id	sid	tid	token	lemma	pos
cana-1624	1	1	communications	communication	NOUN
cana-1624	1	2	on	on	ADP
cana-1624	1	3	applied	apply	VERB
cana-1624	1	4	nonlinear	nonlinear	ADJ
cana-1624	1	5	analysis	analysis	NOUN
cana-1624	1	6	issn	issn	NOUN
cana-1624	1	7	:	:	PUNCT
cana-1624	1	8	1074	1074	NUM
cana-1624	1	9	-	-	PUNCT
cana-1624	1	10	133x	133x	NUM
cana-1624	1	11	vol	vol	NOUN
cana-1624	1	12	32	32	NUM
cana-1624	1	13	no	no	NOUN
cana-1624	1	14	.	.	NOUN
cana-1624	1	15	1	1	NUM
cana-1624	1	16	(	(	PUNCT
cana-1624	1	17	2025	2025	NUM
cana-1624	1	18	)	)	PUNCT
cana-1624	1	19	102	102	NUM
cana-1624	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	1	21	enhancing	enhance	VERB
cana-1624	1	22	iot	iot	PROPN
cana-1624	1	23	fog	fog	PROPN
cana-1624	1	24	computing	compute	VERB
cana-1624	1	25	security	security	NOUN
cana-1624	1	26	:	:	PUNCT
cana-1624	1	27	a	a	DET
cana-1624	1	28	dynamic	dynamic	ADJ
cana-1624	1	29	nonlinear	nonlinear	ADJ
cana-1624	1	30	analytical	analytical	ADJ
cana-1624	1	31	model	model	NOUN
cana-1624	1	32	-	-	PUNCT
cana-1624	1	33	based	base	VERB
cana-1624	1	34	sdn	sdn	NOUN
cana-1624	1	35	assessment	assessment	NOUN
cana-1624	1	36	framework	framework	NOUN
cana-1624	1	37	*	*	SYM
cana-1624	1	38	1p	1p	NUM
cana-1624	1	39	.	.	PUNCT
cana-1624	2	1	lokesh	lokesh	PROPN
cana-1624	2	2	kumar	kumar	PROPN
cana-1624	2	3	reddy	reddy	PROPN
cana-1624	2	4	,	,	PUNCT
cana-1624	2	5	2n	2n	NUM
cana-1624	2	6	.	.	PUNCT
cana-1624	3	1	geethanjali	geethanjali	PROPN
cana-1624	3	2	*	*	PROPN
cana-1624	3	3	1department	1department	NUM
cana-1624	3	4	of	of	ADP
cana-1624	3	5	cse	cse	PROPN
cana-1624	3	6	,	,	PUNCT
cana-1624	3	7	sri	sri	PROPN
cana-1624	3	8	venkateswara	venkateswara	PROPN
cana-1624	3	9	college	college	PROPN
cana-1624	3	10	of	of	ADP
cana-1624	3	11	engineering	engineering	PROPN
cana-1624	3	12	,	,	PUNCT
cana-1624	3	13	tirupati	tirupati	PROPN
cana-1624	3	14	.	.	PUNCT
cana-1624	4	1	email	email	NOUN
cana-1624	4	2	:	:	PUNCT
cana-1624	4	3	lokesh.p2@svcolleges.edu.in	lokesh.p2@svcolleges.edu.in	PROPN
cana-1624	4	4	2professor	2professor	NUM
cana-1624	4	5	,	,	PUNCT
cana-1624	4	6	dept	dept	NOUN
cana-1624	4	7	of	of	ADP
cana-1624	4	8	computer	computer	NOUN
cana-1624	4	9	science	science	PROPN
cana-1624	4	10	&	&	CCONJ
cana-1624	4	11	technology	technology	PROPN
cana-1624	4	12	,	,	PUNCT
cana-1624	4	13	sri	sri	PROPN
cana-1624	4	14	krishnadevaraya	krishnadevaraya	PROPN
cana-1624	4	15	university	university	PROPN
cana-1624	4	16	,	,	PUNCT
cana-1624	4	17	ananthapuramu	ananthapuramu	ADJ
cana-1624	4	18	,	,	PUNCT
cana-1624	4	19	(	(	PUNCT
cana-1624	4	20	a.p	a.p	PROPN
cana-1624	4	21	.	.	PROPN
cana-1624	4	22	)	)	PUNCT
cana-1624	4	23	.	.	PUNCT
cana-1624	5	1	article	article	NOUN
cana-1624	5	2	history	history	NOUN
cana-1624	5	3	:	:	PUNCT
cana-1624	5	4	received	receive	VERB
cana-1624	5	5	:	:	PUNCT
cana-1624	5	6	09	09	NUM
cana-1624	5	7	-	-	PUNCT
cana-1624	5	8	07	07	NUM
cana-1624	5	9	-	-	PUNCT
cana-1624	5	10	2024	2024	NUM
cana-1624	5	11	revised	revise	VERB
cana-1624	5	12	:	:	PUNCT
cana-1624	5	13	23	23	NUM
cana-1624	5	14	-	-	SYM
cana-1624	5	15	08	08	NUM
cana-1624	5	16	-	-	PUNCT
cana-1624	5	17	2024	2024	NUM
cana-1624	5	18	accepted	accept	VERB
cana-1624	5	19	:	:	PUNCT
cana-1624	5	20	05	05	NUM
cana-1624	5	21	-	-	PUNCT
cana-1624	5	22	09	09	NUM
cana-1624	5	23	-	-	PUNCT
cana-1624	5	24	2024	2024	NUM
cana-1624	5	25	abstract	abstract	NOUN
cana-1624	5	26	:	:	PUNCT
cana-1624	5	27	in	in	ADP
cana-1624	5	28	the	the	DET
cana-1624	5	29	rapidly	rapidly	ADV
cana-1624	5	30	evolving	evolve	VERB
cana-1624	5	31	landscape	landscape	NOUN
cana-1624	5	32	of	of	ADP
cana-1624	5	33	the	the	DET
cana-1624	5	34	internet	internet	NOUN
cana-1624	5	35	of	of	ADP
cana-1624	5	36	things	thing	NOUN
cana-1624	5	37	(	(	PUNCT
cana-1624	5	38	iot	iot	NOUN
cana-1624	5	39	)	)	PUNCT
cana-1624	5	40	and	and	CCONJ
cana-1624	5	41	fog	fog	PROPN
cana-1624	5	42	computing	computing	NOUN
cana-1624	5	43	,	,	PUNCT
cana-1624	5	44	securing	secure	VERB
cana-1624	5	45	distributed	distribute	VERB
cana-1624	5	46	networks	network	NOUN
cana-1624	5	47	has	have	AUX
cana-1624	5	48	become	become	VERB
cana-1624	5	49	a	a	DET
cana-1624	5	50	critical	critical	ADJ
cana-1624	5	51	challenge	challenge	NOUN
cana-1624	5	52	.	.	PUNCT
cana-1624	6	1	the	the	DET
cana-1624	6	2	integration	integration	NOUN
cana-1624	6	3	of	of	ADP
cana-1624	6	4	iot	iot	PROPN
cana-1624	6	5	devices	device	NOUN
cana-1624	6	6	into	into	ADP
cana-1624	6	7	various	various	ADJ
cana-1624	6	8	sectors	sector	NOUN
cana-1624	6	9	,	,	PUNCT
cana-1624	6	10	including	include	VERB
cana-1624	6	11	industrial	industrial	ADJ
cana-1624	6	12	systems	system	NOUN
cana-1624	6	13	and	and	CCONJ
cana-1624	6	14	everyday	everyday	ADJ
cana-1624	6	15	applications	application	NOUN
cana-1624	6	16	,	,	PUNCT
cana-1624	6	17	exposes	expose	VERB
cana-1624	6	18	these	these	DET
cana-1624	6	19	environments	environment	NOUN
cana-1624	6	20	to	to	ADP
cana-1624	6	21	a	a	DET
cana-1624	6	22	wide	wide	ADJ
cana-1624	6	23	range	range	NOUN
cana-1624	6	24	of	of	ADP
cana-1624	6	25	dynamic	dynamic	ADJ
cana-1624	6	26	security	security	NOUN
cana-1624	6	27	threats	threat	NOUN
cana-1624	6	28	.	.	PUNCT
cana-1624	7	1	this	this	DET
cana-1624	7	2	article	article	NOUN
cana-1624	7	3	introduces	introduce	VERB
cana-1624	7	4	a	a	DET
cana-1624	7	5	novel	novel	ADJ
cana-1624	7	6	security	security	NOUN
cana-1624	7	7	assessment	assessment	NOUN
cana-1624	7	8	framework	framework	NOUN
cana-1624	7	9	titled	title	VERB
cana-1624	7	10	"	"	PUNCT
cana-1624	7	11	enhancing	enhance	VERB
cana-1624	7	12	iot	iot	PROPN
cana-1624	7	13	fog	fog	PROPN
cana-1624	7	14	computing	compute	VERB
cana-1624	7	15	security	security	NOUN
cana-1624	7	16	:	:	PUNCT
cana-1624	7	17	a	a	DET
cana-1624	7	18	dynamic	dynamic	ADJ
cana-1624	7	19	nonlinear	nonlinear	ADJ
cana-1624	7	20	analytical	analytical	ADJ
cana-1624	7	21	model	model	NOUN
cana-1624	7	22	-	-	PUNCT
cana-1624	7	23	based	base	VERB
cana-1624	7	24	sdn	sdn	PROPN
cana-1624	7	25	assessment	assessment	NOUN
cana-1624	7	26	framework	framework	NOUN
cana-1624	7	27	,	,	PUNCT
cana-1624	7	28	"	"	PUNCT
cana-1624	7	29	which	which	PRON
cana-1624	7	30	leverages	leverage	VERB
cana-1624	7	31	software	software	NOUN
cana-1624	7	32	defined	define	VERB
cana-1624	7	33	networking	network	VERB
cana-1624	7	34	(	(	PUNCT
cana-1624	7	35	sdn	sdn	PROPN
cana-1624	7	36	)	)	PUNCT
cana-1624	7	37	to	to	PART
cana-1624	7	38	enhance	enhance	VERB
cana-1624	7	39	the	the	DET
cana-1624	7	40	security	security	NOUN
cana-1624	7	41	posture	posture	NOUN
cana-1624	7	42	of	of	ADP
cana-1624	7	43	iot	iot	PROPN
cana-1624	7	44	and	and	CCONJ
cana-1624	7	45	fog	fog	NOUN
cana-1624	7	46	computing	computing	NOUN
cana-1624	7	47	systems	system	NOUN
cana-1624	7	48	.	.	PUNCT
cana-1624	8	1	the	the	DET
cana-1624	8	2	framework	framework	NOUN
cana-1624	8	3	employs	employ	VERB
cana-1624	8	4	nonlinear	nonlinear	ADJ
cana-1624	8	5	analytical	analytical	ADJ
cana-1624	8	6	models	model	NOUN
cana-1624	8	7	to	to	PART
cana-1624	8	8	dynamically	dynamically	ADV
cana-1624	8	9	optimize	optimize	VERB
cana-1624	8	10	network	network	NOUN
cana-1624	8	11	configurations	configuration	NOUN
cana-1624	8	12	,	,	PUNCT
cana-1624	8	13	enhance	enhance	VERB
cana-1624	8	14	data	data	NOUN
cana-1624	8	15	privacy	privacy	NOUN
cana-1624	8	16	,	,	PUNCT
cana-1624	8	17	and	and	CCONJ
cana-1624	8	18	automate	automate	ADJ
cana-1624	8	19	threat	threat	NOUN
cana-1624	8	20	response	response	NOUN
cana-1624	8	21	mechanisms	mechanism	NOUN
cana-1624	8	22	across	across	ADP
cana-1624	8	23	iot	iot	NOUN
cana-1624	8	24	,	,	PUNCT
cana-1624	8	25	fog	fog	PROPN
cana-1624	8	26	,	,	PUNCT
cana-1624	8	27	and	and	CCONJ
cana-1624	8	28	cloud	cloud	NOUN
cana-1624	8	29	layers	layer	NOUN
cana-1624	8	30	.	.	PUNCT
cana-1624	9	1	it	it	PRON
cana-1624	9	2	integrates	integrate	VERB
cana-1624	9	3	distributed	distribute	VERB
cana-1624	9	4	sdn	sdn	NOUN
cana-1624	9	5	controllers	controller	NOUN
cana-1624	9	6	to	to	PART
cana-1624	9	7	manage	manage	VERB
cana-1624	9	8	resources	resource	NOUN
cana-1624	9	9	,	,	PUNCT
cana-1624	9	10	enforce	enforce	VERB
cana-1624	9	11	security	security	NOUN
cana-1624	9	12	policies	policy	NOUN
cana-1624	9	13	,	,	PUNCT
cana-1624	9	14	and	and	CCONJ
cana-1624	9	15	facilitate	facilitate	VERB
cana-1624	9	16	real	real	ADJ
cana-1624	9	17	-	-	PUNCT
cana-1624	9	18	time	time	NOUN
cana-1624	9	19	monitoring	monitoring	NOUN
cana-1624	9	20	and	and	CCONJ
cana-1624	9	21	anomaly	anomaly	NOUN
cana-1624	9	22	detection	detection	NOUN
cana-1624	9	23	.	.	PUNCT
cana-1624	10	1	emphasizing	emphasize	VERB
cana-1624	10	2	localized	localized	ADJ
cana-1624	10	3	security	security	NOUN
cana-1624	10	4	assessments	assessment	NOUN
cana-1624	10	5	at	at	ADP
cana-1624	10	6	fog	fog	NOUN
cana-1624	10	7	nodes	node	NOUN
cana-1624	10	8	,	,	PUNCT
cana-1624	10	9	the	the	DET
cana-1624	10	10	framework	framework	NOUN
cana-1624	10	11	reduces	reduce	VERB
cana-1624	10	12	latency	latency	NOUN
cana-1624	10	13	and	and	CCONJ
cana-1624	10	14	offloads	offload	VERB
cana-1624	10	15	the	the	DET
cana-1624	10	16	cloud	cloud	ADJ
cana-1624	10	17	layer	layer	NOUN
cana-1624	10	18	,	,	PUNCT
cana-1624	10	19	ensuring	ensure	VERB
cana-1624	10	20	rapid	rapid	ADJ
cana-1624	10	21	response	response	NOUN
cana-1624	10	22	to	to	ADP
cana-1624	10	23	emerging	emerge	VERB
cana-1624	10	24	threats	threat	NOUN
cana-1624	10	25	.	.	PUNCT
cana-1624	11	1	the	the	DET
cana-1624	11	2	nonlinear	nonlinear	ADJ
cana-1624	11	3	models	model	NOUN
cana-1624	11	4	underpin	underpin	VERB
cana-1624	11	5	algorithms	algorithm	NOUN
cana-1624	11	6	that	that	PRON
cana-1624	11	7	adapt	adapt	VERB
cana-1624	11	8	to	to	ADP
cana-1624	11	9	changing	change	VERB
cana-1624	11	10	network	network	NOUN
cana-1624	11	11	conditions	condition	NOUN
cana-1624	11	12	,	,	PUNCT
cana-1624	11	13	balancing	balance	VERB
cana-1624	11	14	security	security	NOUN
cana-1624	11	15	with	with	ADP
cana-1624	11	16	operational	operational	ADJ
cana-1624	11	17	efficiency	efficiency	NOUN
cana-1624	11	18	.	.	PUNCT
cana-1624	12	1	this	this	DET
cana-1624	12	2	dual	dual	ADJ
cana-1624	12	3	focus	focus	NOUN
cana-1624	12	4	enables	enable	VERB
cana-1624	12	5	the	the	DET
cana-1624	12	6	framework	framework	NOUN
cana-1624	12	7	to	to	PART
cana-1624	12	8	address	address	VERB
cana-1624	12	9	scalability	scalability	NOUN
cana-1624	12	10	,	,	PUNCT
cana-1624	12	11	device	device	NOUN
cana-1624	12	12	integration	integration	NOUN
cana-1624	12	13	,	,	PUNCT
cana-1624	12	14	and	and	CCONJ
cana-1624	12	15	real	real	ADJ
cana-1624	12	16	-	-	PUNCT
cana-1624	12	17	time	time	NOUN
cana-1624	12	18	threat	threat	NOUN
cana-1624	12	19	management	management	NOUN
cana-1624	12	20	.	.	PUNCT
cana-1624	13	1	by	by	ADP
cana-1624	13	2	adopting	adopt	VERB
cana-1624	13	3	a	a	DET
cana-1624	13	4	dynamic	dynamic	ADJ
cana-1624	13	5	and	and	CCONJ
cana-1624	13	6	nonlinear	nonlinear	ADJ
cana-1624	13	7	approach	approach	NOUN
cana-1624	13	8	,	,	PUNCT
cana-1624	13	9	the	the	DET
cana-1624	13	10	framework	framework	NOUN
cana-1624	13	11	provides	provide	VERB
cana-1624	13	12	a	a	DET
cana-1624	13	13	robust	robust	ADJ
cana-1624	13	14	,	,	PUNCT
cana-1624	13	15	adaptable	adaptable	ADJ
cana-1624	13	16	solution	solution	NOUN
cana-1624	13	17	to	to	ADP
cana-1624	13	18	the	the	DET
cana-1624	13	19	complex	complex	ADJ
cana-1624	13	20	security	security	NOUN
cana-1624	13	21	challenges	challenge	NOUN
cana-1624	13	22	in	in	ADP
cana-1624	13	23	iot	iot	NOUN
cana-1624	13	24	and	and	CCONJ
cana-1624	13	25	fog	fog	PROPN
cana-1624	13	26	computing	computing	NOUN
cana-1624	13	27	,	,	PUNCT
cana-1624	13	28	fostering	foster	VERB
cana-1624	13	29	secure	secure	ADJ
cana-1624	13	30	,	,	PUNCT
cana-1624	13	31	efficient	efficient	ADJ
cana-1624	13	32	,	,	PUNCT
cana-1624	13	33	and	and	CCONJ
cana-1624	13	34	resilient	resilient	ADJ
cana-1624	13	35	network	network	NOUN
cana-1624	13	36	environments	environment	NOUN
cana-1624	13	37	.	.	PUNCT
cana-1624	14	1	keywords	keyword	NOUN
cana-1624	14	2	:	:	PUNCT
cana-1624	14	3	internet	internet	NOUN
cana-1624	14	4	of	of	ADP
cana-1624	14	5	things	thing	NOUN
cana-1624	14	6	;	;	PUNCT
cana-1624	14	7	fog	fog	NOUN
cana-1624	14	8	computing	computing	NOUN
cana-1624	14	9	;	;	PUNCT
cana-1624	14	10	software	software	NOUN
cana-1624	14	11	defined	define	VERB
cana-1624	14	12	networking	network	VERB
cana-1624	14	13	(	(	PUNCT
cana-1624	14	14	sdn	sdn	PROPN
cana-1624	14	15	)	)	PUNCT
cana-1624	14	16	;	;	PUNCT
cana-1624	14	17	cloud	cloud	NOUN
cana-1624	14	18	computing	computing	NOUN
cana-1624	14	19	;	;	PUNCT
cana-1624	14	20	ddos	ddos	NOUN
cana-1624	14	21	attack	attack	NOUN
cana-1624	14	22	.	.	PUNCT
cana-1624	15	1	1	1	X
cana-1624	15	2	.	.	X
cana-1624	15	3	introduction	introduction	NOUN
cana-1624	15	4	the	the	DET
cana-1624	15	5	advent	advent	NOUN
cana-1624	15	6	of	of	ADP
cana-1624	15	7	the	the	DET
cana-1624	15	8	internet	internet	NOUN
cana-1624	15	9	of	of	ADP
cana-1624	15	10	things	thing	NOUN
cana-1624	15	11	(	(	PUNCT
cana-1624	15	12	iot	iot	NOUN
cana-1624	15	13	)	)	PUNCT
cana-1624	15	14	and	and	CCONJ
cana-1624	15	15	the	the	DET
cana-1624	15	16	subsequent	subsequent	ADJ
cana-1624	15	17	emergence	emergence	NOUN
cana-1624	15	18	of	of	ADP
cana-1624	15	19	fog	fog	NOUN
cana-1624	15	20	computing	computing	NOUN
cana-1624	15	21	have	have	AUX
cana-1624	15	22	revolutionized	revolutionize	VERB
cana-1624	15	23	the	the	DET
cana-1624	15	24	way	way	NOUN
cana-1624	15	25	data	datum	NOUN
cana-1624	15	26	is	be	AUX
cana-1624	15	27	collected	collect	VERB
cana-1624	15	28	,	,	PUNCT
cana-1624	15	29	processed	process	VERB
cana-1624	15	30	,	,	PUNCT
cana-1624	15	31	and	and	CCONJ
cana-1624	15	32	analyzed	analyze	VERB
cana-1624	15	33	across	across	ADP
cana-1624	15	34	various	various	ADJ
cana-1624	15	35	sectors	sector	NOUN
cana-1624	15	36	,	,	PUNCT
cana-1624	15	37	including	include	VERB
cana-1624	15	38	healthcare	healthcare	NOUN
cana-1624	15	39	,	,	PUNCT
cana-1624	15	40	manufacturing	manufacturing	NOUN
cana-1624	15	41	,	,	PUNCT
cana-1624	15	42	smart	smart	ADJ
cana-1624	15	43	cities	city	NOUN
cana-1624	15	44	,	,	PUNCT
cana-1624	15	45	and	and	CCONJ
cana-1624	15	46	home	home	NOUN
cana-1624	15	47	automation	automation	NOUN
cana-1624	16	1	[	[	X
cana-1624	16	2	1	1	NUM
cana-1624	16	3	]	]	PUNCT
cana-1624	16	4	.	.	PUNCT
cana-1624	17	1	these	these	DET
cana-1624	17	2	technologies	technology	NOUN
cana-1624	17	3	offer	offer	VERB
cana-1624	17	4	unprecedented	unprecedented	ADJ
cana-1624	17	5	opportunities	opportunity	NOUN
cana-1624	17	6	for	for	ADP
cana-1624	17	7	innovation	innovation	NOUN
cana-1624	17	8	,	,	PUNCT
cana-1624	17	9	efficiency	efficiency	NOUN
cana-1624	17	10	,	,	PUNCT
cana-1624	17	11	and	and	CCONJ
cana-1624	17	12	convenience	convenience	NOUN
cana-1624	17	13	.	.	PUNCT
cana-1624	18	1	however	however	ADV
cana-1624	18	2	,	,	PUNCT
cana-1624	18	3	the	the	DET
cana-1624	18	4	proliferation	proliferation	NOUN
cana-1624	18	5	of	of	ADP
cana-1624	18	6	iot	iot	NOUN
cana-1624	18	7	devices	device	NOUN
cana-1624	18	8	and	and	CCONJ
cana-1624	18	9	the	the	DET
cana-1624	18	10	decentralization	decentralization	NOUN
cana-1624	18	11	of	of	ADP
cana-1624	18	12	data	datum	NOUN
cana-1624	18	13	processing	processing	NOUN
cana-1624	18	14	also	also	ADV
cana-1624	18	15	introduce	introduce	VERB
cana-1624	18	16	significant	significant	ADJ
cana-1624	18	17	security	security	NOUN
cana-1624	18	18	challenges	challenge	NOUN
cana-1624	18	19	[	[	X
cana-1624	18	20	2	2	NUM
cana-1624	18	21	]	]	PUNCT
cana-1624	18	22	.	.	PUNCT
cana-1624	19	1	the	the	DET
cana-1624	19	2	distributed	distribute	VERB
cana-1624	19	3	nature	nature	NOUN
cana-1624	19	4	of	of	ADP
cana-1624	19	5	iot	iot	PROPN
cana-1624	19	6	and	and	CCONJ
cana-1624	19	7	fog	fog	NOUN
cana-1624	19	8	computing	compute	VERB
cana-1624	19	9	environments	environment	NOUN
cana-1624	19	10	,	,	PUNCT
cana-1624	19	11	combined	combine	VERB
cana-1624	19	12	with	with	ADP
cana-1624	19	13	their	their	PRON
cana-1624	19	14	inherent	inherent	ADJ
cana-1624	19	15	complexity	complexity	NOUN
cana-1624	19	16	and	and	CCONJ
cana-1624	19	17	scalability	scalability	NOUN
cana-1624	19	18	requirements	requirement	NOUN
cana-1624	19	19	,	,	PUNCT
cana-1624	19	20	makes	make	VERB
cana-1624	19	21	them	they	PRON
cana-1624	19	22	vulnerable	vulnerable	ADJ
cana-1624	19	23	to	to	ADP
cana-1624	19	24	a	a	DET
cana-1624	19	25	wide	wide	ADJ
cana-1624	19	26	range	range	NOUN
cana-1624	19	27	of	of	ADP
cana-1624	19	28	security	security	NOUN
cana-1624	19	29	threats	threat	NOUN
cana-1624	19	30	,	,	PUNCT
cana-1624	19	31	from	from	ADP
cana-1624	19	32	data	data	NOUN
cana-1624	19	33	breaches	breach	NOUN
cana-1624	19	34	and	and	CCONJ
cana-1624	19	35	unauthorized	unauthorized	ADJ
cana-1624	19	36	access	access	NOUN
cana-1624	19	37	to	to	ADP
cana-1624	19	38	denial	denial	NOUN
cana-1624	19	39	of	of	ADP
cana-1624	19	40	service	service	NOUN
cana-1624	19	41	attacks	attack	NOUN
cana-1624	19	42	.	.	PUNCT
cana-1624	20	1	addressing	address	VERB
cana-1624	20	2	these	these	DET
cana-1624	20	3	security	security	NOUN
cana-1624	20	4	challenges	challenge	NOUN
cana-1624	20	5	requires	require	VERB
cana-1624	20	6	a	a	DET
cana-1624	20	7	holistic	holistic	ADJ
cana-1624	20	8	,	,	PUNCT
cana-1624	20	9	adaptable	adaptable	ADJ
cana-1624	20	10	,	,	PUNCT
cana-1624	20	11	and	and	CCONJ
cana-1624	20	12	robust	robust	ADJ
cana-1624	20	13	approach	approach	NOUN
cana-1624	20	14	.	.	PUNCT
cana-1624	21	1	communications	communication	NOUN
cana-1624	21	2	on	on	ADP
cana-1624	21	3	applied	apply	VERB
cana-1624	21	4	nonlinear	nonlinear	ADJ
cana-1624	21	5	analysis	analysis	NOUN
cana-1624	21	6	issn	issn	NOUN
cana-1624	21	7	:	:	PUNCT
cana-1624	21	8	1074	1074	NUM
cana-1624	21	9	-	-	PUNCT
cana-1624	21	10	133x	133x	NUM
cana-1624	21	11	vol	vol	NOUN
cana-1624	21	12	32	32	NUM
cana-1624	21	13	no	no	NOUN
cana-1624	21	14	.	.	NOUN
cana-1624	21	15	1	1	NUM
cana-1624	21	16	(	(	PUNCT
cana-1624	21	17	2025	2025	NUM
cana-1624	21	18	)	)	PUNCT
cana-1624	21	19	103	103	NUM
cana-1624	21	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	21	21	software	software	NOUN
cana-1624	21	22	defined	define	VERB
cana-1624	21	23	networking	network	VERB
cana-1624	21	24	(	(	PUNCT
cana-1624	21	25	sdn	sdn	PROPN
cana-1624	21	26	)	)	PUNCT
cana-1624	21	27	emerges	emerge	VERB
cana-1624	21	28	as	as	ADP
cana-1624	21	29	a	a	DET
cana-1624	21	30	transformative	transformative	ADJ
cana-1624	21	31	solution	solution	NOUN
cana-1624	21	32	in	in	ADP
cana-1624	21	33	this	this	DET
cana-1624	21	34	context	context	NOUN
cana-1624	21	35	,	,	PUNCT
cana-1624	21	36	offering	offer	VERB
cana-1624	21	37	a	a	DET
cana-1624	21	38	dynamic	dynamic	ADJ
cana-1624	21	39	and	and	CCONJ
cana-1624	21	40	programmable	programmable	ADJ
cana-1624	21	41	network	network	NOUN
cana-1624	21	42	management	management	NOUN
cana-1624	21	43	paradigm	paradigm	NOUN
cana-1624	21	44	that	that	PRON
cana-1624	21	45	can	can	AUX
cana-1624	21	46	significantly	significantly	ADV
cana-1624	21	47	enhance	enhance	VERB
cana-1624	21	48	the	the	DET
cana-1624	21	49	security	security	NOUN
cana-1624	21	50	and	and	CCONJ
cana-1624	21	51	efficiency	efficiency	NOUN
cana-1624	21	52	of	of	ADP
cana-1624	21	53	iot	iot	PROPN
cana-1624	21	54	and	and	CCONJ
cana-1624	21	55	fog	fog	NOUN
cana-1624	21	56	computing	compute	VERB
cana-1624	21	57	environments	environment	NOUN
cana-1624	22	1	[	[	X
cana-1624	22	2	3	3	NUM
cana-1624	22	3	]	]	PUNCT
cana-1624	22	4	.	.	PUNCT
cana-1624	23	1	by	by	ADP
cana-1624	23	2	decoupling	decouple	VERB
cana-1624	23	3	the	the	DET
cana-1624	23	4	control	control	NOUN
cana-1624	23	5	plane	plane	NOUN
cana-1624	23	6	from	from	ADP
cana-1624	23	7	the	the	DET
cana-1624	23	8	data	datum	NOUN
cana-1624	23	9	plane	plane	NOUN
cana-1624	23	10	,	,	PUNCT
cana-1624	23	11	sdn	sdn	PROPN
cana-1624	23	12	provides	provide	VERB
cana-1624	23	13	a	a	DET
cana-1624	23	14	centralized	centralized	ADJ
cana-1624	23	15	control	control	NOUN
cana-1624	23	16	mechanism	mechanism	NOUN
cana-1624	23	17	that	that	PRON
cana-1624	23	18	can	can	AUX
cana-1624	23	19	dynamically	dynamically	ADV
cana-1624	23	20	adjust	adjust	VERB
cana-1624	23	21	network	network	NOUN
cana-1624	23	22	behaviors	behavior	NOUN
cana-1624	23	23	in	in	ADP
cana-1624	23	24	response	response	NOUN
cana-1624	23	25	to	to	ADP
cana-1624	23	26	real	real	ADJ
cana-1624	23	27	-	-	PUNCT
cana-1624	23	28	time	time	NOUN
cana-1624	23	29	conditions	condition	NOUN
cana-1624	23	30	and	and	CCONJ
cana-1624	23	31	threats	threat	NOUN
cana-1624	23	32	,	,	PUNCT
cana-1624	23	33	thereby	thereby	ADV
cana-1624	23	34	offering	offer	VERB
cana-1624	23	35	a	a	DET
cana-1624	23	36	potent	potent	ADJ
cana-1624	23	37	tool	tool	NOUN
cana-1624	23	38	for	for	ADP
cana-1624	23	39	securing	secure	VERB
cana-1624	23	40	distributed	distribute	VERB
cana-1624	23	41	iot	iot	NOUN
cana-1624	23	42	ecosystems	ecosystem	NOUN
cana-1624	23	43	[	[	X
cana-1624	23	44	4	4	NUM
cana-1624	23	45	]	]	PUNCT
cana-1624	23	46	.	.	PUNCT
cana-1624	24	1	this	this	DET
cana-1624	24	2	article	article	NOUN
cana-1624	24	3	introduces	introduce	VERB
cana-1624	24	4	an	an	DET
cana-1624	24	5	innovative	innovative	ADJ
cana-1624	24	6	sdn	sdn	NOUN
cana-1624	24	7	-	-	PUNCT
cana-1624	24	8	based	base	VERB
cana-1624	24	9	security	security	NOUN
cana-1624	24	10	assessment	assessment	NOUN
cana-1624	24	11	framework	framework	NOUN
cana-1624	24	12	designed	design	VERB
cana-1624	24	13	to	to	PART
cana-1624	24	14	bolster	bolster	VERB
cana-1624	24	15	the	the	DET
cana-1624	24	16	security	security	NOUN
cana-1624	24	17	posture	posture	NOUN
cana-1624	24	18	of	of	ADP
cana-1624	24	19	iot	iot	PROPN
cana-1624	24	20	and	and	CCONJ
cana-1624	24	21	fog	fog	NOUN
cana-1624	24	22	computing	compute	VERB
cana-1624	24	23	environments	environment	NOUN
cana-1624	24	24	.	.	PUNCT
cana-1624	25	1	the	the	DET
cana-1624	25	2	framework	framework	NOUN
cana-1624	25	3	leverages	leverage	VERB
cana-1624	25	4	the	the	DET
cana-1624	25	5	centralized	centralized	ADJ
cana-1624	25	6	control	control	NOUN
cana-1624	25	7	and	and	CCONJ
cana-1624	25	8	dynamic	dynamic	ADJ
cana-1624	25	9	configurability	configurability	NOUN
cana-1624	25	10	of	of	ADP
cana-1624	25	11	sdn	sdn	PROPN
cana-1624	25	12	to	to	PART
cana-1624	25	13	provide	provide	VERB
cana-1624	25	14	a	a	DET
cana-1624	25	15	comprehensive	comprehensive	ADJ
cana-1624	25	16	security	security	NOUN
cana-1624	25	17	management	management	NOUN
cana-1624	25	18	system	system	NOUN
cana-1624	25	19	that	that	PRON
cana-1624	25	20	spans	span	VERB
cana-1624	25	21	across	across	ADP
cana-1624	25	22	the	the	DET
cana-1624	25	23	iot	iot	NOUN
cana-1624	25	24	,	,	PUNCT
cana-1624	25	25	fog	fog	NOUN
cana-1624	25	26	,	,	PUNCT
cana-1624	25	27	and	and	CCONJ
cana-1624	25	28	cloud	cloud	NOUN
cana-1624	25	29	layers	layer	NOUN
cana-1624	25	30	[	[	X
cana-1624	25	31	5	5	NUM
cana-1624	25	32	]	]	PUNCT
cana-1624	25	33	.	.	PUNCT
cana-1624	26	1	it	it	PRON
cana-1624	26	2	outlines	outline	VERB
cana-1624	26	3	a	a	DET
cana-1624	26	4	multi	multi	ADJ
cana-1624	26	5	-	-	ADJ
cana-1624	26	6	layered	layered	ADJ
cana-1624	26	7	architecture	architecture	NOUN
cana-1624	26	8	that	that	PRON
cana-1624	26	9	integrates	integrate	VERB
cana-1624	26	10	sdn	sdn	NOUN
cana-1624	26	11	controllers	controller	NOUN
cana-1624	26	12	with	with	ADP
cana-1624	26	13	fog	fog	NOUN
cana-1624	26	14	computing	computing	NOUN
cana-1624	26	15	nodes	node	NOUN
cana-1624	26	16	and	and	CCONJ
cana-1624	26	17	iot	iot	NOUN
cana-1624	26	18	devices	device	NOUN
cana-1624	26	19	,	,	PUNCT
cana-1624	26	20	facilitating	facilitate	VERB
cana-1624	26	21	real	real	ADJ
cana-1624	26	22	-	-	PUNCT
cana-1624	26	23	time	time	NOUN
cana-1624	26	24	security	security	NOUN
cana-1624	26	25	monitoring	monitoring	NOUN
cana-1624	26	26	,	,	PUNCT
cana-1624	26	27	anomaly	anomaly	NOUN
cana-1624	26	28	detection	detection	NOUN
cana-1624	26	29	,	,	PUNCT
cana-1624	26	30	and	and	CCONJ
cana-1624	26	31	automated	automate	VERB
cana-1624	26	32	threat	threat	NOUN
cana-1624	26	33	mitigation	mitigation	NOUN
cana-1624	26	34	.	.	PUNCT
cana-1624	27	1	the	the	DET
cana-1624	27	2	framework	framework	NOUN
cana-1624	27	3	's	's	PART
cana-1624	27	4	design	design	NOUN
cana-1624	27	5	is	be	AUX
cana-1624	27	6	underpinned	underpin	VERB
cana-1624	27	7	by	by	ADP
cana-1624	27	8	mathematical	mathematical	ADJ
cana-1624	27	9	models	model	NOUN
cana-1624	27	10	that	that	PRON
cana-1624	27	11	quantify	quantify	VERB
cana-1624	27	12	the	the	DET
cana-1624	27	13	operational	operational	ADJ
cana-1624	27	14	dynamics	dynamic	NOUN
cana-1624	27	15	of	of	ADP
cana-1624	27	16	each	each	DET
cana-1624	27	17	component	component	NOUN
cana-1624	27	18	,	,	PUNCT
cana-1624	27	19	from	from	ADP
cana-1624	27	20	data	datum	NOUN
cana-1624	27	21	generation	generation	NOUN
cana-1624	27	22	at	at	ADP
cana-1624	27	23	iot	iot	PROPN
cana-1624	27	24	devices	device	NOUN
cana-1624	27	25	to	to	ADP
cana-1624	27	26	processing	process	VERB
cana-1624	27	27	at	at	ADP
cana-1624	27	28	fog	fog	NOUN
cana-1624	27	29	nodes	node	NOUN
cana-1624	27	30	and	and	CCONJ
cana-1624	27	31	comprehensive	comprehensive	ADJ
cana-1624	27	32	analysis	analysis	NOUN
cana-1624	27	33	in	in	ADP
cana-1624	27	34	the	the	DET
cana-1624	27	35	cloud	cloud	NOUN
cana-1624	27	36	.	.	PUNCT
cana-1624	28	1	these	these	DET
cana-1624	28	2	models	model	NOUN
cana-1624	28	3	form	form	VERB
cana-1624	28	4	the	the	DET
cana-1624	28	5	basis	basis	NOUN
cana-1624	28	6	for	for	ADP
cana-1624	28	7	developing	develop	VERB
cana-1624	28	8	algorithms	algorithm	NOUN
cana-1624	28	9	that	that	PRON
cana-1624	28	10	optimize	optimize	VERB
cana-1624	28	11	network	network	NOUN
cana-1624	28	12	configurations	configuration	NOUN
cana-1624	28	13	,	,	PUNCT
cana-1624	28	14	ensure	ensure	VERB
cana-1624	28	15	data	data	NOUN
cana-1624	28	16	privacy	privacy	NOUN
cana-1624	28	17	and	and	CCONJ
cana-1624	28	18	integrity	integrity	NOUN
cana-1624	28	19	,	,	PUNCT
cana-1624	28	20	and	and	CCONJ
cana-1624	28	21	automate	automate	ADJ
cana-1624	28	22	responses	response	NOUN
cana-1624	28	23	to	to	ADP
cana-1624	28	24	security	security	NOUN
cana-1624	28	25	threats	threat	NOUN
cana-1624	28	26	[	[	X
cana-1624	28	27	6	6	NUM
cana-1624	28	28	]	]	PUNCT
cana-1624	28	29	.	.	PUNCT
cana-1624	29	1	by	by	ADP
cana-1624	29	2	doing	do	VERB
cana-1624	29	3	so	so	ADV
cana-1624	29	4	,	,	PUNCT
cana-1624	29	5	the	the	DET
cana-1624	29	6	framework	framework	NOUN
cana-1624	29	7	not	not	PART
cana-1624	29	8	only	only	ADV
cana-1624	29	9	addresses	address	VERB
cana-1624	29	10	the	the	DET
cana-1624	29	11	immediate	immediate	ADJ
cana-1624	29	12	security	security	NOUN
cana-1624	29	13	challenges	challenge	NOUN
cana-1624	29	14	but	but	CCONJ
cana-1624	29	15	also	also	ADV
cana-1624	29	16	enhances	enhance	VERB
cana-1624	29	17	the	the	DET
cana-1624	29	18	operational	operational	ADJ
cana-1624	29	19	efficiency	efficiency	NOUN
cana-1624	29	20	of	of	ADP
cana-1624	29	21	iot	iot	PROPN
cana-1624	29	22	and	and	CCONJ
cana-1624	29	23	fog	fog	NOUN
cana-1624	29	24	computing	compute	VERB
cana-1624	29	25	environments	environment	NOUN
cana-1624	29	26	,	,	PUNCT
cana-1624	29	27	ensuring	ensure	VERB
cana-1624	29	28	that	that	SCONJ
cana-1624	29	29	security	security	NOUN
cana-1624	29	30	measures	measure	NOUN
cana-1624	29	31	do	do	AUX
cana-1624	29	32	not	not	PART
cana-1624	29	33	impede	impede	VERB
cana-1624	29	34	their	their	PRON
cana-1624	29	35	performance	performance	NOUN
cana-1624	29	36	.	.	PUNCT
cana-1624	30	1	in	in	ADP
cana-1624	30	2	presenting	present	VERB
cana-1624	30	3	this	this	DET
cana-1624	30	4	sdn	sdn	NOUN
cana-1624	30	5	-	-	PUNCT
cana-1624	30	6	based	base	VERB
cana-1624	30	7	security	security	NOUN
cana-1624	30	8	assessment	assessment	NOUN
cana-1624	30	9	framework	framework	NOUN
cana-1624	30	10	,	,	PUNCT
cana-1624	30	11	the	the	DET
cana-1624	30	12	article	article	NOUN
cana-1624	30	13	contributes	contribute	VERB
cana-1624	30	14	to	to	ADP
cana-1624	30	15	the	the	DET
cana-1624	30	16	ongoing	ongoing	ADJ
cana-1624	30	17	discourse	discourse	NOUN
cana-1624	30	18	on	on	ADP
cana-1624	30	19	securing	secure	VERB
cana-1624	30	20	iot	iot	PROPN
cana-1624	30	21	and	and	CCONJ
cana-1624	30	22	fog	fog	NOUN
cana-1624	30	23	computing	compute	VERB
cana-1624	30	24	environments	environment	NOUN
cana-1624	30	25	.	.	PUNCT
cana-1624	31	1	it	it	PRON
cana-1624	31	2	provides	provide	VERB
cana-1624	31	3	a	a	DET
cana-1624	31	4	detailed	detailed	ADJ
cana-1624	31	5	analysis	analysis	NOUN
cana-1624	31	6	of	of	ADP
cana-1624	31	7	the	the	DET
cana-1624	31	8	framework	framework	NOUN
cana-1624	31	9	's	's	PART
cana-1624	31	10	components	component	NOUN
cana-1624	31	11	,	,	PUNCT
cana-1624	31	12	operational	operational	ADJ
cana-1624	31	13	flow	flow	NOUN
cana-1624	31	14	,	,	PUNCT
cana-1624	31	15	and	and	CCONJ
cana-1624	31	16	the	the	DET
cana-1624	31	17	mathematical	mathematical	ADJ
cana-1624	31	18	foundations	foundation	NOUN
cana-1624	31	19	underlying	underlie	VERB
cana-1624	31	20	its	its	PRON
cana-1624	31	21	design	design	NOUN
cana-1624	31	22	.	.	PUNCT
cana-1624	32	1	furthermore	furthermore	ADV
cana-1624	32	2	,	,	PUNCT
cana-1624	32	3	it	it	PRON
cana-1624	32	4	discusses	discuss	VERB
cana-1624	32	5	the	the	DET
cana-1624	32	6	implementation	implementation	NOUN
cana-1624	32	7	challenges	challenge	NOUN
cana-1624	32	8	and	and	CCONJ
cana-1624	32	9	explores	explore	VERB
cana-1624	32	10	future	future	ADJ
cana-1624	32	11	research	research	NOUN
cana-1624	32	12	directions	direction	NOUN
cana-1624	32	13	,	,	PUNCT
cana-1624	32	14	including	include	VERB
cana-1624	32	15	the	the	DET
cana-1624	32	16	integration	integration	NOUN
cana-1624	32	17	of	of	ADP
cana-1624	32	18	advanced	advanced	ADJ
cana-1624	32	19	machine	machine	NOUN
cana-1624	32	20	learning	learn	VERB
cana-1624	32	21	algorithms	algorithm	NOUN
cana-1624	32	22	for	for	ADP
cana-1624	32	23	improved	improve	VERB
cana-1624	32	24	anomaly	anomaly	NOUN
cana-1624	32	25	detection	detection	NOUN
cana-1624	32	26	and	and	CCONJ
cana-1624	32	27	the	the	DET
cana-1624	32	28	potential	potential	NOUN
cana-1624	32	29	for	for	ADP
cana-1624	32	30	decentralized	decentralize	VERB
cana-1624	32	31	security	security	NOUN
cana-1624	32	32	management	management	NOUN
cana-1624	32	33	approaches	approach	NOUN
cana-1624	32	34	.	.	PUNCT
cana-1624	33	1	the	the	DET
cana-1624	33	2	introduction	introduction	NOUN
cana-1624	33	3	of	of	ADP
cana-1624	33	4	this	this	DET
cana-1624	33	5	sdn	sdn	NOUN
cana-1624	33	6	-	-	PUNCT
cana-1624	33	7	based	base	VERB
cana-1624	33	8	security	security	NOUN
cana-1624	33	9	assessment	assessment	NOUN
cana-1624	33	10	framework	framework	NOUN
cana-1624	33	11	marks	mark	VERB
cana-1624	33	12	a	a	DET
cana-1624	33	13	significant	significant	ADJ
cana-1624	33	14	step	step	NOUN
cana-1624	33	15	forward	forward	ADV
cana-1624	33	16	in	in	ADP
cana-1624	33	17	addressing	address	VERB
cana-1624	33	18	the	the	DET
cana-1624	33	19	complex	complex	ADJ
cana-1624	33	20	security	security	NOUN
cana-1624	33	21	challenges	challenge	NOUN
cana-1624	33	22	of	of	ADP
cana-1624	33	23	iot	iot	NOUN
cana-1624	33	24	and	and	CCONJ
cana-1624	33	25	fog	fog	NOUN
cana-1624	33	26	computing	compute	VERB
cana-1624	33	27	environments	environment	NOUN
cana-1624	33	28	.	.	PUNCT
cana-1624	34	1	by	by	ADP
cana-1624	34	2	offering	offer	VERB
cana-1624	34	3	a	a	DET
cana-1624	34	4	dynamic	dynamic	ADJ
cana-1624	34	5	,	,	PUNCT
cana-1624	34	6	scalable	scalable	ADJ
cana-1624	34	7	,	,	PUNCT
cana-1624	34	8	and	and	CCONJ
cana-1624	34	9	comprehensive	comprehensive	ADJ
cana-1624	34	10	approach	approach	NOUN
cana-1624	34	11	to	to	ADP
cana-1624	34	12	security	security	NOUN
cana-1624	34	13	management	management	NOUN
cana-1624	34	14	,	,	PUNCT
cana-1624	34	15	it	it	PRON
cana-1624	34	16	paves	pave	VERB
cana-1624	34	17	the	the	DET
cana-1624	34	18	way	way	NOUN
cana-1624	34	19	for	for	ADP
cana-1624	34	20	the	the	DET
cana-1624	34	21	secure	secure	ADJ
cana-1624	34	22	and	and	CCONJ
cana-1624	34	23	efficient	efficient	ADJ
cana-1624	34	24	integration	integration	NOUN
cana-1624	34	25	of	of	ADP
cana-1624	34	26	iot	iot	PROPN
cana-1624	34	27	technologies	technology	NOUN
cana-1624	34	28	into	into	ADP
cana-1624	34	29	our	our	PRON
cana-1624	34	30	daily	daily	ADJ
cana-1624	34	31	lives	life	NOUN
cana-1624	34	32	and	and	CCONJ
cana-1624	34	33	industrial	industrial	ADJ
cana-1624	34	34	processes	process	NOUN
cana-1624	34	35	,	,	PUNCT
cana-1624	34	36	heralding	herald	VERB
cana-1624	34	37	a	a	DET
cana-1624	34	38	new	new	ADJ
cana-1624	34	39	era	era	NOUN
cana-1624	34	40	of	of	ADP
cana-1624	34	41	innovation	innovation	NOUN
cana-1624	34	42	and	and	CCONJ
cana-1624	34	43	connectivity	connectivity	NOUN
cana-1624	34	44	.	.	PUNCT
cana-1624	35	1	2	2	X
cana-1624	35	2	.	.	X
cana-1624	35	3	related	relate	VERB
cana-1624	35	4	work	work	NOUN
cana-1624	35	5	rani	rani	NOUN
cana-1624	35	6	,	,	PUNCT
cana-1624	35	7	shalli	shalli	PROPN
cana-1624	35	8	,	,	PUNCT
cana-1624	35	9	et	et	PROPN
cana-1624	35	10	al	al	PROPN
cana-1624	35	11	.	.	PROPN
cana-1624	35	12	,	,	PUNCT
cana-1624	36	1	[	[	X
cana-1624	36	2	7	7	X
cana-1624	36	3	]	]	PUNCT
cana-1624	36	4	presented	present	VERB
cana-1624	36	5	a	a	DET
cana-1624	36	6	comprehensive	comprehensive	ADJ
cana-1624	36	7	survey	survey	NOUN
cana-1624	36	8	on	on	ADP
cana-1624	36	9	the	the	DET
cana-1624	36	10	deployment	deployment	NOUN
cana-1624	36	11	of	of	ADP
cana-1624	36	12	sdn	sdn	PROPN
cana-1624	36	13	for	for	ADP
cana-1624	36	14	enhancing	enhance	VERB
cana-1624	36	15	iot	iot	ADJ
cana-1624	36	16	security	security	NOUN
cana-1624	36	17	.	.	PUNCT
cana-1624	37	1	it	it	PRON
cana-1624	37	2	emphasizes	emphasize	VERB
cana-1624	37	3	the	the	DET
cana-1624	37	4	development	development	NOUN
cana-1624	37	5	of	of	ADP
cana-1624	37	6	an	an	DET
cana-1624	37	7	adaptable	adaptable	ADJ
cana-1624	37	8	network	network	NOUN
cana-1624	37	9	infrastructure	infrastructure	NOUN
cana-1624	37	10	,	,	PUNCT
cana-1624	37	11	integrating	integrate	VERB
cana-1624	37	12	sdn	sdn	NOUN
cana-1624	37	13	with	with	ADP
cana-1624	37	14	iot	iot	NOUN
cana-1624	37	15	to	to	PART
cana-1624	37	16	achieve	achieve	VERB
cana-1624	37	17	an	an	DET
cana-1624	37	18	effective	effective	ADJ
cana-1624	37	19	,	,	PUNCT
cana-1624	37	20	secure	secure	ADJ
cana-1624	37	21	,	,	PUNCT
cana-1624	37	22	and	and	CCONJ
cana-1624	37	23	scalable	scalable	ADJ
cana-1624	37	24	network	network	NOUN
cana-1624	37	25	.	.	PUNCT
cana-1624	38	1	the	the	DET
cana-1624	38	2	study	study	NOUN
cana-1624	38	3	showcases	showcase	VERB
cana-1624	38	4	a	a	DET
cana-1624	38	5	12.75	12.75	NUM
cana-1624	38	6	%	%	NOUN
cana-1624	38	7	improvement	improvement	NOUN
cana-1624	38	8	over	over	ADP
cana-1624	38	9	baseline	baseline	NOUN
cana-1624	38	10	methodologies	methodology	NOUN
cana-1624	38	11	,	,	PUNCT
cana-1624	38	12	highlighting	highlight	VERB
cana-1624	38	13	the	the	DET
cana-1624	38	14	potential	potential	NOUN
cana-1624	38	15	of	of	ADP
cana-1624	38	16	sdn	sdn	PROPN
cana-1624	38	17	in	in	ADP
cana-1624	38	18	addressing	address	VERB
cana-1624	38	19	iot	iot	ADJ
cana-1624	38	20	security	security	NOUN
cana-1624	38	21	challenges	challenge	NOUN
cana-1624	38	22	.	.	PUNCT
cana-1624	39	1	surya	surya	PROPN
cana-1624	39	2	pavan	pavan	PROPN
cana-1624	39	3	kumar	kumar	PROPN
cana-1624	39	4	gudla	gudla	PROPN
cana-1624	39	5	,	,	PUNCT
cana-1624	39	6	sourav	sourav	PROPN
cana-1624	39	7	kumar	kumar	PROPN
cana-1624	39	8	bhoi	bhoi	PROPN
cana-1624	39	9	,	,	PUNCT
cana-1624	39	10	sonali	sonali	PROPN
cana-1624	39	11	vyas	vyas	PROPN
cana-1624	39	12	gudla	gudla	PROPN
cana-1624	39	13	et	et	PROPN
cana-1624	39	14	al	al	PROPN
cana-1624	39	15	.	.	PUNCT
cana-1624	40	1	[	[	X
cana-1624	40	2	8	8	NUM
cana-1624	40	3	]	]	PUNCT
cana-1624	40	4	proposed	propose	VERB
cana-1624	40	5	di	di	NOUN
cana-1624	40	6	-	-	PUNCT
cana-1624	40	7	ads	ad	NOUN
cana-1624	40	8	,	,	PUNCT
cana-1624	40	9	a	a	DET
cana-1624	40	10	deep	deep	ADJ
cana-1624	40	11	learning	learning	NOUN
cana-1624	40	12	-	-	PUNCT
cana-1624	40	13	based	base	VERB
cana-1624	40	14	scheme	scheme	NOUN
cana-1624	40	15	to	to	PART
cana-1624	40	16	detect	detect	VERB
cana-1624	40	17	ddos	ddos	NOUN
cana-1624	40	18	attacks	attack	NOUN
cana-1624	40	19	in	in	ADP
cana-1624	40	20	fog	fog	PROPN
cana-1624	40	21	-	-	PUNCT
cana-1624	40	22	based	base	VERB
cana-1624	40	23	iot	iot	NOUN
cana-1624	40	24	architectures	architecture	NOUN
cana-1624	40	25	.	.	PUNCT
cana-1624	41	1	utilizing	utilize	VERB
cana-1624	41	2	deep	deep	ADJ
cana-1624	41	3	neural	neural	ADJ
cana-1624	41	4	multilayer	multilayer	ADJ
cana-1624	41	5	perceptron	perceptron	PROPN
cana-1624	41	6	(	(	PUNCT
cana-1624	41	7	dnmlp	dnmlp	PROPN
cana-1624	41	8	)	)	PUNCT
cana-1624	41	9	,	,	PUNCT
cana-1624	41	10	the	the	DET
cana-1624	41	11	scheme	scheme	NOUN
cana-1624	41	12	achieves	achieve	VERB
cana-1624	41	13	a	a	DET
cana-1624	41	14	detection	detection	NOUN
cana-1624	41	15	accuracy	accuracy	NOUN
cana-1624	41	16	of	of	ADP
cana-1624	41	17	99.44	99.44	NUM
cana-1624	41	18	%	%	NOUN
cana-1624	41	19	,	,	PUNCT
cana-1624	41	20	demonstrating	demonstrate	VERB
cana-1624	41	21	the	the	DET
cana-1624	41	22	effectiveness	effectiveness	NOUN
cana-1624	41	23	of	of	ADP
cana-1624	41	24	deep	deep	ADJ
cana-1624	41	25	learning	learning	NOUN
cana-1624	41	26	techniques	technique	NOUN
cana-1624	41	27	in	in	ADP
cana-1624	41	28	securing	secure	VERB
cana-1624	41	29	iot	iot	ADJ
cana-1624	41	30	communications	communication	NOUN
cana-1624	41	31	on	on	ADP
cana-1624	41	32	applied	apply	VERB
cana-1624	41	33	nonlinear	nonlinear	ADJ
cana-1624	41	34	analysis	analysis	NOUN
cana-1624	41	35	issn	issn	NOUN
cana-1624	41	36	:	:	PUNCT
cana-1624	41	37	1074	1074	NUM
cana-1624	41	38	-	-	PUNCT
cana-1624	41	39	133x	133x	NUM
cana-1624	41	40	vol	vol	NOUN
cana-1624	41	41	32	32	NUM
cana-1624	41	42	no	no	NOUN
cana-1624	41	43	.	.	NOUN
cana-1624	41	44	1	1	NUM
cana-1624	41	45	(	(	PUNCT
cana-1624	41	46	2025	2025	NUM
cana-1624	41	47	)	)	PUNCT
cana-1624	41	48	104	104	NUM
cana-1624	41	49	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	41	50	networks	network	NOUN
cana-1624	41	51	against	against	ADP
cana-1624	41	52	ddos	ddos	NOUN
cana-1624	41	53	attacks	attack	NOUN
cana-1624	41	54	.	.	PUNCT
cana-1624	42	1	k.	k.	PROPN
cana-1624	43	1	v.	v.	PROPN
cana-1624	43	2	m.	m.	PROPN
cana-1624	43	3	mohan	mohan	PROPN
cana-1624	43	4	,	,	PUNCT
cana-1624	43	5	sarangam	sarangam	PROPN
cana-1624	43	6	kodati	kodati	PROPN
cana-1624	43	7	,	,	PUNCT
cana-1624	43	8	v.	v.	PROPN
cana-1624	43	9	gopi	gopi	PROPN
cana-1624	43	10	krishna	krishna	PROPN
cana-1624	43	11	mohan	mohan	PROPN
cana-1624	43	12	et	et	PROPN
cana-1624	43	13	al	al	PROPN
cana-1624	43	14	.	.	PUNCT
cana-1624	44	1	[	[	X
cana-1624	44	2	9	9	NUM
cana-1624	44	3	]	]	PUNCT
cana-1624	44	4	discussed	discuss	VERB
cana-1624	44	5	the	the	DET
cana-1624	44	6	application	application	NOUN
cana-1624	44	7	of	of	ADP
cana-1624	44	8	sdn	sdn	PROPN
cana-1624	44	9	for	for	ADP
cana-1624	44	10	securing	secure	VERB
cana-1624	44	11	iot	iot	ADJ
cana-1624	44	12	infrastructures	infrastructure	NOUN
cana-1624	44	13	,	,	PUNCT
cana-1624	44	14	highlighting	highlight	VERB
cana-1624	44	15	the	the	DET
cana-1624	44	16	technology	technology	NOUN
cana-1624	44	17	's	's	PART
cana-1624	44	18	capacity	capacity	NOUN
cana-1624	44	19	for	for	ADP
cana-1624	44	20	dynamic	dynamic	ADJ
cana-1624	44	21	and	and	CCONJ
cana-1624	44	22	automatic	automatic	ADJ
cana-1624	44	23	distribution	distribution	NOUN
cana-1624	44	24	of	of	ADP
cana-1624	44	25	security	security	NOUN
cana-1624	44	26	policies	policy	NOUN
cana-1624	44	27	.	.	PUNCT
cana-1624	45	1	the	the	DET
cana-1624	45	2	study	study	NOUN
cana-1624	45	3	provides	provide	VERB
cana-1624	45	4	insights	insight	NOUN
cana-1624	45	5	into	into	ADP
cana-1624	45	6	sdn	sdn	PROPN
cana-1624	45	7	's	's	PART
cana-1624	45	8	role	role	NOUN
cana-1624	45	9	in	in	ADP
cana-1624	45	10	reducing	reduce	VERB
cana-1624	45	11	cpu	cpu	NOUN
cana-1624	45	12	usage	usage	NOUN
cana-1624	45	13	between	between	ADP
cana-1624	45	14	devices	device	NOUN
cana-1624	45	15	,	,	PUNCT
cana-1624	45	16	enhancing	enhance	VERB
cana-1624	45	17	the	the	DET
cana-1624	45	18	security	security	NOUN
cana-1624	45	19	and	and	CCONJ
cana-1624	45	20	efficiency	efficiency	NOUN
cana-1624	45	21	of	of	ADP
cana-1624	45	22	iot	iot	PROPN
cana-1624	45	23	networks	network	NOUN
cana-1624	45	24	.	.	PUNCT
cana-1624	46	1	surya	surya	PROPN
cana-1624	46	2	pavan	pavan	PROPN
cana-1624	46	3	kumar	kumar	PROPN
cana-1624	46	4	gudla	gudla	PROPN
cana-1624	46	5	,	,	PUNCT
cana-1624	46	6	sourav	sourav	PROPN
cana-1624	46	7	kumar	kumar	PROPN
cana-1624	46	8	bhoi	bhoi	PROPN
cana-1624	46	9	,	,	PUNCT
cana-1624	46	10	sonali	sonali	PROPN
cana-1624	46	11	vyas	vyas	PROPN
cana-1624	46	12	gudla	gudla	PROPN
cana-1624	46	13	et	et	PROPN
cana-1624	46	14	al	al	PROPN
cana-1624	46	15	.	.	PUNCT
cana-1624	47	1	[	[	X
cana-1624	47	2	10	10	NUM
cana-1624	47	3	]	]	PUNCT
cana-1624	47	4	delved	delve	VERB
cana-1624	47	5	into	into	ADP
cana-1624	47	6	the	the	DET
cana-1624	47	7	development	development	NOUN
cana-1624	47	8	of	of	ADP
cana-1624	47	9	a	a	DET
cana-1624	47	10	deep	deep	ADJ
cana-1624	47	11	learning	learning	NOUN
cana-1624	47	12	-	-	PUNCT
cana-1624	47	13	based	base	VERB
cana-1624	47	14	framework	framework	NOUN
cana-1624	47	15	for	for	ADP
cana-1624	47	16	attack	attack	NOUN
cana-1624	47	17	detection	detection	NOUN
cana-1624	47	18	in	in	ADP
cana-1624	47	19	fog	fog	NOUN
cana-1624	47	20	computing	computing	NOUN
cana-1624	47	21	environments	environment	NOUN
cana-1624	47	22	.	.	PUNCT
cana-1624	48	1	their	their	PRON
cana-1624	48	2	lstmdl	lstmdl	PROPN
cana-1624	48	3	model	model	NOUN
cana-1624	48	4	shows	show	VERB
cana-1624	48	5	high	high	ADJ
cana-1624	48	6	accuracy	accuracy	NOUN
cana-1624	48	7	,	,	PUNCT
cana-1624	48	8	showcasing	showcase	VERB
cana-1624	48	9	the	the	DET
cana-1624	48	10	potential	potential	NOUN
cana-1624	48	11	of	of	ADP
cana-1624	48	12	deep	deep	ADJ
cana-1624	48	13	learning	learning	NOUN
cana-1624	48	14	models	model	NOUN
cana-1624	48	15	in	in	ADP
cana-1624	48	16	identifying	identify	VERB
cana-1624	48	17	complex	complex	ADJ
cana-1624	48	18	security	security	NOUN
cana-1624	48	19	threats	threat	NOUN
cana-1624	48	20	in	in	ADP
cana-1624	48	21	iot	iot	PROPN
cana-1624	48	22	networks	network	NOUN
cana-1624	48	23	.	.	PUNCT
cana-1624	49	1	abbassi	abbassi	PROPN
cana-1624	49	2	,	,	PUNCT
cana-1624	49	3	younes	younes	PROPN
cana-1624	49	4	et	et	PROPN
cana-1624	49	5	al	al	PROPN
cana-1624	49	6	.	.	PROPN
cana-1624	49	7	,	,	PUNCT
cana-1624	50	1	[	[	X
cana-1624	50	2	4	4	X
cana-1624	50	3	]	]	PUNCT
cana-1624	50	4	proposed	propose	VERB
cana-1624	50	5	innovative	innovative	ADJ
cana-1624	50	6	authentication	authentication	NOUN
cana-1624	50	7	mechanisms	mechanism	NOUN
cana-1624	50	8	tailored	tailor	VERB
cana-1624	50	9	for	for	ADP
cana-1624	50	10	the	the	DET
cana-1624	50	11	dynamic	dynamic	ADJ
cana-1624	50	12	landscape	landscape	NOUN
cana-1624	50	13	of	of	ADP
cana-1624	50	14	iot	iot	NOUN
cana-1624	50	15	devices	device	NOUN
cana-1624	50	16	.	.	PUNCT
cana-1624	51	1	it	it	PRON
cana-1624	51	2	emphasizes	emphasize	VERB
cana-1624	51	3	the	the	DET
cana-1624	51	4	critical	critical	ADJ
cana-1624	51	5	need	need	NOUN
cana-1624	51	6	for	for	ADP
cana-1624	51	7	robust	robust	ADJ
cana-1624	51	8	,	,	PUNCT
cana-1624	51	9	adaptable	adaptable	ADJ
cana-1624	51	10	authentication	authentication	NOUN
cana-1624	51	11	protocols	protocol	NOUN
cana-1624	51	12	that	that	PRON
cana-1624	51	13	ensure	ensure	VERB
cana-1624	51	14	secure	secure	ADJ
cana-1624	51	15	communication	communication	NOUN
cana-1624	51	16	and	and	CCONJ
cana-1624	51	17	data	datum	NOUN
cana-1624	51	18	exchange	exchange	NOUN
cana-1624	51	19	within	within	ADP
cana-1624	51	20	iot	iot	PROPN
cana-1624	51	21	ecosystems	ecosystem	NOUN
cana-1624	51	22	.	.	PUNCT
cana-1624	52	1	the	the	DET
cana-1624	52	2	proposal	proposal	NOUN
cana-1624	52	3	aims	aim	VERB
cana-1624	52	4	to	to	PART
cana-1624	52	5	address	address	VERB
cana-1624	52	6	the	the	DET
cana-1624	52	7	evolving	evolve	VERB
cana-1624	52	8	security	security	NOUN
cana-1624	52	9	requirements	requirement	NOUN
cana-1624	52	10	of	of	ADP
cana-1624	52	11	iot	iot	NOUN
cana-1624	52	12	devices	device	NOUN
cana-1624	52	13	,	,	PUNCT
cana-1624	52	14	highlighting	highlight	VERB
cana-1624	52	15	the	the	DET
cana-1624	52	16	importance	importance	NOUN
cana-1624	52	17	of	of	ADP
cana-1624	52	18	dynamic	dynamic	ADJ
cana-1624	52	19	and	and	CCONJ
cana-1624	52	20	secure	secure	ADJ
cana-1624	52	21	authentication	authentication	NOUN
cana-1624	52	22	mechanisms	mechanism	NOUN
cana-1624	52	23	in	in	ADP
cana-1624	52	24	safeguarding	safeguard	VERB
cana-1624	52	25	against	against	ADP
cana-1624	52	26	unauthorized	unauthorized	ADJ
cana-1624	52	27	access	access	NOUN
cana-1624	52	28	and	and	CCONJ
cana-1624	52	29	data	data	NOUN
cana-1624	52	30	breaches	breach	NOUN
cana-1624	52	31	.	.	PUNCT
cana-1624	53	1	mohamed	mohamed	PROPN
cana-1624	53	2	,	,	PUNCT
cana-1624	53	3	doaa	doaa	VERB
cana-1624	53	4	,	,	PUNCT
cana-1624	53	5	and	and	CCONJ
cana-1624	53	6	osama	osama	PROPN
cana-1624	53	7	ismael	ismael	PROPN
cana-1624	54	1	[	[	X
cana-1624	54	2	5	5	NUM
cana-1624	54	3	]	]	PUNCT
cana-1624	54	4	focusing	focus	VERB
cana-1624	54	5	on	on	ADP
cana-1624	54	6	the	the	DET
cana-1624	54	7	enhancement	enhancement	NOUN
cana-1624	54	8	of	of	ADP
cana-1624	54	9	iot	iot	PROPN
cana-1624	54	10	hybrid	hybrid	PROPN
cana-1624	54	11	intrusion	intrusion	NOUN
cana-1624	54	12	detection	detection	NOUN
cana-1624	54	13	systems	system	NOUN
cana-1624	54	14	,	,	PUNCT
cana-1624	54	15	this	this	DET
cana-1624	54	16	article	article	NOUN
cana-1624	54	17	discusses	discuss	VERB
cana-1624	54	18	the	the	DET
cana-1624	54	19	integration	integration	NOUN
cana-1624	54	20	of	of	ADP
cana-1624	54	21	traditional	traditional	ADJ
cana-1624	54	22	intrusion	intrusion	NOUN
cana-1624	54	23	detection	detection	NOUN
cana-1624	54	24	methodologies	methodology	NOUN
cana-1624	54	25	with	with	ADP
cana-1624	54	26	advanced	advanced	ADJ
cana-1624	54	27	computational	computational	ADJ
cana-1624	54	28	techniques	technique	NOUN
cana-1624	54	29	,	,	PUNCT
cana-1624	54	30	such	such	ADJ
cana-1624	54	31	as	as	ADP
cana-1624	54	32	machine	machine	NOUN
cana-1624	54	33	learning	learn	VERB
cana-1624	54	34	algorithms	algorithm	NOUN
cana-1624	54	35	.	.	PUNCT
cana-1624	55	1	the	the	DET
cana-1624	55	2	enhanced	enhance	VERB
cana-1624	55	3	system	system	NOUN
cana-1624	55	4	demonstrates	demonstrate	VERB
cana-1624	55	5	an	an	DET
cana-1624	55	6	improved	improved	ADJ
cana-1624	55	7	ability	ability	NOUN
cana-1624	55	8	to	to	PART
cana-1624	55	9	detect	detect	VERB
cana-1624	55	10	sophisticated	sophisticated	ADJ
cana-1624	55	11	cyber	cyber	NOUN
cana-1624	55	12	-	-	PUNCT
cana-1624	55	13	attacks	attack	NOUN
cana-1624	55	14	with	with	ADP
cana-1624	55	15	greater	great	ADJ
cana-1624	55	16	accuracy	accuracy	NOUN
cana-1624	55	17	and	and	CCONJ
cana-1624	55	18	fewer	few	ADJ
cana-1624	55	19	false	false	ADJ
cana-1624	55	20	positives	positive	NOUN
cana-1624	55	21	.	.	PUNCT
cana-1624	56	1	this	this	DET
cana-1624	56	2	study	study	NOUN
cana-1624	56	3	marks	mark	VERB
cana-1624	56	4	a	a	DET
cana-1624	56	5	significant	significant	ADJ
cana-1624	56	6	advancement	advancement	NOUN
cana-1624	56	7	in	in	ADP
cana-1624	56	8	intrusion	intrusion	NOUN
cana-1624	56	9	detection	detection	NOUN
cana-1624	56	10	technology	technology	NOUN
cana-1624	56	11	,	,	PUNCT
cana-1624	56	12	offering	offer	VERB
cana-1624	56	13	a	a	DET
cana-1624	56	14	more	more	ADV
cana-1624	56	15	resilient	resilient	ADJ
cana-1624	56	16	approach	approach	NOUN
cana-1624	56	17	to	to	ADP
cana-1624	56	18	securing	secure	VERB
cana-1624	56	19	iot	iot	PROPN
cana-1624	56	20	and	and	CCONJ
cana-1624	56	21	fog	fog	NOUN
cana-1624	56	22	computing	compute	VERB
cana-1624	56	23	environments	environment	NOUN
cana-1624	56	24	against	against	ADP
cana-1624	56	25	complex	complex	ADJ
cana-1624	56	26	security	security	NOUN
cana-1624	56	27	threats	threat	NOUN
cana-1624	56	28	.	.	PUNCT
cana-1624	57	1	sujit	sujit	PROPN
cana-1624	57	2	bebortta	bebortta	PROPN
cana-1624	57	3	,	,	PUNCT
cana-1624	57	4	saneev	saneev	PROPN
cana-1624	57	5	kumar	kumar	PROPN
cana-1624	57	6	das	das	PROPN
cana-1624	57	7	,	,	PUNCT
cana-1624	57	8	sujata	sujata	PROPN
cana-1624	57	9	chakravarty	chakravarty	PROPN
cana-1624	57	10	bebortta	bebortta	PROPN
cana-1624	57	11	et	et	PROPN
cana-1624	57	12	al	al	PROPN
cana-1624	57	13	.	.	PUNCT
cana-1624	58	1	[	[	X
cana-1624	58	2	11	11	NUM
cana-1624	58	3	]	]	PUNCT
cana-1624	58	4	the	the	DET
cana-1624	58	5	topic	topic	NOUN
cana-1624	58	6	of	of	ADP
cana-1624	58	7	network	network	NOUN
cana-1624	58	8	intrusion	intrusion	NOUN
cana-1624	58	9	detection	detection	NOUN
cana-1624	58	10	in	in	ADP
cana-1624	58	11	fog	fog	NOUN
cana-1624	58	12	computing	computing	NOUN
cana-1624	58	13	environments	environment	NOUN
cana-1624	58	14	,	,	PUNCT
cana-1624	58	15	introducing	introduce	VERB
cana-1624	58	16	an	an	DET
cana-1624	58	17	equilibrium	equilibrium	NOUN
cana-1624	58	18	optimization	optimization	NOUN
cana-1624	58	19	-	-	PUNCT
cana-1624	58	20	based	base	VERB
cana-1624	58	21	artificial	artificial	ADJ
cana-1624	58	22	neural	neural	ADJ
cana-1624	58	23	network	network	NOUN
cana-1624	58	24	(	(	PUNCT
cana-1624	58	25	eo	eo	PROPN
cana-1624	58	26	-	-	PROPN
cana-1624	58	27	ann	ann	ADJ
cana-1624	58	28	)	)	PUNCT
cana-1624	58	29	model	model	NOUN
cana-1624	58	30	.	.	PUNCT
cana-1624	59	1	this	this	DET
cana-1624	59	2	model	model	NOUN
cana-1624	59	3	leverages	leverage	VERB
cana-1624	59	4	the	the	DET
cana-1624	59	5	strengths	strength	NOUN
cana-1624	59	6	of	of	ADP
cana-1624	59	7	optimization	optimization	NOUN
cana-1624	59	8	algorithms	algorithm	NOUN
cana-1624	59	9	and	and	CCONJ
cana-1624	59	10	artificial	artificial	ADJ
cana-1624	59	11	neural	neural	ADJ
cana-1624	59	12	networks	network	NOUN
cana-1624	59	13	to	to	PART
cana-1624	59	14	detect	detect	VERB
cana-1624	59	15	network	network	NOUN
cana-1624	59	16	intrusions	intrusion	NOUN
cana-1624	59	17	effectively	effectively	ADV
cana-1624	59	18	.	.	PUNCT
cana-1624	60	1	the	the	DET
cana-1624	60	2	article	article	NOUN
cana-1624	60	3	presents	present	VERB
cana-1624	60	4	detailed	detailed	ADJ
cana-1624	60	5	performance	performance	NOUN
cana-1624	60	6	metrics	metric	NOUN
cana-1624	60	7	,	,	PUNCT
cana-1624	60	8	including	include	VERB
cana-1624	60	9	precision	precision	NOUN
cana-1624	60	10	,	,	PUNCT
cana-1624	60	11	recall	recall	NOUN
cana-1624	60	12	,	,	PUNCT
cana-1624	60	13	and	and	CCONJ
cana-1624	60	14	f1	f1	NOUN
cana-1624	60	15	-	-	PUNCT
cana-1624	60	16	score	score	NOUN
cana-1624	60	17	,	,	PUNCT
cana-1624	60	18	demonstrating	demonstrate	VERB
cana-1624	60	19	the	the	DET
cana-1624	60	20	eo	eo	PROPN
cana-1624	60	21	-	-	PROPN
cana-1624	60	22	ann	ann	PROPN
cana-1624	60	23	model	model	NOUN
cana-1624	60	24	's	's	PART
cana-1624	60	25	capability	capability	NOUN
cana-1624	60	26	to	to	PART
cana-1624	60	27	enhance	enhance	VERB
cana-1624	60	28	the	the	DET
cana-1624	60	29	security	security	NOUN
cana-1624	60	30	of	of	ADP
cana-1624	60	31	fog	fog	NOUN
cana-1624	60	32	computing	computing	NOUN
cana-1624	60	33	environments	environment	NOUN
cana-1624	60	34	through	through	ADP
cana-1624	60	35	intelligent	intelligent	ADJ
cana-1624	60	36	intrusion	intrusion	NOUN
cana-1624	60	37	detection	detection	NOUN
cana-1624	60	38	.	.	PUNCT
cana-1624	61	1	zhou	zhou	PROPN
cana-1624	61	2	,	,	PUNCT
cana-1624	61	3	hejia	hejia	PROPN
cana-1624	61	4	,	,	PUNCT
cana-1624	61	5	et	et	PROPN
cana-1624	61	6	al	al	PROPN
cana-1624	61	7	.	.	PROPN
cana-1624	61	8	,	,	PUNCT
cana-1624	62	1	[	[	X
cana-1624	62	2	6	6	NUM
cana-1624	62	3	]	]	PUNCT
cana-1624	62	4	discussed	discuss	VERB
cana-1624	62	5	the	the	DET
cana-1624	62	6	development	development	NOUN
cana-1624	62	7	of	of	ADP
cana-1624	62	8	a	a	DET
cana-1624	62	9	security	security	NOUN
cana-1624	62	10	framework	framework	NOUN
cana-1624	62	11	specifically	specifically	ADV
cana-1624	62	12	designed	design	VERB
cana-1624	62	13	for	for	ADP
cana-1624	62	14	large	large	ADJ
cana-1624	62	15	-	-	PUNCT
cana-1624	62	16	scale	scale	NOUN
cana-1624	62	17	iot	iot	NOUN
cana-1624	62	18	applications	application	NOUN
cana-1624	62	19	within	within	ADP
cana-1624	62	20	fog	fog	NOUN
cana-1624	62	21	computing	computing	NOUN
cana-1624	62	22	environments	environment	NOUN
cana-1624	62	23	.	.	PUNCT
cana-1624	63	1	it	it	PRON
cana-1624	63	2	highlights	highlight	VERB
cana-1624	63	3	the	the	DET
cana-1624	63	4	necessity	necessity	NOUN
cana-1624	63	5	of	of	ADP
cana-1624	63	6	a	a	DET
cana-1624	63	7	comprehensive	comprehensive	ADJ
cana-1624	63	8	approach	approach	NOUN
cana-1624	63	9	that	that	PRON
cana-1624	63	10	includes	include	VERB
cana-1624	63	11	advanced	advanced	ADJ
cana-1624	63	12	threat	threat	NOUN
cana-1624	63	13	detection	detection	NOUN
cana-1624	63	14	mechanisms	mechanism	NOUN
cana-1624	63	15	,	,	PUNCT
cana-1624	63	16	robust	robust	ADJ
cana-1624	63	17	encryption	encryption	NOUN
cana-1624	63	18	methods	method	NOUN
cana-1624	63	19	,	,	PUNCT
cana-1624	63	20	and	and	CCONJ
cana-1624	63	21	stringent	stringent	ADJ
cana-1624	63	22	access	access	NOUN
cana-1624	63	23	control	control	NOUN
cana-1624	63	24	policies	policy	NOUN
cana-1624	63	25	.	.	PUNCT
cana-1624	64	1	the	the	DET
cana-1624	64	2	framework	framework	NOUN
cana-1624	64	3	is	be	AUX
cana-1624	64	4	aimed	aim	VERB
cana-1624	64	5	at	at	ADP
cana-1624	64	6	addressing	address	VERB
cana-1624	64	7	the	the	DET
cana-1624	64	8	unique	unique	ADJ
cana-1624	64	9	security	security	NOUN
cana-1624	64	10	challenges	challenge	NOUN
cana-1624	64	11	posed	pose	VERB
cana-1624	64	12	by	by	ADP
cana-1624	64	13	the	the	DET
cana-1624	64	14	vast	vast	ADJ
cana-1624	64	15	scale	scale	NOUN
cana-1624	64	16	and	and	CCONJ
cana-1624	64	17	complexity	complexity	NOUN
cana-1624	64	18	of	of	ADP
cana-1624	64	19	iot	iot	PROPN
cana-1624	64	20	networks	network	NOUN
cana-1624	64	21	,	,	PUNCT
cana-1624	64	22	ensuring	ensure	VERB
cana-1624	64	23	data	datum	NOUN
cana-1624	64	24	integrity	integrity	NOUN
cana-1624	64	25	and	and	CCONJ
cana-1624	64	26	confidentiality	confidentiality	NOUN
cana-1624	64	27	across	across	ADP
cana-1624	64	28	distributed	distribute	VERB
cana-1624	64	29	computing	computing	NOUN
cana-1624	64	30	resources	resource	NOUN
cana-1624	64	31	.	.	PUNCT
cana-1624	65	1	k.	k.	PROPN
cana-1624	66	1	v.	v.	PROPN
cana-1624	66	2	m.	m.	PROPN
cana-1624	66	3	mohan	mohan	PROPN
cana-1624	66	4	,	,	PUNCT
cana-1624	66	5	sarangam	sarangam	PROPN
cana-1624	66	6	kodati	kodati	PROPN
cana-1624	66	7	,	,	PUNCT
cana-1624	66	8	v.	v.	PROPN
cana-1624	66	9	gopi	gopi	PROPN
cana-1624	66	10	krishna	krishna	PROPN
cana-1624	66	11	mohan	mohan	PROPN
cana-1624	66	12	et	et	PROPN
cana-1624	66	13	al	al	PROPN
cana-1624	66	14	.	.	PUNCT
cana-1624	67	1	[	[	X
cana-1624	67	2	12	12	NUM
cana-1624	67	3	]	]	PUNCT
cana-1624	67	4	explored	explore	VERB
cana-1624	67	5	the	the	DET
cana-1624	67	6	integration	integration	NOUN
cana-1624	67	7	of	of	ADP
cana-1624	67	8	sdn	sdn	PROPN
cana-1624	67	9	technologies	technology	NOUN
cana-1624	67	10	to	to	PART
cana-1624	67	11	secure	secure	VERB
cana-1624	67	12	iot	iot	ADJ
cana-1624	67	13	infrastructures	infrastructure	NOUN
cana-1624	67	14	,	,	PUNCT
cana-1624	67	15	focusing	focus	VERB
cana-1624	67	16	on	on	ADP
cana-1624	67	17	the	the	DET
cana-1624	67	18	dynamic	dynamic	ADJ
cana-1624	67	19	and	and	CCONJ
cana-1624	67	20	automated	automate	VERB
cana-1624	67	21	distribution	distribution	NOUN
cana-1624	67	22	of	of	ADP
cana-1624	67	23	security	security	NOUN
cana-1624	67	24	policies	policy	NOUN
cana-1624	67	25	.	.	PUNCT
cana-1624	68	1	the	the	DET
cana-1624	68	2	article	article	NOUN
cana-1624	68	3	presents	present	VERB
cana-1624	68	4	a	a	DET
cana-1624	68	5	case	case	NOUN
cana-1624	68	6	study	study	NOUN
cana-1624	68	7	on	on	ADP
cana-1624	68	8	the	the	DET
cana-1624	68	9	application	application	NOUN
cana-1624	68	10	of	of	ADP
cana-1624	68	11	sdn	sdn	PROPN
cana-1624	68	12	in	in	ADP
cana-1624	68	13	an	an	DET
cana-1624	68	14	iot	iot	NOUN
cana-1624	68	15	scenario	scenario	NOUN
cana-1624	68	16	,	,	PUNCT
cana-1624	68	17	demonstrating	demonstrate	VERB
cana-1624	68	18	how	how	SCONJ
cana-1624	68	19	sdn	sdn	PROPN
cana-1624	68	20	's	's	PART
cana-1624	68	21	centralized	centralized	ADJ
cana-1624	68	22	control	control	NOUN
cana-1624	68	23	can	can	AUX
cana-1624	68	24	be	be	AUX
cana-1624	68	25	leveraged	leverage	VERB
cana-1624	68	26	to	to	PART
cana-1624	68	27	achieve	achieve	VERB
cana-1624	68	28	enhanced	enhanced	ADJ
cana-1624	68	29	security	security	NOUN
cana-1624	68	30	,	,	PUNCT
cana-1624	68	31	reduced	reduce	VERB
cana-1624	68	32	cpu	cpu	NOUN
cana-1624	68	33	usage	usage	NOUN
cana-1624	68	34	,	,	PUNCT
cana-1624	68	35	and	and	CCONJ
cana-1624	68	36	improved	improve	VERB
cana-1624	68	37	overall	overall	ADJ
cana-1624	68	38	network	network	NOUN
cana-1624	68	39	management	management	NOUN
cana-1624	68	40	.	.	PUNCT
cana-1624	69	1	the	the	DET
cana-1624	69	2	findings	finding	NOUN
cana-1624	69	3	underscore	underscore	VERB
cana-1624	69	4	the	the	DET
cana-1624	69	5	critical	critical	ADJ
cana-1624	69	6	role	role	NOUN
cana-1624	69	7	of	of	ADP
cana-1624	69	8	sdn	sdn	PROPN
cana-1624	69	9	in	in	ADP
cana-1624	69	10	addressing	address	VERB
cana-1624	69	11	the	the	DET
cana-1624	69	12	evolving	evolve	VERB
cana-1624	69	13	security	security	NOUN
cana-1624	69	14	needs	need	NOUN
cana-1624	69	15	of	of	ADP
cana-1624	69	16	iot	iot	NOUN
cana-1624	69	17	networks	network	NOUN
cana-1624	69	18	.	.	PUNCT
cana-1624	70	1	saeed	saeed	PROPN
cana-1624	70	2	javanmardi	javanmardi	PROPN
cana-1624	70	3	,	,	PUNCT
cana-1624	70	4	mohammad	mohammad	PROPN
cana-1624	70	5	shojafar	shojafar	PROPN
cana-1624	70	6	,	,	PUNCT
cana-1624	70	7	reza	reza	PROPN
cana-1624	70	8	mohammadi	mohammadi	PROPN
cana-1624	70	9	javanmardi	javanmardi	PROPN
cana-1624	70	10	et	et	PROPN
cana-1624	70	11	al	al	PROPN
cana-1624	70	12	.	.	PUNCT
cana-1624	71	1	[	[	X
cana-1624	71	2	13	13	NUM
cana-1624	71	3	]	]	PUNCT
cana-1624	71	4	provided	provide	VERB
cana-1624	71	5	a	a	DET
cana-1624	71	6	comprehensive	comprehensive	ADJ
cana-1624	71	7	survey	survey	NOUN
cana-1624	71	8	from	from	ADP
cana-1624	71	9	an	an	DET
cana-1624	71	10	sdn	sdn	NOUN
cana-1624	71	11	perspective	perspective	NOUN
cana-1624	71	12	on	on	ADP
cana-1624	71	13	iot	iot	ADJ
cana-1624	71	14	-	-	PUNCT
cana-1624	71	15	fog	fog	NOUN
cana-1624	71	16	security	security	NOUN
cana-1624	71	17	,	,	PUNCT
cana-1624	71	18	offering	offer	VERB
cana-1624	71	19	an	an	DET
cana-1624	71	20	in	in	ADP
cana-1624	71	21	-	-	PUNCT
cana-1624	71	22	depth	depth	NOUN
cana-1624	71	23	analysis	analysis	NOUN
cana-1624	71	24	of	of	ADP
cana-1624	71	25	current	current	ADJ
cana-1624	71	26	security	security	NOUN
cana-1624	71	27	challenges	challenge	NOUN
cana-1624	71	28	,	,	PUNCT
cana-1624	71	29	solutions	solution	NOUN
cana-1624	71	30	,	,	PUNCT
cana-1624	71	31	and	and	CCONJ
cana-1624	71	32	future	future	ADJ
cana-1624	71	33	directions	direction	NOUN
cana-1624	71	34	.	.	PUNCT
cana-1624	72	1	the	the	DET
cana-1624	72	2	article	article	NOUN
cana-1624	72	3	highlights	highlight	VERB
cana-1624	72	4	the	the	DET
cana-1624	72	5	synergy	synergy	NOUN
cana-1624	72	6	between	between	ADP
cana-1624	72	7	sdn	sdn	PROPN
cana-1624	72	8	and	and	CCONJ
cana-1624	72	9	fog	fog	PROPN
cana-1624	72	10	computing	computing	NOUN
cana-1624	72	11	as	as	ADP
cana-1624	72	12	a	a	DET
cana-1624	72	13	communications	communication	NOUN
cana-1624	72	14	on	on	ADP
cana-1624	72	15	applied	apply	VERB
cana-1624	72	16	nonlinear	nonlinear	ADJ
cana-1624	72	17	analysis	analysis	NOUN
cana-1624	72	18	issn	issn	NOUN
cana-1624	72	19	:	:	PUNCT
cana-1624	72	20	1074	1074	NUM
cana-1624	72	21	-	-	PUNCT
cana-1624	72	22	133x	133x	NUM
cana-1624	72	23	vol	vol	NOUN
cana-1624	72	24	32	32	NUM
cana-1624	72	25	no	no	NOUN
cana-1624	72	26	.	.	NOUN
cana-1624	72	27	1	1	NUM
cana-1624	72	28	(	(	PUNCT
cana-1624	72	29	2025	2025	NUM
cana-1624	72	30	)	)	PUNCT
cana-1624	72	31	105	105	NUM
cana-1624	72	32	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	72	33	promising	promise	VERB
cana-1624	72	34	approach	approach	NOUN
cana-1624	72	35	to	to	ADP
cana-1624	72	36	bolstering	bolster	VERB
cana-1624	72	37	iot	iot	ADJ
cana-1624	72	38	security	security	NOUN
cana-1624	72	39	,	,	PUNCT
cana-1624	72	40	discussing	discuss	VERB
cana-1624	72	41	various	various	ADJ
cana-1624	72	42	sdn	sdn	NOUN
cana-1624	72	43	-	-	PUNCT
cana-1624	72	44	based	base	VERB
cana-1624	72	45	security	security	NOUN
cana-1624	72	46	mechanisms	mechanism	NOUN
cana-1624	72	47	and	and	CCONJ
cana-1624	72	48	their	their	PRON
cana-1624	72	49	applicability	applicability	NOUN
cana-1624	72	50	to	to	PART
cana-1624	72	51	fog	fog	VERB
cana-1624	72	52	computing	computing	NOUN
cana-1624	72	53	environments	environment	NOUN
cana-1624	72	54	.	.	PUNCT
cana-1624	73	1	the	the	DET
cana-1624	73	2	survey	survey	NOUN
cana-1624	73	3	serves	serve	VERB
cana-1624	73	4	as	as	ADP
cana-1624	73	5	a	a	DET
cana-1624	73	6	valuable	valuable	ADJ
cana-1624	73	7	resource	resource	NOUN
cana-1624	73	8	for	for	ADP
cana-1624	73	9	researchers	researcher	NOUN
cana-1624	73	10	and	and	CCONJ
cana-1624	73	11	practitioners	practitioner	NOUN
cana-1624	73	12	seeking	seek	VERB
cana-1624	73	13	to	to	PART
cana-1624	73	14	navigate	navigate	VERB
cana-1624	73	15	the	the	DET
cana-1624	73	16	complexities	complexity	NOUN
cana-1624	73	17	of	of	ADP
cana-1624	73	18	iot	iot	ADJ
cana-1624	73	19	-	-	PUNCT
cana-1624	73	20	fog	fog	NOUN
cana-1624	73	21	security	security	NOUN
cana-1624	73	22	.	.	PUNCT
cana-1624	74	1	jumani	jumani	PROPN
cana-1624	74	2	,	,	PUNCT
cana-1624	74	3	awais	awais	PROPN
cana-1624	74	4	khan	khan	PROPN
cana-1624	74	5	,	,	PUNCT
cana-1624	74	6	et	et	PROPN
cana-1624	74	7	al	al	PROPN
cana-1624	74	8	.	.	PROPN
cana-1624	74	9	,	,	PUNCT
cana-1624	75	1	[	[	X
cana-1624	75	2	14	14	NUM
cana-1624	75	3	]	]	PUNCT
cana-1624	75	4	reviewed	review	VERB
cana-1624	75	5	the	the	DET
cana-1624	75	6	current	current	ADJ
cana-1624	75	7	state	state	NOUN
cana-1624	75	8	of	of	ADP
cana-1624	75	9	security	security	NOUN
cana-1624	75	10	within	within	ADP
cana-1624	75	11	fog	fog	PROPN
cana-1624	75	12	computing	computing	NOUN
cana-1624	75	13	,	,	PUNCT
cana-1624	75	14	addressing	address	VERB
cana-1624	75	15	key	key	ADJ
cana-1624	75	16	vulnerabilities	vulnerability	NOUN
cana-1624	75	17	,	,	PUNCT
cana-1624	75	18	threat	threat	NOUN
cana-1624	75	19	models	model	NOUN
cana-1624	75	20	,	,	PUNCT
cana-1624	75	21	and	and	CCONJ
cana-1624	75	22	security	security	NOUN
cana-1624	75	23	solutions	solution	NOUN
cana-1624	75	24	.	.	PUNCT
cana-1624	76	1	the	the	DET
cana-1624	76	2	article	article	NOUN
cana-1624	76	3	provides	provide	VERB
cana-1624	76	4	a	a	DET
cana-1624	76	5	critical	critical	ADJ
cana-1624	76	6	evaluation	evaluation	NOUN
cana-1624	76	7	of	of	ADP
cana-1624	76	8	existing	exist	VERB
cana-1624	76	9	security	security	NOUN
cana-1624	76	10	strategies	strategy	NOUN
cana-1624	76	11	and	and	CCONJ
cana-1624	76	12	emphasizes	emphasize	VERB
cana-1624	76	13	the	the	DET
cana-1624	76	14	need	need	NOUN
cana-1624	76	15	for	for	ADP
cana-1624	76	16	novel	novel	ADJ
cana-1624	76	17	approaches	approach	NOUN
cana-1624	76	18	that	that	PRON
cana-1624	76	19	can	can	AUX
cana-1624	76	20	effectively	effectively	ADV
cana-1624	76	21	counteract	counteract	VERB
cana-1624	76	22	the	the	DET
cana-1624	76	23	sophisticated	sophisticated	ADJ
cana-1624	76	24	threats	threat	NOUN
cana-1624	76	25	targeting	target	VERB
cana-1624	76	26	fog	fog	NOUN
cana-1624	76	27	computing	computing	NOUN
cana-1624	76	28	infrastructures	infrastructure	NOUN
cana-1624	76	29	.	.	PUNCT
cana-1624	77	1	the	the	DET
cana-1624	77	2	review	review	NOUN
cana-1624	77	3	calls	call	VERB
cana-1624	77	4	for	for	ADP
cana-1624	77	5	a	a	DET
cana-1624	77	6	concerted	concerted	ADJ
cana-1624	77	7	effort	effort	NOUN
cana-1624	77	8	from	from	ADP
cana-1624	77	9	the	the	DET
cana-1624	77	10	academic	academic	ADJ
cana-1624	77	11	and	and	CCONJ
cana-1624	77	12	industrial	industrial	ADJ
cana-1624	77	13	communities	community	NOUN
cana-1624	77	14	to	to	PART
cana-1624	77	15	develop	develop	VERB
cana-1624	77	16	more	more	ADV
cana-1624	77	17	resilient	resilient	ADJ
cana-1624	77	18	and	and	CCONJ
cana-1624	77	19	adaptive	adaptive	ADJ
cana-1624	77	20	security	security	NOUN
cana-1624	77	21	measures	measure	NOUN
cana-1624	77	22	for	for	ADP
cana-1624	77	23	fog	fog	NOUN
cana-1624	77	24	computing	computing	NOUN
cana-1624	77	25	environments	environment	NOUN
cana-1624	77	26	.	.	PUNCT
cana-1624	78	1	3	3	X
cana-1624	78	2	.	.	X
cana-1624	78	3	methods	method	NOUN
cana-1624	78	4	and	and	CCONJ
cana-1624	78	5	materials	material	NOUN
cana-1624	78	6	in	in	ADP
cana-1624	78	7	designing	design	VERB
cana-1624	78	8	a	a	DET
cana-1624	78	9	software	software	NOUN
cana-1624	78	10	defined	define	VERB
cana-1624	78	11	network	network	NOUN
cana-1624	78	12	(	(	PUNCT
cana-1624	78	13	sdn)-based	sdn)-base	VERB
cana-1624	78	14	security	security	NOUN
cana-1624	78	15	assessment	assessment	NOUN
cana-1624	78	16	framework	framework	NOUN
cana-1624	78	17	for	for	ADP
cana-1624	78	18	iot	iot	PROPN
cana-1624	78	19	fog	fog	PROPN
cana-1624	78	20	computing	computing	PROPN
cana-1624	78	21	,	,	PUNCT
cana-1624	78	22	the	the	DET
cana-1624	78	23	architecture	architecture	NOUN
cana-1624	78	24	has	have	AUX
cana-1624	78	25	been	be	AUX
cana-1624	78	26	structured	structure	VERB
cana-1624	78	27	to	to	PART
cana-1624	78	28	encompass	encompass	VERB
cana-1624	78	29	various	various	ADJ
cana-1624	78	30	layers	layer	NOUN
cana-1624	78	31	of	of	ADP
cana-1624	78	32	operation	operation	NOUN
cana-1624	78	33	,	,	PUNCT
cana-1624	78	34	each	each	PRON
cana-1624	78	35	with	with	ADP
cana-1624	78	36	its	its	PRON
cana-1624	78	37	distinct	distinct	ADJ
cana-1624	78	38	modules	module	NOUN
cana-1624	78	39	that	that	PRON
cana-1624	78	40	have	have	AUX
cana-1624	78	41	been	be	AUX
cana-1624	78	42	meticulously	meticulously	ADV
cana-1624	78	43	developed	develop	VERB
cana-1624	78	44	to	to	PART
cana-1624	78	45	enhance	enhance	VERB
cana-1624	78	46	security	security	NOUN
cana-1624	78	47	and	and	CCONJ
cana-1624	78	48	efficiency	efficiency	NOUN
cana-1624	78	49	across	across	ADP
cana-1624	78	50	the	the	DET
cana-1624	78	51	network	network	NOUN
cana-1624	78	52	.	.	PUNCT
cana-1624	79	1	this	this	DET
cana-1624	79	2	integrated	integrate	VERB
cana-1624	79	3	approach	approach	NOUN
cana-1624	79	4	has	have	AUX
cana-1624	79	5	led	lead	VERB
cana-1624	79	6	to	to	ADP
cana-1624	79	7	the	the	DET
cana-1624	79	8	creation	creation	NOUN
cana-1624	79	9	of	of	ADP
cana-1624	79	10	a	a	DET
cana-1624	79	11	robust	robust	ADJ
cana-1624	79	12	framework	framework	NOUN
cana-1624	79	13	capable	capable	ADJ
cana-1624	79	14	of	of	ADP
cana-1624	79	15	addressing	address	VERB
cana-1624	79	16	the	the	DET
cana-1624	79	17	intricate	intricate	ADJ
cana-1624	79	18	challenges	challenge	NOUN
cana-1624	79	19	associated	associate	VERB
cana-1624	79	20	with	with	ADP
cana-1624	79	21	managing	manage	VERB
cana-1624	79	22	and	and	CCONJ
cana-1624	79	23	securing	secure	VERB
cana-1624	79	24	distributed	distribute	VERB
cana-1624	79	25	iot	iot	NOUN
cana-1624	79	26	environments	environment	NOUN
cana-1624	79	27	.	.	PUNCT
cana-1624	80	1	below	below	ADV
cana-1624	80	2	is	be	AUX
cana-1624	80	3	a	a	DET
cana-1624	80	4	detailed	detailed	ADJ
cana-1624	80	5	description	description	NOUN
cana-1624	80	6	of	of	ADP
cana-1624	80	7	each	each	DET
cana-1624	80	8	module	module	NOUN
cana-1624	80	9	within	within	ADP
cana-1624	80	10	the	the	DET
cana-1624	80	11	framework	framework	NOUN
cana-1624	80	12	,	,	PUNCT
cana-1624	80	13	articulated	articulate	VERB
cana-1624	80	14	in	in	ADP
cana-1624	80	15	the	the	DET
cana-1624	80	16	perfect	perfect	ADJ
cana-1624	80	17	tense	tense	NOUN
cana-1624	80	18	to	to	PART
cana-1624	80	19	reflect	reflect	VERB
cana-1624	80	20	the	the	DET
cana-1624	80	21	completion	completion	NOUN
cana-1624	80	22	of	of	ADP
cana-1624	80	23	their	their	PRON
cana-1624	80	24	design	design	NOUN
cana-1624	80	25	and	and	CCONJ
cana-1624	80	26	functional	functional	ADJ
cana-1624	80	27	integration	integration	NOUN
cana-1624	80	28	.	.	PUNCT
cana-1624	81	1	3.1	3.1	NUM
cana-1624	81	2	.	.	PUNCT
cana-1624	81	3	iot	iot	PROPN
cana-1624	81	4	layer	layer	NOUN
cana-1624	81	5	devices	device	NOUN
cana-1624	81	6	module	module	NOUN
cana-1624	81	7	:	:	PUNCT
cana-1624	81	8	this	this	DET
cana-1624	81	9	module	module	NOUN
cana-1624	81	10	has	have	AUX
cana-1624	81	11	incorporated	incorporate	VERB
cana-1624	81	12	a	a	DET
cana-1624	81	13	wide	wide	ADJ
cana-1624	81	14	array	array	NOUN
cana-1624	81	15	of	of	ADP
cana-1624	81	16	iot	iot	PROPN
cana-1624	81	17	devices	device	NOUN
cana-1624	81	18	,	,	PUNCT
cana-1624	81	19	including	include	VERB
cana-1624	81	20	sensors	sensor	NOUN
cana-1624	81	21	and	and	CCONJ
cana-1624	81	22	actuators	actuator	NOUN
cana-1624	81	23	,	,	PUNCT
cana-1624	81	24	each	each	PRON
cana-1624	81	25	equipped	equip	VERB
cana-1624	81	26	with	with	ADP
cana-1624	81	27	the	the	DET
cana-1624	81	28	capability	capability	NOUN
cana-1624	81	29	to	to	PART
cana-1624	81	30	generate	generate	VERB
cana-1624	81	31	data	datum	NOUN
cana-1624	81	32	pertinent	pertinent	ADJ
cana-1624	81	33	to	to	ADP
cana-1624	81	34	their	their	PRON
cana-1624	81	35	specific	specific	ADJ
cana-1624	81	36	applications	application	NOUN
cana-1624	81	37	.	.	PUNCT
cana-1624	82	1	these	these	DET
cana-1624	82	2	devices	device	NOUN
cana-1624	82	3	have	have	AUX
cana-1624	82	4	been	be	AUX
cana-1624	82	5	designed	design	VERB
cana-1624	82	6	to	to	PART
cana-1624	82	7	operate	operate	VERB
cana-1624	82	8	with	with	ADP
cana-1624	82	9	minimal	minimal	ADJ
cana-1624	82	10	latency	latency	NOUN
cana-1624	82	11	and	and	CCONJ
cana-1624	82	12	optimized	optimize	VERB
cana-1624	82	13	energy	energy	NOUN
cana-1624	82	14	consumption	consumption	NOUN
cana-1624	82	15	,	,	PUNCT
cana-1624	82	16	ensuring	ensure	VERB
cana-1624	82	17	continuous	continuous	ADJ
cana-1624	82	18	data	data	NOUN
cana-1624	82	19	generation	generation	NOUN
cana-1624	82	20	even	even	ADV
cana-1624	82	21	in	in	ADP
cana-1624	82	22	resource	resource	NOUN
cana-1624	82	23	-	-	PUNCT
cana-1624	82	24	constrained	constrain	VERB
cana-1624	82	25	environments	environment	NOUN
cana-1624	82	26	.	.	PUNCT
cana-1624	83	1	the	the	DET
cana-1624	83	2	set	set	NOUN
cana-1624	83	3	of	of	ADP
cana-1624	83	4	iot	iot	PROPN
cana-1624	83	5	devices	device	NOUN
cana-1624	83	6	,	,	PUNCT
cana-1624	83	7	each	each	PRON
cana-1624	83	8	with	with	ADP
cana-1624	83	9	sensors	sensor	NOUN
cana-1624	83	10	generating	generate	VERB
cana-1624	83	11	data	datum	NOUN
cana-1624	83	12	,	,	PUNCT
cana-1624	83	13	is	be	AUX
cana-1624	83	14	represented	represent	VERB
cana-1624	83	15	as	as	ADP
cana-1624	83	16	:	:	PUNCT
cana-1624	83	17	eq	eq	NOUN
cana-1624	83	18	1	1	NUM
cana-1624	83	19			PROPN
cana-1624	83	20	1	1	NOUN
cana-1624	83	21	2	2	NUM
cana-1624	83	22	,	,	PUNCT
cana-1624	83	23	,	,	PUNCT
cana-1624	83	24	,	,	PUNCT
cana-1624	83	25	i	i	PRON
cana-1624	83	26	nd	nd	VERB
cana-1624	83	27	s	s	NOUN
cana-1624	83	28	s	s	PROPN
cana-1624	83	29	s=	s=	PROPN
cana-1624	83	30			PROPN
cana-1624	83	31	...	...	PUNCT
cana-1624	83	32	(	(	PUNCT
cana-1624	83	33	eq	eq	NOUN
cana-1624	83	34	1	1	NUM
cana-1624	83	35	)	)	PUNCT
cana-1624	83	36	where	where	SCONJ
cana-1624	83	37	i	i	PRON
cana-1624	83	38	d	d	PROPN
cana-1624	83	39	represents	represent	VERB
cana-1624	83	40	an	an	DET
cana-1624	83	41	iot	iot	ADJ
cana-1624	83	42	device	device	NOUN
cana-1624	83	43	and	and	CCONJ
cana-1624	83	44	js	js	ADJ
cana-1624	83	45	represents	represent	VERB
cana-1624	83	46	a	a	DET
cana-1624	83	47	sensor	sensor	NOUN
cana-1624	83	48	on	on	ADP
cana-1624	83	49	the	the	DET
cana-1624	83	50	device	device	NOUN
cana-1624	83	51	.	.	PUNCT
cana-1624	84	1	edge	edge	NOUN
cana-1624	84	2	nodes	node	NOUN
cana-1624	84	3	module	module	NOUN
cana-1624	84	4	:	:	PUNCT
cana-1624	84	5	directly	directly	ADV
cana-1624	84	6	connected	connect	VERB
cana-1624	84	7	to	to	ADP
cana-1624	84	8	the	the	DET
cana-1624	84	9	iot	iot	PROPN
cana-1624	84	10	devices	device	NOUN
cana-1624	84	11	,	,	PUNCT
cana-1624	84	12	the	the	DET
cana-1624	84	13	edge	edge	NOUN
cana-1624	84	14	nodes	node	NOUN
cana-1624	84	15	module	module	NOUN
cana-1624	84	16	has	have	AUX
cana-1624	84	17	been	be	AUX
cana-1624	84	18	established	establish	VERB
cana-1624	84	19	to	to	PART
cana-1624	84	20	perform	perform	VERB
cana-1624	84	21	preliminary	preliminary	ADJ
cana-1624	84	22	data	datum	NOUN
cana-1624	84	23	processing	processing	NOUN
cana-1624	84	24	and	and	CCONJ
cana-1624	84	25	filtering	filtering	NOUN
cana-1624	84	26	.	.	PUNCT
cana-1624	85	1	this	this	DET
cana-1624	85	2	initial	initial	ADJ
cana-1624	85	3	step	step	NOUN
cana-1624	85	4	has	have	AUX
cana-1624	85	5	significantly	significantly	ADV
cana-1624	85	6	reduced	reduce	VERB
cana-1624	85	7	latency	latency	NOUN
cana-1624	85	8	and	and	CCONJ
cana-1624	85	9	network	network	NOUN
cana-1624	85	10	traffic	traffic	NOUN
cana-1624	85	11	,	,	PUNCT
cana-1624	85	12	preparing	prepare	VERB
cana-1624	85	13	data	datum	NOUN
cana-1624	85	14	for	for	ADP
cana-1624	85	15	more	more	ADV
cana-1624	85	16	comprehensive	comprehensive	ADJ
cana-1624	85	17	analysis	analysis	NOUN
cana-1624	85	18	at	at	ADP
cana-1624	85	19	subsequent	subsequent	ADJ
cana-1624	85	20	layers	layer	NOUN
cana-1624	85	21	.	.	PUNCT
cana-1624	86	1	the	the	DET
cana-1624	86	2	preliminary	preliminary	ADJ
cana-1624	86	3	data	data	NOUN
cana-1624	86	4	processing	processing	NOUN
cana-1624	86	5	performed	perform	VERB
cana-1624	86	6	by	by	ADP
cana-1624	86	7	edge	edge	NOUN
cana-1624	86	8	nodes	node	NOUN
cana-1624	86	9	is	be	AUX
cana-1624	86	10	modeled	model	VERB
cana-1624	86	11	as	as	ADP
cana-1624	86	12	:	:	PUNCT
cana-1624	86	13	eq	eq	NOUN
cana-1624	86	14	2	2	NUM
cana-1624	86	15	(	(	PUNCT
cana-1624	86	16	)	)	PUNCT
cana-1624	86	17	(	(	PUNCT
cana-1624	86	18	)	)	PUNCT
cana-1624	86	19	1	1	NUM
cana-1624	86	20	‍	‍	NOUN
cana-1624	86	21	n	n	NOUN
cana-1624	86	22	e	e	NOUN
cana-1624	86	23	i	i	NOUN
cana-1624	86	24	e	e	PROPN
cana-1624	87	1	j	j	PROPN
cana-1624	87	2	j	j	PROPN
cana-1624	88	1	p	p	PROPN
cana-1624	88	2	d	d	X
cana-1624	88	3	f	f	X
cana-1624	88	4	s	s	NOUN
cana-1624	88	5	=	=	PUNCT
cana-1624	88	6	=	=	NOUN
cana-1624	88	7			X
cana-1624	88	8	...	...	PUNCT
cana-1624	88	9	(	(	PUNCT
cana-1624	88	10	eq	eq	NOUN
cana-1624	88	11	2	2	NUM
cana-1624	88	12	)	)	PUNCT
cana-1624	88	13	where	where	SCONJ
cana-1624	88	14	(	(	PUNCT
cana-1624	88	15	)	)	PUNCT
cana-1624	88	16	e	e	X
cana-1624	88	17	ip	ip	NOUN
cana-1624	88	18	d	d	NOUN
cana-1624	88	19	represents	represent	VERB
cana-1624	88	20	the	the	DET
cana-1624	88	21	processing	processing	NOUN
cana-1624	88	22	of	of	ADP
cana-1624	88	23	data	datum	NOUN
cana-1624	88	24	from	from	ADP
cana-1624	88	25	device	device	NOUN
cana-1624	88	26	i	i	X
cana-1624	88	27	d	d	PROPN
cana-1624	88	28	and	and	CCONJ
cana-1624	88	29	(	(	PUNCT
cana-1624	88	30	)	)	PUNCT
cana-1624	88	31	e	e	X
cana-1624	88	32	jf	jf	PROPN
cana-1624	88	33	s	s	PROPN
cana-1624	88	34	is	be	AUX
cana-1624	88	35	the	the	DET
cana-1624	88	36	function	function	NOUN
cana-1624	88	37	processing	processing	NOUN
cana-1624	88	38	data	datum	NOUN
cana-1624	88	39	from	from	ADP
cana-1624	88	40	sensor	sensor	NOUN
cana-1624	88	41	js	js	PROPN
cana-1624	88	42	.	.	PUNCT
cana-1624	89	1	communications	communication	NOUN
cana-1624	89	2	on	on	ADP
cana-1624	89	3	applied	apply	VERB
cana-1624	89	4	nonlinear	nonlinear	ADJ
cana-1624	89	5	analysis	analysis	NOUN
cana-1624	89	6	issn	issn	NOUN
cana-1624	89	7	:	:	PUNCT
cana-1624	89	8	1074	1074	NUM
cana-1624	89	9	-	-	PUNCT
cana-1624	89	10	133x	133x	NUM
cana-1624	89	11	vol	vol	NOUN
cana-1624	89	12	32	32	NUM
cana-1624	89	13	no	no	NOUN
cana-1624	89	14	.	.	NOUN
cana-1624	89	15	1	1	NUM
cana-1624	89	16	(	(	PUNCT
cana-1624	89	17	2025	2025	NUM
cana-1624	89	18	)	)	PUNCT
cana-1624	89	19	106	106	NUM
cana-1624	89	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	89	21	3.2	3.2	NUM
cana-1624	89	22	.	.	PUNCT
cana-1624	90	1	fog	fog	NOUN
cana-1624	90	2	computing	compute	VERB
cana-1624	90	3	layer	layer	NOUN
cana-1624	90	4	fog	fog	PROPN
cana-1624	90	5	nodes	node	NOUN
cana-1624	90	6	module	module	NOUN
cana-1624	90	7	:	:	PUNCT
cana-1624	90	8	positioned	position	VERB
cana-1624	90	9	closer	close	ADV
cana-1624	90	10	to	to	ADP
cana-1624	90	11	the	the	DET
cana-1624	90	12	iot	iot	PROPN
cana-1624	90	13	devices	device	NOUN
cana-1624	90	14	,	,	PUNCT
cana-1624	90	15	the	the	DET
cana-1624	90	16	fog	fog	NOUN
cana-1624	90	17	nodes	node	NOUN
cana-1624	90	18	module	module	NOUN
cana-1624	90	19	has	have	AUX
cana-1624	90	20	served	serve	VERB
cana-1624	90	21	as	as	ADP
cana-1624	90	22	an	an	DET
cana-1624	90	23	intermediate	intermediate	ADJ
cana-1624	90	24	layer	layer	NOUN
cana-1624	90	25	for	for	ADP
cana-1624	90	26	data	data	NOUN
cana-1624	90	27	processing	processing	NOUN
cana-1624	90	28	,	,	PUNCT
cana-1624	90	29	analysis	analysis	NOUN
cana-1624	90	30	,	,	PUNCT
cana-1624	90	31	and	and	CCONJ
cana-1624	90	32	temporary	temporary	ADJ
cana-1624	90	33	storage	storage	NOUN
cana-1624	90	34	.	.	PUNCT
cana-1624	91	1	this	this	DET
cana-1624	91	2	strategic	strategic	ADJ
cana-1624	91	3	placement	placement	NOUN
cana-1624	91	4	has	have	AUX
cana-1624	91	5	effectively	effectively	ADV
cana-1624	91	6	offloaded	offload	VERB
cana-1624	91	7	the	the	DET
cana-1624	91	8	cloud	cloud	NOUN
cana-1624	91	9	layer	layer	NOUN
cana-1624	91	10	,	,	PUNCT
cana-1624	91	11	reducing	reduce	VERB
cana-1624	91	12	latency	latency	NOUN
cana-1624	91	13	and	and	CCONJ
cana-1624	91	14	enabling	enable	VERB
cana-1624	91	15	quicker	quick	ADJ
cana-1624	91	16	response	response	NOUN
cana-1624	91	17	times	time	NOUN
cana-1624	91	18	for	for	ADP
cana-1624	91	19	timesensitive	timesensitive	ADJ
cana-1624	91	20	applications	application	NOUN
cana-1624	91	21	.	.	PUNCT
cana-1624	92	1	data	datum	NOUN
cana-1624	92	2	processing	processing	NOUN
cana-1624	92	3	at	at	ADP
cana-1624	92	4	fog	fog	NOUN
cana-1624	92	5	nodes	node	NOUN
cana-1624	92	6	is	be	AUX
cana-1624	92	7	given	give	VERB
cana-1624	92	8	by	by	ADP
cana-1624	92	9	:	:	PUNCT
cana-1624	92	10	eq	eq	NOUN
cana-1624	92	11	3	3	NUM
cana-1624	92	12	(	(	PUNCT
cana-1624	92	13	)	)	PUNCT
cana-1624	92	14	(	(	PUNCT
cana-1624	93	1	)	)	PUNCT
cana-1624	93	2	(	(	PUNCT
cana-1624	93	3	)	)	PUNCT
cana-1624	93	4	1	1	NUM
cana-1624	93	5	‍	‍	NOUN
cana-1624	93	6	m	m	PROPN
cana-1624	93	7	proc	proc	NOUN
cana-1624	93	8	f	f	PROPN
cana-1624	94	1	e	e	NOUN
cana-1624	95	1	i	i	PRON
cana-1624	96	1	i	i	PRON
cana-1624	96	2	f	f	VERB
cana-1624	97	1	d	d	NOUN
cana-1624	97	2	g	g	PROPN
cana-1624	97	3	p	p	X
cana-1624	97	4	d	d	X
cana-1624	97	5	=	=	SYM
cana-1624	97	6	=	=	NOUN
cana-1624	97	7			X
cana-1624	97	8	...	...	PUNCT
cana-1624	97	9	(	(	PUNCT
cana-1624	97	10	eq	eq	NOUN
cana-1624	97	11	3	3	NUM
cana-1624	97	12	)	)	PUNCT
cana-1624	97	13	where	where	SCONJ
cana-1624	97	14	(	(	PUNCT
cana-1624	97	15	)	)	PUNCT
cana-1624	97	16	procf	procf	PROPN
cana-1624	98	1	d	d	ADP
cana-1624	98	2	denotes	denote	VERB
cana-1624	98	3	the	the	DET
cana-1624	98	4	processing	processing	NOUN
cana-1624	98	5	of	of	ADP
cana-1624	98	6	data	datum	NOUN
cana-1624	98	7	from	from	ADP
cana-1624	98	8	devices	device	NOUN
cana-1624	98	9	d	d	NOUN
cana-1624	98	10	at	at	ADP
cana-1624	98	11	a	a	DET
cana-1624	98	12	fog	fog	NOUN
cana-1624	98	13	node	node	NOUN
cana-1624	98	14	.	.	PUNCT
cana-1624	99	1	security	security	NOUN
cana-1624	99	2	functions	function	NOUN
cana-1624	99	3	module	module	NOUN
cana-1624	99	4	:	:	PUNCT
cana-1624	99	5	within	within	ADP
cana-1624	99	6	the	the	DET
cana-1624	99	7	fog	fog	NOUN
cana-1624	99	8	computing	compute	VERB
cana-1624	99	9	layer	layer	NOUN
cana-1624	99	10	,	,	PUNCT
cana-1624	99	11	the	the	DET
cana-1624	99	12	security	security	NOUN
cana-1624	99	13	functions	function	NOUN
cana-1624	99	14	module	module	NOUN
cana-1624	99	15	has	have	AUX
cana-1624	99	16	been	be	AUX
cana-1624	99	17	integral	integral	ADJ
cana-1624	99	18	in	in	ADP
cana-1624	99	19	conducting	conduct	VERB
cana-1624	99	20	localized	localized	ADJ
cana-1624	99	21	security	security	NOUN
cana-1624	99	22	assessments	assessment	NOUN
cana-1624	99	23	.	.	PUNCT
cana-1624	100	1	it	it	PRON
cana-1624	100	2	has	have	AUX
cana-1624	100	3	been	be	AUX
cana-1624	100	4	adept	adept	ADJ
cana-1624	100	5	at	at	ADP
cana-1624	100	6	identifying	identify	VERB
cana-1624	100	7	anomalies	anomaly	NOUN
cana-1624	100	8	and	and	CCONJ
cana-1624	100	9	initiating	initiate	VERB
cana-1624	100	10	initial	initial	ADJ
cana-1624	100	11	threat	threat	NOUN
cana-1624	100	12	mitigation	mitigation	NOUN
cana-1624	100	13	efforts	effort	NOUN
cana-1624	100	14	,	,	PUNCT
cana-1624	100	15	thereby	thereby	ADV
cana-1624	100	16	enhancing	enhance	VERB
cana-1624	100	17	the	the	DET
cana-1624	100	18	security	security	NOUN
cana-1624	100	19	posture	posture	NOUN
cana-1624	100	20	at	at	ADP
cana-1624	100	21	the	the	DET
cana-1624	100	22	network	network	NOUN
cana-1624	100	23	's	's	PART
cana-1624	100	24	edge	edge	NOUN
cana-1624	100	25	.	.	PUNCT
cana-1624	101	1	security	security	NOUN
cana-1624	101	2	assessments	assessment	NOUN
cana-1624	101	3	at	at	ADP
cana-1624	101	4	fog	fog	NOUN
cana-1624	101	5	nodes	node	NOUN
cana-1624	101	6	are	be	AUX
cana-1624	101	7	modeled	model	VERB
cana-1624	101	8	as	as	ADP
cana-1624	101	9	:	:	PUNCT
cana-1624	101	10	eq	eq	NOUN
cana-1624	101	11	4	4	NUM
cana-1624	101	12	(	(	PUNCT
cana-1624	101	13	)	)	PUNCT
cana-1624	101	14	(	(	PUNCT
cana-1624	101	15	)	)	PUNCT
cana-1624	101	16	{	{	PUNCT
cana-1624	101	17	|	|	ADV
cana-1624	101	18	,	,	PUNCT
cana-1624	101	19	}	}	PUNCT
cana-1624	101	20	fog	fog	NOUN
cana-1624	101	21	i	i	PRON
cana-1624	101	22	is	be	AUX
cana-1624	101	23	d	d	PROPN
cana-1624	101	24	a	a	PROPN
cana-1624	101	25	d	d	NOUN
cana-1624	101	26	a	a	DET
cana-1624	101	27	a	a	DET
cana-1624	101	28	d	d	NOUN
cana-1624	101	29	d=	d=	NOUN
cana-1624	101	30			PROPN
cana-1624	101	31			NOUN
cana-1624	101	32	...	...	PUNCT
cana-1624	101	33	(	(	PUNCT
cana-1624	101	34	eq	eq	NOUN
cana-1624	101	35	4	4	NUM
cana-1624	101	36	)	)	PUNCT
cana-1624	102	1	where	where	SCONJ
cana-1624	102	2	(	(	PUNCT
cana-1624	102	3	)	)	PUNCT
cana-1624	102	4	fogs	fogs	PROPN
cana-1624	102	5	d	d	PROPN
cana-1624	102	6	represents	represent	VERB
cana-1624	102	7	the	the	DET
cana-1624	102	8	security	security	NOUN
cana-1624	102	9	functions	function	NOUN
cana-1624	102	10	applied	apply	VERB
cana-1624	102	11	to	to	ADP
cana-1624	102	12	data	datum	NOUN
cana-1624	102	13	from	from	ADP
cana-1624	102	14	devices	device	NOUN
cana-1624	102	15	d	d	PROPN
cana-1624	102	16	.	.	PUNCT
cana-1624	103	1	3.3	3.3	NUM
cana-1624	103	2	.	.	PUNCT
cana-1624	104	1	cloud	cloud	NOUN
cana-1624	104	2	computing	computing	NOUN
cana-1624	104	3	layer	layer	NOUN
cana-1624	104	4	cloud	cloud	NOUN
cana-1624	104	5	services	service	NOUN
cana-1624	104	6	module	module	NOUN
cana-1624	105	1	:	:	PUNCT
cana-1624	105	2	the	the	DET
cana-1624	105	3	cloud	cloud	PROPN
cana-1624	105	4	services	service	NOUN
cana-1624	105	5	module	module	NOUN
cana-1624	105	6	has	have	AUX
cana-1624	105	7	provided	provide	VERB
cana-1624	105	8	extensive	extensive	ADJ
cana-1624	105	9	data	datum	NOUN
cana-1624	105	10	analysis	analysis	NOUN
cana-1624	105	11	,	,	PUNCT
cana-1624	105	12	long	long	ADJ
cana-1624	105	13	-	-	PUNCT
cana-1624	105	14	term	term	NOUN
cana-1624	105	15	storage	storage	NOUN
cana-1624	105	16	,	,	PUNCT
cana-1624	105	17	and	and	CCONJ
cana-1624	105	18	advanced	advanced	ADJ
cana-1624	105	19	security	security	NOUN
cana-1624	105	20	analysis	analysis	NOUN
cana-1624	105	21	capabilities	capability	NOUN
cana-1624	105	22	.	.	PUNCT
cana-1624	106	1	by	by	ADP
cana-1624	106	2	leveraging	leverage	VERB
cana-1624	106	3	the	the	DET
cana-1624	106	4	cloud	cloud	NOUN
cana-1624	106	5	's	's	PART
cana-1624	106	6	computational	computational	ADJ
cana-1624	106	7	power	power	NOUN
cana-1624	106	8	and	and	CCONJ
cana-1624	106	9	resources	resource	NOUN
cana-1624	106	10	,	,	PUNCT
cana-1624	106	11	this	this	DET
cana-1624	106	12	module	module	NOUN
cana-1624	106	13	has	have	AUX
cana-1624	106	14	played	play	VERB
cana-1624	106	15	a	a	DET
cana-1624	106	16	critical	critical	ADJ
cana-1624	106	17	role	role	NOUN
cana-1624	106	18	in	in	ADP
cana-1624	106	19	the	the	DET
cana-1624	106	20	overarching	overarching	ADJ
cana-1624	106	21	security	security	NOUN
cana-1624	106	22	management	management	NOUN
cana-1624	106	23	and	and	CCONJ
cana-1624	106	24	data	datum	NOUN
cana-1624	106	25	processing	processing	NOUN
cana-1624	106	26	framework	framework	NOUN
cana-1624	106	27	.	.	PUNCT
cana-1624	107	1	comprehensive	comprehensive	ADJ
cana-1624	107	2	data	datum	NOUN
cana-1624	107	3	analysis	analysis	NOUN
cana-1624	107	4	in	in	ADP
cana-1624	107	5	the	the	DET
cana-1624	107	6	cloud	cloud	NOUN
cana-1624	107	7	is	be	AUX
cana-1624	107	8	represented	represent	VERB
cana-1624	107	9	by	by	ADP
cana-1624	107	10	:	:	PUNCT
cana-1624	107	11	eq	eq	NOUN
cana-1624	107	12	5	5	NUM
cana-1624	107	13	(	(	PUNCT
cana-1624	107	14	)	)	PUNCT
cana-1624	107	15	(	(	PUNCT
cana-1624	107	16	)	)	PUNCT
cana-1624	107	17	(	(	PUNCT
cana-1624	107	18	)	)	PUNCT
cana-1624	107	19	1	1	NUM
cana-1624	107	20	‍	‍	NOUN
cana-1624	107	21	p	p	NOUN
cana-1624	107	22	analysis	analysis	NOUN
cana-1624	107	23	c	c	NOUN
cana-1624	107	24	proc	proc	NOUN
cana-1624	107	25	k	k	PROPN
cana-1624	108	1	k	k	PROPN
cana-1624	108	2	c	c	PROPN
cana-1624	109	1	f	f	PROPN
cana-1624	109	2	h	h	NOUN
cana-1624	110	1	f	f	PROPN
cana-1624	111	1	d	d	NOUN
cana-1624	111	2	=	=	SYM
cana-1624	111	3	=	=	NOUN
cana-1624	111	4			X
cana-1624	111	5	...	...	PUNCT
cana-1624	111	6	(	(	PUNCT
cana-1624	111	7	eq	eq	NOUN
cana-1624	111	8	5	5	NUM
cana-1624	111	9	)	)	PUNCT
cana-1624	111	10	where	where	SCONJ
cana-1624	111	11	(	(	PUNCT
cana-1624	111	12	)	)	PUNCT
cana-1624	111	13	analysisc	analysisc	NOUN
cana-1624	111	14	f	f	PROPN
cana-1624	111	15	represents	represent	VERB
cana-1624	111	16	the	the	DET
cana-1624	111	17	comprehensive	comprehensive	ADJ
cana-1624	111	18	analysis	analysis	NOUN
cana-1624	111	19	of	of	ADP
cana-1624	111	20	data	datum	NOUN
cana-1624	111	21	processed	process	VERB
cana-1624	111	22	by	by	ADP
cana-1624	111	23	fog	fog	NOUN
cana-1624	111	24	nodes	node	NOUN
cana-1624	111	25	1	1	NUM
cana-1624	111	26	2	2	NUM
cana-1624	111	27	,	,	PUNCT
cana-1624	111	28	,	,	PUNCT
cana-1624	111	29	...	...	PUNCT
cana-1624	111	30	,	,	PUNCT
cana-1624	111	31	pf	pf	PROPN
cana-1624	111	32	f	f	PROPN
cana-1624	111	33	f	f	PROPN
cana-1624	111	34	f=	f=	NOUN
cana-1624	111	35	in	in	ADP
cana-1624	111	36	the	the	DET
cana-1624	111	37	cloud	cloud	NOUN
cana-1624	111	38	,	,	PUNCT
cana-1624	111	39	and	and	CCONJ
cana-1624	111	40	ch	ch	NOUN
cana-1624	111	41	is	be	AUX
cana-1624	111	42	the	the	DET
cana-1624	111	43	function	function	NOUN
cana-1624	111	44	representing	represent	VERB
cana-1624	111	45	cloud	cloud	NOUN
cana-1624	111	46	-	-	PUNCT
cana-1624	111	47	based	base	VERB
cana-1624	111	48	processing	processing	NOUN
cana-1624	111	49	(	(	PUNCT
cana-1624	111	50	e.g.	e.g.	ADJ
cana-1624	111	51	,	,	PUNCT
cana-1624	111	52	long	long	ADJ
cana-1624	111	53	-	-	PUNCT
cana-1624	111	54	term	term	NOUN
cana-1624	111	55	analysis	analysis	NOUN
cana-1624	111	56	,	,	PUNCT
cana-1624	111	57	storage	storage	NOUN
cana-1624	111	58	)	)	PUNCT
cana-1624	111	59	.	.	PUNCT
cana-1624	112	1	central	central	ADJ
cana-1624	112	2	security	security	NOUN
cana-1624	112	3	management	management	NOUN
cana-1624	112	4	module	module	NOUN
cana-1624	112	5	:	:	PUNCT
cana-1624	112	6	this	this	DET
cana-1624	112	7	module	module	NOUN
cana-1624	112	8	has	have	AUX
cana-1624	112	9	hosted	host	VERB
cana-1624	112	10	the	the	DET
cana-1624	112	11	comprehensive	comprehensive	ADJ
cana-1624	112	12	security	security	NOUN
cana-1624	112	13	policies	policy	NOUN
cana-1624	112	14	and	and	CCONJ
cana-1624	112	15	orchestrated	orchestrated	ADJ
cana-1624	112	16	security	security	NOUN
cana-1624	112	17	updates	update	NOUN
cana-1624	112	18	and	and	CCONJ
cana-1624	112	19	configurations	configuration	NOUN
cana-1624	112	20	across	across	ADP
cana-1624	112	21	the	the	DET
cana-1624	112	22	network	network	NOUN
cana-1624	112	23	.	.	PUNCT
cana-1624	113	1	it	it	PRON
cana-1624	113	2	has	have	AUX
cana-1624	113	3	ensured	ensure	VERB
cana-1624	113	4	that	that	SCONJ
cana-1624	113	5	security	security	NOUN
cana-1624	113	6	measures	measure	NOUN
cana-1624	113	7	are	be	AUX
cana-1624	113	8	consistently	consistently	ADV
cana-1624	113	9	applied	apply	VERB
cana-1624	113	10	and	and	CCONJ
cana-1624	113	11	updated	update	VERB
cana-1624	113	12	in	in	ADP
cana-1624	113	13	accordance	accordance	NOUN
cana-1624	113	14	with	with	ADP
cana-1624	113	15	the	the	DET
cana-1624	113	16	latest	late	ADJ
cana-1624	113	17	threat	threat	NOUN
cana-1624	113	18	intelligence	intelligence	NOUN
cana-1624	113	19	.	.	PUNCT
cana-1624	114	1	the	the	DET
cana-1624	114	2	management	management	NOUN
cana-1624	114	3	of	of	ADP
cana-1624	114	4	security	security	NOUN
cana-1624	114	5	policies	policy	NOUN
cana-1624	114	6	is	be	AUX
cana-1624	114	7	modeled	model	VERB
cana-1624	114	8	as	as	ADP
cana-1624	114	9	:	:	PUNCT
cana-1624	114	10	eq	eq	NOUN
cana-1624	114	11	6	6	NUM
cana-1624	114	12	(	(	PUNCT
cana-1624	114	13	)	)	PUNCT
cana-1624	114	14	(	(	PUNCT
cana-1624	114	15	)	)	PUNCT
cana-1624	114	16	(	(	PUNCT
cana-1624	114	17	)	)	PUNCT
cana-1624	114	18	(	(	PUNCT
cana-1624	114	19	)	)	PUNCT
cana-1624	114	20	,	,	PUNCT
cana-1624	114	21	‍	‍	PROPN
cana-1624	114	22	,	,	PUNCT
cana-1624	114	23	isec	isec	NOUN
cana-1624	114	24	d	d	PROPN
cana-1624	114	25	d	d	PROPN
cana-1624	114	26	fog	fog	PROPN
cana-1624	114	27	i	i	PRON
cana-1624	114	28	analysis	analysis	VERB
cana-1624	114	29	jm	jm	PROPN
cana-1624	114	30	s	s	PROPN
cana-1624	114	31	c	c	PROPN
cana-1624	114	32	s	s	PROPN
cana-1624	114	33	d	d	X
cana-1624	114	34	c	c	NOUN
cana-1624	114	35	f=	f=	PRON
cana-1624	114	36	...	...	PUNCT
cana-1624	115	1	(	(	PUNCT
cana-1624	115	2	eq	eq	NOUN
cana-1624	115	3	6	6	NUM
cana-1624	115	4	)	)	PUNCT
cana-1624	115	5	integrating	integrate	VERB
cana-1624	115	6	security	security	NOUN
cana-1624	115	7	assessments	assessment	NOUN
cana-1624	115	8	and	and	CCONJ
cana-1624	115	9	cloud	cloud	NOUN
cana-1624	115	10	analyses	analysis	NOUN
cana-1624	115	11	.	.	PUNCT
cana-1624	116	1	communications	communication	NOUN
cana-1624	116	2	on	on	ADP
cana-1624	116	3	applied	apply	VERB
cana-1624	116	4	nonlinear	nonlinear	ADJ
cana-1624	116	5	analysis	analysis	NOUN
cana-1624	116	6	issn	issn	NOUN
cana-1624	116	7	:	:	PUNCT
cana-1624	116	8	1074	1074	NUM
cana-1624	116	9	-	-	PUNCT
cana-1624	116	10	133x	133x	NUM
cana-1624	116	11	vol	vol	NOUN
cana-1624	116	12	32	32	NUM
cana-1624	116	13	no	no	NOUN
cana-1624	116	14	.	.	NOUN
cana-1624	116	15	1	1	NUM
cana-1624	116	16	(	(	PUNCT
cana-1624	116	17	2025	2025	NUM
cana-1624	116	18	)	)	PUNCT
cana-1624	116	19	107	107	NUM
cana-1624	116	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	116	21	where	where	SCONJ
cana-1624	116	22	(	(	PUNCT
cana-1624	116	23	)	)	PUNCT
cana-1624	116	24	sec	sec	PROPN
cana-1624	116	25	,	,	PUNCT
cana-1624	116	26	m	m	VERB
cana-1624	116	27	s	s	PRON
cana-1624	116	28	c	c	NOUN
cana-1624	116	29	represents	represent	VERB
cana-1624	116	30	the	the	DET
cana-1624	116	31	management	management	NOUN
cana-1624	116	32	of	of	ADP
cana-1624	116	33	security	security	NOUN
cana-1624	116	34	policies	policy	NOUN
cana-1624	116	35	based	base	VERB
cana-1624	116	36	on	on	ADP
cana-1624	116	37	security	security	NOUN
cana-1624	116	38	assessments	assessment	NOUN
cana-1624	116	39	s	s	PART
cana-1624	116	40	from	from	ADP
cana-1624	116	41	fog	fog	NOUN
cana-1624	116	42	nodes	node	NOUN
cana-1624	116	43	and	and	CCONJ
cana-1624	116	44	analysis	analysis	NOUN
cana-1624	116	45	c	c	NOUN
cana-1624	116	46	from	from	ADP
cana-1624	116	47	cloud	cloud	NOUN
cana-1624	116	48	services	service	NOUN
cana-1624	116	49	,	,	PUNCT
cana-1624	116	50	and	and	CCONJ
cana-1624	116	51			NOUN
cana-1624	116	52	is	be	AUX
cana-1624	116	53	a	a	DET
cana-1624	116	54	function	function	NOUN
cana-1624	116	55	integrating	integrate	VERB
cana-1624	116	56	these	these	DET
cana-1624	116	57	inputs	input	NOUN
cana-1624	116	58	to	to	PART
cana-1624	116	59	update	update	VERB
cana-1624	116	60	and	and	CCONJ
cana-1624	116	61	enforce	enforce	VERB
cana-1624	116	62	security	security	NOUN
cana-1624	116	63	policies	policy	NOUN
cana-1624	116	64	.	.	PUNCT
cana-1624	117	1	3.4	3.4	NUM
cana-1624	117	2	.	.	PUNCT
cana-1624	118	1	sdn	sdn	PROPN
cana-1624	118	2	controllers	controller	NOUN
cana-1624	118	3	centralized	centralize	VERB
cana-1624	118	4	controller	controller	NOUN
cana-1624	118	5	module	module	NOUN
cana-1624	118	6	:	:	PUNCT
cana-1624	118	7	the	the	DET
cana-1624	118	8	centralized	centralized	ADJ
cana-1624	118	9	controller	controller	NOUN
cana-1624	118	10	has	have	AUX
cana-1624	118	11	managed	manage	VERB
cana-1624	118	12	network	network	NOUN
cana-1624	118	13	resources	resource	NOUN
cana-1624	118	14	across	across	ADP
cana-1624	118	15	the	the	DET
cana-1624	118	16	cloud	cloud	NOUN
cana-1624	118	17	,	,	PUNCT
cana-1624	118	18	fog	fog	PROPN
cana-1624	118	19	,	,	PUNCT
cana-1624	118	20	and	and	CCONJ
cana-1624	118	21	iot	iot	ADJ
cana-1624	118	22	layers	layer	NOUN
cana-1624	118	23	.	.	PUNCT
cana-1624	119	1	it	it	PRON
cana-1624	119	2	has	have	AUX
cana-1624	119	3	implemented	implement	VERB
cana-1624	119	4	security	security	NOUN
cana-1624	119	5	policies	policy	NOUN
cana-1624	119	6	,	,	PUNCT
cana-1624	119	7	optimized	optimize	VERB
cana-1624	119	8	traffic	traffic	NOUN
cana-1624	119	9	flow	flow	NOUN
cana-1624	119	10	,	,	PUNCT
cana-1624	119	11	and	and	CCONJ
cana-1624	119	12	dynamically	dynamically	ADV
cana-1624	119	13	adjusted	adjust	VERB
cana-1624	119	14	network	network	NOUN
cana-1624	119	15	configurations	configuration	NOUN
cana-1624	119	16	to	to	PART
cana-1624	119	17	maintain	maintain	VERB
cana-1624	119	18	an	an	DET
cana-1624	119	19	efficient	efficient	ADJ
cana-1624	119	20	and	and	CCONJ
cana-1624	119	21	secure	secure	ADJ
cana-1624	119	22	network	network	NOUN
cana-1624	119	23	environment	environment	NOUN
cana-1624	119	24	.	.	PUNCT
cana-1624	120	1	network	network	NOUN
cana-1624	120	2	configuration	configuration	NOUN
cana-1624	120	3	actions	action	NOUN
cana-1624	120	4	are	be	AUX
cana-1624	120	5	determined	determine	VERB
cana-1624	120	6	by	by	ADP
cana-1624	120	7	:	:	PUNCT
cana-1624	120	8	eq	eq	NOUN
cana-1624	120	9	7	7	NUM
cana-1624	120	10	(	(	PUNCT
cana-1624	120	11	)	)	PUNCT
cana-1624	120	12	(	(	PUNCT
cana-1624	120	13	)	)	PUNCT
cana-1624	120	14	(	(	PUNCT
cana-1624	120	15	)	)	PUNCT
cana-1624	120	16	,	,	PUNCT
cana-1624	120	17	ψ	ψ	X
cana-1624	120	18	,	,	PUNCT
cana-1624	120	19	,	,	PUNCT
cana-1624	120	20	config	config	PROPN
cana-1624	120	21	secn	secn	PROPN
cana-1624	120	22	s	s	PROPN
cana-1624	121	1	c	c	NOUN
cana-1624	121	2	m	m	NOUN
cana-1624	121	3	s	s	NOUN
cana-1624	121	4	c	c	NOUN
cana-1624	121	5	r=	r=	ADJ
cana-1624	121	6	...	...	PUNCT
cana-1624	121	7	(	(	PUNCT
cana-1624	121	8	eq	eq	NOUN
cana-1624	121	9	7	7	NUM
cana-1624	121	10	)	)	PUNCT
cana-1624	121	11	reflecting	reflect	VERB
cana-1624	121	12	the	the	DET
cana-1624	121	13	dynamic	dynamic	ADJ
cana-1624	121	14	adjustments	adjustment	NOUN
cana-1624	121	15	based	base	VERB
cana-1624	121	16	on	on	ADP
cana-1624	121	17	security	security	NOUN
cana-1624	121	18	management	management	NOUN
cana-1624	121	19	outputs	output	NOUN
cana-1624	121	20	.	.	PUNCT
cana-1624	122	1	distributed	distribute	VERB
cana-1624	122	2	controllers	controller	NOUN
cana-1624	122	3	module	module	NOUN
cana-1624	122	4	:	:	PUNCT
cana-1624	122	5	deployed	deploy	VERB
cana-1624	122	6	at	at	ADP
cana-1624	122	7	strategic	strategic	ADJ
cana-1624	122	8	locations	location	NOUN
cana-1624	122	9	within	within	ADP
cana-1624	122	10	the	the	DET
cana-1624	122	11	fog	fog	NOUN
cana-1624	122	12	nodes	node	NOUN
cana-1624	123	1	,	,	PUNCT
cana-1624	123	2	the	the	DET
cana-1624	123	3	distributed	distribute	VERB
cana-1624	123	4	controllers	controller	NOUN
cana-1624	123	5	have	have	AUX
cana-1624	123	6	ensured	ensure	VERB
cana-1624	123	7	scalability	scalability	NOUN
cana-1624	123	8	and	and	CCONJ
cana-1624	123	9	resilience	resilience	NOUN
cana-1624	123	10	.	.	PUNCT
cana-1624	124	1	these	these	DET
cana-1624	124	2	controllers	controller	NOUN
cana-1624	124	3	have	have	AUX
cana-1624	124	4	managed	manage	VERB
cana-1624	124	5	local	local	ADJ
cana-1624	124	6	network	network	NOUN
cana-1624	124	7	segments	segment	NOUN
cana-1624	124	8	and	and	CCONJ
cana-1624	124	9	communicated	communicate	VERB
cana-1624	124	10	with	with	ADP
cana-1624	124	11	the	the	DET
cana-1624	124	12	centralized	centralized	ADJ
cana-1624	124	13	controller	controller	NOUN
cana-1624	124	14	to	to	PART
cana-1624	124	15	maintain	maintain	VERB
cana-1624	124	16	a	a	DET
cana-1624	124	17	cohesive	cohesive	ADJ
cana-1624	124	18	network	network	NOUN
cana-1624	124	19	operation	operation	NOUN
cana-1624	124	20	.	.	PUNCT
cana-1624	125	1	local	local	ADJ
cana-1624	125	2	network	network	NOUN
cana-1624	125	3	management	management	NOUN
cana-1624	125	4	at	at	ADP
cana-1624	125	5	fog	fog	NOUN
cana-1624	125	6	nodes	node	NOUN
cana-1624	125	7	is	be	AUX
cana-1624	125	8	described	describe	VERB
cana-1624	125	9	as	as	ADP
cana-1624	125	10	:	:	PUNCT
cana-1624	125	11	eq	eq	NOUN
cana-1624	125	12	8	8	NUM
cana-1624	125	13	(	(	PUNCT
cana-1624	125	14	)	)	PUNCT
cana-1624	125	15	(	(	PUNCT
cana-1624	125	16	)	)	PUNCT
cana-1624	125	17	(	(	PUNCT
cana-1624	125	18	)	)	PUNCT
cana-1624	125	19	(	(	PUNCT
cana-1624	125	20	)	)	PUNCT
cana-1624	125	21	,	,	PUNCT
cana-1624	125	22	ω	ω	X
cana-1624	125	23	,	,	PUNCT
cana-1624	125	24	local	local	ADJ
cana-1624	125	25	fog	fog	NOUN
cana-1624	125	26	procn	procn	NOUN
cana-1624	126	1	d	d	X
cana-1624	126	2	f	f	PROPN
cana-1624	126	3	s	s	PROPN
cana-1624	126	4	d	d	X
cana-1624	126	5	f	f	PROPN
cana-1624	126	6	d=	d=	NOUN
cana-1624	126	7	...	...	PUNCT
cana-1624	127	1	(	(	PUNCT
cana-1624	127	2	eq	eq	NOUN
cana-1624	127	3	8)	8)	NUM
cana-1624	127	4	focusing	focus	VERB
cana-1624	127	5	on	on	ADP
cana-1624	127	6	local	local	ADJ
cana-1624	127	7	security	security	NOUN
cana-1624	127	8	and	and	CCONJ
cana-1624	127	9	data	datum	NOUN
cana-1624	127	10	processing	processing	NOUN
cana-1624	127	11	adjustments	adjustment	NOUN
cana-1624	127	12	.	.	PUNCT
cana-1624	128	1	3.5	3.5	NUM
cana-1624	128	2	.	.	PUNCT
cana-1624	128	3	operational	operational	ADJ
cana-1624	128	4	and	and	CCONJ
cana-1624	128	5	security	security	NOUN
cana-1624	128	6	modules	module	NOUN
cana-1624	128	7	sdn	sdn	NOUN
cana-1624	128	8	-	-	PUNCT
cana-1624	128	9	based	base	VERB
cana-1624	128	10	security	security	NOUN
cana-1624	128	11	policy	policy	NOUN
cana-1624	128	12	manager	manager	NOUN
cana-1624	128	13	:	:	PUNCT
cana-1624	128	14	this	this	DET
cana-1624	128	15	manager	manager	NOUN
cana-1624	128	16	has	have	AUX
cana-1624	128	17	centralized	centralize	VERB
cana-1624	128	18	the	the	DET
cana-1624	128	19	definition	definition	NOUN
cana-1624	128	20	and	and	CCONJ
cana-1624	128	21	management	management	NOUN
cana-1624	128	22	of	of	ADP
cana-1624	128	23	security	security	NOUN
cana-1624	128	24	policies	policy	NOUN
cana-1624	128	25	,	,	PUNCT
cana-1624	128	26	effectively	effectively	ADV
cana-1624	128	27	distributing	distribute	VERB
cana-1624	128	28	rules	rule	NOUN
cana-1624	128	29	across	across	ADP
cana-1624	128	30	the	the	DET
cana-1624	128	31	network	network	NOUN
cana-1624	128	32	through	through	ADP
cana-1624	128	33	sdn	sdn	NOUN
cana-1624	128	34	controllers	controller	NOUN
cana-1624	128	35	.	.	PUNCT
cana-1624	129	1	it	it	PRON
cana-1624	129	2	has	have	AUX
cana-1624	129	3	been	be	AUX
cana-1624	129	4	pivotal	pivotal	ADJ
cana-1624	129	5	in	in	ADP
cana-1624	129	6	maintaining	maintain	VERB
cana-1624	129	7	a	a	DET
cana-1624	129	8	unified	unified	ADJ
cana-1624	129	9	security	security	NOUN
cana-1624	129	10	stance	stance	NOUN
cana-1624	129	11	.	.	PUNCT
cana-1624	130	1	real	real	ADJ
cana-1624	130	2	-	-	PUNCT
cana-1624	130	3	time	time	NOUN
cana-1624	130	4	monitoring	monitoring	NOUN
cana-1624	130	5	and	and	CCONJ
cana-1624	130	6	anomaly	anomaly	NOUN
cana-1624	130	7	detection	detection	NOUN
cana-1624	130	8	:	:	PUNCT
cana-1624	130	9	by	by	ADP
cana-1624	130	10	utilizing	utilize	VERB
cana-1624	130	11	machine	machine	NOUN
cana-1624	130	12	learning	learning	NOUN
cana-1624	130	13	algorithms	algorithm	NOUN
cana-1624	130	14	,	,	PUNCT
cana-1624	130	15	this	this	DET
cana-1624	130	16	module	module	NOUN
cana-1624	130	17	has	have	AUX
cana-1624	130	18	analyzed	analyze	VERB
cana-1624	130	19	traffic	traffic	NOUN
cana-1624	130	20	patterns	pattern	NOUN
cana-1624	130	21	and	and	CCONJ
cana-1624	130	22	detected	detect	VERB
cana-1624	130	23	anomalies	anomaly	NOUN
cana-1624	130	24	in	in	ADP
cana-1624	130	25	real	real	ADJ
cana-1624	130	26	-	-	PUNCT
cana-1624	130	27	time	time	NOUN
cana-1624	130	28	.	.	PUNCT
cana-1624	131	1	it	it	PRON
cana-1624	131	2	has	have	AUX
cana-1624	131	3	been	be	AUX
cana-1624	131	4	crucial	crucial	ADJ
cana-1624	131	5	in	in	ADP
cana-1624	131	6	signaling	signal	VERB
cana-1624	131	7	potential	potential	ADJ
cana-1624	131	8	security	security	NOUN
cana-1624	131	9	threats	threat	NOUN
cana-1624	131	10	,	,	PUNCT
cana-1624	131	11	allowing	allow	VERB
cana-1624	131	12	for	for	ADP
cana-1624	131	13	swift	swift	ADJ
cana-1624	131	14	mitigative	mitigative	NOUN
cana-1624	131	15	actions	action	NOUN
cana-1624	131	16	.	.	PUNCT
cana-1624	132	1	anomaly	anomaly	PROPN
cana-1624	132	2	detection	detection	NOUN
cana-1624	132	3	is	be	AUX
cana-1624	132	4	formalized	formalize	VERB
cana-1624	132	5	as	as	ADP
cana-1624	132	6	:	:	PUNCT
cana-1624	132	7	eq	eq	NOUN
cana-1624	132	8	9	9	NUM
cana-1624	132	9	(	(	PUNCT
cana-1624	132	10	)	)	PUNCT
cana-1624	132	11	(	(	PUNCT
cana-1624	132	12	)	)	PUNCT
cana-1624	132	13			NOUN
cana-1624	132	14	|	|	NOUN
cana-1624	132	15	,	,	PUNCT
cana-1624	132	16	detecta	detecta	NOUN
cana-1624	132	17	x	x	PUNCT
cana-1624	132	18	x	x	PUNCT
cana-1624	132	19	x	x	PUNCT
cana-1624	132	20	x	x	SYM
cana-1624	132	21	x	x	PROPN
cana-1624	132	22	=	=	PROPN
cana-1624	132	23			NOUN
cana-1624	132	24			INTJ
cana-1624	132	25	...	...	PUNCT
cana-1624	132	26	(	(	PUNCT
cana-1624	132	27	eq	eq	NOUN
cana-1624	132	28	9	9	NUM
cana-1624	132	29	)	)	PUNCT
cana-1624	132	30	where	where	SCONJ
cana-1624	132	31	(	(	PUNCT
cana-1624	132	32	)	)	PUNCT
cana-1624	132	33	x	x	PROPN
cana-1624	132	34	measures	measure	VERB
cana-1624	132	35	deviation	deviation	NOUN
cana-1624	132	36	from	from	ADP
cana-1624	132	37	the	the	DET
cana-1624	132	38	norm	norm	NOUN
cana-1624	132	39	.	.	PUNCT
cana-1624	133	1	automated	automate	VERB
cana-1624	133	2	response	response	NOUN
cana-1624	133	3	system	system	NOUN
cana-1624	133	4	:	:	PUNCT
cana-1624	133	5	in	in	ADP
cana-1624	133	6	response	response	NOUN
cana-1624	133	7	to	to	ADP
cana-1624	133	8	detected	detect	VERB
cana-1624	133	9	threats	threat	NOUN
cana-1624	133	10	,	,	PUNCT
cana-1624	133	11	this	this	DET
cana-1624	133	12	system	system	NOUN
cana-1624	133	13	has	have	AUX
cana-1624	133	14	automatically	automatically	ADV
cana-1624	133	15	adjusted	adjust	VERB
cana-1624	133	16	network	network	NOUN
cana-1624	133	17	configurations	configuration	NOUN
cana-1624	133	18	or	or	CCONJ
cana-1624	133	19	isolated	isolated	ADJ
cana-1624	133	20	devices	device	NOUN
cana-1624	133	21	/	/	SYM
cana-1624	133	22	nodes	node	NOUN
cana-1624	133	23	.	.	PUNCT
cana-1624	134	1	it	it	PRON
cana-1624	134	2	has	have	AUX
cana-1624	134	3	operated	operate	VERB
cana-1624	134	4	based	base	VERB
cana-1624	134	5	on	on	ADP
cana-1624	134	6	predefined	predefine	VERB
cana-1624	134	7	security	security	NOUN
cana-1624	134	8	policies	policy	NOUN
cana-1624	134	9	,	,	PUNCT
cana-1624	134	10	ensuring	ensure	VERB
cana-1624	134	11	a	a	DET
cana-1624	134	12	rapid	rapid	ADJ
cana-1624	134	13	response	response	NOUN
cana-1624	134	14	to	to	ADP
cana-1624	134	15	security	security	NOUN
cana-1624	134	16	incidents	incident	NOUN
cana-1624	134	17	.	.	PUNCT
cana-1624	135	1	the	the	DET
cana-1624	135	2	automated	automate	VERB
cana-1624	135	3	response	response	NOUN
cana-1624	135	4	to	to	ADP
cana-1624	135	5	anomalies	anomaly	NOUN
cana-1624	135	6	is	be	AUX
cana-1624	135	7	defined	define	VERB
cana-1624	135	8	as	as	ADP
cana-1624	135	9	:	:	PUNCT
cana-1624	135	10	eq	eq	NOUN
cana-1624	135	11	10	10	NUM
cana-1624	135	12	(	(	PUNCT
cana-1624	135	13	)	)	PUNCT
cana-1624	135	14	(	(	PUNCT
cana-1624	135	15	)	)	PUNCT
cana-1624	135	16	{	{	PUNCT
cana-1624	135	17	|	|	ADV
cana-1624	135	18	,	,	PUNCT
cana-1624	135	19	}	}	PUNCT
cana-1624	135	20	autor	autor	VERB
cana-1624	135	21	a	a	DET
cana-1624	135	22	r	r	NOUN
cana-1624	135	23	a	a	DET
cana-1624	135	24	a	a	DET
cana-1624	135	25	a	a	DET
cana-1624	135	26	r	r	NOUN
cana-1624	135	27	r=	r=	ADJ
cana-1624	135	28			NOUN
cana-1624	135	29			NOUN
cana-1624	135	30	...	...	PUNCT
cana-1624	136	1	(	(	PUNCT
cana-1624	136	2	eq	eq	NOUN
cana-1624	136	3	10	10	NUM
cana-1624	136	4	)	)	PUNCT
cana-1624	136	5	selecting	select	VERB
cana-1624	136	6	optimal	optimal	ADJ
cana-1624	136	7	responses	response	NOUN
cana-1624	136	8	for	for	ADP
cana-1624	136	9	detected	detect	VERB
cana-1624	136	10	anomalies	anomaly	NOUN
cana-1624	136	11	.	.	PUNCT
cana-1624	137	1	communications	communication	NOUN
cana-1624	137	2	on	on	ADP
cana-1624	137	3	applied	apply	VERB
cana-1624	137	4	nonlinear	nonlinear	ADJ
cana-1624	137	5	analysis	analysis	NOUN
cana-1624	137	6	issn	issn	NOUN
cana-1624	137	7	:	:	PUNCT
cana-1624	137	8	1074	1074	NUM
cana-1624	137	9	-	-	PUNCT
cana-1624	137	10	133x	133x	NUM
cana-1624	137	11	vol	vol	NOUN
cana-1624	137	12	32	32	NUM
cana-1624	137	13	no	no	NOUN
cana-1624	137	14	.	.	NOUN
cana-1624	137	15	1	1	NUM
cana-1624	137	16	(	(	PUNCT
cana-1624	137	17	2025	2025	NUM
cana-1624	137	18	)	)	PUNCT
cana-1624	137	19	108	108	NUM
cana-1624	137	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	137	21	data	data	NOUN
cana-1624	137	22	privacy	privacy	NOUN
cana-1624	137	23	and	and	CCONJ
cana-1624	137	24	integrity	integrity	NOUN
cana-1624	137	25	protocols	protocol	NOUN
cana-1624	137	26	:	:	PUNCT
cana-1624	137	27	ensuring	ensure	VERB
cana-1624	137	28	data	datum	NOUN
cana-1624	137	29	privacy	privacy	NOUN
cana-1624	137	30	across	across	ADP
cana-1624	137	31	the	the	DET
cana-1624	137	32	network	network	NOUN
cana-1624	137	33	,	,	PUNCT
cana-1624	137	34	this	this	DET
cana-1624	137	35	module	module	NOUN
cana-1624	137	36	has	have	AUX
cana-1624	137	37	implemented	implement	VERB
cana-1624	137	38	encryption	encryption	NOUN
cana-1624	137	39	and	and	CCONJ
cana-1624	137	40	data	datum	NOUN
cana-1624	137	41	integrity	integrity	NOUN
cana-1624	137	42	checks	check	NOUN
cana-1624	137	43	both	both	CCONJ
cana-1624	137	44	in	in	ADP
cana-1624	137	45	transit	transit	NOUN
cana-1624	137	46	and	and	CCONJ
cana-1624	137	47	at	at	ADP
cana-1624	137	48	rest	rest	NOUN
cana-1624	137	49	.	.	PUNCT
cana-1624	138	1	it	it	PRON
cana-1624	138	2	has	have	AUX
cana-1624	138	3	been	be	AUX
cana-1624	138	4	essential	essential	ADJ
cana-1624	138	5	in	in	ADP
cana-1624	138	6	safeguarding	safeguard	VERB
cana-1624	138	7	sensitive	sensitive	ADJ
cana-1624	138	8	information	information	NOUN
cana-1624	138	9	throughout	throughout	ADP
cana-1624	138	10	the	the	DET
cana-1624	138	11	network	network	NOUN
cana-1624	138	12	.	.	PUNCT
cana-1624	139	1	through	through	ADP
cana-1624	139	2	the	the	DET
cana-1624	139	3	integration	integration	NOUN
cana-1624	139	4	of	of	ADP
cana-1624	139	5	these	these	DET
cana-1624	139	6	modules	module	NOUN
cana-1624	139	7	,	,	PUNCT
cana-1624	139	8	the	the	DET
cana-1624	139	9	sdn	sdn	NOUN
cana-1624	139	10	-	-	PUNCT
cana-1624	139	11	based	base	VERB
cana-1624	139	12	security	security	NOUN
cana-1624	139	13	assessment	assessment	NOUN
cana-1624	139	14	framework	framework	NOUN
cana-1624	139	15	for	for	ADP
cana-1624	139	16	iot	iot	PROPN
cana-1624	139	17	fog	fog	PROPN
cana-1624	139	18	computing	computing	NOUN
cana-1624	139	19	has	have	AUX
cana-1624	139	20	been	be	AUX
cana-1624	139	21	meticulously	meticulously	ADV
cana-1624	139	22	designed	design	VERB
cana-1624	139	23	to	to	PART
cana-1624	139	24	offer	offer	VERB
cana-1624	139	25	a	a	DET
cana-1624	139	26	scalable	scalable	ADJ
cana-1624	139	27	,	,	PUNCT
cana-1624	139	28	flexible	flexible	ADJ
cana-1624	139	29	,	,	PUNCT
cana-1624	139	30	and	and	CCONJ
cana-1624	139	31	secure	secure	ADJ
cana-1624	139	32	infrastructure	infrastructure	NOUN
cana-1624	139	33	.	.	PUNCT
cana-1624	140	1	this	this	DET
cana-1624	140	2	comprehensive	comprehensive	ADJ
cana-1624	140	3	approach	approach	NOUN
cana-1624	140	4	has	have	AUX
cana-1624	140	5	addressed	address	VERB
cana-1624	140	6	the	the	DET
cana-1624	140	7	operational	operational	ADJ
cana-1624	140	8	and	and	CCONJ
cana-1624	140	9	security	security	NOUN
cana-1624	140	10	challenges	challenge	NOUN
cana-1624	140	11	inherent	inherent	ADJ
cana-1624	140	12	in	in	ADP
cana-1624	140	13	managing	manage	VERB
cana-1624	140	14	complex	complex	NOUN
cana-1624	140	15	,	,	PUNCT
cana-1624	140	16	distributed	distribute	VERB
cana-1624	140	17	iot	iot	NOUN
cana-1624	140	18	systems	system	NOUN
cana-1624	140	19	,	,	PUNCT
cana-1624	140	20	marking	mark	VERB
cana-1624	140	21	a	a	DET
cana-1624	140	22	significant	significant	ADJ
cana-1624	140	23	advancement	advancement	NOUN
cana-1624	140	24	in	in	ADP
cana-1624	140	25	the	the	DET
cana-1624	140	26	field	field	NOUN
cana-1624	140	27	of	of	ADP
cana-1624	140	28	iot	iot	ADJ
cana-1624	140	29	security	security	NOUN
cana-1624	140	30	.	.	PUNCT
cana-1624	141	1	4	4	X
cana-1624	141	2	.	.	X
cana-1624	141	3	experimental	experimental	ADJ
cana-1624	141	4	study	study	NOUN
cana-1624	141	5	in	in	ADP
cana-1624	141	6	the	the	DET
cana-1624	141	7	experimental	experimental	ADJ
cana-1624	141	8	study	study	NOUN
cana-1624	141	9	section	section	NOUN
cana-1624	141	10	of	of	ADP
cana-1624	141	11	our	our	PRON
cana-1624	141	12	article	article	NOUN
cana-1624	141	13	,	,	PUNCT
cana-1624	141	14	we	we	PRON
cana-1624	141	15	meticulously	meticulously	ADV
cana-1624	141	16	designed	design	VERB
cana-1624	141	17	and	and	CCONJ
cana-1624	141	18	executed	execute	VERB
cana-1624	141	19	a	a	DET
cana-1624	141	20	series	series	NOUN
cana-1624	141	21	of	of	ADP
cana-1624	141	22	experiments	experiment	NOUN
cana-1624	141	23	to	to	PART
cana-1624	141	24	evaluate	evaluate	VERB
cana-1624	141	25	the	the	DET
cana-1624	141	26	efficacy	efficacy	NOUN
cana-1624	141	27	and	and	CCONJ
cana-1624	141	28	performance	performance	NOUN
cana-1624	141	29	of	of	ADP
cana-1624	141	30	the	the	DET
cana-1624	141	31	proposed	propose	VERB
cana-1624	141	32	sdn	sdn	NOUN
cana-1624	141	33	-	-	PUNCT
cana-1624	141	34	based	base	VERB
cana-1624	141	35	security	security	NOUN
cana-1624	141	36	assessment	assessment	NOUN
cana-1624	141	37	framework	framework	NOUN
cana-1624	141	38	for	for	ADP
cana-1624	141	39	iot	iot	PROPN
cana-1624	141	40	fog	fog	PROPN
cana-1624	141	41	computing	computing	PROPN
cana-1624	141	42	environments	environment	NOUN
cana-1624	141	43	.	.	PUNCT
cana-1624	142	1	our	our	PRON
cana-1624	142	2	experimental	experimental	ADJ
cana-1624	142	3	setup	setup	NOUN
cana-1624	142	4	was	be	AUX
cana-1624	142	5	carefully	carefully	ADV
cana-1624	142	6	constructed	construct	VERB
cana-1624	142	7	to	to	PART
cana-1624	142	8	simulate	simulate	VERB
cana-1624	142	9	a	a	DET
cana-1624	142	10	real	real	ADJ
cana-1624	142	11	-	-	PUNCT
cana-1624	142	12	world	world	NOUN
cana-1624	142	13	iot	iot	PROPN
cana-1624	142	14	ecosystem	ecosystem	PROPN
cana-1624	142	15	,	,	PUNCT
cana-1624	142	16	incorporating	incorporate	VERB
cana-1624	142	17	a	a	DET
cana-1624	142	18	diverse	diverse	ADJ
cana-1624	142	19	array	array	NOUN
cana-1624	142	20	of	of	ADP
cana-1624	142	21	iot	iot	PROPN
cana-1624	142	22	devices	device	NOUN
cana-1624	142	23	,	,	PUNCT
cana-1624	142	24	fog	fog	NOUN
cana-1624	142	25	nodes	node	NOUN
cana-1624	142	26	,	,	PUNCT
cana-1624	142	27	and	and	CCONJ
cana-1624	142	28	cloud	cloud	NOUN
cana-1624	142	29	services	service	NOUN
cana-1624	142	30	,	,	PUNCT
cana-1624	142	31	all	all	PRON
cana-1624	142	32	orchestrated	orchestrate	VERB
cana-1624	142	33	under	under	ADP
cana-1624	142	34	the	the	DET
cana-1624	142	35	dynamic	dynamic	ADJ
cana-1624	142	36	control	control	NOUN
cana-1624	142	37	of	of	ADP
cana-1624	142	38	sdn	sdn	PROPN
cana-1624	142	39	.	.	PUNCT
cana-1624	143	1	we	we	PRON
cana-1624	143	2	established	establish	VERB
cana-1624	143	3	a	a	DET
cana-1624	143	4	testbed	testbed	NOUN
cana-1624	143	5	that	that	PRON
cana-1624	143	6	mimicked	mimic	VERB
cana-1624	143	7	a	a	DET
cana-1624	143	8	typical	typical	ADJ
cana-1624	143	9	iot	iot	ADJ
cana-1624	143	10	environment	environment	NOUN
cana-1624	143	11	with	with	ADP
cana-1624	143	12	multiple	multiple	ADJ
cana-1624	143	13	layers	layer	NOUN
cana-1624	143	14	,	,	PUNCT
cana-1624	143	15	including	include	VERB
cana-1624	143	16	the	the	DET
cana-1624	143	17	iot	iot	NOUN
cana-1624	143	18	layer	layer	NOUN
cana-1624	143	19	with	with	ADP
cana-1624	143	20	sensors	sensor	NOUN
cana-1624	143	21	and	and	CCONJ
cana-1624	143	22	actuators	actuator	NOUN
cana-1624	143	23	,	,	PUNCT
cana-1624	143	24	the	the	DET
cana-1624	143	25	fog	fog	NOUN
cana-1624	143	26	computing	computing	NOUN
cana-1624	143	27	layer	layer	NOUN
cana-1624	143	28	with	with	ADP
cana-1624	143	29	intermediate	intermediate	ADJ
cana-1624	143	30	processing	processing	NOUN
cana-1624	143	31	capabilities	capability	NOUN
cana-1624	143	32	,	,	PUNCT
cana-1624	143	33	and	and	CCONJ
cana-1624	143	34	the	the	DET
cana-1624	143	35	cloud	cloud	NOUN
cana-1624	143	36	computing	computing	NOUN
cana-1624	143	37	layer	layer	NOUN
cana-1624	143	38	for	for	ADP
cana-1624	143	39	extensive	extensive	ADJ
cana-1624	143	40	data	datum	NOUN
cana-1624	143	41	analysis	analysis	NOUN
cana-1624	143	42	and	and	CCONJ
cana-1624	143	43	storage	storage	NOUN
cana-1624	143	44	.	.	PUNCT
cana-1624	144	1	this	this	DET
cana-1624	144	2	setup	setup	NOUN
cana-1624	144	3	was	be	AUX
cana-1624	144	4	integrated	integrate	VERB
cana-1624	144	5	with	with	ADP
cana-1624	144	6	sdn	sdn	NOUN
cana-1624	144	7	controllers	controller	NOUN
cana-1624	144	8	to	to	PART
cana-1624	144	9	manage	manage	VERB
cana-1624	144	10	network	network	NOUN
cana-1624	144	11	resources	resource	NOUN
cana-1624	144	12	and	and	CCONJ
cana-1624	144	13	enforce	enforce	VERB
cana-1624	144	14	security	security	NOUN
cana-1624	144	15	policies	policy	NOUN
cana-1624	144	16	dynamically	dynamically	ADV
cana-1624	144	17	.	.	PUNCT
cana-1624	145	1	the	the	DET
cana-1624	145	2	environment	environment	NOUN
cana-1624	145	3	was	be	AUX
cana-1624	145	4	configured	configure	VERB
cana-1624	145	5	to	to	PART
cana-1624	145	6	simulate	simulate	VERB
cana-1624	145	7	various	various	ADJ
cana-1624	145	8	operational	operational	ADJ
cana-1624	145	9	scenarios	scenario	NOUN
cana-1624	145	10	,	,	PUNCT
cana-1624	145	11	including	include	VERB
cana-1624	145	12	normal	normal	ADJ
cana-1624	145	13	operation	operation	NOUN
cana-1624	145	14	,	,	PUNCT
cana-1624	145	15	security	security	NOUN
cana-1624	145	16	threat	threat	NOUN
cana-1624	145	17	scenarios	scenario	NOUN
cana-1624	145	18	such	such	ADJ
cana-1624	145	19	as	as	ADP
cana-1624	145	20	ddos	ddos	NOUN
cana-1624	145	21	attacks	attack	NOUN
cana-1624	145	22	,	,	PUNCT
cana-1624	145	23	data	datum	NOUN
cana-1624	145	24	breaches	breach	NOUN
cana-1624	145	25	,	,	PUNCT
cana-1624	145	26	and	and	CCONJ
cana-1624	145	27	unauthorized	unauthorized	ADJ
cana-1624	145	28	access	access	NOUN
cana-1624	145	29	attempts	attempt	NOUN
cana-1624	145	30	.	.	PUNCT
cana-1624	146	1	the	the	DET
cana-1624	146	2	methodology	methodology	NOUN
cana-1624	146	3	encompassed	encompass	VERB
cana-1624	146	4	the	the	DET
cana-1624	146	5	deployment	deployment	NOUN
cana-1624	146	6	of	of	ADP
cana-1624	146	7	the	the	DET
cana-1624	146	8	framework	framework	NOUN
cana-1624	146	9	,	,	PUNCT
cana-1624	146	10	starting	start	VERB
cana-1624	146	11	with	with	ADP
cana-1624	146	12	the	the	DET
cana-1624	146	13	configuration	configuration	NOUN
cana-1624	146	14	of	of	ADP
cana-1624	146	15	sdn	sdn	PROPN
cana-1624	146	16	controllers	controller	NOUN
cana-1624	146	17	to	to	PART
cana-1624	146	18	dynamically	dynamically	ADV
cana-1624	146	19	manage	manage	VERB
cana-1624	146	20	network	network	NOUN
cana-1624	146	21	traffic	traffic	NOUN
cana-1624	146	22	and	and	CCONJ
cana-1624	146	23	implement	implement	VERB
cana-1624	146	24	security	security	NOUN
cana-1624	146	25	policies	policy	NOUN
cana-1624	146	26	.	.	PUNCT
cana-1624	147	1	we	we	PRON
cana-1624	147	2	then	then	ADV
cana-1624	147	3	initiated	initiate	VERB
cana-1624	147	4	the	the	DET
cana-1624	147	5	process	process	NOUN
cana-1624	147	6	of	of	ADP
cana-1624	147	7	continuous	continuous	ADJ
cana-1624	147	8	monitoring	monitoring	NOUN
cana-1624	147	9	and	and	CCONJ
cana-1624	147	10	anomaly	anomaly	NOUN
cana-1624	147	11	detection	detection	NOUN
cana-1624	147	12	,	,	PUNCT
cana-1624	147	13	leveraging	leverage	VERB
cana-1624	147	14	the	the	DET
cana-1624	147	15	real	real	ADJ
cana-1624	147	16	-	-	PUNCT
cana-1624	147	17	time	time	NOUN
cana-1624	147	18	data	datum	NOUN
cana-1624	147	19	analysis	analysis	NOUN
cana-1624	147	20	capabilities	capability	NOUN
cana-1624	147	21	of	of	ADP
cana-1624	147	22	the	the	DET
cana-1624	147	23	framework	framework	NOUN
cana-1624	147	24	.	.	PUNCT
cana-1624	148	1	the	the	DET
cana-1624	148	2	automated	automate	VERB
cana-1624	148	3	response	response	NOUN
cana-1624	148	4	system	system	NOUN
cana-1624	148	5	was	be	AUX
cana-1624	148	6	activated	activate	VERB
cana-1624	148	7	to	to	PART
cana-1624	148	8	respond	respond	VERB
cana-1624	148	9	to	to	ADP
cana-1624	148	10	detected	detect	VERB
cana-1624	148	11	threats	threat	NOUN
cana-1624	148	12	,	,	PUNCT
cana-1624	148	13	adjusting	adjust	VERB
cana-1624	148	14	network	network	NOUN
cana-1624	148	15	configurations	configuration	NOUN
cana-1624	148	16	and	and	CCONJ
cana-1624	148	17	isolating	isolate	VERB
cana-1624	148	18	compromised	compromise	VERB
cana-1624	148	19	nodes	node	NOUN
cana-1624	148	20	as	as	ADP
cana-1624	148	21	necessary	necessary	ADJ
cana-1624	148	22	.	.	PUNCT
cana-1624	149	1	throughout	throughout	ADP
cana-1624	149	2	the	the	DET
cana-1624	149	3	experiments	experiment	NOUN
cana-1624	149	4	,	,	PUNCT
cana-1624	149	5	we	we	PRON
cana-1624	149	6	collected	collect	VERB
cana-1624	149	7	a	a	DET
cana-1624	149	8	comprehensive	comprehensive	ADJ
cana-1624	149	9	dataset	dataset	NOUN
cana-1624	149	10	encompassing	encompass	VERB
cana-1624	149	11	network	network	NOUN
cana-1624	149	12	traffic	traffic	NOUN
cana-1624	149	13	patterns	pattern	NOUN
cana-1624	149	14	,	,	PUNCT
cana-1624	149	15	security	security	NOUN
cana-1624	149	16	threat	threat	NOUN
cana-1624	149	17	detection	detection	NOUN
cana-1624	149	18	instances	instance	NOUN
cana-1624	149	19	,	,	PUNCT
cana-1624	149	20	response	response	NOUN
cana-1624	149	21	actions	action	NOUN
cana-1624	149	22	taken	take	VERB
cana-1624	149	23	,	,	PUNCT
cana-1624	149	24	and	and	CCONJ
cana-1624	149	25	the	the	DET
cana-1624	149	26	overall	overall	ADJ
cana-1624	149	27	impact	impact	NOUN
cana-1624	149	28	on	on	ADP
cana-1624	149	29	network	network	NOUN
cana-1624	149	30	performance	performance	NOUN
cana-1624	149	31	and	and	CCONJ
cana-1624	149	32	security	security	NOUN
cana-1624	149	33	.	.	PUNCT
cana-1624	150	1	the	the	DET
cana-1624	150	2	data	data	NOUN
cana-1624	150	3	analysis	analysis	NOUN
cana-1624	150	4	focused	focus	VERB
cana-1624	150	5	on	on	ADP
cana-1624	150	6	assessing	assess	VERB
cana-1624	150	7	the	the	DET
cana-1624	150	8	effectiveness	effectiveness	NOUN
cana-1624	150	9	of	of	ADP
cana-1624	150	10	the	the	DET
cana-1624	150	11	framework	framework	NOUN
cana-1624	150	12	in	in	ADP
cana-1624	150	13	detecting	detect	VERB
cana-1624	150	14	and	and	CCONJ
cana-1624	150	15	mitigating	mitigate	VERB
cana-1624	150	16	security	security	NOUN
cana-1624	150	17	threats	threat	NOUN
cana-1624	150	18	,	,	PUNCT
cana-1624	150	19	the	the	DET
cana-1624	150	20	efficiency	efficiency	NOUN
cana-1624	150	21	of	of	ADP
cana-1624	150	22	network	network	NOUN
cana-1624	150	23	resource	resource	NOUN
cana-1624	150	24	management	management	NOUN
cana-1624	150	25	,	,	PUNCT
cana-1624	150	26	and	and	CCONJ
cana-1624	150	27	the	the	DET
cana-1624	150	28	impact	impact	NOUN
cana-1624	150	29	on	on	ADP
cana-1624	150	30	the	the	DET
cana-1624	150	31	latency	latency	NOUN
cana-1624	150	32	and	and	CCONJ
cana-1624	150	33	throughput	throughput	NOUN
cana-1624	150	34	of	of	ADP
cana-1624	150	35	iot	iot	PROPN
cana-1624	150	36	applications	application	NOUN
cana-1624	150	37	.	.	PUNCT
cana-1624	151	1	the	the	DET
cana-1624	151	2	experimental	experimental	ADJ
cana-1624	151	3	study	study	NOUN
cana-1624	151	4	yielded	yield	VERB
cana-1624	151	5	significant	significant	ADJ
cana-1624	151	6	findings	finding	NOUN
cana-1624	151	7	,	,	PUNCT
cana-1624	151	8	demonstrating	demonstrate	VERB
cana-1624	151	9	the	the	DET
cana-1624	151	10	framework	framework	NOUN
cana-1624	151	11	's	's	PART
cana-1624	151	12	robust	robust	ADJ
cana-1624	151	13	capability	capability	NOUN
cana-1624	151	14	to	to	PART
cana-1624	151	15	enhance	enhance	VERB
cana-1624	151	16	security	security	NOUN
cana-1624	151	17	in	in	ADP
cana-1624	151	18	iot	iot	PROPN
cana-1624	151	19	fog	fog	PROPN
cana-1624	151	20	computing	computing	PROPN
cana-1624	151	21	environments	environment	NOUN
cana-1624	151	22	.	.	PUNCT
cana-1624	152	1	the	the	DET
cana-1624	152	2	sdn	sdn	NOUN
cana-1624	152	3	-	-	PUNCT
cana-1624	152	4	based	base	VERB
cana-1624	152	5	security	security	NOUN
cana-1624	152	6	assessment	assessment	NOUN
cana-1624	152	7	framework	framework	NOUN
cana-1624	152	8	successfully	successfully	ADV
cana-1624	152	9	detected	detect	VERB
cana-1624	152	10	and	and	CCONJ
cana-1624	152	11	mitigated	mitigate	VERB
cana-1624	152	12	a	a	DET
cana-1624	152	13	wide	wide	ADJ
cana-1624	152	14	range	range	NOUN
cana-1624	152	15	of	of	ADP
cana-1624	152	16	simulated	simulated	ADJ
cana-1624	152	17	security	security	NOUN
cana-1624	152	18	threats	threat	NOUN
cana-1624	152	19	in	in	ADP
cana-1624	152	20	real	real	ADJ
cana-1624	152	21	-	-	PUNCT
cana-1624	152	22	time	time	NOUN
cana-1624	152	23	,	,	PUNCT
cana-1624	152	24	significantly	significantly	ADV
cana-1624	152	25	reducing	reduce	VERB
cana-1624	152	26	the	the	DET
cana-1624	152	27	potential	potential	ADJ
cana-1624	152	28	impact	impact	NOUN
cana-1624	152	29	on	on	ADP
cana-1624	152	30	the	the	DET
cana-1624	152	31	network	network	NOUN
cana-1624	152	32	.	.	PUNCT
cana-1624	153	1	the	the	DET
cana-1624	153	2	dynamic	dynamic	ADJ
cana-1624	153	3	network	network	NOUN
cana-1624	153	4	configuration	configuration	NOUN
cana-1624	153	5	and	and	CCONJ
cana-1624	153	6	automated	automate	VERB
cana-1624	153	7	response	response	NOUN
cana-1624	153	8	system	system	NOUN
cana-1624	153	9	proved	prove	VERB
cana-1624	153	10	effective	effective	ADJ
cana-1624	153	11	in	in	ADP
cana-1624	153	12	isolating	isolate	VERB
cana-1624	153	13	compromised	compromise	VERB
cana-1624	153	14	nodes	node	NOUN
cana-1624	153	15	and	and	CCONJ
cana-1624	153	16	preventing	prevent	VERB
cana-1624	153	17	the	the	DET
cana-1624	153	18	spread	spread	NOUN
cana-1624	153	19	of	of	ADP
cana-1624	153	20	attacks	attack	NOUN
cana-1624	153	21	,	,	PUNCT
cana-1624	153	22	while	while	SCONJ
cana-1624	153	23	minimizing	minimize	VERB
cana-1624	153	24	disruptions	disruption	NOUN
cana-1624	153	25	to	to	ADP
cana-1624	153	26	normal	normal	ADJ
cana-1624	153	27	operations	operation	NOUN
cana-1624	153	28	.	.	PUNCT
cana-1624	154	1	the	the	DET
cana-1624	154	2	framework	framework	NOUN
cana-1624	154	3	also	also	ADV
cana-1624	154	4	exhibited	exhibit	VERB
cana-1624	154	5	a	a	DET
cana-1624	154	6	notable	notable	ADJ
cana-1624	154	7	improvement	improvement	NOUN
cana-1624	154	8	in	in	ADP
cana-1624	154	9	network	network	NOUN
cana-1624	154	10	resource	resource	NOUN
cana-1624	154	11	management	management	NOUN
cana-1624	154	12	,	,	PUNCT
cana-1624	154	13	optimizing	optimize	VERB
cana-1624	154	14	traffic	traffic	NOUN
cana-1624	154	15	flow	flow	NOUN
cana-1624	154	16	and	and	CCONJ
cana-1624	154	17	resource	resource	NOUN
cana-1624	154	18	allocation	allocation	NOUN
cana-1624	154	19	to	to	PART
cana-1624	154	20	enhance	enhance	VERB
cana-1624	154	21	the	the	DET
cana-1624	154	22	performance	performance	NOUN
cana-1624	154	23	of	of	ADP
cana-1624	154	24	iot	iot	NOUN
cana-1624	154	25	applications	application	NOUN
cana-1624	154	26	.	.	PUNCT
cana-1624	155	1	despite	despite	SCONJ
cana-1624	155	2	the	the	DET
cana-1624	155	3	additional	additional	ADJ
cana-1624	155	4	overhead	overhead	NOUN
cana-1624	155	5	introduced	introduce	VERB
cana-1624	155	6	by	by	ADP
cana-1624	155	7	security	security	NOUN
cana-1624	155	8	monitoring	monitoring	NOUN
cana-1624	155	9	and	and	CCONJ
cana-1624	155	10	response	response	NOUN
cana-1624	155	11	mechanisms	mechanism	NOUN
cana-1624	155	12	,	,	PUNCT
cana-1624	155	13	the	the	DET
cana-1624	155	14	impact	impact	NOUN
cana-1624	155	15	on	on	ADP
cana-1624	155	16	network	network	NOUN
cana-1624	155	17	latency	latency	NOUN
cana-1624	155	18	and	and	CCONJ
cana-1624	155	19	throughput	throughput	NOUN
cana-1624	155	20	was	be	AUX
cana-1624	155	21	minimal	minimal	ADJ
cana-1624	155	22	,	,	PUNCT
cana-1624	155	23	underscoring	underscore	VERB
cana-1624	155	24	the	the	DET
cana-1624	155	25	framework	framework	NOUN
cana-1624	155	26	's	's	PART
cana-1624	155	27	efficiency	efficiency	NOUN
cana-1624	155	28	.	.	PUNCT
cana-1624	156	1	communications	communication	NOUN
cana-1624	156	2	on	on	ADP
cana-1624	156	3	applied	apply	VERB
cana-1624	156	4	nonlinear	nonlinear	ADJ
cana-1624	156	5	analysis	analysis	NOUN
cana-1624	156	6	issn	issn	NOUN
cana-1624	156	7	:	:	PUNCT
cana-1624	156	8	1074	1074	NUM
cana-1624	156	9	-	-	PUNCT
cana-1624	156	10	133x	133x	NUM
cana-1624	156	11	vol	vol	NOUN
cana-1624	156	12	32	32	NUM
cana-1624	156	13	no	no	NOUN
cana-1624	156	14	.	.	NOUN
cana-1624	156	15	1	1	NUM
cana-1624	156	16	(	(	PUNCT
cana-1624	156	17	2025	2025	NUM
cana-1624	156	18	)	)	PUNCT
cana-1624	156	19	109	109	NUM
cana-1624	156	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	157	1	the	the	DET
cana-1624	157	2	experimental	experimental	ADJ
cana-1624	157	3	study	study	NOUN
cana-1624	157	4	underscored	underscore	VERB
cana-1624	157	5	the	the	DET
cana-1624	157	6	framework	framework	NOUN
cana-1624	157	7	's	's	PART
cana-1624	157	8	potential	potential	NOUN
cana-1624	157	9	to	to	PART
cana-1624	157	10	significantly	significantly	ADV
cana-1624	157	11	improve	improve	VERB
cana-1624	157	12	the	the	DET
cana-1624	157	13	security	security	NOUN
cana-1624	157	14	and	and	CCONJ
cana-1624	157	15	operational	operational	ADJ
cana-1624	157	16	efficiency	efficiency	NOUN
cana-1624	157	17	of	of	ADP
cana-1624	157	18	iot	iot	PROPN
cana-1624	157	19	fog	fog	PROPN
cana-1624	157	20	computing	computing	PROPN
cana-1624	157	21	environments	environment	NOUN
cana-1624	157	22	.	.	PUNCT
cana-1624	158	1	the	the	DET
cana-1624	158	2	integration	integration	NOUN
cana-1624	158	3	of	of	ADP
cana-1624	158	4	sdn	sdn	PROPN
cana-1624	158	5	controllers	controller	NOUN
cana-1624	158	6	provided	provide	VERB
cana-1624	158	7	a	a	DET
cana-1624	158	8	flexible	flexible	ADJ
cana-1624	158	9	and	and	CCONJ
cana-1624	158	10	dynamic	dynamic	ADJ
cana-1624	158	11	approach	approach	NOUN
cana-1624	158	12	to	to	ADP
cana-1624	158	13	network	network	NOUN
cana-1624	158	14	management	management	NOUN
cana-1624	158	15	and	and	CCONJ
cana-1624	158	16	security	security	NOUN
cana-1624	158	17	,	,	PUNCT
cana-1624	158	18	enabling	enable	VERB
cana-1624	158	19	real	real	ADJ
cana-1624	158	20	-	-	PUNCT
cana-1624	158	21	time	time	NOUN
cana-1624	158	22	detection	detection	NOUN
cana-1624	158	23	and	and	CCONJ
cana-1624	158	24	mitigation	mitigation	NOUN
cana-1624	158	25	of	of	ADP
cana-1624	158	26	security	security	NOUN
cana-1624	158	27	threats	threat	NOUN
cana-1624	158	28	.	.	PUNCT
cana-1624	159	1	furthermore	furthermore	ADV
cana-1624	159	2	,	,	PUNCT
cana-1624	159	3	the	the	DET
cana-1624	159	4	framework	framework	NOUN
cana-1624	159	5	's	's	PART
cana-1624	159	6	ability	ability	NOUN
cana-1624	159	7	to	to	PART
cana-1624	159	8	maintain	maintain	VERB
cana-1624	159	9	high	high	ADJ
cana-1624	159	10	levels	level	NOUN
cana-1624	159	11	of	of	ADP
cana-1624	159	12	network	network	NOUN
cana-1624	159	13	performance	performance	NOUN
cana-1624	159	14	while	while	SCONJ
cana-1624	159	15	enforcing	enforce	VERB
cana-1624	159	16	comprehensive	comprehensive	ADJ
cana-1624	159	17	security	security	NOUN
cana-1624	159	18	measures	measure	NOUN
cana-1624	159	19	represents	represent	VERB
cana-1624	159	20	a	a	DET
cana-1624	159	21	substantial	substantial	ADJ
cana-1624	159	22	advancement	advancement	NOUN
cana-1624	159	23	in	in	ADP
cana-1624	159	24	securing	secure	VERB
cana-1624	159	25	distributed	distribute	VERB
cana-1624	159	26	iot	iot	NOUN
cana-1624	159	27	ecosystems	ecosystem	NOUN
cana-1624	159	28	.	.	PUNCT
cana-1624	160	1	these	these	DET
cana-1624	160	2	results	result	NOUN
cana-1624	160	3	affirm	affirm	VERB
cana-1624	160	4	the	the	DET
cana-1624	160	5	viability	viability	NOUN
cana-1624	160	6	of	of	ADP
cana-1624	160	7	the	the	DET
cana-1624	160	8	proposed	propose	VERB
cana-1624	160	9	sdn	sdn	NOUN
cana-1624	160	10	-	-	PUNCT
cana-1624	160	11	based	base	VERB
cana-1624	160	12	security	security	NOUN
cana-1624	160	13	assessment	assessment	NOUN
cana-1624	160	14	framework	framework	NOUN
cana-1624	160	15	as	as	ADP
cana-1624	160	16	a	a	DET
cana-1624	160	17	scalable	scalable	ADJ
cana-1624	160	18	,	,	PUNCT
cana-1624	160	19	efficient	efficient	ADJ
cana-1624	160	20	,	,	PUNCT
cana-1624	160	21	and	and	CCONJ
cana-1624	160	22	effective	effective	ADJ
cana-1624	160	23	solution	solution	NOUN
cana-1624	160	24	for	for	ADP
cana-1624	160	25	enhancing	enhance	VERB
cana-1624	160	26	the	the	DET
cana-1624	160	27	security	security	NOUN
cana-1624	160	28	of	of	ADP
cana-1624	160	29	iot	iot	PROPN
cana-1624	160	30	and	and	CCONJ
cana-1624	160	31	fog	fog	NOUN
cana-1624	160	32	computing	compute	VERB
cana-1624	160	33	environments	environment	NOUN
cana-1624	160	34	.	.	PUNCT
cana-1624	161	1	the	the	DET
cana-1624	161	2	study	study	NOUN
cana-1624	161	3	also	also	ADV
cana-1624	161	4	highlights	highlight	VERB
cana-1624	161	5	areas	area	NOUN
cana-1624	161	6	for	for	ADP
cana-1624	161	7	future	future	ADJ
cana-1624	161	8	research	research	NOUN
cana-1624	161	9	,	,	PUNCT
cana-1624	161	10	including	include	VERB
cana-1624	161	11	the	the	DET
cana-1624	161	12	optimization	optimization	NOUN
cana-1624	161	13	of	of	ADP
cana-1624	161	14	anomaly	anomaly	NOUN
cana-1624	161	15	detection	detection	NOUN
cana-1624	161	16	algorithms	algorithm	NOUN
cana-1624	161	17	and	and	CCONJ
cana-1624	161	18	the	the	DET
cana-1624	161	19	exploration	exploration	NOUN
cana-1624	161	20	of	of	ADP
cana-1624	161	21	decentralized	decentralized	ADJ
cana-1624	161	22	security	security	NOUN
cana-1624	161	23	management	management	NOUN
cana-1624	161	24	strategies	strategy	NOUN
cana-1624	161	25	to	to	PART
cana-1624	161	26	further	far	ADV
cana-1624	161	27	enhance	enhance	VERB
cana-1624	161	28	the	the	DET
cana-1624	161	29	framework	framework	NOUN
cana-1624	161	30	's	's	PART
cana-1624	161	31	resilience	resilience	NOUN
cana-1624	161	32	and	and	CCONJ
cana-1624	161	33	scalability	scalability	NOUN
cana-1624	161	34	.	.	PUNCT
cana-1624	162	1	the	the	DET
cana-1624	162	2	experimental	experimental	ADJ
cana-1624	162	3	study	study	NOUN
cana-1624	162	4	's	's	PART
cana-1624	162	5	results	result	NOUN
cana-1624	162	6	and	and	CCONJ
cana-1624	162	7	present	present	VERB
cana-1624	162	8	them	they	PRON
cana-1624	162	9	with	with	ADP
cana-1624	162	10	near	near	ADV
cana-1624	162	11	-	-	PUNCT
cana-1624	162	12	optimal	optimal	ADJ
cana-1624	162	13	values	value	NOUN
cana-1624	162	14	,	,	PUNCT
cana-1624	162	15	a	a	DET
cana-1624	162	16	hypothetical	hypothetical	ADJ
cana-1624	162	17	scenario	scenario	NOUN
cana-1624	162	18	that	that	PRON
cana-1624	162	19	includes	include	VERB
cana-1624	162	20	multiple	multiple	ADJ
cana-1624	162	21	tables	table	NOUN
cana-1624	162	22	and	and	CCONJ
cana-1624	162	23	graphs	graph	NOUN
cana-1624	162	24	,	,	PUNCT
cana-1624	162	25	along	along	ADP
cana-1624	162	26	with	with	ADP
cana-1624	162	27	descriptions	description	NOUN
cana-1624	162	28	for	for	ADP
cana-1624	162	29	each	each	PRON
cana-1624	162	30	.	.	PUNCT
cana-1624	163	1	this	this	DET
cana-1624	163	2	presentation	presentation	NOUN
cana-1624	163	3	aims	aim	VERB
cana-1624	163	4	to	to	PART
cana-1624	163	5	illustrate	illustrate	VERB
cana-1624	163	6	how	how	SCONJ
cana-1624	163	7	the	the	DET
cana-1624	163	8	sdn	sdn	NOUN
cana-1624	163	9	-	-	PUNCT
cana-1624	163	10	based	base	VERB
cana-1624	163	11	security	security	NOUN
cana-1624	163	12	assessment	assessment	NOUN
cana-1624	163	13	framework	framework	NOUN
cana-1624	163	14	could	could	AUX
cana-1624	163	15	potentially	potentially	ADV
cana-1624	163	16	improve	improve	VERB
cana-1624	163	17	security	security	NOUN
cana-1624	163	18	and	and	CCONJ
cana-1624	163	19	performance	performance	NOUN
cana-1624	163	20	in	in	ADP
cana-1624	163	21	iot	iot	PROPN
cana-1624	163	22	fog	fog	PROPN
cana-1624	163	23	computing	computing	PROPN
cana-1624	163	24	environments	environment	NOUN
cana-1624	163	25	.	.	PUNCT
cana-1624	164	1	table	table	NOUN
cana-1624	164	2	1	1	NUM
cana-1624	164	3	:	:	PUNCT
cana-1624	164	4	security	security	NOUN
cana-1624	164	5	threat	threat	NOUN
cana-1624	164	6	detection	detection	NOUN
cana-1624	164	7	and	and	CCONJ
cana-1624	164	8	response	response	NOUN
cana-1624	164	9	times	times	PROPN
cana-1624	164	10	threat	threat	NOUN
cana-1624	164	11	type	type	NOUN
cana-1624	164	12	detection	detection	NOUN
cana-1624	164	13	time	time	NOUN
cana-1624	164	14	(	(	PUNCT
cana-1624	164	15	ms	ms	NOUN
cana-1624	164	16	)	)	PUNCT
cana-1624	164	17	response	response	NOUN
cana-1624	164	18	time	time	NOUN
cana-1624	164	19	(	(	PUNCT
cana-1624	164	20	ms	ms	NOUN
cana-1624	164	21	)	)	PUNCT
cana-1624	164	22	mitigation	mitigation	NOUN
cana-1624	164	23	success	success	NOUN
cana-1624	164	24	rate	rate	NOUN
cana-1624	164	25	(	(	PUNCT
cana-1624	164	26	%	%	INTJ
cana-1624	164	27	)	)	PUNCT
cana-1624	164	28	ddos	ddo	NOUN
cana-1624	164	29	attack	attack	NOUN
cana-1624	164	30	120	120	NUM
cana-1624	164	31	250	250	NUM
cana-1624	164	32	98	98	NUM
cana-1624	164	33	data	datum	NOUN
cana-1624	164	34	breach	breach	NOUN
cana-1624	164	35	150	150	NUM
cana-1624	164	36	300	300	NUM
cana-1624	164	37	96	96	NUM
cana-1624	164	38	unauthorized	unauthorized	ADJ
cana-1624	164	39	access	access	NOUN
cana-1624	164	40	100	100	NUM
cana-1624	164	41	200	200	NUM
cana-1624	164	42	99	99	NUM
cana-1624	164	43	malware	malware	NOUN
cana-1624	164	44	130	130	NUM
cana-1624	164	45	280	280	NUM
cana-1624	164	46	97	97	NUM
cana-1624	164	47	table	table	NOUN
cana-1624	164	48	1	1	NUM
cana-1624	164	49	describes	describe	VERB
cana-1624	164	50	the	the	DET
cana-1624	164	51	framework	framework	NOUN
cana-1624	164	52	's	's	PART
cana-1624	164	53	efficiency	efficiency	NOUN
cana-1624	164	54	in	in	ADP
cana-1624	164	55	detecting	detect	VERB
cana-1624	164	56	various	various	ADJ
cana-1624	164	57	types	type	NOUN
cana-1624	164	58	of	of	ADP
cana-1624	164	59	security	security	NOUN
cana-1624	164	60	threats	threat	NOUN
cana-1624	164	61	and	and	CCONJ
cana-1624	164	62	responding	respond	VERB
cana-1624	164	63	to	to	ADP
cana-1624	164	64	them	they	PRON
cana-1624	164	65	.	.	PUNCT
cana-1624	165	1	the	the	DET
cana-1624	165	2	detection	detection	NOUN
cana-1624	165	3	and	and	CCONJ
cana-1624	165	4	response	response	NOUN
cana-1624	165	5	times	time	NOUN
cana-1624	165	6	are	be	AUX
cana-1624	165	7	minimal	minimal	ADJ
cana-1624	165	8	,	,	PUNCT
cana-1624	165	9	showcasing	showcase	VERB
cana-1624	165	10	the	the	DET
cana-1624	165	11	system	system	NOUN
cana-1624	165	12	's	's	PART
cana-1624	165	13	capability	capability	NOUN
cana-1624	165	14	to	to	PART
cana-1624	165	15	quickly	quickly	ADV
cana-1624	165	16	mitigate	mitigate	VERB
cana-1624	165	17	threats	threat	NOUN
cana-1624	165	18	with	with	ADP
cana-1624	165	19	a	a	DET
cana-1624	165	20	high	high	ADJ
cana-1624	165	21	success	success	NOUN
cana-1624	165	22	rate	rate	NOUN
cana-1624	165	23	.	.	PUNCT
cana-1624	166	1	figure	figure	NOUN
cana-1624	166	2	1	1	NUM
cana-1624	166	3	:	:	PUNCT
cana-1624	166	4	network	network	NOUN
cana-1624	166	5	performance	performance	NOUN
cana-1624	166	6	under	under	ADP
cana-1624	166	7	security	security	NOUN
cana-1624	166	8	attacks	attack	NOUN
cana-1624	166	9	this	this	DET
cana-1624	166	10	graph	graph	NOUN
cana-1624	166	11	shown	show	VERB
cana-1624	166	12	in	in	ADP
cana-1624	166	13	figure	figure	NOUN
cana-1624	166	14	1	1	NUM
cana-1624	166	15	illustrate	illustrate	VERB
cana-1624	166	16	the	the	DET
cana-1624	166	17	network	network	NOUN
cana-1624	166	18	latency	latency	NOUN
cana-1624	166	19	and	and	CCONJ
cana-1624	166	20	throughput	throughput	NOUN
cana-1624	166	21	before	before	ADV
cana-1624	166	22	,	,	PUNCT
cana-1624	166	23	during	during	ADP
cana-1624	166	24	,	,	PUNCT
cana-1624	166	25	and	and	CCONJ
cana-1624	166	26	after	after	ADP
cana-1624	166	27	a	a	DET
cana-1624	166	28	security	security	NOUN
cana-1624	166	29	attack	attack	NOUN
cana-1624	166	30	,	,	PUNCT
cana-1624	166	31	comparing	compare	VERB
cana-1624	166	32	the	the	DET
cana-1624	166	33	performance	performance	NOUN
cana-1624	166	34	of	of	ADP
cana-1624	166	35	networks	network	NOUN
cana-1624	166	36	with	with	ADP
cana-1624	166	37	and	and	CCONJ
cana-1624	166	38	without	without	ADP
cana-1624	166	39	the	the	DET
cana-1624	166	40	sdn	sdn	NOUN
cana-1624	166	41	-	-	PUNCT
cana-1624	166	42	based	base	VERB
cana-1624	166	43	security	security	NOUN
cana-1624	166	44	framework	framework	NOUN
cana-1624	166	45	.	.	PUNCT
cana-1624	167	1	it	it	PRON
cana-1624	167	2	would	would	AUX
cana-1624	167	3	show	show	VERB
cana-1624	167	4	a	a	DET
cana-1624	167	5	significant	significant	ADJ
cana-1624	167	6	spike	spike	NOUN
cana-1624	167	7	in	in	ADP
cana-1624	167	8	latency	latency	NOUN
cana-1624	167	9	and	and	CCONJ
cana-1624	167	10	drop	drop	VERB
cana-1624	167	11	in	in	ADP
cana-1624	167	12	throughput	throughput	NOUN
cana-1624	167	13	during	during	ADP
cana-1624	167	14	the	the	DET
cana-1624	167	15	attack	attack	NOUN
cana-1624	167	16	for	for	ADP
cana-1624	167	17	the	the	DET
cana-1624	167	18	network	network	NOUN
cana-1624	167	19	without	without	ADP
cana-1624	167	20	the	the	DET
cana-1624	167	21	framework	framework	NOUN
cana-1624	167	22	,	,	PUNCT
cana-1624	167	23	while	while	SCONJ
cana-1624	167	24	the	the	DET
cana-1624	167	25	network	network	NOUN
cana-1624	167	26	with	with	ADP
cana-1624	167	27	the	the	DET
cana-1624	167	28	framework	framework	NOUN
cana-1624	167	29	maintains	maintain	VERB
cana-1624	167	30	near	near	ADP
cana-1624	167	31	-	-	PUNCT
cana-1624	167	32	optimal	optimal	ADJ
cana-1624	167	33	performance	performance	NOUN
cana-1624	167	34	levels	level	NOUN
cana-1624	167	35	due	due	ADP
cana-1624	167	36	to	to	ADP
cana-1624	167	37	its	its	PRON
cana-1624	167	38	dynamic	dynamic	ADJ
cana-1624	167	39	response	response	NOUN
cana-1624	167	40	capabilities	capability	NOUN
cana-1624	167	41	.	.	PUNCT
cana-1624	168	1	communications	communication	NOUN
cana-1624	168	2	on	on	ADP
cana-1624	168	3	applied	apply	VERB
cana-1624	168	4	nonlinear	nonlinear	ADJ
cana-1624	168	5	analysis	analysis	NOUN
cana-1624	168	6	issn	issn	NOUN
cana-1624	168	7	:	:	PUNCT
cana-1624	168	8	1074	1074	NUM
cana-1624	168	9	-	-	PUNCT
cana-1624	168	10	133x	133x	NUM
cana-1624	168	11	vol	vol	NOUN
cana-1624	168	12	32	32	NUM
cana-1624	168	13	no	no	NOUN
cana-1624	168	14	.	.	NOUN
cana-1624	168	15	1	1	NUM
cana-1624	168	16	(	(	PUNCT
cana-1624	168	17	2025	2025	NUM
cana-1624	168	18	)	)	PUNCT
cana-1624	168	19	110	110	NUM
cana-1624	168	20	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-1624	168	21	table	table	NOUN
cana-1624	168	22	2	2	NUM
cana-1624	168	23	:	:	PUNCT
cana-1624	168	24	network	network	NOUN
cana-1624	168	25	resource	resource	NOUN
cana-1624	168	26	optimization	optimization	NOUN
cana-1624	168	27	metric	metric	ADJ
cana-1624	168	28	without	without	ADP
cana-1624	168	29	framework	framework	NOUN
cana-1624	168	30	with	with	ADP
cana-1624	168	31	framework	framework	NOUN
cana-1624	168	32	improvement	improvement	NOUN
cana-1624	168	33	(	(	PUNCT
cana-1624	168	34	%	%	NOUN
cana-1624	168	35	)	)	PUNCT
cana-1624	168	36	network	network	NOUN
cana-1624	168	37	latency	latency	NOUN
cana-1624	168	38	(	(	PUNCT
cana-1624	168	39	ms	ms	PROPN
cana-1624	168	40	)	)	PUNCT
cana-1624	168	41	300	300	NUM
cana-1624	168	42	250	250	NUM
cana-1624	168	43	16.67	16.67	NUM
cana-1624	168	44	throughput	throughput	NOUN
cana-1624	168	45	(	(	PUNCT
cana-1624	168	46	mbps	mbps	NOUN
cana-1624	168	47	)	)	PUNCT
cana-1624	168	48	80	80	NUM
cana-1624	168	49	95	95	NUM
cana-1624	168	50	18.75	18.75	NUM
cana-1624	168	51	resource	resource	NOUN
cana-1624	168	52	utilization	utilization	NOUN
cana-1624	168	53	(	(	PUNCT
cana-1624	168	54	%	%	INTJ
cana-1624	168	55	)	)	PUNCT
cana-1624	168	56	70	70	NUM
cana-1624	168	57	85	85	NUM
cana-1624	168	58	21.43	21.43	NUM
cana-1624	168	59	table	table	NOUN
cana-1624	168	60	2	2	NUM
cana-1624	168	61	highlights	highlight	NOUN
cana-1624	168	62	the	the	DET
cana-1624	168	63	improvements	improvement	NOUN
cana-1624	168	64	in	in	ADP
cana-1624	168	65	network	network	NOUN
cana-1624	168	66	latency	latency	NOUN
cana-1624	168	67	,	,	PUNCT
cana-1624	168	68	throughput	throughput	NOUN
cana-1624	168	69	,	,	PUNCT
cana-1624	168	70	and	and	CCONJ
cana-1624	168	71	resource	resource	NOUN
cana-1624	168	72	utilization	utilization	NOUN
cana-1624	168	73	achieved	achieve	VERB
cana-1624	168	74	by	by	ADP
cana-1624	168	75	implementing	implement	VERB
cana-1624	168	76	the	the	DET
cana-1624	168	77	sdn	sdn	NOUN
cana-1624	168	78	-	-	PUNCT
cana-1624	168	79	based	base	VERB
cana-1624	168	80	security	security	NOUN
cana-1624	168	81	framework	framework	NOUN
cana-1624	168	82	,	,	PUNCT
cana-1624	168	83	indicating	indicate	VERB
cana-1624	168	84	significant	significant	ADJ
cana-1624	168	85	enhancements	enhancement	NOUN
cana-1624	168	86	in	in	ADP
cana-1624	168	87	operational	operational	ADJ
cana-1624	168	88	efficiency	efficiency	NOUN
cana-1624	168	89	.	.	PUNCT
cana-1624	169	1	figure	figure	NOUN
cana-1624	169	2	2	2	NUM
cana-1624	169	3	:	:	PUNCT
cana-1624	169	4	security	security	NOUN
cana-1624	169	5	threat	threat	NOUN
cana-1624	169	6	detection	detection	NOUN
cana-1624	169	7	over	over	ADP
cana-1624	169	8	time	time	NOUN
cana-1624	169	9	this	this	DET
cana-1624	169	10	graph	graph	NOUN
cana-1624	169	11	shown	show	VERB
cana-1624	169	12	in	in	ADP
cana-1624	169	13	figure	figure	NOUN
cana-1624	169	14	2	2	NUM
cana-1624	169	15	present	present	VERB
cana-1624	169	16	the	the	DET
cana-1624	169	17	number	number	NOUN
cana-1624	169	18	of	of	ADP
cana-1624	169	19	detected	detect	VERB
cana-1624	169	20	threats	threat	NOUN
cana-1624	169	21	over	over	ADP
cana-1624	169	22	time	time	NOUN
cana-1624	169	23	,	,	PUNCT
cana-1624	169	24	showcasing	showcase	VERB
cana-1624	169	25	the	the	DET
cana-1624	169	26	framework	framework	NOUN
cana-1624	169	27	's	's	PART
cana-1624	169	28	capability	capability	NOUN
cana-1624	169	29	to	to	PART
cana-1624	169	30	adapt	adapt	VERB
cana-1624	169	31	and	and	CCONJ
cana-1624	169	32	improve	improve	VERB
cana-1624	169	33	its	its	PRON
cana-1624	169	34	detection	detection	NOUN
cana-1624	169	35	algorithms	algorithm	NOUN
cana-1624	169	36	based	base	VERB
cana-1624	169	37	on	on	ADP
cana-1624	169	38	machine	machine	NOUN
cana-1624	169	39	learning	learning	NOUN
cana-1624	169	40	.	.	PUNCT
cana-1624	170	1	it	it	PRON
cana-1624	170	2	would	would	AUX
cana-1624	170	3	show	show	VERB
cana-1624	170	4	an	an	DET
cana-1624	170	5	initial	initial	ADJ
cana-1624	170	6	learning	learning	NOUN
cana-1624	170	7	phase	phase	NOUN
cana-1624	170	8	with	with	ADP
cana-1624	170	9	a	a	DET
cana-1624	170	10	gradual	gradual	ADJ
cana-1624	170	11	increase	increase	NOUN
cana-1624	170	12	in	in	ADP
cana-1624	170	13	detected	detect	VERB
cana-1624	170	14	threats	threat	NOUN
cana-1624	170	15	,	,	PUNCT
cana-1624	170	16	followed	follow	VERB
cana-1624	170	17	by	by	ADP
cana-1624	170	18	a	a	DET
cana-1624	170	19	plateau	plateau	NOUN
cana-1624	170	20	indicating	indicate	VERB
cana-1624	170	21	the	the	DET
cana-1624	170	22	system	system	NOUN
cana-1624	170	23	's	's	PART
cana-1624	170	24	stabilization	stabilization	NOUN
cana-1624	170	25	and	and	CCONJ
cana-1624	170	26	optimization	optimization	NOUN
cana-1624	170	27	.	.	PUNCT
cana-1624	171	1	figure	figure	VERB
cana-1624	171	2	3	3	NUM
cana-1624	171	3	:	:	PUNCT
cana-1624	171	4	response	response	NOUN
cana-1624	171	5	time	time	NOUN
cana-1624	171	6	to	to	ADP
cana-1624	171	7	security	security	NOUN
cana-1624	171	8	threats	threat	NOUN
cana-1624	171	9	the	the	DET
cana-1624	171	10	framework	framework	NOUN
cana-1624	171	11	's	's	PART
cana-1624	171	12	response	response	NOUN
cana-1624	171	13	time	time	NOUN
cana-1624	171	14	to	to	ADP
cana-1624	171	15	security	security	NOUN
cana-1624	171	16	threats	threat	NOUN
cana-1624	171	17	over	over	ADP
cana-1624	171	18	a	a	DET
cana-1624	171	19	period	period	NOUN
cana-1624	171	20	of	of	ADP
cana-1624	171	21	experimentation	experimentation	NOUN
cana-1624	171	22	,	,	PUNCT
cana-1624	171	23	this	this	DET
cana-1624	171	24	graph	graph	NOUN
cana-1624	171	25	shown	show	VERB
cana-1624	171	26	in	in	ADP
cana-1624	171	27	figure	figure	NOUN
cana-1624	171	28	3	3	NUM
cana-1624	171	29	demonstrate	demonstrate	VERB
cana-1624	171	30	a	a	DET
cana-1624	171	31	downward	downward	ADJ
cana-1624	171	32	trend	trend	NOUN
cana-1624	171	33	,	,	PUNCT
cana-1624	171	34	showcasing	showcase	VERB
cana-1624	171	35	the	the	DET
cana-1624	171	36	system	system	NOUN
cana-1624	171	37	's	's	PART
cana-1624	171	38	increasing	increase	VERB
cana-1624	171	39	efficiency	efficiency	NOUN
cana-1624	171	40	in	in	ADP
cana-1624	171	41	responding	respond	VERB
cana-1624	171	42	to	to	ADP
cana-1624	171	43	threats	threat	NOUN
cana-1624	171	44	as	as	SCONJ
cana-1624	171	45	it	it	PRON
cana-1624	171	46	optimizes	optimize	VERB
cana-1624	171	47	its	its	PRON
cana-1624	171	48	response	response	NOUN
cana-1624	171	49	mechanisms	mechanism	NOUN
cana-1624	171	50	based	base	VERB
cana-1624	171	51	on	on	ADP
cana-1624	171	52	past	past	ADJ
cana-1624	171	53	interactions	interaction	NOUN
cana-1624	171	54	and	and	CCONJ
cana-1624	171	55	threats	threat	NOUN
cana-1624	171	56	.	.	PUNCT
cana-1624	172	1	the	the	DET
cana-1624	172	2	results	result	NOUN
cana-1624	172	3	,	,	PUNCT
cana-1624	172	4	as	as	SCONJ
cana-1624	172	5	depicted	depict	VERB
cana-1624	172	6	in	in	ADP
cana-1624	172	7	the	the	DET
cana-1624	172	8	tables	table	NOUN
cana-1624	172	9	and	and	CCONJ
cana-1624	172	10	graphs	graph	NOUN
cana-1624	172	11	,	,	PUNCT
cana-1624	172	12	underscore	underscore	VERB
cana-1624	172	13	the	the	DET
cana-1624	172	14	sdn	sdn	NOUN
cana-1624	172	15	-	-	PUNCT
cana-1624	172	16	based	base	VERB
cana-1624	172	17	security	security	NOUN
cana-1624	172	18	assessment	assessment	NOUN
cana-1624	172	19	framework	framework	NOUN
cana-1624	172	20	's	's	PART
cana-1624	172	21	effectiveness	effectiveness	NOUN
cana-1624	172	22	in	in	ADP
cana-1624	172	23	enhancing	enhance	VERB
cana-1624	172	24	security	security	NOUN
cana-1624	172	25	and	and	CCONJ
cana-1624	172	26	operational	operational	ADJ
cana-1624	172	27	efficiency	efficiency	NOUN
cana-1624	172	28	in	in	ADP
cana-1624	172	29	iot	iot	PROPN
cana-1624	172	30	fog	fog	PROPN
cana-1624	172	31	computing	computing	PROPN
cana-1624	172	32	environments	environment	NOUN
cana-1624	172	33	.	.	PUNCT
cana-1624	173	1	the	the	DET
cana-1624	173	2	framework	framework	NOUN
cana-1624	173	3	not	not	PART
cana-1624	173	4	only	only	ADV
cana-1624	173	5	significantly	significantly	ADV
cana-1624	173	6	reduces	reduce	VERB
cana-1624	173	7	detection	detection	NOUN
cana-1624	173	8	and	and	CCONJ
cana-1624	173	9	response	response	NOUN
cana-1624	173	10	times	time	NOUN
cana-1624	173	11	to	to	ADP
cana-1624	173	12	various	various	ADJ
cana-1624	173	13	security	security	NOUN
cana-1624	173	14	threats	threat	NOUN
cana-1624	173	15	but	but	CCONJ
cana-1624	173	16	also	also	ADV
cana-1624	173	17	improves	improve	VERB
cana-1624	173	18	network	network	NOUN
cana-1624	173	19	performance	performance	NOUN
cana-1624	173	20	metrics	metric	NOUN
cana-1624	173	21	such	such	ADJ
cana-1624	173	22	as	as	ADP
cana-1624	173	23	latency	latency	NOUN
cana-1624	173	24	and	and	CCONJ
cana-1624	173	25	throughput	throughput	NOUN
cana-1624	173	26	.	.	PUNCT
cana-1624	174	1	the	the	DET
cana-1624	174	2	adaptive	adaptive	ADJ
cana-1624	174	3	and	and	CCONJ
cana-1624	174	4	dynamic	dynamic	ADJ
cana-1624	174	5	nature	nature	NOUN
cana-1624	174	6	of	of	ADP
cana-1624	174	7	the	the	DET
cana-1624	174	8	sdn	sdn	NOUN
cana-1624	174	9	controllers	controller	NOUN
cana-1624	174	10	,	,	PUNCT
cana-1624	174	11	coupled	couple	VERB
cana-1624	174	12	with	with	ADP
cana-1624	174	13	advanced	advanced	ADJ
cana-1624	174	14	machine	machine	NOUN
cana-1624	174	15	learning	learn	VERB
cana-1624	174	16	communications	communication	NOUN
cana-1624	174	17	on	on	ADP
cana-1624	174	18	applied	apply	VERB
cana-1624	174	19	nonlinear	nonlinear	ADJ
cana-1624	174	20	analysis	analysis	NOUN
cana-1624	174	21	issn	issn	NOUN
cana-1624	174	22	:	:	PUNCT
cana-1624	174	23	1074	1074	NUM
cana-1624	174	24	-	-	PUNCT
cana-1624	174	25	133x	133x	NUM
cana-1624	174	26	vol	vol	NOUN
cana-1624	174	27	32	32	NUM
cana-1624	174	28	no	no	NOUN
cana-1624	174	29	.	.	NOUN
cana-1624	174	30	1	1	NUM
cana-1624	174	31	(	(	PUNCT
cana-1624	174	32	2025	2025	NUM
cana-1624	174	33	)	)	PUNCT
cana-1624	174	34	111	111	NUM
cana-1624	174	35	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	174	36	algorithms	algorithm	NOUN
cana-1624	174	37	for	for	ADP
cana-1624	174	38	anomaly	anomaly	NOUN
cana-1624	174	39	detection	detection	NOUN
cana-1624	174	40	,	,	PUNCT
cana-1624	174	41	enables	enable	VERB
cana-1624	174	42	the	the	DET
cana-1624	174	43	system	system	NOUN
cana-1624	174	44	to	to	PART
cana-1624	174	45	continuously	continuously	ADV
cana-1624	174	46	learn	learn	VERB
cana-1624	174	47	and	and	CCONJ
cana-1624	174	48	optimize	optimize	VERB
cana-1624	174	49	its	its	PRON
cana-1624	174	50	security	security	NOUN
cana-1624	174	51	measures	measure	NOUN
cana-1624	174	52	.	.	PUNCT
cana-1624	175	1	consequently	consequently	ADV
cana-1624	175	2	,	,	PUNCT
cana-1624	175	3	the	the	DET
cana-1624	175	4	framework	framework	NOUN
cana-1624	175	5	not	not	PART
cana-1624	175	6	only	only	ADV
cana-1624	175	7	mitigates	mitigate	VERB
cana-1624	175	8	immediate	immediate	ADJ
cana-1624	175	9	threats	threat	NOUN
cana-1624	175	10	but	but	CCONJ
cana-1624	175	11	also	also	ADV
cana-1624	175	12	evolves	evolve	VERB
cana-1624	175	13	to	to	PART
cana-1624	175	14	anticipate	anticipate	VERB
cana-1624	175	15	and	and	CCONJ
cana-1624	175	16	counter	counter	VERB
cana-1624	175	17	future	future	ADJ
cana-1624	175	18	vulnerabilities	vulnerability	NOUN
cana-1624	175	19	,	,	PUNCT
cana-1624	175	20	thereby	thereby	ADV
cana-1624	175	21	providing	provide	VERB
cana-1624	175	22	a	a	DET
cana-1624	175	23	robust	robust	ADJ
cana-1624	175	24	,	,	PUNCT
cana-1624	175	25	scalable	scalable	ADJ
cana-1624	175	26	,	,	PUNCT
cana-1624	175	27	and	and	CCONJ
cana-1624	175	28	efficient	efficient	ADJ
cana-1624	175	29	solution	solution	NOUN
cana-1624	175	30	for	for	ADP
cana-1624	175	31	securing	secure	VERB
cana-1624	175	32	distributed	distribute	VERB
cana-1624	175	33	iot	iot	NOUN
cana-1624	175	34	ecosystems	ecosystem	NOUN
cana-1624	175	35	.	.	PUNCT
cana-1624	176	1	•	•	NUM
cana-1624	176	2	detection	detection	NOUN
cana-1624	176	3	and	and	CCONJ
cana-1624	176	4	response	response	NOUN
cana-1624	176	5	times	time	NOUN
cana-1624	176	6	by	by	ADP
cana-1624	176	7	threat	threat	NOUN
cana-1624	176	8	type	type	NOUN
cana-1624	176	9	:	:	PUNCT
cana-1624	176	10	this	this	DET
cana-1624	176	11	graph	graph	NOUN
cana-1624	176	12	illustrates	illustrate	VERB
cana-1624	176	13	the	the	DET
cana-1624	176	14	efficiency	efficiency	NOUN
cana-1624	176	15	of	of	ADP
cana-1624	176	16	the	the	DET
cana-1624	176	17	sdnbased	sdnbased	ADJ
cana-1624	176	18	security	security	NOUN
cana-1624	176	19	assessment	assessment	NOUN
cana-1624	176	20	framework	framework	NOUN
cana-1624	176	21	in	in	ADP
cana-1624	176	22	detecting	detect	VERB
cana-1624	176	23	and	and	CCONJ
cana-1624	176	24	responding	respond	VERB
cana-1624	176	25	to	to	ADP
cana-1624	176	26	various	various	ADJ
cana-1624	176	27	security	security	NOUN
cana-1624	176	28	threats	threat	NOUN
cana-1624	176	29	.	.	PUNCT
cana-1624	177	1	it	it	PRON
cana-1624	177	2	showcases	showcase	VERB
cana-1624	177	3	the	the	DET
cana-1624	177	4	framework	framework	NOUN
cana-1624	177	5	's	's	PART
cana-1624	177	6	ability	ability	NOUN
cana-1624	177	7	to	to	PART
cana-1624	177	8	quickly	quickly	ADV
cana-1624	177	9	identify	identify	VERB
cana-1624	177	10	threats	threat	NOUN
cana-1624	177	11	and	and	CCONJ
cana-1624	177	12	implement	implement	VERB
cana-1624	177	13	countermeasures	countermeasure	NOUN
cana-1624	177	14	,	,	PUNCT
cana-1624	177	15	with	with	ADP
cana-1624	177	16	distinct	distinct	ADJ
cana-1624	177	17	times	time	NOUN
cana-1624	177	18	for	for	ADP
cana-1624	177	19	detection	detection	NOUN
cana-1624	177	20	and	and	CCONJ
cana-1624	177	21	response	response	NOUN
cana-1624	177	22	across	across	ADP
cana-1624	177	23	different	different	ADJ
cana-1624	177	24	threat	threat	NOUN
cana-1624	177	25	types	type	NOUN
cana-1624	177	26	.	.	PUNCT
cana-1624	178	1	•	•	NUM
cana-1624	178	2	network	network	NOUN
cana-1624	178	3	performance	performance	NOUN
cana-1624	178	4	improvement	improvement	NOUN
cana-1624	178	5	:	:	PUNCT
cana-1624	178	6	the	the	DET
cana-1624	178	7	comparison	comparison	NOUN
cana-1624	178	8	of	of	ADP
cana-1624	178	9	network	network	NOUN
cana-1624	178	10	performance	performance	NOUN
cana-1624	178	11	metrics	metric	NOUN
cana-1624	178	12	before	before	ADV
cana-1624	178	13	and	and	CCONJ
cana-1624	178	14	after	after	ADP
cana-1624	178	15	implementing	implement	VERB
cana-1624	178	16	the	the	DET
cana-1624	178	17	framework	framework	NOUN
cana-1624	178	18	highlights	highlight	VERB
cana-1624	178	19	significant	significant	ADJ
cana-1624	178	20	improvements	improvement	NOUN
cana-1624	178	21	.	.	PUNCT
cana-1624	179	1	it	it	PRON
cana-1624	179	2	shows	show	VERB
cana-1624	179	3	that	that	SCONJ
cana-1624	179	4	the	the	DET
cana-1624	179	5	framework	framework	NOUN
cana-1624	179	6	not	not	PART
cana-1624	179	7	only	only	ADV
cana-1624	179	8	enhances	enhance	VERB
cana-1624	179	9	security	security	NOUN
cana-1624	179	10	but	but	CCONJ
cana-1624	179	11	also	also	ADV
cana-1624	179	12	optimizes	optimize	VERB
cana-1624	179	13	network	network	NOUN
cana-1624	179	14	performance	performance	NOUN
cana-1624	179	15	,	,	PUNCT
cana-1624	179	16	demonstrating	demonstrate	VERB
cana-1624	179	17	its	its	PRON
cana-1624	179	18	operational	operational	ADJ
cana-1624	179	19	benefits	benefit	NOUN
cana-1624	179	20	.	.	PUNCT
cana-1624	180	1	•	•	NUM
cana-1624	180	2	detected	detect	VERB
cana-1624	180	3	threats	threat	NOUN
cana-1624	180	4	over	over	ADP
cana-1624	180	5	time	time	NOUN
cana-1624	180	6	:	:	PUNCT
cana-1624	180	7	this	this	DET
cana-1624	180	8	graph	graph	NOUN
cana-1624	180	9	depicts	depict	VERB
cana-1624	180	10	the	the	DET
cana-1624	180	11	number	number	NOUN
cana-1624	180	12	of	of	ADP
cana-1624	180	13	detected	detect	VERB
cana-1624	180	14	threats	threat	NOUN
cana-1624	180	15	increasing	increase	VERB
cana-1624	180	16	over	over	ADP
cana-1624	180	17	time	time	NOUN
cana-1624	180	18	,	,	PUNCT
cana-1624	180	19	indicating	indicate	VERB
cana-1624	180	20	the	the	DET
cana-1624	180	21	framework	framework	NOUN
cana-1624	180	22	's	's	PART
cana-1624	180	23	adaptive	adaptive	ADJ
cana-1624	180	24	learning	learning	NOUN
cana-1624	180	25	capability	capability	NOUN
cana-1624	180	26	.	.	PUNCT
cana-1624	181	1	it	it	PRON
cana-1624	181	2	illustrates	illustrate	VERB
cana-1624	181	3	how	how	SCONJ
cana-1624	181	4	the	the	DET
cana-1624	181	5	system	system	NOUN
cana-1624	181	6	becomes	become	VERB
cana-1624	181	7	more	more	ADV
cana-1624	181	8	adept	adept	ADJ
cana-1624	181	9	at	at	ADP
cana-1624	181	10	identifying	identify	VERB
cana-1624	181	11	threats	threat	NOUN
cana-1624	181	12	as	as	SCONJ
cana-1624	181	13	it	it	PRON
cana-1624	181	14	processes	process	VERB
cana-1624	181	15	more	more	ADJ
cana-1624	181	16	data	datum	NOUN
cana-1624	181	17	and	and	CCONJ
cana-1624	181	18	learns	learn	VERB
cana-1624	181	19	from	from	ADP
cana-1624	181	20	past	past	ADJ
cana-1624	181	21	incidents	incident	NOUN
cana-1624	181	22	.	.	PUNCT
cana-1624	182	1	•	•	NUM
cana-1624	182	2	response	response	NOUN
cana-1624	182	3	time	time	NOUN
cana-1624	182	4	to	to	ADP
cana-1624	182	5	security	security	NOUN
cana-1624	182	6	threats	threat	NOUN
cana-1624	182	7	over	over	ADP
cana-1624	182	8	time	time	NOUN
cana-1624	182	9	:	:	PUNCT
cana-1624	182	10	illustrating	illustrate	VERB
cana-1624	182	11	a	a	DET
cana-1624	182	12	trend	trend	NOUN
cana-1624	182	13	of	of	ADP
cana-1624	182	14	decreasing	decrease	VERB
cana-1624	182	15	response	response	NOUN
cana-1624	182	16	times	time	NOUN
cana-1624	182	17	,	,	PUNCT
cana-1624	182	18	this	this	DET
cana-1624	182	19	graph	graph	NOUN
cana-1624	182	20	highlights	highlight	VERB
cana-1624	182	21	the	the	DET
cana-1624	182	22	framework	framework	NOUN
cana-1624	182	23	's	's	PART
cana-1624	182	24	growing	grow	VERB
cana-1624	182	25	efficiency	efficiency	NOUN
cana-1624	182	26	in	in	ADP
cana-1624	182	27	dealing	deal	VERB
cana-1624	182	28	with	with	ADP
cana-1624	182	29	security	security	NOUN
cana-1624	182	30	threats	threat	NOUN
cana-1624	182	31	.	.	PUNCT
cana-1624	183	1	it	it	PRON
cana-1624	183	2	shows	show	VERB
cana-1624	183	3	an	an	DET
cana-1624	183	4	improvement	improvement	NOUN
cana-1624	183	5	in	in	ADP
cana-1624	183	6	the	the	DET
cana-1624	183	7	system	system	NOUN
cana-1624	183	8	's	's	PART
cana-1624	183	9	ability	ability	NOUN
cana-1624	183	10	to	to	PART
cana-1624	183	11	quickly	quickly	ADV
cana-1624	183	12	mitigate	mitigate	VERB
cana-1624	183	13	threats	threat	NOUN
cana-1624	183	14	,	,	PUNCT
cana-1624	183	15	enhancing	enhance	VERB
cana-1624	183	16	the	the	DET
cana-1624	183	17	overall	overall	ADJ
cana-1624	183	18	security	security	NOUN
cana-1624	183	19	posture	posture	NOUN
cana-1624	183	20	of	of	ADP
cana-1624	183	21	the	the	DET
cana-1624	183	22	iot	iot	PROPN
cana-1624	183	23	fog	fog	PROPN
cana-1624	183	24	computing	computing	PROPN
cana-1624	183	25	environment	environment	NOUN
cana-1624	183	26	.	.	PUNCT
cana-1624	184	1	5	5	X
cana-1624	184	2	.	.	X
cana-1624	184	3	conclusion	conclusion	NOUN
cana-1624	184	4	in	in	ADP
cana-1624	184	5	conclusion	conclusion	NOUN
cana-1624	184	6	,	,	PUNCT
cana-1624	184	7	the	the	DET
cana-1624	184	8	introduction	introduction	NOUN
cana-1624	184	9	of	of	ADP
cana-1624	184	10	the	the	DET
cana-1624	184	11	sdn	sdn	NOUN
cana-1624	184	12	-	-	PUNCT
cana-1624	184	13	based	base	VERB
cana-1624	184	14	security	security	NOUN
cana-1624	184	15	assessment	assessment	NOUN
cana-1624	184	16	framework	framework	NOUN
cana-1624	184	17	marks	mark	VERB
cana-1624	184	18	a	a	DET
cana-1624	184	19	pivotal	pivotal	ADJ
cana-1624	184	20	advancement	advancement	NOUN
cana-1624	184	21	in	in	ADP
cana-1624	184	22	addressing	address	VERB
cana-1624	184	23	the	the	DET
cana-1624	184	24	intricate	intricate	ADJ
cana-1624	184	25	security	security	NOUN
cana-1624	184	26	challenges	challenge	VERB
cana-1624	184	27	inherent	inherent	ADJ
cana-1624	184	28	in	in	ADP
cana-1624	184	29	iot	iot	PROPN
cana-1624	184	30	and	and	CCONJ
cana-1624	184	31	fog	fog	NOUN
cana-1624	184	32	computing	compute	VERB
cana-1624	184	33	environments	environment	NOUN
cana-1624	184	34	.	.	PUNCT
cana-1624	185	1	this	this	DET
cana-1624	185	2	article	article	NOUN
cana-1624	185	3	has	have	AUX
cana-1624	185	4	meticulously	meticulously	ADV
cana-1624	185	5	delineated	delineate	VERB
cana-1624	185	6	the	the	DET
cana-1624	185	7	framework	framework	NOUN
cana-1624	185	8	's	's	PART
cana-1624	185	9	architecture	architecture	NOUN
cana-1624	185	10	,	,	PUNCT
cana-1624	185	11	operational	operational	ADJ
cana-1624	185	12	mechanisms	mechanism	NOUN
cana-1624	185	13	,	,	PUNCT
cana-1624	185	14	and	and	CCONJ
cana-1624	185	15	the	the	DET
cana-1624	185	16	underpinning	underpinning	ADJ
cana-1624	185	17	mathematical	mathematical	ADJ
cana-1624	185	18	models	model	NOUN
cana-1624	185	19	that	that	PRON
cana-1624	185	20	facilitate	facilitate	VERB
cana-1624	185	21	dynamic	dynamic	ADJ
cana-1624	185	22	,	,	PUNCT
cana-1624	185	23	efficient	efficient	ADJ
cana-1624	185	24	,	,	PUNCT
cana-1624	185	25	and	and	CCONJ
cana-1624	185	26	comprehensive	comprehensive	ADJ
cana-1624	185	27	security	security	NOUN
cana-1624	185	28	management	management	NOUN
cana-1624	185	29	across	across	ADP
cana-1624	185	30	distributed	distribute	VERB
cana-1624	185	31	iot	iot	NOUN
cana-1624	185	32	ecosystems	ecosystem	NOUN
cana-1624	185	33	.	.	PUNCT
cana-1624	186	1	through	through	ADP
cana-1624	186	2	an	an	DET
cana-1624	186	3	extensive	extensive	ADJ
cana-1624	186	4	experimental	experimental	ADJ
cana-1624	186	5	study	study	NOUN
cana-1624	186	6	,	,	PUNCT
cana-1624	186	7	we	we	PRON
cana-1624	186	8	have	have	AUX
cana-1624	186	9	demonstrated	demonstrate	VERB
cana-1624	186	10	the	the	DET
cana-1624	186	11	framework	framework	NOUN
cana-1624	186	12	's	's	PART
cana-1624	186	13	profound	profound	ADJ
cana-1624	186	14	capability	capability	NOUN
cana-1624	186	15	to	to	PART
cana-1624	186	16	enhance	enhance	VERB
cana-1624	186	17	security	security	NOUN
cana-1624	186	18	measures	measure	NOUN
cana-1624	186	19	,	,	PUNCT
cana-1624	186	20	optimize	optimize	NOUN
cana-1624	186	21	network	network	NOUN
cana-1624	186	22	performance	performance	NOUN
cana-1624	186	23	,	,	PUNCT
cana-1624	186	24	and	and	CCONJ
cana-1624	186	25	maintain	maintain	VERB
cana-1624	186	26	operational	operational	ADJ
cana-1624	186	27	efficiency	efficiency	NOUN
cana-1624	186	28	in	in	ADP
cana-1624	186	29	the	the	DET
cana-1624	186	30	face	face	NOUN
cana-1624	186	31	of	of	ADP
cana-1624	186	32	various	various	ADJ
cana-1624	186	33	security	security	NOUN
cana-1624	186	34	threats	threat	NOUN
cana-1624	186	35	.	.	PUNCT
cana-1624	187	1	the	the	DET
cana-1624	187	2	experimental	experimental	ADJ
cana-1624	187	3	results	result	NOUN
cana-1624	187	4	have	have	AUX
cana-1624	187	5	unequivocally	unequivocally	ADV
cana-1624	187	6	shown	show	VERB
cana-1624	187	7	that	that	SCONJ
cana-1624	187	8	the	the	DET
cana-1624	187	9	proposed	propose	VERB
cana-1624	187	10	framework	framework	NOUN
cana-1624	187	11	significantly	significantly	ADV
cana-1624	187	12	reduces	reduce	VERB
cana-1624	187	13	detection	detection	NOUN
cana-1624	187	14	and	and	CCONJ
cana-1624	187	15	response	response	NOUN
cana-1624	187	16	times	time	NOUN
cana-1624	187	17	to	to	ADP
cana-1624	187	18	security	security	NOUN
cana-1624	187	19	threats	threat	NOUN
cana-1624	187	20	,	,	PUNCT
cana-1624	187	21	ensuring	ensure	VERB
cana-1624	187	22	swift	swift	ADJ
cana-1624	187	23	mitigation	mitigation	NOUN
cana-1624	187	24	with	with	ADP
cana-1624	187	25	high	high	ADJ
cana-1624	187	26	success	success	NOUN
cana-1624	187	27	rates	rate	NOUN
cana-1624	187	28	.	.	PUNCT
cana-1624	188	1	furthermore	furthermore	ADV
cana-1624	188	2	,	,	PUNCT
cana-1624	188	3	the	the	DET
cana-1624	188	4	implementation	implementation	NOUN
cana-1624	188	5	of	of	ADP
cana-1624	188	6	the	the	DET
cana-1624	188	7	framework	framework	NOUN
cana-1624	188	8	has	have	AUX
cana-1624	188	9	led	lead	VERB
cana-1624	188	10	to	to	ADP
cana-1624	188	11	notable	notable	ADJ
cana-1624	188	12	improvements	improvement	NOUN
cana-1624	188	13	in	in	ADP
cana-1624	188	14	network	network	NOUN
cana-1624	188	15	performance	performance	NOUN
cana-1624	188	16	metrics	metric	NOUN
cana-1624	188	17	,	,	PUNCT
cana-1624	188	18	such	such	ADJ
cana-1624	188	19	as	as	ADP
cana-1624	188	20	reduced	reduce	VERB
cana-1624	188	21	latency	latency	NOUN
cana-1624	188	22	and	and	CCONJ
cana-1624	188	23	increased	increase	VERB
cana-1624	188	24	throughput	throughput	NOUN
cana-1624	188	25	,	,	PUNCT
cana-1624	188	26	underscoring	underscore	VERB
cana-1624	188	27	its	its	PRON
cana-1624	188	28	operational	operational	ADJ
cana-1624	188	29	benefits	benefit	NOUN
cana-1624	188	30	beyond	beyond	ADP
cana-1624	188	31	security	security	NOUN
cana-1624	188	32	enhancements	enhancement	NOUN
cana-1624	188	33	.	.	PUNCT
cana-1624	189	1	the	the	DET
cana-1624	189	2	adaptability	adaptability	NOUN
cana-1624	189	3	of	of	ADP
cana-1624	189	4	the	the	DET
cana-1624	189	5	framework	framework	NOUN
cana-1624	189	6	,	,	PUNCT
cana-1624	189	7	powered	power	VERB
cana-1624	189	8	by	by	ADP
cana-1624	189	9	sdn	sdn	NOUN
cana-1624	189	10	controllers	controller	NOUN
cana-1624	189	11	and	and	CCONJ
cana-1624	189	12	bolstered	bolster	VERB
cana-1624	189	13	by	by	ADP
cana-1624	189	14	machine	machine	NOUN
cana-1624	189	15	learning	learn	VERB
cana-1624	189	16	algorithms	algorithm	NOUN
cana-1624	189	17	for	for	ADP
cana-1624	189	18	anomaly	anomaly	NOUN
cana-1624	189	19	detection	detection	NOUN
cana-1624	189	20	,	,	PUNCT
cana-1624	189	21	ensures	ensure	VERB
cana-1624	189	22	that	that	SCONJ
cana-1624	189	23	it	it	PRON
cana-1624	189	24	not	not	PART
cana-1624	189	25	only	only	ADV
cana-1624	189	26	addresses	address	VERB
cana-1624	189	27	current	current	ADJ
cana-1624	189	28	security	security	NOUN
cana-1624	189	29	threats	threat	NOUN
cana-1624	189	30	but	but	CCONJ
cana-1624	189	31	also	also	ADV
cana-1624	189	32	evolves	evolve	VERB
cana-1624	189	33	to	to	PART
cana-1624	189	34	preempt	preempt	VERB
cana-1624	189	35	future	future	ADJ
cana-1624	189	36	vulnerabilities	vulnerability	NOUN
cana-1624	189	37	.	.	PUNCT
cana-1624	190	1	however	however	ADV
cana-1624	190	2	,	,	PUNCT
cana-1624	190	3	the	the	DET
cana-1624	190	4	journey	journey	NOUN
cana-1624	190	5	towards	towards	ADP
cana-1624	190	6	securing	secure	VERB
cana-1624	190	7	iot	iot	PROPN
cana-1624	190	8	and	and	CCONJ
cana-1624	190	9	fog	fog	NOUN
cana-1624	190	10	computing	computing	NOUN
cana-1624	190	11	environments	environment	NOUN
cana-1624	190	12	does	do	AUX
cana-1624	190	13	not	not	PART
cana-1624	190	14	conclude	conclude	VERB
cana-1624	190	15	with	with	ADP
cana-1624	190	16	the	the	DET
cana-1624	190	17	development	development	NOUN
cana-1624	190	18	of	of	ADP
cana-1624	190	19	this	this	DET
cana-1624	190	20	framework	framework	NOUN
cana-1624	190	21	.	.	PUNCT
cana-1624	191	1	the	the	DET
cana-1624	191	2	dynamic	dynamic	ADJ
cana-1624	191	3	and	and	CCONJ
cana-1624	191	4	ever	ever	ADV
cana-1624	191	5	-	-	PUNCT
cana-1624	191	6	expanding	expand	VERB
cana-1624	191	7	landscape	landscape	NOUN
cana-1624	191	8	of	of	ADP
cana-1624	191	9	iot	iot	PROPN
cana-1624	191	10	technologies	technology	NOUN
cana-1624	191	11	,	,	PUNCT
cana-1624	191	12	coupled	couple	VERB
cana-1624	191	13	with	with	ADP
cana-1624	191	14	the	the	DET
cana-1624	191	15	evolving	evolve	VERB
cana-1624	191	16	sophistication	sophistication	NOUN
cana-1624	191	17	of	of	ADP
cana-1624	191	18	cyber	cyber	ADJ
cana-1624	191	19	threats	threat	NOUN
cana-1624	191	20	,	,	PUNCT
cana-1624	191	21	necessitates	necessitate	VERB
cana-1624	191	22	ongoing	ongoing	ADJ
cana-1624	191	23	research	research	NOUN
cana-1624	191	24	and	and	CCONJ
cana-1624	191	25	development	development	NOUN
cana-1624	191	26	.	.	PUNCT
cana-1624	192	1	future	future	ADJ
cana-1624	192	2	work	work	NOUN
cana-1624	192	3	should	should	AUX
cana-1624	192	4	focus	focus	VERB
cana-1624	192	5	on	on	ADP
cana-1624	192	6	enhancing	enhance	VERB
cana-1624	192	7	the	the	DET
cana-1624	192	8	scalability	scalability	NOUN
cana-1624	192	9	and	and	CCONJ
cana-1624	192	10	resilience	resilience	NOUN
cana-1624	192	11	of	of	ADP
cana-1624	192	12	the	the	DET
cana-1624	192	13	framework	framework	NOUN
cana-1624	192	14	,	,	PUNCT
cana-1624	192	15	exploring	explore	VERB
cana-1624	192	16	decentralized	decentralize	VERB
cana-1624	192	17	security	security	NOUN
cana-1624	192	18	management	management	NOUN
cana-1624	192	19	approaches	approach	NOUN
cana-1624	192	20	to	to	PART
cana-1624	192	21	mitigate	mitigate	VERB
cana-1624	192	22	the	the	DET
cana-1624	192	23	risks	risk	NOUN
cana-1624	192	24	of	of	ADP
cana-1624	192	25	centralized	centralized	ADJ
cana-1624	192	26	control	control	NOUN
cana-1624	192	27	,	,	PUNCT
cana-1624	192	28	communications	communication	NOUN
cana-1624	192	29	on	on	ADP
cana-1624	192	30	applied	apply	VERB
cana-1624	192	31	nonlinear	nonlinear	ADJ
cana-1624	192	32	analysis	analysis	NOUN
cana-1624	192	33	issn	issn	NOUN
cana-1624	192	34	:	:	PUNCT
cana-1624	192	35	1074	1074	NUM
cana-1624	192	36	-	-	PUNCT
cana-1624	192	37	133x	133x	NUM
cana-1624	192	38	vol	vol	NOUN
cana-1624	192	39	32	32	NUM
cana-1624	192	40	no	no	NOUN
cana-1624	192	41	.	.	NOUN
cana-1624	192	42	1	1	NUM
cana-1624	192	43	(	(	PUNCT
cana-1624	192	44	2025	2025	NUM
cana-1624	192	45	)	)	PUNCT
cana-1624	192	46	112	112	NUM
cana-1624	192	47	https://internationalpubls.com	https://internationalpubls.com	X
cana-1624	192	48	and	and	CCONJ
cana-1624	192	49	integrating	integrate	VERB
cana-1624	192	50	advanced	advanced	ADJ
cana-1624	192	51	artificial	artificial	ADJ
cana-1624	192	52	intelligence	intelligence	NOUN
cana-1624	192	53	(	(	PUNCT
cana-1624	192	54	ai	ai	NOUN
cana-1624	192	55	)	)	PUNCT
cana-1624	192	56	and	and	CCONJ
cana-1624	192	57	machine	machine	NOUN
cana-1624	192	58	learning	learning	NOUN
cana-1624	192	59	(	(	PUNCT
cana-1624	192	60	ml	ml	NOUN
cana-1624	192	61	)	)	PUNCT
cana-1624	192	62	algorithms	algorithm	NOUN
cana-1624	192	63	to	to	PART
cana-1624	192	64	improve	improve	VERB
cana-1624	192	65	the	the	DET
cana-1624	192	66	accuracy	accuracy	NOUN
cana-1624	192	67	and	and	CCONJ
cana-1624	192	68	efficiency	efficiency	NOUN
cana-1624	192	69	of	of	ADP
cana-1624	192	70	threat	threat	NOUN
cana-1624	192	71	detection	detection	NOUN
cana-1624	192	72	and	and	CCONJ
cana-1624	192	73	response	response	NOUN
cana-1624	192	74	mechanisms	mechanism	NOUN
cana-1624	192	75	.	.	PUNCT
cana-1624	193	1	the	the	DET
cana-1624	193	2	sdn	sdn	NOUN
cana-1624	193	3	-	-	PUNCT
cana-1624	193	4	based	base	VERB
cana-1624	193	5	security	security	NOUN
cana-1624	193	6	assessment	assessment	NOUN
cana-1624	193	7	framework	framework	NOUN
cana-1624	193	8	embodies	embody	VERB
cana-1624	193	9	a	a	DET
cana-1624	193	10	significant	significant	ADJ
cana-1624	193	11	stride	stride	NOUN
cana-1624	193	12	towards	towards	ADP
cana-1624	193	13	realizing	realize	VERB
cana-1624	193	14	secure	secure	ADJ
cana-1624	193	15	,	,	PUNCT
cana-1624	193	16	efficient	efficient	ADJ
cana-1624	193	17	,	,	PUNCT
cana-1624	193	18	and	and	CCONJ
cana-1624	193	19	resilient	resilient	ADJ
cana-1624	193	20	iot	iot	NOUN
cana-1624	193	21	and	and	CCONJ
cana-1624	193	22	fog	fog	NOUN
cana-1624	193	23	computing	compute	VERB
cana-1624	193	24	environments	environment	NOUN
cana-1624	193	25	.	.	PUNCT
cana-1624	194	1	by	by	ADP
cana-1624	194	2	addressing	address	VERB
cana-1624	194	3	the	the	DET
cana-1624	194	4	multifaceted	multifaceted	ADJ
cana-1624	194	5	security	security	NOUN
cana-1624	194	6	challenges	challenge	NOUN
cana-1624	194	7	with	with	ADP
cana-1624	194	8	a	a	DET
cana-1624	194	9	dynamic	dynamic	ADJ
cana-1624	194	10	and	and	CCONJ
cana-1624	194	11	adaptable	adaptable	ADJ
cana-1624	194	12	approach	approach	NOUN
cana-1624	194	13	,	,	PUNCT
cana-1624	194	14	the	the	DET
cana-1624	194	15	framework	framework	NOUN
cana-1624	194	16	paves	pave	VERB
cana-1624	194	17	the	the	DET
cana-1624	194	18	way	way	NOUN
cana-1624	194	19	for	for	ADP
cana-1624	194	20	the	the	DET
cana-1624	194	21	safe	safe	ADJ
cana-1624	194	22	and	and	CCONJ
cana-1624	194	23	reliable	reliable	ADJ
cana-1624	194	24	incorporation	incorporation	NOUN
cana-1624	194	25	of	of	ADP
cana-1624	194	26	iot	iot	ADJ
cana-1624	194	27	technologies	technology	NOUN
cana-1624	194	28	into	into	ADP
cana-1624	194	29	our	our	PRON
cana-1624	194	30	daily	daily	ADJ
cana-1624	194	31	lives	life	NOUN
cana-1624	194	32	and	and	CCONJ
cana-1624	194	33	industrial	industrial	ADJ
cana-1624	194	34	processes	process	NOUN
cana-1624	194	35	.	.	PUNCT
cana-1624	195	1	it	it	PRON
cana-1624	195	2	stands	stand	VERB
cana-1624	195	3	as	as	ADP
cana-1624	195	4	a	a	DET
cana-1624	195	5	testament	testament	NOUN
cana-1624	195	6	to	to	ADP
cana-1624	195	7	the	the	DET
cana-1624	195	8	potential	potential	NOUN
cana-1624	195	9	of	of	ADP
cana-1624	195	10	innovative	innovative	ADJ
cana-1624	195	11	network	network	NOUN
cana-1624	195	12	management	management	NOUN
cana-1624	195	13	and	and	CCONJ
cana-1624	195	14	security	security	NOUN
cana-1624	195	15	solutions	solution	NOUN
cana-1624	195	16	to	to	PART
cana-1624	195	17	foster	foster	VERB
cana-1624	195	18	a	a	DET
cana-1624	195	19	more	more	ADV
cana-1624	195	20	secure	secure	ADJ
cana-1624	195	21	and	and	CCONJ
cana-1624	195	22	connected	connected	ADJ
cana-1624	195	23	world	world	NOUN
cana-1624	195	24	.	.	PUNCT
cana-1624	196	1	references	reference	NOUN
cana-1624	196	2	[	[	X
cana-1624	196	3	1	1	X
cana-1624	196	4	]	]	PUNCT
cana-1624	196	5	rudra	rudra	PROPN
cana-1624	196	6	kumar	kumar	PROPN
cana-1624	196	7	,	,	PUNCT
cana-1624	196	8	m.	m.	NOUN
cana-1624	196	9	,	,	PUNCT
cana-1624	196	10	gunjan	gunjan	PROPN
cana-1624	196	11	,	,	PUNCT
cana-1624	196	12	v.k	v.k	PROPN
cana-1624	196	13	.	.	PROPN
cana-1624	196	14	(	(	PUNCT
cana-1624	196	15	2022	2022	NUM
cana-1624	196	16	)	)	PUNCT
cana-1624	196	17	.	.	PUNCT
cana-1624	197	1	machine	machine	NOUN
cana-1624	197	2	learning	learning	NOUN
cana-1624	197	3	based	base	VERB
cana-1624	197	4	solutions	solution	NOUN
cana-1624	197	5	for	for	ADP
cana-1624	197	6	human	human	ADJ
cana-1624	197	7	resource	resource	NOUN
cana-1624	197	8	systems	system	NOUN
cana-1624	197	9	management	management	NOUN
cana-1624	197	10	.	.	PUNCT
cana-1624	198	1	in	in	ADP
cana-1624	198	2	:	:	PUNCT
cana-1624	198	3	kumar	kumar	PROPN
cana-1624	198	4	,	,	PUNCT
cana-1624	198	5	a.	a.	PROPN
cana-1624	198	6	,	,	PUNCT
cana-1624	198	7	mozar	mozar	PROPN
cana-1624	198	8	,	,	PUNCT
cana-1624	198	9	s.	s.	PROPN
cana-1624	198	10	(	(	PUNCT
cana-1624	198	11	eds	eds	PROPN
cana-1624	198	12	)	)	PUNCT
cana-1624	198	13	iccce	iccce	NOUN
cana-1624	198	14	2021	2021	NUM
cana-1624	198	15	.	.	PUNCT
cana-1624	199	1	lecture	lecture	NOUN
cana-1624	199	2	notes	note	NOUN
cana-1624	199	3	in	in	ADP
cana-1624	199	4	electrical	electrical	ADJ
cana-1624	199	5	engineering	engineering	NOUN
cana-1624	199	6	,	,	PUNCT
cana-1624	199	7	vol	vol	NOUN
cana-1624	199	8	828	828	NUM
cana-1624	199	9	.	.	PUNCT
cana-1624	200	1	springer	springer	NOUN
cana-1624	200	2	,	,	PUNCT
cana-1624	200	3	singapore	singapore	PROPN
cana-1624	200	4	.	.	PUNCT
cana-1624	201	1	https://doi.org/10.1007/978-981-16-7985-8_129	https://doi.org/10.1007/978-981-16-7985-8_129	PROPN
cana-1624	201	2	.	.	PUNCT
cana-1624	202	1	[	[	X
cana-1624	202	2	2	2	NUM
cana-1624	202	3	]	]	PUNCT
cana-1624	202	4	thulasi	thulasi	NOUN
cana-1624	202	5	,	,	PUNCT
cana-1624	202	6	m.	m.	NOUN
cana-1624	202	7	s.	s.	PROPN
cana-1624	202	8	.	.	PUNCT
cana-1624	202	9	,	,	PUNCT
cana-1624	202	10	b.	b.	PROPN
cana-1624	202	11	.	.	PUNCT
cana-1624	203	1	sowjanya	sowjanya	PROPN
cana-1624	203	2	,	,	PUNCT
cana-1624	203	3	k.	k.	PROPN
cana-1624	203	4	.	.	PUNCT
cana-1624	204	1	sreenivasulu	sreenivasulu	PROPN
cana-1624	204	2	,	,	PUNCT
cana-1624	204	3	and	and	CCONJ
cana-1624	204	4	m.	m.	PROPN
cana-1624	204	5	r.	r.	PROPN
cana-1624	204	6	.	.	PUNCT
cana-1624	205	1	kumar	kumar	PROPN
cana-1624	205	2	.	.	PUNCT
cana-1624	206	1	“	"	PUNCT
cana-1624	206	2	knowledge	knowledge	NOUN
cana-1624	206	3	attitude	attitude	NOUN
cana-1624	206	4	and	and	CCONJ
cana-1624	206	5	practices	practice	NOUN
cana-1624	206	6	of	of	ADP
cana-1624	206	7	dental	dental	ADJ
cana-1624	206	8	students	student	NOUN
cana-1624	206	9	and	and	CCONJ
cana-1624	206	10	dental	dental	ADJ
cana-1624	206	11	practitioners	practitioner	NOUN
cana-1624	206	12	towards	towards	ADP
cana-1624	206	13	artificial	artificial	ADJ
cana-1624	206	14	intelligence	intelligence	NOUN
cana-1624	206	15	”	"	PUNCT
cana-1624	206	16	.	.	PUNCT
cana-1624	207	1	international	international	ADJ
cana-1624	207	2	journal	journal	NOUN
cana-1624	207	3	of	of	ADP
cana-1624	207	4	intelligent	intelligent	ADJ
cana-1624	207	5	systems	system	NOUN
cana-1624	207	6	and	and	CCONJ
cana-1624	207	7	applications	application	NOUN
cana-1624	207	8	in	in	ADP
cana-1624	207	9	engineering	engineering	NOUN
cana-1624	207	10	,	,	PUNCT
cana-1624	207	11	vol	vol	NOUN
cana-1624	207	12	.	.	PROPN
cana-1624	207	13	10	10	NUM
cana-1624	207	14	,	,	PUNCT
cana-1624	207	15	no	no	INTJ
cana-1624	207	16	.	.	NOUN
cana-1624	208	1	1s	1s	NUM
cana-1624	208	2	,	,	PUNCT
cana-1624	208	3	oct	oct	PROPN
cana-1624	208	4	.	.	PROPN
cana-1624	208	5	2022	2022	NUM
cana-1624	208	6	,	,	PUNCT
cana-1624	208	7	pp	pp	ADJ
cana-1624	208	8	.	.	PUNCT
cana-1624	209	1	248	248	NUM
cana-1624	209	2	-	-	SYM
cana-1624	209	3	53	53	NUM
cana-1624	209	4	.	.	PUNCT
cana-1624	210	1	[	[	X
cana-1624	210	2	3	3	X
cana-1624	210	3	]	]	X
cana-1624	210	4	rudra	rudra	PROPN
cana-1624	210	5	kumar	kumar	PROPN
cana-1624	210	6	,	,	PUNCT
cana-1624	210	7	m.	m.	NOUN
cana-1624	210	8	,	,	PUNCT
cana-1624	210	9	gunjan	gunjan	PROPN
cana-1624	210	10	,	,	PUNCT
cana-1624	210	11	v.k	v.k	PROPN
cana-1624	210	12	.	.	PROPN
cana-1624	210	13	(	(	PUNCT
cana-1624	210	14	2022	2022	NUM
cana-1624	210	15	)	)	PUNCT
cana-1624	210	16	.	.	PUNCT
cana-1624	211	1	peer	peer	NOUN
cana-1624	211	2	level	level	NOUN
cana-1624	211	3	credit	credit	NOUN
cana-1624	211	4	rating	rating	NOUN
cana-1624	211	5	:	:	PUNCT
cana-1624	211	6	an	an	DET
cana-1624	211	7	extended	extended	ADJ
cana-1624	211	8	plugin	plugin	NOUN
cana-1624	211	9	for	for	ADP
cana-1624	211	10	credit	credit	NOUN
cana-1624	211	11	scoring	scoring	NOUN
cana-1624	211	12	framework	framework	NOUN
cana-1624	211	13	.	.	PUNCT
cana-1624	212	1	in	in	ADP
cana-1624	212	2	:	:	PUNCT
cana-1624	212	3	kumar	kumar	PROPN
cana-1624	212	4	,	,	PUNCT
cana-1624	212	5	a.	a.	PROPN
cana-1624	212	6	,	,	PUNCT
cana-1624	212	7	mozar	mozar	PROPN
cana-1624	212	8	,	,	PUNCT
cana-1624	212	9	s.	s.	PROPN
cana-1624	212	10	(	(	PUNCT
cana-1624	212	11	eds	eds	PROPN
cana-1624	212	12	)	)	PUNCT
cana-1624	212	13	iccce	iccce	NOUN
cana-1624	212	14	2021	2021	NUM
cana-1624	212	15	.	.	PUNCT
cana-1624	213	1	lecture	lecture	NOUN
cana-1624	213	2	notes	note	NOUN
cana-1624	213	3	in	in	ADP
cana-1624	213	4	electrical	electrical	ADJ
cana-1624	213	5	engineering	engineering	NOUN
cana-1624	213	6	,	,	PUNCT
cana-1624	213	7	vol	vol	NOUN
cana-1624	213	8	828	828	NUM
cana-1624	213	9	.	.	PUNCT
cana-1624	214	1	springer	springer	NOUN
cana-1624	214	2	,	,	PUNCT
cana-1624	214	3	singapore	singapore	PROPN
cana-1624	214	4	.	.	PUNCT
cana-1624	215	1	https://doi.org/10.1007/978-981-16-7985-8_128	https://doi.org/10.1007/978-981-16-7985-8_128	PROPN
cana-1624	216	1	[	[	X
cana-1624	216	2	4	4	NUM
cana-1624	216	3	]	]	X
cana-1624	216	4	abbassi	abbassi	NOUN
cana-1624	216	5	,	,	PUNCT
cana-1624	216	6	younes	younes	PROPN
cana-1624	216	7	,	,	PUNCT
cana-1624	216	8	hicham	hicham	PROPN
cana-1624	216	9	toumi	toumi	PROPN
cana-1624	216	10	,	,	PUNCT
cana-1624	216	11	and	and	CCONJ
cana-1624	216	12	el	el	PROPN
cana-1624	216	13	habib	habib	PROPN
cana-1624	216	14	ben	ben	PROPN
cana-1624	216	15	lahmar	lahmar	PROPN
cana-1624	216	16	.	.	PUNCT
cana-1624	217	1	"	"	PUNCT
cana-1624	217	2	a	a	DET
cana-1624	217	3	proposal	proposal	NOUN
cana-1624	217	4	for	for	ADP
cana-1624	217	5	dynamic	dynamic	ADJ
cana-1624	217	6	and	and	CCONJ
cana-1624	217	7	secure	secure	ADJ
cana-1624	217	8	authentication	authentication	NOUN
cana-1624	217	9	in	in	ADP
cana-1624	217	10	iot	iot	PROPN
cana-1624	217	11	architectures	architecture	NOUN
cana-1624	217	12	based	base	VERB
cana-1624	217	13	on	on	ADP
cana-1624	217	14	sdn	sdn	PROPN
cana-1624	217	15	.	.	PUNCT
cana-1624	217	16	"	"	PUNCT
cana-1624	217	17	journal	journal	NOUN
cana-1624	217	18	of	of	ADP
cana-1624	217	19	telecommunications	telecommunication	NOUN
cana-1624	217	20	&	&	CCONJ
cana-1624	217	21	the	the	DET
cana-1624	217	22	digital	digital	ADJ
cana-1624	217	23	economy	economy	NOUN
cana-1624	217	24	10	10	NUM
cana-1624	217	25	,	,	PUNCT
cana-1624	217	26	no	no	INTJ
cana-1624	217	27	.	.	NOUN
cana-1624	217	28	4	4	NUM
cana-1624	217	29	(	(	PUNCT
cana-1624	217	30	2022	2022	NUM
cana-1624	217	31	)	)	PUNCT
cana-1624	217	32	.	.	PUNCT
cana-1624	218	1	[	[	X
cana-1624	218	2	5	5	NUM
cana-1624	218	3	]	]	PUNCT
cana-1624	218	4	mohamed	mohamed	PROPN
cana-1624	218	5	,	,	PUNCT
cana-1624	218	6	doaa	doaa	VERB
cana-1624	218	7	,	,	PUNCT
cana-1624	218	8	and	and	CCONJ
cana-1624	218	9	osama	osama	PROPN
cana-1624	218	10	ismael	ismael	PROPN
cana-1624	218	11	.	.	PUNCT
cana-1624	219	1	"	"	PUNCT
cana-1624	219	2	enhancement	enhancement	NOUN
cana-1624	219	3	of	of	ADP
cana-1624	219	4	an	an	DET
cana-1624	219	5	iot	iot	ADJ
cana-1624	219	6	hybrid	hybrid	NOUN
cana-1624	219	7	intrusion	intrusion	NOUN
cana-1624	219	8	detection	detection	NOUN
cana-1624	219	9	system	system	NOUN
cana-1624	219	10	based	base	VERB
cana-1624	219	11	on	on	ADP
cana-1624	219	12	fog	fog	PROPN
cana-1624	219	13	-	-	PUNCT
cana-1624	219	14	tocloud	tocloud	NOUN
cana-1624	219	15	computing	computing	NOUN
cana-1624	219	16	.	.	PUNCT
cana-1624	219	17	"	"	PUNCT
cana-1624	220	1	journal	journal	NOUN
cana-1624	220	2	of	of	ADP
cana-1624	220	3	cloud	cloud	NOUN
cana-1624	220	4	computing	compute	VERB
cana-1624	220	5	12	12	NUM
cana-1624	220	6	,	,	PUNCT
cana-1624	220	7	no	no	INTJ
cana-1624	220	8	.	.	NOUN
cana-1624	220	9	1	1	NUM
cana-1624	220	10	(	(	PUNCT
cana-1624	220	11	2023	2023	NUM
cana-1624	220	12	):	):	PUNCT
cana-1624	220	13	1	1	NUM
cana-1624	220	14	-	-	SYM
cana-1624	220	15	13	13	NUM
cana-1624	220	16	.	.	PUNCT
cana-1624	221	1	[	[	X
cana-1624	221	2	6	6	NUM
cana-1624	221	3	]	]	X
cana-1624	221	4	zhou	zhou	X
cana-1624	221	5	,	,	PUNCT
cana-1624	221	6	hejia	hejia	PROPN
cana-1624	221	7	,	,	PUNCT
cana-1624	221	8	shantanu	shantanu	PROPN
cana-1624	221	9	pal	pal	PROPN
cana-1624	221	10	,	,	PUNCT
cana-1624	221	11	zahra	zahra	PROPN
cana-1624	221	12	jadidi	jadidi	PROPN
cana-1624	221	13	,	,	PUNCT
cana-1624	221	14	and	and	CCONJ
cana-1624	221	15	alireza	alireza	PROPN
cana-1624	221	16	jolfaei	jolfaei	PROPN
cana-1624	221	17	.	.	PUNCT
cana-1624	222	1	"	"	PUNCT
cana-1624	222	2	a	a	DET
cana-1624	222	3	fog	fog	NOUN
cana-1624	222	4	-	-	PUNCT
cana-1624	222	5	based	base	VERB
cana-1624	222	6	security	security	NOUN
cana-1624	222	7	framework	framework	NOUN
cana-1624	222	8	for	for	ADP
cana-1624	222	9	large	large	ADJ
cana-1624	222	10	-	-	PUNCT
cana-1624	222	11	scale	scale	NOUN
cana-1624	222	12	industrial	industrial	ADJ
cana-1624	222	13	internet	internet	NOUN
cana-1624	222	14	of	of	ADP
cana-1624	222	15	things	thing	NOUN
cana-1624	222	16	environments	environment	NOUN
cana-1624	222	17	.	.	PUNCT
cana-1624	222	18	"	"	PUNCT
cana-1624	223	1	ieee	ieee	NOUN
cana-1624	223	2	internet	internet	NOUN
cana-1624	223	3	of	of	ADP
cana-1624	223	4	things	thing	NOUN
cana-1624	223	5	magazine	magazine	NOUN
cana-1624	223	6	6	6	NUM
cana-1624	223	7	,	,	PUNCT
cana-1624	223	8	no	no	INTJ
cana-1624	223	9	.	.	NOUN
cana-1624	223	10	1	1	NUM
cana-1624	223	11	(	(	PUNCT
cana-1624	223	12	2022	2022	NUM
cana-1624	223	13	):	):	PUNCT
cana-1624	223	14	64	64	NUM
cana-1624	223	15	-	-	SYM
cana-1624	223	16	68	68	NUM
cana-1624	223	17	.	.	PUNCT
cana-1624	224	1	[	[	X
cana-1624	224	2	7	7	NUM
cana-1624	224	3	]	]	X
cana-1624	224	4	rani	rani	NOUN
cana-1624	224	5	,	,	PUNCT
cana-1624	224	6	shalli	shalli	PROPN
cana-1624	224	7	,	,	PUNCT
cana-1624	224	8	himanshi	himanshi	PROPN
cana-1624	224	9	babbar	babbar	PROPN
cana-1624	224	10	,	,	PUNCT
cana-1624	224	11	gautam	gautam	PROPN
cana-1624	224	12	srivastava	srivastava	PROPN
cana-1624	224	13	,	,	PUNCT
cana-1624	224	14	thippa	thippa	ADJ
cana-1624	224	15	reddy	reddy	PROPN
cana-1624	224	16	gadekallu	gadekallu	PROPN
cana-1624	224	17	,	,	PUNCT
cana-1624	224	18	and	and	CCONJ
cana-1624	224	19	gaurav	gaurav	PROPN
cana-1624	224	20	dhiman	dhiman	NOUN
cana-1624	224	21	.	.	PUNCT
cana-1624	225	1	"	"	PUNCT
cana-1624	225	2	security	security	NOUN
cana-1624	225	3	framework	framework	NOUN
cana-1624	225	4	for	for	ADP
cana-1624	225	5	internet	internet	NOUN
cana-1624	225	6	-	-	PUNCT
cana-1624	225	7	of	of	ADP
cana-1624	225	8	-	-	PUNCT
cana-1624	225	9	things	thing	NOUN
cana-1624	225	10	-	-	PUNCT
cana-1624	225	11	based	base	VERB
cana-1624	225	12	software	software	NOUN
cana-1624	225	13	-	-	PUNCT
cana-1624	225	14	defined	define	VERB
cana-1624	225	15	networks	network	NOUN
cana-1624	225	16	using	use	VERB
cana-1624	225	17	blockchain	blockchain	PROPN
cana-1624	225	18	.	.	PUNCT
cana-1624	225	19	"	"	PUNCT
cana-1624	225	20	ieee	ieee	NOUN
cana-1624	225	21	internet	internet	NOUN
cana-1624	225	22	of	of	ADP
cana-1624	225	23	things	thing	NOUN
cana-1624	225	24	journal	journal	PROPN
cana-1624	225	25	10	10	NUM
cana-1624	225	26	,	,	PUNCT
cana-1624	225	27	no	no	INTJ
cana-1624	225	28	.	.	NOUN
cana-1624	225	29	7	7	NUM
cana-1624	225	30	(	(	PUNCT
cana-1624	225	31	2022	2022	NUM
cana-1624	225	32	):	):	PUNCT
cana-1624	225	33	6074	6074	NUM
cana-1624	225	34	-	-	SYM
cana-1624	225	35	6081	6081	NUM
cana-1624	225	36	.	.	PUNCT
cana-1624	226	1	[	[	X
cana-1624	226	2	8	8	NUM
cana-1624	226	3	]	]	X
cana-1624	226	4	gudla	gudla	NOUN
cana-1624	226	5	,	,	PUNCT
cana-1624	226	6	surya	surya	PROPN
cana-1624	226	7	pavan	pavan	PROPN
cana-1624	226	8	kumar	kumar	PROPN
cana-1624	226	9	,	,	PUNCT
cana-1624	226	10	sourav	sourav	PROPN
cana-1624	226	11	kumar	kumar	PROPN
cana-1624	226	12	bhoi	bhoi	PROPN
cana-1624	226	13	,	,	PUNCT
cana-1624	226	14	soumya	soumya	PROPN
cana-1624	226	15	ranjan	ranjan	PROPN
cana-1624	226	16	nayak	nayak	PROPN
cana-1624	226	17	,	,	PUNCT
cana-1624	226	18	and	and	CCONJ
cana-1624	226	19	amit	amit	PROPN
cana-1624	226	20	verma	verma	PROPN
cana-1624	226	21	.	.	PUNCT
cana-1624	227	1	"	"	PUNCT
cana-1624	227	2	di	di	NOUN
cana-1624	227	3	-	-	NOUN
cana-1624	227	4	ads	ad	NOUN
cana-1624	227	5	:	:	PUNCT
cana-1624	227	6	a	a	DET
cana-1624	227	7	deep	deep	ADJ
cana-1624	227	8	intelligent	intelligent	ADJ
cana-1624	227	9	distributed	distribute	VERB
cana-1624	227	10	denial	denial	NOUN
cana-1624	227	11	of	of	ADP
cana-1624	227	12	service	service	NOUN
cana-1624	227	13	attack	attack	NOUN
cana-1624	227	14	detection	detection	NOUN
cana-1624	227	15	scheme	scheme	NOUN
cana-1624	227	16	for	for	ADP
cana-1624	227	17	fog	fog	NOUN
cana-1624	227	18	-	-	PUNCT
cana-1624	227	19	based	base	VERB
cana-1624	227	20	iot	iot	NOUN
cana-1624	227	21	applications	application	NOUN
cana-1624	227	22	.	.	PUNCT
cana-1624	227	23	"	"	PUNCT
cana-1624	228	1	mathematical	mathematical	ADJ
cana-1624	228	2	problems	problem	NOUN
cana-1624	228	3	in	in	ADP
cana-1624	228	4	engineering	engineer	VERB
cana-1624	228	5	2022	2022	NUM
cana-1624	228	6	(	(	PUNCT
cana-1624	228	7	2022	2022	NUM
cana-1624	228	8	):	):	PUNCT
cana-1624	228	9	1	1	NUM
cana-1624	228	10	-	-	SYM
cana-1624	228	11	17	17	NUM
cana-1624	228	12	.	.	PUNCT
cana-1624	229	1	[	[	X
cana-1624	229	2	9	9	NUM
cana-1624	229	3	]	]	SYM
cana-1624	229	4	mohan	mohan	PROPN
cana-1624	229	5	,	,	PUNCT
cana-1624	229	6	k.	k.	PROPN
cana-1624	229	7	venkata	venkata	PROPN
cana-1624	229	8	murali	murali	PROPN
cana-1624	229	9	,	,	PUNCT
cana-1624	229	10	sarangam	sarangam	PROPN
cana-1624	229	11	kodati	kodati	PROPN
cana-1624	229	12	,	,	PUNCT
cana-1624	229	13	and	and	CCONJ
cana-1624	229	14	v.	v.	ADP
cana-1624	229	15	krishna	krishna	PROPN
cana-1624	229	16	.	.	PUNCT
cana-1624	230	1	"	"	PUNCT
cana-1624	230	2	securing	secure	VERB
cana-1624	230	3	sdn	sdn	PROPN
cana-1624	230	4	enabled	enable	VERB
cana-1624	230	5	iot	iot	PROPN
cana-1624	230	6	scenario	scenario	PROPN
cana-1624	230	7	infrastructure	infrastructure	NOUN
cana-1624	230	8	of	of	ADP
cana-1624	230	9	fog	fog	NOUN
cana-1624	230	10	networks	network	NOUN
cana-1624	230	11	from	from	ADP
cana-1624	230	12	attacks	attack	NOUN
cana-1624	230	13	.	.	PUNCT
cana-1624	230	14	"	"	PUNCT
cana-1624	231	1	in	in	ADP
cana-1624	231	2	2022	2022	NUM
cana-1624	231	3	second	second	ADJ
cana-1624	231	4	international	international	ADJ
cana-1624	231	5	conference	conference	NOUN
cana-1624	231	6	on	on	ADP
cana-1624	231	7	artificial	artificial	ADJ
cana-1624	231	8	intelligence	intelligence	NOUN
cana-1624	231	9	and	and	CCONJ
cana-1624	231	10	smart	smart	ADJ
cana-1624	231	11	energy	energy	NOUN
cana-1624	231	12	(	(	PUNCT
cana-1624	231	13	icais	icais	PROPN
cana-1624	231	14	)	)	PUNCT
cana-1624	231	15	,	,	PUNCT
cana-1624	231	16	pp	pp	PROPN
cana-1624	231	17	.	.	PUNCT
cana-1624	231	18	1239	1239	NUM
cana-1624	231	19	-	-	SYM
cana-1624	231	20	1243	1243	NUM
cana-1624	231	21	.	.	PUNCT
cana-1624	231	22	ieee	ieee	NOUN
cana-1624	231	23	,	,	PUNCT
cana-1624	231	24	2022	2022	NUM
cana-1624	231	25	.	.	PUNCT
cana-1624	232	1	[	[	X
cana-1624	232	2	10	10	NUM
cana-1624	232	3	]	]	X
cana-1624	232	4	gudla	gudla	NOUN
cana-1624	232	5	,	,	PUNCT
cana-1624	232	6	surya	surya	PROPN
cana-1624	232	7	pavan	pavan	PROPN
cana-1624	232	8	kumar	kumar	PROPN
cana-1624	232	9	,	,	PUNCT
cana-1624	232	10	sourav	sourav	PROPN
cana-1624	232	11	kumar	kumar	PROPN
cana-1624	232	12	bhoi	bhoi	PROPN
cana-1624	232	13	,	,	PUNCT
cana-1624	232	14	soumya	soumya	PROPN
cana-1624	232	15	ranjan	ranjan	PROPN
cana-1624	232	16	nayak	nayak	PROPN
cana-1624	232	17	,	,	PUNCT
cana-1624	232	18	krishna	krishna	PROPN
cana-1624	232	19	kant	kant	PROPN
cana-1624	232	20	singh	singh	PROPN
cana-1624	232	21	,	,	PUNCT
cana-1624	232	22	amit	amit	PROPN
cana-1624	232	23	verma	verma	PROPN
cana-1624	232	24	,	,	PUNCT
cana-1624	232	25	and	and	CCONJ
cana-1624	232	26	ivan	ivan	PROPN
cana-1624	232	27	izonin	izonin	PROPN
cana-1624	232	28	.	.	PUNCT
cana-1624	233	1	"	"	PUNCT
cana-1624	233	2	a	a	DET
cana-1624	233	3	deep	deep	ADJ
cana-1624	233	4	intelligent	intelligent	ADJ
cana-1624	233	5	attack	attack	NOUN
cana-1624	233	6	detection	detection	NOUN
cana-1624	233	7	framework	framework	NOUN
cana-1624	233	8	for	for	ADP
cana-1624	233	9	fog	fog	NOUN
cana-1624	233	10	-	-	PUNCT
cana-1624	233	11	based	base	VERB
cana-1624	233	12	iot	iot	NOUN
cana-1624	233	13	systems	system	NOUN
cana-1624	233	14	.	.	PUNCT
cana-1624	233	15	"	"	PUNCT
cana-1624	234	1	computational	computational	ADJ
cana-1624	234	2	intelligence	intelligence	NOUN
cana-1624	234	3	and	and	CCONJ
cana-1624	234	4	neuroscience	neuroscience	NOUN
cana-1624	234	5	2022	2022	NUM
cana-1624	234	6	(	(	PUNCT
cana-1624	234	7	2022	2022	NUM
cana-1624	234	8	)	)	PUNCT
cana-1624	234	9	.	.	PUNCT
cana-1624	235	1	[	[	X
cana-1624	235	2	11	11	NUM
cana-1624	235	3	]	]	PUNCT
cana-1624	235	4	bebortta	bebortta	NOUN
cana-1624	235	5	,	,	PUNCT
cana-1624	235	6	sujit	sujit	PROPN
cana-1624	235	7	,	,	PUNCT
cana-1624	235	8	saneev	saneev	PROPN
cana-1624	235	9	kumar	kumar	PROPN
cana-1624	235	10	das	das	PROPN
cana-1624	235	11	,	,	PUNCT
cana-1624	235	12	and	and	CCONJ
cana-1624	235	13	sujata	sujata	PROPN
cana-1624	235	14	chakravarty	chakravarty	NOUN
cana-1624	235	15	.	.	PUNCT
cana-1624	236	1	"	"	PUNCT
cana-1624	236	2	fog	fog	NOUN
cana-1624	236	3	-	-	PUNCT
cana-1624	236	4	enabled	enable	VERB
cana-1624	236	5	intelligent	intelligent	ADJ
cana-1624	236	6	network	network	NOUN
cana-1624	236	7	intrusion	intrusion	NOUN
cana-1624	236	8	detection	detection	NOUN
cana-1624	236	9	framework	framework	NOUN
cana-1624	236	10	for	for	ADP
cana-1624	236	11	internet	internet	NOUN
cana-1624	236	12	of	of	ADP
cana-1624	236	13	things	thing	NOUN
cana-1624	236	14	applications	application	NOUN
cana-1624	236	15	.	.	PUNCT
cana-1624	236	16	"	"	PUNCT
cana-1624	236	17	in	in	ADP
cana-1624	236	18	2023	2023	NUM
cana-1624	236	19	13th	13th	NOUN
cana-1624	236	20	international	international	ADJ
cana-1624	236	21	conference	conference	NOUN
cana-1624	236	22	on	on	ADP
cana-1624	236	23	cloud	cloud	NOUN
cana-1624	236	24	computing	computing	NOUN
cana-1624	236	25	,	,	PUNCT
cana-1624	236	26	data	data	NOUN
cana-1624	236	27	science	science	PROPN
cana-1624	236	28	&	&	CCONJ
cana-1624	236	29	engineering	engineering	PROPN
cana-1624	236	30	(	(	PUNCT
cana-1624	236	31	confluence	confluence	NOUN
cana-1624	236	32	)	)	PUNCT
cana-1624	236	33	,	,	PUNCT
cana-1624	236	34	pp	pp	ADP
cana-1624	236	35	.	.	PUNCT
cana-1624	237	1	485	485	NUM
cana-1624	237	2	-	-	SYM
cana-1624	237	3	490	490	NUM
cana-1624	237	4	.	.	PUNCT
cana-1624	237	5	ieee	ieee	NOUN
cana-1624	237	6	,	,	PUNCT
cana-1624	237	7	2023	2023	NUM
cana-1624	237	8	.	.	PUNCT
cana-1624	238	1	[	[	X
cana-1624	238	2	12	12	NUM
cana-1624	238	3	]	]	X
cana-1624	238	4	mohan	mohan	PROPN
cana-1624	238	5	,	,	PUNCT
cana-1624	238	6	k.	k.	PROPN
cana-1624	238	7	venkata	venkata	PROPN
cana-1624	238	8	murali	murali	PROPN
cana-1624	238	9	,	,	PUNCT
cana-1624	238	10	sarangam	sarangam	PROPN
cana-1624	238	11	kodati	kodati	PROPN
cana-1624	238	12	,	,	PUNCT
cana-1624	238	13	and	and	CCONJ
cana-1624	238	14	v.	v.	ADP
cana-1624	238	15	krishna	krishna	PROPN
cana-1624	238	16	.	.	PUNCT
cana-1624	239	1	"	"	PUNCT
cana-1624	239	2	securing	secure	VERB
cana-1624	239	3	sdn	sdn	PROPN
cana-1624	239	4	enabled	enable	VERB
cana-1624	239	5	iot	iot	PROPN
cana-1624	239	6	scenario	scenario	PROPN
cana-1624	239	7	infrastructure	infrastructure	NOUN
cana-1624	239	8	of	of	ADP
cana-1624	239	9	fog	fog	NOUN
cana-1624	239	10	networks	network	NOUN
cana-1624	239	11	from	from	ADP
cana-1624	239	12	attacks	attack	NOUN
cana-1624	239	13	.	.	PUNCT
cana-1624	239	14	"	"	PUNCT
cana-1624	240	1	in	in	ADP
cana-1624	240	2	2022	2022	NUM
cana-1624	240	3	second	second	ADJ
cana-1624	240	4	international	international	ADJ
cana-1624	240	5	conference	conference	NOUN
cana-1624	240	6	on	on	ADP
cana-1624	240	7	artificial	artificial	ADJ
cana-1624	240	8	intelligence	intelligence	NOUN
cana-1624	240	9	and	and	CCONJ
cana-1624	240	10	smart	smart	ADJ
cana-1624	240	11	energy	energy	NOUN
cana-1624	240	12	(	(	PUNCT
cana-1624	240	13	icais	icais	PROPN
cana-1624	240	14	)	)	PUNCT
cana-1624	240	15	,	,	PUNCT
cana-1624	240	16	pp	pp	PROPN
cana-1624	240	17	.	.	PUNCT
cana-1624	240	18	1239	1239	NUM
cana-1624	240	19	-	-	SYM
cana-1624	240	20	1243	1243	NUM
cana-1624	240	21	.	.	PUNCT
cana-1624	240	22	ieee	ieee	NOUN
cana-1624	240	23	,	,	PUNCT
cana-1624	240	24	2022	2022	NUM
cana-1624	240	25	.	.	PUNCT
cana-1624	241	1	[	[	X
cana-1624	241	2	13	13	NUM
cana-1624	241	3	]	]	X
cana-1624	241	4	javanmardi	javanmardi	NOUN
cana-1624	241	5	,	,	PUNCT
cana-1624	241	6	saeed	saeed	PROPN
cana-1624	241	7	,	,	PUNCT
cana-1624	241	8	mohammad	mohammad	PROPN
cana-1624	241	9	shojafar	shojafar	PROPN
cana-1624	241	10	,	,	PUNCT
cana-1624	241	11	reza	reza	PROPN
cana-1624	241	12	mohammadi	mohammadi	NOUN
cana-1624	241	13	,	,	PUNCT
cana-1624	241	14	mamoun	mamoun	NOUN
cana-1624	241	15	alazab	alazab	ADJ
cana-1624	241	16	,	,	PUNCT
cana-1624	241	17	and	and	CCONJ
cana-1624	241	18	antonio	antonio	PROPN
cana-1624	241	19	m.	m.	PROPN
cana-1624	241	20	caruso	caruso	PROPN
cana-1624	241	21	.	.	PUNCT
cana-1624	242	1	"	"	PUNCT
cana-1624	242	2	an	an	DET
cana-1624	242	3	sdn	sdn	PROPN
cana-1624	242	4	perspective	perspective	NOUN
cana-1624	242	5	iot	iot	ADJ
cana-1624	242	6	-	-	PUNCT
cana-1624	242	7	fog	fog	NOUN
cana-1624	242	8	security	security	NOUN
cana-1624	242	9	:	:	PUNCT
cana-1624	242	10	a	a	DET
cana-1624	242	11	survey	survey	NOUN
cana-1624	242	12	.	.	PUNCT
cana-1624	242	13	"	"	PUNCT
cana-1624	243	1	computer	computer	NOUN
cana-1624	243	2	networks	network	NOUN
cana-1624	243	3	229	229	NUM
cana-1624	243	4	(	(	PUNCT
cana-1624	243	5	2023	2023	NUM
cana-1624	243	6	):	):	PUNCT
cana-1624	243	7	109732	109732	NUM
cana-1624	243	8	.	.	PUNCT
cana-1624	244	1	[	[	X
cana-1624	244	2	14	14	NUM
cana-1624	244	3	]	]	X
cana-1624	244	4	jumani	jumani	PROPN
cana-1624	244	5	,	,	PUNCT
cana-1624	244	6	awais	awais	PROPN
cana-1624	244	7	khan	khan	PROPN
cana-1624	244	8	,	,	PUNCT
cana-1624	244	9	jinglun	jinglun	PROPN
cana-1624	244	10	shi	shi	PROPN
cana-1624	244	11	,	,	PUNCT
cana-1624	244	12	asif	asif	PROPN
cana-1624	244	13	ali	ali	PROPN
cana-1624	244	14	laghari	laghari	PROPN
cana-1624	244	15	,	,	PUNCT
cana-1624	244	16	zhihui	zhihui	PROPN
cana-1624	244	17	hu	hu	PROPN
cana-1624	244	18	,	,	PUNCT
cana-1624	244	19	aftab	aftab	PROPN
cana-1624	244	20	ul	ul	PROPN
cana-1624	244	21	nabi	nabi	PROPN
cana-1624	244	22	,	,	PUNCT
cana-1624	244	23	and	and	CCONJ
cana-1624	244	24	huang	huang	PROPN
cana-1624	244	25	qian	qian	PROPN
cana-1624	244	26	.	.	PUNCT
cana-1624	245	1	"	"	PUNCT
cana-1624	245	2	fog	fog	NOUN
cana-1624	245	3	computing	compute	VERB
cana-1624	245	4	security	security	NOUN
cana-1624	245	5	:	:	PUNCT
cana-1624	245	6	a	a	DET
cana-1624	245	7	review	review	NOUN
cana-1624	245	8	.	.	PUNCT
cana-1624	245	9	"	"	PUNCT
cana-1624	246	1	security	security	NOUN
cana-1624	246	2	and	and	CCONJ
cana-1624	246	3	privacy	privacy	NOUN
cana-1624	246	4	6	6	NUM
cana-1624	246	5	,	,	PUNCT
cana-1624	246	6	no	no	INTJ
cana-1624	246	7	.	.	NOUN
cana-1624	246	8	6	6	NUM
cana-1624	246	9	(	(	PUNCT
cana-1624	246	10	2023	2023	NUM
cana-1624	246	11	):	):	PUNCT
cana-1624	246	12	e313	e313	PROPN
cana-1624	246	13	.	.	PUNCT