
cana-4168	284	8	role	role	NOUN
cana-4168	284	9	in	in	ADP
cana-4168	284	10	identifying	identify	VERB
cana-4168	284	11	patterns	pattern	NOUN
cana-4168	284	12	linked	link	VERB
cana-4168	284	13	to	to	ADP
cana-4168	284	14	network	network	NOUN
cana-4168	284	15	intrusions	intrusion	NOUN
cana-4168	284	16	:	:	PUNCT
cana-4168	284	17	communications	communication	NOUN
cana-4168	284	18	on	on	ADP
cana-4168	284	19	applied	apply	VERB
cana-4168	284	20	nonlinear	nonlinear	ADJ
cana-4168	284	21	analysis	analysis	NOUN
cana-4168	284	22	issn	issn	NOUN
cana-4168	284	23	:	:	PUNCT
cana-4168	284	24	1074	1074	NUM
cana-4168	284	25	-	-	PUNCT
cana-4168	284	26	133x	133x	NUM
cana-4168	284	27	vol	vol	NOUN
cana-4168	284	28	32	32	NUM
cana-4168	284	29	no	no	NOUN
cana-4168	284	30	.	.	PUNCT
cana-4168	285	1	9s	9s	NUM
cana-4168	285	2	(	(	PUNCT
cana-4168	285	3	2025	2025	NUM
cana-4168	285	4	)	)	PUNCT
cana-4168	285	5	1463	1463	NUM
cana-4168	285	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-4168	285	7	•	•	NOUN
cana-4168	285	8	hot	hot	ADJ
cana-4168	285	9	,	,	PUNCT
cana-4168	285	10	num_root	num_root	NOUN
cana-4168	285	11	,	,	PUNCT
cana-4168	285	12	num_shells	num_shell	NOUN
cana-4168	285	13	,	,	PUNCT
cana-4168	285	14	num_access_files	num_access_file	NOUN
cana-4168	285	15	,	,	PUNCT
cana-4168	285	16	and	and	CCONJ
cana-4168	285	17	num_outbound_cmds	num_outbound_cmds	NOUN
cana-4168	285	18	:	:	PUNCT
cana-4168	285	19	these	these	DET
cana-4168	285	20	features	feature	NOUN
cana-4168	285	21	are	be	AUX
cana-4168	285	22	directly	directly	ADV
cana-4168	285	23	tied	tie	VERB
cana-4168	285	24	to	to	ADP
cana-4168	285	25	unauthorized	unauthorized	ADJ
cana-4168	285	26	access	access	NOUN
cana-4168	285	27	attempts	attempt	NOUN
cana-4168	285	28	,	,	PUNCT
cana-4168	285	29	such	such	ADJ
cana-4168	285	30	as	as	ADP
cana-4168	285	31	gaining	gain	VERB
cana-4168	285	32	root	root	NOUN
cana-4168	285	33	privileges	privilege	NOUN
cana-4168	285	34	or	or	CCONJ
cana-4168	285	35	accessing	access	VERB
cana-4168	285	36	sensitive	sensitive	ADJ
cana-4168	285	37	files	file	NOUN
cana-4168	285	38	,	,	PUNCT
cana-4168	285	39	which	which	PRON
cana-4168	285	40	are	be	AUX
cana-4168	285	41	critical	critical	ADJ
cana-4168	285	42	indicators	indicator	NOUN
cana-4168	285	43	of	of	ADP
cana-4168	285	44	potential	potential	ADJ
cana-4168	285	45	system	system	NOUN
cana-4168	285	46	compromise	compromise	NOUN
cana-4168	285	47	(	(	PUNCT
cana-4168	285	48	e.g.	e.g.	ADV
cana-4168	285	49	,	,	PUNCT
cana-4168	285	50	root	root	NOUN
cana-4168	285	51	or	or	CCONJ
cana-4168	285	52	user	user	NOUN
cana-4168	285	53	to	to	PART
cana-4168	285	54	root	root	VERB
cana-4168	285	55	attacks	attack	NOUN
cana-4168	285	56	)	)	PUNCT
cana-4168	285	57	.	.	PUNCT
cana-4168	286	1	•	•	NUM
cana-4168	286	2	is_host_login	is_host_login	ADP
cana-4168	286	3	:	:	PUNCT
cana-4168	286	4	this	this	DET
cana-4168	286	5	feature	feature	NOUN
cana-4168	286	6	helps	help	VERB
cana-4168	286	7	detect	detect	VERB
cana-4168	286	8	abnormal	abnormal	ADJ
cana-4168	286	9	login	login	NOUN
cana-4168	286	10	patterns	pattern	NOUN
cana-4168	286	11	,	,	PUNCT
cana-4168	286	12	indicating	indicate	VERB
cana-4168	286	13	unauthorized	unauthorized	ADJ
cana-4168	286	14	access	access	NOUN
cana-4168	286	15	or	or	CCONJ
cana-4168	286	16	probing	probe	VERB
cana-4168	286	17	attempts	attempt	NOUN
cana-4168	286	18	,	,	PUNCT
cana-4168	286	19	which	which	PRON
cana-4168	286	20	are	be	AUX
cana-4168	286	21	important	important	ADJ
cana-4168	286	22	in	in	ADP
cana-4168	286	23	identifying	identify	VERB
cana-4168	286	24	login	login	NOUN
cana-4168	286	25	-	-	PUNCT
cana-4168	286	26	related	relate	VERB
cana-4168	286	27	vulnerabilities	vulnerability	NOUN
cana-4168	286	28	.	.	PUNCT
cana-4168	287	1	•	•	NUM
cana-4168	287	2	count	count	NOUN
cana-4168	287	3	,	,	PUNCT
cana-4168	287	4	serror_rate	serror_rate	NOUN
cana-4168	287	5	,	,	PUNCT
cana-4168	287	6	and	and	CCONJ
cana-4168	287	7	rerror_rate	rerror_rate	NOUN
cana-4168	287	8	:	:	PUNCT
cana-4168	287	9	these	these	PRON
cana-4168	287	10	features	feature	VERB
cana-4168	287	11	measure	measure	VERB
cana-4168	287	12	the	the	DET
cana-4168	287	13	frequency	frequency	NOUN
cana-4168	287	14	of	of	ADP
cana-4168	287	15	connections	connection	NOUN
cana-4168	287	16	and	and	CCONJ
cana-4168	287	17	errors	error	NOUN
cana-4168	287	18	during	during	ADP
cana-4168	287	19	those	those	DET
cana-4168	287	20	connections	connection	NOUN
cana-4168	287	21	,	,	PUNCT
cana-4168	287	22	helping	help	VERB
cana-4168	287	23	to	to	PART
cana-4168	287	24	identify	identify	VERB
cana-4168	287	25	denial	denial	NOUN
cana-4168	287	26	-	-	PUNCT
cana-4168	287	27	of	of	ADP
cana-4168	287	28	-	-	PUNCT
cana-4168	287	29	service	service	NOUN
cana-4168	287	30	(	(	PUNCT
cana-4168	287	31	dos	do	NOUN
cana-4168	287	32	)	)	PUNCT
cana-4168	287	33	or	or	CCONJ
cana-4168	287	34	scanning	scan	VERB
cana-4168	287	35	attacks	attack	NOUN
cana-4168	287	36	where	where	SCONJ
cana-4168	287	37	a	a	DET
cana-4168	287	38	high	high	ADJ
cana-4168	287	39	volume	volume	NOUN
cana-4168	287	40	of	of	ADP
cana-4168	287	41	error	error	NOUN
cana-4168	287	42	-	-	PUNCT
cana-4168	287	43	prone	prone	ADJ
cana-4168	287	44	connections	connection	NOUN
cana-4168	287	45	is	be	AUX
cana-4168	287	46	typical	typical	ADJ
cana-4168	287	47	.	.	PUNCT
cana-4168	288	1	•	•	PUNCT
cana-4168	288	2	same_srv_rate	same_srv_rate	ADJ
cana-4168	288	3	,	,	PUNCT
cana-4168	288	4	dst_host_srv_count	dst_host_srv_count	NOUN
cana-4168	288	5	,	,	PUNCT
cana-4168	288	6	and	and	CCONJ
cana-4168	288	7	dst_host_same_srv_rate	dst_host_same_srv_rate	VERB
cana-4168	288	8	:	:	PUNCT
cana-4168	288	9	these	these	DET
cana-4168	288	10	features	feature	NOUN
cana-4168	288	11	monitor	monitor	VERB
cana-4168	288	12	the	the	DET
cana-4168	288	13	frequency	frequency	NOUN
cana-4168	288	14	and	and	CCONJ
cana-4168	288	15	consistency	consistency	NOUN
cana-4168	288	16	of	of	ADP
cana-4168	288	17	connections	connection	NOUN
cana-4168	288	18	to	to	ADP
cana-4168	288	19	a	a	DET
cana-4168	288	20	particular	particular	ADJ
cana-4168	288	21	service	service	NOUN
cana-4168	288	22	or	or	CCONJ
cana-4168	288	23	destination	destination	NOUN
cana-4168	288	24	,	,	PUNCT
cana-4168	288	25	allowing	allow	VERB
cana-4168	288	26	the	the	DET
cana-4168	288	27	detection	detection	NOUN
cana-4168	288	28	of	of	ADP
cana-4168	288	29	probing	probe	VERB
cana-4168	288	30	or	or	CCONJ
cana-4168	288	31	flooding	flooding	NOUN
cana-4168	288	32	attacks	attack	NOUN
cana-4168	288	33	,	,	PUNCT
cana-4168	288	34	which	which	PRON
cana-4168	288	35	target	target	VERB
cana-4168	288	36	specific	specific	ADJ
cana-4168	288	37	services	service	NOUN
cana-4168	288	38	repeatedly	repeatedly	ADV
cana-4168	288	39	.	.	PUNCT
cana-4168	289	1	•	•	NUM
cana-4168	289	2	dst_host_srv_diff_host_rate	dst_host_srv_diff_host_rate	NOUN
cana-4168	289	3	,	,	PUNCT
cana-4168	289	4	dst_host_serror_rate	dst_host_serror_rate	ADJ
cana-4168	289	5	,	,	PUNCT
cana-4168	289	6	and	and	CCONJ
cana-4168	289	7	dst_host_srv_rerror_rate	dst_host_srv_rerror_rate	ADV
cana-4168	289	8	:	:	PUNCT
cana-4168	289	9	these	these	DET
cana-4168	289	10	features	feature	NOUN
cana-4168	289	11	track	track	VERB
cana-4168	289	12	the	the	DET
cana-4168	289	13	variance	variance	NOUN
cana-4168	289	14	in	in	ADP
cana-4168	289	15	service	service	NOUN
cana-4168	289	16	errors	error	NOUN
cana-4168	289	17	across	across	ADP
cana-4168	289	18	different	different	ADJ
cana-4168	289	19	hosts	host	NOUN
cana-4168	289	20	,	,	PUNCT
cana-4168	289	21	which	which	PRON
cana-4168	289	22	are	be	AUX
cana-4168	289	23	key	key	ADJ
cana-4168	289	24	indicators	indicator	NOUN
cana-4168	289	25	of	of	ADP
cana-4168	289	26	network	network	NOUN
cana-4168	289	27	-	-	PUNCT
cana-4168	289	28	level	level	NOUN
cana-4168	289	29	anomalies	anomaly	NOUN
cana-4168	289	30	,	,	PUNCT
cana-4168	289	31	such	such	ADJ
cana-4168	289	32	as	as	ADP
cana-4168	289	33	distributed	distribute	VERB
cana-4168	289	34	denial	denial	NOUN
cana-4168	289	35	of	of	ADP
cana-4168	289	36	service	service	NOUN
cana-4168	289	37	(	(	PUNCT
cana-4168	289	38	ddos	ddo	NOUN
cana-4168	289	39	)	)	PUNCT
cana-4168	289	40	attacks	attack	NOUN
cana-4168	289	41	where	where	SCONJ
cana-4168	289	42	multiple	multiple	ADJ
cana-4168	289	43	hosts	host	NOUN
cana-4168	289	44	are	be	AUX
cana-4168	289	45	targeted	target	VERB
cana-4168	289	46	.	.	PUNCT
cana-4168	290	1	each	each	PRON
cana-4168	290	2	of	of	ADP
cana-4168	290	3	these	these	DET
cana-4168	290	4	selected	select	VERB
cana-4168	290	5	features	feature	NOUN
cana-4168	290	6	plays	play	VERB
cana-4168	290	7	a	a	DET
cana-4168	290	8	crucial	crucial	ADJ
cana-4168	290	9	role	role	NOUN
cana-4168	290	10	in	in	ADP
cana-4168	290	11	differentiating	differentiate	VERB
cana-4168	290	12	between	between	ADP
cana-4168	290	13	normal	normal	ADJ
cana-4168	290	14	and	and	CCONJ
cana-4168	290	15	malicious	malicious	ADJ
cana-4168	290	16	network	network	NOUN
cana-4168	290	17	behaviours	behaviour	NOUN
cana-4168	290	18	.	.	PUNCT
cana-4168	291	1	while	while	SCONJ
cana-4168	291	2	some	some	DET
cana-4168	291	3	features	feature	NOUN
cana-4168	291	4	may	may	AUX
cana-4168	291	5	exhibit	exhibit	VERB
cana-4168	291	6	redundancy	redundancy	NOUN
cana-4168	291	7	or	or	CCONJ
cana-4168	291	8	high	high	ADJ
cana-4168	291	9	correlation	correlation	NOUN
cana-4168	291	10	,	,	PUNCT
cana-4168	291	11	the	the	DET
cana-4168	291	12	iwoa	iwoa	NOUN
cana-4168	291	13	's	's	PART
cana-4168	291	14	exploration	exploration	NOUN
cana-4168	291	15	strategy	strategy	NOUN
cana-4168	291	16	,	,	PUNCT
cana-4168	291	17	enhanced	enhance	VERB
cana-4168	291	18	by	by	ADP
cana-4168	291	19	levy	levy	NOUN
cana-4168	291	20	flight	flight	NOUN
cana-4168	291	21	,	,	PUNCT
cana-4168	291	22	prevents	prevent	VERB
cana-4168	291	23	the	the	DET
cana-4168	291	24	selection	selection	NOUN
cana-4168	291	25	of	of	ADP
cana-4168	291	26	redundant	redundant	ADJ
cana-4168	291	27	features	feature	NOUN
cana-4168	291	28	and	and	CCONJ
cana-4168	291	29	ensures	ensure	VERB
cana-4168	291	30	that	that	SCONJ
cana-4168	291	31	the	the	DET
cana-4168	291	32	chosen	choose	VERB
cana-4168	291	33	features	feature	NOUN
cana-4168	291	34	complement	complement	VERB
cana-4168	291	35	each	each	DET
cana-4168	291	36	other	other	ADJ
cana-4168	291	37	.	.	PUNCT
cana-4168	292	1	this	this	DET
cana-4168	292	2	careful	careful	ADJ
cana-4168	292	3	selection	selection	NOUN
cana-4168	292	4	of	of	ADP
cana-4168	292	5	features	feature	NOUN
cana-4168	292	6	greatly	greatly	ADV
cana-4168	292	7	improves	improve	VERB
cana-4168	292	8	the	the	DET
cana-4168	292	9	accuracy	accuracy	NOUN
cana-4168	292	10	of	of	ADP
cana-4168	292	11	network	network	NOUN
cana-4168	292	12	traffic	traffic	NOUN
cana-4168	292	13	classification	classification	NOUN
cana-4168	292	14	,	,	PUNCT
cana-4168	292	15	allowing	allow	VERB
cana-4168	292	16	for	for	ADP
cana-4168	292	17	more	more	ADV
cana-4168	292	18	effective	effective	ADJ
cana-4168	292	19	intrusion	intrusion	NOUN
cana-4168	292	20	detection	detection	NOUN
cana-4168	292	21	while	while	SCONJ
cana-4168	292	22	minimizing	minimize	VERB
cana-4168	292	23	unnecessary	unnecessary	ADJ
cana-4168	292	24	computational	computational	ADJ
cana-4168	292	25	costs	cost	NOUN
cana-4168	292	26	.	.	PUNCT
cana-4168	293	1	2.4	2.4	NUM
cana-4168	293	2	.	.	X
cana-4168	293	3	intrusion	intrusion	NOUN
cana-4168	293	4	detection	detection	NOUN
cana-4168	293	5	using	use	VERB
cana-4168	293	6	efnn	efnn	NOUN
cana-4168	293	7	after	after	ADP
cana-4168	293	8	feature	feature	NOUN
cana-4168	293	9	selection	selection	NOUN
cana-4168	293	10	using	use	VERB
cana-4168	293	11	the	the	DET
cana-4168	293	12	iwoa	iwoa	NOUN
cana-4168	293	13	,	,	PUNCT
cana-4168	293	14	the	the	DET
cana-4168	293	15	efnn	efnn	NOUN
cana-4168	293	16	is	be	AUX
cana-4168	293	17	employed	employ	VERB
cana-4168	293	18	to	to	PART
cana-4168	293	19	categorize	categorize	VERB
cana-4168	293	20	network	network	NOUN
cana-4168	293	21	activities	activity	NOUN
cana-4168	293	22	as	as	ADP
cana-4168	293	23	either	either	CCONJ
cana-4168	293	24	normal	normal	ADJ
cana-4168	293	25	or	or	CCONJ
cana-4168	293	26	attacks	attack	NOUN
cana-4168	293	27	based	base	VERB
cana-4168	293	28	on	on	ADP
cana-4168	293	29	prior	prior	ADJ
cana-4168	293	30	history	history	NOUN
cana-4168	293	31	and	and	CCONJ
cana-4168	293	32	observed	observed	ADJ
cana-4168	293	33	behaviors	behavior	NOUN
cana-4168	293	34	.	.	PUNCT
cana-4168	294	1	the	the	DET
cana-4168	294	2	work	work	NOUN
cana-4168	294	3	utilized	utilize	VERB
cana-4168	294	4	efnn	efnn	NOUN
cana-4168	294	5	for	for	ADP
cana-4168	294	6	wsn	wsn	PROPN
cana-4168	294	7	intrusion	intrusion	NOUN
cana-4168	294	8	detection	detection	NOUN
cana-4168	294	9	,	,	PUNCT
cana-4168	294	10	which	which	PRON
cana-4168	294	11	combines	combine	VERB
cana-4168	294	12	the	the	DET
cana-4168	294	13	benefits	benefit	NOUN
cana-4168	294	14	of	of	ADP
cana-4168	294	15	neural	neural	ADJ
cana-4168	294	16	networks	network	NOUN
cana-4168	294	17	with	with	ADP
cana-4168	294	18	fuzzy	fuzzy	ADJ
cana-4168	294	19	logic	logic	NOUN
cana-4168	294	20	systems	system	NOUN
cana-4168	294	21	.	.	PUNCT
cana-4168	295	1	the	the	DET
cana-4168	295	2	inherent	inherent	ADJ
cana-4168	295	3	drawbacks	drawback	NOUN
cana-4168	295	4	of	of	ADP
cana-4168	295	5	each	each	DET
cana-4168	295	6	technique	technique	NOUN
cana-4168	295	7	—	—	PUNCT
cana-4168	295	8	such	such	ADJ
cana-4168	295	9	as	as	ADP
cana-4168	295	10	fuzzy	fuzzy	ADJ
cana-4168	295	11	logic	logic	NOUN
cana-4168	295	12	systems	system	NOUN
cana-4168	295	13	'	'	PART
cana-4168	295	14	subjectivity	subjectivity	NOUN
cana-4168	295	15	and	and	CCONJ
cana-4168	295	16	neural	neural	ADJ
cana-4168	295	17	networks	network	NOUN
cana-4168	295	18	'	'	PART
cana-4168	295	19	implicit	implicit	ADJ
cana-4168	295	20	knowledge	knowledge	NOUN
cana-4168	295	21	representation	representation	NOUN
cana-4168	295	22	—	—	PUNCT
cana-4168	295	23	are	be	AUX
cana-4168	295	24	addressed	address	VERB
cana-4168	295	25	by	by	ADP
cana-4168	295	26	this	this	DET
cana-4168	295	27	hybrid	hybrid	NOUN
cana-4168	295	28	method	method	NOUN
cana-4168	295	29	.	.	PUNCT
cana-4168	296	1	this	this	DET
cana-4168	296	2	work	work	NOUN
cana-4168	296	3	uses	use	VERB
cana-4168	296	4	a	a	DET
cana-4168	296	5	fuzzy	fuzzy	ADJ
cana-4168	296	6	neural	neural	ADJ
cana-4168	296	7	network	network	NOUN
cana-4168	296	8	to	to	PART
cana-4168	296	9	identify	identify	VERB
cana-4168	296	10	intrusions	intrusion	NOUN
cana-4168	296	11	in	in	ADP
cana-4168	296	12	wireless	wireless	ADJ
cana-4168	296	13	sensor	sensor	NOUN
cana-4168	296	14	networks	network	NOUN
cana-4168	296	15	neural	neural	ADJ
cana-4168	296	16	networks	network	NOUN
cana-4168	296	17	have	have	VERB
cana-4168	296	18	the	the	DET
cana-4168	296	19	problem	problem	NOUN
cana-4168	296	20	of	of	ADP
cana-4168	296	21	being	be	AUX
cana-4168	296	22	unable	unable	ADJ
cana-4168	296	23	to	to	PART
cana-4168	296	24	collect	collect	VERB
cana-4168	296	25	implicit	implicit	ADJ
cana-4168	296	26	information	information	NOUN
cana-4168	296	27	,	,	PUNCT
cana-4168	296	28	whereas	whereas	SCONJ
cana-4168	296	29	fuzzy	fuzzy	ADJ
cana-4168	296	30	logic	logic	NOUN
cana-4168	296	31	systems	system	NOUN
cana-4168	296	32	use	use	VERB
cana-4168	296	33	subjective	subjective	ADJ
cana-4168	296	34	and	and	CCONJ
cana-4168	296	35	heuristic	heuristic	ADJ
cana-4168	296	36	approaches	approach	NOUN
cana-4168	296	37	.	.	PUNCT
cana-4168	297	1	the	the	DET
cana-4168	297	2	identification	identification	NOUN
cana-4168	297	3	of	of	ADP
cana-4168	297	4	fuzzy	fuzzy	ADJ
cana-4168	297	5	rules	rule	NOUN
cana-4168	297	6	,	,	PUNCT
cana-4168	297	7	input	input	NOUN
cana-4168	297	8	,	,	PUNCT
cana-4168	297	9	and	and	CCONJ
cana-4168	297	10	the	the	DET
cana-4168	297	11	design	design	NOUN
cana-4168	297	12	of	of	ADP
cana-4168	297	13	a	a	DET
cana-4168	297	14	fuzzy	fuzzy	ADJ
cana-4168	297	15	logic	logic	NOUN
cana-4168	297	16	system	system	NOUN
cana-4168	297	17	is	be	AUX
cana-4168	297	18	time	time	NOUN
cana-4168	297	19	-	-	PUNCT
cana-4168	297	20	consuming	consume	VERB
cana-4168	297	21	since	since	SCONJ
cana-4168	297	22	output	output	NOUN
cana-4168	297	23	scaling	scale	VERB
cana-4168	297	24	factors	factor	NOUN
cana-4168	297	25	and	and	CCONJ
cana-4168	297	26	membership	membership	NOUN
cana-4168	297	27	function	function	NOUN
cana-4168	297	28	selection	selection	NOUN
cana-4168	297	29	are	be	AUX
cana-4168	297	30	determined	determine	VERB
cana-4168	297	31	by	by	ADP
cana-4168	297	32	trial	trial	NOUN
cana-4168	297	33	and	and	CCONJ
cana-4168	297	34	error	error	NOUN
cana-4168	297	35	.	.	PUNCT
cana-4168	298	1	these	these	DET
cana-4168	298	2	drawbacks	drawback	NOUN
cana-4168	298	3	of	of	ADP
cana-4168	298	4	neural	neural	ADJ
cana-4168	298	5	networks	network	NOUN
cana-4168	298	6	and	and	CCONJ
cana-4168	298	7	fuzzy	fuzzy	ADJ
cana-4168	298	8	logic	logic	NOUN
cana-4168	298	9	systems	system	NOUN
cana-4168	298	10	are	be	AUX
cana-4168	298	11	handled	handle	VERB
cana-4168	298	12	by	by	ADP
cana-4168	298	13	joining	join	VERB
cana-4168	298	14	their	their	PRON
cana-4168	298	15	learning	learning	NOUN
cana-4168	298	16	capacities	capacity	NOUN
cana-4168	298	17	with	with	ADP
cana-4168	298	18	robustness	robustness	NOUN
cana-4168	298	19	of	of	ADP
cana-4168	298	20	fuzzy	fuzzy	ADJ
cana-4168	298	21	logics	logic	NOUN
cana-4168	298	22	whose	whose	DET
cana-4168	298	23	principles	principle	NOUN
cana-4168	298	24	are	be	AUX
cana-4168	298	25	embedded	embed	VERB
cana-4168	298	26	in	in	ADP
cana-4168	298	27	networks	network	NOUN
cana-4168	298	28	’	'	PUNCT
cana-4168	298	29	structures	structure	NOUN
cana-4168	298	30	.	.	PUNCT
cana-4168	299	1	moreover	moreover	ADV
cana-4168	299	2	,	,	PUNCT
cana-4168	299	3	they	they	PRON
cana-4168	299	4	provide	provide	VERB
cana-4168	299	5	natural	natural	ADJ
cana-4168	299	6	frameworks	framework	NOUN
cana-4168	299	7	for	for	ADP
cana-4168	299	8	consistently	consistently	ADV
cana-4168	299	9	combining	combine	VERB
cana-4168	299	10	linguistic	linguistic	ADJ
cana-4168	299	11	information	information	NOUN
cana-4168	299	12	as	as	SCONJ
cana-4168	299	13	if	if	ADV
cana-4168	299	14	-	-	PUNCT
cana-4168	299	15	then	then	ADV
cana-4168	299	16	rules	rule	VERB
cana-4168	299	17	with	with	ADP
cana-4168	299	18	numerical	numerical	ADJ
cana-4168	299	19	information	information	NOUN
cana-4168	299	20	’s	’	VERB
cana-4168	299	21	in	in	ADP
cana-4168	299	22	input	input	NOUN
cana-4168	299	23	/	/	SYM
cana-4168	299	24	output	output	NOUN
cana-4168	299	25	pair	pair	NOUN
cana-4168	299	26	forms	form	NOUN
cana-4168	299	27	[	[	X
cana-4168	299	28	21	21	NUM
cana-4168	299	29	,	,	PUNCT
cana-4168	299	30	22	22	NUM
cana-4168	299	31	]	]	PUNCT
cana-4168	299	32	.	.	PUNCT
cana-4168	300	1	the	the	DET
cana-4168	300	2	network	network	NOUN
cana-4168	300	3	's	's	PART
cana-4168	300	4	regular	regular	ADJ
cana-4168	300	5	activity	activity	NOUN
cana-4168	300	6	and	and	CCONJ
cana-4168	300	7	the	the	DET
cana-4168	300	8	nodes	node	NOUN
cana-4168	300	9	'	'	PART
cana-4168	300	10	past	past	ADJ
cana-4168	300	11	history	history	NOUN
cana-4168	300	12	will	will	AUX
cana-4168	300	13	be	be	AUX
cana-4168	300	14	used	use	VERB
cana-4168	300	15	to	to	PART
cana-4168	300	16	identify	identify	VERB
cana-4168	300	17	assaults	assault	NOUN
cana-4168	300	18	based	base	VERB
cana-4168	300	19	on	on	ADP
cana-4168	300	20	the	the	DET
cana-4168	300	21	efnn	efnn	NOUN
cana-4168	300	22	technique	technique	NOUN
cana-4168	300	23	.	.	PUNCT
cana-4168	301	1	below	below	ADP
cana-4168	301	2	are	be	AUX
cana-4168	301	3	definitions	definition	NOUN
cana-4168	301	4	of	of	ADP
cana-4168	301	5	attacks	attack	NOUN
cana-4168	301	6	:	:	PUNCT
cana-4168	301	7	communications	communication	NOUN
cana-4168	301	8	on	on	ADP
cana-4168	301	9	applied	apply	VERB
cana-4168	301	10	nonlinear	nonlinear	ADJ
cana-4168	301	11	analysis	analysis	NOUN
cana-4168	301	12	issn	issn	NOUN
cana-4168	301	13	:	:	PUNCT
cana-4168	301	14	1074	1074	NUM
cana-4168	301	15	-	-	PUNCT
cana-4168	301	16	133x	133x	NUM
cana-4168	301	17	vol	vol	NOUN
cana-4168	301	18	32	32	NUM
cana-4168	302	1	no	no	NOUN
cana-4168	302	2	.	.	PUNCT
cana-4168	303	1	9s	9s	NUM
cana-4168	303	2	(	(	PUNCT
cana-4168	303	3	2025	2025	NUM
cana-4168	303	4	)	)	PUNCT
cana-4168	303	5	1464	1464	NUM
cana-4168	304	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	304	2	•	•	NOUN
cana-4168	304	3	probing	probe	VERB
cana-4168	304	4	-probe	-probe	NOUN
cana-4168	304	5	attack	attack	NOUN
cana-4168	304	6	:	:	PUNCT
cana-4168	304	7	before	before	ADP
cana-4168	304	8	launching	launch	VERB
cana-4168	304	9	an	an	DET
cana-4168	304	10	attack	attack	NOUN
cana-4168	304	11	,	,	PUNCT
cana-4168	304	12	make	make	VERB
cana-4168	304	13	sure	sure	ADJ
cana-4168	304	14	you	you	PRON
cana-4168	304	15	have	have	VERB
cana-4168	304	16	access	access	NOUN
cana-4168	304	17	to	to	ADP
cana-4168	304	18	all	all	DET
cana-4168	304	19	network	network	NOUN
cana-4168	304	20	data	datum	NOUN
cana-4168	304	21	through	through	ADP
cana-4168	304	22	probing	probe	VERB
cana-4168	304	23	or	or	CCONJ
cana-4168	304	24	probe	probe	NOUN
cana-4168	304	25	attacks	attack	NOUN
cana-4168	304	26	.	.	PUNCT
cana-4168	305	1	•	•	NUM
cana-4168	305	2	user	user	NOUN
cana-4168	305	3	to	to	PART
cana-4168	305	4	root	root	VERB
cana-4168	305	5	(	(	PUNCT
cana-4168	305	6	u2r	u2r	X
cana-4168	305	7	)	)	PUNCT
cana-4168	305	8	attack	attack	NOUN
cana-4168	305	9	:	:	PUNCT
cana-4168	305	10	an	an	DET
cana-4168	305	11	attacker	attacker	NOUN
cana-4168	305	12	first	first	ADJ
cana-4168	305	13	gains	gain	VERB
cana-4168	305	14	access	access	NOUN
cana-4168	305	15	to	to	ADP
cana-4168	305	16	a	a	DET
cana-4168	305	17	regular	regular	ADJ
cana-4168	305	18	user	user	NOUN
cana-4168	305	19	account	account	NOUN
cana-4168	305	20	before	before	ADP
cana-4168	305	21	using	use	VERB
cana-4168	305	22	system	system	NOUN
cana-4168	305	23	flaws	flaw	NOUN
cana-4168	305	24	to	to	PART
cana-4168	305	25	obtain	obtain	VERB
cana-4168	305	26	the	the	DET
cana-4168	305	27	root	root	NOUN
cana-4168	305	28	.	.	PUNCT
cana-4168	306	1	•	•	NOUN
cana-4168	306	2	remote	remote	ADJ
cana-4168	306	3	to	to	ADP
cana-4168	306	4	user	user	NOUN
cana-4168	306	5	(	(	PUNCT
cana-4168	306	6	r2l	r2l	X
cana-4168	306	7	):	):	PUNCT
cana-4168	306	8	one	one	NUM
cana-4168	306	9	type	type	NOUN
cana-4168	306	10	of	of	ADP
cana-4168	306	11	computer	computer	NOUN
cana-4168	306	12	network	network	NOUN
cana-4168	306	13	attack	attack	NOUN
cana-4168	306	14	known	know	VERB
cana-4168	306	15	as	as	ADP
cana-4168	306	16	"	"	PUNCT
cana-4168	306	17	remote	remote	ADJ
cana-4168	306	18	to	to	ADP
cana-4168	306	19	user	user	NOUN
cana-4168	306	20	"	"	PUNCT
cana-4168	306	21	(	(	PUNCT
cana-4168	306	22	r2l	r2l	NOUN
cana-4168	306	23	)	)	PUNCT
cana-4168	306	24	happens	happen	VERB
cana-4168	306	25	when	when	SCONJ
cana-4168	306	26	an	an	DET
cana-4168	306	27	attacker	attacker	NOUN
cana-4168	306	28	sends	send	VERB
cana-4168	306	29	a	a	DET
cana-4168	306	30	sequence	sequence	NOUN
cana-4168	306	31	of	of	ADP
cana-4168	306	32	packets	packet	NOUN
cana-4168	306	33	to	to	ADP
cana-4168	306	34	a	a	DET
cana-4168	306	35	server	server	NOUN
cana-4168	306	36	or	or	CCONJ
cana-4168	306	37	other	other	ADJ
cana-4168	306	38	machine	machine	NOUN
cana-4168	306	39	across	across	ADP
cana-4168	306	40	a	a	DET
cana-4168	306	41	network	network	NOUN
cana-4168	306	42	to	to	PART
cana-4168	306	43	which	which	PRON
cana-4168	306	44	the	the	DET
cana-4168	306	45	attacker	attacker	NOUN
cana-4168	306	46	does	do	AUX
cana-4168	306	47	not	not	PART
cana-4168	306	48	have	have	VERB
cana-4168	306	49	local	local	ADJ
cana-4168	306	50	user	user	NOUN
cana-4168	306	51	privileges	privilege	NOUN
cana-4168	306	52	.	.	PUNCT
cana-4168	307	1	•	•	NUM
cana-4168	307	2	denial	denial	NOUN
cana-4168	307	3	-	-	PUNCT
cana-4168	307	4	of	of	ADP
cana-4168	307	5	-	-	PUNCT
cana-4168	307	6	service	service	NOUN
cana-4168	307	7	(	(	PUNCT
cana-4168	307	8	dos	do	NOUN
cana-4168	307	9	):	):	PUNCT
cana-4168	307	10	dos	do	NOUN
cana-4168	307	11	attacks	attack	NOUN
cana-4168	307	12	aim	aim	VERB
cana-4168	307	13	to	to	PART
cana-4168	307	14	bring	bring	VERB
cana-4168	307	15	down	down	ADP
cana-4168	307	16	computers	computer	NOUN
cana-4168	307	17	or	or	CCONJ
cana-4168	307	18	networks	network	NOUN
cana-4168	307	19	so	so	SCONJ
cana-4168	307	20	that	that	SCONJ
cana-4168	307	21	intended	intend	VERB
cana-4168	307	22	users	user	NOUN
cana-4168	307	23	can	can	AUX
cana-4168	307	24	not	not	PART
cana-4168	307	25	access	access	VERB
cana-4168	307	26	it	it	PRON
cana-4168	307	27	.	.	PUNCT
cana-4168	308	1	to	to	PART
cana-4168	308	2	train	train	VERB
cana-4168	308	3	the	the	DET
cana-4168	308	4	efnn	efnn	NOUN
cana-4168	308	5	,	,	PUNCT
cana-4168	308	6	both	both	DET
cana-4168	308	7	legitimate	legitimate	ADJ
cana-4168	308	8	network	network	NOUN
cana-4168	308	9	activity	activity	NOUN
cana-4168	308	10	and	and	CCONJ
cana-4168	308	11	malicious	malicious	ADJ
cana-4168	308	12	activity	activity	NOUN
cana-4168	308	13	will	will	AUX
cana-4168	308	14	first	first	ADV
cana-4168	308	15	be	be	AUX
cana-4168	308	16	monitored	monitor	VERB
cana-4168	308	17	.	.	PUNCT
cana-4168	309	1	and	and	CCONJ
cana-4168	309	2	then	then	ADV
cana-4168	309	3	,	,	PUNCT
cana-4168	309	4	based	base	VERB
cana-4168	309	5	on	on	ADP
cana-4168	309	6	that	that	DET
cana-4168	309	7	training	training	NOUN
cana-4168	309	8	,	,	PUNCT
cana-4168	309	9	this	this	DET
cana-4168	309	10	algorithm	algorithm	NOUN
cana-4168	309	11	will	will	AUX
cana-4168	309	12	examine	examine	VERB
cana-4168	309	13	every	every	DET
cana-4168	309	14	node	node	NOUN
cana-4168	309	15	's	's	PART
cana-4168	309	16	past	past	ADJ
cana-4168	309	17	and	and	CCONJ
cana-4168	309	18	present	present	ADJ
cana-4168	309	19	behavior	behavior	NOUN
cana-4168	309	20	during	during	ADP
cana-4168	309	21	the	the	DET
cana-4168	309	22	testing	testing	NOUN
cana-4168	309	23	phase	phase	NOUN
cana-4168	309	24	,	,	PUNCT
cana-4168	309	25	classifying	classify	VERB
cana-4168	309	26	it	it	PRON
cana-4168	309	27	as	as	ADP
cana-4168	309	28	an	an	DET
cana-4168	309	29	attacker	attacker	NOUN
cana-4168	309	30	node	node	NOUN
cana-4168	309	31	if	if	SCONJ
cana-4168	309	32	it	it	PRON
cana-4168	309	33	has	have	AUX
cana-4168	309	34	engaged	engage	VERB
cana-4168	309	35	in	in	ADP
cana-4168	309	36	any	any	DET
cana-4168	309	37	attacker	attacker	NOUN
cana-4168	309	38	activity	activity	NOUN
cana-4168	309	39	,	,	PUNCT
cana-4168	309	40	such	such	ADJ
cana-4168	309	41	as	as	ADP
cana-4168	309	42	the	the	DET
cana-4168	309	43	aforementioned	aforementioned	ADJ
cana-4168	309	44	dos	do	NOUN
cana-4168	309	45	,	,	PUNCT
cana-4168	309	46	u2r	u2r	NOUN
cana-4168	309	47	,	,	PUNCT
cana-4168	309	48	r2l	r2l	NOUN
cana-4168	309	49	,	,	PUNCT
cana-4168	309	50	and	and	CCONJ
cana-4168	309	51	probing	probe	VERB
cana-4168	309	52	attacker	attacker	NOUN
cana-4168	309	53	movements	movement	NOUN
cana-4168	309	54	.	.	PUNCT
cana-4168	310	1	if	if	SCONJ
cana-4168	310	2	not	not	PART
cana-4168	310	3	,	,	PUNCT
cana-4168	310	4	it	it	PRON
cana-4168	310	5	will	will	AUX
cana-4168	310	6	categorize	categorize	VERB
cana-4168	310	7	them	they	PRON
cana-4168	310	8	as	as	ADP
cana-4168	310	9	either	either	CCONJ
cana-4168	310	10	regular	regular	ADJ
cana-4168	310	11	activity	activity	NOUN
cana-4168	310	12	or	or	CCONJ
cana-4168	310	13	an	an	DET
cana-4168	310	14	assault	assault	NOUN
cana-4168	310	15	that	that	PRON
cana-4168	310	16	was	be	AUX
cana-4168	310	17	missed	miss	VERB
cana-4168	310	18	.	.	PUNCT
cana-4168	311	1	2.4.1	2.4.1	X
cana-4168	311	2	.	.	PUNCT
cana-4168	312	1	efnn	efnn	VERB
cana-4168	312	2	gaussian	gaussian	ADJ
cana-4168	312	3	membership	membership	NOUN
cana-4168	312	4	function	function	NOUN
cana-4168	312	5	is	be	AUX
cana-4168	312	6	used	use	VERB
cana-4168	312	7	by	by	ADP
cana-4168	312	8	basic	basic	ADJ
cana-4168	312	9	fnn	fnn	NOUN
cana-4168	312	10	to	to	PART
cana-4168	312	11	calculate	calculate	VERB
cana-4168	312	12	membership	membership	NOUN
cana-4168	312	13	in	in	ADP
cana-4168	312	14	the	the	DET
cana-4168	312	15	first	first	ADJ
cana-4168	312	16	layer	layer	NOUN
cana-4168	312	17	.	.	PUNCT
cana-4168	313	1	however	however	ADV
cana-4168	313	2	,	,	PUNCT
cana-4168	313	3	there	there	PRON
cana-4168	313	4	is	be	VERB
cana-4168	313	5	a	a	DET
cana-4168	313	6	compromise	compromise	NOUN
cana-4168	313	7	with	with	ADP
cana-4168	313	8	these	these	DET
cana-4168	313	9	systems	system	NOUN
cana-4168	313	10	'	'	PART
cana-4168	313	11	accuracy	accuracy	NOUN
cana-4168	313	12	.	.	PUNCT
cana-4168	314	1	this	this	DET
cana-4168	314	2	study	study	NOUN
cana-4168	314	3	computes	compute	VERB
cana-4168	314	4	the	the	DET
cana-4168	314	5	membership	membership	NOUN
cana-4168	314	6	value	value	NOUN
cana-4168	314	7	using	use	VERB
cana-4168	314	8	a	a	DET
cana-4168	314	9	uniform	uniform	ADJ
cana-4168	314	10	distribution	distribution	NOUN
cana-4168	314	11	in	in	ADP
cana-4168	314	12	order	order	NOUN
cana-4168	314	13	to	to	PART
cana-4168	314	14	get	get	VERB
cana-4168	314	15	around	around	ADP
cana-4168	314	16	such	such	ADJ
cana-4168	314	17	problems	problem	NOUN
cana-4168	314	18	.	.	PUNCT
cana-4168	315	1	figure.3	figure.3	PROPN
cana-4168	315	2	.	.	PROPN
cana-4168	315	3	structure	structure	NOUN
cana-4168	315	4	of	of	ADP
cana-4168	315	5	the	the	DET
cana-4168	315	6	four	four	NUM
cana-4168	315	7	-	-	PUNCT
cana-4168	315	8	layered	layer	VERB
cana-4168	315	9	fuzzy	fuzzy	ADJ
cana-4168	315	10	neural	neural	ADJ
cana-4168	315	11	network	network	NOUN
cana-4168	315	12	fuzzy	fuzzy	ADJ
cana-4168	315	13	neural	neural	ADJ
cana-4168	315	14	network	network	NOUN
cana-4168	315	15	has	have	VERB
cana-4168	315	16	four	four	NUM
cana-4168	315	17	layers	layer	NOUN
cana-4168	315	18	,	,	PUNCT
cana-4168	315	19	layer	layer	NOUN
cana-4168	315	20	1input	1input	NUM
cana-4168	315	21	layers	layer	NOUN
cana-4168	315	22	:	:	PUNCT
cana-4168	315	23	no	no	DET
cana-4168	315	24	computations	computation	NOUN
cana-4168	315	25	are	be	AUX
cana-4168	315	26	done	do	VERB
cana-4168	315	27	in	in	ADP
cana-4168	315	28	these	these	DET
cana-4168	315	29	layers	layer	NOUN
cana-4168	315	30	.	.	PUNCT
cana-4168	316	1	nodes	node	NOUN
cana-4168	316	2	in	in	ADP
cana-4168	316	3	this	this	DET
cana-4168	316	4	layer	layer	NOUN
cana-4168	316	5	correspond	correspond	VERB
cana-4168	316	6	to	to	ADP
cana-4168	316	7	input	input	NOUN
cana-4168	316	8	variables	variable	NOUN
cana-4168	316	9	and	and	CCONJ
cana-4168	316	10	only	only	ADV
cana-4168	316	11	transmit	transmit	VERB
cana-4168	316	12	input	input	NOUN
cana-4168	316	13	values	value	NOUN
cana-4168	316	14	to	to	ADP
cana-4168	316	15	next	next	ADJ
cana-4168	316	16	layers	layer	NOUN
cana-4168	316	17	directly	directly	ADV
cana-4168	316	18	[	[	X
cana-4168	316	19	23	23	NUM
cana-4168	316	20	]	]	PUNCT
cana-4168	316	21	.	.	PUNCT
cana-4168	317	1	i.e.	i.e.	X
cana-4168	317	2	𝑜(1	𝑜(1	NOUN
cana-4168	317	3	)	)	PUNCT
cana-4168	317	4	=	=	SYM
cana-4168	317	5	𝑎𝑖	𝑎𝑖	X
cana-4168	317	6	(	(	PUNCT
cana-4168	317	7	1	1	NUM
cana-4168	317	8	)	)	PUNCT
cana-4168	317	9	=	=	SYM
cana-4168	317	10	𝑥𝑖	𝑥𝑖	PROPN
cana-4168	317	11	(	(	PUNCT
cana-4168	317	12	16	16	NUM
cana-4168	317	13	)	)	PUNCT
cana-4168	317	14	where	where	SCONJ
cana-4168	317	15	𝑥𝑖	𝑥𝑖	PRON
cana-4168	317	16	,	,	PUNCT
cana-4168	317	17	𝑖	𝑖	NOUN
cana-4168	317	18	=	=	SYM
cana-4168	317	19	1,2	1,2	NUM
cana-4168	317	20	,	,	PUNCT
cana-4168	317	21	…	…	PUNCT
cana-4168	317	22	.	.	PUNCT
cana-4168	318	1	,	,	PUNCT
cana-4168	318	2	𝑀	𝑀	PROPN
cana-4168	318	3	,	,	PUNCT
cana-4168	318	4	are	be	AUX
cana-4168	318	5	the	the	DET
cana-4168	318	6	input	input	NOUN
cana-4168	318	7	variables	variable	NOUN
cana-4168	318	8	of	of	ADP
cana-4168	318	9	the	the	DET
cana-4168	318	10	fnn	fnn	NOUN
cana-4168	318	11	.	.	PUNCT
cana-4168	319	1	layer	layer	NOUN
cana-4168	319	2	2	2	NUM
cana-4168	319	3	—	—	PUNCT
cana-4168	319	4	membership	membership	NOUN
cana-4168	319	5	function	function	NOUN
cana-4168	319	6	layer	layer	NOUN
cana-4168	319	7	:	:	PUNCT
cana-4168	319	8	fuzzification	fuzzification	NOUN
cana-4168	319	9	is	be	AUX
cana-4168	319	10	the	the	DET
cana-4168	319	11	process	process	NOUN
cana-4168	319	12	of	of	ADP
cana-4168	319	13	converting	convert	VERB
cana-4168	319	14	crisp	crisp	ADJ
cana-4168	319	15	input	input	NOUN
cana-4168	319	16	values	value	NOUN
cana-4168	319	17	into	into	ADP
cana-4168	319	18	fuzzy	fuzzy	ADJ
cana-4168	319	19	values	value	NOUN
cana-4168	319	20	.	.	PUNCT
cana-4168	320	1	in	in	ADP
cana-4168	320	2	the	the	DET
cana-4168	320	3	efnn	efnn	NOUN
cana-4168	320	4	,	,	PUNCT
cana-4168	320	5	the	the	DET
cana-4168	320	6	fuzzification	fuzzification	NOUN
cana-4168	320	7	is	be	AUX
cana-4168	320	8	done	do	VERB
cana-4168	320	9	in	in	ADP
cana-4168	320	10	layer	layer	NOUN
cana-4168	320	11	2	2	NUM
cana-4168	320	12	where	where	SCONJ
cana-4168	320	13	the	the	DET
cana-4168	320	14	input	input	NOUN
cana-4168	320	15	values	value	NOUN
cana-4168	320	16	from	from	ADP
cana-4168	320	17	layer	layer	NOUN
cana-4168	320	18	1	1	NUM
cana-4168	320	19	are	be	AUX
cana-4168	320	20	passed	pass	VERB
cana-4168	320	21	to	to	ADP
cana-4168	320	22	membership	membership	NOUN
cana-4168	320	23	functions	function	NOUN
cana-4168	320	24	.	.	PUNCT
cana-4168	321	1	instead	instead	ADV
cana-4168	321	2	of	of	ADP
cana-4168	321	3	using	use	VERB
cana-4168	321	4	a	a	DET
cana-4168	321	5	gaussian	gaussian	ADJ
cana-4168	321	6	membership	membership	NOUN
cana-4168	321	7	function	function	NOUN
cana-4168	321	8	,	,	PUNCT
cana-4168	321	9	the	the	DET
cana-4168	321	10	efnn	efnn	NOUN
cana-4168	321	11	uses	use	VERB
cana-4168	321	12	a	a	DET
cana-4168	321	13	uniform	uniform	ADJ
cana-4168	321	14	distribution	distribution	NOUN
cana-4168	321	15	to	to	PART
cana-4168	321	16	calculate	calculate	VERB
cana-4168	321	17	the	the	DET
cana-4168	321	18	membership	membership	NOUN
cana-4168	321	19	values	value	NOUN
cana-4168	321	20	.	.	PUNCT
cana-4168	322	1	nodes	node	NOUN
cana-4168	322	2	in	in	ADP
cana-4168	322	3	this	this	DET
cana-4168	322	4	layer	layer	NOUN
cana-4168	322	5	are	be	AUX
cana-4168	322	6	membership	membership	NOUN
cana-4168	322	7	functions	function	NOUN
cana-4168	322	8	with	with	ADP
cana-4168	322	9	uniform	uniform	ADJ
cana-4168	322	10	distributions	distribution	NOUN
cana-4168	322	11	corresponding	correspond	VERB
cana-4168	322	12	to	to	ADP
cana-4168	322	13	labels	label	NOUN
cana-4168	322	14	of	of	ADP
cana-4168	322	15	input	input	NOUN
cana-4168	322	16	in	in	ADP
cana-4168	322	17	layers	layer	NOUN
cana-4168	322	18	1	1	NUM
cana-4168	322	19	.	.	PUNCT
cana-4168	323	1	communications	communication	NOUN
cana-4168	323	2	on	on	ADP
cana-4168	323	3	applied	apply	VERB
cana-4168	323	4	nonlinear	nonlinear	ADJ
cana-4168	323	5	analysis	analysis	NOUN
cana-4168	323	6	issn	issn	NOUN
cana-4168	323	7	:	:	PUNCT
cana-4168	323	8	1074	1074	NUM
cana-4168	323	9	-	-	PUNCT
cana-4168	323	10	133x	133x	NUM
cana-4168	323	11	vol	vol	NOUN
cana-4168	323	12	32	32	NUM
cana-4168	323	13	no	no	NOUN
cana-4168	323	14	.	.	PUNCT
cana-4168	324	1	9s	9s	NUM
cana-4168	324	2	(	(	PUNCT
cana-4168	324	3	2025	2025	NUM
cana-4168	324	4	)	)	PUNCT
cana-4168	324	5	1465	1465	NUM
cana-4168	325	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	325	2	f(x	f(x	PROPN
cana-4168	325	3	)	)	PUNCT
cana-4168	325	4	=	=	SYM
cana-4168	325	5	1	1	NUM
cana-4168	325	6	𝐵−𝐴	𝐵−𝐴	NOUN
cana-4168	325	7	(	(	PUNCT
cana-4168	325	8	17	17	NUM
cana-4168	325	9	)	)	PUNCT
cana-4168	325	10	for	for	ADP
cana-4168	325	11	a	a	DET
cana-4168	325	12	≤	≤	NUM
cana-4168	325	13	𝑥	𝑥	PRON
cana-4168	325	14	≤	≤	ADJ
cana-4168	325	15	𝐵	𝐵	NOUN
cana-4168	325	16	where	where	SCONJ
cana-4168	325	17	a	a	PRON
cana-4168	325	18	is	be	AUX
cana-4168	325	19	the	the	DET
cana-4168	325	20	location	location	NOUN
cana-4168	325	21	parameter	parameter	NOUN
cana-4168	325	22	and	and	CCONJ
cana-4168	325	23	(	(	PUNCT
cana-4168	325	24	b	b	NOUN
cana-4168	325	25	a	a	NOUN
cana-4168	325	26	)	)	PUNCT
cana-4168	325	27	is	be	AUX
cana-4168	325	28	the	the	DET
cana-4168	325	29	scale	scale	NOUN
cana-4168	325	30	parameter	parameter	NOUN
cana-4168	325	31	.	.	PUNCT
cana-4168	326	1	the	the	DET
cana-4168	326	2	case	case	NOUN
cana-4168	326	3	where	where	SCONJ
cana-4168	326	4	a	a	DET
cana-4168	326	5	=	=	SYM
cana-4168	326	6	0	0	NUM
cana-4168	326	7	and	and	CCONJ
cana-4168	326	8	b	b	X
cana-4168	326	9	=	=	SYM
cana-4168	326	10	1	1	NUM
cana-4168	326	11	is	be	AUX
cana-4168	326	12	called	call	VERB
cana-4168	326	13	the	the	DET
cana-4168	326	14	standard	standard	ADJ
cana-4168	326	15	uniform	uniform	ADJ
cana-4168	326	16	distribution	distribution	NOUN
cana-4168	326	17	.	.	PUNCT
cana-4168	327	1	layer	layer	NOUN
cana-4168	327	2	3	3	NUM
cana-4168	327	3	—	—	PUNCT
cana-4168	327	4	rule	rule	NOUN
cana-4168	327	5	layer	layer	NOUN
cana-4168	327	6	:	:	PUNCT
cana-4168	327	7	the	the	DET
cana-4168	327	8	inference	inference	NOUN
cana-4168	327	9	procedure	procedure	NOUN
cana-4168	327	10	takes	take	VERB
cana-4168	327	11	place	place	NOUN
cana-4168	327	12	at	at	ADP
cana-4168	327	13	layer	layer	NOUN
cana-4168	327	14	3	3	NUM
cana-4168	327	15	of	of	ADP
cana-4168	327	16	the	the	DET
cana-4168	327	17	efnn	efnn	NOUN
cana-4168	327	18	.	.	PUNCT
cana-4168	328	1	this	this	DET
cana-4168	328	2	layer	layer	NOUN
cana-4168	328	3	represents	represent	VERB
cana-4168	328	4	fuzzy	fuzzy	ADJ
cana-4168	328	5	rules	rule	NOUN
cana-4168	328	6	,	,	PUNCT
cana-4168	328	7	and	and	CCONJ
cana-4168	328	8	the	the	DET
cana-4168	328	9	model	model	NOUN
cana-4168	328	10	matches	match	VERB
cana-4168	328	11	their	their	PRON
cana-4168	328	12	preconditions	precondition	NOUN
cana-4168	328	13	using	use	VERB
cana-4168	328	14	an	an	DET
cana-4168	328	15	and	and	CCONJ
cana-4168	328	16	operation	operation	NOUN
cana-4168	328	17	.	.	PUNCT
cana-4168	329	1	a	a	DET
cana-4168	329	2	node	node	NOUN
cana-4168	329	3	in	in	ADP
cana-4168	329	4	this	this	DET
cana-4168	329	5	tier	tier	NOUN
cana-4168	329	6	represents	represent	VERB
cana-4168	329	7	one	one	NUM
cana-4168	329	8	fuzzy	fuzzy	ADJ
cana-4168	329	9	logic	logic	NOUN
cana-4168	329	10	rule	rule	NOUN
cana-4168	329	11	and	and	CCONJ
cana-4168	329	12	conducts	conduct	VERB
cana-4168	329	13	precondition	precondition	NOUN
cana-4168	329	14	matching	match	VERB
cana-4168	329	15	on	on	ADP
cana-4168	329	16	that	that	DET
cana-4168	329	17	rule	rule	NOUN
cana-4168	329	18	.	.	PUNCT
cana-4168	330	1	use	use	VERB
cana-4168	330	2	the	the	PRON
cana-4168	330	3	and	and	CCONJ
cana-4168	330	4	operation	operation	NOUN
cana-4168	330	5	for	for	ADP
cana-4168	330	6	each	each	DET
cana-4168	330	7	layer	layer	NOUN
cana-4168	330	8	2	2	NUM
cana-4168	330	9	node	node	NOUN
cana-4168	330	10	.	.	PUNCT
cana-4168	331	1	𝑜(3)=∏𝑀	𝑜(3)=∏𝑀	NOUN
cana-4168	332	1	𝑖=1	𝑖=1	PROPN
cana-4168	332	2	𝑎𝑖	𝑎𝑖	INTJ
cana-4168	332	3	(	(	PUNCT
cana-4168	332	4	3	3	NUM
cana-4168	332	5	)	)	PUNCT
cana-4168	332	6	=	=	SYM
cana-4168	332	7	𝑒−[𝐷𝑗(𝑥−𝑚𝑗	𝑒−[𝐷𝑗(𝑥−𝑚𝑗	NOUN
cana-4168	332	8	)	)	PUNCT
cana-4168	332	9	]	]	PUNCT
cana-4168	333	1	𝑇	𝑇	PROPN
cana-4168	334	1	[	[	X
cana-4168	334	2	𝐷𝑗(𝑥	𝐷𝑗(𝑥	NOUN
cana-4168	334	3	−	−	NOUN
cana-4168	334	4	𝑚𝑗	𝑚𝑗	NOUN
cana-4168	334	5	)	)	PUNCT
cana-4168	335	1	]	]	PUNCT
cana-4168	335	2	(	(	PUNCT
cana-4168	335	3	18	18	NUM
cana-4168	335	4	)	)	PUNCT
cana-4168	335	5	where	where	SCONJ
cana-4168	335	6	𝐷𝑗	𝐷𝑗	PROPN
cana-4168	335	7	=	=	SYM
cana-4168	335	8	diag	diag	NOUN
cana-4168	335	9	(	(	PUNCT
cana-4168	335	10	1	1	NUM
cana-4168	335	11	𝜎1𝐽	𝜎1𝐽	NOUN
cana-4168	335	12	,	,	PUNCT
cana-4168	335	13	…	…	PUNCT
cana-4168	335	14	…	…	PUNCT
cana-4168	335	15	,	,	PUNCT
cana-4168	335	16	1/𝜎𝑀𝐽	1/𝜎𝑀𝐽	NUM
cana-4168	335	17	)	)	PUNCT
cana-4168	335	18	,	,	PUNCT
cana-4168	335	19	𝑚𝑗	𝑚𝑗	NOUN
cana-4168	335	20	=	=	PUNCT
cana-4168	336	1	[	[	X
cana-4168	336	2	𝑚1𝑗	𝑚1𝑗	NOUN
cana-4168	336	3	,	,	PUNCT
cana-4168	336	4	𝑚2𝑗	𝑚2𝑗	NOUN
cana-4168	336	5	,	,	PUNCT
cana-4168	336	6	…	…	PUNCT
cana-4168	336	7	.	.	PUNCT
cana-4168	337	1	𝑚𝑀𝑗	𝑚𝑀𝑗	NOUN
cana-4168	337	2	]	]	X
cana-4168	337	3	𝑇	𝑇	PROPN
cana-4168	337	4	x=	x=	PUNCT
cana-4168	338	1	[	[	X
cana-4168	338	2	𝑥1	𝑥1	NOUN
cana-4168	338	3	,	,	PUNCT
cana-4168	338	4	𝑥2	𝑥2	NOUN
cana-4168	338	5	,	,	PUNCT
cana-4168	338	6	…	…	PUNCT
cana-4168	338	7	.	.	PUNCT
cana-4168	339	1	𝑥𝑀	𝑥𝑀	NOUN
cana-4168	339	2	]	]	X
cana-4168	339	3	𝑇	𝑇	PROPN
cana-4168	339	4	the	the	DET
cana-4168	339	5	fnn	fnn	PROPN
cana-4168	339	6	input	input	NOUN
cana-4168	339	7	vector	vector	NOUN
cana-4168	339	8	.	.	PUNCT
cana-4168	340	1	the	the	DET
cana-4168	340	2	output	output	NOUN
cana-4168	340	3	of	of	ADP
cana-4168	340	4	a	a	DET
cana-4168	340	5	layer-3	layer-3	PROPN
cana-4168	340	6	node	node	NOUN
cana-4168	340	7	represents	represent	VERB
cana-4168	340	8	the	the	DET
cana-4168	340	9	firing	firing	NOUN
cana-4168	340	10	strength	strength	NOUN
cana-4168	340	11	of	of	ADP
cana-4168	340	12	the	the	DET
cana-4168	340	13	corresponding	corresponding	ADJ
cana-4168	340	14	fuzzy	fuzzy	ADJ
cana-4168	340	15	rule	rule	NOUN
cana-4168	340	16	.	.	PUNCT
cana-4168	341	1	layer	layer	NOUN
cana-4168	341	2	4	4	NUM
cana-4168	341	3	—	—	PUNCT
cana-4168	341	4	output	output	NOUN
cana-4168	341	5	layer	layer	NOUN
cana-4168	341	6	:	:	PUNCT
cana-4168	341	7	the	the	DET
cana-4168	341	8	defuzzification	defuzzification	NOUN
cana-4168	341	9	process	process	NOUN
cana-4168	341	10	happens	happen	VERB
cana-4168	341	11	in	in	ADP
cana-4168	341	12	layer	layer	NOUN
cana-4168	341	13	4	4	NUM
cana-4168	341	14	,	,	PUNCT
cana-4168	341	15	where	where	SCONJ
cana-4168	341	16	the	the	DET
cana-4168	341	17	fuzzy	fuzzy	ADJ
cana-4168	341	18	outputs	output	NOUN
cana-4168	341	19	from	from	ADP
cana-4168	341	20	the	the	DET
cana-4168	341	21	inference	inference	NOUN
cana-4168	341	22	process	process	NOUN
cana-4168	341	23	are	be	AUX
cana-4168	341	24	converted	convert	VERB
cana-4168	341	25	back	back	ADV
cana-4168	341	26	into	into	ADP
cana-4168	341	27	a	a	DET
cana-4168	341	28	single	single	ADJ
cana-4168	341	29	crisp	crisp	ADJ
cana-4168	341	30	value	value	NOUN
cana-4168	341	31	.	.	PUNCT
cana-4168	342	1	the	the	DET
cana-4168	342	2	single	single	ADJ
cana-4168	342	3	node	node	NOUN
cana-4168	342	4	𝑜(4)in	𝑜(4)in	PROPN
cana-4168	342	5	this	this	DET
cana-4168	342	6	layer	layer	NOUN
cana-4168	342	7	is	be	AUX
cana-4168	342	8	labelled	label	VERB
cana-4168	342	9	with	with	ADP
cana-4168	342	10	σ	σ	PROPN
cana-4168	342	11	,	,	PUNCT
cana-4168	342	12	which	which	PRON
cana-4168	342	13	computes	compute	VERB
cana-4168	342	14	the	the	DET
cana-4168	342	15	overall	overall	ADJ
cana-4168	342	16	output	output	NOUN
cana-4168	342	17	as	as	ADP
cana-4168	342	18	the	the	DET
cana-4168	342	19	summation	summation	NOUN
cana-4168	342	20	of	of	ADP
cana-4168	342	21	all	all	DET
cana-4168	342	22	input	input	NOUN
cana-4168	342	23	signals	signal	NOUN
cana-4168	342	24	.	.	PUNCT
cana-4168	343	1	𝑜(4	𝑜(4	VERB
cana-4168	343	2	)	)	PUNCT
cana-4168	344	1	=	=	NOUN
cana-4168	344	2	∑𝑑𝑗	∑𝑑𝑗	X
cana-4168	344	3	×	×	NOUN
cana-4168	344	4	𝑎𝑗	𝑎𝑗	ADP
cana-4168	344	5	(	(	PUNCT
cana-4168	344	6	4	4	X
cana-4168	344	7	)	)	PUNCT
cana-4168	344	8	×	×	NOUN
cana-4168	344	9	𝑑𝑜	𝑑𝑜	NOUN
cana-4168	344	10	𝑁	𝑁	PROPN
cana-4168	344	11	𝑗=1	𝑗=1	PROPN
cana-4168	344	12	(	(	PUNCT
cana-4168	344	13	19	19	NUM
cana-4168	344	14	)	)	PUNCT
cana-4168	344	15	where	where	SCONJ
cana-4168	344	16	connecting	connect	VERB
cana-4168	344	17	weights	weight	NOUN
cana-4168	344	18	are	be	AUX
cana-4168	344	19	output	output	NOUN
cana-4168	344	20	action	action	NOUN
cana-4168	344	21	strengths	strength	NOUN
cana-4168	344	22	of	of	ADP
cana-4168	344	23	layer	layer	NOUN
cana-4168	344	24	4	4	NUM
cana-4168	344	25	outputs	output	NOUN
cana-4168	344	26	associated	associate	VERB
cana-4168	344	27	with	with	ADP
cana-4168	344	28	layer	layer	NOUN
cana-4168	344	29	3	3	NUM
cana-4168	344	30	rules	rule	NOUN
cana-4168	344	31	and	and	CCONJ
cana-4168	344	32	scalars	scalar	NOUN
cana-4168	344	33	are	be	AUX
cana-4168	344	34	bias	bias	NOUN
cana-4168	344	35	values	value	NOUN
cana-4168	344	36	.	.	PUNCT
cana-4168	345	1	based	base	VERB
cana-4168	345	2	on	on	ADP
cana-4168	345	3	the	the	DET
cana-4168	345	4	above	above	ADJ
cana-4168	345	5	procedure	procedure	NOUN
cana-4168	345	6	irrigation	irrigation	NOUN
cana-4168	345	7	requirement	requirement	NOUN
cana-4168	345	8	will	will	AUX
cana-4168	345	9	be	be	AUX
cana-4168	345	10	finding	find	VERB
cana-4168	345	11	for	for	ADP
cana-4168	345	12	all	all	DET
cana-4168	345	13	attack	attack	NOUN
cana-4168	345	14	[	[	X
cana-4168	345	15	24,25	24,25	NUM
cana-4168	345	16	]	]	PUNCT
cana-4168	345	17	.	.	PUNCT
cana-4168	346	1	one	one	NUM
cana-4168	346	2	key	key	ADJ
cana-4168	346	3	enhancement	enhancement	NOUN
cana-4168	346	4	is	be	AUX
cana-4168	346	5	replacing	replace	VERB
cana-4168	346	6	the	the	DET
cana-4168	346	7	gaussian	gaussian	ADJ
cana-4168	346	8	membership	membership	NOUN
cana-4168	346	9	function	function	VERB
cana-4168	346	10	with	with	ADP
cana-4168	346	11	a	a	DET
cana-4168	346	12	uniform	uniform	ADJ
cana-4168	346	13	distribution	distribution	NOUN
cana-4168	346	14	for	for	ADP
cana-4168	346	15	calculating	calculate	VERB
cana-4168	346	16	the	the	DET
cana-4168	346	17	membership	membership	NOUN
cana-4168	346	18	values	value	NOUN
cana-4168	346	19	in	in	ADP
cana-4168	346	20	layer	layer	NOUN
cana-4168	346	21	.	.	PUNCT
cana-4168	347	1	here	here	ADV
cana-4168	347	2	's	be	AUX
cana-4168	347	3	a	a	DET
cana-4168	347	4	breakdown	breakdown	NOUN
cana-4168	347	5	of	of	ADP
cana-4168	347	6	the	the	DET
cana-4168	347	7	role	role	NOUN
cana-4168	347	8	of	of	ADP
cana-4168	347	9	the	the	DET
cana-4168	347	10	gaussian	gaussian	ADJ
cana-4168	347	11	membership	membership	NOUN
cana-4168	347	12	function	function	NOUN
cana-4168	347	13	and	and	CCONJ
cana-4168	347	14	how	how	SCONJ
cana-4168	347	15	the	the	DET
cana-4168	347	16	efnn	efnn	NOUN
cana-4168	347	17	improves	improve	VERB
cana-4168	347	18	upon	upon	SCONJ
cana-4168	347	19	it	it	PRON
cana-4168	347	20	.	.	PUNCT
cana-4168	348	1	advantages	advantage	NOUN
cana-4168	348	2	of	of	ADP
cana-4168	348	3	efnn	efnn	NOUN
cana-4168	348	4	:	:	PUNCT
cana-4168	348	5	•	•	NOUN
cana-4168	348	6	smooth	smooth	ADJ
cana-4168	348	7	transition	transition	NOUN
cana-4168	348	8	:	:	PUNCT
cana-4168	348	9	the	the	DET
cana-4168	348	10	smooth	smooth	ADJ
cana-4168	348	11	curve	curve	NOUN
cana-4168	348	12	of	of	ADP
cana-4168	348	13	the	the	DET
cana-4168	348	14	uniform	uniform	ADJ
cana-4168	348	15	function	function	NOUN
cana-4168	348	16	offers	offer	VERB
cana-4168	348	17	a	a	DET
cana-4168	348	18	gradual	gradual	ADJ
cana-4168	348	19	transition	transition	NOUN
cana-4168	348	20	between	between	ADP
cana-4168	348	21	different	different	ADJ
cana-4168	348	22	membership	membership	NOUN
cana-4168	348	23	degrees	degree	NOUN
cana-4168	348	24	.	.	PUNCT
cana-4168	349	1	•	•	NUM
cana-4168	349	2	simplicity	simplicity	NOUN
cana-4168	349	3	:	:	PUNCT
cana-4168	349	4	uniform	uniform	ADJ
cana-4168	349	5	functions	function	NOUN
cana-4168	349	6	are	be	AUX
cana-4168	349	7	easy	easy	ADJ
cana-4168	349	8	to	to	PART
cana-4168	349	9	compute	compute	VERB
cana-4168	349	10	and	and	CCONJ
cana-4168	349	11	implement	implement	VERB
cana-4168	349	12	.	.	PUNCT
cana-4168	350	1	•	•	NUM
cana-4168	350	2	reduced	reduce	VERB
cana-4168	350	3	complexity	complexity	NOUN
cana-4168	350	4	:	:	PUNCT
cana-4168	350	5	the	the	DET
cana-4168	350	6	uniform	uniform	ADJ
cana-4168	350	7	distribution	distribution	NOUN
cana-4168	350	8	simplifies	simplifie	NOUN
cana-4168	350	9	the	the	DET
cana-4168	350	10	membership	membership	NOUN
cana-4168	350	11	function	function	NOUN
cana-4168	350	12	calculations	calculation	NOUN
cana-4168	350	13	,	,	PUNCT
cana-4168	350	14	reducing	reduce	VERB
cana-4168	350	15	the	the	DET
cana-4168	350	16	overall	overall	ADJ
cana-4168	350	17	computational	computational	ADJ
cana-4168	350	18	complexity	complexity	NOUN
cana-4168	350	19	,	,	PUNCT
cana-4168	350	20	which	which	PRON
cana-4168	350	21	is	be	AUX
cana-4168	350	22	beneficial	beneficial	ADJ
cana-4168	350	23	for	for	ADP
cana-4168	350	24	applications	application	NOUN
cana-4168	350	25	requiring	require	VERB
cana-4168	350	26	real	real	ADJ
cana-4168	350	27	-	-	PUNCT
cana-4168	350	28	time	time	NOUN
cana-4168	350	29	decision	decision	NOUN
cana-4168	350	30	-	-	PUNCT
cana-4168	350	31	making	making	NOUN
cana-4168	350	32	,	,	PUNCT
cana-4168	350	33	such	such	ADJ
cana-4168	350	34	as	as	ADP
cana-4168	350	35	intrusion	intrusion	NOUN
cana-4168	350	36	detection	detection	NOUN
cana-4168	350	37	.	.	PUNCT
cana-4168	351	1	the	the	DET
cana-4168	351	2	efnn	efnn	NOUN
cana-4168	351	3	effectively	effectively	ADV
cana-4168	351	4	improves	improve	VERB
cana-4168	351	5	the	the	DET
cana-4168	351	6	classification	classification	NOUN
cana-4168	351	7	of	of	ADP
cana-4168	351	8	network	network	NOUN
cana-4168	351	9	activities	activity	NOUN
cana-4168	351	10	and	and	CCONJ
cana-4168	351	11	attack	attack	NOUN
cana-4168	351	12	detection	detection	NOUN
cana-4168	351	13	in	in	ADP
cana-4168	351	14	wsns	wsns	PROPN
cana-4168	351	15	.	.	PUNCT
cana-4168	352	1	by	by	ADP
cana-4168	352	2	utilizing	utilize	VERB
cana-4168	352	3	uniform	uniform	ADJ
cana-4168	352	4	membership	membership	NOUN
cana-4168	352	5	functions	function	NOUN
cana-4168	352	6	and	and	CCONJ
cana-4168	352	7	optimized	optimize	VERB
cana-4168	352	8	rules	rule	NOUN
cana-4168	352	9	,	,	PUNCT
cana-4168	352	10	the	the	DET
cana-4168	352	11	efnn	efnn	NOUN
cana-4168	352	12	enhances	enhance	VERB
cana-4168	352	13	accuracy	accuracy	NOUN
cana-4168	352	14	while	while	SCONJ
cana-4168	352	15	reducing	reduce	VERB
cana-4168	352	16	the	the	DET
cana-4168	352	17	complexity	complexity	NOUN
cana-4168	352	18	of	of	ADP
cana-4168	352	19	design	design	NOUN
cana-4168	352	20	,	,	PUNCT
cana-4168	352	21	making	make	VERB
cana-4168	352	22	it	it	PRON
cana-4168	352	23	a	a	DET
cana-4168	352	24	powerful	powerful	ADJ
cana-4168	352	25	tool	tool	NOUN
cana-4168	352	26	for	for	ADP
cana-4168	352	27	intrusion	intrusion	NOUN
cana-4168	352	28	detection	detection	NOUN
cana-4168	352	29	in	in	ADP
cana-4168	352	30	complex	complex	ADJ
cana-4168	352	31	network	network	NOUN
cana-4168	352	32	environments	environment	NOUN
cana-4168	352	33	.	.	PUNCT
cana-4168	353	1	communications	communication	NOUN
cana-4168	353	2	on	on	ADP
cana-4168	353	3	applied	apply	VERB
cana-4168	353	4	nonlinear	nonlinear	ADJ
cana-4168	353	5	analysis	analysis	NOUN
cana-4168	353	6	issn	issn	NOUN
cana-4168	353	7	:	:	PUNCT
cana-4168	353	8	1074	1074	NUM
cana-4168	353	9	-	-	PUNCT
cana-4168	353	10	133x	133x	NUM
cana-4168	353	11	vol	vol	NOUN
cana-4168	353	12	32	32	NUM
cana-4168	353	13	no	no	NOUN
cana-4168	353	14	.	.	PUNCT
cana-4168	354	1	9s	9s	NUM
cana-4168	354	2	(	(	PUNCT
cana-4168	354	3	2025	2025	NUM
cana-4168	354	4	)	)	PUNCT
cana-4168	354	5	1466	1466	NUM
cana-4168	354	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	354	7	3	3	X
cana-4168	354	8	.	.	NOUN
cana-4168	354	9	results	result	NOUN
cana-4168	354	10	and	and	CCONJ
cana-4168	354	11	discussion	discussion	VERB
cana-4168	354	12	the	the	DET
cana-4168	354	13	experiments	experiment	NOUN
cana-4168	354	14	conducted	conduct	VERB
cana-4168	354	15	on	on	ADP
cana-4168	354	16	the	the	DET
cana-4168	354	17	suggested	suggest	VERB
cana-4168	354	18	model	model	NOUN
cana-4168	354	19	are	be	AUX
cana-4168	354	20	analyzed	analyze	VERB
cana-4168	354	21	in	in	ADP
cana-4168	354	22	this	this	DET
cana-4168	354	23	section	section	NOUN
cana-4168	354	24	.	.	PUNCT
cana-4168	355	1	the	the	DET
cana-4168	355	2	use	use	NOUN
cana-4168	355	3	of	of	ADP
cana-4168	355	4	matlab	matlab	PROPN
cana-4168	355	5	facilitates	facilitate	VERB
cana-4168	355	6	the	the	DET
cana-4168	355	7	implementation	implementation	NOUN
cana-4168	355	8	of	of	ADP
cana-4168	355	9	this	this	DET
cana-4168	355	10	concept	concept	NOUN
cana-4168	355	11	.	.	PUNCT
cana-4168	356	1	to	to	PART
cana-4168	356	2	assess	assess	VERB
cana-4168	356	3	the	the	DET
cana-4168	356	4	suggested	suggest	VERB
cana-4168	356	5	method	method	NOUN
cana-4168	356	6	,	,	PUNCT
cana-4168	356	7	a	a	DET
cana-4168	356	8	comparison	comparison	NOUN
cana-4168	356	9	is	be	AUX
cana-4168	356	10	made	make	VERB
cana-4168	356	11	between	between	ADP
cana-4168	356	12	the	the	DET
cana-4168	356	13	already	already	ADV
cana-4168	356	14	available	available	ADJ
cana-4168	356	15	kmc	kmc	PROPN
cana-4168	356	16	and	and	CCONJ
cana-4168	356	17	svm	svm	ADJ
cana-4168	356	18	algorithms	algorithm	NOUN
cana-4168	356	19	and	and	CCONJ
cana-4168	356	20	the	the	DET
cana-4168	356	21	suggested	suggest	VERB
cana-4168	356	22	efnn	efnn	NOUN
cana-4168	356	23	in	in	ADP
cana-4168	356	24	terms	term	NOUN
cana-4168	356	25	of	of	ADP
cana-4168	356	26	accuracy	accuracy	NOUN
cana-4168	356	27	,	,	PUNCT
cana-4168	356	28	specificity	specificity	NOUN
cana-4168	356	29	,	,	PUNCT
cana-4168	356	30	time	time	NOUN
cana-4168	356	31	complexity	complexity	NOUN
cana-4168	356	32	,	,	PUNCT
cana-4168	356	33	energy	energy	NOUN
cana-4168	356	34	consumption	consumption	NOUN
cana-4168	356	35	,	,	PUNCT
cana-4168	356	36	and	and	CCONJ
cana-4168	356	37	error	error	NOUN
cana-4168	356	38	rate	rate	NOUN
cana-4168	356	39	using	use	VERB
cana-4168	356	40	the	the	DET
cana-4168	356	41	network	network	NOUN
cana-4168	356	42	security	security	NOUN
cana-4168	356	43	laboratory	laboratory	NOUN
cana-4168	356	44	dataset	dataset	NOUN
cana-4168	356	45	(	(	PUNCT
cana-4168	356	46	nsl	nsl	NOUN
cana-4168	356	47	-	-	PUNCT
cana-4168	356	48	kdd'99	kdd'99	NOUN
cana-4168	356	49	)	)	PUNCT
cana-4168	356	50	.	.	PUNCT
cana-4168	357	1	here	here	ADV
cana-4168	357	2	,	,	PUNCT
cana-4168	357	3	dividing	divide	VERB
cana-4168	357	4	the	the	DET
cana-4168	357	5	dataset	dataset	NOUN
cana-4168	357	6	into	into	ADP
cana-4168	357	7	70	70	NUM
cana-4168	357	8	%	%	NOUN
cana-4168	357	9	training	training	NOUN
cana-4168	357	10	and	and	CCONJ
cana-4168	357	11	30	30	NUM
cana-4168	357	12	%	%	NOUN
cana-4168	357	13	testing	testing	NOUN
cana-4168	357	14	is	be	AUX
cana-4168	357	15	a	a	DET
cana-4168	357	16	standard	standard	ADJ
cana-4168	357	17	method	method	NOUN
cana-4168	357	18	for	for	ADP
cana-4168	357	19	assessing	assess	VERB
cana-4168	357	20	the	the	DET
cana-4168	357	21	effectiveness	effectiveness	NOUN
cana-4168	357	22	of	of	ADP
cana-4168	357	23	the	the	DET
cana-4168	357	24	model	model	NOUN
cana-4168	357	25	.	.	PUNCT
cana-4168	358	1	one	one	PRON
cana-4168	358	2	may	may	AUX
cana-4168	358	3	obtain	obtain	VERB
cana-4168	358	4	the	the	DET
cana-4168	358	5	open	open	ADJ
cana-4168	358	6	-	-	PUNCT
cana-4168	358	7	source	source	NOUN
cana-4168	358	8	dataset	dataset	NOUN
cana-4168	358	9	from	from	ADP
cana-4168	358	10	the	the	DET
cana-4168	358	11	internet	internet	NOUN
cana-4168	358	12	.	.	PUNCT
cana-4168	359	1	features	feature	NOUN
cana-4168	359	2	from	from	ADP
cana-4168	359	3	[	[	X
cana-4168	359	4	16	16	NUM
cana-4168	359	5	]	]	PUNCT
cana-4168	359	6	in	in	ADP
cana-4168	359	7	the	the	DET
cana-4168	359	8	following	follow	VERB
cana-4168	359	9	table	table	NOUN
cana-4168	359	10	were	be	AUX
cana-4168	359	11	implemented	implement	VERB
cana-4168	359	12	in	in	ADP
cana-4168	359	13	this	this	DET
cana-4168	359	14	work:1	work:1	NOUN
cana-4168	359	15	.	.	PUNCT
cana-4168	360	1	table.1	table.1	NOUN
cana-4168	360	2	.	.	PUNCT
cana-4168	361	1	features	feature	NOUN
cana-4168	361	2	of	of	ADP
cana-4168	361	3	nsl	nsl	PROPN
cana-4168	361	4	-	-	PUNCT
cana-4168	361	5	kdd	kdd	PROPN
cana-4168	361	6	dataset	dataset	NOUN
cana-4168	361	7	.	.	PUNCT
cana-4168	362	1	features	feature	NOUN
cana-4168	362	2	types	type	NOUN
cana-4168	363	1	no	no	DET
cana-4168	363	2	features	feature	NOUN
cana-4168	363	3	types	type	NOUN
cana-4168	363	4	1	1	NUM
cana-4168	363	5	duration	duration	NOUN
cana-4168	363	6	continuo	continuo	NOUN
cana-4168	363	7	us	we	PRON
cana-4168	363	8	22	22	NUM
cana-4168	363	9	is_guest_login	is_guest_login	NOUN
cana-4168	363	10	symbolic	symbolic	ADJ
cana-4168	363	11	2	2	NUM
cana-4168	363	12	protocol_type	protocol_type	PROPN
cana-4168	363	13	symbolic	symbolic	ADJ
cana-4168	363	14	23	23	NUM
cana-4168	363	15	count	count	NOUN
cana-4168	363	16	continuous	continuous	ADJ
cana-4168	363	17	3	3	NUM
cana-4168	363	18	service	service	NOUN
cana-4168	363	19	symbolic	symbolic	ADJ
cana-4168	363	20	24	24	NUM
cana-4168	363	21	srv_count	srv_count	NOUN
cana-4168	363	22	continuous	continuous	ADJ
cana-4168	363	23	4	4	NUM
cana-4168	363	24	flag	flag	NOUN
cana-4168	363	25	symbolic	symbolic	ADJ
cana-4168	363	26	25	25	NUM
cana-4168	363	27	serror_rate	serror_rate	NOUN
cana-4168	363	28	continuous	continuous	ADJ
cana-4168	363	29	5	5	NUM
cana-4168	363	30	src_bytes	src_byte	NOUN
cana-4168	363	31	continuo	continuo	VERB
cana-4168	363	32	us	we	PRON
cana-4168	363	33	26	26	NUM
cana-4168	363	34	srv_serror_rate	srv_serror_rate	VERB
cana-4168	363	35	continuous	continuous	ADJ
cana-4168	363	36	6	6	NUM
cana-4168	363	37	dst_bytes	dst_byte	NOUN
cana-4168	363	38	continuo	continuo	VERB
cana-4168	363	39	us	we	PRON
cana-4168	363	40	27	27	NUM
cana-4168	363	41	rerror_rate	rerror_rate	ADJ
cana-4168	363	42	continuous	continuous	ADJ
cana-4168	363	43	7	7	NUM
cana-4168	363	44	land	land	NOUN
cana-4168	363	45	symbolic	symbolic	ADJ
cana-4168	363	46	28	28	NUM
cana-4168	363	47	srv_rerror_rate	srv_rerror_rate	ADJ
cana-4168	363	48	continuous	continuous	ADJ
cana-4168	363	49	8	8	NUM
cana-4168	363	50	'	'	NUM
cana-4168	363	51	wrong_fragment	wrong_fragment	NOUN
cana-4168	363	52	'	'	PUNCT
cana-4168	363	53	continuo	continuo	NOUN
cana-4168	363	54	us	we	PRON
cana-4168	363	55	29	29	NUM
cana-4168	363	56	same_srv_rate	same_srv_rate	ADJ
cana-4168	363	57	continuous	continuous	ADJ
cana-4168	363	58	9	9	NUM
cana-4168	363	59	urgent	urgent	PROPN
cana-4168	363	60	continuo	continuo	PROPN
cana-4168	363	61	us	we	PRON
cana-4168	363	62	30	30	NUM
cana-4168	363	63	diff_srv_rate	diff_srv_rate	NOUN
cana-4168	363	64	continuous	continuous	ADJ
cana-4168	363	65	10	10	NUM
cana-4168	363	66	hot	hot	ADJ
cana-4168	363	67	continuo	continuo	NOUN
cana-4168	363	68	us	we	PRON
cana-4168	363	69	31	31	NUM
cana-4168	363	70	srv_diff_host_rate	srv_diff_host_rate	VERB
cana-4168	363	71	continuous	continuous	ADJ
cana-4168	363	72	11	11	NUM
cana-4168	363	73	num_failed_login	num_failed_login	NOUN
cana-4168	363	74	s	s	AUX
cana-4168	363	75	continuo	continuo	NOUN
cana-4168	363	76	us	we	PRON
cana-4168	363	77	32	32	NUM
cana-4168	363	78	dst_host_count	dst_host_count	NOUN
cana-4168	363	79	continuous	continuous	ADJ
cana-4168	363	80	12	12	NUM
cana-4168	363	81	logged_in	logged_in	NOUN
cana-4168	363	82	symbolic	symbolic	ADJ
cana-4168	363	83	33	33	NUM
cana-4168	363	84	dst_host_srv_count	dst_host_srv_count	NOUN
cana-4168	363	85	continuous	continuous	ADJ
cana-4168	363	86	13	13	NUM
cana-4168	363	87	num_compromise	num_compromise	NOUN
cana-4168	363	88	d	d	PROPN
cana-4168	363	89	continuo	continuo	PROPN
cana-4168	363	90	us	we	PRON
cana-4168	363	91	34	34	NUM
cana-4168	363	92	dst_host_same_srv_rate	dst_host_same_srv_rate	VERB
cana-4168	363	93	continuous	continuous	ADJ
cana-4168	363	94	14	14	NUM
cana-4168	363	95	root_shell	root_shell	NOUN
cana-4168	363	96	continuo	continuo	NOUN
cana-4168	363	97	us	we	PRON
cana-4168	363	98	35	35	NUM
cana-4168	363	99	dst_host_diff_srv_rate	dst_host_diff_srv_rate	ADJ
cana-4168	363	100	continuous	continuous	ADJ
cana-4168	363	101	15	15	NUM
cana-4168	363	102	su_attempted	su_attempte	VERB
cana-4168	363	103	continuo	continuo	PROPN
cana-4168	363	104	us	we	PRON
cana-4168	363	105	36	36	NUM
cana-4168	363	106	dst_host_same_src_port_ra	dst_host_same_src_port_ra	NOUN
cana-4168	363	107	te	te	ADP
cana-4168	363	108	continuous	continuous	ADJ
cana-4168	363	109	16	16	NUM
cana-4168	363	110	num_root	num_root	NOUN
cana-4168	363	111	continuo	continuo	NOUN
cana-4168	363	112	us	we	PRON
cana-4168	363	113	37	37	NUM
cana-4168	363	114	dst_host_srv_diff_host_rat	dst_host_srv_diff_host_rat	PRON
cana-4168	363	115	e	e	NOUN
cana-4168	363	116	continuous	continuous	ADJ
cana-4168	363	117	17	17	NUM
cana-4168	363	118	num_file_creatio	num_file_creatio	NOUN
cana-4168	363	119	continuo	continuo	PROPN
cana-4168	363	120	38	38	NUM
cana-4168	363	121	dst_host_serror_rate	dst_host_serror_rate	ADJ
cana-4168	363	122	continuous	continuous	ADJ
cana-4168	363	123	communications	communication	NOUN
cana-4168	363	124	on	on	ADP
cana-4168	363	125	applied	apply	VERB
cana-4168	363	126	nonlinear	nonlinear	ADJ
cana-4168	363	127	analysis	analysis	NOUN
cana-4168	363	128	issn	issn	NOUN
cana-4168	363	129	:	:	PUNCT
cana-4168	363	130	1074	1074	NUM
cana-4168	363	131	-	-	PUNCT
cana-4168	363	132	133x	133x	NUM
cana-4168	363	133	vol	vol	NOUN
cana-4168	363	134	32	32	NUM
cana-4168	363	135	no	no	NOUN
cana-4168	363	136	.	.	PUNCT
cana-4168	364	1	9s	9s	NUM
cana-4168	364	2	(	(	PUNCT
cana-4168	364	3	2025	2025	NUM
cana-4168	364	4	)	)	PUNCT
cana-4168	364	5	1467	1467	NUM
cana-4168	364	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	364	7	ns	ns	VERB
cana-4168	364	8	us	we	PRON
cana-4168	364	9	18	18	NUM
cana-4168	364	10	num_shells	num_shell	NOUN
cana-4168	364	11	continuo	continuo	VERB
cana-4168	364	12	us	we	PRON
cana-4168	364	13	39	39	NUM
cana-4168	364	14	dst_host_srv_serror_rate	dst_host_srv_serror_rate	NOUN
cana-4168	364	15	continuous	continuous	ADJ
cana-4168	364	16	19	19	NUM
cana-4168	364	17	num_access_files	num_access_file	NOUN
cana-4168	364	18	continuo	continuo	VERB
cana-4168	364	19	us	we	PRON
cana-4168	365	1	40	40	NUM
cana-4168	365	2	dst_host_rerror_rate	dst_host_rerror_rate	VERB
cana-4168	365	3	continuous	continuous	ADJ
cana-4168	365	4	20	20	NUM
cana-4168	365	5	num_outbound_c	num_outbound_c	ADJ
cana-4168	365	6	mds	mds	NOUN
cana-4168	365	7	continuo	continuo	VERB
cana-4168	365	8	us	we	PRON
cana-4168	365	9	41	41	NUM
cana-4168	365	10	dst_host_srv_rerror_rate	dst_host_srv_rerror_rate	NOUN
cana-4168	365	11	continuous	continuous	ADJ
cana-4168	365	12	21	21	NUM
cana-4168	365	13	is_host_login	is_host_login	PUNCT
cana-4168	365	14	symbolic	symbolic	ADJ
cana-4168	365	15	the	the	DET
cana-4168	365	16	confusion	confusion	NOUN
cana-4168	365	17	matrix	matrix	NOUN
cana-4168	365	18	presented	present	VERB
cana-4168	365	19	below	below	ADP
cana-4168	365	20	summarizes	summarize	NOUN
cana-4168	365	21	the	the	DET
cana-4168	365	22	performance	performance	NOUN
cana-4168	365	23	of	of	ADP
cana-4168	365	24	a	a	DET
cana-4168	365	25	classification	classification	NOUN
cana-4168	365	26	model	model	NOUN
cana-4168	365	27	on	on	ADP
cana-4168	365	28	a	a	DET
cana-4168	365	29	four	four	NUM
cana-4168	365	30	-	-	PUNCT
cana-4168	365	31	category	category	NOUN
cana-4168	365	32	experiment	experiment	NOUN
cana-4168	365	33	using	use	VERB
cana-4168	365	34	the	the	DET
cana-4168	365	35	intrusion	intrusion	NOUN
cana-4168	365	36	detection	detection	NOUN
cana-4168	365	37	dataset	dataset	VERB
cana-4168	365	38	.	.	PUNCT
cana-4168	366	1	it	it	PRON
cana-4168	366	2	allows	allow	VERB
cana-4168	366	3	us	we	PRON
cana-4168	366	4	to	to	PART
cana-4168	366	5	analyse	analyse	VERB
cana-4168	366	6	how	how	SCONJ
cana-4168	366	7	well	well	ADV
cana-4168	366	8	the	the	DET
cana-4168	366	9	model	model	NOUN
cana-4168	366	10	distinguishes	distinguish	VERB
cana-4168	366	11	between	between	ADP
cana-4168	366	12	different	different	ADJ
cana-4168	366	13	types	type	NOUN
cana-4168	366	14	of	of	ADP
cana-4168	366	15	network	network	NOUN
cana-4168	366	16	attacks	attack	NOUN
cana-4168	366	17	:	:	PUNCT
cana-4168	366	18	denial	denial	NOUN
cana-4168	366	19	-	-	PUNCT
cana-4168	366	20	of	of	ADP
cana-4168	366	21	-	-	PUNCT
cana-4168	366	22	service	service	NOUN
cana-4168	366	23	(	(	PUNCT
cana-4168	366	24	dos	do	NOUN
cana-4168	366	25	)	)	PUNCT
cana-4168	366	26	,	,	PUNCT
cana-4168	366	27	probing	probe	VERB
cana-4168	366	28	,	,	PUNCT
cana-4168	366	29	remote	remote	ADJ
cana-4168	366	30	-	-	PUNCT
cana-4168	366	31	to	to	ADP
cana-4168	366	32	-	-	PUNCT
cana-4168	366	33	user	user	NOUN
cana-4168	366	34	(	(	PUNCT
cana-4168	366	35	r2l	r2l	NOUN
cana-4168	366	36	)	)	PUNCT
cana-4168	366	37	,	,	PUNCT
cana-4168	366	38	and	and	CCONJ
cana-4168	366	39	user	user	NOUN
cana-4168	366	40	-	-	PUNCT
cana-4168	366	41	to	to	ADP
cana-4168	366	42	-	-	PUNCT
cana-4168	366	43	root	root	NOUN
cana-4168	366	44	(	(	PUNCT
cana-4168	366	45	u2r	u2r	PROPN
cana-4168	366	46	)	)	PUNCT
cana-4168	366	47	.	.	PUNCT
cana-4168	367	1	table	table	NOUN
cana-4168	367	2	2	2	NUM
cana-4168	367	3	describes	describe	VERB
cana-4168	367	4	the	the	DET
cana-4168	367	5	confusion	confusion	NOUN
cana-4168	367	6	matrix	matrix	NOUN
cana-4168	367	7	of	of	ADP
cana-4168	367	8	the	the	DET
cana-4168	367	9	proposed	propose	VERB
cana-4168	367	10	work	work	NOUN
cana-4168	367	11	.	.	PUNCT
cana-4168	368	1	the	the	DET
cana-4168	368	2	diagonal	diagonal	ADJ
cana-4168	368	3	entries	entry	NOUN
cana-4168	368	4	of	of	ADP
cana-4168	368	5	the	the	DET
cana-4168	368	6	matrix	matrix	NOUN
cana-4168	368	7	represent	represent	VERB
cana-4168	368	8	the	the	DET
cana-4168	368	9	true	true	ADJ
cana-4168	368	10	positives	positive	NOUN
cana-4168	368	11	for	for	ADP
cana-4168	368	12	each	each	DET
cana-4168	368	13	class	class	NOUN
cana-4168	368	14	,	,	PUNCT
cana-4168	368	15	showcasing	showcase	VERB
cana-4168	368	16	the	the	DET
cana-4168	368	17	model	model	NOUN
cana-4168	368	18	's	's	PART
cana-4168	368	19	ability	ability	NOUN
cana-4168	368	20	to	to	PART
cana-4168	368	21	accurately	accurately	ADV
cana-4168	368	22	identify	identify	VERB
cana-4168	368	23	attacks	attack	NOUN
cana-4168	368	24	.	.	PUNCT
cana-4168	369	1	for	for	ADP
cana-4168	369	2	instance	instance	NOUN
cana-4168	369	3	,	,	PUNCT
cana-4168	369	4	the	the	DET
cana-4168	369	5	model	model	NOUN
cana-4168	369	6	correctly	correctly	ADV
cana-4168	369	7	classified	classify	VERB
cana-4168	369	8	a	a	DET
cana-4168	369	9	substantial	substantial	ADJ
cana-4168	369	10	17,225	17,225	NUM
cana-4168	369	11	instances	instance	NOUN
cana-4168	369	12	as	as	ADP
cana-4168	369	13	dos	do	NOUN
cana-4168	369	14	attacks	attack	NOUN
cana-4168	369	15	,	,	PUNCT
cana-4168	369	16	demonstrating	demonstrate	VERB
cana-4168	369	17	its	its	PRON
cana-4168	369	18	effectiveness	effectiveness	NOUN
cana-4168	369	19	in	in	ADP
cana-4168	369	20	recognizing	recognize	VERB
cana-4168	369	21	this	this	DET
cana-4168	369	22	prevalent	prevalent	ADJ
cana-4168	369	23	attack	attack	NOUN
cana-4168	369	24	type	type	NOUN
cana-4168	369	25	.	.	PUNCT
cana-4168	370	1	similarly	similarly	ADV
cana-4168	370	2	,	,	PUNCT
cana-4168	370	3	it	it	PRON
cana-4168	370	4	identified	identify	VERB
cana-4168	370	5	3,897	3,897	NUM
cana-4168	370	6	instances	instance	NOUN
cana-4168	370	7	of	of	ADP
cana-4168	370	8	probing	probe	VERB
cana-4168	370	9	correctly	correctly	ADV
cana-4168	370	10	,	,	PUNCT
cana-4168	370	11	along	along	ADP
cana-4168	370	12	with	with	ADP
cana-4168	370	13	399	399	NUM
cana-4168	370	14	instances	instance	NOUN
cana-4168	370	15	of	of	ADP
cana-4168	370	16	r2l	r2l	NOUN
cana-4168	370	17	attacks	attack	NOUN
cana-4168	370	18	and	and	CCONJ
cana-4168	370	19	an	an	DET
cana-4168	370	20	impressive	impressive	ADJ
cana-4168	370	21	18,898	18,898	NUM
cana-4168	370	22	instances	instance	NOUN
cana-4168	370	23	of	of	ADP
cana-4168	370	24	u2r	u2r	ADJ
cana-4168	370	25	attacks	attack	NOUN
cana-4168	370	26	.	.	PUNCT
cana-4168	371	1	table.2	table.2	PROPN
cana-4168	371	2	.	.	PUNCT
cana-4168	371	3	confusion	confusion	NOUN
cana-4168	371	4	matrix	matrix	NOUN
cana-4168	371	5	for	for	ADP
cana-4168	371	6	the	the	DET
cana-4168	371	7	four	four	NUM
cana-4168	371	8	-	-	PUNCT
cana-4168	371	9	category	category	NOUN
cana-4168	371	10	experiments	experiment	NOUN
cana-4168	371	11	on	on	ADP
cana-4168	371	12	dataset	dataset	ADJ
cana-4168	371	13	actual	actual	ADJ
cana-4168	371	14	class	class	NOUN
cana-4168	371	15	dos	do	NOUN
cana-4168	371	16	probing	probe	VERB
cana-4168	371	17	r2l	r2l	NOUN
cana-4168	371	18	u2r	u2r	X
cana-4168	371	19	predicted	predict	VERB
cana-4168	371	20	class	class	NOUN
cana-4168	371	21	dos	do	NOUN
cana-4168	371	22	17225	17225	NUM
cana-4168	371	23	89	89	NUM
cana-4168	371	24	2	2	NUM
cana-4168	371	25	119	119	NUM
cana-4168	371	26	probing	probe	VERB
cana-4168	371	27	220	220	NUM
cana-4168	371	28	3897	3897	NUM
cana-4168	371	29	9	9	NUM
cana-4168	371	30	255	255	NUM
cana-4168	371	31	r2l	r2l	NOUN
cana-4168	371	32	232	232	NUM
cana-4168	371	33	40	40	NUM
cana-4168	371	34	399	399	NUM
cana-4168	371	35	359	359	NUM
cana-4168	372	1	u2r	u2r	X
cana-4168	372	2	102	102	NUM
cana-4168	372	3	27	27	NUM
cana-4168	372	4	2	2	NUM
cana-4168	372	5	18898	18898	NUM
cana-4168	372	6	table.3	table.3	PROPN
cana-4168	372	7	.	.	PUNCT
cana-4168	372	8	performance	performance	NOUN
cana-4168	372	9	comparison	comparison	NOUN
cana-4168	372	10	results	result	VERB
cana-4168	372	11	metrics	metric	NOUN
cana-4168	372	12	methods	method	NOUN
cana-4168	372	13	nb	nb	INTJ
cana-4168	372	14	rf	rf	NOUN
cana-4168	372	15	mlp	mlp	PROPN
cana-4168	372	16	svm	svm	PROPN
cana-4168	372	17	gwosvm	gwosvm	PROPN
cana-4168	372	18	efnn	efnn	PROPN
cana-4168	372	19	accuracy	accuracy	NOUN
cana-4168	372	20	(	(	PUNCT
cana-4168	372	21	%	%	NOUN
cana-4168	372	22	)	)	PUNCT
cana-4168	372	23	78.9272	78.9272	NUM
cana-4168	372	24	80.2451	80.2451	NUM
cana-4168	372	25	85.4561	85.4561	NUM
cana-4168	372	26	87.8216	87.8216	NUM
cana-4168	372	27	98.0565	98.0565	NUM
cana-4168	372	28	98.3108	98.3108	NUM
cana-4168	372	29	error	error	NOUN
cana-4168	372	30	rate	rate	NOUN
cana-4168	372	31	(	(	PUNCT
cana-4168	372	32	%	%	INTJ
cana-4168	372	33	)	)	PUNCT
cana-4168	372	34	21.0728	21.0728	NUM
cana-4168	372	35	19.7549	19.7549	NUM
cana-4168	372	36	14.5439	14.5439	NUM
cana-4168	372	37	12.1784	12.1784	NUM
cana-4168	372	38	1.9435	1.9435	NUM
cana-4168	372	39	1.6892	1.6892	NUM
cana-4168	372	40	specificity	specificity	NOUN
cana-4168	372	41	(	(	PUNCT
cana-4168	372	42	%	%	INTJ
cana-4168	372	43	)	)	PUNCT
cana-4168	372	44	87.6578	87.6578	NUM
cana-4168	372	45	89.8912	89.8912	NUM
cana-4168	372	46	91.0152	91.0152	NUM
cana-4168	372	47	93.8615	93.8615	NUM
cana-4168	372	48	94.5671	94.5671	NUM
cana-4168	372	49	98.8255	98.8255	NUM
cana-4168	372	50	time	time	NOUN
cana-4168	372	51	complexity(sec	complexity(sec	NOUN
cana-4168	372	52	)	)	PUNCT
cana-4168	372	53	35.6712	35.6712	NUM
cana-4168	372	54	30.0788	30.0788	NUM
cana-4168	372	55	28.2731	28.2731	NUM
cana-4168	372	56	25.5231	25.5231	NUM
cana-4168	372	57	20.1248	20.1248	NUM
cana-4168	372	58	3.8459	3.8459	NUM
cana-4168	372	59	communications	communication	NOUN
cana-4168	372	60	on	on	ADP
cana-4168	372	61	applied	apply	VERB
cana-4168	372	62	nonlinear	nonlinear	ADJ
cana-4168	372	63	analysis	analysis	NOUN
cana-4168	372	64	issn	issn	NOUN
cana-4168	372	65	:	:	PUNCT
cana-4168	372	66	1074	1074	NUM
cana-4168	372	67	-	-	PUNCT
cana-4168	372	68	133x	133x	NUM
cana-4168	372	69	vol	vol	NOUN
cana-4168	372	70	32	32	NUM
cana-4168	372	71	no	no	NOUN
cana-4168	372	72	.	.	PUNCT
cana-4168	373	1	9s	9s	NUM
cana-4168	373	2	(	(	PUNCT
cana-4168	373	3	2025	2025	NUM
cana-4168	373	4	)	)	PUNCT
cana-4168	373	5	1468	1468	NUM
cana-4168	373	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	374	1	table.4	table.4	PROPN
cana-4168	374	2	.	.	NOUN
cana-4168	374	3	comparison	comparison	NOUN
cana-4168	374	4	of	of	ADP
cana-4168	374	5	the	the	DET
cana-4168	374	6	energy	energy	NOUN
cana-4168	374	7	consumption	consumption	NOUN
cana-4168	374	8	with	with	ADP
cana-4168	374	9	the	the	DET
cana-4168	374	10	other	other	ADJ
cana-4168	374	11	methods	method	NOUN
cana-4168	374	12	no	no	INTJ
cana-4168	374	13	.	.	PUNCT
cana-4168	375	1	of	of	ADP
cana-4168	375	2	nodes	nod	VERB
cana-4168	375	3	energy	energy	NOUN
cana-4168	375	4	consumption	consumption	NOUN
cana-4168	375	5	(	(	PUNCT
cana-4168	375	6	j	j	NOUN
cana-4168	375	7	)	)	PUNCT
cana-4168	375	8	nb	nb	PROPN
cana-4168	376	1	rf	rf	PRON
cana-4168	376	2	mlp	mlp	PROPN
cana-4168	376	3	svm	svm	PROPN
cana-4168	376	4	gwosvm	gwosvm	PROPN
cana-4168	376	5	efnn	efnn	VERB
cana-4168	376	6	30	30	NUM
cana-4168	376	7	18	18	NUM
cana-4168	376	8	16	16	NUM
cana-4168	376	9	15	15	NUM
cana-4168	376	10	14	14	NUM
cana-4168	376	11	13	13	NUM
cana-4168	376	12	8	8	NUM
cana-4168	376	13	60	60	NUM
cana-4168	376	14	38	38	NUM
cana-4168	376	15	27	27	NUM
cana-4168	376	16	21	21	NUM
cana-4168	376	17	17	17	NUM
cana-4168	376	18	15	15	NUM
cana-4168	376	19	10	10	NUM
cana-4168	376	20	90	90	NUM
cana-4168	376	21	41	41	NUM
cana-4168	376	22	37	37	NUM
cana-4168	376	23	29	29	NUM
cana-4168	376	24	25	25	NUM
cana-4168	376	25	20	20	NUM
cana-4168	376	26	15	15	NUM
cana-4168	376	27	120	120	NUM
cana-4168	376	28	52	52	NUM
cana-4168	376	29	48	48	NUM
cana-4168	376	30	41	41	NUM
cana-4168	376	31	35	35	NUM
cana-4168	376	32	28	28	NUM
cana-4168	376	33	22	22	NUM
cana-4168	376	34	150	150	NUM
cana-4168	376	35	54	54	NUM
cana-4168	376	36	50	50	NUM
cana-4168	376	37	44	44	NUM
cana-4168	376	38	39	39	NUM
cana-4168	376	39	35	35	NUM
cana-4168	376	40	28	28	NUM
cana-4168	376	41	figure	figure	NOUN
cana-4168	376	42	:	:	PUNCT
cana-4168	376	43	4	4	NUM
cana-4168	376	44	.	.	NOUN
cana-4168	376	45	accuracy	accuracy	NOUN
cana-4168	376	46	,	,	PUNCT
cana-4168	376	47	error	error	NOUN
cana-4168	376	48	rate	rate	NOUN
cana-4168	376	49	and	and	CCONJ
cana-4168	376	50	specificity	specificity	NOUN
cana-4168	376	51	results	result	VERB
cana-4168	376	52	comparison	comparison	NOUN
cana-4168	376	53	of	of	ADP
cana-4168	376	54	various	various	ADJ
cana-4168	376	55	classifiers	classifier	NOUN
cana-4168	376	56	the	the	DET
cana-4168	376	57	figure	figure	NOUN
cana-4168	376	58	above	above	ADV
cana-4168	376	59	compares	compare	VERB
cana-4168	376	60	the	the	DET
cana-4168	376	61	performance	performance	NOUN
cana-4168	376	62	of	of	ADP
cana-4168	376	63	the	the	DET
cana-4168	376	64	classifiers	classifier	NOUN
cana-4168	376	65	nb	nb	PROPN
cana-4168	376	66	,	,	PUNCT
cana-4168	376	67	rf	rf	PROPN
cana-4168	376	68	,	,	PUNCT
cana-4168	376	69	mlp	mlp	NOUN
cana-4168	376	70	,	,	PUNCT
cana-4168	376	71	svm	svm	PROPN
cana-4168	376	72	,	,	PUNCT
cana-4168	376	73	gwosvm	gwosvm	ADJ
cana-4168	376	74	,	,	PUNCT
cana-4168	376	75	and	and	CCONJ
cana-4168	376	76	the	the	DET
cana-4168	376	77	suggested	suggest	VERB
cana-4168	376	78	efnn	efnn	NOUN
cana-4168	376	79	schemes	scheme	NOUN
cana-4168	376	80	in	in	ADP
cana-4168	376	81	terms	term	NOUN
cana-4168	376	82	of	of	ADP
cana-4168	376	83	accuracy	accuracy	NOUN
cana-4168	376	84	,	,	PUNCT
cana-4168	376	85	error	error	NOUN
cana-4168	376	86	rate	rate	NOUN
cana-4168	376	87	,	,	PUNCT
cana-4168	376	88	and	and	CCONJ
cana-4168	376	89	specificity	specificity	NOUN
cana-4168	376	90	.	.	PUNCT
cana-4168	377	1	in	in	ADP
cana-4168	377	2	the	the	DET
cana-4168	377	3	graph	graph	NOUN
cana-4168	377	4	above	above	ADV
cana-4168	377	5	,	,	PUNCT
cana-4168	377	6	several	several	ADJ
cana-4168	377	7	approaches	approach	NOUN
cana-4168	377	8	are	be	AUX
cana-4168	377	9	displayed	display	VERB
cana-4168	377	10	on	on	ADP
cana-4168	377	11	the	the	DET
cana-4168	377	12	x	x	NOUN
cana-4168	377	13	-	-	NOUN
cana-4168	377	14	axis	axis	ADJ
cana-4168	377	15	,	,	PUNCT
cana-4168	377	16	while	while	SCONJ
cana-4168	377	17	accuracy	accuracy	NOUN
cana-4168	377	18	,	,	PUNCT
cana-4168	377	19	error	error	NOUN
cana-4168	377	20	rate	rate	NOUN
cana-4168	377	21	,	,	PUNCT
cana-4168	377	22	and	and	CCONJ
cana-4168	377	23	specificity	specificity	NOUN
cana-4168	377	24	numbers	number	NOUN
cana-4168	377	25	are	be	AUX
cana-4168	377	26	represented	represent	VERB
cana-4168	377	27	on	on	ADP
cana-4168	377	28	the	the	DET
cana-4168	377	29	y	y	NOUN
cana-4168	377	30	-	-	PUNCT
cana-4168	377	31	axis	axis	NOUN
cana-4168	377	32	.	.	PUNCT
cana-4168	378	1	the	the	DET
cana-4168	378	2	findings	finding	NOUN
cana-4168	378	3	show	show	VERB
cana-4168	378	4	that	that	SCONJ
cana-4168	378	5	the	the	DET
cana-4168	378	6	newly	newly	ADV
cana-4168	378	7	presented	present	VERB
cana-4168	378	8	efnn	efnn	NOUN
cana-4168	378	9	model	model	PROPN
cana-4168	378	10	outperformed	outperform	VERB
cana-4168	378	11	the	the	DET
cana-4168	378	12	other	other	ADJ
cana-4168	378	13	existing	exist	VERB
cana-4168	378	14	models	model	NOUN
cana-4168	378	15	.	.	PUNCT
cana-4168	379	1	for	for	ADP
cana-4168	379	2	example	example	NOUN
cana-4168	379	3	in	in	ADP
cana-4168	379	4	the	the	DET
cana-4168	379	5	above	above	ADJ
cana-4168	379	6	figure	figure	NOUN
cana-4168	379	7	proposed	propose	VERB
cana-4168	379	8	efnn	efnn	NOUN
cana-4168	379	9	produces	produce	VERB
cana-4168	379	10	higher	high	ADJ
cana-4168	379	11	accuracy	accuracy	NOUN
cana-4168	379	12	which	which	PRON
cana-4168	379	13	is	be	AUX
cana-4168	379	14	98.3108	98.3108	NUM
cana-4168	379	15	(	(	PUNCT
cana-4168	379	16	%	%	INTJ
cana-4168	379	17	)	)	PUNCT
cana-4168	379	18	while	while	SCONJ
cana-4168	379	19	available	available	ADJ
cana-4168	379	20	,	,	PUNCT
cana-4168	379	21	nb	nb	INTJ
cana-4168	379	22	,	,	PUNCT
cana-4168	379	23	rf	rf	PROPN
cana-4168	379	24	,	,	PUNCT
cana-4168	379	25	mlp	mlp	NOUN
cana-4168	379	26	,	,	PUNCT
cana-4168	379	27	svm	svm	PROPN
cana-4168	379	28	and	and	CCONJ
cana-4168	379	29	gwosvm	gwosvm	ADJ
cana-4168	379	30	technique	technique	NOUN
cana-4168	379	31	yields	yield	NOUN
cana-4168	379	32	only	only	ADV
cana-4168	379	33	78.9272(%),80.2451(%),85.4561(%),87.8216(%	78.9272(%),80.2451(%),85.4561(%),87.8216(%	NUM
cana-4168	379	34	)	)	PUNCT
cana-4168	379	35	and	and	CCONJ
cana-4168	379	36	98.0565	98.0565	NUM
cana-4168	379	37	(	(	PUNCT
cana-4168	379	38	%	%	NOUN
cana-4168	379	39	)	)	PUNCT
cana-4168	379	40	respectively	respectively	ADV
cana-4168	379	41	.	.	PUNCT
cana-4168	380	1	figure	figure	NOUN
cana-4168	380	2	:	:	PUNCT
cana-4168	380	3	5	5	NUM
cana-4168	380	4	.	.	NOUN
cana-4168	380	5	time	time	NOUN
cana-4168	380	6	complexity	complexity	NOUN
cana-4168	380	7	results	result	VERB
cana-4168	380	8	comparison	comparison	NOUN
cana-4168	380	9	of	of	ADP
cana-4168	380	10	various	various	ADJ
cana-4168	380	11	classifiers	classifier	NOUN
cana-4168	380	12	communications	communication	NOUN
cana-4168	380	13	on	on	ADP
cana-4168	380	14	applied	apply	VERB
cana-4168	380	15	nonlinear	nonlinear	ADJ
cana-4168	380	16	analysis	analysis	NOUN
cana-4168	380	17	issn	issn	NOUN
cana-4168	380	18	:	:	PUNCT
cana-4168	380	19	1074	1074	NUM
cana-4168	380	20	-	-	PUNCT
cana-4168	380	21	133x	133x	NUM
cana-4168	380	22	vol	vol	NOUN
cana-4168	380	23	32	32	NUM
cana-4168	380	24	no	no	NOUN
cana-4168	380	25	.	.	PUNCT
cana-4168	381	1	9s	9s	NUM
cana-4168	381	2	(	(	PUNCT
cana-4168	381	3	2025	2025	NUM
cana-4168	381	4	)	)	PUNCT
cana-4168	381	5	1469	1469	NUM
cana-4168	381	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	381	7	performance	performance	NOUN
cana-4168	381	8	comparison	comparison	NOUN
cana-4168	381	9	for	for	ADP
cana-4168	381	10	time	time	NOUN
cana-4168	381	11	complexity	complexity	NOUN
cana-4168	381	12	metrics	metric	NOUN
cana-4168	381	13	with	with	ADP
cana-4168	381	14	the	the	DET
cana-4168	381	15	existing	exist	VERB
cana-4168	381	16	classifier	classifier	NOUN
cana-4168	381	17	nb	nb	PROPN
cana-4168	381	18	,	,	PUNCT
cana-4168	381	19	rf	rf	PROPN
cana-4168	381	20	,	,	PUNCT
cana-4168	381	21	mlp	mlp	NOUN
cana-4168	381	22	,	,	PUNCT
cana-4168	381	23	svm	svm	PROPN
cana-4168	381	24	,	,	PUNCT
cana-4168	381	25	gwosvm	gwosvm	PROPN
cana-4168	381	26	,	,	PUNCT
cana-4168	381	27	proposed	propose	VERB
cana-4168	381	28	efnn	efnn	NOUN
cana-4168	381	29	techniques	technique	NOUN
cana-4168	381	30	is	be	AUX
cana-4168	381	31	depicted	depict	VERB
cana-4168	381	32	in	in	ADP
cana-4168	381	33	the	the	DET
cana-4168	381	34	above	above	ADJ
cana-4168	381	35	figure	figure	NOUN
cana-4168	381	36	.	.	PUNCT
cana-4168	382	1	in	in	ADP
cana-4168	382	2	the	the	DET
cana-4168	382	3	proposed	propose	VERB
cana-4168	382	4	work	work	NOUN
cana-4168	382	5	,	,	PUNCT
cana-4168	382	6	iwo	iwo	PROPN
cana-4168	382	7	employs	employ	VERB
cana-4168	382	8	fitness	fitness	NOUN
cana-4168	382	9	to	to	PART
cana-4168	382	10	identify	identify	VERB
cana-4168	382	11	relevant	relevant	ADJ
cana-4168	382	12	features	feature	NOUN
cana-4168	382	13	,	,	PUNCT
cana-4168	382	14	reducing	reduce	VERB
cana-4168	382	15	the	the	DET
cana-4168	382	16	temporal	temporal	ADJ
cana-4168	382	17	complexity	complexity	NOUN
cana-4168	382	18	of	of	ADP
cana-4168	382	19	the	the	DET
cana-4168	382	20	efnn	efnn	NOUN
cana-4168	382	21	.	.	PUNCT
cana-4168	383	1	on	on	ADP
cana-4168	383	2	the	the	DET
cana-4168	383	3	following	follow	VERB
cana-4168	383	4	graph	graph	NOUN
cana-4168	383	5	,	,	PUNCT
cana-4168	383	6	several	several	ADJ
cana-4168	383	7	methodologies	methodology	NOUN
cana-4168	383	8	are	be	AUX
cana-4168	383	9	depicted	depict	VERB
cana-4168	383	10	on	on	ADP
cana-4168	383	11	the	the	DET
cana-4168	383	12	x	x	X
cana-4168	383	13	and	and	CCONJ
cana-4168	383	14	y	y	PROPN
cana-4168	383	15	axes	axis	NOUN
cana-4168	383	16	.	.	PUNCT
cana-4168	384	1	the	the	DET
cana-4168	384	2	time	time	NOUN
cana-4168	384	3	complexity	complexity	NOUN
cana-4168	384	4	values	value	NOUN
cana-4168	384	5	are	be	AUX
cana-4168	384	6	represented	represent	VERB
cana-4168	384	7	.	.	PUNCT
cana-4168	385	1	as	as	SCONJ
cana-4168	385	2	seen	see	VERB
cana-4168	385	3	in	in	ADP
cana-4168	385	4	the	the	DET
cana-4168	385	5	findings	finding	NOUN
cana-4168	385	6	,	,	PUNCT
cana-4168	385	7	the	the	DET
cana-4168	385	8	newly	newly	ADV
cana-4168	385	9	presented	present	VERB
cana-4168	385	10	efnn	efnn	NOUN
cana-4168	385	11	model	model	NOUN
cana-4168	385	12	gave	give	VERB
cana-4168	385	13	reduced	reduce	VERB
cana-4168	385	14	time	time	NOUN
cana-4168	385	15	complexity	complexity	NOUN
cana-4168	385	16	results	result	VERB
cana-4168	385	17	3.8459(sec	3.8459(sec	NUM
cana-4168	385	18	)	)	PUNCT
cana-4168	385	19	,	,	PUNCT
cana-4168	385	20	whereas	whereas	SCONJ
cana-4168	385	21	the	the	DET
cana-4168	385	22	available	available	PROPN
cana-4168	385	23	nb	nb	PROPN
cana-4168	385	24	,	,	PUNCT
cana-4168	385	25	rf	rf	PROPN
cana-4168	385	26	,	,	PUNCT
cana-4168	385	27	mlp	mlp	NOUN
cana-4168	385	28	,	,	PUNCT
cana-4168	385	29	svm	svm	NOUN
cana-4168	385	30	,	,	PUNCT
cana-4168	385	31	and	and	CCONJ
cana-4168	385	32	gwosvm	gwosvm	ADJ
cana-4168	385	33	techniques	technique	NOUN
cana-4168	385	34	yielded	yield	VERB
cana-4168	385	35	35.6712(sec	35.6712(sec	NUM
cana-4168	385	36	)	)	PUNCT
cana-4168	385	37	,	,	PUNCT
cana-4168	385	38	30.0788(sec	30.0788(sec	PROPN
cana-4168	385	39	)	)	PUNCT
cana-4168	385	40	,	,	PUNCT
cana-4168	385	41	28.2731(sec	28.2731(sec	PROPN
cana-4168	385	42	)	)	PUNCT
cana-4168	385	43	,	,	PUNCT
cana-4168	385	44	25.5231(sec	25.5231(sec	NUM
cana-4168	385	45	)	)	PUNCT
cana-4168	385	46	,	,	PUNCT
cana-4168	385	47	and	and	CCONJ
cana-4168	385	48	20.1248(sec	20.1248(sec	NUM
cana-4168	385	49	)	)	PUNCT
cana-4168	385	50	,	,	PUNCT
cana-4168	385	51	respectively	respectively	ADV
cana-4168	385	52	.	.	PUNCT
cana-4168	386	1	figure:6	figure:6	PROPN
cana-4168	386	2	.	.	PUNCT
cana-4168	387	1	energy	energy	NOUN
cana-4168	387	2	consumption	consumption	NOUN
cana-4168	387	3	results	result	VERB
cana-4168	387	4	the	the	DET
cana-4168	387	5	figure	figure	NOUN
cana-4168	387	6	above	above	ADV
cana-4168	387	7	compares	compare	VERB
cana-4168	387	8	the	the	DET
cana-4168	387	9	energy	energy	NOUN
cana-4168	387	10	consumption	consumption	NOUN
cana-4168	387	11	results	result	NOUN
cana-4168	387	12	of	of	ADP
cana-4168	387	13	the	the	DET
cana-4168	387	14	proposed	propose	VERB
cana-4168	387	15	efnn	efnn	NOUN
cana-4168	387	16	to	to	ADP
cana-4168	387	17	current	current	ADJ
cana-4168	387	18	classifier	classifier	NOUN
cana-4168	387	19	methods	method	NOUN
cana-4168	387	20	such	such	ADJ
cana-4168	387	21	as	as	ADP
cana-4168	387	22	nb	nb	PROPN
cana-4168	387	23	,	,	PUNCT
cana-4168	387	24	rf	rf	PROPN
cana-4168	387	25	,	,	PUNCT
cana-4168	387	26	mlp	mlp	NOUN
cana-4168	387	27	,	,	PUNCT
cana-4168	387	28	svm	svm	NOUN
cana-4168	387	29	,	,	PUNCT
cana-4168	387	30	and	and	CCONJ
cana-4168	387	31	gwosvm	gwosvm	PROPN
cana-4168	387	32	.	.	PUNCT
cana-4168	388	1	the	the	DET
cana-4168	388	2	x	x	PROPN
cana-4168	388	3	and	and	CCONJ
cana-4168	388	4	y	y	PROPN
cana-4168	388	5	axes	axis	NOUN
cana-4168	388	6	in	in	ADP
cana-4168	388	7	the	the	DET
cana-4168	388	8	graph	graph	NOUN
cana-4168	388	9	above	above	ADV
cana-4168	388	10	reflect	reflect	VERB
cana-4168	388	11	the	the	DET
cana-4168	388	12	number	number	NOUN
cana-4168	388	13	of	of	ADP
cana-4168	388	14	nodes	node	NOUN
cana-4168	388	15	.	.	PUNCT
cana-4168	389	1	energy	energy	NOUN
cana-4168	389	2	usage	usage	NOUN
cana-4168	389	3	figures	figure	NOUN
cana-4168	389	4	are	be	AUX
cana-4168	389	5	displayed	display	VERB
cana-4168	389	6	.	.	PUNCT
cana-4168	390	1	as	as	SCONJ
cana-4168	390	2	seen	see	VERB
cana-4168	390	3	in	in	ADP
cana-4168	390	4	the	the	DET
cana-4168	390	5	data	datum	NOUN
cana-4168	390	6	,	,	PUNCT
cana-4168	390	7	the	the	DET
cana-4168	390	8	newly	newly	ADV
cana-4168	390	9	adopted	adopt	VERB
cana-4168	390	10	efnn	efnn	NOUN
cana-4168	390	11	model	model	NOUN
cana-4168	390	12	yielded	yield	VERB
cana-4168	390	13	reduced	reduce	VERB
cana-4168	390	14	energy	energy	NOUN
cana-4168	390	15	usage	usage	NOUN
cana-4168	390	16	results	result	VERB
cana-4168	390	17	28(j)while	28(j)while	NUM
cana-4168	390	18	available	available	ADJ
cana-4168	390	19	nb	nb	PROPN
cana-4168	390	20	,	,	PUNCT
cana-4168	390	21	rf	rf	PROPN
cana-4168	390	22	,	,	PUNCT
cana-4168	390	23	mlp	mlp	NOUN
cana-4168	390	24	,	,	PUNCT
cana-4168	390	25	svm	svm	NOUN
cana-4168	390	26	and	and	CCONJ
cana-4168	390	27	wosvm	wosvm	ADJ
cana-4168	390	28	technique	technique	NOUN
cana-4168	390	29	consumes	consume	NOUN
cana-4168	390	30	54(j	54(j	NOUN
cana-4168	390	31	)	)	PUNCT
cana-4168	390	32	,	,	PUNCT
cana-4168	390	33	50(j	50(j	NUM
cana-4168	390	34	)	)	PUNCT
cana-4168	390	35	,	,	PUNCT
cana-4168	390	36	44(j	44(j	NUM
cana-4168	390	37	)	)	PUNCT
cana-4168	390	38	,	,	PUNCT
cana-4168	390	39	39(j	39(j	NUM
cana-4168	390	40	)	)	PUNCT
cana-4168	390	41	,	,	PUNCT
cana-4168	390	42	35(j	35(j	NUM
cana-4168	390	43	)	)	PUNCT
cana-4168	390	44	respectively	respectively	ADV
cana-4168	390	45	.	.	PUNCT
cana-4168	391	1	4	4	X
cana-4168	391	2	.	.	X
cana-4168	391	3	conclusion	conclusion	NOUN
cana-4168	391	4	and	and	CCONJ
cana-4168	391	5	future	future	ADJ
cana-4168	391	6	work	work	NOUN
cana-4168	391	7	wsns	wsns	NOUN
cana-4168	391	8	are	be	AUX
cana-4168	391	9	constructed	construct	VERB
cana-4168	391	10	using	use	VERB
cana-4168	391	11	little	little	ADJ
cana-4168	391	12	microscopic	microscopic	ADJ
cana-4168	391	13	nodes	node	NOUN
cana-4168	391	14	which	which	PRON
cana-4168	391	15	are	be	AUX
cana-4168	391	16	oftentimes	oftentime	NOUN
cana-4168	391	17	heavily	heavily	ADV
cana-4168	391	18	distributed	distribute	VERB
cana-4168	391	19	in	in	ADP
cana-4168	391	20	open	open	ADJ
cana-4168	391	21	and	and	CCONJ
cana-4168	391	22	unprotected	unprotected	ADJ
cana-4168	391	23	environment	environment	NOUN
cana-4168	391	24	.	.	PUNCT
cana-4168	392	1	wsns	wsns	PROPN
cana-4168	392	2	are	be	AUX
cana-4168	392	3	vulnerable	vulnerable	ADJ
cana-4168	392	4	to	to	ADP
cana-4168	392	5	several	several	ADJ
cana-4168	392	6	forms	form	NOUN
cana-4168	392	7	of	of	ADP
cana-4168	392	8	assault	assault	NOUN
cana-4168	392	9	and	and	CCONJ
cana-4168	392	10	are	be	AUX
cana-4168	392	11	of	of	ADP
cana-4168	392	12	interest	interest	NOUN
cana-4168	392	13	to	to	ADP
cana-4168	392	14	enemies	enemy	NOUN
cana-4168	392	15	in	in	ADP
cana-4168	392	16	numerous	numerous	ADJ
cana-4168	392	17	applications	application	NOUN
cana-4168	392	18	,	,	PUNCT
cana-4168	392	19	especially	especially	ADV
cana-4168	392	20	in	in	ADP
cana-4168	392	21	the	the	DET
cana-4168	392	22	military	military	NOUN
cana-4168	392	23	.	.	PUNCT
cana-4168	393	1	even	even	ADV
cana-4168	393	2	when	when	SCONJ
cana-4168	393	3	precautions	precaution	NOUN
cana-4168	393	4	are	be	AUX
cana-4168	393	5	taken	take	VERB
cana-4168	393	6	to	to	PART
cana-4168	393	7	guard	guard	VERB
cana-4168	393	8	against	against	ADP
cana-4168	393	9	assaults	assault	NOUN
cana-4168	393	10	,	,	PUNCT
cana-4168	393	11	certain	certain	ADJ
cana-4168	393	12	attacks	attack	NOUN
cana-4168	393	13	are	be	AUX
cana-4168	393	14	unavoidable	unavoidable	ADJ
cana-4168	393	15	and	and	CCONJ
cana-4168	393	16	can	can	AUX
cana-4168	393	17	not	not	PART
cana-4168	393	18	be	be	AUX
cana-4168	393	19	stopped	stop	VERB
cana-4168	393	20	by	by	ADP
cana-4168	393	21	recognized	recognize	VERB
cana-4168	393	22	precautions	precaution	NOUN
cana-4168	393	23	.	.	PUNCT
cana-4168	394	1	in	in	ADP
cana-4168	394	2	order	order	NOUN
cana-4168	394	3	to	to	PART
cana-4168	394	4	stop	stop	VERB
cana-4168	394	5	the	the	DET
cana-4168	394	6	hacker	hacker	NOUN
cana-4168	394	7	from	from	ADP
cana-4168	394	8	damaging	damage	VERB
cana-4168	394	9	the	the	DET
cana-4168	394	10	network	network	NOUN
cana-4168	394	11	,	,	PUNCT
cana-4168	394	12	the	the	DET
cana-4168	394	13	intrusion	intrusion	NOUN
cana-4168	394	14	detection	detection	NOUN
cana-4168	394	15	system	system	NOUN
cana-4168	394	16	(	(	PUNCT
cana-4168	394	17	ids	id	NOUN
cana-4168	394	18	)	)	PUNCT
cana-4168	394	19	can	can	AUX
cana-4168	394	20	gather	gather	VERB
cana-4168	394	21	data	datum	NOUN
cana-4168	394	22	on	on	ADP
cana-4168	394	23	the	the	DET
cana-4168	394	24	attack	attack	NOUN
cana-4168	394	25	methods	method	NOUN
cana-4168	394	26	and	and	CCONJ
cana-4168	394	27	aid	aid	NOUN
cana-4168	394	28	in	in	ADP
cana-4168	394	29	the	the	DET
cana-4168	394	30	creation	creation	NOUN
cana-4168	394	31	of	of	ADP
cana-4168	394	32	a	a	DET
cana-4168	394	33	defense	defense	NOUN
cana-4168	394	34	mechanism	mechanism	NOUN
cana-4168	394	35	.	.	PUNCT
cana-4168	395	1	weighted	weight	VERB
cana-4168	395	2	kmc	kmc	PROPN
cana-4168	395	3	is	be	AUX
cana-4168	395	4	used	use	VERB
cana-4168	395	5	in	in	ADP
cana-4168	395	6	this	this	DET
cana-4168	395	7	suggested	suggest	VERB
cana-4168	395	8	study	study	NOUN
cana-4168	395	9	to	to	PART
cana-4168	395	10	conduct	conduct	VERB
cana-4168	395	11	node	node	ADJ
cana-4168	395	12	clustering	clustering	NOUN
cana-4168	395	13	.	.	PUNCT
cana-4168	396	1	mbibo	mbibo	PROPN
cana-4168	396	2	will	will	AUX
cana-4168	396	3	be	be	AUX
cana-4168	396	4	used	use	VERB
cana-4168	396	5	to	to	PART
cana-4168	396	6	choose	choose	VERB
cana-4168	396	7	the	the	DET
cana-4168	396	8	chs.to	chs.to	PROPN
cana-4168	396	9	aid	aid	NOUN
cana-4168	396	10	in	in	ADP
cana-4168	396	11	feature	feature	NOUN
cana-4168	396	12	selection	selection	NOUN
cana-4168	396	13	,	,	PUNCT
cana-4168	396	14	an	an	DET
cana-4168	396	15	iwo	iwo	NOUN
cana-4168	396	16	is	be	AUX
cana-4168	396	17	presented	present	VERB
cana-4168	396	18	.	.	PUNCT
cana-4168	397	1	and	and	CCONJ
cana-4168	397	2	then	then	ADV
cana-4168	397	3	suggested	suggest	VERB
cana-4168	397	4	using	use	VERB
cana-4168	397	5	efnn	efnn	NOUN
cana-4168	397	6	to	to	PART
cana-4168	397	7	identify	identify	VERB
cana-4168	397	8	attacks	attack	NOUN
cana-4168	397	9	in	in	ADP
cana-4168	397	10	wsns	wsns	NOUN
cana-4168	397	11	and	and	CCONJ
cana-4168	397	12	provide	provide	VERB
cana-4168	397	13	secure	secure	ADJ
cana-4168	397	14	connection	connection	NOUN
cana-4168	397	15	.	.	PUNCT
cana-4168	398	1	the	the	DET
cana-4168	398	2	suggested	suggest	VERB
cana-4168	398	3	model	model	NOUN
cana-4168	398	4	performs	perform	VERB
cana-4168	398	5	better	well	ADV
cana-4168	398	6	in	in	ADP
cana-4168	398	7	terms	term	NOUN
cana-4168	398	8	of	of	ADP
cana-4168	398	9	accuracy	accuracy	NOUN
cana-4168	398	10	,	,	PUNCT
cana-4168	398	11	specificity	specificity	NOUN
cana-4168	398	12	,	,	PUNCT
cana-4168	398	13	error	error	NOUN
cana-4168	398	14	rate	rate	NOUN
cana-4168	398	15	,	,	PUNCT
cana-4168	398	16	and	and	CCONJ
cana-4168	398	17	energy	energy	NOUN
cana-4168	398	18	consumption	consumption	NOUN
cana-4168	398	19	,	,	PUNCT
cana-4168	398	20	according	accord	VERB
cana-4168	398	21	to	to	ADP
cana-4168	398	22	experimental	experimental	ADJ
cana-4168	398	23	data	datum	NOUN
cana-4168	398	24	.	.	PUNCT
cana-4168	399	1	but	but	CCONJ
cana-4168	399	2	,	,	PUNCT
cana-4168	399	3	because	because	SCONJ
cana-4168	399	4	this	this	PRON
cana-4168	399	5	efnn	efnn	VERB
cana-4168	399	6	yields	yield	NOUN
cana-4168	399	7	approximations	approximation	NOUN
cana-4168	399	8	,	,	PUNCT
cana-4168	399	9	future	future	ADJ
cana-4168	399	10	classification	classification	NOUN
cana-4168	399	11	efforts	effort	NOUN
cana-4168	399	12	will	will	AUX
cana-4168	399	13	need	need	VERB
cana-4168	399	14	to	to	PART
cana-4168	399	15	employ	employ	VERB
cana-4168	399	16	alternative	alternative	ADJ
cana-4168	399	17	classifiers	classifier	NOUN
cana-4168	399	18	.	.	PUNCT
cana-4168	400	1	communications	communication	NOUN
cana-4168	400	2	on	on	ADP
cana-4168	400	3	applied	apply	VERB
cana-4168	400	4	nonlinear	nonlinear	ADJ
cana-4168	400	5	analysis	analysis	NOUN
cana-4168	400	6	issn	issn	NOUN
cana-4168	400	7	:	:	PUNCT
cana-4168	400	8	1074	1074	NUM
cana-4168	400	9	-	-	PUNCT
cana-4168	400	10	133x	133x	NUM
cana-4168	400	11	vol	vol	NOUN
cana-4168	400	12	32	32	NUM
cana-4168	400	13	no	no	NOUN
cana-4168	400	14	.	.	PUNCT
cana-4168	401	1	9s	9s	NUM
cana-4168	401	2	(	(	PUNCT
cana-4168	401	3	2025	2025	NUM
cana-4168	401	4	)	)	PUNCT
cana-4168	401	5	1470	1470	NUM
cana-4168	402	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	402	2	references	reference	NOUN
cana-4168	402	3	1	1	NUM
cana-4168	402	4	.	.	X
cana-4168	403	1	sajjad	sajjad	PROPN
cana-4168	403	2	,	,	PUNCT
cana-4168	403	3	s.m	s.m	PROPN
cana-4168	403	4	.	.	PROPN
cana-4168	403	5	,	,	PUNCT
cana-4168	403	6	bouk	bouk	PROPN
cana-4168	403	7	,	,	PUNCT
cana-4168	403	8	s.h	s.h	PROPN
cana-4168	403	9	.	.	PROPN
cana-4168	403	10	and	and	CCONJ
cana-4168	403	11	yousaf	yousaf	PROPN
cana-4168	403	12	,	,	PUNCT
cana-4168	403	13	m.	m.	NOUN
cana-4168	403	14	,	,	PUNCT
cana-4168	403	15	2015	2015	NUM
cana-4168	403	16	.	.	PUNCT
cana-4168	404	1	neighbor	neighbor	PROPN
cana-4168	404	2	node	node	PROPN
cana-4168	404	3	trust	trust	PROPN
cana-4168	404	4	based	base	VERB
cana-4168	404	5	intrusion	intrusion	NOUN
cana-4168	404	6	detection	detection	NOUN
cana-4168	404	7	system	system	NOUN
cana-4168	404	8	for	for	ADP
cana-4168	404	9	wsn	wsn	PROPN
cana-4168	404	10	.	.	PUNCT
cana-4168	405	1	procedia	procedia	PROPN
cana-4168	405	2	computer	computer	NOUN
cana-4168	405	3	science	science	NOUN
cana-4168	405	4	,	,	PUNCT
cana-4168	405	5	63	63	NUM
cana-4168	405	6	,	,	PUNCT
cana-4168	405	7	pp.183	pp.183	NOUN
cana-4168	405	8	-	-	PUNCT
cana-4168	405	9	188	188	NUM
cana-4168	405	10	.	.	PUNCT
cana-4168	406	1	2	2	X
cana-4168	406	2	.	.	X
cana-4168	406	3	can	can	AUX
cana-4168	406	4	,	,	PUNCT
cana-4168	406	5	o.	o.	NOUN
cana-4168	406	6	and	and	CCONJ
cana-4168	406	7	sahingoz	sahingoz	NOUN
cana-4168	406	8	,	,	PUNCT
cana-4168	406	9	o.k	o.k	PROPN
cana-4168	406	10	.	.	PROPN
cana-4168	406	11	,	,	PUNCT
cana-4168	406	12	2015	2015	NUM
cana-4168	406	13	,	,	PUNCT
cana-4168	406	14	may	may	AUX
cana-4168	406	15	.	.	PUNCT
cana-4168	407	1	a	a	DET
cana-4168	407	2	survey	survey	NOUN
cana-4168	407	3	of	of	ADP
cana-4168	407	4	intrusion	intrusion	NOUN
cana-4168	407	5	detection	detection	NOUN
cana-4168	407	6	systems	system	NOUN
cana-4168	407	7	in	in	ADP
cana-4168	407	8	wireless	wireless	ADJ
cana-4168	407	9	sensor	sensor	NOUN
cana-4168	407	10	networks	network	NOUN
cana-4168	407	11	.	.	PUNCT
cana-4168	408	1	in	in	ADP
cana-4168	408	2	2015	2015	NUM
cana-4168	408	3	6th	6th	NOUN
cana-4168	408	4	international	international	ADJ
cana-4168	408	5	conference	conference	NOUN
cana-4168	408	6	on	on	ADP
cana-4168	408	7	modeling	modeling	NOUN
cana-4168	408	8	,	,	PUNCT
cana-4168	408	9	simulation	simulation	NOUN
cana-4168	408	10	,	,	PUNCT
cana-4168	408	11	and	and	CCONJ
cana-4168	408	12	applied	apply	VERB
cana-4168	408	13	optimization	optimization	NOUN
cana-4168	408	14	(	(	PUNCT
cana-4168	408	15	icmsao	icmsao	NOUN
cana-4168	408	16	)	)	PUNCT
cana-4168	408	17	(	(	PUNCT
cana-4168	408	18	pp	pp	X
cana-4168	408	19	.	.	PUNCT
cana-4168	409	1	1	1	NUM
cana-4168	409	2	-	-	SYM
cana-4168	409	3	6	6	NUM
cana-4168	409	4	)	)	PUNCT
cana-4168	409	5	.	.	PUNCT
cana-4168	410	1	ieee	ieee	PROPN
cana-4168	410	2	.	.	PUNCT
cana-4168	411	1	3	3	X
cana-4168	411	2	.	.	X
cana-4168	411	3	hammoudeh	hammoudeh	PROPN
cana-4168	411	4	,	,	PUNCT
cana-4168	411	5	m.	m.	NOUN
cana-4168	411	6	,	,	PUNCT
cana-4168	411	7	al	al	PROPN
cana-4168	411	8	-	-	PUNCT
cana-4168	411	9	fayez	fayez	PROPN
cana-4168	411	10	,	,	PUNCT
cana-4168	411	11	f.	f.	PROPN
cana-4168	411	12	,	,	PUNCT
cana-4168	411	13	lloyd	lloyd	PROPN
cana-4168	411	14	,	,	PUNCT
cana-4168	411	15	h.	h.	PROPN
cana-4168	411	16	,	,	PUNCT
cana-4168	411	17	newman	newman	PROPN
cana-4168	411	18	,	,	PUNCT
cana-4168	411	19	r.	r.	PROPN
cana-4168	411	20	,	,	PUNCT
cana-4168	411	21	adebisi	adebisi	PROPN
cana-4168	411	22	,	,	PUNCT
cana-4168	411	23	b.	b.	PROPN
cana-4168	411	24	,	,	PUNCT
cana-4168	411	25	bounceur	bounceur	PROPN
cana-4168	411	26	,	,	PUNCT
cana-4168	411	27	a.	a.	NOUN
cana-4168	411	28	and	and	CCONJ
cana-4168	411	29	abuarqoub	abuarqoub	ADV
cana-4168	411	30	,	,	PUNCT
cana-4168	411	31	a.	a.	NOUN
cana-4168	411	32	,	,	PUNCT
cana-4168	411	33	2017	2017	NUM
cana-4168	411	34	.	.	PUNCT
cana-4168	412	1	a	a	DET
cana-4168	412	2	wireless	wireless	ADJ
cana-4168	412	3	sensor	sensor	NOUN
cana-4168	412	4	network	network	NOUN
cana-4168	412	5	border	border	NOUN
cana-4168	412	6	monitoring	monitoring	NOUN
cana-4168	412	7	system	system	NOUN
cana-4168	412	8	:	:	PUNCT
cana-4168	412	9	deployment	deployment	NOUN
cana-4168	412	10	issues	issue	NOUN
cana-4168	412	11	and	and	CCONJ
cana-4168	412	12	routing	route	VERB
cana-4168	412	13	protocols	protocol	NOUN
cana-4168	412	14	.	.	PUNCT
cana-4168	413	1	ieee	ieee	NOUN
cana-4168	413	2	sensors	sensor	NOUN
cana-4168	413	3	journal	journal	PROPN
cana-4168	413	4	,	,	PUNCT
cana-4168	413	5	17(8	17(8	NUM
cana-4168	413	6	)	)	PUNCT
cana-4168	413	7	,	,	PUNCT
cana-4168	413	8	pp.2572	pp.2572	PROPN
cana-4168	413	9	-	-	PUNCT
cana-4168	413	10	2582	2582	NUM
cana-4168	413	11	.	.	PUNCT
cana-4168	414	1	4	4	X
cana-4168	414	2	.	.	X
cana-4168	414	3	ramson	ramson	NOUN
cana-4168	414	4	,	,	PUNCT
cana-4168	414	5	s.j	s.j	PROPN
cana-4168	414	6	.	.	PROPN
cana-4168	414	7	and	and	CCONJ
cana-4168	414	8	moni	moni	PROPN
cana-4168	414	9	,	,	PUNCT
cana-4168	414	10	d.j	d.j	PROPN
cana-4168	414	11	.	.	PROPN
cana-4168	414	12	,	,	PUNCT
cana-4168	414	13	2017	2017	NUM
cana-4168	414	14	,	,	PUNCT
cana-4168	414	15	february	february	PROPN
cana-4168	414	16	.	.	PUNCT
cana-4168	415	1	applications	application	NOUN
cana-4168	415	2	of	of	ADP
cana-4168	415	3	wireless	wireless	ADJ
cana-4168	415	4	sensor	sensor	NOUN
cana-4168	415	5	networks	network	NOUN
cana-4168	415	6	—	—	PUNCT
cana-4168	415	7	a	a	DET
cana-4168	415	8	survey	survey	NOUN
cana-4168	415	9	.	.	PUNCT
cana-4168	416	1	in	in	ADP
cana-4168	416	2	2017	2017	NUM
cana-4168	416	3	international	international	ADJ
cana-4168	416	4	conference	conference	NOUN
cana-4168	416	5	on	on	ADP
cana-4168	416	6	innovations	innovation	NOUN
cana-4168	416	7	in	in	ADP
cana-4168	416	8	electrical	electrical	ADJ
cana-4168	416	9	,	,	PUNCT
cana-4168	416	10	electronics	electronic	NOUN
cana-4168	416	11	,	,	PUNCT
cana-4168	416	12	instrumentation	instrumentation	NOUN
cana-4168	416	13	and	and	CCONJ
cana-4168	416	14	media	medium	NOUN
cana-4168	416	15	technology	technology	NOUN
cana-4168	416	16	(	(	PUNCT
cana-4168	416	17	iceeimt	iceeimt	PROPN
cana-4168	416	18	)	)	PUNCT
cana-4168	416	19	(	(	PUNCT
cana-4168	416	20	pp	pp	X
cana-4168	416	21	.	.	PUNCT
cana-4168	417	1	325	325	NUM
cana-4168	417	2	-	-	SYM
cana-4168	417	3	329	329	NUM
cana-4168	417	4	)	)	PUNCT
cana-4168	417	5	.	.	PUNCT
cana-4168	418	1	ieee	ieee	PROPN
cana-4168	418	2	.	.	PUNCT
cana-4168	419	1	5	5	NUM
cana-4168	419	2	.	.	X
cana-4168	419	3	nayak	nayak	PROPN
cana-4168	419	4	,	,	PUNCT
cana-4168	419	5	p.	p.	NOUN
cana-4168	419	6	and	and	CCONJ
cana-4168	419	7	vathasavai	vathasavai	PROPN
cana-4168	419	8	,	,	PUNCT
cana-4168	419	9	b.	b.	PROPN
cana-4168	419	10	,	,	PUNCT
cana-4168	419	11	2017	2017	NUM
cana-4168	419	12	.	.	PUNCT
cana-4168	420	1	energy	energy	NOUN
cana-4168	420	2	efficient	efficient	ADJ
cana-4168	420	3	clustering	clustering	ADJ
cana-4168	420	4	algorithm	algorithm	NOUN
cana-4168	420	5	for	for	ADP
cana-4168	420	6	multi	multi	ADJ
cana-4168	420	7	-	-	ADJ
cana-4168	420	8	hop	hop	ADJ
cana-4168	420	9	wireless	wireless	ADJ
cana-4168	420	10	sensor	sensor	NOUN
cana-4168	420	11	network	network	NOUN
cana-4168	420	12	using	use	VERB
cana-4168	420	13	type-2	type-2	NUM
cana-4168	420	14	fuzzy	fuzzy	ADJ
cana-4168	420	15	logic	logic	NOUN
cana-4168	420	16	.	.	PUNCT
cana-4168	421	1	ieee	ieee	NOUN
cana-4168	421	2	sensors	sensor	NOUN
cana-4168	421	3	journal	journal	PROPN
cana-4168	421	4	,	,	PUNCT
cana-4168	421	5	17(14	17(14	PROPN
cana-4168	421	6	)	)	PUNCT
cana-4168	421	7	,	,	PUNCT
cana-4168	421	8	pp.4492	pp.4492	PROPN
cana-4168	421	9	-	-	SYM
cana-4168	421	10	4499	4499	NUM
cana-4168	421	11	.	.	PUNCT
cana-4168	422	1	6	6	NUM
cana-4168	422	2	.	.	X
cana-4168	422	3	aljawarneh	aljawarneh	PROPN
cana-4168	422	4	,	,	PUNCT
cana-4168	422	5	s.	s.	PROPN
cana-4168	422	6	,	,	PUNCT
cana-4168	422	7	aldwairi	aldwairi	NOUN
cana-4168	422	8	,	,	PUNCT
cana-4168	422	9	m.	m.	NOUN
cana-4168	422	10	and	and	CCONJ
cana-4168	422	11	yassein	yassein	ADJ
cana-4168	422	12	,	,	PUNCT
cana-4168	422	13	m.b	m.b	PROPN
cana-4168	422	14	.	.	PROPN
cana-4168	422	15	,	,	PUNCT
cana-4168	422	16	2018	2018	NUM
cana-4168	422	17	.	.	PUNCT
cana-4168	423	1	anomaly	anomaly	NOUN
cana-4168	423	2	-	-	PUNCT
cana-4168	423	3	based	base	VERB
cana-4168	423	4	intrusion	intrusion	NOUN
cana-4168	423	5	detection	detection	NOUN
cana-4168	423	6	system	system	NOUN
cana-4168	423	7	through	through	ADP
cana-4168	423	8	feature	feature	NOUN
cana-4168	423	9	selection	selection	NOUN
cana-4168	423	10	analysis	analysis	NOUN
cana-4168	423	11	and	and	CCONJ
cana-4168	423	12	building	build	VERB
cana-4168	423	13	hybrid	hybrid	ADJ
cana-4168	423	14	efficient	efficient	ADJ
cana-4168	423	15	model	model	NOUN
cana-4168	423	16	.	.	PUNCT
cana-4168	424	1	journal	journal	PROPN
cana-4168	424	2	of	of	ADP
cana-4168	424	3	computational	computational	ADJ
cana-4168	424	4	science	science	NOUN
cana-4168	424	5	,	,	PUNCT
cana-4168	424	6	25	25	NUM
cana-4168	424	7	,	,	PUNCT
cana-4168	424	8	pp.152	pp.152	PROPN
cana-4168	424	9	-	-	SYM
cana-4168	424	10	160	160	NUM
cana-4168	424	11	.	.	NOUN
cana-4168	425	1	7	7	X
cana-4168	425	2	.	.	X
cana-4168	425	3	vijayanand	vijayanand	PROPN
cana-4168	425	4	,	,	PUNCT
cana-4168	425	5	r.	r.	PROPN
cana-4168	425	6	,	,	PUNCT
cana-4168	425	7	devaraj	devaraj	PROPN
cana-4168	425	8	,	,	PUNCT
cana-4168	425	9	d.	d.	PROPN
cana-4168	425	10	and	and	CCONJ
cana-4168	425	11	kannapiran	kannapiran	VERB
cana-4168	425	12	,	,	PUNCT
cana-4168	425	13	b.	b.	PROPN
cana-4168	425	14	,	,	PUNCT
cana-4168	425	15	2018	2018	NUM
cana-4168	425	16	.	.	PUNCT
cana-4168	426	1	intrusion	intrusion	NOUN
cana-4168	426	2	detection	detection	NOUN
cana-4168	426	3	system	system	NOUN
cana-4168	426	4	for	for	ADP
cana-4168	426	5	wireless	wireless	ADJ
cana-4168	426	6	mesh	mesh	NOUN
cana-4168	426	7	network	network	NOUN
cana-4168	426	8	using	use	VERB
cana-4168	426	9	multiple	multiple	ADJ
cana-4168	426	10	support	support	NOUN
cana-4168	426	11	vector	vector	NOUN
cana-4168	426	12	machine	machine	NOUN
cana-4168	426	13	classifiers	classifier	NOUN
cana-4168	426	14	with	with	ADP
cana-4168	426	15	genetic	genetic	ADJ
cana-4168	426	16	-	-	PUNCT
cana-4168	426	17	algorithm	algorithm	NOUN
cana-4168	426	18	-	-	PUNCT
cana-4168	426	19	based	base	VERB
cana-4168	426	20	feature	feature	NOUN
cana-4168	426	21	selection	selection	NOUN
cana-4168	426	22	.	.	PUNCT
cana-4168	427	1	computers	computer	NOUN
cana-4168	427	2	&	&	CCONJ
cana-4168	427	3	security	security	NOUN
cana-4168	427	4	,	,	PUNCT
cana-4168	427	5	77	77	NUM
cana-4168	427	6	,	,	PUNCT
cana-4168	427	7	pp.304	pp.304	PROPN
cana-4168	427	8	-	-	PUNCT
cana-4168	427	9	314	314	NUM
cana-4168	427	10	.	.	PUNCT
cana-4168	428	1	8	8	NUM
cana-4168	428	2	.	.	PUNCT
cana-4168	429	1	bhushan	bhushan	PROPN
cana-4168	429	2	,	,	PUNCT
cana-4168	429	3	b.	b.	PROPN
cana-4168	429	4	and	and	CCONJ
cana-4168	429	5	sahoo	sahoo	PROPN
cana-4168	429	6	,	,	PUNCT
cana-4168	429	7	g.	g.	PROPN
cana-4168	429	8	,	,	PUNCT
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cana-4168	429	10	.	.	PUNCT
cana-4168	430	1	recent	recent	ADJ
cana-4168	430	2	advances	advance	NOUN
cana-4168	430	3	in	in	ADP
cana-4168	430	4	attacks	attack	NOUN
cana-4168	430	5	,	,	PUNCT
cana-4168	430	6	technical	technical	ADJ
cana-4168	430	7	challenges	challenge	NOUN
cana-4168	430	8	,	,	PUNCT
cana-4168	430	9	vulnerabilities	vulnerability	NOUN
cana-4168	430	10	and	and	CCONJ
cana-4168	430	11	their	their	PRON
cana-4168	430	12	countermeasures	countermeasure	NOUN
cana-4168	430	13	in	in	ADP
cana-4168	430	14	wireless	wireless	ADJ
cana-4168	430	15	sensor	sensor	NOUN
cana-4168	430	16	networks	network	NOUN
cana-4168	430	17	.	.	PUNCT
cana-4168	431	1	wireless	wireless	ADJ
cana-4168	431	2	personal	personal	ADJ
cana-4168	431	3	communications	communication	NOUN
cana-4168	431	4	,	,	PUNCT
cana-4168	431	5	98(2	98(2	NUM
cana-4168	431	6	)	)	PUNCT
cana-4168	431	7	,	,	PUNCT
cana-4168	431	8	pp.2037	pp.2037	PROPN
cana-4168	431	9	-	-	PUNCT
cana-4168	431	10	2077	2077	NUM
cana-4168	431	11	.	.	PUNCT
cana-4168	432	1	9	9	X
cana-4168	432	2	.	.	X
cana-4168	432	3	tao	tao	PROPN
cana-4168	432	4	,	,	PUNCT
cana-4168	432	5	p.	p.	PROPN
cana-4168	432	6	,	,	PUNCT
cana-4168	432	7	sun	sun	PROPN
cana-4168	432	8	,	,	PUNCT
cana-4168	432	9	z.	z.	PROPN
cana-4168	432	10	and	and	CCONJ
cana-4168	432	11	sun	sun	PROPN
cana-4168	432	12	,	,	PUNCT
cana-4168	432	13	z.	z.	PROPN
cana-4168	432	14	,	,	PUNCT
cana-4168	432	15	2018	2018	NUM
cana-4168	432	16	.	.	PUNCT
cana-4168	433	1	an	an	DET
cana-4168	433	2	improved	improved	ADJ
cana-4168	433	3	intrusion	intrusion	NOUN
cana-4168	433	4	detection	detection	NOUN
cana-4168	433	5	algorithm	algorithm	NOUN
cana-4168	433	6	based	base	VERB
cana-4168	433	7	on	on	ADP
cana-4168	433	8	ga	ga	PROPN
cana-4168	433	9	and	and	CCONJ
cana-4168	433	10	svm	svm	PROPN
cana-4168	433	11	.	.	PROPN
cana-4168	433	12	ieee	ieee	NOUN
cana-4168	433	13	access	access	NOUN
cana-4168	433	14	,	,	PUNCT
cana-4168	433	15	6	6	NUM
cana-4168	433	16	,	,	PUNCT
cana-4168	433	17	pp.13624	pp.13624	PROPN
cana-4168	433	18	-	-	SYM
cana-4168	433	19	13631	13631	NUM
cana-4168	433	20	.	.	PUNCT
cana-4168	434	1	10	10	NUM
cana-4168	434	2	.	.	PUNCT
cana-4168	434	3	hajisalem	hajisalem	NOUN
cana-4168	434	4	,	,	PUNCT
cana-4168	434	5	v.	v.	PROPN
cana-4168	434	6	and	and	CCONJ
cana-4168	434	7	babaie	babaie	PROPN
cana-4168	434	8	,	,	PUNCT
cana-4168	434	9	s.	s.	PROPN
cana-4168	434	10	,	,	PUNCT
cana-4168	434	11	2018	2018	NUM
cana-4168	434	12	.	.	PUNCT
cana-4168	435	1	a	a	DET
cana-4168	435	2	hybrid	hybrid	ADJ
cana-4168	435	3	intrusion	intrusion	NOUN
cana-4168	435	4	detection	detection	NOUN
cana-4168	435	5	system	system	NOUN
cana-4168	435	6	based	base	VERB
cana-4168	435	7	on	on	ADP
cana-4168	435	8	abc	abc	PROPN
cana-4168	435	9	-	-	PUNCT
cana-4168	435	10	afs	afs	NOUN
cana-4168	435	11	algorithm	algorithm	NOUN
cana-4168	435	12	for	for	ADP
cana-4168	435	13	misuse	misuse	NOUN
cana-4168	435	14	and	and	CCONJ
cana-4168	435	15	anomaly	anomaly	NOUN
cana-4168	435	16	detection	detection	NOUN
cana-4168	435	17	.	.	PUNCT
cana-4168	436	1	computer	computer	NOUN
cana-4168	436	2	networks	network	NOUN
cana-4168	436	3	,	,	PUNCT
cana-4168	436	4	136	136	NUM
cana-4168	436	5	,	,	PUNCT
cana-4168	436	6	pp.37	pp.37	PROPN
cana-4168	436	7	-	-	PUNCT
cana-4168	436	8	50	50	NUM
cana-4168	436	9	.	.	PUNCT
cana-4168	436	10	11	11	NUM
cana-4168	436	11	.	.	X
cana-4168	437	1	alaparthy	alaparthy	ADJ
cana-4168	437	2	,	,	PUNCT
cana-4168	437	3	v.t	v.t	PROPN
cana-4168	437	4	.	.	PROPN
cana-4168	438	1	and	and	CCONJ
cana-4168	438	2	morgera	morgera	PROPN
cana-4168	438	3	,	,	PUNCT
cana-4168	438	4	s.d	s.d	PROPN
cana-4168	438	5	.	.	PROPN
cana-4168	438	6	,	,	PUNCT
cana-4168	438	7	2018	2018	NUM
cana-4168	438	8	.	.	PUNCT
cana-4168	439	1	a	a	DET
cana-4168	439	2	multi	multi	ADJ
cana-4168	439	3	-	-	ADJ
cana-4168	439	4	level	level	ADJ
cana-4168	439	5	intrusion	intrusion	NOUN
cana-4168	439	6	detection	detection	NOUN
cana-4168	439	7	system	system	NOUN
cana-4168	439	8	for	for	ADP
cana-4168	439	9	wireless	wireless	ADJ
cana-4168	439	10	sensor	sensor	NOUN
cana-4168	439	11	networks	network	NOUN
cana-4168	439	12	based	base	VERB
cana-4168	439	13	on	on	ADP
cana-4168	439	14	immune	immune	ADJ
cana-4168	439	15	theory	theory	NOUN
cana-4168	439	16	.	.	PUNCT
cana-4168	440	1	ieee	ieee	NOUN
cana-4168	440	2	access	access	NOUN
cana-4168	440	3	,	,	PUNCT
cana-4168	440	4	6	6	NUM
cana-4168	440	5	,	,	PUNCT
cana-4168	440	6	pp.47364	pp.47364	PROPN
cana-4168	440	7	-	-	SYM
cana-4168	440	8	47373	47373	NUM
cana-4168	440	9	.	.	PUNCT
cana-4168	441	1	12	12	NUM
cana-4168	441	2	.	.	PUNCT
cana-4168	442	1	maleh	maleh	NOUN
cana-4168	442	2	,	,	PUNCT
cana-4168	442	3	y.	y.	PROPN
cana-4168	442	4	,	,	PUNCT
cana-4168	442	5	ezzati	ezzati	PROPN
cana-4168	442	6	,	,	PUNCT
cana-4168	442	7	a.	a.	NOUN
cana-4168	442	8	,	,	PUNCT
cana-4168	442	9	qasmaoui	qasmaoui	NOUN
cana-4168	442	10	,	,	PUNCT
cana-4168	442	11	y.	y.	PROPN
cana-4168	442	12	and	and	CCONJ
cana-4168	442	13	mbida	mbida	PROPN
cana-4168	442	14	,	,	PUNCT
cana-4168	442	15	m.	m.	NOUN
cana-4168	442	16	,	,	PUNCT
cana-4168	442	17	2015	2015	NUM
cana-4168	442	18	.	.	PUNCT
cana-4168	443	1	a	a	DET
cana-4168	443	2	global	global	ADJ
cana-4168	443	3	hybrid	hybrid	ADJ
cana-4168	443	4	intrusion	intrusion	NOUN
cana-4168	443	5	detection	detection	NOUN
cana-4168	443	6	system	system	NOUN
cana-4168	443	7	for	for	ADP
cana-4168	443	8	wireless	wireless	ADJ
cana-4168	443	9	sensor	sensor	NOUN
cana-4168	443	10	networks	network	NOUN
cana-4168	443	11	.	.	PUNCT
cana-4168	444	1	procedia	procedia	PROPN
cana-4168	444	2	computer	computer	NOUN
cana-4168	444	3	science	science	NOUN
cana-4168	444	4	,	,	PUNCT
cana-4168	444	5	52	52	NUM
cana-4168	444	6	,	,	PUNCT
cana-4168	444	7	pp.1047	pp.1047	PROPN
cana-4168	444	8	-	-	PUNCT
cana-4168	444	9	1052	1052	NUM
cana-4168	444	10	.	.	PUNCT
cana-4168	445	1	13	13	NUM
cana-4168	445	2	.	.	X
cana-4168	445	3	anitha	anitha	PROPN
cana-4168	445	4	,	,	PUNCT
cana-4168	445	5	p.	p.	NOUN
cana-4168	445	6	and	and	CCONJ
cana-4168	445	7	kaarthick	kaarthick	PROPN
cana-4168	445	8	,	,	PUNCT
cana-4168	445	9	b.	b.	PROPN
cana-4168	445	10	,	,	PUNCT
cana-4168	445	11	2021	2021	NUM
cana-4168	445	12	.	.	PUNCT
cana-4168	446	1	oppositional	oppositional	ADJ
cana-4168	446	2	based	base	VERB
cana-4168	446	3	laplacian	laplacian	ADJ
cana-4168	446	4	grey	grey	PROPN
cana-4168	446	5	wolf	wolf	PROPN
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cana-4168	446	9	svm	svm	PROPN
cana-4168	446	10	for	for	ADP
cana-4168	446	11	data	datum	NOUN
cana-4168	446	12	mining	mining	NOUN
cana-4168	446	13	in	in	ADP
cana-4168	446	14	intrusion	intrusion	NOUN
cana-4168	446	15	detection	detection	NOUN
cana-4168	446	16	system	system	NOUN
cana-4168	446	17	.	.	PUNCT
cana-4168	447	1	journal	journal	PROPN
cana-4168	447	2	of	of	ADP
cana-4168	447	3	ambient	ambient	ADJ
cana-4168	447	4	intelligence	intelligence	NOUN
cana-4168	447	5	and	and	CCONJ
cana-4168	447	6	humanized	humanize	VERB
cana-4168	447	7	computing	computing	NOUN
cana-4168	447	8	,	,	PUNCT
cana-4168	447	9	12(3	12(3	NUM
cana-4168	447	10	)	)	PUNCT
cana-4168	447	11	,	,	PUNCT
cana-4168	447	12	pp.3589	pp.3589	PROPN
cana-4168	447	13	-	-	PUNCT
cana-4168	447	14	3600	3600	NUM
cana-4168	447	15	.	.	PUNCT
cana-4168	448	1	14	14	NUM
cana-4168	448	2	.	.	PUNCT
cana-4168	449	1	borkar	borkar	PROPN
cana-4168	449	2	,	,	PUNCT
cana-4168	449	3	g.m	g.m	PROPN
cana-4168	449	4	.	.	PROPN
cana-4168	449	5	,	,	PUNCT
cana-4168	449	6	patil	patil	PROPN
cana-4168	449	7	,	,	PUNCT
cana-4168	449	8	l.h	l.h	PROPN
cana-4168	449	9	.	.	PROPN
cana-4168	449	10	,	,	PUNCT
cana-4168	449	11	dalgade	dalgade	PROPN
cana-4168	449	12	,	,	PUNCT
cana-4168	449	13	d.	d.	PROPN
cana-4168	449	14	and	and	CCONJ
cana-4168	449	15	hutke	hutke	PROPN
cana-4168	449	16	,	,	PUNCT
cana-4168	449	17	a.	a.	NOUN
cana-4168	449	18	,	,	PUNCT
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cana-4168	449	20	.	.	PUNCT
cana-4168	450	1	a	a	DET
cana-4168	450	2	novel	novel	ADJ
cana-4168	450	3	clustering	clustering	NOUN
cana-4168	450	4	approach	approach	NOUN
cana-4168	450	5	and	and	CCONJ
cana-4168	450	6	adaptive	adaptive	ADJ
cana-4168	450	7	svm	svm	NOUN
cana-4168	450	8	classifier	classifier	NOUN
cana-4168	450	9	for	for	ADP
cana-4168	450	10	intrusion	intrusion	NOUN
cana-4168	450	11	detection	detection	NOUN
cana-4168	450	12	in	in	ADP
cana-4168	450	13	wsn	wsn	PROPN
cana-4168	450	14	:	:	PUNCT
cana-4168	450	15	a	a	DET
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cana-4168	450	17	mining	mining	NOUN
cana-4168	450	18	concept	concept	NOUN
cana-4168	450	19	.	.	PUNCT
cana-4168	451	1	sustainable	sustainable	ADJ
cana-4168	451	2	computing	computing	NOUN
cana-4168	451	3	:	:	PUNCT
cana-4168	451	4	informatics	informatic	NOUN
cana-4168	451	5	and	and	CCONJ
cana-4168	451	6	systems	system	NOUN
cana-4168	451	7	,	,	PUNCT
cana-4168	451	8	23	23	NUM
cana-4168	451	9	,	,	PUNCT
cana-4168	451	10	pp.120	pp.120	NOUN
cana-4168	451	11	-	-	PUNCT
cana-4168	451	12	135	135	NUM
cana-4168	451	13	.	.	NOUN
cana-4168	451	14	15	15	NUM
cana-4168	451	15	.	.	PUNCT
cana-4168	452	1	mehmood	mehmood	PROPN
cana-4168	452	2	,	,	PUNCT
cana-4168	452	3	a.	a.	PROPN
cana-4168	452	4	,	,	PUNCT
cana-4168	452	5	khanan	khanan	PROPN
cana-4168	452	6	,	,	PUNCT
cana-4168	452	7	a.	a.	PROPN
cana-4168	452	8	,	,	PUNCT
cana-4168	452	9	umar	umar	PROPN
cana-4168	452	10	,	,	PUNCT
cana-4168	452	11	m.m	m.m	PROPN
cana-4168	452	12	.	.	PROPN
cana-4168	452	13	,	,	PUNCT
cana-4168	452	14	abdullah	abdullah	PROPN
cana-4168	452	15	,	,	PUNCT
cana-4168	452	16	s.	s.	PROPN
cana-4168	452	17	,	,	PUNCT
cana-4168	452	18	ariffin	ariffin	NOUN
cana-4168	452	19	,	,	PUNCT
cana-4168	452	20	k.a.z	k.a.z	PROPN
cana-4168	452	21	.	.	PROPN
cana-4168	452	22	and	and	CCONJ
cana-4168	452	23	song	song	PROPN
cana-4168	452	24	,	,	PUNCT
cana-4168	452	25	h.	h.	PROPN
cana-4168	452	26	,	,	PUNCT
cana-4168	452	27	2017	2017	NUM
cana-4168	452	28	.	.	PUNCT
cana-4168	453	1	secure	secure	ADJ
cana-4168	453	2	knowledge	knowledge	NOUN
cana-4168	453	3	and	and	CCONJ
cana-4168	453	4	cluster	cluster	NOUN
cana-4168	453	5	-	-	PUNCT
cana-4168	453	6	based	base	VERB
cana-4168	453	7	intrusion	intrusion	NOUN
cana-4168	453	8	detection	detection	NOUN
cana-4168	453	9	mechanism	mechanism	NOUN
cana-4168	453	10	for	for	ADP
cana-4168	453	11	smart	smart	ADJ
cana-4168	453	12	wireless	wireless	ADJ
cana-4168	453	13	sensor	sensor	NOUN
cana-4168	453	14	networks	network	NOUN
cana-4168	453	15	.	.	PUNCT
cana-4168	454	1	ieee	ieee	NOUN
cana-4168	454	2	access	access	NOUN
cana-4168	454	3	,	,	PUNCT
cana-4168	454	4	6	6	NUM
cana-4168	454	5	,	,	PUNCT
cana-4168	454	6	pp.5688	pp.5688	NOUN
cana-4168	454	7	-	-	SYM
cana-4168	454	8	5694	5694	NUM
cana-4168	454	9	.	.	PUNCT
cana-4168	455	1	16	16	NUM
cana-4168	455	2	.	.	PUNCT
cana-4168	455	3	yin	yin	PROPN
cana-4168	455	4	,	,	PUNCT
cana-4168	455	5	c.	c.	PROPN
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cana-4168	455	8	,	,	PUNCT
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cana-4168	455	16	,	,	PUNCT
cana-4168	455	17	x.	x.	NOUN
cana-4168	455	18	,	,	PUNCT
cana-4168	455	19	2017	2017	NUM
cana-4168	455	20	.	.	PUNCT
cana-4168	456	1	a	a	DET
cana-4168	456	2	deep	deep	ADJ
cana-4168	456	3	learning	learning	NOUN
cana-4168	456	4	approach	approach	NOUN
cana-4168	456	5	for	for	ADP
cana-4168	456	6	intrusion	intrusion	NOUN
cana-4168	456	7	detection	detection	NOUN
cana-4168	456	8	using	use	VERB
cana-4168	456	9	recurrent	recurrent	ADJ
cana-4168	456	10	neural	neural	ADJ
cana-4168	456	11	networks	network	NOUN
cana-4168	456	12	.	.	PUNCT
cana-4168	457	1	ieee	ieee	NOUN
cana-4168	457	2	access	access	NOUN
cana-4168	457	3	,	,	PUNCT
cana-4168	457	4	5	5	NUM
cana-4168	457	5	,	,	PUNCT
cana-4168	457	6	pp.21954	pp.21954	PROPN
cana-4168	457	7	-	-	PUNCT
cana-4168	457	8	21961	21961	NUM
cana-4168	457	9	.	.	PUNCT
cana-4168	458	1	communications	communication	NOUN
cana-4168	458	2	on	on	ADP
cana-4168	458	3	applied	apply	VERB
cana-4168	458	4	nonlinear	nonlinear	ADJ
cana-4168	458	5	analysis	analysis	NOUN
cana-4168	458	6	issn	issn	NOUN
cana-4168	458	7	:	:	PUNCT
cana-4168	458	8	1074	1074	NUM
cana-4168	458	9	-	-	PUNCT
cana-4168	458	10	133x	133x	NUM
cana-4168	458	11	vol	vol	NOUN
cana-4168	458	12	32	32	NUM
cana-4168	458	13	no	no	NOUN
cana-4168	458	14	.	.	PUNCT
cana-4168	459	1	9s	9s	NUM
cana-4168	459	2	(	(	PUNCT
cana-4168	459	3	2025	2025	NUM
cana-4168	459	4	)	)	PUNCT
cana-4168	459	5	1471	1471	NUM
cana-4168	459	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4168	459	7	17	17	NUM
cana-4168	459	8	.	.	PUNCT
cana-4168	460	1	wazid	wazid	PROPN
cana-4168	460	2	,	,	PUNCT
cana-4168	460	3	m.	m.	NOUN
cana-4168	460	4	and	and	CCONJ
cana-4168	460	5	das	das	PROPN
cana-4168	460	6	,	,	PUNCT
cana-4168	460	7	a.k	a.k	PROPN
cana-4168	460	8	.	.	PROPN
cana-4168	460	9	,	,	PUNCT
cana-4168	460	10	2016	2016	NUM
cana-4168	460	11	.	.	PUNCT
cana-4168	461	1	an	an	DET
cana-4168	461	2	efficient	efficient	ADJ
cana-4168	461	3	hybrid	hybrid	NOUN
cana-4168	461	4	anomaly	anomaly	NOUN
cana-4168	461	5	detection	detection	NOUN
cana-4168	461	6	scheme	scheme	NOUN
cana-4168	461	7	using	use	VERB
cana-4168	461	8	k	k	NOUN
cana-4168	461	9	-	-	PUNCT
cana-4168	461	10	means	means	NOUN
cana-4168	461	11	clustering	cluster	VERB
cana-4168	461	12	for	for	ADP
cana-4168	461	13	wireless	wireless	ADJ
cana-4168	461	14	sensor	sensor	NOUN
cana-4168	461	15	networks	network	NOUN
cana-4168	461	16	.	.	PUNCT
cana-4168	462	1	wireless	wireless	ADJ
cana-4168	462	2	personal	personal	ADJ
cana-4168	462	3	communications	communication	NOUN
cana-4168	462	4	,	,	PUNCT
cana-4168	462	5	90(4	90(4	NUM
cana-4168	462	6	)	)	PUNCT
cana-4168	462	7	,	,	PUNCT
cana-4168	462	8	pp.19712000	pp.19712000	PROPN
cana-4168	462	9	.	.	PROPN
cana-4168	462	10	18	18	NUM
cana-4168	462	11	.	.	PUNCT
cana-4168	463	1	sharawi	sharawi	NOUN
cana-4168	463	2	,	,	PUNCT
cana-4168	463	3	m.	m.	NOUN
cana-4168	463	4	,	,	PUNCT
cana-4168	463	5	zawbaa	zawbaa	PROPN
cana-4168	463	6	,	,	PUNCT
cana-4168	463	7	h.m	h.m	PROPN
cana-4168	463	8	.	.	PROPN
cana-4168	463	9	and	and	CCONJ
cana-4168	463	10	emary	emary	PROPN
cana-4168	463	11	,	,	PUNCT
cana-4168	463	12	e.	e.	PROPN
cana-4168	463	13	,	,	PUNCT
cana-4168	463	14	2017	2017	NUM
cana-4168	463	15	,	,	PUNCT
cana-4168	463	16	february	february	PROPN
cana-4168	463	17	.	.	PUNCT
cana-4168	464	1	feature	feature	NOUN
cana-4168	464	2	selection	selection	NOUN
cana-4168	464	3	approach	approach	NOUN
cana-4168	464	4	based	base	VERB
cana-4168	464	5	on	on	ADP
cana-4168	464	6	whale	whale	NOUN
cana-4168	464	7	optimization	optimization	NOUN
cana-4168	464	8	algorithm	algorithm	NOUN
cana-4168	464	9	.	.	PUNCT
cana-4168	465	1	in	in	ADP
cana-4168	465	2	2017	2017	NUM
cana-4168	465	3	ninth	ninth	ADJ
cana-4168	465	4	international	international	ADJ
cana-4168	465	5	conference	conference	NOUN
cana-4168	465	6	on	on	ADP
cana-4168	465	7	advanced	advanced	ADJ
cana-4168	465	8	computational	computational	ADJ
cana-4168	465	9	intelligence	intelligence	NOUN
cana-4168	465	10	(	(	PUNCT
cana-4168	465	11	icaci	icaci	NOUN
cana-4168	465	12	)	)	PUNCT
cana-4168	465	13	(	(	PUNCT
cana-4168	465	14	pp	pp	X
cana-4168	465	15	.	.	PUNCT
cana-4168	466	1	163	163	NUM
cana-4168	466	2	-	-	SYM
cana-4168	466	3	168	168	NUM
cana-4168	466	4	)	)	PUNCT
cana-4168	466	5	.	.	PUNCT
cana-4168	467	1	ieee	ieee	PROPN
cana-4168	467	2	.	.	PUNCT
cana-4168	468	1	19	19	NUM
cana-4168	468	2	.	.	PUNCT
cana-4168	468	3	wu	wu	PROPN
cana-4168	468	4	,	,	PUNCT
cana-4168	468	5	x.	x.	PROPN
cana-4168	468	6	,	,	PUNCT
cana-4168	468	7	zhang	zhang	PROPN
cana-4168	468	8	,	,	PUNCT
cana-4168	468	9	s.	s.	PROPN
cana-4168	468	10	,	,	PUNCT
cana-4168	468	11	xiao	xiao	PROPN
cana-4168	468	12	,	,	PUNCT
cana-4168	468	13	w.	w.	PROPN
cana-4168	468	14	and	and	CCONJ
cana-4168	468	15	yin	yin	PROPN
cana-4168	468	16	,	,	PUNCT
cana-4168	468	17	y.	y.	PROPN
cana-4168	468	18	,	,	PUNCT
cana-4168	468	19	2019	2019	NUM
cana-4168	468	20	.	.	PUNCT
cana-4168	469	1	the	the	DET
cana-4168	469	2	exploration	exploration	NOUN
cana-4168	469	3	/	/	SYM
cana-4168	469	4	exploitation	exploitation	NOUN
cana-4168	469	5	tradeoff	tradeoff	NOUN
cana-4168	469	6	in	in	ADP
cana-4168	469	7	whale	whale	NOUN
cana-4168	469	8	optimization	optimization	NOUN
cana-4168	469	9	algorithm	algorithm	NOUN
cana-4168	469	10	.	.	PUNCT
cana-4168	470	1	ieee	ieee	NOUN
cana-4168	470	2	access	access	NOUN
cana-4168	470	3	,	,	PUNCT
cana-4168	470	4	7	7	NUM
cana-4168	470	5	,	,	PUNCT
cana-4168	470	6	pp.125919	pp.125919	NOUN
cana-4168	470	7	-	-	PUNCT
cana-4168	470	8	125928	125928	NUM
cana-4168	470	9	.	.	PUNCT
cana-4168	471	1	20	20	NUM
cana-4168	471	2	.	.	X
cana-4168	472	1	ling	ling	PROPN
cana-4168	472	2	,	,	PUNCT
cana-4168	472	3	y.	y.	PROPN
cana-4168	472	4	,	,	PUNCT
cana-4168	472	5	zhou	zhou	PROPN
cana-4168	472	6	,	,	PUNCT
cana-4168	472	7	y.	y.	PROPN
cana-4168	472	8	and	and	CCONJ
cana-4168	472	9	luo	luo	PROPN
cana-4168	472	10	,	,	PUNCT
cana-4168	472	11	q.	q.	PROPN
cana-4168	472	12	,	,	PUNCT
cana-4168	472	13	2017	2017	NUM
cana-4168	472	14	.	.	PUNCT
cana-4168	473	1	lévy	lévy	ADJ
cana-4168	473	2	flight	flight	NOUN
cana-4168	473	3	trajectory	trajectory	NOUN
cana-4168	473	4	-	-	PUNCT
cana-4168	473	5	based	base	VERB
cana-4168	473	6	whale	whale	NOUN
cana-4168	473	7	optimization	optimization	NOUN
cana-4168	473	8	algorithm	algorithm	NOUN
cana-4168	473	9	for	for	ADP
cana-4168	473	10	global	global	ADJ
cana-4168	473	11	optimization	optimization	NOUN
cana-4168	473	12	.	.	PUNCT
cana-4168	474	1	ieee	ieee	NOUN
cana-4168	474	2	access	access	NOUN
cana-4168	474	3	,	,	PUNCT
cana-4168	474	4	5	5	NUM
cana-4168	474	5	,	,	PUNCT
cana-4168	474	6	pp.6168	pp.6168	NOUN
cana-4168	474	7	-	-	SYM
cana-4168	474	8	6186	6186	NUM
cana-4168	474	9	.	.	PUNCT
cana-4168	475	1	21	21	NUM
cana-4168	475	2	.	.	PUNCT
cana-4168	476	1	han	han	PROPN
cana-4168	476	2	,	,	PUNCT
cana-4168	476	3	h.g	h.g	PROPN
cana-4168	476	4	.	.	PROPN
cana-4168	476	5	,	,	PUNCT
cana-4168	476	6	wu	wu	PROPN
cana-4168	476	7	,	,	PUNCT
cana-4168	476	8	x.l	x.l	PROPN
cana-4168	476	9	.	.	PROPN
cana-4168	476	10	,	,	PUNCT
cana-4168	476	11	liu	liu	PROPN
cana-4168	476	12	,	,	PUNCT
cana-4168	476	13	z.	z.	PROPN
cana-4168	476	14	and	and	CCONJ
cana-4168	476	15	qiao	qiao	PROPN
cana-4168	476	16	,	,	PUNCT
cana-4168	476	17	j.f	j.f	PROPN
cana-4168	476	18	.	.	PROPN
cana-4168	476	19	,	,	PUNCT
cana-4168	476	20	2017	2017	NUM
cana-4168	476	21	.	.	PUNCT
cana-4168	477	1	design	design	NOUN
cana-4168	477	2	of	of	ADP
cana-4168	477	3	self	self	NOUN
cana-4168	477	4	-	-	PUNCT
cana-4168	477	5	organizing	organize	VERB
cana-4168	477	6	intelligent	intelligent	ADJ
cana-4168	477	7	controller	controller	NOUN
cana-4168	477	8	using	use	VERB
cana-4168	477	9	fuzzy	fuzzy	ADJ
cana-4168	477	10	neural	neural	ADJ
cana-4168	477	11	network	network	NOUN
cana-4168	477	12	.	.	PUNCT
cana-4168	478	1	ieee	ieee	NOUN
cana-4168	478	2	transactions	transaction	NOUN
cana-4168	478	3	on	on	ADP
cana-4168	478	4	fuzzy	fuzzy	ADJ
cana-4168	478	5	systems	system	NOUN
cana-4168	478	6	,	,	PUNCT
cana-4168	478	7	26(5	26(5	NUM
cana-4168	478	8	)	)	PUNCT
cana-4168	478	9	,	,	PUNCT
cana-4168	478	10	pp.30973111	pp.30973111	PROPN
cana-4168	478	11	.	.	PROPN
cana-4168	478	12	22	22	NUM
cana-4168	478	13	.	.	PUNCT
cana-4168	479	1	figueroa	figueroa	NOUN
cana-4168	479	2	-	-	PUNCT
cana-4168	479	3	garcía	garcía	PROPN
cana-4168	479	4	,	,	PUNCT
cana-4168	479	5	j.c	j.c	PROPN
cana-4168	479	6	.	.	PROPN
cana-4168	479	7	,	,	PUNCT
cana-4168	479	8	ochoa	ochoa	PROPN
cana-4168	479	9	-	-	PUNCT
cana-4168	479	10	rey	rey	PROPN
cana-4168	479	11	,	,	PUNCT
cana-4168	479	12	c.m	c.m	PROPN
cana-4168	479	13	.	.	PROPN
cana-4168	479	14	and	and	CCONJ
cana-4168	479	15	avellaneda	avellaneda	PROPN
cana-4168	479	16	-	-	PUNCT
cana-4168	479	17	gonzález	gonzález	PROPN
cana-4168	479	18	,	,	PUNCT
cana-4168	479	19	j.a	j.a	PROPN
cana-4168	479	20	.	.	PROPN
cana-4168	479	21	,	,	PUNCT
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cana-4168	479	23	.	.	PUNCT
cana-4168	480	1	rule	rule	NOUN
cana-4168	480	2	generation	generation	NOUN
cana-4168	480	3	of	of	ADP
cana-4168	480	4	fuzzy	fuzzy	ADJ
cana-4168	480	5	logic	logic	NOUN
cana-4168	480	6	systems	system	NOUN
cana-4168	480	7	using	use	VERB
cana-4168	480	8	a	a	DET
cana-4168	480	9	self	self	NOUN
cana-4168	480	10	-	-	PUNCT
cana-4168	480	11	organized	organize	VERB
cana-4168	480	12	fuzzy	fuzzy	ADJ
cana-4168	480	13	neural	neural	ADJ
cana-4168	480	14	network	network	NOUN
cana-4168	480	15	.	.	PUNCT
cana-4168	481	1	neurocomputing	neurocomputing	NOUN
cana-4168	481	2	,	,	PUNCT
cana-4168	481	3	151	151	NUM
cana-4168	481	4	,	,	PUNCT
cana-4168	481	5	pp.955	pp.955	NOUN
cana-4168	481	6	-	-	PUNCT
cana-4168	481	7	962	962	NUM
cana-4168	481	8	.	.	PUNCT
cana-4168	482	1	23	23	NUM
cana-4168	482	2	.	.	X
cana-4168	482	3	tang	tang	PROPN
cana-4168	482	4	,	,	PUNCT
cana-4168	482	5	j.	j.	PROPN
cana-4168	482	6	,	,	PUNCT
cana-4168	482	7	liu	liu	PROPN
cana-4168	482	8	,	,	PUNCT
cana-4168	482	9	f.	f.	PROPN
cana-4168	482	10	,	,	PUNCT
cana-4168	482	11	zou	zou	PROPN
cana-4168	482	12	,	,	PUNCT
cana-4168	482	13	y.	y.	PROPN
cana-4168	482	14	,	,	PUNCT
cana-4168	482	15	zhang	zhang	PROPN
cana-4168	482	16	,	,	PUNCT
cana-4168	482	17	w.	w.	PROPN
cana-4168	482	18	and	and	CCONJ
cana-4168	482	19	wang	wang	PROPN
cana-4168	482	20	,	,	PUNCT
cana-4168	482	21	y.	y.	PROPN
cana-4168	482	22	,	,	PUNCT
cana-4168	482	23	2017	2017	NUM
cana-4168	482	24	.	.	PUNCT
cana-4168	483	1	an	an	DET
cana-4168	483	2	improved	improve	VERB
cana-4168	483	3	fuzzy	fuzzy	ADJ
cana-4168	483	4	neural	neural	ADJ
cana-4168	483	5	network	network	NOUN
cana-4168	483	6	for	for	ADP
cana-4168	483	7	traffic	traffic	NOUN
cana-4168	483	8	speed	speed	NOUN
cana-4168	483	9	prediction	prediction	NOUN
cana-4168	483	10	considering	consider	VERB
cana-4168	483	11	periodic	periodic	ADJ
cana-4168	483	12	characteristic	characteristic	NOUN
cana-4168	483	13	.	.	PUNCT
cana-4168	484	1	ieee	ieee	NOUN
cana-4168	484	2	transactions	transaction	NOUN
cana-4168	484	3	on	on	ADP
cana-4168	484	4	intelligent	intelligent	ADJ
cana-4168	484	5	transportation	transportation	NOUN
cana-4168	484	6	systems	system	NOUN
cana-4168	484	7	,	,	PUNCT
cana-4168	484	8	18(9	18(9	NOUN
cana-4168	484	9	)	)	PUNCT
cana-4168	484	10	,	,	PUNCT
cana-4168	484	11	pp.2340	pp.2340	PROPN
cana-4168	484	12	-	-	PUNCT
cana-4168	484	13	2350	2350	NUM
cana-4168	484	14	.	.	PUNCT
cana-4168	485	1	24	24	NUM
cana-4168	485	2	.	.	PUNCT
cana-4168	486	1	lin	lin	PROPN
cana-4168	486	2	,	,	PUNCT
cana-4168	486	3	f.j	f.j	PROPN
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cana-4168	486	5	,	,	PUNCT
cana-4168	486	6	lu	lu	PROPN
cana-4168	486	7	,	,	PUNCT
cana-4168	486	8	k.c	k.c	PROPN
cana-4168	486	9	.	.	PROPN
cana-4168	486	10	,	,	PUNCT
cana-4168	486	11	ke	ke	PROPN
cana-4168	486	12	,	,	PUNCT
cana-4168	486	13	t.h	t.h	PROPN
cana-4168	486	14	.	.	PROPN
cana-4168	486	15	,	,	PUNCT
cana-4168	486	16	yang	yang	PROPN
cana-4168	486	17	,	,	PUNCT
cana-4168	486	18	b.h	b.h	PROPN
cana-4168	486	19	.	.	PROPN
cana-4168	486	20	and	and	CCONJ
cana-4168	486	21	chang	chang	PROPN
cana-4168	486	22	,	,	PUNCT
cana-4168	486	23	y.r	y.r	PROPN
cana-4168	486	24	.	.	PROPN
cana-4168	486	25	,	,	PUNCT
cana-4168	486	26	2015	2015	NUM
cana-4168	486	27	.	.	PUNCT
cana-4168	487	1	reactive	reactive	ADJ
cana-4168	487	2	power	power	NOUN
cana-4168	487	3	control	control	NOUN
cana-4168	487	4	of	of	ADP
cana-4168	487	5	three	three	NUM
cana-4168	487	6	-	-	PUNCT
cana-4168	487	7	phase	phase	NOUN
cana-4168	487	8	grid	grid	NOUN
cana-4168	487	9	-	-	PUNCT
cana-4168	487	10	connected	connect	VERB
cana-4168	487	11	pv	pv	NOUN
cana-4168	487	12	system	system	NOUN
cana-4168	487	13	during	during	ADP
cana-4168	487	14	grid	grid	NOUN
cana-4168	487	15	faults	fault	NOUN
cana-4168	487	16	using	use	VERB
cana-4168	487	17	takagi	takagi	NOUN
cana-4168	487	18	–	–	PUNCT
cana-4168	487	19	sugeno	sugeno	NOUN
cana-4168	487	20	–	–	PUNCT
cana-4168	487	21	kang	kang	PROPN
cana-4168	487	22	probabilistic	probabilistic	VERB
cana-4168	487	23	fuzzy	fuzzy	ADJ
cana-4168	487	24	neural	neural	ADJ
cana-4168	487	25	network	network	NOUN
cana-4168	487	26	control	control	NOUN
cana-4168	487	27	.	.	PUNCT
cana-4168	488	1	ieee	ieee	NOUN
cana-4168	488	2	transactions	transaction	NOUN
cana-4168	488	3	on	on	ADP
cana-4168	488	4	industrial	industrial	ADJ
cana-4168	488	5	electronics	electronic	NOUN
cana-4168	488	6	,	,	PUNCT
cana-4168	488	7	62(9	62(9	NUM
cana-4168	488	8	)	)	PUNCT
cana-4168	488	9	,	,	PUNCT
cana-4168	488	10	pp.5516	pp.5516	PROPN
cana-4168	488	11	-	-	PUNCT
cana-4168	488	12	5528	5528	NUM
cana-4168	488	13	.	.	PUNCT
cana-4168	489	1	25	25	NUM
cana-4168	489	2	.	.	PUNCT
cana-4168	490	1	wang	wang	PROPN
cana-4168	490	2	,	,	PUNCT
cana-4168	490	3	z.	z.	PROPN
cana-4168	490	4	and	and	CCONJ
cana-4168	490	5	fei	fei	PROPN
cana-4168	490	6	,	,	PUNCT
cana-4168	490	7	j.	j.	PROPN
cana-4168	490	8	,	,	PUNCT
cana-4168	490	9	2021	2021	NUM
cana-4168	490	10	.	.	PUNCT
cana-4168	491	1	fractional	fractional	ADJ
cana-4168	491	2	-	-	PUNCT
cana-4168	491	3	order	order	NOUN
cana-4168	491	4	terminal	terminal	NOUN
cana-4168	491	5	sliding	slide	VERB
cana-4168	491	6	mode	mode	NOUN
cana-4168	491	7	control	control	NOUN
cana-4168	491	8	using	use	VERB
cana-4168	491	9	self	self	NOUN
cana-4168	491	10	-	-	PUNCT
cana-4168	491	11	evolving	evolve	VERB
cana-4168	491	12	recurrent	recurrent	ADJ
cana-4168	491	13	chebyshev	chebyshev	NOUN
cana-4168	491	14	fuzzy	fuzzy	ADJ
cana-4168	491	15	neural	neural	ADJ
cana-4168	491	16	network	network	NOUN
cana-4168	491	17	for	for	ADP
cana-4168	491	18	mems	mem	NOUN
cana-4168	491	19	gyroscope	gyroscope	NOUN
cana-4168	491	20	.	.	PUNCT
cana-4168	492	1	ieee	ieee	NOUN
cana-4168	492	2	transactions	transaction	NOUN
cana-4168	492	3	on	on	ADP
cana-4168	492	4	fuzzy	fuzzy	ADJ
cana-4168	492	5	systems	system	NOUN
cana-4168	492	6	.	.	PUNCT