id	sid	tid	token	lemma	pos
cana-1486	1	1	communications	communication	NOUN
cana-1486	1	2	on	on	ADP
cana-1486	1	3	applied	apply	VERB
cana-1486	1	4	nonlinear	nonlinear	ADJ
cana-1486	1	5	analysis	analysis	NOUN
cana-1486	1	6	issn	issn	NOUN
cana-1486	1	7	:	:	PUNCT
cana-1486	1	8	1074	1074	NUM
cana-1486	1	9	-	-	PUNCT
cana-1486	1	10	133x	133x	NUM
cana-1486	1	11	vol	vol	NOUN
cana-1486	1	12	31	31	NUM
cana-1486	1	13	no	no	NOUN
cana-1486	1	14	.	.	PUNCT
cana-1486	2	1	8s	8s	PROPN
cana-1486	2	2	(	(	PUNCT
cana-1486	2	3	2024	2024	NUM
cana-1486	2	4	)	)	PUNCT
cana-1486	2	5	282	282	NUM
cana-1486	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	2	7	a	a	DET
cana-1486	2	8	mathematical	mathematical	ADJ
cana-1486	2	9	and	and	CCONJ
cana-1486	2	10	hybrid	hybrid	ADJ
cana-1486	2	11	deep	deep	ADJ
cana-1486	2	12	learning	learning	NOUN
cana-1486	2	13	model	model	NOUN
cana-1486	2	14	for	for	ADP
cana-1486	2	15	real	real	ADJ
cana-1486	2	16	-	-	PUNCT
cana-1486	2	17	time	time	NOUN
cana-1486	2	18	intrusion	intrusion	NOUN
cana-1486	2	19	detection	detection	NOUN
cana-1486	2	20	in	in	ADP
cana-1486	2	21	iot	iot	NOUN
cana-1486	2	22	-	-	PUNCT
cana-1486	2	23	based	base	VERB
cana-1486	2	24	electric	electric	ADJ
cana-1486	2	25	vehicle	vehicle	NOUN
cana-1486	2	26	charging	charge	VERB
cana-1486	2	27	stations	station	NOUN
cana-1486	2	28	adil	adil	PROPN
cana-1486	2	29	fahad	fahad	PROPN
cana-1486	2	30	faculty	faculty	PROPN
cana-1486	2	31	of	of	ADP
cana-1486	2	32	computing	computing	PROPN
cana-1486	2	33	&	&	CCONJ
cana-1486	2	34	information	information	NOUN
cana-1486	2	35	,	,	PUNCT
cana-1486	2	36	department	department	NOUN
cana-1486	2	37	of	of	ADP
cana-1486	2	38	computer	computer	NOUN
cana-1486	2	39	science	science	NOUN
cana-1486	2	40	,	,	PUNCT
cana-1486	2	41	al	al	PROPN
cana-1486	2	42	baha	baha	PROPN
cana-1486	2	43	university	university	PROPN
cana-1486	2	44	,	,	PUNCT
cana-1486	2	45	al	al	PROPN
cana-1486	2	46	baha	baha	PROPN
cana-1486	2	47	,	,	PUNCT
cana-1486	2	48	saudi	saudi	PROPN
cana-1486	2	49	arabia	arabia	PROPN
cana-1486	2	50	.	.	PUNCT
cana-1486	3	1	afalharthi@bu.edu.sa	afalharthi@bu.edu.sa	PROPN
cana-1486	3	2	article	article	NOUN
cana-1486	3	3	history	history	NOUN
cana-1486	3	4	:	:	PUNCT
cana-1486	3	5	received	receive	VERB
cana-1486	3	6	:	:	PUNCT
cana-1486	3	7	30	30	NUM
cana-1486	3	8	-	-	PUNCT
cana-1486	3	9	04	04	NUM
cana-1486	3	10	-	-	PUNCT
cana-1486	3	11	2024	2024	NUM
cana-1486	3	12	revised	revise	VERB
cana-1486	3	13	:	:	PUNCT
cana-1486	3	14	21	21	NUM
cana-1486	3	15	-	-	SYM
cana-1486	3	16	06	06	NUM
cana-1486	3	17	-	-	PUNCT
cana-1486	3	18	2024	2024	NUM
cana-1486	3	19	accepted	accept	VERB
cana-1486	3	20	:	:	PUNCT
cana-1486	3	21	03	03	NUM
cana-1486	3	22	-	-	PUNCT
cana-1486	3	23	07	07	NUM
cana-1486	3	24	-	-	PUNCT
cana-1486	3	25	2024	2024	NUM
cana-1486	3	26	abstract	abstract	NOUN
cana-1486	3	27	:	:	PUNCT
cana-1486	3	28	the	the	DET
cana-1486	3	29	recent	recent	ADJ
cana-1486	3	30	frame	frame	NOUN
cana-1486	3	31	of	of	ADP
cana-1486	3	32	iot	iot	PROPN
cana-1486	3	33	and	and	CCONJ
cana-1486	3	34	industrial	industrial	ADJ
cana-1486	3	35	iot	iot	NOUN
cana-1486	3	36	security	security	NOUN
cana-1486	3	37	brings	bring	VERB
cana-1486	3	38	new	new	ADJ
cana-1486	3	39	type	type	NOUN
cana-1486	3	40	of	of	ADP
cana-1486	3	41	intrusion	intrusion	NOUN
cana-1486	3	42	detection	detection	NOUN
cana-1486	3	43	systems	system	NOUN
cana-1486	3	44	.	.	PUNCT
cana-1486	4	1	we	we	PRON
cana-1486	4	2	propose	propose	VERB
cana-1486	4	3	a	a	DET
cana-1486	4	4	new	new	ADJ
cana-1486	4	5	method	method	NOUN
cana-1486	4	6	for	for	ADP
cana-1486	4	7	intrusion	intrusion	NOUN
cana-1486	4	8	detection	detection	NOUN
cana-1486	4	9	in	in	ADP
cana-1486	4	10	iot	iot	PROPN
cana-1486	4	11	based	base	VERB
cana-1486	4	12	evcs	evcs	NOUN
cana-1486	4	13	with	with	ADP
cana-1486	4	14	the	the	DET
cana-1486	4	15	integration	integration	NOUN
cana-1486	4	16	of	of	ADP
cana-1486	4	17	convolutional	convolutional	ADJ
cana-1486	4	18	neural	neural	ADJ
cana-1486	4	19	network	network	NOUN
cana-1486	4	20	,	,	PUNCT
cana-1486	4	21	long	long	ADJ
cana-1486	4	22	short	short	ADJ
cana-1486	4	23	-	-	PUNCT
cana-1486	4	24	term	term	NOUN
cana-1486	4	25	memory	memory	NOUN
cana-1486	4	26	model	model	NOUN
cana-1486	4	27	and	and	CCONJ
cana-1486	4	28	gated	gate	VERB
cana-1486	4	29	recurrent	recurrent	ADJ
cana-1486	4	30	unit	unit	NOUN
cana-1486	4	31	.	.	PUNCT
cana-1486	5	1	this	this	DET
cana-1486	5	2	work	work	NOUN
cana-1486	5	3	uses	use	VERB
cana-1486	5	4	a	a	DET
cana-1486	5	5	naturally	naturally	ADV
cana-1486	5	6	pervasive	pervasive	ADJ
cana-1486	5	7	,	,	PUNCT
cana-1486	5	8	and	and	CCONJ
cana-1486	5	9	representative	representative	ADJ
cana-1486	5	10	real	real	ADJ
cana-1486	5	11	-	-	PUNCT
cana-1486	5	12	world	world	NOUN
cana-1486	5	13	security	security	NOUN
cana-1486	5	14	focusing	focus	VERB
cana-1486	5	15	on	on	ADP
cana-1486	5	16	iot	iot	ADJ
cana-1486	5	17	typical	typical	ADJ
cana-1486	5	18	applications	application	NOUN
cana-1486	5	19	to	to	PART
cana-1486	5	20	address	address	VERB
cana-1486	5	21	the	the	DET
cana-1486	5	22	capillary	capillary	ADJ
cana-1486	5	23	layer	layer	NOUN
cana-1486	5	24	inherent	inherent	ADJ
cana-1486	5	25	challenges	challenge	NOUN
cana-1486	5	26	(	(	PUNCT
cana-1486	5	27	e.g.	e.g.	ADV
cana-1486	5	28	at	at	ADP
cana-1486	5	29	each	each	DET
cana-1486	5	30	evcs	evcs	NOUN
cana-1486	5	31	vs	vs	ADP
cana-1486	5	32	through	through	ADP
cana-1486	5	33	it	it	PRON
cana-1486	5	34	infrastructure	infrastructure	NOUN
cana-1486	5	35	as	as	ADP
cana-1486	5	36	compared	compare	VERB
cana-1486	5	37	peripheral	peripheral	ADJ
cana-1486	5	38	equipment	equipment	NOUN
cana-1486	5	39	)	)	PUNCT
cana-1486	5	40	.	.	PUNCT
cana-1486	6	1	we	we	PRON
cana-1486	6	2	have	have	AUX
cana-1486	6	3	tested	test	VERB
cana-1486	6	4	this	this	PRON
cana-1486	6	5	both	both	CCONJ
cana-1486	6	6	with	with	ADP
cana-1486	6	7	binary	binary	ADJ
cana-1486	6	8	and	and	CCONJ
cana-1486	6	9	multiclass	multiclass	ADJ
cana-1486	6	10	exhaustively	exhaustively	ADV
cana-1486	6	11	.	.	PUNCT
cana-1486	7	1	the	the	DET
cana-1486	7	2	benchmarks	benchmark	NOUN
cana-1486	7	3	are	be	AUX
cana-1486	7	4	perfectly	perfectly	ADV
cana-1486	7	5	accurate	accurate	ADJ
cana-1486	7	6	(	(	PUNCT
cana-1486	7	7	100	100	NUM
cana-1486	7	8	%	%	NOUN
cana-1486	7	9	binary	binary	ADJ
cana-1486	7	10	class	class	NOUN
cana-1486	7	11	,	,	PUNCT
cana-1486	7	12	97.44	97.44	NUM
cana-1486	7	13	%	%	NOUN
cana-1486	7	14	six	six	NUM
cana-1486	7	15	-	-	PUNCT
cana-1486	7	16	class	class	NOUN
cana-1486	7	17	classification	classification	NOUN
cana-1486	7	18	and	and	CCONJ
cana-1486	7	19	near	near	ADP
cana-1486	7	20	~96/90%%	~96/90%%	PUNCT
cana-1486	7	21	in	in	ADP
cana-1486	7	22	fifteen	fifteen	NUM
cana-1486	7	23	classes	class	NOUN
cana-1486	7	24	that	that	PRON
cana-1486	7	25	certainly	certainly	ADV
cana-1486	7	26	sets	set	VERB
cana-1486	7	27	a	a	DET
cana-1486	7	28	new	new	ADJ
cana-1486	7	29	bar	bar	NOUN
cana-1486	7	30	for	for	ADP
cana-1486	7	31	the	the	DET
cana-1486	7	32	going	go	VERB
cana-1486	7	33	forward	forward	ADV
cana-1486	7	34	!	!	PUNCT
cana-1486	7	35	)	)	PUNCT
cana-1486	8	1	collectively	collectively	ADV
cana-1486	8	2	,	,	PUNCT
cana-1486	8	3	the	the	DET
cana-1486	8	4	entire	entire	ADJ
cana-1486	8	5	ensemble	ensemble	ADJ
cana-1486	8	6	architecture	architecture	NOUN
cana-1486	8	7	demonstrates	demonstrate	VERB
cana-1486	8	8	a	a	DET
cana-1486	8	9	scalable	scalable	ADJ
cana-1486	8	10	high	high	ADJ
cana-1486	8	11	performance	performance	NOUN
cana-1486	8	12	mean	mean	VERB
cana-1486	9	1	so	so	ADV
cana-1486	9	2	again	again	ADV
cana-1486	9	3	this	this	DET
cana-1486	9	4	ways	way	NOUN
cana-1486	9	5	these	these	DET
cana-1486	9	6	accomplishments	accomplishment	NOUN
cana-1486	9	7	certify	certify	VERB
cana-1486	9	8	that	that	SCONJ
cana-1486	9	9	cnn	cnn	PROPN
cana-1486	9	10	-	-	PUNCT
cana-1486	9	11	lstm	lstm	PROPN
cana-1486	9	12	-	-	PUNCT
cana-1486	9	13	gru	gru	NOUN
cana-1486	9	14	-	-	PUNCT
cana-1486	9	15	based	base	VERB
cana-1486	9	16	complex	complex	ADJ
cana-1486	9	17	models	model	NOUN
cana-1486	9	18	can	can	AUX
cana-1486	9	19	be	be	AUX
cana-1486	9	20	used	use	VERB
cana-1486	9	21	in	in	ADP
cana-1486	9	22	space	space	NOUN
cana-1486	9	23	-	-	PUNCT
cana-1486	9	24	strapped	strap	VERB
cana-1486	9	25	and	and	CCONJ
cana-1486	9	26	processing	process	VERB
cana-1486	9	27	constrained	constrain	VERB
cana-1486	9	28	intrusion	intrusion	NOUN
cana-1486	9	29	detection	detection	NOUN
cana-1486	9	30	system	system	NOUN
cana-1486	9	31	for	for	SCONJ
cana-1486	9	32	iot	iot	NOUN
cana-1486	9	33	to	to	PART
cana-1486	9	34	perform	perform	VERB
cana-1486	9	35	consistently	consistently	ADV
cana-1486	9	36	robust	robust	ADJ
cana-1486	9	37	.	.	PUNCT
cana-1486	10	1	the	the	DET
cana-1486	10	2	ensemble	ensemble	ADJ
cana-1486	10	3	algorithm	algorithm	NOUN
cana-1486	10	4	,	,	PUNCT
cana-1486	10	5	which	which	PRON
cana-1486	10	6	is	be	AUX
cana-1486	10	7	open	open	ADJ
cana-1486	10	8	sourced	source	VERB
cana-1486	10	9	on	on	ADP
cana-1486	10	10	the	the	DET
cana-1486	10	11	github	github	NOUN
cana-1486	10	12	under	under	ADP
cana-1486	10	13	our	our	PRON
cana-1486	10	14	simulation	simulation	NOUN
cana-1486	10	15	framework	framework	NOUN
cana-1486	10	16	codebase	codebase	PROPN
cana-1486	10	17	also	also	ADV
cana-1486	10	18	represents	represent	VERB
cana-1486	10	19	a	a	DET
cana-1486	10	20	significant	significant	ADJ
cana-1486	10	21	improvement	improvement	NOUN
cana-1486	10	22	in	in	ADP
cana-1486	10	23	securing	secure	VERB
cana-1486	10	24	internet	internet	NOUN
cana-1486	10	25	of	of	ADP
cana-1486	10	26	things	thing	NOUN
cana-1486	10	27	based	base	VERB
cana-1486	10	28	evcs	evcs	ADV
cana-1486	10	29	from	from	ADP
cana-1486	10	30	various	various	ADJ
cana-1486	10	31	cyber	cyber	ADJ
cana-1486	10	32	security	security	NOUN
cana-1486	10	33	threats	threat	NOUN
cana-1486	10	34	.	.	PUNCT
cana-1486	11	1	keywords	keyword	NOUN
cana-1486	11	2	:	:	PUNCT
cana-1486	11	3	iot	iot	ADJ
cana-1486	11	4	,	,	PUNCT
cana-1486	11	5	intrusion	intrusion	NOUN
cana-1486	11	6	,	,	PUNCT
cana-1486	11	7	integration	integration	NOUN
cana-1486	11	8	,	,	PUNCT
cana-1486	11	9	recurrent	recurrent	NOUN
cana-1486	11	10	,	,	PUNCT
cana-1486	11	11	performance	performance	NOUN
cana-1486	11	12	,	,	PUNCT
cana-1486	11	13	lstm	lstm	PROPN
cana-1486	11	14	-	-	PUNCT
cana-1486	11	15	gru	gru	PROPN
cana-1486	11	16	,	,	PUNCT
cana-1486	11	17	robust	robust	ADJ
cana-1486	11	18	,	,	PUNCT
cana-1486	11	19	cyber	cyber	ADJ
cana-1486	11	20	security	security	NOUN
cana-1486	11	21	,	,	PUNCT
cana-1486	11	22	threats	threat	NOUN
cana-1486	11	23	.	.	PUNCT
cana-1486	12	1	1	1	X
cana-1486	12	2	.	.	X
cana-1486	12	3	introduction	introduction	NOUN
cana-1486	12	4	in	in	ADP
cana-1486	12	5	the	the	DET
cana-1486	12	6	emerging	emerge	VERB
cana-1486	12	7	ecosystem	ecosystem	NOUN
cana-1486	12	8	of	of	ADP
cana-1486	12	9	internet	internet	NOUN
cana-1486	12	10	of	of	ADP
cana-1486	12	11	things	thing	NOUN
cana-1486	12	12	(	(	PUNCT
cana-1486	12	13	iot	iot	NOUN
cana-1486	12	14	)	)	PUNCT
cana-1486	12	15	and	and	CCONJ
cana-1486	12	16	industrial	industrial	ADJ
cana-1486	12	17	iot	iot	NOUN
cana-1486	12	18	(	(	PUNCT
cana-1486	12	19	iiot	iiot	NOUN
cana-1486	12	20	)	)	PUNCT
cana-1486	12	21	,	,	PUNCT
cana-1486	12	22	robust	robust	ADJ
cana-1486	12	23	intrusion	intrusion	NOUN
cana-1486	12	24	detection	detection	NOUN
cana-1486	12	25	systems	system	NOUN
cana-1486	12	26	(	(	PUNCT
cana-1486	12	27	idss	idss	ADV
cana-1486	12	28	)	)	PUNCT
cana-1486	12	29	are	be	AUX
cana-1486	12	30	needed	need	VERB
cana-1486	12	31	more	more	ADV
cana-1486	12	32	than	than	ADP
cana-1486	12	33	ever	ever	ADV
cana-1486	12	34	,	,	PUNCT
cana-1486	12	35	for	for	ADP
cana-1486	12	36	protecting	protect	VERB
cana-1486	12	37	electric	electric	ADJ
cana-1486	12	38	vehicle	vehicle	NOUN
cana-1486	12	39	charging	charge	VERB
cana-1486	12	40	stations(evcs)[1	stations(evcs)[1	PRON
cana-1486	12	41	]	]	X
cana-1486	12	42	.	.	PUNCT
cana-1486	13	1	modern	modern	ADJ
cana-1486	13	2	,	,	PUNCT
cana-1486	13	3	on	on	ADP
cana-1486	13	4	-	-	PUNCT
cana-1486	13	5	line	line	NOUN
cana-1486	13	6	iot	iot	NOUN
cana-1486	13	7	devices	device	NOUN
cana-1486	13	8	challenge	challenge	VERB
cana-1486	13	9	the	the	DET
cana-1486	13	10	static	static	ADJ
cana-1486	13	11	nature	nature	NOUN
cana-1486	13	12	of	of	ADP
cana-1486	13	13	traditional	traditional	ADJ
cana-1486	13	14	cybersecurity	cybersecurity	NOUN
cana-1486	13	15	elements	element	NOUN
cana-1486	13	16	.	.	PUNCT
cana-1486	14	1	iot	iot	PROPN
cana-1486	14	2	technologies	technology	NOUN
cana-1486	14	3	are	be	AUX
cana-1486	14	4	being	be	AUX
cana-1486	14	5	integrated	integrate	VERB
cana-1486	14	6	into	into	ADP
cana-1486	14	7	critical	critical	ADJ
cana-1486	14	8	services	service	NOUN
cana-1486	14	9	,	,	PUNCT
cana-1486	14	10	such	such	ADJ
cana-1486	14	11	as	as	ADP
cana-1486	14	12	evcs	evcs	NOUN
cana-1486	14	13	—	—	PUNCT
cana-1486	14	14	and	and	CCONJ
cana-1486	14	15	with	with	ADP
cana-1486	14	16	it	it	PRON
cana-1486	14	17	comes	come	VERB
cana-1486	14	18	cybersecurity	cybersecurity	NOUN
cana-1486	14	19	risks	risk	NOUN
cana-1486	14	20	.	.	PUNCT
cana-1486	15	1	traditional	traditional	ADJ
cana-1486	15	2	ids	id	NOUN
cana-1486	15	3	can	can	AUX
cana-1486	15	4	not	not	PART
cana-1486	15	5	tackle	tackle	VERB
cana-1486	15	6	the	the	DET
cana-1486	15	7	ever	ever	ADV
cana-1486	15	8	-	-	PUNCT
cana-1486	15	9	evolving	evolve	VERB
cana-1486	15	10	sophisticated	sophisticated	ADJ
cana-1486	15	11	cyber	cyber	ADJ
cana-1486	15	12	commination	commination	NOUN
cana-1486	15	13	and	and	CCONJ
cana-1486	15	14	its	its	PRON
cana-1486	15	15	individual	individual	ADJ
cana-1486	15	16	repression	repression	NOUN
cana-1486	15	17	of	of	ADP
cana-1486	15	18	iot	iot	ADJ
cana-1486	15	19	environment	environment	NOUN
cana-1486	15	20	give	give	VERB
cana-1486	15	21	us	we	PRON
cana-1486	15	22	an	an	DET
cana-1486	15	23	indication	indication	NOUN
cana-1486	15	24	to	to	ADP
cana-1486	15	25	our	our	PRON
cana-1486	15	26	research	research	NOUN
cana-1486	15	27	.	.	PUNCT
cana-1486	16	1	in	in	ADP
cana-1486	16	2	this	this	DET
cana-1486	16	3	research	research	NOUN
cana-1486	16	4	,	,	PUNCT
cana-1486	16	5	we	we	PRON
cana-1486	16	6	focus	focus	VERB
cana-1486	16	7	on	on	ADP
cana-1486	16	8	improving	improve	VERB
cana-1486	16	9	intrusion	intrusion	NOUN
cana-1486	16	10	detection	detection	NOUN
cana-1486	16	11	for	for	ADP
cana-1486	16	12	iot	iot	NOUN
cana-1486	16	13	-	-	PUNCT
cana-1486	16	14	based	base	VERB
cana-1486	16	15	evcs	evcs	NOUN
cana-1486	16	16	by	by	ADP
cana-1486	16	17	employing	employ	VERB
cana-1486	16	18	advanced	advanced	ADJ
cana-1486	16	19	neural	neural	ADJ
cana-1486	16	20	network	network	NOUN
cana-1486	16	21	architectures	architecture	NOUN
cana-1486	16	22	based	base	VERB
cana-1486	16	23	on	on	ADP
cana-1486	16	24	the	the	DET
cana-1486	16	25	unique	unique	ADJ
cana-1486	16	26	and	and	CCONJ
cana-1486	16	27	complex	complex	ADJ
cana-1486	16	28	challenges	challenge	NOUN
cana-1486	16	29	of	of	ADP
cana-1486	16	30	devices	device	NOUN
cana-1486	16	31	.	.	PUNCT
cana-1486	17	1	current	current	ADJ
cana-1486	17	2	ids	id	NOUN
cana-1486	17	3	solutions	solution	NOUN
cana-1486	17	4	face	face	VERB
cana-1486	17	5	many	many	ADJ
cana-1486	17	6	challenges	challenge	NOUN
cana-1486	17	7	like	like	ADP
cana-1486	17	8	scalability	scalability	NOUN
cana-1486	17	9	,	,	PUNCT
cana-1486	17	10	adaptivity	adaptivity	NOUN
cana-1486	17	11	and	and	CCONJ
cana-1486	17	12	resource	resource	NOUN
cana-1486	17	13	constraints	constraint	NOUN
cana-1486	17	14	as	as	ADP
cana-1486	17	15	well	well	ADV
cana-1486	17	16	accompanying	accompany	VERB
cana-1486	17	17	them	they	PRON
cana-1486	17	18	diverse	diverse	ADJ
cana-1486	17	19	attack	attack	NOUN
cana-1486	17	20	vector	vector	NOUN
cana-1486	17	21	and	and	CCONJ
cana-1486	17	22	the	the	DET
cana-1486	17	23	demand	demand	NOUN
cana-1486	17	24	of	of	ADP
cana-1486	17	25	real	real	ADJ
cana-1486	17	26	time	time	NOUN
cana-1486	17	27	detection	detection	NOUN
cana-1486	17	28	[	[	X
cana-1486	17	29	2	2	X
cana-1486	17	30	]	]	PUNCT
cana-1486	17	31	this	this	PRON
cana-1486	17	32	is	be	AUX
cana-1486	17	33	further	far	ADV
cana-1486	17	34	complicated	complicate	VERB
cana-1486	17	35	by	by	ADP
cana-1486	17	36	the	the	DET
cana-1486	17	37	high	high	ADJ
cana-1486	17	38	rates	rate	NOUN
cana-1486	17	39	of	of	ADP
cana-1486	17	40	false	false	ADJ
cana-1486	17	41	alarms	alarm	NOUN
cana-1486	17	42	that	that	PRON
cana-1486	17	43	are	be	AUX
cana-1486	17	44	encountered	encounter	VERB
cana-1486	17	45	in	in	ADP
cana-1486	17	46	most	most	ADJ
cana-1486	17	47	systems	system	NOUN
cana-1486	17	48	,	,	PUNCT
cana-1486	17	49	rendering	render	VERB
cana-1486	17	50	them	they	PRON
cana-1486	17	51	communications	communication	NOUN
cana-1486	17	52	on	on	ADP
cana-1486	17	53	applied	apply	VERB
cana-1486	17	54	nonlinear	nonlinear	ADJ
cana-1486	17	55	analysis	analysis	NOUN
cana-1486	17	56	issn	issn	NOUN
cana-1486	17	57	:	:	PUNCT
cana-1486	17	58	1074	1074	NUM
cana-1486	17	59	-	-	PUNCT
cana-1486	17	60	133x	133x	NUM
cana-1486	17	61	vol	vol	NOUN
cana-1486	17	62	31	31	NUM
cana-1486	17	63	no	no	NOUN
cana-1486	17	64	.	.	PUNCT
cana-1486	18	1	8s	8s	PROPN
cana-1486	18	2	(	(	PUNCT
cana-1486	18	3	2024	2024	NUM
cana-1486	18	4	)	)	PUNCT
cana-1486	18	5	283	283	NUM
cana-1486	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	18	7	unreliable	unreliable	ADJ
cana-1486	18	8	.	.	PUNCT
cana-1486	19	1	in	in	ADP
cana-1486	19	2	this	this	DET
cana-1486	19	3	paper	paper	NOUN
cana-1486	19	4	,	,	PUNCT
cana-1486	19	5	we	we	PRON
cana-1486	19	6	suggest	suggest	VERB
cana-1486	19	7	iot	iot	ADJ
cana-1486	19	8	-	-	PUNCT
cana-1486	19	9	ids	ids	NOUN
cana-1486	19	10	that	that	PRON
cana-1486	19	11	is	be	AUX
cana-1486	19	12	unique	unique	ADJ
cana-1486	19	13	ids	id	NOUN
cana-1486	19	14	forged	forge	VERB
cana-1486	19	15	in	in	ADP
cana-1486	19	16	an	an	DET
cana-1486	19	17	evcs	evcs	NOUN
cana-1486	19	18	to	to	PART
cana-1486	19	19	solve	solve	VERB
cana-1486	19	20	the	the	DET
cana-1486	19	21	mentioned	mention	VERB
cana-1486	19	22	fundamental	fundamental	ADJ
cana-1486	19	23	problems	problem	NOUN
cana-1486	19	24	.	.	PUNCT
cana-1486	20	1	our	our	PRON
cana-1486	20	2	goals	goal	NOUN
cana-1486	20	3	are	be	AUX
cana-1486	20	4	based	base	VERB
cana-1486	20	5	on	on	ADP
cana-1486	20	6	creating	create	VERB
cana-1486	20	7	a	a	DET
cana-1486	20	8	collective	collective	ADJ
cana-1486	20	9	ids	id	NOUN
cana-1486	20	10	model	model	NOUN
cana-1486	20	11	by	by	ADP
cana-1486	20	12	combining	combine	VERB
cana-1486	20	13	convolutional	convolutional	ADJ
cana-1486	20	14	neural	neural	ADJ
cana-1486	20	15	network	network	NOUN
cana-1486	20	16	(	(	PUNCT
cana-1486	20	17	cnn	cnn	PROPN
cana-1486	20	18	)	)	PUNCT
cana-1486	21	1	[	[	X
cana-1486	21	2	3	3	NUM
cana-1486	21	3	]	]	PUNCT
cana-1486	21	4	,	,	PUNCT
cana-1486	21	5	long	long	ADJ
cana-1486	21	6	short	short	ADJ
cana-1486	21	7	-	-	PUNCT
cana-1486	21	8	term	term	NOUN
cana-1486	21	9	memory	memory	NOUN
cana-1486	21	10	(	(	PUNCT
cana-1486	21	11	lstm	lstm	NOUN
cana-1486	21	12	)	)	PUNCT
cana-1486	21	13	,	,	PUNCT
cana-1486	21	14	gated	gate	VERB
cana-1486	21	15	recurrent	recurrent	ADJ
cana-1486	21	16	unit	unit	NOUN
cana-1486	21	17	performance	performance	NOUN
cana-1486	21	18	using	use	VERB
cana-1486	21	19	the	the	DET
cana-1486	21	20	factorat	factorat	NOUN
cana-1486	21	21	model	model	NOUN
cana-1486	21	22	with	with	ADP
cana-1486	21	23	evaluating	evaluate	VERB
cana-1486	21	24	it	it	PRON
cana-1486	21	25	against	against	ADP
cana-1486	21	26	the	the	DET
cana-1486	21	27	“	"	PUNCT
cana-1486	21	28	edge	edge	NOUN
cana-1486	21	29	-	-	PUNCT
cana-1486	21	30	iiot	iiot	NOUN
cana-1486	21	31	set	set	NOUN
cana-1486	21	32	”	"	PUNCT
cana-1486	21	33	dataset	dataset	NOUN
cana-1486	21	34	[	[	PUNCT
cana-1486	21	35	4	4	NUM
cana-1486	21	36	]	]	PUNCT
cana-1486	21	37	,	,	PUNCT
cana-1486	21	38	optimization	optimization	NOUN
cana-1486	21	39	for	for	ADP
cana-1486	21	40	sustainable	sustainable	ADJ
cana-1486	21	41	efficiency	efficiency	NOUN
cana-1486	21	42	,	,	PUNCT
cana-1486	21	43	and	and	CCONJ
cana-1486	21	44	a	a	DET
cana-1486	21	45	comparison	comparison	NOUN
cana-1486	21	46	of	of	ADP
cana-1486	21	47	present	present	ADJ
cana-1486	21	48	outcomes	outcome	NOUN
cana-1486	21	49	.	.	PUNCT
cana-1486	22	1	we	we	PRON
cana-1486	22	2	present	present	VERB
cana-1486	22	3	an	an	DET
cana-1486	22	4	evaluation	evaluation	NOUN
cana-1486	22	5	of	of	ADP
cana-1486	22	6	how	how	SCONJ
cana-1486	22	7	effective	effective	ADJ
cana-1486	22	8	the	the	DET
cana-1486	22	9	ensemble	ensemble	ADJ
cana-1486	22	10	model	model	NOUN
cana-1486	22	11	is	be	AUX
cana-1486	22	12	at	at	ADP
cana-1486	22	13	improving	improve	VERB
cana-1486	22	14	detection	detection	NOUN
cana-1486	22	15	accuracy	accuracy	NOUN
cana-1486	22	16	,	,	PUNCT
cana-1486	22	17	if	if	SCONJ
cana-1486	22	18	it	it	PRON
cana-1486	22	19	can	can	AUX
cana-1486	22	20	perform	perform	VERB
cana-1486	22	21	well	well	ADV
cana-1486	22	22	on	on	ADP
cana-1486	22	23	large	large	ADJ
cana-1486	22	24	datasets	dataset	NOUN
cana-1486	22	25	,	,	PUNCT
cana-1486	22	26	if	if	SCONJ
cana-1486	22	27	its	its	PRON
cana-1486	22	28	resource	resource	NOUN
cana-1486	22	29	requirements	requirement	NOUN
cana-1486	22	30	are	be	AUX
cana-1486	22	31	feasible	feasible	ADJ
cana-1486	22	32	and	and	CCONJ
cana-1486	22	33	finally	finally	ADV
cana-1486	22	34	its	its	PRON
cana-1486	22	35	robustness	robustness	NOUN
cana-1486	22	36	in	in	ADP
cana-1486	22	37	counteracting	counteract	VERB
cana-1486	22	38	dynamic	dynamic	ADJ
cana-1486	22	39	cyber	cyber	NOUN
cana-1486	22	40	threats	threat	NOUN
cana-1486	22	41	.	.	PUNCT
cana-1486	23	1	here	here	ADV
cana-1486	23	2	we	we	PRON
cana-1486	23	3	introduce	introduce	VERB
cana-1486	23	4	a	a	DET
cana-1486	23	5	novel	novel	ADJ
cana-1486	23	6	kind	kind	NOUN
cana-1486	23	7	of	of	ADP
cana-1486	23	8	intrusion	intrusion	NOUN
cana-1486	23	9	detection	detection	NOUN
cana-1486	23	10	approach	approach	NOUN
cana-1486	23	11	especially	especially	ADV
cana-1486	23	12	designed	design	VERB
cana-1486	23	13	for	for	ADP
cana-1486	23	14	the	the	DET
cana-1486	23	15	context	context	NOUN
cana-1486	23	16	of	of	ADP
cana-1486	23	17	iot	iot	NOUN
cana-1486	23	18	-	-	PUNCT
cana-1486	23	19	based	base	VERB
cana-1486	23	20	evcs	evcs	NOUN
cana-1486	23	21	.	.	PUNCT
cana-1486	24	1	by	by	ADP
cana-1486	24	2	leveraging	leverage	VERB
cana-1486	24	3	the	the	DET
cana-1486	24	4	latest	late	ADJ
cana-1486	24	5	in	in	ADP
cana-1486	24	6	iot	iot	ADJ
cana-1486	24	7	cybersecurity	cybersecurity	NOUN
cana-1486	24	8	technology	technology	NOUN
cana-1486	24	9	,	,	PUNCT
cana-1486	24	10	we	we	PRON
cana-1486	24	11	prove	prove	VERB
cana-1486	24	12	that	that	SCONJ
cana-1486	24	13	an	an	DET
cana-1486	24	14	ensemble	ensemble	ADJ
cana-1486	24	15	model	model	NOUN
cana-1486	24	16	is	be	AUX
cana-1486	24	17	effective	effective	ADJ
cana-1486	24	18	and	and	CCONJ
cana-1486	24	19	feasible	feasible	ADJ
cana-1486	24	20	even	even	ADV
cana-1486	24	21	in	in	ADP
cana-1486	24	22	this	this	DET
cana-1486	24	23	critical	critical	ADJ
cana-1486	24	24	discipline	discipline	NOUN
cana-1486	24	25	.	.	PUNCT
cana-1486	25	1	in	in	ADP
cana-1486	25	2	the	the	DET
cana-1486	25	3	remnants	remnant	NOUN
cana-1486	25	4	of	of	ADP
cana-1486	25	5	this	this	DET
cana-1486	25	6	article	article	NOUN
cana-1486	25	7	,	,	PUNCT
cana-1486	25	8	we	we	PRON
cana-1486	25	9	are	be	AUX
cana-1486	25	10	going	go	VERB
cana-1486	25	11	to	to	PART
cana-1486	25	12	do	do	VERB
cana-1486	25	13	thorough	thorough	ADJ
cana-1486	25	14	scrutiny	scrutiny	NOUN
cana-1486	25	15	towards	towards	ADP
cana-1486	25	16	nids	nid	NOUN
cana-1486	25	17	(	(	PUNCT
cana-1486	25	18	network	network	NOUN
cana-1486	25	19	ids	id	NOUN
cana-1486	25	20	)	)	PUNCT
cana-1486	25	21	for	for	ADP
cana-1486	25	22	internet	internet	NOUN
cana-1486	25	23	accessible	accessible	ADJ
cana-1486	25	24	based	base	VERB
cana-1486	25	25	evcs	evcs	NOUN
cana-1486	25	26	.	.	PUNCT
cana-1486	26	1	section	section	NOUN
cana-1486	26	2	2	2	NUM
cana-1486	26	3	takes	take	VERB
cana-1486	26	4	a	a	DET
cana-1486	26	5	closer	close	ADJ
cana-1486	26	6	look	look	NOUN
cana-1486	26	7	at	at	ADP
cana-1486	26	8	iot	iot	NOUN
cana-1486	26	9	in	in	ADP
cana-1486	26	10	evcs	evcs	NOUN
cana-1486	26	11	,	,	PUNCT
cana-1486	26	12	detailing	detail	VERB
cana-1486	26	13	the	the	DET
cana-1486	26	14	issues	issue	NOUN
cana-1486	26	15	and	and	CCONJ
cana-1486	26	16	consequences	consequence	NOUN
cana-1486	26	17	of	of	ADP
cana-1486	26	18	using	use	VERB
cana-1486	26	19	such	such	ADJ
cana-1486	26	20	technology	technology	NOUN
cana-1486	26	21	and	and	CCONJ
cana-1486	26	22	presents	present	VERB
cana-1486	26	23	cybersecurity	cybersecurity	NOUN
cana-1486	26	24	threats	threat	NOUN
cana-1486	26	25	unique	unique	ADJ
cana-1486	26	26	to	to	ADP
cana-1486	26	27	iot	iot	NOUN
cana-1486	26	28	-	-	PUNCT
cana-1486	26	29	based	base	VERB
cana-1486	26	30	evcs	evcs	NOUN
cana-1486	26	31	with	with	ADP
cana-1486	26	32	an	an	DET
cana-1486	26	33	added	add	VERB
cana-1486	26	34	focus	focus	NOUN
cana-1486	26	35	on	on	ADP
cana-1486	26	36	why	why	SCONJ
cana-1486	26	37	nids	nid	NOUN
cana-1486	26	38	are	be	AUX
cana-1486	26	39	essential	essential	ADJ
cana-1486	26	40	for	for	ADP
cana-1486	26	41	protecting	protect	VERB
cana-1486	26	42	them	they	PRON
cana-1486	26	43	.	.	PUNCT
cana-1486	27	1	the	the	DET
cana-1486	27	2	special	special	ADJ
cana-1486	27	3	issue	issue	NOUN
cana-1486	27	4	emphasizes	emphasize	VERB
cana-1486	27	5	the	the	DET
cana-1486	27	6	latest	late	ADJ
cana-1486	27	7	technological	technological	ADJ
cana-1486	27	8	and	and	CCONJ
cana-1486	27	9	scientific	scientific	ADJ
cana-1486	27	10	breakthroughs	breakthrough	NOUN
cana-1486	27	11	in	in	ADP
cana-1486	27	12	these	these	DET
cana-1486	27	13	areas	area	NOUN
cana-1486	27	14	,	,	PUNCT
cana-1486	27	15	from	from	ADP
cana-1486	27	16	basic	basic	ADJ
cana-1486	27	17	to	to	ADP
cana-1486	27	18	applied	apply	VERB
cana-1486	27	19	research	research	NOUN
cana-1486	27	20	streams	stream	NOUN
cana-1486	27	21	,	,	PUNCT
cana-1486	27	22	shaping	shape	VERB
cana-1486	27	23	future	future	ADJ
cana-1486	27	24	avenues	avenue	NOUN
cana-1486	27	25	for	for	ADP
cana-1486	27	26	study	study	NOUN
cana-1486	27	27	.	.	PUNCT
cana-1486	28	1	this	this	DET
cana-1486	28	2	review	review	NOUN
cana-1486	28	3	sets	set	VERB
cana-1486	28	4	the	the	DET
cana-1486	28	5	stage	stage	NOUN
cana-1486	28	6	for	for	ADP
cana-1486	28	7	our	our	PRON
cana-1486	28	8	research	research	NOUN
cana-1486	28	9	,	,	PUNCT
cana-1486	28	10	which	which	PRON
cana-1486	28	11	we	we	PRON
cana-1486	28	12	then	then	ADV
cana-1486	28	13	describe	describe	VERB
cana-1486	28	14	in	in	ADP
cana-1486	28	15	detail	detail	NOUN
cana-1486	28	16	(	(	PUNCT
cana-1486	28	17	section	section	NOUN
cana-1486	28	18	3	3	NUM
cana-1486	28	19	)	)	PUNCT
cana-1486	28	20	in	in	ADP
cana-1486	28	21	section	section	NOUN
cana-1486	28	22	4	4	NUM
cana-1486	28	23	we	we	PRON
cana-1486	28	24	presenting	present	VERB
cana-1486	28	25	our	our	PRON
cana-1486	28	26	proposed	propose	VERB
cana-1486	28	27	nids	nid	NOUN
cana-1486	28	28	framework	framework	NOUN
cana-1486	28	29	for	for	ADP
cana-1486	28	30	iot	iot	NOUN
cana-1486	28	31	based	base	VERB
cana-1486	28	32	evcs	evcs	NOUN
cana-1486	28	33	,	,	PUNCT
cana-1486	28	34	explaining	explain	VERB
cana-1486	28	35	its	its	PRON
cana-1486	28	36	architectural	architectural	ADJ
cana-1486	28	37	view	view	NOUN
cana-1486	28	38	of	of	ADP
cana-1486	28	39	the	the	DET
cana-1486	28	40	system	system	NOUN
cana-1486	28	41	and	and	CCONJ
cana-1486	28	42	what	what	PRON
cana-1486	28	43	cnn	cnn	PROPN
cana-1486	28	44	,	,	PUNCT
cana-1486	28	45	lstm	lstm	NOUN
cana-1486	28	46	as	as	ADP
cana-1486	28	47	well	well	ADV
cana-1486	28	48	gru	gru	NOUN
cana-1486	28	49	models	model	NOUN
cana-1486	28	50	have	have	AUX
cana-1486	28	51	done	do	VERB
cana-1486	28	52	integration	integration	NOUN
cana-1486	28	53	,	,	PUNCT
cana-1486	28	54	data	datum	NOUN
cana-1486	28	55	preprocessing	preprocesse	VERB
cana-1486	28	56	techniques	technique	NOUN
cana-1486	28	57	along	along	ADP
cana-1486	28	58	with	with	ADP
cana-1486	28	59	evaluation	evaluation	NOUN
cana-1486	28	60	metrics	metric	NOUN
cana-1486	28	61	and	and	CCONJ
cana-1486	28	62	implementation	implementation	NOUN
cana-1486	28	63	details	detail	NOUN
cana-1486	28	64	.	.	PUNCT
cana-1486	29	1	experimental	experimental	ADJ
cana-1486	29	2	section	section	NOUN
cana-1486	29	3	5	5	NUM
cana-1486	29	4	−	−	NOUN
cana-1486	29	5	to	to	PART
cana-1486	29	6	serve	serve	VERB
cana-1486	29	7	the	the	DET
cana-1486	29	8	binary	binary	ADJ
cana-1486	29	9	,	,	PUNCT
cana-1486	29	10	sixclass	sixclass	NOUN
cana-1486	29	11	and	and	CCONJ
cana-1486	29	12	fifteen	fifteen	NUM
cana-1486	29	13	-	-	PUNCT
cana-1486	29	14	class	class	NOUN
cana-1486	29	15	classification	classification	NOUN
cana-1486	29	16	results	result	NOUN
cana-1486	29	17	.	.	PUNCT
cana-1486	30	1	in	in	ADP
cana-1486	30	2	the	the	DET
cana-1486	30	3	following	follow	VERB
cana-1486	30	4	section	section	NOUN
cana-1486	30	5	6	6	NUM
cana-1486	30	6	,	,	PUNCT
cana-1486	30	7	we	we	PRON
cana-1486	30	8	present	present	VERB
cana-1486	30	9	a	a	DET
cana-1486	30	10	discussion	discussion	NOUN
cana-1486	30	11	of	of	ADP
cana-1486	30	12	these	these	DET
cana-1486	30	13	results	result	NOUN
cana-1486	30	14	and	and	CCONJ
cana-1486	30	15	their	their	PRON
cana-1486	30	16	interpretation	interpretation	NOUN
cana-1486	30	17	.	.	PUNCT
cana-1486	31	1	the	the	DET
cana-1486	31	2	last	last	ADJ
cana-1486	31	3	section	section	NOUN
cana-1486	31	4	(	(	PUNCT
cana-1486	31	5	7	7	X
cana-1486	31	6	)	)	PUNCT
cana-1486	31	7	concludes	conclude	VERB
cana-1486	31	8	this	this	DET
cana-1486	31	9	paper	paper	NOUN
cana-1486	31	10	by	by	ADP
cana-1486	31	11	discussing	discuss	VERB
cana-1486	31	12	our	our	PRON
cana-1486	31	13	contributions	contribution	NOUN
cana-1486	31	14	and	and	CCONJ
cana-1486	31	15	impact	impact	NOUN
cana-1486	31	16	of	of	ADP
cana-1486	31	17	the	the	DET
cana-1486	31	18	work	work	NOUN
cana-1486	31	19	done	do	VERB
cana-1486	31	20	for	for	ADP
cana-1486	31	21	security	security	NOUN
cana-1486	31	22	in	in	ADP
cana-1486	31	23	iot	iot	NOUN
cana-1486	31	24	.	.	PROPN
cana-1486	31	25	2	2	NUM
cana-1486	31	26	.	.	X
cana-1486	31	27	intrusion	intrusion	NOUN
cana-1486	31	28	detection	detection	NOUN
cana-1486	31	29	of	of	ADP
cana-1486	31	30	vehicle	vehicle	NOUN
cana-1486	31	31	charging	charge	VERB
cana-1486	31	32	stations	station	NOUN
cana-1486	31	33	by	by	ADP
cana-1486	31	34	iot	iot	PROPN
cana-1486	31	35	2.1	2.1	NUM
cana-1486	31	36	.	.	PUNCT
cana-1486	32	1	iot	iot	PROPN
cana-1486	32	2	in	in	ADP
cana-1486	32	3	vehicle	vehicle	NOUN
cana-1486	32	4	charging	charging	NOUN
cana-1486	32	5	stands	stand	VERB
cana-1486	32	6	vehicle	vehicle	NOUN
cana-1486	32	7	charging	charging	NOUN
cana-1486	32	8	points	point	NOUN
cana-1486	32	9	we	we	PRON
cana-1486	32	10	can	can	AUX
cana-1486	32	11	also	also	ADV
cana-1486	32	12	make	make	VERB
cana-1486	32	13	a	a	DET
cana-1486	32	14	bold	bold	ADJ
cana-1486	32	15	statement	statement	NOUN
cana-1486	32	16	that	that	SCONJ
cana-1486	32	17	iot	iot	PROPN
cana-1486	32	18	is	be	AUX
cana-1486	32	19	the	the	DET
cana-1486	32	20	new	new	ADJ
cana-1486	32	21	standard	standard	NOUN
cana-1486	32	22	for	for	ADP
cana-1486	32	23	evcs	evcs	NOUN
cana-1486	32	24	,	,	PUNCT
cana-1486	32	25	which	which	PRON
cana-1486	32	26	introduces	introduce	VERB
cana-1486	32	27	unprecedented	unprecedented	ADJ
cana-1486	32	28	changes	change	NOUN
cana-1486	32	29	to	to	ADP
cana-1486	32	30	smart	smart	ADJ
cana-1486	32	31	transportation	transportation	NOUN
cana-1486	32	32	infrastructure	infrastructure	NOUN
cana-1486	33	1	[	[	X
cana-1486	33	2	5	5	NUM
cana-1486	33	3	]	]	PUNCT
cana-1486	33	4	.	.	PUNCT
cana-1486	34	1	this	this	DET
cana-1486	34	2	new	new	ADJ
cana-1486	34	3	fusion	fusion	NOUN
cana-1486	34	4	delivered	deliver	VERB
cana-1486	34	5	an	an	DET
cana-1486	34	6	elegance	elegance	NOUN
cana-1486	34	7	and	and	CCONJ
cana-1486	34	8	level	level	NOUN
cana-1486	34	9	of	of	ADP
cana-1486	34	10	efficiency	efficiency	NOUN
cana-1486	34	11	previously	previously	ADV
cana-1486	34	12	unseen	unseen	ADJ
cana-1486	34	13	in	in	ADP
cana-1486	34	14	generic	generic	ADJ
cana-1486	34	15	evcs	evcs	NOUN
cana-1486	34	16	solutions	solution	NOUN
cana-1486	34	17	.	.	PUNCT
cana-1486	35	1	the	the	DET
cana-1486	35	2	evcs	evcs	NOUN
cana-1486	35	3	using	use	VERB
cana-1486	35	4	the	the	DET
cana-1486	35	5	iot	iot	PROPN
cana-1486	35	6	technology	technology	NOUN
cana-1486	35	7	hence	hence	ADV
cana-1486	35	8	is	be	AUX
cana-1486	35	9	a	a	DET
cana-1486	35	10	tailored	tailor	VERB
cana-1486	35	11	specific	specific	ADJ
cana-1486	35	12	modification	modification	NOUN
cana-1486	35	13	to	to	ADP
cana-1486	35	14	ful	ful	NOUN
cana-1486	35	15	fill	fill	VERB
cana-1486	35	16	some	some	DET
cana-1486	35	17	special	special	ADJ
cana-1486	35	18	needs	need	NOUN
cana-1486	35	19	of	of	ADP
cana-1486	35	20	electric	electric	ADJ
cana-1486	35	21	vehicle	vehicle	NOUN
cana-1486	35	22	(	(	PUNCT
cana-1486	35	23	ev	ev	NOUN
cana-1486	35	24	)	)	PUNCT
cana-1486	35	25	charging	charge	VERB
cana-1486	35	26	[	[	X
cana-1486	35	27	6	6	NUM
cana-1486	35	28	]	]	PUNCT
cana-1486	35	29	and	and	CCONJ
cana-1486	35	30	can	can	AUX
cana-1486	35	31	not	not	PART
cana-1486	35	32	be	be	AUX
cana-1486	35	33	considered	consider	VERB
cana-1486	35	34	as	as	ADP
cana-1486	35	35	just	just	ADV
cana-1486	35	36	an	an	DET
cana-1486	35	37	extension	extension	NOUN
cana-1486	35	38	from	from	ADP
cana-1486	35	39	iot	iot	PROPN
cana-1486	35	40	systems	system	NOUN
cana-1486	35	41	in	in	ADP
cana-1486	35	42	general	general	ADJ
cana-1486	35	43	.	.	PUNCT
cana-1486	36	1	figure	figure	NOUN
cana-1486	36	2	1	1	NUM
cana-1486	36	3	:	:	PUNCT
cana-1486	36	4	high	high	ADJ
cana-1486	36	5	-	-	PUNCT
cana-1486	36	6	level	level	NOUN
cana-1486	36	7	schematic	schematic	ADJ
cana-1486	36	8	of	of	ADP
cana-1486	36	9	an	an	DET
cana-1486	36	10	iot	iot	NOUN
cana-1486	36	11	-	-	PUNCT
cana-1486	36	12	enabled	enable	VERB
cana-1486	36	13	electric	electric	ADJ
cana-1486	36	14	vehicle	vehicle	NOUN
cana-1486	36	15	charging	charge	VERB
cana-1486	36	16	stations	station	NOUN
cana-1486	36	17	(	(	PUNCT
cana-1486	36	18	evcs	evcs	ADV
cana-1486	36	19	)	)	PUNCT
cana-1486	36	20	systemof	systemof	ADJ
cana-1486	36	21	-	-	PUNCT
cana-1486	36	22	system	system	NOUN
cana-1486	36	23	showing	show	VERB
cana-1486	36	24	interdependencies	interdependency	NOUN
cana-1486	36	25	and	and	CCONJ
cana-1486	36	26	communications	communication	NOUN
cana-1486	36	27	between	between	ADP
cana-1486	36	28	different	different	ADJ
cana-1486	36	29	domains	domain	NOUN
cana-1486	36	30	including	include	VERB
cana-1486	36	31	renewable	renewable	ADJ
cana-1486	36	32	energies	energy	NOUN
cana-1486	36	33	,	,	PUNCT
cana-1486	36	34	grid	grid	NOUN
cana-1486	36	35	infrastructure	infrastructure	NOUN
cana-1486	36	36	elements	element	NOUN
cana-1486	36	37	(	(	PUNCT
cana-1486	36	38	power	power	NOUN
cana-1486	36	39	-	-	PUNCT
cana-1486	36	40	domain)—serving	domain)—serve	VERB
cana-1486	36	41	both	both	CCONJ
cana-1486	36	42	mobile	mobile	ADJ
cana-1486	36	43	users	user	NOUN
cana-1486	36	44	with	with	ADP
cana-1486	36	45	connected	connected	ADJ
cana-1486	36	46	vehicle	vehicle	NOUN
cana-1486	36	47	.	.	PUNCT
cana-1486	37	1	these	these	DET
cana-1486	37	2	connections	connection	NOUN
cana-1486	37	3	also	also	ADV
cana-1486	37	4	represent	represent	VERB
cana-1486	37	5	exchanges	exchange	NOUN
cana-1486	37	6	of	of	ADP
cana-1486	37	7	real	real	ADJ
cana-1486	37	8	-	-	PUNCT
cana-1486	37	9	time	time	NOUN
cana-1486	37	10	data	datum	NOUN
cana-1486	37	11	on	on	ADP
cana-1486	37	12	which	which	PRON
cana-1486	37	13	the	the	DET
cana-1486	37	14	efficient	efficient	ADJ
cana-1486	37	15	operation	operation	NOUN
cana-1486	37	16	as	as	ADV
cana-1486	37	17	well	well	ADV
cana-1486	37	18	a	a	DET
cana-1486	37	19	security	security	NOUN
cana-1486	37	20	aspects	aspect	NOUN
cana-1486	37	21	of	of	ADP
cana-1486	37	22	evcs	evcs	NOUN
cana-1486	37	23	relies	rely	VERB
cana-1486	37	24	due	due	ADP
cana-1486	37	25	to	to	ADP
cana-1486	37	26	this	this	PRON
cana-1486	37	27	its	its	PRON
cana-1486	37	28	complexity	complexity	NOUN
cana-1486	37	29	is	be	AUX
cana-1486	37	30	even	even	ADV
cana-1486	37	31	higher	high	ADJ
cana-1486	37	32	than	than	ADP
cana-1486	37	33	general	general	ADJ
cana-1486	37	34	iot	iot	PROPN
cana-1486	37	35	systems	system	NOUN
cana-1486	37	36	.	.	PUNCT
cana-1486	38	1	communications	communication	NOUN
cana-1486	38	2	on	on	ADP
cana-1486	38	3	applied	apply	VERB
cana-1486	38	4	nonlinear	nonlinear	ADJ
cana-1486	38	5	analysis	analysis	NOUN
cana-1486	38	6	issn	issn	NOUN
cana-1486	38	7	:	:	PUNCT
cana-1486	38	8	1074	1074	NUM
cana-1486	38	9	-	-	PUNCT
cana-1486	38	10	133x	133x	NUM
cana-1486	38	11	vol	vol	NOUN
cana-1486	38	12	31	31	NUM
cana-1486	38	13	no	no	NOUN
cana-1486	38	14	.	.	PUNCT
cana-1486	39	1	8s	8s	PROPN
cana-1486	39	2	(	(	PUNCT
cana-1486	39	3	2024	2024	NUM
cana-1486	39	4	)	)	PUNCT
cana-1486	39	5	284	284	NUM
cana-1486	39	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	39	7	iot	iot	ADJ
cana-1486	39	8	-	-	ADJ
cana-1486	39	9	capable	capable	ADJ
cana-1486	39	10	evcs	evcs	NOUN
cana-1486	39	11	,	,	PUNCT
cana-1486	39	12	on	on	ADP
cana-1486	39	13	the	the	DET
cana-1486	39	14	other	other	ADJ
cana-1486	39	15	hand	hand	NOUN
cana-1486	39	16	,	,	PUNCT
cana-1486	39	17	should	should	AUX
cana-1486	39	18	have	have	AUX
cana-1486	39	19	extended	extend	VERB
cana-1486	39	20	communication	communication	NOUN
cana-1486	39	21	capabilities	capability	NOUN
cana-1486	39	22	to	to	PART
cana-1486	39	23	enable	enable	VERB
cana-1486	39	24	real	real	ADJ
cana-1486	39	25	time	time	NOUN
cana-1486	39	26	data	datum	NOUN
cana-1486	39	27	transfer	transfer	NOUN
cana-1486	39	28	between	between	ADP
cana-1486	39	29	charging	charge	VERB
cana-1486	39	30	stations	station	NOUN
cana-1486	39	31	and	and	CCONJ
cana-1486	39	32	vehicles	vehicle	NOUN
cana-1486	39	33	.	.	PUNCT
cana-1486	40	1	this	this	PRON
cana-1486	40	2	is	be	AUX
cana-1486	40	3	an	an	DET
cana-1486	40	4	imperative	imperative	ADJ
cana-1486	40	5	message	message	NOUN
cana-1486	40	6	for	for	ADP
cana-1486	40	7	appropriate	appropriate	ADJ
cana-1486	40	8	charging	charge	VERB
cana-1486	40	9	scheduling	scheduling	NOUN
cana-1486	40	10	,	,	PUNCT
cana-1486	40	11	power	power	NOUN
cana-1486	40	12	load	load	NOUN
cana-1486	40	13	management	management	NOUN
cana-1486	40	14	and	and	CCONJ
cana-1486	40	15	energy	energy	NOUN
cana-1486	40	16	distribution	distribution	NOUN
cana-1486	40	17	.	.	PUNCT
cana-1486	41	1	[	[	X
cana-1486	41	2	[	[	X
cana-1486	41	3	1	1	NUM
cana-1486	41	4	]	]	PUNCT
cana-1486	41	5	figure	figure	NOUN
cana-1486	41	6	1	1	NUM
cana-1486	41	7	.	.	PUNCT
cana-1486	41	8	evcs	evcs	NOUN
cana-1486	41	9	architecture	architecture	NOUN
cana-1486	41	10	while	while	SCONJ
cana-1486	41	11	iot	iot	ADJ
cana-1486	41	12	responsibility	responsibility	NOUN
cana-1486	41	13	at	at	ADP
cana-1486	41	14	evcs	evcs	ADV
cana-1486	41	15	are	be	AUX
cana-1486	41	16	similar	similar	ADJ
cana-1486	41	17	to	to	ADP
cana-1486	41	18	that	that	PRON
cana-1486	41	19	in	in	ADP
cana-1486	41	20	the	the	DET
cana-1486	41	21	traditional	traditional	ADJ
cana-1486	41	22	sense	sense	NOUN
cana-1486	41	23	,	,	PUNCT
cana-1486	41	24	there	there	PRON
cana-1486	41	25	is	be	VERB
cana-1486	41	26	a	a	DET
cana-1486	41	27	unique	unique	ADJ
cana-1486	41	28	take	take	NOUN
cana-1486	41	29	on	on	ADP
cana-1486	41	30	how	how	SCONJ
cana-1486	41	31	it	it	PRON
cana-1486	41	32	performs	perform	VERB
cana-1486	41	33	.	.	PUNCT
cana-1486	42	1	which	which	PRON
cana-1486	42	2	means	mean	VERB
cana-1486	42	3	monitoring	monitor	VERB
cana-1486	42	4	charging	charge	VERB
cana-1486	42	5	rates	rate	NOUN
cana-1486	42	6	,	,	PUNCT
cana-1486	42	7	to	to	PART
cana-1486	42	8	name	name	VERB
cana-1486	42	9	but	but	CCONJ
cana-1486	42	10	one	one	NUM
cana-1486	42	11	example	example	NOUN
cana-1486	42	12	.	.	PUNCT
cana-1486	43	1	this	this	PRON
cana-1486	43	2	will	will	AUX
cana-1486	43	3	not	not	PART
cana-1486	43	4	give	give	VERB
cana-1486	43	5	operation	operation	NOUN
cana-1486	43	6	of	of	ADP
cana-1486	43	7	evcs	evcs	NOUN
cana-1486	43	8	as	as	ADP
cana-1486	43	9	all	all	DET
cana-1486	43	10	other	other	ADJ
cana-1486	43	11	standard	standard	ADJ
cana-1486	43	12	iot	iot	NOUN
cana-1486	43	13	applications	application	NOUN
cana-1486	43	14	,	,	PUNCT
cana-1486	43	15	where	where	SCONJ
cana-1486	43	16	one	one	PRON
cana-1486	43	17	can	can	AUX
cana-1486	43	18	afford	afford	VERB
cana-1486	43	19	data	data	NOUN
cana-1486	43	20	transmission	transmission	NOUN
cana-1486	43	21	delay	delay	NOUN
cana-1486	43	22	.	.	PUNCT
cana-1486	44	1	this	this	PRON
cana-1486	44	2	requires	require	VERB
cana-1486	44	3	a	a	DET
cana-1486	44	4	low	low	ADJ
cana-1486	44	5	-	-	PUNCT
cana-1486	44	6	latency	latency	NOUN
cana-1486	44	7	distribution	distribution	NOUN
cana-1486	44	8	media	medium	NOUN
cana-1486	44	9	because	because	SCONJ
cana-1486	44	10	the	the	DET
cana-1486	44	11	grid	grid	NOUN
cana-1486	44	12	source	source	NOUN
cana-1486	44	13	has	have	VERB
cana-1486	44	14	to	to	PART
cana-1486	44	15	feed	feed	VERB
cana-1486	44	16	millions	million	NOUN
cana-1486	44	17	of	of	ADP
cana-1486	44	18	charging	charge	VERB
cana-1486	44	19	stations	station	NOUN
cana-1486	44	20	all	all	ADV
cana-1486	44	21	over	over	ADP
cana-1486	44	22	the	the	DET
cana-1486	44	23	world	world	NOUN
cana-1486	44	24	with	with	ADP
cana-1486	44	25	immense	immense	ADJ
cana-1486	44	26	electrical	electrical	ADJ
cana-1486	44	27	power	power	NOUN
cana-1486	44	28	flow	flow	NOUN
cana-1486	44	29	loaded	load	VERB
cana-1486	44	30	in	in	ADP
cana-1486	44	31	both	both	DET
cana-1486	44	32	directions	direction	NOUN
cana-1486	44	33	that	that	PRON
cana-1486	44	34	needs	need	VERB
cana-1486	44	35	immediate	immediate	ADJ
cana-1486	44	36	back	back	ADV
cana-1486	44	37	and	and	CCONJ
cana-1486	44	38	forth	forth	ADV
cana-1486	44	39	interaction	interaction	NOUN
cana-1486	44	40	.	.	PUNCT
cana-1486	45	1	the	the	DET
cana-1486	45	2	latter	latter	ADJ
cana-1486	45	3	is	be	AUX
cana-1486	45	4	critical	critical	ADJ
cana-1486	45	5	because	because	SCONJ
cana-1486	45	6	it	it	PRON
cana-1486	45	7	means	mean	VERB
cana-1486	45	8	charge	charge	NOUN
cana-1486	45	9	rates	rate	NOUN
cana-1486	45	10	can	can	AUX
cana-1486	45	11	be	be	AUX
cana-1486	45	12	altered	alter	VERB
cana-1486	45	13	in	in	ADP
cana-1486	45	14	real	real	ADJ
cana-1486	45	15	time	time	NOUN
cana-1486	45	16	as	as	ADV
cana-1486	45	17	well	well	ADV
cana-1486	45	18	,	,	PUNCT
cana-1486	45	19	while	while	SCONJ
cana-1486	45	20	alerting	alert	VERB
cana-1486	45	21	a	a	DET
cana-1486	45	22	battery	battery	NOUN
cana-1486	45	23	to	to	ADP
cana-1486	45	24	systematic	systematic	ADJ
cana-1486	45	25	health	health	NOUN
cana-1486	45	26	issues	issue	NOUN
cana-1486	45	27	and	and	CCONJ
cana-1486	45	28	letting	let	VERB
cana-1486	45	29	users	user	NOUN
cana-1486	45	30	(	(	PUNCT
cana-1486	45	31	and	and	CCONJ
cana-1486	46	1	system	system	NOUN
cana-1486	46	2	operators	operator	NOUN
cana-1486	46	3	)	)	PUNCT
cana-1486	46	4	know	know	VERB
cana-1486	46	5	asap	asap	PROPN
cana-1486	46	6	.	.	PUNCT
cana-1486	47	1	also	also	ADV
cana-1486	47	2	an	an	DET
cana-1486	47	3	iot	iot	ADV
cana-1486	47	4	-	-	PUNCT
cana-1486	47	5	based	base	VERB
cana-1486	47	6	evcs	evcs	NOUN
cana-1486	47	7	integration	integration	NOUN
cana-1486	47	8	into	into	ADP
cana-1486	47	9	the	the	DET
cana-1486	47	10	smart	smart	ADJ
cana-1486	47	11	grid[7	grid[7	NOUN
cana-1486	47	12	]	]	PUNCT
cana-1486	47	13	is	be	AUX
cana-1486	47	14	a	a	DET
cana-1486	47	15	uniqe	uniqe	ADJ
cana-1486	47	16	thing	thing	NOUN
cana-1486	47	17	.	.	PUNCT
cana-1486	48	1	it	it	PRON
cana-1486	48	2	's	be	AUX
cana-1486	48	3	not	not	PART
cana-1486	48	4	just	just	ADV
cana-1486	48	5	about	about	ADP
cana-1486	48	6	managing	manage	VERB
cana-1486	48	7	the	the	DET
cana-1486	48	8	ev	ev	NOUN
cana-1486	48	9	charging	charging	NOUN
cana-1486	48	10	load	load	NOUN
cana-1486	48	11	either	either	ADV
cana-1486	48	12	,	,	PUNCT
cana-1486	48	13	with	with	ADP
cana-1486	48	14	this	this	DET
cana-1486	48	15	integration	integration	NOUN
cana-1486	48	16	also	also	ADV
cana-1486	48	17	allowing	allow	VERB
cana-1486	48	18	for	for	ADP
cana-1486	48	19	some	some	DET
cana-1486	48	20	grid	grid	NOUN
cana-1486	48	21	balancing	balancing	NOUN
cana-1486	48	22	.	.	PUNCT
cana-1486	49	1	set	set	VERB
cana-1486	49	2	to	to	PART
cana-1486	49	3	be	be	AUX
cana-1486	49	4	integrated	integrate	VERB
cana-1486	49	5	into	into	ADP
cana-1486	49	6	the	the	DET
cana-1486	49	7	iot	iot	NOUN
cana-1486	49	8	,	,	PUNCT
cana-1486	49	9	evcs	evcs	ADV
cana-1486	49	10	living	live	VERB
cana-1486	49	11	coordinated	coordinated	ADJ
cana-1486	49	12	operating	operating	NOUN
cana-1486	49	13	exchanges	exchange	NOUN
cana-1486	49	14	with	with	ADP
cana-1486	49	15	their	their	PRON
cana-1486	49	16	electrified	electrify	VERB
cana-1486	49	17	siblings	sibling	NOUN
cana-1486	49	18	some	some	DET
cana-1486	49	19	robust	robust	ADJ
cana-1486	49	20	grid	grid	NOUN
cana-1486	49	21	allies	ally	NOUN
cana-1486	49	22	can	can	AUX
cana-1486	49	23	tax	tax	VERB
cana-1486	49	24	and	and	CCONJ
cana-1486	49	25	take	take	VERB
cana-1486	49	26	in	in	ADP
cana-1486	49	27	sufficient	sufficient	ADJ
cana-1486	49	28	supply	supply	NOUN
cana-1486	49	29	to	to	PART
cana-1486	49	30	relieve	relieve	VERB
cana-1486	49	31	pressure	pressure	NOUN
cana-1486	49	32	on	on	ADP
cana-1486	49	33	the	the	DET
cana-1486	49	34	network	network	NOUN
cana-1486	49	35	as	as	ADP
cana-1486	49	36	a	a	DET
cana-1486	49	37	whole	whole	NOUN
cana-1486	49	38	.	.	PUNCT
cana-1486	50	1	this	this	DET
cana-1486	50	2	type	type	NOUN
cana-1486	50	3	of	of	ADP
cana-1486	50	4	integration	integration	NOUN
cana-1486	50	5	is	be	AUX
cana-1486	50	6	unique	unique	ADJ
cana-1486	50	7	,	,	PUNCT
cana-1486	50	8	as	as	SCONJ
cana-1486	50	9	compared	compare	VERB
cana-1486	50	10	to	to	ADP
cana-1486	50	11	the	the	DET
cana-1486	50	12	many	many	ADJ
cana-1486	50	13	other	other	ADJ
cana-1486	50	14	independent	independent	ADJ
cana-1486	50	15	iot	iot	NOUN
cana-1486	50	16	applications	application	NOUN
cana-1486	50	17	.	.	PUNCT
cana-1486	51	1	the	the	DET
cana-1486	51	2	iot	iot	PROPN
cana-1486	51	3	handles	handle	NOUN
cana-1486	51	4	of	of	ADP
cana-1486	51	5	sorts	sort	NOUN
cana-1486	51	6	for	for	ADP
cana-1486	51	7	an	an	DET
cana-1486	51	8	evcs	evcs	NOUN
cana-1486	51	9	that	that	PRON
cana-1486	51	10	is	be	AUX
cana-1486	51	11	driven	drive	VERB
cana-1486	51	12	by	by	ADP
cana-1486	51	13	an	an	DET
cana-1486	51	14	iot	iot	NOUN
cana-1486	51	15	are	be	AUX
cana-1486	51	16	even	even	ADV
cana-1486	51	17	more	more	ADJ
cana-1486	51	18	in	in	ADP
cana-1486	51	19	-	-	PUNCT
cana-1486	51	20	depth	depth	NOUN
cana-1486	51	21	than	than	ADP
cana-1486	51	22	those	those	PRON
cana-1486	51	23	found	find	VERB
cana-1486	51	24	on	on	ADP
cana-1486	51	25	a	a	DET
cana-1486	51	26	general	general	ADJ
cana-1486	51	27	-	-	PUNCT
cana-1486	51	28	purpose	purpose	NOUN
cana-1486	51	29	type	type	NOUN
cana-1486	51	30	of	of	ADP
cana-1486	51	31	standard	standard	ADJ
cana-1486	51	32	-	-	PUNCT
cana-1486	51	33	form	form	NOUN
cana-1486	51	34	-	-	PUNCT
cana-1486	51	35	factor	factor	NOUN
cana-1486	51	36	-	-	PUNCT
cana-1486	51	37	iot	iot	NOUN
cana-1486	51	38	.	.	PUNCT
cana-1486	52	1	they	they	PRON
cana-1486	52	2	must	must	AUX
cana-1486	52	3	be	be	AUX
cana-1486	52	4	flexible	flexible	ADJ
cana-1486	52	5	enough	enough	ADV
cana-1486	52	6	to	to	PART
cana-1486	52	7	handle	handle	VERB
cana-1486	52	8	anything	anything	PRON
cana-1486	52	9	from	from	ADP
cana-1486	52	10	user	user	NOUN
cana-1486	52	11	authentication	authentication	NOUN
cana-1486	52	12	and	and	CCONJ
cana-1486	52	13	payment	payment	NOUN
cana-1486	52	14	processing	processing	NOUN
cana-1486	52	15	,	,	PUNCT
cana-1486	52	16	through	through	ADP
cana-1486	52	17	firmware	firmware	NOUN
cana-1486	52	18	updates	update	NOUN
cana-1486	52	19	and	and	CCONJ
cana-1486	52	20	predictive	predictive	ADJ
cana-1486	52	21	maintenance	maintenance	NOUN
cana-1486	52	22	.	.	PUNCT
cana-1486	53	1	it	it	PRON
cana-1486	53	2	's	be	AUX
cana-1486	53	3	important	important	ADJ
cana-1486	53	4	to	to	PART
cana-1486	53	5	have	have	VERB
cana-1486	53	6	this	this	DET
cana-1486	53	7	kind	kind	NOUN
cana-1486	53	8	of	of	ADP
cana-1486	53	9	management	management	NOUN
cana-1486	53	10	in	in	ADP
cana-1486	53	11	place	place	NOUN
cana-1486	53	12	so	so	SCONJ
cana-1486	53	13	that	that	SCONJ
cana-1486	53	14	the	the	DET
cana-1486	53	15	charging	charge	VERB
cana-1486	53	16	infrastructure	infrastructure	NOUN
cana-1486	53	17	remains	remain	VERB
cana-1486	53	18	safe	safe	ADJ
cana-1486	53	19	and	and	CCONJ
cana-1486	53	20	performs	perform	VERB
cana-1486	53	21	well	well	ADV
cana-1486	53	22	.	.	PUNCT
cana-1486	54	1	in	in	ADP
cana-1486	54	2	addition	addition	NOUN
cana-1486	54	3	,	,	PUNCT
cana-1486	54	4	the	the	DET
cana-1486	54	5	iot	iot	PROPN
cana-1486	54	6	component	component	NOUN
cana-1486	54	7	of	of	ADP
cana-1486	54	8	evcs	evcs	NOUN
cana-1486	54	9	gives	give	VERB
cana-1486	54	10	rise	rise	NOUN
cana-1486	54	11	to	to	ADP
cana-1486	54	12	specific	specific	ADJ
cana-1486	54	13	cyber	cyber	NOUN
cana-1486	54	14	security	security	NOUN
cana-1486	54	15	-	-	PUNCT
cana-1486	54	16	related	relate	VERB
cana-1486	54	17	challenges	challenge	NOUN
cana-1486	54	18	.	.	PUNCT
cana-1486	55	1	these	these	DET
cana-1486	55	2	stations	station	NOUN
cana-1486	55	3	are	be	AUX
cana-1486	55	4	not	not	PART
cana-1486	55	5	only	only	ADV
cana-1486	55	6	dealing	deal	VERB
cana-1486	55	7	with	with	ADP
cana-1486	55	8	sensitive	sensitive	ADJ
cana-1486	55	9	consumer	consumer	NOUN
cana-1486	55	10	information	information	NOUN
cana-1486	55	11	,	,	PUNCT
cana-1486	55	12	but	but	CCONJ
cana-1486	55	13	they	they	PRON
cana-1486	55	14	also	also	ADV
cana-1486	55	15	make	make	VERB
cana-1486	55	16	up	up	ADP
cana-1486	55	17	a	a	DET
cana-1486	55	18	more	more	ADJ
cana-1486	55	19	communications	communication	NOUN
cana-1486	55	20	on	on	ADP
cana-1486	55	21	applied	apply	VERB
cana-1486	55	22	nonlinear	nonlinear	ADJ
cana-1486	55	23	analysis	analysis	NOUN
cana-1486	55	24	issn	issn	NOUN
cana-1486	55	25	:	:	PUNCT
cana-1486	55	26	1074	1074	NUM
cana-1486	55	27	-	-	PUNCT
cana-1486	55	28	133x	133x	NUM
cana-1486	55	29	vol	vol	NOUN
cana-1486	55	30	31	31	NUM
cana-1486	55	31	no	no	NOUN
cana-1486	55	32	.	.	PUNCT
cana-1486	56	1	8s	8s	PROPN
cana-1486	56	2	(	(	PUNCT
cana-1486	56	3	2024	2024	NUM
cana-1486	56	4	)	)	PUNCT
cana-1486	56	5	285	285	NUM
cana-1486	56	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	56	7	extensive	extensive	ADJ
cana-1486	56	8	and	and	CCONJ
cana-1486	56	9	arguably	arguably	ADV
cana-1486	56	10	even	even	ADV
cana-1486	56	11	more	more	ADV
cana-1486	56	12	critical	critical	ADJ
cana-1486	56	13	aspect	aspect	NOUN
cana-1486	56	14	of	of	ADP
cana-1486	56	15	the	the	DET
cana-1486	56	16	energy	energy	NOUN
cana-1486	56	17	infrastructure	infrastructure	NOUN
cana-1486	56	18	surrounding	surround	VERB
cana-1486	56	19	us	we	PRON
cana-1486	56	20	all	all	PRON
cana-1486	56	21	.	.	PUNCT
cana-1486	57	1	their	their	PRON
cana-1486	57	2	two	two	NUM
cana-1486	57	3	-	-	PUNCT
cana-1486	57	4	faced	face	VERB
cana-1486	57	5	nature	nature	NOUN
cana-1486	57	6	gives	give	VERB
cana-1486	57	7	them	they	PRON
cana-1486	57	8	additional	additional	ADJ
cana-1486	57	9	vulnerability	vulnerability	NOUN
cana-1486	57	10	to	to	PART
cana-1486	57	11	cyberattack	cyberattack	VERB
cana-1486	57	12	,	,	PUNCT
cana-1486	57	13	thus	thus	ADV
cana-1486	57	14	more	more	ADV
cana-1486	57	15	sophisticated	sophisticated	ADJ
cana-1486	57	16	and	and	CCONJ
cana-1486	57	17	dedicated	dedicated	ADJ
cana-1486	57	18	idses	idse	NOUN
cana-1486	57	19	than	than	ADP
cana-1486	57	20	sotsue	sotsue	NOUN
cana-1486	57	21	(	(	PUNCT
cana-1486	57	22	secure	secure	VERB
cana-1486	57	23	off	off	ADP
cana-1486	57	24	the	the	DET
cana-1486	57	25	shelf	shelf	NOUN
cana-1486	57	26	ucplugs	ucplug	NOUN
cana-1486	57	27	)	)	PUNCT
cana-1486	57	28	are	be	AUX
cana-1486	57	29	needed	need	VERB
cana-1486	57	30	.	.	PUNCT
cana-1486	58	1	the	the	DET
cana-1486	58	2	results	result	NOUN
cana-1486	58	3	of	of	ADP
cana-1486	58	4	a	a	DET
cana-1486	58	5	security	security	NOUN
cana-1486	58	6	breach	breach	NOUN
cana-1486	58	7	could	could	AUX
cana-1486	58	8	also	also	ADV
cana-1486	58	9	be	be	AUX
cana-1486	58	10	severe	severe	ADJ
cana-1486	58	11	,	,	PUNCT
cana-1486	58	12	in	in	ADP
cana-1486	58	13	addition	addition	NOUN
cana-1486	58	14	to	to	ADP
cana-1486	58	15	the	the	DET
cana-1486	58	16	potential	potential	NOUN
cana-1486	58	17	for	for	ADP
cana-1486	58	18	personal	personal	ADJ
cana-1486	58	19	information	information	NOUN
cana-1486	58	20	theft	theft	NOUN
cana-1486	58	21	,	,	PUNCT
cana-1486	58	22	critical	critical	ADJ
cana-1486	58	23	infrastructure	infrastructure	NOUN
cana-1486	58	24	such	such	ADJ
cana-1486	58	25	as	as	ADP
cana-1486	58	26	the	the	DET
cana-1486	58	27	energy	energy	NOUN
cana-1486	58	28	grid	grid	NOUN
cana-1486	58	29	are	be	AUX
cana-1486	58	30	susceptible	susceptible	ADJ
cana-1486	58	31	targets	target	NOUN
cana-1486	58	32	so	so	ADV
cana-1486	58	33	higher	high	ADJ
cana-1486	58	34	level	level	NOUN
cana-1486	58	35	securities	security	NOUN
cana-1486	58	36	would	would	AUX
cana-1486	58	37	likely	likely	ADV
cana-1486	58	38	be	be	AUX
cana-1486	58	39	required	require	VERB
cana-1486	58	40	.	.	PUNCT
cana-1486	59	1	2.1	2.1	NUM
cana-1486	59	2	.	.	PUNCT
cana-1486	59	3	nids	nid	NOUN
cana-1486	59	4	:	:	PUNCT
cana-1486	59	5	network	network	NOUN
cana-1486	59	6	intrusion	intrusion	NOUN
cana-1486	59	7	detection	detection	NOUN
cana-1486	59	8	systems	system	VERB
cana-1486	59	9	the	the	DET
cana-1486	59	10	inseparable	inseparable	ADJ
cana-1486	59	11	husband	husband	NOUN
cana-1486	59	12	and	and	CCONJ
cana-1486	59	13	wife	wife	NOUN
cana-1486	59	14	:	:	PUNCT
cana-1486	59	15	nids	nid	VERB
cana-1486	59	16	and	and	CCONJ
cana-1486	59	17	iot	iot	ADJ
cana-1486	59	18	onnext	onnext	PROPN
cana-1486	59	19	→	→	PUNCT
cana-1486	59	20	network	network	NOUN
cana-1486	59	21	based	base	VERB
cana-1486	59	22	idle	idle	ADJ
cana-1486	59	23	system	system	NOUN
cana-1486	59	24	detection	detection	NOUN
cana-1486	60	1	[	[	X
cana-1486	60	2	8	8	NUM
cana-1486	60	3	]	]	X
cana-1486	60	4	:	:	PUNCT
cana-1486	60	5	these	these	PRON
cana-1486	60	6	are	be	AUX
cana-1486	60	7	implement	implement	ADJ
cana-1486	60	8	by	by	ADP
cana-1486	60	9	capturing	capture	VERB
cana-1486	60	10	network	network	NOUN
cana-1486	60	11	packets	packet	NOUN
cana-1486	60	12	to	to	PART
cana-1486	60	13	provide	provide	VERB
cana-1486	60	14	information	information	NOUN
cana-1486	60	15	about	about	ADP
cana-1486	60	16	the	the	DET
cana-1486	60	17	data	datum	NOUN
cana-1486	60	18	that	that	PRON
cana-1486	60	19	flows	flow	VERB
cana-1486	60	20	through	through	ADP
cana-1486	60	21	a	a	DET
cana-1486	60	22	host	host	NOUN
cana-1486	60	23	's	's	PART
cana-1486	60	24	intermediate	intermediate	ADJ
cana-1486	60	25	layer	layer	NOUN
cana-1486	60	26	of	of	ADP
cana-1486	60	27	communication	communication	NOUN
cana-1486	60	28	.	.	PUNCT
cana-1486	61	1	the	the	DET
cana-1486	61	2	one	one	NUM
cana-1486	61	3	of	of	ADP
cana-1486	61	4	the	the	DET
cana-1486	61	5	primary	primary	ADJ
cana-1486	61	6	stopper	stopper	NOUN
cana-1486	61	7	nids	nid	NOUN
cana-1486	61	8	in	in	ADP
cana-1486	61	9	iot	iot	ADJ
cana-1486	61	10	scenarios	scenario	NOUN
cana-1486	61	11	,	,	PUNCT
cana-1486	61	12	is	be	AUX
cana-1486	61	13	to	to	PART
cana-1486	61	14	tell	tell	VERB
cana-1486	61	15	smarts	smart	NOUN
cana-1486	61	16	people	people	NOUN
cana-1486	61	17	if	if	SCONJ
cana-1486	61	18	they	they	PRON
cana-1486	61	19	can	can	AUX
cana-1486	61	20	identify	identify	VERB
cana-1486	61	21	and	and	CCONJ
cana-1486	61	22	defend	defend	VERB
cana-1486	61	23	data	data	NOUN
cana-1486	61	24	transmission	transmission	NOUN
cana-1486	61	25	property	property	NOUN
cana-1486	61	26	on	on	ADP
cana-1486	61	27	smart	smart	ADJ
cana-1486	61	28	devices	device	NOUN
cana-1486	61	29	all	all	DET
cana-1486	61	30	сontexts	сontext	NOUN
cana-1486	61	31	&	&	CCONJ
cana-1486	61	32	platforms	platform	NOUN
cana-1486	61	33	.	.	PUNCT
cana-1486	62	1	this	this	PRON
cana-1486	62	2	also	also	ADV
cana-1486	62	3	includes	include	VERB
cana-1486	62	4	supervising	supervise	VERB
cana-1486	62	5	and	and	CCONJ
cana-1486	62	6	determining	determine	VERB
cana-1486	62	7	plenty	plenty	NOUN
cana-1486	62	8	of	of	ADP
cana-1486	62	9	illegal	illegal	ADJ
cana-1486	62	10	access	access	NOUN
cana-1486	62	11	action	action	NOUN
cana-1486	62	12	,	,	PUNCT
cana-1486	62	13	mr	mr	PROPN
cana-1486	62	14	-	-	PUNCT
cana-1486	62	15	van	van	PROPN
cana-1486	62	16	or	or	CCONJ
cana-1486	62	17	computer	computer	NOUN
cana-1486	62	18	to	to	PART
cana-1486	62	19	machine	machine	VERB
cana-1486	62	20	so	so	ADV
cana-1486	62	21	as	as	ADP
cana-1486	62	22	self	self	NOUN
cana-1486	62	23	-	-	PUNCT
cana-1486	62	24	suplicative	suplicative	ADJ
cana-1486	62	25	software	software	NOUN
cana-1486	62	26	infection	infection	NOUN
cana-1486	62	27	/	/	SYM
cana-1486	62	28	and	and	CCONJ
cana-1486	62	29	ab	ab	VERB
cana-1486	62	30	-	-	PUNCT
cana-1486	62	31	bound	bind	VERB
cana-1486	62	32	it	it	PRON
cana-1486	62	33	security	security	NOUN
cana-1486	62	34	infringements	infringement	NOUN
cana-1486	62	35	that	that	PRON
cana-1486	62	36	will	will	AUX
cana-1486	62	37	affect	affect	VERB
cana-1486	62	38	the	the	DET
cana-1486	62	39	performance	performance	NOUN
cana-1486	62	40	and	and	CCONJ
cana-1486	62	41	securance	securance	NOUN
cana-1486	62	42	condition	condition	NOUN
cana-1486	62	43	of	of	ADP
cana-1486	62	44	iot	iot	PROPN
cana-1486	62	45	systems	system	NOUN
cana-1486	62	46	[	[	X
cana-1486	62	47	9	9	NUM
cana-1486	62	48	]	]	PUNCT
cana-1486	62	49	.	.	PUNCT
cana-1486	63	1	they	they	PRON
cana-1486	63	2	do	do	VERB
cana-1486	63	3	this	this	PRON
cana-1486	63	4	by	by	ADP
cana-1486	63	5	analyzing	analyze	VERB
cana-1486	63	6	the	the	DET
cana-1486	63	7	passage	passage	NOUN
cana-1486	63	8	of	of	ADP
cana-1486	63	9	network	network	NOUN
cana-1486	63	10	flows	flow	NOUN
cana-1486	63	11	and	and	CCONJ
cana-1486	63	12	patterns	pattern	NOUN
cana-1486	63	13	in	in	ADP
cana-1486	63	14	that	that	DET
cana-1486	63	15	behavior	behavior	NOUN
cana-1486	63	16	which	which	PRON
cana-1486	63	17	will	will	AUX
cana-1486	63	18	point	point	VERB
cana-1486	63	19	to	to	ADP
cana-1486	63	20	potential	potential	ADJ
cana-1486	63	21	security	security	NOUN
cana-1486	63	22	incidents	incident	NOUN
cana-1486	63	23	.	.	PUNCT
cana-1486	64	1	most	most	ADV
cana-1486	64	2	notably	notably	ADV
cana-1486	64	3	,	,	PUNCT
cana-1486	64	4	the	the	DET
cana-1486	64	5	links	link	NOUN
cana-1486	64	6	between	between	ADP
cana-1486	64	7	iot	iot	PROPN
cana-1486	64	8	devices	device	NOUN
cana-1486	64	9	and	and	CCONJ
cana-1486	64	10	their	their	PRON
cana-1486	64	11	networks	network	NOUN
cana-1486	64	12	discover	discover	VERB
cana-1486	64	13	obvious	obvious	ADJ
cana-1486	64	14	roads	road	NOUN
cana-1486	64	15	of	of	ADP
cana-1486	64	16	cyberattacks	cyberattack	NOUN
cana-1486	64	17	that	that	PRON
cana-1486	64	18	will	will	AUX
cana-1486	64	19	need	need	VERB
cana-1486	64	20	to	to	PART
cana-1486	64	21	:	:	PUNCT
cana-1486	64	22	[	[	X
cana-1486	64	23	10	10	NUM
cana-1486	64	24	]	]	X
cana-1486	64	25	deployment	deployment	NOUN
cana-1486	64	26	nids	nid	NOUN
cana-1486	64	27	in	in	ADP
cana-1486	64	28	iot	iot	ADJ
cana-1486	64	29	environments	environment	NOUN
cana-1486	64	30	becomes	become	VERB
cana-1486	64	31	crucial	crucial	ADJ
cana-1486	64	32	for	for	ADP
cana-1486	64	33	a	a	DET
cana-1486	64	34	network	network	NOUN
cana-1486	64	35	infrastructure	infrastructure	NOUN
cana-1486	64	36	secure	secure	ADJ
cana-1486	64	37	over	over	ADP
cana-1486	64	38	performing	perform	VERB
cana-1486	64	39	still	still	ADV
cana-1486	64	40	reliability	reliability	NOUN
cana-1486	64	41	.	.	PUNCT
cana-1486	65	1	the	the	DET
cana-1486	65	2	stakes	stake	NOUN
cana-1486	65	3	in	in	ADP
cana-1486	65	4	the	the	DET
cana-1486	65	5	cybersecurity	cybersecurity	NOUN
cana-1486	65	6	of	of	ADP
cana-1486	65	7	evcs	evcs	NOUN
cana-1486	65	8	are	be	AUX
cana-1486	65	9	particularly	particularly	ADV
cana-1486	65	10	high	high	ADJ
cana-1486	65	11	given	give	VERB
cana-1486	65	12	that	that	SCONJ
cana-1486	65	13	they	they	PRON
cana-1486	65	14	can	can	AUX
cana-1486	65	15	impact	impact	VERB
cana-1486	65	16	critical	critical	ADJ
cana-1486	65	17	energy	energy	NOUN
cana-1486	65	18	infrastructure	infrastructure	NOUN
cana-1486	65	19	and	and	CCONJ
cana-1486	65	20	because	because	SCONJ
cana-1486	65	21	of	of	ADP
cana-1486	65	22	privacy	privacy	NOUN
cana-1486	65	23	concerns	concern	NOUN
cana-1486	65	24	related	relate	VERB
cana-1486	65	25	to	to	ADP
cana-1486	65	26	data	datum	NOUN
cana-1486	65	27	on	on	ADP
cana-1486	65	28	personal	personal	ADJ
cana-1486	65	29	use	use	NOUN
cana-1486	65	30	.	.	PUNCT
cana-1486	66	1	so	so	ADV
cana-1486	66	2	,	,	PUNCT
cana-1486	66	3	in	in	ADP
cana-1486	66	4	this	this	DET
cana-1486	66	5	context	context	NOUN
cana-1486	66	6	the	the	DET
cana-1486	66	7	nids	nid	NOUN
cana-1486	66	8	used	use	VERB
cana-1486	66	9	must	must	AUX
cana-1486	66	10	be	be	AUX
cana-1486	66	11	much	much	ADV
cana-1486	66	12	sophisticated	sophisticated	ADJ
cana-1486	66	13	than	than	ADP
cana-1486	66	14	normal	normal	ADJ
cana-1486	66	15	for	for	SCONJ
cana-1486	66	16	it	it	PRON
cana-1486	66	17	to	to	PART
cana-1486	66	18	have	have	VERB
cana-1486	66	19	high	high	ADJ
cana-1486	66	20	detection	detection	NOUN
cana-1486	66	21	&	&	CCONJ
cana-1486	66	22	response	response	NOUN
cana-1486	66	23	rates	rate	NOUN
cana-1486	66	24	against	against	ADP
cana-1486	66	25	a	a	DET
cana-1486	66	26	lot	lot	NOUN
cana-1486	66	27	of	of	ADP
cana-1486	66	28	threats	threat	NOUN
cana-1486	66	29	with	with	ADP
cana-1486	66	30	very	very	ADV
cana-1486	66	31	less	less	ADV
cana-1486	66	32	false	false	ADJ
cana-1486	66	33	positive	positive	ADJ
cana-1486	66	34	and	and	CCONJ
cana-1486	66	35	still	still	ADV
cana-1486	66	36	achieving	achieve	VERB
cana-1486	66	37	more	more	ADJ
cana-1486	66	38	number	number	NOUN
cana-1486	66	39	of	of	ADP
cana-1486	66	40	true	true	ADJ
cana-1486	66	41	positives	positive	NOUN
cana-1486	66	42	.	.	PUNCT
cana-1486	67	1	examples	example	NOUN
cana-1486	67	2	of	of	ADP
cana-1486	67	3	these	these	PRON
cana-1486	67	4	would	would	AUX
cana-1486	67	5	be	be	AUX
cana-1486	67	6	in	in	ADP
cana-1486	67	7	respect	respect	NOUN
cana-1486	67	8	to	to	ADP
cana-1486	67	9	activity	activity	NOUN
cana-1486	67	10	like	like	ADP
cana-1486	67	11	national	national	ADJ
cana-1486	67	12	level	level	NOUN
cana-1486	67	13	energy	energy	NOUN
cana-1486	67	14	infrastructure	infrastructure	NOUN
cana-1486	67	15	,	,	PUNCT
cana-1486	67	16	and	and	CCONJ
cana-1486	67	17	private	private	ADJ
cana-1486	67	18	data	datum	NOUN
cana-1486	67	19	—	—	PUNCT
cana-1486	67	20	i.e.	i.e.	X
cana-1486	67	21	advanced	advanced	ADJ
cana-1486	67	22	persistent	persistent	ADJ
cana-1486	67	23	threats	threat	NOUN
cana-1486	67	24	(	(	PUNCT
cana-1486	67	25	apts	apt	NOUN
cana-1486	67	26	)	)	PUNCT
cana-1486	67	27	,	,	PUNCT
cana-1486	67	28	or	or	CCONJ
cana-1486	67	29	more	more	ADJ
cana-1486	67	30	state	state	NOUN
cana-1486	67	31	-	-	PUNCT
cana-1486	67	32	named	name	VERB
cana-1486	67	33	actors	actor	NOUN
cana-1486	67	34	with	with	ADP
cana-1486	67	35	by	by	ADP
cana-1486	67	36	-	-	PUNCT
cana-1486	67	37	and	and	CCONJ
cana-1486	67	38	-	-	PUNCT
cana-1486	67	39	large	large	ADJ
cana-1486	67	40	greater	great	ADJ
cana-1486	67	41	resources	resource	NOUN
cana-1486	67	42	targeting	target	VERB
cana-1486	67	43	fewer	few	ADJ
cana-1486	67	44	people	people	NOUN
cana-1486	67	45	at	at	ADP
cana-1486	67	46	a	a	DET
cana-1486	67	47	time	time	NOUN
cana-1486	67	48	due	due	ADJ
cana-1486	67	49	to	to	ADP
cana-1486	67	50	seeking	seek	VERB
cana-1486	67	51	highly	highly	ADV
cana-1486	67	52	-	-	PUNCT
cana-1486	67	53	specific	specific	ADJ
cana-1486	67	54	information	information	NOUN
cana-1486	67	55	via	via	ADP
cana-1486	67	56	cyber	cyber	NOUN
cana-1486	67	57	attacks	attack	NOUN
cana-1486	67	58	that	that	PRON
cana-1486	67	59	are	be	AUX
cana-1486	67	60	otherwise	otherwise	ADV
cana-1486	67	61	well	well	ADV
cana-1486	67	62	-	-	PUNCT
cana-1486	67	63	funded	fund	VERB
cana-1486	67	64	forest	forest	NOUN
cana-1486	67	65	fires	fire	NOUN
cana-1486	67	66	vs	vs	ADP
cana-1486	67	67	strains	strain	NOUN
cana-1486	67	68	on	on	ADP
cana-1486	67	69	economic	economic	ADJ
cana-1486	67	70	-	-	PUNCT
cana-1486	67	71	scale	scale	NOUN
cana-1486	67	72	levels	level	NOUN
cana-1486	67	73	as	as	ADP
cana-1486	67	74	below	below	ADP
cana-1486	67	75	/	/	SYM
cana-1486	67	76	examplesrel	examplesrel	NOUN
cana-1486	67	77	:	:	PUNCT
cana-1486	67	78	2.2	2.2	NUM
cana-1486	67	79	.	.	PUNCT
cana-1486	68	1	challenges	challenge	NOUN
cana-1486	68	2	in	in	ADP
cana-1486	68	3	iot	iot	NOUN
cana-1486	68	4	-	-	PUNCT
cana-1486	68	5	based	base	VERB
cana-1486	68	6	evcs	evcs	NOUN
cana-1486	68	7	troubled	trouble	VERB
cana-1486	68	8	watersevcs	watersevcs	NOUN
cana-1486	68	9	oriented	orient	VERB
cana-1486	68	10	iot	iot	NOUN
cana-1486	68	11	presents	present	VERB
cana-1486	68	12	its	its	PRON
cana-1486	68	13	own	own	ADJ
cana-1486	68	14	challenges	challenge	NOUN
cana-1486	68	15	.	.	PUNCT
cana-1486	69	1	—	—	PUNCT
cana-1486	69	2	beyond	beyond	ADP
cana-1486	69	3	the	the	DET
cana-1486	69	4	typical	typical	ADJ
cana-1486	69	5	iot	iot	PROPN
cana-1486	69	6	systems	system	NOUN
cana-1486	69	7	system	system	NOUN
cana-1486	69	8	one	one	NUM
cana-1486	69	9	,	,	PUNCT
cana-1486	69	10	business	business	NOUN
cana-1486	69	11	continuity	continuity	NOUN
cana-1486	69	12	is	be	AUX
cana-1486	69	13	#	#	SYM
cana-1486	69	14	1	1	NUM
cana-1486	69	15	(	(	PUNCT
cana-1486	69	16	i	i	PRON
cana-1486	69	17	promise	promise	VERB
cana-1486	69	18	you	you	PRON
cana-1486	69	19	i	i	PRON
cana-1486	69	20	will	will	AUX
cana-1486	69	21	bring	bring	VERB
cana-1486	69	22	this	this	PRON
cana-1486	69	23	back	back	ADV
cana-1486	69	24	to	to	ADP
cana-1486	69	25	productivity	productivity	NOUN
cana-1486	69	26	)	)	PUNCT
cana-1486	69	27	.	.	PUNCT
cana-1486	70	1	evcs	evcs	PROPN
cana-1486	70	2	can	can	AUX
cana-1486	70	3	be	be	AUX
cana-1486	70	4	key	key	ADJ
cana-1486	70	5	bits	bit	NOUN
cana-1486	70	6	of	of	ADP
cana-1486	70	7	the	the	DET
cana-1486	70	8	transportation	transportation	NOUN
cana-1486	70	9	framework	framework	NOUN
cana-1486	70	10	[	[	X
cana-1486	70	11	5	5	NUM
cana-1486	70	12	]	]	PUNCT
cana-1486	70	13	and	and	CCONJ
cana-1486	70	14	personal	personal	ADJ
cana-1486	70	15	downtime	downtime	NOUN
cana-1486	70	16	suggests	suggest	VERB
cana-1486	70	17	unfavorable	unfavorable	ADJ
cana-1486	70	18	actual	actual	ADJ
cana-1486	70	19	prosperous	prosperous	ADJ
cana-1486	70	20	customers	customer	NOUN
cana-1486	70	21	.	.	PUNCT
cana-1486	71	1	the	the	DET
cana-1486	71	2	need	need	NOUN
cana-1486	71	3	for	for	ADP
cana-1486	71	4	a	a	DET
cana-1486	71	5	24×7	24×7	PROPN
cana-1486	71	6	service	service	NOUN
cana-1486	71	7	means	mean	VERB
cana-1486	71	8	it	it	PRON
cana-1486	71	9	is	be	AUX
cana-1486	71	10	very	very	ADV
cana-1486	71	11	important	important	ADJ
cana-1486	71	12	to	to	PART
cana-1486	71	13	provide	provide	VERB
cana-1486	71	14	an	an	DET
cana-1486	71	15	iot	iot	NOUN
cana-1486	71	16	framework	framework	NOUN
cana-1486	71	17	that	that	PRON
cana-1486	71	18	works	work	VERB
cana-1486	71	19	not	not	PART
cana-1486	71	20	only	only	ADV
cana-1486	71	21	in	in	ADP
cana-1486	71	22	high	high	ADJ
cana-1486	71	23	loads	load	NOUN
cana-1486	71	24	when	when	SCONJ
cana-1486	71	25	users	user	NOUN
cana-1486	71	26	overload	overload	VERB
cana-1486	71	27	the	the	DET
cana-1486	71	28	network	network	NOUN
cana-1486	71	29	with	with	ADP
cana-1486	71	30	unnecessarily	unnecessarily	ADV
cana-1486	71	31	energetic	energetic	ADJ
cana-1486	71	32	traffic	traffic	NOUN
cana-1486	71	33	but	but	CCONJ
cana-1486	71	34	also	also	ADV
cana-1486	71	35	are	be	AUX
cana-1486	71	36	targeted	target	VERB
cana-1486	71	37	by	by	ADP
cana-1486	71	38	attackers	attacker	NOUN
cana-1486	71	39	.	.	PUNCT
cana-1486	72	1	how	how	SCONJ
cana-1486	72	2	iot	iot	ADV
cana-1486	72	3	-	-	PUNCT
cana-1486	72	4	based	base	VERB
cana-1486	72	5	evcs	evcs	NOUN
cana-1486	72	6	work	work	VERB
cana-1486	72	7	on	on	ADP
cana-1486	72	8	an	an	DET
cana-1486	72	9	even	even	ADV
cana-1486	72	10	more	more	ADV
cana-1486	72	11	higher	high	ADJ
cana-1486	72	12	level	level	NOUN
cana-1486	72	13	,	,	PUNCT
cana-1486	72	14	it	it	PRON
cana-1486	72	15	is	be	AUX
cana-1486	72	16	a	a	DET
cana-1486	72	17	question	question	NOUN
cana-1486	72	18	of	of	ADP
cana-1486	72	19	safety	safety	NOUN
cana-1486	72	20	implications	implication	NOUN
cana-1486	72	21	.	.	PUNCT
cana-1486	73	1	unlike	unlike	ADP
cana-1486	73	2	much	much	ADJ
cana-1486	73	3	of	of	ADP
cana-1486	73	4	iot	iot	NOUN
cana-1486	73	5	which	which	PRON
cana-1486	73	6	goes	go	VERB
cana-1486	73	7	to	to	ADP
cana-1486	73	8	monitoring	monitoring	NOUN
cana-1486	73	9	,	,	PUNCT
cana-1486	73	10	if	if	SCONJ
cana-1486	73	11	an	an	DET
cana-1486	73	12	evcs	evcs	NOUN
cana-1486	73	13	fails	fail	VERB
cana-1486	73	14	there	there	PRON
cana-1486	73	15	are	be	VERB
cana-1486	73	16	situations	situation	NOUN
cana-1486	73	17	where	where	SCONJ
cana-1486	73	18	it	it	PRON
cana-1486	73	19	can	can	AUX
cana-1486	73	20	cause	cause	VERB
cana-1486	73	21	someone	someone	PRON
cana-1486	73	22	's	's	PART
cana-1486	73	23	death	death	NOUN
cana-1486	73	24	.	.	PUNCT
cana-1486	74	1	this	this	PRON
cana-1486	74	2	is	be	AUX
cana-1486	74	3	due	due	ADJ
cana-1486	74	4	to	to	ADP
cana-1486	74	5	the	the	DET
cana-1486	74	6	fact	fact	NOUN
cana-1486	74	7	that	that	SCONJ
cana-1486	74	8	these	these	DET
cana-1486	74	9	systems	system	NOUN
cana-1486	74	10	are	be	AUX
cana-1486	74	11	working	work	VERB
cana-1486	74	12	based	base	VERB
cana-1486	74	13	on	on	ADP
cana-1486	74	14	high	high	ADJ
cana-1486	74	15	power	power	NOUN
cana-1486	74	16	levels	level	NOUN
cana-1486	74	17	,	,	PUNCT
cana-1486	74	18	it	it	PRON
cana-1486	74	19	may	may	AUX
cana-1486	74	20	be	be	AUX
cana-1486	74	21	dangerous	dangerous	ADJ
cana-1486	74	22	for	for	ADP
cana-1486	74	23	ev	ev	NOUN
cana-1486	74	24	charging	charging	NOUN
cana-1486	74	25	if	if	SCONJ
cana-1486	74	26	not	not	PART
cana-1486	74	27	being	be	AUX
cana-1486	74	28	used	use	VERB
cana-1486	74	29	correctly	correctly	ADV
cana-1486	74	30	(	(	PUNCT
cana-1486	74	31	fire	fire	NOUN
cana-1486	74	32	cause	cause	NOUN
cana-1486	74	33	of	of	ADP
cana-1486	74	34	too	too	ADV
cana-1486	74	35	much	much	ADJ
cana-1486	74	36	current	current	ADJ
cana-1486	74	37	or	or	CCONJ
cana-1486	74	38	communications	communication	NOUN
cana-1486	74	39	on	on	ADP
cana-1486	74	40	applied	apply	VERB
cana-1486	74	41	nonlinear	nonlinear	ADJ
cana-1486	74	42	analysis	analysis	NOUN
cana-1486	74	43	issn	issn	NOUN
cana-1486	74	44	:	:	PUNCT
cana-1486	74	45	1074	1074	NUM
cana-1486	74	46	-	-	PUNCT
cana-1486	74	47	133x	133x	NUM
cana-1486	74	48	vol	vol	NOUN
cana-1486	74	49	31	31	NUM
cana-1486	74	50	no	no	NOUN
cana-1486	74	51	.	.	PUNCT
cana-1486	75	1	8s	8s	PROPN
cana-1486	75	2	(	(	PUNCT
cana-1486	75	3	2024	2024	NUM
cana-1486	75	4	)	)	PUNCT
cana-1486	75	5	286	286	NUM
cana-1486	75	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	75	7	equipment	equipment	NOUN
cana-1486	75	8	stopped	stop	VERB
cana-1486	75	9	to	to	ADP
cana-1486	75	10	work	work	NOUN
cana-1486	75	11	)	)	PUNCT
cana-1486	75	12	.	.	PUNCT
cana-1486	76	1	therefore	therefore	ADV
cana-1486	76	2	,	,	PUNCT
cana-1486	76	3	the	the	DET
cana-1486	76	4	iot	iot	PROPN
cana-1486	76	5	systems	system	NOUN
cana-1486	76	6	that	that	PRON
cana-1486	76	7	are	be	AUX
cana-1486	76	8	deployed	deploy	VERB
cana-1486	76	9	within	within	ADP
cana-1486	76	10	evcs	evcs	NOUN
cana-1486	76	11	need	need	VERB
cana-1486	76	12	to	to	PART
cana-1486	76	13	be	be	AUX
cana-1486	76	14	both	both	PRON
cana-1486	76	15	immune	immune	ADJ
cana-1486	76	16	from	from	ADP
cana-1486	76	17	cyber	cyber	PROPN
cana-1486	76	18	threats	threat	NOUN
cana-1486	76	19	from	from	ADP
cana-1486	76	20	and	and	CCONJ
cana-1486	76	21	resistant	resistant	ADJ
cana-1486	76	22	physical	physical	ADJ
cana-1486	76	23	as	as	ADV
cana-1486	76	24	well	well	ADV
cana-1486	76	25	as	as	ADP
cana-1486	76	26	technical	technical	ADJ
cana-1486	76	27	failures	failure	NOUN
cana-1486	76	28	.	.	PUNCT
cana-1486	77	1	also	also	ADV
cana-1486	77	2	,	,	PUNCT
cana-1486	77	3	as	as	ADP
cana-1486	77	4	per	per	ADP
cana-1486	77	5	the	the	DET
cana-1486	77	6	discussion	discussion	NOUN
cana-1486	77	7	in	in	ADP
cana-1486	77	8	[	[	X
cana-1486	77	9	13	13	NUM
cana-1486	77	10	]	]	PUNCT
cana-1486	77	11	,	,	PUNCT
cana-1486	77	12	integration	integration	NOUN
cana-1486	77	13	of	of	ADP
cana-1486	77	14	evcs	evcs	NOUN
cana-1486	77	15	with	with	ADP
cana-1486	77	16	other	other	ADJ
cana-1486	77	17	smart	smart	ADJ
cana-1486	77	18	grid	grid	NOUN
cana-1486	77	19	infra	infra	NOUN
cana-1486	77	20	-	-	PUNCT
cana-1486	77	21	structures	structure	NOUN
cana-1486	77	22	increases	increase	VERB
cana-1486	77	23	this	this	DET
cana-1486	77	24	complexity	complexity	NOUN
cana-1486	77	25	even	even	ADV
cana-1486	77	26	more	more	ADV
cana-1486	77	27	.	.	PUNCT
cana-1486	78	1	thereby	thereby	ADV
cana-1486	78	2	,	,	PUNCT
cana-1486	78	3	such	such	ADJ
cana-1486	78	4	stations	station	NOUN
cana-1486	78	5	may	may	AUX
cana-1486	78	6	also	also	ADV
cana-1486	78	7	behave	behave	VERB
cana-1486	78	8	as	as	ADP
cana-1486	78	9	intelligent	intelligent	ADJ
cana-1486	78	10	nodes	node	NOUN
cana-1486	78	11	in	in	ADP
cana-1486	78	12	the	the	DET
cana-1486	78	13	smart	smart	ADJ
cana-1486	78	14	grid	grid	NOUN
cana-1486	78	15	to	to	PART
cana-1486	78	16	participate	participate	VERB
cana-1486	78	17	dr	dr	PROPN
cana-1486	78	18	/	/	SYM
cana-1486	78	19	em	em	PROPN
cana-1486	78	20	etc	etc	X
cana-1486	78	21	.	.	PUNCT
cana-1486	79	1	fact	fact	NOUN
cana-1486	79	2	is	be	AUX
cana-1486	79	3	that	that	SCONJ
cana-1486	79	4	these	these	DET
cana-1486	79	5	devices	device	NOUN
cana-1486	79	6	are	be	AUX
cana-1486	79	7	all	all	PRON
cana-1486	79	8	energy	energy	NOUN
cana-1486	79	9	consumers	consumer	NOUN
cana-1486	79	10	(	(	PUNCT
cana-1486	79	11	or	or	CCONJ
cana-1486	79	12	at	at	ADP
cana-1486	79	13	most	most	ADJ
cana-1486	79	14	verylocalized	verylocalize	VERB
cana-1486	79	15	storage	storage	NOUN
cana-1486	79	16	or	or	CCONJ
cana-1486	79	17	redistribution	redistribution	NOUN
cana-1486	79	18	points	point	NOUN
cana-1486	79	19	)	)	PUNCT
cana-1486	79	20	in	in	ADP
cana-1486	79	21	the	the	DET
cana-1486	79	22	vast	vast	ADJ
cana-1486	79	23	iot	iot	NOUN
cana-1486	79	24	-	-	PUNCT
cana-1486	79	25	ecosystem	ecosystem	NOUN
cana-1486	79	26	,	,	PUNCT
cana-1486	79	27	and	and	CCONJ
cana-1486	79	28	will	will	AUX
cana-1486	79	29	need	need	VERB
cana-1486	79	30	to	to	PART
cana-1486	79	31	play	play	VERB
cana-1486	79	32	nice	nice	ADJ
cana-1486	79	33	with	with	ADP
cana-1486	79	34	each	each	DET
cana-1486	79	35	other	other	ADJ
cana-1486	79	36	implement	implement	VERB
cana-1486	79	37	their	their	PRON
cana-1486	79	38	combined	combined	ADJ
cana-1486	79	39	capabilities	capability	NOUN
cana-1486	79	40	.	.	PUNCT
cana-1486	80	1	dealing	deal	VERB
cana-1486	80	2	with	with	ADP
cana-1486	80	3	this	this	DET
cana-1486	80	4	dynamic	dynamic	ADJ
cana-1486	80	5	interplay	interplay	NOUN
cana-1486	80	6	of	of	ADP
cana-1486	80	7	evcs	evcs	NOUN
cana-1486	80	8	and	and	CCONJ
cana-1486	80	9	smart	smart	ADJ
cana-1486	80	10	grid	grid	NOUN
cana-1486	80	11	involves	involve	VERB
cana-1486	80	12	substantial	substantial	ADJ
cana-1486	80	13	technical	technical	ADJ
cana-1486	80	14	challenges	challenge	NOUN
cana-1486	80	15	that	that	PRON
cana-1486	80	16	require	require	VERB
cana-1486	80	17	sophisticated	sophisticated	ADJ
cana-1486	80	18	data	datum	NOUN
cana-1486	80	19	analytics	analytic	NOUN
cana-1486	80	20	as	as	ADV
cana-1486	80	21	well	well	ADV
cana-1486	80	22	as	as	ADP
cana-1486	80	23	real	real	ADJ
cana-1486	80	24	-	-	PUNCT
cana-1486	80	25	time	time	NOUN
cana-1486	80	26	decision	decision	NOUN
cana-1486	80	27	making	make	VERB
cana-1486	80	28	[	[	X
cana-1486	80	29	7	7	NUM
cana-1486	80	30	]	]	PUNCT
cana-1486	80	31	.	.	PUNCT
cana-1486	81	1	this	this	DET
cana-1486	81	2	merging	merging	NOUN
cana-1486	81	3	thing	thing	NOUN
cana-1486	81	4	can	can	AUX
cana-1486	81	5	expand	expand	VERB
cana-1486	81	6	all	all	DET
cana-1486	81	7	the	the	DET
cana-1486	81	8	way	way	NOUN
cana-1486	81	9	to	to	ADP
cana-1486	81	10	high	high	ADJ
cana-1486	81	11	-	-	PUNCT
cana-1486	81	12	level	level	NOUN
cana-1486	81	13	iot	iot	NOUN
cana-1486	81	14	-	-	PUNCT
cana-1486	81	15	based	base	VERB
cana-1486	81	16	evcs	evcs	NOUN
cana-1486	81	17	,	,	PUNCT
cana-1486	81	18	but	but	CCONJ
cana-1486	81	19	it	it	PRON
cana-1486	81	20	will	will	AUX
cana-1486	81	21	take	take	VERB
cana-1486	81	22	a	a	DET
cana-1486	81	23	more	more	ADV
cana-1486	81	24	detailed	detailed	ADJ
cana-1486	81	25	system	system	NOUN
cana-1486	81	26	analysis	analysis	NOUN
cana-1486	81	27	of	of	ADP
cana-1486	81	28	both	both	DET
cana-1486	81	29	types	type	NOUN
cana-1486	81	30	(	(	PUNCT
cana-1486	81	31	and	and	CCONJ
cana-1486	81	32	collateral	collateral	ADJ
cana-1486	81	33	couplings	coupling	NOUN
cana-1486	81	34	thereof	thereof	ADV
cana-1486	81	35	)	)	PUNCT
cana-1486	81	36	combined	combine	VERB
cana-1486	81	37	into	into	ADP
cana-1486	81	38	one	one	NUM
cana-1486	81	39	plain	plain	ADJ
cana-1486	81	40	hybrid	hybrid	NOUN
cana-1486	81	41	type	type	NOUN
cana-1486	81	42	.	.	PUNCT
cana-1486	82	1	this	this	DET
cana-1486	82	2	intersection	intersection	NOUN
cana-1486	82	3	represents	represent	VERB
cana-1486	82	4	a	a	DET
cana-1486	82	5	new	new	ADJ
cana-1486	82	6	frontier	frontier	NOUN
cana-1486	82	7	in	in	ADP
cana-1486	82	8	how	how	SCONJ
cana-1486	82	9	energy	energy	NOUN
cana-1486	82	10	services	service	NOUN
cana-1486	82	11	are	be	AUX
cana-1486	82	12	provided	provide	VERB
cana-1486	82	13	and	and	CCONJ
cana-1486	82	14	managed	manage	VERB
cana-1486	82	15	,	,	PUNCT
cana-1486	82	16	evolving	evolve	VERB
cana-1486	82	17	from	from	ADP
cana-1486	82	18	more	more	ADV
cana-1486	82	19	siloed	siloed	ADJ
cana-1486	82	20	to	to	PART
cana-1486	82	21	increasingly	increasingly	ADV
cana-1486	82	22	integrated	integrate	VERB
cana-1486	82	23	or	or	CCONJ
cana-1486	82	24	even	even	ADV
cana-1486	82	25	networked	networked	ADJ
cana-1486	82	26	systems	system	NOUN
cana-1486	82	27	.	.	PUNCT
cana-1486	83	1	on	on	ADP
cana-1486	83	2	the	the	DET
cana-1486	83	3	technical	technical	ADJ
cana-1486	83	4	side	side	NOUN
cana-1486	83	5	as	as	ADV
cana-1486	83	6	evcs	evcs	ADV
cana-1486	83	7	by	by	ADP
cana-1486	83	8	its	its	PRON
cana-1486	83	9	nature	nature	NOUN
cana-1486	83	10	is	be	AUX
cana-1486	83	11	data	datum	NOUN
cana-1486	83	12	-	-	PUNCT
cana-1486	83	13	centric	centric	NOUN
cana-1486	83	14	in	in	ADP
cana-1486	83	15	operation	operation	NOUN
cana-1486	83	16	—	—	PUNCT
cana-1486	83	17	it	it	PRON
cana-1486	83	18	takes	take	VERB
cana-1486	83	19	a	a	DET
cana-1486	83	20	substantial	substantial	ADJ
cana-1486	83	21	technological	technological	ADJ
cana-1486	83	22	effort	effort	NOUN
cana-1486	83	23	on	on	ADP
cana-1486	83	24	it	it	PRON
cana-1486	83	25	and	and	CCONJ
cana-1486	83	26	storage	storage	NOUN
cana-1486	83	27	solutions	solution	NOUN
cana-1486	83	28	to	to	PART
cana-1486	83	29	not	not	PART
cana-1486	83	30	only	only	ADV
cana-1486	83	31	adopt	adopt	VERB
cana-1486	83	32	new	new	ADJ
cana-1486	83	33	approaches	approach	NOUN
cana-1486	83	34	but	but	CCONJ
cana-1486	83	35	still	still	ADV
cana-1486	83	36	emphasizing	emphasize	VERB
cana-1486	83	37	high	high	ADJ
cana-1486	83	38	performance	performance	NOUN
cana-1486	83	39	applications	application	NOUN
cana-1486	83	40	especially	especially	ADV
cana-1486	83	41	for	for	ADP
cana-1486	83	42	cybersecurity	cybersecurity	NOUN
cana-1486	83	43	reasons	reason	NOUN
cana-1486	83	44	.	.	PUNCT
cana-1486	84	1	the	the	DET
cana-1486	84	2	stations	station	NOUN
cana-1486	84	3	generate	generate	VERB
cana-1486	84	4	a	a	DET
cana-1486	84	5	tremendous	tremendous	ADJ
cana-1486	84	6	amount	amount	NOUN
cana-1486	84	7	information	information	NOUN
cana-1486	84	8	to	to	PART
cana-1486	84	9	be	be	AUX
cana-1486	84	10	able	able	ADJ
cana-1486	84	11	to	to	PART
cana-1486	84	12	both	both	CCONJ
cana-1486	84	13	produce	produce	VERB
cana-1486	84	14	and	and	CCONJ
cana-1486	84	15	process	process	NOUN
cana-1486	84	16	information	information	NOUN
cana-1486	84	17	at	at	ADP
cana-1486	84	18	the	the	DET
cana-1486	84	19	entire	entire	ADJ
cana-1486	84	20	spectrum	spectrum	NOUN
cana-1486	84	21	related	relate	VERB
cana-1486	84	22	user	user	NOUN
cana-1486	84	23	personal	personal	ADJ
cana-1486	84	24	data	datum	NOUN
cana-1486	84	25	or	or	CCONJ
cana-1486	84	26	operational	operational	ADJ
cana-1486	84	27	parameter	parameter	NOUN
cana-1486	84	28	respectively	respectively	ADV
cana-1486	84	29	.	.	PUNCT
cana-1486	85	1	note	note	NOUN
cana-1486	85	2	:	:	PUNCT
cana-1486	85	3	data	datum	NOUN
cana-1486	85	4	security	security	NOUN
cana-1486	85	5	,	,	PUNCT
cana-1486	85	6	privacy	privacy	NOUN
cana-1486	85	7	and	and	CCONJ
cana-1486	85	8	veracity	veracity	NOUN
cana-1486	85	9	is	be	AUX
cana-1486	85	10	indispensable	indispensable	ADJ
cana-1486	85	11	for	for	ADP
cana-1486	85	12	these	these	DET
cana-1486	85	13	highly	highly	ADV
cana-1486	85	14	valuable	valuable	ADJ
cana-1486	85	15	infrastructures	infrastructure	NOUN
cana-1486	85	16	which	which	PRON
cana-1486	85	17	are	be	AUX
cana-1486	85	18	potential	potential	ADJ
cana-1486	85	19	targets	target	NOUN
cana-1486	85	20	specific	specific	ADJ
cana-1486	85	21	to	to	ADP
cana-1486	85	22	cyber	cyber	NOUN
cana-1486	85	23	-	-	PUNCT
cana-1486	85	24	attacks	attack	NOUN
cana-1486	85	25	!	!	PUNCT
cana-1486	86	1	conclusion	conclusion	NOUN
cana-1486	86	2	:	:	PUNCT
cana-1486	86	3	ot	ot	INTJ
cana-1486	86	4	,	,	PUNCT
cana-1486	86	5	essential	essential	ADJ
cana-1486	86	6	(	(	PUNCT
cana-1486	86	7	especially	especially	ADV
cana-1486	86	8	in	in	ADP
cana-1486	86	9	critical	critical	ADJ
cana-1486	86	10	infrastructure	infrastructure	NOUN
cana-1486	86	11	)	)	PUNCT
cana-1486	86	12	that	that	PRON
cana-1486	86	13	allows	allow	VERB
cana-1486	86	14	evcs	evcs	ADV
cana-1486	86	15	to	to	PART
cana-1486	86	16	work	work	VERB
cana-1486	86	17	reliably	reliably	ADV
cana-1486	86	18	and	and	CCONJ
cana-1486	86	19	safely	safely	ADV
cana-1486	86	20	.	.	PUNCT
cana-1486	87	1	it	it	PRON
cana-1486	87	2	is	be	AUX
cana-1486	87	3	the	the	DET
cana-1486	87	4	hardware	hardware	NOUN
cana-1486	87	5	and	and	CCONJ
cana-1486	87	6	software	software	NOUN
cana-1486	87	7	long	long	ADV
cana-1486	87	8	used	use	VERB
cana-1486	87	9	for	for	ADP
cana-1486	87	10	critical	critical	ADJ
cana-1486	87	11	systems	system	NOUN
cana-1486	87	12	—	—	PUNCT
cana-1486	87	13	which	which	PRON
cana-1486	87	14	newly	newly	ADV
cana-1486	87	15	always	always	ADV
cana-1486	87	16	must	must	AUX
cana-1486	87	17	include	include	VERB
cana-1486	87	18	realtime	realtime	NOUN
cana-1486	87	19	&	&	CCONJ
cana-1486	87	20	safety	safety	NOUN
cana-1486	87	21	for	for	ADP
cana-1486	87	22	all	all	DET
cana-1486	87	23	aspects	aspect	NOUN
cana-1486	87	24	of	of	ADP
cana-1486	87	25	your	your	PRON
cana-1486	87	26	charge	charge	NOUN
cana-1486	87	27	system	system	NOUN
cana-1486	87	28	;	;	PUNCT
cana-1486	87	29	at	at	ADP
cana-1486	87	30	same	same	ADJ
cana-1486	87	31	time	time	NOUN
cana-1486	87	32	it	it	PRON
cana-1486	87	33	creates	create	VERB
cana-1486	87	34	a	a	DET
cana-1486	87	35	semi	semi	ADJ
cana-1486	87	36	-	-	ADJ
cana-1486	87	37	digitized	digitized	ADJ
cana-1486	87	38	interface	interface	NOUN
cana-1486	87	39	between	between	ADP
cana-1486	87	40	physical	physical	ADJ
cana-1486	87	41	domain	domain	NOUN
cana-1486	87	42	and	and	CCONJ
cana-1486	87	43	the	the	DET
cana-1486	87	44	digital	digital	ADJ
cana-1486	87	45	world	world	NOUN
cana-1486	87	46	whenever	whenever	SCONJ
cana-1486	87	47	its	its	PRON
cana-1486	87	48	sensors	sensor	NOUN
cana-1486	87	49	send	send	VERB
cana-1486	87	50	their	their	PRON
cana-1486	87	51	data	datum	NOUN
cana-1486	87	52	to	to	ADP
cana-1486	87	53	restrained	restrained	ADJ
cana-1486	87	54	use	use	NOUN
cana-1486	87	55	in	in	ADP
cana-1486	87	56	other	other	ADJ
cana-1486	87	57	information	information	NOUN
cana-1486	87	58	output	output	NOUN
cana-1486	87	59	networks	network	NOUN
cana-1486	87	60	or	or	CCONJ
cana-1486	87	61	module	module	NOUN
cana-1486	87	62	protections	protection	NOUN
cana-1486	87	63	anew	anew	ADV
cana-1486	87	64	*	*	PUNCT
cana-1486	88	1	_	_	PUNCT
cana-1486	88	2	*	*	PUNCT
cana-1486	89	1	[	[	X
cana-1486	89	2	85	85	NUM
cana-1486	89	3	]	]	PUNCT
cana-1486	89	4	.	.	PUNCT
cana-1486	90	1	it	it	PRON
cana-1486	90	2	is	be	AUX
cana-1486	90	3	a	a	DET
cana-1486	90	4	very	very	ADV
cana-1486	90	5	challenging	challenging	ADJ
cana-1486	90	6	integration	integration	NOUN
cana-1486	90	7	problem	problem	NOUN
cana-1486	90	8	because	because	SCONJ
cana-1486	90	9	such	such	ADJ
cana-1486	90	10	intercommunication	intercommunication	NOUN
cana-1486	90	11	and	and	CCONJ
cana-1486	90	12	synchronization	synchronization	NOUN
cana-1486	90	13	have	have	AUX
cana-1486	90	14	never	never	ADV
cana-1486	90	15	been	be	AUX
cana-1486	90	16	in	in	ADP
cana-1486	90	17	front	front	NOUN
cana-1486	90	18	of	of	ADP
cana-1486	90	19	readily	readily	ADV
cana-1486	90	20	available	available	ADJ
cana-1486	90	21	to	to	ADP
cana-1486	90	22	two	two	NUM
cana-1486	90	23	fundamentally	fundamentally	ADV
cana-1486	90	24	different	different	ADJ
cana-1486	90	25	systems	system	NOUN
cana-1486	90	26	at	at	ADP
cana-1486	90	27	large	large	ADJ
cana-1486	90	28	.	.	PUNCT
cana-1486	91	1	this	this	DET
cana-1486	91	2	system	system	NOUN
cana-1486	91	3	is	be	AUX
cana-1486	91	4	challenging	challenge	VERB
cana-1486	91	5	to	to	PART
cana-1486	91	6	regulate	regulate	VERB
cana-1486	91	7	without	without	ADP
cana-1486	91	8	only	only	ADV
cana-1486	91	9	through	through	ADP
cana-1486	91	10	technology	technology	NOUN
cana-1486	91	11	but	but	CCONJ
cana-1486	91	12	also	also	ADV
cana-1486	91	13	by	by	ADP
cana-1486	91	14	framing	frame	VERB
cana-1486	91	15	some	some	DET
cana-1486	91	16	implementable	implementable	ADJ
cana-1486	91	17	view	view	NOUN
cana-1486	91	18	on	on	ADP
cana-1486	91	19	whole	whole	ADJ
cana-1486	91	20	energy	energy	NOUN
cana-1486	91	21	-	-	PUNCT
cana-1486	91	22	mechanical	mechanical	ADJ
cana-1486	91	23	,	,	PUNCT
cana-1486	91	24	it	it	PRON
cana-1486	91	25	and	and	CCONJ
cana-1486	91	26	ot	ot	VERB
cana-1486	91	27	interactions	interaction	NOUN
cana-1486	91	28	.	.	PUNCT
cana-1486	92	1	the	the	DET
cana-1486	92	2	task	task	NOUN
cana-1486	92	3	becomes	become	VERB
cana-1486	92	4	even	even	ADV
cana-1486	92	5	more	more	ADV
cana-1486	92	6	difficult	difficult	ADJ
cana-1486	92	7	when	when	SCONJ
cana-1486	92	8	regulations	regulation	NOUN
cana-1486	92	9	factor	factor	NOUN
cana-1486	92	10	into	into	ADP
cana-1486	92	11	the	the	DET
cana-1486	92	12	equation	equation	NOUN
cana-1486	92	13	,	,	PUNCT
cana-1486	92	14	as	as	ADV
cana-1486	92	15	well	well	ADV
cana-1486	92	16	as	as	ADP
cana-1486	92	17	technological	technological	ADJ
cana-1486	92	18	changes	change	NOUN
cana-1486	92	19	or	or	CCONJ
cana-1486	92	20	user	user	NOUN
cana-1486	92	21	preferences	preference	NOUN
cana-1486	92	22	.	.	PUNCT
cana-1486	93	1	this	this	DET
cana-1486	93	2	challenge	challenge	NOUN
cana-1486	93	3	of	of	ADP
cana-1486	93	4	securing	secure	VERB
cana-1486	93	5	everything	everything	PRON
cana-1486	93	6	is	be	AUX
cana-1486	93	7	highlighted	highlight	VERB
cana-1486	93	8	by	by	ADP
cana-1486	93	9	the	the	DET
cana-1486	93	10	breadth	breadth	NOUN
cana-1486	93	11	required	require	VERB
cana-1486	93	12	to	to	PART
cana-1486	93	13	maintain	maintain	VERB
cana-1486	93	14	a	a	DET
cana-1486	93	15	working	work	VERB
cana-1486	93	16	iot	iot	NOUN
cana-1486	93	17	system	system	NOUN
cana-1486	93	18	even	even	ADV
cana-1486	93	19	before	before	SCONJ
cana-1486	93	20	it	it	PRON
cana-1486	93	21	all	all	PRON
cana-1486	93	22	gets	get	AUX
cana-1486	93	23	connected	connect	VERB
cana-1486	93	24	—	—	PUNCT
cana-1486	93	25	cybersecurity	cybersecurity	NOUN
cana-1486	93	26	,	,	PUNCT
cana-1486	93	27	any	any	DET
cana-1486	93	28	electrical	electrical	ADJ
cana-1486	93	29	engineering	engineering	NOUN
cana-1486	93	30	involved	involve	VERB
cana-1486	93	31	(	(	PUNCT
cana-1486	93	32	when	when	SCONJ
cana-1486	93	33	things	thing	NOUN
cana-1486	93	34	get	get	AUX
cana-1486	93	35	plugged	plug	VERB
cana-1486	93	36	in	in	ADP
cana-1486	93	37	)	)	PUNCT
cana-1486	93	38	,	,	PUNCT
cana-1486	93	39	data	datum	NOUN
cana-1486	93	40	science	science	NOUN
cana-1486	93	41	and	and	CCONJ
cana-1486	93	42	context	context	NOUN
cana-1486	93	43	-	-	PUNCT
cana-1486	93	44	level	level	NOUN
cana-1486	93	45	network	network	NOUN
cana-1486	93	46	/	/	SYM
cana-1486	93	47	systems	system	NOUN
cana-1486	93	48	integration	integration	NOUN
cana-1486	93	49	.	.	PUNCT
cana-1486	94	1	2.3	2.3	NUM
cana-1486	94	2	.	.	PUNCT
cana-1486	94	3	evcs	evcs	PROPN
cana-1486	94	4	cybersecurity	cybersecurity	NOUN
cana-1486	94	5	threats	threat	NOUN
cana-1486	94	6	cybersecurity	cybersecurity	NOUN
cana-1486	94	7	challenges	challenge	NOUN
cana-1486	94	8	of	of	ADP
cana-1486	94	9	iot	iot	NOUN
cana-1486	94	10	-	-	PUNCT
cana-1486	94	11	based	base	VERB
cana-1486	94	12	evcs	evcs	NOUN
cana-1486	94	13	:	:	PUNCT
cana-1486	94	14	the	the	DET
cana-1486	94	15	cybersecurity	cybersecurity	NOUN
cana-1486	94	16	challenges	challenge	VERB
cana-1486	94	17	an	an	DET
cana-1486	94	18	iot	iot	NOUN
cana-1486	94	19	based	base	VERB
cana-1486	94	20	electric	electric	ADJ
cana-1486	94	21	vehicle	vehicle	NOUN
cana-1486	94	22	charging	charge	VERB
cana-1486	94	23	station	station	NOUN
cana-1486	94	24	has	have	AUX
cana-1486	94	25	is	be	AUX
cana-1486	94	26	significantly	significantly	ADV
cana-1486	94	27	different	different	ADJ
cana-1486	94	28	from	from	ADP
cana-1486	94	29	those	those	PRON
cana-1486	94	30	posed	pose	VERB
cana-1486	94	31	by	by	ADP
cana-1486	94	32	traditional	traditional	ADJ
cana-1486	94	33	internetconnected	internetconnecte	VERB
cana-1486	94	34	devices	device	NOUN
cana-1486	94	35	.	.	PUNCT
cana-1486	95	1	the	the	DET
cana-1486	95	2	possibility	possibility	NOUN
cana-1486	95	3	of	of	ADP
cana-1486	95	4	disrupting	disrupt	VERB
cana-1486	95	5	the	the	DET
cana-1486	95	6	charging	charge	VERB
cana-1486	95	7	process	process	NOUN
cana-1486	95	8	is	be	AUX
cana-1486	95	9	one	one	NUM
cana-1486	95	10	of	of	ADP
cana-1486	95	11	the	the	DET
cana-1486	95	12	bigger	big	ADJ
cana-1486	95	13	issues	issue	NOUN
cana-1486	95	14	.	.	PUNCT
cana-1486	96	1	a	a	DET
cana-1486	96	2	communications	communication	NOUN
cana-1486	96	3	on	on	ADP
cana-1486	96	4	applied	apply	VERB
cana-1486	96	5	nonlinear	nonlinear	ADJ
cana-1486	96	6	analysis	analysis	NOUN
cana-1486	96	7	issn	issn	NOUN
cana-1486	96	8	:	:	PUNCT
cana-1486	96	9	1074	1074	NUM
cana-1486	96	10	-	-	PUNCT
cana-1486	96	11	133x	133x	NUM
cana-1486	96	12	vol	vol	NOUN
cana-1486	96	13	31	31	NUM
cana-1486	96	14	no	no	NOUN
cana-1486	96	15	.	.	PUNCT
cana-1486	97	1	8s	8s	PROPN
cana-1486	97	2	(	(	PUNCT
cana-1486	97	3	2024	2024	NUM
cana-1486	97	4	)	)	PUNCT
cana-1486	97	5	287	287	NUM
cana-1486	97	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	97	7	charging	charge	VERB
cana-1486	97	8	process	process	NOUN
cana-1486	97	9	that	that	SCONJ
cana-1486	97	10	a	a	DET
cana-1486	97	11	bad	bad	ADJ
cana-1486	97	12	actor	actor	NOUN
cana-1486	97	13	might	might	AUX
cana-1486	97	14	take	take	VERB
cana-1486	97	15	advantage	advantage	NOUN
cana-1486	97	16	of	of	ADP
cana-1486	97	17	in	in	ADP
cana-1486	97	18	order	order	NOUN
cana-1486	97	19	to	to	PART
cana-1486	97	20	overcharge	overcharge	VERB
cana-1486	97	21	or	or	CCONJ
cana-1486	97	22	under	under	ADP
cana-1486	97	23	charge	charge	NOUN
cana-1486	97	24	ev	ev	NOUN
cana-1486	97	25	batteries	battery	NOUN
cana-1486	97	26	.	.	PUNCT
cana-1486	98	1	thus	thus	ADV
cana-1486	98	2	,	,	PUNCT
cana-1486	98	3	not	not	PART
cana-1486	98	4	only	only	ADV
cana-1486	98	5	does	do	AUX
cana-1486	98	6	it	it	PRON
cana-1486	98	7	harm	harm	VERB
cana-1486	98	8	batteries	battery	NOUN
cana-1486	98	9	but	but	CCONJ
cana-1486	98	10	also	also	ADV
cana-1486	98	11	can	can	AUX
cana-1486	98	12	lead	lead	VERB
cana-1486	98	13	to	to	ADP
cana-1486	98	14	potential	potential	ADJ
cana-1486	98	15	hazards	hazard	NOUN
cana-1486	98	16	of	of	ADP
cana-1486	98	17	unsafe	unsafe	ADJ
cana-1486	98	18	cell	cell	NOUN
cana-1486	98	19	temperature	temperature	NOUN
cana-1486	98	20	rise	rise	NOUN
cana-1486	98	21	.	.	PUNCT
cana-1486	99	1	furthermore	furthermore	ADV
cana-1486	99	2	,	,	PUNCT
cana-1486	99	3	this	this	DET
cana-1486	99	4	tampering	tampering	NOUN
cana-1486	99	5	can	can	AUX
cana-1486	99	6	also	also	ADV
cana-1486	99	7	disrupt	disrupt	VERB
cana-1486	99	8	simultaneous	simultaneous	ADJ
cana-1486	99	9	service	service	NOUN
cana-1486	99	10	availability	availability	NOUN
cana-1486	99	11	frustrating	frustrating	ADJ
cana-1486	99	12	users	user	NOUN
cana-1486	99	13	and	and	CCONJ
cana-1486	99	14	eroding	erode	VERB
cana-1486	99	15	trust	trust	NOUN
cana-1486	99	16	in	in	ADP
cana-1486	99	17	the	the	DET
cana-1486	99	18	ev	ev	PROPN
cana-1486	99	19	infrastructure	infrastructure	NOUN
cana-1486	99	20	.	.	PUNCT
cana-1486	100	1	yet	yet	CCONJ
cana-1486	100	2	a	a	DET
cana-1486	100	3	further	further	ADJ
cana-1486	100	4	threat	threat	NOUN
cana-1486	100	5	is	be	AUX
cana-1486	100	6	eavesdropping	eavesdrop	VERB
cana-1486	100	7	of	of	ADP
cana-1486	100	8	communication	communication	NOUN
cana-1486	100	9	between	between	ADP
cana-1486	100	10	evs	evs	NOUN
cana-1486	100	11	and	and	CCONJ
cana-1486	100	12	an	an	DET
cana-1486	100	13	evcs	evcs	NOUN
cana-1486	100	14	.	.	PUNCT
cana-1486	101	1	users	user	NOUN
cana-1486	101	2	frequently	frequently	ADV
cana-1486	101	3	exchange	exchange	VERB
cana-1486	101	4	messages	message	NOUN
cana-1486	101	5	with	with	ADP
cana-1486	101	6	usernames	username	NOUN
cana-1486	101	7	,	,	PUNCT
cana-1486	101	8	passwords	password	NOUN
cana-1486	101	9	or	or	CCONJ
cana-1486	101	10	pins	pin	NOUN
cana-1486	101	11	as	as	ADV
cana-1486	101	12	well	well	ADV
cana-1486	101	13	as	as	ADP
cana-1486	101	14	credit	credit	NOUN
cana-1486	101	15	card	card	NOUN
cana-1486	101	16	data	datum	NOUN
cana-1486	101	17	and	and	CCONJ
cana-1486	101	18	vehicle	vehicle	NOUN
cana-1486	101	19	profiles	profile	NOUN
cana-1486	101	20	.	.	PUNCT
cana-1486	102	1	this	this	DET
cana-1486	102	2	access	access	NOUN
cana-1486	102	3	to	to	ADP
cana-1486	102	4	data	datum	NOUN
cana-1486	102	5	allows	allow	VERB
cana-1486	102	6	cybercriminals	cybercriminal	NOUN
cana-1486	102	7	can	can	AUX
cana-1486	102	8	commit	commit	VERB
cana-1486	102	9	other	other	ADJ
cana-1486	102	10	things	thing	NOUN
cana-1486	102	11	aside	aside	ADV
cana-1486	102	12	from	from	ADP
cana-1486	102	13	character	character	NOUN
cana-1486	102	14	burglary	burglary	NOUN
cana-1486	102	15	and	and	CCONJ
cana-1486	102	16	financial	financial	ADJ
cana-1486	102	17	fraud	fraud	NOUN
cana-1486	102	18	but	but	CCONJ
cana-1486	102	19	they	they	PRON
cana-1486	102	20	are	be	AUX
cana-1486	102	21	able	able	ADJ
cana-1486	102	22	the	the	DET
cana-1486	102	23	possibility	possibility	NOUN
cana-1486	102	24	of	of	ADP
cana-1486	102	25	hacking	hack	VERB
cana-1486	102	26	into	into	ADP
cana-1486	102	27	ev	ev	PRON
cana-1486	102	28	manage	manage	NOUN
cana-1486	102	29	.	.	PUNCT
cana-1486	103	1	this	this	DET
cana-1486	103	2	interception	interception	NOUN
cana-1486	103	3	not	not	PART
cana-1486	103	4	only	only	ADV
cana-1486	103	5	violates	violate	VERB
cana-1486	103	6	user	user	NOUN
cana-1486	103	7	privacy	privacy	NOUN
cana-1486	103	8	,	,	PUNCT
cana-1486	103	9	but	but	CCONJ
cana-1486	103	10	also	also	ADV
cana-1486	103	11	affects	affect	VERB
cana-1486	103	12	the	the	DET
cana-1486	103	13	security	security	NOUN
cana-1486	103	14	of	of	ADP
cana-1486	103	15	charging	charge	VERB
cana-1486	103	16	network	network	NOUN
cana-1486	103	17	.	.	PUNCT
cana-1486	104	1	however	however	ADV
cana-1486	104	2	,	,	PUNCT
cana-1486	104	3	the	the	DET
cana-1486	104	4	most	most	ADV
cana-1486	104	5	menacing	menacing	ADJ
cana-1486	104	6	threat	threat	NOUN
cana-1486	104	7	of	of	ADP
cana-1486	104	8	all	all	PRON
cana-1486	104	9	is	be	AUX
cana-1486	104	10	one	one	NUM
cana-1486	104	11	that	that	PRON
cana-1486	104	12	includes	include	VERB
cana-1486	104	13	attacks	attack	NOUN
cana-1486	104	14	on	on	ADP
cana-1486	104	15	these	these	DET
cana-1486	104	16	grid	grid	NOUN
cana-1486	104	17	-	-	PUNCT
cana-1486	104	18	interactive	interactive	ADJ
cana-1486	104	19	functions	function	NOUN
cana-1486	104	20	within	within	ADP
cana-1486	104	21	evcs	evcs	NOUN
cana-1486	104	22	.	.	PUNCT
cana-1486	105	1	demand	demand	NOUN
cana-1486	105	2	response	response	NOUN
cana-1486	105	3	,	,	PUNCT
cana-1486	105	4	smart	smart	ADJ
cana-1486	105	5	grids	grid	NOUN
cana-1486	105	6	1	1	NUM
cana-1486	105	7	introduction	introduction	NOUN
cana-1486	105	8	the	the	DET
cana-1486	105	9	introduction	introduction	NOUN
cana-1486	105	10	of	of	ADP
cana-1486	105	11	the	the	DET
cana-1486	105	12	smart	smart	ADJ
cana-1486	105	13	grids	grid	NOUN
cana-1486	105	14	make	make	VERB
cana-1486	105	15	headlines	headline	NOUN
cana-1486	105	16	new	new	ADJ
cana-1486	105	17	concepts	concept	NOUN
cana-1486	105	18	to	to	PART
cana-1486	105	19	improve	improve	VERB
cana-1486	105	20	energy	energy	NOUN
cana-1486	105	21	management	management	NOUN
cana-1486	105	22	and	and	CCONJ
cana-1486	105	23	demand	demand	NOUN
cana-1486	105	24	response	response	NOUN
cana-1486	105	25	mechanisms	mechanism	NOUN
cana-1486	105	26	[	[	X
cana-1486	105	27	3	3	X
cana-1486	105	28	]	]	PUNCT
cana-1486	105	29	integrating	integrate	VERB
cana-1486	105	30	charge	charge	NOUN
cana-1486	105	31	stations	station	NOUN
cana-1486	105	32	.	.	PUNCT
cana-1486	106	1	in	in	ADP
cana-1486	106	2	turn	turn	NOUN
cana-1486	106	3	,	,	PUNCT
cana-1486	106	4	these	these	DET
cana-1486	106	5	blackouts	blackout	NOUN
cana-1486	106	6	could	could	AUX
cana-1486	106	7	disrupt	disrupt	VERB
cana-1486	106	8	energy	energy	NOUN
cana-1486	106	9	distribution	distribution	NOUN
cana-1486	106	10	by	by	ADP
cana-1486	106	11	taking	take	VERB
cana-1486	106	12	out	out	ADP
cana-1486	106	13	grid	grid	NOUN
cana-1486	106	14	components	component	NOUN
cana-1486	106	15	that	that	PRON
cana-1486	106	16	can	can	AUX
cana-1486	106	17	grow	grow	VERB
cana-1486	106	18	to	to	ADP
cana-1486	106	19	something	something	PRON
cana-1486	106	20	a	a	DET
cana-1486	106	21	lot	lot	NOUN
cana-1486	106	22	more	more	ADV
cana-1486	106	23	serious	serious	ADJ
cana-1486	106	24	than	than	ADP
cana-1486	106	25	mere	mere	ADJ
cana-1486	106	26	localized	localized	ADJ
cana-1486	106	27	disruptions	disruption	NOUN
cana-1486	106	28	if	if	SCONJ
cana-1486	106	29	deliberately	deliberately	ADV
cana-1486	106	30	targeted,—by	targeted,—by	NOUN
cana-1486	106	31	say	say	VERB
cana-1486	106	32	cyber	cyber	NOUN
cana-1486	106	33	criminals	criminal	NOUN
cana-1486	106	34	—	—	PUNCT
cana-1486	106	35	going	go	VERB
cana-1486	106	36	after	after	ADP
cana-1486	106	37	essential	essential	ADJ
cana-1486	106	38	capabilities	capability	NOUN
cana-1486	106	39	.	.	PUNCT
cana-1486	107	1	such	such	ADJ
cana-1486	107	2	attacks	attack	NOUN
cana-1486	107	3	begin	begin	VERB
cana-1486	107	4	from	from	ADP
cana-1486	107	5	negative	negative	ADJ
cana-1486	107	6	energy	energy	NOUN
cana-1486	107	7	nodes	node	NOUN
cana-1486	107	8	at	at	ADP
cana-1486	107	9	the	the	DET
cana-1486	107	10	individual	individual	ADJ
cana-1486	107	11	evcs	evcs	NOUN
cana-1486	107	12	and	and	CCONJ
cana-1486	107	13	then	then	ADV
cana-1486	107	14	move	move	VERB
cana-1486	107	15	onto	onto	ADP
cana-1486	107	16	others	other	NOUN
cana-1486	107	17	via	via	ADP
cana-1486	107	18	sybil	sybil	NOUN
cana-1486	107	19	transition	transition	NOUN
cana-1486	107	20	,	,	PUNCT
cana-1486	107	21	to	to	PART
cana-1486	107	22	become	become	VERB
cana-1486	107	23	prevalent	prevalent	ADJ
cana-1486	107	24	system	system	NOUN
cana-1486	107	25	wide	wide	ADJ
cana-1486	107	26	as	as	ADP
cana-1486	107	27	a	a	DET
cana-1486	107	28	burden	burden	NOUN
cana-1486	107	29	in	in	ADP
cana-1486	107	30	power	power	NOUN
cana-1486	107	31	generation	generation	NOUN
cana-1486	107	32	.	.	PUNCT
cana-1486	108	1	2.4	2.4	NUM
cana-1486	108	2	.	.	PUNCT
cana-1486	108	3	nids	nid	VERB
cana-1486	108	4	role	role	NOUN
cana-1486	108	5	in	in	ADP
cana-1486	108	6	iot	iot	PROPN
cana-1486	108	7	based	base	VERB
cana-1486	108	8	evcs	evcs	NOUN
cana-1486	108	9	some	some	PRON
cana-1486	108	10	argue	argue	VERB
cana-1486	108	11	that	that	SCONJ
cana-1486	108	12	the	the	DET
cana-1486	108	13	necessity	necessity	NOUN
cana-1486	108	14	of	of	ADP
cana-1486	108	15	nids	nid	NOUN
cana-1486	108	16	in	in	ADP
cana-1486	108	17	iot	iot	PROPN
cana-1486	108	18	based	base	VERB
cana-1486	108	19	evcs	evcs	NOUN
cana-1486	108	20	are	be	AUX
cana-1486	108	21	grater	grater	NOUN
cana-1486	108	22	than	than	ADP
cana-1486	108	23	detecting	detect	VERB
cana-1486	108	24	abnormal	abnormal	ADJ
cana-1486	108	25	traffics	traffic	NOUN
cana-1486	108	26	which	which	PRON
cana-1486	108	27	at	at	ADP
cana-1486	108	28	least	least	ADJ
cana-1486	108	29	should	should	AUX
cana-1486	108	30	provide	provide	VERB
cana-1486	108	31	operational	operational	ADJ
cana-1486	108	32	stability	stability	NOUN
cana-1486	108	33	and	and	CCONJ
cana-1486	108	34	accuracy	accuracy	NOUN
cana-1486	108	35	during	during	ADP
cana-1486	108	36	service	service	NOUN
cana-1486	108	37	operation	operation	NOUN
cana-1486	108	38	.	.	PUNCT
cana-1486	109	1	since	since	SCONJ
cana-1486	109	2	these	these	DET
cana-1486	109	3	stations	station	NOUN
cana-1486	109	4	are	be	AUX
cana-1486	109	5	distinctive	distinctive	ADJ
cana-1486	109	6	in	in	ADP
cana-1486	109	7	network	network	NOUN
cana-1486	109	8	topologies	topology	NOUN
cana-1486	109	9	and	and	CCONJ
cana-1486	109	10	traffic	traffic	NOUN
cana-1486	109	11	characteristics	characteristic	NOUN
cana-1486	109	12	,	,	PUNCT
cana-1486	109	13	nids	nid	NOUN
cana-1486	109	14	customized	customize	VERB
cana-1486	109	15	to	to	PART
cana-1486	109	16	accommodate	accommodate	VERB
cana-1486	109	17	requirements	requirement	NOUN
cana-1486	109	18	specific	specific	ADJ
cana-1486	109	19	for	for	ADP
cana-1486	109	20	each	each	DET
cana-1486	109	21	type	type	NOUN
cana-1486	109	22	of	of	ADP
cana-1486	109	23	station	station	NOUN
cana-1486	109	24	.	.	PUNCT
cana-1486	110	1	as	as	SCONJ
cana-1486	110	2	we	we	PRON
cana-1486	110	3	have	have	AUX
cana-1486	110	4	already	already	ADV
cana-1486	110	5	spoken	speak	VERB
cana-1486	110	6	about	about	ADP
cana-1486	110	7	,	,	PUNCT
cana-1486	110	8	one	one	NUM
cana-1486	110	9	of	of	ADP
cana-1486	110	10	the	the	DET
cana-1486	110	11	primary	primary	ADJ
cana-1486	110	12	adaptations	adaptation	NOUN
cana-1486	110	13	are	be	AUX
cana-1486	110	14	necessarily	necessarily	ADV
cana-1486	110	15	dealt	deal	VERB
cana-1486	110	16	with	with	ADP
cana-1486	110	17	in	in	ADP
cana-1486	110	18	addressing	address	VERB
cana-1486	110	19	how	how	SCONJ
cana-1486	110	20	do	do	AUX
cana-1486	110	21	you	you	PRON
cana-1486	110	22	work	work	VERB
cana-1486	110	23	with	with	ADP
cana-1486	110	24	proprietary	proprietary	ADJ
cana-1486	110	25	protocols	protocol	NOUN
cana-1486	110	26	like	like	ADP
cana-1486	110	27	ocpp	ocpp	NOUN
cana-1486	110	28	for	for	ADP
cana-1486	110	29	evcs	evcs	NOUN
cana-1486	110	30	to	to	PART
cana-1486	110	31	communicate	communicate	VERB
cana-1486	110	32	back	back	ADV
cana-1486	110	33	and	and	CCONJ
cana-1486	110	34	forth	forth	ADV
cana-1486	110	35	with	with	ADP
cana-1486	110	36	central	central	ADJ
cana-1486	110	37	management	management	NOUN
cana-1486	110	38	systems	system	NOUN
cana-1486	110	39	.	.	PUNCT
cana-1486	111	1	if	if	SCONJ
cana-1486	111	2	we	we	PRON
cana-1486	111	3	assume	assume	VERB
cana-1486	111	4	this	this	PRON
cana-1486	111	5	to	to	PART
cana-1486	111	6	be	be	AUX
cana-1486	111	7	true	true	ADJ
cana-1486	111	8	,	,	PUNCT
cana-1486	111	9	nids	nid	NOUN
cana-1486	111	10	should	should	AUX
cana-1486	111	11	provide	provide	VERB
cana-1486	111	12	with	with	ADP
cana-1486	111	13	network	network	NOUN
cana-1486	111	14	management	management	NOUN
cana-1486	111	15	and	and	CCONJ
cana-1486	111	16	analysis	analysis	NOUN
cana-1486	111	17	of	of	ADP
cana-1486	111	18	these	these	DET
cana-1486	111	19	protocols	protocol	NOUN
cana-1486	111	20	in	in	ADP
cana-1486	111	21	order	order	NOUN
cana-1486	111	22	for	for	ADP
cana-1486	111	23	proper	proper	ADJ
cana-1486	111	24	detection	detection	NOUN
cana-1486	111	25	of	of	ADP
cana-1486	111	26	any	any	DET
cana-1486	111	27	possible	possible	ADJ
cana-1486	111	28	type	type	NOUN
cana-1486	111	29	attack	attack	NOUN
cana-1486	111	30	or	or	CCONJ
cana-1486	111	31	misuse	misuse	NOUN
cana-1486	111	32	on	on	ADP
cana-1486	111	33	the	the	DET
cana-1486	111	34	target	target	NOUN
cana-1486	111	35	[	[	X
cana-1486	111	36	12	12	NUM
cana-1486	111	37	]	]	PUNCT
cana-1486	111	38	.	.	PUNCT
cana-1486	112	1	the	the	DET
cana-1486	112	2	pursuit	pursuit	NOUN
cana-1486	112	3	of	of	ADP
cana-1486	112	4	this	this	DET
cana-1486	112	5	capability	capability	NOUN
cana-1486	112	6	is	be	AUX
cana-1486	112	7	critical	critical	ADJ
cana-1486	112	8	to	to	PART
cana-1486	112	9	quickly	quickly	ADV
cana-1486	112	10	detect	detect	VERB
cana-1486	112	11	threats	threat	NOUN
cana-1486	112	12	at	at	ADP
cana-1486	112	13	the	the	DET
cana-1486	112	14	earliest	early	ADJ
cana-1486	112	15	instance	instance	NOUN
cana-1486	112	16	and	and	CCONJ
cana-1486	112	17	block	block	NOUN
cana-1486	112	18	attacks	attack	NOUN
cana-1486	112	19	that	that	PRON
cana-1486	112	20	might	might	AUX
cana-1486	112	21	otherwise	otherwise	ADV
cana-1486	112	22	disrupt	disrupt	VERB
cana-1486	112	23	coordination	coordination	NOUN
cana-1486	112	24	between	between	ADP
cana-1486	112	25	evcss	evcss	PROPN
cana-1486	112	26	and	and	CCONJ
cana-1486	112	27	a	a	DET
cana-1486	112	28	central	central	ADJ
cana-1486	112	29	power	power	NOUN
cana-1486	112	30	utility	utility	NOUN
cana-1486	112	31	network	network	NOUN
cana-1486	112	32	.	.	PUNCT
cana-1486	113	1	so	so	ADV
cana-1486	113	2	you	you	PRON
cana-1486	113	3	have	have	VERB
cana-1486	113	4	evcs	evcs	NOUN
cana-1486	113	5	that	that	PRON
cana-1486	113	6	collect	collect	VERB
cana-1486	113	7	and	and	CCONJ
cana-1486	113	8	transmit	transmit	VERB
cana-1486	113	9	user	user	NOUN
cana-1486	114	1	authentication/	authentication/	NOUN
cana-1486	114	2	billing	billing	NOUN
cana-1486	114	3	info	info	NOUN
cana-1486	114	4	along	along	ADP
cana-1486	114	5	with	with	ADP
cana-1486	114	6	high	high	ADJ
cana-1486	114	7	frequency	frequency	NOUN
cana-1486	114	8	transaction	transaction	NOUN
cana-1486	114	9	data	datum	NOUN
cana-1486	114	10	of	of	ADP
cana-1486	114	11	real	real	ADJ
cana-1486	114	12	time	time	NOUN
cana-1486	114	13	energy	energy	NOUN
cana-1486	114	14	consumption	consumption	NOUN
cana-1486	114	15	metrics	metric	NOUN
cana-1486	114	16	.	.	PUNCT
cana-1486	115	1	this	this	PRON
cana-1486	115	2	basically	basically	ADV
cana-1486	115	3	means	mean	VERB
cana-1486	115	4	that	that	SCONJ
cana-1486	115	5	nids	nid	NOUN
cana-1486	115	6	should	should	AUX
cana-1486	115	7	be	be	AUX
cana-1486	115	8	able	able	ADJ
cana-1486	115	9	to	to	PART
cana-1486	115	10	process	process	VERB
cana-1486	115	11	all	all	PRON
cana-1486	115	12	of	of	ADP
cana-1486	115	13	this	this	DET
cana-1486	115	14	data	datum	NOUN
cana-1486	115	15	in	in	ADP
cana-1486	115	16	almost	almost	ADV
cana-1486	115	17	no	no	PRON
cana-1486	115	18	time	time	NOUN
cana-1486	115	19	,	,	PUNCT
cana-1486	115	20	and	and	CCONJ
cana-1486	115	21	any	any	DET
cana-1486	115	22	malicious	malicious	ADJ
cana-1486	115	23	activities	activity	NOUN
cana-1486	115	24	involving	involve	VERB
cana-1486	115	25	the	the	DET
cana-1486	115	26	payload	payload	NOUN
cana-1486	115	27	data	datum	NOUN
cana-1486	115	28	are	be	AUX
cana-1486	115	29	captured	capture	VERB
cana-1486	115	30	right	right	ADV
cana-1486	115	31	away	away	ADV
cana-1486	115	32	without	without	ADP
cana-1486	115	33	causing	cause	VERB
cana-1486	115	34	an	an	DET
cana-1486	115	35	undue	undue	ADJ
cana-1486	115	36	delay	delay	NOUN
cana-1486	115	37	.	.	PUNCT
cana-1486	116	1	it	it	PRON
cana-1486	116	2	is	be	AUX
cana-1486	116	3	actually	actually	ADV
cana-1486	116	4	very	very	ADV
cana-1486	116	5	necessary	necessary	ADJ
cana-1486	116	6	to	to	PART
cana-1486	116	7	confidentialize	confidentialize	VERB
cana-1486	116	8	data	datum	NOUN
cana-1486	116	9	,	,	PUNCT
cana-1486	116	10	normalizing	normalize	VERB
cana-1486	116	11	the	the	DET
cana-1486	116	12	evcs	evcs	NOUN
cana-1486	116	13	service	service	NOUN
cana-1486	116	14	availability	availability	NOUN
cana-1486	116	15	and	and	CCONJ
cana-1486	116	16	start	start	VERB
cana-1486	116	17	towards	towards	ADP
cana-1486	116	18	[	[	X
cana-1486	116	19	]	]	X
cana-1486	116	20	.	.	PUNCT
cana-1486	117	1	2.5	2.5	NUM
cana-1486	117	2	.	.	PUNCT
cana-1486	118	1	technology	technology	NOUN
cana-1486	118	2	and	and	CCONJ
cana-1486	118	3	science	science	NOUN
cana-1486	118	4	innovations	innovation	NOUN
cana-1486	118	5	nids	nid	VERB
cana-1486	118	6	techniques	technique	NOUN
cana-1486	118	7	are	be	AUX
cana-1486	118	8	progressing	progress	VERB
cana-1486	118	9	fast	fast	ADV
cana-1486	118	10	,	,	PUNCT
cana-1486	118	11	and	and	CCONJ
cana-1486	118	12	the	the	DET
cana-1486	118	13	new	new	ADJ
cana-1486	118	14	advancements	advancement	NOUN
cana-1486	118	15	may	may	AUX
cana-1486	118	16	potentially	potentially	ADV
cana-1486	118	17	magnify	magnify	VERB
cana-1486	118	18	nids	nid	VERB
cana-1486	118	19	capabilities	capability	NOUN
cana-1486	118	20	with	with	ADP
cana-1486	118	21	respect	respect	NOUN
cana-1486	118	22	to	to	PART
cana-1486	118	23	evcs	evcs	ADV
cana-1486	118	24	focused	focus	VERB
cana-1486	118	25	on	on	ADP
cana-1486	118	26	iot	iot	NOUN
cana-1486	118	27	.	.	PUNCT
cana-1486	119	1	the	the	DET
cana-1486	119	2	work	work	NOUN
cana-1486	119	3	being	be	AUX
cana-1486	119	4	done	do	VERB
cana-1486	119	5	with	with	ADP
cana-1486	119	6	respect	respect	NOUN
cana-1486	119	7	to	to	ADP
cana-1486	119	8	ai	ai	PROPN
cana-1486	119	9	integration	integration	NOUN
cana-1486	119	10	,	,	PUNCT
cana-1486	119	11	particularly	particularly	ADV
cana-1486	119	12	for	for	ADP
cana-1486	119	13	anomaly	anomaly	NOUN
cana-1486	119	14	detection	detection	NOUN
cana-1486	119	15	is	be	AUX
cana-1486	119	16	probably	probably	ADV
cana-1486	119	17	the	the	DET
cana-1486	119	18	most	most	ADV
cana-1486	119	19	significant	significant	ADJ
cana-1486	119	20	advancement	advancement	NOUN
cana-1486	119	21	in	in	ADP
cana-1486	119	22	this	this	DET
cana-1486	119	23	area	area	NOUN
cana-1486	119	24	.	.	PUNCT
cana-1486	120	1	charging	charge	VERB
cana-1486	120	2	networks	network	NOUN
cana-1486	120	3	will	will	AUX
cana-1486	120	4	generate	generate	VERB
cana-1486	120	5	a	a	DET
cana-1486	120	6	large	large	ADJ
cana-1486	120	7	versatile	versatile	ADJ
cana-1486	120	8	dataset	dataset	NOUN
cana-1486	120	9	and	and	CCONJ
cana-1486	120	10	those	those	DET
cana-1486	120	11	datasets	dataset	NOUN
cana-1486	120	12	would	would	AUX
cana-1486	120	13	need	need	VERB
cana-1486	120	14	to	to	PART
cana-1486	120	15	be	be	AUX
cana-1486	120	16	monitored	monitor	VERB
cana-1486	120	17	with	with	ADP
cana-1486	120	18	communications	communication	NOUN
cana-1486	120	19	on	on	ADP
cana-1486	120	20	applied	apply	VERB
cana-1486	120	21	nonlinear	nonlinear	ADJ
cana-1486	120	22	analysis	analysis	NOUN
cana-1486	120	23	issn	issn	NOUN
cana-1486	120	24	:	:	PUNCT
cana-1486	120	25	1074	1074	NUM
cana-1486	120	26	-	-	PUNCT
cana-1486	120	27	133x	133x	NUM
cana-1486	120	28	vol	vol	NOUN
cana-1486	120	29	31	31	NUM
cana-1486	120	30	no	no	NOUN
cana-1486	120	31	.	.	PUNCT
cana-1486	121	1	8s	8s	PROPN
cana-1486	121	2	(	(	PUNCT
cana-1486	121	3	2024	2024	NUM
cana-1486	121	4	)	)	PUNCT
cana-1486	121	5	288	288	NUM
cana-1486	121	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	121	7	intelligent	intelligent	ADJ
cana-1486	121	8	ai	ai	AUX
cana-1486	121	9	based	base	VERB
cana-1486	121	10	anomaly	anomaly	NOUN
cana-1486	121	11	detectors	detector	NOUN
cana-1486	121	12	.	.	PUNCT
cana-1486	122	1	these	these	DET
cana-1486	122	2	leverage	leverage	NOUN
cana-1486	122	3	the	the	DET
cana-1486	122	4	machine	machine	NOUN
cana-1486	122	5	learning	learning	NOUN
cana-1486	122	6	(	(	PUNCT
cana-1486	122	7	ml	ml	NOUN
cana-1486	122	8	)	)	PUNCT
cana-1486	122	9	algorithms	algorithm	NOUN
cana-1486	122	10	to	to	PART
cana-1486	122	11	study	study	VERB
cana-1486	122	12	trends	trend	NOUN
cana-1486	122	13	in	in	ADP
cana-1486	122	14	network	network	NOUN
cana-1486	122	15	traffic	traffic	NOUN
cana-1486	122	16	over	over	ADP
cana-1486	122	17	time	time	NOUN
cana-1486	122	18	so	so	SCONJ
cana-1486	122	19	if	if	SCONJ
cana-1486	122	20	there	there	PRON
cana-1486	122	21	is	be	VERB
cana-1486	122	22	anything	anything	PRON
cana-1486	122	23	that	that	PRON
cana-1486	122	24	deviates	deviate	VERB
cana-1486	122	25	it	it	PRON
cana-1486	122	26	may	may	AUX
cana-1486	122	27	be	be	AUX
cana-1486	122	28	an	an	DET
cana-1486	122	29	indicator	indicator	NOUN
cana-1486	122	30	of	of	ADP
cana-1486	122	31	cybersecurity	cybersecurity	NOUN
cana-1486	122	32	threat	threat	NOUN
cana-1486	122	33	.	.	PUNCT
cana-1486	123	1	this	this	PRON
cana-1486	123	2	is	be	AUX
cana-1486	123	3	especially	especially	ADV
cana-1486	123	4	relevant	relevant	ADJ
cana-1486	123	5	when	when	SCONJ
cana-1486	123	6	it	it	PRON
cana-1486	123	7	comes	come	VERB
cana-1486	123	8	to	to	ADP
cana-1486	123	9	evcs	evcs	NOUN
cana-1486	123	10	,	,	PUNCT
cana-1486	123	11	which	which	PRON
cana-1486	123	12	have	have	VERB
cana-1486	123	13	large	large	ADJ
cana-1486	123	14	swings	swing	NOUN
cana-1486	123	15	in	in	ADP
cana-1486	123	16	traffic	traffic	NOUN
cana-1486	123	17	characteristics	characteristic	NOUN
cana-1486	123	18	and	and	CCONJ
cana-1486	123	19	volumes	volume	NOUN
cana-1486	123	20	in	in	ADP
cana-1486	123	21	short	short	ADJ
cana-1486	123	22	time	time	NOUN
cana-1486	123	23	windows	window	NOUN
cana-1486	123	24	.	.	PUNCT
cana-1486	124	1	8deep	8deep	NUM
cana-1486	124	2	learning	learn	VERB
cana-1486	124	3	(	(	PUNCT
cana-1486	124	4	dl	dl	NOUN
cana-1486	124	5	)	)	PUNCT
cana-1486	124	6	techniques	technique	NOUN
cana-1486	124	7	in	in	ADP
cana-1486	124	8	nids	nid	NOUN
cana-1486	124	9	:	:	PUNCT
cana-1486	124	10	another	another	DET
cana-1486	124	11	significant	significant	ADJ
cana-1486	124	12	advancements	advancement	NOUN
cana-1486	124	13	which	which	PRON
cana-1486	124	14	we	we	PRON
cana-1486	124	15	are	be	AUX
cana-1486	124	16	seeing	see	VERB
cana-1486	124	17	on	on	ADP
cana-1486	124	18	the	the	DET
cana-1486	124	19	existing	exist	VERB
cana-1486	124	20	context	context	NOUN
cana-1486	124	21	of	of	ADP
cana-1486	124	22	idpsi	idpsi	NOUN
cana-1486	124	23	an	an	DET
cana-1486	124	24	use	use	NOUN
cana-1486	124	25	it	it	PRON
cana-1486	124	26	for	for	ADP
cana-1486	124	27	nutc	nutc	PROPN
cana-1486	124	28	,	,	PUNCT
cana-1486	124	29	but	but	CCONJ
cana-1486	124	30	using	use	VERB
cana-1486	124	31	dl	dl	PROPN
cana-1486	124	32	techniques	technique	NOUN
cana-1486	124	33	.	.	PUNCT
cana-1486	125	1	they	they	PRON
cana-1486	125	2	show	show	VERB
cana-1486	125	3	how	how	SCONJ
cana-1486	125	4	increasingly	increasingly	ADV
cana-1486	125	5	sophisticated	sophisticated	ADJ
cana-1486	125	6	deep	deep	ADJ
cana-1486	125	7	learning	learning	NOUN
cana-1486	125	8	models	model	NOUN
cana-1486	125	9	trained	train	VERB
cana-1486	125	10	over	over	ADP
cana-1486	125	11	massive	massive	ADJ
cana-1486	125	12	training	training	NOUN
cana-1486	125	13	datasets	dataset	NOUN
cana-1486	125	14	can	can	AUX
cana-1486	125	15	reveal	reveal	VERB
cana-1486	125	16	subtle	subtle	ADJ
cana-1486	125	17	and	and	CCONJ
cana-1486	125	18	nuanced	nuanced	ADJ
cana-1486	125	19	features	feature	NOUN
cana-1486	125	20	of	of	ADP
cana-1486	125	21	cyber	cyber	ADJ
cana-1486	125	22	risks	risk	NOUN
cana-1486	125	23	.	.	PUNCT
cana-1486	126	1	it	it	PRON
cana-1486	126	2	is	be	AUX
cana-1486	126	3	a	a	DET
cana-1486	126	4	very	very	ADV
cana-1486	126	5	powerful	powerful	ADJ
cana-1486	126	6	method	method	NOUN
cana-1486	126	7	and	and	CCONJ
cana-1486	126	8	able	able	ADJ
cana-1486	126	9	to	to	PART
cana-1486	126	10	hunt	hunt	VERB
cana-1486	126	11	for	for	ADP
cana-1486	126	12	even	even	ADV
cana-1486	126	13	sophisticated	sophisticated	ADJ
cana-1486	126	14	attacks	attack	NOUN
cana-1486	126	15	that	that	PRON
cana-1486	126	16	may	may	AUX
cana-1486	126	17	not	not	PART
cana-1486	126	18	caught	catch	VERB
cana-1486	126	19	by	by	ADP
cana-1486	126	20	usual	usual	ADJ
cana-1486	126	21	detection	detection	NOUN
cana-1486	126	22	mechanism	mechanism	NOUN
cana-1486	126	23	.	.	PUNCT
cana-1486	127	1	dl	dl	PROPN
cana-1486	127	2	enhanced	enhance	VERB
cana-1486	127	3	nids	nid	NOUN
cana-1486	127	4	provides	provide	VERB
cana-1486	127	5	an	an	DET
cana-1486	127	6	additional	additional	ADJ
cana-1486	127	7	layer	layer	NOUN
cana-1486	127	8	of	of	ADP
cana-1486	127	9	defense	defense	NOUN
cana-1486	127	10	within	within	ADP
cana-1486	127	11	the	the	DET
cana-1486	127	12	evcs	evcs	NOUN
cana-1486	127	13	dynamic	dynamic	ADJ
cana-1486	127	14	threat	threat	NOUN
cana-1486	127	15	landscape	landscape	NOUN
cana-1486	127	16	characterized	characterize	VERB
cana-1486	127	17	by	by	ADP
cana-1486	127	18	wellresourced	wellresource	VERB
cana-1486	127	19	adversaries	adversary	NOUN
cana-1486	127	20	with	with	ADP
cana-1486	127	21	advanced	advanced	ADJ
cana-1486	127	22	tactics	tactic	NOUN
cana-1486	127	23	and	and	CCONJ
cana-1486	127	24	techniques	technique	NOUN
cana-1486	127	25	.	.	PUNCT
cana-1486	128	1	evolution	evolution	NOUN
cana-1486	128	2	—	—	PUNCT
cana-1486	128	3	finally	finally	ADV
cana-1486	128	4	,	,	PUNCT
cana-1486	128	5	real	real	ADJ
cana-1486	128	6	-	-	PUNCT
cana-1486	128	7	time	time	NOUN
cana-1486	128	8	idss	idss	NOUN
cana-1486	128	9	are	be	AUX
cana-1486	128	10	very	very	ADV
cana-1486	128	11	significant	significant	ADJ
cana-1486	128	12	in	in	ADP
cana-1486	128	13	evolution	evolution	NOUN
cana-1486	128	14	as	as	ADV
cana-1486	128	15	well	well	ADV
cana-1486	128	16	.	.	PUNCT
cana-1486	129	1	these	these	DET
cana-1486	129	2	systems	system	NOUN
cana-1486	129	3	are	be	AUX
cana-1486	129	4	designed	design	VERB
cana-1486	129	5	to	to	PART
cana-1486	129	6	consume	consume	VERB
cana-1486	129	7	data	datum	NOUN
cana-1486	129	8	streams	stream	NOUN
cana-1486	129	9	and	and	CCONJ
cana-1486	129	10	query	query	NOUN
cana-1486	129	11	on	on	ADP
cana-1486	129	12	top	top	NOUN
cana-1486	129	13	of	of	ADP
cana-1486	129	14	that	that	PRON
cana-1486	129	15	in	in	ADP
cana-1486	129	16	real	real	ADJ
cana-1486	129	17	-	-	PUNCT
cana-1486	129	18	time	time	NOUN
cana-1486	129	19	using	use	VERB
cana-1486	129	20	pre	pre	VERB
cana-1486	129	21	-	-	VERB
cana-1486	129	22	defined	define	VERB
cana-1486	129	23	as	as	ADP
cana-1486	129	24	well	well	ADV
cana-1486	129	25	ad	ad	NOUN
cana-1486	129	26	user	user	NOUN
cana-1486	129	27	-	-	PUNCT
cana-1486	129	28	created	create	VERB
cana-1486	129	29	rules	rule	NOUN
cana-1486	129	30	for	for	ADP
cana-1486	129	31	the	the	DET
cana-1486	129	32	early	early	ADJ
cana-1486	129	33	warnings	warning	NOUN
cana-1486	129	34	about	about	ADP
cana-1486	129	35	any	any	DET
cana-1486	129	36	potential	potential	ADJ
cana-1486	129	37	threats	threat	NOUN
cana-1486	129	38	.	.	PUNCT
cana-1486	130	1	this	this	PRON
cana-1486	130	2	is	be	AUX
cana-1486	130	3	a	a	DET
cana-1486	130	4	critical	critical	ADJ
cana-1486	130	5	factor	factor	NOUN
cana-1486	130	6	for	for	ADP
cana-1486	130	7	evcs	evcs	NOUN
cana-1486	130	8	considering	consider	VERB
cana-1486	130	9	that	that	DET
cana-1486	130	10	time	time	NOUN
cana-1486	130	11	delay	delay	NOUN
cana-1486	130	12	in	in	ADP
cana-1486	130	13	identifying	identify	VERB
cana-1486	130	14	the	the	DET
cana-1486	130	15	threat	threat	NOUN
cana-1486	130	16	and	and	CCONJ
cana-1486	130	17	acting	act	VERB
cana-1486	130	18	too	too	ADV
cana-1486	130	19	can	can	AUX
cana-1486	130	20	provide	provide	VERB
cana-1486	130	21	instant	instant	ADJ
cana-1486	130	22	assistance	assistance	NOUN
cana-1486	130	23	deadly	deadly	ADJ
cana-1486	130	24	effects	effect	NOUN
cana-1486	130	25	.	.	PUNCT
cana-1486	131	1	this	this	PRON
cana-1486	131	2	makes	make	VERB
cana-1486	131	3	research	research	NOUN
cana-1486	131	4	better	well	ADV
cana-1486	131	5	capable	capable	ADJ
cana-1486	131	6	of	of	ADP
cana-1486	131	7	allowing	allow	VERB
cana-1486	131	8	nidss	nidss	NOUN
cana-1486	131	9	to	to	PART
cana-1486	131	10	handle	handle	VERB
cana-1486	131	11	these	these	DET
cana-1486	131	12	particular	particular	ADJ
cana-1486	131	13	challenges	challenge	NOUN
cana-1486	131	14	presented	present	VERB
cana-1486	131	15	by	by	ADP
cana-1486	131	16	the	the	DET
cana-1486	131	17	evcs	evcs	NOUN
cana-1486	131	18	networks	network	NOUN
cana-1486	131	19	.	.	PUNCT
cana-1486	132	1	low	low	ADJ
cana-1486	132	2	latency	latency	NOUN
cana-1486	132	3	focus	focus	NOUN
cana-1486	132	4	.in	.in	PUNCT
cana-1486	132	5	addition	addition	NOUN
cana-1486	132	6	to	to	ADP
cana-1486	132	7	discovery	discovery	NOUN
cana-1486	132	8	alerting	alerting	NOUN
cana-1486	132	9	generations	generation	NOUN
cana-1486	132	10	,	,	PUNCT
cana-1486	132	11	this	this	PRON
cana-1486	132	12	is	be	AUX
cana-1486	132	13	a	a	DET
cana-1486	132	14	main	main	ADJ
cana-1486	132	15	concern	concern	NOUN
cana-1486	132	16	solution	solution	NOUN
cana-1486	132	17	nids	nid	NOUN
cana-1486	132	18	for	for	ADP
cana-1486	132	19	low	low	ADJ
cana-1486	132	20	latency	latency	NOUN
cana-1486	132	21	surroundings	surrounding	NOUN
cana-1486	132	22	.	.	PUNCT
cana-1486	133	1	the	the	DET
cana-1486	133	2	goal	goal	NOUN
cana-1486	133	3	of	of	ADP
cana-1486	133	4	this	this	DET
cana-1486	133	5	area	area	NOUN
cana-1486	133	6	is	be	AUX
cana-1486	133	7	to	to	PART
cana-1486	133	8	create	create	VERB
cana-1486	133	9	algorithms	algorithm	NOUN
cana-1486	133	10	and	and	CCONJ
cana-1486	133	11	architectures	architecture	NOUN
cana-1486	133	12	that	that	PRON
cana-1486	133	13	are	be	AUX
cana-1486	133	14	able	able	ADJ
cana-1486	133	15	to	to	PART
cana-1486	133	16	process	process	VERB
cana-1486	133	17	a	a	DET
cana-1486	133	18	high	high	ADJ
cana-1486	133	19	amount	amount	NOUN
cana-1486	133	20	of	of	ADP
cana-1486	133	21	data	datum	NOUN
cana-1486	133	22	in	in	ADP
cana-1486	133	23	real	real	ADJ
cana-1486	133	24	time	time	NOUN
cana-1486	133	25	without	without	ADP
cana-1486	133	26	compromising	compromise	VERB
cana-1486	133	27	the	the	DET
cana-1486	133	28	network	network	NOUN
cana-1486	133	29	performance	performance	NOUN
cana-1486	133	30	for	for	ADP
cana-1486	133	31	evcs	evcs	NOUN
cana-1486	133	32	networks	network	NOUN
cana-1486	133	33	.	.	PUNCT
cana-1486	134	1	we	we	PRON
cana-1486	134	2	also	also	ADV
cana-1486	134	3	need	need	VERB
cana-1486	134	4	this	this	PRON
cana-1486	134	5	for	for	ADP
cana-1486	134	6	the	the	DET
cana-1486	134	7	simple	simple	ADJ
cana-1486	134	8	but	but	CCONJ
cana-1486	134	9	critical	critical	ADJ
cana-1486	134	10	task	task	NOUN
cana-1486	134	11	of	of	ADP
cana-1486	134	12	keeping	keep	VERB
cana-1486	134	13	these	these	DET
cana-1486	134	14	stations	station	NOUN
cana-1486	134	15	open	open	ADJ
cana-1486	134	16	and	and	CCONJ
cana-1486	134	17	running	run	VERB
cana-1486	134	18	,	,	PUNCT
cana-1486	134	19	as	as	ADV
cana-1486	134	20	well	well	ADV
cana-1486	134	21	as	as	ADP
cana-1486	134	22	being	be	AUX
cana-1486	134	23	able	able	ADJ
cana-1486	134	24	to	to	PART
cana-1486	134	25	do	do	VERB
cana-1486	134	26	so	so	ADV
cana-1486	134	27	in	in	ADP
cana-1486	134	28	a	a	DET
cana-1486	134	29	secure	secure	ADJ
cana-1486	134	30	way	way	NOUN
cana-1486	134	31	.	.	PUNCT
cana-1486	135	1	and	and	CCONJ
cana-1486	135	2	this	this	PRON
cana-1486	135	3	also	also	ADV
cana-1486	135	4	goes	go	VERB
cana-1486	135	5	for	for	ADP
cana-1486	135	6	nids	nid	NOUN
cana-1486	135	7	that	that	PRON
cana-1486	135	8	provide	provide	VERB
cana-1486	135	9	context	context	NOUN
cana-1486	135	10	-	-	PUNCT
cana-1486	135	11	aware	aware	ADJ
cana-1486	135	12	detection	detection	NOUN
cana-1486	135	13	.	.	PUNCT
cana-1486	136	1	instead	instead	ADV
cana-1486	136	2	,	,	PUNCT
cana-1486	136	3	they	they	PRON
cana-1486	136	4	are	be	AUX
cana-1486	136	5	designed	design	VERB
cana-1486	136	6	to	to	PART
cana-1486	136	7	perceive	perceive	VERB
cana-1486	136	8	the	the	DET
cana-1486	136	9	evcs	evcs	NOUN
cana-1486	136	10	network	network	NOUN
cana-1486	136	11	backgrounds	background	NOUN
cana-1486	136	12	in	in	ADP
cana-1486	136	13	which	which	PRON
cana-1486	136	14	they	they	PRON
cana-1486	136	15	function	function	VERB
cana-1486	136	16	—	—	PUNCT
cana-1486	136	17	customer	customer	NOUN
cana-1486	136	18	usage	usage	NOUN
cana-1486	136	19	habits	habit	NOUN
cana-1486	136	20	and	and	CCONJ
cana-1486	136	21	traffic	traffic	NOUN
cana-1486	136	22	flows	flow	NOUN
cana-1486	136	23	usually	usually	ADV
cana-1486	136	24	.	.	PUNCT
cana-1486	137	1	now	now	ADV
cana-1486	137	2	on	on	ADP
cana-1486	137	3	the	the	DET
cana-1486	137	4	basis	basis	NOUN
cana-1486	137	5	of	of	ADP
cana-1486	137	6	contextual	contextual	ADJ
cana-1486	137	7	awareness	awareness	NOUN
cana-1486	137	8	nids	nid	NOUN
cana-1486	137	9	can	can	AUX
cana-1486	137	10	actually	actually	ADV
cana-1486	137	11	find	find	VERB
cana-1486	137	12	anomalies	anomaly	NOUN
cana-1486	137	13	in	in	ADP
cana-1486	137	14	much	much	ADV
cana-1486	137	15	better	well	ADJ
cana-1486	137	16	way	way	NOUN
cana-1486	137	17	which	which	PRON
cana-1486	137	18	further	far	ADV
cana-1486	137	19	decreases	decrease	VERB
cana-1486	137	20	false	false	ADJ
cana-1486	137	21	positive	positive	ADJ
cana-1486	137	22	and	and	CCONJ
cana-1486	137	23	makes	make	VERB
cana-1486	137	24	detection	detection	NOUN
cana-1486	137	25	more	more	ADV
cana-1486	137	26	accurate	accurate	ADJ
cana-1486	137	27	overall	overall	NOUN
cana-1486	137	28	.	.	PUNCT
cana-1486	138	1	studies	study	NOUN
cana-1486	138	2	on	on	ADP
cana-1486	138	3	network	network	NOUN
cana-1486	138	4	segmentation	segmentation	NOUN
cana-1486	138	5	,	,	PUNCT
cana-1486	138	6	and	and	CCONJ
cana-1486	138	7	isolation	isolation	NOUN
cana-1486	138	8	techniques	technique	NOUN
cana-1486	138	9	are	be	AUX
cana-1486	138	10	relevant	relevant	ADJ
cana-1486	138	11	as	as	ADV
cana-1486	138	12	well	well	ADV
cana-1486	138	13	.	.	PUNCT
cana-1486	139	1	this	this	PRON
cana-1486	139	2	is	be	AUX
cana-1486	139	3	a	a	DET
cana-1486	139	4	new	new	ADJ
cana-1486	139	5	design	design	NOUN
cana-1486	139	6	developed	develop	VERB
cana-1486	139	7	by	by	ADP
cana-1486	139	8	researchers	researcher	NOUN
cana-1486	139	9	in	in	ADP
cana-1486	139	10	the	the	DET
cana-1486	139	11	evcs	evcs	NOUN
cana-1486	139	12	program	program	NOUN
cana-1486	139	13	who	who	PRON
cana-1486	139	14	wanted	want	VERB
cana-1486	139	15	to	to	PART
cana-1486	139	16	create	create	VERB
cana-1486	139	17	a	a	DET
cana-1486	139	18	more	more	ADV
cana-1486	139	19	secure	secure	ADJ
cana-1486	139	20	network	network	NOUN
cana-1486	139	21	that	that	PRON
cana-1486	139	22	could	could	AUX
cana-1486	139	23	limit	limit	VERB
cana-1486	139	24	the	the	DET
cana-1486	139	25	impact	impact	NOUN
cana-1486	139	26	of	of	ADP
cana-1486	139	27	security	security	NOUN
cana-1486	139	28	breaches	breach	NOUN
cana-1486	139	29	.	.	PUNCT
cana-1486	140	1	this	this	PRON
cana-1486	140	2	gives	give	VERB
cana-1486	140	3	the	the	DET
cana-1486	140	4	advantage	advantage	NOUN
cana-1486	140	5	that	that	SCONJ
cana-1486	140	6	a	a	DET
cana-1486	140	7	penetration	penetration	NOUN
cana-1486	140	8	on	on	ADP
cana-1486	140	9	one	one	NUM
cana-1486	140	10	pod	pod	NOUN
cana-1486	140	11	or	or	CCONJ
cana-1486	140	12	segment	segment	NOUN
cana-1486	140	13	does	do	AUX
cana-1486	140	14	not	not	PART
cana-1486	140	15	end	end	VERB
cana-1486	140	16	up	up	ADP
cana-1486	140	17	elastic	elastic	ADJ
cana-1486	140	18	blackout	blackout	NOUN
cana-1486	140	19	of	of	ADP
cana-1486	140	20	entire	entire	ADJ
cana-1486	140	21	network	network	NOUN
cana-1486	140	22	,	,	PUNCT
cana-1486	140	23	makes	make	VERB
cana-1486	140	24	overall	overall	ADV
cana-1486	140	25	more	more	ADV
cana-1486	140	26	robust	robust	ADJ
cana-1486	140	27	additionally	additionally	ADV
cana-1486	140	28	,	,	PUNCT
cana-1486	140	29	research	research	NOUN
cana-1486	140	30	is	be	AUX
cana-1486	140	31	taking	take	VERB
cana-1486	140	32	place	place	NOUN
cana-1486	140	33	to	to	PART
cana-1486	140	34	combine	combine	VERB
cana-1486	140	35	nids	nid	NOUN
cana-1486	140	36	with	with	ADP
cana-1486	140	37	other	other	ADJ
cana-1486	140	38	cybersecurity	cybersecurity	NOUN
cana-1486	140	39	devices	device	NOUN
cana-1486	140	40	like	like	ADP
cana-1486	140	41	firewalls	firewall	NOUN
cana-1486	140	42	and	and	CCONJ
cana-1486	140	43	intrusion	intrusion	NOUN
cana-1486	140	44	prevention	prevention	NOUN
cana-1486	140	45	systems	system	NOUN
cana-1486	140	46	.	.	PUNCT
cana-1486	141	1	with	with	ADP
cana-1486	141	2	all	all	PRON
cana-1486	141	3	of	of	ADP
cana-1486	141	4	these	these	DET
cana-1486	141	5	advantages	advantage	NOUN
cana-1486	141	6	inserted	insert	VERB
cana-1486	141	7	into	into	ADP
cana-1486	141	8	one	one	NUM
cana-1486	141	9	armour	armour	NOUN
cana-1486	141	10	,	,	PUNCT
cana-1486	141	11	this	this	DET
cana-1486	141	12	defence	defence	NOUN
cana-1486	141	13	strategy	strategy	NOUN
cana-1486	141	14	integration	integration	NOUN
cana-1486	141	15	is	be	AUX
cana-1486	141	16	able	able	ADJ
cana-1486	141	17	to	to	PART
cana-1486	141	18	fend	fend	VERB
cana-1486	141	19	off	off	ADP
cana-1486	141	20	different	different	ADJ
cana-1486	141	21	kinds	kind	NOUN
cana-1486	141	22	of	of	ADP
cana-1486	141	23	cyberattacks	cyberattack	NOUN
cana-1486	141	24	.	.	PUNCT
cana-1486	142	1	this	this	PRON
cana-1486	142	2	makes	make	VERB
cana-1486	142	3	it	it	PRON
cana-1486	142	4	much	much	ADV
cana-1486	142	5	crucial	crucial	ADJ
cana-1486	142	6	that	that	SCONJ
cana-1486	142	7	we	we	PRON
cana-1486	142	8	now	now	ADV
cana-1486	142	9	put	put	VERB
cana-1486	142	10	our	our	PRON
cana-1486	142	11	focus	focus	NOUN
cana-1486	142	12	on	on	ADP
cana-1486	142	13	the	the	DET
cana-1486	142	14	co	co	NOUN
cana-1486	142	15	-	-	NOUN
cana-1486	142	16	ecosystem	ecosystem	NOUN
cana-1486	142	17	of	of	ADP
cana-1486	142	18	technology	technology	NOUN
cana-1486	142	19	innovation	innovation	NOUN
cana-1486	142	20	and	and	CCONJ
cana-1486	142	21	cybersecurity	cybersecurity	NOUN
cana-1486	142	22	within	within	ADP
cana-1486	142	23	an	an	DET
cana-1486	142	24	iot	iot	NOUN
cana-1486	142	25	-	-	PUNCT
cana-1486	142	26	based	base	VERB
cana-1486	142	27	evcs	evcs	NOUN
cana-1486	142	28	ecosystem	ecosystem	NOUN
cana-1486	142	29	.	.	PUNCT
cana-1486	143	1	definitely	definitely	ADV
cana-1486	143	2	,	,	PUNCT
cana-1486	143	3	these	these	PRON
cana-1486	143	4	nids	nid	VERB
cana-1486	143	5	systems	system	NOUN
cana-1486	143	6	should	should	AUX
cana-1486	143	7	match	match	VERB
cana-1486	143	8	the	the	DET
cana-1486	143	9	pace	pace	NOUN
cana-1486	143	10	of	of	ADP
cana-1486	143	11	state	state	NOUN
cana-1486	143	12	-	-	PUNCT
cana-1486	143	13	of	of	ADP
cana-1486	143	14	-	-	PUNCT
cana-1486	143	15	the	the	DET
cana-1486	143	16	-	-	PUNCT
cana-1486	143	17	art	art	NOUN
cana-1486	143	18	in	in	ADP
cana-1486	143	19	cybersecurity	cybersecurity	NOUN
cana-1486	143	20	metamorphosis	metamorphosis	NOUN
cana-1486	143	21	and	and	CCONJ
cana-1486	143	22	be	be	AUX
cana-1486	143	23	able	able	ADJ
cana-1486	143	24	to	to	PART
cana-1486	143	25	guarantee	guarantee	VERB
cana-1486	143	26	that	that	SCONJ
cana-1486	143	27	they	they	PRON
cana-1486	143	28	are	be	AUX
cana-1486	143	29	botresistant	botresistant	ADJ
cana-1486	143	30	with	with	ADP
cana-1486	143	31	modern	modern	ADJ
cana-1486	143	32	day	day	NOUN
cana-1486	143	33	technologies	technology	NOUN
cana-1486	143	34	within	within	ADP
cana-1486	143	35	evcs	evcs	PROPN
cana-1486	143	36	infrastructure	infrastructure	NOUN
cana-1486	143	37	,	,	PUNCT
cana-1486	143	38	if	if	SCONJ
cana-1486	143	39	we	we	PRON
cana-1486	143	40	need	need	VERB
cana-1486	143	41	them	they	PRON
cana-1486	143	42	to	to	PART
cana-1486	143	43	make	make	VERB
cana-1486	143	44	use	use	NOUN
cana-1486	143	45	of	of	ADP
cana-1486	143	46	ai	ai	NOUN
cana-1486	143	47	or	or	CCONJ
cana-1486	143	48	dl	dl	X
cana-1486	143	49	fully	fully	ADV
cana-1486	143	50	for	for	ADP
cana-1486	143	51	securing	secure	VERB
cana-1486	143	52	.	.	PUNCT
cana-1486	144	1	therefore	therefore	ADV
cana-1486	144	2	,	,	PUNCT
cana-1486	144	3	research	research	NOUN
cana-1486	144	4	work	work	NOUN
cana-1486	144	5	in	in	ADP
cana-1486	144	6	future	future	NOUN
cana-1486	144	7	is	be	AUX
cana-1486	144	8	biased	bias	VERB
cana-1486	144	9	towards	towards	ADP
cana-1486	144	10	construction	construction	NOUN
cana-1486	144	11	of	of	ADP
cana-1486	144	12	nids	nid	NOUN
cana-1486	144	13	frameworks	framework	NOUN
cana-1486	144	14	which	which	PRON
cana-1486	144	15	are	be	AUX
cana-1486	144	16	inherently	inherently	ADV
cana-1486	144	17	flexible	flexible	ADJ
cana-1486	144	18	enough	enough	ADV
cana-1486	144	19	to	to	PART
cana-1486	144	20	accommodate	accommodate	VERB
cana-1486	144	21	new	new	ADJ
cana-1486	144	22	internal	internal	ADJ
cana-1486	144	23	algorithms	algorithm	NOUN
cana-1486	144	24	and	and	CCONJ
cana-1486	144	25	methodologies	methodology	NOUN
cana-1486	144	26	without	without	ADP
cana-1486	144	27	an	an	DET
cana-1486	144	28	overhaul	overhaul	NOUN
cana-1486	144	29	.	.	PUNCT
cana-1486	145	1	this	this	DET
cana-1486	145	2	flexibility	flexibility	NOUN
cana-1486	145	3	is	be	AUX
cana-1486	145	4	critical	critical	ADJ
cana-1486	145	5	in	in	ADP
cana-1486	145	6	allowing	allow	VERB
cana-1486	145	7	the	the	DET
cana-1486	145	8	nids	nid	NOUN
cana-1486	145	9	to	to	PART
cana-1486	145	10	remain	remain	VERB
cana-1486	145	11	useful	useful	ADJ
cana-1486	145	12	communications	communication	NOUN
cana-1486	145	13	on	on	ADP
cana-1486	145	14	applied	apply	VERB
cana-1486	145	15	nonlinear	nonlinear	ADJ
cana-1486	145	16	analysis	analysis	NOUN
cana-1486	145	17	issn	issn	NOUN
cana-1486	145	18	:	:	PUNCT
cana-1486	145	19	1074	1074	NUM
cana-1486	145	20	-	-	PUNCT
cana-1486	145	21	133x	133x	NUM
cana-1486	145	22	vol	vol	NOUN
cana-1486	145	23	31	31	NUM
cana-1486	145	24	no	no	NOUN
cana-1486	145	25	.	.	PUNCT
cana-1486	146	1	8s	8s	PROPN
cana-1486	146	2	(	(	PUNCT
cana-1486	146	3	2024	2024	NUM
cana-1486	146	4	)	)	PUNCT
cana-1486	146	5	289	289	NUM
cana-1486	146	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	146	7	as	as	SCONJ
cana-1486	146	8	technology	technology	NOUN
cana-1486	146	9	evolves	evolve	VERB
cana-1486	146	10	at	at	ADP
cana-1486	146	11	a	a	DET
cana-1486	146	12	rapid	rapid	ADJ
cana-1486	146	13	clip	clip	NOUN
cana-1486	146	14	,	,	PUNCT
cana-1486	146	15	ensuring	ensure	VERB
cana-1486	146	16	that	that	SCONJ
cana-1486	146	17	cybersecurity	cybersecurity	NOUN
cana-1486	146	18	adapts	adapt	VERB
cana-1486	146	19	just	just	ADV
cana-1486	146	20	as	as	ADV
cana-1486	146	21	fast	fast	ADJ
cana-1486	146	22	and	and	CCONJ
cana-1486	146	23	thus	thus	ADV
cana-1486	146	24	keeps	keep	VERB
cana-1486	146	25	pace	pace	NOUN
cana-1486	146	26	with	with	ADP
cana-1486	146	27	systems	system	NOUN
cana-1486	146	28	we	we	PRON
cana-1486	146	29	need	need	AUX
cana-1486	146	30	protected	protect	VERB
cana-1486	146	31	.	.	PUNCT
cana-1486	147	1	2.6	2.6	NUM
cana-1486	147	2	.	.	PUNCT
cana-1486	148	1	future	future	ADJ
cana-1486	148	2	directions	direction	NOUN
cana-1486	148	3	and	and	CCONJ
cana-1486	148	4	research	research	NOUN
cana-1486	148	5	opportunities	opportunity	NOUN
cana-1486	148	6	an	an	DET
cana-1486	148	7	intense	intense	ADJ
cana-1486	148	8	research	research	NOUN
cana-1486	148	9	area	area	NOUN
cana-1486	148	10	is	be	AUX
cana-1486	148	11	utilizing	utilize	VERB
cana-1486	148	12	blockchain	blockchain	NOUN
cana-1486	148	13	technology	technology	NOUN
cana-1486	148	14	as	as	ADP
cana-1486	148	15	trustworthy	trustworthy	ADJ
cana-1486	148	16	alert	alert	ADJ
cana-1486	148	17	mechanism	mechanism	NOUN
cana-1486	148	18	and	and	CCONJ
cana-1486	148	19	data	datum	NOUN
cana-1486	148	20	integrity	integrity	NOUN
cana-1486	148	21	software	software	NOUN
cana-1486	148	22	in	in	ADP
cana-1486	148	23	terms	term	NOUN
cana-1486	148	24	of	of	ADP
cana-1486	148	25	communication	communication	NOUN
cana-1486	148	26	on	on	ADP
cana-1486	148	27	evcs	evcs	NOUN
cana-1486	148	28	networks	network	NOUN
cana-1486	148	29	[	[	X
cana-1486	148	30	14	14	NUM
cana-1486	148	31	]	]	PUNCT
cana-1486	148	32	.	.	PUNCT
cana-1486	149	1	the	the	DET
cana-1486	149	2	underlying	underlie	VERB
cana-1486	149	3	ledger	ledger	NOUN
cana-1486	149	4	of	of	ADP
cana-1486	149	5	blockchain	blockchain	PROPN
cana-1486	149	6	,	,	PUNCT
cana-1486	149	7	decentralized	decentralized	ADJ
cana-1486	149	8	and	and	CCONJ
cana-1486	149	9	tamper	tamper	ADV
cana-1486	149	10	-	-	ADJ
cana-1486	149	11	resistant	resistant	ADJ
cana-1486	149	12	could	could	AUX
cana-1486	149	13	serve	serve	VERB
cana-1486	149	14	as	as	ADP
cana-1486	149	15	a	a	DET
cana-1486	149	16	novel	novel	ADJ
cana-1486	149	17	method	method	NOUN
cana-1486	149	18	for	for	ADP
cana-1486	149	19	securing	secure	VERB
cana-1486	149	20	underlying	underlie	VERB
cana-1486	149	21	transactions	transaction	NOUN
cana-1486	149	22	in	in	ADP
cana-1486	149	23	addition	addition	NOUN
cana-1486	149	24	to	to	ADP
cana-1486	149	25	the	the	DET
cana-1486	149	26	de	de	X
cana-1486	149	27	data	datum	NOUN
cana-1486	149	28	exchanged	exchange	VERB
cana-1486	149	29	among	among	ADP
cana-1486	149	30	these	these	DET
cana-1486	149	31	systems	system	NOUN
cana-1486	149	32	that	that	PRON
cana-1486	149	33	ranges	range	VERB
cana-1486	149	34	from	from	ADP
cana-1486	149	35	payment	payment	NOUN
cana-1486	149	36	processing	processing	NOUN
cana-1486	149	37	to	to	ADP
cana-1486	149	38	energy	energy	NOUN
cana-1486	149	39	consumption	consumption	NOUN
cana-1486	149	40	records	record	NOUN
cana-1486	150	1	[	[	X
cana-1486	150	2	15	15	NUM
cana-1486	150	3	]	]	PUNCT
cana-1486	150	4	.	.	PUNCT
cana-1486	151	1	a	a	DET
cana-1486	151	2	new	new	ADJ
cana-1486	151	3	research	research	NOUN
cana-1486	151	4	field	field	NOUN
cana-1486	151	5	:	:	PUNCT
cana-1486	151	6	network	network	NOUN
cana-1486	151	7	intrusion	intrusion	NOUN
cana-1486	151	8	detection	detection	NOUN
cana-1486	151	9	for	for	ADP
cana-1486	151	10	energy	energy	NOUN
cana-1486	151	11	-	-	PUNCT
cana-1486	151	12	efficient	efficient	ADJ
cana-1486	151	13	evcs	evcs	NOUN
cana-1486	151	14	in	in	ADP
cana-1486	151	15	the	the	DET
cana-1486	151	16	age	age	NOUN
cana-1486	151	17	of	of	ADP
cana-1486	151	18	renewable	renewable	ADJ
cana-1486	151	19	energies	energy	NOUN
cana-1486	151	20	firstly	firstly	ADV
cana-1486	151	21	,	,	PUNCT
cana-1486	151	22	renewable	renewable	ADJ
cana-1486	151	23	energy	energy	NOUN
cana-1486	151	24	resources	resource	NOUN
cana-1486	151	25	like	like	ADP
cana-1486	151	26	solar	solar	ADJ
cana-1486	151	27	or	or	CCONJ
cana-1486	151	28	wind	wind	NOUN
cana-1486	151	29	also	also	ADV
cana-1486	151	30	end	end	VERB
cana-1486	151	31	up	up	ADP
cana-1486	151	32	making	make	VERB
cana-1486	151	33	more	more	ADJ
cana-1486	151	34	complex	complex	ADJ
cana-1486	151	35	network	network	NOUN
cana-1486	151	36	—	—	PUNCT
cana-1486	151	37	which	which	PRON
cana-1486	151	38	means	mean	VERB
cana-1486	151	39	an	an	DET
cana-1486	151	40	increased	increase	VERB
cana-1486	151	41	attack	attack	NOUN
cana-1486	151	42	surface	surface	NOUN
cana-1486	151	43	.	.	PUNCT
cana-1486	152	1	this	this	DET
cana-1486	152	2	complexity	complexity	NOUN
cana-1486	152	3	is	be	AUX
cana-1486	152	4	mostly	mostly	ADV
cana-1486	152	5	due	due	ADJ
cana-1486	152	6	to	to	ADP
cana-1486	152	7	the	the	DET
cana-1486	152	8	setup	setup	NOUN
cana-1486	152	9	needed	need	VERB
cana-1486	152	10	in	in	ADP
cana-1486	152	11	order	order	NOUN
cana-1486	152	12	to	to	PART
cana-1486	152	13	regulate	regulate	VERB
cana-1486	152	14	,	,	PUNCT
cana-1486	152	15	both	both	DET
cana-1486	152	16	ways	way	NOUN
cana-1486	152	17	at	at	ADV
cana-1486	152	18	once	once	ADV
cana-1486	152	19	as	as	ADP
cana-1486	152	20	per	per	ADP
cana-1486	152	21	my	my	PRON
cana-1486	152	22	recent	recent	ADJ
cana-1486	152	23	article	article	NOUN
cana-1486	152	24	on	on	ADP
cana-1486	152	25	this	this	DET
cana-1486	152	26	topic	topic	NOUN
cana-1486	152	27	)	)	PUNCT
cana-1486	152	28	,	,	PUNCT
cana-1486	152	29	energy	energy	NOUN
cana-1486	152	30	&	&	CCONJ
cana-1486	152	31	information	information	NOUN
cana-1486	152	32	between	between	ADP
cana-1486	152	33	renewable	renewable	ADJ
cana-1486	152	34	resources	resource	NOUN
cana-1486	152	35	(	(	PUNCT
cana-1486	152	36	and	and	CCONJ
cana-1486	152	37	storage	storage	NOUN
cana-1486	152	38	)	)	PUNCT
cana-1486	152	39	and	and	CCONJ
cana-1486	152	40	an	an	DET
cana-1486	152	41	evcs	evcs	NOUN
cana-1486	152	42	.	.	PUNCT
cana-1486	153	1	by	by	ADP
cana-1486	153	2	contrast	contrast	NOUN
cana-1486	153	3	,	,	PUNCT
cana-1486	153	4	this	this	DET
cana-1486	153	5	integration	integration	NOUN
cana-1486	153	6	will	will	AUX
cana-1486	153	7	result	result	VERB
cana-1486	153	8	in	in	ADP
cana-1486	153	9	something	something	PRON
cana-1486	153	10	much	much	ADV
cana-1486	153	11	more	more	ADV
cana-1486	153	12	intricate	intricate	ADJ
cana-1486	153	13	:	:	PUNCT
cana-1486	153	14	energy	energy	NOUN
cana-1486	153	15	management	management	NOUN
cana-1486	153	16	systems	system	NOUN
cana-1486	153	17	capable	capable	ADJ
cana-1486	153	18	of	of	ADP
cana-1486	153	19	smartly	smartly	ADV
cana-1486	153	20	balancing	balance	VERB
cana-1486	153	21	the	the	DET
cana-1486	153	22	demand	demand	NOUN
cana-1486	153	23	for	for	ADP
cana-1486	153	24	a	a	DET
cana-1486	153	25	charge	charge	NOUN
cana-1486	153	26	and	and	CCONJ
cana-1486	153	27	renewable	renewable	ADJ
cana-1486	153	28	capacity	capacity	NOUN
cana-1486	153	29	.	.	PUNCT
cana-1486	154	1	as	as	ADP
cana-1486	154	2	one	one	NUM
cana-1486	154	3	,	,	PUNCT
cana-1486	154	4	electric	electric	ADJ
cana-1486	154	5	grids	grid	NOUN
cana-1486	154	6	are	be	AUX
cana-1486	154	7	tightly	tightly	ADV
cana-1486	154	8	integrated	integrate	VERB
cana-1486	154	9	,	,	PUNCT
cana-1486	154	10	so	so	CCONJ
cana-1486	154	11	nids	nid	NOUN
cana-1486	154	12	would	would	AUX
cana-1486	154	13	need	need	VERB
cana-1486	154	14	to	to	PART
cana-1486	154	15	be	be	AUX
cana-1486	154	16	more	more	ADV
cana-1486	154	17	sophisticated	sophisticated	ADJ
cana-1486	154	18	in	in	SCONJ
cana-1486	154	19	order	order	NOUN
cana-1486	154	20	handle	handle	VERB
cana-1486	154	21	the	the	DET
cana-1486	154	22	variety	variety	NOUN
cana-1486	154	23	and	and	CCONJ
cana-1486	154	24	uncertainty	uncertainty	NOUN
cana-1486	154	25	of	of	ADP
cana-1486	154	26	available	available	ADJ
cana-1486	154	27	renewable	renewable	ADJ
cana-1486	154	28	energy	energy	NOUN
cana-1486	154	29	resources	resource	NOUN
cana-1486	154	30	while	while	SCONJ
cana-1486	154	31	still	still	ADV
cana-1486	154	32	keeping	keep	VERB
cana-1486	154	33	safe	safe	ADJ
cana-1486	154	34	real	real	ADJ
cana-1486	154	35	-	-	PUNCT
cana-1486	154	36	time	time	NOUN
cana-1486	154	37	operation	operation	NOUN
cana-1486	154	38	.	.	PUNCT
cana-1486	155	1	the	the	DET
cana-1486	155	2	other	other	ADJ
cana-1486	155	3	problem	problem	NOUN
cana-1486	155	4	could	could	AUX
cana-1486	155	5	well	well	ADV
cana-1486	155	6	be	be	AUX
cana-1486	155	7	adapting	adapt	VERB
cana-1486	155	8	to	to	ADP
cana-1486	155	9	new	new	ADJ
cana-1486	155	10	ev	ev	X
cana-1486	155	11	and	and	CCONJ
cana-1486	155	12	charging	charge	VERB
cana-1486	155	13	technology	technology	NOUN
cana-1486	155	14	as	as	SCONJ
cana-1486	155	15	it	it	PRON
cana-1486	155	16	comes	come	VERB
cana-1486	155	17	along	along	ADV
cana-1486	155	18	.	.	PUNCT
cana-1486	156	1	for	for	SCONJ
cana-1486	156	2	expanded	expand	VERB
cana-1486	156	3	ev	ev	ADP
cana-1486	156	4	functionality	functionality	NOUN
cana-1486	156	5	like	like	ADP
cana-1486	156	6	vehicle	vehicle	NOUN
cana-1486	156	7	-	-	PUNCT
cana-1486	156	8	to	to	AUX
cana-1486	156	9	-	-	PUNCT
cana-1486	156	10	grid	grid	NOUN
cana-1486	156	11	with	with	ADP
cana-1486	156	12	the	the	DET
cana-1486	156	13	latest	late	ADJ
cana-1486	156	14	generation	generation	NOUN
cana-1486	156	15	of	of	ADP
cana-1486	156	16	advanced	advanced	ADJ
cana-1486	156	17	powertrains	powertrain	NOUN
cana-1486	156	18	,	,	PUNCT
cana-1486	156	19	nids	nid	NOUN
cana-1486	156	20	will	will	AUX
cana-1486	156	21	have	have	VERB
cana-1486	156	22	significant	significant	ADJ
cana-1486	156	23	value	value	NOUN
cana-1486	156	24	in	in	ADP
cana-1486	156	25	providing	provide	VERB
cana-1486	156	26	wide	wide	ADJ
cana-1486	156	27	coverage	coverage	NOUN
cana-1486	156	28	for	for	ADP
cana-1486	156	29	this	this	DET
cana-1486	156	30	additional	additional	ADJ
cana-1486	156	31	capability	capability	NOUN
cana-1486	156	32	.	.	PUNCT
cana-1486	157	1	this	this	DET
cana-1486	157	2	growth	growth	NOUN
cana-1486	157	3	requires	require	VERB
cana-1486	157	4	continuing	continue	VERB
cana-1486	157	5	r&d	r&d	NOUN
cana-1486	157	6	to	to	PART
cana-1486	157	7	make	make	VERB
cana-1486	157	8	new	new	ADJ
cana-1486	157	9	nids	nid	NOUN
cana-1486	157	10	that	that	PRON
cana-1486	157	11	remain	remain	VERB
cana-1486	157	12	capable	capable	ADJ
cana-1486	157	13	of	of	ADP
cana-1486	157	14	defending	defend	VERB
cana-1486	157	15	against	against	ADP
cana-1486	157	16	these	these	DET
cana-1486	157	17	technologies	technology	NOUN
cana-1486	157	18	and	and	CCONJ
cana-1486	157	19	threat	threat	NOUN
cana-1486	157	20	vectors	vector	NOUN
cana-1486	157	21	.	.	PUNCT
cana-1486	158	1	moreover	moreover	ADV
cana-1486	158	2	,	,	PUNCT
cana-1486	158	3	a	a	DET
cana-1486	158	4	plethora	plethora	NOUN
cana-1486	158	5	of	of	ADP
cana-1486	158	6	ev	ev	X
cana-1486	158	7	technologies	technology	NOUN
cana-1486	158	8	and	and	CCONJ
cana-1486	158	9	charging	charge	VERB
cana-1486	158	10	infrastructures	infrastructure	NOUN
cana-1486	158	11	could	could	AUX
cana-1486	158	12	be	be	AUX
cana-1486	158	13	regarded	regard	VERB
cana-1486	158	14	as	as	ADP
cana-1486	158	15	being	be	AUX
cana-1486	158	16	ready	ready	ADJ
cana-1486	158	17	to	to	PART
cana-1486	158	18	adopt	adopt	VERB
cana-1486	158	19	standard	standard	ADJ
cana-1486	158	20	communication	communication	NOUN
cana-1486	158	21	protocols	protocol	NOUN
cana-1486	158	22	or	or	CCONJ
cana-1486	158	23	security	security	NOUN
cana-1486	158	24	practices	practice	NOUN
cana-1486	158	25	[	[	X
cana-1486	158	26	16	16	NUM
cana-1486	158	27	]	]	PUNCT
cana-1486	158	28	.	.	PUNCT
cana-1486	159	1	the	the	DET
cana-1486	159	2	crux	crux	NOUN
cana-1486	159	3	here	here	ADV
cana-1486	159	4	is	be	AUX
cana-1486	159	5	that	that	SCONJ
cana-1486	159	6	future	future	ADJ
cana-1486	159	7	work	work	NOUN
cana-1486	159	8	should	should	AUX
cana-1486	159	9	concentrate	concentrate	VERB
cana-1486	159	10	on	on	ADP
cana-1486	159	11	formulating	formulate	VERB
cana-1486	159	12	platform	platform	NOUN
cana-1486	159	13	and	and	CCONJ
cana-1486	159	14	technology	technology	NOUN
cana-1486	159	15	agnostic	agnostic	ADJ
cana-1486	159	16	but	but	CCONJ
cana-1486	159	17	universally	universally	ADV
cana-1486	159	18	accepted	accept	VERB
cana-1486	159	19	security	security	NOUN
cana-1486	159	20	norms	norm	NOUN
cana-1486	159	21	and	and	CCONJ
cana-1486	159	22	procedures	procedure	NOUN
cana-1486	159	23	for	for	ADP
cana-1486	159	24	a	a	DET
cana-1486	159	25	fully	fully	ADV
cana-1486	159	26	integrated	integrate	VERB
cana-1486	159	27	ev	ev	ADP
cana-1486	159	28	charging	charge	VERB
cana-1486	159	29	ecosystem	ecosystem	NOUN
cana-1486	159	30	with	with	ADP
cana-1486	159	31	an	an	DET
cana-1486	159	32	adequate	adequate	ADJ
cana-1486	159	33	privacy	privacy	NOUN
cana-1486	159	34	.	.	PUNCT
cana-1486	160	1	3	3	X
cana-1486	160	2	.	.	NUM
cana-1486	160	3	related	relate	VERB
cana-1486	160	4	work	work	NOUN
cana-1486	160	5	research	research	NOUN
cana-1486	160	6	underway	underway	ADV
cana-1486	160	7	on	on	ADP
cana-1486	160	8	the	the	DET
cana-1486	160	9	cybersecurity	cybersecurity	NOUN
cana-1486	160	10	for	for	ADP
cana-1486	160	11	evcs	evcs	NOUN
cana-1486	160	12	is	be	AUX
cana-1486	160	13	going	go	VERB
cana-1486	160	14	in	in	ADP
cana-1486	160	15	different	different	ADJ
cana-1486	160	16	ways	way	NOUN
cana-1486	160	17	as	as	SCONJ
cana-1486	160	18	many	many	ADJ
cana-1486	160	19	still	still	ADV
cana-1486	160	20	remain	remain	VERB
cana-1486	160	21	critical	critical	ADJ
cana-1486	160	22	areas	area	NOUN
cana-1486	160	23	within	within	ADP
cana-1486	160	24	this	this	DET
cana-1486	160	25	range	range	NOUN
cana-1486	160	26	.	.	PUNCT
cana-1486	161	1	all	all	DET
cana-1486	161	2	these	these	PRON
cana-1486	161	3	are	be	AUX
cana-1486	161	4	in	in	ADP
cana-1486	161	5	conjunction	conjunction	NOUN
cana-1486	161	6	with	with	ADP
cana-1486	161	7	cybersecurity	cybersecurity	NOUN
cana-1486	161	8	risk	risk	NOUN
cana-1486	161	9	analyses	analysis	NOUN
cana-1486	161	10	[	[	PUNCT
cana-1486	161	11	17	17	NUM
cana-1486	161	12	]	]	PUNCT
cana-1486	161	13	,	,	PUNCT
cana-1486	161	14	manufacturer	manufacturer	NOUN
cana-1486	161	15	-	-	PUNCT
cana-1486	161	16	induced	induce	VERB
cana-1486	161	17	vulnerabilities	vulnerability	NOUN
cana-1486	161	18	assessments	assessment	NOUN
cana-1486	161	19	(	(	PUNCT
cana-1486	161	20	miva	miva	NOUN
cana-1486	161	21	)	)	PUNCT
cana-1486	161	22	tests	test	NOUN
cana-1486	161	23	towards	towards	ADP
cana-1486	161	24	mitigating	mitigate	VERB
cana-1486	161	25	cyber	cyber	NOUN
cana-1486	161	26	threats	threat	NOUN
cana-1486	161	27	at	at	ADP
cana-1486	161	28	design	design	NOUN
cana-1486	161	29	phases	phase	NOUN
cana-1486	161	30	,	,	PUNCT
cana-1486	161	31	and	and	CCONJ
cana-1486	161	32	post	post	ADJ
cana-1486	161	33	-	-	ADJ
cana-1486	161	34	cyber	cyber	ADJ
cana-1486	161	35	event	event	NOUN
cana-1486	161	36	forensic	forensic	ADJ
cana-1486	161	37	investigation	investigation	NOUN
cana-1486	161	38	frameworks	framework	NOUN
cana-1486	161	39	that	that	PRON
cana-1486	161	40	all	all	PRON
cana-1486	161	41	together	together	ADV
cana-1486	161	42	provide	provide	VERB
cana-1486	161	43	broad	broad	ADJ
cana-1486	161	44	economic	economic	ADJ
cana-1486	161	45	measures	measure	NOUN
cana-1486	161	46	to	to	PART
cana-1486	161	47	address	address	VERB
cana-1486	161	48	evcs	evcs	NOUN
cana-1486	161	49	security	security	NOUN
cana-1486	161	50	concerns	concern	NOUN
cana-1486	161	51	.	.	PUNCT
cana-1486	162	1	the	the	DET
cana-1486	162	2	above	above	ADJ
cana-1486	162	3	studies	study	NOUN
cana-1486	162	4	offer	offer	VERB
cana-1486	162	5	some	some	DET
cana-1486	162	6	insights	insight	NOUN
cana-1486	162	7	on	on	ADP
cana-1486	162	8	several	several	ADJ
cana-1486	162	9	infrastructure	infrastructure	NOUN
cana-1486	162	10	and	and	CCONJ
cana-1486	162	11	protocol	protocol	NOUN
cana-1486	162	12	vulnerabilities	vulnerability	NOUN
cana-1486	162	13	,	,	PUNCT
cana-1486	162	14	needs	need	VERB
cana-1486	162	15	for	for	ADP
cana-1486	162	16	better	well	ADJ
cana-1486	162	17	security	security	NOUN
cana-1486	162	18	configurations	configuration	NOUN
cana-1486	162	19	but	but	CCONJ
cana-1486	162	20	also	also	ADV
cana-1486	162	21	suggests	suggest	VERB
cana-1486	162	22	complex	complex	ADJ
cana-1486	162	23	frameworks	framework	NOUN
cana-1486	162	24	that	that	PRON
cana-1486	162	25	can	can	AUX
cana-1486	162	26	help	help	VERB
cana-1486	162	27	in	in	ADP
cana-1486	162	28	the	the	DET
cana-1486	162	29	post	post	ADJ
cana-1486	162	30	-	-	ADJ
cana-1486	162	31	esvent	esvent	NOUN
cana-1486	162	32	resolution	resolution	NOUN
cana-1486	162	33	.	.	PUNCT
cana-1486	163	1	moreover	moreover	ADV
cana-1486	163	2	,	,	PUNCT
cana-1486	163	3	the	the	DET
cana-1486	163	4	study	study	NOUN
cana-1486	163	5	in	in	ADP
cana-1486	163	6	[	[	X
cana-1486	163	7	20	20	NUM
cana-1486	163	8	,	,	PUNCT
cana-1486	163	9	21	21	NUM
cana-1486	163	10	]	]	PUNCT
cana-1486	163	11	proposes	propose	VERB
cana-1486	163	12	specific	specific	ADJ
cana-1486	163	13	ml	ml	NOUN
cana-1486	163	14	methods	method	NOUN
cana-1486	163	15	to	to	PART
cana-1486	163	16	detect	detect	VERB
cana-1486	163	17	ddos	ddos	NOUN
cana-1486	163	18	attacks	attack	NOUN
cana-1486	163	19	developed	develop	VERB
cana-1486	163	20	specifically	specifically	ADV
cana-1486	163	21	for	for	ADP
cana-1486	163	22	evcs	evcs	NOUN
cana-1486	163	23	networks	network	NOUN
cana-1486	163	24	.	.	PUNCT
cana-1486	164	1	one	one	NUM
cana-1486	164	2	of	of	ADP
cana-1486	164	3	the	the	DET
cana-1486	164	4	research	research	NOUN
cana-1486	164	5	related	relate	VERB
cana-1486	164	6	work	work	NOUN
cana-1486	164	7	to	to	ADP
cana-1486	164	8	existing	exist	VERB
cana-1486	164	9	available	available	ADJ
cana-1486	164	10	is	be	AUX
cana-1486	164	11	researching	research	VERB
cana-1486	164	12	on	on	ADP
cana-1486	164	13	different	different	ADJ
cana-1486	164	14	ml	ml	NOUN
cana-1486	164	15	classifiers	classifier	NOUN
cana-1486	164	16	for	for	ADP
cana-1486	164	17	robust	robust	ADJ
cana-1486	164	18	monitoring	monitoring	NOUN
cana-1486	164	19	evcs	evcs	ADV
cana-1486	164	20	in	in	ADP
cana-1486	164	21	smart	smart	ADJ
cana-1486	164	22	city	city	NOUN
cana-1486	164	23	infrastructures	infrastructure	NOUN
cana-1486	164	24	.	.	PUNCT
cana-1486	165	1	communications	communication	NOUN
cana-1486	165	2	on	on	ADP
cana-1486	165	3	applied	apply	VERB
cana-1486	165	4	nonlinear	nonlinear	ADJ
cana-1486	165	5	analysis	analysis	NOUN
cana-1486	165	6	issn	issn	NOUN
cana-1486	165	7	:	:	PUNCT
cana-1486	165	8	1074	1074	NUM
cana-1486	165	9	-	-	PUNCT
cana-1486	165	10	133x	133x	NUM
cana-1486	165	11	vol	vol	NOUN
cana-1486	165	12	31	31	NUM
cana-1486	165	13	no	no	NOUN
cana-1486	165	14	.	.	PUNCT
cana-1486	166	1	8s	8s	PROPN
cana-1486	166	2	(	(	PUNCT
cana-1486	166	3	2024	2024	NUM
cana-1486	166	4	)	)	PUNCT
cana-1486	166	5	290	290	NUM
cana-1486	166	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	166	7	besides	besides	SCONJ
cana-1486	166	8	,	,	PUNCT
cana-1486	166	9	plenty	plenty	NOUN
cana-1486	166	10	of	of	ADP
cana-1486	166	11	other	other	ADJ
cana-1486	166	12	research	research	NOUN
cana-1486	166	13	works	work	NOUN
cana-1486	166	14	were	be	AUX
cana-1486	166	15	focused	focus	VERB
cana-1486	166	16	on	on	ADP
cana-1486	166	17	the	the	DET
cana-1486	166	18	use	use	NOUN
cana-1486	166	19	of	of	ADP
cana-1486	166	20	modern	modern	ADJ
cana-1486	166	21	ml	ml	NOUN
cana-1486	166	22	techniques	technique	NOUN
cana-1486	166	23	like	like	ADP
cana-1486	166	24	deep	deep	ADJ
cana-1486	166	25	neural	neural	ADJ
cana-1486	166	26	network	network	NOUN
cana-1486	166	27	(	(	PUNCT
cana-1486	166	28	dnn	dnn	PROPN
cana-1486	166	29	)	)	PUNCT
cana-1486	166	30	and	and	CCONJ
cana-1486	166	31	lstm	lstm	NOUN
cana-1486	166	32	algorithms	algorithm	NOUN
cana-1486	166	33	to	to	PART
cana-1486	166	34	tackle	tackle	VERB
cana-1486	166	35	cyber	cyber	NOUN
cana-1486	166	36	security	security	NOUN
cana-1486	166	37	problems	problem	NOUN
cana-1486	166	38	in	in	ADP
cana-1486	166	39	evcs	evcs	NOUN
cana-1486	166	40	[	[	X
cana-1486	166	41	22–25	22–25	NUM
cana-1486	166	42	]	]	PUNCT
cana-1486	166	43	.	.	PUNCT
cana-1486	167	1	this	this	DET
cana-1486	167	2	paper	paper	NOUN
cana-1486	167	3	is	be	AUX
cana-1486	167	4	focused	focus	VERB
cana-1486	167	5	on	on	ADP
cana-1486	167	6	the	the	DET
cana-1486	167	7	advancement	advancement	NOUN
cana-1486	167	8	of	of	ADP
cana-1486	167	9	ids	id	NOUN
cana-1486	167	10	and	and	CCONJ
cana-1486	167	11	support	support	NOUN
cana-1486	167	12	concepts	concept	NOUN
cana-1486	167	13	,	,	PUNCT
cana-1486	167	14	challenges	challenge	NOUN
cana-1486	167	15	for	for	ADP
cana-1486	167	16	integration	integration	NOUN
cana-1486	167	17	e	e	X
cana-1486	167	18	vcs	vcs	NOUN
cana-1486	167	19	with	with	ADP
cana-1486	167	20	emerging	emerge	VERB
cana-1486	167	21	technology	technology	NOUN
cana-1486	167	22	such	such	ADJ
cana-1486	167	23	as	as	ADP
cana-1486	167	24	5	5	NUM
cana-1486	167	25	g	g	NOUN
cana-1486	167	26	and	and	CCONJ
cana-1486	167	27	uses	use	NOUN
cana-1486	167	28	of	of	ADP
cana-1486	167	29	wcgan	wcgan	NOUN
cana-1486	167	30	based	base	VERB
cana-1486	167	31	dl	dl	PROPN
cana-1486	167	32	classifiers	classifier	NOUN
cana-1486	167	33	in	in	ADP
cana-1486	167	34	attack	attack	NOUN
cana-1486	167	35	detection	detection	NOUN
cana-1486	167	36	.	.	PUNCT
cana-1486	168	1	thirdly	thirdly	ADV
cana-1486	168	2	,	,	PUNCT
cana-1486	168	3	since	since	SCONJ
cana-1486	168	4	privacy	privacy	NOUN
cana-1486	168	5	preservation	preservation	NOUN
cana-1486	168	6	in	in	ADP
cana-1486	168	7	evcs	evcs	NOUN
cana-1486	168	8	can	can	AUX
cana-1486	168	9	be	be	AUX
cana-1486	168	10	only	only	ADV
cana-1486	168	11	partially	partially	ADV
cana-1486	168	12	dealt	deal	VERB
cana-1486	168	13	with	with	ADP
cana-1486	168	14	by	by	ADP
cana-1486	168	15	adopting	adopt	VERB
cana-1486	168	16	some	some	DET
cana-1486	168	17	adaptive	adaptive	ADJ
cana-1486	168	18	differentially	differentially	ADV
cana-1486	168	19	private	private	ADJ
cana-1486	168	20	federated	federated	ADJ
cana-1486	168	21	learning	learning	NOUN
cana-1486	168	22	strategies	strategy	NOUN
cana-1486	168	23	[	[	X
cana-1486	168	24	26	26	NUM
cana-1486	168	25	]	]	PUNCT
cana-1486	168	26	(	(	PUNCT
cana-1486	168	27	see	see	VERB
cana-1486	168	28	section	section	NOUN
cana-1486	168	29	3.4	3.4	NUM
cana-1486	168	30	)	)	PUNCT
cana-1486	168	31	.	.	PUNCT
cana-1486	169	1	this	this	PRON
cana-1486	169	2	is	be	AUX
cana-1486	169	3	indispensable	indispensable	ADJ
cana-1486	169	4	to	to	PART
cana-1486	169	5	enable	enable	VERB
cana-1486	169	6	robust	robust	ADJ
cana-1486	169	7	privacy	privacy	NOUN
cana-1486	169	8	-	-	PUNCT
cana-1486	169	9	preservation	preservation	NOUN
cana-1486	169	10	and	and	CCONJ
cana-1486	169	11	utility	utility	NOUN
cana-1486	169	12	in	in	ADP
cana-1486	169	13	federated	federated	ADJ
cana-1486	169	14	learning	learning	NOUN
cana-1486	169	15	,	,	PUNCT
cana-1486	169	16	solving	solve	VERB
cana-1486	169	17	the	the	DET
cana-1486	169	18	trade	trade	NOUN
cana-1486	169	19	-	-	PUNCT
cana-1486	169	20	off	off	NOUN
cana-1486	169	21	between	between	ADP
cana-1486	169	22	conflicting	conflict	VERB
cana-1486	169	23	demands	demand	NOUN
cana-1486	169	24	of	of	ADP
cana-1486	169	25	resilience	resilience	NOUN
cana-1486	169	26	/	/	SYM
cana-1486	169	27	privacy	privacy	NOUN
cana-1486	169	28	/	/	SYM
cana-1486	169	29	utility	utility	NOUN
cana-1486	169	30	.	.	PUNCT
cana-1486	170	1	this	this	DET
cana-1486	170	2	model	model	NOUN
cana-1486	170	3	climbs	climb	VERB
cana-1486	170	4	near	near	ADP
cana-1486	170	5	a	a	DET
cana-1486	170	6	new	new	ADJ
cana-1486	170	7	summit	summit	NOUN
cana-1486	170	8	in	in	ADP
cana-1486	170	9	safety	safety	NOUN
cana-1486	170	10	field	field	NOUN
cana-1486	170	11	since	since	SCONJ
cana-1486	170	12	unlike	unlike	ADP
cana-1486	170	13	old	old	ADJ
cana-1486	170	14	models	model	NOUN
cana-1486	170	15	that	that	PRON
cana-1486	170	16	only	only	ADV
cana-1486	170	17	classify	classify	VERB
cana-1486	170	18	simple	simple	ADJ
cana-1486	170	19	type	type	NOUN
cana-1486	170	20	of	of	ADP
cana-1486	170	21	attacks	attack	NOUN
cana-1486	170	22	(	(	PUNCT
cana-1486	170	23	latest	late	ADJ
cana-1486	170	24	dataset	dataset	VERB
cana-1486	170	25	use	use	NOUN
cana-1486	170	26	for	for	ADP
cana-1486	170	27	this	this	DET
cana-1486	170	28	purposes	purpose	NOUN
cana-1486	170	29	.	.	PUNCT
cana-1486	171	1	in	in	ADP
cana-1486	171	2	addition	addition	NOUN
cana-1486	171	3	,	,	PUNCT
cana-1486	171	4	the	the	DET
cana-1486	171	5	fact	fact	NOUN
cana-1486	171	6	that	that	SCONJ
cana-1486	171	7	it	it	PRON
cana-1486	171	8	was	be	AUX
cana-1486	171	9	tested	test	VERB
cana-1486	171	10	on	on	ADP
cana-1486	171	11	real	real	ADJ
cana-1486	171	12	-	-	PUNCT
cana-1486	171	13	world	world	NOUN
cana-1486	171	14	traffic	traffic	NOUN
cana-1486	171	15	captured	capture	VERB
cana-1486	171	16	by	by	ADP
cana-1486	171	17	edge	edge	NOUN
cana-1486	171	18	-	-	PUNCT
cana-1486	171	19	iiot	iiot	NOUN
cana-1486	171	20	set	set	NOUN
cana-1486	171	21	means	mean	VERB
cana-1486	171	22	our	our	PRON
cana-1486	171	23	method	method	NOUN
cana-1486	171	24	is	be	AUX
cana-1486	171	25	able	able	ADJ
cana-1486	171	26	to	to	PART
cana-1486	171	27	present	present	VERB
cana-1486	171	28	itself	itself	PRON
cana-1486	171	29	as	as	ADP
cana-1486	171	30	application	application	NOUN
cana-1486	171	31	level	level	NOUN
cana-1486	171	32	in	in	ADP
cana-1486	171	33	truly	truly	ADV
cana-1486	171	34	realtime	realtime	VERB
cana-1486	171	35	iot	iot	ADJ
cana-1486	171	36	networks	network	NOUN
cana-1486	171	37	(	(	PUNCT
cana-1486	171	38	ref	ref	NOUN
cana-1486	171	39	tab	tab	NOUN
cana-1486	171	40	1	1	NUM
cana-1486	171	41	)	)	PUNCT
cana-1486	171	42	,	,	PUNCT
cana-1486	171	43	which	which	PRON
cana-1486	171	44	can	can	AUX
cana-1486	171	45	differentiate	differentiate	VERB
cana-1486	171	46	from	from	ADP
cana-1486	171	47	some	some	DET
cana-1486	171	48	existing	exist	VERB
cana-1486	171	49	approaches	approach	NOUN
cana-1486	171	50	relying	rely	VERB
cana-1486	171	51	only	only	ADV
cana-1486	171	52	cic	cic	NOUN
cana-1486	171	53	-	-	PUNCT
cana-1486	171	54	ids2018	ids2018	NOUN
cana-1486	171	55	alone	alone	ADV
cana-1486	171	56	.	.	PUNCT
cana-1486	172	1	these	these	DET
cana-1486	172	2	research	research	NOUN
cana-1486	172	3	efforts	effort	NOUN
cana-1486	172	4	,	,	PUNCT
cana-1486	172	5	together	together	ADV
cana-1486	172	6	with	with	ADP
cana-1486	172	7	the	the	DET
cana-1486	172	8	study	study	NOUN
cana-1486	172	9	presented	present	VERB
cana-1486	172	10	here	here	ADV
cana-1486	172	11	can	can	AUX
cana-1486	172	12	offer	offer	VERB
cana-1486	172	13	a	a	DET
cana-1486	172	14	complete	complete	ADJ
cana-1486	172	15	look	look	NOUN
cana-1486	172	16	in	in	ADP
cana-1486	172	17	researching	research	VERB
cana-1486	172	18	and	and	CCONJ
cana-1486	172	19	addressing	address	VERB
cana-1486	172	20	cyber	cyber	NOUN
cana-1486	172	21	-	-	PUNCT
cana-1486	172	22	security	security	NOUN
cana-1486	172	23	risks	risk	NOUN
cana-1486	172	24	of	of	ADP
cana-1486	172	25	evcs	evcs	NOUN
cana-1486	172	26	as	as	ADP
cana-1486	172	27	part	part	NOUN
cana-1486	172	28	of	of	ADP
cana-1486	172	29	wider	wide	ADJ
cana-1486	172	30	interconnected	interconnected	ADJ
cana-1486	172	31	critical	critical	ADJ
cana-1486	172	32	infrastructure	infrastructure	NOUN
cana-1486	172	33	security	security	NOUN
cana-1486	172	34	challenges	challenge	NOUN
cana-1486	172	35	faced	face	VERB
cana-1486	172	36	by	by	ADP
cana-1486	172	37	smart	smart	ADJ
cana-1486	172	38	cities	city	NOUN
cana-1486	172	39	.	.	PUNCT
cana-1486	173	1	4	4	X
cana-1486	173	2	.	.	X
cana-1486	173	3	framework	framework	NOUN
cana-1486	173	4	of	of	ADP
cana-1486	173	5	nids	nid	NOUN
cana-1486	173	6	for	for	ADP
cana-1486	173	7	sign	sign	NOUN
cana-1486	173	8	request	request	NOUN
cana-1486	173	9	in	in	ADP
cana-1486	173	10	iot	iot	NOUN
cana-1486	173	11	based	base	VERB
cana-1486	173	12	evcs	evcs	NOUN
cana-1486	173	13	communication	communication	NOUN
cana-1486	173	14	4.1	4.1	NUM
cana-1486	173	15	.	.	PUNCT
cana-1486	174	1	nids	nid	VERB
cana-1486	174	2	framework	framework	NOUN
cana-1486	174	3	theory	theory	NOUN
cana-1486	174	4	our	our	PRON
cana-1486	174	5	proposed	propose	VERB
cana-1486	174	6	network	network	NOUN
cana-1486	174	7	intrusion	intrusion	NOUN
cana-1486	174	8	detection	detection	NOUN
cana-1486	174	9	system	system	NOUN
cana-1486	174	10	(	(	PUNCT
cana-1486	174	11	nids	nid	NOUN
cana-1486	174	12	)	)	PUNCT
cana-1486	174	13	to	to	PART
cana-1486	174	14	guard	guard	VERB
cana-1486	174	15	against	against	ADP
cana-1486	174	16	cyber	cyber	ADJ
cana-1486	174	17	offense	offense	NOUN
cana-1486	174	18	at	at	ADP
cana-1486	174	19	the	the	DET
cana-1486	174	20	meter	meter	NOUN
cana-1486	174	21	of	of	ADP
cana-1486	174	22	electric	electric	ADJ
cana-1486	174	23	vehicle	vehicle	NOUN
cana-1486	174	24	charging	charge	VERB
cana-1486	174	25	stations	station	NOUN
cana-1486	174	26	,	,	PUNCT
cana-1486	174	27	iot	iot	PROPN
cana-1486	174	28	based	base	VERB
cana-1486	174	29	evcs	evcs	NOUN
cana-1486	174	30	is	be	AUX
cana-1486	174	31	broadly	broadly	ADV
cana-1486	174	32	established	establish	VERB
cana-1486	174	33	on	on	ADP
cana-1486	174	34	a	a	DET
cana-1486	174	35	cocktail	cocktail	NOUN
cana-1486	174	36	threetiered	threetiere	VERB
cana-1486	174	37	theoretical	theoretical	ADJ
cana-1486	174	38	principles	principle	NOUN
cana-1486	174	39	rooted	root	VERB
cana-1486	174	40	for	for	ADP
cana-1486	174	41	more	more	ADJ
cana-1486	174	42	than	than	ADP
cana-1486	174	43	decade	decade	NOUN
cana-1486	174	44	from	from	ADP
cana-1486	174	45	statistical	statistical	ADJ
cana-1486	174	46	learning	learning	NOUN
cana-1486	174	47	an	an	DET
cana-1486	174	48	adoptimization	adoptimization	NOUN
cana-1486	174	49	theory	theory	NOUN
cana-1486	174	50	even	even	ADV
cana-1486	174	51	deep	deep	ADJ
cana-1486	174	52	learning	learning	NOUN
cana-1486	174	53	paradigms	paradigm	VERB
cana-1486	174	54	.	.	PUNCT
cana-1486	175	1	here	here	ADV
cana-1486	175	2	we	we	PRON
cana-1486	175	3	summarize	summarize	VERB
cana-1486	175	4	those	those	DET
cana-1486	175	5	fundamental	fundamental	ADJ
cana-1486	175	6	theories	theory	NOUN
cana-1486	175	7	upon	upon	SCONJ
cana-1486	175	8	which	which	PRON
cana-1486	175	9	our	our	PRON
cana-1486	175	10	nids	nid	NOUN
cana-1486	175	11	can	can	AUX
cana-1486	175	12	wander	wander	VERB
cana-1486	175	13	in	in	ADP
cana-1486	175	14	the	the	DET
cana-1486	175	15	messy	messy	ADJ
cana-1486	175	16	data	data	NOUN
cana-1486	175	17	ecosystem	ecosystem	NOUN
cana-1486	175	18	always	always	ADV
cana-1486	175	19	present	present	ADJ
cana-1486	175	20	in	in	ADP
cana-1486	175	21	evcs	evcs	NOUN
cana-1486	175	22	environments	environment	NOUN
cana-1486	175	23	.	.	PUNCT
cana-1486	176	1	our	our	PRON
cana-1486	176	2	nids	nid	NOUN
cana-1486	176	3	,	,	PUNCT
cana-1486	176	4	at	at	ADP
cana-1486	176	5	its	its	PRON
cana-1486	176	6	fall	fall	NOUN
cana-1486	176	7	rock	rock	NOUN
cana-1486	176	8	,	,	PUNCT
cana-1486	176	9	gets	get	AUX
cana-1486	176	10	constructed	construct	VERB
cana-1486	176	11	on	on	ADP
cana-1486	176	12	the	the	DET
cana-1486	176	13	swords	sword	NOUN
cana-1486	176	14	of	of	ADP
cana-1486	176	15	anomaly	anomaly	NOUN
cana-1486	176	16	discovery	discovery	NOUN
cana-1486	176	17	:	:	PUNCT
cana-1486	176	18	whatsoever	whatsoever	ADV
cana-1486	176	19	a	a	DET
cana-1486	176	20	strategy	strategy	NOUN
cana-1486	176	21	you	you	PRON
cana-1486	176	22	would	would	AUX
cana-1486	176	23	be	be	AUX
cana-1486	176	24	right	right	ADV
cana-1486	176	25	ordinary	ordinary	ADJ
cana-1486	176	26	with	with	ADP
cana-1486	176	27	if	if	SCONJ
cana-1486	176	28	thou	thou	ADJ
cana-1486	176	29	hast	hast	NOUN
cana-1486	176	30	ever	ever	ADV
cana-1486	176	31	reduced	reduce	VERB
cana-1486	176	32	directly	directly	ADV
cana-1486	176	33	occasionally	occasionally	ADV
cana-1486	176	34	statistical	statistical	ADJ
cana-1486	176	35	knowledge	knowledge	NOUN
cana-1486	176	36	science	science	NOUN
cana-1486	176	37	beef	beef	NOUN
cana-1486	176	38	colour	colour	NOUN
cana-1486	176	39	.	.	PUNCT
cana-1486	177	1	this	this	DET
cana-1486	177	2	principle	principle	NOUN
cana-1486	177	3	is	be	AUX
cana-1486	177	4	basically	basically	ADV
cana-1486	177	5	about	about	ADP
cana-1486	177	6	anomalies	anomaly	NOUN
cana-1486	177	7	—	—	PUNCT
cana-1486	177	8	those	those	DET
cana-1486	177	9	cases	case	NOUN
cana-1486	177	10	in	in	ADP
cana-1486	177	11	which	which	PRON
cana-1486	177	12	data	datum	NOUN
cana-1486	177	13	starts	start	VERB
cana-1486	177	14	acting	act	VERB
cana-1486	177	15	differently	differently	ADV
cana-1486	177	16	than	than	SCONJ
cana-1486	177	17	it	it	PRON
cana-1486	177	18	has	have	AUX
cana-1486	177	19	previously	previously	ADV
cana-1486	177	20	begun	begin	VERB
cana-1486	177	21	to	to	PART
cana-1486	177	22	act	act	VERB
cana-1486	177	23	,	,	PUNCT
cana-1486	177	24	meaning	mean	VERB
cana-1486	177	25	detecting	detect	VERB
cana-1486	177	26	the	the	DET
cana-1486	177	27	first	first	ADJ
cana-1486	177	28	signs	sign	NOUN
cana-1486	177	29	of	of	ADP
cana-1486	177	30	a	a	DET
cana-1486	177	31	new	new	ADJ
cana-1486	177	32	breach	breach	NOUN
cana-1486	177	33	.	.	PUNCT
cana-1486	178	1	further	further	ADJ
cana-1486	178	2	illness	illness	NOUN
cana-1486	178	3	in	in	ADP
cana-1486	178	4	our	our	PRON
cana-1486	178	5	environment	environment	NOUN
cana-1486	178	6	can	can	AUX
cana-1486	178	7	be	be	AUX
cana-1486	178	8	exposed	expose	VERB
cana-1486	178	9	and	and	CCONJ
cana-1486	178	10	overseen	oversee	VERB
cana-1486	178	11	as	as	ADV
cana-1486	178	12	well	well	ADV
cana-1486	178	13	with	with	ADP
cana-1486	178	14	iot	iot	NOUN
cana-1486	178	15	-	-	PUNCT
cana-1486	178	16	driven	drive	VERB
cana-1486	178	17	evcs	evcs	NOUN
cana-1486	178	18	because	because	SCONJ
cana-1486	178	19	of	of	ADP
cana-1486	178	20	the	the	DET
cana-1486	178	21	dynamic	dynamic	ADJ
cana-1486	178	22	nature	nature	NOUN
cana-1486	178	23	(	(	PUNCT
cana-1486	178	24	heterogeneity	heterogeneity	NOUN
cana-1486	178	25	)	)	PUNCT
cana-1486	178	26	of	of	ADP
cana-1486	178	27	data	datum	NOUN
cana-1486	178	28	streams	stream	NOUN
cana-1486	178	29	hence	hence	ADV
cana-1486	178	30	makes	make	VERB
cana-1486	178	31	anomaly	anomaly	NOUN
cana-1486	178	32	detection	detection	NOUN
cana-1486	178	33	such	such	DET
cana-1486	178	34	a	a	DET
cana-1486	178	35	versatile	versatile	ADJ
cana-1486	178	36	means	mean	NOUN
cana-1486	178	37	for	for	ADP
cana-1486	178	38	identifying	identify	VERB
cana-1486	178	39	distinct	distinct	ADJ
cana-1486	178	40	anomalies	anomaly	NOUN
cana-1486	178	41	pertaining	pertain	VERB
cana-1486	178	42	to	to	ADP
cana-1486	178	43	potential	potential	ADJ
cana-1486	178	44	cybersecurity	cybersecurity	NOUN
cana-1486	178	45	breaches	breach	NOUN
cana-1486	178	46	.	.	PUNCT
cana-1486	179	1	moreover	moreover	ADV
cana-1486	179	2	,	,	PUNCT
cana-1486	179	3	mathematical	mathematical	ADJ
cana-1486	179	4	models	model	NOUN
cana-1486	179	5	combining	combine	VERB
cana-1486	179	6	classification	classification	NOUN
cana-1486	179	7	algorithms	algorithm	NOUN
cana-1486	179	8	further	far	ADV
cana-1486	179	9	confirm	confirm	VERB
cana-1486	179	10	our	our	PRON
cana-1486	179	11	strategy	strategy	NOUN
cana-1486	179	12	hypothesis	hypothesis	NOUN
cana-1486	179	13	.	.	PUNCT
cana-1486	180	1	located	locate	VERB
cana-1486	180	2	with	with	ADP
cana-1486	180	3	strong	strong	ADJ
cana-1486	180	4	roots	root	NOUN
cana-1486	180	5	in	in	ADP
cana-1486	180	6	the	the	DET
cana-1486	180	7	lands	land	NOUN
cana-1486	180	8	of	of	ADP
cana-1486	180	9	optimization	optimization	NOUN
cana-1486	180	10	theory	theory	NOUN
cana-1486	180	11	and	and	CCONJ
cana-1486	180	12	probabilistic	probabilistic	ADJ
cana-1486	180	13	domains	domain	NOUN
cana-1486	180	14	,	,	PUNCT
cana-1486	180	15	these	these	DET
cana-1486	180	16	models	model	NOUN
cana-1486	180	17	place	place	VERB
cana-1486	180	18	observations	observation	NOUN
cana-1486	180	19	as	as	ADP
cana-1486	180	20	either	either	CCONJ
cana-1486	180	21	already	already	ADV
cana-1486	180	22	known	know	VERB
cana-1486	180	23	or	or	CCONJ
cana-1486	180	24	novel	novel	ADJ
cana-1486	180	25	class	class	NOUN
cana-1486	180	26	classifications	classification	NOUN
cana-1486	180	27	of	of	ADP
cana-1486	180	28	networking	network	VERB
cana-1486	180	29	data	datum	NOUN
cana-1486	180	30	not	not	PART
cana-1486	180	31	by	by	ADP
cana-1486	180	32	unusual	unusual	ADJ
cana-1486	180	33	memorized	memorized	ADJ
cana-1486	180	34	behaviour	behaviour	NOUN
cana-1486	180	35	.	.	PUNCT
cana-1486	181	1	this	this	PRON
cana-1486	181	2	is	be	AUX
cana-1486	181	3	done	do	VERB
cana-1486	181	4	so	so	SCONJ
cana-1486	181	5	the	the	DET
cana-1486	181	6	nids	nid	NOUN
cana-1486	181	7	can	can	AUX
cana-1486	181	8	filter	filter	VERB
cana-1486	181	9	through	through	ADP
cana-1486	181	10	all	all	PRON
cana-1486	181	11	of	of	ADP
cana-1486	181	12	those	those	DET
cana-1486	181	13	data	datum	NOUN
cana-1486	181	14	steams	steam	NOUN
cana-1486	181	15	,	,	PUNCT
cana-1486	181	16	from	from	ADP
cana-1486	181	17	high	high	ADJ
cana-1486	181	18	volume	volume	NOUN
cana-1486	181	19	attacks	attack	NOUN
cana-1486	181	20	and	and	CCONJ
cana-1486	181	21	alert	alert	NOUN
cana-1486	181	22	on	on	ADP
cana-1486	181	23	anomalies	anomaly	NOUN
cana-1486	181	24	fast	fast	ADV
cana-1486	181	25	.	.	PUNCT
cana-1486	182	1	we	we	PRON
cana-1486	182	2	have	have	AUX
cana-1486	182	3	used	use	VERB
cana-1486	182	4	deep	deep	ADJ
cana-1486	182	5	learning	learning	NOUN
cana-1486	182	6	(	(	PUNCT
cana-1486	182	7	dl	dl	NOUN
cana-1486	182	8	)	)	PUNCT
cana-1486	182	9	techniques	technique	NOUN
cana-1486	182	10	,	,	PUNCT
cana-1486	182	11	a	a	DET
cana-1486	182	12	class	class	NOUN
cana-1486	182	13	of	of	ADP
cana-1486	182	14	machine	machine	NOUN
cana-1486	182	15	learning	learning	NOUN
cana-1486	182	16	methods	method	NOUN
cana-1486	182	17	,	,	PUNCT
cana-1486	182	18	in	in	ADP
cana-1486	182	19	all	all	PRON
cana-1486	182	20	our	our	PRON
cana-1486	182	21	work	work	NOUN
cana-1486	182	22	to	to	PART
cana-1486	182	23	create	create	VERB
cana-1486	182	24	multiple	multiple	ADJ
cana-1486	182	25	predictors	predictor	NOUN
cana-1486	182	26	that	that	SCONJ
cana-1486	182	27	power	power	NOUN
cana-1486	182	28	components	component	NOUN
cana-1486	182	29	in	in	ADP
cana-1486	182	30	our	our	PRON
cana-1486	182	31	nids	nid	NOUN
cana-1486	182	32	.	.	PUNCT
cana-1486	183	1	communications	communication	NOUN
cana-1486	183	2	on	on	ADP
cana-1486	183	3	applied	apply	VERB
cana-1486	183	4	nonlinear	nonlinear	ADJ
cana-1486	183	5	analysis	analysis	NOUN
cana-1486	183	6	issn	issn	NOUN
cana-1486	183	7	:	:	PUNCT
cana-1486	183	8	1074	1074	NUM
cana-1486	183	9	-	-	PUNCT
cana-1486	183	10	133x	133x	NUM
cana-1486	183	11	vol	vol	NOUN
cana-1486	183	12	31	31	NUM
cana-1486	183	13	no	no	NOUN
cana-1486	183	14	.	.	PUNCT
cana-1486	184	1	8s	8s	PROPN
cana-1486	184	2	(	(	PUNCT
cana-1486	184	3	2024	2024	NUM
cana-1486	184	4	)	)	PUNCT
cana-1486	184	5	291	291	NUM
cana-1486	184	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	184	7	convolutional	convolutional	ADJ
cana-1486	184	8	neural	neural	ADJ
cana-1486	184	9	networks	network	NOUN
cana-1486	184	10	(	(	PUNCT
cana-1486	184	11	cnns	cnns	PROPN
cana-1486	184	12	)	)	PUNCT
cana-1486	184	13	are	be	AUX
cana-1486	184	14	certainly	certainly	ADV
cana-1486	184	15	the	the	DET
cana-1486	184	16	best	good	ADJ
cana-1486	184	17	options	option	NOUN
cana-1486	184	18	for	for	ADP
cana-1486	184	19	feature	feature	NOUN
cana-1486	184	20	extraction	extraction	NOUN
cana-1486	184	21	in	in	ADP
cana-1486	184	22	theory	theory	NOUN
cana-1486	184	23	but	but	CCONJ
cana-1486	184	24	cnns	cnns	PROPN
cana-1486	184	25	use	use	NOUN
cana-1486	184	26	convolution	convolution	NOUN
cana-1486	184	27	layers	layer	NOUN
cana-1486	184	28	to	to	PART
cana-1486	184	29	learn	learn	VERB
cana-1486	184	30	features	feature	NOUN
cana-1486	184	31	and	and	CCONJ
cana-1486	184	32	treats	treat	VERB
cana-1486	184	33	this	this	PRON
cana-1486	184	34	as	as	ADP
cana-1486	184	35	a	a	DET
cana-1486	184	36	process	process	NOUN
cana-1486	184	37	of	of	ADP
cana-1486	184	38	extracting	extract	VERB
cana-1486	184	39	raw	raw	ADJ
cana-1486	184	40	data	datum	NOUN
cana-1486	184	41	.	.	PUNCT
cana-1486	185	1	this	this	DET
cana-1486	185	2	capability	capability	NOUN
cana-1486	185	3	is	be	AUX
cana-1486	185	4	necessary	necessary	ADJ
cana-1486	185	5	to	to	PART
cana-1486	185	6	unravel	unravel	VERB
cana-1486	185	7	the	the	DET
cana-1486	185	8	complex	complex	ADJ
cana-1486	185	9	,	,	PUNCT
cana-1486	185	10	pattern	pattern	NOUN
cana-1486	185	11	-	-	PUNCT
cana-1486	185	12	filled	fill	VERB
cana-1486	185	13	structure	structure	NOUN
cana-1486	185	14	of	of	ADP
cana-1486	185	15	network	network	NOUN
cana-1486	185	16	traffic	traffic	NOUN
cana-1486	185	17	and	and	CCONJ
cana-1486	185	18	reveal	reveal	VERB
cana-1486	185	19	its	its	PRON
cana-1486	185	20	faint	faint	ADJ
cana-1486	185	21	cyber	cyber	NOUN
cana-1486	185	22	threat	threat	NOUN
cana-1486	185	23	signatures	signature	NOUN
cana-1486	185	24	.	.	PUNCT
cana-1486	186	1	rna	rna	NOUN
cana-1486	186	2	—	—	PUNCT
cana-1486	186	3	these	these	DET
cana-1486	186	4	architectures	architecture	NOUN
cana-1486	186	5	were	be	AUX
cana-1486	186	6	introduced	introduce	VERB
cana-1486	186	7	to	to	PART
cana-1486	186	8	solve	solve	VERB
cana-1486	186	9	just	just	ADV
cana-1486	186	10	the	the	DET
cana-1486	186	11	same	same	ADJ
cana-1486	186	12	vanishing	vanish	VERB
cana-1486	186	13	gradient	gradient	ADJ
cana-1486	186	14	problem	problem	NOUN
cana-1486	186	15	,	,	PUNCT
cana-1486	186	16	as	as	SCONJ
cana-1486	186	17	they	they	PRON
cana-1486	186	18	are	be	AUX
cana-1486	186	19	more	more	ADV
cana-1486	186	20	inclined	inclined	ADJ
cana-1486	186	21	for	for	ADP
cana-1486	186	22	modelling	model	VERB
cana-1486	186	23	temporal	temporal	ADJ
cana-1486	186	24	dependencies	dependency	NOUN
cana-1486	186	25	.	.	PUNCT
cana-1486	187	1	long	long	ADJ
cana-1486	187	2	-	-	PUNCT
cana-1486	187	3	term	term	NOUN
cana-1486	187	4	sequence	sequence	NOUN
cana-1486	187	5	memory	memory	NOUN
cana-1486	187	6	,	,	PUNCT
cana-1486	187	7	useful	useful	ADJ
cana-1486	187	8	for	for	ADP
cana-1486	187	9	tracking	track	VERB
cana-1486	187	10	the	the	DET
cana-1486	187	11	time	time	NOUN
cana-1486	187	12	series	series	NOUN
cana-1486	187	13	streams	stream	VERB
cana-1486	187	14	characteristic	characteristic	ADJ
cana-1486	187	15	of	of	ADP
cana-1486	187	16	evcs	evcs	NOUN
cana-1486	187	17	behaviour	behaviour	NOUN
cana-1486	187	18	.	.	PUNCT
cana-1486	188	1	our	our	PRON
cana-1486	188	2	nids	nid	NOUN
cana-1486	188	3	is	be	AUX
cana-1486	188	4	deployed	deploy	VERB
cana-1486	188	5	across	across	ADP
cana-1486	188	6	the	the	DET
cana-1486	188	7	proposed	propose	VERB
cana-1486	188	8	iot	iot	NOUN
cana-1486	188	9	architecture	architecture	NOUN
cana-1486	188	10	at	at	ADP
cana-1486	188	11	strategic	strategic	ADJ
cana-1486	188	12	points	point	NOUN
cana-1486	188	13	in	in	ADP
cana-1486	188	14	concert	concert	NOUN
cana-1486	188	15	with	with	ADP
cana-1486	188	16	distributed	distribute	VERB
cana-1486	188	17	computing	computing	NOUN
cana-1486	188	18	and	and	CCONJ
cana-1486	188	19	edge	edge	NOUN
cana-1486	188	20	analytics	analytic	NOUN
cana-1486	188	21	theoretic	theoretic	NOUN
cana-1486	188	22	principles	principle	NOUN
cana-1486	188	23	.	.	PUNCT
cana-1486	189	1	thus	thus	ADV
cana-1486	189	2	,	,	PUNCT
cana-1486	189	3	the	the	DET
cana-1486	189	4	scale	scale	NOUN
cana-1486	189	5	to	to	PART
cana-1486	189	6	which	which	PRON
cana-1486	189	7	proximal	proximal	ADJ
cana-1486	189	8	data	datum	NOUN
cana-1486	189	9	processing	processing	NOUN
cana-1486	189	10	is	be	AUX
cana-1486	189	11	applied	apply	VERB
cana-1486	189	12	determines	determine	NOUN
cana-1486	189	13	when	when	SCONJ
cana-1486	189	14	(	(	PUNCT
cana-1486	189	15	and	and	CCONJ
cana-1486	189	16	if	if	SCONJ
cana-1486	189	17	)	)	PUNCT
cana-1486	189	18	two	two	NUM
cana-1486	189	19	key	key	ADJ
cana-1486	189	20	architectural	architectural	ADJ
cana-1486	189	21	features	feature	NOUN
cana-1486	189	22	that	that	PRON
cana-1486	189	23	enable	enable	VERB
cana-1486	189	24	this	this	PRON
cana-1486	189	25	—	—	PUNCT
cana-1486	189	26	compression	compression	NOUN
cana-1486	189	27	and	and	CCONJ
cana-1486	189	28	precaching	precaching	NOUN
cana-1486	189	29	—	—	PUNCT
cana-1486	189	30	are	be	AUX
cana-1486	189	31	realised	realise	VERB
cana-1486	189	32	in	in	ADP
cana-1486	189	33	practice	practice	NOUN
cana-1486	189	34	for	for	ADP
cana-1486	189	35	maximum	maximum	ADJ
cana-1486	189	36	benefit	benefit	NOUN
cana-1486	189	37	.	.	PUNCT
cana-1486	190	1	therefore	therefore	ADV
cana-1486	190	2	,	,	PUNCT
cana-1486	190	3	its	its	PRON
cana-1486	190	4	fit	fit	NOUN
cana-1486	190	5	with	with	ADP
cana-1486	190	6	the	the	DET
cana-1486	190	7	condition	condition	NOUN
cana-1486	190	8	resource	resource	NOUN
cana-1486	190	9	awareness	awareness	NOUN
cana-1486	190	10	of	of	ADP
cana-1486	190	11	the	the	DET
cana-1486	190	12	iot	iot	PROPN
cana-1486	190	13	ecosystem	ecosystem	NOUN
cana-1486	190	14	when	when	SCONJ
cana-1486	190	15	an	an	DET
cana-1486	190	16	sdk	sdk	NOUN
cana-1486	190	17	sends	send	VERB
cana-1486	190	18	a	a	DET
cana-1486	190	19	message	message	NOUN
cana-1486	190	20	to	to	ADP
cana-1486	190	21	data	datum	NOUN
cana-1486	190	22	analytics	analytic	NOUN
cana-1486	190	23	makes	make	VERB
cana-1486	190	24	available	available	ADJ
cana-1486	190	25	is	be	AUX
cana-1486	190	26	ideal	ideal	ADJ
cana-1486	190	27	for	for	ADP
cana-1486	190	28	efficient	efficient	ADJ
cana-1486	190	29	and	and	CCONJ
cana-1486	190	30	agile	agile	ADJ
cana-1486	190	31	execution	execution	NOUN
cana-1486	190	32	based	base	VERB
cana-1486	190	33	nids	nid	NOUN
cana-1486	190	34	function	function	NOUN
cana-1486	190	35	route	route	NOUN
cana-1486	190	36	will	will	AUX
cana-1486	190	37	provide	provide	VERB
cana-1486	190	38	through	through	ADP
cana-1486	190	39	a	a	DET
cana-1486	190	40	balance	balance	NOUN
cana-1486	190	41	between	between	ADP
cana-1486	190	42	security	security	NOUN
cana-1486	190	43	imperatives	imperative	NOUN
cana-1486	190	44	cares	care	NOUN
cana-1486	190	45	and	and	CCONJ
cana-1486	190	46	operational	operational	ADJ
cana-1486	190	47	limitations	limitation	NOUN
cana-1486	190	48	concerns	concern	NOUN
cana-1486	190	49	.	.	PUNCT
cana-1486	191	1	4.2	4.2	NUM
cana-1486	191	2	.	.	PUNCT
cana-1486	192	1	architectural	architectural	ADJ
cana-1486	192	2	overview	overview	NOUN
cana-1486	192	3	this	this	PRON
cana-1486	192	4	is	be	AUX
cana-1486	192	5	implemented	implement	VERB
cana-1486	192	6	using	use	VERB
cana-1486	192	7	convolutional	convolutional	ADJ
cana-1486	192	8	filters	filter	NOUN
cana-1486	192	9	over	over	ADP
cana-1486	192	10	an	an	DET
cana-1486	192	11	input	input	NOUN
cana-1486	192	12	that	that	PRON
cana-1486	192	13	sweeps	sweep	VERB
cana-1486	192	14	across	across	ADP
cana-1486	192	15	important	important	ADJ
cana-1486	192	16	behaviours	behaviour	NOUN
cana-1486	192	17	(	(	PUNCT
cana-1486	192	18	packet	packet	NOUN
cana-1486	192	19	sizes	size	NOUN
cana-1486	192	20	,	,	PUNCT
cana-1486	192	21	etc	etc	X
cana-1486	192	22	.	.	X
cana-1486	192	23	)	)	PUNCT
cana-1486	192	24	or	or	CCONJ
cana-1486	192	25	slightly	slightly	ADV
cana-1486	192	26	weird	weird	ADJ
cana-1486	192	27	protocol	protocol	NOUN
cana-1486	192	28	activity	activity	NOUN
cana-1486	192	29	parameters	parameter	NOUN
cana-1486	192	30	which	which	PRON
cana-1486	192	31	can	can	AUX
cana-1486	192	32	possibly	possibly	ADV
cana-1486	192	33	mean	mean	VERB
cana-1486	192	34	intrusion	intrusion	NOUN
cana-1486	192	35	attempts	attempt	VERB
cana-1486	192	36	[	[	X
cana-1486	192	37	13	13	NUM
cana-1486	192	38	]	]	PUNCT
cana-1486	192	39	.	.	PUNCT
cana-1486	193	1	they	they	PRON
cana-1486	193	2	calculate	calculate	VERB
cana-1486	193	3	latent	latent	NOUN
cana-1486	193	4	vectors	vector	NOUN
cana-1486	193	5	that	that	PRON
cana-1486	193	6	contain	contain	VERB
cana-1486	193	7	long	long	ADJ
cana-1486	193	8	-	-	PUNCT
cana-1486	193	9	range	range	NOUN
cana-1486	193	10	dependencies	dependency	NOUN
cana-1486	193	11	,	,	PUNCT
cana-1486	193	12	so	so	ADV
cana-1486	193	13	lstms	lstms	ADJ
cana-1486	193	14	can	can	AUX
cana-1486	193	15	keep	keep	VERB
cana-1486	193	16	useful	useful	ADJ
cana-1486	193	17	information	information	NOUN
cana-1486	193	18	to	to	ADP
cana-1486	193	19	the	the	DET
cana-1486	193	20	next	next	ADJ
cana-1486	193	21	steps	step	NOUN
cana-1486	193	22	and	and	CCONJ
cana-1486	193	23	retain	retain	VERB
cana-1486	193	24	information	information	NOUN
cana-1486	193	25	from	from	ADP
cana-1486	193	26	previous	previous	ADJ
cana-1486	193	27	states	state	NOUN
cana-1486	193	28	in	in	ADP
cana-1486	193	29	possible	possible	ADJ
cana-1486	193	30	attacks	attack	NOUN
cana-1486	193	31	sequences	sequence	NOUN
cana-1486	193	32	with	with	ADP
cana-1486	193	33	a	a	DET
cana-1486	193	34	multiple	multiple	ADJ
cana-1486	193	35	number	number	NOUN
cana-1486	193	36	of	of	ADP
cana-1486	193	37	weak	weak	ADJ
cana-1486	193	38	actions	action	NOUN
cana-1486	193	39	[	[	X
cana-1486	193	40	27,28	27,28	X
cana-1486	193	41	]	]	X
cana-1486	193	42	.	.	PUNCT
cana-1486	194	1	it	it	PRON
cana-1486	194	2	is	be	AUX
cana-1486	194	3	complemented	complement	VERB
cana-1486	194	4	by	by	ADP
cana-1486	194	5	grus	grus	NOUN
cana-1486	194	6	,	,	PUNCT
cana-1486	194	7	that	that	PRON
cana-1486	194	8	take	take	VERB
cana-1486	194	9	recent	recent	ADJ
cana-1486	194	10	inputs	input	NOUN
cana-1486	194	11	into	into	ADP
cana-1486	194	12	account	account	NOUN
cana-1486	194	13	to	to	PART
cana-1486	194	14	enable	enable	VERB
cana-1486	194	15	the	the	DET
cana-1486	194	16	model	model	NOUN
cana-1486	194	17	being	be	AUX
cana-1486	194	18	more	more	ADV
cana-1486	194	19	responsive	responsive	ADJ
cana-1486	194	20	with	with	ADP
cana-1486	194	21	latest	late	ADJ
cana-1486	194	22	inputs	input	NOUN
cana-1486	194	23	and	and	CCONJ
cana-1486	194	24	be	be	AUX
cana-1486	194	25	better	well	ADV
cana-1486	194	26	equipped	equip	VERB
cana-1486	194	27	for	for	ADP
cana-1486	194	28	real	real	ADJ
cana-1486	194	29	time	time	NOUN
cana-1486	194	30	anomaly	anomaly	NOUN
cana-1486	194	31	detection	detection	NOUN
cana-1486	194	32	in	in	ADP
cana-1486	194	33	traffic	traffic	NOUN
cana-1486	194	34	flow	flow	NOUN
cana-1486	194	35	[	[	X
cana-1486	194	36	29	29	NUM
cana-1486	194	37	]	]	PUNCT
cana-1486	194	38	.	.	PUNCT
cana-1486	195	1	figure	figure	NOUN
cana-1486	195	2	2	2	NUM
cana-1486	195	3	.	.	PUNCT
cana-1486	195	4	model	model	NOUN
cana-1486	195	5	based	base	VERB
cana-1486	195	6	on	on	ADP
cana-1486	195	7	estimators	estimator	NOUN
cana-1486	195	8	communications	communication	NOUN
cana-1486	195	9	on	on	ADP
cana-1486	195	10	applied	apply	VERB
cana-1486	195	11	nonlinear	nonlinear	ADJ
cana-1486	195	12	analysis	analysis	NOUN
cana-1486	195	13	issn	issn	NOUN
cana-1486	195	14	:	:	PUNCT
cana-1486	195	15	1074	1074	NUM
cana-1486	195	16	-	-	PUNCT
cana-1486	195	17	133x	133x	NUM
cana-1486	195	18	vol	vol	NOUN
cana-1486	195	19	31	31	NUM
cana-1486	195	20	no	no	NOUN
cana-1486	195	21	.	.	PUNCT
cana-1486	196	1	8s	8s	PROPN
cana-1486	196	2	(	(	PUNCT
cana-1486	196	3	2024	2024	NUM
cana-1486	196	4	)	)	PUNCT
cana-1486	196	5	292	292	NUM
cana-1486	196	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	196	7	the	the	DET
cana-1486	196	8	method	method	NOUN
cana-1486	196	9	that	that	PRON
cana-1486	196	10	we	we	PRON
cana-1486	196	11	seek	seek	VERB
cana-1486	196	12	to	to	PART
cana-1486	196	13	build	build	VERB
cana-1486	196	14	starts	start	NOUN
cana-1486	196	15	from	from	ADP
cana-1486	196	16	the	the	DET
cana-1486	196	17	input	input	NOUN
cana-1486	196	18	layer	layer	NOUN
cana-1486	196	19	where	where	SCONJ
cana-1486	196	20	it	it	PRON
cana-1486	196	21	is	be	AUX
cana-1486	196	22	actually	actually	ADV
cana-1486	196	23	shaped	shape	VERB
cana-1486	196	24	and	and	CCONJ
cana-1486	196	25	transformed	transform	VERB
cana-1486	196	26	into	into	ADP
cana-1486	196	27	a	a	DET
cana-1486	196	28	vectorized	vectorize	VERB
cana-1486	196	29	network	network	NOUN
cana-1486	196	30	traffic	traffic	NOUN
cana-1486	196	31	data	datum	NOUN
cana-1486	196	32	.	.	PUNCT
cana-1486	197	1	it	it	PRON
cana-1486	197	2	was	be	AUX
cana-1486	197	3	designed	design	VERB
cana-1486	197	4	to	to	PART
cana-1486	197	5	be	be	AUX
cana-1486	197	6	the	the	DET
cana-1486	197	7	size	size	NOUN
cana-1486	197	8	of	of	ADP
cana-1486	197	9	an	an	DET
cana-1486	197	10	features	feature	NOUN
cana-1486	197	11	set	set	VERB
cana-1486	197	12	that	that	PRON
cana-1486	197	13	is	be	AUX
cana-1486	197	14	built	build	VERB
cana-1486	197	15	from	from	ADP
cana-1486	197	16	network	network	NOUN
cana-1486	197	17	packets	packet	NOUN
cana-1486	197	18	.	.	PUNCT
cana-1486	198	1	it	it	PRON
cana-1486	198	2	is	be	AUX
cana-1486	198	3	again	again	ADV
cana-1486	198	4	passed	pass	VERB
cana-1486	198	5	through	through	ADP
cana-1486	198	6	2	2	NUM
cana-1486	198	7	conv1d	conv1d	ADJ
cana-1486	198	8	layers	layer	NOUN
cana-1486	198	9	with	with	ADP
cana-1486	198	10	a	a	DET
cana-1486	198	11	max	max	PROPN
cana-1486	198	12	pooling	pool	VERB
cana-1486	198	13	layer	layer	NOUN
cana-1486	198	14	to	to	PART
cana-1486	198	15	reduce	reduce	VERB
cana-1486	198	16	the	the	DET
cana-1486	198	17	dimension	dimension	NOUN
cana-1486	198	18	size	size	NOUN
cana-1486	198	19	and	and	CCONJ
cana-1486	198	20	for	for	ADP
cana-1486	198	21	focusing	focus	VERB
cana-1486	198	22	on	on	ADP
cana-1486	198	23	abstract	abstract	ADJ
cana-1486	198	24	.	.	PUNCT
cana-1486	199	1	then	then	ADV
cana-1486	199	2	,	,	PUNCT
cana-1486	199	3	this	this	DET
cana-1486	199	4	sequential	sequential	ADJ
cana-1486	199	5	part	part	NOUN
cana-1486	199	6	of	of	ADP
cana-1486	199	7	data	datum	NOUN
cana-1486	199	8	is	be	AUX
cana-1486	199	9	fed	feed	VERB
cana-1486	199	10	into	into	ADP
cana-1486	199	11	a	a	DET
cana-1486	199	12	hybrid	hybrid	ADJ
cana-1486	199	13	lstm	lstm	ADJ
cana-1486	199	14	-	-	PUNCT
cana-1486	199	15	gru	gru	NOUN
cana-1486	199	16	setup	setup	NOUN
cana-1486	199	17	:	:	PUNCT
cana-1486	199	18	an	an	DET
cana-1486	199	19	lstm	lstm	ADJ
cana-1486	199	20	layer	layer	NOUN
cana-1486	199	21	with	with	ADP
cana-1486	199	22	return_sequences	return_sequence	NOUN
cana-1486	199	23	set	set	VERB
cana-1486	199	24	to	to	ADP
cana-1486	199	25	true	true	ADJ
cana-1486	199	26	combined	combine	VERB
cana-1486	199	27	with	with	ADP
cana-1486	199	28	another	another	DET
cana-1486	199	29	gru	gru	NOUN
cana-1486	199	30	after	after	ADP
cana-1486	199	31	that	that	PRON
cana-1486	199	32	,	,	PUNCT
cana-1486	199	33	in	in	ADP
cana-1486	199	34	other	other	ADJ
cana-1486	199	35	words	word	NOUN
cana-1486	199	36	creating	create	VERB
cana-1486	199	37	a	a	DET
cana-1486	199	38	deep	deep	ADJ
cana-1486	199	39	learning	learning	NOUN
cana-1486	199	40	model	model	NOUN
cana-1486	199	41	capable	capable	ADJ
cana-1486	199	42	making	make	VERB
cana-1486	199	43	logical	logical	ADJ
cana-1486	199	44	decision	decision	NOUN
cana-1486	199	45	at	at	ADP
cana-1486	199	46	each	each	DET
cana-1486	199	47	timestamp	timestamp	NOUN
cana-1486	199	48	.	.	PUNCT
cana-1486	200	1	this	this	PRON
cana-1486	200	2	gives	give	VERB
cana-1486	200	3	us	we	PRON
cana-1486	200	4	a	a	DET
cana-1486	200	5	complete	complete	ADJ
cana-1486	200	6	temporal	temporal	ADJ
cana-1486	200	7	footprint	footprint	NOUN
cana-1486	200	8	of	of	ADP
cana-1486	200	9	traffic	traffic	NOUN
cana-1486	200	10	,	,	PUNCT
cana-1486	200	11	catching	catch	VERB
cana-1486	200	12	both	both	CCONJ
cana-1486	200	13	small	small	ADJ
cana-1486	200	14	scale	scale	NOUN
cana-1486	200	15	activity	activity	NOUN
cana-1486	200	16	patterns	pattern	NOUN
cana-1486	200	17	and	and	CCONJ
cana-1486	200	18	large	large	ADJ
cana-1486	200	19	enough	enough	ADJ
cana-1486	200	20	dynamics	dynamic	NOUN
cana-1486	200	21	to	to	PART
cana-1486	200	22	get	get	VERB
cana-1486	200	23	us	we	PRON
cana-1486	200	24	hints	hint	NOUN
cana-1486	200	25	at	at	ADP
cana-1486	200	26	evasion	evasion	NOUN
cana-1486	200	27	.	.	PUNCT
cana-1486	201	1	a	a	DET
cana-1486	201	2	dense	dense	ADJ
cana-1486	201	3	layer	layer	NOUN
cana-1486	201	4	with	with	ADP
cana-1486	201	5	relu	relu	NOUN
cana-1486	201	6	activation	activation	NOUN
cana-1486	201	7	,	,	PUNCT
cana-1486	201	8	continue	continue	VERB
cana-1486	201	9	bringing	bring	VERB
cana-1486	201	10	non	non	ADJ
cana-1486	201	11	-	-	NOUN
cana-1486	201	12	linearity	linearity	ADJ
cana-1486	201	13	to	to	ADP
cana-1486	201	14	our	our	PRON
cana-1486	201	15	model	model	NOUN
cana-1486	201	16	and	and	CCONJ
cana-1486	201	17	improve	improve	VERB
cana-1486	201	18	the	the	DET
cana-1486	201	19	way	way	NOUN
cana-1486	201	20	it	it	PRON
cana-1486	201	21	learns	learn	VERB
cana-1486	201	22	complex	complex	ADJ
cana-1486	201	23	patterns	pattern	NOUN
cana-1486	201	24	.	.	PUNCT
cana-1486	202	1	a	a	DET
cana-1486	202	2	dropout	dropout	NOUN
cana-1486	202	3	layer	layer	NOUN
cana-1486	202	4	that	that	PRON
cana-1486	202	5	helps	help	VERB
cana-1486	202	6	to	to	PART
cana-1486	202	7	overcome	overcome	VERB
cana-1486	202	8	the	the	DET
cana-1486	202	9	overfitting	overfitting	ADJ
cana-1486	202	10	and	and	CCONJ
cana-1486	202	11	softmax	softmax	NOUN
cana-1486	202	12	activation	activation	NOUN
cana-1486	202	13	one	one	NUM
cana-1486	202	14	since	since	SCONJ
cana-1486	202	15	traffic	traffic	NOUN
cana-1486	202	16	data	datum	NOUN
cana-1486	202	17	is	be	AUX
cana-1486	202	18	now	now	ADV
cana-1486	202	19	defined	define	VERB
cana-1486	202	20	as	as	ADP
cana-1486	202	21	different	different	ADJ
cana-1486	202	22	normal	normal	ADJ
cana-1486	202	23	state	state	NOUN
cana-1486	202	24	or	or	CCONJ
cana-1486	202	25	any	any	PRON
cana-1486	202	26	of	of	ADP
cana-1486	202	27	vector	vector	NOUN
cana-1486	202	28	attacking	attacking	NOUN
cana-1486	202	29	.	.	PUNCT
cana-1486	203	1	certainly	certainly	ADV
cana-1486	203	2	,	,	PUNCT
cana-1486	203	3	they	they	PRON
cana-1486	203	4	are	be	AUX
cana-1486	203	5	recognizing	recognize	VERB
cana-1486	203	6	the	the	DET
cana-1486	203	7	power	power	NOUN
cana-1486	203	8	that	that	PRON
cana-1486	203	9	ai	ai	VERB
cana-1486	203	10	brings	bring	VERB
cana-1486	203	11	to	to	ADP
cana-1486	203	12	fortifying	fortify	VERB
cana-1486	203	13	security	security	NOUN
cana-1486	203	14	for	for	ADP
cana-1486	203	15	lifeblood	lifeblood	NOUN
cana-1486	203	16	infrastructures	infrastructure	NOUN
cana-1486	203	17	across	across	ADP
cana-1486	203	18	smart	smart	ADJ
cana-1486	203	19	city	city	NOUN
cana-1486	203	20	landscapes	landscape	NOUN
cana-1486	203	21	.	.	PUNCT
cana-1486	204	1	2.3	2.3	NUM
cana-1486	204	2	.	.	PUNCT
cana-1486	205	1	cnn	cnn	PROPN
cana-1486	205	2	lstm	lstm	PROPN
cana-1486	205	3	gru	gru	PROPN
cana-1486	205	4	integration	integration	NOUN
cana-1486	205	5	cnn	cnn	PROPN
cana-1486	205	6	and	and	CCONJ
cana-1486	205	7	lstm	lstm	PROPN
cana-1486	205	8	/	/	SYM
cana-1486	205	9	gru	gru	NOUN
cana-1486	205	10	-	-	PUNCT
cana-1486	205	11	based	base	VERB
cana-1486	205	12	fusion	fusion	NOUN
cana-1486	205	13	—	—	PUNCT
cana-1486	205	14	an	an	DET
cana-1486	205	15	efficient	efficient	ADJ
cana-1486	205	16	method	method	NOUN
cana-1486	205	17	is	be	AUX
cana-1486	205	18	presented	present	VERB
cana-1486	205	19	in	in	ADP
cana-1486	205	20	[	[	X
cana-1486	205	21	30	30	NUM
cana-1486	205	22	]	]	PUNCT
cana-1486	205	23	to	to	PART
cana-1486	205	24	improve	improve	VERB
cana-1486	205	25	the	the	DET
cana-1486	205	26	security	security	NOUN
cana-1486	205	27	protocol	protocol	NOUN
cana-1486	205	28	of	of	ADP
cana-1486	205	29	iot	iot	PROPN
cana-1486	205	30	surroundings	surroundings	PROPN
cana-1486	205	31	,	,	PUNCT
cana-1486	205	32	specifically	specifically	ADV
cana-1486	205	33	evcs	evcs	ADV
cana-1486	205	34	.	.	PUNCT
cana-1486	206	1	however	however	ADV
cana-1486	206	2	combining	combine	VERB
cana-1486	206	3	these	these	DET
cana-1486	206	4	different	different	ADJ
cana-1486	206	5	neural	neural	ADJ
cana-1486	206	6	network	network	NOUN
cana-1486	206	7	models	model	NOUN
cana-1486	206	8	gives	give	VERB
cana-1486	206	9	us	we	PRON
cana-1486	206	10	a	a	DET
cana-1486	206	11	strong	strong	ADJ
cana-1486	206	12	analytical	analytical	ADJ
cana-1486	206	13	framework	framework	NOUN
cana-1486	206	14	which	which	PRON
cana-1486	206	15	,	,	PUNCT
cana-1486	206	16	to	to	PART
cana-1486	206	17	help	help	AUX
cana-1486	206	18	identify	identify	VERB
cana-1486	206	19	more	more	ADJ
cana-1486	206	20	complex	complex	ADJ
cana-1486	206	21	patterns	pattern	NOUN
cana-1486	206	22	within	within	ADP
cana-1486	206	23	sequential	sequential	ADJ
cana-1486	206	24	data	datum	NOUN
cana-1486	206	25	;	;	PUNCT
cana-1486	206	26	signatures	signature	NOUN
cana-1486	206	27	of	of	ADP
cana-1486	206	28	intrusions	intrusion	NOUN
cana-1486	206	29	.	.	PUNCT
cana-1486	207	1	further	far	ADV
cana-1486	207	2	,	,	PUNCT
cana-1486	207	3	mixing	mix	VERB
cana-1486	207	4	and	and	CCONJ
cana-1486	207	5	matching	match	VERB
cana-1486	207	6	the	the	DET
cana-1486	207	7	cnn	cnn	PROPN
cana-1486	207	8	with	with	ADP
cana-1486	207	9	lstm	lstm	PROPN
cana-1486	207	10	or	or	CCONJ
cana-1486	207	11	gru	gru	NOUN
cana-1486	207	12	models	model	NOUN
cana-1486	207	13	creates	create	VERB
cana-1486	207	14	a	a	DET
cana-1486	207	15	two	two	NUM
cana-1486	207	16	-	-	PUNCT
cana-1486	207	17	phase	phase	NOUN
cana-1486	207	18	analysis	analysis	NOUN
cana-1486	207	19	(	(	PUNCT
cana-1486	207	20	spatial	spatial	ADJ
cana-1486	207	21	follow	follow	NOUN
cana-1486	207	22	temporal	temporal	ADJ
cana-1486	207	23	)	)	PUNCT
cana-1486	207	24	where	where	SCONJ
cana-1486	207	25	each	each	DET
cana-1486	207	26	phase	phase	NOUN
cana-1486	207	27	can	can	AUX
cana-1486	207	28	focus	focus	VERB
cana-1486	207	29	on	on	ADP
cana-1486	207	30	different	different	ADJ
cana-1486	207	31	elements	element	NOUN
cana-1486	207	32	of	of	ADP
cana-1486	207	33	data	datum	NOUN
cana-1486	207	34	.	.	PUNCT
cana-1486	208	1	figure	figure	VERB
cana-1486	208	2	3	3	NUM
cana-1486	208	3	:	:	PUNCT
cana-1486	208	4	convolutional	convolutional	ADJ
cana-1486	208	5	neural	neural	ADJ
cana-1486	208	6	network	network	NOUN
cana-1486	208	7	(	(	PUNCT
cana-1486	208	8	cnn)(exercise	cnn)(exercise	PROPN
cana-1486	208	9	itu	itu	PROPN
cana-1486	208	10	adalah	adalah	PROPN
cana-1486	208	11	yang	yang	PROPN
cana-1486	208	12	terbaiiikkkk)temporal	terbaiiikkkk)temporal	PROPN
cana-1486	208	13	and	and	CCONJ
cana-1486	208	14	spatial	spatial	ADJ
cana-1486	208	15	features	feature	NOUN
cana-1486	208	16	from	from	ADP
cana-1486	208	17	input	input	NOUN
cana-1486	208	18	data	datum	NOUN
cana-1486	208	19	are	be	AUX
cana-1486	208	20	captured	capture	VERB
cana-1486	208	21	by	by	ADP
cana-1486	208	22	applying	apply	VERB
cana-1486	208	23	a	a	DET
cana-1486	208	24	chain	chain	NOUN
cana-1486	208	25	of	of	ADP
cana-1486	208	26	effective	effective	ADJ
cana-1486	208	27	filters	filter	NOUN
cana-1486	208	28	to	to	ADP
cana-1486	208	29	the	the	DET
cana-1486	208	30	sequences	sequence	NOUN
cana-1486	208	31	in	in	ADP
cana-1486	208	32	convolution	convolution	NOUN
cana-1486	208	33	operation	operation	NOUN
cana-1486	208	34	such	such	ADJ
cana-1486	208	35	as	as	ADP
cana-1486	208	36	packet	packet	NOUN
cana-1486	208	37	header	header	NOUN
cana-1486	208	38	properties	property	NOUN
cana-1486	208	39	,	,	PUNCT
cana-1486	208	40	network	network	NOUN
cana-1486	208	41	event	event	NOUN
cana-1486	208	42	happenings	happening	NOUN
cana-1486	208	43	over	over	ADP
cana-1486	208	44	time	time	NOUN
cana-1486	208	45	-	-	PUNCT
cana-1486	208	46	line	line	NOUN
cana-1486	208	47	.	.	PUNCT
cana-1486	209	1	especially	especially	ADV
cana-1486	209	2	valuable	valuable	ADJ
cana-1486	209	3	for	for	ADP
cana-1486	209	4	the	the	DET
cana-1486	209	5	case	case	NOUN
cana-1486	209	6	of	of	ADP
cana-1486	209	7	evcs	evcs	NOUN
cana-1486	209	8	,	,	PUNCT
cana-1486	209	9	since	since	SCONJ
cana-1486	209	10	a	a	DET
cana-1486	209	11	great	great	ADJ
cana-1486	209	12	number	number	NOUN
cana-1486	209	13	power	power	NOUN
cana-1486	209	14	-	-	PUNCT
cana-1486	209	15	hungry	hungry	ADJ
cana-1486	209	16	devices	device	NOUN
cana-1486	209	17	and	and	CCONJ
cana-1486	209	18	communication	communication	NOUN
cana-1486	209	19	protocols	protocol	NOUN
cana-1486	209	20	further	far	ADV
cana-1486	209	21	clutter	clutter	NOUN
cana-1486	209	22	up	up	ADP
cana-1486	209	23	that	that	SCONJ
cana-1486	209	24	already	already	ADV
cana-1486	209	25	rich	rich	ADJ
cana-1486	209	26	space	space	NOUN
cana-1486	210	1	[	[	X
cana-1486	210	2	12	12	NUM
cana-1486	210	3	]	]	PUNCT
cana-1486	210	4	.	.	PUNCT
cana-1486	211	1	figure	figure	NOUN
cana-1486	211	2	3	3	NUM
cana-1486	211	3	.	.	PUNCT
cana-1486	212	1	(	(	PUNCT
cana-1486	212	2	spatial	spatial	PROPN
cana-1486	212	3	features	feature	NOUN
cana-1486	212	4	extractors	extractor	NOUN
cana-1486	212	5	)	)	PUNCT
cana-1486	212	6	fig	fig	NOUN
cana-1486	212	7	9	9	NUM
cana-1486	212	8	these	these	DET
cana-1486	212	9	features	feature	NOUN
cana-1486	212	10	enriched	enrich	VERB
cana-1486	212	11	in	in	ADP
cana-1486	212	12	space	space	NOUN
cana-1486	212	13	by	by	ADP
cana-1486	212	14	the	the	DET
cana-1486	212	15	cnn	cnn	PROPN
cana-1486	212	16	layers	layer	VERB
cana-1486	212	17	the	the	DET
cana-1486	212	18	input	input	NOUN
cana-1486	212	19	vectors	vector	NOUN
cana-1486	212	20	from	from	ADP
cana-1486	212	21	the	the	DET
cana-1486	212	22	feature	feature	NOUN
cana-1486	212	23	engineers(1,2	engineers(1,2	NOUN
cana-1486	212	24	,	,	PUNCT
cana-1486	212	25	3	3	NUM
cana-1486	212	26	)	)	PUNCT
cana-1486	212	27	,	,	PUNCT
cana-1486	212	28	and	and	CCONJ
cana-1486	212	29	then	then	ADV
cana-1486	212	30	these	these	DET
cana-1486	212	31	feed	feed	NOUN
cana-1486	212	32	into	into	ADP
cana-1486	212	33	lstm	lstm	PROPN
cana-1486	212	34	&	&	CCONJ
cana-1486	212	35	gru	gru	PROPN
cana-1486	212	36	layers	layer	NOUN
cana-1486	212	37	lstm	lstm	PROPN
cana-1486	212	38	is	be	AUX
cana-1486	212	39	specifically	specifically	ADV
cana-1486	212	40	made	make	VERB
cana-1486	212	41	for	for	ADP
cana-1486	212	42	remembering	remember	VERB
cana-1486	212	43	information	information	NOUN
cana-1486	212	44	over	over	ADP
cana-1486	212	45	long	long	ADJ
cana-1486	212	46	periods	period	NOUN
cana-1486	212	47	of	of	ADP
cana-1486	212	48	time	time	NOUN
cana-1486	212	49	making	make	VERB
cana-1486	212	50	it	it	PRON
cana-1486	212	51	an	an	DET
cana-1486	212	52	excellent	excellent	ADJ
cana-1486	212	53	model	model	NOUN
cana-1486	212	54	type	type	NOUN
cana-1486	212	55	suited	suit	VERB
cana-1486	212	56	to	to	PART
cana-1486	212	57	detect	detect	VERB
cana-1486	212	58	these	these	DET
cana-1486	212	59	dependencies	dependency	NOUN
cana-1486	212	60	that	that	SCONJ
cana-1486	212	61	maybe	maybe	ADV
cana-1486	212	62	hiding	hide	VERB
cana-1486	212	63	within	within	ADP
cana-1486	212	64	the	the	DET
cana-1486	212	65	data	datum	NOUN
cana-1486	212	66	at	at	ADP
cana-1486	212	67	times	time	NOUN
cana-1486	212	68	holding	hold	VERB
cana-1486	212	69	a	a	DET
cana-1486	212	70	clue	clue	NOUN
cana-1486	212	71	to	to	ADP
cana-1486	212	72	grips	grip	NOUN
cana-1486	212	73	with	with	ADP
cana-1486	212	74	detecting	detect	VERB
cana-1486	212	75	sophisticated	sophisticated	ADJ
cana-1486	212	76	cyber	cyber	NOUN
cana-1486	212	77	attacks	attack	NOUN
cana-1486	212	78	[	[	X
cana-1486	212	79	31	31	NUM
cana-1486	212	80	]	]	PUNCT
cana-1486	212	81	.	.	PUNCT
cana-1486	213	1	they	they	PRON
cana-1486	213	2	also	also	ADV
cana-1486	213	3	allowed	allow	VERB
cana-1486	213	4	flexibility	flexibility	NOUN
cana-1486	213	5	from	from	ADP
cana-1486	213	6	the	the	DET
cana-1486	213	7	model	model	NOUN
cana-1486	213	8	to	to	PART
cana-1486	213	9	completely	completely	ADV
cana-1486	213	10	forget	forget	VERB
cana-1486	213	11	communications	communication	NOUN
cana-1486	213	12	on	on	ADP
cana-1486	213	13	applied	apply	VERB
cana-1486	213	14	nonlinear	nonlinear	ADJ
cana-1486	213	15	analysis	analysis	NOUN
cana-1486	213	16	issn	issn	NOUN
cana-1486	213	17	:	:	PUNCT
cana-1486	213	18	1074	1074	NUM
cana-1486	213	19	-	-	PUNCT
cana-1486	213	20	133x	133x	NUM
cana-1486	213	21	vol	vol	NOUN
cana-1486	213	22	31	31	NUM
cana-1486	213	23	no	no	NOUN
cana-1486	213	24	.	.	PUNCT
cana-1486	214	1	8s	8s	PROPN
cana-1486	214	2	(	(	PUNCT
cana-1486	214	3	2024	2024	NUM
cana-1486	214	4	)	)	PUNCT
cana-1486	214	5	293	293	NUM
cana-1486	214	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	214	7	information	information	NOUN
cana-1486	214	8	in	in	ADP
cana-1486	214	9	its	its	PRON
cana-1486	214	10	state	state	NOUN
cana-1486	214	11	if	if	SCONJ
cana-1486	214	12	that	that	PRON
cana-1486	214	13	was	be	AUX
cana-1486	214	14	seen	see	VERB
cana-1486	214	15	unneeded	unneeded	ADJ
cana-1486	214	16	any	any	PRON
cana-1486	214	17	more	more	ADV
cana-1486	214	18	and	and	CCONJ
cana-1486	214	19	perform	perform	VERB
cana-1486	214	20	operations	operation	NOUN
cana-1486	214	21	on	on	ADP
cana-1486	214	22	these	these	DET
cana-1486	214	23	synchronized	synchronize	VERB
cana-1486	214	24	(	(	PUNCT
cana-1486	214	25	and	and	CCONJ
cana-1486	214	26	desyncopated	desyncopated	ADJ
cana-1486	214	27	)	)	PUNCT
cana-1486	214	28	relations	relation	NOUN
cana-1486	214	29	along	along	ADP
cana-1486	214	30	with	with	ADP
cana-1486	214	31	their	their	PRON
cana-1486	214	32	input	input	NOUN
cana-1486	214	33	as	as	ADP
cana-1486	214	34	well	well	ADV
cana-1486	214	35	making	make	VERB
cana-1486	214	36	it	it	PRON
cana-1486	214	37	more	more	ADV
cana-1486	214	38	efficient	efficient	ADJ
cana-1486	214	39	.	.	PUNCT
cana-1486	215	1	illustration	illustration	NOUN
cana-1486	215	2	4	4	NUM
cana-1486	215	3	:	:	PUNCT
cana-1486	215	4	through	through	ADP
cana-1486	215	5	a	a	DET
cana-1486	215	6	particular	particular	ADJ
cana-1486	215	7	architecture	architecture	NOUN
cana-1486	215	8	which	which	PRON
cana-1486	215	9	includes	include	VERB
cana-1486	215	10	,	,	PUNCT
cana-1486	215	11	memory	memory	NOUN
cana-1486	215	12	cells	cell	NOUN
cana-1486	215	13	along	along	ADP
cana-1486	215	14	with	with	ADP
cana-1486	215	15	input	input	NOUN
cana-1486	215	16	output	output	NOUN
cana-1486	215	17	and	and	CCONJ
cana-1486	215	18	forget	forget	VERB
cana-1486	215	19	gates	gate	VERB
cana-1486	215	20	the	the	DET
cana-1486	215	21	lstm	lstm	NOUN
cana-1486	215	22	alone	alone	ADV
cana-1486	215	23	can	can	AUX
cana-1486	215	24	enable	enable	VERB
cana-1486	215	25	model	model	NOUN
cana-1486	215	26	learn	learn	VERB
cana-1486	215	27	on	on	ADP
cana-1486	215	28	when	when	SCONJ
cana-1486	215	29	specific	specific	ADJ
cana-1486	215	30	parts	part	NOUN
cana-1486	215	31	of	of	ADP
cana-1486	215	32	sequences	sequence	NOUN
cana-1486	215	33	in	in	ADP
cana-1486	215	34	its	its	PRON
cana-1486	215	35	data	datum	NOUN
cana-1486	215	36	should	should	AUX
cana-1486	215	37	be	be	AUX
cana-1486	215	38	retained	retain	VERB
cana-1486	215	39	from	from	ADP
cana-1486	215	40	the	the	DET
cana-1486	215	41	input	input	NOUN
cana-1486	215	42	data	datum	NOUN
cana-1486	215	43	for	for	ADP
cana-1486	215	44	further	further	ADJ
cana-1486	215	45	processing	processing	NOUN
cana-1486	215	46	at	at	ADP
cana-1486	215	47	future	future	ADJ
cana-1486	215	48	time	time	NOUN
cana-1486	215	49	-	-	PUNCT
cana-1486	215	50	steps	step	NOUN
cana-1486	215	51	or	or	CCONJ
cana-1486	215	52	safely	safely	ADV
cana-1486	215	53	neglected	neglect	VERB
cana-1486	215	54	.	.	PUNCT
cana-1486	216	1	it	it	PRON
cana-1486	216	2	means	mean	VERB
cana-1486	216	3	that	that	SCONJ
cana-1486	216	4	for	for	ADP
cana-1486	216	5	evcs	evcs	NOUN
cana-1486	216	6	network	network	NOUN
cana-1486	216	7	traffic	traffic	NOUN
cana-1486	216	8	,	,	PUNCT
cana-1486	216	9	it	it	PRON
cana-1486	216	10	can	can	AUX
cana-1486	216	11	maintain	maintain	VERB
cana-1486	216	12	the	the	DET
cana-1486	216	13	context	context	NOUN
cana-1486	216	14	about	about	ADP
cana-1486	216	15	a	a	DET
cana-1486	216	16	series	series	NOUN
cana-1486	216	17	of	of	ADP
cana-1486	216	18	events	event	NOUN
cana-1486	216	19	which	which	PRON
cana-1486	216	20	may	may	AUX
cana-1486	216	21	constitute	constitute	VERB
cana-1486	216	22	evidence	evidence	NOUN
cana-1486	216	23	pointing	point	VERB
cana-1486	216	24	to	to	ADP
cana-1486	216	25	coordinated	coordinated	ADJ
cana-1486	216	26	attack	attack	NOUN
cana-1486	216	27	behaviour	behaviour	NOUN
cana-1486	216	28	while	while	SCONJ
cana-1486	216	29	disregarding	disregard	VERB
cana-1486	216	30	uninteresting	uninteresting	ADJ
cana-1486	216	31	data	datum	NOUN
cana-1486	216	32	items	item	NOUN
cana-1486	216	33	.	.	PUNCT
cana-1486	217	1	figure	figure	VERB
cana-1486	217	2	4	4	NUM
cana-1486	217	3	.	.	PUNCT
cana-1486	218	1	the	the	DET
cana-1486	218	2	guardians	guardian	NOUN
cana-1486	218	3	of	of	ADP
cana-1486	218	4	time	time	NOUN
cana-1486	218	5	:	:	PUNCT
cana-1486	218	6	lstms	lstms	ADJ
cana-1486	218	7	in	in	ADP
cana-1486	218	8	addition	addition	NOUN
cana-1486	218	9	to	to	ADP
cana-1486	218	10	lstm	lstm	NOUN
cana-1486	218	11	.	.	PUNCT
cana-1486	219	1	another	another	DET
cana-1486	219	2	popular	popular	ADJ
cana-1486	219	3	type	type	NOUN
cana-1486	219	4	of	of	ADP
cana-1486	219	5	rnn	rnn	NOUN
cana-1486	219	6	is	be	AUX
cana-1486	219	7	gated	gate	VERB
cana-1486	219	8	recurrent	recurrent	ADJ
cana-1486	219	9	unit	unit	NOUN
cana-1486	219	10	(	(	PUNCT
cana-1486	219	11	gru	gru	PROPN
cana-1486	219	12	)	)	PUNCT
cana-1486	219	13	,	,	PUNCT
cana-1486	219	14	which	which	PRON
cana-1486	219	15	has	have	VERB
cana-1486	219	16	only	only	ADV
cana-1486	219	17	two	two	NUM
cana-1486	219	18	gates	gate	NOUN
cana-1486	219	19	,	,	PUNCT
cana-1486	219	20	i.e.	i.e.	X
cana-1486	219	21	,	,	PUNCT
cana-1486	219	22	one	one	NUM
cana-1486	219	23	update	update	NOUN
cana-1486	219	24	gate	gate	NOUN
cana-1486	219	25	that	that	PRON
cana-1486	219	26	controls	control	VERB
cana-1486	219	27	the	the	DET
cana-1486	219	28	combination	combination	NOUN
cana-1486	219	29	of	of	ADP
cana-1486	219	30	input	input	NOUN
cana-1486	219	31	and	and	CCONJ
cana-1486	219	32	forget	forget	VERB
cana-1486	219	33	+	+	CCONJ
cana-1486	219	34	hidden	hidden	ADJ
cana-1486	219	35	states	state	NOUN
cana-1486	219	36	shown	show	VERB
cana-1486	219	37	in	in	ADP
cana-1486	219	38	figure	figure	NOUN
cana-1486	219	39	5	5	NUM
cana-1486	219	40	.	.	PUNCT
cana-1486	220	1	this	this	PRON
cana-1486	220	2	means	mean	VERB
cana-1486	220	3	the	the	DET
cana-1486	220	4	gru	gru	NOUN
cana-1486	220	5	is	be	AUX
cana-1486	220	6	updating	update	VERB
cana-1486	220	7	fewer	few	ADJ
cana-1486	220	8	parameters	parameter	NOUN
cana-1486	220	9	in	in	ADP
cana-1486	220	10	tern	tern	NOUN
cana-1486	220	11	of	of	ADP
cana-1486	220	12	numbers	number	NOUN
cana-1486	220	13	which	which	PRON
cana-1486	220	14	makes	make	VERB
cana-1486	220	15	less	less	ADV
cana-1486	220	16	complex	complex	ADJ
cana-1486	220	17	computationally	computationally	ADV
cana-1486	220	18	but	but	CCONJ
cana-1486	220	19	still	still	ADV
cana-1486	220	20	improves	improve	VERB
cana-1486	220	21	with	with	ADP
cana-1486	220	22	a	a	DET
cana-1486	220	23	similar	similar	ADJ
cana-1486	220	24	output	output	NOUN
cana-1486	220	25	if	if	SCONJ
cana-1486	220	26	not	not	PART
cana-1486	220	27	better	well	ADJ
cana-1486	220	28	than	than	ADP
cana-1486	220	29	lstm	lstm	ADJ
cana-1486	220	30	.	.	PUNCT
cana-1486	221	1	this	this	DET
cana-1486	221	2	efficiency	efficiency	NOUN
cana-1486	221	3	will	will	AUX
cana-1486	221	4	be	be	AUX
cana-1486	221	5	more	more	ADV
cana-1486	221	6	valuable	valuable	ADJ
cana-1486	221	7	,	,	PUNCT
cana-1486	221	8	especially	especially	ADV
cana-1486	221	9	in	in	ADP
cana-1486	221	10	the	the	DET
cana-1486	221	11	case	case	NOUN
cana-1486	221	12	of	of	ADP
cana-1486	221	13	iot	iot	NOUN
cana-1486	221	14	-	-	PUNCT
cana-1486	221	15	based	base	VERB
cana-1486	221	16	evcs	evcs	NOUN
cana-1486	221	17	with	with	ADP
cana-1486	221	18	real	real	ADJ
cana-1486	221	19	-	-	PUNCT
cana-1486	221	20	time	time	NOUN
cana-1486	221	21	nids	nid	NOUN
cana-1486	221	22	applications	application	NOUN
cana-1486	221	23	where	where	SCONJ
cana-1486	221	24	computational	computational	ADJ
cana-1486	221	25	resource	resource	NOUN
cana-1486	221	26	are	be	AUX
cana-1486	221	27	much	much	ADV
cana-1486	221	28	lower	low	ADJ
cana-1486	221	29	[	[	X
cana-1486	221	30	32	32	NUM
cana-1486	221	31	]	]	PUNCT
cana-1486	221	32	.	.	PUNCT
cana-1486	222	1	figure	figure	NOUN
cana-1486	222	2	5	5	NUM
cana-1486	222	3	.	.	PUNCT
cana-1486	222	4	gru	gru	PROPN
cana-1486	222	5	:	:	PUNCT
cana-1486	222	6	the	the	DET
cana-1486	222	7	temporal	temporal	ADJ
cana-1486	222	8	refiners	refiner	NOUN
cana-1486	222	9	.	.	PUNCT
cana-1486	223	1	the	the	DET
cana-1486	223	2	present	present	ADJ
cana-1486	223	3	model	model	NOUN
cana-1486	223	4	combines	combine	VERB
cana-1486	223	5	well	well	ADV
cana-1486	223	6	both	both	CCONJ
cana-1486	223	7	cnn	cnn	PROPN
cana-1486	223	8	,	,	PUNCT
cana-1486	223	9	lstm	lstm	PROPN
cana-1486	223	10	and	and	CCONJ
cana-1486	223	11	gru	gru	PROPN
cana-1486	223	12	.	.	PUNCT
cana-1486	224	1	then	then	ADV
cana-1486	224	2	feature	feature	NOUN
cana-1486	224	3	maps	map	NOUN
cana-1486	224	4	extracted	extract	VERB
cana-1486	224	5	from	from	ADP
cana-1486	224	6	convolutional	convolutional	ADJ
cana-1486	224	7	layers	layer	NOUN
cana-1486	224	8	are	be	AUX
cana-1486	224	9	temporal	temporal	ADJ
cana-1486	224	10	transformed	transform	VERB
cana-1486	224	11	to	to	PART
cana-1486	224	12	get	get	VERB
cana-1486	224	13	spatial	spatial	ADJ
cana-1486	224	14	representation	representation	NOUN
cana-1486	224	15	in	in	ADP
cana-1486	224	16	lstm	lstm	NOUN
cana-1486	224	17	or	or	CCONJ
cana-1486	224	18	gru	gru	NOUN
cana-1486	224	19	layer	layer	NOUN
cana-1486	224	20	.	.	PUNCT
cana-1486	225	1	it	it	PRON
cana-1486	225	2	is	be	AUX
cana-1486	225	3	a	a	DET
cana-1486	225	4	pipeline	pipeline	NOUN
cana-1486	225	5	that	that	PRON
cana-1486	225	6	allows	allow	VERB
cana-1486	225	7	you	you	PRON
cana-1486	225	8	to	to	ADP
cana-1486	225	9	all	all	DET
cana-1486	225	10	the	the	DET
cana-1486	225	11	smallest	small	ADJ
cana-1486	225	12	of	of	ADP
cana-1486	225	13	details	detail	NOUN
cana-1486	225	14	which	which	PRON
cana-1486	225	15	might	might	AUX
cana-1486	225	16	result	result	VERB
cana-1486	225	17	into	into	ADP
cana-1486	225	18	an	an	DET
cana-1486	225	19	informed	informed	ADJ
cana-1486	225	20	choice	choice	NOUN
cana-1486	225	21	over	over	ADP
cana-1486	225	22	traffic	traffic	NOUN
cana-1486	225	23	,	,	PUNCT
cana-1486	225	24	benign	benign	ADJ
cana-1486	225	25	or	or	CCONJ
cana-1486	225	26	malicious	malicious	ADJ
cana-1486	225	27	.	.	PUNCT
cana-1486	226	1	communications	communication	NOUN
cana-1486	226	2	on	on	ADP
cana-1486	226	3	applied	apply	VERB
cana-1486	226	4	nonlinear	nonlinear	ADJ
cana-1486	226	5	analysis	analysis	NOUN
cana-1486	226	6	issn	issn	NOUN
cana-1486	226	7	:	:	PUNCT
cana-1486	226	8	1074	1074	NUM
cana-1486	226	9	-	-	PUNCT
cana-1486	226	10	133x	133x	NUM
cana-1486	226	11	vol	vol	NOUN
cana-1486	226	12	31	31	NUM
cana-1486	226	13	no	no	NOUN
cana-1486	226	14	.	.	PUNCT
cana-1486	227	1	8s	8s	PROPN
cana-1486	227	2	(	(	PUNCT
cana-1486	227	3	2024	2024	NUM
cana-1486	227	4	)	)	PUNCT
cana-1486	227	5	294	294	NUM
cana-1486	227	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	227	7	we	we	PRON
cana-1486	227	8	build	build	VERB
cana-1486	227	9	on	on	ADP
cana-1486	227	10	the	the	DET
cana-1486	227	11	most	most	ADV
cana-1486	227	12	positive	positive	ADJ
cana-1486	227	13	facets	facet	NOUN
cana-1486	227	14	of	of	ADP
cana-1486	227	15	these	these	DET
cana-1486	227	16	models	model	NOUN
cana-1486	227	17	using	use	VERB
cana-1486	227	18	a	a	DET
cana-1486	227	19	weighted	weighted	ADJ
cana-1486	227	20	voting	voting	NOUN
cana-1486	227	21	system	system	NOUN
cana-1486	227	22	to	to	PART
cana-1486	227	23	combine	combine	VERB
cana-1486	227	24	them	they	PRON
cana-1486	227	25	in	in	ADP
cana-1486	227	26	an	an	DET
cana-1486	227	27	ensemble	ensemble	ADJ
cana-1486	227	28	framework	framework	NOUN
cana-1486	227	29	.	.	PUNCT
cana-1486	228	1	this	this	PRON
cana-1486	228	2	assigns	assign	VERB
cana-1486	228	3	a	a	DET
cana-1486	228	4	weight	weight	NOUN
cana-1486	228	5	to	to	ADP
cana-1486	228	6	the	the	DET
cana-1486	228	7	output	output	NOUN
cana-1486	228	8	of	of	ADP
cana-1486	228	9	each	each	DET
cana-1486	228	10	model	model	NOUN
cana-1486	228	11	,	,	PUNCT
cana-1486	228	12	according	accord	VERB
cana-1486	228	13	to	to	ADP
cana-1486	228	14	how	how	SCONJ
cana-1486	228	15	well	well	ADV
cana-1486	228	16	calibrated	calibrate	VERB
cana-1486	228	17	performance	performance	NOUN
cana-1486	228	18	was	be	AUX
cana-1486	228	19	measured	measure	VERB
cana-1486	228	20	during	during	ADP
cana-1486	228	21	validation	validation	NOUN
cana-1486	228	22	and	and	CCONJ
cana-1486	228	23	allows	allow	VERB
cana-1486	228	24	all	all	DET
cana-1486	228	25	models	model	NOUN
cana-1486	228	26	contribute	contribute	VERB
cana-1486	228	27	fairly	fairly	ADV
cana-1486	228	28	into	into	ADP
cana-1486	228	29	final	final	ADJ
cana-1486	228	30	intrusion	intrusion	NOUN
cana-1486	228	31	detection	detection	NOUN
cana-1486	228	32	decision	decision	NOUN
cana-1486	228	33	.	.	PUNCT
cana-1486	229	1	the	the	DET
cana-1486	229	2	fine	fine	ADJ
cana-1486	229	3	-	-	PUNCT
cana-1486	229	4	grain	grain	NOUN
cana-1486	229	5	integration	integration	NOUN
cana-1486	229	6	not	not	PART
cana-1486	229	7	only	only	ADV
cana-1486	229	8	enhances	enhance	VERB
cana-1486	229	9	the	the	DET
cana-1486	229	10	detection	detection	NOUN
cana-1486	229	11	accuracy	accuracy	NOUN
cana-1486	229	12	but	but	CCONJ
cana-1486	229	13	also	also	ADV
cana-1486	229	14	help	help	VERB
cana-1486	229	15	in	in	ADP
cana-1486	229	16	protecting	protect	VERB
cana-1486	229	17	against	against	ADP
cana-1486	229	18	sophisticated	sophisticated	ADJ
cana-1486	229	19	cyber	cyber	NOUN
cana-1486	229	20	-	-	PUNCT
cana-1486	229	21	threats	threat	NOUN
cana-1486	229	22	from	from	ADP
cana-1486	229	23	various	various	ADJ
cana-1486	229	24	threat	threat	NOUN
cana-1486	229	25	categories	category	NOUN
cana-1486	229	26	dramatically	dramatically	ADV
cana-1486	229	27	pushing	push	VERB
cana-1486	229	28	forward	forward	ADV
cana-1486	229	29	-	-	PUNCT
cana-1486	229	30	of	of	ADP
cana-1486	229	31	-	-	PUNCT
cana-1486	229	32	the	the	DET
cana-1486	229	33	-	-	PUNCT
cana-1486	229	34	art	art	NOUN
cana-1486	229	35	for	for	ADP
cana-1486	229	36	securing	secure	VERB
cana-1486	229	37	iot	iot	NOUN
cana-1486	229	38	-	-	PUNCT
cana-1486	229	39	enabled	enable	VERB
cana-1486	229	40	evcs	evcs	NOUN
cana-1486	229	41	.	.	PUNCT
cana-1486	230	1	this	this	DET
cana-1486	230	2	collective	collective	ADJ
cana-1486	230	3	view	view	NOUN
cana-1486	230	4	is	be	AUX
cana-1486	230	5	revolutionary	revolutionary	ADJ
cana-1486	230	6	from	from	ADP
cana-1486	230	7	an	an	DET
cana-1486	230	8	academic	academic	ADJ
cana-1486	230	9	standpoint	standpoint	NOUN
cana-1486	230	10	.	.	PUNCT
cana-1486	231	1	the	the	DET
cana-1486	231	2	blueprint	blueprint	NOUN
cana-1486	231	3	describes	describe	VERB
cana-1486	231	4	how	how	SCONJ
cana-1486	231	5	to	to	PART
cana-1486	231	6	develop	develop	VERB
cana-1486	231	7	an	an	DET
cana-1486	231	8	nids	nid	NOUN
cana-1486	231	9	as	as	ADP
cana-1486	231	10	a	a	DET
cana-1486	231	11	continuous	continuous	ADJ
cana-1486	231	12	learning	learning	NOUN
cana-1486	231	13	system	system	NOUN
cana-1486	231	14	,	,	PUNCT
cana-1486	231	15	which	which	PRON
cana-1486	231	16	is	be	AUX
cana-1486	231	17	able	able	ADJ
cana-1486	231	18	to	to	PART
cana-1486	231	19	use	use	VERB
cana-1486	231	20	large	large	ADJ
cana-1486	231	21	sets	set	NOUN
cana-1486	231	22	of	of	ADP
cana-1486	231	23	complex	complex	ADJ
cana-1486	231	24	streaming	streaming	NOUN
cana-1486	231	25	data	datum	NOUN
cana-1486	231	26	simultaneously	simultaneously	ADV
cana-1486	231	27	while	while	SCONJ
cana-1486	231	28	responding	respond	VERB
cana-1486	231	29	effectively	effectively	ADV
cana-1486	231	30	against	against	ADP
cana-1486	231	31	new	new	ADJ
cana-1486	231	32	cyber	cyber	NOUN
cana-1486	231	33	attacks	attack	NOUN
cana-1486	231	34	;	;	PUNCT
cana-1486	231	35	for	for	ADP
cana-1486	231	36	future	future	ADJ
cana-1486	231	37	work	work	NOUN
cana-1486	231	38	,	,	PUNCT
cana-1486	231	39	the	the	DET
cana-1486	231	40	researchers	researcher	NOUN
cana-1486	231	41	could	could	AUX
cana-1486	231	42	test	test	VERB
cana-1486	231	43	their	their	PRON
cana-1486	231	44	model	model	NOUN
cana-1486	231	45	on	on	ADP
cana-1486	231	46	a	a	DET
cana-1486	231	47	range	range	NOUN
cana-1486	231	48	of	of	ADP
cana-1486	231	49	other	other	ADJ
cana-1486	231	50	iot	iot	PROPN
cana-1486	231	51	platforms	platform	NOUN
cana-1486	231	52	to	to	PART
cana-1486	231	53	verify	verify	VERB
cana-1486	231	54	its	its	PRON
cana-1486	231	55	scalability	scalability	NOUN
cana-1486	231	56	[	[	X
cana-1486	231	57	6	6	NUM
cana-1486	231	58	]	]	PUNCT
cana-1486	231	59	,	,	PUNCT
cana-1486	231	60	make	make	VERB
cana-1486	231	61	additions	addition	NOUN
cana-1486	231	62	so	so	SCONJ
cana-1486	231	63	that	that	SCONJ
cana-1486	231	64	it	it	PRON
cana-1486	231	65	supports	support	VERB
cana-1486	231	66	encrypted	encrypt	VERB
cana-1486	231	67	traffic	traffic	NOUN
cana-1486	231	68	or	or	CCONJ
cana-1486	231	69	advance	advance	VERB
cana-1486	231	70	further	far	ADV
cana-1486	231	71	by	by	ADP
cana-1486	231	72	incorporating	incorporate	VERB
cana-1486	231	73	unsupervised	unsupervised	ADJ
cana-1486	231	74	learning	learning	NOUN
cana-1486	231	75	for	for	ADP
cana-1486	231	76	new	new	ADJ
cana-1486	231	77	classes	class	NOUN
cana-1486	231	78	of	of	ADP
cana-1486	231	79	intrusions	intrusion	NOUN
cana-1486	231	80	without	without	ADP
cana-1486	231	81	preprocessing	preprocesse	VERB
cana-1486	231	82	them	they	PRON
cana-1486	231	83	as	as	SCONJ
cana-1486	231	84	they	they	PRON
cana-1486	231	85	require	require	VERB
cana-1486	231	86	labelling	labelling	NOUN
cana-1486	231	87	and	and	CCONJ
cana-1486	231	88	classification	classification	NOUN
cana-1486	231	89	.	.	PUNCT
cana-1486	232	1	from	from	ADP
cana-1486	232	2	the	the	DET
cana-1486	232	3	figure	figure	NOUN
cana-1486	232	4	it	it	PRON
cana-1486	232	5	is	be	AUX
cana-1486	232	6	clear	clear	ADJ
cana-1486	232	7	that	that	SCONJ
cana-1486	232	8	our	our	PRON
cana-1486	232	9	proposed	propose	VERB
cana-1486	232	10	model	model	PROPN
cana-1486	232	11	cnn	cnn	PROPN
cana-1486	232	12	-	-	PUNCT
cana-1486	232	13	lstm	lstm	PROPN
cana-1486	232	14	-	-	PUNCT
cana-1486	232	15	gru	gru	NOUN
cana-1486	232	16	ensemble	ensemble	ADJ
cana-1486	232	17	cinderellais	cinderellais	NOUN
cana-1486	232	18	not	not	PART
cana-1486	232	19	only	only	ADV
cana-1486	232	20	theoretically	theoretically	ADV
cana-1486	232	21	healthy	healthy	ADJ
cana-1486	232	22	but	but	CCONJ
cana-1486	232	23	also	also	ADV
cana-1486	232	24	scalable	scalable	ADJ
cana-1486	232	25	and	and	CCONJ
cana-1486	232	26	methodologically	methodologically	ADV
cana-1486	232	27	strong	strong	ADJ
cana-1486	232	28	using	use	VERB
cana-1486	232	29	it	it	PRON
cana-1486	232	30	has	have	AUX
cana-1486	232	31	achieved	achieve	VERB
cana-1486	232	32	high	high	ADJ
cana-1486	232	33	usability	usability	NOUN
cana-1486	232	34	performance	performance	NOUN
cana-1486	232	35	as	as	SCONJ
cana-1486	232	36	shown	show	VERB
cana-1486	232	37	against	against	ADP
cana-1486	232	38	several	several	ADJ
cana-1486	232	39	iot	iot	PROPN
cana-1486	232	40	defence	defence	NOUN
cana-1486	232	41	techniques	technique	NOUN
cana-1486	232	42	.	.	PUNCT
cana-1486	233	1	a	a	DET
cana-1486	233	2	strong	strong	ADJ
cana-1486	233	3	solution	solution	NOUN
cana-1486	233	4	in	in	ADP
cana-1486	233	5	the	the	DET
cana-1486	233	6	domain	domain	NOUN
cana-1486	233	7	of	of	ADP
cana-1486	233	8	iot	iot	PROPN
cana-1486	233	9	environment	environment	PROPN
cana-1486	233	10	based	base	VERB
cana-1486	233	11	nids	nid	NOUN
cana-1486	233	12	is	be	AUX
cana-1486	233	13	proposed	propose	VERB
cana-1486	233	14	model	model	NOUN
cana-1486	233	15	,	,	PUNCT
cana-1486	233	16	which	which	PRON
cana-1486	233	17	utilizes	utilize	VERB
cana-1486	233	18	cnns	cnn	NOUN
cana-1486	233	19	for	for	ADP
cana-1486	233	20	feature	feature	NOUN
cana-1486	233	21	extraction	extraction	NOUN
cana-1486	233	22	and	and	CCONJ
cana-1486	233	23	lstm	lstm	PROPN
cana-1486	233	24	/	/	SYM
cana-1486	233	25	gru	gru	NOUN
cana-1486	233	26	layers	layer	NOUN
cana-1486	233	27	to	to	PART
cana-1486	233	28	process	process	VERB
cana-1486	233	29	sequential	sequential	ADJ
cana-1486	233	30	data	datum	NOUN
cana-1486	233	31	.	.	PUNCT
cana-1486	234	1	the	the	DET
cana-1486	234	2	deployment	deployment	NOUN
cana-1486	234	3	of	of	ADP
cana-1486	234	4	evcs	evcs	NOUN
cana-1486	234	5	marks	mark	VERB
cana-1486	234	6	a	a	DET
cana-1486	234	7	significant	significant	ADJ
cana-1486	234	8	step	step	NOUN
cana-1486	234	9	towards	towards	ADP
cana-1486	234	10	enhanced	enhanced	ADJ
cana-1486	234	11	iot	iot	ADJ
cana-1486	234	12	security	security	NOUN
cana-1486	234	13	while	while	SCONJ
cana-1486	234	14	paving	pave	VERB
cana-1486	234	15	the	the	DET
cana-1486	234	16	ground	ground	NOUN
cana-1486	234	17	for	for	ADP
cana-1486	234	18	higher	high	ADJ
cana-1486	234	19	-	-	PUNCT
cana-1486	234	20	level	level	NOUN
cana-1486	234	21	cybersecurity	cybersecurity	NOUN
cana-1486	234	22	resilience	resilience	NOUN
cana-1486	234	23	related	relate	VERB
cana-1486	234	24	to	to	ADP
cana-1486	234	25	today	today	NOUN
cana-1486	234	26	's	's	PART
cana-1486	234	27	globalised	globalise	VERB
cana-1486	234	28	hyper	hyper	NOUN
cana-1486	234	29	-	-	NOUN
cana-1486	234	30	networks	network	NOUN
cana-1486	234	31	.	.	PUNCT
cana-1486	235	1	2.4	2.4	NUM
cana-1486	235	2	.	.	PUNCT
cana-1486	236	1	data	datum	NOUN
cana-1486	236	2	preprocessing	preprocesse	VERB
cana-1486	236	3	edge	edge	NOUN
cana-1486	236	4	-	-	PUNCT
cana-1486	236	5	iiot	iiot	NOUN
cana-1486	236	6	bench	bench	NOUN
cana-1486	236	7	ii	ii	PROPN
cana-1486	236	8	:	:	PUNCT
cana-1486	236	9	a	a	DET
cana-1486	236	10	benchmark	benchmark	NOUN
cana-1486	236	11	for	for	ADP
cana-1486	236	12	cybersecurity	cybersecurity	NOUN
cana-1486	236	13	in	in	ADP
cana-1486	236	14	iot	iot	PROPN
cana-1486	236	15	and	and	CCONJ
cana-1486	236	16	iiot	iiot	NOUN
cana-1486	236	17	applications	application	NOUN
cana-1486	236	18	[	[	X
cana-1486	236	19	33	33	NUM
cana-1486	236	20	]	]	X
cana-1486	236	21	it	it	PRON
cana-1486	236	22	is	be	AUX
cana-1486	236	23	intended	intend	VERB
cana-1486	236	24	for	for	ADP
cana-1486	236	25	ml	ml	NOUN
cana-1486	236	26	based	base	VERB
cana-1486	236	27	ids	id	NOUN
cana-1486	236	28	in	in	ADP
cana-1486	236	29	centralized	centralized	ADJ
cana-1486	236	30	learning	learning	NOUN
cana-1486	236	31	and	and	CCONJ
cana-1486	236	32	federated	federated	ADJ
cana-1486	236	33	learning	learning	NOUN
cana-1486	236	34	circuits	circuit	NOUN
cana-1486	236	35	.	.	PUNCT
cana-1486	237	1	in	in	ADP
cana-1486	237	2	this	this	DET
cana-1486	237	3	work	work	NOUN
cana-1486	237	4	,	,	PUNCT
cana-1486	237	5	we	we	PRON
cana-1486	237	6	propose	propose	VERB
cana-1486	237	7	a	a	DET
cana-1486	237	8	dataset	dataset	NOUN
cana-1486	237	9	of	of	ADP
cana-1486	237	10	10k	10k	NOUN
cana-1486	237	11	testbed	testbe	VERB
cana-1486	237	12	networks	network	NOUN
cana-1486	237	13	and	and	CCONJ
cana-1486	237	14	developed	develop	VERB
cana-1486	237	15	it	it	PRON
cana-1486	237	16	using	use	VERB
cana-1486	237	17	an	an	DET
cana-1486	237	18	advanced	advanced	ADJ
cana-1486	237	19	edge	edge	NOUN
cana-1486	237	20	cloud	cloud	NOUN
cana-1486	237	21	-	-	PUNCT
cana-1486	237	22	based	base	VERB
cana-1486	237	23	iot/	iot/	ADJ
cana-1486	237	24	iiot	iiot	NOUN
cana-1486	237	25	testbed	testbe	VERB
cana-1486	237	26	that	that	PRON
cana-1486	237	27	is	be	AUX
cana-1486	237	28	composed	compose	VERB
cana-1486	237	29	of	of	ADP
cana-1486	237	30	various	various	ADJ
cana-1486	237	31	types	type	NOUN
cana-1486	237	32	commercial	commercial	ADJ
cana-1486	237	33	off	off	ADP
cana-1486	237	34	-	-	PUNCT
cana-1486	237	35	the	the	DET
cana-1486	237	36	-	-	PUNCT
cana-1486	237	37	shelf	shelf	NOUN
cana-1486	237	38	(	(	PUNCT
cana-1486	237	39	cots	cot	NOUN
cana-1486	237	40	)	)	PUNCT
cana-1486	237	41	devices	device	NOUN
cana-1486	237	42	,	,	PUNCT
cana-1486	237	43	sensors	sensor	NOUN
cana-1486	237	44	,	,	PUNCT
cana-1486	237	45	protocols	protocol	NOUN
cana-1486	237	46	as	as	ADV
cana-1486	237	47	well	well	ADV
cana-1486	237	48	as	as	ADP
cana-1486	237	49	configurations	configuration	NOUN
cana-1486	237	50	with	with	ADP
cana-1486	237	51	stand	stand	VERB
cana-1486	237	52	-	-	PUNCT
cana-1486	237	53	alone	alone	ADV
cana-1486	237	54	systems	system	NOUN
cana-1486	237	55	.	.	PUNCT
cana-1486	238	1	this	this	PRON
cana-1486	238	2	will	will	AUX
cana-1486	238	3	contain	contain	VERB
cana-1486	238	4	data	datum	NOUN
cana-1486	238	5	of	of	ADP
cana-1486	238	6	more	more	ADJ
cana-1486	238	7	than	than	ADP
cana-1486	238	8	ten	ten	NUM
cana-1486	238	9	iot	iot	NOUN
cana-1486	238	10	devices	device	NOUN
cana-1486	238	11	and	and	CCONJ
cana-1486	238	12	tag	tag	NOUN
cana-1486	238	13	14	14	NUM
cana-1486	238	14	threats	threat	NOUN
cana-1486	238	15	unique	unique	ADJ
cana-1486	238	16	to	to	ADP
cana-1486	238	17	both	both	CCONJ
cana-1486	238	18	the	the	DET
cana-1486	238	19	types	type	NOUN
cana-1486	238	20	(	(	PUNCT
cana-1486	238	21	iot	iot	NOUN
cana-1486	238	22	,	,	PUNCT
cana-1486	238	23	iiot	iiot	NOUN
cana-1486	238	24	)	)	PUNCT
cana-1486	238	25	under	under	ADP
cana-1486	238	26	attack	attack	NOUN
cana-1486	238	27	type	type	NOUN
cana-1486	238	28	-	-	PUNCT
cana-1486	238	29	wise	wise	ADJ
cana-1486	238	30	across	across	ADP
cana-1486	238	31	five	five	NUM
cana-1486	238	32	threat	threat	NOUN
cana-1486	238	33	categories	category	NOUN
cana-1486	238	34	.	.	PUNCT
cana-1486	239	1	there	there	PRON
cana-1486	239	2	exist	exist	VERB
cana-1486	239	3	1176	1176	NUM
cana-1486	239	4	highly	highly	ADV
cana-1486	239	5	correlated	correlate	VERB
cana-1486	239	6	features	feature	NOUN
cana-1486	239	7	and	and	CCONJ
cana-1486	239	8	the	the	DET
cana-1486	239	9	dataset	dataset	NOUN
cana-1486	239	10	essentially	essentially	ADV
cana-1486	239	11	consists	consist	VERB
cana-1486	239	12	of	of	ADP
cana-1486	239	13	61	61	NUM
cana-1486	239	14	different	different	ADJ
cana-1486	239	15	sources	source	NOUN
cana-1486	239	16	each	each	PRON
cana-1486	239	17	with	with	ADP
cana-1486	239	18	(	(	PUNCT
cana-1486	239	19	1	1	NUM
cana-1486	239	20	)	)	PUNCT
cana-1486	239	21	alerts	alert	NOUN
cana-1486	239	22	indicating	indicate	VERB
cana-1486	239	23	detection	detection	NOUN
cana-1486	239	24	criteria	criterion	NOUN
cana-1486	239	25	;	;	PUNCT
cana-1486	239	26	mostly	mostly	ADV
cana-1486	239	27	from	from	ADP
cana-1486	239	28	red	red	ADJ
cana-1486	239	29	-	-	PUNCT
cana-1486	239	30	flagged	flag	VERB
cana-1486	239	31	intrusions	intrusion	NOUN
cana-1486	239	32	to	to	ADP
cana-1486	239	33	policy	policy	NOUN
cana-1486	239	34	-	-	PUNCT
cana-1486	239	35	violating	violate	VERB
cana-1486	239	36	system	system	NOUN
cana-1486	239	37	-	-	PUNCT
cana-1486	239	38	forced	force	VERB
cana-1486	239	39	events	event	NOUN
cana-1486	239	40	(	(	PUNCT
cana-1486	239	41	e.g.	e.g.	ADV
cana-1486	239	42	resource	resource	NOUN
cana-1486	239	43	quotas	quota	NOUN
cana-1486	239	44	)	)	PUNCT
cana-1486	239	45	,	,	PUNCT
cana-1486	239	46	logs	log	VERB
cana-1486	239	47	alerting	alert	VERB
cana-1486	239	48	on	on	ADP
cana-1486	239	49	anomalous	anomalous	ADJ
cana-1486	239	50	behavior	behavior	NOUN
cana-1486	239	51	or	or	CCONJ
cana-1486	239	52	potentially	potentially	ADV
cana-1486	239	53	containing	contain	VERB
cana-1486	239	54	exploits	exploit	NOUN
cana-1486	239	55	;	;	PUNCT
cana-1486	239	56	as	as	ADV
cana-1486	239	57	well	well	ADV
cana-1486	239	58	as	as	ADP
cana-1486	239	59	network	network	NOUN
cana-1486	239	60	traffic	traffic	NOUN
cana-1486	239	61	,	,	PUNCT
cana-1486	239	62	etc__((this	etc__((this	PRON
cana-1486	239	63	part	part	NOUN
cana-1486	239	64	was	be	AUX
cana-1486	239	65	not	not	PART
cana-1486	239	66	in	in	ADP
cana-1486	239	67	italics	italic	NOUN
cana-1486	239	68	)	)	PUNCT
cana-1486	239	69	)	)	PUNCT
cana-1486	240	1	_	_	PUNCT
cana-1486	240	2	.	.	PUNCT
cana-1486	241	1	it	it	PRON
cana-1486	241	2	also	also	ADV
cana-1486	241	3	provides	provide	VERB
cana-1486	241	4	the	the	DET
cana-1486	241	5	eda	eda	PROPN
cana-1486	241	6	at	at	ADP
cana-1486	241	7	a	a	DET
cana-1486	241	8	high	high	ADJ
cana-1486	241	9	level	level	NOUN
cana-1486	241	10	,	,	PUNCT
cana-1486	241	11	and	and	CCONJ
cana-1486	241	12	does	do	AUX
cana-1486	241	13	slightly	slightly	ADV
cana-1486	241	14	compare	compare	VERB
cana-1486	241	15	ml	ml	NOUN
cana-1486	241	16	methodology	methodology	NOUN
cana-1486	241	17	over	over	ADP
cana-1486	241	18	different	different	ADJ
cana-1486	241	19	learning	learning	NOUN
cana-1486	241	20	method	method	NOUN
cana-1486	241	21	.	.	PUNCT
cana-1486	242	1	this	this	PRON
cana-1486	242	2	is	be	AUX
cana-1486	242	3	because	because	SCONJ
cana-1486	242	4	it	it	PRON
cana-1486	242	5	conducts	conduct	VERB
cana-1486	242	6	preprocessing	preprocesse	VERB
cana-1486	242	7	in	in	ADP
cana-1486	242	8	the	the	DET
cana-1486	242	9	edge	edge	NOUN
cana-1486	242	10	-	-	PUNCT
cana-1486	242	11	iiot	iiot	NOUN
cana-1486	242	12	set	set	NOUN
cana-1486	242	13	which	which	PRON
cana-1486	242	14	is	be	AUX
cana-1486	242	15	one	one	NUM
cana-1486	242	16	of	of	ADP
cana-1486	242	17	the	the	DET
cana-1486	242	18	critical	critical	ADJ
cana-1486	242	19	stage	stage	NOUN
cana-1486	242	20	during	during	ADP
cana-1486	242	21	our	our	PRON
cana-1486	242	22	research	research	NOUN
cana-1486	242	23	process	process	NOUN
cana-1486	242	24	to	to	PART
cana-1486	242	25	prepare	prepare	VERB
cana-1486	242	26	a	a	DET
cana-1486	242	27	data	datum	NOUN
cana-1486	242	28	ready	ready	ADJ
cana-1486	242	29	for	for	ADP
cana-1486	242	30	ensemble	ensemble	ADJ
cana-1486	242	31	model	model	NOUN
cana-1486	242	32	processing	processing	NOUN
cana-1486	242	33	.	.	PUNCT
cana-1486	243	1	this	this	DET
cana-1486	243	2	challenge	challenge	NOUN
cana-1486	243	3	was	be	AUX
cana-1486	243	4	part	part	NOUN
cana-1486	243	5	of	of	ADP
cana-1486	243	6	a	a	DET
cana-1486	243	7	carefully	carefully	ADV
cana-1486	243	8	designed	design	VERB
cana-1486	243	9	pipeline	pipeline	NOUN
cana-1486	243	10	that	that	PRON
cana-1486	243	11	should	should	AUX
cana-1486	243	12	be	be	AUX
cana-1486	243	13	an	an	DET
cana-1486	243	14	accurate	accurate	ADJ
cana-1486	243	15	representation	representation	NOUN
cana-1486	243	16	of	of	ADP
cana-1486	243	17	common	common	ADJ
cana-1486	243	18	iot	iot	ADJ
cana-1486	243	19	environments	environment	NOUN
cana-1486	243	20	while	while	SCONJ
cana-1486	243	21	being	be	AUX
cana-1486	243	22	efficiently	efficiently	ADV
cana-1486	243	23	learnable	learnable	ADJ
cana-1486	243	24	by	by	ADP
cana-1486	243	25	deep	deep	ADJ
cana-1486	243	26	networks	network	NOUN
cana-1486	243	27	.	.	PUNCT
cana-1486	244	1	at	at	ADP
cana-1486	244	2	first	first	ADV
cana-1486	244	3	,	,	PUNCT
cana-1486	244	4	the	the	DET
cana-1486	244	5	dataset	dataset	NOUN
cana-1486	244	6	consists	consist	VERB
cana-1486	244	7	of	of	ADP
cana-1486	244	8	63	63	NUM
cana-1486	244	9	different	different	ADJ
cana-1486	244	10	characteristics	characteristic	NOUN
cana-1486	244	11	on	on	ADP
cana-1486	244	12	multiple	multiple	ADJ
cana-1486	244	13	behaviour	behaviour	NOUN
cana-1486	244	14	aspects	aspect	NOUN
cana-1486	244	15	through	through	ADP
cana-1486	244	16	network	network	NOUN
cana-1486	244	17	traffic	traffic	NOUN
cana-1486	244	18	to	to	PART
cana-1486	244	19	describe	describe	VERB
cana-1486	244	20	iot	iot	NOUN
cana-1486	244	21	based	base	VERB
cana-1486	244	22	evcs	evcs	NOUN
cana-1486	244	23	.	.	PUNCT
cana-1486	245	1	we	we	PRON
cana-1486	245	2	began	begin	VERB
cana-1486	245	3	with	with	ADP
cana-1486	245	4	dealing	deal	VERB
cana-1486	245	5	the	the	DET
cana-1486	245	6	issues	issue	NOUN
cana-1486	245	7	of	of	ADP
cana-1486	245	8	the	the	DET
cana-1486	245	9	categorical	categorical	ADJ
cana-1486	245	10	variables	variable	NOUN
cana-1486	245	11	first	first	ADV
cana-1486	245	12	because	because	SCONJ
cana-1486	245	13	it	it	PRON
cana-1486	245	14	is	be	AUX
cana-1486	245	15	very	very	ADV
cana-1486	245	16	common	common	ADJ
cana-1486	245	17	among	among	ADP
cana-1486	245	18	a	a	DET
cana-1486	245	19	wide	wide	ADJ
cana-1486	245	20	range	range	NOUN
cana-1486	245	21	of	of	ADP
cana-1486	245	22	network	network	NOUN
cana-1486	245	23	datasets	dataset	NOUN
cana-1486	245	24	.	.	PUNCT
cana-1486	246	1	label_encoding	label_encode	VERB
cana-1486	246	2	(	(	PUNCT
cana-1486	246	3	http	http	ADJ
cana-1486	246	4	methods	method	NOUN
cana-1486	246	5	and	and	CCONJ
cana-1486	246	6	dns	dns	NOUN
cana-1486	246	7	query	query	NOUN
cana-1486	246	8	lengths	length	NOUN
cana-1486	246	9	,	,	PUNCT
cana-1486	246	10	in	in	ADP
cana-1486	246	11	case	case	NOUN
cana-1486	246	12	of	of	ADP
cana-1486	246	13	mqtt	mqtt	PROPN
cana-1486	246	14	topics)we	topics)we	NOUN
cana-1486	246	15	have	have	AUX
cana-1486	246	16	kept	keep	VERB
cana-1486	246	17	this	this	DET
cana-1486	246	18	step	step	NOUN
cana-1486	246	19	pretty	pretty	ADV
cana-1486	246	20	basic	basic	ADJ
cana-1486	246	21	communications	communication	NOUN
cana-1486	246	22	on	on	ADP
cana-1486	246	23	applied	apply	VERB
cana-1486	246	24	nonlinear	nonlinear	ADJ
cana-1486	246	25	analysis	analysis	NOUN
cana-1486	246	26	issn	issn	NOUN
cana-1486	246	27	:	:	PUNCT
cana-1486	246	28	1074	1074	NUM
cana-1486	246	29	-	-	PUNCT
cana-1486	246	30	133x	133x	NUM
cana-1486	246	31	vol	vol	NOUN
cana-1486	246	32	31	31	NUM
cana-1486	246	33	no	no	NOUN
cana-1486	246	34	.	.	PUNCT
cana-1486	247	1	8s	8s	PROPN
cana-1486	247	2	(	(	PUNCT
cana-1486	247	3	2024	2024	NUM
cana-1486	247	4	)	)	PUNCT
cana-1486	247	5	295	295	NUM
cana-1486	247	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	247	7	as	as	SCONJ
cana-1486	247	8	we	we	PRON
cana-1486	247	9	just	just	ADV
cana-1486	247	10	converted	convert	VERB
cana-1486	247	11	these	these	DET
cana-1486	247	12	categorical	categorical	ADJ
cana-1486	247	13	strings	string	NOUN
cana-1486	247	14	to	to	ADP
cana-1486	247	15	a	a	DET
cana-1486	247	16	numerical	numerical	ADJ
cana-1486	247	17	format	format	NOUN
cana-1486	247	18	so	so	SCONJ
cana-1486	247	19	that	that	SCONJ
cana-1486	247	20	they	they	PRON
cana-1486	247	21	can	can	AUX
cana-1486	247	22	be	be	AUX
cana-1486	247	23	used	use	VERB
cana-1486	247	24	in	in	ADP
cana-1486	247	25	the	the	DET
cana-1486	247	26	next	next	ADJ
cana-1486	247	27	ml	ml	NOUN
cana-1486	247	28	algorithms	algorithm	NOUN
cana-1486	247	29	.	.	PUNCT
cana-1486	248	1	and	and	CCONJ
cana-1486	248	2	then	then	ADV
cana-1486	248	3	one	one	NUM
cana-1486	248	4	-	-	PUNCT
cana-1486	248	5	hot	hot	NOUN
cana-1486	248	6	encoded	encode	VERB
cana-1486	248	7	those	those	DET
cana-1486	248	8	representations	representation	NOUN
cana-1486	248	9	.	.	PUNCT
cana-1486	249	1	in	in	ADP
cana-1486	249	2	particular	particular	ADJ
cana-1486	249	3	,	,	PUNCT
cana-1486	249	4	it	it	PRON
cana-1486	249	5	converts	convert	VERB
cana-1486	249	6	all	all	DET
cana-1486	249	7	categorical	categorical	ADJ
cana-1486	249	8	integer	integer	NOUN
cana-1486	249	9	features	feature	NOUN
cana-1486	249	10	into	into	ADP
cana-1486	249	11	a	a	DET
cana-1486	249	12	binary	binary	ADJ
cana-1486	249	13	matrix	matrix	NOUN
cana-1486	249	14	where	where	SCONJ
cana-1486	249	15	the	the	DET
cana-1486	249	16	levels	level	NOUN
cana-1486	249	17	are	be	AUX
cana-1486	249	18	isolated	isolate	VERB
cana-1486	249	19	and	and	CCONJ
cana-1486	249	20	avoids	avoid	VERB
cana-1486	249	21	any	any	DET
cana-1486	249	22	misguiding	misguide	VERB
cana-1486	249	23	ordinal	ordinal	ADJ
cana-1486	249	24	relationships	relationship	NOUN
cana-1486	249	25	with	with	ADP
cana-1486	249	26	numerical	numerical	PROPN
cana-1486	249	27	encoding	encoding	NOUN
cana-1486	249	28	.	.	PUNCT
cana-1486	250	1	one	one	NUM
cana-1486	250	2	-	-	PUNCT
cana-1486	250	3	hot	hot	ADJ
cana-1486	250	4	encoding	encoding	NOUN
cana-1486	250	5	is	be	AUX
cana-1486	250	6	done	do	VERB
cana-1486	250	7	to	to	PART
cana-1486	250	8	increase	increase	VERB
cana-1486	250	9	this	this	DET
cana-1486	250	10	feature	feature	NOUN
cana-1486	250	11	space	space	NOUN
cana-1486	250	12	and	and	CCONJ
cana-1486	250	13	make	make	VERB
cana-1486	250	14	categorical	categorical	ADJ
cana-1486	250	15	data	datum	NOUN
cana-1486	250	16	more	more	ADV
cana-1486	250	17	easily	easily	ADV
cana-1486	250	18	described	describe	VERB
cana-1486	250	19	so	so	SCONJ
cana-1486	250	20	that	that	SCONJ
cana-1486	250	21	it	it	PRON
cana-1486	250	22	can	can	AUX
cana-1486	250	23	be	be	AUX
cana-1486	250	24	classified	classify	VERB
cana-1486	250	25	by	by	ADP
cana-1486	250	26	the	the	DET
cana-1486	250	27	model	model	NOUN
cana-1486	250	28	.	.	PUNCT
cana-1486	251	1	consequently	consequently	ADV
cana-1486	251	2	,	,	PUNCT
cana-1486	251	3	we	we	PRON
cana-1486	251	4	ended	end	VERB
cana-1486	251	5	up	up	ADP
cana-1486	251	6	with	with	ADP
cana-1486	251	7	119	119	NUM
cana-1486	251	8	features	feature	NOUN
cana-1486	251	9	after	after	ADP
cana-1486	251	10	one	one	NUM
cana-1486	251	11	-	-	PUNCT
cana-1486	251	12	hot	hot	ADJ
cana-1486	251	13	encoding	encoding	NOUN
cana-1486	251	14	.	.	PUNCT
cana-1486	252	1	after	after	SCONJ
cana-1486	252	2	we	we	PRON
cana-1486	252	3	have	have	VERB
cana-1486	252	4	the	the	DET
cana-1486	252	5	a	a	DET
cana-1486	252	6	forementioned	forementione	VERB
cana-1486	252	7	set	set	NOUN
cana-1486	252	8	of	of	ADP
cana-1486	252	9	all	all	DET
cana-1486	252	10	-	-	PUNCT
cana-1486	252	11	feature	feature	NOUN
cana-1486	252	12	,	,	PUNCT
cana-1486	252	13	dataset	dataset	ADJ
cana-1486	252	14	throttling	throttling	NOUN
cana-1486	252	15	will	will	AUX
cana-1486	252	16	be	be	AUX
cana-1486	252	17	applied	apply	VERB
cana-1486	252	18	out	out	ADP
cana-1486	252	19	sider	sider	NOUN
cana-1486	252	20	earned	earn	VERB
cana-1486	252	21	.	.	PUNCT
cana-1486	253	1	•	•	NOUN
cana-1486	253	2	some	some	DET
cana-1486	253	3	record	record	NOUN
cana-1486	253	4	was	be	AUX
cana-1486	253	5	duplicate	duplicate	ADJ
cana-1486	253	6	and	and	CCONJ
cana-1486	253	7	specially	specially	ADV
cana-1486	253	8	removed	remove	VERB
cana-1486	253	9	by	by	ADP
cana-1486	253	10	dataset	dataset	NOUN
cana-1486	253	11	to	to	PART
cana-1486	253	12	avoid	avoid	VERB
cana-1486	253	13	any	any	DET
cana-1486	253	14	bias	bias	NOUN
cana-1486	253	15	of	of	ADP
cana-1486	253	16	learning	learn	VERB
cana-1486	253	17	from	from	ADP
cana-1486	253	18	model	model	NOUN
cana-1486	253	19	.	.	PUNCT
cana-1486	254	1	*	*	PUNCT
cana-1486	254	2	inspecting	inspect	VERB
cana-1486	254	3	and	and	CCONJ
cana-1486	254	4	imputing	impute	VERB
cana-1486	254	5	missing	miss	VERB
cana-1486	254	6	values	value	NOUN
cana-1486	254	7	in	in	ADP
cana-1486	254	8	the	the	DET
cana-1486	254	9	data	data	NOUN
cana-1486	254	10	-	-	PUNCT
cana-1486	254	11	house	house	NOUN
cana-1486	254	12	keeping	keeping	NOUN
cana-1486	254	13	point	point	NOUN
cana-1486	254	14	of	of	ADP
cana-1486	254	15	view	view	NOUN
cana-1486	254	16	to	to	PART
cana-1486	254	17	keep	keep	VERB
cana-1486	254	18	dataset	dataset	ADJ
cana-1486	254	19	clean	clean	ADJ
cana-1486	254	20	,	,	PUNCT
cana-1486	254	21	trustworthy	trustworthy	ADJ
cana-1486	254	22	as	as	ADV
cana-1486	254	23	well	well	ADV
cana-1486	254	24	as	as	ADP
cana-1486	254	25	more	more	ADJ
cana-1486	254	26	implicit	implicit	ADJ
cana-1486	254	27	for	for	ADP
cana-1486	254	28	getting	get	VERB
cana-1486	254	29	derived	derive	VERB
cana-1486	254	30	conclusion	conclusion	NOUN
cana-1486	254	31	from	from	ADP
cana-1486	254	32	it	it	PRON
cana-1486	254	33	.	.	PUNCT
cana-1486	255	1	–	–	PUNCT
cana-1486	255	2	uses	use	VERB
cana-1486	255	3	a	a	DET
cana-1486	255	4	novel	novel	ADJ
cana-1486	255	5	method	method	NOUN
cana-1486	255	6	where	where	SCONJ
cana-1486	255	7	it	it	PRON
cana-1486	255	8	uses	use	VERB
cana-1486	255	9	distinctive	distinctive	ADJ
cana-1486	255	10	hash	hash	NOUN
cana-1486	255	11	function	function	NOUN
cana-1486	255	12	for	for	SCONJ
cana-1486	255	13	each	each	DET
cana-1486	255	14	column	column	NOUN
cana-1486	255	15	to	to	PART
cana-1486	255	16	uncover	uncover	VERB
cana-1486	255	17	equivalent	equivalent	ADJ
cana-1486	255	18	columns	column	NOUN
cana-1486	255	19	.	.	PUNCT
cana-1486	256	1	the	the	DET
cana-1486	256	2	group	group	NOUN
cana-1486	256	3	of	of	ADP
cana-1486	256	4	hashes	hash	NOUN
cana-1486	256	5	each	each	DET
cana-1486	256	6	hash	hash	NOUN
cana-1486	256	7	were	be	AUX
cana-1486	256	8	compared	compare	VERB
cana-1486	256	9	and	and	CCONJ
cana-1486	256	10	all	all	PRON
cana-1486	256	11	but	but	SCONJ
cana-1486	256	12	one	one	NUM
cana-1486	256	13	from	from	ADP
cana-1486	256	14	a	a	DET
cana-1486	256	15	duplicate	duplicate	ADJ
cana-1486	256	16	column	column	NOUN
cana-1486	256	17	was	be	AUX
cana-1486	256	18	eliminated	eliminate	VERB
cana-1486	256	19	.	.	PUNCT
cana-1486	257	1	this	this	DET
cana-1486	257	2	step	step	NOUN
cana-1486	257	3	is	be	AUX
cana-1486	257	4	crucial	crucial	ADJ
cana-1486	257	5	for	for	ADP
cana-1486	257	6	enhancing	enhance	VERB
cana-1486	257	7	the	the	DET
cana-1486	257	8	efficiency	efficiency	NOUN
cana-1486	257	9	of	of	ADP
cana-1486	257	10	model	model	NOUN
cana-1486	257	11	as	as	ADP
cana-1486	257	12	in	in	ADP
cana-1486	257	13	order	order	NOUN
cana-1486	257	14	to	to	PART
cana-1486	257	15	avoid	avoid	VERB
cana-1486	257	16	redundancy	redundancy	NOUN
cana-1486	257	17	in	in	ADP
cana-1486	257	18	data	data	NOUN
cana-1486	257	19	-	-	PUNCT
cana-1486	257	20	set	set	NOUN
cana-1486	257	21	.	.	PUNCT
cana-1486	258	1	you	you	PRON
cana-1486	258	2	are	be	AUX
cana-1486	258	3	left	leave	VERB
cana-1486	258	4	with	with	ADP
cana-1486	258	5	99	99	NUM
cana-1486	258	6	features	feature	NOUN
cana-1486	258	7	post	post	NOUN
cana-1486	258	8	reduction	reduction	NOUN
cana-1486	258	9	and	and	CCONJ
cana-1486	258	10	cleaning	cleaning	NOUN
cana-1486	258	11	.	.	PUNCT
cana-1486	259	1	and	and	CCONJ
cana-1486	259	2	further	far	ADV
cana-1486	259	3	we	we	PRON
cana-1486	259	4	went	go	VERB
cana-1486	259	5	on	on	ADP
cana-1486	259	6	into	into	ADP
cana-1486	259	7	refinement	refinement	NOUN
cana-1486	259	8	of	of	ADP
cana-1486	259	9	the	the	DET
cana-1486	259	10	dataset	dataset	NOUN
cana-1486	259	11	this	this	DET
cana-1486	259	12	time	time	NOUN
cana-1486	259	13	by	by	ADP
cana-1486	259	14	using	use	VERB
cana-1486	259	15	chi	chi	ADJ
cana-1486	259	16	-	-	PUNCT
cana-1486	259	17	squared	square	VERB
cana-1486	259	18	test	test	NOUN
cana-1486	259	19	now	now	ADV
cana-1486	259	20	,	,	PUNCT
cana-1486	259	21	as	as	SCONJ
cana-1486	259	22	you	you	PRON
cana-1486	259	23	see	see	VERB
cana-1486	259	24	here	here	ADV
cana-1486	259	25	that	that	SCONJ
cana-1486	259	26	the	the	DET
cana-1486	259	27	following	follow	VERB
cana-1486	259	28	statistical	statistical	ADJ
cana-1486	259	29	test	test	NOUN
cana-1486	259	30	has	have	AUX
cana-1486	259	31	been	be	AUX
cana-1486	259	32	marking	mark	VERB
cana-1486	259	33	its	its	PRON
cana-1486	259	34	clear	clear	ADJ
cana-1486	259	35	path	path	NOUN
cana-1486	259	36	towards	towards	ADP
cana-1486	259	37	feature	feature	NOUN
cana-1486	259	38	selection	selection	NOUN
cana-1486	259	39	which	which	PRON
cana-1486	259	40	kind	kind	NOUN
cana-1486	259	41	to	to	PART
cana-1486	259	42	be	be	AUX
cana-1486	259	43	much	much	ADV
cana-1486	259	44	important	important	ADJ
cana-1486	259	45	because	because	SCONJ
cana-1486	259	46	it	it	PRON
cana-1486	259	47	population	population	NOUN
cana-1486	259	48	independence	independence	NOUN
cana-1486	259	49	of	of	ADP
cana-1486	259	50	each	each	DET
cana-1486	259	51	feature	feature	NOUN
cana-1486	259	52	w.r.t	w.r.t	NOUN
cana-1486	259	53	target	target	NOUN
cana-1486	259	54	.	.	PUNCT
cana-1486	260	1	chi	chi	ADJ
cana-1486	260	2	-	-	PUNCT
cana-1486	260	3	squared	square	VERB
cana-1486	260	4	test	test	NOUN
cana-1486	260	5	on	on	ADP
cana-1486	260	6	all	all	DET
cana-1486	260	7	99	99	NUM
cana-1486	260	8	features	feature	NOUN
cana-1486	260	9	will	will	AUX
cana-1486	260	10	be	be	AUX
cana-1486	260	11	conduct	conduct	NOUN
cana-1486	260	12	and	and	CCONJ
cana-1486	260	13	to	to	PART
cana-1486	260	14	get	get	VERB
cana-1486	260	15	score	score	NOUN
cana-1486	260	16	for	for	ADP
cana-1486	260	17	it	it	PRON
cana-1486	260	18	top93	top93	NOUN
cana-1486	260	19	which	which	PRON
cana-1486	260	20	having	have	VERB
cana-1486	260	21	relation	relation	NOUN
cana-1486	260	22	with	with	ADP
cana-1486	260	23	target	target	NOUN
cana-1486	260	24	variable	variable	NOUN
cana-1486	260	25	.	.	PUNCT
cana-1486	261	1	it	it	PRON
cana-1486	261	2	is	be	AUX
cana-1486	261	3	important	important	ADJ
cana-1486	261	4	to	to	PART
cana-1486	261	5	notice	notice	VERB
cana-1486	261	6	that	that	SCONJ
cana-1486	261	7	this	this	DET
cana-1486	261	8	particular	particular	ADJ
cana-1486	261	9	choice	choice	NOUN
cana-1486	261	10	was	be	AUX
cana-1486	261	11	made	make	VERB
cana-1486	261	12	out	out	ADP
cana-1486	261	13	of	of	ADP
cana-1486	261	14	the	the	DET
cana-1486	261	15	common	common	ADJ
cana-1486	261	16	property	property	NOUN
cana-1486	261	17	in	in	ADP
cana-1486	261	18	cnn	cnn	PROPN
cana-1486	261	19	component	component	NOUN
cana-1486	261	20	which	which	PRON
cana-1486	261	21	discriminates	discriminate	VERB
cana-1486	261	22	and	and	CCONJ
cana-1486	261	23	extracts	extract	NOUN
cana-1486	261	24	most	most	ADV
cana-1486	261	25	useful	useful	ADJ
cana-1486	261	26	information	information	NOUN
cana-1486	261	27	efficiently	efficiently	ADV
cana-1486	261	28	.	.	PUNCT
cana-1486	262	1	this	this	DET
cana-1486	262	2	data	datum	NOUN
cana-1486	262	3	processing	processing	NOUN
cana-1486	262	4	attempts	attempt	NOUN
cana-1486	262	5	gave	give	VERB
cana-1486	262	6	me	i	PRON
cana-1486	262	7	in	in	ADP
cana-1486	262	8	which	which	PRON
cana-1486	262	9	5	5	NUM
cana-1486	262	10	%	%	NOUN
cana-1486	262	11	and	and	CCONJ
cana-1486	262	12	10	10	NUM
cana-1486	262	13	%	%	NOUN
cana-1486	262	14	network	network	NOUN
cana-1486	262	15	traffic	traffic	NOUN
cana-1486	262	16	distribution	distribution	NOUN
cana-1486	262	17	means	mean	VERB
cana-1486	262	18	a	a	DET
cana-1486	262	19	lot	lot	NOUN
cana-1486	262	20	of	of	ADP
cana-1486	262	21	spikes	spike	NOUN
cana-1486	262	22	within	within	ADP
cana-1486	262	23	the	the	DET
cana-1486	262	24	dataset	dataset	NOUN
cana-1486	262	25	whereas	whereas	SCONJ
cana-1486	262	26	very	very	ADV
cana-1486	262	27	few	few	ADJ
cana-1486	262	28	;	;	PUNCT
cana-1486	262	29	normal	normal	ADJ
cana-1486	262	30	&	&	CCONJ
cana-1486	262	31	anomalous	anomalous	ADJ
cana-1486	262	32	activity	activity	NOUN
cana-1486	262	33	sectors	sector	NOUN
cana-1486	262	34	seen	see	VERB
cana-1486	262	35	much	much	ADJ
cana-1486	262	36	.	.	PUNCT
cana-1486	263	1	table	table	NOUN
cana-1486	263	2	1	1	NUM
cana-1486	263	3	.	.	NUM
cana-1486	263	4	processed	process	VERB
cana-1486	263	5	records	record	NOUN
cana-1486	263	6	for	for	ADP
cana-1486	263	7	distribution	distribution	NOUN
cana-1486	263	8	class	class	NOUN
cana-1486	263	9	records	record	VERB
cana-1486	263	10	normal	normal	ADJ
cana-1486	263	11	1,401,234	1,401,234	NUM
cana-1486	263	12	ddos	ddo	NOUN
cana-1486	263	13	4,456,774	4,456,774	NUM
cana-1486	263	14	injection	injection	NOUN
cana-1486	263	15	156,656	156,656	NUM
cana-1486	263	16	scanning	scan	VERB
cana-1486	263	17	80,246	80,246	NUM
cana-1486	263	18	malware	malware	NOUN
cana-1486	263	19	98,281	98,281	NUM
cana-1486	263	20	mitm	mitm	NOUN
cana-1486	263	21	358	358	NUM
cana-1486	263	22	next	next	ADV
cana-1486	263	23	,	,	PUNCT
cana-1486	263	24	they	they	PRON
cana-1486	263	25	divided	divide	VERB
cana-1486	263	26	it	it	PRON
cana-1486	263	27	into	into	ADP
cana-1486	263	28	70:10:20	70:10:20	NUM
cana-1486	263	29	of	of	ADP
cana-1486	263	30	training	training	NOUN
cana-1486	263	31	:	:	PUNCT
cana-1486	263	32	validation	validation	NOUN
cana-1486	263	33	:	:	PUNCT
cana-1486	263	34	test	test	NOUN
cana-1486	263	35	and	and	CCONJ
cana-1486	263	36	then	then	ADV
cana-1486	263	37	split	split	VERB
cana-1486	263	38	the	the	DET
cana-1486	263	39	final	final	ADJ
cana-1486	263	40	data	datum	NOUN
cana-1486	263	41	set	set	NOUN
cana-1486	263	42	.	.	PUNCT
cana-1486	264	1	therefore	therefore	ADV
cana-1486	264	2	,	,	PUNCT
cana-1486	264	3	this	this	DET
cana-1486	264	4	self	self	NOUN
cana-1486	264	5	-	-	PUNCT
cana-1486	264	6	splitting	split	VERB
cana-1486	264	7	bacteria	bacteria	NOUN
cana-1486	264	8	warden	warden	NOUN
cana-1486	264	9	tests	test	VERB
cana-1486	264	10	the	the	DET
cana-1486	264	11	basin	basin	NOUN
cana-1486	264	12	all	all	ADV
cana-1486	264	13	over	over	ADP
cana-1486	264	14	its	its	PRON
cana-1486	264	15	fragments	fragment	NOUN
cana-1486	264	16	.	.	PUNCT
cana-1486	265	1	the	the	DET
cana-1486	265	2	same	same	ADJ
cana-1486	265	3	model	model	NOUN
cana-1486	265	4	is	be	AUX
cana-1486	265	5	trained	train	VERB
cana-1486	265	6	over	over	ADP
cana-1486	265	7	multiple	multiple	ADJ
cana-1486	265	8	folds	fold	NOUN
cana-1486	265	9	of	of	ADP
cana-1486	265	10	training	training	NOUN
cana-1486	265	11	data	datum	NOUN
cana-1486	265	12	:	:	PUNCT
cana-1486	265	13	the	the	DET
cana-1486	265	14	training	training	NOUN
cana-1486	265	15	,	,	PUNCT
cana-1486	265	16	validation	validation	NOUN
cana-1486	265	17	and	and	CCONJ
cana-1486	265	18	test	test	NOUN
cana-1486	265	19	data	datum	NOUN
cana-1486	265	20	are	be	AUX
cana-1486	265	21	standardized	standardize	VERB
cana-1486	265	22	using	use	VERB
cana-1486	265	23	a	a	DET
cana-1486	265	24	standard	standard	ADJ
cana-1486	265	25	scaler	scaler	NOUN
cana-1486	265	26	as	as	ADV
cana-1486	265	27	well	well	ADV
cana-1486	265	28	.	.	PUNCT
cana-1486	266	1	normalization	normalization	NOUN
cana-1486	266	2	—	—	PUNCT
cana-1486	266	3	this	this	PRON
cana-1486	266	4	is	be	AUX
cana-1486	266	5	an	an	DET
cana-1486	266	6	important	important	ADJ
cana-1486	266	7	step	step	NOUN
cana-1486	266	8	that	that	PRON
cana-1486	266	9	scales	scale	VERB
cana-1486	266	10	the	the	DET
cana-1486	266	11	features	feature	NOUN
cana-1486	266	12	,	,	PUNCT
cana-1486	266	13	communications	communication	NOUN
cana-1486	266	14	on	on	ADP
cana-1486	266	15	applied	apply	VERB
cana-1486	266	16	nonlinear	nonlinear	ADJ
cana-1486	266	17	analysis	analysis	NOUN
cana-1486	266	18	issn	issn	NOUN
cana-1486	266	19	:	:	PUNCT
cana-1486	266	20	1074	1074	NUM
cana-1486	266	21	-	-	PUNCT
cana-1486	266	22	133x	133x	NUM
cana-1486	266	23	vol	vol	NOUN
cana-1486	266	24	31	31	NUM
cana-1486	266	25	no	no	NOUN
cana-1486	266	26	.	.	PUNCT
cana-1486	267	1	8s	8s	PROPN
cana-1486	267	2	(	(	PUNCT
cana-1486	267	3	2024	2024	NUM
cana-1486	267	4	)	)	PUNCT
cana-1486	267	5	296	296	NUM
cana-1486	267	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	267	7	considering	consider	VERB
cana-1486	267	8	they	they	PRON
cana-1486	267	9	range	range	VERB
cana-1486	267	10	around	around	ADV
cana-1486	267	11	0	0	NUM
cana-1486	267	12	to	to	PART
cana-1486	267	13	have	have	VERB
cana-1486	267	14	no	no	DET
cana-1486	267	15	one	one	NUM
cana-1486	267	16	feature	feature	NOUN
cana-1486	267	17	dominating	dominate	VERB
cana-1486	267	18	others	other	NOUN
cana-1486	267	19	(	(	PUNCT
cana-1486	267	20	because	because	SCONJ
cana-1486	267	21	it	it	PRON
cana-1486	267	22	has	have	VERB
cana-1486	267	23	very	very	ADV
cana-1486	267	24	high	high	ADJ
cana-1486	267	25	magnitude	magnitude	NOUN
cana-1486	267	26	)	)	PUNCT
cana-1486	267	27	.	.	PUNCT
cana-1486	268	1	the	the	DET
cana-1486	268	2	first	first	ADJ
cana-1486	268	3	part	part	NOUN
cana-1486	268	4	of	of	ADP
cana-1486	268	5	the	the	DET
cana-1486	268	6	edm	edm	PROPN
cana-1486	268	7	is	be	AUX
cana-1486	268	8	edge	edge	NOUN
cana-1486	268	9	-	-	PUNCT
cana-1486	268	10	iiot	iiot	NOUN
cana-1486	268	11	set	set	NOUN
cana-1486	268	12	,	,	PUNCT
cana-1486	268	13	which	which	PRON
cana-1486	268	14	requires	require	VERB
cana-1486	268	15	extensive	extensive	ADJ
cana-1486	268	16	preprocessing	preprocessing	NOUN
cana-1486	268	17	for	for	ADP
cana-1486	268	18	ensemble	ensemble	ADJ
cana-1486	268	19	model	model	NOUN
cana-1486	268	20	to	to	PART
cana-1486	268	21	succeed	succeed	VERB
cana-1486	268	22	.	.	PUNCT
cana-1486	269	1	whereas	whereas	SCONJ
cana-1486	269	2	we	we	PRON
cana-1486	269	3	preprocess	preprocess	VERB
cana-1486	269	4	the	the	DET
cana-1486	269	5	dataset	dataset	NOUN
cana-1486	269	6	with	with	ADP
cana-1486	269	7	transformations	transformation	NOUN
cana-1486	269	8	,	,	PUNCT
cana-1486	269	9	reduction	reduction	NOUN
cana-1486	269	10	(	(	PUNCT
cana-1486	269	11	if	if	SCONJ
cana-1486	269	12	needed	need	VERB
cana-1486	269	13	)	)	PUNCT
cana-1486	269	14	,	,	PUNCT
cana-1486	269	15	cleaning	cleaning	NOUN
cana-1486	269	16	and	and	CCONJ
cana-1486	269	17	normalizations	normalization	NOUN
cana-1486	269	18	of	of	ADP
cana-1486	269	19	data	datum	NOUN
cana-1486	269	20	to	to	PART
cana-1486	269	21	make	make	VERB
cana-1486	269	22	it	it	PRON
cana-1486	269	23	realistic	realistic	ADJ
cana-1486	269	24	more	more	ADV
cana-1486	269	25	dl	dl	PROPN
cana-1486	269	26	oriented	orient	VERB
cana-1486	269	27	thus	thus	ADV
cana-1486	269	28	serve	serve	VERB
cana-1486	269	29	as	as	ADP
cana-1486	269	30	a	a	DET
cana-1486	269	31	good	good	ADJ
cana-1486	269	32	initial	initial	ADJ
cana-1486	269	33	approach	approach	NOUN
cana-1486	269	34	for	for	ADP
cana-1486	269	35	model	model	NOUN
cana-1486	269	36	training	training	NOUN
cana-1486	269	37	followed	follow	VERB
cana-1486	269	38	by	by	ADP
cana-1486	269	39	validation	validation	NOUN
cana-1486	269	40	.	.	PUNCT
cana-1486	270	1	4.5	4.5	NUM
cana-1486	270	2	.	.	PUNCT
cana-1486	271	1	evaluation	evaluation	NOUN
cana-1486	271	2	metrics	metric	NOUN
cana-1486	271	3	we	we	PRON
cana-1486	271	4	also	also	ADV
cana-1486	271	5	evaluated	evaluate	VERB
cana-1486	271	6	only	only	ADV
cana-1486	271	7	one	one	NUM
cana-1486	271	8	model	model	NOUN
cana-1486	271	9	with	with	ADP
cana-1486	271	10	certain	certain	ADJ
cana-1486	271	11	but	but	CCONJ
cana-1486	271	12	effective	effective	ADJ
cana-1486	271	13	evaluation	evaluation	NOUN
cana-1486	271	14	metrics	metric	NOUN
cana-1486	271	15	corresponding	correspond	VERB
cana-1486	271	16	to	to	ADP
cana-1486	271	17	the	the	DET
cana-1486	271	18	iot	iot	NOUN
cana-1486	271	19	-	-	PUNCT
cana-1486	271	20	based	base	VERB
cana-1486	271	21	evcs	evcs	NOUN
cana-1486	271	22	-	-	PUNCT
cana-1486	271	23	ids	id	NOUN
cana-1486	271	24	objectives	objective	NOUN
cana-1486	271	25	[	[	X
cana-1486	271	26	3	3	NUM
cana-1486	271	27	]	]	PUNCT
cana-1486	271	28	.	.	PUNCT
cana-1486	272	1	1	1	NUM
cana-1486	272	2	.	.	NUM
cana-1486	272	3	1	1	NUM
cana-1486	272	4	.	.	X
cana-1486	272	5	accuracy	accuracy	NOUN
cana-1486	272	6	:	:	PUNCT
cana-1486	272	7	it	it	PRON
cana-1486	272	8	measures	measure	VERB
cana-1486	272	9	how	how	SCONJ
cana-1486	272	10	accurately	accurately	ADV
cana-1486	272	11	all	all	DET
cana-1486	272	12	the	the	DET
cana-1486	272	13	observations	observation	NOUN
cana-1486	272	14	are	be	AUX
cana-1486	272	15	categorized	categorize	VERB
cana-1486	272	16	.	.	PUNCT
cana-1486	273	1	accuracy	accuracy	NOUN
cana-1486	273	2	:	:	PUNCT
cana-1486	273	3	it	it	PRON
cana-1486	273	4	is	be	AUX
cana-1486	273	5	the	the	DET
cana-1486	273	6	ratio	ratio	NOUN
cana-1486	273	7	of	of	ADP
cana-1486	273	8	number	number	NOUN
cana-1486	273	9	-	-	PUNCT
cana-1486	273	10	of	of	ADP
cana-1486	273	11	-	-	PUNCT
cana-1486	273	12	right	right	ADV
cana-1486	273	13	-	-	PUNCT
cana-1486	273	14	forecasted	forecast	VERB
cana-1486	273	15	values	value	NOUN
cana-1486	273	16	to	to	ADP
cana-1486	273	17	themselves	themselves	PRON
cana-1486	273	18	and	and	CCONJ
cana-1486	273	19	calculates	calculate	NOUN
cana-1486	273	20	similarly	similarly	ADV
cana-1486	273	21	based	base	VERB
cana-1486	273	22	on	on	ADP
cana-1486	273	23	below	below	ADP
cana-1486	273	24	formula	formula	NOUN
cana-1486	273	25	:	:	PUNCT
cana-1486	273	26	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
cana-1486	273	27	=	=	SYM
cana-1486	273	28	𝑇𝑃	𝑇𝑃	PROPN
cana-1486	273	29	+	+	CCONJ
cana-1486	273	30	𝑇𝑁	𝑇𝑁	PROPN
cana-1486	273	31	𝑇𝑃	𝑇𝑃	PROPN
cana-1486	273	32	+	+	CCONJ
cana-1486	273	33	𝑇𝑁	𝑇𝑁	PROPN
cana-1486	273	34	+	+	NUM
cana-1486	273	35	𝐹𝑃	𝐹𝑃	NOUN
cana-1486	274	1	+	+	CCONJ
cana-1486	275	1	𝐹𝑁	𝐹𝑁	PROPN
cana-1486	275	2	#	#	SYM
cana-1486	275	3	(	(	PUNCT
cana-1486	275	4	1	1	NUM
cana-1486	275	5	)	)	PUNCT
cana-1486	275	6	this	this	DET
cana-1486	275	7	metric	metric	NOUN
cana-1486	275	8	is	be	AUX
cana-1486	275	9	a	a	DET
cana-1486	275	10	first	first	ADJ
cana-1486	275	11	look	look	NOUN
cana-1486	275	12	at	at	ADP
cana-1486	275	13	the	the	DET
cana-1486	275	14	ability	ability	NOUN
cana-1486	275	15	of	of	ADP
cana-1486	275	16	your	your	PRON
cana-1486	275	17	model	model	NOUN
cana-1486	275	18	to	to	PART
cana-1486	275	19	classify	classify	VERB
cana-1486	275	20	in	in	ADP
cana-1486	275	21	general	general	ADJ
cana-1486	275	22	and	and	CCONJ
cana-1486	275	23	it	it	PRON
cana-1486	275	24	will	will	AUX
cana-1486	275	25	be	be	AUX
cana-1486	275	26	more	more	ADV
cana-1486	275	27	important	important	ADJ
cana-1486	275	28	when	when	SCONJ
cana-1486	275	29	classes	class	NOUN
cana-1486	275	30	are	be	AUX
cana-1486	275	31	balanced	balance	VERB
cana-1486	275	32	in	in	ADP
cana-1486	275	33	your	your	PRON
cana-1486	275	34	dataset	dataset	NOUN
cana-1486	275	35	.	.	PUNCT
cana-1486	276	1	2	2	X
cana-1486	276	2	.	.	X
cana-1486	276	3	precision	precision	NOUN
cana-1486	276	4	—	—	PUNCT
cana-1486	276	5	this	this	PRON
cana-1486	276	6	gives	give	VERB
cana-1486	276	7	us	we	PRON
cana-1486	276	8	the	the	DET
cana-1486	276	9	number	number	NOUN
cana-1486	276	10	of	of	ADP
cana-1486	276	11	true	true	ADJ
cana-1486	276	12	positives	positive	NOUN
cana-1486	276	13	in	in	ADP
cana-1486	276	14	relation	relation	NOUN
cana-1486	276	15	to	to	PART
cana-1486	276	16	predicted	predict	VERB
cana-1486	276	17	positive	positive	ADJ
cana-1486	276	18	observations	observation	NOUN
cana-1486	276	19	:	:	PUNCT
cana-1486	276	20	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
cana-1486	276	21	=	=	SYM
cana-1486	276	22	𝑇𝑃	𝑇𝑃	PROPN
cana-1486	276	23	𝑇𝑃	𝑇𝑃	PROPN
cana-1486	276	24	+	+	CCONJ
cana-1486	276	25	𝐹𝑃	𝐹𝑃	PROPN
cana-1486	276	26	#	#	SYM
cana-1486	276	27	(	(	PUNCT
cana-1486	276	28	2	2	NUM
cana-1486	276	29	)	)	PUNCT
cana-1486	276	30	this	this	PRON
cana-1486	276	31	is	be	AUX
cana-1486	276	32	where	where	SCONJ
cana-1486	276	33	we	we	PRON
cana-1486	276	34	make	make	VERB
cana-1486	276	35	use	use	NOUN
cana-1486	276	36	of	of	ADP
cana-1486	276	37	precision	precision	NOUN
cana-1486	276	38	and	and	CCONJ
cana-1486	276	39	recall	recall	NOUN
cana-1486	276	40	,	,	PUNCT
cana-1486	276	41	which	which	PRON
cana-1486	276	42	tend	tend	VERB
cana-1486	276	43	to	to	PART
cana-1486	276	44	be	be	AUX
cana-1486	276	45	more	more	ADV
cana-1486	276	46	important	important	ADJ
cana-1486	276	47	in	in	ADP
cana-1486	276	48	these	these	DET
cana-1486	276	49	cases	case	NOUN
cana-1486	276	50	if	if	SCONJ
cana-1486	276	51	the	the	DET
cana-1486	276	52	cost	cost	NOUN
cana-1486	276	53	of	of	ADP
cana-1486	276	54	false	false	ADJ
cana-1486	276	55	positive	positive	ADJ
cana-1486	276	56	or	or	CCONJ
cana-1486	276	57	negative	negative	ADJ
cana-1486	276	58	(	(	PUNCT
cana-1486	276	59	such	such	ADJ
cana-1486	276	60	as	as	ADP
cana-1486	276	61	with	with	ADP
cana-1486	276	62	ids	id	NOUN
cana-1486	276	63	)	)	PUNCT
cana-1486	276	64	can	can	AUX
cana-1486	276	65	actually	actually	ADV
cana-1486	276	66	by	by	ADP
cana-1486	276	67	high	high	ADJ
cana-1486	276	68	.	.	PUNCT
cana-1486	277	1	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
cana-1486	277	2	=	=	SYM
cana-1486	277	3	𝑇𝑃	𝑇𝑃	PROPN
cana-1486	277	4	𝑇𝑃	𝑇𝑃	PROPN
cana-1486	277	5	+	+	CCONJ
cana-1486	277	6	𝐹𝑁	𝐹𝑁	PROPN
cana-1486	277	7	#	#	NOUN
cana-1486	277	8	(	(	PUNCT
cana-1486	277	9	3	3	NUM
cana-1486	277	10	)	)	PUNCT
cana-1486	277	11	3	3	NUM
cana-1486	277	12	.	.	PUNCT
cana-1486	278	1	f1	f1	NOUN
cana-1486	278	2	balances	balance	NOUN
cana-1486	278	3	both	both	PRON
cana-1486	278	4	precision	precision	NOUN
cana-1486	278	5	and	and	CCONJ
cana-1486	278	6	recall	recall	PROPN
cana-1486	278	7	source	source	NOUN
cana-1486	278	8	it	it	PRON
cana-1486	278	9	is	be	AUX
cana-1486	278	10	especially	especially	ADV
cana-1486	278	11	important	important	ADJ
cana-1486	278	12	for	for	ADP
cana-1486	278	13	such	such	ADJ
cana-1486	278	14	cases	case	NOUN
cana-1486	278	15	in	in	ADP
cana-1486	278	16	which	which	PRON
cana-1486	278	17	a	a	DET
cana-1486	278	18	proper	proper	ADJ
cana-1486	278	19	balance	balance	NOUN
cana-1486	278	20	between	between	ADP
cana-1486	278	21	both	both	DET
cana-1486	278	22	false	false	ADJ
cana-1486	278	23	negatives	negative	NOUN
cana-1486	278	24	and	and	CCONJ
cana-1486	278	25	false	false	ADJ
cana-1486	278	26	positives	positive	NOUN
cana-1486	278	27	are	be	AUX
cana-1486	278	28	equally	equally	ADV
cana-1486	278	29	not	not	PART
cana-1486	278	30	recommended	recommend	VERB
cana-1486	278	31	needs	need	NOUN
cana-1486	278	32	to	to	PART
cana-1486	278	33	be	be	AUX
cana-1486	278	34	selected	select	VERB
cana-1486	278	35	over	over	ADP
cana-1486	278	36	all	all	DET
cana-1486	278	37	others	other	NOUN
cana-1486	278	38	.	.	PUNCT
cana-1486	279	1	4	4	X
cana-1486	279	2	.	.	X
cana-1486	279	3	a	a	DET
cana-1486	279	4	error	error	NOUN
cana-1486	279	5	matrix	matrix	NOUN
cana-1486	279	6	is	be	AUX
cana-1486	279	7	a	a	DET
cana-1486	279	8	table	table	NOUN
cana-1486	279	9	that	that	PRON
cana-1486	279	10	shows	show	VERB
cana-1486	279	11	true	true	ADJ
cana-1486	279	12	positives	positive	NOUN
cana-1486	279	13	,	,	PUNCT
cana-1486	279	14	false	false	ADJ
cana-1486	279	15	negatives	negative	NOUN
cana-1486	279	16	act	act	VERB
cana-1486	279	17	from	from	ADP
cana-1486	279	18	an	an	DET
cana-1486	279	19	algorithm	algorithm	NOUN
cana-1486	279	20	performance	performance	NOUN
cana-1486	279	21	this	this	DET
cana-1486	279	22	matrics	matric	NOUN
cana-1486	279	23	much	much	ADV
cana-1486	279	24	better	well	ADJ
cana-1486	279	25	approach	approach	NOUN
cana-1486	279	26	to	to	ADP
cana-1486	279	27	accuracy	accuracy	NOUN
cana-1486	279	28	as	as	SCONJ
cana-1486	279	29	it	it	PRON
cana-1486	279	30	show	show	VERB
cana-1486	279	31	many	many	ADJ
cana-1486	279	32	different	different	ADJ
cana-1486	279	33	types	type	NOUN
cana-1486	279	34	of	of	ADP
cana-1486	279	35	errors	error	NOUN
cana-1486	279	36	model	model	VERB
cana-1486	279	37	make	make	NOUN
cana-1486	279	38	and	and	CCONJ
cana-1486	279	39	knowledge	knowledge	NOUN
cana-1486	279	40	about	about	ADP
cana-1486	279	41	what	what	DET
cana-1486	279	42	type	type	NOUN
cana-1486	279	43	error	error	NOUN
cana-1486	279	44	models	model	NOUN
cana-1486	279	45	makes	make	VERB
cana-1486	279	46	it	it	PRON
cana-1486	279	47	very	very	ADV
cana-1486	279	48	essential	essential	ADJ
cana-1486	279	49	stat	stat	NOUN
cana-1486	279	50	for	for	ADP
cana-1486	279	51	improving	improve	VERB
cana-1486	279	52	the	the	DET
cana-1486	279	53	mode	mode	NOUN
cana-1486	279	54	.	.	PUNCT
cana-1486	280	1	5	5	X
cana-1486	280	2	.	.	X
cana-1486	280	3	log	log	VERB
cana-1486	280	4	loss(logarithmic	loss(logarithmic	PROPN
cana-1486	280	5	loss)in	loss)in	PROPN
cana-1486	280	6	this	this	DET
cana-1486	280	7	case	case	NOUN
cana-1486	280	8	,	,	PUNCT
cana-1486	280	9	logarithmic	logarithmic	ADJ
cana-1486	280	10	is	be	AUX
cana-1486	280	11	the	the	DET
cana-1486	280	12	answer	answer	NOUN
cana-1486	280	13	to	to	ADP
cana-1486	280	14	how	how	SCONJ
cana-1486	280	15	well	well	ADV
cana-1486	280	16	our	our	PRON
cana-1486	280	17	model	model	NOUN
cana-1486	280	18	can	can	AUX
cana-1486	280	19	predict	predict	VERB
cana-1486	280	20	on	on	ADP
cana-1486	280	21	instances	instance	NOUN
cana-1486	280	22	where	where	SCONJ
cana-1486	280	23	there	there	PRON
cana-1486	280	24	are	be	VERB
cana-1486	280	25	only	only	ADV
cana-1486	280	26	2	2	NUM
cana-1486	280	27	possible	possible	ADJ
cana-1486	280	28	outcomes	outcome	NOUN
cana-1486	280	29	:0	:0	PUNCT
cana-1486	280	30	or1	or1	NOUN
cana-1486	280	31	which	which	PRON
cana-1486	280	32	represents	represent	VERB
cana-1486	280	33	probability	probability	NOUN
cana-1486	280	34	of	of	ADP
cana-1486	280	35	prediction	prediction	NOUN
cana-1486	281	1	ex	ex	NOUN
cana-1486	281	2	:	:	PUNCT
cana-1486	281	3	predicted	predict	VERB
cana-1486	281	4	from	from	ADP
cana-1486	281	5	svm	svm	PROPN
cana-1486	281	6	—	—	PUNCT
cana-1486	281	7	b=	b=	NOUN
cana-1486	281	8	[	[	PUNCT
cana-1486	281	9	probability	probability	NOUN
cana-1486	281	10	distribution	distribution	NOUN
cana-1486	281	11	]	]	PUNCT
cana-1486	281	12	where	where	SCONJ
cana-1486	281	13	a=[prediction	a=[prediction	NOUN
cana-1486	281	14	label	label	NOUN
cana-1486	281	15	set	set	NOUN
cana-1486	281	16	.	.	PUNCT
cana-1486	282	1	𝑙𝑜𝑔	𝑙𝑜𝑔	PROPN
cana-1486	282	2	𝑙𝑜𝑠𝑠	𝑙𝑜𝑠𝑠	NOUN
cana-1486	283	1	=	=	SYM
cana-1486	283	2	−	−	NOUN
cana-1486	283	3	1	1	NUM
cana-1486	283	4	𝑁	𝑁	PROPN
cana-1486	283	5	∑	∑	PUNCT
cana-1486	283	6	⬚	⬚	PROPN
cana-1486	283	7	𝑁	𝑁	PROPN
cana-1486	283	8	𝑖=1	𝑖=1	PROPN
cana-1486	283	9	   	   	SPACE
cana-1486	284	1	[	[	X
cana-1486	284	2	𝑦𝑖𝑙𝑜𝑔	𝑦𝑖𝑙𝑜𝑔	NOUN
cana-1486	284	3	(	(	PUNCT
cana-1486	284	4	𝑦ˆ𝑖	𝑦ˆ𝑖	NOUN
cana-1486	284	5	)	)	PUNCT
cana-1486	284	6	+	+	CCONJ
cana-1486	284	7	(	(	PUNCT
cana-1486	284	8	1	1	NUM
cana-1486	284	9	−	−	NOUN
cana-1486	284	10	𝑦𝑖)𝑙𝑜𝑔	𝑦𝑖)𝑙𝑜𝑔	NOUN
cana-1486	284	11	(	(	PUNCT
cana-1486	284	12	1	1	NUM
cana-1486	284	13	−	−	PRON
cana-1486	284	14	𝑦ˆ𝑖)]#(4	𝑦ˆ𝑖)]#(4	NUM
cana-1486	284	15	)	)	PUNCT
cana-1486	284	16	communications	communication	NOUN
cana-1486	284	17	on	on	ADP
cana-1486	284	18	applied	apply	VERB
cana-1486	284	19	nonlinear	nonlinear	ADJ
cana-1486	284	20	analysis	analysis	NOUN
cana-1486	284	21	issn	issn	NOUN
cana-1486	284	22	:	:	PUNCT
cana-1486	284	23	1074	1074	NUM
cana-1486	284	24	-	-	PUNCT
cana-1486	284	25	133x	133x	NUM
cana-1486	284	26	vol	vol	NOUN
cana-1486	284	27	31	31	NUM
cana-1486	284	28	no	no	NOUN
cana-1486	284	29	.	.	PUNCT
cana-1486	285	1	8s	8s	PROPN
cana-1486	285	2	(	(	PUNCT
cana-1486	285	3	2024	2024	NUM
cana-1486	285	4	)	)	PUNCT
cana-1486	285	5	297	297	NUM
cana-1486	285	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	285	7	every	every	DET
cana-1486	285	8	model	model	NOUN
cana-1486	285	9	that	that	PRON
cana-1486	285	10	returns	return	VERB
cana-1486	285	11	probabilities	probability	NOUN
cana-1486	285	12	,	,	PUNCT
cana-1486	285	13	this	this	PRON
cana-1486	285	14	is	be	AUX
cana-1486	285	15	a	a	DET
cana-1486	285	16	fundamental	fundamental	ADJ
cana-1486	285	17	metric	metric	NOUN
cana-1486	285	18	for	for	ADP
cana-1486	285	19	how	how	SCONJ
cana-1486	285	20	confident	confident	ADJ
cana-1486	285	21	models	model	NOUN
cana-1486	285	22	should	should	AUX
cana-1486	285	23	be	be	AUX
cana-1486	285	24	with	with	ADP
cana-1486	285	25	their	their	PRON
cana-1486	285	26	predictions	prediction	NOUN
cana-1486	285	27	.	.	PUNCT
cana-1486	286	1	together	together	ADV
cana-1486	286	2	,	,	PUNCT
cana-1486	286	3	all	all	PRON
cana-1486	286	4	of	of	ADP
cana-1486	286	5	these	these	DET
cana-1486	286	6	metrics	metric	NOUN
cana-1486	286	7	form	form	VERB
cana-1486	286	8	an	an	DET
cana-1486	286	9	initial	initial	ADJ
cana-1486	286	10	basis	basis	NOUN
cana-1486	286	11	to	to	PART
cana-1486	286	12	assess	assess	VERB
cana-1486	286	13	the	the	DET
cana-1486	286	14	quality	quality	NOUN
cana-1486	286	15	of	of	ADP
cana-1486	286	16	the	the	DET
cana-1486	286	17	ensemble	ensemble	ADJ
cana-1486	286	18	model	model	NOUN
cana-1486	286	19	.	.	PUNCT
cana-1486	287	1	it	it	PRON
cana-1486	287	2	helps	help	VERB
cana-1486	287	3	us	we	PRON
cana-1486	287	4	to	to	PART
cana-1486	287	5	understand	understand	VERB
cana-1486	287	6	the	the	DET
cana-1486	287	7	efficacy	efficacy	NOUN
cana-1486	287	8	of	of	ADP
cana-1486	287	9	our	our	PRON
cana-1486	287	10	model	model	NOUN
cana-1486	287	11	in	in	ADP
cana-1486	287	12	terms	term	NOUN
cana-1486	287	13	of	of	ADP
cana-1486	287	14	false	false	ADJ
cana-1486	287	15	positive	positive	ADJ
cana-1486	287	16	capturing	capturing	NOUN
cana-1486	287	17	capability	capability	NOUN
cana-1486	287	18	besides	besides	SCONJ
cana-1486	287	19	intrusion	intrusion	NOUN
cana-1486	287	20	detection	detection	NOUN
cana-1486	287	21	mpri	mpri	NOUN
cana-1486	287	22	and	and	CCONJ
cana-1486	287	23	iot	iot	NOUN
cana-1486	287	24	-	-	PUNCT
cana-1486	287	25	based	base	VERB
cana-1486	287	26	evcs	evcs	NOUN
cana-1486	287	27	by	by	ADP
cana-1486	287	28	accuracy	accuracy	NOUN
cana-1486	287	29	,	,	PUNCT
cana-1486	287	30	precision	precision	NOUN
cana-1486	287	31	recall	recall	NOUN
cana-1486	287	32	f1	f1	PROPN
cana-1486	287	33	score	score	NOUN
cana-1486	287	34	confusion	confusion	NOUN
cana-1486	287	35	matrix	matrix	NOUN
cana-1486	287	36	and	and	CCONJ
cana-1486	287	37	log	log	VERB
cana-1486	287	38	loss	loss	NOUN
cana-1486	287	39	value	value	NOUN
cana-1486	287	40	.	.	PUNCT
cana-1486	288	1	it	it	PRON
cana-1486	288	2	ensures	ensure	VERB
cana-1486	288	3	that	that	SCONJ
cana-1486	288	4	the	the	DET
cana-1486	288	5	model	model	NOUN
cana-1486	288	6	will	will	AUX
cana-1486	288	7	be	be	AUX
cana-1486	288	8	good	good	ADJ
cana-1486	288	9	enough	enough	ADV
cana-1486	288	10	at	at	ADP
cana-1486	288	11	predicting	predict	VERB
cana-1486	288	12	threats	threat	NOUN
cana-1486	288	13	and	and	CCONJ
cana-1486	288	14	useful	useful	ADJ
cana-1486	288	15	in	in	ADP
cana-1486	288	16	reducing	reduce	VERB
cana-1486	288	17	false	false	ADJ
cana-1486	288	18	alarms	alarm	NOUN
cana-1486	288	19	,	,	PUNCT
cana-1486	288	20	both	both	DET
cana-1486	288	21	extremely	extremely	ADV
cana-1486	288	22	important	important	ADJ
cana-1486	288	23	aspects	aspect	NOUN
cana-1486	288	24	regarding	regard	VERB
cana-1486	288	25	real	real	ADJ
cana-1486	288	26	-	-	PUNCT
cana-1486	288	27	world	world	NOUN
cana-1486	288	28	applications	application	NOUN
cana-1486	288	29	.	.	PUNCT
cana-1486	289	1	4.6	4.6	NUM
cana-1486	289	2	.	.	PUNCT
cana-1486	290	1	implementation	implementation	NOUN
cana-1486	290	2	details	detail	NOUN
cana-1486	290	3	in	in	ADP
cana-1486	290	4	the	the	DET
cana-1486	290	5	process	process	NOUN
cana-1486	290	6	of	of	ADP
cana-1486	290	7	running	running	NOUN
cana-1486	290	8	,	,	PUNCT
cana-1486	290	9	this	this	DET
cana-1486	290	10	work	work	NOUN
cana-1486	290	11	also	also	ADV
cana-1486	290	12	enjoys	enjoy	VERB
cana-1486	290	13	with	with	ADP
cana-1486	290	14	vast	vast	ADJ
cana-1486	290	15	library	library	NOUN
cana-1486	290	16	reachability	reachability	NOUN
cana-1486	290	17	provided	provide	VERB
cana-1486	290	18	by	by	ADP
cana-1486	290	19	python	python	NOUN
cana-1486	290	20	explicitly	explicitly	ADV
cana-1486	290	21	for	for	ADP
cana-1486	290	22	tensorflow	tensorflow	NOUN
cana-1486	290	23	and	and	CCONJ
cana-1486	290	24	keras	keras	PROPN
cana-1486	290	25	in	in	ADP
cana-1486	290	26	dl	dl	PROPN
cana-1486	290	27	whereas	whereas	SCONJ
cana-1486	290	28	scikit	scikit	NOUN
cana-1486	290	29	-	-	PUNCT
cana-1486	290	30	learn	learn	VERB
cana-1486	290	31	approach	approach	NOUN
cana-1486	290	32	used	use	VERB
cana-1486	290	33	to	to	ADP
cana-1486	290	34	data	datum	NOUN
cana-1486	290	35	preprocessing	preprocessing	NOUN
cana-1486	290	36	stage	stage	NOUN
cana-1486	290	37	.	.	PUNCT
cana-1486	291	1	at	at	ADP
cana-1486	291	2	the	the	DET
cana-1486	291	3	top	top	NOUN
cana-1486	291	4	of	of	ADP
cana-1486	291	5	this	this	DET
cana-1486	291	6	stack	stack	NOUN
cana-1486	291	7	,	,	PUNCT
cana-1486	291	8	pandas	panda	NOUN
cana-1486	291	9	and	and	CCONJ
cana-1486	291	10	numpy	numpy	NOUN
cana-1486	291	11	effectively	effectively	ADV
cana-1486	291	12	fill	fill	VERB
cana-1486	291	13	in	in	ADP
cana-1486	291	14	these	these	DET
cana-1486	291	15	gaps	gap	NOUN
cana-1486	291	16	for	for	ADP
cana-1486	291	17	more	more	ADV
cana-1486	291	18	convenient	convenient	ADJ
cana-1486	291	19	data	datum	NOUN
cana-1486	291	20	manipulation	manipulation	NOUN
cana-1486	291	21	functionality	functionality	NOUN
cana-1486	291	22	.	.	PUNCT
cana-1486	292	1	git	git	NOUN
cana-1486	292	2	:	:	PUNCT
cana-1486	292	3	version	version	NOUN
cana-1486	292	4	control	control	NOUN
cana-1486	292	5	for	for	ADP
cana-1486	292	6	this	this	DET
cana-1486	292	7	project	project	NOUN
cana-1486	292	8	is	be	AUX
cana-1486	292	9	hosted	host	VERB
cana-1486	292	10	on	on	ADP
cana-1486	292	11	github	github	PROPN
cana-1486	292	12	at	at	ADP
cana-1486	292	13	https://github.com/tatu-hacker/cnn-lstm-gru.git	https://github.com/tatu-hacker/cnn-lstm-gru.git	PROPN
cana-1486	292	14	(	(	PUNCT
cana-1486	292	15	date	date	NOUN
cana-1486	292	16	of	of	ADP
cana-1486	292	17	upload	upload	NOUN
cana-1486	292	18	—	—	PUNCT
cana-1486	292	19	17th	17th	ADJ
cana-1486	292	20	november	november	PROPN
cana-1486	292	21	2023	2023	NUM
cana-1486	292	22	)	)	PUNCT
cana-1486	292	23	the	the	DET
cana-1486	292	24	project	project	NOUN
cana-1486	292	25	was	be	AUX
cana-1486	292	26	mostly	mostly	ADV
cana-1486	292	27	executed	execute	VERB
cana-1486	292	28	in	in	ADP
cana-1486	292	29	the	the	DET
cana-1486	292	30	kaggle	kaggle	ADJ
cana-1486	292	31	gpu	gpu	NOUN
cana-1486	292	32	p100(equipped	p100(equippe	VERB
cana-1486	292	33	with	with	ADP
cana-1486	292	34	extreme	extreme	ADJ
cana-1486	292	35	computational	computational	ADJ
cana-1486	292	36	capabilities	capability	NOUN
cana-1486	292	37	)	)	PUNCT
cana-1486	292	38	,	,	PUNCT
cana-1486	292	39	that	that	PRON
cana-1486	292	40	helped	help	VERB
cana-1486	292	41	to	to	PART
cana-1486	292	42	run	run	VERB
cana-1486	292	43	training	training	NOUN
cana-1486	292	44	and	and	CCONJ
cana-1486	292	45	inference	inference	NOUN
cana-1486	292	46	phases	phase	NOUN
cana-1486	292	47	faster	fast	ADV
cana-1486	292	48	due	due	ADJ
cana-1486	292	49	high	high	ADJ
cana-1486	292	50	processing	processing	NOUN
cana-1486	292	51	power	power	NOUN
cana-1486	292	52	.	.	PUNCT
cana-1486	293	1	the	the	DET
cana-1486	293	2	ensemble	ensemble	ADJ
cana-1486	293	3	model	model	NOUN
cana-1486	293	4	has	have	AUX
cana-1486	293	5	been	be	AUX
cana-1486	293	6	optimized	optimize	VERB
cana-1486	293	7	for	for	ADP
cana-1486	293	8	scalability	scalability	NOUN
cana-1486	293	9	and	and	CCONJ
cana-1486	293	10	efficiency	efficiency	NOUN
cana-1486	293	11	while	while	SCONJ
cana-1486	293	12	being	be	AUX
cana-1486	293	13	amenable	amenable	ADJ
cana-1486	293	14	to	to	ADP
cana-1486	293	15	the	the	DET
cana-1486	293	16	resource	resource	NOUN
cana-1486	293	17	constraints	constraint	NOUN
cana-1486	293	18	of	of	ADP
cana-1486	293	19	iot	iot	ADJ
cana-1486	293	20	environments	environment	NOUN
cana-1486	293	21	.	.	PUNCT
cana-1486	294	1	it	it	PRON
cana-1486	294	2	provides	provide	VERB
cana-1486	294	3	the	the	DET
cana-1486	294	4	ability	ability	NOUN
cana-1486	294	5	to	to	PART
cana-1486	294	6	scale	scale	VERB
cana-1486	294	7	effectively	effectively	ADV
cana-1486	294	8	with	with	ADP
cana-1486	294	9	different	different	ADJ
cana-1486	294	10	data	datum	NOUN
cana-1486	294	11	volume	volume	NOUN
cana-1486	294	12	and	and	CCONJ
cana-1486	294	13	vital	vital	ADJ
cana-1486	294	14	for	for	ADP
cana-1486	294	15	many	many	ADJ
cana-1486	294	16	iot	iot	ADJ
cana-1486	294	17	applications	application	NOUN
cana-1486	294	18	.	.	PUNCT
cana-1486	295	1	in	in	ADP
cana-1486	295	2	this	this	DET
cana-1486	295	3	work	work	NOUN
cana-1486	295	4	,	,	PUNCT
cana-1486	295	5	we	we	PRON
cana-1486	295	6	have	have	AUX
cana-1486	295	7	designed	design	VERB
cana-1486	295	8	(	(	PUNCT
cana-1486	295	9	prepared	prepared	ADJ
cana-1486	295	10	and	and	CCONJ
cana-1486	295	11	modified	modify	VERB
cana-1486	295	12	)	)	PUNCT
cana-1486	295	13	the	the	DET
cana-1486	295	14	proposed	propose	VERB
cana-1486	295	15	model	model	NOUN
cana-1486	295	16	even	even	ADV
cana-1486	295	17	to	to	PART
cana-1486	295	18	fit	fit	VERB
cana-1486	295	19	into	into	ADP
cana-1486	295	20	edge	edge	NOUN
cana-1486	295	21	computing	computing	NOUN
cana-1486	295	22	integration	integration	NOUN
cana-1486	295	23	for	for	ADP
cana-1486	295	24	iot	iot	NOUN
cana-1486	295	25	devices	device	NOUN
cana-1486	295	26	except	except	SCONJ
cana-1486	295	27	with	with	ADP
cana-1486	295	28	limited	limited	ADJ
cana-1486	295	29	processing	processing	NOUN
cana-1486	295	30	capability	capability	NOUN
cana-1486	295	31	when	when	SCONJ
cana-1486	295	32	compared	compare	VERB
cana-1486	295	33	its	its	PRON
cana-1486	295	34	flexibility	flexibility	NOUN
cana-1486	295	35	due	due	ADP
cana-1486	295	36	to	to	ADP
cana-1486	295	37	adaptable	adaptable	ADJ
cana-1486	295	38	computational	computational	ADJ
cana-1486	295	39	power	power	NOUN
cana-1486	295	40	of	of	ADP
cana-1486	295	41	our	our	PRON
cana-1486	295	42	optimized	optimize	VERB
cana-1486	295	43	design	design	NOUN
cana-1486	295	44	—	—	PUNCT
cana-1486	295	45	decreasing	decrease	VERB
cana-1486	295	46	latency	latency	NOUN
cana-1486	295	47	as	as	ADV
cana-1486	295	48	well	well	ADV
cana-1486	295	49	distributing	distribute	VERB
cana-1486	295	50	bandwidth	bandwidth	ADJ
cana-1486	295	51	need	need	NOUN
cana-1486	295	52	.	.	PUNCT
cana-1486	296	1	all	all	PRON
cana-1486	296	2	of	of	ADP
cana-1486	296	3	the	the	DET
cana-1486	296	4	aforementioned	aforementioned	ADJ
cana-1486	296	5	(	(	PUNCT
cana-1486	296	6	deliberately	deliberately	ADV
cana-1486	296	7	choosy	choosy	ADJ
cana-1486	296	8	software	software	NOUN
cana-1486	296	9	and	and	CCONJ
cana-1486	296	10	intentionally	intentionally	ADV
cana-1486	296	11	inverting	invert	VERB
cana-1486	296	12	make	make	VERB
cana-1486	296	13	this	this	DET
cana-1486	296	14	model	model	NOUN
cana-1486	296	15	feasible	feasible	ADJ
cana-1486	296	16	within	within	ADP
cana-1486	296	17	a	a	DET
cana-1486	296	18	highly	highly	ADV
cana-1486	296	19	dynamic	dynamic	ADJ
cana-1486	296	20	resource	resource	NOUN
cana-1486	296	21	strapped	strap	VERB
cana-1486	296	22	iot	iot	ADJ
cana-1486	296	23	/	/	SYM
cana-1486	296	24	evcs	evcs	NOUN
cana-1486	296	25	landscape	landscape	NOUN
cana-1486	296	26	.	.	PUNCT
cana-1486	297	1	5	5	X
cana-1486	297	2	.	.	X
cana-1486	297	3	experimental	experimental	ADJ
cana-1486	297	4	results	result	NOUN
cana-1486	297	5	the	the	DET
cana-1486	297	6	process	process	NOUN
cana-1486	297	7	of	of	ADP
cana-1486	297	8	empirical	empirical	ADJ
cana-1486	297	9	validation	validation	NOUN
cana-1486	297	10	is	be	AUX
cana-1486	297	11	a	a	DET
cana-1486	297	12	realisation	realisation	NOUN
cana-1486	297	13	that	that	SCONJ
cana-1486	297	14	theory	theory	NOUN
cana-1486	297	15	must	must	AUX
cana-1486	297	16	go	go	VERB
cana-1486	297	17	toe	toe	NOUN
cana-1486	297	18	to	to	PART
cana-1486	297	19	hand	hand	VERB
cana-1486	297	20	in	in	ADP
cana-1486	297	21	an	an	DET
cana-1486	297	22	unsparing	unsparing	ADJ
cana-1486	297	23	battle	battle	NOUN
cana-1486	297	24	with	with	ADP
cana-1486	297	25	experimentation	experimentation	NOUN
cana-1486	297	26	.	.	PUNCT
cana-1486	298	1	this	this	DET
cana-1486	298	2	section	section	NOUN
cana-1486	298	3	presents	present	VERB
cana-1486	298	4	an	an	DET
cana-1486	298	5	in	in	ADP
cana-1486	298	6	-	-	PUNCT
cana-1486	298	7	depth	depth	NOUN
cana-1486	298	8	experimental	experimental	ADJ
cana-1486	298	9	results	result	NOUN
cana-1486	298	10	and	and	CCONJ
cana-1486	298	11	evaluation	evaluation	NOUN
cana-1486	298	12	metrics	metric	NOUN
cana-1486	298	13	obtained	obtain	VERB
cana-1486	298	14	from	from	ADP
cana-1486	298	15	the	the	DET
cana-1486	298	16	ensemble	ensemble	ADJ
cana-1486	298	17	model	model	NOUN
cana-1486	298	18	designed	design	VERB
cana-1486	298	19	for	for	ADP
cana-1486	298	20	intrusion	intrusion	NOUN
cana-1486	298	21	detection	detection	NOUN
cana-1486	298	22	within	within	ADP
cana-1486	298	23	iot	iot	NOUN
cana-1486	298	24	-	-	PUNCT
cana-1486	298	25	based	base	VERB
cana-1486	298	26	evcs	evcs	NOUN
cana-1486	298	27	framework	framework	NOUN
cana-1486	298	28	.	.	PUNCT
cana-1486	299	1	the	the	DET
cana-1486	299	2	different	different	ADJ
cana-1486	299	3	problems	problem	NOUN
cana-1486	299	4	were	be	AUX
cana-1486	299	5	binary	binary	ADJ
cana-1486	299	6	classification	classification	NOUN
cana-1486	299	7	problem	problem	NOUN
cana-1486	299	8	;	;	PUNCT
cana-1486	299	9	through	through	ADP
cana-1486	299	10	multiclassification	multiclassification	NOUN
cana-1486	299	11	of	of	ADP
cana-1486	299	12	the	the	DET
cana-1486	299	13	model	model	NOUN
cana-1486	299	14	was	be	AUX
cana-1486	299	15	tested	test	VERB
cana-1486	299	16	using	use	VERB
cana-1486	299	17	testing	testing	NOUN
cana-1486	299	18	approach	approach	NOUN
cana-1486	299	19	with	with	ADP
cana-1486	299	20	varied	varied	ADJ
cana-1486	299	21	tests	test	NOUN
cana-1486	299	22	.	.	PUNCT
cana-1486	300	1	each	each	DET
cana-1486	300	2	test	test	NOUN
cana-1486	300	3	was	be	AUX
cana-1486	300	4	meticulously	meticulously	ADV
cana-1486	300	5	crafted	craft	VERB
cana-1486	300	6	to	to	PART
cana-1486	300	7	ensure	ensure	VERB
cana-1486	300	8	that	that	SCONJ
cana-1486	300	9	the	the	DET
cana-1486	300	10	model	model	NOUN
cana-1486	300	11	being	be	AUX
cana-1486	300	12	tested	test	VERB
cana-1486	300	13	would	would	AUX
cana-1486	300	14	be	be	AUX
cana-1486	300	15	able	able	ADJ
cana-1486	300	16	predict	predict	VERB
cana-1486	300	17	an	an	DET
cana-1486	300	18	incoming	incoming	ADJ
cana-1486	300	19	attacker	attacker	NOUN
cana-1486	300	20	with	with	ADP
cana-1486	300	21	any	any	DET
cana-1486	300	22	variety	variety	NOUN
cana-1486	300	23	of	of	ADP
cana-1486	300	24	conditions	condition	NOUN
cana-1486	300	25	representing	represent	VERB
cana-1486	300	26	security	security	NOUN
cana-1486	300	27	threats	threat	NOUN
cana-1486	300	28	within	within	ADP
cana-1486	300	29	iot	iot	ADJ
cana-1486	300	30	ecosystems	ecosystem	NOUN
cana-1486	300	31	.	.	PUNCT
cana-1486	301	1	our	our	PRON
cana-1486	301	2	binary	binary	ADJ
cana-1486	301	3	classification	classification	NOUN
cana-1486	301	4	experiments	experiment	NOUN
cana-1486	301	5	are	be	AUX
cana-1486	301	6	set	set	VERB
cana-1486	301	7	up	up	ADP
cana-1486	301	8	as	as	ADP
cana-1486	301	9	a	a	DET
cana-1486	301	10	poc	poc	NOUN
cana-1486	301	11	to	to	PART
cana-1486	301	12	answer	answer	VERB
cana-1486	301	13	the	the	DET
cana-1486	301	14	question	question	NOUN
cana-1486	301	15	whether	whether	SCONJ
cana-1486	301	16	or	or	CCONJ
cana-1486	301	17	not	not	PART
cana-1486	301	18	intrusion	intrusion	NOUN
cana-1486	301	19	attempts	attempt	NOUN
cana-1486	301	20	can	can	AUX
cana-1486	301	21	be	be	AUX
cana-1486	301	22	identified	identify	VERB
cana-1486	301	23	and	and	CCONJ
cana-1486	301	24	establish	establish	VERB
cana-1486	301	25	an	an	DET
cana-1486	301	26	empirical	empirical	ADJ
cana-1486	301	27	foundation	foundation	NOUN
cana-1486	301	28	for	for	ADP
cana-1486	301	29	this	this	DET
cana-1486	301	30	model	model	NOUN
cana-1486	301	31	's	's	PART
cana-1486	301	32	capacity	capacity	NOUN
cana-1486	301	33	of	of	ADP
cana-1486	301	34	distinguishing	distinguish	VERB
cana-1486	301	35	between	between	ADP
cana-1486	301	36	normal	normal	ADJ
cana-1486	301	37	operations	operation	NOUN
cana-1486	301	38	,	,	PUNCT
cana-1486	301	39	and	and	CCONJ
cana-1486	301	40	anomalies	anomaly	NOUN
cana-1486	301	41	.	.	PUNCT
cana-1486	302	1	six	six	NUM
cana-1486	302	2	-	-	PUNCT
cana-1486	302	3	class	class	NOUN
cana-1486	302	4	and	and	CCONJ
cana-1486	302	5	fifteenclass	fifteenclass	NOUN
cana-1486	302	6	classification	classification	NOUN
cana-1486	302	7	tests	test	NOUN
cana-1486	302	8	at	at	ADP
cana-1486	302	9	finer	fine	ADJ
cana-1486	302	10	granularity	granularity	NOUN
cana-1486	302	11	were	be	AUX
cana-1486	302	12	carried	carry	VERB
cana-1486	302	13	out	out	ADP
cana-1486	302	14	to	to	PART
cana-1486	302	15	evaluate	evaluate	VERB
cana-1486	302	16	the	the	DET
cana-1486	302	17	discriminate	discriminate	ADJ
cana-1486	302	18	power	power	NOUN
cana-1486	302	19	of	of	ADP
cana-1486	302	20	our	our	PRON
cana-1486	302	21	model	model	NOUN
cana-1486	302	22	over	over	ADP
cana-1486	302	23	different	different	ADJ
cana-1486	302	24	levels	level	NOUN
cana-1486	302	25	of	of	ADP
cana-1486	302	26	intrusions	intrusion	NOUN
cana-1486	302	27	(	(	PUNCT
cana-1486	302	28	table	table	NOUN
cana-1486	302	29	3	3	NUM
cana-1486	302	30	)	)	PUNCT
cana-1486	302	31	.	.	PUNCT
cana-1486	303	1	communications	communication	NOUN
cana-1486	303	2	on	on	ADP
cana-1486	303	3	applied	apply	VERB
cana-1486	303	4	nonlinear	nonlinear	ADJ
cana-1486	303	5	analysis	analysis	NOUN
cana-1486	303	6	issn	issn	NOUN
cana-1486	303	7	:	:	PUNCT
cana-1486	303	8	1074	1074	NUM
cana-1486	303	9	-	-	PUNCT
cana-1486	303	10	133x	133x	NUM
cana-1486	303	11	vol	vol	NOUN
cana-1486	303	12	31	31	NUM
cana-1486	303	13	no	no	NOUN
cana-1486	303	14	.	.	PUNCT
cana-1486	304	1	8s	8s	PROPN
cana-1486	304	2	(	(	PUNCT
cana-1486	304	3	2024	2024	NUM
cana-1486	304	4	)	)	PUNCT
cana-1486	304	5	298	298	NUM
cana-1486	305	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	305	2	table2	table2	PROPN
cana-1486	305	3	.	.	PUNCT
cana-1486	306	1	performance	performance	NOUN
cana-1486	306	2	metrics	metric	NOUN
cana-1486	306	3	of	of	ADP
cana-1486	306	4	model	model	NOUN
cana-1486	306	5	p.m	p.m	PROPN
cana-1486	306	6	class	class	NOUN
cana-1486	306	7	3	3	NUM
cana-1486	306	8	class	class	NOUN
cana-1486	306	9	8	8	NUM
cana-1486	306	10	class	class	NOUN
cana-1486	306	11	16	16	NUM
cana-1486	306	12	damage	damage	NOUN
cana-1486	306	13	0.4	0.4	NUM
cana-1486	306	14	0.05	0.05	NUM
cana-1486	306	15	0.3	0.3	NUM
cana-1486	306	16	acc	acc	PROPN
cana-1486	306	17	.	.	PUNCT
cana-1486	307	1	99.99	99.99	NUM
cana-1486	308	1	96.09	96.09	NUM
cana-1486	308	2	97.23	97.23	NUM
cana-1486	308	3	e	e	X
cana-1486	308	4	poch	poch	PROPN
cana-1486	308	5	5	5	NUM
cana-1486	308	6	49	49	NUM
cana-1486	308	7	49	49	NUM
cana-1486	308	8	time	time	NOUN
cana-1486	308	9	of	of	ADP
cana-1486	308	10	training	train	VERB
cana-1486	308	11	1789.98	1789.98	NUM
cana-1486	308	12	16885.98	16885.98	NUM
cana-1486	308	13	12343.89	12343.89	NUM
cana-1486	308	14	time	time	NOUN
cana-1486	308	15	of	of	ADP
cana-1486	308	16	testing	test	VERB
cana-1486	308	17	34.67	34.67	NUM
cana-1486	308	18	41.10	41.10	NUM
cana-1486	308	19	39.90	39.90	NUM
cana-1486	308	20	5.1	5.1	NUM
cana-1486	308	21	.	.	PUNCT
cana-1486	309	1	binary	binary	ADJ
cana-1486	309	2	classification	classification	NOUN
cana-1486	309	3	results	result	NOUN
cana-1486	309	4	in	in	ADP
cana-1486	309	5	the	the	DET
cana-1486	309	6	age	age	NOUN
cana-1486	309	7	of	of	ADP
cana-1486	309	8	precision	precision	NOUN
cana-1486	309	9	spending	spending	NOUN
cana-1486	309	10	clients	client	NOUN
cana-1486	309	11	,	,	PUNCT
cana-1486	309	12	here	here	ADV
cana-1486	309	13	we	we	PRON
cana-1486	309	14	find	find	VERB
cana-1486	309	15	that	that	SCONJ
cana-1486	309	16	an	an	DET
cana-1486	309	17	ensemble	ensemble	ADJ
cana-1486	309	18	model	model	NOUN
cana-1486	309	19	(	(	PUNCT
cana-1486	309	20	almost	almost	ADV
cana-1486	309	21	suspiciously	suspiciously	ADV
cana-1486	309	22	)	)	PUNCT
cana-1486	309	23	performs	perform	VERB
cana-1486	309	24	best	good	ADJ
cana-1486	309	25	among	among	ADP
cana-1486	309	26	all	all	DET
cana-1486	309	27	models	model	NOUN
cana-1486	309	28	on	on	ADP
cana-1486	309	29	binary	binary	ADJ
cana-1486	309	30	classification	classification	NOUN
cana-1486	309	31	task	task	NOUN
cana-1486	309	32	within	within	ADP
cana-1486	309	33	such	such	DET
cana-1486	309	34	a	a	DET
cana-1486	309	35	niche	niche	NOUN
cana-1486	309	36	domain	domain	NOUN
cana-1486	309	37	as	as	ADP
cana-1486	309	38	iot	iot	ADJ
cana-1486	309	39	security	security	NOUN
cana-1486	309	40	for	for	ADP
cana-1486	309	41	evcs	evcs	NOUN
cana-1486	309	42	.	.	PUNCT
cana-1486	310	1	generalize	generalize	VERB
cana-1486	310	2	almost	almost	ADV
cana-1486	310	3	perfect	perfect	ADJ
cana-1486	310	4	acc	acc	PROPN
cana-1486	310	5	to	to	PART
cana-1486	310	6	test	test	VERB
cana-1486	310	7	set	set	VERB
cana-1486	310	8	,	,	PUNCT
cana-1486	310	9	though	though	SCONJ
cana-1486	310	10	trained	train	VERB
cana-1486	310	11	on	on	ADP
cana-1486	310	12	only	only	ADV
cana-1486	310	13	6	6	NUM
cana-1486	310	14	epochs	epoch	NOUN
cana-1486	310	15	.	.	PUNCT
cana-1486	311	1	this	this	DET
cana-1486	311	2	model	model	NOUN
cana-1486	311	3	can	can	AUX
cana-1486	311	4	perform	perform	VERB
cana-1486	311	5	excellently	excellently	ADV
cana-1486	311	6	with	with	ADP
cana-1486	311	7	only	only	ADV
cana-1486	311	8	1885.46	1885.46	NUM
cana-1486	311	9	s	s	NOUN
cana-1486	311	10	of	of	ADP
cana-1486	311	11	training	training	NOUN
cana-1486	311	12	time	time	NOUN
cana-1486	311	13	across	across	ADP
cana-1486	311	14	all	all	DET
cana-1486	311	15	subjects	subject	NOUN
cana-1486	311	16	(	(	PUNCT
cana-1486	311	17	material	material	NOUN
cana-1486	311	18	fig1a	fig1a	NOUN
cana-1486	311	19	,	,	PUNCT
cana-1486	311	20	b	b	NOUN
cana-1486	311	21	)	)	PUNCT
cana-1486	311	22	,	,	PUNCT
cana-1486	311	23	and	and	CCONJ
cana-1486	311	24	decide	decide	VERB
cana-1486	311	25	an	an	DET
cana-1486	311	26	answer	answer	NOUN
cana-1486	311	27	in	in	ADP
cana-1486	311	28	as	as	ADV
cana-1486	311	29	little	little	ADJ
cana-1486	311	30	time	time	NOUN
cana-1486	311	31	as	as	ADP
cana-1486	311	32	merely42.53s(material	merely42.53s(material	ADJ
cana-1486	311	33	fig1c	fig1c	NOUN
cana-1486	311	34	–	–	PUNCT
cana-1486	311	35	d	d	NOUN
cana-1486	311	36	)	)	PUNCT
cana-1486	311	37	.	.	PUNCT
cana-1486	312	1	such	such	ADJ
cana-1486	312	2	that	that	SCONJ
cana-1486	312	3	when	when	SCONJ
cana-1486	312	4	we	we	PRON
cana-1486	312	5	try	try	VERB
cana-1486	312	6	to	to	PART
cana-1486	312	7	do	do	VERB
cana-1486	312	8	binary	binary	ADJ
cana-1486	312	9	classification	classification	NOUN
cana-1486	312	10	of	of	ADP
cana-1486	312	11	no	no	DET
cana-1486	312	12	intrusion	intrusion	NOUN
cana-1486	312	13	vs.	vs.	ADP
cana-1486	312	14	intrusion	intrusion	NOUN
cana-1486	312	15	in	in	ADP
cana-1486	312	16	the	the	DET
cana-1486	312	17	test	test	NOUN
cana-1486	312	18	set	set	NOUN
cana-1486	312	19	,	,	PUNCT
cana-1486	312	20	this	this	PRON
cana-1486	312	21	reflect	reflect	VERB
cana-1486	312	22	an	an	DET
cana-1486	312	23	almost	almost	ADV
cana-1486	312	24	perfect	perfect	ADJ
cana-1486	312	25	matching	matching	NOUN
cana-1486	312	26	with	with	ADP
cana-1486	312	27	ground	ground	NOUN
cana-1486	312	28	truth	truth	NOUN
cana-1486	312	29	as	as	SCONJ
cana-1486	312	30	can	can	AUX
cana-1486	312	31	be	be	AUX
cana-1486	312	32	seen	see	VERB
cana-1486	312	33	from	from	ADP
cana-1486	312	34	1.00	1.00	NUM
cana-1486	312	35	both	both	PRON
cana-1486	312	36	for	for	ADP
cana-1486	312	37	precision	precision	NOUN
cana-1486	312	38	and	and	CCONJ
cana-1486	312	39	recall	recall	VERB
cana-1486	312	40	along	along	ADP
cana-1486	312	41	-	-	PUNCT
cana-1486	312	42	side	side	NOUN
cana-1486	312	43	f1	f1	NOUN
cana-1486	312	44	-	-	PUNCT
cana-1486	312	45	score	score	NOUN
cana-1486	312	46	(	(	PUNCT
cana-1486	312	47	table4	table4	NOUN
cana-1486	312	48	)	)	PUNCT
cana-1486	312	49	.	.	PUNCT
cana-1486	313	1	the	the	DET
cana-1486	313	2	consensus	consensus	NOUN
cana-1486	313	3	classification	classification	NOUN
cana-1486	313	4	metric	metric	NOUN
cana-1486	313	5	ultimate	ultimate	NOUN
cana-1486	313	6	never	never	ADV
cana-1486	313	7	achieved	achieve	VERB
cana-1486	313	8	is	be	AUX
cana-1486	313	9	)	)	PUNCT
cana-1486	313	10	in	in	ADP
cana-1486	313	11	the	the	DET
cana-1486	313	12	extremely	extremely	ADV
cana-1486	313	13	rarefied	rarefied	ADJ
cana-1486	313	14	atmosphere	atmosphere	NOUN
cana-1486	313	15	of	of	ADP
cana-1486	313	16	open	open	ADJ
cana-1486	313	17	.	.	PUNCT
cana-1486	314	1	the	the	DET
cana-1486	314	2	above	above	ADJ
cana-1486	314	3	point	point	NOUN
cana-1486	314	4	when	when	SCONJ
cana-1486	314	5	combined	combine	VERB
cana-1486	314	6	with	with	ADP
cana-1486	314	7	the	the	DET
cana-1486	314	8	comments	comment	NOUN
cana-1486	314	9	on	on	ADP
cana-1486	314	10	cybersecurity	cybersecurity	NOUN
cana-1486	314	11	analytics	analytic	NOUN
cana-1486	314	12	illuminates	illuminate	VERB
cana-1486	314	13	just	just	ADV
cana-1486	314	14	how	how	SCONJ
cana-1486	314	15	nuanced	nuanced	ADJ
cana-1486	314	16	and	and	CCONJ
cana-1486	314	17	refined	refine	VERB
cana-1486	314	18	a	a	DET
cana-1486	314	19	discriminating	discriminate	VERB
cana-1486	314	20	sequence	sequence	NOUN
cana-1486	314	21	can	can	AUX
cana-1486	314	22	be	be	AUX
cana-1486	314	23	made	make	VERB
cana-1486	314	24	to	to	PART
cana-1486	314	25	detect	detect	VERB
cana-1486	314	26	in	in	ADP
cana-1486	314	27	this	this	DET
cana-1486	314	28	complex	complex	ADJ
cana-1486	314	29	world	world	NOUN
cana-1486	314	30	.	.	PUNCT
cana-1486	315	1	figure	figure	VERB
cana-1486	315	2	6	6	NUM
cana-1486	315	3	.	.	PUNCT
cana-1486	315	4	model	model	NOUN
cana-1486	315	5	accuracy	accuracy	NOUN
cana-1486	315	6	and	and	CCONJ
cana-1486	315	7	loss	loss	NOUN
cana-1486	315	8	.	.	PUNCT
cana-1486	316	1	communications	communication	NOUN
cana-1486	316	2	on	on	ADP
cana-1486	316	3	applied	apply	VERB
cana-1486	316	4	nonlinear	nonlinear	ADJ
cana-1486	316	5	analysis	analysis	NOUN
cana-1486	316	6	issn	issn	NOUN
cana-1486	316	7	:	:	PUNCT
cana-1486	316	8	1074	1074	NUM
cana-1486	316	9	-	-	PUNCT
cana-1486	316	10	133x	133x	NUM
cana-1486	316	11	vol	vol	NOUN
cana-1486	316	12	31	31	NUM
cana-1486	316	13	no	no	NOUN
cana-1486	316	14	.	.	PUNCT
cana-1486	317	1	8s	8s	PROPN
cana-1486	317	2	(	(	PUNCT
cana-1486	317	3	2024	2024	NUM
cana-1486	317	4	)	)	PUNCT
cana-1486	317	5	299	299	NUM
cana-1486	317	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	317	7	table	table	NOUN
cana-1486	317	8	3	3	NUM
cana-1486	317	9	.	.	PUNCT
cana-1486	318	1	a	a	DET
cana-1486	318	2	report	report	NOUN
cana-1486	318	3	of	of	ADP
cana-1486	318	4	classification	classification	NOUN
cana-1486	318	5	pre	pre	NOUN
cana-1486	318	6	.	.	PROPN
cana-1486	318	7	rec	rec	PROPN
cana-1486	318	8	.	.	PROPN
cana-1486	318	9	f1	f1	PROPN
cana-1486	318	10	-	-	PUNCT
cana-1486	318	11	sc	sc	PROPN
cana-1486	318	12	.	.	PUNCT
cana-1486	318	13	supp	supp	PROPN
cana-1486	318	14	.	.	PUNCT
cana-1486	319	1	no	no	DET
cana-1486	319	2	int	int	NOUN
cana-1486	319	3	.	.	PUNCT
cana-1486	320	1	1	1	NUM
cana-1486	320	2	1	1	NUM
cana-1486	320	3	1	1	NUM
cana-1486	320	4	234548	234548	NUM
cana-1486	320	5	int	int	NOUN
cana-1486	320	6	.	.	PUNCT
cana-1486	321	1	1	1	NUM
cana-1486	321	2	1	1	NUM
cana-1486	321	3	1	1	NUM
cana-1486	321	4	253553	253553	NUM
cana-1486	321	5	acc	acc	NOUN
cana-1486	321	6	.	.	PROPN
cana-1486	321	7	1	1	NUM
cana-1486	321	8	356654	356654	NUM
cana-1486	321	9	mac	mac	PROPN
cana-1486	321	10	.	.	PUNCT
cana-1486	322	1	average	average	ADJ
cana-1486	322	2	1	1	NUM
cana-1486	322	3	1	1	NUM
cana-1486	322	4	1	1	NUM
cana-1486	322	5	387645	387645	NUM
cana-1486	322	6	weg	weg	PROPN
cana-1486	322	7	.	.	PUNCT
cana-1486	323	1	average	average	ADJ
cana-1486	323	2	1	1	NUM
cana-1486	323	3	1	1	NUM
cana-1486	323	4	1	1	NUM
cana-1486	323	5	364644	364644	NUM
cana-1486	323	6	results	result	NOUN
cana-1486	323	7	will	will	AUX
cana-1486	323	8	be	be	AUX
cana-1486	323	9	shown	show	VERB
cana-1486	323	10	with	with	ADP
cana-1486	323	11	the	the	DET
cana-1486	323	12	sociodemographic	sociodemographic	ADJ
cana-1486	323	13	variables	variable	NOUN
cana-1486	323	14	as	as	ADP
cana-1486	323	15	features	feature	NOUN
cana-1486	323	16	for	for	ADP
cana-1486	323	17	now	now	ADV
cana-1486	323	18	:	:	PUNCT
cana-1486	323	19	(	(	PUNCT
cana-1486	323	20	figures	figure	NOUN
cana-1486	323	21	7	7	NUM
cana-1486	323	22	&	&	CCONJ
cana-1486	323	23	8)the	8)the	NUM
cana-1486	323	24	results	result	NOUN
cana-1486	323	25	are	be	AUX
cana-1486	323	26	from	from	ADP
cana-1486	323	27	both	both	CCONJ
cana-1486	323	28	a	a	DET
cana-1486	323	29	classification	classification	NOUN
cana-1486	323	30	report	report	NOUN
cana-1486	323	31	and	and	CCONJ
cana-1486	323	32	,	,	PUNCT
cana-1486	323	33	of	of	ADP
cana-1486	323	34	course	course	NOUN
cana-1486	323	35	,	,	PUNCT
cana-1486	323	36	the	the	DET
cana-1486	323	37	confusion	confusion	NOUN
cana-1486	323	38	matrix	matrix	NOUN
cana-1486	323	39	itself	itself	PRON
cana-1486	323	40	along	along	ADP
cana-1486	323	41	in	in	ADP
cana-1486	323	42	normal	normal	ADJ
cana-1486	323	43	and	and	CCONJ
cana-1486	323	44	normalized	normalize	VERB
cana-1486	323	45	versions	version	NOUN
cana-1486	323	46	above	above	ADV
cana-1486	323	47	.	.	PUNCT
cana-1486	324	1	there	there	PRON
cana-1486	324	2	is	be	VERB
cana-1486	324	3	a	a	DET
cana-1486	324	4	stark	stark	ADJ
cana-1486	324	5	,	,	PUNCT
cana-1486	324	6	unapologetic	unapologetic	ADJ
cana-1486	324	7	binary	binary	NOUN
cana-1486	324	8	that	that	PRON
cana-1486	324	9	emerges	emerge	VERB
cana-1486	324	10	in	in	ADP
cana-1486	324	11	them	they	PRON
cana-1486	324	12	;	;	PUNCT
cana-1486	324	13	a	a	DET
cana-1486	324	14	clarity	clarity	NOUN
cana-1486	324	15	of	of	ADP
cana-1486	324	16	normality	normality	NOUN
cana-1486	324	17	and	and	CCONJ
cana-1486	324	18	invasion	invasion	NOUN
cana-1486	324	19	that	that	PRON
cana-1486	324	20	is	be	AUX
cana-1486	324	21	largely	largely	ADV
cana-1486	324	22	quite	quite	ADV
cana-1486	324	23	difficult	difficult	ADJ
cana-1486	324	24	to	to	PART
cana-1486	324	25	come	come	VERB
cana-1486	324	26	by	by	ADP
cana-1486	324	27	in	in	ADP
cana-1486	324	28	differentiations	differentiation	NOUN
cana-1486	324	29	.	.	PUNCT
cana-1486	325	1	we	we	PRON
cana-1486	325	2	regard	regard	VERB
cana-1486	325	3	the	the	DET
cana-1486	325	4	full	full	ADJ
cana-1486	325	5	bifurcation	bifurcation	NOUN
cana-1486	325	6	in	in	ADP
cana-1486	325	7	model	model	NOUN
cana-1486	325	8	predictive	predictive	ADJ
cana-1486	325	9	capacity	capacity	NOUN
cana-1486	325	10	as	as	ADP
cana-1486	325	11	a	a	DET
cana-1486	325	12	necessary	necessary	ADJ
cana-1486	325	13	step	step	NOUN
cana-1486	325	14	on	on	ADP
cana-1486	325	15	the	the	DET
cana-1486	325	16	way	way	NOUN
cana-1486	325	17	to	to	ADP
cana-1486	325	18	building	build	VERB
cana-1486	325	19	iot	iot	ADJ
cana-1486	325	20	systems	system	NOUN
cana-1486	325	21	that	that	PRON
cana-1486	325	22	fail	fail	VERB
cana-1486	325	23	safe	safe	ADJ
cana-1486	325	24	.	.	PUNCT
cana-1486	326	1	figure	figure	NOUN
cana-1486	326	2	7	7	NUM
cana-1486	326	3	.	.	PUNCT
cana-1486	326	4	confusion	confusion	NOUN
cana-1486	326	5	matrix	matrix	NOUN
cana-1486	326	6	.	.	PUNCT
cana-1486	327	1	figure	figure	NOUN
cana-1486	327	2	8	8	NUM
cana-1486	327	3	.	.	PUNCT
cana-1486	328	1	ncm	ncm	PROPN
cana-1486	328	2	5.2	5.2	NUM
cana-1486	328	3	.	.	PUNCT
cana-1486	329	1	6	6	NUM
cana-1486	329	2	-	-	SYM
cana-1486	329	3	c	c	NOUN
cana-1486	329	4	c	c	NOUN
cana-1486	329	5	result	result	VERB
cana-1486	329	6	illustration	illustration	NOUN
cana-1486	329	7	of	of	ADP
cana-1486	329	8	general	general	ADJ
cana-1486	329	9	accuracy	accuracy	NOUN
cana-1486	329	10	in	in	ADP
cana-1486	329	11	training	training	NOUN
cana-1486	329	12	for	for	ADP
cana-1486	329	13	every	every	DET
cana-1486	329	14	threat	threat	NOUN
cana-1486	329	15	landscape	landscape	NOUN
cana-1486	329	16	indicates	indicate	VERB
cana-1486	329	17	durability	durability	NOUN
cana-1486	329	18	and	and	CCONJ
cana-1486	329	19	reliability	reliability	NOUN
cana-1486	329	20	as	as	SCONJ
cana-1486	329	21	shown	show	VERB
cana-1486	329	22	overall	overall	ADJ
cana-1486	329	23	accuracy	accuracy	NOUN
cana-1486	329	24	97.44	97.44	NUM
cana-1486	329	25	%	%	NOUN
cana-1486	330	1	[	[	X
cana-1486	330	2	fig9	fig9	NOUN
cana-1486	330	3	]	]	PUNCT
cana-1486	330	4	.	.	PUNCT
cana-1486	331	1	the	the	DET
cana-1486	331	2	saturation	saturation	NOUN
cana-1486	331	3	level	level	NOUN
cana-1486	331	4	of	of	ADP
cana-1486	331	5	accuracy	accuracy	NOUN
cana-1486	331	6	that	that	PRON
cana-1486	331	7	is	be	AUX
cana-1486	331	8	observed	observe	VERB
cana-1486	331	9	over	over	ADP
cana-1486	331	10	extremely	extremely	ADV
cana-1486	331	11	maximal	maximal	ADJ
cana-1486	331	12	even	even	ADV
cana-1486	331	13	in	in	ADP
cana-1486	331	14	the	the	DET
cana-1486	331	15	complexities	complexity	NOUN
cana-1486	331	16	and	and	CCONJ
cana-1486	331	17	chaos	chaos	NOUN
cana-1486	331	18	which	which	DET
cana-1486	331	19	iot	iot	ADJ
cana-1486	331	20	security	security	NOUN
cana-1486	331	21	offers	offer	NOUN
cana-1486	331	22	,	,	PUNCT
cana-1486	331	23	proves	prove	VERB
cana-1486	331	24	the	the	DET
cana-1486	331	25	power	power	NOUN
cana-1486	331	26	this	this	DET
cana-1486	331	27	model	model	NOUN
cana-1486	331	28	has	have	VERB
cana-1486	331	29	at	at	ADP
cana-1486	331	30	feature	feature	NOUN
cana-1486	331	31	extraction	extraction	NOUN
cana-1486	331	32	&	&	CCONJ
cana-1486	331	33	classification	classification	NOUN
cana-1486	331	34	.	.	PUNCT
cana-1486	332	1	a	a	DET
cana-1486	332	2	test	test	NOUN
cana-1486	332	3	loss	loss	NOUN
cana-1486	332	4	of	of	ADP
cana-1486	332	5	0.0532	0.0532	NUM
cana-1486	332	6	is	be	AUX
cana-1486	332	7	pretty	pretty	ADV
cana-1486	332	8	optimal	optimal	ADJ
cana-1486	332	9	for	for	ADP
cana-1486	332	10	this	this	DET
cana-1486	332	11	problem	problem	NOUN
cana-1486	332	12	,	,	PUNCT
cana-1486	332	13	considering	consider	VERB
cana-1486	332	14	the	the	DET
cana-1486	332	15	complexity	complexity	NOUN
cana-1486	332	16	(	(	PUNCT
cana-1486	332	17	figure	figure	NOUN
cana-1486	332	18	9	9	NUM
cana-1486	332	19	)	)	PUNCT
cana-1486	332	20	.	.	PUNCT
cana-1486	333	1	besides	besides	SCONJ
cana-1486	333	2	,	,	PUNCT
cana-1486	333	3	the	the	DET
cana-1486	333	4	model	model	NOUN
cana-1486	333	5	in	in	ADP
cana-1486	333	6	training	training	NOUN
cana-1486	333	7	stage	stage	NOUN
cana-1486	333	8	that	that	PRON
cana-1486	333	9	took	take	VERB
cana-1486	333	10	an	an	DET
cana-1486	333	11	average	average	ADJ
cana-1486	333	12	time	time	NOUN
cana-1486	333	13	of	of	ADP
cana-1486	333	14	14,803.63	14,803.63	NUM
cana-1486	333	15	s	s	PART
cana-1486	333	16	and	and	CCONJ
cana-1486	333	17	fast	fast	ADJ
cana-1486	333	18	testing	testing	NOUN
cana-1486	333	19	rate	rate	NOUN
cana-1486	333	20	on	on	ADP
cana-1486	333	21	test	test	NOUN
cana-1486	333	22	data	datum	NOUN
cana-1486	333	23	(	(	PUNCT
cana-1486	333	24	new	new	ADJ
cana-1486	333	25	untrained	untrained	ADJ
cana-1486	333	26	samples	sample	NOUN
cana-1486	333	27	)	)	PUNCT
cana-1486	333	28	at	at	ADP
cana-1486	333	29	42.20	42.20	NUM
cana-1486	333	30	seconds	second	NOUN
cana-1486	333	31	proved	prove	VERB
cana-1486	333	32	to	to	PART
cana-1486	333	33	be	be	AUX
cana-1486	333	34	real	real	ADJ
cana-1486	333	35	-	-	PUNCT
cana-1486	333	36	time	time	NOUN
cana-1486	333	37	efficient	efficient	ADJ
cana-1486	333	38	for	for	ADP
cana-1486	333	39	eventual	eventual	ADJ
cana-1486	333	40	enemy	enemy	NOUN
cana-1486	333	41	attack	attack	NOUN
cana-1486	333	42	detection	detection	NOUN
cana-1486	333	43	cases	case	NOUN
cana-1486	333	44	which	which	PRON
cana-1486	333	45	is	be	AUX
cana-1486	333	46	faster	fast	ADJ
cana-1486	333	47	than	than	ADP
cana-1486	333	48	a	a	DET
cana-1486	333	49	blink	blink	NOUN
cana-1486	333	50	of	of	ADP
cana-1486	333	51	human	human	ADJ
cana-1486	333	52	eye	eye	NOUN
cana-1486	333	53	.	.	PUNCT
cana-1486	334	1	combine	combine	VERB
cana-1486	334	2	this	this	PRON
cana-1486	334	3	with	with	ADP
cana-1486	334	4	a	a	DET
cana-1486	334	5	long	long	ADJ
cana-1486	334	6	training	training	NOUN
cana-1486	334	7	time	time	NOUN
cana-1486	334	8	(	(	PUNCT
cana-1486	334	9	relative	relative	ADJ
cana-1486	334	10	to	to	ADP
cana-1486	334	11	testing	testing	NOUN
cana-1486	334	12	)	)	PUNCT
cana-1486	334	13	,	,	PUNCT
cana-1486	334	14	and	and	CCONJ
cana-1486	334	15	further	far	ADV
cana-1486	334	16	taking	take	VERB
cana-1486	334	17	into	into	ADP
cana-1486	334	18	consideration	consideration	NOUN
cana-1486	334	19	these	these	DET
cana-1486	334	20	criteria	criterion	NOUN
cana-1486	334	21	that	that	PRON
cana-1486	334	22	should	should	AUX
cana-1486	334	23	be	be	AUX
cana-1486	334	24	exhibited	exhibit	VERB
cana-1486	334	25	by	by	ADP
cana-1486	334	26	an	an	DET
cana-1486	334	27	ideal	ideal	ADJ
cana-1486	334	28	model	model	NOUN
cana-1486	334	29	possessing	possess	VERB
cana-1486	334	30	the	the	DET
cana-1486	334	31	ability	ability	NOUN
cana-1486	334	32	of	of	ADP
cana-1486	334	33	reliable	reliable	ADJ
cana-1486	334	34	threat	threat	NOUN
cana-1486	334	35	detection	detection	NOUN
cana-1486	334	36	in	in	ADP
cana-1486	334	37	real	real	ADJ
cana-1486	334	38	-	-	PUNCT
cana-1486	334	39	time	time	NOUN
cana-1486	334	40	working	work	VERB
cana-1486	334	41	on	on	ADP
cana-1486	334	42	iot	iot	PROPN
cana-1486	334	43	systems	system	NOUN
cana-1486	334	44	can	can	AUX
cana-1486	334	45	now	now	ADV
cana-1486	334	46	defend	defend	VERB
cana-1486	334	47	actively	actively	ADV
cana-1486	334	48	.	.	PUNCT
cana-1486	335	1	communications	communication	NOUN
cana-1486	335	2	on	on	ADP
cana-1486	335	3	applied	apply	VERB
cana-1486	335	4	nonlinear	nonlinear	ADJ
cana-1486	335	5	analysis	analysis	NOUN
cana-1486	335	6	issn	issn	NOUN
cana-1486	335	7	:	:	PUNCT
cana-1486	335	8	1074	1074	NUM
cana-1486	335	9	-	-	PUNCT
cana-1486	335	10	133x	133x	NUM
cana-1486	335	11	vol	vol	NOUN
cana-1486	335	12	31	31	NUM
cana-1486	335	13	no	no	NOUN
cana-1486	335	14	.	.	PUNCT
cana-1486	336	1	8s	8s	PROPN
cana-1486	336	2	(	(	PUNCT
cana-1486	336	3	2024	2024	NUM
cana-1486	336	4	)	)	PUNCT
cana-1486	336	5	300	300	NUM
cana-1486	336	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	336	7	figure	figure	NOUN
cana-1486	336	8	9	9	NUM
cana-1486	336	9	.	.	PUNCT
cana-1486	336	10	testing	test	VERB
cana-1486	336	11	for	for	ADP
cana-1486	336	12	damage	damage	NOUN
cana-1486	336	13	and	and	CCONJ
cana-1486	336	14	acc	acc	PROPN
cana-1486	336	15	.	.	PROPN
cana-1486	336	16	of	of	ADP
cana-1486	336	17	the	the	DET
cana-1486	336	18	model	model	NOUN
cana-1486	336	19	.	.	PUNCT
cana-1486	337	1	normal	normal	ADJ
cana-1486	337	2	category	category	NOUN
cana-1486	337	3	had	have	VERB
cana-1486	337	4	higher	high	ADJ
cana-1486	337	5	detection	detection	NOUN
cana-1486	337	6	rates	rate	NOUN
cana-1486	337	7	in	in	ADP
cana-1486	337	8	the	the	DET
cana-1486	337	9	“	"	PUNCT
cana-1486	337	10	ddos	ddo	NOUN
cana-1486	337	11	”	"	PUNCT
cana-1486	337	12	and	and	CCONJ
cana-1486	337	13	“	"	PUNCT
cana-1486	337	14	scanning	scanning	NOUN
cana-1486	337	15	”	"	PUNCT
cana-1486	337	16	,	,	PUNCT
cana-1486	337	17	which	which	PRON
cana-1486	337	18	confirms	confirm	VERB
cana-1486	337	19	its	its	PRON
cana-1486	337	20	abilities	ability	NOUN
cana-1486	337	21	to	to	PART
cana-1486	337	22	detect	detect	VERB
cana-1486	337	23	these	these	DET
cana-1486	337	24	categories	category	NOUN
cana-1486	337	25	of	of	ADP
cana-1486	337	26	intrusions	intrusion	NOUN
cana-1486	337	27	.	.	PUNCT
cana-1486	338	1	however	however	ADV
cana-1486	338	2	,	,	PUNCT
cana-1486	338	3	the	the	DET
cana-1486	338	4	precision	precision	NOUN
cana-1486	338	5	and	and	CCONJ
cana-1486	338	6	recall	recall	NOUN
cana-1486	338	7	metrics	metric	NOUN
cana-1486	338	8	revealed	reveal	VERB
cana-1486	338	9	problems	problem	NOUN
cana-1486	338	10	in	in	ADP
cana-1486	338	11	class	class	NOUN
cana-1486	338	12	separation	separation	NOUN
cana-1486	338	13	for	for	ADP
cana-1486	338	14	this	this	DET
cana-1486	338	15	category	category	NOUN
cana-1486	338	16	—	—	PUNCT
cana-1486	338	17	“	"	PUNCT
cana-1486	338	18	injection	injection	NOUN
cana-1486	338	19	”	"	PUNCT
cana-1486	338	20	(	(	PUNCT
cana-1486	338	21	injection	injection	NOUN
cana-1486	338	22	of	of	ADP
cana-1486	338	23	bad	bad	ADJ
cana-1486	338	24	-	-	PUNCT
cana-1486	338	25	malicious	malicious	ADJ
cana-1486	338	26	website	website	NOUN
cana-1486	338	27	code	code	NOUN
cana-1486	338	28	)	)	PUNCT
cana-1486	338	29	related	relate	VERB
cana-1486	338	30	challenges	challenge	NOUN
cana-1486	338	31	were	be	AUX
cana-1486	338	32	particularly	particularly	ADV
cana-1486	338	33	problematic	problematic	ADJ
cana-1486	338	34	;	;	PUNCT
cana-1486	338	35	scores	score	NOUN
cana-1486	338	36	on	on	ADP
cana-1486	338	37	malware	malware	NOUN
cana-1486	338	38	leaderboards	leaderboard	NOUN
cana-1486	338	39	also	also	ADV
cana-1486	338	40	could	could	AUX
cana-1486	338	41	spur	spur	VERB
cana-1486	338	42	future	future	ADJ
cana-1486	338	43	model	model	NOUN
cana-1486	338	44	improvement	improvement	NOUN
cana-1486	338	45	.	.	PUNCT
cana-1486	339	1	table	table	NOUN
cana-1486	339	2	4	4	NUM
cana-1486	339	3	.	.	PUNCT
cana-1486	340	1	a	a	DET
cana-1486	340	2	report	report	NOUN
cana-1486	340	3	of	of	ADP
cana-1486	340	4	classification	classification	NOUN
cana-1486	340	5	pre	pre	NOUN
cana-1486	340	6	.	.	PROPN
cana-1486	340	7	rec	rec	PROPN
cana-1486	340	8	.	.	PROPN
cana-1486	340	9	f1	f1	PROPN
cana-1486	340	10	-	-	PUNCT
cana-1486	340	11	sc	sc	PROPN
cana-1486	340	12	.	.	PUNCT
cana-1486	340	13	supp	supp	PROPN
cana-1486	340	14	.	.	PUNCT
cana-1486	341	1	nor	nor	CCONJ
cana-1486	341	2	.	.	PUNCT
cana-1486	341	3	1	1	NUM
cana-1486	341	4	0.99	0.99	NUM
cana-1486	341	5	0.99	0.99	NUM
cana-1486	341	6	256989	256989	NUM
cana-1486	341	7	ddos	ddos	NOUN
cana-1486	341	8	0.98	0.98	NUM
cana-1486	341	9	0.95	0.95	NUM
cana-1486	341	10	0.97	0.97	NUM
cana-1486	341	11	55665	55665	NUM
cana-1486	341	12	scan	scan	NOUN
cana-1486	341	13	.	.	PUNCT
cana-1486	342	1	0.85	0.85	NUM
cana-1486	342	2	0.98	0.98	NUM
cana-1486	342	3	0.95	0.95	NUM
cana-1486	342	4	14546	14546	NUM
cana-1486	342	5	formal	formal	ADJ
cana-1486	342	6	0.78	0.78	NUM
cana-1486	342	7	0.95	0.95	NUM
cana-1486	342	8	0.82	0.82	NUM
cana-1486	342	9	28999	28999	NUM
cana-1486	342	10	mitm	mitm	NOUN
cana-1486	342	11	1	1	NUM
cana-1486	342	12	1	1	NUM
cana-1486	342	13	1.00	1.00	NUM
cana-1486	342	14	54	54	NUM
cana-1486	342	15	malw	malw	NOUN
cana-1486	342	16	.	.	PUNCT
cana-1486	343	1	0.97	0.97	NUM
cana-1486	343	2	0.82	0.82	NUM
cana-1486	343	3	0.74	0.74	NUM
cana-1486	343	4	45466	45466	NUM
cana-1486	343	5	acc	acc	PROPN
cana-1486	343	6	.	.	PROPN
cana-1486	344	1	0.97	0.97	NUM
cana-1486	344	2	546562	546562	NUM
cana-1486	344	3	mac	mac	PROPN
cana-1486	344	4	.	.	PUNCT
cana-1486	344	5	average	average	ADJ
cana-1486	344	6	0.89	0.89	NUM
cana-1486	344	7	0.71	0.71	NUM
cana-1486	344	8	0.94	0.94	NUM
cana-1486	344	9	566545	566545	NUM
cana-1486	344	10	weg	weg	PROPN
cana-1486	344	11	.	.	PUNCT
cana-1486	345	1	average	average	ADJ
cana-1486	345	2	0.99	0.99	NUM
cana-1486	345	3	0.98	0.98	NUM
cana-1486	345	4	0.96	0.96	NUM
cana-1486	345	5	369558	369558	NUM
cana-1486	345	6	communications	communication	NOUN
cana-1486	345	7	on	on	ADP
cana-1486	345	8	applied	apply	VERB
cana-1486	345	9	nonlinear	nonlinear	ADJ
cana-1486	345	10	analysis	analysis	NOUN
cana-1486	345	11	issn	issn	NOUN
cana-1486	345	12	:	:	PUNCT
cana-1486	345	13	1074	1074	NUM
cana-1486	345	14	-	-	PUNCT
cana-1486	345	15	133x	133x	NUM
cana-1486	345	16	vol	vol	NOUN
cana-1486	345	17	31	31	NUM
cana-1486	345	18	no	no	NOUN
cana-1486	345	19	.	.	PUNCT
cana-1486	346	1	8s	8s	PROPN
cana-1486	346	2	(	(	PUNCT
cana-1486	346	3	2024	2024	NUM
cana-1486	346	4	)	)	PUNCT
cana-1486	346	5	301	301	NUM
cana-1486	346	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	346	7	finally	finally	ADV
cana-1486	346	8	,	,	PUNCT
cana-1486	346	9	the	the	DET
cana-1486	346	10	confusion	confusion	NOUN
cana-1486	346	11	matrix	matrix	NOUN
cana-1486	346	12	and	and	CCONJ
cana-1486	346	13	a	a	DET
cana-1486	346	14	normalized	normalize	VERB
cana-1486	346	15	version	version	NOUN
cana-1486	346	16	of	of	ADP
cana-1486	346	17	it	it	PRON
cana-1486	346	18	demonstrated	demonstrate	VERB
cana-1486	346	19	consistent	consistent	ADJ
cana-1486	346	20	high	high	ADJ
cana-1486	346	21	agreement	agreement	NOUN
cana-1486	346	22	at	at	ADP
cana-1486	346	23	the	the	DET
cana-1486	346	24	category	category	NOUN
cana-1486	346	25	level	level	NOUN
cana-1486	346	26	with	with	ADP
cana-1486	346	27	true	true	ADJ
cana-1486	346	28	classified	classified	ADJ
cana-1486	346	29	images	image	NOUN
cana-1486	346	30	where	where	SCONJ
cana-1486	346	31	predictions	prediction	NOUN
cana-1486	346	32	for	for	ADP
cana-1486	346	33	most	most	ADJ
cana-1486	346	34	nearly	nearly	ADV
cana-1486	346	35	always	always	ADV
cana-1486	346	36	exactly	exactly	ADV
cana-1486	346	37	matched	match	VERB
cana-1486	346	38	their	their	PRON
cana-1486	346	39	prediction	prediction	NOUN
cana-1486	346	40	class	class	NOUN
cana-1486	346	41	(	(	PUNCT
cana-1486	346	42	figures	figure	NOUN
cana-1486	346	43	10	10	NUM
cana-1486	346	44	&	&	CCONJ
cana-1486	346	45	11	11	NUM
cana-1486	346	46	)	)	PUNCT
cana-1486	346	47	.	.	PUNCT
cana-1486	347	1	figure	figure	NOUN
cana-1486	347	2	10	10	NUM
cana-1486	347	3	.	.	PUNCT
cana-1486	348	1	confusion	confusion	NOUN
cana-1486	348	2	matrix	matrix	NOUN
cana-1486	348	3	.	.	PUNCT
cana-1486	349	1	figure	figure	NOUN
cana-1486	349	2	11	11	NUM
cana-1486	349	3	.	.	PUNCT
cana-1486	350	1	normalized	normalize	VERB
cana-1486	350	2	confusion	confusion	NOUN
cana-1486	350	3	matrix	matrix	NOUN
cana-1486	350	4	.	.	PUNCT
cana-1486	351	1	5.3	5.3	NUM
cana-1486	351	2	.	.	PUNCT
cana-1486	352	1	the	the	DET
cana-1486	352	2	results	result	NOUN
cana-1486	352	3	for	for	ADP
cana-1486	352	4	15	15	NUM
cana-1486	352	5	-	-	PUNCT
cana-1486	352	6	class	class	NOUN
cana-1486	352	7	classification	classification	NOUN
cana-1486	352	8	15	15	NUM
cana-1486	352	9	-	-	PUNCT
cana-1486	352	10	class	class	NOUN
cana-1486	352	11	classification	classification	NOUN
cana-1486	352	12	was	be	AUX
cana-1486	352	13	also	also	ADV
cana-1486	352	14	tested	test	VERB
cana-1486	352	15	to	to	ADP
cana-1486	352	16	the	the	DET
cana-1486	352	17	limit	limit	NOUN
cana-1486	352	18	of	of	ADP
cana-1486	352	19	innovation	innovation	NOUN
cana-1486	352	20	with	with	ADP
cana-1486	352	21	ensemble	ensemble	ADJ
cana-1486	352	22	model	model	NOUN
cana-1486	352	23	as	as	SCONJ
cana-1486	352	24	diverse	diverse	ADJ
cana-1486	352	25	cybersecurity	cybersecurity	NOUN
cana-1486	352	26	threats	threat	NOUN
cana-1486	352	27	come	come	VERB
cana-1486	352	28	in	in	ADP
cana-1486	352	29	variety	variety	NOUN
cana-1486	352	30	each	each	PRON
cana-1486	352	31	has	have	VERB
cana-1486	352	32	own	own	ADJ
cana-1486	352	33	signature	signature	NOUN
cana-1486	352	34	and	and	CCONJ
cana-1486	352	35	behaviour	behaviour	NOUN
cana-1486	352	36	.	.	PUNCT
cana-1486	353	1	figure	figure	VERB
cana-1486	353	2	12	12	NUM
cana-1486	353	3	test	test	NOUN
cana-1486	353	4	accuracy	accuracy	NOUN
cana-1486	353	5	score	score	NOUN
cana-1486	353	6	:	:	PUNCT
cana-1486	353	7	we	we	PRON
cana-1486	353	8	know	know	VERB
cana-1486	353	9	right	right	ADJ
cana-1486	353	10	,	,	PUNCT
cana-1486	353	11	after	after	ADP
cana-1486	353	12	a	a	DET
cana-1486	353	13	long	long	ADJ
cana-1486	353	14	and	and	CCONJ
cana-1486	353	15	hard	hard	ADJ
cana-1486	353	16	toil	toil	NOUN
cana-1486	353	17	of	of	ADP
cana-1486	353	18	every	every	DET
cana-1486	353	19	last	last	ADJ
cana-1486	353	20	buck	buck	NOUN
cana-1486	353	21	we	we	PRON
cana-1486	353	22	saved	save	VERB
cana-1486	353	23	spending	spend	VERB
cana-1486	353	24	all	all	DET
cana-1486	353	25	our	our	PRON
cana-1486	353	26	baby	baby	NOUN
cana-1486	353	27	steps	step	NOUN
cana-1486	353	28	on	on	ADP
cana-1486	353	29	the	the	DET
cana-1486	353	30	three	three	NUM
cana-1486	353	31	rain	rain	NOUN
cana-1486	353	32	dances	dance	NOUN
cana-1486	353	33	seated	seat	VERB
cana-1486	353	34	in	in	ADP
cana-1486	353	35	darkness	darkness	NOUN
cana-1486	353	36	threatening	threaten	VERB
cana-1486	353	37	their	their	PRON
cana-1486	353	38	worst	bad	ADJ
cana-1486	353	39	contemptuous	contemptuous	ADJ
cana-1486	353	40	abandon	abandon	NOUN
cana-1486	353	41	at	at	ADP
cana-1486	353	42	first	first	ADJ
cana-1486	353	43	light	light	ADJ
cana-1486	353	44	splitting	splitting	NOUN
cana-1486	353	45	axe	axe	NOUN
cana-1486	353	46	blow	blow	NOUN
cana-1486	353	47	hearth	hearth	NOUN
cana-1486	353	48	stone	stone	NOUN
cana-1486	353	49	burning	burning	NOUN
cana-1486	353	50	time	time	NOUN
cana-1486	353	51	spent	spend	VERB
cana-1486	353	52	climbing	climb	VERB
cana-1486	353	53	for	for	ADP
cana-1486	353	54	ten	ten	NUM
cana-1486	353	55	years	year	NOUN
cana-1486	353	56	hammering	hammer	VERB
cana-1486	353	57	against	against	ADP
cana-1486	353	58	life	life	NOUN
cana-1486	353	59	testing	testing	NOUN
cana-1486	353	60	fire	fire	NOUN
cana-1486	353	61	django	django	NOUN
cana-1486	353	62	its	its	PRON
cana-1486	353	63	values	value	NOUN
cana-1486	354	1	rest	rest	AUX
cana-1486	354	2	assured	assure	VERB
cana-1486	354	3	(	(	PUNCT
cana-1486	354	4	kindles	kindle	NOUN
cana-1486	354	5	)	)	PUNCT
cana-1486	354	6	in	in	ADP
cana-1486	354	7	difference_lstm_lstm	difference_lstm_lstm	PROPN
cana-1486	354	8	many	many	ADJ
cana-1486	354	9	points	point	NOUN
cana-1486	354	10	analysed	analyse	VERB
cana-1486	354	11	with	with	ADP
cana-1486	354	12	joy98lots	joy98lot	NOUN
cana-1486	354	13	regenerating	regenerate	VERB
cana-1486	354	14	few	few	ADJ
cana-1486	354	15	who	who	PRON
cana-1486	354	16	ache89played	ache89playe	VERB
cana-1486	354	17	that	that	PRON
cana-1486	354	18	lash	lash	VERB
cana-1486	354	19	upon	upon	SCONJ
cana-1486	354	20	cast	cast	NOUN
cana-1486	354	21	droplets	droplet	NOUN
cana-1486	354	22	engineered	engineer	VERB
cana-1486	354	23	optimizer	optimizer	NOUN
cana-1486	354	24	there	there	ADV
cana-1486	354	25	placed	place	VERB
cana-1486	354	26	out1	out1	NOUN
cana-1486	354	27	stem	stem	NOUN
cana-1486	354	28	long	long	ADV
cana-1486	354	29	admired	admire	VERB
cana-1486	354	30	volleyed	volley	VERB
cana-1486	354	31	scores	score	NOUN
cana-1486	354	32	stew	stew	NOUN
cana-1486	354	33	!	!	PUNCT
cana-1486	355	1	although	although	SCONJ
cana-1486	355	2	this	this	PRON
cana-1486	355	3	is	be	AUX
cana-1486	355	4	marginally	marginally	ADV
cana-1486	355	5	worse	bad	ADJ
cana-1486	355	6	than	than	ADP
cana-1486	355	7	the	the	DET
cana-1486	355	8	classification	classification	NOUN
cana-1486	355	9	accuracy	accuracy	NOUN
cana-1486	355	10	of	of	ADP
cana-1486	355	11	top	top	ADJ
cana-1486	355	12	six	six	NUM
cana-1486	355	13	-	-	PUNCT
cana-1486	355	14	class	class	NOUN
cana-1486	355	15	,	,	PUNCT
cana-1486	355	16	it	it	PRON
cana-1486	355	17	is	be	AUX
cana-1486	355	18	quite	quite	ADV
cana-1486	355	19	high	high	ADJ
cana-1486	355	20	for	for	ADP
cana-1486	355	21	each	each	DET
cana-1486	355	22	fine	fine	ADJ
cana-1486	355	23	grain	grain	NOUN
cana-1486	355	24	threat	threat	NOUN
cana-1486	355	25	class	class	NOUN
cana-1486	355	26	test	test	NOUN
cana-1486	355	27	:	:	PUNCT
cana-1486	355	28	5	5	NUM
cana-1486	355	29	|	|	ADV
cana-1486	355	30	epoch	epoch	NOUN
cana-1486	355	31	for	for	ADP
cana-1486	355	32	which	which	PRON
cana-1486	355	33	test	test	NOUN
cana-1486	355	34	loss	loss	NOUN
cana-1486	355	35	is	be	AUX
cana-1486	355	36	shown	show	VERB
cana-1486	355	37	=	=	PUNCT
cana-1486	355	38	8888s	8888	NOUN
cana-1486	355	39	the	the	DET
cana-1486	355	40	value	value	NOUN
cana-1486	355	41	of	of	ADP
cana-1486	355	42	this	this	DET
cana-1486	355	43	loss	loss	NOUN
cana-1486	355	44	,	,	PUNCT
cana-1486	355	45	ltest(θ∗	ltest(θ∗	ADJ
cana-1486	355	46	)	)	PUNCT
cana-1486	355	47	(	(	PUNCT
cana-1486	355	48	0.0277	0.0277	NUM
cana-1486	355	49	)	)	PUNCT
cana-1486	355	50	,	,	PUNCT
cana-1486	355	51	agrees	agree	VERB
cana-1486	355	52	with	with	ADP
cana-1486	355	53	our	our	PRON
cana-1486	355	54	intuition	intuition	NOUN
cana-1486	355	55	that	that	SCONJ
cana-1486	355	56	multiclass	multiclass	ADJ
cana-1486	355	57	classification	classification	NOUN
cana-1486	355	58	should	should	AUX
cana-1486	355	59	have	have	AUX
cana-1486	355	60	trade	trade	NOUN
cana-1486	355	61	-	-	PUNCT
cana-1486	355	62	offs	off	NOUN
cana-1486	355	63	between	between	ADP
cana-1486	355	64	i	i	PRON
cana-1486	355	65	and	and	CCONJ
cana-1486	355	66	s	s	VERB
cana-1486	355	67	aside	aside	ADV
cana-1486	355	68	from	from	ADP
cana-1486	355	69	the	the	DET
cana-1486	355	70	fact	fact	NOUN
cana-1486	355	71	that	that	SCONJ
cana-1486	355	72	there	there	PRON
cana-1486	355	73	are	be	VERB
cana-1486	355	74	now	now	ADV
cana-1486	355	75	competing	compete	VERB
cana-1486	355	76	losses	loss	NOUN
cana-1486	355	77	on	on	ADP
cana-1486	355	78	bis	bis	ADJ
cana-1486	355	79	by	by	ADP
cana-1486	355	80	equation	equation	NOUN
cana-1486	355	81	(	(	PUNCT
cana-1486	355	82	33	33	NUM
cana-1486	355	83	)	)	PUNCT
cana-1486	355	84	as	as	SCONJ
cana-1486	355	85	stated	state	VERB
cana-1486	355	86	at	at	ADP
cana-1486	355	87	section	section	NOUN
cana-1486	355	88	v	v	NOUN
cana-1486	355	89	-	-	PUNCT
cana-1486	355	90	bas	bas	ADV
cana-1486	355	91	getting	get	VERB
cana-1486	355	92	harder	hard	ADJ
cana-1486	355	93	than	than	SCONJ
cana-1486	355	94	cnn	cnn	PROPN
cana-1486	355	95	model	model	NOUN
cana-1486	355	96	can	can	AUX
cana-1486	355	97	classify	classify	VERB
cana-1486	355	98	an	an	DET
cana-1486	355	99	image	image	NOUN
cana-1486	355	100	a	a	PRON
cana-1486	355	101	into	into	ADP
cana-1486	355	102	one	one	NUM
cana-1486	355	103	of	of	ADP
cana-1486	355	104	the	the	DET
cana-1486	355	105	groups	group	NOUN
cana-1486	355	106	in	in	ADP
cana-1486	355	107	table3	table3	PROPN
cana-1486	355	108	if	if	SCONJ
cana-1486	355	109	figure12	figure12	NOUN
cana-1486	355	110	also	also	ADV
cana-1486	355	111	illustrated	illustrate	VERB
cana-1486	355	112	so	so	ADV
cana-1486	355	113	;	;	PUNCT
cana-1486	355	114	104	104	NUM
cana-1486	355	115	)	)	PUNCT
cana-1486	355	116	.	.	PUNCT
cana-1486	356	1	the	the	DET
cana-1486	356	2	training	training	NOUN
cana-1486	356	3	time	time	NOUN
cana-1486	356	4	of	of	ADP
cana-1486	356	5	14,719.47	14,719.47	NUM
cana-1486	356	6	s	s	VERB
cana-1486	356	7	is	be	AUX
cana-1486	356	8	also	also	ADV
cana-1486	356	9	indicative	indicative	ADJ
cana-1486	356	10	of	of	ADP
cana-1486	356	11	the	the	DET
cana-1486	356	12	sizeable	sizeable	ADJ
cana-1486	356	13	computational	computational	ADJ
cana-1486	356	14	resources	resource	NOUN
cana-1486	356	15	used	use	VERB
cana-1486	356	16	for	for	ADP
cana-1486	356	17	this	this	DET
cana-1486	356	18	project	project	NOUN
cana-1486	356	19	however	however	ADV
cana-1486	356	20	,	,	PUNCT
cana-1486	356	21	when	when	SCONJ
cana-1486	356	22	viewed	view	VERB
cana-1486	356	23	as	as	ADP
cana-1486	356	24	a	a	DET
cana-1486	356	25	small	small	ADJ
cana-1486	356	26	amount	amount	NOUN
cana-1486	356	27	of	of	ADP
cana-1486	356	28	idling	idle	VERB
cana-1486	356	29	time	time	NOUN
cana-1486	356	30	just	just	ADV
cana-1486	356	31	over	over	ADP
cana-1486	356	32	40	40	NUM
cana-1486	356	33	seconds	second	NOUN
cana-1486	356	34	if	if	SCONJ
cana-1486	356	35	we	we	PRON
cana-1486	356	36	take	take	VERB
cana-1486	356	37	into	into	ADP
cana-1486	356	38	consideration	consideration	NOUN
cana-1486	356	39	the	the	DET
cana-1486	356	40	free	free	ADJ
cana-1486	356	41	-	-	PUNCT
cana-1486	356	42	testing	testing	NOUN
cana-1486	356	43	phase	phase	NOUN
cana-1486	356	44	this	this	PRON
cana-1486	356	45	gets	get	VERB
cana-1486	356	46	quite	quite	ADV
cana-1486	356	47	impressive	impressive	ADJ
cana-1486	356	48	in	in	ADP
cana-1486	356	49	terms	term	NOUN
cana-1486	356	50	how	how	SCONJ
cana-1486	356	51	teriable	teriable	ADJ
cana-1486	356	52	it	it	PRON
cana-1486	356	53	would	would	AUX
cana-1486	356	54	be	be	AUX
cana-1486	356	55	for	for	ADP
cana-1486	356	56	an	an	DET
cana-1486	356	57	once	once	ADV
cana-1486	356	58	-	-	PUNCT
cana-1486	356	59	used	use	VERB
cana-1486	356	60	model	model	NOUN
cana-1486	356	61	.	.	PUNCT
cana-1486	357	1	communications	communication	NOUN
cana-1486	357	2	on	on	ADP
cana-1486	357	3	applied	apply	VERB
cana-1486	357	4	nonlinear	nonlinear	ADJ
cana-1486	357	5	analysis	analysis	NOUN
cana-1486	357	6	issn	issn	NOUN
cana-1486	357	7	:	:	PUNCT
cana-1486	357	8	1074	1074	NUM
cana-1486	357	9	-	-	PUNCT
cana-1486	357	10	133x	133x	NUM
cana-1486	357	11	vol	vol	NOUN
cana-1486	357	12	31	31	NUM
cana-1486	357	13	no	no	NOUN
cana-1486	357	14	.	.	PUNCT
cana-1486	358	1	8s	8s	PROPN
cana-1486	358	2	(	(	PUNCT
cana-1486	358	3	2024	2024	NUM
cana-1486	358	4	)	)	PUNCT
cana-1486	358	5	302	302	NUM
cana-1486	358	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	358	7	figure	figure	NOUN
cana-1486	358	8	12	12	NUM
cana-1486	358	9	testing	testing	NOUN
cana-1486	358	10	for	for	ADP
cana-1486	358	11	damage	damage	NOUN
cana-1486	358	12	and	and	CCONJ
cana-1486	358	13	acc	acc	PROPN
cana-1486	358	14	.	.	PROPN
cana-1486	358	15	of	of	ADP
cana-1486	358	16	the	the	DET
cana-1486	358	17	model	model	NOUN
cana-1486	358	18	table	table	NOUN
cana-1486	358	19	5	5	NUM
cana-1486	358	20	:	:	PUNCT
cana-1486	358	21	the	the	DET
cana-1486	358	22	model	model	NOUN
cana-1486	358	23	understands	understand	VERB
cana-1486	358	24	xgboost	xgboost	ADV
cana-1486	358	25	various	various	ADJ
cana-1486	358	26	attack	attack	NOUN
cana-1486	358	27	vectors	vector	NOUN
cana-1486	358	28	well	well	ADV
cana-1486	358	29	an	an	DET
cana-1486	358	30	example	example	NOUN
cana-1486	358	31	where	where	SCONJ
cana-1486	358	32	the	the	DET
cana-1486	358	33	model	model	NOUN
cana-1486	358	34	works	work	VERB
cana-1486	358	35	really	really	ADV
cana-1486	358	36	good	good	ADJ
cana-1486	358	37	is	be	AUX
cana-1486	358	38	normal	normal	ADJ
cana-1486	358	39	and	and	CCONJ
cana-1486	358	40	ddos_udp	ddos_udp	PRON
cana-1486	358	41	ie	ie	ADV
cana-1486	358	42	it	it	PRON
cana-1486	358	43	catches	catch	VERB
cana-1486	358	44	all	all	DET
cana-1486	358	45	obviously	obviously	ADV
cana-1486	358	46	malicious	malicious	ADJ
cana-1486	358	47	traffic	traffic	NOUN
cana-1486	358	48	with	with	ADP
cana-1486	358	49	decent	decent	ADJ
cana-1486	358	50	recall	recall	NOUN
cana-1486	358	51	/	/	SYM
cana-1486	358	52	precision	precision	NOUN
cana-1486	358	53	,	,	PUNCT
cana-1486	358	54	there	there	PRON
cana-1486	358	55	are	be	VERB
cana-1486	358	56	easy	easy	ADJ
cana-1486	358	57	-	-	PUNCT
cana-1486	358	58	to	to	PART
cana-1486	358	59	spot	spot	NOUN
cana-1486	358	60	-	-	PUNCT
cana-1486	358	61	break	break	NOUN
cana-1486	358	62	-	-	PUNCT
cana-1486	358	63	in	in	ADP
cana-1486	358	64	-	-	PUNCT
cana-1486	358	65	cases	case	NOUN
cana-1486	358	66	(	(	PUNCT
cana-1486	358	67	even	even	ADV
cana-1486	358	68	a	a	DET
cana-1486	358	69	stress	stress	NOUN
cana-1486	358	70	-	-	PUNCT
cana-1486	358	71	test	test	NOUN
cana-1486	358	72	waiting	waiting	NOUN
cana-1486	358	73	)	)	PUNCT
cana-1486	358	74	.	.	PUNCT
cana-1486	359	1	however	however	ADV
cana-1486	359	2	,	,	PUNCT
cana-1486	359	3	given	give	VERB
cana-1486	359	4	the	the	DET
cana-1486	359	5	lower	low	ADJ
cana-1486	359	6	accuracies	accuracy	NOUN
cana-1486	359	7	for	for	ADP
cana-1486	359	8	“	"	PUNCT
cana-1486	359	9	sql_injection	sql_injection	NOUN
cana-1486	359	10	”	"	PUNCT
cana-1486	359	11	and	and	CCONJ
cana-1486	359	12	(	(	PUNCT
cana-1486	359	13	even	even	ADV
cana-1486	359	14	more	more	ADV
cana-1486	359	15	pressingly	pressingly	ADV
cana-1486	359	16	)	)	PUNCT
cana-1486	359	17	only	only	ADV
cana-1486	359	18	somewhat	somewhat	ADV
cana-1486	359	19	higher	high	ADJ
cana-1486	359	20	than	than	ADP
cana-1486	359	21	random	random	ADJ
cana-1486	359	22	in	in	ADP
cana-1486	359	23	relation	relation	NOUN
cana-1486	359	24	to	to	ADP
cana-1486	359	25	‘	'	PUNCT
cana-1486	359	26	xss	xss	NOUN
cana-1486	359	27	,	,	PUNCT
cana-1486	359	28	’	'	PUNCT
cana-1486	359	29	this	this	PRON
cana-1486	359	30	indicates	indicate	VERB
cana-1486	359	31	false	false	ADJ
cana-1486	359	32	positives	positive	NOUN
cana-1486	359	33	—	—	PUNCT
cana-1486	359	34	even	even	ADV
cana-1486	359	35	if	if	SCONJ
cana-1486	359	36	few	few	ADJ
cana-1486	359	37	—	—	PUNCT
cana-1486	359	38	resulting	result	VERB
cana-1486	359	39	from	from	ADP
cana-1486	359	40	how	how	SCONJ
cana-1486	359	41	strictly	strictly	ADV
cana-1486	359	42	we	we	PRON
cana-1486	359	43	will	will	AUX
cana-1486	359	44	let	let	VERB
cana-1486	359	45	this	this	DET
cana-1486	359	46	model	model	NOUN
cana-1486	359	47	screen	screen	NOUN
cana-1486	359	48	results	result	NOUN
cana-1486	359	49	.	.	PUNCT
cana-1486	360	1	these	these	DET
cana-1486	360	2	results	result	NOUN
cana-1486	360	3	indicate	indicate	VERB
cana-1486	360	4	that	that	SCONJ
cana-1486	360	5	there	there	PRON
cana-1486	360	6	is	be	VERB
cana-1486	360	7	complexity	complexity	NOUN
cana-1486	360	8	in	in	ADP
cana-1486	360	9	the	the	DET
cana-1486	360	10	interaction	interaction	NOUN
cana-1486	360	11	between	between	ADP
cana-1486	360	12	features	feature	NOUN
cana-1486	360	13	,	,	PUNCT
cana-1486	360	14	which	which	PRON
cana-1486	360	15	might	might	AUX
cana-1486	360	16	require	require	VERB
cana-1486	360	17	more	more	ADV
cana-1486	360	18	advanced	advanced	ADJ
cana-1486	360	19	feature	feature	NOUN
cana-1486	360	20	selection	selection	NOUN
cana-1486	360	21	algorithms	algorithm	NOUN
cana-1486	360	22	to	to	PART
cana-1486	360	23	achieve	achieve	VERB
cana-1486	360	24	a	a	DET
cana-1486	360	25	higher	high	ADJ
cana-1486	360	26	accuracy	accuracy	NOUN
cana-1486	360	27	on	on	ADP
cana-1486	360	28	models	model	NOUN
cana-1486	360	29	.	.	PUNCT
cana-1486	361	1	table	table	NOUN
cana-1486	361	2	5	5	NUM
cana-1486	361	3	.	.	PUNCT
cana-1486	362	1	a	a	DET
cana-1486	362	2	detailed	detailed	ADJ
cana-1486	362	3	report	report	NOUN
cana-1486	362	4	of	of	ADP
cana-1486	362	5	classification	classification	NOUN
cana-1486	362	6	pre	pre	NOUN
cana-1486	362	7	.	.	PROPN
cana-1486	362	8	rec	rec	PROPN
cana-1486	362	9	.	.	PROPN
cana-1486	362	10	f1	f1	PROPN
cana-1486	362	11	-	-	PUNCT
cana-1486	362	12	sc	sc	PROPN
cana-1486	362	13	.	.	PUNCT
cana-1486	362	14	supp	supp	PROPN
cana-1486	362	15	.	.	PUNCT
cana-1486	363	1	nor	nor	CCONJ
cana-1486	363	2	.	.	PUNCT
cana-1486	363	3	1	1	NUM
cana-1486	363	4	0.99	0.99	NUM
cana-1486	363	5	0.99	0.99	NUM
cana-1486	363	6	256989	256989	NUM
cana-1486	363	7	ddos	ddos	NOUN
cana-1486	363	8	0.98	0.98	NUM
cana-1486	363	9	0.95	0.95	NUM
cana-1486	363	10	0.97	0.97	NUM
cana-1486	363	11	55665	55665	NUM
cana-1486	363	12	scan	scan	NOUN
cana-1486	363	13	.	.	PUNCT
cana-1486	364	1	0.83	0.83	NUM
cana-1486	364	2	0.98	0.98	NUM
cana-1486	364	3	0.95	0.95	NUM
cana-1486	364	4	14546	14546	NUM
cana-1486	364	5	formal	formal	ADJ
cana-1486	364	6	0.78	0.78	NUM
cana-1486	364	7	0.95	0.95	NUM
cana-1486	364	8	0.92	0.92	NUM
cana-1486	364	9	28999	28999	NUM
cana-1486	364	10	mitm	mitm	NOUN
cana-1486	364	11	1	1	NUM
cana-1486	364	12	1	1	NUM
cana-1486	364	13	1.00	1.00	NUM
cana-1486	364	14	54	54	NUM
cana-1486	364	15	malw	malw	NOUN
cana-1486	364	16	.	.	PUNCT
cana-1486	365	1	0.93	0.93	NUM
cana-1486	365	2	0.82	0.82	NUM
cana-1486	365	3	0.74	0.74	NUM
cana-1486	365	4	45466	45466	NUM
cana-1486	365	5	acc	acc	PROPN
cana-1486	365	6	.	.	PROPN
cana-1486	366	1	0.97	0.97	NUM
cana-1486	366	2	546562	546562	NUM
cana-1486	366	3	mac	mac	PROPN
cana-1486	366	4	.	.	PUNCT
cana-1486	367	1	average	average	ADJ
cana-1486	367	2	0.89	0.89	NUM
cana-1486	367	3	0.41	0.41	NUM
cana-1486	367	4	0.94	0.94	NUM
cana-1486	367	5	566545	566545	NUM
cana-1486	367	6	weg	weg	PROPN
cana-1486	367	7	.	.	PUNCT
cana-1486	368	1	average	average	ADJ
cana-1486	368	2	0.93	0.93	NUM
cana-1486	368	3	0.88	0.88	NUM
cana-1486	368	4	0.96	0.96	NUM
cana-1486	368	5	369558	369558	NUM
cana-1486	368	6	the	the	DET
cana-1486	368	7	confusion	confusion	NOUN
cana-1486	368	8	matrix	matrix	NOUN
cana-1486	368	9	gives	give	VERB
cana-1486	368	10	an	an	DET
cana-1486	368	11	intuitive	intuitive	ADJ
cana-1486	368	12	picture	picture	NOUN
cana-1486	368	13	of	of	ADP
cana-1486	368	14	how	how	SCONJ
cana-1486	368	15	our	our	PRON
cana-1486	368	16	model	model	NOUN
cana-1486	368	17	is	be	AUX
cana-1486	368	18	performing	perform	VERB
cana-1486	368	19	,	,	PUNCT
cana-1486	368	20	strengthing	strengthe	VERB
cana-1486	368	21	the	the	DET
cana-1486	368	22	true	true	ADJ
cana-1486	368	23	positive	positive	ADJ
cana-1486	368	24	rates	rate	NOUN
cana-1486	368	25	up	up	ADV
cana-1486	368	26	well	well	ADV
cana-1486	368	27	in	in	ADP
cana-1486	368	28	almost	almost	ADV
cana-1486	368	29	all	all	PRON
cana-1486	368	30	categories	category	NOUN
cana-1486	368	31	(	(	PUNCT
cana-1486	368	32	figure	figure	NOUN
cana-1486	368	33	13	13	NUM
cana-1486	368	34	)	)	PUNCT
cana-1486	368	35	.	.	PUNCT
cana-1486	369	1	we	we	PRON
cana-1486	369	2	also	also	ADV
cana-1486	369	3	demonstrate	demonstrate	VERB
cana-1486	369	4	significant	significant	ADJ
cana-1486	369	5	cross	cross	ADJ
cana-1486	369	6	-	-	ADJ
cana-1486	369	7	class	class	ADJ
cana-1486	369	8	difficulty	difficulty	NOUN
cana-1486	369	9	,	,	PUNCT
cana-1486	369	10	especially	especially	ADV
cana-1486	369	11	between	between	ADP
cana-1486	369	12	“	"	PUNCT
cana-1486	369	13	password	password	NOUN
cana-1486	369	14	”	"	PUNCT
cana-1486	369	15	and	and	CCONJ
cana-1486	369	16	other	other	ADJ
cana-1486	369	17	malware	malware	NOUN
cana-1486	369	18	that	that	PRON
cana-1486	369	19	is	be	AUX
cana-1486	369	20	far	far	ADJ
cana-1486	369	21	edge	edge	NOUN
cana-1486	369	22	cases	case	NOUN
cana-1486	369	23	than	than	ADP
cana-1486	369	24	what	what	PRON
cana-1486	369	25	was	be	AUX
cana-1486	369	26	implied	imply	VERB
cana-1486	369	27	as	as	ADP
cana-1486	369	28	a	a	DET
cana-1486	369	29	misclassified	misclassified	ADJ
cana-1486	369	30	sample	sample	NOUN
cana-1486	369	31	in	in	ADP
cana-1486	369	32	the	the	DET
cana-1486	369	33	dataset	dataset	NOUN
cana-1486	369	34	.	.	PUNCT
cana-1486	370	1	the	the	DET
cana-1486	370	2	distribution	distribution	NOUN
cana-1486	370	3	of	of	ADP
cana-1486	370	4	correct	correct	ADJ
cana-1486	370	5	prediction	prediction	NOUN
cana-1486	370	6	per	per	ADP
cana-1486	370	7	class	class	NOUN
cana-1486	370	8	on	on	ADP
cana-1486	370	9	the	the	DET
cana-1486	370	10	normalized	normalize	VERB
cana-1486	370	11	confusion	confusion	NOUN
cana-1486	370	12	matrix	matrix	NOUN
cana-1486	370	13	also	also	ADV
cana-1486	370	14	suggest	suggest	VERB
cana-1486	370	15	a	a	DET
cana-1486	370	16	good	good	ADJ
cana-1486	370	17	model	model	NOUN
cana-1486	370	18	,	,	PUNCT
cana-1486	370	19	but	but	CCONJ
cana-1486	370	20	shed	shed	VERB
cana-1486	370	21	lights	light	NOUN
cana-1486	370	22	where	where	SCONJ
cana-1486	370	23	precision	precision	NOUN
cana-1486	370	24	should	should	AUX
cana-1486	370	25	be	be	AUX
cana-1486	370	26	improved	improve	VERB
cana-1486	370	27	to	to	PART
cana-1486	370	28	enhance	enhance	VERB
cana-1486	370	29	(	(	PUNCT
cana-1486	370	30	fig.13	fig.13	NOUN
cana-1486	370	31	)	)	PUNCT
cana-1486	370	32	communications	communication	NOUN
cana-1486	370	33	on	on	ADP
cana-1486	370	34	applied	apply	VERB
cana-1486	370	35	nonlinear	nonlinear	ADJ
cana-1486	370	36	analysis	analysis	NOUN
cana-1486	370	37	issn	issn	NOUN
cana-1486	370	38	:	:	PUNCT
cana-1486	370	39	1074	1074	NUM
cana-1486	370	40	-	-	PUNCT
cana-1486	370	41	133x	133x	NUM
cana-1486	370	42	vol	vol	NOUN
cana-1486	370	43	31	31	NUM
cana-1486	370	44	no	no	NOUN
cana-1486	370	45	.	.	PUNCT
cana-1486	371	1	8s	8s	PROPN
cana-1486	371	2	(	(	PUNCT
cana-1486	371	3	2024	2024	NUM
cana-1486	371	4	)	)	PUNCT
cana-1486	371	5	303	303	NUM
cana-1486	371	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	371	7	figure	figure	NOUN
cana-1486	371	8	13	13	NUM
cana-1486	371	9	.	.	PUNCT
cana-1486	372	1	error	error	NOUN
cana-1486	372	2	matrix	matrix	NOUN
cana-1486	372	3	interpreting	interpret	VERB
cana-1486	372	4	these	these	DET
cana-1486	372	5	outcomes	outcome	NOUN
cana-1486	372	6	,	,	PUNCT
cana-1486	372	7	it	it	PRON
cana-1486	372	8	clearly	clearly	ADV
cana-1486	372	9	shows	show	VERB
cana-1486	372	10	that	that	SCONJ
cana-1486	372	11	the	the	DET
cana-1486	372	12	method	method	NOUN
cana-1486	372	13	has	have	VERB
cana-1486	372	14	a	a	DET
cana-1486	372	15	high	high	ADJ
cana-1486	372	16	sustainability	sustainability	NOUN
cana-1486	372	17	for	for	ADP
cana-1486	372	18	correctly	correctly	ADV
cana-1486	372	19	detecting	detect	VERB
cana-1486	372	20	several	several	ADJ
cana-1486	372	21	kinds	kind	NOUN
cana-1486	372	22	of	of	ADP
cana-1486	372	23	intrusions	intrusion	NOUN
cana-1486	372	24	within	within	ADP
cana-1486	372	25	iot	iot	PROPN
cana-1486	372	26	scenario	scenario	NOUN
cana-1486	372	27	.	.	PUNCT
cana-1486	373	1	few	few	ADJ
cana-1486	373	2	classes	class	NOUN
cana-1486	373	3	may	may	AUX
cana-1486	373	4	not	not	PART
cana-1486	373	5	have	have	AUX
cana-1486	373	6	done	do	VERB
cana-1486	373	7	better	well	ADV
cana-1486	373	8	with	with	ADP
cana-1486	373	9	few	few	ADJ
cana-1486	373	10	tweaks	tweak	NOUN
cana-1486	373	11	in	in	ADP
cana-1486	373	12	it	it	PRON
cana-1486	373	13	,	,	PUNCT
cana-1486	373	14	but	but	CCONJ
cana-1486	373	15	most	most	ADV
cana-1486	373	16	importantly	importantly	ADV
cana-1486	373	17	this	this	DET
cana-1486	373	18	ensemble	ensemble	ADJ
cana-1486	373	19	leart	leart	NOUN
cana-1486	373	20	model	model	NOUN
cana-1486	373	21	came	come	VERB
cana-1486	373	22	out	out	ADP
cana-1486	373	23	as	as	ADP
cana-1486	373	24	saviour	saviour	NOUN
cana-1486	373	25	in	in	ADP
cana-1486	373	26	cybersecurity	cybersecurity	NOUN
cana-1486	373	27	domain	domain	NOUN
cana-1486	373	28	.	.	PUNCT
cana-1486	374	1	further	further	ADJ
cana-1486	374	2	research	research	NOUN
cana-1486	374	3	will	will	AUX
cana-1486	374	4	target	target	VERB
cana-1486	374	5	enhancing	enhance	VERB
cana-1486	374	6	the	the	DET
cana-1486	374	7	efficiency	efficiency	NOUN
cana-1486	374	8	and	and	CCONJ
cana-1486	374	9	effectiveness	effectiveness	NOUN
cana-1486	374	10	of	of	ADP
cana-1486	374	11	this	this	DET
cana-1486	374	12	model	model	NOUN
cana-1486	374	13	in	in	ADP
cana-1486	374	14	challenging	challenge	VERB
cana-1486	374	15	categories	category	NOUN
cana-1486	374	16	as	as	ADV
cana-1486	374	17	well	well	ADV
cana-1486	374	18	as	as	ADP
cana-1486	374	19	improving	improve	VERB
cana-1486	374	20	its	its	PRON
cana-1486	374	21	precision	precision	NOUN
cana-1486	374	22	to	to	PART
cana-1486	374	23	operate	operate	VERB
cana-1486	374	24	deployment	deployment	NOUN
cana-1486	374	25	-	-	PUNCT
cana-1486	374	26	ready	ready	ADJ
cana-1486	374	27	.	.	PUNCT
cana-1486	375	1	figure	figure	NOUN
cana-1486	375	2	14	14	NUM
cana-1486	375	3	.	.	PUNCT
cana-1486	376	1	normalized	normalize	VERB
cana-1486	376	2	confusion	confusion	NOUN
cana-1486	376	3	matrix	matrix	NOUN
cana-1486	376	4	.	.	PUNCT
cana-1486	377	1	communications	communication	NOUN
cana-1486	377	2	on	on	ADP
cana-1486	377	3	applied	apply	VERB
cana-1486	377	4	nonlinear	nonlinear	ADJ
cana-1486	377	5	analysis	analysis	NOUN
cana-1486	377	6	issn	issn	NOUN
cana-1486	377	7	:	:	PUNCT
cana-1486	377	8	1074	1074	NUM
cana-1486	377	9	-	-	PUNCT
cana-1486	377	10	133x	133x	NUM
cana-1486	377	11	vol	vol	NOUN
cana-1486	377	12	31	31	NUM
cana-1486	377	13	no	no	NOUN
cana-1486	377	14	.	.	PUNCT
cana-1486	378	1	8s	8s	PROPN
cana-1486	378	2	(	(	PUNCT
cana-1486	378	3	2024	2024	NUM
cana-1486	378	4	)	)	PUNCT
cana-1486	378	5	304	304	NUM
cana-1486	378	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	378	7	6	6	NUM
cana-1486	378	8	.	.	PUNCT
cana-1486	378	9	discussion	discussion	NOUN
cana-1486	378	10	the	the	DET
cana-1486	378	11	ensemble	ensemble	ADJ
cana-1486	378	12	model	model	NOUN
cana-1486	378	13	of	of	ADP
cana-1486	378	14	cnn	cnn	PROPN
cana-1486	378	15	-	-	PUNCT
cana-1486	378	16	lstm	lstm	PROPN
cana-1486	378	17	-	-	PUNCT
cana-1486	378	18	gru	gru	NOUN
cana-1486	378	19	method	method	NOUN
cana-1486	378	20	as	as	SCONJ
cana-1486	378	21	to	to	PART
cana-1486	378	22	solve	solve	VERB
cana-1486	378	23	complicated	complicated	ADJ
cana-1486	378	24	and	and	CCONJ
cana-1486	378	25	heterogeneous	heterogeneous	ADJ
cana-1486	378	26	domain	domain	NOUN
cana-1486	378	27	issue	issue	NOUN
cana-1486	378	28	such	such	ADJ
cana-1486	378	29	iot	iot	ADJ
cana-1486	378	30	security	security	NOUN
cana-1486	378	31	for	for	ADP
cana-1486	378	32	evcs	evcs	NOUN
cana-1486	378	33	is	be	AUX
cana-1486	378	34	studied	study	VERB
cana-1486	378	35	in	in	ADP
cana-1486	378	36	mb11	mb11	PROPN
cana-1486	378	37	paper	paper	NOUN
cana-1486	378	38	.	.	PUNCT
cana-1486	379	1	even	even	ADV
cana-1486	379	2	a	a	DET
cana-1486	379	3	comparative	comparative	ADJ
cana-1486	379	4	analysis	analysis	NOUN
cana-1486	379	5	(	(	PUNCT
cana-1486	379	6	table	table	NOUN
cana-1486	379	7	7	7	NUM
cana-1486	379	8	)	)	PUNCT
cana-1486	379	9	over	over	ADP
cana-1486	379	10	these	these	DET
cana-1486	379	11	tables	table	NOUN
cana-1486	379	12	with	with	ADP
cana-1486	379	13	the	the	DET
cana-1486	379	14	state	state	NOUN
cana-1486	379	15	of	of	ADP
cana-1486	379	16	art	art	NOUN
cana-1486	379	17	architectures	architecture	NOUN
cana-1486	379	18	in	in	ADP
cana-1486	379	19	recent	recent	ADJ
cana-1486	379	20	times	time	NOUN
cana-1486	379	21	to	to	PART
cana-1486	379	22	prove	prove	VERB
cana-1486	379	23	its	its	PRON
cana-1486	379	24	mettle	mettle	NOUN
cana-1486	379	25	above	above	ADP
cana-1486	379	26	others	other	NOUN
cana-1486	379	27	.	.	PUNCT
cana-1486	380	1	table	table	NOUN
cana-1486	380	2	6	6	NUM
cana-1486	380	3	.	.	PUNCT
cana-1486	381	1	accuracy	accuracy	NOUN
cana-1486	381	2	of	of	ADP
cana-1486	381	3	model	model	NOUN
cana-1486	381	4	having	have	VERB
cana-1486	381	5	3	3	NUM
cana-1486	381	6	different	different	ADJ
cana-1486	381	7	class	class	NOUN
cana-1486	381	8	model	model	NOUN
cana-1486	381	9	year	year	NOUN
cana-1486	381	10	2	2	NUM
cana-1486	381	11	class	class	NOUN
cana-1486	381	12	6	6	NUM
cana-1486	381	13	class	class	NOUN
cana-1486	381	14	15	15	NUM
cana-1486	381	15	class	class	NOUN
cana-1486	381	16	dnn	dnn	PROPN
cana-1486	381	17	2023	2023	NUM
cana-1486	381	18	98.97	98.97	NUM
cana-1486	381	19	95.04	95.04	NUM
cana-1486	381	20	93.89	93.89	NUM
cana-1486	381	21	it	it	PRON
cana-1486	381	22	2022	2022	NUM
cana-1486	381	23	92.34	92.34	NUM
cana-1486	381	24	94.78	94.78	NUM
cana-1486	381	25	98.89	98.89	NUM
cana-1486	381	26	lstm	lstm	NOUN
cana-1486	381	27	2023	2023	NUM
cana-1486	381	28	99.99	99.99	NUM
cana-1486	381	29	96.65	96.65	NUM
cana-1486	381	30	91.11	91.11	NUM
cana-1486	381	31	deepakiot	deepakiot	NOUN
cana-1486	381	32	2023	2023	NUM
cana-1486	381	33	97.56	97.56	NUM
cana-1486	381	34	94.79	94.79	NUM
cana-1486	381	35	98.56	98.56	NUM
cana-1486	381	36	magru	magru	NOUN
cana-1486	381	37	2022	2022	NUM
cana-1486	381	38	100	100	NUM
cana-1486	381	39	95.12	95.12	NUM
cana-1486	381	40	97.56	97.56	NUM
cana-1486	381	41	rnn	rnn	NOUN
cana-1486	381	42	2022	2022	NUM
cana-1486	381	43	94.58	94.58	NUM
cana-1486	381	44	96.36	96.36	NUM
cana-1486	381	45	80.32	80.32	NUM
cana-1486	381	46	gru	gru	NOUN
cana-1486	381	47	2022	2022	NUM
cana-1486	381	48	99.99	99.99	NUM
cana-1486	381	49	100	100	NUM
cana-1486	381	50	85.32	85.32	NUM
cana-1486	381	51	the	the	DET
cana-1486	381	52	unavailable	unavailable	ADJ
cana-1486	381	53	accuracies	accuracy	NOUN
cana-1486	381	54	of	of	ADP
cana-1486	381	55	its	its	PRON
cana-1486	381	56	peers	peer	NOUN
cana-1486	381	57	in	in	ADP
cana-1486	381	58	the	the	DET
cana-1486	381	59	binary	binary	ADJ
cana-1486	381	60	classification	classification	NOUN
cana-1486	381	61	domain	domain	NOUN
cana-1486	381	62	,	,	PUNCT
cana-1486	381	63	the	the	DET
cana-1486	381	64	achieved	achieve	VERB
cana-1486	381	65	parity	parity	NOUN
cana-1486	381	66	with	with	ADP
cana-1486	381	67	not	not	PART
cana-1486	381	68	only	only	ADV
cana-1486	381	69	cnn	cnn	PROPN
cana-1486	381	70	–	–	PUNCT
cana-1486	381	71	lstm	lstm	NOUN
cana-1486	381	72	[	[	X
cana-1486	381	73	35	35	NUM
cana-1486	381	74	]	]	PUNCT
cana-1486	381	75	,	,	PUNCT
cana-1486	381	76	and	and	CCONJ
cana-1486	381	77	vgg-16[36	vgg-16[36	NOUN
cana-1486	381	78	]	]	PUNCT
cana-1486	381	79	but	but	CCONJ
cana-1486	381	80	rnn	rnn	VERB
cana-1486	381	81	[	[	PUNCT
cana-1486	381	82	39	39	NUM
cana-1486	381	83	)	)	PUNCT
cana-1486	381	84	as	as	SCONJ
cana-1486	381	85	-	-	PUNCT
cana-1486	381	86	well	well	ADV
cana-1486	381	87	-	-	PUNCT
cana-1486	381	88	all	all	PRON
cana-1486	381	89	scored	score	VERB
cana-1486	381	90	a	a	DET
cana-1486	381	91	perfect	perfect	ADJ
cana-1486	381	92	10	10	NUM
cana-1486	381	93	are	be	AUX
cana-1486	381	94	printed	print	VERB
cana-1486	381	95	in	in	ADP
cana-1486	381	96	table	table	NOUN
cana-1486	381	97	1	1	NUM
cana-1486	381	98	.	.	PUNCT
cana-1486	382	1	these	these	DET
cana-1486	382	2	same	same	ADJ
cana-1486	382	3	success	success	NOUN
cana-1486	382	4	rates	rate	NOUN
cana-1486	382	5	,	,	PUNCT
cana-1486	382	6	nearly	nearly	ADV
cana-1486	382	7	universal	universal	ADJ
cana-1486	382	8	across	across	ADP
cana-1486	382	9	all	all	DET
cana-1486	382	10	channels	channel	NOUN
cana-1486	382	11	,	,	PUNCT
cana-1486	382	12	highlight	highlight	VERB
cana-1486	382	13	a	a	DET
cana-1486	382	14	volume	volume	NOUN
cana-1486	382	15	and	and	CCONJ
cana-1486	382	16	development	development	NOUN
cana-1486	382	17	level	level	NOUN
cana-1486	382	18	of	of	ADP
cana-1486	382	19	the	the	DET
cana-1486	382	20	challenge	challenge	NOUN
cana-1486	382	21	/	/	SYM
cana-1486	382	22	technique	technique	NOUN
cana-1486	382	23	binary	binary	ADJ
cana-1486	382	24	classification	classification	NOUN
cana-1486	382	25	task	task	NOUN
cana-1486	382	26	inside	inside	ADP
cana-1486	382	27	iot	iot	PROPN
cana-1486	382	28	security	security	NOUN
cana-1486	382	29	.	.	PUNCT
cana-1486	383	1	because	because	SCONJ
cana-1486	383	2	of	of	ADP
cana-1486	383	3	these	these	DET
cana-1486	383	4	complementary	complementary	ADJ
cana-1486	383	5	strengths	strength	NOUN
cana-1486	383	6	,	,	PUNCT
cana-1486	383	7	the	the	DET
cana-1486	383	8	model	model	NOUN
cana-1486	383	9	effectively	effectively	ADV
cana-1486	383	10	gives	give	VERB
cana-1486	383	11	100	100	NUM
cana-1486	383	12	%	%	NOUN
cana-1486	383	13	accuracy	accuracy	NOUN
cana-1486	383	14	in	in	ADP
cana-1486	383	15	binary	binary	ADJ
cana-1486	383	16	classification	classification	NOUN
cana-1486	383	17	.	.	PUNCT
cana-1486	384	1	it	it	PRON
cana-1486	384	2	was	be	AUX
cana-1486	384	3	noticed	notice	VERB
cana-1486	384	4	that	that	SCONJ
cana-1486	384	5	the	the	DET
cana-1486	384	6	convolutional	convolutional	ADJ
cana-1486	384	7	layers	layer	NOUN
cana-1486	384	8	can	can	AUX
cana-1486	384	9	capture	capture	VERB
cana-1486	384	10	spatial	spatial	ADJ
cana-1486	384	11	hierarchies	hierarchy	NOUN
cana-1486	384	12	within	within	ADP
cana-1486	384	13	data	datum	NOUN
cana-1486	384	14	and	and	CCONJ
cana-1486	384	15	this	this	DET
cana-1486	384	16	property	property	NOUN
cana-1486	384	17	could	could	AUX
cana-1486	384	18	corelate	corelate	VERB
cana-1486	384	19	with	with	ADP
cana-1486	384	20	our	our	PRON
cana-1486	384	21	iot	iot	PROPN
cana-1486	384	22	evcs	evcs	PROPN
cana-1486	384	23	scenario	scenario	NOUN
cana-1486	384	24	where	where	SCONJ
cana-1486	384	25	each	each	DET
cana-1486	384	26	pattern	pattern	NOUN
cana-1486	384	27	might	might	AUX
cana-1486	384	28	mean	mean	VERB
cana-1486	384	29	an	an	DET
cana-1486	384	30	occurrence	occurrence	NOUN
cana-1486	384	31	of	of	ADP
cana-1486	384	32	intrusion	intrusion	NOUN
cana-1486	384	33	.	.	PUNCT
cana-1486	385	1	presumably	presumably	ADV
cana-1486	385	2	,	,	PUNCT
cana-1486	385	3	unmatched	unmatched	ADJ
cana-1486	385	4	performance	performance	NOUN
cana-1486	385	5	of	of	ADP
cana-1486	385	6	lstm	lstm	ADJ
cana-1486	385	7	components	component	NOUN
cana-1486	385	8	is	be	AUX
cana-1486	385	9	granted	grant	VERB
cana-1486	385	10	because	because	SCONJ
cana-1486	385	11	they	they	PRON
cana-1486	385	12	can	can	AUX
cana-1486	385	13	memorize	memorize	VERB
cana-1486	385	14	both	both	PRON
cana-1486	385	15	longand	longand	ADP
cana-1486	385	16	short	short	ADJ
cana-1486	385	17	-	-	PUNCT
cana-1486	385	18	term	term	NOUN
cana-1486	385	19	dependencies	dependency	NOUN
cana-1486	385	20	between	between	ADP
cana-1486	385	21	sequence	sequence	NOUN
cana-1486	385	22	progressions	progression	NOUN
cana-1486	385	23	over	over	ADP
cana-1486	385	24	time	time	NOUN
cana-1486	385	25	in	in	ADP
cana-1486	385	26	temporal	temporal	ADJ
cana-1486	385	27	data	datum	NOUN
cana-1486	385	28	(	(	PUNCT
cana-1486	385	29	e.g.	e.g.	ADV
cana-1486	385	30	network	network	NOUN
cana-1486	385	31	traffic	traffic	NOUN
cana-1486	385	32	)	)	PUNCT
cana-1486	385	33	.	.	PUNCT
cana-1486	386	1	the	the	DET
cana-1486	386	2	model	model	NOUN
cana-1486	386	3	can	can	AUX
cana-1486	386	4	then	then	ADV
cana-1486	386	5	be	be	AUX
cana-1486	386	6	improved	improve	VERB
cana-1486	386	7	with	with	ADP
cana-1486	386	8	grus	grus	NOUN
cana-1486	386	9	to	to	PART
cana-1486	386	10	combat	combat	VERB
cana-1486	386	11	the	the	DET
cana-1486	386	12	problem	problem	NOUN
cana-1486	386	13	of	of	ADP
cana-1486	386	14	vanishing	vanish	VERB
cana-1486	386	15	gradients	gradient	NOUN
cana-1486	386	16	in	in	ADP
cana-1486	386	17	recurrent	recurrent	ADJ
cana-1486	386	18	networks	network	NOUN
cana-1486	386	19	and	and	CCONJ
cana-1486	386	20	could	could	AUX
cana-1486	386	21	make	make	VERB
cana-1486	386	22	it	it	PRON
cana-1486	386	23	much	much	ADV
cana-1486	386	24	more	more	ADV
cana-1486	386	25	tractable	tractable	ADJ
cana-1486	386	26	to	to	PART
cana-1486	386	27	learn	learn	VERB
cana-1486	386	28	on	on	ADP
cana-1486	386	29	very	very	ADV
cana-1486	386	30	long	long	ADJ
cana-1486	386	31	sequences	sequence	NOUN
cana-1486	386	32	without	without	ADP
cana-1486	386	33	requiring	require	VERB
cana-1486	386	34	immense	immense	ADJ
cana-1486	386	35	computational	computational	ADJ
cana-1486	386	36	resources	resource	NOUN
cana-1486	386	37	.	.	PUNCT
cana-1486	387	1	in	in	ADP
cana-1486	387	2	6	6	NUM
cana-1486	387	3	-	-	PUNCT
cana-1486	387	4	class	class	NOUN
cana-1486	387	5	classification	classification	NOUN
cana-1486	387	6	,	,	PUNCT
cana-1486	387	7	cnn	cnn	PROPN
cana-1486	387	8	-	-	PUNCT
cana-1486	387	9	lstm	lstm	PROPN
cana-1486	387	10	-	-	PUNCT
cana-1486	387	11	gru	gru	NOUN
cana-1486	387	12	got	get	VERB
cana-1486	387	13	a	a	DET
cana-1486	387	14	great	great	ADJ
cana-1486	387	15	accuracy	accuracy	NOUN
cana-1486	387	16	of	of	ADP
cana-1486	387	17	nearly	nearly	ADV
cana-1486	387	18	to	to	ADP
cana-1486	387	19	97.44	97.44	NUM
cana-1486	387	20	%	%	NOUN
cana-1486	387	21	so	so	SCONJ
cana-1486	387	22	that	that	SCONJ
cana-1486	387	23	it	it	PRON
cana-1486	387	24	likely	likely	ADV
cana-1486	387	25	outperformed	outperform	VERB
cana-1486	387	26	(	(	PUNCT
cana-1486	387	27	yet	yet	ADV
cana-1486	387	28	as	as	ADP
cana-1486	387	29	tips	tip	NOUN
cana-1486	387	30	what	what	PRON
cana-1486	387	31	comes	come	VERB
cana-1486	387	32	lower	low	ADJ
cana-1486	387	33	than	than	ADP
cana-1486	387	34	the	the	DET
cana-1486	387	35	stables	stable	NOUN
cana-1486	387	36	since	since	SCONJ
cana-1486	387	37	higher	high	ADJ
cana-1486	387	38	weights	weight	NOUN
cana-1486	387	39	)	)	PUNCT
cana-1486	387	40	other	other	ADJ
cana-1486	387	41	models	model	NOUN
cana-1486	387	42	providing	provide	VERB
cana-1486	387	43	itself	itself	PRON
cana-1486	387	44	slightly	slightly	ADV
cana-1486	387	45	above	above	ADP
cana-1486	387	46	its	its	PRON
cana-1486	387	47	sibling	sible	VERB
cana-1486	387	48	model	model	NOUN
cana-1486	387	49	successor	successor	NOUN
cana-1486	387	50	;	;	PUNCT
cana-1486	387	51	only	only	ADV
cana-1486	387	52	modestly	modestly	ADV
cana-1486	387	53	next	next	ADJ
cana-1486	387	54	round	round	NOUN
cana-1486	387	55	behind	behind	ADP
cana-1486	387	56	others	other	NOUN
cana-1486	387	57	behalf	behalf	NOUN
cana-1486	387	58	)	)	PUNCT
cana-1486	387	59	;	;	PUNCT
cana-1486	387	60	lstm	lstm	PROPN
cana-1486	387	61	-	-	PUNCT
cana-1486	387	62	cnn	cnn	PROPN
cana-1486	387	63	was	be	AUX
cana-1486	387	64	actually	actually	ADV
cana-1486	387	65	doing	do	VERB
cana-1486	387	66	well	well	ADV
cana-1486	387	67	with	with	ADP
cana-1486	387	68	best	good	ADJ
cana-1486	387	69	chosen	choose	VERB
cana-1486	387	70	preprocessing	preprocessing	NOUN
cana-1486	387	71	parameters	parameter	NOUN
cana-1486	387	72	for	for	ADP
cana-1486	387	73	both	both	DET
cana-1486	387	74	architectures	architecture	NOUN
cana-1486	387	75	about	about	ADP
cana-1486	387	76	features	feature	NOUN
cana-1486	387	77	contribution	contribution	NOUN
cana-1486	387	78	analysis	analysis	NOUN
cana-1486	387	79	outlined	outline	VERB
cana-1486	387	80	then	then	ADV
cana-1486	387	81	latter	latter	ADV
cana-1486	387	82	in	in	ADP
cana-1486	387	83	tribune	tribune	PROPN
cana-1486	387	84	series	series	NOUN
cana-1486	387	85	and	and	CCONJ
cana-1486	387	86	my	my	PRON
cana-1486	387	87	final	final	ADJ
cana-1486	387	88	blog	blog	NOUN
cana-1486	387	89	post	post	NOUN
cana-1486	387	90	later	later	ADV
cana-1486	387	91	days	day	NOUN
cana-1486	387	92	intended	intend	VERB
cana-1486	387	93	before	before	ADP
cana-1486	387	94	wider	wide	ADJ
cana-1486	387	95	online	online	ADJ
cana-1486	387	96	publishing	publishing	NOUN
cana-1486	387	97	release	release	NOUN
cana-1486	387	98	version	version	NOUN
cana-1486	387	99	.	.	PUNCT
cana-1486	388	1	the	the	DET
cana-1486	388	2	cnns	cnn	NOUN
cana-1486	388	3	are	be	AUX
cana-1486	388	4	used	use	VERB
cana-1486	388	5	for	for	ADP
cana-1486	388	6	spatial	spatial	ADJ
cana-1486	388	7	feature	feature	NOUN
cana-1486	388	8	extraction	extraction	NOUN
cana-1486	388	9	,	,	PUNCT
cana-1486	388	10	mostly	mostly	ADV
cana-1486	388	11	required	require	VERB
cana-1486	388	12	for	for	ADP
cana-1486	388	13	our	our	PRON
cana-1486	388	14	ensemble	ensemble	ADJ
cana-1486	388	15	model	model	NOUN
cana-1486	388	16	.	.	PUNCT
cana-1486	389	1	in	in	ADP
cana-1486	389	2	contrast	contrast	NOUN
cana-1486	389	3	to	to	ADP
cana-1486	389	4	the	the	DET
cana-1486	389	5	conventional	conventional	ADJ
cana-1486	389	6	dnn	dnn	PROPN
cana-1486	389	7	[	[	X
cana-1486	389	8	33	33	NUM
cana-1486	389	9	]	]	PUNCT
cana-1486	389	10	and	and	CCONJ
cana-1486	389	11	rnn	rnn	VERB
cana-1486	389	12	[	[	PUNCT
cana-1486	389	13	39	39	NUM
cana-1486	389	14	]	]	PUNCT
cana-1486	389	15	as	as	ADP
cana-1486	389	16	basic	basic	ADJ
cana-1486	389	17	models	model	NOUN
cana-1486	389	18	which	which	PRON
cana-1486	389	19	can	can	AUX
cana-1486	389	20	not	not	PART
cana-1486	389	21	seize	seize	VERB
cana-1486	389	22	overall	overall	ADJ
cana-1486	389	23	spatial	spatial	ADJ
cana-1486	389	24	information	information	NOUN
cana-1486	389	25	about	about	ADP
cana-1486	389	26	input	input	NOUN
cana-1486	389	27	data	datum	NOUN
cana-1486	389	28	,	,	PUNCT
cana-1486	389	29	our	our	PRON
cana-1486	389	30	model	model	NOUN
cana-1486	389	31	using	use	VERB
cana-1486	389	32	cnn	cnn	PROPN
cana-1486	389	33	layers	layer	NOUN
cana-1486	389	34	captures	capture	VERB
cana-1486	389	35	entire	entire	ADJ
cana-1486	389	36	dimensions	dimension	NOUN
cana-1486	389	37	of	of	ADP
cana-1486	389	38	multi	multi	ADJ
cana-1486	389	39	-	-	ADJ
cana-1486	389	40	channel	channel	ADJ
cana-1486	389	41	time	time	NOUN
cana-1486	389	42	sequences	sequence	NOUN
cana-1486	389	43	.	.	PUNCT
cana-1486	390	1	this	this	PRON
cana-1486	390	2	is	be	AUX
cana-1486	390	3	because	because	SCONJ
cana-1486	390	4	our	our	PRON
cana-1486	390	5	model	model	NOUN
cana-1486	390	6	captures	capture	VERB
cana-1486	390	7	perfect	perfect	ADJ
cana-1486	390	8	accuracy	accuracy	NOUN
cana-1486	390	9	in	in	ADP
cana-1486	390	10	the	the	DET
cana-1486	390	11	binary	binary	ADJ
cana-1486	390	12	classification	classification	NOUN
cana-1486	390	13	,	,	PUNCT
cana-1486	390	14	since	since	SCONJ
cana-1486	390	15	it	it	PRON
cana-1486	390	16	contributes	contribute	VERB
cana-1486	390	17	well	well	ADV
cana-1486	390	18	for	for	ADP
cana-1486	390	19	feature	feature	NOUN
cana-1486	390	20	extraction	extraction	NOUN
cana-1486	390	21	and	and	CCONJ
cana-1486	390	22	hence	hence	ADV
cana-1486	390	23	matches	match	VERB
cana-1486	390	24	with	with	ADP
cana-1486	390	25	cnn	cnn	PROPN
cana-1486	390	26	-	-	PUNCT
cana-1486	390	27	lstm	lstm	PROPN
cana-1486	390	28	[	[	X
cana-1486	390	29	35	35	NUM
cana-1486	390	30	]	]	PUNCT
cana-1486	390	31	and	and	CCONJ
cana-1486	390	32	vgg-16[36	vgg-16[36	PROPN
cana-1486	390	33	]	]	PUNCT
cana-1486	390	34	.	.	PUNCT
cana-1486	391	1	treating	treat	VERB
cana-1486	391	2	for	for	ADP
cana-1486	391	3	longer	long	ADJ
cana-1486	391	4	dependencies	dependency	NOUN
cana-1486	391	5	lstm	lstm	ADJ
cana-1486	391	6	layers	layer	NOUN
cana-1486	391	7	will	will	AUX
cana-1486	391	8	so	so	ADV
cana-1486	391	9	better	well	ADV
cana-1486	391	10	and	and	CCONJ
cana-1486	391	11	gru	gru	VERB
cana-1486	391	12	layer	layer	NOUN
cana-1486	391	13	to	to	PART
cana-1486	391	14	capture	capture	VERB
cana-1486	391	15	short	short	ADJ
cana-1486	391	16	term	term	NOUN
cana-1486	391	17	data	datum	NOUN
cana-1486	391	18	sequences	sequence	NOUN
cana-1486	391	19	.	.	PUNCT
cana-1486	392	1	we	we	PRON
cana-1486	392	2	further	far	ADV
cana-1486	392	3	verified	verify	VERB
cana-1486	392	4	our	our	PRON
cana-1486	392	5	dual	dual	ADJ
cana-1486	392	6	-	-	PUNCT
cana-1486	392	7	structure	structure	NOUN
cana-1486	392	8	and	and	CCONJ
cana-1486	392	9	observed	observe	VERB
cana-1486	392	10	that	that	SCONJ
cana-1486	392	11	the	the	DET
cana-1486	392	12	proposed	propose	VERB
cana-1486	392	13	model	model	NOUN
cana-1486	392	14	is	be	AUX
cana-1486	392	15	capable	capable	ADJ
cana-1486	392	16	of	of	ADP
cana-1486	392	17	advancing	advance	VERB
cana-1486	392	18	discrimination	discrimination	NOUN
cana-1486	392	19	for	for	ADP
cana-1486	392	20	multi	multi	NOUN
cana-1486	392	21	-	-	NOUN
cana-1486	392	22	classification	classification	NOUN
cana-1486	392	23	in	in	ADP
cana-1486	392	24	contrast	contrast	NOUN
cana-1486	392	25	to	to	ADP
cana-1486	392	26	conventional	conventional	ADJ
cana-1486	392	27	architectures	architecture	NOUN
cana-1486	392	28	such	such	ADJ
cana-1486	392	29	as	as	ADP
cana-1486	392	30	deep	deep	ADJ
cana-1486	392	31	communications	communication	NOUN
cana-1486	392	32	on	on	ADP
cana-1486	392	33	applied	apply	VERB
cana-1486	392	34	nonlinear	nonlinear	ADJ
cana-1486	392	35	analysis	analysis	NOUN
cana-1486	392	36	issn	issn	NOUN
cana-1486	392	37	:	:	PUNCT
cana-1486	392	38	1074	1074	NUM
cana-1486	392	39	-	-	PUNCT
cana-1486	392	40	133x	133x	NUM
cana-1486	392	41	vol	vol	NOUN
cana-1486	392	42	31	31	NUM
cana-1486	392	43	no	no	NOUN
cana-1486	392	44	.	.	PUNCT
cana-1486	393	1	8s	8s	PROPN
cana-1486	393	2	(	(	PUNCT
cana-1486	393	3	2024	2024	NUM
cana-1486	393	4	)	)	PUNCT
cana-1486	393	5	305	305	NUM
cana-1486	393	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	393	7	ak	ak	PROPN
cana-1486	393	8	-	-	PUNCT
cana-1486	393	9	iot	iot	NOUN
cana-1486	394	1	[	[	X
cana-1486	394	2	37	37	NUM
cana-1486	394	3	]	]	PUNCT
cana-1486	394	4	(	(	PUNCT
cana-1486	394	5	48.08	48.08	NUM
cana-1486	394	6	)	)	PUNCT
cana-1486	395	1	and	and	CCONJ
cana-1486	395	2	lnkdsea	lnkdsea	ADJ
cana-1486	395	3	[	[	X
cana-1486	395	4	38	38	NUM
cana-1486	395	5	]	]	PUNCT
cana-1486	395	6	.	.	PUNCT
cana-1486	396	1	these	these	DET
cana-1486	396	2	models	model	NOUN
cana-1486	396	3	are	be	AUX
cana-1486	396	4	able	able	ADJ
cana-1486	396	5	to	to	PART
cana-1486	396	6	detect	detect	VERB
cana-1486	396	7	complex	complex	ADJ
cana-1486	396	8	multi	multi	ADJ
cana-1486	396	9	-	-	ADJ
cana-1486	396	10	phased	phased	ADJ
cana-1486	396	11	attacks	attack	NOUN
cana-1486	396	12	that	that	PRON
cana-1486	396	13	appear	appear	VERB
cana-1486	396	14	innocent	innocent	ADJ
cana-1486	396	15	when	when	SCONJ
cana-1486	396	16	viewed	view	VERB
cana-1486	396	17	through	through	ADP
cana-1486	396	18	one	one	NUM
cana-1486	396	19	snapshot	snapshot	NOUN
cana-1486	396	20	in	in	ADP
cana-1486	396	21	specific	specific	ADJ
cana-1486	396	22	pieces	piece	NOUN
cana-1486	396	23	without	without	ADP
cana-1486	396	24	the	the	DET
cana-1486	396	25	time	time	NOUN
cana-1486	396	26	sequence	sequence	NOUN
cana-1486	396	27	necessary	necessary	ADJ
cana-1486	396	28	to	to	PART
cana-1486	396	29	observe	observe	VERB
cana-1486	396	30	it	it	PRON
cana-1486	396	31	take	take	VERB
cana-1486	396	32	place	place	NOUN
cana-1486	396	33	over	over	ADP
cana-1486	396	34	a	a	DET
cana-1486	396	35	chain	chain	NOUN
cana-1486	396	36	of	of	ADP
cana-1486	396	37	phases	phase	NOUN
cana-1486	396	38	.	.	PUNCT
cana-1486	397	1	these	these	DET
cana-1486	397	2	comparative	comparative	ADJ
cana-1486	397	3	results	result	NOUN
cana-1486	397	4	not	not	PART
cana-1486	397	5	only	only	ADV
cana-1486	397	6	accept	accept	VERB
cana-1486	397	7	the	the	DET
cana-1486	397	8	fact	fact	NOUN
cana-1486	397	9	on	on	ADP
cana-1486	397	10	how	how	SCONJ
cana-1486	397	11	amazingly	amazingly	ADV
cana-1486	397	12	ensemble	ensemble	ADJ
cana-1486	397	13	model	model	NOUN
cana-1486	397	14	can	can	AUX
cana-1486	397	15	perform	perform	VERB
cana-1486	397	16	,	,	PUNCT
cana-1486	397	17	but	but	CCONJ
cana-1486	397	18	it	it	PRON
cana-1486	397	19	gives	give	VERB
cana-1486	397	20	another	another	DET
cana-1486	397	21	way	way	NOUN
cana-1486	397	22	to	to	PART
cana-1486	397	23	analyse	analyse	VERB
cana-1486	397	24	street	street	NOUN
cana-1486	397	25	of	of	ADP
cana-1486	397	26	research	research	NOUN
cana-1486	397	27	by	by	ADP
cana-1486	397	28	going	go	VERB
cana-1486	397	29	towards	towards	ADP
cana-1486	397	30	different	different	ADJ
cana-1486	397	31	hybrid	hybrid	ADJ
cana-1486	397	32	models	model	NOUN
cana-1486	397	33	.	.	PUNCT
cana-1486	398	1	maybe	maybe	ADV
cana-1486	398	2	this	this	DET
cana-1486	398	3	hybrid	hybrid	ADJ
cana-1486	398	4	way	way	NOUN
cana-1486	398	5	of	of	ADP
cana-1486	398	6	implementing	implement	VERB
cana-1486	398	7	multiple	multiple	ADJ
cana-1486	398	8	different	different	ADJ
cana-1486	398	9	neural	neural	ADJ
cana-1486	398	10	network	network	NOUN
cana-1486	398	11	networks	network	NOUN
cana-1486	398	12	could	could	AUX
cana-1486	398	13	be	be	AUX
cana-1486	398	14	the	the	DET
cana-1486	398	15	new	new	ADJ
cana-1486	398	16	normal	normal	NOUN
cana-1486	398	17	for	for	ADP
cana-1486	398	18	iot	iot	ADJ
cana-1486	398	19	security	security	NOUN
cana-1486	398	20	threats	threat	NOUN
cana-1486	398	21	detection	detection	NOUN
cana-1486	398	22	among	among	ADP
cana-1486	398	23	even	even	ADV
cana-1486	398	24	newer	new	ADJ
cana-1486	398	25	sets	set	NOUN
cana-1486	398	26	of	of	ADP
cana-1486	398	27	analysis	analysis	NOUN
cana-1486	398	28	tools	tool	NOUN
cana-1486	398	29	.	.	PUNCT
cana-1486	399	1	even	even	ADV
cana-1486	399	2	more	more	ADV
cana-1486	399	3	important	important	ADJ
cana-1486	399	4	,	,	PUNCT
cana-1486	399	5	such	such	ADJ
cana-1486	399	6	results	result	NOUN
cana-1486	399	7	should	should	AUX
cana-1486	399	8	excite	excite	VERB
cana-1486	399	9	us	we	PRON
cana-1486	399	10	further	far	ADV
cana-1486	399	11	to	to	PART
cana-1486	399	12	research	research	VERB
cana-1486	399	13	and	and	CCONJ
cana-1486	399	14	improve	improve	VERB
cana-1486	399	15	the	the	DET
cana-1486	399	16	ensemble	ensemble	ADJ
cana-1486	399	17	methods	method	NOUN
cana-1486	399	18	for	for	ADP
cana-1486	399	19	dl	dl	PROPN
cana-1486	399	20	systems	system	NOUN
cana-1486	399	21	—	—	PUNCT
cana-1486	399	22	on	on	ADP
cana-1486	399	23	one	one	NUM
cana-1486	399	24	side	side	NOUN
cana-1486	399	25	we	we	PRON
cana-1486	399	26	can	can	AUX
cana-1486	399	27	train	train	VERB
cana-1486	399	28	better	well	ADJ
cana-1486	399	29	models	model	NOUN
cana-1486	399	30	in	in	ADP
cana-1486	399	31	terms	term	NOUN
cana-1486	399	32	of	of	ADP
cana-1486	399	33	accuracy	accuracy	NOUN
cana-1486	399	34	with	with	ADP
cana-1486	399	35	even	even	ADV
cana-1486	399	36	higher	high	ADJ
cana-1486	399	37	generalization	generalization	NOUN
cana-1486	399	38	either	either	CCONJ
cana-1486	399	39	towards	towards	ADP
cana-1486	399	40	holdouts	holdout	NOUN
cana-1486	399	41	or	or	CCONJ
cana-1486	399	42	new	new	ADJ
cana-1486	399	43	datasets	dataset	NOUN
cana-1486	399	44	at	at	ADP
cana-1486	399	45	lower	low	ADJ
cana-1486	399	46	computation	computation	NOUN
cana-1486	399	47	cost	cost	NOUN
cana-1486	399	48	.	.	PUNCT
cana-1486	400	1	ensemble	ensemble	ADJ
cana-1486	400	2	model	model	NOUN
cana-1486	400	3	has	have	AUX
cana-1486	400	4	sound	sound	VERB
cana-1486	400	5	extensibility	extensibility	NOUN
cana-1486	400	6	and	and	CCONJ
cana-1486	400	7	learning	learn	VERB
cana-1486	400	8	depth	depth	NOUN
cana-1486	400	9	in	in	ADP
cana-1486	400	10	comparison	comparison	NOUN
cana-1486	400	11	to	to	ADP
cana-1486	400	12	other	other	ADJ
cana-1486	400	13	models	model	NOUN
cana-1486	400	14	@	@	ADP
cana-1486	400	15	especially	especially	ADV
cana-1486	400	16	when	when	SCONJ
cana-1486	400	17	the	the	DET
cana-1486	400	18	face	face	NOUN
cana-1486	400	19	of	of	ADP
cana-1486	400	20	digital	digital	ADJ
cana-1486	400	21	world	world	NOUN
cana-1486	400	22	is	be	AUX
cana-1486	400	23	changing	change	VERB
cana-1486	400	24	due	due	ADJ
cana-1486	400	25	to	to	ADP
cana-1486	400	26	internet	internet	NOUN
cana-1486	400	27	of	of	ADP
cana-1486	400	28	things	thing	NOUN
cana-1486	400	29	(	(	PUNCT
cana-1486	400	30	iot	iot	NOUN
cana-1486	400	31	)	)	PUNCT
cana-1486	400	32	which	which	PRON
cana-1486	400	33	could	could	AUX
cana-1486	400	34	play	play	VERB
cana-1486	400	35	a	a	DET
cana-1486	400	36	key	key	ADJ
cana-1486	400	37	role	role	NOUN
cana-1486	400	38	for	for	ADP
cana-1486	400	39	robustness	robustness	NOUN
cana-1486	400	40	&	&	CCONJ
cana-1486	400	41	trustable	trustable	ADJ
cana-1486	400	42	integrity	integrity	NOUN
cana-1486	400	43	while	while	SCONJ
cana-1486	400	44	running	run	VERB
cana-1486	400	45	systems	system	NOUN
cana-1486	400	46	as	as	ADP
cana-1486	400	47	inter	inter	NOUN
cana-1486	400	48	connected	connect	VERB
cana-1486	400	49	.	.	PUNCT
cana-1486	401	1	considering	consider	VERB
cana-1486	401	2	the	the	DET
cana-1486	401	3	found	find	VERB
cana-1486	401	4	results	result	NOUN
cana-1486	401	5	and	and	CCONJ
cana-1486	401	6	respecting	respect	VERB
cana-1486	401	7	all	all	DET
cana-1486	401	8	experiments	experiment	NOUN
cana-1486	401	9	realized	realize	VERB
cana-1486	401	10	,	,	PUNCT
cana-1486	401	11	it	it	PRON
cana-1486	401	12	has	have	AUX
cana-1486	401	13	become	become	VERB
cana-1486	401	14	evident	evident	ADJ
cana-1486	401	15	that	that	SCONJ
cana-1486	401	16	an	an	DET
cana-1486	401	17	architecture	architecture	NOUN
cana-1486	401	18	based	base	VERB
cana-1486	401	19	on	on	ADP
cana-1486	401	20	its	its	PRON
cana-1486	401	21	ensemble	ensemble	NOUN
cana-1486	401	22	of	of	ADP
cana-1486	401	23	cnn	cnn	PROPN
cana-1486	401	24	-	-	PUNCT
cana-1486	401	25	lstm	lstm	PROPN
cana-1486	401	26	-	-	PUNCT
cana-1486	401	27	gru	gru	PROPN
cana-1486	401	28	is	be	AUX
cana-1486	401	29	powerful	powerful	ADJ
cana-1486	401	30	one	one	NUM
cana-1486	401	31	which	which	PRON
cana-1486	401	32	signalizes	signalize	VERB
cana-1486	401	33	a	a	DET
cana-1486	401	34	route	route	NOUN
cana-1486	401	35	of	of	ADP
cana-1486	401	36	research	research	NOUN
cana-1486	401	37	for	for	ADP
cana-1486	401	38	the	the	DET
cana-1486	401	39	deep	deep	ADJ
cana-1486	401	40	learning	learning	NOUN
cana-1486	401	41	modes	mode	NOUN
cana-1486	401	42	to	to	ADP
cana-1486	401	43	network	network	NOUN
cana-1486	401	44	detector	detector	NOUN
cana-1486	401	45	critically	critically	ADV
cana-1486	401	46	analysis	analysis	NOUN
cana-1486	401	47	while	while	SCONJ
cana-1486	401	48	always	always	ADV
cana-1486	401	49	keeping	keep	VERB
cana-1486	401	50	updating	update	VERB
cana-1486	401	51	with	with	ADP
cana-1486	401	52	continuity	continuity	NOUN
cana-1486	401	53	about	about	ADP
cana-1486	401	54	complexity	complexity	NOUN
cana-1486	401	55	processing	processing	NOUN
cana-1486	401	56	system	system	NOUN
cana-1486	401	57	.	.	PUNCT
cana-1486	402	1	7	7	X
cana-1486	402	2	.	.	X
cana-1486	402	3	conclusions	conclusion	NOUN
cana-1486	402	4	for	for	ADP
cana-1486	402	5	this	this	PRON
cana-1486	402	6	,	,	PUNCT
cana-1486	402	7	we	we	PRON
cana-1486	402	8	have	have	AUX
cana-1486	402	9	provided	provide	VERB
cana-1486	402	10	a	a	DET
cana-1486	402	11	set	set	NOUN
cana-1486	402	12	of	of	ADP
cana-1486	402	13	meaningful	meaningful	ADJ
cana-1486	402	14	and	and	CCONJ
cana-1486	402	15	even	even	ADV
cana-1486	402	16	landmark	landmark	NOUN
cana-1486	402	17	level	level	NOUN
cana-1486	402	18	contributions	contribution	NOUN
cana-1486	402	19	regarding	regard	VERB
cana-1486	402	20	the	the	DET
cana-1486	402	21	intrusion	intrusion	NOUN
cana-1486	402	22	detection	detection	NOUN
cana-1486	402	23	systems	system	NOUN
cana-1486	402	24	in	in	ADP
cana-1486	402	25	cybersecurity	cybersecurity	NOUN
cana-1486	402	26	for	for	ADP
cana-1486	402	27	iot	iot	ADJ
cana-1486	402	28	infrastructures	infrastructure	NOUN
cana-1486	402	29	moreover	moreover	ADV
cana-1486	402	30	with	with	ADP
cana-1486	402	31	its	its	PRON
cana-1486	402	32	combination	combination	NOUN
cana-1486	402	33	as	as	ADP
cana-1486	402	34	an	an	DET
cana-1486	402	35	infrastructure	infrastructure	NOUN
cana-1486	402	36	dedicated	dedicate	VERB
cana-1486	402	37	to	to	PART
cana-1486	402	38	evcs	evcs	ADV
cana-1486	402	39	.	.	PUNCT
cana-1486	403	1	proposing	propose	VERB
cana-1486	403	2	a	a	DET
cana-1486	403	3	new	new	ADJ
cana-1486	403	4	ensemble	ensemble	ADJ
cana-1486	403	5	architecture	architecture	NOUN
cana-1486	403	6	that	that	PRON
cana-1486	403	7	unifies	unify	VERB
cana-1486	403	8	the	the	DET
cana-1486	403	9	capabilities	capability	NOUN
cana-1486	403	10	of	of	ADP
cana-1486	403	11	cnn	cnn	PROPN
cana-1486	403	12	,	,	PUNCT
cana-1486	403	13	lstm	lstm	NOUN
cana-1486	403	14	and	and	CCONJ
cana-1486	403	15	gru	gru	NOUN
cana-1486	403	16	processes	process	NOUN
cana-1486	403	17	for	for	ADP
cana-1486	403	18	detecting	detect	VERB
cana-1486	403	19	more	more	ADV
cana-1486	403	20	complex	complex	ADJ
cana-1486	403	21	intrusion	intrusion	NOUN
cana-1486	403	22	patterns	pattern	NOUN
cana-1486	403	23	that	that	PRON
cana-1486	403	24	surpass	surpass	VERB
cana-1486	403	25	some	some	DET
cana-1486	403	26	existing	exist	VERB
cana-1486	403	27	state	state	NOUN
cana-1486	403	28	-	-	PUNCT
cana-1486	403	29	of	of	ADP
cana-1486	403	30	-	-	PUNCT
cana-1486	403	31	the	the	DET
cana-1486	403	32	-	-	PUNCT
cana-1486	403	33	arts	art	NOUN
cana-1486	403	34	.	.	PUNCT
cana-1486	404	1	it	it	PRON
cana-1486	404	2	helps	help	VERB
cana-1486	404	3	keys	key	NOUN
cana-1486	404	4	sec	sec	PROPN
cana-1486	404	5	to	to	PART
cana-1486	404	6	understand	understand	VERB
cana-1486	404	7	some	some	PRON
cana-1486	404	8	of	of	ADP
cana-1486	404	9	the	the	DET
cana-1486	404	10	complexity	complexity	NOUN
cana-1486	404	11	,	,	PUNCT
cana-1486	404	12	that	that	PRON
cana-1486	404	13	comes	come	VERB
cana-1486	404	14	with	with	ADP
cana-1486	404	15	dealing	deal	VERB
cana-1486	404	16	cyber	cyber	NOUN
cana-1486	404	17	threats	threat	NOUN
cana-1486	404	18	&	&	CCONJ
cana-1486	404	19	this	this	DET
cana-1486	404	20	accurate	accurate	ADJ
cana-1486	404	21	qualified	qualify	VERB
cana-1486	404	22	and	and	CCONJ
cana-1486	404	23	authenticated	authenticate	VERB
cana-1486	404	24	model	model	NOUN
cana-1486	404	25	.	.	PUNCT
cana-1486	405	1	this	this	PRON
cana-1486	405	2	finally	finally	ADV
cana-1486	405	3	not	not	PART
cana-1486	405	4	only	only	ADV
cana-1486	405	5	advocates	advocate	VERB
cana-1486	405	6	the	the	DET
cana-1486	405	7	feasibility	feasibility	NOUN
cana-1486	405	8	of	of	ADP
cana-1486	405	9	applying	apply	VERB
cana-1486	405	10	high	high	ADJ
cana-1486	405	11	-	-	PUNCT
cana-1486	405	12	performance	performance	NOUN
cana-1486	405	13	neural	neural	ADJ
cana-1486	405	14	network	network	NOUN
cana-1486	405	15	designs	design	NOUN
cana-1486	405	16	for	for	ADP
cana-1486	405	17	intrusion	intrusion	NOUN
cana-1486	405	18	detection	detection	NOUN
cana-1486	405	19	,	,	PUNCT
cana-1486	405	20	but	but	CCONJ
cana-1486	405	21	it	it	PRON
cana-1486	405	22	also	also	ADV
cana-1486	405	23	shows	show	VERB
cana-1486	405	24	a	a	DET
cana-1486	405	25	way	way	NOUN
cana-1486	405	26	to	to	PART
cana-1486	405	27	defend	defend	VERB
cana-1486	405	28	safe	safe	ADJ
cana-1486	405	29	malicious	malicious	ADJ
cana-1486	405	30	attacks	attack	NOUN
cana-1486	405	31	against	against	ADP
cana-1486	405	32	iot	iot	NOUN
cana-1486	405	33	ecosystems	ecosystem	NOUN
cana-1486	405	34	.	.	PUNCT
cana-1486	406	1	this	this	DET
cana-1486	406	2	work	work	NOUN
cana-1486	406	3	uses	use	VERB
cana-1486	406	4	cutting	cutting	NOUN
cana-1486	406	5	-	-	PUNCT
cana-1486	406	6	edge	edge	NOUN
cana-1486	406	7	data	datum	NOUN
cana-1486	406	8	processing	processing	NOUN
cana-1486	406	9	methodologies	methodology	NOUN
cana-1486	406	10	and	and	CCONJ
cana-1486	406	11	extensive	extensive	ADJ
cana-1486	406	12	performance	performance	NOUN
cana-1486	406	13	analysis	analysis	NOUN
cana-1486	406	14	,	,	PUNCT
cana-1486	406	15	demonstrating	demonstrate	VERB
cana-1486	406	16	the	the	DET
cana-1486	406	17	degree	degree	NOUN
cana-1486	406	18	to	to	PART
cana-1486	406	19	which	which	PRON
cana-1486	406	20	our	our	PRON
cana-1486	406	21	approach	approach	NOUN
cana-1486	406	22	is	be	AUX
cana-1486	406	23	exhaustive	exhaustive	ADJ
cana-1486	406	24	.	.	PUNCT
cana-1486	407	1	this	this	DET
cana-1486	407	2	model	model	NOUN
cana-1486	407	3	is	be	AUX
cana-1486	407	4	proved	prove	VERB
cana-1486	407	5	to	to	PART
cana-1486	407	6	work	work	VERB
cana-1486	407	7	well	well	ADV
cana-1486	407	8	in	in	ADP
cana-1486	407	9	binary	binary	ADJ
cana-1486	407	10	,	,	PUNCT
cana-1486	407	11	6	6	NUM
cana-1486	407	12	-	-	PUNCT
cana-1486	407	13	classes	class	NOUN
cana-1486	407	14	,	,	PUNCT
cana-1486	407	15	and	and	CCONJ
cana-1486	407	16	even	even	ADV
cana-1486	407	17	15	15	NUM
cana-1486	407	18	classes	class	NOUN
cana-1486	407	19	classifications	classification	NOUN
cana-1486	407	20	which	which	PRON
cana-1486	407	21	already	already	ADV
cana-1486	407	22	suggests	suggest	VERB
cana-1486	407	23	a	a	DET
cana-1486	407	24	list	list	NOUN
cana-1486	407	25	of	of	ADP
cana-1486	407	26	possible	possible	ADJ
cana-1486	407	27	attacks	attack	NOUN
cana-1486	407	28	that	that	PRON
cana-1486	407	29	can	can	AUX
cana-1486	407	30	be	be	AUX
cana-1486	407	31	detected	detect	VERB
cana-1486	407	32	by	by	ADP
cana-1486	407	33	this	this	DET
cana-1486	407	34	detector	detector	NOUN
cana-1486	407	35	.	.	PUNCT
cana-1486	408	1	from	from	ADP
cana-1486	408	2	a	a	DET
cana-1486	408	3	theoretical	theoretical	ADJ
cana-1486	408	4	point	point	NOUN
cana-1486	408	5	of	of	ADP
cana-1486	408	6	view	view	NOUN
cana-1486	408	7	,	,	PUNCT
cana-1486	408	8	our	our	PRON
cana-1486	408	9	results	result	NOUN
cana-1486	408	10	can	can	AUX
cana-1486	408	11	extend	extend	VERB
cana-1486	408	12	far	far	ADV
cana-1486	408	13	beyond	beyond	ADP
cana-1486	408	14	this	this	DET
cana-1486	408	15	example	example	NOUN
cana-1486	408	16	to	to	PART
cana-1486	408	17	inform	inform	VERB
cana-1486	408	18	the	the	DET
cana-1486	408	19	use	use	NOUN
cana-1486	408	20	and	and	CCONJ
cana-1486	408	21	design	design	NOUN
cana-1486	408	22	of	of	ADP
cana-1486	408	23	ml	ml	NOUN
cana-1486	408	24	methods	method	NOUN
cana-1486	408	25	for	for	ADP
cana-1486	408	26	large	large	ADJ
cana-1486	408	27	-	-	PUNCT
cana-1486	408	28	scale	scale	NOUN
cana-1486	408	29	iot	iot	NOUN
cana-1486	408	30	installations	installation	NOUN
cana-1486	408	31	across	across	ADP
cana-1486	408	32	various	various	ADJ
cana-1486	408	33	real	real	ADJ
cana-1486	408	34	-	-	PUNCT
cana-1486	408	35	time	time	NOUN
cana-1486	408	36	applications	application	NOUN
cana-1486	408	37	.	.	PUNCT
cana-1486	409	1	while	while	SCONJ
cana-1486	409	2	we	we	PRON
cana-1486	409	3	are	be	AUX
cana-1486	409	4	certain	certain	ADJ
cana-1486	409	5	that	that	SCONJ
cana-1486	409	6	more	more	ADJ
cana-1486	409	7	follow	follow	VERB
cana-1486	409	8	-	-	PUNCT
cana-1486	409	9	on	on	ADP
cana-1486	409	10	-	-	PUNCT
cana-1486	409	11	studies	study	NOUN
cana-1486	409	12	will	will	AUX
cana-1486	409	13	be	be	AUX
cana-1486	409	14	crafted	craft	VERB
cana-1486	409	15	as	as	ADP
cana-1486	409	16	the	the	DET
cana-1486	409	17	past	past	NOUN
cana-1486	409	18	of	of	ADP
cana-1486	409	19	our	our	PRON
cana-1486	409	20	future	future	ADJ
cana-1486	409	21	secure	secure	ADJ
cana-1486	409	22	model	model	NOUN
cana-1486	409	23	concept	concept	NOUN
cana-1486	409	24	and	and	CCONJ
cana-1486	409	25	today	today	NOUN
cana-1486	409	26	is	be	AUX
cana-1486	409	27	a	a	DET
cana-1486	409	28	highly	highly	ADV
cana-1486	409	29	elegant	elegant	ADJ
cana-1486	409	30	step	step	NOUN
cana-1486	409	31	towards	towards	ADP
cana-1486	409	32	this	this	DET
cana-1486	409	33	direction	direction	NOUN
cana-1486	409	34	while	while	SCONJ
cana-1486	409	35	marking	mark	VERB
cana-1486	409	36	an	an	DET
cana-1486	409	37	inception	inception	ADJ
cana-1486	409	38	pillar	pillar	NOUN
cana-1486	409	39	to	to	ADP
cana-1486	409	40	upcoming	upcoming	ADJ
cana-1486	409	41	cyber	cyber	PROPN
cana-1486	409	42	securities	security	NOUN
cana-1486	409	43	,	,	PUNCT
cana-1486	409	44	we	we	PRON
cana-1486	409	45	warmly	warmly	ADV
cana-1486	409	46	invite	invite	VERB
cana-1486	409	47	fellow	fellow	ADJ
cana-1486	409	48	academicians	academician	NOUN
cana-1486	409	49	of	of	ADP
cana-1486	409	50	various	various	ADJ
cana-1486	409	51	disciplines	discipline	NOUN
cana-1486	409	52	connect	connect	VERB
cana-1486	409	53	with	with	ADP
cana-1486	409	54	us	we	PRON
cana-1486	409	55	in	in	ADP
cana-1486	409	56	evolving	evolve	VERB
cana-1486	409	57	from	from	ADP
cana-1486	409	58	dl	dl	PROPN
cana-1486	409	59	models	model	NOUN
cana-1486	409	60	on	on	ADP
cana-1486	409	61	purposeful	purposeful	ADJ
cana-1486	409	62	pursuit	pursuit	NOUN
cana-1486	409	63	along	along	ADP
cana-1486	409	64	something	something	PRON
cana-1486	409	65	new	new	ADJ
cana-1486	409	66	or	or	CCONJ
cana-1486	409	67	vested	vested	ADJ
cana-1486	409	68	interest	interest	NOUN
cana-1486	409	69	beyond	beyond	ADP
cana-1486	409	70	.	.	PUNCT
cana-1486	410	1	for	for	ADP
cana-1486	410	2	this	this	DET
cana-1486	410	3	reason	reason	NOUN
cana-1486	410	4	,	,	PUNCT
cana-1486	410	5	the	the	DET
cana-1486	410	6	research	research	NOUN
cana-1486	410	7	is	be	AUX
cana-1486	410	8	not	not	PART
cana-1486	410	9	a	a	DET
cana-1486	410	10	conclusion	conclusion	NOUN
cana-1486	410	11	but	but	CCONJ
cana-1486	410	12	marks	mark	VERB
cana-1486	410	13	the	the	DET
cana-1486	410	14	beginning	beginning	NOUN
cana-1486	410	15	of	of	ADP
cana-1486	410	16	our	our	PRON
cana-1486	410	17	journey	journey	NOUN
cana-1486	410	18	which	which	PRON
cana-1486	410	19	shows	show	VERB
cana-1486	410	20	us	we	PRON
cana-1486	410	21	out	out	ADP
cana-1486	410	22	from	from	ADP
cana-1486	410	23	darkness	darkness	NOUN
cana-1486	410	24	into	into	ADP
cana-1486	410	25	safety	safety	NOUN
cana-1486	410	26	and	and	CCONJ
cana-1486	410	27	cyber	cyber	NOUN
cana-1486	410	28	resilience	resilience	NOUN
cana-1486	410	29	.	.	PUNCT
cana-1486	411	1	communications	communication	NOUN
cana-1486	411	2	on	on	ADP
cana-1486	411	3	applied	apply	VERB
cana-1486	411	4	nonlinear	nonlinear	ADJ
cana-1486	411	5	analysis	analysis	NOUN
cana-1486	411	6	issn	issn	NOUN
cana-1486	411	7	:	:	PUNCT
cana-1486	411	8	1074	1074	NUM
cana-1486	411	9	-	-	PUNCT
cana-1486	411	10	133x	133x	NUM
cana-1486	411	11	vol	vol	NOUN
cana-1486	411	12	31	31	NUM
cana-1486	411	13	no	no	NOUN
cana-1486	411	14	.	.	PUNCT
cana-1486	412	1	8s	8s	PROPN
cana-1486	412	2	(	(	PUNCT
cana-1486	412	3	2024	2024	NUM
cana-1486	412	4	)	)	PUNCT
cana-1486	412	5	306	306	NUM
cana-1486	412	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	412	7	references	reference	NOUN
cana-1486	412	8	:	:	PUNCT
cana-1486	413	1	[	[	X
cana-1486	413	2	1	1	NUM
cana-1486	413	3	]	]	PUNCT
cana-1486	413	4	rimal	rimal	NOUN
cana-1486	413	5	,	,	PUNCT
cana-1486	413	6	b.p	b.p	PROPN
cana-1486	413	7	.	.	PROPN
cana-1486	413	8	;	;	PUNCT
cana-1486	413	9	kong	kong	PROPN
cana-1486	413	10	,	,	PUNCT
cana-1486	413	11	c.	c.	PROPN
cana-1486	413	12	;	;	PUNCT
cana-1486	413	13	poudel	poudel	PROPN
cana-1486	413	14	,	,	PUNCT
cana-1486	413	15	b.	b.	PROPN
cana-1486	413	16	;	;	PUNCT
cana-1486	413	17	wang	wang	PROPN
cana-1486	413	18	,	,	PUNCT
cana-1486	413	19	y.	y.	PROPN
cana-1486	413	20	;	;	PUNCT
cana-1486	413	21	shahi	shahi	PROPN
cana-1486	413	22	,	,	PUNCT
cana-1486	413	23	p.	p.	NOUN
cana-1486	413	24	smart	smart	ADJ
cana-1486	413	25	electric	electric	ADJ
cana-1486	413	26	vehicle	vehicle	NOUN
cana-1486	413	27	charging	charging	NOUN
cana-1486	413	28	in	in	ADP
cana-1486	413	29	the	the	DET
cana-1486	413	30	era	era	NOUN
cana-1486	413	31	of	of	ADP
cana-1486	413	32	internet	internet	NOUN
cana-1486	413	33	of	of	ADP
cana-1486	413	34	vehicles	vehicle	NOUN
cana-1486	413	35	,	,	PUNCT
cana-1486	413	36	emerging	emerge	VERB
cana-1486	413	37	trends	trend	NOUN
cana-1486	413	38	,	,	PUNCT
cana-1486	413	39	and	and	CCONJ
cana-1486	413	40	open	open	ADJ
cana-1486	413	41	issues	issue	NOUN
cana-1486	413	42	.	.	PUNCT
cana-1486	414	1	energies	energy	NOUN
cana-1486	414	2	2022	2022	NUM
cana-1486	414	3	,	,	PUNCT
cana-1486	414	4	15	15	NUM
cana-1486	414	5	,	,	PUNCT
cana-1486	414	6	1908	1908	NUM
cana-1486	414	7	.	.	PUNCT
cana-1486	415	1	[	[	X
cana-1486	415	2	2	2	NUM
cana-1486	415	3	]	]	X
cana-1486	415	4	aldaej	aldaej	NOUN
cana-1486	415	5	,	,	PUNCT
cana-1486	415	6	a.	a.	NOUN
cana-1486	415	7	;	;	PUNCT
cana-1486	415	8	ahanger	ahanger	PROPN
cana-1486	415	9	,	,	PUNCT
cana-1486	415	10	t.a	t.a	PROPN
cana-1486	415	11	.	.	PROPN
cana-1486	415	12	;	;	PUNCT
cana-1486	415	13	ullah	ullah	PROPN
cana-1486	415	14	,	,	PUNCT
cana-1486	415	15	i.	i.	PROPN
cana-1486	415	16	deep	deep	PROPN
cana-1486	415	17	learning	learning	NOUN
cana-1486	415	18	-	-	PUNCT
cana-1486	415	19	inspired	inspire	VERB
cana-1486	415	20	iot	iot	ADJ
cana-1486	415	21	-	-	PUNCT
cana-1486	415	22	ids	ids	NOUN
cana-1486	415	23	mechanism	mechanism	NOUN
cana-1486	415	24	for	for	ADP
cana-1486	415	25	edge	edge	NOUN
cana-1486	415	26	computing	computing	NOUN
cana-1486	415	27	environments	environment	NOUN
cana-1486	415	28	.	.	PUNCT
cana-1486	416	1	sensors	sensor	NOUN
cana-1486	416	2	2023	2023	NUM
cana-1486	416	3	,	,	PUNCT
cana-1486	416	4	23	23	NUM
cana-1486	416	5	,	,	PUNCT
cana-1486	416	6	9869	9869	NUM
cana-1486	416	7	.	.	PUNCT
cana-1486	417	1	[	[	X
cana-1486	417	2	3	3	X
cana-1486	417	3	]	]	X
cana-1486	417	4	kilichev	kilichev	PROPN
cana-1486	417	5	,	,	PUNCT
cana-1486	417	6	d.	d.	PROPN
cana-1486	417	7	;	;	PUNCT
cana-1486	417	8	kim	kim	PROPN
cana-1486	417	9	,	,	PUNCT
cana-1486	417	10	w.	w.	PROPN
cana-1486	417	11	hyperparameter	hyperparameter	PROPN
cana-1486	417	12	optimization	optimization	NOUN
cana-1486	417	13	for	for	ADP
cana-1486	417	14	1d	1d	NUM
cana-1486	417	15	-	-	PUNCT
cana-1486	417	16	cnn	cnn	NOUN
cana-1486	417	17	-	-	PUNCT
cana-1486	417	18	based	base	VERB
cana-1486	417	19	network	network	NOUN
cana-1486	417	20	intrusion	intrusion	NOUN
cana-1486	417	21	detection	detection	NOUN
cana-1486	417	22	using	use	VERB
cana-1486	417	23	ga	ga	PROPN
cana-1486	417	24	and	and	CCONJ
cana-1486	417	25	pso	pso	NOUN
cana-1486	417	26	.	.	PUNCT
cana-1486	418	1	mathematics	mathematic	NOUN
cana-1486	418	2	2023	2023	NUM
cana-1486	418	3	,	,	PUNCT
cana-1486	418	4	11	11	NUM
cana-1486	418	5	,	,	PUNCT
cana-1486	418	6	3724	3724	NUM
cana-1486	418	7	.	.	PUNCT
cana-1486	419	1	[	[	X
cana-1486	419	2	4	4	NUM
cana-1486	419	3	]	]	X
cana-1486	419	4	rashid	rashid	PROPN
cana-1486	419	5	,	,	PUNCT
cana-1486	419	6	m.m	m.m	PROPN
cana-1486	419	7	.	.	PROPN
cana-1486	419	8	;	;	PUNCT
cana-1486	419	9	khan	khan	PROPN
cana-1486	419	10	,	,	PUNCT
cana-1486	419	11	s.u	s.u	PROPN
cana-1486	419	12	.	.	PROPN
cana-1486	419	13	;	;	PUNCT
cana-1486	419	14	eusufzai	eusufzai	PROPN
cana-1486	419	15	,	,	PUNCT
cana-1486	419	16	f.	f.	PROPN
cana-1486	419	17	;	;	PUNCT
cana-1486	419	18	redwan	redwan	PROPN
cana-1486	419	19	,	,	PUNCT
cana-1486	419	20	m.a	m.a	PROPN
cana-1486	419	21	.	.	PROPN
cana-1486	419	22	;	;	PUNCT
cana-1486	419	23	sabuj	sabuj	PROPN
cana-1486	419	24	,	,	PUNCT
cana-1486	419	25	s.r	s.r	PROPN
cana-1486	419	26	.	.	PROPN
cana-1486	419	27	;	;	PUNCT
cana-1486	419	28	elsharief	elsharief	NOUN
cana-1486	419	29	,	,	PUNCT
cana-1486	419	30	m.	m.	NOUN
cana-1486	419	31	a	a	DET
cana-1486	419	32	federated	federated	ADJ
cana-1486	419	33	learning	learning	NOUN
cana-1486	419	34	-	-	PUNCT
cana-1486	419	35	based	base	VERB
cana-1486	419	36	approach	approach	NOUN
cana-1486	419	37	for	for	ADP
cana-1486	419	38	improving	improve	VERB
cana-1486	419	39	intrusion	intrusion	NOUN
cana-1486	419	40	detection	detection	NOUN
cana-1486	419	41	in	in	ADP
cana-1486	419	42	industrial	industrial	ADJ
cana-1486	419	43	internet	internet	NOUN
cana-1486	419	44	of	of	ADP
cana-1486	419	45	things	thing	NOUN
cana-1486	419	46	networks	network	NOUN
cana-1486	419	47	.	.	PUNCT
cana-1486	420	1	network	network	NOUN
cana-1486	420	2	2023	2023	NUM
cana-1486	420	3	,	,	PUNCT
cana-1486	420	4	3	3	NUM
cana-1486	420	5	,	,	PUNCT
cana-1486	420	6	158–179	158–179	NUM
cana-1486	420	7	.	.	PUNCT
cana-1486	421	1	[	[	X
cana-1486	421	2	5	5	NUM
cana-1486	421	3	]	]	X
cana-1486	421	4	peyman	peyman	NOUN
cana-1486	421	5	,	,	PUNCT
cana-1486	421	6	m.	m.	NOUN
cana-1486	421	7	;	;	PUNCT
cana-1486	421	8	copado	copado	PROPN
cana-1486	421	9	,	,	PUNCT
cana-1486	421	10	p.j	p.j	PROPN
cana-1486	421	11	.	.	PROPN
cana-1486	421	12	;	;	PUNCT
cana-1486	421	13	tordecilla	tordecilla	PROPN
cana-1486	421	14	,	,	PUNCT
cana-1486	421	15	r.d	r.d	PROPN
cana-1486	421	16	.	.	PROPN
cana-1486	421	17	;	;	PUNCT
cana-1486	421	18	martins	martin	NOUN
cana-1486	421	19	,	,	PUNCT
cana-1486	421	20	l.d.c	l.d.c	PROPN
cana-1486	421	21	.	.	PROPN
cana-1486	421	22	;	;	PUNCT
cana-1486	421	23	xhafa	xhafa	PROPN
cana-1486	421	24	,	,	PUNCT
cana-1486	421	25	f.	f.	PROPN
cana-1486	421	26	;	;	PUNCT
cana-1486	421	27	juan	juan	PROPN
cana-1486	421	28	,	,	PUNCT
cana-1486	421	29	a.a	a.a	PROPN
cana-1486	421	30	.	.	PROPN
cana-1486	421	31	edge	edge	PROPN
cana-1486	421	32	computing	computing	NOUN
cana-1486	421	33	and	and	CCONJ
cana-1486	421	34	iot	iot	NOUN
cana-1486	421	35	analytics	analytic	NOUN
cana-1486	421	36	for	for	ADP
cana-1486	421	37	agile	agile	ADJ
cana-1486	421	38	optimization	optimization	NOUN
cana-1486	421	39	in	in	ADP
cana-1486	421	40	intelligent	intelligent	ADJ
cana-1486	421	41	transportation	transportation	NOUN
cana-1486	421	42	systems	system	NOUN
cana-1486	421	43	.	.	PUNCT
cana-1486	422	1	energies	energy	NOUN
cana-1486	422	2	2021	2021	NUM
cana-1486	422	3	,	,	PUNCT
cana-1486	422	4	14	14	NUM
cana-1486	422	5	,	,	PUNCT
cana-1486	422	6	6309	6309	NUM
cana-1486	422	7	.	.	PUNCT
cana-1486	423	1	[	[	X
cana-1486	423	2	6	6	NUM
cana-1486	423	3	]	]	SYM
cana-1486	423	4	lobato	lobato	PROPN
cana-1486	423	5	,	,	PUNCT
cana-1486	423	6	e.	e.	PROPN
cana-1486	423	7	;	;	PUNCT
cana-1486	423	8	prazeres	prazere	NOUN
cana-1486	423	9	,	,	PUNCT
cana-1486	423	10	l.	l.	PROPN
cana-1486	423	11	;	;	PUNCT
cana-1486	423	12	medeiros	medeiros	PROPN
cana-1486	423	13	,	,	PUNCT
cana-1486	423	14	i.	i.	PROPN
cana-1486	423	15	;	;	PUNCT
cana-1486	423	16	araújo	araújo	PROPN
cana-1486	423	17	,	,	PUNCT
cana-1486	423	18	f.	f.	PROPN
cana-1486	423	19	;	;	PUNCT
cana-1486	423	20	rosário	rosário	PROPN
cana-1486	423	21	,	,	PUNCT
cana-1486	423	22	d.	d.	PROPN
cana-1486	423	23	;	;	PUNCT
cana-1486	423	24	cerqueira	cerqueira	PROPN
cana-1486	423	25	,	,	PUNCT
cana-1486	423	26	e.	e.	PROPN
cana-1486	423	27	;	;	PUNCT
cana-1486	423	28	tostes	toste	NOUN
cana-1486	423	29	,	,	PUNCT
cana-1486	423	30	m.	m.	NOUN
cana-1486	423	31	;	;	PUNCT
cana-1486	423	32	bezerra	bezerra	PROPN
cana-1486	423	33	,	,	PUNCT
cana-1486	423	34	u.	u.	PROPN
cana-1486	423	35	;	;	PUNCT
cana-1486	423	36	fonseca	fonseca	PROPN
cana-1486	423	37	,	,	PUNCT
cana-1486	423	38	w.	w.	PROPN
cana-1486	423	39	;	;	PUNCT
cana-1486	423	40	antloga	antloga	PROPN
cana-1486	423	41	,	,	PUNCT
cana-1486	423	42	a.	a.	NOUN
cana-1486	423	43	a	a	DET
cana-1486	423	44	monitoring	monitoring	NOUN
cana-1486	423	45	system	system	NOUN
cana-1486	423	46	for	for	ADP
cana-1486	423	47	electric	electric	ADJ
cana-1486	423	48	vehicle	vehicle	NOUN
cana-1486	423	49	charging	charge	VERB
cana-1486	423	50	stations	station	NOUN
cana-1486	423	51	:	:	PUNCT
cana-1486	423	52	a	a	DET
cana-1486	423	53	prototype	prototype	NOUN
cana-1486	423	54	in	in	ADP
cana-1486	423	55	the	the	DET
cana-1486	423	56	amazon	amazon	NOUN
cana-1486	423	57	.	.	PUNCT
cana-1486	424	1	energies	energy	NOUN
cana-1486	424	2	2023	2023	NUM
cana-1486	424	3	,	,	PUNCT
cana-1486	424	4	16	16	NUM
cana-1486	424	5	,	,	PUNCT
cana-1486	424	6	152	152	NUM
cana-1486	424	7	.	.	PUNCT
cana-1486	425	1	[	[	X
cana-1486	425	2	7	7	NUM
cana-1486	425	3	]	]	X
cana-1486	425	4	lee	lee	PROPN
cana-1486	425	5	,	,	PUNCT
cana-1486	425	6	h.c	h.c	PROPN
cana-1486	425	7	.	.	PROPN
cana-1486	425	8	;	;	PUNCT
cana-1486	425	9	liu	liu	PROPN
cana-1486	425	10	,	,	PUNCT
cana-1486	425	11	h.y	h.y	PROPN
cana-1486	425	12	.	.	PROPN
cana-1486	425	13	;	;	PUNCT
cana-1486	425	14	lin	lin	PROPN
cana-1486	425	15	,	,	PUNCT
cana-1486	425	16	t.c	t.c	PROPN
cana-1486	425	17	.	.	PROPN
cana-1486	425	18	;	;	PUNCT
cana-1486	425	19	lee	lee	PROPN
cana-1486	425	20	,	,	PUNCT
cana-1486	425	21	c.y	c.y	PROPN
cana-1486	425	22	.	.	PROPN
cana-1486	425	23	a	a	DET
cana-1486	425	24	customized	customize	VERB
cana-1486	425	25	energy	energy	NOUN
cana-1486	425	26	management	management	NOUN
cana-1486	425	27	system	system	NOUN
cana-1486	425	28	for	for	ADP
cana-1486	425	29	distributed	distributed	ADJ
cana-1486	425	30	pv	pv	NOUN
cana-1486	425	31	,	,	PUNCT
cana-1486	425	32	energy	energy	NOUN
cana-1486	425	33	storage	storage	NOUN
cana-1486	425	34	units	unit	NOUN
cana-1486	425	35	,	,	PUNCT
cana-1486	425	36	and	and	CCONJ
cana-1486	425	37	charging	charge	VERB
cana-1486	425	38	stations	station	NOUN
cana-1486	425	39	on	on	ADP
cana-1486	425	40	kinmen	kinmen	PROPN
cana-1486	425	41	island	island	PROPN
cana-1486	425	42	of	of	ADP
cana-1486	425	43	taiwan	taiwan	PROPN
cana-1486	425	44	.	.	PUNCT
cana-1486	426	1	sensors	sensor	NOUN
cana-1486	426	2	2023	2023	NUM
cana-1486	426	3	,	,	PUNCT
cana-1486	426	4	23	23	NUM
cana-1486	426	5	,	,	PUNCT
cana-1486	426	6	5286	5286	NUM
cana-1486	426	7	.	.	PUNCT
cana-1486	427	1	[	[	X
cana-1486	427	2	pubmed	pubmed	X
cana-1486	427	3	]	]	X
cana-1486	428	1	[	[	X
cana-1486	428	2	8	8	NUM
cana-1486	428	3	]	]	X
cana-1486	428	4	al	al	PROPN
cana-1486	428	5	sawafi	sawafi	PROPN
cana-1486	428	6	,	,	PUNCT
cana-1486	428	7	y.	y.	PROPN
cana-1486	428	8	;	;	PUNCT
cana-1486	428	9	touzene	touzene	NUM
cana-1486	428	10	,	,	PUNCT
cana-1486	428	11	a.	a.	NOUN
cana-1486	428	12	;	;	PUNCT
cana-1486	428	13	hedjam	hedjam	NOUN
cana-1486	428	14	,	,	PUNCT
cana-1486	428	15	r.	r.	PROPN
cana-1486	428	16	hybrid	hybrid	PROPN
cana-1486	428	17	deep	deep	ADJ
cana-1486	428	18	learning	learning	NOUN
cana-1486	428	19	-	-	PUNCT
cana-1486	428	20	based	base	VERB
cana-1486	428	21	intrusion	intrusion	NOUN
cana-1486	428	22	detection	detection	NOUN
cana-1486	428	23	system	system	NOUN
cana-1486	428	24	for	for	ADP
cana-1486	428	25	rpl	rpl	NOUN
cana-1486	428	26	iot	iot	PROPN
cana-1486	428	27	networks	network	NOUN
cana-1486	428	28	.	.	PUNCT
cana-1486	429	1	j.	j.	PROPN
cana-1486	429	2	sens	sens	PROPN
cana-1486	429	3	.	.	PROPN
cana-1486	429	4	actuator	actuator	PROPN
cana-1486	429	5	netw	netw	NOUN
cana-1486	429	6	.	.	PUNCT
cana-1486	430	1	2023	2023	NUM
cana-1486	430	2	,	,	PUNCT
cana-1486	430	3	12	12	NUM
cana-1486	430	4	,	,	PUNCT
cana-1486	430	5	21	21	NUM
cana-1486	430	6	.	.	PUNCT
cana-1486	431	1	[	[	X
cana-1486	431	2	9	9	NUM
cana-1486	431	3	]	]	X
cana-1486	431	4	gou	gou	PROPN
cana-1486	431	5	,	,	PUNCT
cana-1486	431	6	w.	w.	PROPN
cana-1486	431	7	;	;	PUNCT
cana-1486	431	8	zhang	zhang	PROPN
cana-1486	431	9	,	,	PUNCT
cana-1486	431	10	h.	h.	PROPN
cana-1486	431	11	;	;	PUNCT
cana-1486	431	12	zhang	zhang	PROPN
cana-1486	431	13	,	,	PUNCT
cana-1486	431	14	r.	r.	PROPN
cana-1486	431	15	multi	multi	PROPN
cana-1486	431	16	-	-	ADJ
cana-1486	431	17	classification	classification	ADJ
cana-1486	431	18	and	and	CCONJ
cana-1486	431	19	tree	tree	NOUN
cana-1486	431	20	-	-	PUNCT
cana-1486	431	21	based	base	VERB
cana-1486	431	22	ensemble	ensemble	ADJ
cana-1486	431	23	network	network	NOUN
cana-1486	431	24	for	for	ADP
cana-1486	431	25	the	the	DET
cana-1486	431	26	intrusion	intrusion	NOUN
cana-1486	431	27	detection	detection	NOUN
cana-1486	431	28	system	system	NOUN
cana-1486	431	29	in	in	ADP
cana-1486	431	30	the	the	DET
cana-1486	431	31	internet	internet	NOUN
cana-1486	431	32	of	of	ADP
cana-1486	431	33	vehicles	vehicle	NOUN
cana-1486	431	34	.	.	PUNCT
cana-1486	432	1	sensors	sensor	NOUN
cana-1486	432	2	2023	2023	NUM
cana-1486	432	3	,	,	PUNCT
cana-1486	432	4	23	23	NUM
cana-1486	432	5	,	,	PUNCT
cana-1486	432	6	8788	8788	NUM
cana-1486	432	7	.	.	PUNCT
cana-1486	433	1	[	[	X
cana-1486	433	2	pubmed	pubmed	X
cana-1486	433	3	]	]	X
cana-1486	434	1	[	[	X
cana-1486	434	2	10	10	NUM
cana-1486	434	3	]	]	X
cana-1486	434	4	awajan	awajan	PROPN
cana-1486	434	5	,	,	PUNCT
cana-1486	434	6	a.	a.	NOUN
cana-1486	434	7	a	a	DET
cana-1486	434	8	novel	novel	ADJ
cana-1486	434	9	deep	deep	ADJ
cana-1486	434	10	learning	learning	NOUN
cana-1486	434	11	-	-	PUNCT
cana-1486	434	12	based	base	VERB
cana-1486	434	13	intrusion	intrusion	NOUN
cana-1486	434	14	detection	detection	NOUN
cana-1486	434	15	system	system	NOUN
cana-1486	434	16	for	for	ADP
cana-1486	434	17	iot	iot	NOUN
cana-1486	434	18	networks	network	NOUN
cana-1486	434	19	.	.	PUNCT
cana-1486	435	1	computers	computer	NOUN
cana-1486	435	2	2023	2023	NUM
cana-1486	435	3	,	,	PUNCT
cana-1486	435	4	12	12	NUM
cana-1486	435	5	,	,	PUNCT
cana-1486	435	6	34	34	NUM
cana-1486	435	7	.	.	PUNCT
cana-1486	436	1	[	[	X
cana-1486	436	2	11	11	NUM
cana-1486	436	3	]	]	X
cana-1486	436	4	fatani	fatani	PROPN
cana-1486	436	5	,	,	PUNCT
cana-1486	436	6	a.	a.	NOUN
cana-1486	436	7	;	;	PUNCT
cana-1486	436	8	dahou	dahou	NUM
cana-1486	436	9	,	,	PUNCT
cana-1486	436	10	a.	a.	NOUN
cana-1486	436	11	;	;	PUNCT
cana-1486	436	12	abd	abd	PROPN
cana-1486	436	13	elaziz	elaziz	PROPN
cana-1486	436	14	,	,	PUNCT
cana-1486	436	15	m.	m.	NOUN
cana-1486	436	16	;	;	PUNCT
cana-1486	436	17	al	al	PROPN
cana-1486	436	18	-	-	PUNCT
cana-1486	436	19	qaness	qaness	PROPN
cana-1486	436	20	,	,	PUNCT
cana-1486	436	21	m.a.a	m.a.a	NOUN
cana-1486	436	22	.	.	PUNCT
cana-1486	436	23	;	;	PUNCT
cana-1486	436	24	lu	lu	PROPN
cana-1486	436	25	,	,	PUNCT
cana-1486	436	26	s.	s.	PROPN
cana-1486	436	27	;	;	PUNCT
cana-1486	436	28	alfadhli	alfadhli	NOUN
cana-1486	436	29	,	,	PUNCT
cana-1486	436	30	s.a	s.a	PROPN
cana-1486	436	31	.	.	PROPN
cana-1486	436	32	;	;	PUNCT
cana-1486	436	33	alresheedi	alresheedi	PROPN
cana-1486	436	34	,	,	PUNCT
cana-1486	436	35	s.s	s.s	PROPN
cana-1486	436	36	.	.	PROPN
cana-1486	436	37	enhancing	enhance	VERB
cana-1486	436	38	intrusion	intrusion	NOUN
cana-1486	436	39	detection	detection	NOUN
cana-1486	436	40	systems	system	NOUN
cana-1486	436	41	for	for	ADP
cana-1486	436	42	iot	iot	NOUN
cana-1486	436	43	and	and	CCONJ
cana-1486	436	44	cloud	cloud	ADJ
cana-1486	436	45	environments	environment	NOUN
cana-1486	436	46	using	use	VERB
cana-1486	436	47	a	a	DET
cana-1486	436	48	growth	growth	NOUN
cana-1486	436	49	optimizer	optimizer	NOUN
cana-1486	436	50	algorithm	algorithm	NOUN
cana-1486	436	51	and	and	CCONJ
cana-1486	436	52	conventional	conventional	ADJ
cana-1486	436	53	neural	neural	ADJ
cana-1486	436	54	networks	network	NOUN
cana-1486	436	55	.	.	PUNCT
cana-1486	437	1	sensors	sensor	NOUN
cana-1486	437	2	2023	2023	NUM
cana-1486	437	3	,	,	PUNCT
cana-1486	437	4	23	23	NUM
cana-1486	437	5	,	,	PUNCT
cana-1486	437	6	4430	4430	NUM
cana-1486	437	7	.	.	PUNCT
cana-1486	438	1	[	[	X
cana-1486	438	2	12	12	NUM
cana-1486	438	3	]	]	X
cana-1486	438	4	zeinali	zeinali	PROPN
cana-1486	438	5	,	,	PUNCT
cana-1486	438	6	m.	m.	NOUN
cana-1486	438	7	;	;	PUNCT
cana-1486	438	8	erdogan	erdogan	ADJ
cana-1486	438	9	,	,	PUNCT
cana-1486	438	10	n.	n.	PROPN
cana-1486	438	11	;	;	PUNCT
cana-1486	438	12	bayram	bayram	PROPN
cana-1486	438	13	,	,	PUNCT
cana-1486	438	14	i.s	i.s	PROPN
cana-1486	438	15	.	.	PROPN
cana-1486	438	16	;	;	PUNCT
cana-1486	438	17	thompson	thompson	PROPN
cana-1486	438	18	,	,	PUNCT
cana-1486	438	19	j.s	j.s	PROPN
cana-1486	438	20	.	.	PROPN
cana-1486	438	21	impact	impact	NOUN
cana-1486	438	22	of	of	ADP
cana-1486	438	23	communication	communication	NOUN
cana-1486	438	24	system	system	NOUN
cana-1486	438	25	characteristics	characteristic	NOUN
cana-1486	438	26	on	on	ADP
cana-1486	438	27	electric	electric	ADJ
cana-1486	438	28	vehicle	vehicle	NOUN
cana-1486	438	29	grid	grid	NOUN
cana-1486	438	30	integration	integration	NOUN
cana-1486	438	31	:	:	PUNCT
cana-1486	438	32	a	a	DET
cana-1486	438	33	large	large	ADJ
cana-1486	438	34	-	-	PUNCT
cana-1486	438	35	scale	scale	NOUN
cana-1486	438	36	practical	practical	ADJ
cana-1486	438	37	assessment	assessment	NOUN
cana-1486	438	38	of	of	ADP
cana-1486	438	39	the	the	DET
cana-1486	438	40	uk	uk	PROPN
cana-1486	438	41	’s	’s	PART
cana-1486	438	42	cellular	cellular	ADJ
cana-1486	438	43	network	network	NOUN
cana-1486	438	44	for	for	ADP
cana-1486	438	45	the	the	DET
cana-1486	438	46	internet	internet	NOUN
cana-1486	438	47	of	of	ADP
cana-1486	438	48	energy	energy	NOUN
cana-1486	438	49	.	.	PUNCT
cana-1486	439	1	electricity	electricity	NOUN
cana-1486	439	2	2023	2023	NUM
cana-1486	439	3	,	,	PUNCT
cana-1486	439	4	4	4	NUM
cana-1486	439	5	,	,	PUNCT
cana-1486	439	6	309–319	309–319	NUM
cana-1486	439	7	.	.	PUNCT
cana-1486	440	1	[	[	X
cana-1486	440	2	13	13	NUM
cana-1486	440	3	]	]	X
cana-1486	440	4	strielkowski	strielkowski	NOUN
cana-1486	440	5	,	,	PUNCT
cana-1486	440	6	w.	w.	NOUN
cana-1486	440	7	;	;	PUNCT
cana-1486	440	8	streimikiene	streimikiene	NOUN
cana-1486	440	9	,	,	PUNCT
cana-1486	440	10	d.	d.	PROPN
cana-1486	440	11	;	;	PUNCT
cana-1486	440	12	fomina	fomina	PROPN
cana-1486	440	13	,	,	PUNCT
cana-1486	440	14	a.	a.	PROPN
cana-1486	440	15	;	;	PUNCT
cana-1486	440	16	semenova	semenova	PROPN
cana-1486	440	17	,	,	PUNCT
cana-1486	440	18	e.	e.	PROPN
cana-1486	440	19	internet	internet	PROPN
cana-1486	440	20	of	of	ADP
cana-1486	440	21	energy	energy	NOUN
cana-1486	440	22	(	(	PUNCT
cana-1486	440	23	ioe	ioe	PROPN
cana-1486	440	24	)	)	PUNCT
cana-1486	440	25	and	and	CCONJ
cana-1486	440	26	high	high	ADJ
cana-1486	440	27	-	-	PUNCT
cana-1486	440	28	renewables	renewable	NOUN
cana-1486	440	29	electricity	electricity	NOUN
cana-1486	440	30	system	system	NOUN
cana-1486	440	31	market	market	NOUN
cana-1486	440	32	design	design	NOUN
cana-1486	440	33	.	.	PUNCT
cana-1486	441	1	energies	energy	NOUN
cana-1486	441	2	2019	2019	NUM
cana-1486	441	3	,	,	PUNCT
cana-1486	441	4	12	12	NUM
cana-1486	441	5	,	,	PUNCT
cana-1486	441	6	4790	4790	NUM
cana-1486	441	7	.	.	PUNCT
cana-1486	442	1	[	[	X
cana-1486	442	2	14	14	NUM
cana-1486	442	3	]	]	X
cana-1486	442	4	florea	florea	PROPN
cana-1486	442	5	,	,	PUNCT
cana-1486	442	6	b.c	b.c	PROPN
cana-1486	442	7	.	.	PROPN
cana-1486	442	8	;	;	PUNCT
cana-1486	442	9	taralunga	taralunga	PROPN
cana-1486	442	10	,	,	PUNCT
cana-1486	442	11	d.d	d.d	PROPN
cana-1486	442	12	.	.	PROPN
cana-1486	442	13	blockchain	blockchain	PROPN
cana-1486	442	14	iot	iot	PROPN
cana-1486	442	15	for	for	ADP
cana-1486	442	16	smart	smart	ADJ
cana-1486	442	17	electric	electric	ADJ
cana-1486	442	18	vehicles	vehicle	NOUN
cana-1486	442	19	battery	battery	NOUN
cana-1486	442	20	management	management	NOUN
cana-1486	442	21	.	.	PUNCT
cana-1486	443	1	sustainability	sustainability	NOUN
cana-1486	443	2	2020	2020	NUM
cana-1486	443	3	,	,	PUNCT
cana-1486	443	4	12	12	NUM
cana-1486	443	5	,	,	PUNCT
cana-1486	443	6	3984	3984	NUM
cana-1486	443	7	.	.	PUNCT
cana-1486	444	1	[	[	X
cana-1486	444	2	15	15	NUM
cana-1486	444	3	]	]	X
cana-1486	444	4	tappeta	tappeta	NOUN
cana-1486	444	5	,	,	PUNCT
cana-1486	444	6	v.s.r	v.s.r	PROPN
cana-1486	444	7	.	.	PUNCT
cana-1486	444	8	;	;	PUNCT
cana-1486	444	9	appasani	appasani	PROPN
cana-1486	444	10	,	,	PUNCT
cana-1486	444	11	b.	b.	PROPN
cana-1486	444	12	;	;	PUNCT
cana-1486	444	13	patnaik	patnaik	PROPN
cana-1486	444	14	,	,	PUNCT
cana-1486	444	15	s.	s.	PROPN
cana-1486	444	16	;	;	PUNCT
cana-1486	444	17	ustun	ustun	PROPN
cana-1486	444	18	,	,	PUNCT
cana-1486	444	19	t.s	t.s	PROPN
cana-1486	444	20	.	.	PROPN
cana-1486	444	21	a	a	DET
cana-1486	444	22	review	review	NOUN
cana-1486	444	23	on	on	ADP
cana-1486	444	24	emerging	emerge	VERB
cana-1486	444	25	communication	communication	NOUN
cana-1486	444	26	and	and	CCONJ
cana-1486	444	27	computational	computational	ADJ
cana-1486	444	28	technologies	technology	NOUN
cana-1486	444	29	for	for	ADP
cana-1486	444	30	increased	increased	ADJ
cana-1486	444	31	use	use	NOUN
cana-1486	444	32	of	of	ADP
cana-1486	444	33	plug	plug	NOUN
cana-1486	444	34	-	-	PUNCT
cana-1486	444	35	in	in	ADP
cana-1486	444	36	electric	electric	ADJ
cana-1486	444	37	vehicles	vehicle	NOUN
cana-1486	444	38	.	.	PUNCT
cana-1486	445	1	energies	energy	NOUN
cana-1486	445	2	2022	2022	NUM
cana-1486	445	3	,	,	PUNCT
cana-1486	445	4	15	15	NUM
cana-1486	445	5	,	,	PUNCT
cana-1486	445	6	6580	6580	NUM
cana-1486	445	7	.	.	PUNCT
cana-1486	446	1	[	[	X
cana-1486	446	2	16	16	NUM
cana-1486	446	3	]	]	X
cana-1486	446	4	arif	arif	PROPN
cana-1486	446	5	,	,	PUNCT
cana-1486	446	6	m.	m.	NOUN
cana-1486	446	7	;	;	PUNCT
cana-1486	446	8	kim	kim	PROPN
cana-1486	446	9	,	,	PUNCT
cana-1486	446	10	w.	w.	PROPN
cana-1486	446	11	;	;	PUNCT
cana-1486	446	12	qureshi	qureshi	PROPN
cana-1486	446	13	,	,	PUNCT
cana-1486	446	14	s.	s.	PROPN
cana-1486	446	15	interference	interference	VERB
cana-1486	446	16	characterization	characterization	NOUN
cana-1486	446	17	in	in	ADP
cana-1486	446	18	cellular	cellular	ADJ
cana-1486	446	19	-	-	PUNCT
cana-1486	446	20	assisted	assist	VERB
cana-1486	446	21	vehicular	vehicular	ADJ
cana-1486	446	22	communications	communication	NOUN
cana-1486	446	23	with	with	ADP
cana-1486	446	24	jamming	jamming	NOUN
cana-1486	446	25	.	.	PUNCT
cana-1486	447	1	ieee	ieee	NOUN
cana-1486	447	2	access	access	NOUN
cana-1486	447	3	2022	2022	NUM
cana-1486	447	4	,	,	PUNCT
cana-1486	447	5	10	10	NUM
cana-1486	447	6	,	,	PUNCT
cana-1486	447	7	42469–42480	42469–42480	NOUN
cana-1486	447	8	.	.	PUNCT
cana-1486	448	1	[	[	X
cana-1486	448	2	17	17	NUM
cana-1486	448	3	]	]	SYM
cana-1486	448	4	hamdare	hamdare	NOUN
cana-1486	448	5	,	,	PUNCT
cana-1486	448	6	s.	s.	PROPN
cana-1486	448	7	;	;	PUNCT
cana-1486	448	8	kaiwartya	kaiwartya	X
cana-1486	448	9	,	,	PUNCT
cana-1486	448	10	o.	o.	INTJ
cana-1486	448	11	;	;	PUNCT
cana-1486	448	12	aljaidi	aljaidi	NOUN
cana-1486	448	13	,	,	PUNCT
cana-1486	448	14	m.	m.	NOUN
cana-1486	448	15	;	;	PUNCT
cana-1486	448	16	jugran	jugran	NOUN
cana-1486	448	17	,	,	PUNCT
cana-1486	448	18	m.	m.	NOUN
cana-1486	448	19	;	;	PUNCT
cana-1486	448	20	cao	cao	PROPN
cana-1486	448	21	,	,	PUNCT
cana-1486	448	22	y.	y.	PROPN
cana-1486	448	23	;	;	PUNCT
cana-1486	448	24	kumar	kumar	PROPN
cana-1486	448	25	,	,	PUNCT
cana-1486	448	26	s.	s.	PROPN
cana-1486	448	27	;	;	PUNCT
cana-1486	448	28	mahmud	mahmud	PROPN
cana-1486	448	29	,	,	PUNCT
cana-1486	448	30	m.	m.	NOUN
cana-1486	448	31	;	;	PUNCT
cana-1486	448	32	brown	brown	PROPN
cana-1486	448	33	,	,	PUNCT
cana-1486	448	34	d.	d.	PROPN
cana-1486	448	35	;	;	PUNCT
cana-1486	448	36	lloret	lloret	PROPN
cana-1486	448	37	,	,	PUNCT
cana-1486	448	38	j.	j.	PROPN
cana-1486	448	39	cybersecurity	cybersecurity	NOUN
cana-1486	448	40	risk	risk	NOUN
cana-1486	448	41	analysis	analysis	NOUN
cana-1486	448	42	of	of	ADP
cana-1486	448	43	electric	electric	ADJ
cana-1486	448	44	vehicles	vehicle	NOUN
cana-1486	448	45	charging	charge	VERB
cana-1486	448	46	stations	station	NOUN
cana-1486	448	47	.	.	PUNCT
cana-1486	449	1	sensors	sensor	NOUN
cana-1486	449	2	2023	2023	NUM
cana-1486	449	3	,	,	PUNCT
cana-1486	449	4	23	23	NUM
cana-1486	449	5	,	,	PUNCT
cana-1486	449	6	6716	6716	NUM
cana-1486	449	7	.	.	PUNCT
cana-1486	450	1	[	[	X
cana-1486	450	2	18	18	NUM
cana-1486	450	3	]	]	SYM
cana-1486	450	4	sarieddine	sarieddine	NOUN
cana-1486	450	5	,	,	PUNCT
cana-1486	450	6	k.	k.	PROPN
cana-1486	450	7	;	;	PUNCT
cana-1486	450	8	sayed	say	VERB
cana-1486	450	9	,	,	PUNCT
cana-1486	450	10	m.a	m.a	PROPN
cana-1486	450	11	.	.	PROPN
cana-1486	450	12	;	;	PUNCT
cana-1486	450	13	assi	assi	PROPN
cana-1486	450	14	,	,	PUNCT
cana-1486	450	15	c.	c.	PROPN
cana-1486	450	16	;	;	PUNCT
cana-1486	450	17	atallah	atallah	PROPN
cana-1486	450	18	,	,	PUNCT
cana-1486	450	19	r.	r.	PROPN
cana-1486	450	20	;	;	PUNCT
cana-1486	450	21	torabi	torabi	PROPN
cana-1486	450	22	,	,	PUNCT
cana-1486	450	23	s.	s.	PROPN
cana-1486	450	24	;	;	PUNCT
cana-1486	450	25	khoury	khoury	PROPN
cana-1486	450	26	,	,	PUNCT
cana-1486	450	27	j.	j.	PROPN
cana-1486	450	28	;	;	PUNCT
cana-1486	450	29	pour	pour	PROPN
cana-1486	450	30	,	,	PUNCT
cana-1486	450	31	m.s	m.s	PROPN
cana-1486	450	32	.	.	PROPN
cana-1486	450	33	;	;	PUNCT
cana-1486	450	34	bou	bou	PROPN
cana-1486	450	35	-	-	PUNCT
cana-1486	450	36	harb	harb	PROPN
cana-1486	450	37	,	,	PUNCT
cana-1486	450	38	e.	e.	PROPN
cana-1486	450	39	ev	ev	PROPN
cana-1486	450	40	charging	charge	VERB
cana-1486	450	41	infrastructure	infrastructure	NOUN
cana-1486	450	42	discovery	discovery	NOUN
cana-1486	450	43	to	to	PART
cana-1486	450	44	contextualize	contextualize	VERB
cana-1486	450	45	its	its	PRON
cana-1486	450	46	deployment	deployment	ADJ
cana-1486	450	47	security	security	NOUN
cana-1486	450	48	.	.	PUNCT
cana-1486	451	1	ieee	ieee	PROPN
cana-1486	451	2	trans	trans	PROPN
cana-1486	451	3	.	.	PUNCT
cana-1486	452	1	netw	netw	NOUN
cana-1486	452	2	.	.	PUNCT
cana-1486	453	1	serv	serv	AUX
cana-1486	453	2	.	.	PUNCT
cana-1486	453	3	manag	manag	PROPN
cana-1486	453	4	.	.	PUNCT
cana-1486	454	1	2023	2023	NUM
cana-1486	454	2	,	,	PUNCT
cana-1486	454	3	21	21	NUM
cana-1486	454	4	,	,	PUNCT
cana-1486	454	5	1287	1287	NUM
cana-1486	454	6	–	–	PUNCT
cana-1486	454	7	1301	1301	NUM
cana-1486	454	8	.	.	PUNCT
cana-1486	455	1	[	[	X
cana-1486	455	2	19	19	NUM
cana-1486	455	3	]	]	X
cana-1486	455	4	girdhar	girdhar	NOUN
cana-1486	455	5	,	,	PUNCT
cana-1486	455	6	m.	m.	NOUN
cana-1486	455	7	;	;	PUNCT
cana-1486	455	8	hong	hong	PROPN
cana-1486	455	9	,	,	PUNCT
cana-1486	455	10	j.	j.	PROPN
cana-1486	455	11	;	;	PUNCT
cana-1486	455	12	you	you	PRON
cana-1486	455	13	,	,	PUNCT
cana-1486	455	14	y.	y.	PROPN
cana-1486	455	15	;	;	PUNCT
cana-1486	455	16	song	song	PROPN
cana-1486	455	17	,	,	PUNCT
cana-1486	455	18	t.j	t.j	PROPN
cana-1486	455	19	.	.	PROPN
cana-1486	455	20	;	;	PUNCT
cana-1486	455	21	govindarasu	govindarasu	PROPN
cana-1486	455	22	,	,	PUNCT
cana-1486	455	23	m.	m.	NOUN
cana-1486	455	24	cyber	cyber	NOUN
cana-1486	455	25	-	-	PUNCT
cana-1486	455	26	attack	attack	NOUN
cana-1486	455	27	event	event	NOUN
cana-1486	455	28	analysis	analysis	NOUN
cana-1486	455	29	for	for	ADP
cana-1486	455	30	ev	ev	NOUN
cana-1486	455	31	charging	charge	VERB
cana-1486	455	32	stations	station	NOUN
cana-1486	455	33	.	.	PUNCT
cana-1486	456	1	in	in	ADP
cana-1486	456	2	proceedings	proceeding	NOUN
cana-1486	456	3	of	of	ADP
cana-1486	456	4	the	the	DET
cana-1486	456	5	2023	2023	NUM
cana-1486	456	6	ieee	ieee	NOUN
cana-1486	456	7	power	power	NOUN
cana-1486	456	8	&	&	CCONJ
cana-1486	456	9	energy	energy	PROPN
cana-1486	456	10	society	society	PROPN
cana-1486	456	11	general	general	ADJ
cana-1486	456	12	meeting	meeting	NOUN
cana-1486	456	13	(	(	PUNCT
cana-1486	456	14	pesgm	pesgm	NOUN
cana-1486	456	15	)	)	PUNCT
cana-1486	456	16	,	,	PUNCT
cana-1486	456	17	orlando	orlando	PROPN
cana-1486	456	18	,	,	PUNCT
cana-1486	456	19	fl	fl	PROPN
cana-1486	456	20	,	,	PUNCT
cana-1486	456	21	usa	usa	PROPN
cana-1486	456	22	,	,	PUNCT
cana-1486	456	23	16–20	16–20	NUM
cana-1486	456	24	july	july	PROPN
cana-1486	456	25	2023	2023	NUM
cana-1486	456	26	;	;	PUNCT
cana-1486	456	27	pp	pp	ADP
cana-1486	456	28	.	.	PUNCT
cana-1486	457	1	1–5	1–5	X
cana-1486	457	2	.	.	PUNCT
cana-1486	458	1	[	[	X
cana-1486	458	2	20	20	NUM
cana-1486	458	3	]	]	SYM
cana-1486	458	4	elkashlan	elkashlan	NOUN
cana-1486	458	5	,	,	PUNCT
cana-1486	458	6	m.	m.	NOUN
cana-1486	458	7	;	;	PUNCT
cana-1486	458	8	aslan	aslan	PROPN
cana-1486	458	9	,	,	PUNCT
cana-1486	458	10	h.	h.	PROPN
cana-1486	458	11	;	;	PUNCT
cana-1486	458	12	said	say	VERB
cana-1486	458	13	elsayed	elsayed	ADJ
cana-1486	458	14	,	,	PUNCT
cana-1486	458	15	m.	m.	NOUN
cana-1486	458	16	;	;	PUNCT
cana-1486	458	17	jurcut	jurcut	PROPN
cana-1486	458	18	,	,	PUNCT
cana-1486	458	19	a.d	a.d	PROPN
cana-1486	458	20	.	.	PROPN
cana-1486	458	21	;	;	PUNCT
cana-1486	458	22	azer	azer	PROPN
cana-1486	458	23	,	,	PUNCT
cana-1486	458	24	m.a	m.a	PROPN
cana-1486	458	25	.	.	PROPN
cana-1486	458	26	intrusion	intrusion	NOUN
cana-1486	458	27	detection	detection	NOUN
cana-1486	458	28	for	for	ADP
cana-1486	458	29	electric	electric	ADJ
cana-1486	458	30	vehicle	vehicle	NOUN
cana-1486	458	31	charging	charge	VERB
cana-1486	458	32	systems	system	NOUN
cana-1486	458	33	(	(	PUNCT
cana-1486	458	34	evcs	evcs	ADV
cana-1486	458	35	)	)	PUNCT
cana-1486	458	36	.	.	PUNCT
cana-1486	459	1	algorithms	algorithm	NOUN
cana-1486	459	2	2023	2023	NUM
cana-1486	459	3	,	,	PUNCT
cana-1486	459	4	16	16	NUM
cana-1486	459	5	,	,	PUNCT
cana-1486	459	6	75	75	NUM
cana-1486	459	7	.	.	PUNCT
cana-1486	460	1	[	[	X
cana-1486	460	2	21	21	NUM
cana-1486	460	3	]	]	X
cana-1486	460	4	elkashlan	elkashlan	NOUN
cana-1486	460	5	,	,	PUNCT
cana-1486	460	6	m.	m.	NOUN
cana-1486	460	7	;	;	PUNCT
cana-1486	460	8	elsayed	elsaye	VERB
cana-1486	460	9	,	,	PUNCT
cana-1486	460	10	m.s	m.s	PROPN
cana-1486	460	11	.	.	PROPN
cana-1486	460	12	;	;	PUNCT
cana-1486	460	13	jurcut	jurcut	PROPN
cana-1486	460	14	,	,	PUNCT
cana-1486	460	15	a.d	a.d	PROPN
cana-1486	460	16	.	.	PROPN
cana-1486	460	17	;	;	PUNCT
cana-1486	460	18	azer	azer	PROPN
cana-1486	460	19	,	,	PUNCT
cana-1486	460	20	m.	m.	NOUN
cana-1486	460	21	a	a	DET
cana-1486	460	22	machine	machine	NOUN
cana-1486	460	23	learning	learning	NOUN
cana-1486	460	24	-	-	PUNCT
cana-1486	460	25	based	base	VERB
cana-1486	460	26	intrusion	intrusion	NOUN
cana-1486	460	27	detection	detection	NOUN
cana-1486	460	28	system	system	NOUN
cana-1486	460	29	for	for	ADP
cana-1486	460	30	iot	iot	PROPN
cana-1486	460	31	electric	electric	ADJ
cana-1486	460	32	vehicle	vehicle	NOUN
cana-1486	460	33	charging	charge	VERB
cana-1486	460	34	stations	station	NOUN
cana-1486	460	35	(	(	PUNCT
cana-1486	460	36	evcss	evcss	PROPN
cana-1486	460	37	)	)	PUNCT
cana-1486	460	38	.	.	PUNCT
cana-1486	461	1	electronics	electronic	NOUN
cana-1486	461	2	2023	2023	NUM
cana-1486	461	3	,	,	PUNCT
cana-1486	461	4	12	12	NUM
cana-1486	461	5	,	,	PUNCT
cana-1486	461	6	1044	1044	NUM
cana-1486	461	7	.	.	PUNCT
cana-1486	462	1	communications	communication	NOUN
cana-1486	462	2	on	on	ADP
cana-1486	462	3	applied	apply	VERB
cana-1486	462	4	nonlinear	nonlinear	ADJ
cana-1486	462	5	analysis	analysis	NOUN
cana-1486	462	6	issn	issn	NOUN
cana-1486	462	7	:	:	PUNCT
cana-1486	462	8	1074	1074	NUM
cana-1486	462	9	-	-	PUNCT
cana-1486	462	10	133x	133x	NUM
cana-1486	462	11	vol	vol	NOUN
cana-1486	462	12	31	31	NUM
cana-1486	462	13	no	no	NOUN
cana-1486	462	14	.	.	PUNCT
cana-1486	463	1	8s	8s	PROPN
cana-1486	463	2	(	(	PUNCT
cana-1486	463	3	2024	2024	NUM
cana-1486	463	4	)	)	PUNCT
cana-1486	463	5	307	307	NUM
cana-1486	463	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1486	464	1	[	[	X
cana-1486	464	2	22	22	NUM
cana-1486	464	3	]	]	X
cana-1486	464	4	basnet	basnet	NOUN
cana-1486	464	5	,	,	PUNCT
cana-1486	464	6	m.	m.	NOUN
cana-1486	464	7	;	;	PUNCT
cana-1486	464	8	hasan	hasan	PROPN
cana-1486	464	9	ali	ali	PROPN
cana-1486	464	10	,	,	PUNCT
cana-1486	464	11	m.	m.	NOUN
cana-1486	464	12	deep	deep	ADJ
cana-1486	464	13	learning	learning	NOUN
cana-1486	464	14	-	-	PUNCT
cana-1486	464	15	based	base	VERB
cana-1486	464	16	intrusion	intrusion	NOUN
cana-1486	464	17	detection	detection	NOUN
cana-1486	464	18	system	system	NOUN
cana-1486	464	19	for	for	ADP
cana-1486	464	20	electric	electric	ADJ
cana-1486	464	21	vehicle	vehicle	NOUN
cana-1486	464	22	charging	charge	VERB
cana-1486	464	23	station	station	NOUN
cana-1486	464	24	.	.	PUNCT
cana-1486	465	1	in	in	ADP
cana-1486	465	2	proceedings	proceeding	NOUN
cana-1486	465	3	of	of	ADP
cana-1486	465	4	the	the	DET
cana-1486	465	5	2020	2020	NUM
cana-1486	465	6	2nd	2nd	ADJ
cana-1486	465	7	international	international	ADJ
cana-1486	465	8	conference	conference	NOUN
cana-1486	465	9	on	on	ADP
cana-1486	465	10	smart	smart	ADJ
cana-1486	465	11	power	power	NOUN
cana-1486	465	12	&	&	CCONJ
cana-1486	465	13	internet	internet	NOUN
cana-1486	465	14	energy	energy	NOUN
cana-1486	465	15	systems	system	NOUN
cana-1486	465	16	(	(	PUNCT
cana-1486	465	17	spies	spy	NOUN
cana-1486	465	18	)	)	PUNCT
cana-1486	465	19	,	,	PUNCT
cana-1486	465	20	bangkok	bangkok	PROPN
cana-1486	465	21	,	,	PUNCT
cana-1486	465	22	thailand	thailand	PROPN
cana-1486	465	23	,	,	PUNCT
cana-1486	465	24	15–18	15–18	NUM
cana-1486	465	25	september	september	PROPN
cana-1486	465	26	2020	2020	NUM
cana-1486	465	27	;	;	PUNCT
cana-1486	465	28	pp	pp	X
cana-1486	465	29	.	.	PUNCT
cana-1486	466	1	408–413	408–413	NUM
cana-1486	466	2	.	.	PUNCT
cana-1486	467	1	[	[	X
cana-1486	467	2	23	23	NUM
cana-1486	467	3	]	]	X
cana-1486	467	4	basnet	basnet	NOUN
cana-1486	467	5	,	,	PUNCT
cana-1486	467	6	m.	m.	NOUN
cana-1486	467	7	;	;	PUNCT
cana-1486	467	8	hasan	hasan	PROPN
cana-1486	467	9	ali	ali	PROPN
cana-1486	467	10	,	,	PUNCT
cana-1486	467	11	m.	m.	NOUN
cana-1486	467	12	exploring	explore	VERB
cana-1486	467	13	cybersecurity	cybersecurity	NOUN
cana-1486	467	14	issues	issue	NOUN
cana-1486	467	15	in	in	ADP
cana-1486	467	16	5	5	NUM
cana-1486	467	17	g	g	NOUN
cana-1486	467	18	bleenad	bleenad	ADJ
cana-1486	467	19	electric	electric	ADJ
cana-1486	467	20	vehicle	vehicle	NOUN
cana-1486	467	21	charging	charge	VERB
cana-1486	467	22	station	station	NOUN
cana-1486	467	23	with	with	ADP
cana-1486	467	24	deep	deep	ADJ
cana-1486	467	25	learning.r	learning.r	PROPN
cana-1486	467	26	iet	iet	PROPN
cana-1486	467	27	gener	gener	PROPN
cana-1486	467	28	.	.	PUNCT
cana-1486	468	1	transm	transm	PROPN
cana-1486	468	2	.	.	PUNCT
cana-1486	469	1	distrib	distrib	PROPN
cana-1486	469	2	.	.	PUNCT
cana-1486	469	3	2021	2021	NUM
cana-1486	469	4	,	,	PUNCT
cana-1486	469	5	15	15	NUM
cana-1486	469	6	,	,	PUNCT
cana-1486	469	7	3435–3449	3435–3449	NUM
cana-1486	469	8	.	.	PUNCT
cana-1486	470	1	[	[	X
cana-1486	470	2	24	24	NUM
cana-1486	470	3	]	]	X
cana-1486	470	4	basnet	basnet	NOUN
cana-1486	470	5	,	,	PUNCT
cana-1486	470	6	m.	m.	NOUN
cana-1486	470	7	;	;	PUNCT
cana-1486	470	8	hasan	hasan	PROPN
cana-1486	470	9	ali	ali	PROPN
cana-1486	470	10	,	,	PUNCT
cana-1486	470	11	m.	m.	NOUN
cana-1486	470	12	wcgan	wcgan	NOUN
cana-1486	470	13	-	-	PUNCT
cana-1486	470	14	based	base	VERB
cana-1486	470	15	cyber	cyber	NOUN
cana-1486	470	16	-	-	PUNCT
cana-1486	470	17	attacks	attack	NOUN
cana-1486	470	18	detection	detection	NOUN
cana-1486	470	19	system	system	NOUN
cana-1486	470	20	in	in	ADP
cana-1486	470	21	the	the	DET
cana-1486	470	22	ev	ev	NOUN
cana-1486	470	23	charging	charge	VERB
cana-1486	470	24	infrastructure	infrastructure	NOUN
cana-1486	470	25	.	.	PUNCT
cana-1486	471	1	in	in	ADP
cana-1486	471	2	proceedings	proceeding	NOUN
cana-1486	471	3	of	of	ADP
cana-1486	471	4	the	the	DET
cana-1486	471	5	2022	2022	NUM
cana-1486	471	6	4th	4th	ADJ
cana-1486	471	7	international	international	ADJ
cana-1486	471	8	conference	conference	NOUN
cana-1486	471	9	on	on	ADP
cana-1486	471	10	smart	smart	ADJ
cana-1486	471	11	power	power	NOUN
cana-1486	471	12	&	&	CCONJ
cana-1486	471	13	internet	internet	NOUN
cana-1486	471	14	energy	energy	NOUN
cana-1486	471	15	systems	system	NOUN
cana-1486	471	16	(	(	PUNCT
cana-1486	471	17	spies	spy	NOUN
cana-1486	471	18	)	)	PUNCT
cana-1486	471	19	,	,	PUNCT
cana-1486	471	20	beijing	beijing	PROPN
cana-1486	471	21	,	,	PUNCT
cana-1486	471	22	china	china	PROPN
cana-1486	471	23	,	,	PUNCT
cana-1486	471	24	9–12	9–12	PROPN
cana-1486	471	25	december	december	PROPN
cana-1486	471	26	2022	2022	NUM
cana-1486	471	27	;	;	PUNCT
cana-1486	471	28	pp	pp	X
cana-1486	471	29	.	.	PUNCT
cana-1486	472	1	1761–1766	1761–1766	NUM
cana-1486	472	2	.	.	PUNCT
cana-1486	473	1	[	[	X
cana-1486	473	2	25	25	NUM
cana-1486	473	3	]	]	X
cana-1486	473	4	basnet	basnet	NOUN
cana-1486	473	5	,	,	PUNCT
cana-1486	473	6	m.	m.	NOUN
cana-1486	473	7	;	;	PUNCT
cana-1486	473	8	hasan	hasan	PROPN
cana-1486	473	9	ali	ali	PROPN
cana-1486	473	10	,	,	PUNCT
cana-1486	473	11	m.	m.	NOUN
cana-1486	473	12	deep	deep	ADJ
cana-1486	473	13	-	-	PUNCT
cana-1486	473	14	learning	learning	NOUN
cana-1486	473	15	-	-	PUNCT
cana-1486	473	16	powered	power	VERB
cana-1486	473	17	cyber	cyber	NOUN
cana-1486	473	18	-	-	PUNCT
cana-1486	473	19	attacks	attack	NOUN
cana-1486	473	20	mitigation	mitigation	NOUN
cana-1486	473	21	strategy	strategy	NOUN
cana-1486	473	22	in	in	ADP
cana-1486	473	23	the	the	DET
cana-1486	473	24	ev	ev	NOUN
cana-1486	473	25	charging	charge	VERB
cana-1486	473	26	infrastructure	infrastructure	NOUN
cana-1486	473	27	.	.	PUNCT
cana-1486	474	1	in	in	ADP
cana-1486	474	2	proceedings	proceeding	NOUN
cana-1486	474	3	of	of	ADP
cana-1486	474	4	the	the	DET
cana-1486	474	5	2023	2023	NUM
cana-1486	474	6	ieee	ieee	NOUN
cana-1486	474	7	power	power	NOUN
cana-1486	474	8	&	&	CCONJ
cana-1486	474	9	energy	energy	PROPN
cana-1486	474	10	society	society	PROPN
cana-1486	474	11	general	general	ADJ
cana-1486	474	12	meeting	meeting	NOUN
cana-1486	474	13	(	(	PUNCT
cana-1486	474	14	pesgm	pesgm	NOUN
cana-1486	474	15	)	)	PUNCT
cana-1486	474	16	,	,	PUNCT
cana-1486	474	17	orlando	orlando	PROPN
cana-1486	474	18	,	,	PUNCT
cana-1486	474	19	fl	fl	PROPN
cana-1486	474	20	,	,	PUNCT
cana-1486	474	21	usa	usa	PROPN
cana-1486	474	22	,	,	PUNCT
cana-1486	474	23	16–20	16–20	NUM
cana-1486	474	24	july	july	PROPN
cana-1486	474	25	2023	2023	NUM
cana-1486	474	26	;	;	PUNCT
cana-1486	474	27	pp	pp	ADP
cana-1486	474	28	.	.	PUNCT
cana-1486	475	1	1–5	1–5	X
cana-1486	475	2	.	.	PUNCT
cana-1486	476	1	[	[	X
cana-1486	476	2	26	26	NUM
cana-1486	476	3	]	]	X
cana-1486	476	4	islam	islam	PROPN
cana-1486	476	5	,	,	PUNCT
cana-1486	476	6	s.	s.	PROPN
cana-1486	476	7	;	;	PUNCT
cana-1486	476	8	badsha	badsha	PROPN
cana-1486	476	9	,	,	PUNCT
cana-1486	476	10	s.	s.	PROPN
cana-1486	476	11	;	;	PUNCT
cana-1486	476	12	sengupta	sengupta	NOUN
cana-1486	476	13	,	,	PUNCT
cana-1486	476	14	s.	s.	PROPN
cana-1486	476	15	;	;	PUNCT
cana-1486	476	16	khalil	khalil	PROPN
cana-1486	476	17	,	,	PUNCT
cana-1486	476	18	i.	i.	PROPN
cana-1486	476	19	;	;	PUNCT
cana-1486	476	20	atiquzzaman	atiquzzaman	PROPN
cana-1486	476	21	,	,	PUNCT
cana-1486	476	22	m.	m.	NOUN
cana-1486	476	23	an	an	DET
cana-1486	476	24	intelligent	intelligent	ADJ
cana-1486	476	25	privacy	privacy	NOUN
cana-1486	476	26	preservation	preservation	NOUN
cana-1486	476	27	scheme	scheme	NOUN
cana-1486	476	28	for	for	ADP
cana-1486	476	29	ev	ev	NOUN
cana-1486	476	30	charging	charge	VERB
cana-1486	476	31	infrastructure	infrastructure	NOUN
cana-1486	476	32	.	.	PUNCT
cana-1486	477	1	ieee	ieee	PROPN
cana-1486	477	2	trans	trans	PROPN
cana-1486	477	3	.	.	PUNCT
cana-1486	478	1	ind	ind	PROPN
cana-1486	478	2	.	.	PUNCT
cana-1486	479	1	inform	inform	NOUN
cana-1486	479	2	.	.	PUNCT
cana-1486	480	1	2023	2023	NUM
cana-1486	480	2	,	,	PUNCT
cana-1486	480	3	19	19	NUM
cana-1486	480	4	,	,	PUNCT
cana-1486	480	5	1238–1247	1238–1247	NUM
cana-1486	480	6	.	.	PUNCT
cana-1486	481	1	[	[	X
cana-1486	481	2	27	27	NUM
cana-1486	481	3	]	]	X
cana-1486	481	4	lilhore	lilhore	PROPN
cana-1486	481	5	,	,	PUNCT
cana-1486	481	6	u.k	u.k	PROPN
cana-1486	481	7	.	.	PROPN
cana-1486	481	8	;	;	PUNCT
cana-1486	481	9	manoharan	manoharan	NOUN
cana-1486	481	10	,	,	PUNCT
cana-1486	481	11	p.	p.	PROPN
cana-1486	481	12	;	;	PUNCT
cana-1486	481	13	simaiya	simaiya	PROPN
cana-1486	481	14	,	,	PUNCT
cana-1486	481	15	s.	s.	PROPN
cana-1486	481	16	;	;	PUNCT
cana-1486	481	17	alroobaea	alroobaea	NOUN
cana-1486	481	18	,	,	PUNCT
cana-1486	481	19	r.	r.	PROPN
cana-1486	481	20	;	;	PUNCT
cana-1486	481	21	alsafyani	alsafyani	PROPN
cana-1486	481	22	,	,	PUNCT
cana-1486	481	23	m.	m.	NOUN
cana-1486	481	24	;	;	PUNCT
cana-1486	481	25	baqasah	baqasah	NOUN
cana-1486	481	26	,	,	PUNCT
cana-1486	481	27	a.m.	a.m.	ADV
cana-1486	481	28	;	;	PUNCT
cana-1486	481	29	dalal	dalal	PROPN
cana-1486	481	30	,	,	PUNCT
cana-1486	481	31	s.	s.	PROPN
cana-1486	481	32	;	;	PUNCT
cana-1486	481	33	sharma	sharma	PROPN
cana-1486	481	34	,	,	PUNCT
cana-1486	481	35	a.	a.	NOUN
cana-1486	481	36	;	;	PUNCT
cana-1486	481	37	raahemifar	raahemifar	PROPN
cana-1486	481	38	,	,	PUNCT
cana-1486	481	39	k.	k.	PROPN
cana-1486	481	40	hidm	hidm	PROPN
cana-1486	481	41	:	:	PUNCT
cana-1486	481	42	hybrid	hybrid	ADJ
cana-1486	481	43	intrusion	intrusion	NOUN
cana-1486	481	44	detection	detection	NOUN
cana-1486	481	45	model	model	NOUN
cana-1486	481	46	for	for	ADP
cana-1486	481	47	industry	industry	NOUN
cana-1486	481	48	4.0	4.0	NUM
cana-1486	481	49	networks	network	NOUN
cana-1486	481	50	using	use	VERB
cana-1486	481	51	an	an	DET
cana-1486	481	52	optimized	optimize	VERB
cana-1486	481	53	cnnlstm	cnnlstm	NOUN
cana-1486	481	54	with	with	ADP
cana-1486	481	55	transfer	transfer	NOUN
cana-1486	481	56	learning	learning	NOUN
cana-1486	481	57	.	.	PUNCT
cana-1486	482	1	sensors	sensor	NOUN
cana-1486	482	2	2023	2023	NUM
cana-1486	482	3	,	,	PUNCT
cana-1486	482	4	23	23	NUM
cana-1486	482	5	,	,	PUNCT
cana-1486	482	6	7856	7856	NUM
cana-1486	482	7	.	.	PUNCT
cana-1486	483	1	[	[	X
cana-1486	483	2	28	28	NUM
cana-1486	483	3	]	]	X
cana-1486	483	4	sayegh	sayegh	PROPN
cana-1486	483	5	,	,	PUNCT
cana-1486	483	6	h.r	h.r	PROPN
cana-1486	483	7	.	.	PROPN
cana-1486	483	8	;	;	PUNCT
cana-1486	483	9	dong	dong	PROPN
cana-1486	483	10	,	,	PUNCT
cana-1486	483	11	w.	w.	PROPN
cana-1486	483	12	;	;	PUNCT
cana-1486	483	13	al	al	PROPN
cana-1486	483	14	-	-	PUNCT
cana-1486	483	15	madani	madani	PROPN
cana-1486	483	16	,	,	PUNCT
cana-1486	483	17	a.m.	a.m.	PROPN
cana-1486	483	18	enhanced	enhance	VERB
cana-1486	483	19	intrusion	intrusion	NOUN
cana-1486	483	20	detection	detection	NOUN
cana-1486	483	21	with	with	ADP
cana-1486	483	22	lstm	lstm	NOUN
cana-1486	483	23	-	-	PUNCT
cana-1486	483	24	based	base	VERB
cana-1486	483	25	model	model	NOUN
cana-1486	483	26	,	,	PUNCT
cana-1486	483	27	feature	feature	NOUN
cana-1486	483	28	selection	selection	NOUN
cana-1486	483	29	,	,	PUNCT
cana-1486	483	30	and	and	CCONJ
cana-1486	483	31	smote	smote	VERB
cana-1486	483	32	for	for	ADP
cana-1486	483	33	imbalanced	imbalanced	ADJ
cana-1486	483	34	data	datum	NOUN
cana-1486	483	35	.	.	PUNCT
cana-1486	484	1	appl	appl	PROPN
cana-1486	484	2	.	.	PUNCT
cana-1486	485	1	sci	sci	PROPN
cana-1486	485	2	.	.	PROPN
cana-1486	485	3	2024	2024	NUM
cana-1486	485	4	,	,	PUNCT
cana-1486	485	5	14	14	NUM
cana-1486	485	6	,	,	PUNCT
cana-1486	485	7	479	479	NUM
cana-1486	485	8	.	.	PUNCT
cana-1486	486	1	[	[	X
cana-1486	486	2	29	29	NUM
cana-1486	486	3	]	]	X
cana-1486	486	4	ahmad	ahmad	PROPN
cana-1486	486	5	,	,	PUNCT
cana-1486	486	6	i.	i.	PROPN
cana-1486	486	7	;	;	PUNCT
cana-1486	486	8	imran	imran	PROPN
cana-1486	486	9	,	,	PUNCT
cana-1486	486	10	m.	m.	NOUN
cana-1486	486	11	;	;	PUNCT
cana-1486	486	12	qayyum	qayyum	NOUN
cana-1486	486	13	,	,	PUNCT
cana-1486	486	14	a.	a.	PROPN
cana-1486	486	15	;	;	PUNCT
cana-1486	486	16	ramzan	ramzan	PROPN
cana-1486	486	17	,	,	PUNCT
cana-1486	486	18	m.s	m.s	PROPN
cana-1486	486	19	.	.	PROPN
cana-1486	486	20	;	;	PUNCT
cana-1486	486	21	alassafi	alassafi	PROPN
cana-1486	486	22	,	,	PUNCT
cana-1486	486	23	m.o	m.o	PROPN
cana-1486	486	24	.	.	PROPN
cana-1486	487	1	an	an	DET
cana-1486	487	2	optimized	optimize	VERB
cana-1486	487	3	hybrid	hybrid	ADJ
cana-1486	487	4	deep	deep	ADJ
cana-1486	487	5	intrusion	intrusion	NOUN
cana-1486	487	6	detection	detection	NOUN
cana-1486	487	7	model	model	NOUN
cana-1486	487	8	(	(	PUNCT
cana-1486	487	9	hd	hd	NOUN
cana-1486	487	10	-	-	NOUN
cana-1486	487	11	idm	idm	NOUN
cana-1486	487	12	)	)	PUNCT
cana-1486	487	13	for	for	ADP
cana-1486	487	14	enhancing	enhance	VERB
cana-1486	487	15	network	network	NOUN
cana-1486	487	16	security	security	NOUN
cana-1486	487	17	.	.	PUNCT
cana-1486	488	1	mathematics	mathematic	NOUN
cana-1486	488	2	2023	2023	NUM
cana-1486	488	3	,	,	PUNCT
cana-1486	488	4	11	11	NUM
cana-1486	488	5	,	,	PUNCT
cana-1486	488	6	4501	4501	NUM
cana-1486	488	7	.	.	PUNCT
cana-1486	489	1	[	[	X
cana-1486	489	2	30	30	NUM
cana-1486	489	3	]	]	X
cana-1486	489	4	meliboev	meliboev	NOUN
cana-1486	489	5	,	,	PUNCT
cana-1486	489	6	a.	a.	NOUN
cana-1486	489	7	;	;	PUNCT
cana-1486	489	8	alikhanov	alikhanov	PROPN
cana-1486	489	9	,	,	PUNCT
cana-1486	489	10	j.	j.	PROPN
cana-1486	489	11	;	;	PUNCT
cana-1486	489	12	kim	kim	PROPN
cana-1486	489	13	,	,	PUNCT
cana-1486	489	14	w.	w.	PROPN
cana-1486	489	15	performance	performance	NOUN
cana-1486	489	16	evaluation	evaluation	NOUN
cana-1486	489	17	of	of	ADP
cana-1486	489	18	deep	deep	ADJ
cana-1486	489	19	learning	learning	NOUN
cana-1486	489	20	based	base	VERB
cana-1486	489	21	network	network	NOUN
cana-1486	489	22	intrusion	intrusion	NOUN
cana-1486	489	23	detection	detection	NOUN
cana-1486	489	24	system	system	NOUN
cana-1486	489	25	across	across	ADP
cana-1486	489	26	multiple	multiple	ADJ
cana-1486	489	27	balanced	balanced	ADJ
cana-1486	489	28	and	and	CCONJ
cana-1486	489	29	imbalanced	imbalanced	ADJ
cana-1486	489	30	datasets	dataset	NOUN
cana-1486	489	31	.	.	PUNCT
cana-1486	490	1	electronics	electronic	NOUN
cana-1486	490	2	2022	2022	NUM
cana-1486	490	3	,	,	PUNCT
cana-1486	490	4	11	11	NUM
cana-1486	490	5	,	,	PUNCT
cana-1486	490	6	515	515	NUM
cana-1486	490	7	.	.	PUNCT
cana-1486	491	1	[	[	X
cana-1486	491	2	31	31	NUM
cana-1486	491	3	]	]	PUNCT
cana-1486	491	4	adefemi	adefemi	PROPN
cana-1486	491	5	alimi	alimi	PROPN
cana-1486	491	6	,	,	PUNCT
cana-1486	491	7	k.o	k.o	PROPN
cana-1486	491	8	.	.	PROPN
cana-1486	491	9	;	;	PUNCT
cana-1486	491	10	ouahada	ouahada	PROPN
cana-1486	491	11	,	,	PUNCT
cana-1486	491	12	k.	k.	PROPN
cana-1486	491	13	;	;	PUNCT
cana-1486	491	14	abu	abu	PROPN
cana-1486	491	15	-	-	PUNCT
cana-1486	491	16	mahfouz	mahfouz	PROPN
cana-1486	491	17	,	,	PUNCT
cana-1486	491	18	a.m.	a.m.	ADV
cana-1486	491	19	;	;	PUNCT
cana-1486	491	20	rimer	rimer	NOUN
cana-1486	491	21	,	,	PUNCT
cana-1486	491	22	s.	s.	PROPN
cana-1486	491	23	;	;	PUNCT
cana-1486	491	24	alimi	alimi	PROPN
cana-1486	491	25	,	,	PUNCT
cana-1486	491	26	o.a	o.a	PROPN
cana-1486	491	27	.	.	PROPN
cana-1486	491	28	refined	refine	VERB
cana-1486	491	29	lstm	lstm	PROPN
cana-1486	491	30	based	base	VERB
cana-1486	491	31	intrusion	intrusion	NOUN
cana-1486	491	32	detection	detection	NOUN
cana-1486	491	33	for	for	ADP
cana-1486	491	34	denial	denial	NOUN
cana-1486	491	35	-	-	PUNCT
cana-1486	491	36	of	of	ADP
cana-1486	491	37	-	-	PUNCT
cana-1486	491	38	service	service	NOUN
cana-1486	491	39	attack	attack	NOUN
cana-1486	491	40	in	in	ADP
cana-1486	491	41	internet	internet	NOUN
cana-1486	491	42	of	of	ADP
cana-1486	491	43	things	thing	NOUN
cana-1486	491	44	.	.	PUNCT
cana-1486	492	1	j.	j.	PROPN
cana-1486	492	2	sens	sens	PROPN
cana-1486	492	3	.	.	PROPN
cana-1486	492	4	actuator	actuator	PROPN
cana-1486	492	5	netw	netw	NOUN
cana-1486	492	6	.	.	PUNCT
cana-1486	493	1	2022	2022	NUM
cana-1486	493	2	,	,	PUNCT
cana-1486	493	3	11	11	NUM
cana-1486	493	4	,	,	PUNCT
cana-1486	493	5	32	32	NUM
cana-1486	493	6	.	.	PUNCT
cana-1486	494	1	[	[	X
cana-1486	494	2	32	32	NUM
cana-1486	494	3	]	]	X
cana-1486	494	4	kethineni	kethineni	PROPN
cana-1486	494	5	,	,	PUNCT
cana-1486	494	6	k.	k.	PROPN
cana-1486	494	7	;	;	PUNCT
cana-1486	494	8	gera	gera	PROPN
cana-1486	494	9	,	,	PUNCT
cana-1486	494	10	p.	p.	NOUN
cana-1486	494	11	iot	iot	VERB
cana-1486	494	12	-	-	PUNCT
cana-1486	494	13	based	base	VERB
cana-1486	494	14	privacy	privacy	NOUN
cana-1486	494	15	-	-	PUNCT
cana-1486	494	16	preserving	preserve	VERB
cana-1486	494	17	anomaly	anomaly	NOUN
cana-1486	494	18	detection	detection	NOUN
cana-1486	494	19	model	model	NOUN
cana-1486	494	20	for	for	ADP
cana-1486	494	21	smart	smart	ADJ
cana-1486	494	22	agriculture	agriculture	NOUN
cana-1486	494	23	.	.	PUNCT
cana-1486	495	1	systems	system	NOUN
cana-1486	495	2	2023	2023	NUM
cana-1486	495	3	,	,	PUNCT
cana-1486	495	4	11	11	NUM
cana-1486	495	5	,	,	PUNCT
cana-1486	495	6	304	304	NUM
cana-1486	495	7	.	.	PUNCT
cana-1486	496	1	[	[	X
cana-1486	496	2	33	33	NUM
cana-1486	496	3	]	]	X
cana-1486	496	4	ferrag	ferrag	NOUN
cana-1486	496	5	,	,	PUNCT
cana-1486	496	6	m.a	m.a	PROPN
cana-1486	496	7	.	.	PROPN
cana-1486	496	8	;	;	PUNCT
cana-1486	496	9	friha	friha	PROPN
cana-1486	496	10	,	,	PUNCT
cana-1486	496	11	o.	o.	PROPN
cana-1486	496	12	;	;	PUNCT
cana-1486	496	13	hamouda	hamouda	PROPN
cana-1486	496	14	,	,	PUNCT
cana-1486	496	15	d.	d.	PROPN
cana-1486	496	16	;	;	PUNCT
cana-1486	496	17	maglaras	maglaras	PROPN
cana-1486	496	18	,	,	PUNCT
cana-1486	496	19	l.	l.	PROPN
cana-1486	496	20	;	;	PUNCT
cana-1486	496	21	janicke	janicke	PROPN
cana-1486	496	22	,	,	PUNCT
cana-1486	496	23	h.	h.	PROPN
cana-1486	496	24	edge	edge	PROPN
cana-1486	496	25	-	-	PUNCT
cana-1486	496	26	iiotset	iiotset	NOUN
cana-1486	496	27	:	:	PUNCT
cana-1486	496	28	a	a	DET
cana-1486	496	29	new	new	ADJ
cana-1486	496	30	comprehensive	comprehensive	ADJ
cana-1486	496	31	realistic	realistic	ADJ
cana-1486	496	32	cyber	cyber	NOUN
cana-1486	496	33	security	security	NOUN
cana-1486	496	34	dataset	dataset	NOUN
cana-1486	496	35	of	of	ADP
cana-1486	496	36	iot	iot	PROPN
cana-1486	496	37	and	and	CCONJ
cana-1486	496	38	iiot	iiot	NOUN
cana-1486	496	39	applications	application	NOUN
cana-1486	496	40	for	for	ADP
cana-1486	496	41	centralized	centralized	ADJ
cana-1486	496	42	and	and	CCONJ
cana-1486	496	43	federated	federated	ADJ
cana-1486	496	44	learning	learning	NOUN
cana-1486	496	45	.	.	PUNCT
cana-1486	497	1	ieee	ieee	NOUN
cana-1486	497	2	access	access	NOUN
cana-1486	497	3	2022	2022	NUM
cana-1486	497	4	,	,	PUNCT
cana-1486	497	5	10	10	NUM
cana-1486	497	6	,	,	PUNCT
cana-1486	497	7	40281–40306	40281–40306	NOUN
cana-1486	497	8	.	.	PUNCT
cana-1486	498	1	[	[	X
cana-1486	498	2	34	34	NUM
cana-1486	498	3	]	]	SYM
cana-1486	498	4	tareq	tareq	PROPN
cana-1486	498	5	,	,	PUNCT
cana-1486	498	6	i.	i.	PROPN
cana-1486	498	7	;	;	PUNCT
cana-1486	498	8	elbagoury	elbagoury	PROPN
cana-1486	498	9	,	,	PUNCT
cana-1486	498	10	b.m	b.m	PROPN
cana-1486	498	11	.	.	PROPN
cana-1486	498	12	;	;	PUNCT
cana-1486	498	13	el	el	NOUN
cana-1486	498	14	-	-	PROPN
cana-1486	498	15	regaily	regaily	NOUN
cana-1486	498	16	,	,	PUNCT
cana-1486	498	17	s.	s.	PROPN
cana-1486	498	18	;	;	PUNCT
cana-1486	498	19	el	el	PROPN
cana-1486	498	20	-	-	PUNCT
cana-1486	498	21	horbaty	horbaty	PROPN
cana-1486	498	22	,	,	PUNCT
cana-1486	498	23	e.s.m	e.s.m	NOUN
cana-1486	498	24	.	.	NOUN
cana-1486	498	25	analysis	analysis	NOUN
cana-1486	498	26	of	of	ADP
cana-1486	498	27	ton	ton	NOUN
cana-1486	498	28	-	-	PUNCT
cana-1486	498	29	iot	iot	ADJ
cana-1486	498	30	,	,	PUNCT
cana-1486	498	31	unw	unw	NOUN
cana-1486	498	32	-	-	PUNCT
cana-1486	498	33	nb15	nb15	PROPN
cana-1486	498	34	,	,	PUNCT
cana-1486	498	35	and	and	CCONJ
cana-1486	498	36	edge	edge	NOUN
cana-1486	498	37	-	-	PUNCT
cana-1486	498	38	iiot	iiot	NOUN
cana-1486	498	39	datasets	dataset	NOUN
cana-1486	498	40	using	use	VERB
cana-1486	498	41	dl	dl	PROPN
cana-1486	498	42	in	in	ADP
cana-1486	498	43	cybersecurity	cybersecurity	NOUN
cana-1486	498	44	for	for	ADP
cana-1486	498	45	iot	iot	PROPN
cana-1486	498	46	.	.	PUNCT
cana-1486	498	47	appl	appl	PROPN
cana-1486	498	48	.	.	PUNCT
cana-1486	499	1	sci	sci	PROPN
cana-1486	499	2	.	.	PROPN
cana-1486	499	3	2022	2022	NUM
cana-1486	499	4	,	,	PUNCT
cana-1486	499	5	12	12	NUM
cana-1486	499	6	,	,	PUNCT
cana-1486	499	7	9572	9572	NUM
cana-1486	499	8	.	.	PUNCT
cana-1486	500	1	[	[	X
cana-1486	500	2	35	35	NUM
cana-1486	500	3	]	]	SYM
cana-1486	500	4	khacha	khacha	PROPN
cana-1486	500	5	,	,	PUNCT
cana-1486	500	6	a.	a.	NOUN
cana-1486	500	7	;	;	PUNCT
cana-1486	500	8	saadouni	saadouni	NUM
cana-1486	500	9	,	,	PUNCT
cana-1486	500	10	r.	r.	PROPN
cana-1486	500	11	;	;	PUNCT
cana-1486	500	12	harbi	harbi	PROPN
cana-1486	500	13	,	,	PUNCT
cana-1486	500	14	y.	y.	PROPN
cana-1486	500	15	;	;	PUNCT
cana-1486	500	16	aliouat	aliouat	PROPN
cana-1486	500	17	,	,	PUNCT
cana-1486	500	18	z.	z.	PROPN
cana-1486	500	19	hybrid	hybrid	PROPN
cana-1486	500	20	deep	deep	ADJ
cana-1486	500	21	learning	learning	NOUN
cana-1486	500	22	-	-	PUNCT
cana-1486	500	23	based	base	VERB
cana-1486	500	24	intrusion	intrusion	NOUN
cana-1486	500	25	detection	detection	NOUN
cana-1486	500	26	system	system	NOUN
cana-1486	500	27	for	for	ADP
cana-1486	500	28	industrial	industrial	ADJ
cana-1486	500	29	internet	internet	NOUN
cana-1486	500	30	of	of	ADP
cana-1486	500	31	things	thing	NOUN
cana-1486	500	32	.	.	PUNCT
cana-1486	501	1	in	in	ADP
cana-1486	501	2	proceedings	proceeding	NOUN
cana-1486	501	3	of	of	ADP
cana-1486	501	4	the	the	DET
cana-1486	501	5	2022	2022	NUM
cana-1486	501	6	5th	5th	ADJ
cana-1486	501	7	international	international	ADJ
cana-1486	501	8	symposium	symposium	NOUN
cana-1486	501	9	on	on	ADP
cana-1486	501	10	informatics	informatic	NOUN
cana-1486	501	11	and	and	CCONJ
cana-1486	501	12	its	its	PRON
cana-1486	501	13	applications	application	NOUN
cana-1486	501	14	(	(	PUNCT
cana-1486	501	15	isia	isia	NOUN
cana-1486	501	16	)	)	PUNCT
cana-1486	501	17	,	,	PUNCT
cana-1486	501	18	m’sila	m’sila	PROPN
cana-1486	501	19	,	,	PUNCT
cana-1486	501	20	algeria	algeria	PROPN
cana-1486	501	21	,	,	PUNCT
cana-1486	501	22	29–30	29–30	NUM
cana-1486	501	23	november	november	PROPN
cana-1486	501	24	2022	2022	NUM
cana-1486	501	25	;	;	PUNCT
cana-1486	501	26	pp	pp	ADV
cana-1486	501	27	.	.	PUNCT
cana-1486	502	1	1–6	1–6	X
cana-1486	502	2	.	.	PUNCT
cana-1486	503	1	[	[	X
cana-1486	503	2	36	36	NUM
cana-1486	503	3	]	]	X
cana-1486	503	4	tomar	tomar	NOUN
cana-1486	503	5	,	,	PUNCT
cana-1486	503	6	k.	k.	PROPN
cana-1486	503	7	;	;	PUNCT
cana-1486	503	8	bisht	bisht	PROPN
cana-1486	503	9	,	,	PUNCT
cana-1486	503	10	k.	k.	PROPN
cana-1486	503	11	;	;	PUNCT
cana-1486	503	12	joshi	joshi	PROPN
cana-1486	503	13	,	,	PUNCT
cana-1486	503	14	k.	k.	PROPN
cana-1486	503	15	;	;	PUNCT
cana-1486	503	16	katarya	katarya	PROPN
cana-1486	503	17	,	,	PUNCT
cana-1486	503	18	r.	r.	PROPN
cana-1486	503	19	cyber	cyber	PROPN
cana-1486	503	20	attack	attack	PROPN
cana-1486	503	21	detection	detection	NOUN
cana-1486	503	22	in	in	ADP
cana-1486	503	23	iot	iot	NOUN
cana-1486	503	24	using	use	VERB
cana-1486	503	25	deep	deep	ADJ
cana-1486	503	26	learning	learning	NOUN
cana-1486	503	27	techniques	technique	NOUN
cana-1486	503	28	.	.	PUNCT
cana-1486	504	1	in	in	ADP
cana-1486	504	2	proceedings	proceeding	NOUN
cana-1486	504	3	of	of	ADP
cana-1486	504	4	the	the	DET
cana-1486	504	5	2023	2023	NUM
cana-1486	504	6	6th	6th	ADJ
cana-1486	504	7	international	international	ADJ
cana-1486	504	8	conference	conference	NOUN
cana-1486	504	9	on	on	ADP
cana-1486	504	10	information	information	NOUN
cana-1486	504	11	systems	system	NOUN
cana-1486	504	12	and	and	CCONJ
cana-1486	504	13	computer	computer	NOUN
cana-1486	504	14	networks	network	NOUN
cana-1486	504	15	(	(	PUNCT
cana-1486	504	16	iscon	iscon	NOUN
cana-1486	504	17	)	)	PUNCT
cana-1486	504	18	,	,	PUNCT
cana-1486	504	19	mathura	mathura	NOUN
cana-1486	504	20	,	,	PUNCT
cana-1486	504	21	india	india	PROPN
cana-1486	504	22	,	,	PUNCT
cana-1486	504	23	3–4	3–4	NUM
cana-1486	504	24	march	march	NOUN
cana-1486	504	25	2023	2023	NUM
cana-1486	504	26	;	;	PUNCT
cana-1486	504	27	pp	pp	ADP
cana-1486	504	28	.	.	PUNCT
cana-1486	505	1	1–6	1–6	X
cana-1486	505	2	.	.	PUNCT
cana-1486	506	1	[	[	X
cana-1486	506	2	37	37	NUM
cana-1486	506	3	]	]	SYM
cana-1486	506	4	ding	ding	NOUN
cana-1486	506	5	,	,	PUNCT
cana-1486	506	6	w.	w.	PROPN
cana-1486	506	7	;	;	PUNCT
cana-1486	506	8	abdel	abdel	NOUN
cana-1486	506	9	-	-	PUNCT
cana-1486	506	10	basset	basset	NOUN
cana-1486	506	11	,	,	PUNCT
cana-1486	506	12	m.	m.	NOUN
cana-1486	506	13	;	;	PUNCT
cana-1486	506	14	mohamed	mohamed	PROPN
cana-1486	506	15	,	,	PUNCT
cana-1486	506	16	r.	r.	PROPN
cana-1486	506	17	deepak	deepak	PROPN
cana-1486	506	18	-	-	PUNCT
cana-1486	506	19	iot	iot	PROPN
cana-1486	506	20	:	:	PUNCT
cana-1486	506	21	an	an	DET
cana-1486	506	22	effective	effective	ADJ
cana-1486	506	23	deep	deep	ADJ
cana-1486	506	24	learning	learning	NOUN
cana-1486	506	25	model	model	NOUN
cana-1486	506	26	for	for	ADP
cana-1486	506	27	cyberattack	cyberattack	NOUN
cana-1486	506	28	detection	detection	NOUN
cana-1486	506	29	in	in	ADP
cana-1486	506	30	iot	iot	PROPN
cana-1486	506	31	networks	network	NOUN
cana-1486	506	32	.	.	PUNCT
cana-1486	507	1	inf	inf	PROPN
cana-1486	507	2	.	.	PUNCT
cana-1486	508	1	sci	sci	PROPN
cana-1486	508	2	.	.	PROPN
cana-1486	508	3	2023	2023	NUM
cana-1486	508	4	,	,	PUNCT
cana-1486	508	5	634	634	NUM
cana-1486	508	6	,	,	PUNCT
cana-1486	508	7	157–171	157–171	NUM
cana-1486	508	8	.	.	PUNCT
cana-1486	509	1	[	[	X
cana-1486	509	2	38	38	NUM
cana-1486	509	3	]	]	SYM
cana-1486	509	4	koppula	koppula	PROPN
cana-1486	509	5	,	,	PUNCT
cana-1486	509	6	m.	m.	NOUN
cana-1486	509	7	;	;	PUNCT
cana-1486	509	8	lm	lm	PROPN
cana-1486	509	9	,	,	PUNCT
cana-1486	509	10	l.j	l.j	PROPN
cana-1486	509	11	.	.	PUNCT
cana-1486	509	12	lnkdsea	lnkdsea	ADJ
cana-1486	509	13	:	:	PUNCT
cana-1486	509	14	machine	machine	NOUN
cana-1486	509	15	learning	learning	NOUN
cana-1486	509	16	based	base	VERB
cana-1486	509	17	iot	iot	PROPN
cana-1486	509	18	/	/	SYM
cana-1486	509	19	iiot	iiot	NOUN
cana-1486	509	20	attack	attack	NOUN
cana-1486	509	21	detection	detection	NOUN
cana-1486	509	22	method	method	NOUN
cana-1486	509	23	.	.	PUNCT
cana-1486	510	1	in	in	ADP
cana-1486	510	2	proceedings	proceeding	NOUN
cana-1486	510	3	of	of	ADP
cana-1486	510	4	the	the	DET
cana-1486	510	5	2023	2023	NUM
cana-1486	510	6	international	international	ADJ
cana-1486	510	7	conference	conference	NOUN
cana-1486	510	8	on	on	ADP
cana-1486	510	9	advances	advance	NOUN
cana-1486	510	10	in	in	ADP
cana-1486	510	11	electronics	electronic	NOUN
cana-1486	510	12	,	,	PUNCT
cana-1486	510	13	communication	communication	NOUN
cana-1486	510	14	,	,	PUNCT
cana-1486	510	15	computing	computing	NOUN
cana-1486	510	16	and	and	CCONJ
cana-1486	510	17	intelligent	intelligent	ADJ
cana-1486	510	18	information	information	NOUN
cana-1486	510	19	systems	system	NOUN
cana-1486	510	20	(	(	PUNCT
cana-1486	510	21	icaecis	icaecis	PROPN
cana-1486	510	22	)	)	PUNCT
cana-1486	510	23	,	,	PUNCT
cana-1486	510	24	bengaluru	bengaluru	PROPN
cana-1486	510	25	,	,	PUNCT
cana-1486	510	26	india	india	PROPN
cana-1486	510	27	,	,	PUNCT
cana-1486	510	28	19–21	19–21	PROPN
cana-1486	510	29	april	april	PROPN
cana-1486	510	30	2023	2023	NUM
cana-1486	510	31	;	;	PUNCT
cana-1486	510	32	pp	pp	X
cana-1486	510	33	.	.	PUNCT
cana-1486	511	1	655–662	655–662	NUM
cana-1486	511	2	.	.	PUNCT
cana-1486	512	1	[	[	X
cana-1486	512	2	39	39	NUM
cana-1486	512	3	]	]	X
cana-1486	512	4	salih	salih	PROPN
cana-1486	512	5	,	,	PUNCT
cana-1486	512	6	k.m.m	k.m.m	PROPN
cana-1486	512	7	.	.	PROPN
cana-1486	512	8	;	;	PUNCT
cana-1486	512	9	ibrahim	ibrahim	PROPN
cana-1486	512	10	,	,	PUNCT
cana-1486	512	11	n.b	n.b	PROPN
cana-1486	512	12	.	.	PROPN
cana-1486	512	13	enhancing	enhance	VERB
cana-1486	512	14	iot	iot	ADJ
cana-1486	512	15	forensics	forensic	NOUN
cana-1486	512	16	through	through	ADP
cana-1486	512	17	deep	deep	ADJ
cana-1486	512	18	learning	learning	NOUN
cana-1486	512	19	:	:	PUNCT
cana-1486	512	20	investigating	investigate	VERB
cana-1486	512	21	cyber	cyber	NOUN
cana-1486	512	22	-	-	PUNCT
cana-1486	512	23	attacks	attack	NOUN
cana-1486	512	24	and	and	CCONJ
cana-1486	512	25	analyzing	analyze	VERB
cana-1486	512	26	big	big	ADJ
cana-1486	512	27	data	datum	NOUN
cana-1486	512	28	for	for	ADP
cana-1486	512	29	improved	improved	ADJ
cana-1486	512	30	security	security	NOUN
cana-1486	512	31	measures	measure	NOUN
cana-1486	512	32	.	.	PUNCT
cana-1486	513	1	in	in	ADP
cana-1486	513	2	proceedings	proceeding	NOUN
cana-1486	513	3	of	of	ADP
cana-1486	513	4	the	the	DET
cana-1486	513	5	2023	2023	NUM
cana-1486	513	6	4th	4th	ADJ
cana-1486	513	7	international	international	ADJ
cana-1486	513	8	conference	conference	NOUN
cana-1486	513	9	on	on	ADP
cana-1486	513	10	big	big	ADJ
cana-1486	513	11	data	datum	NOUN
cana-1486	513	12	analytics	analytic	NOUN
cana-1486	513	13	and	and	CCONJ
cana-1486	513	14	practices	practice	NOUN
cana-1486	513	15	(	(	PUNCT
cana-1486	513	16	ibdap	ibdap	ADJ
cana-1486	513	17	)	)	PUNCT
cana-1486	513	18	,	,	PUNCT
cana-1486	513	19	bangkok	bangkok	PROPN
cana-1486	513	20	,	,	PUNCT
cana-1486	513	21	thailand	thailand	PROPN
cana-1486	513	22	,	,	PUNCT
cana-1486	513	23	25–27	25–27	NUM
cana-1486	513	24	august	august	PROPN
cana-1486	513	25	2023	2023	NUM
cana-1486	513	26	;	;	PUNCT
cana-1486	513	27	pp	pp	ADP
cana-1486	513	28	.	.	PUNCT
cana-1486	514	1	1–8	1–8	X
cana-1486	514	2	.	.	PUNCT
cana-1486	515	1	[	[	X
cana-1486	515	2	40	40	NUM
cana-1486	515	3	]	]	PUNCT
cana-1486	515	4	ullah	ullah	PROPN
cana-1486	515	5	,	,	PUNCT
cana-1486	515	6	s.	s.	PROPN
cana-1486	515	7	;	;	PUNCT
cana-1486	515	8	boulila	boulila	PROPN
cana-1486	515	9	,	,	PUNCT
cana-1486	515	10	w.	w.	PROPN
cana-1486	515	11	;	;	PUNCT
cana-1486	515	12	koubâa	koubâa	ADJ
cana-1486	515	13	,	,	PUNCT
cana-1486	515	14	a.	a.	NOUN
cana-1486	515	15	;	;	PUNCT
cana-1486	515	16	ahmad	ahmad	PROPN
cana-1486	515	17	,	,	PUNCT
cana-1486	515	18	j.	j.	PROPN
cana-1486	515	19	magru	magru	PROPN
cana-1486	515	20	-	-	PUNCT
cana-1486	515	21	ids	id	NOUN
cana-1486	515	22	:	:	PUNCT
cana-1486	515	23	a	a	DET
cana-1486	515	24	multi	multi	ADJ
cana-1486	515	25	-	-	ADJ
cana-1486	515	26	head	head	ADJ
cana-1486	515	27	attention	attention	NOUN
cana-1486	515	28	-	-	PUNCT
cana-1486	515	29	based	base	VERB
cana-1486	515	30	gated	gate	VERB
cana-1486	515	31	recurrent	recurrent	ADJ
cana-1486	515	32	unit	unit	NOUN
cana-1486	515	33	for	for	ADP
cana-1486	515	34	intrusion	intrusion	NOUN
cana-1486	515	35	detection	detection	NOUN
cana-1486	515	36	in	in	ADP
cana-1486	515	37	iiot	iiot	NOUN
cana-1486	515	38	networks	network	NOUN
cana-1486	515	39	.	.	PUNCT
cana-1486	516	1	ieee	ieee	NOUN
cana-1486	516	2	access	access	NOUN
cana-1486	516	3	2023	2023	NUM
cana-1486	516	4	,	,	PUNCT
cana-1486	516	5	11	11	NUM
cana-1486	516	6	,	,	PUNCT
cana-1486	516	7	114590–114601	114590–114601	NUM
cana-1486	516	8	.	.	PUNCT