id	sid	tid	token	lemma	pos
cana-6310	1	1	communications	communication	NOUN
cana-6310	1	2	on	on	ADP
cana-6310	1	3	applied	apply	VERB
cana-6310	1	4	nonlinear	nonlinear	ADJ
cana-6310	1	5	analysis	analysis	NOUN
cana-6310	1	6	issn	issn	NOUN
cana-6310	1	7	:	:	PUNCT
cana-6310	1	8	1074	1074	NUM
cana-6310	1	9	-	-	PUNCT
cana-6310	1	10	133x	133x	NUM
cana-6310	1	11	vol	vol	VERB
cana-6310	1	12	32	32	NUM
cana-6310	1	13	no	no	NOUN
cana-6310	1	14	.	.	PUNCT
cana-6310	2	1	10s	10	NOUN
cana-6310	2	2	(	(	PUNCT
cana-6310	2	3	2025	2025	NUM
cana-6310	2	4	)	)	PUNCT
cana-6310	2	5	3702	3702	NUM
cana-6310	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	2	7	federated	federate	VERB
cana-6310	2	8	edge	edge	NOUN
cana-6310	2	9	-	-	PUNCT
cana-6310	2	10	to	to	ADP
cana-6310	2	11	-	-	PUNCT
cana-6310	2	12	cloud	cloud	NOUN
cana-6310	2	13	ai	ai	VERB
cana-6310	2	14	infrastructure	infrastructure	NOUN
cana-6310	2	15	for	for	ADP
cana-6310	2	16	adaptive	adaptive	ADJ
cana-6310	2	17	cyber	cyber	NOUN
cana-6310	2	18	resilience	resilience	NOUN
cana-6310	2	19	venkata	venkata	PROPN
cana-6310	2	20	thej	thej	VERB
cana-6310	2	21	deep	deep	ADJ
cana-6310	2	22	jakkaraju	jakkaraju	ADJ
cana-6310	2	23	cloud	cloud	NOUN
cana-6310	2	24	architect	architect	NOUN
cana-6310	2	25	,	,	PUNCT
cana-6310	2	26	gamestop	gamestop	NOUN
cana-6310	2	27	,	,	PUNCT
cana-6310	2	28	grapevine	grapevine	NOUN
cana-6310	2	29	,	,	PUNCT
cana-6310	2	30	texas	texas	PROPN
cana-6310	2	31	thejdeep.j@outlook.com	thejdeep.j@outlook.com	NOUN
cana-6310	2	32	article	article	NOUN
cana-6310	2	33	history	history	NOUN
cana-6310	2	34	:	:	PUNCT
cana-6310	2	35	received	receive	VERB
cana-6310	2	36	:	:	PUNCT
cana-6310	2	37	04	04	NUM
cana-6310	2	38	-	-	SYM
cana-6310	2	39	10	10	NUM
cana-6310	2	40	-	-	PUNCT
cana-6310	2	41	2025	2025	NUM
cana-6310	2	42	revised	revise	VERB
cana-6310	2	43	:	:	PUNCT
cana-6310	2	44	09	09	NUM
cana-6310	2	45	-	-	SYM
cana-6310	2	46	11	11	NUM
cana-6310	2	47	-	-	PUNCT
cana-6310	2	48	2025	2025	NUM
cana-6310	2	49	accepted	accept	VERB
cana-6310	2	50	:	:	PUNCT
cana-6310	2	51	12	12	NUM
cana-6310	2	52	-	-	SYM
cana-6310	2	53	12	12	NUM
cana-6310	2	54	-	-	PUNCT
cana-6310	2	55	2025	2025	NUM
cana-6310	2	56	abstract	abstract	NOUN
cana-6310	2	57	:	:	PUNCT
cana-6310	2	58	a	a	DET
cana-6310	2	59	rapid	rapid	ADJ
cana-6310	2	60	shift	shift	NOUN
cana-6310	2	61	toward	toward	ADP
cana-6310	2	62	distributed	distribute	VERB
cana-6310	2	63	intelligent	intelligent	ADJ
cana-6310	2	64	systems	system	NOUN
cana-6310	2	65	at	at	ADP
cana-6310	2	66	the	the	DET
cana-6310	2	67	network	network	NOUN
cana-6310	2	68	edge	edge	NOUN
cana-6310	2	69	,	,	PUNCT
cana-6310	2	70	combined	combine	VERB
cana-6310	2	71	with	with	ADP
cana-6310	2	72	escalating	escalate	VERB
cana-6310	2	73	cyber	cyber	NOUN
cana-6310	2	74	threats	threat	NOUN
cana-6310	2	75	,	,	PUNCT
cana-6310	2	76	has	have	AUX
cana-6310	2	77	created	create	VERB
cana-6310	2	78	a	a	DET
cana-6310	2	79	structural	structural	ADJ
cana-6310	2	80	mismatch	mismatch	NOUN
cana-6310	2	81	between	between	ADP
cana-6310	2	82	traditional	traditional	ADJ
cana-6310	2	83	cloud	cloud	ADJ
cana-6310	2	84	-	-	PUNCT
cana-6310	2	85	centric	centric	ADJ
cana-6310	2	86	security	security	NOUN
cana-6310	2	87	architectures	architecture	NOUN
cana-6310	2	88	and	and	CCONJ
cana-6310	2	89	the	the	DET
cana-6310	2	90	requirements	requirement	NOUN
cana-6310	2	91	of	of	ADP
cana-6310	2	92	ultra	ultra	ADJ
cana-6310	2	93	-	-	ADJ
cana-6310	2	94	low	low	ADJ
cana-6310	2	95	-	-	PUNCT
cana-6310	2	96	latency	latency	NOUN
cana-6310	2	97	,	,	PUNCT
cana-6310	2	98	privacy	privacy	NOUN
cana-6310	2	99	-	-	PUNCT
cana-6310	2	100	preserving	preserving	ADJ
cana-6310	2	101	,	,	PUNCT
cana-6310	2	102	and	and	CCONJ
cana-6310	2	103	resilient	resilient	ADJ
cana-6310	2	104	operations	operation	NOUN
cana-6310	2	105	.	.	PUNCT
cana-6310	3	1	by	by	ADP
cana-6310	3	2	2025	2025	NUM
cana-6310	3	3	,	,	PUNCT
cana-6310	3	4	approximately	approximately	ADV
cana-6310	3	5	75	75	NUM
cana-6310	3	6	%	%	NOUN
cana-6310	3	7	of	of	ADP
cana-6310	3	8	enterprise	enterprise	NOUN
cana-6310	3	9	-	-	PUNCT
cana-6310	3	10	generated	generate	VERB
cana-6310	3	11	data	datum	NOUN
cana-6310	3	12	is	be	AUX
cana-6310	3	13	expected	expect	VERB
cana-6310	3	14	to	to	PART
cana-6310	3	15	be	be	AUX
cana-6310	3	16	created	create	VERB
cana-6310	3	17	and	and	CCONJ
cana-6310	3	18	processed	process	VERB
cana-6310	3	19	outside	outside	ADP
cana-6310	3	20	traditional	traditional	ADJ
cana-6310	3	21	data	datum	NOUN
cana-6310	3	22	centers	center	NOUN
cana-6310	3	23	,	,	PUNCT
cana-6310	3	24	up	up	ADV
cana-6310	3	25	from	from	ADP
cana-6310	3	26	roughly	roughly	ADV
cana-6310	3	27	10	10	NUM
cana-6310	3	28	%	%	NOUN
cana-6310	3	29	in	in	ADP
cana-6310	3	30	2019	2019	NUM
cana-6310	3	31	,	,	PUNCT
cana-6310	3	32	while	while	SCONJ
cana-6310	3	33	connected	connected	ADJ
cana-6310	3	34	iot	iot	NOUN
cana-6310	3	35	devices	device	NOUN
cana-6310	3	36	are	be	AUX
cana-6310	3	37	projected	project	VERB
cana-6310	3	38	to	to	PART
cana-6310	3	39	reach	reach	VERB
cana-6310	3	40	about	about	ADV
cana-6310	3	41	27.1	27.1	NUM
cana-6310	3	42	billion	billion	NUM
cana-6310	3	43	globally	globally	ADV
cana-6310	3	44	.	.	PUNCT
cana-6310	4	1	global	global	ADJ
cana-6310	4	2	cybercrime	cybercrime	NOUN
cana-6310	4	3	damage	damage	NOUN
cana-6310	4	4	is	be	AUX
cana-6310	4	5	forecast	forecast	VERB
cana-6310	4	6	to	to	PART
cana-6310	4	7	reach	reach	VERB
cana-6310	4	8	10.5	10.5	NUM
cana-6310	4	9	trillion	trillion	NUM
cana-6310	4	10	usd	usd	NOUN
cana-6310	4	11	annually	annually	ADV
cana-6310	4	12	,	,	PUNCT
cana-6310	4	13	and	and	CCONJ
cana-6310	4	14	the	the	DET
cana-6310	4	15	average	average	ADJ
cana-6310	4	16	cost	cost	NOUN
cana-6310	4	17	of	of	ADP
cana-6310	4	18	a	a	DET
cana-6310	4	19	data	data	NOUN
cana-6310	4	20	breach	breach	NOUN
cana-6310	4	21	has	have	AUX
cana-6310	4	22	risen	rise	VERB
cana-6310	4	23	to	to	ADP
cana-6310	4	24	4.45	4.45	NUM
cana-6310	4	25	million	million	NUM
cana-6310	4	26	usd	usd	NOUN
cana-6310	4	27	.	.	PUNCT
cana-6310	5	1	these	these	DET
cana-6310	5	2	dynamics	dynamic	NOUN
cana-6310	5	3	motivate	motivate	VERB
cana-6310	5	4	an	an	DET
cana-6310	5	5	integrated	integrate	VERB
cana-6310	5	6	federated	federated	ADJ
cana-6310	5	7	edge	edge	NOUN
cana-6310	5	8	-	-	PUNCT
cana-6310	5	9	to	to	ADP
cana-6310	5	10	-	-	PUNCT
cana-6310	5	11	cloud	cloud	NOUN
cana-6310	5	12	ai	ai	VERB
cana-6310	5	13	infrastructure	infrastructure	NOUN
cana-6310	5	14	in	in	ADP
cana-6310	5	15	which	which	PRON
cana-6310	5	16	security	security	NOUN
cana-6310	5	17	analytics	analytic	NOUN
cana-6310	5	18	are	be	AUX
cana-6310	5	19	distributed	distribute	VERB
cana-6310	5	20	,	,	PUNCT
cana-6310	5	21	models	model	NOUN
cana-6310	5	22	are	be	AUX
cana-6310	5	23	trained	train	VERB
cana-6310	5	24	collaboratively	collaboratively	ADV
cana-6310	5	25	without	without	ADP
cana-6310	5	26	centralizing	centralize	VERB
cana-6310	5	27	raw	raw	ADJ
cana-6310	5	28	data	datum	NOUN
cana-6310	5	29	,	,	PUNCT
cana-6310	5	30	and	and	CCONJ
cana-6310	5	31	control	control	NOUN
cana-6310	5	32	is	be	AUX
cana-6310	5	33	enforced	enforce	VERB
cana-6310	5	34	through	through	ADP
cana-6310	5	35	zerotrust	zerotrust	ADJ
cana-6310	5	36	,	,	PUNCT
cana-6310	5	37	policy	policy	NOUN
cana-6310	5	38	-	-	PUNCT
cana-6310	5	39	driven	drive	VERB
cana-6310	5	40	mechanisms	mechanism	NOUN
cana-6310	5	41	.	.	PUNCT
cana-6310	6	1	empirical	empirical	ADJ
cana-6310	6	2	findings	finding	NOUN
cana-6310	6	3	demonstrate	demonstrate	VERB
cana-6310	6	4	potential	potential	ADJ
cana-6310	6	5	reductions	reduction	NOUN
cana-6310	6	6	of	of	ADP
cana-6310	6	7	70–99	70–99	NUM
cana-6310	6	8	%	%	NOUN
cana-6310	6	9	in	in	ADP
cana-6310	6	10	communication	communication	NOUN
cana-6310	6	11	overhead	overhead	ADV
cana-6310	6	12	,	,	PUNCT
cana-6310	6	13	up	up	ADP
cana-6310	6	14	to	to	PART
cana-6310	6	15	51	51	NUM
cana-6310	6	16	%	%	NOUN
cana-6310	6	17	in	in	ADP
cana-6310	6	18	energy	energy	NOUN
cana-6310	6	19	consumption	consumption	NOUN
cana-6310	6	20	,	,	PUNCT
cana-6310	6	21	and	and	CCONJ
cana-6310	6	22	30	30	NUM
cana-6310	6	23	–	–	PUNCT
cana-6310	6	24	35	35	NUM
cana-6310	6	25	%	%	NOUN
cana-6310	6	26	in	in	ADP
cana-6310	6	27	end	end	NOUN
cana-6310	6	28	-	-	PUNCT
cana-6310	6	29	to	to	ADP
cana-6310	6	30	-	-	PUNCT
cana-6310	6	31	end	end	NOUN
cana-6310	6	32	latency	latency	NOUN
cana-6310	6	33	compared	compare	VERB
cana-6310	6	34	with	with	ADP
cana-6310	6	35	cloud	cloud	NOUN
cana-6310	6	36	-	-	PUNCT
cana-6310	6	37	only	only	ADJ
cana-6310	6	38	baselines	baseline	NOUN
cana-6310	6	39	.	.	PUNCT
cana-6310	7	1	challenges	challenge	NOUN
cana-6310	7	2	related	relate	VERB
cana-6310	7	3	to	to	ADP
cana-6310	7	4	privacy	privacy	NOUN
cana-6310	7	5	,	,	PUNCT
cana-6310	7	6	adversarial	adversarial	ADJ
cana-6310	7	7	robustness	robustness	NOUN
cana-6310	7	8	,	,	PUNCT
cana-6310	7	9	and	and	CCONJ
cana-6310	7	10	governance	governance	NOUN
cana-6310	7	11	are	be	AUX
cana-6310	7	12	discussed	discuss	VERB
cana-6310	7	13	,	,	PUNCT
cana-6310	7	14	and	and	CCONJ
cana-6310	7	15	a	a	DET
cana-6310	7	16	roadmap	roadmap	NOUN
cana-6310	7	17	is	be	AUX
cana-6310	7	18	provided	provide	VERB
cana-6310	7	19	toward	toward	ADP
cana-6310	7	20	deployable	deployable	ADJ
cana-6310	7	21	,	,	PUNCT
cana-6310	7	22	standards	standard	NOUN
cana-6310	7	23	-	-	PUNCT
cana-6310	7	24	aligned	aligned	ADJ
cana-6310	7	25	,	,	PUNCT
cana-6310	7	26	and	and	CCONJ
cana-6310	7	27	economically	economically	ADV
cana-6310	7	28	viable	viable	ADJ
cana-6310	7	29	adaptive	adaptive	ADJ
cana-6310	7	30	cyber	cyber	NOUN
cana-6310	7	31	-	-	PUNCT
cana-6310	7	32	resilient	resilient	ADJ
cana-6310	7	33	infrastructures	infrastructure	NOUN
cana-6310	7	34	by	by	ADP
cana-6310	7	35	2025	2025	NUM
cana-6310	7	36	.	.	PUNCT
cana-6310	8	1	keywords	keyword	NOUN
cana-6310	8	2	-	-	PUNCT
cana-6310	8	3	federated	federate	VERB
cana-6310	8	4	learning	learning	NOUN
cana-6310	8	5	;	;	PUNCT
cana-6310	8	6	edge	edge	NOUN
cana-6310	8	7	computing	computing	NOUN
cana-6310	8	8	;	;	PUNCT
cana-6310	8	9	cloud	cloud	NOUN
cana-6310	8	10	computing	computing	NOUN
cana-6310	8	11	;	;	PUNCT
cana-6310	8	12	adaptive	adaptive	ADJ
cana-6310	8	13	cyber	cyber	NOUN
cana-6310	8	14	resilience	resilience	NOUN
cana-6310	8	15	;	;	PUNCT
cana-6310	8	16	zero	zero	NUM
cana-6310	8	17	trust	trust	NOUN
cana-6310	8	18	;	;	PUNCT
cana-6310	8	19	intrusion	intrusion	NOUN
cana-6310	8	20	detection	detection	NOUN
cana-6310	8	21	;	;	PUNCT
cana-6310	8	22	multi	multi	ADJ
cana-6310	8	23	-	-	ADJ
cana-6310	8	24	access	access	ADJ
cana-6310	8	25	edge	edge	NOUN
cana-6310	8	26	computing	computing	NOUN
cana-6310	8	27	;	;	PUNCT
cana-6310	8	28	ai	ai	VERB
cana-6310	8	29	security	security	NOUN
cana-6310	8	30	orchestration	orchestration	NOUN
cana-6310	8	31	;	;	PUNCT
cana-6310	8	32	5	5	NUM
cana-6310	8	33	g	g	NOUN
cana-6310	8	34	urllc	urllc	NOUN
cana-6310	8	35	;	;	PUNCT
cana-6310	8	36	iot	iot	ADJ
cana-6310	8	37	security	security	NOUN
cana-6310	8	38	1	1	NUM
cana-6310	8	39	.	.	PUNCT
cana-6310	9	1	introduction	introduction	NOUN
cana-6310	9	2	the	the	DET
cana-6310	9	3	convergence	convergence	NOUN
cana-6310	9	4	of	of	ADP
cana-6310	9	5	large	large	ADJ
cana-6310	9	6	-	-	PUNCT
cana-6310	9	7	scale	scale	NOUN
cana-6310	9	8	internet	internet	NOUN
cana-6310	9	9	of	of	ADP
cana-6310	9	10	things	thing	NOUN
cana-6310	9	11	deployments	deployment	NOUN
cana-6310	9	12	,	,	PUNCT
cana-6310	9	13	high	high	ADJ
cana-6310	9	14	-	-	PUNCT
cana-6310	9	15	bandwidth	bandwidth	ADJ
cana-6310	9	16	5	5	NUM
cana-6310	9	17	g	g	NOUN
cana-6310	9	18	connectivity	connectivity	NOUN
cana-6310	9	19	,	,	PUNCT
cana-6310	9	20	and	and	CCONJ
cana-6310	9	21	ai	ai	AUX
cana-6310	9	22	-	-	PUNCT
cana-6310	9	23	driven	drive	VERB
cana-6310	9	24	automation	automation	NOUN
cana-6310	9	25	has	have	AUX
cana-6310	9	26	fundamentally	fundamentally	ADV
cana-6310	9	27	altered	alter	VERB
cana-6310	9	28	where	where	SCONJ
cana-6310	9	29	and	and	CCONJ
cana-6310	9	30	how	how	SCONJ
cana-6310	9	31	data	datum	NOUN
cana-6310	9	32	are	be	AUX
cana-6310	9	33	generated	generate	VERB
cana-6310	9	34	,	,	PUNCT
cana-6310	9	35	processed	process	VERB
cana-6310	9	36	,	,	PUNCT
cana-6310	9	37	and	and	CCONJ
cana-6310	9	38	protected	protect	VERB
cana-6310	9	39	.	.	PUNCT
cana-6310	10	1	approximately	approximately	ADV
cana-6310	10	2	75	75	NUM
cana-6310	10	3	%	%	NOUN
cana-6310	10	4	of	of	ADP
cana-6310	10	5	enterprise	enterprise	NOUN
cana-6310	10	6	-	-	PUNCT
cana-6310	10	7	generated	generate	VERB
cana-6310	10	8	data	datum	NOUN
cana-6310	10	9	are	be	AUX
cana-6310	10	10	expected	expect	VERB
cana-6310	10	11	to	to	PART
cana-6310	10	12	be	be	AUX
cana-6310	10	13	processed	process	VERB
cana-6310	10	14	outside	outside	ADP
cana-6310	10	15	traditional	traditional	ADJ
cana-6310	10	16	centralized	centralize	VERB
cana-6310	10	17	data	data	NOUN
cana-6310	10	18	centers	center	NOUN
cana-6310	10	19	by	by	ADP
cana-6310	10	20	2025	2025	NUM
cana-6310	10	21	,	,	PUNCT
cana-6310	10	22	compared	compare	VERB
cana-6310	10	23	with	with	ADP
cana-6310	10	24	only	only	ADV
cana-6310	10	25	about	about	ADV
cana-6310	10	26	10	10	NUM
cana-6310	10	27	%	%	NOUN
cana-6310	10	28	in	in	ADP
cana-6310	10	29	2019	2019	NUM
cana-6310	10	30	.	.	PUNCT
cana-6310	11	1	the	the	DET
cana-6310	11	2	number	number	NOUN
cana-6310	11	3	of	of	ADP
cana-6310	11	4	connected	connected	ADJ
cana-6310	11	5	iot	iot	NOUN
cana-6310	11	6	devices	device	NOUN
cana-6310	11	7	is	be	AUX
cana-6310	11	8	expected	expect	VERB
cana-6310	11	9	to	to	PART
cana-6310	11	10	be	be	AUX
cana-6310	11	11	around	around	ADV
cana-6310	11	12	27.1	27.1	NUM
cana-6310	11	13	billion	billion	NUM
cana-6310	11	14	by	by	ADP
cana-6310	11	15	2025	2025	NUM
cana-6310	11	16	which	which	PRON
cana-6310	11	17	is	be	AUX
cana-6310	11	18	more	more	ADJ
cana-6310	11	19	than	than	ADP
cana-6310	11	20	twice	twice	DET
cana-6310	11	21	the	the	DET
cana-6310	11	22	13.1	13.1	NUM
cana-6310	11	23	billion	billion	NUM
cana-6310	11	24	in	in	ADP
cana-6310	11	25	2022	2022	NUM
cana-6310	11	26	.	.	PUNCT
cana-6310	12	1	global	global	ADJ
cana-6310	12	2	cybercrime	cybercrime	NOUN
cana-6310	12	3	damages	damage	NOUN
cana-6310	12	4	are	be	AUX
cana-6310	12	5	expected	expect	VERB
cana-6310	12	6	to	to	PART
cana-6310	12	7	cost	cost	VERB
cana-6310	12	8	up	up	ADP
cana-6310	12	9	to	to	PART
cana-6310	12	10	10.5	10.5	NUM
cana-6310	12	11	trillion	trillion	NUM
cana-6310	12	12	usd	usd	NOUN
cana-6310	12	13	annually	annually	ADV
cana-6310	12	14	by	by	ADP
cana-6310	12	15	2025	2025	NUM
cana-6310	12	16	,	,	PUNCT
cana-6310	12	17	and	and	CCONJ
cana-6310	12	18	it	it	PRON
cana-6310	12	19	is	be	AUX
cana-6310	12	20	expected	expect	VERB
cana-6310	12	21	to	to	PART
cana-6310	12	22	increase	increase	VERB
cana-6310	12	23	by	by	ADP
cana-6310	12	24	15	15	NUM
cana-6310	12	25	%	%	NOUN
cana-6310	12	26	yearly	yearly	ADV
cana-6310	12	27	(	(	PUNCT
cana-6310	12	28	abbas	abbas	PROPN
cana-6310	12	29	et	et	PROPN
cana-6310	12	30	al	al	PROPN
cana-6310	12	31	.	.	PROPN
cana-6310	12	32	,	,	PUNCT
cana-6310	12	33	2025	2025	NUM
cana-6310	12	34	)	)	PUNCT
cana-6310	12	35	.	.	PUNCT
cana-6310	13	1	traditional	traditional	ADJ
cana-6310	13	2	perimeter	perimeter	NOUN
cana-6310	13	3	-	-	PUNCT
cana-6310	13	4	based	base	VERB
cana-6310	13	5	,	,	PUNCT
cana-6310	13	6	cloud	cloud	ADJ
cana-6310	13	7	-	-	PUNCT
cana-6310	13	8	centric	centric	ADJ
cana-6310	13	9	security	security	NOUN
cana-6310	13	10	models	model	NOUN
cana-6310	13	11	are	be	AUX
cana-6310	13	12	no	no	ADV
cana-6310	13	13	longer	long	ADV
cana-6310	13	14	enough	enough	ADV
cana-6310	13	15	in	in	ADP
cana-6310	13	16	this	this	DET
cana-6310	13	17	kind	kind	NOUN
cana-6310	13	18	of	of	ADP
cana-6310	13	19	environment	environment	NOUN
cana-6310	13	20	.	.	PUNCT
cana-6310	14	1	the	the	DET
cana-6310	14	2	average	average	ADJ
cana-6310	14	3	cost	cost	NOUN
cana-6310	14	4	of	of	ADP
cana-6310	14	5	a	a	DET
cana-6310	14	6	data	data	NOUN
cana-6310	14	7	breach	breach	NOUN
cana-6310	14	8	was	be	AUX
cana-6310	14	9	4.45	4.45	NUM
cana-6310	14	10	million	million	NUM
cana-6310	14	11	usd	usd	NOUN
cana-6310	14	12	in	in	ADP
cana-6310	14	13	2023	2023	NUM
cana-6310	14	14	,	,	PUNCT
cana-6310	14	15	and	and	CCONJ
cana-6310	14	16	82	82	NUM
cana-6310	14	17	%	%	NOUN
cana-6310	14	18	of	of	ADP
cana-6310	14	19	the	the	DET
cana-6310	14	20	breaches	breach	NOUN
cana-6310	14	21	were	be	AUX
cana-6310	14	22	related	relate	VERB
cana-6310	14	23	to	to	ADP
cana-6310	14	24	data	datum	NOUN
cana-6310	14	25	stored	store	VERB
cana-6310	14	26	in	in	ADP
cana-6310	14	27	public	public	ADJ
cana-6310	14	28	,	,	PUNCT
cana-6310	14	29	private	private	ADJ
cana-6310	14	30	,	,	PUNCT
cana-6310	14	31	or	or	CCONJ
cana-6310	14	32	hybrid	hybrid	ADJ
cana-6310	14	33	cloud	cloud	NOUN
cana-6310	14	34	environments	environment	NOUN
cana-6310	14	35	.	.	PUNCT
cana-6310	15	1	on	on	ADP
cana-6310	15	2	average	average	ADJ
cana-6310	15	3	,	,	PUNCT
cana-6310	15	4	breaches	breach	NOUN
cana-6310	15	5	took	take	VERB
cana-6310	15	6	277	277	NUM
cana-6310	15	7	days	day	NOUN
cana-6310	15	8	to	to	PART
cana-6310	15	9	be	be	AUX
cana-6310	15	10	recognized	recognize	VERB
cana-6310	15	11	and	and	CCONJ
cana-6310	15	12	contained	contain	VERB
cana-6310	15	13	.	.	PUNCT
cana-6310	16	1	these	these	DET
cana-6310	16	2	metrics	metric	NOUN
cana-6310	16	3	indicate	indicate	VERB
cana-6310	16	4	the	the	DET
cana-6310	16	5	main	main	ADJ
cana-6310	16	6	issue	issue	NOUN
cana-6310	16	7	:	:	PUNCT
cana-6310	16	8	security	security	NOUN
cana-6310	16	9	analytics	analytic	NOUN
cana-6310	16	10	that	that	PRON
cana-6310	16	11	are	be	AUX
cana-6310	16	12	far	far	ADV
cana-6310	16	13	from	from	ADP
cana-6310	16	14	the	the	DET
cana-6310	16	15	data	datum	NOUN
cana-6310	16	16	sources	source	NOUN
cana-6310	16	17	have	have	VERB
cana-6310	16	18	a	a	DET
cana-6310	16	19	hard	hard	ADJ
cana-6310	16	20	time	time	NOUN
cana-6310	16	21	reaching	reach	VERB
cana-6310	16	22	the	the	DET
cana-6310	16	23	required	required	ADJ
cana-6310	16	24	speed	speed	NOUN
cana-6310	16	25	,	,	PUNCT
cana-6310	16	26	locality	locality	NOUN
cana-6310	16	27	,	,	PUNCT
cana-6310	16	28	and	and	CCONJ
cana-6310	16	29	adaptability	adaptability	NOUN
cana-6310	16	30	to	to	PART
cana-6310	16	31	cope	cope	VERB
cana-6310	16	32	with	with	ADP
cana-6310	16	33	modern	modern	ADJ
cana-6310	16	34	threats	threat	NOUN
cana-6310	16	35	(	(	PUNCT
cana-6310	16	36	abbas	abbas	PROPN
cana-6310	16	37	et	et	PROPN
cana-6310	16	38	al	al	PROPN
cana-6310	16	39	.	.	PROPN
cana-6310	16	40	,	,	PUNCT
cana-6310	16	41	2025	2025	NUM
cana-6310	16	42	)	)	PUNCT
cana-6310	16	43	.	.	PUNCT
cana-6310	17	1	communications	communication	NOUN
cana-6310	17	2	on	on	ADP
cana-6310	17	3	applied	apply	VERB
cana-6310	17	4	nonlinear	nonlinear	ADJ
cana-6310	17	5	analysis	analysis	NOUN
cana-6310	17	6	issn	issn	NOUN
cana-6310	17	7	:	:	PUNCT
cana-6310	17	8	1074	1074	NUM
cana-6310	17	9	-	-	PUNCT
cana-6310	17	10	133x	133x	NUM
cana-6310	17	11	vol	vol	VERB
cana-6310	17	12	32	32	NUM
cana-6310	17	13	no	no	NOUN
cana-6310	17	14	.	.	PUNCT
cana-6310	18	1	10s	10	NOUN
cana-6310	18	2	(	(	PUNCT
cana-6310	18	3	2025	2025	NUM
cana-6310	18	4	)	)	PUNCT
cana-6310	18	5	3703	3703	NUM
cana-6310	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	18	7	as	as	ADP
cana-6310	18	8	an	an	DET
cana-6310	18	9	answer	answer	NOUN
cana-6310	18	10	to	to	ADP
cana-6310	18	11	that	that	PRON
cana-6310	18	12	,	,	PUNCT
cana-6310	18	13	federated	federate	VERB
cana-6310	18	14	learning	learning	NOUN
cana-6310	18	15	and	and	CCONJ
cana-6310	18	16	edge	edge	NOUN
cana-6310	18	17	computing	computing	NOUN
cana-6310	18	18	are	be	AUX
cana-6310	18	19	thought	think	VERB
cana-6310	18	20	of	of	ADP
cana-6310	18	21	as	as	ADP
cana-6310	18	22	two	two	NUM
cana-6310	18	23	different	different	ADJ
cana-6310	18	24	but	but	CCONJ
cana-6310	18	25	compatible	compatible	ADJ
cana-6310	18	26	concepts	concept	NOUN
cana-6310	18	27	.	.	PUNCT
cana-6310	19	1	federated	federated	ADJ
cana-6310	19	2	learning	learning	NOUN
cana-6310	19	3	allows	allow	VERB
cana-6310	19	4	model	model	NOUN
cana-6310	19	5	training	training	NOUN
cana-6310	19	6	to	to	PART
cana-6310	19	7	be	be	AUX
cana-6310	19	8	spread	spread	VERB
cana-6310	19	9	over	over	ADP
cana-6310	19	10	different	different	ADJ
cana-6310	19	11	edge	edge	NOUN
cana-6310	19	12	devices	device	NOUN
cana-6310	19	13	without	without	ADP
cana-6310	19	14	sending	send	VERB
cana-6310	19	15	raw	raw	ADJ
cana-6310	19	16	data	datum	NOUN
cana-6310	19	17	to	to	ADP
cana-6310	19	18	the	the	DET
cana-6310	19	19	central	central	ADJ
cana-6310	19	20	location	location	NOUN
cana-6310	19	21	,	,	PUNCT
cana-6310	19	22	thus	thus	ADV
cana-6310	19	23	ensuring	ensure	VERB
cana-6310	19	24	privacy	privacy	NOUN
cana-6310	19	25	and	and	CCONJ
cana-6310	19	26	reducing	reduce	VERB
cana-6310	19	27	the	the	DET
cana-6310	19	28	traffic	traffic	NOUN
cana-6310	19	29	on	on	ADP
cana-6310	19	30	the	the	DET
cana-6310	19	31	backhaul	backhaul	NOUN
cana-6310	19	32	.	.	PUNCT
cana-6310	20	1	edge	edge	NOUN
cana-6310	20	2	and	and	CCONJ
cana-6310	20	3	multi	multi	ADJ
cana-6310	20	4	-	-	ADJ
cana-6310	20	5	access	access	ADJ
cana-6310	20	6	edge	edge	NOUN
cana-6310	20	7	computing	compute	VERB
cana-6310	20	8	help	help	NOUN
cana-6310	20	9	to	to	PART
cana-6310	20	10	make	make	VERB
cana-6310	20	11	the	the	DET
cana-6310	20	12	internet	internet	NOUN
cana-6310	20	13	and	and	CCONJ
cana-6310	20	14	storage	storage	NOUN
cana-6310	20	15	more	more	ADV
cana-6310	20	16	userfriendly	userfriendly	ADV
cana-6310	20	17	by	by	ADP
cana-6310	20	18	bringing	bring	VERB
cana-6310	20	19	them	they	PRON
cana-6310	20	20	closer	close	ADV
cana-6310	20	21	to	to	ADP
cana-6310	20	22	the	the	DET
cana-6310	20	23	users	user	NOUN
cana-6310	20	24	resulting	result	VERB
cana-6310	20	25	in	in	ADP
cana-6310	20	26	low	low	ADJ
cana-6310	20	27	single	single	ADJ
cana-6310	20	28	-	-	PUNCT
cana-6310	20	29	digit	digit	NOUN
cana-6310	20	30	millisecond	millisecond	NOUN
cana-6310	20	31	latencies	latency	NOUN
cana-6310	20	32	.	.	PUNCT
cana-6310	21	1	if	if	SCONJ
cana-6310	21	2	zerotrust	zerotrust	VERB
cana-6310	21	3	security	security	NOUN
cana-6310	21	4	principles	principle	NOUN
cana-6310	21	5	are	be	AUX
cana-6310	21	6	used	use	VERB
cana-6310	21	7	,	,	PUNCT
cana-6310	21	8	these	these	DET
cana-6310	21	9	methods	method	NOUN
cana-6310	21	10	can	can	AUX
cana-6310	21	11	be	be	AUX
cana-6310	21	12	utilized	utilize	VERB
cana-6310	21	13	to	to	PART
cana-6310	21	14	build	build	VERB
cana-6310	21	15	a	a	DET
cana-6310	21	16	federated	federated	ADJ
cana-6310	21	17	edge	edge	NOUN
cana-6310	21	18	-	-	PUNCT
cana-6310	21	19	to	to	ADP
cana-6310	21	20	-	-	PUNCT
cana-6310	21	21	cloud	cloud	NOUN
cana-6310	21	22	ai	ai	NOUN
cana-6310	21	23	system	system	NOUN
cana-6310	21	24	that	that	PRON
cana-6310	21	25	can	can	AUX
cana-6310	21	26	adaptively	adaptively	ADV
cana-6310	21	27	strengthen	strengthen	VERB
cana-6310	21	28	,	,	PUNCT
cana-6310	21	29	detect	detect	NOUN
cana-6310	21	30	,	,	PUNCT
cana-6310	21	31	respond	respond	VERB
cana-6310	21	32	,	,	PUNCT
cana-6310	21	33	and	and	CCONJ
cana-6310	21	34	recover	recover	VERB
cana-6310	21	35	from	from	ADP
cana-6310	21	36	the	the	DET
cana-6310	21	37	face	face	NOUN
cana-6310	21	38	of	of	ADP
cana-6310	21	39	the	the	DET
cana-6310	21	40	most	most	ADV
cana-6310	21	41	recent	recent	ADJ
cana-6310	21	42	cyber	cyber	NOUN
cana-6310	21	43	threats	threat	NOUN
cana-6310	21	44	.	.	PUNCT
cana-6310	22	1	this	this	DET
cana-6310	22	2	document	document	NOUN
cana-6310	22	3	constructs	construct	VERB
cana-6310	22	4	a	a	DET
cana-6310	22	5	technical	technical	ADJ
cana-6310	22	6	and	and	CCONJ
cana-6310	22	7	quantitative	quantitative	ADJ
cana-6310	22	8	narrative	narrative	NOUN
cana-6310	22	9	of	of	ADP
cana-6310	22	10	such	such	DET
cana-6310	22	11	a	a	DET
cana-6310	22	12	system	system	NOUN
cana-6310	22	13	.	.	PUNCT
cana-6310	23	1	it	it	PRON
cana-6310	23	2	provides	provide	VERB
cana-6310	23	3	a	a	DET
cana-6310	23	4	tradeoff	tradeoff	NOUN
cana-6310	23	5	analysis	analysis	NOUN
cana-6310	23	6	of	of	ADP
cana-6310	23	7	latency	latency	NOUN
cana-6310	23	8	,	,	PUNCT
cana-6310	23	9	communication	communication	NOUN
cana-6310	23	10	,	,	PUNCT
cana-6310	23	11	cost	cost	NOUN
cana-6310	23	12	,	,	PUNCT
cana-6310	23	13	and	and	CCONJ
cana-6310	23	14	resilience	resilience	NOUN
cana-6310	23	15	with	with	ADP
cana-6310	23	16	empirical	empirical	ADJ
cana-6310	23	17	benchmarks	benchmark	NOUN
cana-6310	23	18	.	.	PUNCT
cana-6310	24	1	detection	detection	NOUN
cana-6310	24	2	accuracy	accuracy	NOUN
cana-6310	24	3	has	have	AUX
cana-6310	24	4	been	be	AUX
cana-6310	24	5	improved	improve	VERB
cana-6310	24	6	by	by	ADP
cana-6310	24	7	as	as	ADV
cana-6310	24	8	much	much	ADJ
cana-6310	24	9	as	as	ADP
cana-6310	24	10	8	8	NUM
cana-6310	24	11	percentage	percentage	NOUN
cana-6310	24	12	points	point	NOUN
cana-6310	24	13	and	and	CCONJ
cana-6310	24	14	communication	communication	NOUN
cana-6310	24	15	overhead	overhead	NOUN
cana-6310	24	16	has	have	AUX
cana-6310	24	17	been	be	AUX
cana-6310	24	18	reduced	reduce	VERB
cana-6310	24	19	by	by	ADP
cana-6310	24	20	as	as	ADV
cana-6310	24	21	much	much	ADJ
cana-6310	24	22	as	as	ADP
cana-6310	24	23	99	99	NUM
cana-6310	24	24	%	%	NOUN
cana-6310	24	25	through	through	ADP
cana-6310	24	26	federated	federated	ADJ
cana-6310	24	27	edge	edge	NOUN
cana-6310	24	28	learning	learning	NOUN
cana-6310	24	29	as	as	SCONJ
cana-6310	24	30	compared	compare	VERB
cana-6310	24	31	to	to	ADP
cana-6310	24	32	naïve	naïve	ADJ
cana-6310	24	33	baselines	baseline	NOUN
cana-6310	24	34	.	.	PUNCT
cana-6310	25	1	the	the	DET
cana-6310	25	2	paper	paper	NOUN
cana-6310	25	3	opens	open	VERB
cana-6310	25	4	with	with	ADP
cana-6310	25	5	a	a	DET
cana-6310	25	6	discussion	discussion	NOUN
cana-6310	25	7	of	of	ADP
cana-6310	25	8	open	open	ADJ
cana-6310	25	9	challenges	challenge	NOUN
cana-6310	25	10	in	in	ADP
cana-6310	25	11	robustness	robustness	NOUN
cana-6310	25	12	against	against	ADP
cana-6310	25	13	adversaries	adversary	NOUN
cana-6310	25	14	,	,	PUNCT
cana-6310	25	15	privacy	privacy	NOUN
cana-6310	25	16	guarantees	guarantee	NOUN
cana-6310	25	17	,	,	PUNCT
cana-6310	25	18	compliance	compliance	NOUN
cana-6310	25	19	with	with	ADP
cana-6310	25	20	regulations	regulation	NOUN
cana-6310	25	21	,	,	PUNCT
cana-6310	25	22	and	and	CCONJ
cana-6310	25	23	standardization	standardization	NOUN
cana-6310	25	24	(	(	PUNCT
cana-6310	25	25	abbas	abbas	PROPN
cana-6310	25	26	et	et	PROPN
cana-6310	25	27	al	al	PROPN
cana-6310	25	28	.	.	PROPN
cana-6310	25	29	,	,	PUNCT
cana-6310	25	30	2025	2025	NUM
cana-6310	25	31	)	)	PUNCT
cana-6310	25	32	.	.	PUNCT
cana-6310	26	1	2	2	X
cana-6310	26	2	.	.	X
cana-6310	26	3	background	background	NOUN
cana-6310	26	4	and	and	CCONJ
cana-6310	26	5	market	market	NOUN
cana-6310	26	6	drivers	driver	NOUN
cana-6310	26	7	2.1	2.1	NUM
cana-6310	26	8	edge	edge	NOUN
cana-6310	26	9	–	–	PUNCT
cana-6310	26	10	cloud	cloud	NOUN
cana-6310	26	11	continuum	continuum	ADJ
cana-6310	26	12	and	and	CCONJ
cana-6310	26	13	data	datum	NOUN
cana-6310	26	14	deluge	deluge	NOUN
cana-6310	26	15	the	the	DET
cana-6310	26	16	total	total	ADJ
cana-6310	26	17	amount	amount	NOUN
cana-6310	26	18	of	of	ADP
cana-6310	26	19	data	datum	NOUN
cana-6310	26	20	worldwide	worldwide	ADV
cana-6310	26	21	is	be	AUX
cana-6310	26	22	expected	expect	VERB
cana-6310	26	23	to	to	PART
cana-6310	26	24	skyrocket	skyrocket	VERB
cana-6310	26	25	to	to	ADP
cana-6310	26	26	175	175	NUM
cana-6310	26	27	zettabytes	zettabyte	NOUN
cana-6310	26	28	by	by	ADP
cana-6310	26	29	2025	2025	NUM
cana-6310	26	30	.	.	PUNCT
cana-6310	27	1	a	a	DET
cana-6310	27	2	significant	significant	ADJ
cana-6310	27	3	part	part	NOUN
cana-6310	27	4	of	of	ADP
cana-6310	27	5	this	this	DET
cana-6310	27	6	data	datum	NOUN
cana-6310	27	7	will	will	AUX
cana-6310	27	8	come	come	VERB
cana-6310	27	9	from	from	ADP
cana-6310	27	10	geographically	geographically	ADV
cana-6310	27	11	spread	spread	ADJ
cana-6310	27	12	iot	iot	ADJ
cana-6310	27	13	and	and	CCONJ
cana-6310	27	14	mobile	mobile	ADJ
cana-6310	27	15	devices	device	NOUN
cana-6310	27	16	.	.	PUNCT
cana-6310	28	1	only	only	ADV
cana-6310	28	2	about	about	ADV
cana-6310	28	3	10	10	NUM
cana-6310	28	4	%	%	NOUN
cana-6310	28	5	of	of	ADP
cana-6310	28	6	enterprise	enterprise	NOUN
cana-6310	28	7	-	-	PUNCT
cana-6310	28	8	generated	generate	VERB
cana-6310	28	9	data	datum	NOUN
cana-6310	28	10	were	be	AUX
cana-6310	28	11	created	create	VERB
cana-6310	28	12	and	and	CCONJ
cana-6310	28	13	processed	process	VERB
cana-6310	28	14	outside	outside	ADP
cana-6310	28	15	centralized	centralized	ADJ
cana-6310	28	16	data	data	NOUN
cana-6310	28	17	centers	center	NOUN
cana-6310	28	18	in	in	ADP
cana-6310	28	19	2019	2019	NUM
cana-6310	28	20	,	,	PUNCT
cana-6310	28	21	and	and	CCONJ
cana-6310	28	22	this	this	DET
cana-6310	28	23	figure	figure	NOUN
cana-6310	28	24	is	be	AUX
cana-6310	28	25	slated	slate	VERB
cana-6310	28	26	to	to	PART
cana-6310	28	27	go	go	VERB
cana-6310	28	28	up	up	ADP
cana-6310	28	29	to	to	ADP
cana-6310	28	30	some	some	DET
cana-6310	28	31	75	75	NUM
cana-6310	28	32	%	%	NOUN
cana-6310	28	33	by	by	ADP
cana-6310	28	34	2025	2025	NUM
cana-6310	28	35	.	.	PUNCT
cana-6310	29	1	the	the	DET
cana-6310	29	2	edge	edge	NOUN
cana-6310	29	3	computing	compute	VERB
cana-6310	29	4	worldwide	worldwide	ADJ
cana-6310	29	5	market	market	NOUN
cana-6310	29	6	is	be	AUX
cana-6310	29	7	expected	expect	VERB
cana-6310	29	8	to	to	PART
cana-6310	29	9	be	be	AUX
cana-6310	29	10	worth	worth	ADJ
cana-6310	29	11	some	some	DET
cana-6310	29	12	227.8	227.8	NUM
cana-6310	29	13	billion	billion	NUM
cana-6310	29	14	usd	usd	NOUN
cana-6310	29	15	in	in	ADP
cana-6310	29	16	2025	2025	NUM
cana-6310	29	17	and	and	CCONJ
cana-6310	29	18	is	be	AUX
cana-6310	29	19	projected	project	VERB
cana-6310	29	20	to	to	PART
cana-6310	29	21	grow	grow	VERB
cana-6310	29	22	at	at	ADP
cana-6310	29	23	a	a	DET
cana-6310	29	24	rate	rate	NOUN
cana-6310	29	25	of	of	ADP
cana-6310	29	26	slightly	slightly	ADV
cana-6310	29	27	over	over	ADP
cana-6310	29	28	13	13	NUM
cana-6310	29	29	%	%	NOUN
cana-6310	29	30	per	per	ADP
cana-6310	29	31	year	year	NOUN
cana-6310	29	32	to	to	ADP
cana-6310	29	33	2030	2030	NUM
cana-6310	29	34	.	.	PUNCT
cana-6310	30	1	iot	iot	PROPN
cana-6310	30	2	analytics	analytic	NOUN
cana-6310	30	3	has	have	AUX
cana-6310	30	4	estimated	estimate	VERB
cana-6310	30	5	connected	connected	ADJ
cana-6310	30	6	iot	iot	NOUN
cana-6310	30	7	devices	device	NOUN
cana-6310	30	8	to	to	PART
cana-6310	30	9	be	be	AUX
cana-6310	30	10	13.1	13.1	NUM
cana-6310	30	11	billion	billion	NUM
cana-6310	30	12	in	in	ADP
cana-6310	30	13	2022	2022	NUM
cana-6310	30	14	,	,	PUNCT
cana-6310	30	15	15.9	15.9	NUM
cana-6310	30	16	billion	billion	NUM
cana-6310	30	17	in	in	ADP
cana-6310	30	18	2023	2023	NUM
cana-6310	30	19	,	,	PUNCT
cana-6310	30	20	and	and	CCONJ
cana-6310	30	21	approximately	approximately	ADV
cana-6310	30	22	18.8	18.8	NUM
cana-6310	30	23	billion	billion	NUM
cana-6310	30	24	by	by	ADP
cana-6310	30	25	the	the	DET
cana-6310	30	26	end	end	NOUN
cana-6310	30	27	of	of	ADP
cana-6310	30	28	2024	2024	NUM
cana-6310	30	29	with	with	ADP
cana-6310	30	30	a	a	DET
cana-6310	30	31	trajectory	trajectory	NOUN
cana-6310	30	32	towards	towards	ADP
cana-6310	30	33	27.1	27.1	NUM
cana-6310	30	34	billion	billion	NUM
cana-6310	30	35	devices	device	NOUN
cana-6310	30	36	in	in	ADP
cana-6310	30	37	2025	2025	NUM
cana-6310	30	38	,	,	PUNCT
cana-6310	30	39	which	which	PRON
cana-6310	30	40	corresponds	correspond	VERB
cana-6310	30	41	to	to	ADP
cana-6310	30	42	a	a	DET
cana-6310	30	43	compound	compound	ADJ
cana-6310	30	44	annual	annual	ADJ
cana-6310	30	45	growth	growth	NOUN
cana-6310	30	46	rate	rate	NOUN
cana-6310	30	47	of	of	ADP
cana-6310	30	48	about	about	ADV
cana-6310	30	49	13	13	NUM
cana-6310	30	50	%	%	NOUN
cana-6310	30	51	.	.	PUNCT
cana-6310	31	1	these	these	PRON
cana-6310	31	2	are	be	AUX
cana-6310	31	3	devices	device	NOUN
cana-6310	31	4	that	that	PRON
cana-6310	31	5	range	range	VERB
cana-6310	31	6	from	from	ADP
cana-6310	31	7	consumer	consumer	NOUN
cana-6310	31	8	wearables	wearable	NOUN
cana-6310	31	9	to	to	ADP
cana-6310	31	10	industrial	industrial	ADJ
cana-6310	31	11	controllers	controller	NOUN
cana-6310	31	12	and	and	CCONJ
cana-6310	31	13	medical	medical	ADJ
cana-6310	31	14	devices	device	NOUN
cana-6310	31	15	(	(	PUNCT
cana-6310	31	16	abdel	abdel	PROPN
cana-6310	31	17	hakeem	hakeem	PROPN
cana-6310	31	18	&	&	CCONJ
cana-6310	31	19	kim	kim	PROPN
cana-6310	31	20	,	,	PUNCT
cana-6310	31	21	2025	2025	NUM
cana-6310	31	22	)	)	PUNCT
cana-6310	31	23	.	.	PUNCT
cana-6310	32	1	latency	latency	NOUN
cana-6310	32	2	argumentation	argumentation	NOUN
cana-6310	32	3	makes	make	VERB
cana-6310	32	4	the	the	DET
cana-6310	32	5	case	case	NOUN
cana-6310	32	6	for	for	ADP
cana-6310	32	7	local	local	ADJ
cana-6310	32	8	computing	computing	NOUN
cana-6310	32	9	even	even	ADV
cana-6310	32	10	more	more	ADV
cana-6310	32	11	.	.	PUNCT
cana-6310	33	1	a	a	DET
cana-6310	33	2	large	large	ADJ
cana-6310	33	3	-	-	PUNCT
cana-6310	33	4	scale	scale	NOUN
cana-6310	33	5	measurement	measurement	NOUN
cana-6310	33	6	study	study	NOUN
cana-6310	33	7	with	with	ADP
cana-6310	33	8	8,456	8,456	NUM
cana-6310	33	9	end	end	NOUN
cana-6310	33	10	users	user	NOUN
cana-6310	33	11	’	'	PUNCT
cana-6310	33	12	participants	participant	NOUN
cana-6310	33	13	showed	show	VERB
cana-6310	33	14	that	that	SCONJ
cana-6310	33	15	58	58	NUM
cana-6310	33	16	%	%	NOUN
cana-6310	33	17	of	of	ADP
cana-6310	33	18	users	user	NOUN
cana-6310	33	19	had	have	VERB
cana-6310	33	20	access	access	NOUN
cana-6310	33	21	to	to	ADP
cana-6310	33	22	an	an	DET
cana-6310	33	23	edge	edge	NOUN
cana-6310	33	24	server	server	NOUN
cana-6310	33	25	within	within	ADP
cana-6310	33	26	10	10	NUM
cana-6310	33	27	ms	ms	NOUN
cana-6310	33	28	while	while	SCONJ
cana-6310	33	29	only	only	ADV
cana-6310	33	30	29	29	NUM
cana-6310	33	31	%	%	NOUN
cana-6310	33	32	of	of	ADP
cana-6310	33	33	users	user	NOUN
cana-6310	33	34	could	could	AUX
cana-6310	33	35	get	get	VERB
cana-6310	33	36	the	the	DET
cana-6310	33	37	same	same	ADJ
cana-6310	33	38	latency	latency	NOUN
cana-6310	33	39	with	with	ADP
cana-6310	33	40	a	a	DET
cana-6310	33	41	nearby	nearby	ADJ
cana-6310	33	42	cloud	cloud	NOUN
cana-6310	33	43	data	datum	NOUN
cana-6310	33	44	center	center	NOUN
cana-6310	33	45	.	.	PUNCT
cana-6310	34	1	in	in	ADP
cana-6310	34	2	92	92	NUM
cana-6310	34	3	-	-	SYM
cana-6310	34	4	97	97	NUM
cana-6310	34	5	%	%	NOUN
cana-6310	34	6	of	of	ADP
cana-6310	34	7	cases	case	NOUN
cana-6310	34	8	,	,	PUNCT
cana-6310	34	9	edge	edge	NOUN
cana-6310	34	10	servers	server	NOUN
cana-6310	34	11	provided	provide	VERB
cana-6310	34	12	lower	low	ADJ
cana-6310	34	13	latency	latency	NOUN
cana-6310	34	14	than	than	ADP
cana-6310	34	15	cloud	cloud	NOUN
cana-6310	34	16	locations	location	NOUN
cana-6310	34	17	,	,	PUNCT
cana-6310	34	18	and	and	CCONJ
cana-6310	34	19	the	the	DET
cana-6310	34	20	difference	difference	NOUN
cana-6310	34	21	in	in	ADP
cana-6310	34	22	latency	latency	NOUN
cana-6310	34	23	was	be	AUX
cana-6310	34	24	often	often	ADV
cana-6310	34	25	10	10	NUM
cana-6310	34	26	-	-	SYM
cana-6310	34	27	100	100	NUM
cana-6310	34	28	ms	ms	PROPN
cana-6310	34	29	.	.	PROPN
cana-6310	34	30	edge	edge	PROPN
cana-6310	34	31	cloud	cloud	PROPN
cana-6310	34	32	prototype	prototype	NOUN
cana-6310	34	33	trials	trial	NOUN
cana-6310	34	34	have	have	AUX
cana-6310	34	35	shown	show	VERB
cana-6310	34	36	that	that	SCONJ
cana-6310	34	37	the	the	DET
cana-6310	34	38	average	average	ADJ
cana-6310	34	39	latency	latency	NOUN
cana-6310	34	40	can	can	AUX
cana-6310	34	41	drop	drop	VERB
cana-6310	34	42	to	to	ADP
cana-6310	34	43	about	about	ADV
cana-6310	34	44	5	5	NUM
cana-6310	34	45	ms	ms	NOUN
cana-6310	34	46	with	with	ADP
cana-6310	34	47	the	the	DET
cana-6310	34	48	possibility	possibility	NOUN
cana-6310	34	49	of	of	ADP
cana-6310	34	50	up	up	ADP
cana-6310	34	51	to	to	PART
cana-6310	34	52	84.1	84.1	NUM
cana-6310	34	53	%	%	NOUN
cana-6310	34	54	latency	latency	NOUN
cana-6310	34	55	reduction	reduction	NOUN
cana-6310	34	56	when	when	SCONJ
cana-6310	34	57	compared	compare	VERB
cana-6310	34	58	with	with	ADP
cana-6310	34	59	centralized	centralized	ADJ
cana-6310	34	60	cloud	cloud	NOUN
cana-6310	34	61	deployments	deployment	NOUN
cana-6310	34	62	(	(	PUNCT
cana-6310	34	63	abdel	abdel	PROPN
cana-6310	34	64	hakeem	hakeem	PROPN
cana-6310	34	65	&	&	CCONJ
cana-6310	34	66	kim	kim	PROPN
cana-6310	34	67	,	,	PUNCT
cana-6310	34	68	2025	2025	NUM
cana-6310	34	69	)	)	PUNCT
cana-6310	34	70	.	.	PUNCT
cana-6310	35	1	metric	metric	ADJ
cana-6310	35	2	value	value	NOUN
cana-6310	35	3	(	(	PUNCT
cana-6310	35	4	2022–2025	2022–2025	NUM
cana-6310	35	5	)	)	PUNCT
cana-6310	35	6	relevance	relevance	NOUN
cana-6310	35	7	connected	connect	VERB
cana-6310	35	8	iot	iot	NOUN
cana-6310	35	9	devices	device	NOUN
cana-6310	35	10	worldwide	worldwide	ADV
cana-6310	35	11	(	(	PUNCT
cana-6310	35	12	2025	2025	NUM
cana-6310	35	13	)	)	PUNCT
cana-6310	36	1	≈	≈	NOUN
cana-6310	36	2	27.1	27.1	NUM
cana-6310	36	3	billion	billion	NUM
cana-6310	36	4	explodes	explode	NOUN
cana-6310	36	5	attack	attack	NOUN
cana-6310	36	6	surface	surface	NOUN
cana-6310	36	7	communications	communication	NOUN
cana-6310	36	8	on	on	ADP
cana-6310	36	9	applied	apply	VERB
cana-6310	36	10	nonlinear	nonlinear	ADJ
cana-6310	36	11	analysis	analysis	NOUN
cana-6310	36	12	issn	issn	NOUN
cana-6310	36	13	:	:	PUNCT
cana-6310	36	14	1074	1074	NUM
cana-6310	36	15	-	-	PUNCT
cana-6310	36	16	133x	133x	NUM
cana-6310	36	17	vol	vol	VERB
cana-6310	36	18	32	32	NUM
cana-6310	36	19	no	no	NOUN
cana-6310	36	20	.	.	PUNCT
cana-6310	37	1	10s	10	NOUN
cana-6310	37	2	(	(	PUNCT
cana-6310	37	3	2025	2025	NUM
cana-6310	37	4	)	)	PUNCT
cana-6310	37	5	3704	3704	NUM
cana-6310	38	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	38	2	enterprise	enterprise	NOUN
cana-6310	38	3	data	datum	NOUN
cana-6310	38	4	outside	outside	ADP
cana-6310	38	5	centralized	centralize	VERB
cana-6310	38	6	dc	dc	PROPN
cana-6310	38	7	10	10	NUM
cana-6310	38	8	%	%	NOUN
cana-6310	38	9	(	(	PUNCT
cana-6310	38	10	2019	2019	NUM
cana-6310	38	11	)	)	PUNCT
cana-6310	38	12	→	→	SYM
cana-6310	38	13	75	75	NUM
cana-6310	38	14	%	%	NOUN
cana-6310	38	15	(	(	PUNCT
cana-6310	38	16	2025	2025	NUM
cana-6310	38	17	)	)	PUNCT
cana-6310	38	18	structural	structural	ADJ
cana-6310	38	19	shift	shift	NOUN
cana-6310	38	20	to	to	PART
cana-6310	38	21	edge	edge	VERB
cana-6310	38	22	global	global	ADJ
cana-6310	38	23	edge	edge	NOUN
cana-6310	38	24	computing	compute	VERB
cana-6310	38	25	market	market	NOUN
cana-6310	38	26	(	(	PUNCT
cana-6310	38	27	2025	2025	NUM
cana-6310	38	28	)	)	PUNCT
cana-6310	39	1	≈	≈	PROPN
cana-6310	39	2	227.8	227.8	NUM
cana-6310	39	3	billion	billion	NUM
cana-6310	39	4	usd	usd	NOUN
cana-6310	39	5	economic	economic	ADJ
cana-6310	39	6	weight	weight	NOUN
cana-6310	39	7	global	global	ADJ
cana-6310	39	8	cybercrime	cybercrime	NOUN
cana-6310	39	9	annual	annual	ADJ
cana-6310	39	10	damage	damage	NOUN
cana-6310	39	11	(	(	PUNCT
cana-6310	39	12	2025	2025	NUM
cana-6310	39	13	)	)	PUNCT
cana-6310	40	1	≈	≈	NOUN
cana-6310	40	2	10.5	10.5	NUM
cana-6310	40	3	trillion	trillion	NUM
cana-6310	40	4	usd	usd	NOUN
cana-6310	40	5	macroeconomic	macroeconomic	ADJ
cana-6310	40	6	impact	impact	NOUN
cana-6310	40	7	average	average	ADJ
cana-6310	40	8	data	datum	NOUN
cana-6310	40	9	breach	breach	NOUN
cana-6310	40	10	cost	cost	NOUN
cana-6310	40	11	(	(	PUNCT
cana-6310	40	12	2023	2023	NUM
cana-6310	40	13	)	)	PUNCT
cana-6310	40	14	4.45	4.45	NUM
cana-6310	40	15	million	million	NUM
cana-6310	40	16	usd	usd	NOUN
cana-6310	40	17	unit	unit	NOUN
cana-6310	40	18	economics	economics	NOUN
cana-6310	40	19	share	share	NOUN
cana-6310	40	20	of	of	ADP
cana-6310	40	21	breaches	breach	NOUN
cana-6310	40	22	involving	involve	VERB
cana-6310	40	23	cloud	cloud	NOUN
cana-6310	40	24	82	82	NUM
cana-6310	40	25	%	%	NOUN
cana-6310	40	26	of	of	ADP
cana-6310	40	27	breaches	breach	NOUN
cana-6310	40	28	highlights	highlight	NOUN
cana-6310	40	29	cloud	cloud	ADJ
cana-6310	40	30	–	–	PUNCT
cana-6310	40	31	edge	edge	NOUN
cana-6310	40	32	risk	risk	NOUN
cana-6310	40	33	average	average	ADJ
cana-6310	40	34	breach	breach	NOUN
cana-6310	40	35	lifecycle	lifecycle	NOUN
cana-6310	40	36	≈	≈	PROPN
cana-6310	40	37	277	277	NUM
cana-6310	40	38	days	day	NOUN
cana-6310	40	39	detection	detection	NOUN
cana-6310	40	40	/	/	SYM
cana-6310	40	41	response	response	NOUN
cana-6310	40	42	latency	latency	NOUN
cana-6310	40	43	table	table	NOUN
cana-6310	40	44	1	1	NUM
cana-6310	40	45	:	:	PUNCT
cana-6310	40	46	table	table	NOUN
cana-6310	40	47	1	1	NUM
cana-6310	40	48	:	:	PUNCT
cana-6310	40	49	global	global	ADJ
cana-6310	40	50	drivers	driver	NOUN
cana-6310	40	51	for	for	ADP
cana-6310	40	52	federated	federated	ADJ
cana-6310	40	53	edge	edge	NOUN
cana-6310	40	54	-	-	PUNCT
cana-6310	40	55	to	to	ADP
cana-6310	40	56	-	-	PUNCT
cana-6310	40	57	cloud	cloud	NOUN
cana-6310	40	58	ai	ai	NOUN
cana-6310	40	59	and	and	CCONJ
cana-6310	40	60	cyber	cyber	ADJ
cana-6310	40	61	resilience	resilience	NOUN
cana-6310	40	62	2.2	2.2	NUM
cana-6310	40	63	threat	threat	NOUN
cana-6310	40	64	landscape	landscape	NOUN
cana-6310	40	65	and	and	CCONJ
cana-6310	40	66	adaptive	adaptive	ADJ
cana-6310	40	67	cyber	cyber	NOUN
cana-6310	40	68	resilience	resilience	NOUN
cana-6310	40	69	cyber	cyber	NOUN
cana-6310	40	70	threats	threat	NOUN
cana-6310	40	71	have	have	AUX
cana-6310	40	72	become	become	VERB
cana-6310	40	73	more	more	ADV
cana-6310	40	74	frequent	frequent	ADJ
cana-6310	40	75	and	and	CCONJ
cana-6310	40	76	more	more	ADV
cana-6310	40	77	complex	complex	ADJ
cana-6310	40	78	.	.	PUNCT
cana-6310	41	1	malware	malware	NOUN
cana-6310	41	2	events	event	NOUN
cana-6310	41	3	rocketed	rocket	VERB
cana-6310	41	4	from	from	ADP
cana-6310	41	5	2015	2015	NUM
cana-6310	41	6	to	to	ADP
cana-6310	41	7	2021	2021	NUM
cana-6310	41	8	to	to	ADP
cana-6310	41	9	the	the	DET
cana-6310	41	10	tens	ten	NOUN
cana-6310	41	11	of	of	ADP
cana-6310	41	12	billions	billion	NOUN
cana-6310	41	13	,	,	PUNCT
cana-6310	41	14	with	with	ADP
cana-6310	41	15	costs	cost	NOUN
cana-6310	41	16	of	of	ADP
cana-6310	41	17	fixes	fix	NOUN
cana-6310	41	18	going	go	VERB
cana-6310	41	19	on	on	ADP
cana-6310	41	20	average	average	ADJ
cana-6310	41	21	to	to	ADP
cana-6310	41	22	$	$	SYM
cana-6310	41	23	2.5	2.5	NUM
cana-6310	41	24	million	million	NUM
cana-6310	41	25	per	per	ADP
cana-6310	41	26	enterprise	enterprise	NOUN
cana-6310	41	27	.	.	PUNCT
cana-6310	42	1	the	the	DET
cana-6310	42	2	annual	annual	ADJ
cana-6310	42	3	global	global	ADJ
cana-6310	42	4	cost	cost	NOUN
cana-6310	42	5	of	of	ADP
cana-6310	42	6	cybercrime	cybercrime	NOUN
cana-6310	42	7	is	be	AUX
cana-6310	42	8	forecasted	forecast	VERB
cana-6310	42	9	to	to	PART
cana-6310	42	10	be	be	AUX
cana-6310	42	11	around	around	ADP
cana-6310	42	12	$	$	SYM
cana-6310	42	13	10.5	10.5	NUM
cana-6310	42	14	trillion	trillion	NUM
cana-6310	42	15	in	in	ADP
cana-6310	42	16	2025	2025	NUM
cana-6310	42	17	,	,	PUNCT
cana-6310	42	18	increasing	increase	VERB
cana-6310	42	19	at	at	ADP
cana-6310	42	20	a	a	DET
cana-6310	42	21	rate	rate	NOUN
cana-6310	42	22	of	of	ADP
cana-6310	42	23	approximately	approximately	ADV
cana-6310	42	24	15	15	NUM
cana-6310	42	25	%	%	NOUN
cana-6310	42	26	per	per	ADP
cana-6310	42	27	year	year	NOUN
cana-6310	42	28	(	(	PUNCT
cana-6310	42	29	al	al	PROPN
cana-6310	42	30	-	-	NOUN
cana-6310	42	31	araji	araji	NOUN
cana-6310	42	32	et	et	PROPN
cana-6310	42	33	al	al	PROPN
cana-6310	42	34	.	.	PROPN
cana-6310	42	35	,	,	PUNCT
cana-6310	42	36	2025	2025	NUM
cana-6310	42	37	)	)	PUNCT
cana-6310	42	38	.	.	PUNCT
cana-6310	43	1	when	when	SCONJ
cana-6310	43	2	looking	look	VERB
cana-6310	43	3	into	into	ADP
cana-6310	43	4	data	data	NOUN
cana-6310	43	5	breaches	breach	NOUN
cana-6310	43	6	,	,	PUNCT
cana-6310	43	7	it	it	PRON
cana-6310	43	8	was	be	AUX
cana-6310	43	9	found	find	VERB
cana-6310	43	10	that	that	SCONJ
cana-6310	43	11	only	only	ADV
cana-6310	43	12	one	one	NUM
cana-6310	43	13	-	-	PUNCT
cana-6310	43	14	third	third	NOUN
cana-6310	43	15	of	of	ADP
cana-6310	43	16	the	the	DET
cana-6310	43	17	breaches	breach	NOUN
cana-6310	43	18	were	be	AUX
cana-6310	43	19	discovered	discover	VERB
cana-6310	43	20	by	by	ADP
cana-6310	43	21	internal	internal	ADJ
cana-6310	43	22	security	security	NOUN
cana-6310	43	23	teams	team	NOUN
cana-6310	43	24	;	;	PUNCT
cana-6310	43	25	external	external	ADJ
cana-6310	43	26	parties	party	NOUN
cana-6310	43	27	or	or	CCONJ
cana-6310	43	28	attackers	attacker	NOUN
cana-6310	43	29	informed	inform	VERB
cana-6310	43	30	the	the	DET
cana-6310	43	31	other	other	ADJ
cana-6310	43	32	two	two	NUM
cana-6310	43	33	-	-	PUNCT
cana-6310	43	34	thirds	third	NOUN
cana-6310	43	35	.	.	PUNCT
cana-6310	44	1	nearly	nearly	ADV
cana-6310	44	2	half	half	NOUN
cana-6310	44	3	of	of	ADP
cana-6310	44	4	the	the	DET
cana-6310	44	5	breaches	breach	NOUN
cana-6310	44	6	studied	study	VERB
cana-6310	44	7	were	be	AUX
cana-6310	44	8	caused	cause	VERB
cana-6310	44	9	by	by	ADP
cana-6310	44	10	ransomware	ransomware	NOUN
cana-6310	44	11	and	and	CCONJ
cana-6310	44	12	destructive	destructive	ADJ
cana-6310	44	13	attacks	attack	NOUN
cana-6310	44	14	,	,	PUNCT
cana-6310	44	15	with	with	ADP
cana-6310	44	16	ransomware	ransomware	NOUN
cana-6310	44	17	side	side	NOUN
cana-6310	44	18	incurring	incur	VERB
cana-6310	44	19	losses	loss	NOUN
cana-6310	44	20	of	of	ADP
cana-6310	44	21	approximately	approximately	ADV
cana-6310	44	22	$	$	SYM
cana-6310	44	23	5.13	5.13	NUM
cana-6310	44	24	million	million	NUM
cana-6310	44	25	on	on	ADP
cana-6310	44	26	average	average	ADJ
cana-6310	44	27	and	and	CCONJ
cana-6310	44	28	destructive	destructive	ADJ
cana-6310	44	29	attacks	attack	NOUN
cana-6310	44	30	leading	lead	VERB
cana-6310	44	31	to	to	ADP
cana-6310	44	32	$	$	SYM
cana-6310	44	33	5.24	5.24	NUM
cana-6310	44	34	million	million	NUM
cana-6310	44	35	.	.	PUNCT
cana-6310	45	1	in	in	ADP
cana-6310	45	2	the	the	DET
cana-6310	45	3	case	case	NOUN
cana-6310	45	4	of	of	ADP
cana-6310	45	5	healthcare	healthcare	PROPN
cana-6310	45	6	,	,	PUNCT
cana-6310	45	7	the	the	DET
cana-6310	45	8	average	average	ADJ
cana-6310	45	9	breach	breach	NOUN
cana-6310	45	10	cost	cost	NOUN
cana-6310	45	11	went	go	VERB
cana-6310	45	12	up	up	ADP
cana-6310	45	13	to	to	ADP
cana-6310	45	14	$	$	SYM
cana-6310	45	15	10.93	10.93	NUM
cana-6310	45	16	million	million	NUM
cana-6310	45	17	,	,	PUNCT
cana-6310	45	18	which	which	PRON
cana-6310	45	19	is	be	AUX
cana-6310	45	20	more	more	ADJ
cana-6310	45	21	than	than	ADP
cana-6310	45	22	a	a	DET
cana-6310	45	23	50	50	NUM
cana-6310	45	24	%	%	NOUN
cana-6310	45	25	increase	increase	NOUN
cana-6310	45	26	since	since	SCONJ
cana-6310	45	27	2020	2020	NUM
cana-6310	45	28	.	.	PUNCT
cana-6310	46	1	adaptive	adaptive	ADJ
cana-6310	46	2	cyber	cyber	PROPN
cana-6310	46	3	resilience	resilience	NOUN
cana-6310	46	4	is	be	AUX
cana-6310	46	5	about	about	ADP
cana-6310	46	6	the	the	DET
cana-6310	46	7	idea	idea	NOUN
cana-6310	46	8	of	of	ADP
cana-6310	46	9	not	not	PART
cana-6310	46	10	only	only	ADV
cana-6310	46	11	protecting	protect	VERB
cana-6310	46	12	and	and	CCONJ
cana-6310	46	13	detecting	detecting	NOUN
cana-6310	46	14	but	but	CCONJ
cana-6310	46	15	also	also	ADV
cana-6310	46	16	being	be	AUX
cana-6310	46	17	able	able	ADJ
cana-6310	46	18	to	to	PART
cana-6310	46	19	continue	continue	VERB
cana-6310	46	20	the	the	DET
cana-6310	46	21	most	most	ADV
cana-6310	46	22	necessary	necessary	ADJ
cana-6310	46	23	functions	function	NOUN
cana-6310	46	24	during	during	ADP
cana-6310	46	25	the	the	DET
cana-6310	46	26	assault	assault	NOUN
cana-6310	46	27	,	,	PUNCT
cana-6310	46	28	being	be	AUX
cana-6310	46	29	able	able	ADJ
cana-6310	46	30	to	to	PART
cana-6310	46	31	change	change	VERB
cana-6310	46	32	the	the	DET
cana-6310	46	33	defense	defense	NOUN
cana-6310	46	34	system	system	NOUN
cana-6310	46	35	dynamically	dynamically	ADV
cana-6310	46	36	,	,	PUNCT
cana-6310	46	37	and	and	CCONJ
cana-6310	46	38	being	be	AUX
cana-6310	46	39	able	able	ADJ
cana-6310	46	40	to	to	PART
cana-6310	46	41	recover	recover	VERB
cana-6310	46	42	quickly	quickly	ADV
cana-6310	46	43	.	.	PUNCT
cana-6310	47	1	hence	hence	ADV
cana-6310	47	2	,	,	PUNCT
cana-6310	47	3	this	this	DET
cana-6310	47	4	ability	ability	NOUN
cana-6310	47	5	depends	depend	VERB
cana-6310	47	6	on	on	ADP
cana-6310	47	7	the	the	DET
cana-6310	47	8	availability	availability	NOUN
cana-6310	47	9	of	of	ADP
cana-6310	47	10	continuous	continuous	ADJ
cana-6310	47	11	telemetry	telemetry	NOUN
cana-6310	47	12	for	for	ADP
cana-6310	47	13	both	both	PRON
cana-6310	47	14	edge	edge	NOUN
cana-6310	47	15	and	and	CCONJ
cana-6310	47	16	cloud	cloud	NOUN
cana-6310	47	17	assets	asset	NOUN
cana-6310	47	18	,	,	PUNCT
cana-6310	47	19	on	on	ADP
cana-6310	47	20	having	have	VERB
cana-6310	47	21	distributed	distribute	VERB
cana-6310	47	22	analytics	analytic	NOUN
cana-6310	47	23	that	that	PRON
cana-6310	47	24	work	work	VERB
cana-6310	47	25	closely	closely	ADV
cana-6310	47	26	where	where	SCONJ
cana-6310	47	27	the	the	DET
cana-6310	47	28	events	event	NOUN
cana-6310	47	29	take	take	VERB
cana-6310	47	30	place	place	NOUN
cana-6310	47	31	,	,	PUNCT
cana-6310	47	32	and	and	CCONJ
cana-6310	47	33	on	on	ADP
cana-6310	47	34	the	the	DET
cana-6310	47	35	coordinated	coordinate	VERB
cana-6310	47	36	policy	policy	NOUN
cana-6310	47	37	enforcement	enforcement	NOUN
cana-6310	47	38	that	that	PRON
cana-6310	47	39	covers	cover	VERB
cana-6310	47	40	network	network	NOUN
cana-6310	47	41	,	,	PUNCT
cana-6310	47	42	application	application	NOUN
cana-6310	47	43	,	,	PUNCT
cana-6310	47	44	and	and	CCONJ
cana-6310	47	45	identity	identity	NOUN
cana-6310	47	46	domains	domain	NOUN
cana-6310	47	47	.	.	PUNCT
cana-6310	48	1	federated	federate	VERB
cana-6310	48	2	learning	learning	NOUN
cana-6310	48	3	and	and	CCONJ
cana-6310	48	4	edge	edge	NOUN
cana-6310	48	5	-	-	PUNCT
cana-6310	48	6	native	native	ADJ
cana-6310	48	7	ai	ai	NOUN
cana-6310	48	8	,	,	PUNCT
cana-6310	48	9	when	when	SCONJ
cana-6310	48	10	perfectly	perfectly	ADV
cana-6310	48	11	merged	merge	VERB
cana-6310	48	12	into	into	ADP
cana-6310	48	13	a	a	DET
cana-6310	48	14	zero	zero	NUM
cana-6310	48	15	-	-	PUNCT
cana-6310	48	16	trust	trust	NOUN
cana-6310	48	17	security	security	NOUN
cana-6310	48	18	fabric	fabric	NOUN
cana-6310	48	19	,	,	PUNCT
cana-6310	48	20	can	can	AUX
cana-6310	48	21	be	be	AUX
cana-6310	48	22	considered	consider	VERB
cana-6310	48	23	as	as	ADP
cana-6310	48	24	primary	primary	ADJ
cana-6310	48	25	enablers	enabler	NOUN
cana-6310	48	26	of	of	ADP
cana-6310	48	27	such	such	ADJ
cana-6310	48	28	adaptive	adaptive	ADJ
cana-6310	48	29	behavior	behavior	NOUN
cana-6310	48	30	(	(	PUNCT
cana-6310	48	31	al	al	PROPN
cana-6310	48	32	-	-	NOUN
cana-6310	48	33	araji	araji	NOUN
cana-6310	48	34	et	et	PROPN
cana-6310	48	35	al	al	PROPN
cana-6310	48	36	.	.	PROPN
cana-6310	48	37	,	,	PUNCT
cana-6310	48	38	2025	2025	NUM
cana-6310	48	39	)	)	PUNCT
cana-6310	48	40	.	.	PUNCT
cana-6310	49	1	communications	communication	NOUN
cana-6310	49	2	on	on	ADP
cana-6310	49	3	applied	apply	VERB
cana-6310	49	4	nonlinear	nonlinear	ADJ
cana-6310	49	5	analysis	analysis	NOUN
cana-6310	49	6	issn	issn	NOUN
cana-6310	49	7	:	:	PUNCT
cana-6310	49	8	1074	1074	NUM
cana-6310	49	9	-	-	PUNCT
cana-6310	49	10	133x	133x	NUM
cana-6310	49	11	vol	vol	VERB
cana-6310	49	12	32	32	NUM
cana-6310	49	13	no	no	NOUN
cana-6310	49	14	.	.	PUNCT
cana-6310	50	1	10s	10	NOUN
cana-6310	50	2	(	(	PUNCT
cana-6310	50	3	2025	2025	NUM
cana-6310	50	4	)	)	PUNCT
cana-6310	50	5	3705	3705	NUM
cana-6310	50	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	50	7	figure	figure	NOUN
cana-6310	50	8	1	1	NUM
cana-6310	50	9	:	:	PUNCT
cana-6310	50	10	global	global	ADJ
cana-6310	50	11	cyber	cyber	NOUN
cana-6310	50	12	resilience	resilience	NOUN
cana-6310	50	13	metrics	metric	NOUN
cana-6310	50	14	3	3	NUM
cana-6310	50	15	.	.	PUNCT
cana-6310	50	16	federated	federated	ADJ
cana-6310	50	17	learning	learning	NOUN
cana-6310	50	18	and	and	CCONJ
cana-6310	50	19	zero	zero	NUM
cana-6310	50	20	-	-	PUNCT
cana-6310	50	21	trust	trust	NOUN
cana-6310	50	22	architecture	architecture	NOUN
cana-6310	50	23	3.1	3.1	NUM
cana-6310	50	24	federated	federated	ADJ
cana-6310	50	25	learning	learning	NOUN
cana-6310	50	26	at	at	ADP
cana-6310	50	27	the	the	DET
cana-6310	50	28	edge	edge	NOUN
cana-6310	50	29	federated	federated	ADJ
cana-6310	50	30	learning	learning	NOUN
cana-6310	50	31	represents	represent	VERB
cana-6310	50	32	one	one	NUM
cana-6310	50	33	of	of	ADP
cana-6310	50	34	the	the	DET
cana-6310	50	35	distributed	distribute	VERB
cana-6310	50	36	training	training	NOUN
cana-6310	50	37	paradigms	paradigm	NOUN
cana-6310	50	38	where	where	SCONJ
cana-6310	50	39	the	the	DET
cana-6310	50	40	main	main	ADJ
cana-6310	50	41	goal	goal	NOUN
cana-6310	50	42	is	be	AUX
cana-6310	50	43	to	to	PART
cana-6310	50	44	create	create	VERB
cana-6310	50	45	a	a	DET
cana-6310	50	46	global	global	ADJ
cana-6310	50	47	model	model	NOUN
cana-6310	50	48	by	by	ADP
cana-6310	50	49	combining	combine	VERB
cana-6310	50	50	updates	update	NOUN
cana-6310	50	51	of	of	ADP
cana-6310	50	52	local	local	ADJ
cana-6310	50	53	models	model	NOUN
cana-6310	50	54	that	that	PRON
cana-6310	50	55	are	be	AUX
cana-6310	50	56	calculated	calculate	VERB
cana-6310	50	57	on	on	ADP
cana-6310	50	58	decentralized	decentralize	VERB
cana-6310	50	59	datasets	dataset	NOUN
cana-6310	50	60	that	that	PRON
cana-6310	50	61	are	be	AUX
cana-6310	50	62	kept	keep	VERB
cana-6310	50	63	on	on	ADP
cana-6310	50	64	devices	device	NOUN
cana-6310	50	65	or	or	CCONJ
cana-6310	50	66	edge	edge	NOUN
cana-6310	50	67	servers	server	NOUN
cana-6310	50	68	.	.	PUNCT
cana-6310	51	1	devices	device	NOUN
cana-6310	51	2	execute	execute	VERB
cana-6310	51	3	local	local	ADJ
cana-6310	51	4	training	training	NOUN
cana-6310	51	5	steps	step	NOUN
cana-6310	51	6	on	on	ADP
cana-6310	51	7	their	their	PRON
cana-6310	51	8	private	private	ADJ
cana-6310	51	9	data	datum	NOUN
cana-6310	51	10	and	and	CCONJ
cana-6310	51	11	occasionally	occasionally	ADV
cana-6310	51	12	send	send	VERB
cana-6310	51	13	model	model	NOUN
cana-6310	51	14	parameters	parameter	NOUN
cana-6310	51	15	or	or	CCONJ
cana-6310	51	16	gradients	gradient	NOUN
cana-6310	51	17	to	to	ADP
cana-6310	51	18	an	an	DET
cana-6310	51	19	aggregator	aggregator	NOUN
cana-6310	51	20	,	,	PUNCT
cana-6310	51	21	which	which	PRON
cana-6310	51	22	after	after	ADP
cana-6310	51	23	computing	compute	VERB
cana-6310	51	24	an	an	DET
cana-6310	51	25	aggregated	aggregate	VERB
cana-6310	51	26	update	update	NOUN
cana-6310	51	27	,	,	PUNCT
cana-6310	51	28	sends	send	VERB
cana-6310	51	29	out	out	ADP
cana-6310	51	30	the	the	DET
cana-6310	51	31	updated	update	VERB
cana-6310	51	32	global	global	ADJ
cana-6310	51	33	model	model	NOUN
cana-6310	51	34	to	to	ADP
cana-6310	51	35	the	the	DET
cana-6310	51	36	participants	participant	NOUN
cana-6310	51	37	.	.	PUNCT
cana-6310	52	1	no	no	DET
cana-6310	52	2	raw	raw	ADJ
cana-6310	52	3	data	datum	NOUN
cana-6310	52	4	are	be	AUX
cana-6310	52	5	exchanged	exchange	VERB
cana-6310	52	6	between	between	ADP
cana-6310	52	7	parties	party	NOUN
cana-6310	52	8	;	;	PUNCT
cana-6310	52	9	instead	instead	ADV
cana-6310	52	10	,	,	PUNCT
cana-6310	52	11	everything	everything	PRON
cana-6310	52	12	stays	stay	VERB
cana-6310	52	13	local	local	ADJ
cana-6310	52	14	,	,	PUNCT
cana-6310	52	15	which	which	PRON
cana-6310	52	16	,	,	PUNCT
cana-6310	52	17	besides	besides	SCONJ
cana-6310	52	18	privacy	privacy	NOUN
cana-6310	52	19	,	,	PUNCT
cana-6310	52	20	also	also	ADV
cana-6310	52	21	helps	help	VERB
cana-6310	52	22	in	in	ADP
cana-6310	52	23	reducing	reduce	VERB
cana-6310	52	24	the	the	DET
cana-6310	52	25	bandwidth	bandwidth	NOUN
cana-6310	52	26	and	and	CCONJ
cana-6310	52	27	being	be	AUX
cana-6310	52	28	compliant	compliant	ADJ
cana-6310	52	29	with	with	ADP
cana-6310	52	30	regulations	regulation	NOUN
cana-6310	52	31	.	.	PUNCT
cana-6310	53	1	fl	fl	ADP
cana-6310	53	2	deployments	deployment	NOUN
cana-6310	53	3	that	that	PRON
cana-6310	53	4	are	be	AUX
cana-6310	53	5	oriented	orient	VERB
cana-6310	53	6	at	at	ADP
cana-6310	53	7	the	the	DET
cana-6310	53	8	edge	edge	NOUN
cana-6310	53	9	are	be	AUX
cana-6310	53	10	very	very	ADV
cana-6310	53	11	compatible	compatible	ADJ
cana-6310	53	12	with	with	ADP
cana-6310	53	13	mec	mec	PROPN
cana-6310	53	14	.	.	PUNCT
cana-6310	54	1	here	here	ADV
cana-6310	54	2	,	,	PUNCT
cana-6310	54	3	edge	edge	NOUN
cana-6310	54	4	devices	device	NOUN
cana-6310	54	5	or	or	CCONJ
cana-6310	54	6	edge	edge	NOUN
cana-6310	54	7	micro	micro	PROPN
cana-6310	54	8	data	datum	NOUN
cana-6310	54	9	centers	center	NOUN
cana-6310	54	10	can	can	AUX
cana-6310	54	11	be	be	AUX
cana-6310	54	12	the	the	DET
cana-6310	54	13	places	place	NOUN
cana-6310	54	14	where	where	SCONJ
cana-6310	54	15	both	both	DET
cana-6310	54	16	inference	inference	NOUN
cana-6310	54	17	and	and	CCONJ
cana-6310	54	18	training	training	NOUN
cana-6310	54	19	of	of	ADP
cana-6310	54	20	partial	partial	ADJ
cana-6310	54	21	workloads	workload	NOUN
cana-6310	54	22	happen	happen	VERB
cana-6310	54	23	.	.	PUNCT
cana-6310	55	1	a	a	DET
cana-6310	55	2	hierarchical	hierarchical	ADJ
cana-6310	55	3	fl	fl	NOUN
cana-6310	55	4	system	system	NOUN
cana-6310	55	5	can	can	AUX
cana-6310	55	6	introduce	introduce	VERB
cana-6310	55	7	the	the	DET
cana-6310	55	8	concept	concept	NOUN
cana-6310	55	9	of	of	ADP
cana-6310	55	10	intermediate	intermediate	ADJ
cana-6310	55	11	aggregation	aggregation	NOUN
cana-6310	55	12	at	at	ADP
cana-6310	55	13	edge	edge	NOUN
cana-6310	55	14	servers	server	NOUN
cana-6310	55	15	before	before	ADP
cana-6310	55	16	sending	send	VERB
cana-6310	55	17	models	model	NOUN
cana-6310	55	18	to	to	ADP
cana-6310	55	19	cloud	cloud	ADJ
cana-6310	55	20	-	-	PUNCT
cana-6310	55	21	level	level	NOUN
cana-6310	55	22	orchestrators	orchestrator	NOUN
cana-6310	55	23	which	which	PRON
cana-6310	55	24	can	can	AUX
cana-6310	55	25	substantially	substantially	ADV
cana-6310	55	26	reduce	reduce	VERB
cana-6310	55	27	backhaul	backhaul	NOUN
cana-6310	55	28	requirements	requirement	NOUN
cana-6310	55	29	and	and	CCONJ
cana-6310	55	30	accelerate	accelerate	VERB
cana-6310	55	31	convergence	convergence	NOUN
cana-6310	55	32	under	under	ADP
cana-6310	55	33	wireless	wireless	ADJ
cana-6310	55	34	constraints	constraint	NOUN
cana-6310	55	35	(	(	PUNCT
cana-6310	55	36	alharthi	alharthi	PROPN
cana-6310	55	37	&	&	CCONJ
cana-6310	55	38	kalkatawi	kalkatawi	PROPN
cana-6310	55	39	,	,	PUNCT
cana-6310	55	40	2025	2025	NUM
cana-6310	55	41	)	)	PUNCT
cana-6310	55	42	.	.	PUNCT
cana-6310	56	1	federated	federated	ADJ
cana-6310	56	2	learning	learning	NOUN
cana-6310	56	3	has	have	AUX
cana-6310	56	4	been	be	AUX
cana-6310	56	5	broadly	broadly	ADV
cana-6310	56	6	utilized	utilize	VERB
cana-6310	56	7	for	for	ADP
cana-6310	56	8	security	security	NOUN
cana-6310	56	9	purposes	purpose	NOUN
cana-6310	56	10	as	as	ADV
cana-6310	56	11	well	well	ADV
cana-6310	56	12	as	as	ADP
cana-6310	56	13	for	for	ADP
cana-6310	56	14	anomaly	anomaly	NOUN
cana-6310	56	15	detection	detection	NOUN
cana-6310	56	16	in	in	ADP
cana-6310	56	17	different	different	ADJ
cana-6310	56	18	domains	domain	NOUN
cana-6310	56	19	.	.	PUNCT
cana-6310	57	1	as	as	ADP
cana-6310	57	2	an	an	DET
cana-6310	57	3	example	example	NOUN
cana-6310	57	4	,	,	PUNCT
cana-6310	57	5	intrusion	intrusion	NOUN
cana-6310	57	6	detection	detection	NOUN
cana-6310	57	7	frameworks	framework	NOUN
cana-6310	57	8	for	for	ADP
cana-6310	57	9	wireless	wireless	ADJ
cana-6310	57	10	edge	edge	NOUN
cana-6310	57	11	networks	network	NOUN
cana-6310	57	12	that	that	PRON
cana-6310	57	13	use	use	VERB
cana-6310	57	14	an	an	DET
cana-6310	57	15	fl	fl	ADV
cana-6310	57	16	-	-	PUNCT
cana-6310	57	17	based	base	VERB
cana-6310	57	18	gated	gate	VERB
cana-6310	57	19	recurrent	recurrent	ADJ
cana-6310	57	20	units	unit	NOUN
cana-6310	57	21	(	(	PUNCT
cana-6310	57	22	fedagru	fedagru	NOUN
cana-6310	57	23	)	)	PUNCT
cana-6310	57	24	method	method	NOUN
cana-6310	57	25	have	have	AUX
cana-6310	57	26	resulted	result	VERB
cana-6310	57	27	in	in	ADP
cana-6310	57	28	about	about	ADV
cana-6310	57	29	8	8	NUM
cana-6310	57	30	percentage	percentage	NOUN
cana-6310	57	31	points	point	NOUN
cana-6310	57	32	higher	high	ADJ
cana-6310	57	33	detection	detection	NOUN
cana-6310	57	34	accuracy	accuracy	NOUN
cana-6310	57	35	than	than	ADP
cana-6310	57	36	their	their	PRON
cana-6310	57	37	centralized	centralized	ADJ
cana-6310	57	38	counterparts	counterpart	NOUN
cana-6310	57	39	,	,	PUNCT
cana-6310	57	40	while	while	SCONJ
cana-6310	57	41	communication	communication	NOUN
cana-6310	57	42	costs	cost	NOUN
cana-6310	57	43	have	have	AUX
cana-6310	57	44	been	be	AUX
cana-6310	57	45	reduced	reduce	VERB
cana-6310	57	46	by	by	ADP
cana-6310	57	47	approximately	approximately	ADV
cana-6310	57	48	70	70	NUM
cana-6310	57	49	%	%	NOUN
cana-6310	57	50	compared	compare	VERB
cana-6310	57	51	to	to	ADP
cana-6310	57	52	other	other	ADJ
cana-6310	57	53	federated	federated	ADJ
cana-6310	57	54	algorithms	algorithm	NOUN
cana-6310	57	55	.	.	PUNCT
cana-6310	58	1	semi	semi	ADJ
cana-6310	58	2	-	-	ADJ
cana-6310	58	3	supervised	supervised	ADJ
cana-6310	58	4	distillationbased	distillationbase	VERB
cana-6310	58	5	fl	fl	NUM
cana-6310	58	6	frameworks	framework	NOUN
cana-6310	58	7	which	which	PRON
cana-6310	58	8	exchange	exchange	NOUN
cana-6310	58	9	model	model	NOUN
cana-6310	58	10	outputs	output	NOUN
cana-6310	58	11	rather	rather	ADV
cana-6310	58	12	than	than	ADP
cana-6310	58	13	complete	complete	ADJ
cana-6310	58	14	parameter	parameter	NOUN
cana-6310	58	15	vectors	vector	NOUN
cana-6310	58	16	have	have	AUX
cana-6310	58	17	demonstrated	demonstrate	VERB
cana-6310	58	18	reductions	reduction	NOUN
cana-6310	58	19	in	in	ADP
cana-6310	58	20	communication	communication	NOUN
cana-6310	58	21	costs	cost	NOUN
cana-6310	58	22	of	of	ADP
cana-6310	58	23	up	up	ADP
cana-6310	58	24	to	to	PART
cana-6310	58	25	99	99	NUM
cana-6310	58	26	%	%	NOUN
cana-6310	58	27	with	with	ADP
cana-6310	58	28	no	no	DET
cana-6310	58	29	degradation	degradation	NOUN
cana-6310	58	30	in	in	ADP
cana-6310	58	31	,	,	PUNCT
cana-6310	58	32	or	or	CCONJ
cana-6310	58	33	even	even	ADV
cana-6310	58	34	improvements	improvement	NOUN
cana-6310	58	35	in	in	ADP
cana-6310	58	36	,	,	PUNCT
cana-6310	58	37	model	model	NOUN
cana-6310	58	38	accuracy	accuracy	NOUN
cana-6310	58	39	(	(	PUNCT
cana-6310	58	40	alharthi	alharthi	PROPN
cana-6310	58	41	&	&	CCONJ
cana-6310	58	42	kalkatawi	kalkatawi	PROPN
cana-6310	58	43	,	,	PUNCT
cana-6310	58	44	2025	2025	NUM
cana-6310	58	45	)	)	PUNCT
cana-6310	58	46	.	.	PUNCT
cana-6310	59	1	3.2	3.2	NUM
cana-6310	59	2	zero	zero	NUM
cana-6310	59	3	-	-	PUNCT
cana-6310	59	4	trust	trust	NOUN
cana-6310	59	5	security	security	NOUN
cana-6310	59	6	and	and	CCONJ
cana-6310	59	7	adaptive	adaptive	ADJ
cana-6310	59	8	control	control	NOUN
cana-6310	59	9	zero	zero	NUM
cana-6310	59	10	-	-	PUNCT
cana-6310	59	11	trust	trust	NOUN
cana-6310	59	12	architecture	architecture	NOUN
cana-6310	59	13	(	(	PUNCT
cana-6310	59	14	zta	zta	X
cana-6310	59	15	)	)	PUNCT
cana-6310	59	16	is	be	AUX
cana-6310	59	17	considered	consider	VERB
cana-6310	59	18	a	a	DET
cana-6310	59	19	reference	reference	NOUN
cana-6310	59	20	point	point	NOUN
cana-6310	59	21	model	model	NOUN
cana-6310	59	22	for	for	ADP
cana-6310	59	23	the	the	DET
cana-6310	59	24	modern	modern	ADJ
cana-6310	59	25	cybersecurity	cybersecurity	NOUN
cana-6310	59	26	world	world	NOUN
cana-6310	59	27	and	and	CCONJ
cana-6310	59	28	is	be	AUX
cana-6310	59	29	detailed	detail	VERB
cana-6310	59	30	in	in	ADP
cana-6310	59	31	the	the	DET
cana-6310	59	32	nist	nist	NOUN
cana-6310	59	33	sp	sp	ADP
cana-6310	59	34	800	800	NUM
cana-6310	59	35	-	-	SYM
cana-6310	59	36	207	207	NUM
cana-6310	59	37	document	document	NOUN
cana-6310	59	38	.	.	PUNCT
cana-6310	60	1	its	its	PRON
cana-6310	60	2	main	main	ADJ
cana-6310	60	3	features	feature	NOUN
cana-6310	60	4	are	be	AUX
cana-6310	60	5	:	:	PUNCT
cana-6310	60	6	no	no	DET
cana-6310	60	7	network	network	NOUN
cana-6310	60	8	location	location	NOUN
cana-6310	60	9	is	be	AUX
cana-6310	60	10	communications	communication	NOUN
cana-6310	60	11	on	on	ADP
cana-6310	60	12	applied	apply	VERB
cana-6310	60	13	nonlinear	nonlinear	ADJ
cana-6310	60	14	analysis	analysis	NOUN
cana-6310	60	15	issn	issn	NOUN
cana-6310	60	16	:	:	PUNCT
cana-6310	60	17	1074	1074	NUM
cana-6310	60	18	-	-	PUNCT
cana-6310	60	19	133x	133x	NUM
cana-6310	60	20	vol	vol	VERB
cana-6310	60	21	32	32	NUM
cana-6310	60	22	no	no	NOUN
cana-6310	60	23	.	.	PUNCT
cana-6310	61	1	10s	10	NOUN
cana-6310	61	2	(	(	PUNCT
cana-6310	61	3	2025	2025	NUM
cana-6310	61	4	)	)	PUNCT
cana-6310	61	5	3706	3706	NUM
cana-6310	61	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-6310	61	7	trusted	trust	VERB
cana-6310	61	8	by	by	ADP
cana-6310	61	9	default	default	NOUN
cana-6310	61	10	,	,	PUNCT
cana-6310	61	11	every	every	DET
cana-6310	61	12	access	access	NOUN
cana-6310	61	13	request	request	NOUN
cana-6310	61	14	must	must	AUX
cana-6310	61	15	be	be	AUX
cana-6310	61	16	verified	verify	VERB
cana-6310	61	17	explicitly	explicitly	ADV
cana-6310	61	18	,	,	PUNCT
cana-6310	61	19	least	least	ADJ
cana-6310	61	20	-	-	PUNCT
cana-6310	61	21	privilege	privilege	NOUN
cana-6310	61	22	access	access	NOUN
cana-6310	61	23	is	be	AUX
cana-6310	61	24	enforced	enforce	VERB
cana-6310	61	25	dynamically	dynamically	ADV
cana-6310	61	26	,	,	PUNCT
cana-6310	61	27	and	and	CCONJ
cana-6310	61	28	finally	finally	ADV
cana-6310	61	29	,	,	PUNCT
cana-6310	61	30	continuous	continuous	ADJ
cana-6310	61	31	monitoring	monitoring	NOUN
cana-6310	61	32	together	together	ADV
cana-6310	61	33	with	with	ADP
cana-6310	61	34	adaptive	adaptive	ADJ
cana-6310	61	35	policy	policy	NOUN
cana-6310	61	36	is	be	AUX
cana-6310	61	37	applied	apply	VERB
cana-6310	61	38	.	.	PUNCT
cana-6310	62	1	in	in	ADP
cana-6310	62	2	an	an	DET
cana-6310	62	3	edge	edge	NOUN
cana-6310	62	4	-	-	PUNCT
cana-6310	62	5	to	to	ADP
cana-6310	62	6	-	-	PUNCT
cana-6310	62	7	cloud	cloud	ADJ
cana-6310	62	8	federated	federated	ADJ
cana-6310	62	9	environment	environment	NOUN
cana-6310	62	10	,	,	PUNCT
cana-6310	62	11	zero	zero	NUM
cana-6310	62	12	trust	trust	NOUN
cana-6310	62	13	can	can	AUX
cana-6310	62	14	be	be	AUX
cana-6310	62	15	seen	see	VERB
cana-6310	62	16	as	as	ADP
cana-6310	62	17	the	the	DET
cana-6310	62	18	logical	logical	ADJ
cana-6310	62	19	control	control	NOUN
cana-6310	62	20	fabric	fabric	NOUN
cana-6310	62	21	tying	tie	VERB
cana-6310	62	22	together	together	ADV
cana-6310	62	23	different	different	ADJ
cana-6310	62	24	administrative	administrative	ADJ
cana-6310	62	25	domains	domain	NOUN
cana-6310	62	26	and	and	CCONJ
cana-6310	62	27	infrastructure	infrastructure	NOUN
cana-6310	62	28	layers	layer	NOUN
cana-6310	62	29	.	.	PUNCT
cana-6310	63	1	policy	policy	NOUN
cana-6310	63	2	engines	engine	NOUN
cana-6310	63	3	are	be	AUX
cana-6310	63	4	at	at	ADP
cana-6310	63	5	hand	hand	NOUN
cana-6310	63	6	to	to	PART
cana-6310	63	7	evaluate	evaluate	VERB
cana-6310	63	8	context	context	NOUN
cana-6310	63	9	-	-	PUNCT
cana-6310	63	10	rich	rich	ADJ
cana-6310	63	11	access	access	NOUN
cana-6310	63	12	requests	request	NOUN
cana-6310	63	13	by	by	ADP
cana-6310	63	14	utilizing	utilize	VERB
cana-6310	63	15	identity	identity	NOUN
cana-6310	63	16	attributes	attribute	NOUN
cana-6310	63	17	,	,	PUNCT
cana-6310	63	18	device	device	NOUN
cana-6310	63	19	posture	posture	NOUN
cana-6310	63	20	,	,	PUNCT
cana-6310	63	21	behavioral	behavioral	ADJ
cana-6310	63	22	signals	signal	NOUN
cana-6310	63	23	obtained	obtain	VERB
cana-6310	63	24	from	from	ADP
cana-6310	63	25	ai	ai	PROPN
cana-6310	63	26	analytics	analytic	NOUN
cana-6310	63	27	,	,	PUNCT
cana-6310	63	28	and	and	CCONJ
cana-6310	63	29	environmental	environmental	ADJ
cana-6310	63	30	context	context	NOUN
cana-6310	63	31	.	.	PUNCT
cana-6310	64	1	data	datum	NOUN
cana-6310	64	2	coming	come	VERB
cana-6310	64	3	from	from	ADP
cana-6310	64	4	edge	edge	NOUN
cana-6310	64	5	-	-	PUNCT
cana-6310	64	6	hosted	host	VERB
cana-6310	64	7	federated	federated	ADJ
cana-6310	64	8	models	model	NOUN
cana-6310	64	9	together	together	ADV
cana-6310	64	10	with	with	ADP
cana-6310	64	11	cloud	cloud	ADJ
cana-6310	64	12	-	-	PUNCT
cana-6310	64	13	scale	scale	NOUN
cana-6310	64	14	analytics	analytic	NOUN
cana-6310	64	15	are	be	AUX
cana-6310	64	16	utilized	utilize	VERB
cana-6310	64	17	by	by	ADP
cana-6310	64	18	policy	policy	NOUN
cana-6310	64	19	engines	engine	NOUN
cana-6310	64	20	to	to	PART
cana-6310	64	21	modify	modify	VERB
cana-6310	64	22	access	access	NOUN
cana-6310	64	23	controls	control	NOUN
cana-6310	64	24	and	and	CCONJ
cana-6310	64	25	detection	detection	NOUN
cana-6310	64	26	thresholds	threshold	VERB
cana-6310	64	27	progressively	progressively	ADV
cana-6310	64	28	(	(	PUNCT
cana-6310	64	29	bao	bao	PROPN
cana-6310	64	30	&	&	CCONJ
cana-6310	64	31	guo	guo	PROPN
cana-6310	64	32	,	,	PUNCT
cana-6310	64	33	2022	2022	NUM
cana-6310	64	34	)	)	PUNCT
cana-6310	64	35	.	.	PUNCT
cana-6310	65	1	figure	figure	VERB
cana-6310	65	2	2	2	NUM
cana-6310	65	3	:	:	PUNCT
cana-6310	65	4	communication	communication	NOUN
cana-6310	65	5	and	and	CCONJ
cana-6310	65	6	energy	energy	NOUN
cana-6310	65	7	cost	cost	NOUN
cana-6310	65	8	reductions	reduction	NOUN
cana-6310	65	9	achieved	achieve	VERB
cana-6310	65	10	by	by	ADP
cana-6310	65	11	fl	fl	PROPN
cana-6310	65	12	optimizations	optimization	NOUN
cana-6310	65	13	4	4	NUM
cana-6310	65	14	.	.	PUNCT
cana-6310	66	1	reference	reference	NOUN
cana-6310	66	2	architecture	architecture	NOUN
cana-6310	66	3	4.1	4.1	NUM
cana-6310	66	4	layered	layered	ADJ
cana-6310	66	5	architecture	architecture	NOUN
cana-6310	66	6	and	and	CCONJ
cana-6310	66	7	data	datum	NOUN
cana-6310	66	8	flows	flow	VERB
cana-6310	66	9	a	a	DET
cana-6310	66	10	layered	layered	ADJ
cana-6310	66	11	architecture	architecture	NOUN
cana-6310	66	12	for	for	ADP
cana-6310	66	13	federated	federated	ADJ
cana-6310	66	14	edge	edge	NOUN
cana-6310	66	15	-	-	PUNCT
cana-6310	66	16	to	to	ADP
cana-6310	66	17	-	-	PUNCT
cana-6310	66	18	cloud	cloud	NOUN
cana-6310	66	19	adaptive	adaptive	ADJ
cana-6310	66	20	cyber	cyber	NOUN
cana-6310	66	21	resilience	resilience	NOUN
cana-6310	66	22	can	can	AUX
cana-6310	66	23	be	be	AUX
cana-6310	66	24	organized	organize	VERB
cana-6310	66	25	as	as	SCONJ
cana-6310	66	26	follows	follow	VERB
cana-6310	66	27	:	:	PUNCT
cana-6310	66	28	•	•	NUM
cana-6310	66	29	device	device	NOUN
cana-6310	66	30	and	and	CCONJ
cana-6310	66	31	sensor	sensor	NOUN
cana-6310	66	32	layer	layer	NOUN
cana-6310	66	33	:	:	PUNCT
cana-6310	66	34	comprises	comprise	VERB
cana-6310	66	35	iot	iot	ADJ
cana-6310	66	36	devices	device	NOUN
cana-6310	66	37	,	,	PUNCT
cana-6310	66	38	mobile	mobile	ADJ
cana-6310	66	39	endpoints	endpoint	NOUN
cana-6310	66	40	,	,	PUNCT
cana-6310	66	41	and	and	CCONJ
cana-6310	66	42	industrial	industrial	ADJ
cana-6310	66	43	controllers	controller	NOUN
cana-6310	66	44	that	that	PRON
cana-6310	66	45	generate	generate	VERB
cana-6310	66	46	telemetry	telemetry	NOUN
cana-6310	66	47	and	and	CCONJ
cana-6310	66	48	perform	perform	VERB
cana-6310	66	49	local	local	ADJ
cana-6310	66	50	ai	ai	PROPN
cana-6310	66	51	inference	inference	NOUN
cana-6310	66	52	.	.	PUNCT
cana-6310	67	1	•	•	NUM
cana-6310	67	2	edge	edge	NOUN
cana-6310	67	3	node	node	NOUN
cana-6310	67	4	and	and	CCONJ
cana-6310	67	5	mec	mec	PROPN
cana-6310	67	6	layer	layer	NOUN
cana-6310	67	7	:	:	PUNCT
cana-6310	67	8	consists	consist	VERB
cana-6310	67	9	of	of	ADP
cana-6310	67	10	edge	edge	NOUN
cana-6310	67	11	servers	server	NOUN
cana-6310	67	12	at	at	ADP
cana-6310	67	13	base	base	NOUN
cana-6310	67	14	stations	station	NOUN
cana-6310	67	15	or	or	CCONJ
cana-6310	67	16	local	local	ADJ
cana-6310	67	17	micro	micro	PROPN
cana-6310	67	18	data	datum	NOUN
cana-6310	67	19	centers	center	NOUN
cana-6310	67	20	that	that	PRON
cana-6310	67	21	host	host	NOUN
cana-6310	67	22	preprocessing	preprocessing	NOUN
cana-6310	67	23	,	,	PUNCT
cana-6310	67	24	feature	feature	NOUN
cana-6310	67	25	extraction	extraction	NOUN
cana-6310	67	26	,	,	PUNCT
cana-6310	67	27	and	and	CCONJ
cana-6310	67	28	federated	federated	ADJ
cana-6310	67	29	learning	learning	NOUN
cana-6310	67	30	clients	client	NOUN
cana-6310	67	31	.	.	PUNCT
cana-6310	68	1	•	•	NUM
cana-6310	68	2	federated	federate	VERB
cana-6310	68	3	learning	learning	NOUN
cana-6310	68	4	aggregation	aggregation	NOUN
cana-6310	68	5	layer	layer	NOUN
cana-6310	68	6	:	:	PUNCT
cana-6310	68	7	located	locate	VERB
cana-6310	68	8	at	at	ADP
cana-6310	68	9	selected	select	VERB
cana-6310	68	10	edge	edge	NOUN
cana-6310	68	11	nodes	node	NOUN
cana-6310	68	12	or	or	CCONJ
cana-6310	68	13	regional	regional	ADJ
cana-6310	68	14	hubs	hub	NOUN
cana-6310	68	15	,	,	PUNCT
cana-6310	68	16	this	this	DET
cana-6310	68	17	layer	layer	NOUN
cana-6310	68	18	performs	perform	VERB
cana-6310	68	19	hierarchical	hierarchical	ADJ
cana-6310	68	20	aggregation	aggregation	NOUN
cana-6310	68	21	of	of	ADP
cana-6310	68	22	model	model	NOUN
cana-6310	68	23	updates	update	NOUN
cana-6310	68	24	.	.	PUNCT
cana-6310	69	1	•	•	NUM
cana-6310	69	2	cloud	cloud	NOUN
cana-6310	69	3	ai	ai	VERB
cana-6310	69	4	orchestration	orchestration	NOUN
cana-6310	69	5	layer	layer	NOUN
cana-6310	69	6	:	:	PUNCT
cana-6310	69	7	comprises	comprise	VERB
cana-6310	69	8	scalable	scalable	ADJ
cana-6310	69	9	ai	ai	NOUN
cana-6310	69	10	platforms	platform	NOUN
cana-6310	69	11	,	,	PUNCT
cana-6310	69	12	data	datum	NOUN
cana-6310	69	13	lakes	lake	NOUN
cana-6310	69	14	,	,	PUNCT
cana-6310	69	15	and	and	CCONJ
cana-6310	69	16	analytics	analytic	NOUN
cana-6310	69	17	engines	engine	NOUN
cana-6310	69	18	that	that	PRON
cana-6310	69	19	perform	perform	VERB
cana-6310	69	20	global	global	ADJ
cana-6310	69	21	model	model	NOUN
cana-6310	69	22	training	training	NOUN
cana-6310	69	23	and	and	CCONJ
cana-6310	69	24	long	long	ADJ
cana-6310	69	25	-	-	PUNCT
cana-6310	69	26	term	term	NOUN
cana-6310	69	27	behavior	behavior	NOUN
cana-6310	69	28	analysis(chen	analysis(chen	ADV
cana-6310	69	29	et	et	PROPN
cana-6310	69	30	al	al	PROPN
cana-6310	69	31	.	.	PROPN
cana-6310	69	32	,	,	PUNCT
cana-6310	69	33	2024	2024	NUM
cana-6310	69	34	)	)	PUNCT
cana-6310	69	35	.	.	PUNCT
cana-6310	70	1	communications	communication	NOUN
cana-6310	70	2	on	on	ADP
cana-6310	70	3	applied	apply	VERB
cana-6310	70	4	nonlinear	nonlinear	ADJ
cana-6310	70	5	analysis	analysis	NOUN
cana-6310	70	6	issn	issn	NOUN
cana-6310	70	7	:	:	PUNCT
cana-6310	70	8	1074	1074	NUM
cana-6310	70	9	-	-	PUNCT
cana-6310	70	10	133x	133x	NUM
cana-6310	70	11	vol	vol	VERB
cana-6310	70	12	32	32	NUM
cana-6310	70	13	no	no	NOUN
cana-6310	70	14	.	.	PUNCT
cana-6310	71	1	10s	10	NOUN
cana-6310	71	2	(	(	PUNCT
cana-6310	71	3	2025	2025	NUM
cana-6310	71	4	)	)	PUNCT
cana-6310	71	5	3707	3707	NUM
cana-6310	71	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-6310	71	7	•	•	NUM
cana-6310	71	8	security	security	NOUN
cana-6310	71	9	operations	operation	NOUN
cana-6310	71	10	and	and	CCONJ
cana-6310	71	11	policy	policy	NOUN
cana-6310	71	12	engine	engine	NOUN
cana-6310	71	13	layer	layer	NOUN
cana-6310	71	14	:	:	PUNCT
cana-6310	71	15	implements	implement	VERB
cana-6310	71	16	soc	soc	NOUN
cana-6310	71	17	functions	function	NOUN
cana-6310	71	18	,	,	PUNCT
cana-6310	71	19	zero	zero	NUM
cana-6310	71	20	-	-	PUNCT
cana-6310	71	21	trust	trust	NOUN
cana-6310	71	22	policy	policy	NOUN
cana-6310	71	23	engines	engine	NOUN
cana-6310	71	24	,	,	PUNCT
cana-6310	71	25	and	and	CCONJ
cana-6310	71	26	incident	incident	NOUN
cana-6310	71	27	response	response	NOUN
cana-6310	71	28	workflows	workflow	NOUN
cana-6310	71	29	.	.	PUNCT
cana-6310	72	1	•	•	NUM
cana-6310	72	2	policy	policy	NOUN
cana-6310	72	3	enforcement	enforcement	NOUN
cana-6310	72	4	layer	layer	NOUN
cana-6310	72	5	:	:	PUNCT
cana-6310	72	6	includes	include	VERB
cana-6310	72	7	enforcement	enforcement	NOUN
cana-6310	72	8	points	point	NOUN
cana-6310	72	9	at	at	ADP
cana-6310	72	10	apis	apis	PROPN
cana-6310	72	11	,	,	PUNCT
cana-6310	72	12	workloads	workload	NOUN
cana-6310	72	13	,	,	PUNCT
cana-6310	72	14	network	network	NOUN
cana-6310	72	15	segments	segment	NOUN
cana-6310	72	16	,	,	PUNCT
cana-6310	72	17	and	and	CCONJ
cana-6310	72	18	devices	device	NOUN
cana-6310	72	19	.	.	PUNCT
cana-6310	73	1	figure	figure	NOUN
cana-6310	73	2	1	1	NUM
cana-6310	73	3	illustrates	illustrate	VERB
cana-6310	73	4	this	this	DET
cana-6310	73	5	architecture	architecture	NOUN
cana-6310	73	6	as	as	ADP
cana-6310	73	7	a	a	DET
cana-6310	73	8	left	leave	VERB
cana-6310	73	9	-	-	PUNCT
cana-6310	73	10	to	to	ADP
cana-6310	73	11	-	-	PUNCT
cana-6310	73	12	right	right	NOUN
cana-6310	73	13	flow	flow	NOUN
cana-6310	73	14	from	from	ADP
cana-6310	73	15	iot	iot	NOUN
cana-6310	73	16	and	and	CCONJ
cana-6310	73	17	endpoints	endpoint	NOUN
cana-6310	73	18	through	through	ADP
cana-6310	73	19	edge	edge	NOUN
cana-6310	73	20	nodes	node	NOUN
cana-6310	73	21	to	to	PART
cana-6310	73	22	cloud	cloud	VERB
cana-6310	73	23	ai	ai	VERB
cana-6310	73	24	and	and	CCONJ
cana-6310	73	25	soc	soc	NOUN
cana-6310	73	26	components	component	NOUN
cana-6310	73	27	,	,	PUNCT
cana-6310	73	28	with	with	ADP
cana-6310	73	29	bidirectional	bidirectional	ADJ
cana-6310	73	30	arrows	arrow	NOUN
cana-6310	73	31	representing	represent	VERB
cana-6310	73	32	model	model	NOUN
cana-6310	73	33	update	update	NOUN
cana-6310	73	34	and	and	CCONJ
cana-6310	73	35	policy	policy	NOUN
cana-6310	73	36	feedback	feedback	NOUN
cana-6310	73	37	loops	loop	NOUN
cana-6310	73	38	.	.	PUNCT
cana-6310	74	1	4.2	4.2	NUM
cana-6310	74	2	control	control	NOUN
cana-6310	74	3	plane	plane	NOUN
cana-6310	74	4	and	and	CCONJ
cana-6310	74	5	data	datum	NOUN
cana-6310	74	6	plane	plane	NOUN
cana-6310	74	7	integration	integration	NOUN
cana-6310	74	8	the	the	DET
cana-6310	74	9	architecture	architecture	NOUN
cana-6310	74	10	requires	require	VERB
cana-6310	74	11	clear	clear	ADJ
cana-6310	74	12	separation	separation	NOUN
cana-6310	74	13	and	and	CCONJ
cana-6310	74	14	interaction	interaction	NOUN
cana-6310	74	15	between	between	ADP
cana-6310	74	16	data	datum	NOUN
cana-6310	74	17	plane	plane	NOUN
cana-6310	74	18	and	and	CCONJ
cana-6310	74	19	control	control	NOUN
cana-6310	74	20	plane	plane	NOUN
cana-6310	74	21	.	.	PUNCT
cana-6310	75	1	data	datum	NOUN
cana-6310	75	2	plane	plane	NOUN
cana-6310	75	3	:	:	PUNCT
cana-6310	75	4	telemetry	telemetry	NOUN
cana-6310	75	5	flows	flow	VERB
cana-6310	75	6	from	from	ADP
cana-6310	75	7	devices	device	NOUN
cana-6310	75	8	to	to	PART
cana-6310	75	9	edge	edge	VERB
cana-6310	75	10	nodes	node	NOUN
cana-6310	75	11	and	and	CCONJ
cana-6310	75	12	,	,	PUNCT
cana-6310	75	13	where	where	SCONJ
cana-6310	75	14	necessary	necessary	ADJ
cana-6310	75	15	,	,	PUNCT
cana-6310	75	16	to	to	ADP
cana-6310	75	17	cloud	cloud	NOUN
cana-6310	75	18	analytics	analytic	NOUN
cana-6310	75	19	platforms	platform	NOUN
cana-6310	75	20	.	.	PUNCT
cana-6310	76	1	local	local	ADJ
cana-6310	76	2	inference	inference	NOUN
cana-6310	76	3	and	and	CCONJ
cana-6310	76	4	anomaly	anomaly	NOUN
cana-6310	76	5	detection	detection	NOUN
cana-6310	76	6	at	at	ADP
cana-6310	76	7	the	the	DET
cana-6310	76	8	edge	edge	NOUN
cana-6310	76	9	examine	examine	VERB
cana-6310	76	10	individual	individual	ADJ
cana-6310	76	11	flows	flow	NOUN
cana-6310	76	12	and	and	CCONJ
cana-6310	76	13	events	event	NOUN
cana-6310	76	14	in	in	ADP
cana-6310	76	15	near	near	ADP
cana-6310	76	16	real	real	ADJ
cana-6310	76	17	time	time	NOUN
cana-6310	76	18	.	.	PUNCT
cana-6310	77	1	only	only	ADV
cana-6310	77	2	summarized	summarize	VERB
cana-6310	77	3	,	,	PUNCT
cana-6310	77	4	filtered	filter	VERB
cana-6310	77	5	,	,	PUNCT
cana-6310	77	6	or	or	CCONJ
cana-6310	77	7	privacy	privacy	NOUN
cana-6310	77	8	-	-	PUNCT
cana-6310	77	9	preserving	preserve	VERB
cana-6310	77	10	representations	representation	NOUN
cana-6310	77	11	traverse	traverse	VERB
cana-6310	77	12	the	the	DET
cana-6310	77	13	backhaul	backhaul	NOUN
cana-6310	77	14	in	in	ADP
cana-6310	77	15	normal	normal	ADJ
cana-6310	77	16	operation	operation	NOUN
cana-6310	77	17	.	.	PUNCT
cana-6310	78	1	control	control	NOUN
cana-6310	78	2	plane	plane	NOUN
cana-6310	78	3	:	:	PUNCT
cana-6310	78	4	policy	policy	NOUN
cana-6310	78	5	decisions	decision	NOUN
cana-6310	78	6	,	,	PUNCT
cana-6310	78	7	model	model	NOUN
cana-6310	78	8	parameters	parameter	NOUN
cana-6310	78	9	,	,	PUNCT
cana-6310	78	10	and	and	CCONJ
cana-6310	78	11	configuration	configuration	NOUN
cana-6310	78	12	updates	update	NOUN
cana-6310	78	13	are	be	AUX
cana-6310	78	14	disseminated	disseminate	VERB
cana-6310	78	15	from	from	ADP
cana-6310	78	16	cloud	cloud	NOUN
cana-6310	78	17	orchestration	orchestration	NOUN
cana-6310	78	18	and	and	CCONJ
cana-6310	78	19	soc	soc	NOUN
cana-6310	78	20	layers	layer	NOUN
cana-6310	78	21	toward	toward	ADP
cana-6310	78	22	the	the	DET
cana-6310	78	23	edge	edge	NOUN
cana-6310	78	24	.	.	PUNCT
cana-6310	79	1	federation	federation	NOUN
cana-6310	79	2	rounds	round	NOUN
cana-6310	79	3	for	for	ADP
cana-6310	79	4	learning	learning	NOUN
cana-6310	79	5	are	be	AUX
cana-6310	79	6	scheduled	schedule	VERB
cana-6310	79	7	,	,	PUNCT
cana-6310	79	8	participating	participate	VERB
cana-6310	79	9	clients	client	NOUN
cana-6310	79	10	are	be	AUX
cana-6310	79	11	selected	select	VERB
cana-6310	79	12	,	,	PUNCT
cana-6310	79	13	and	and	CCONJ
cana-6310	79	14	resource	resource	NOUN
cana-6310	79	15	allocation	allocation	NOUN
cana-6310	79	16	decisions	decision	NOUN
cana-6310	79	17	are	be	AUX
cana-6310	79	18	enforced(hernandez	enforced(hernandez	PROPN
cana-6310	79	19	-	-	PUNCT
cana-6310	79	20	ramos	ramos	PROPN
cana-6310	79	21	et	et	PROPN
cana-6310	79	22	al	al	PROPN
cana-6310	79	23	.	.	PROPN
cana-6310	79	24	,	,	PUNCT
cana-6310	79	25	2025	2025	NUM
cana-6310	79	26	)	)	PUNCT
cana-6310	79	27	.	.	PUNCT
cana-6310	80	1	software	software	NOUN
cana-6310	80	2	-	-	PUNCT
cana-6310	80	3	defined	define	VERB
cana-6310	80	4	networking	networking	NOUN
cana-6310	80	5	and	and	CCONJ
cana-6310	80	6	network	network	NOUN
cana-6310	80	7	slicing	slicing	NOUN
cana-6310	80	8	mechanisms	mechanism	NOUN
cana-6310	80	9	in	in	ADP
cana-6310	80	10	5	5	NUM
cana-6310	80	11	g	g	NOUN
cana-6310	80	12	provide	provide	VERB
cana-6310	80	13	programmable	programmable	ADJ
cana-6310	80	14	network	network	NOUN
cana-6310	80	15	paths	path	NOUN
cana-6310	80	16	for	for	ADP
cana-6310	80	17	both	both	DET
cana-6310	80	18	planes	plane	NOUN
cana-6310	80	19	,	,	PUNCT
cana-6310	80	20	enabling	enable	VERB
cana-6310	80	21	prioritization	prioritization	NOUN
cana-6310	80	22	of	of	ADP
cana-6310	80	23	critical	critical	ADJ
cana-6310	80	24	security	security	NOUN
cana-6310	80	25	telemetry	telemetry	NOUN
cana-6310	80	26	.	.	PUNCT
cana-6310	81	1	urllc	urllc	ADJ
cana-6310	81	2	specifications	specification	NOUN
cana-6310	81	3	target	target	VERB
cana-6310	81	4	one	one	NUM
cana-6310	81	5	-	-	PUNCT
cana-6310	81	6	way	way	NOUN
cana-6310	81	7	air	air	NOUN
cana-6310	81	8	-	-	PUNCT
cana-6310	81	9	interface	interface	NOUN
cana-6310	81	10	latencies	latency	NOUN
cana-6310	81	11	below	below	ADP
cana-6310	81	12	1	1	NUM
cana-6310	81	13	ms	ms	NOUN
cana-6310	81	14	and	and	CCONJ
cana-6310	81	15	packet	packet	NOUN
cana-6310	81	16	failure	failure	NOUN
cana-6310	81	17	rates	rate	NOUN
cana-6310	81	18	on	on	ADP
cana-6310	81	19	the	the	DET
cana-6310	81	20	order	order	NOUN
cana-6310	81	21	of	of	ADP
cana-6310	81	22	10^{-5	10^{-5	NUM
cana-6310	81	23	}	}	PUNCT
cana-6310	81	24	for	for	ADP
cana-6310	81	25	small	small	ADJ
cana-6310	81	26	packets	packet	NOUN
cana-6310	81	27	,	,	PUNCT
cana-6310	81	28	while	while	SCONJ
cana-6310	81	29	end	end	NOUN
cana-6310	81	30	-	-	PUNCT
cana-6310	81	31	to	to	ADP
cana-6310	81	32	-	-	PUNCT
cana-6310	81	33	end	end	NOUN
cana-6310	81	34	latencies	latency	NOUN
cana-6310	81	35	of	of	ADP
cana-6310	81	36	5–10	5–10	PROPN
cana-6310	81	37	ms	ms	NOUN
cana-6310	81	38	are	be	AUX
cana-6310	81	39	envisioned	envision	VERB
cana-6310	81	40	for	for	ADP
cana-6310	81	41	many	many	ADJ
cana-6310	81	42	mission	mission	NOUN
cana-6310	81	43	-	-	PUNCT
cana-6310	81	44	critical	critical	ADJ
cana-6310	81	45	applications	application	NOUN
cana-6310	81	46	.	.	PUNCT
cana-6310	82	1	5	5	X
cana-6310	82	2	.	.	X
cana-6310	82	3	latency	latency	NOUN
cana-6310	82	4	,	,	PUNCT
cana-6310	82	5	bandwidth	bandwidth	NOUN
cana-6310	82	6	,	,	PUNCT
cana-6310	82	7	and	and	CCONJ
cana-6310	82	8	performance	performance	NOUN
cana-6310	82	9	analysis	analysis	NOUN
cana-6310	82	10	latency	latency	NOUN
cana-6310	82	11	-	-	PUNCT
cana-6310	82	12	sensitive	sensitive	ADJ
cana-6310	82	13	applications	application	NOUN
cana-6310	82	14	such	such	ADJ
cana-6310	82	15	as	as	ADP
cana-6310	82	16	autonomous	autonomous	ADJ
cana-6310	82	17	driving	driving	NOUN
cana-6310	82	18	,	,	PUNCT
cana-6310	82	19	industrial	industrial	ADJ
cana-6310	82	20	control	control	NOUN
cana-6310	82	21	,	,	PUNCT
cana-6310	82	22	and	and	CCONJ
cana-6310	82	23	remote	remote	ADJ
cana-6310	82	24	surgery	surgery	NOUN
cana-6310	82	25	impose	impose	VERB
cana-6310	82	26	stringent	stringent	ADJ
cana-6310	82	27	end	end	NOUN
cana-6310	82	28	-	-	PUNCT
cana-6310	82	29	to	to	ADP
cana-6310	82	30	-	-	PUNCT
cana-6310	82	31	end	end	NOUN
cana-6310	82	32	latency	latency	NOUN
cana-6310	82	33	requirements	requirement	NOUN
cana-6310	82	34	in	in	ADP
cana-6310	82	35	the	the	DET
cana-6310	82	36	range	range	NOUN
cana-6310	82	37	of	of	ADP
cana-6310	82	38	5–20	5–20	PROPN
cana-6310	82	39	ms	ms	PROPN
cana-6310	82	40	.	.	PROPN
cana-6310	82	41	measurements	measurement	NOUN
cana-6310	82	42	of	of	ADP
cana-6310	82	43	public	public	ADJ
cana-6310	82	44	edge	edge	NOUN
cana-6310	82	45	platforms	platform	NOUN
cana-6310	82	46	have	have	AUX
cana-6310	82	47	shown	show	VERB
cana-6310	82	48	that	that	SCONJ
cana-6310	82	49	edge	edge	NOUN
cana-6310	82	50	servers	server	NOUN
cana-6310	82	51	provide	provide	VERB
cana-6310	82	52	sub-10	sub-10	NUM
cana-6310	82	53	ms	ms	PROPN
cana-6310	82	54	latencies	latency	NOUN
cana-6310	82	55	to	to	ADP
cana-6310	82	56	a	a	DET
cana-6310	82	57	majority	majority	NOUN
cana-6310	82	58	of	of	ADP
cana-6310	82	59	users	user	NOUN
cana-6310	82	60	,	,	PUNCT
cana-6310	82	61	while	while	SCONJ
cana-6310	82	62	cloud	cloud	ADJ
cana-6310	82	63	regions	region	NOUN
cana-6310	82	64	often	often	ADV
cana-6310	82	65	introduce	introduce	VERB
cana-6310	82	66	10–100	10–100	NUM
cana-6310	82	67	ms	ms	NOUN
cana-6310	82	68	additional	additional	ADJ
cana-6310	82	69	delay(hua	delay(hua	PROPN
cana-6310	82	70	et	et	PROPN
cana-6310	82	71	al	al	PROPN
cana-6310	82	72	.	.	PROPN
cana-6310	82	73	,	,	PUNCT
cana-6310	82	74	2023	2023	NUM
cana-6310	82	75	)	)	PUNCT
cana-6310	82	76	.	.	PUNCT
cana-6310	83	1	metric	metric	ADJ
cana-6310	83	2	value	value	NOUN
cana-6310	83	3	/	/	SYM
cana-6310	83	4	observation	observation	NOUN
cana-6310	83	5	context	context	NOUN
cana-6310	83	6	users	user	NOUN
cana-6310	83	7	with	with	ADP
cana-6310	83	8	<	<	X
cana-6310	83	9	10	10	NUM
cana-6310	83	10	ms	ms	NOUN
cana-6310	83	11	edge	edge	NOUN
cana-6310	83	12	latency	latency	NOUN
cana-6310	83	13	58	58	NUM
cana-6310	83	14	%	%	NOUN
cana-6310	83	15	of	of	ADP
cana-6310	83	16	8,456	8,456	NUM
cana-6310	83	17	users	user	NOUN
cana-6310	83	18	edge	edge	NOUN
cana-6310	83	19	server	server	NOUN
cana-6310	83	20	proximity	proximity	NOUN
cana-6310	83	21	users	user	NOUN
cana-6310	83	22	with	with	ADP
cana-6310	83	23	<	<	X
cana-6310	83	24	10	10	NUM
cana-6310	83	25	ms	ms	ADJ
cana-6310	83	26	cloud	cloud	ADJ
cana-6310	83	27	latency	latency	NOUN
cana-6310	83	28	29	29	NUM
cana-6310	83	29	%	%	NOUN
cana-6310	83	30	of	of	ADP
cana-6310	83	31	users	user	NOUN
cana-6310	83	32	cloud	cloud	PROPN
cana-6310	83	33	location	location	NOUN
cana-6310	83	34	distance	distance	NOUN
cana-6310	83	35	users	user	NOUN
cana-6310	83	36	better	well	ADV
cana-6310	83	37	served	serve	VERB
cana-6310	83	38	by	by	ADP
cana-6310	83	39	edge	edge	NOUN
cana-6310	83	40	92–97	92–97	NUM
cana-6310	83	41	%	%	NOUN
cana-6310	83	42	latency	latency	NOUN
cana-6310	83	43	advantage	advantage	NOUN
cana-6310	83	44	prototype	prototype	NOUN
cana-6310	83	45	edge	edge	NOUN
cana-6310	83	46	latency	latency	NOUN
cana-6310	83	47	≈	≈	PROPN
cana-6310	83	48	5	5	NUM
cana-6310	83	49	ms	ms	NOUN
cana-6310	83	50	average	average	ADJ
cana-6310	83	51	84.1	84.1	NUM
cana-6310	83	52	%	%	NOUN
cana-6310	83	53	vs	vs	ADP
cana-6310	83	54	cloud	cloud	NOUN
cana-6310	83	55	communications	communication	NOUN
cana-6310	83	56	on	on	ADP
cana-6310	83	57	applied	apply	VERB
cana-6310	83	58	nonlinear	nonlinear	ADJ
cana-6310	83	59	analysis	analysis	NOUN
cana-6310	83	60	issn	issn	NOUN
cana-6310	83	61	:	:	PUNCT
cana-6310	83	62	1074	1074	NUM
cana-6310	83	63	-	-	PUNCT
cana-6310	83	64	133x	133x	NUM
cana-6310	83	65	vol	vol	VERB
cana-6310	83	66	32	32	NUM
cana-6310	83	67	no	no	NOUN
cana-6310	83	68	.	.	PUNCT
cana-6310	84	1	10s	10	NOUN
cana-6310	84	2	(	(	PUNCT
cana-6310	84	3	2025	2025	NUM
cana-6310	84	4	)	)	PUNCT
cana-6310	84	5	3708	3708	NUM
cana-6310	84	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	84	7	urllc	urllc	NOUN
cana-6310	84	8	target	target	NOUN
cana-6310	84	9	latency	latency	NOUN
cana-6310	85	1	≈	≈	PROPN
cana-6310	85	2	1	1	NUM
cana-6310	85	3	ms	ms	NOUN
cana-6310	85	4	(	(	PUNCT
cana-6310	85	5	air	air	NOUN
cana-6310	85	6	interface	interface	NOUN
cana-6310	85	7	)	)	PUNCT
cana-6310	85	8	5	5	NUM
cana-6310	85	9	g	g	PROPN
cana-6310	85	10	3gpp	3gpp	PROPN
cana-6310	85	11	standard	standard	ADJ
cana-6310	85	12	hybrid	hybrid	ADJ
cana-6310	85	13	edge	edge	NOUN
cana-6310	85	14	–	–	PUNCT
cana-6310	85	15	cloud	cloud	NOUN
cana-6310	85	16	latency	latency	NOUN
cana-6310	85	17	reduction	reduction	NOUN
cana-6310	85	18	≈	≈	PROPN
cana-6310	85	19	30–35	30–35	NUM
cana-6310	85	20	%	%	NOUN
cana-6310	85	21	vs	vs	ADP
cana-6310	85	22	cloud	cloud	NOUN
cana-6310	85	23	-	-	PUNCT
cana-6310	85	24	only	only	ADV
cana-6310	85	25	microservices	microservice	NOUN
cana-6310	85	26	deployment	deployment	NOUN
cana-6310	85	27	table	table	NOUN
cana-6310	85	28	2	2	NUM
cana-6310	85	29	:	:	PUNCT
cana-6310	85	30	latency	latency	NOUN
cana-6310	85	31	and	and	CCONJ
cana-6310	85	32	reliability	reliability	NOUN
cana-6310	85	33	metrics	metric	NOUN
cana-6310	85	34	for	for	ADP
cana-6310	85	35	edge	edge	NOUN
cana-6310	85	36	,	,	PUNCT
cana-6310	85	37	cloud	cloud	NOUN
cana-6310	85	38	,	,	PUNCT
cana-6310	85	39	and	and	CCONJ
cana-6310	85	40	urllc	urllc	VERB
cana-6310	85	41	these	these	DET
cana-6310	85	42	findings	finding	NOUN
cana-6310	85	43	support	support	VERB
cana-6310	85	44	a	a	DET
cana-6310	85	45	design	design	NOUN
cana-6310	85	46	in	in	ADP
cana-6310	85	47	which	which	PRON
cana-6310	85	48	time	time	NOUN
cana-6310	85	49	-	-	PUNCT
cana-6310	85	50	critical	critical	ADJ
cana-6310	85	51	inference	inference	NOUN
cana-6310	85	52	and	and	CCONJ
cana-6310	85	53	security	security	NOUN
cana-6310	85	54	analytics	analytic	NOUN
cana-6310	85	55	are	be	AUX
cana-6310	85	56	executed	execute	VERB
cana-6310	85	57	at	at	ADP
cana-6310	85	58	the	the	DET
cana-6310	85	59	edge	edge	NOUN
cana-6310	85	60	,	,	PUNCT
cana-6310	85	61	while	while	SCONJ
cana-6310	85	62	computationally	computationally	ADV
cana-6310	85	63	intensive	intensive	ADJ
cana-6310	85	64	model	model	NOUN
cana-6310	85	65	training	training	NOUN
cana-6310	85	66	is	be	AUX
cana-6310	85	67	performed	perform	VERB
cana-6310	85	68	in	in	ADP
cana-6310	85	69	the	the	DET
cana-6310	85	70	cloud	cloud	NOUN
cana-6310	85	71	.	.	PUNCT
cana-6310	86	1	bandwidth	bandwidth	ADJ
cana-6310	86	2	constraints	constraint	NOUN
cana-6310	86	3	similarly	similarly	ADV
cana-6310	86	4	favor	favor	VERB
cana-6310	86	5	local	local	ADJ
cana-6310	86	6	aggregation	aggregation	NOUN
cana-6310	86	7	of	of	ADP
cana-6310	86	8	features	feature	NOUN
cana-6310	86	9	and	and	CCONJ
cana-6310	86	10	models	model	NOUN
cana-6310	86	11	rather	rather	ADV
cana-6310	86	12	than	than	ADP
cana-6310	86	13	raw	raw	ADJ
cana-6310	86	14	data	datum	NOUN
cana-6310	86	15	.	.	PUNCT
cana-6310	87	1	communication	communication	NOUN
cana-6310	87	2	-	-	PUNCT
cana-6310	87	3	efficient	efficient	ADJ
cana-6310	87	4	fl	fl	NOUN
cana-6310	87	5	techniques	technique	NOUN
cana-6310	87	6	such	such	ADJ
cana-6310	87	7	as	as	ADP
cana-6310	87	8	quantization	quantization	NOUN
cana-6310	87	9	,	,	PUNCT
cana-6310	87	10	sparsification	sparsification	NOUN
cana-6310	87	11	,	,	PUNCT
cana-6310	87	12	and	and	CCONJ
cana-6310	87	13	output	output	NOUN
cana-6310	87	14	-	-	PUNCT
cana-6310	87	15	sharing	sharing	NOUN
cana-6310	87	16	further	far	ADV
cana-6310	87	17	reduce	reduce	VERB
cana-6310	87	18	backhaul	backhaul	DET
cana-6310	87	19	usage(hua	usage(hua	PROPN
cana-6310	87	20	et	et	PROPN
cana-6310	87	21	al	al	PROPN
cana-6310	87	22	.	.	PROPN
cana-6310	87	23	,	,	PUNCT
cana-6310	87	24	2023	2023	NUM
cana-6310	87	25	)	)	PUNCT
cana-6310	87	26	.	.	PUNCT
cana-6310	88	1	6	6	X
cana-6310	88	2	.	.	X
cana-6310	88	3	federated	federated	ADJ
cana-6310	88	4	learning	learning	NOUN
cana-6310	88	5	optimizations	optimization	NOUN
cana-6310	88	6	for	for	ADP
cana-6310	88	7	security	security	NOUN
cana-6310	88	8	communication	communication	NOUN
cana-6310	88	9	overhead	overhead	ADV
cana-6310	88	10	is	be	AUX
cana-6310	88	11	a	a	DET
cana-6310	88	12	primary	primary	ADJ
cana-6310	88	13	bottleneck	bottleneck	NOUN
cana-6310	88	14	in	in	ADP
cana-6310	88	15	fl	fl	ADP
cana-6310	88	16	deployments	deployment	NOUN
cana-6310	88	17	over	over	ADP
cana-6310	88	18	constrained	constrain	VERB
cana-6310	88	19	wireless	wireless	ADJ
cana-6310	88	20	channels	channel	NOUN
cana-6310	88	21	.	.	PUNCT
cana-6310	89	1	multiple	multiple	ADJ
cana-6310	89	2	strategies	strategy	NOUN
cana-6310	89	3	have	have	AUX
cana-6310	89	4	been	be	AUX
cana-6310	89	5	proposed	propose	VERB
cana-6310	89	6	:	:	PUNCT
cana-6310	89	7	•	•	NUM
cana-6310	89	8	output	output	NOUN
cana-6310	89	9	-	-	PUNCT
cana-6310	89	10	sharing	sharing	NOUN
cana-6310	89	11	and	and	CCONJ
cana-6310	89	12	distillation	distillation	NOUN
cana-6310	89	13	:	:	PUNCT
cana-6310	89	14	distillation	distillation	NOUN
cana-6310	89	15	-	-	PUNCT
cana-6310	89	16	based	base	VERB
cana-6310	89	17	semi	semi	ADJ
cana-6310	89	18	-	-	ADJ
cana-6310	89	19	supervised	supervised	ADJ
cana-6310	89	20	fl	fl	PROPN
cana-6310	89	21	frameworks	framework	NOUN
cana-6310	89	22	exchange	exchange	NOUN
cana-6310	89	23	model	model	NOUN
cana-6310	89	24	outputs	output	NOUN
cana-6310	89	25	on	on	ADP
cana-6310	89	26	a	a	DET
cana-6310	89	27	shared	share	VERB
cana-6310	89	28	unlabeled	unlabele	VERB
cana-6310	89	29	dataset	dataset	NOUN
cana-6310	89	30	rather	rather	ADV
cana-6310	89	31	than	than	ADP
cana-6310	89	32	full	full	ADJ
cana-6310	89	33	model	model	NOUN
cana-6310	89	34	parameters	parameter	NOUN
cana-6310	89	35	,	,	PUNCT
cana-6310	89	36	achieving	achieve	VERB
cana-6310	89	37	up	up	ADP
cana-6310	89	38	to	to	PART
cana-6310	89	39	99	99	NUM
cana-6310	89	40	%	%	NOUN
cana-6310	89	41	reduction	reduction	NOUN
cana-6310	89	42	in	in	ADP
cana-6310	89	43	communication	communication	NOUN
cana-6310	89	44	cost	cost	NOUN
cana-6310	89	45	while	while	SCONJ
cana-6310	89	46	maintaining	maintain	VERB
cana-6310	89	47	similar	similar	ADJ
cana-6310	89	48	or	or	CCONJ
cana-6310	89	49	better	well	ADJ
cana-6310	89	50	accuracy	accuracy	NOUN
cana-6310	89	51	.	.	PUNCT
cana-6310	90	1	•	•	NUM
cana-6310	90	2	hierarchical	hierarchical	ADJ
cana-6310	90	3	aggregation	aggregation	NOUN
cana-6310	90	4	:	:	PUNCT
cana-6310	90	5	edge	edge	NOUN
cana-6310	90	6	-	-	PUNCT
cana-6310	90	7	centric	centric	ADJ
cana-6310	90	8	fl	fl	NOUN
cana-6310	90	9	variants	variant	NOUN
cana-6310	90	10	perform	perform	VERB
cana-6310	90	11	partial	partial	ADJ
cana-6310	90	12	aggregation	aggregation	NOUN
cana-6310	90	13	at	at	ADP
cana-6310	90	14	edge	edge	NOUN
cana-6310	90	15	servers	server	NOUN
cana-6310	90	16	,	,	PUNCT
cana-6310	90	17	relieving	relieve	VERB
cana-6310	90	18	load	load	NOUN
cana-6310	90	19	on	on	ADP
cana-6310	90	20	central	central	ADJ
cana-6310	90	21	servers	server	NOUN
cana-6310	90	22	and	and	CCONJ
cana-6310	90	23	reducing	reduce	VERB
cana-6310	90	24	global	global	ADJ
cana-6310	90	25	communication	communication	NOUN
cana-6310	90	26	rounds	round	NOUN
cana-6310	90	27	.	.	PUNCT
cana-6310	91	1	•	•	NUM
cana-6310	91	2	resource	resource	NOUN
cana-6310	91	3	-	-	PUNCT
cana-6310	91	4	aware	aware	ADJ
cana-6310	91	5	scheduling	scheduling	NOUN
cana-6310	91	6	:	:	PUNCT
cana-6310	91	7	client	client	NOUN
cana-6310	91	8	selection	selection	NOUN
cana-6310	91	9	and	and	CCONJ
cana-6310	91	10	data	datum	NOUN
cana-6310	91	11	sampling	sample	VERB
cana-6310	91	12	policies	policy	NOUN
cana-6310	91	13	that	that	PRON
cana-6310	91	14	account	account	VERB
cana-6310	91	15	for	for	ADP
cana-6310	91	16	communication	communication	NOUN
cana-6310	91	17	rates	rate	NOUN
cana-6310	91	18	and	and	CCONJ
cana-6310	91	19	compute	compute	NOUN
cana-6310	91	20	capabilities	capability	NOUN
cana-6310	91	21	have	have	AUX
cana-6310	91	22	been	be	AUX
cana-6310	91	23	shown	show	VERB
cana-6310	91	24	to	to	PART
cana-6310	91	25	accelerate	accelerate	VERB
cana-6310	91	26	convergence	convergence	NOUN
cana-6310	91	27	by	by	ADP
cana-6310	91	28	4–10×	4–10×	NUM
cana-6310	91	29	without	without	ADP
cana-6310	91	30	sacrificing	sacrifice	VERB
cana-6310	91	31	accuracy	accuracy	NOUN
cana-6310	91	32	.	.	PUNCT
cana-6310	92	1	•	•	NOUN
cana-6310	92	2	energy	energy	NOUN
cana-6310	92	3	-	-	PUNCT
cana-6310	92	4	aware	aware	ADJ
cana-6310	92	5	fl	fl	NOUN
cana-6310	92	6	:	:	PUNCT
cana-6310	92	7	resource	resource	NOUN
cana-6310	92	8	allocation	allocation	NOUN
cana-6310	92	9	and	and	CCONJ
cana-6310	92	10	energy	energy	NOUN
cana-6310	92	11	-	-	PUNCT
cana-6310	92	12	management	management	NOUN
cana-6310	92	13	strategies	strategy	NOUN
cana-6310	92	14	in	in	ADP
cana-6310	92	15	fl	fl	ADP
cana-6310	92	16	over	over	ADP
cana-6310	92	17	edge	edge	NOUN
cana-6310	92	18	systems	system	NOUN
cana-6310	92	19	have	have	AUX
cana-6310	92	20	achieved	achieve	VERB
cana-6310	92	21	up	up	ADP
cana-6310	92	22	to	to	PART
cana-6310	92	23	51	51	NUM
cana-6310	92	24	%	%	NOUN
cana-6310	92	25	reductions	reduction	NOUN
cana-6310	92	26	in	in	ADP
cana-6310	92	27	energy	energy	NOUN
cana-6310	92	28	consumption	consumption	NOUN
cana-6310	92	29	compared	compare	VERB
cana-6310	92	30	with	with	ADP
cana-6310	92	31	traditional	traditional	ADJ
cana-6310	92	32	baselines(khan	baselines(khan	NOUN
cana-6310	92	33	et	et	NOUN
cana-6310	92	34	al	al	PROPN
cana-6310	92	35	.	.	PROPN
cana-6310	92	36	,	,	PUNCT
cana-6310	92	37	2025	2025	NUM
cana-6310	92	38	)	)	PUNCT
cana-6310	92	39	.	.	PUNCT
cana-6310	93	1	technique	technique	NOUN
cana-6310	93	2	application	application	NOUN
cana-6310	93	3	context	context	NOUN
cana-6310	93	4	quantitative	quantitative	ADJ
cana-6310	93	5	benefit	benefit	NOUN
cana-6310	93	6	fedagru	fedagru	NOUN
cana-6310	93	7	intrusion	intrusion	NOUN
cana-6310	93	8	detection	detection	NOUN
cana-6310	93	9	wireless	wireless	ADJ
cana-6310	93	10	edge	edge	NOUN
cana-6310	93	11	networks	network	NOUN
cana-6310	93	12	ids	id	VERB
cana-6310	93	13	8	8	NUM
cana-6310	93	14	pp	pp	NOUN
cana-6310	93	15	improvement	improvement	NOUN
cana-6310	93	16	;	;	PUNCT
cana-6310	93	17	70	70	NUM
cana-6310	93	18	%	%	NOUN
cana-6310	93	19	comm	comm	NOUN
cana-6310	93	20	.	.	PUNCT
cana-6310	94	1	reduction	reduction	NOUN
cana-6310	94	2	ds	ds	PROPN
cana-6310	94	3	-	-	PUNCT
cana-6310	94	4	fl	fl	NOUN
cana-6310	94	5	distillation	distillation	NOUN
cana-6310	94	6	-	-	PUNCT
cana-6310	94	7	based	base	VERB
cana-6310	94	8	collaborative	collaborative	ADJ
cana-6310	94	9	training	training	NOUN
cana-6310	94	10	99	99	NUM
cana-6310	94	11	%	%	NOUN
cana-6310	94	12	communication	communication	NOUN
cana-6310	94	13	reduction	reduction	NOUN
cana-6310	94	14	resource	resource	NOUN
cana-6310	94	15	-	-	PUNCT
cana-6310	94	16	aware	aware	ADJ
cana-6310	94	17	scheduling	scheduling	NOUN
cana-6310	94	18	wireless	wireless	ADJ
cana-6310	94	19	edge	edge	NOUN
cana-6310	94	20	fl	fl	ADP
cana-6310	94	21	4–10×	4–10×	NUM
cana-6310	94	22	convergence	convergence	NOUN
cana-6310	94	23	speedup	speedup	NOUN
cana-6310	94	24	energy	energy	NOUN
cana-6310	94	25	-	-	PUNCT
cana-6310	94	26	aware	aware	ADJ
cana-6310	94	27	fl	fl	NOUN
cana-6310	94	28	edge	edge	NOUN
cana-6310	94	29	resource	resource	NOUN
cana-6310	94	30	allocation	allocation	NOUN
cana-6310	94	31	51	51	NUM
cana-6310	94	32	%	%	NOUN
cana-6310	94	33	energy	energy	NOUN
cana-6310	94	34	reduction	reduction	NOUN
cana-6310	94	35	hierarchical	hierarchical	ADJ
cana-6310	94	36	federated	federated	ADJ
cana-6310	94	37	learning	learn	VERB
cana-6310	94	38	mobile	mobile	ADJ
cana-6310	94	39	edge	edge	NOUN
cana-6310	94	40	computing	compute	VERB
cana-6310	94	41	lower	low	ADJ
cana-6310	94	42	global	global	ADJ
cana-6310	94	43	comm	comm	NOUN
cana-6310	94	44	.	.	PUNCT
cana-6310	95	1	frequency	frequency	NOUN
cana-6310	95	2	communications	communication	NOUN
cana-6310	95	3	on	on	ADP
cana-6310	95	4	applied	apply	VERB
cana-6310	95	5	nonlinear	nonlinear	ADJ
cana-6310	95	6	analysis	analysis	NOUN
cana-6310	95	7	issn	issn	NOUN
cana-6310	95	8	:	:	PUNCT
cana-6310	95	9	1074	1074	NUM
cana-6310	95	10	-	-	PUNCT
cana-6310	95	11	133x	133x	NUM
cana-6310	95	12	vol	vol	VERB
cana-6310	95	13	32	32	NUM
cana-6310	95	14	no	no	NOUN
cana-6310	95	15	.	.	PUNCT
cana-6310	96	1	10s	10	NOUN
cana-6310	96	2	(	(	PUNCT
cana-6310	96	3	2025	2025	NUM
cana-6310	96	4	)	)	PUNCT
cana-6310	96	5	3709	3709	NUM
cana-6310	96	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	96	7	table	table	NOUN
cana-6310	96	8	3	3	NUM
cana-6310	96	9	:	:	PUNCT
cana-6310	96	10	table	table	NOUN
cana-6310	96	11	3	3	NUM
cana-6310	96	12	:	:	PUNCT
cana-6310	96	13	representative	representative	ADJ
cana-6310	96	14	federated	federated	ADJ
cana-6310	96	15	learning	learning	NOUN
cana-6310	96	16	optimizations	optimization	NOUN
cana-6310	96	17	for	for	ADP
cana-6310	96	18	edge	edge	NOUN
cana-6310	96	19	security	security	NOUN
cana-6310	96	20	7	7	NUM
cana-6310	96	21	.	.	PUNCT
cana-6310	97	1	economic	economic	ADJ
cana-6310	97	2	and	and	CCONJ
cana-6310	97	3	market	market	NOUN
cana-6310	97	4	analysis	analysis	NOUN
cana-6310	97	5	market	market	NOUN
cana-6310	97	6	indicators	indicator	NOUN
cana-6310	97	7	reinforce	reinforce	VERB
cana-6310	97	8	the	the	DET
cana-6310	97	9	strategic	strategic	ADJ
cana-6310	97	10	importance	importance	NOUN
cana-6310	97	11	of	of	ADP
cana-6310	97	12	federated	federated	ADJ
cana-6310	97	13	edge	edge	NOUN
cana-6310	97	14	-	-	PUNCT
cana-6310	97	15	to	to	ADP
cana-6310	97	16	-	-	PUNCT
cana-6310	97	17	cloud	cloud	NOUN
cana-6310	97	18	infrastructures	infrastructure	NOUN
cana-6310	97	19	.	.	PUNCT
cana-6310	98	1	metric	metric	ADJ
cana-6310	98	2	approximate	approximate	ADJ
cana-6310	98	3	value	value	NOUN
cana-6310	98	4	implication	implication	NOUN
cana-6310	98	5	edge	edge	NOUN
cana-6310	98	6	computing	compute	VERB
cana-6310	98	7	market	market	NOUN
cana-6310	98	8	(	(	PUNCT
cana-6310	98	9	2025	2025	NUM
cana-6310	98	10	)	)	PUNCT
cana-6310	99	1	≈	≈	PROPN
cana-6310	99	2	227.8	227.8	NUM
cana-6310	99	3	billion	billion	NUM
cana-6310	99	4	usd	usd	NOUN
cana-6310	99	5	large	large	ADJ
cana-6310	99	6	capital	capital	NOUN
cana-6310	99	7	base	base	NOUN
cana-6310	99	8	multi	multi	ADJ
cana-6310	99	9	-	-	ADJ
cana-6310	99	10	access	access	ADJ
cana-6310	99	11	edge	edge	NOUN
cana-6310	99	12	computing	computing	NOUN
cana-6310	99	13	(	(	PUNCT
cana-6310	99	14	2025	2025	NUM
cana-6310	99	15	)	)	PUNCT
cana-6310	100	1	≈	≈	NOUN
cana-6310	100	2	8.5	8.5	NUM
cana-6310	100	3	billion	billion	NUM
cana-6310	100	4	usd	usd	NOUN
cana-6310	100	5	mec	mec	NOUN
cana-6310	100	6	segment	segment	NOUN
cana-6310	100	7	for	for	ADP
cana-6310	100	8	5	5	NUM
cana-6310	100	9	g	g	NOUN
cana-6310	100	10	global	global	ADJ
cana-6310	100	11	cybercrime	cybercrime	NOUN
cana-6310	100	12	cost	cost	NOUN
cana-6310	100	13	(	(	PUNCT
cana-6310	100	14	2025	2025	NUM
cana-6310	100	15	)	)	PUNCT
cana-6310	101	1	≈	≈	NOUN
cana-6310	101	2	10.5	10.5	NUM
cana-6310	101	3	trillion	trillion	NUM
cana-6310	101	4	usd	usd	NOUN
cana-6310	101	5	value	value	NOUN
cana-6310	101	6	of	of	ADP
cana-6310	101	7	resilience	resilience	NOUN
cana-6310	101	8	average	average	ADJ
cana-6310	101	9	data	datum	NOUN
cana-6310	101	10	breach	breach	NOUN
cana-6310	101	11	cost	cost	VERB
cana-6310	101	12	4.45	4.45	NUM
cana-6310	101	13	million	million	NUM
cana-6310	101	14	usd	usd	NOUN
cana-6310	101	15	roi	roi	NOUN
cana-6310	101	16	driver	driver	NOUN
cana-6310	101	17	healthcare	healthcare	NOUN
cana-6310	101	18	breach	breach	NOUN
cana-6310	101	19	cost	cost	VERB
cana-6310	101	20	10.93	10.93	NUM
cana-6310	101	21	million	million	NUM
cana-6310	101	22	usd	usd	NOUN
cana-6310	101	23	vertical	vertical	ADJ
cana-6310	101	24	urgency	urgency	NOUN
cana-6310	101	25	breaches	breach	NOUN
cana-6310	101	26	involving	involve	VERB
cana-6310	101	27	cloud	cloud	ADJ
cana-6310	101	28	data	datum	NOUN
cana-6310	101	29	82	82	NUM
cana-6310	101	30	%	%	NOUN
cana-6310	101	31	of	of	ADP
cana-6310	101	32	cases	case	NOUN
cana-6310	101	33	security	security	NOUN
cana-6310	101	34	priority	priority	NOUN
cana-6310	101	35	iot	iot	NOUN
cana-6310	101	36	devices	device	NOUN
cana-6310	101	37	(	(	PUNCT
cana-6310	101	38	2025	2025	NUM
cana-6310	101	39	)	)	PUNCT
cana-6310	102	1	≈	≈	PROPN
cana-6310	102	2	27.1	27.1	NUM
cana-6310	102	3	billion	billion	NUM
cana-6310	102	4	scaling	scale	VERB
cana-6310	102	5	needs	need	VERB
cana-6310	102	6	table	table	NOUN
cana-6310	102	7	4	4	NUM
cana-6310	102	8	:	:	PUNCT
cana-6310	102	9	market	market	NOUN
cana-6310	102	10	and	and	CCONJ
cana-6310	102	11	economic	economic	ADJ
cana-6310	102	12	metrics	metric	NOUN
cana-6310	102	13	for	for	ADP
cana-6310	102	14	federated	federated	ADJ
cana-6310	102	15	edge	edge	NOUN
cana-6310	102	16	-	-	PUNCT
cana-6310	102	17	to	to	ADP
cana-6310	102	18	-	-	PUNCT
cana-6310	102	19	cloud	cloud	NOUN
cana-6310	102	20	cyber	cyber	NOUN
cana-6310	102	21	resilience	resilience	NOUN
cana-6310	102	22	figure	figure	NOUN
cana-6310	102	23	4	4	NUM
cana-6310	102	24	:	:	PUNCT
cana-6310	102	25	comparative	comparative	ADJ
cana-6310	102	26	average	average	ADJ
cana-6310	102	27	costs	cost	NOUN
cana-6310	102	28	of	of	ADP
cana-6310	102	29	major	major	ADJ
cana-6310	102	30	cyber	cyber	ADJ
cana-6310	102	31	incidents	incident	NOUN
cana-6310	102	32	in	in	ADP
cana-6310	102	33	2023	2023	NUM
cana-6310	102	34	communications	communication	NOUN
cana-6310	102	35	on	on	ADP
cana-6310	102	36	applied	apply	VERB
cana-6310	102	37	nonlinear	nonlinear	ADJ
cana-6310	102	38	analysis	analysis	NOUN
cana-6310	102	39	issn	issn	NOUN
cana-6310	102	40	:	:	PUNCT
cana-6310	102	41	1074	1074	NUM
cana-6310	102	42	-	-	PUNCT
cana-6310	102	43	133x	133x	NUM
cana-6310	102	44	vol	vol	VERB
cana-6310	102	45	32	32	NUM
cana-6310	102	46	no	no	NOUN
cana-6310	102	47	.	.	PUNCT
cana-6310	102	48	10s	10	NOUN
cana-6310	102	49	(	(	PUNCT
cana-6310	102	50	2025	2025	NUM
cana-6310	102	51	)	)	PUNCT
cana-6310	102	52	3710	3710	NUM
cana-6310	102	53	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	102	54	organizations	organization	NOUN
cana-6310	102	55	with	with	ADP
cana-6310	102	56	extensive	extensive	ADJ
cana-6310	102	57	use	use	NOUN
cana-6310	102	58	of	of	ADP
cana-6310	102	59	security	security	NOUN
cana-6310	102	60	ai	ai	NOUN
cana-6310	102	61	and	and	CCONJ
cana-6310	102	62	automation	automation	NOUN
cana-6310	102	63	have	have	AUX
cana-6310	102	64	experienced	experience	VERB
cana-6310	102	65	on	on	ADP
cana-6310	102	66	average	average	ADJ
cana-6310	102	67	1.76	1.76	NUM
cana-6310	102	68	million	million	NUM
cana-6310	102	69	usd	usd	NOUN
cana-6310	102	70	lower	low	ADJ
cana-6310	102	71	breach	breach	NOUN
cana-6310	102	72	costs	cost	NOUN
cana-6310	102	73	and	and	CCONJ
cana-6310	102	74	have	have	AUX
cana-6310	102	75	identified	identify	VERB
cana-6310	102	76	and	and	CCONJ
cana-6310	102	77	contained	contain	VERB
cana-6310	102	78	breaches	breach	NOUN
cana-6310	102	79	108	108	NUM
cana-6310	102	80	days	day	NOUN
cana-6310	102	81	faster	fast	ADV
cana-6310	102	82	than	than	ADP
cana-6310	102	83	organizations	organization	NOUN
cana-6310	102	84	without	without	ADP
cana-6310	102	85	such	such	ADJ
cana-6310	102	86	capabilities	capability	NOUN
cana-6310	102	87	.	.	PUNCT
cana-6310	103	1	hybrid	hybrid	ADJ
cana-6310	103	2	cloud	cloud	ADJ
cana-6310	103	3	–	–	PUNCT
cana-6310	103	4	edge	edge	NOUN
cana-6310	103	5	architectures	architecture	NOUN
cana-6310	103	6	have	have	AUX
cana-6310	103	7	shown	show	VERB
cana-6310	103	8	latency	latency	NOUN
cana-6310	103	9	reductions	reduction	NOUN
cana-6310	103	10	of	of	ADP
cana-6310	103	11	30–35	30–35	NUM
cana-6310	103	12	%	%	NOUN
cana-6310	103	13	and	and	CCONJ
cana-6310	103	14	significant	significant	ADJ
cana-6310	103	15	cost	cost	NOUN
cana-6310	103	16	efficiencies	efficiency	NOUN
cana-6310	103	17	by	by	ADP
cana-6310	103	18	filtering	filter	VERB
cana-6310	103	19	data	datum	NOUN
cana-6310	103	20	locally(lakhan	locally(lakhan	PROPN
cana-6310	103	21	et	et	PROPN
cana-6310	103	22	al	al	PROPN
cana-6310	103	23	.	.	PROPN
cana-6310	103	24	,	,	PUNCT
cana-6310	103	25	2024	2024	NUM
cana-6310	103	26	)	)	PUNCT
cana-6310	103	27	.	.	PUNCT
cana-6310	104	1	8	8	X
cana-6310	104	2	.	.	X
cana-6310	104	3	adoption	adoption	NOUN
cana-6310	104	4	dynamics	dynamic	NOUN
cana-6310	104	5	and	and	CCONJ
cana-6310	104	6	device	device	NOUN
cana-6310	104	7	growth	growth	NOUN
cana-6310	104	8	figure	figure	NOUN
cana-6310	104	9	5	5	NUM
cana-6310	104	10	depicts	depict	VERB
cana-6310	104	11	the	the	DET
cana-6310	104	12	growth	growth	NOUN
cana-6310	104	13	in	in	ADP
cana-6310	104	14	connected	connected	ADJ
cana-6310	104	15	iot	iot	NOUN
cana-6310	104	16	devices	device	NOUN
cana-6310	104	17	worldwide	worldwide	ADV
cana-6310	104	18	from	from	ADP
cana-6310	104	19	2022	2022	NUM
cana-6310	104	20	to	to	ADP
cana-6310	104	21	2025	2025	NUM
cana-6310	104	22	.	.	PUNCT
cana-6310	105	1	the	the	DET
cana-6310	105	2	trajectory	trajectory	NOUN
cana-6310	105	3	progresses	progress	VERB
cana-6310	105	4	from	from	ADP
cana-6310	105	5	13.1	13.1	NUM
cana-6310	105	6	billion	billion	NUM
cana-6310	105	7	in	in	ADP
cana-6310	105	8	2022	2022	NUM
cana-6310	105	9	to	to	ADP
cana-6310	105	10	15.9	15.9	NUM
cana-6310	105	11	billion	billion	NUM
cana-6310	105	12	in	in	ADP
cana-6310	105	13	2023	2023	NUM
cana-6310	105	14	,	,	PUNCT
cana-6310	105	15	then	then	ADV
cana-6310	105	16	18.8	18.8	NUM
cana-6310	105	17	billion	billion	NUM
cana-6310	105	18	in	in	ADP
cana-6310	105	19	2024	2024	NUM
cana-6310	105	20	,	,	PUNCT
cana-6310	105	21	and	and	CCONJ
cana-6310	105	22	sharply	sharply	ADV
cana-6310	105	23	upward	upward	ADV
cana-6310	105	24	to	to	ADP
cana-6310	105	25	27.1	27.1	NUM
cana-6310	105	26	billion	billion	NUM
cana-6310	105	27	in	in	ADP
cana-6310	105	28	2025	2025	NUM
cana-6310	105	29	.	.	PUNCT
cana-6310	106	1	this	this	DET
cana-6310	106	2	trajectory	trajectory	NOUN
cana-6310	106	3	directly	directly	ADV
cana-6310	106	4	translates	translate	VERB
cana-6310	106	5	into	into	ADP
cana-6310	106	6	the	the	DET
cana-6310	106	7	scale	scale	NOUN
cana-6310	106	8	at	at	ADP
cana-6310	106	9	which	which	PRON
cana-6310	106	10	federated	federate	VERB
cana-6310	106	11	learning	learning	NOUN
cana-6310	106	12	and	and	CCONJ
cana-6310	106	13	adaptive	adaptive	ADJ
cana-6310	106	14	cyber	cyber	NOUN
cana-6310	106	15	resilience	resilience	NOUN
cana-6310	106	16	mechanisms	mechanism	NOUN
cana-6310	106	17	must	must	AUX
cana-6310	106	18	operate	operate	VERB
cana-6310	106	19	,	,	PUNCT
cana-6310	106	20	underscoring	underscore	VERB
cana-6310	106	21	the	the	DET
cana-6310	106	22	urgency	urgency	NOUN
cana-6310	106	23	of	of	ADP
cana-6310	106	24	deployment	deployment	NOUN
cana-6310	106	25	.	.	PUNCT
cana-6310	107	1	figure	figure	VERB
cana-6310	107	2	5	5	NUM
cana-6310	107	3	:	:	PUNCT
cana-6310	107	4	growth	growth	NOUN
cana-6310	107	5	in	in	ADP
cana-6310	107	6	connected	connected	ADJ
cana-6310	107	7	iot	iot	NOUN
cana-6310	107	8	devices	device	NOUN
cana-6310	107	9	worldwide	worldwide	ADV
cana-6310	107	10	(	(	PUNCT
cana-6310	107	11	2022–2025	2022–2025	NUM
cana-6310	107	12	)	)	PUNCT
cana-6310	107	13	9	9	NUM
cana-6310	107	14	.	.	PUNCT
cana-6310	108	1	challenges	challenge	NOUN
cana-6310	108	2	and	and	CCONJ
cana-6310	108	3	open	open	ADJ
cana-6310	108	4	issues	issue	NOUN
cana-6310	108	5	9.1	9.1	NUM
cana-6310	108	6	privacy	privacy	NOUN
cana-6310	108	7	and	and	CCONJ
cana-6310	108	8	adversarial	adversarial	ADJ
cana-6310	108	9	robustness	robustness	NOUN
cana-6310	108	10	while	while	SCONJ
cana-6310	108	11	federated	federated	ADJ
cana-6310	108	12	learning	learning	NOUN
cana-6310	108	13	enhances	enhance	VERB
cana-6310	108	14	privacy	privacy	NOUN
cana-6310	108	15	by	by	ADP
cana-6310	108	16	allowing	allow	VERB
cana-6310	108	17	data	datum	NOUN
cana-6310	108	18	to	to	PART
cana-6310	108	19	remain	remain	VERB
cana-6310	108	20	on	on	ADP
cana-6310	108	21	the	the	DET
cana-6310	108	22	device	device	NOUN
cana-6310	109	1	,	,	PUNCT
cana-6310	109	2	it	it	PRON
cana-6310	109	3	creates	create	VERB
cana-6310	109	4	new	new	ADJ
cana-6310	109	5	attack	attack	NOUN
cana-6310	109	6	surfaces	surface	NOUN
cana-6310	109	7	.	.	PUNCT
cana-6310	110	1	model	model	PROPN
cana-6310	110	2	updates	update	NOUN
cana-6310	110	3	may	may	AUX
cana-6310	110	4	reveal	reveal	VERB
cana-6310	110	5	information	information	NOUN
cana-6310	110	6	through	through	ADP
cana-6310	110	7	gradient	gradient	ADJ
cana-6310	110	8	inversion	inversion	NOUN
cana-6310	110	9	or	or	CCONJ
cana-6310	110	10	membership	membership	NOUN
cana-6310	110	11	inference	inference	NOUN
cana-6310	110	12	attacks	attack	NOUN
cana-6310	110	13	,	,	PUNCT
cana-6310	110	14	and	and	CCONJ
cana-6310	110	15	malicious	malicious	ADJ
cana-6310	110	16	participants	participant	NOUN
cana-6310	110	17	may	may	AUX
cana-6310	110	18	try	try	VERB
cana-6310	110	19	poisoning	poisoning	NOUN
cana-6310	110	20	or	or	CCONJ
cana-6310	110	21	backdoor	backdoor	NOUN
cana-6310	110	22	attacks	attack	NOUN
cana-6310	110	23	.	.	PUNCT
cana-6310	111	1	to	to	PART
cana-6310	111	2	defend	defend	VERB
cana-6310	111	3	against	against	ADP
cana-6310	111	4	these	these	DET
cana-6310	111	5	threats	threat	NOUN
cana-6310	111	6	,	,	PUNCT
cana-6310	111	7	robust	robust	ADJ
cana-6310	111	8	aggregation	aggregation	NOUN
cana-6310	111	9	methods	method	NOUN
cana-6310	111	10	,	,	PUNCT
cana-6310	111	11	anomaly	anomaly	NOUN
cana-6310	111	12	detection	detection	NOUN
cana-6310	111	13	on	on	ADP
cana-6310	111	14	model	model	NOUN
cana-6310	111	15	updates	update	NOUN
cana-6310	111	16	,	,	PUNCT
cana-6310	111	17	local	local	ADJ
cana-6310	111	18	differential	differential	NOUN
cana-6310	111	19	privacy	privacy	NOUN
cana-6310	111	20	,	,	PUNCT
cana-6310	111	21	and	and	CCONJ
cana-6310	111	22	secure	secure	ADJ
cana-6310	111	23	aggregation	aggregation	NOUN
cana-6310	111	24	protocols	protocol	NOUN
cana-6310	111	25	have	have	AUX
cana-6310	111	26	been	be	AUX
cana-6310	111	27	suggested	suggest	VERB
cana-6310	111	28	.	.	PUNCT
cana-6310	112	1	nevertheless	nevertheless	ADV
cana-6310	112	2	,	,	PUNCT
cana-6310	112	3	these	these	DET
cana-6310	112	4	measures	measure	NOUN
cana-6310	112	5	come	come	VERB
cana-6310	112	6	with	with	ADP
cana-6310	112	7	a	a	DET
cana-6310	112	8	price	price	NOUN
cana-6310	112	9	in	in	ADP
cana-6310	112	10	terms	term	NOUN
cana-6310	112	11	of	of	ADP
cana-6310	112	12	extra	extra	ADJ
cana-6310	112	13	communication	communication	NOUN
cana-6310	112	14	,	,	PUNCT
cana-6310	112	15	computation	computation	NOUN
cana-6310	112	16	,	,	PUNCT
cana-6310	112	17	and	and	CCONJ
cana-6310	112	18	complexity	complexity	NOUN
cana-6310	112	19	,	,	PUNCT
cana-6310	112	20	which	which	PRON
cana-6310	112	21	need	need	VERB
cana-6310	112	22	to	to	PART
cana-6310	112	23	be	be	AUX
cana-6310	112	24	carefully	carefully	ADV
cana-6310	112	25	balanced	balance	VERB
cana-6310	112	26	with	with	ADP
cana-6310	112	27	the	the	DET
cana-6310	112	28	limitations	limitation	NOUN
cana-6310	112	29	of	of	ADP
cana-6310	112	30	the	the	DET
cana-6310	112	31	edge	edge	NOUN
cana-6310	112	32	resources(lee	resources(lee	PROPN
cana-6310	112	33	et	et	PROPN
cana-6310	112	34	al	al	PROPN
cana-6310	112	35	.	.	PROPN
cana-6310	112	36	,	,	PUNCT
cana-6310	112	37	2025	2025	NUM
cana-6310	112	38	)	)	PUNCT
cana-6310	112	39	.	.	PUNCT
cana-6310	113	1	communications	communication	NOUN
cana-6310	113	2	on	on	ADP
cana-6310	113	3	applied	apply	VERB
cana-6310	113	4	nonlinear	nonlinear	ADJ
cana-6310	113	5	analysis	analysis	NOUN
cana-6310	113	6	issn	issn	NOUN
cana-6310	113	7	:	:	PUNCT
cana-6310	113	8	1074	1074	NUM
cana-6310	113	9	-	-	PUNCT
cana-6310	113	10	133x	133x	NUM
cana-6310	113	11	vol	vol	VERB
cana-6310	113	12	32	32	NUM
cana-6310	113	13	no	no	NOUN
cana-6310	113	14	.	.	PUNCT
cana-6310	114	1	10s	10	NOUN
cana-6310	114	2	(	(	PUNCT
cana-6310	114	3	2025	2025	NUM
cana-6310	114	4	)	)	PUNCT
cana-6310	114	5	3711	3711	NUM
cana-6310	114	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	114	7	9.2	9.2	NUM
cana-6310	114	8	governance	governance	NOUN
cana-6310	114	9	and	and	CCONJ
cana-6310	114	10	compliance	compliance	NOUN
cana-6310	114	11	federated	federate	VERB
cana-6310	114	12	cross	cross	ADJ
cana-6310	114	13	-	-	ADJ
cana-6310	114	14	border	border	ADJ
cana-6310	114	15	and	and	CCONJ
cana-6310	114	16	multi	multi	ADJ
cana-6310	114	17	-	-	NOUN
cana-6310	114	18	tenant	tenant	ADJ
cana-6310	114	19	infrastructures	infrastructure	NOUN
cana-6310	114	20	are	be	AUX
cana-6310	114	21	related	relate	VERB
cana-6310	114	22	to	to	ADP
cana-6310	114	23	data	datum	NOUN
cana-6310	114	24	protection	protection	NOUN
cana-6310	114	25	regulations	regulation	NOUN
cana-6310	114	26	,	,	PUNCT
cana-6310	114	27	sector	sector	NOUN
cana-6310	114	28	-	-	PUNCT
cana-6310	114	29	specific	specific	ADJ
cana-6310	114	30	compliance	compliance	NOUN
cana-6310	114	31	regimes	regime	NOUN
cana-6310	114	32	,	,	PUNCT
cana-6310	114	33	and	and	CCONJ
cana-6310	114	34	data	datum	NOUN
cana-6310	114	35	sovereignty	sovereignty	NOUN
cana-6310	114	36	requirements	requirement	NOUN
cana-6310	114	37	.	.	PUNCT
cana-6310	115	1	the	the	DET
cana-6310	115	2	healthcare	healthcare	PROPN
cana-6310	115	3	fl	fl	PROPN
cana-6310	115	4	implementations	implementation	NOUN
cana-6310	115	5	have	have	VERB
cana-6310	115	6	to	to	PART
cana-6310	115	7	follow	follow	VERB
cana-6310	115	8	health	health	NOUN
cana-6310	115	9	-	-	PUNCT
cana-6310	115	10	data	data	NOUN
cana-6310	115	11	privacy	privacy	NOUN
cana-6310	115	12	laws	law	NOUN
cana-6310	115	13	while	while	SCONJ
cana-6310	115	14	exchanging	exchange	VERB
cana-6310	115	15	model	model	NOUN
cana-6310	115	16	parameters	parameter	NOUN
cana-6310	115	17	among	among	ADP
cana-6310	115	18	the	the	DET
cana-6310	115	19	institutions	institution	NOUN
cana-6310	115	20	.	.	PUNCT
cana-6310	116	1	similarly	similarly	ADV
cana-6310	116	2	,	,	PUNCT
cana-6310	116	3	industrial	industrial	ADJ
cana-6310	116	4	and	and	CCONJ
cana-6310	116	5	critical	critical	ADJ
cana-6310	116	6	infrastructure	infrastructure	NOUN
cana-6310	116	7	sectors	sector	NOUN
cana-6310	116	8	have	have	VERB
cana-6310	116	9	to	to	PART
cana-6310	116	10	take	take	VERB
cana-6310	116	11	into	into	ADP
cana-6310	116	12	account	account	NOUN
cana-6310	116	13	export	export	NOUN
cana-6310	116	14	controls	control	NOUN
cana-6310	116	15	,	,	PUNCT
cana-6310	116	16	safety	safety	NOUN
cana-6310	116	17	regulations	regulation	NOUN
cana-6310	116	18	,	,	PUNCT
cana-6310	116	19	and	and	CCONJ
cana-6310	116	20	mandatory	mandatory	ADJ
cana-6310	116	21	reporting	reporting	NOUN
cana-6310	116	22	of	of	ADP
cana-6310	116	23	cyber	cyber	ADJ
cana-6310	116	24	incidents	incident	NOUN
cana-6310	116	25	besides	besides	SCONJ
cana-6310	116	26	other	other	ADJ
cana-6310	116	27	factors(lee	factors(lee	PROPN
cana-6310	116	28	et	et	PROPN
cana-6310	116	29	al	al	PROPN
cana-6310	116	30	.	.	PROPN
cana-6310	116	31	,	,	PUNCT
cana-6310	116	32	2025	2025	NUM
cana-6310	116	33	)	)	PUNCT
cana-6310	116	34	.	.	PUNCT
cana-6310	117	1	figure	figure	VERB
cana-6310	117	2	6	6	NUM
cana-6310	117	3	:	:	PUNCT
cana-6310	117	4	shift	shift	NOUN
cana-6310	117	5	of	of	ADP
cana-6310	117	6	enterprise	enterprise	NOUN
cana-6310	117	7	data	datum	NOUN
cana-6310	117	8	processing	processing	NOUN
cana-6310	117	9	from	from	ADP
cana-6310	117	10	centralized	centralized	ADJ
cana-6310	117	11	cloud	cloud	NOUN
cana-6310	117	12	to	to	PART
cana-6310	117	13	edge	edge	VERB
cana-6310	117	14	(	(	PUNCT
cana-6310	117	15	2019	2019	NUM
cana-6310	117	16	vs	vs	ADP
cana-6310	117	17	2025	2025	NUM
cana-6310	117	18	)	)	PUNCT
cana-6310	117	19	governance	governance	NOUN
cana-6310	117	20	frameworks	framework	NOUN
cana-6310	117	21	are	be	AUX
cana-6310	117	22	necessary	necessary	ADJ
cana-6310	117	23	to	to	PART
cana-6310	117	24	specify	specify	VERB
cana-6310	117	25	the	the	DET
cana-6310	117	26	rules	rule	NOUN
cana-6310	117	27	regarding	regard	VERB
cana-6310	117	28	the	the	DET
cana-6310	117	29	participation	participation	NOUN
cana-6310	117	30	of	of	ADP
cana-6310	117	31	the	the	DET
cana-6310	117	32	federated	federated	ADJ
cana-6310	117	33	learning	learn	VERB
cana-6310	117	34	consortia	consortia	NOUN
cana-6310	117	35	members	member	NOUN
cana-6310	117	36	,	,	PUNCT
cana-6310	117	37	validation	validation	NOUN
cana-6310	117	38	and	and	CCONJ
cana-6310	117	39	auditing	auditing	NOUN
cana-6310	117	40	of	of	ADP
cana-6310	117	41	models	model	NOUN
cana-6310	117	42	and	and	CCONJ
cana-6310	117	43	updates	update	NOUN
cana-6310	117	44	,	,	PUNCT
cana-6310	117	45	and	and	CCONJ
cana-6310	117	46	allocation	allocation	NOUN
cana-6310	117	47	of	of	ADP
cana-6310	117	48	liability	liability	NOUN
cana-6310	117	49	for	for	ADP
cana-6310	117	50	model	model	NOUN
cana-6310	117	51	failures	failure	NOUN
cana-6310	117	52	or	or	CCONJ
cana-6310	117	53	security	security	NOUN
cana-6310	117	54	incidents	incident	NOUN
cana-6310	117	55	caused	cause	VERB
cana-6310	117	56	by	by	ADP
cana-6310	117	57	shared	share	VERB
cana-6310	117	58	models(li	models(li	PROPN
cana-6310	117	59	et	et	PROPN
cana-6310	117	60	al	al	PROPN
cana-6310	117	61	.	.	PROPN
cana-6310	117	62	,	,	PUNCT
cana-6310	117	63	2024	2024	NUM
cana-6310	117	64	)	)	PUNCT
cana-6310	117	65	.	.	PUNCT
cana-6310	118	1	9.3	9.3	NUM
cana-6310	118	2	standardization	standardization	NOUN
cana-6310	118	3	and	and	CCONJ
cana-6310	118	4	interoperability	interoperability	NOUN
cana-6310	118	5	the	the	DET
cana-6310	118	6	success	success	NOUN
cana-6310	118	7	of	of	ADP
cana-6310	118	8	federated	federated	ADJ
cana-6310	118	9	edge	edge	NOUN
cana-6310	118	10	-	-	PUNCT
cana-6310	118	11	to	to	ADP
cana-6310	118	12	-	-	PUNCT
cana-6310	118	13	cloud	cloud	NOUN
cana-6310	118	14	ai	ai	PROPN
cana-6310	118	15	infrastructures	infrastructure	NOUN
cana-6310	118	16	depends	depend	VERB
cana-6310	118	17	heavily	heavily	ADV
cana-6310	118	18	on	on	ADP
cana-6310	118	19	interoperability	interoperability	NOUN
cana-6310	118	20	among	among	ADP
cana-6310	118	21	devices	device	NOUN
cana-6310	118	22	,	,	PUNCT
cana-6310	118	23	edge	edge	NOUN
cana-6310	118	24	platforms	platform	NOUN
cana-6310	118	25	,	,	PUNCT
cana-6310	118	26	clouds	cloud	NOUN
cana-6310	118	27	,	,	PUNCT
cana-6310	118	28	and	and	CCONJ
cana-6310	118	29	ai	ai	VERB
cana-6310	118	30	toolchains	toolchain	NOUN
cana-6310	118	31	.	.	PUNCT
cana-6310	119	1	although	although	SCONJ
cana-6310	119	2	standardization	standardization	NOUN
cana-6310	119	3	measures	measure	NOUN
cana-6310	119	4	in	in	ADP
cana-6310	119	5	mec	mec	PROPN
cana-6310	119	6	,	,	PUNCT
cana-6310	119	7	5	5	NUM
cana-6310	119	8	g	g	NOUN
cana-6310	119	9	network	network	NOUN
cana-6310	119	10	slicing	slicing	NOUN
cana-6310	119	11	,	,	PUNCT
cana-6310	119	12	and	and	CCONJ
cana-6310	119	13	edge	edge	NOUN
cana-6310	119	14	orchestration	orchestration	NOUN
cana-6310	119	15	are	be	AUX
cana-6310	119	16	laying	lay	VERB
cana-6310	119	17	the	the	DET
cana-6310	119	18	groundwork	groundwork	NOUN
cana-6310	119	19	by	by	ADP
cana-6310	119	20	providing	provide	VERB
cana-6310	119	21	the	the	DET
cana-6310	119	22	essential	essential	ADJ
cana-6310	119	23	building	building	NOUN
cana-6310	119	24	blocks	block	NOUN
cana-6310	119	25	,	,	PUNCT
cana-6310	119	26	the	the	DET
cana-6310	119	27	fl	fl	NOUN
cana-6310	119	28	-	-	PUNCT
cana-6310	119	29	specific	specific	ADJ
cana-6310	119	30	standards	standard	NOUN
cana-6310	119	31	for	for	ADP
cana-6310	119	32	client	client	NOUN
cana-6310	119	33	-	-	PUNCT
cana-6310	119	34	server	server	NOUN
cana-6310	119	35	protocols	protocol	NOUN
cana-6310	119	36	,	,	PUNCT
cana-6310	119	37	update	update	NOUN
cana-6310	119	38	formats	format	NOUN
cana-6310	119	39	,	,	PUNCT
cana-6310	119	40	and	and	CCONJ
cana-6310	119	41	secure	secure	ADJ
cana-6310	119	42	aggregation	aggregation	NOUN
cana-6310	119	43	are	be	AUX
cana-6310	119	44	still	still	ADV
cana-6310	119	45	in	in	ADP
cana-6310	119	46	the	the	DET
cana-6310	119	47	development	development	NOUN
cana-6310	119	48	phase	phase	NOUN
cana-6310	119	49	.	.	PUNCT
cana-6310	120	1	if	if	SCONJ
cana-6310	120	2	there	there	PRON
cana-6310	120	3	are	be	VERB
cana-6310	120	4	no	no	DET
cana-6310	120	5	interoperable	interoperable	ADJ
cana-6310	120	6	interfaces	interface	NOUN
cana-6310	120	7	,	,	PUNCT
cana-6310	120	8	organizations	organization	NOUN
cana-6310	120	9	will	will	AUX
cana-6310	120	10	face	face	VERB
cana-6310	120	11	the	the	DET
cana-6310	120	12	risk	risk	NOUN
cana-6310	120	13	of	of	ADP
cana-6310	120	14	fragmentation	fragmentation	NOUN
cana-6310	120	15	and	and	CCONJ
cana-6310	120	16	vendor	vendor	NOUN
cana-6310	120	17	lock	lock	NOUN
cana-6310	120	18	-	-	PUNCT
cana-6310	120	19	in(li	in(li	PROPN
cana-6310	120	20	et	et	PROPN
cana-6310	120	21	al	al	PROPN
cana-6310	120	22	.	.	PROPN
cana-6310	120	23	,	,	PUNCT
cana-6310	120	24	2024	2024	NUM
cana-6310	120	25	)	)	PUNCT
cana-6310	120	26	.	.	PUNCT
cana-6310	121	1	10	10	NUM
cana-6310	121	2	.	.	PUNCT
cana-6310	121	3	conclusion	conclusion	NOUN
cana-6310	121	4	by	by	ADP
cana-6310	121	5	the	the	DET
cana-6310	121	6	year	year	NOUN
cana-6310	121	7	2025	2025	NUM
cana-6310	121	8	,	,	PUNCT
cana-6310	121	9	it	it	PRON
cana-6310	121	10	is	be	AUX
cana-6310	121	11	anticipated	anticipate	VERB
cana-6310	121	12	that	that	SCONJ
cana-6310	121	13	the	the	DET
cana-6310	121	14	overwhelming	overwhelming	ADJ
cana-6310	121	15	majority	majority	NOUN
cana-6310	121	16	of	of	ADP
cana-6310	121	17	data	datum	NOUN
cana-6310	121	18	generated	generate	VERB
cana-6310	121	19	by	by	ADP
cana-6310	121	20	enterprises	enterprise	NOUN
cana-6310	121	21	will	will	AUX
cana-6310	121	22	be	be	AUX
cana-6310	121	23	handled	handle	VERB
cana-6310	121	24	at	at	ADP
cana-6310	121	25	the	the	DET
cana-6310	121	26	edge	edge	NOUN
cana-6310	121	27	or	or	CCONJ
cana-6310	121	28	near	near	ADP
cana-6310	121	29	the	the	DET
cana-6310	121	30	edge	edge	NOUN
cana-6310	121	31	,	,	PUNCT
cana-6310	121	32	the	the	DET
cana-6310	121	33	number	number	NOUN
cana-6310	121	34	of	of	ADP
cana-6310	121	35	iot	iot	PROPN
cana-6310	121	36	devices	device	NOUN
cana-6310	121	37	connected	connect	VERB
cana-6310	121	38	will	will	AUX
cana-6310	121	39	be	be	AUX
cana-6310	121	40	in	in	ADP
cana-6310	121	41	the	the	DET
cana-6310	121	42	tens	ten	NOUN
cana-6310	121	43	of	of	ADP
cana-6310	121	44	billions	billion	NOUN
cana-6310	121	45	,	,	PUNCT
cana-6310	121	46	and	and	CCONJ
cana-6310	121	47	the	the	DET
cana-6310	121	48	worldwide	worldwide	ADJ
cana-6310	121	49	losses	loss	NOUN
cana-6310	121	50	due	due	ADJ
cana-6310	121	51	to	to	ADP
cana-6310	121	52	cybercrime	cybercrime	NOUN
cana-6310	121	53	will	will	AUX
cana-6310	121	54	amount	amount	VERB
cana-6310	121	55	to	to	ADP
cana-6310	121	56	10.5	10.5	NUM
cana-6310	121	57	trillion	trillion	NUM
cana-6310	121	58	usd	usd	NOUN
cana-6310	121	59	annually	annually	ADV
cana-6310	121	60	.	.	PUNCT
cana-6310	122	1	this	this	DET
cana-6310	122	2	kind	kind	NOUN
cana-6310	122	3	of	of	ADP
cana-6310	122	4	environment	environment	NOUN
cana-6310	122	5	is	be	AUX
cana-6310	122	6	not	not	PART
cana-6310	122	7	suitable	suitable	ADJ
cana-6310	122	8	for	for	ADP
cana-6310	122	9	traditional	traditional	ADJ
cana-6310	122	10	security	security	NOUN
cana-6310	122	11	architectures	architecture	NOUN
cana-6310	122	12	which	which	PRON
cana-6310	122	13	are	be	AUX
cana-6310	122	14	cloud	cloud	ADJ
cana-6310	122	15	-	-	PUNCT
cana-6310	122	16	centric	centric	ADJ
cana-6310	122	17	in	in	ADP
cana-6310	122	18	communications	communication	NOUN
cana-6310	122	19	on	on	ADP
cana-6310	122	20	applied	apply	VERB
cana-6310	122	21	nonlinear	nonlinear	ADJ
cana-6310	122	22	analysis	analysis	NOUN
cana-6310	122	23	issn	issn	NOUN
cana-6310	122	24	:	:	PUNCT
cana-6310	122	25	1074	1074	NUM
cana-6310	122	26	-	-	PUNCT
cana-6310	122	27	133x	133x	NUM
cana-6310	122	28	vol	vol	VERB
cana-6310	122	29	32	32	NUM
cana-6310	122	30	no	no	NOUN
cana-6310	122	31	.	.	PUNCT
cana-6310	123	1	10s	10	NOUN
cana-6310	123	2	(	(	PUNCT
cana-6310	123	3	2025	2025	NUM
cana-6310	123	4	)	)	PUNCT
cana-6310	123	5	3712	3712	NUM
cana-6310	123	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	123	7	nature	nature	NOUN
cana-6310	123	8	as	as	SCONJ
cana-6310	123	9	is	be	AUX
cana-6310	123	10	obvious	obvious	ADJ
cana-6310	123	11	from	from	ADP
cana-6310	123	12	the	the	DET
cana-6310	123	13	fact	fact	NOUN
cana-6310	123	14	that	that	SCONJ
cana-6310	123	15	breach	breach	NOUN
cana-6310	123	16	lifecycles	lifecycle	NOUN
cana-6310	123	17	remain	remain	VERB
cana-6310	123	18	long	long	ADJ
cana-6310	123	19	,	,	PUNCT
cana-6310	123	20	average	average	ADJ
cana-6310	123	21	incident	incident	NOUN
cana-6310	123	22	costs	cost	NOUN
cana-6310	123	23	are	be	AUX
cana-6310	123	24	high	high	ADJ
cana-6310	123	25	,	,	PUNCT
cana-6310	123	26	and	and	CCONJ
cana-6310	123	27	attacks	attack	NOUN
cana-6310	123	28	on	on	ADP
cana-6310	123	29	hybrid	hybrid	NOUN
cana-6310	123	30	and	and	CCONJ
cana-6310	123	31	multi	multi	ADJ
cana-6310	123	32	-	-	ADJ
cana-6310	123	33	cloud	cloud	ADJ
cana-6310	123	34	infrastructures	infrastructure	NOUN
cana-6310	123	35	are	be	AUX
cana-6310	123	36	more	more	ADV
cana-6310	123	37	prevalent	prevalent	ADJ
cana-6310	123	38	.	.	PUNCT
cana-6310	124	1	federated	federated	ADJ
cana-6310	124	2	edge	edge	NOUN
cana-6310	124	3	-	-	PUNCT
cana-6310	124	4	to	to	ADP
cana-6310	124	5	-	-	PUNCT
cana-6310	124	6	cloud	cloud	NOUN
cana-6310	124	7	ai	ai	PROPN
cana-6310	124	8	infrastructures	infrastructure	NOUN
cana-6310	124	9	based	base	VERB
cana-6310	124	10	on	on	ADP
cana-6310	124	11	federated	federated	ADJ
cana-6310	124	12	learning	learning	NOUN
cana-6310	124	13	,	,	PUNCT
cana-6310	124	14	zero	zero	NUM
cana-6310	124	15	-	-	PUNCT
cana-6310	124	16	trust	trust	NOUN
cana-6310	124	17	architectures	architecture	NOUN
cana-6310	124	18	,	,	PUNCT
cana-6310	124	19	and	and	CCONJ
cana-6310	124	20	mec/5	mec/5	PROPN
cana-6310	124	21	g	g	NOUN
cana-6310	124	22	capabilities	capability	NOUN
cana-6310	124	23	offer	offer	VERB
cana-6310	124	24	a	a	DET
cana-6310	124	25	consistent	consistent	ADJ
cana-6310	124	26	way	way	NOUN
cana-6310	124	27	to	to	PART
cana-6310	124	28	achieve	achieve	VERB
cana-6310	124	29	adaptive	adaptive	ADJ
cana-6310	124	30	cyber	cyber	NOUN
cana-6310	124	31	resilience	resilience	NOUN
cana-6310	124	32	that	that	PRON
cana-6310	124	33	is	be	AUX
cana-6310	124	34	in	in	ADP
cana-6310	124	35	harmony	harmony	NOUN
cana-6310	124	36	with	with	ADP
cana-6310	124	37	the	the	DET
cana-6310	124	38	distributed	distribute	VERB
cana-6310	124	39	and	and	CCONJ
cana-6310	124	40	dynamic	dynamic	ADJ
cana-6310	124	41	characteristics	characteristic	NOUN
cana-6310	124	42	of	of	ADP
cana-6310	124	43	the	the	DET
cana-6310	124	44	current	current	ADJ
cana-6310	124	45	digital	digital	ADJ
cana-6310	124	46	ecosystems	ecosystem	NOUN
cana-6310	124	47	.	.	PUNCT
cana-6310	125	1	we	we	PRON
cana-6310	125	2	have	have	AUX
cana-6310	125	3	presented	present	VERB
cana-6310	125	4	a	a	DET
cana-6310	125	5	layered	layered	ADJ
cana-6310	125	6	reference	reference	NOUN
cana-6310	125	7	architecture	architecture	NOUN
cana-6310	125	8	where	where	SCONJ
cana-6310	125	9	telemetry	telemetry	NOUN
cana-6310	125	10	is	be	AUX
cana-6310	125	11	passed	pass	VERB
cana-6310	125	12	from	from	ADP
cana-6310	125	13	the	the	DET
cana-6310	125	14	devices	device	NOUN
cana-6310	125	15	via	via	ADP
cana-6310	125	16	edge	edge	NOUN
cana-6310	125	17	nodes	node	NOUN
cana-6310	125	18	to	to	PART
cana-6310	125	19	cloud	cloud	VERB
cana-6310	125	20	ai	ai	VERB
cana-6310	125	21	and	and	CCONJ
cana-6310	125	22	soc	soc	NOUN
cana-6310	125	23	functions	function	NOUN
cana-6310	125	24	,	,	PUNCT
cana-6310	125	25	whereas	whereas	SCONJ
cana-6310	125	26	control	control	NOUN
cana-6310	125	27	and	and	CCONJ
cana-6310	125	28	model	model	NOUN
cana-6310	125	29	updates	update	NOUN
cana-6310	125	30	flow	flow	VERB
cana-6310	125	31	back	back	ADV
cana-6310	125	32	to	to	ADP
cana-6310	125	33	the	the	DET
cana-6310	125	34	edge	edge	NOUN
cana-6310	125	35	.	.	PUNCT
cana-6310	126	1	various	various	ADJ
cana-6310	126	2	pieces	piece	NOUN
cana-6310	126	3	of	of	ADP
cana-6310	126	4	quantitative	quantitative	ADJ
cana-6310	126	5	evidence	evidence	NOUN
cana-6310	126	6	have	have	AUX
cana-6310	126	7	been	be	AUX
cana-6310	126	8	put	put	VERB
cana-6310	126	9	together	together	ADV
cana-6310	126	10	to	to	PART
cana-6310	126	11	demonstrate	demonstrate	VERB
cana-6310	126	12	that	that	SCONJ
cana-6310	126	13	such	such	ADJ
cana-6310	126	14	infrastructures	infrastructure	NOUN
cana-6310	126	15	are	be	AUX
cana-6310	126	16	capable	capable	ADJ
cana-6310	126	17	of	of	ADP
cana-6310	126	18	attaining	attain	VERB
cana-6310	126	19	detection	detection	NOUN
cana-6310	126	20	latencies	latency	NOUN
cana-6310	126	21	of	of	ADP
cana-6310	126	22	single	single	ADJ
cana-6310	126	23	-	-	PUNCT
cana-6310	126	24	digit	digit	NOUN
cana-6310	126	25	milliseconds	millisecond	NOUN
cana-6310	126	26	,	,	PUNCT
cana-6310	126	27	communication	communication	NOUN
cana-6310	126	28	and	and	CCONJ
cana-6310	126	29	energy	energy	NOUN
cana-6310	126	30	overheads	overhead	NOUN
cana-6310	126	31	can	can	AUX
cana-6310	126	32	be	be	AUX
cana-6310	126	33	reduced	reduce	VERB
cana-6310	126	34	by	by	ADP
cana-6310	126	35	51	51	NUM
cana-6310	126	36	-	-	SYM
cana-6310	126	37	99	99	NUM
cana-6310	126	38	%	%	NOUN
cana-6310	126	39	,	,	PUNCT
cana-6310	126	40	breach	breach	VERB
cana-6310	126	41	identification	identification	NOUN
cana-6310	126	42	and	and	CCONJ
cana-6310	126	43	containment	containment	NOUN
cana-6310	126	44	can	can	AUX
cana-6310	126	45	be	be	AUX
cana-6310	126	46	accelerated	accelerate	VERB
cana-6310	126	47	by	by	ADP
cana-6310	126	48	more	more	ADJ
cana-6310	126	49	than	than	ADP
cana-6310	126	50	100	100	NUM
cana-6310	126	51	days	day	NOUN
cana-6310	126	52	,	,	PUNCT
cana-6310	126	53	and	and	CCONJ
cana-6310	126	54	the	the	DET
cana-6310	126	55	expected	expect	VERB
cana-6310	126	56	breach	breach	NOUN
cana-6310	126	57	costs	cost	NOUN
cana-6310	126	58	can	can	AUX
cana-6310	126	59	be	be	AUX
cana-6310	126	60	brought	bring	VERB
cana-6310	126	61	down	down	ADP
cana-6310	126	62	significantly(lilhore	significantly(lilhore	PROPN
cana-6310	126	63	et	et	PROPN
cana-6310	126	64	al	al	PROPN
cana-6310	126	65	.	.	PROPN
cana-6310	126	66	,	,	PUNCT
cana-6310	126	67	2025	2025	NUM
cana-6310	126	68	)	)	PUNCT
cana-6310	126	69	.	.	PUNCT
cana-6310	127	1	there	there	PRON
cana-6310	127	2	are	be	VERB
cana-6310	127	3	still	still	ADV
cana-6310	127	4	a	a	DET
cana-6310	127	5	lot	lot	NOUN
cana-6310	127	6	of	of	ADP
cana-6310	127	7	problems	problem	NOUN
cana-6310	127	8	to	to	PART
cana-6310	127	9	be	be	AUX
cana-6310	127	10	solved	solve	VERB
cana-6310	127	11	in	in	ADP
cana-6310	127	12	federated	federated	ADJ
cana-6310	127	13	learning	learn	VERB
cana-6310	127	14	security	security	NOUN
cana-6310	127	15	,	,	PUNCT
cana-6310	127	16	privacy	privacy	NOUN
cana-6310	127	17	preservation	preservation	NOUN
cana-6310	127	18	,	,	PUNCT
cana-6310	127	19	regulatory	regulatory	ADJ
cana-6310	127	20	compliance	compliance	NOUN
cana-6310	127	21	,	,	PUNCT
cana-6310	127	22	and	and	CCONJ
cana-6310	127	23	interoperability	interoperability	NOUN
cana-6310	127	24	.	.	PUNCT
cana-6310	128	1	nevertheless	nevertheless	ADV
cana-6310	128	2	,	,	PUNCT
cana-6310	128	3	the	the	DET
cana-6310	128	4	combination	combination	NOUN
cana-6310	128	5	of	of	ADP
cana-6310	128	6	edge	edge	NOUN
cana-6310	128	7	computing	computing	NOUN
cana-6310	128	8	,	,	PUNCT
cana-6310	128	9	federated	federated	ADJ
cana-6310	128	10	learning	learning	NOUN
cana-6310	128	11	,	,	PUNCT
cana-6310	128	12	and	and	CCONJ
cana-6310	128	13	zero	zero	NUM
cana-6310	128	14	-	-	PUNCT
cana-6310	128	15	trust	trust	NOUN
cana-6310	128	16	security	security	NOUN
cana-6310	128	17	is	be	AUX
cana-6310	128	18	a	a	DET
cana-6310	128	19	very	very	ADV
cana-6310	128	20	promising	promising	ADJ
cana-6310	128	21	basis	basis	NOUN
cana-6310	128	22	for	for	ADP
cana-6310	128	23	adaptive	adaptive	ADJ
cana-6310	128	24	cyber	cyber	NOUN
cana-6310	128	25	resilience	resilience	NOUN
cana-6310	128	26	.	.	PUNCT
cana-6310	129	1	as	as	SCONJ
cana-6310	129	2	enterprises	enterprise	NOUN
cana-6310	129	3	keep	keep	VERB
cana-6310	129	4	on	on	ADP
cana-6310	129	5	investing	invest	VERB
cana-6310	129	6	in	in	ADP
cana-6310	129	7	edge	edge	NOUN
cana-6310	129	8	resources	resource	NOUN
cana-6310	129	9	and	and	CCONJ
cana-6310	129	10	ai	ai	AUX
cana-6310	129	11	-	-	PUNCT
cana-6310	129	12	driven	drive	VERB
cana-6310	129	13	security	security	NOUN
cana-6310	129	14	operations	operation	NOUN
cana-6310	129	15	,	,	PUNCT
cana-6310	129	16	federated	federate	VERB
cana-6310	129	17	edge	edge	NOUN
cana-6310	129	18	-	-	PUNCT
cana-6310	129	19	tocloud	tocloud	NOUN
cana-6310	129	20	ai	ai	NOUN
cana-6310	129	21	architectures	architecture	NOUN
cana-6310	129	22	will	will	AUX
cana-6310	129	23	probably	probably	ADV
cana-6310	129	24	turn	turn	VERB
cana-6310	129	25	out	out	ADP
cana-6310	129	26	to	to	PART
cana-6310	129	27	be	be	AUX
cana-6310	129	28	a	a	DET
cana-6310	129	29	major	major	ADJ
cana-6310	129	30	component	component	NOUN
cana-6310	129	31	of	of	ADP
cana-6310	129	32	cyber	cyber	NOUN
cana-6310	129	33	defense	defense	NOUN
cana-6310	129	34	strategies	strategy	NOUN
cana-6310	129	35	that	that	PRON
cana-6310	129	36	facilitate	facilitate	VERB
cana-6310	129	37	security	security	NOUN
cana-6310	129	38	controls	control	NOUN
cana-6310	129	39	to	to	PART
cana-6310	129	40	be	be	AUX
cana-6310	129	41	both	both	PRON
cana-6310	129	42	locally	locally	ADV
cana-6310	129	43	responsive	responsive	ADJ
cana-6310	129	44	and	and	CCONJ
cana-6310	129	45	globally	globally	ADV
cana-6310	129	46	informed	inform	VERB
cana-6310	129	47	by	by	ADP
cana-6310	129	48	shared	share	VERB
cana-6310	129	49	intelligence	intelligence	NOUN
cana-6310	129	50	and	and	CCONJ
cana-6310	129	51	at	at	ADP
cana-6310	129	52	the	the	DET
cana-6310	129	53	same	same	ADJ
cana-6310	129	54	time	time	NOUN
cana-6310	129	55	,	,	PUNCT
cana-6310	129	56	respect	respect	NOUN
cana-6310	129	57	privacy	privacy	NOUN
cana-6310	129	58	and	and	CCONJ
cana-6310	129	59	be	be	AUX
cana-6310	129	60	in	in	ADP
cana-6310	129	61	conformity	conformity	NOUN
cana-6310	129	62	with	with	ADP
cana-6310	129	63	regulatory	regulatory	ADJ
cana-6310	129	64	constraints	constraint	NOUN
cana-6310	129	65	up	up	ADP
cana-6310	129	66	to	to	ADP
cana-6310	129	67	and	and	CCONJ
cana-6310	129	68	including	include	VERB
cana-6310	129	69	the	the	DET
cana-6310	129	70	2025	2025	NUM
cana-6310	129	71	horizon(ma	horizon(ma	NOUN
cana-6310	129	72	et	et	PROPN
cana-6310	129	73	al	al	PROPN
cana-6310	129	74	.	.	PROPN
cana-6310	129	75	,	,	PUNCT
cana-6310	129	76	2025	2025	NUM
cana-6310	129	77	)	)	PUNCT
cana-6310	129	78	.	.	PUNCT
cana-6310	130	1	references	reference	NOUN
cana-6310	130	2	1	1	NUM
cana-6310	130	3	.	.	PUNCT
cana-6310	130	4	abbas	abbas	PROPN
cana-6310	130	5	,	,	PUNCT
cana-6310	130	6	a.	a.	NOUN
cana-6310	130	7	,	,	PUNCT
cana-6310	130	8	salahuddin	salahuddin	NOUN
cana-6310	130	9	,	,	PUNCT
cana-6310	130	10	m.	m.	NOUN
cana-6310	130	11	,	,	PUNCT
cana-6310	130	12	khan	khan	PROPN
cana-6310	130	13	,	,	PUNCT
cana-6310	130	14	m.	m.	PROPN
cana-6310	130	15	z.	z.	PROPN
cana-6310	130	16	,	,	PUNCT
cana-6310	130	17	khan	khan	PROPN
cana-6310	130	18	,	,	PUNCT
cana-6310	130	19	a.	a.	NOUN
cana-6310	130	20	a.	a.	PROPN
cana-6310	130	21	,	,	PUNCT
cana-6310	130	22	uz	uz	PROPN
cana-6310	130	23	zaman	zaman	PROPN
cana-6310	130	24	,	,	PUNCT
cana-6310	130	25	f.	f.	PROPN
cana-6310	130	26	,	,	PUNCT
cana-6310	130	27	inam	inam	PROPN
cana-6310	130	28	,	,	PUNCT
cana-6310	130	29	s.	s.	PROPN
cana-6310	130	30	a.	a.	PROPN
cana-6310	130	31	,	,	PUNCT
cana-6310	130	32	aldehim	aldehim	PROPN
cana-6310	130	33	,	,	PUNCT
cana-6310	130	34	g.	g.	PROPN
cana-6310	130	35	,	,	PUNCT
cana-6310	130	36	mazhar	mazhar	PROPN
cana-6310	130	37	,	,	PUNCT
cana-6310	130	38	t.	t.	PROPN
cana-6310	130	39	,	,	PUNCT
cana-6310	130	40	&	&	CCONJ
cana-6310	130	41	khan	khan	PROPN
cana-6310	130	42	,	,	PUNCT
cana-6310	130	43	m.	m.	NOUN
cana-6310	130	44	a.	a.	NOUN
cana-6310	130	45	(	(	PUNCT
cana-6310	130	46	2025	2025	NUM
cana-6310	130	47	)	)	PUNCT
cana-6310	130	48	.	.	PUNCT
cana-6310	131	1	machine	machine	NOUN
cana-6310	131	2	learning	learning	NOUN
cana-6310	131	3	-	-	PUNCT
cana-6310	131	4	based	base	VERB
cana-6310	131	5	hybrid	hybrid	NOUN
cana-6310	131	6	technique	technique	NOUN
cana-6310	131	7	to	to	PART
cana-6310	131	8	enhance	enhance	VERB
cana-6310	131	9	cyberattack	cyberattack	NOUN
cana-6310	131	10	perspective	perspective	NOUN
cana-6310	131	11	.	.	PUNCT
cana-6310	132	1	journal	journal	NOUN
cana-6310	132	2	of	of	ADP
cana-6310	132	3	cloud	cloud	PROPN
cana-6310	132	4	computing	computing	NOUN
cana-6310	132	5	,	,	PUNCT
cana-6310	132	6	14(1	14(1	NUM
cana-6310	132	7	)	)	PUNCT
cana-6310	132	8	,	,	PUNCT
cana-6310	132	9	article	article	NOUN
cana-6310	132	10	38	38	NUM
cana-6310	132	11	.	.	PUNCT
cana-6310	133	1	https://doi.org/10.1186/s13677-025-00782-5	https://doi.org/10.1186/s13677-025-00782-5	NUM
cana-6310	133	2	2	2	NUM
cana-6310	133	3	.	.	X
cana-6310	133	4	abdel	abdel	PROPN
cana-6310	133	5	hakeem	hakeem	PROPN
cana-6310	133	6	,	,	PUNCT
cana-6310	133	7	s.	s.	PROPN
cana-6310	133	8	a.	a.	PROPN
cana-6310	133	9	,	,	PUNCT
cana-6310	133	10	&	&	CCONJ
cana-6310	133	11	kim	kim	PROPN
cana-6310	133	12	,	,	PUNCT
cana-6310	133	13	h.	h.	PROPN
cana-6310	133	14	(	(	PUNCT
cana-6310	133	15	2025	2025	NUM
cana-6310	133	16	)	)	PUNCT
cana-6310	133	17	.	.	PUNCT
cana-6310	134	1	hybrid	hybrid	NOUN
cana-6310	134	2	ai	ai	PROPN
cana-6310	134	3	architecture	architecture	NOUN
cana-6310	134	4	using	use	VERB
cana-6310	134	5	edge	edge	NOUN
cana-6310	134	6	-	-	PUNCT
cana-6310	134	7	cloud	cloud	NOUN
cana-6310	134	8	computing	computing	NOUN
cana-6310	134	9	for	for	ADP
cana-6310	134	10	secure	secure	ADJ
cana-6310	134	11	v2x	v2x	NOUN
cana-6310	134	12	communication	communication	NOUN
cana-6310	134	13	.	.	PUNCT
cana-6310	135	1	in	in	ADP
cana-6310	135	2	2024	2024	NUM
cana-6310	135	3	ieee	ieee	PROPN
cana-6310	135	4	international	international	ADJ
cana-6310	135	5	conference	conference	NOUN
cana-6310	135	6	on	on	ADP
cana-6310	135	7	internet	internet	NOUN
cana-6310	135	8	of	of	ADP
cana-6310	135	9	things	thing	NOUN
cana-6310	135	10	and	and	CCONJ
cana-6310	135	11	intelligence	intelligence	NOUN
cana-6310	135	12	systems	system	NOUN
cana-6310	135	13	(	(	PUNCT
cana-6310	135	14	iotais	iotais	PROPN
cana-6310	135	15	)	)	PUNCT
cana-6310	135	16	(	(	PUNCT
cana-6310	135	17	pp	pp	ADV
cana-6310	135	18	.	.	PUNCT
cana-6310	136	1	1–6	1–6	NUM
cana-6310	136	2	)	)	PUNCT
cana-6310	136	3	.	.	PUNCT
cana-6310	137	1	ieee	ieee	PROPN
cana-6310	137	2	.	.	PROPN
cana-6310	137	3	https://doi.org/10.1109/iotais60147.2024.10859430	https://doi.org/10.1109/iotais60147.2024.10859430	PROPN
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cana-6310	137	5	.	.	PUNCT
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cana-6310	138	2	-	-	PUNCT
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cana-6310	138	4	,	,	PUNCT
cana-6310	138	5	z.	z.	PROPN
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cana-6310	138	8	alkhaldee	alkhaldee	PROPN
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cana-6310	138	12	,	,	PUNCT
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cana-6310	138	14	,	,	PUNCT
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cana-6310	138	16	a.	a.	PROPN
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cana-6310	138	20	z.	z.	PROPN
cana-6310	138	21	a.	a.	PROPN
cana-6310	138	22	,	,	PUNCT
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cana-6310	138	40	2025	2025	NUM
cana-6310	138	41	)	)	PUNCT
cana-6310	138	42	.	.	PUNCT
cana-6310	139	1	healthcare	healthcare	PROPN
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cana-6310	139	3	in	in	ADP
cana-6310	139	4	edge	edge	NOUN
cana-6310	139	5	-	-	PUNCT
cana-6310	139	6	fog	fog	NOUN
cana-6310	139	7	-	-	PUNCT
cana-6310	139	8	cloud	cloud	NOUN
cana-6310	139	9	environment	environment	NOUN
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cana-6310	139	12	:	:	PUNCT
cana-6310	139	13	a	a	DET
cana-6310	139	14	systematic	systematic	ADJ
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cana-6310	139	16	.	.	PUNCT
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cana-6310	140	2	journal	journal	PROPN
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cana-6310	140	5	,	,	PUNCT
cana-6310	140	6	5(2	5(2	NUM
cana-6310	140	7	)	)	PUNCT
cana-6310	140	8	,	,	PUNCT
cana-6310	140	9	606–635	606–635	NUM
cana-6310	140	10	.	.	PUNCT
cana-6310	141	1	https://doi.org/10.58496/mjcs/2025/037	https://doi.org/10.58496/mjcs/2025/037	PROPN
cana-6310	141	2	4	4	NUM
cana-6310	141	3	.	.	PUNCT
cana-6310	141	4	alharthi	alharthi	PROPN
cana-6310	141	5	,	,	PUNCT
cana-6310	141	6	h.	h.	PROPN
cana-6310	141	7	,	,	PUNCT
cana-6310	141	8	&	&	CCONJ
cana-6310	141	9	kalkatawi	kalkatawi	PROPN
cana-6310	141	10	,	,	PUNCT
cana-6310	141	11	m.	m.	NOUN
cana-6310	141	12	(	(	PUNCT
cana-6310	141	13	2025	2025	NUM
cana-6310	141	14	)	)	PUNCT
cana-6310	141	15	.	.	PUNCT
cana-6310	142	1	revolutionizing	revolutionize	VERB
cana-6310	142	2	iot	iot	ADJ
cana-6310	142	3	security	security	NOUN
cana-6310	142	4	:	:	PUNCT
cana-6310	142	5	a	a	DET
cana-6310	142	6	blockchain	blockchain	NOUN
cana-6310	142	7	and	and	CCONJ
cana-6310	142	8	federated	federated	ADJ
cana-6310	142	9	learning	learning	NOUN
cana-6310	142	10	-	-	PUNCT
cana-6310	142	11	based	base	VERB
cana-6310	142	12	anomaly	anomaly	NOUN
cana-6310	142	13	detection	detection	NOUN
cana-6310	142	14	system	system	NOUN
cana-6310	142	15	.	.	PUNCT
cana-6310	143	1	in	in	ADP
cana-6310	143	2	proceedings	proceeding	NOUN
cana-6310	143	3	of	of	ADP
cana-6310	143	4	the	the	DET
cana-6310	143	5	2024	2024	NUM
cana-6310	143	6	7th	7th	ADJ
cana-6310	143	7	artificial	artificial	ADJ
cana-6310	143	8	intelligence	intelligence	NOUN
cana-6310	143	9	and	and	CCONJ
cana-6310	143	10	cloud	cloud	NOUN
cana-6310	143	11	computing	compute	VERB
cana-6310	143	12	conference	conference	NOUN
cana-6310	143	13	(	(	PUNCT
cana-6310	143	14	aiccc	aiccc	NOUN
cana-6310	143	15	'	'	NUM
cana-6310	143	16	24	24	NUM
cana-6310	143	17	)	)	PUNCT
cana-6310	143	18	(	(	PUNCT
cana-6310	143	19	pp	pp	ADP
cana-6310	143	20	.	.	PUNCT
cana-6310	144	1	565–572	565–572	NUM
cana-6310	144	2	)	)	PUNCT
cana-6310	144	3	.	.	PUNCT
cana-6310	145	1	association	association	NOUN
cana-6310	145	2	for	for	ADP
cana-6310	145	3	computing	compute	VERB
cana-6310	145	4	machinery	machinery	NOUN
cana-6310	145	5	.	.	PUNCT
cana-6310	146	1	https://doi.org/10.1145/3719384.3719466	https://doi.org/10.1145/3719384.3719466	NOUN
cana-6310	146	2	5	5	NUM
cana-6310	146	3	.	.	PUNCT
cana-6310	147	1	bao	bao	PROPN
cana-6310	147	2	,	,	PUNCT
cana-6310	147	3	g.	g.	PROPN
cana-6310	147	4	,	,	PUNCT
cana-6310	147	5	&	&	CCONJ
cana-6310	147	6	guo	guo	PROPN
cana-6310	147	7	,	,	PUNCT
cana-6310	147	8	p.	p.	NOUN
cana-6310	147	9	(	(	PUNCT
cana-6310	147	10	2022	2022	NUM
cana-6310	147	11	)	)	PUNCT
cana-6310	147	12	.	.	PUNCT
cana-6310	148	1	federated	federated	ADJ
cana-6310	148	2	learning	learning	NOUN
cana-6310	148	3	in	in	ADP
cana-6310	148	4	cloud	cloud	ADJ
cana-6310	148	5	-	-	PUNCT
cana-6310	148	6	edge	edge	NOUN
cana-6310	148	7	collaborative	collaborative	ADJ
cana-6310	148	8	architecture	architecture	NOUN
cana-6310	148	9	:	:	PUNCT
cana-6310	148	10	key	key	ADJ
cana-6310	148	11	technologies	technology	NOUN
cana-6310	148	12	,	,	PUNCT
cana-6310	148	13	applications	application	NOUN
cana-6310	148	14	and	and	CCONJ
cana-6310	148	15	challenges	challenge	NOUN
cana-6310	148	16	.	.	PUNCT
cana-6310	149	1	journal	journal	NOUN
cana-6310	149	2	of	of	ADP
cana-6310	149	3	cloud	cloud	PROPN
cana-6310	149	4	computing	computing	NOUN
cana-6310	149	5	:	:	PUNCT
cana-6310	149	6	advances	advance	NOUN
cana-6310	149	7	,	,	PUNCT
cana-6310	149	8	systems	system	NOUN
cana-6310	149	9	and	and	CCONJ
cana-6310	149	10	applications	application	NOUN
cana-6310	149	11	,	,	PUNCT
cana-6310	149	12	11(1	11(1	NUM
cana-6310	149	13	)	)	PUNCT
cana-6310	149	14	,	,	PUNCT
cana-6310	149	15	article	article	NOUN
cana-6310	149	16	94	94	NUM
cana-6310	149	17	.	.	PUNCT
cana-6310	150	1	https://doi.org/10.1186/s13677-022-00377-4	https://doi.org/10.1186/s13677-022-00377-4	PROPN
cana-6310	150	2	https://doi.org/10.1186/s13677-025-00782-5	https://doi.org/10.1186/s13677-025-00782-5	NUM
cana-6310	151	1	https://doi.org/10.1109/iotais60147.2024.10859430	https://doi.org/10.1109/iotais60147.2024.10859430	PROPN
cana-6310	151	2	https://doi.org/10.58496/mjcs/2025/037	https://doi.org/10.58496/mjcs/2025/037	PROPN
cana-6310	151	3	https://doi.org/10.1145/3719384.3719466	https://doi.org/10.1145/3719384.3719466	NOUN
cana-6310	151	4	https://doi.org/10.1186/s13677-022-00377-4	https://doi.org/10.1186/s13677-022-00377-4	NOUN
cana-6310	151	5	communications	communication	NOUN
cana-6310	151	6	on	on	ADP
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cana-6310	151	8	nonlinear	nonlinear	ADJ
cana-6310	151	9	analysis	analysis	NOUN
cana-6310	151	10	issn	issn	NOUN
cana-6310	151	11	:	:	PUNCT
cana-6310	151	12	1074	1074	NUM
cana-6310	151	13	-	-	PUNCT
cana-6310	151	14	133x	133x	NUM
cana-6310	151	15	vol	vol	VERB
cana-6310	151	16	32	32	NUM
cana-6310	151	17	no	no	NOUN
cana-6310	151	18	.	.	PUNCT
cana-6310	152	1	10s	10	NOUN
cana-6310	152	2	(	(	PUNCT
cana-6310	152	3	2025	2025	NUM
cana-6310	152	4	)	)	PUNCT
cana-6310	152	5	3713	3713	NUM
cana-6310	152	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	152	7	6	6	NUM
cana-6310	152	8	.	.	PUNCT
cana-6310	153	1	chen	chen	PROPN
cana-6310	153	2	,	,	PUNCT
cana-6310	153	3	h.	h.	PROPN
cana-6310	153	4	,	,	PUNCT
cana-6310	153	5	wang	wang	PROPN
cana-6310	153	6	,	,	PUNCT
cana-6310	153	7	h.	h.	PROPN
cana-6310	153	8	,	,	PUNCT
cana-6310	153	9	long	long	ADV
cana-6310	153	10	,	,	PUNCT
cana-6310	153	11	q.	q.	PROPN
cana-6310	153	12	,	,	PUNCT
cana-6310	153	13	jin	jin	PROPN
cana-6310	153	14	,	,	PUNCT
cana-6310	153	15	d.	d.	PROPN
cana-6310	153	16	,	,	PUNCT
cana-6310	153	17	&	&	CCONJ
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cana-6310	153	19	,	,	PUNCT
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cana-6310	153	21	(	(	PUNCT
cana-6310	153	22	2024	2024	NUM
cana-6310	153	23	)	)	PUNCT
cana-6310	153	24	.	.	PUNCT
cana-6310	154	1	advancements	advancement	NOUN
cana-6310	154	2	in	in	ADP
cana-6310	154	3	federated	federated	ADJ
cana-6310	154	4	learning	learning	NOUN
cana-6310	154	5	:	:	PUNCT
cana-6310	154	6	models	model	NOUN
cana-6310	154	7	,	,	PUNCT
cana-6310	154	8	methods	method	NOUN
cana-6310	154	9	,	,	PUNCT
cana-6310	154	10	and	and	CCONJ
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cana-6310	154	12	.	.	PUNCT
cana-6310	155	1	acm	acm	PROPN
cana-6310	155	2	computing	computing	NOUN
cana-6310	155	3	surveys	survey	NOUN
cana-6310	155	4	,	,	PUNCT
cana-6310	155	5	57(2	57(2	NUM
cana-6310	155	6	)	)	PUNCT
cana-6310	155	7	,	,	PUNCT
cana-6310	155	8	article	article	NOUN
cana-6310	155	9	46	46	NUM
cana-6310	155	10	.	.	PUNCT
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cana-6310	156	2	7	7	X
cana-6310	156	3	.	.	PUNCT
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cana-6310	156	5	-	-	PUNCT
cana-6310	156	6	ramos	ramos	PROPN
cana-6310	156	7	,	,	PUNCT
cana-6310	156	8	j.	j.	PROPN
cana-6310	156	9	l.	l.	PROPN
cana-6310	156	10	,	,	PUNCT
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cana-6310	156	12	,	,	PUNCT
cana-6310	156	13	g.	g.	PROPN
cana-6310	156	14	,	,	PUNCT
cana-6310	156	15	chatzoglou	chatzoglou	PROPN
cana-6310	156	16	,	,	PUNCT
cana-6310	156	17	e.	e.	PROPN
cana-6310	156	18	,	,	PUNCT
cana-6310	156	19	kouliaridis	kouliaridis	PROPN
cana-6310	156	20	,	,	PUNCT
cana-6310	156	21	v.	v.	PROPN
cana-6310	156	22	,	,	PUNCT
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cana-6310	156	24	,	,	PUNCT
cana-6310	156	25	e.	e.	PROPN
cana-6310	156	26	,	,	PUNCT
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cana-6310	156	28	,	,	PUNCT
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cana-6310	156	30	,	,	PUNCT
cana-6310	156	31	&	&	CCONJ
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cana-6310	156	33	,	,	PUNCT
cana-6310	156	34	g.	g.	PROPN
cana-6310	156	35	(	(	PUNCT
cana-6310	156	36	2025	2025	NUM
cana-6310	156	37	)	)	PUNCT
cana-6310	156	38	.	.	PUNCT
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cana-6310	157	7	:	:	PUNCT
cana-6310	157	8	a	a	DET
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cana-6310	157	11	.	.	PUNCT
cana-6310	158	1	acm	acm	PROPN
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cana-6310	158	6	)	)	PUNCT
cana-6310	158	7	,	,	PUNCT
cana-6310	158	8	article	article	NOUN
cana-6310	158	9	309	309	NUM
cana-6310	158	10	.	.	PUNCT
cana-6310	159	1	https://doi.org/10.1145/3731596	https://doi.org/10.1145/3731596	NOUN
cana-6310	159	2	8	8	NUM
cana-6310	159	3	.	.	PUNCT
cana-6310	160	1	hua	hua	PROPN
cana-6310	160	2	,	,	PUNCT
cana-6310	160	3	h.	h.	PROPN
cana-6310	160	4	,	,	PUNCT
cana-6310	160	5	li	li	PROPN
cana-6310	160	6	,	,	PUNCT
cana-6310	160	7	y.	y.	PROPN
cana-6310	160	8	,	,	PUNCT
cana-6310	160	9	wang	wang	PROPN
cana-6310	160	10	,	,	PUNCT
cana-6310	160	11	t.	t.	PROPN
cana-6310	160	12	,	,	PUNCT
cana-6310	160	13	dong	dong	PROPN
cana-6310	160	14	,	,	PUNCT
cana-6310	160	15	n.	n.	NOUN
cana-6310	160	16	,	,	PUNCT
cana-6310	160	17	li	li	PROPN
cana-6310	160	18	,	,	PUNCT
cana-6310	160	19	w.	w.	PROPN
cana-6310	160	20	,	,	PUNCT
cana-6310	160	21	&	&	CCONJ
cana-6310	160	22	cao	cao	PROPN
cana-6310	160	23	,	,	PUNCT
cana-6310	160	24	j.	j.	PROPN
cana-6310	160	25	(	(	PUNCT
cana-6310	160	26	2023	2023	NUM
cana-6310	160	27	)	)	PUNCT
cana-6310	160	28	.	.	PUNCT
cana-6310	161	1	edge	edge	NOUN
cana-6310	161	2	computing	compute	VERB
cana-6310	161	3	with	with	ADP
cana-6310	161	4	artificial	artificial	ADJ
cana-6310	161	5	intelligence	intelligence	NOUN
cana-6310	161	6	:	:	PUNCT
cana-6310	161	7	a	a	DET
cana-6310	161	8	machine	machine	NOUN
cana-6310	161	9	learning	learn	VERB
cana-6310	161	10	perspective	perspective	NOUN
cana-6310	161	11	.	.	PUNCT
cana-6310	162	1	acm	acm	PROPN
cana-6310	162	2	computing	computing	NOUN
cana-6310	162	3	surveys	survey	NOUN
cana-6310	162	4	,	,	PUNCT
cana-6310	162	5	55(9	55(9	NUM
cana-6310	162	6	)	)	PUNCT
cana-6310	162	7	,	,	PUNCT
cana-6310	162	8	article	article	NOUN
cana-6310	162	9	184	184	NUM
cana-6310	162	10	.	.	PUNCT
cana-6310	163	1	https://doi.org/10.1145/3555802	https://doi.org/10.1145/3555802	ADV
cana-6310	163	2	9	9	NUM
cana-6310	163	3	.	.	PUNCT
cana-6310	164	1	khan	khan	PROPN
cana-6310	164	2	,	,	PUNCT
cana-6310	164	3	a.	a.	NOUN
cana-6310	164	4	a.	a.	PROPN
cana-6310	164	5	,	,	PUNCT
cana-6310	164	6	shaikh	shaikh	PROPN
cana-6310	164	7	,	,	PUNCT
cana-6310	164	8	a.	a.	PROPN
cana-6310	164	9	k.	k.	PROPN
cana-6310	164	10	,	,	PUNCT
cana-6310	164	11	alroobaea	alroobaea	PROPN
cana-6310	164	12	,	,	PUNCT
cana-6310	164	13	r.	r.	PROPN
cana-6310	164	14	,	,	PUNCT
cana-6310	164	15	baqasah	baqasah	PROPN
cana-6310	164	16	,	,	PUNCT
cana-6310	164	17	a.	a.	NOUN
cana-6310	164	18	m.	m.	NOUN
cana-6310	164	19	,	,	PUNCT
cana-6310	164	20	alsafyani	alsafyani	PROPN
cana-6310	164	21	,	,	PUNCT
cana-6310	164	22	m.	m.	NOUN
cana-6310	164	23	,	,	PUNCT
cana-6310	164	24	alsufyani	alsufyani	PROPN
cana-6310	164	25	,	,	PUNCT
cana-6310	164	26	h.	h.	PROPN
cana-6310	164	27	,	,	PUNCT
cana-6310	164	28	&	&	CCONJ
cana-6310	164	29	laghari	laghari	PROPN
cana-6310	164	30	,	,	PUNCT
cana-6310	164	31	a.	a.	NOUN
cana-6310	164	32	a.	a.	NOUN
cana-6310	164	33	(	(	PUNCT
cana-6310	164	34	2025	2025	NUM
cana-6310	164	35	)	)	PUNCT
cana-6310	164	36	.	.	PUNCT
cana-6310	165	1	blockchain	blockchain	PROPN
cana-6310	165	2	-	-	PUNCT
cana-6310	165	3	enabled	enable	VERB
cana-6310	165	4	secure	secure	ADJ
cana-6310	165	5	internet	internet	NOUN
cana-6310	165	6	of	of	ADP
cana-6310	165	7	medical	medical	ADJ
cana-6310	165	8	things	thing	NOUN
cana-6310	165	9	(	(	PUNCT
cana-6310	165	10	iomt	iomt	NOUN
cana-6310	165	11	)	)	PUNCT
cana-6310	165	12	architecture	architecture	NOUN
cana-6310	165	13	for	for	ADP
cana-6310	165	14	multi	multi	ADJ
cana-6310	165	15	-	-	ADJ
cana-6310	165	16	modal	modal	ADJ
cana-6310	165	17	data	datum	NOUN
cana-6310	165	18	fusion	fusion	NOUN
cana-6310	165	19	in	in	ADP
cana-6310	165	20	precision	precision	NOUN
cana-6310	165	21	cancer	cancer	NOUN
cana-6310	165	22	diagnosis	diagnosis	NOUN
cana-6310	165	23	and	and	CCONJ
cana-6310	165	24	continuous	continuous	ADJ
cana-6310	165	25	monitoring	monitoring	NOUN
cana-6310	165	26	.	.	PUNCT
cana-6310	166	1	journal	journal	NOUN
cana-6310	166	2	of	of	ADP
cana-6310	166	3	cloud	cloud	PROPN
cana-6310	166	4	computing	computing	NOUN
cana-6310	166	5	,	,	PUNCT
cana-6310	166	6	14(1	14(1	NUM
cana-6310	166	7	)	)	PUNCT
cana-6310	166	8	,	,	PUNCT
cana-6310	166	9	article	article	NOUN
cana-6310	166	10	58	58	NUM
cana-6310	166	11	.	.	PUNCT
cana-6310	167	1	https://doi.org/10.1186/s13677-02500775-4	https://doi.org/10.1186/s13677-02500775-4	NOUN
cana-6310	167	2	10	10	NUM
cana-6310	167	3	.	.	PUNCT
cana-6310	168	1	lakhan	lakhan	PROPN
cana-6310	168	2	,	,	PUNCT
cana-6310	168	3	a.	a.	NOUN
cana-6310	168	4	,	,	PUNCT
cana-6310	168	5	grønli	grønli	NOUN
cana-6310	168	6	,	,	PUNCT
cana-6310	168	7	t.-m	t.-m	NOUN
cana-6310	168	8	.	.	PUNCT
cana-6310	168	9	,	,	PUNCT
cana-6310	168	10	bellavista	bellavista	PROPN
cana-6310	168	11	,	,	PUNCT
cana-6310	168	12	p.	p.	PROPN
cana-6310	168	13	,	,	PUNCT
cana-6310	168	14	memon	memon	PROPN
cana-6310	168	15	,	,	PUNCT
cana-6310	168	16	s.	s.	PROPN
cana-6310	168	17	,	,	PUNCT
cana-6310	168	18	&	&	CCONJ
cana-6310	168	19	li	li	PROPN
cana-6310	168	20	,	,	PUNCT
cana-6310	168	21	j.	j.	PROPN
cana-6310	168	22	(	(	PUNCT
cana-6310	168	23	2024	2024	NUM
cana-6310	168	24	)	)	PUNCT
cana-6310	168	25	.	.	PUNCT
cana-6310	169	1	iot	iot	PROPN
cana-6310	169	2	workload	workload	NOUN
cana-6310	169	3	offloading	offload	VERB
cana-6310	169	4	efficient	efficient	ADJ
cana-6310	169	5	intelligent	intelligent	ADJ
cana-6310	169	6	transport	transport	NOUN
cana-6310	169	7	system	system	NOUN
cana-6310	169	8	in	in	ADP
cana-6310	169	9	federated	federated	ADJ
cana-6310	169	10	acnn	acnn	NOUN
cana-6310	169	11	integrated	integrate	VERB
cana-6310	169	12	cooperated	cooperate	VERB
cana-6310	169	13	edge	edge	NOUN
cana-6310	169	14	-	-	PUNCT
cana-6310	169	15	cloud	cloud	NOUN
cana-6310	169	16	networks	network	NOUN
cana-6310	169	17	.	.	PUNCT
cana-6310	170	1	journal	journal	NOUN
cana-6310	170	2	of	of	ADP
cana-6310	170	3	cloud	cloud	PROPN
cana-6310	170	4	computing	computing	NOUN
cana-6310	170	5	:	:	PUNCT
cana-6310	170	6	advances	advance	NOUN
cana-6310	170	7	,	,	PUNCT
cana-6310	170	8	systems	system	NOUN
cana-6310	170	9	and	and	CCONJ
cana-6310	170	10	applications	application	NOUN
cana-6310	170	11	,	,	PUNCT
cana-6310	170	12	13(1	13(1	NUM
cana-6310	170	13	)	)	PUNCT
cana-6310	170	14	,	,	PUNCT
cana-6310	170	15	article	article	NOUN
cana-6310	170	16	79	79	NUM
cana-6310	170	17	.	.	PUNCT
cana-6310	171	1	https://doi.org/10.1186/s13677-024-00640-w	https://doi.org/10.1186/s13677-024-00640-w	PROPN
cana-6310	171	2	11	11	NUM
cana-6310	171	3	.	.	PUNCT
cana-6310	172	1	lee	lee	PROPN
cana-6310	172	2	,	,	PUNCT
cana-6310	172	3	s.	s.	PROPN
cana-6310	172	4	,	,	PUNCT
cana-6310	172	5	chae	chae	PROPN
cana-6310	172	6	,	,	PUNCT
cana-6310	172	7	j.	j.	PROPN
cana-6310	172	8	,	,	PUNCT
cana-6310	172	9	jeon	jeon	PROPN
cana-6310	172	10	,	,	PUNCT
cana-6310	172	11	h.	h.	PROPN
cana-6310	172	12	,	,	PUNCT
cana-6310	172	13	kim	kim	PROPN
cana-6310	172	14	,	,	PUNCT
cana-6310	172	15	t.	t.	PROPN
cana-6310	172	16	,	,	PUNCT
cana-6310	172	17	hong	hong	PROPN
cana-6310	172	18	,	,	PUNCT
cana-6310	172	19	y.-g	y.-g	PROPN
cana-6310	172	20	.	.	PROPN
cana-6310	172	21	,	,	PUNCT
cana-6310	172	22	um	um	INTJ
cana-6310	172	23	,	,	PUNCT
cana-6310	172	24	d.-s	d.-	NOUN
cana-6310	172	25	.	.	PUNCT
cana-6310	172	26	,	,	PUNCT
cana-6310	172	27	kim	kim	PROPN
cana-6310	172	28	,	,	PUNCT
cana-6310	172	29	t.	t.	PROPN
cana-6310	172	30	,	,	PUNCT
cana-6310	172	31	&	&	CCONJ
cana-6310	172	32	park	park	PROPN
cana-6310	172	33	,	,	PUNCT
cana-6310	172	34	k.-j	k.-j	PROPN
cana-6310	172	35	.	.	PUNCT
cana-6310	173	1	(	(	PUNCT
cana-6310	173	2	2025	2025	NUM
cana-6310	173	3	)	)	PUNCT
cana-6310	173	4	.	.	PUNCT
cana-6310	174	1	cyber	cyber	NOUN
cana-6310	174	2	-	-	PUNCT
cana-6310	174	3	physical	physical	PROPN
cana-6310	174	4	ai	ai	NOUN
cana-6310	174	5	:	:	PUNCT
cana-6310	174	6	systematic	systematic	ADJ
cana-6310	174	7	research	research	NOUN
cana-6310	174	8	domain	domain	NOUN
cana-6310	174	9	for	for	ADP
cana-6310	174	10	integrating	integrate	VERB
cana-6310	174	11	ai	ai	VERB
cana-6310	174	12	and	and	CCONJ
cana-6310	174	13	cyber	cyber	NOUN
cana-6310	174	14	-	-	PUNCT
cana-6310	174	15	physical	physical	ADJ
cana-6310	174	16	systems	system	NOUN
cana-6310	174	17	.	.	PUNCT
cana-6310	175	1	acm	acm	PROPN
cana-6310	175	2	transactions	transaction	NOUN
cana-6310	175	3	on	on	ADP
cana-6310	175	4	cyber	cyber	ADJ
cana-6310	175	5	-	-	PUNCT
cana-6310	175	6	physical	physical	ADJ
cana-6310	175	7	systems	system	NOUN
cana-6310	175	8	,	,	PUNCT
cana-6310	175	9	9(2	9(2	NUM
cana-6310	175	10	)	)	PUNCT
cana-6310	175	11	,	,	PUNCT
cana-6310	175	12	article	article	NOUN
cana-6310	175	13	19	19	NUM
cana-6310	175	14	.	.	PUNCT
cana-6310	175	15	https://doi.org/10.1145/3721437	https://doi.org/10.1145/3721437	NUM
cana-6310	175	16	12	12	NUM
cana-6310	175	17	.	.	PUNCT
cana-6310	176	1	li	li	PROPN
cana-6310	176	2	,	,	PUNCT
cana-6310	176	3	l.	l.	PROPN
cana-6310	176	4	,	,	PUNCT
cana-6310	176	5	zhu	zhu	PROPN
cana-6310	176	6	,	,	PUNCT
cana-6310	176	7	l.	l.	PROPN
cana-6310	176	8	,	,	PUNCT
cana-6310	176	9	&	&	CCONJ
cana-6310	176	10	li	li	PROPN
cana-6310	176	11	,	,	PUNCT
cana-6310	176	12	w.	w.	PROPN
cana-6310	176	13	(	(	PUNCT
cana-6310	176	14	2024	2024	NUM
cana-6310	176	15	)	)	PUNCT
cana-6310	176	16	.	.	PUNCT
cana-6310	177	1	cloud	cloud	ADJ
cana-6310	177	2	–	–	PUNCT
cana-6310	177	3	edge	edge	NOUN
cana-6310	177	4	–	–	PUNCT
cana-6310	177	5	end	end	NOUN
cana-6310	177	6	collaborative	collaborative	ADJ
cana-6310	177	7	federated	federated	ADJ
cana-6310	177	8	learning	learning	NOUN
cana-6310	177	9	:	:	PUNCT
cana-6310	177	10	enhancing	enhance	VERB
cana-6310	177	11	model	model	NOUN
cana-6310	177	12	accuracy	accuracy	NOUN
cana-6310	177	13	and	and	CCONJ
cana-6310	177	14	privacy	privacy	NOUN
cana-6310	177	15	in	in	ADP
cana-6310	177	16	non	non	ADJ
cana-6310	177	17	-	-	ADJ
cana-6310	177	18	iid	iid	ADJ
cana-6310	177	19	environments	environment	NOUN
cana-6310	177	20	.	.	PUNCT
cana-6310	178	1	sensors	sensor	NOUN
cana-6310	178	2	,	,	PUNCT
cana-6310	178	3	24(24	24(24	NUM
cana-6310	178	4	)	)	PUNCT
cana-6310	178	5	,	,	PUNCT
cana-6310	178	6	article	article	NOUN
cana-6310	178	7	8028	8028	NUM
cana-6310	178	8	.	.	PUNCT
cana-6310	179	1	https://doi.org/10.3390/s24248028	https://doi.org/10.3390/s24248028	NUM
cana-6310	179	2	13	13	NUM
cana-6310	179	3	.	.	PUNCT
cana-6310	180	1	lilhore	lilhore	PROPN
cana-6310	180	2	,	,	PUNCT
cana-6310	180	3	u.	u.	PROPN
cana-6310	180	4	k.	k.	PROPN
cana-6310	180	5	,	,	PUNCT
cana-6310	180	6	simaiya	simaiya	PROPN
cana-6310	180	7	,	,	PUNCT
cana-6310	180	8	s.	s.	PROPN
cana-6310	180	9	,	,	PUNCT
cana-6310	180	10	alroobaea	alroobaea	NOUN
cana-6310	180	11	,	,	PUNCT
cana-6310	180	12	r.	r.	PROPN
cana-6310	180	13	,	,	PUNCT
cana-6310	180	14	baqasah	baqasah	PROPN
cana-6310	180	15	,	,	PUNCT
cana-6310	180	16	a.	a.	NOUN
cana-6310	180	17	m.	m.	NOUN
cana-6310	180	18	,	,	PUNCT
cana-6310	180	19	alsafyani	alsafyani	PROPN
cana-6310	180	20	,	,	PUNCT
cana-6310	180	21	m.	m.	NOUN
cana-6310	180	22	,	,	PUNCT
cana-6310	180	23	alhazmi	alhazmi	PROPN
cana-6310	180	24	,	,	PUNCT
cana-6310	180	25	a.	a.	NOUN
cana-6310	180	26	,	,	PUNCT
cana-6310	180	27	&	&	CCONJ
cana-6310	180	28	khan	khan	PROPN
cana-6310	180	29	,	,	PUNCT
cana-6310	180	30	m.	m.	NOUN
cana-6310	180	31	m.	m.	NOUN
cana-6310	180	32	(	(	PUNCT
cana-6310	180	33	2025	2025	NUM
cana-6310	180	34	)	)	PUNCT
cana-6310	180	35	.	.	PUNCT
cana-6310	181	1	smarttrust	smarttrust	PROPN
cana-6310	181	2	:	:	PUNCT
cana-6310	181	3	a	a	DET
cana-6310	181	4	hybrid	hybrid	ADJ
cana-6310	181	5	deep	deep	ADJ
cana-6310	181	6	learning	learning	NOUN
cana-6310	181	7	framework	framework	NOUN
cana-6310	181	8	for	for	ADP
cana-6310	181	9	real	real	ADJ
cana-6310	181	10	-	-	PUNCT
cana-6310	181	11	time	time	NOUN
cana-6310	181	12	threat	threat	NOUN
cana-6310	181	13	detection	detection	NOUN
cana-6310	181	14	in	in	ADP
cana-6310	181	15	cloud	cloud	ADJ
cana-6310	181	16	environments	environment	NOUN
cana-6310	181	17	using	use	VERB
cana-6310	181	18	zero	zero	NUM
cana-6310	181	19	-	-	PUNCT
cana-6310	181	20	trust	trust	NOUN
cana-6310	181	21	architecture	architecture	NOUN
cana-6310	181	22	.	.	PUNCT
cana-6310	182	1	journal	journal	NOUN
cana-6310	182	2	of	of	ADP
cana-6310	182	3	cloud	cloud	PROPN
cana-6310	182	4	computing	computing	NOUN
cana-6310	182	5	,	,	PUNCT
cana-6310	182	6	14(1	14(1	NUM
cana-6310	182	7	)	)	PUNCT
cana-6310	182	8	,	,	PUNCT
cana-6310	182	9	article	article	NOUN
cana-6310	182	10	35	35	NUM
cana-6310	182	11	.	.	PUNCT
cana-6310	183	1	https://doi.org/10.1186/s13677-025-00764-7	https://doi.org/10.1186/s13677-025-00764-7	NUM
cana-6310	183	2	14	14	NUM
cana-6310	183	3	.	.	PUNCT
cana-6310	184	1	ma	ma	PROPN
cana-6310	184	2	,	,	PUNCT
cana-6310	184	3	z.	z.	PROPN
cana-6310	184	4	,	,	PUNCT
cana-6310	184	5	tu	tu	PROPN
cana-6310	184	6	,	,	PUNCT
cana-6310	184	7	h.	h.	PROPN
cana-6310	184	8	,	,	PUNCT
cana-6310	184	9	chen	chen	PROPN
cana-6310	184	10	,	,	PUNCT
cana-6310	184	11	s.	s.	PROPN
cana-6310	184	12	,	,	PUNCT
cana-6310	184	13	xu	xu	PROPN
cana-6310	184	14	,	,	PUNCT
cana-6310	184	15	y.	y.	PROPN
cana-6310	184	16	,	,	PUNCT
cana-6310	184	17	wang	wang	PROPN
cana-6310	184	18	,	,	PUNCT
cana-6310	184	19	f.	f.	PROPN
cana-6310	184	20	,	,	PUNCT
cana-6310	184	21	huo	huo	PROPN
cana-6310	184	22	,	,	PUNCT
cana-6310	184	23	j.	j.	PROPN
cana-6310	184	24	,	,	PUNCT
cana-6310	184	25	wang	wang	PROPN
cana-6310	184	26	,	,	PUNCT
cana-6310	184	27	w.	w.	PROPN
cana-6310	184	28	,	,	PUNCT
cana-6310	184	29	&	&	CCONJ
cana-6310	184	30	wang	wang	PROPN
cana-6310	184	31	,	,	PUNCT
cana-6310	184	32	c.	c.	PROPN
cana-6310	184	33	(	(	PUNCT
cana-6310	184	34	2025	2025	NUM
cana-6310	184	35	)	)	PUNCT
cana-6310	184	36	.	.	PUNCT
cana-6310	185	1	hier	hier	NOUN
cana-6310	185	2	-	-	PUNCT
cana-6310	185	3	fun	fun	NOUN
cana-6310	185	4	:	:	PUNCT
cana-6310	185	5	hierarchical	hierarchical	ADJ
cana-6310	185	6	federated	federated	ADJ
cana-6310	185	7	learning	learning	NOUN
cana-6310	185	8	and	and	CCONJ
cana-6310	185	9	unlearning	unlearning	NOUN
cana-6310	185	10	in	in	ADP
cana-6310	185	11	heterogeneous	heterogeneous	ADJ
cana-6310	185	12	edge	edge	NOUN
cana-6310	185	13	computing	computing	NOUN
cana-6310	185	14	.	.	PUNCT
cana-6310	186	1	ieee	ieee	PROPN
cana-6310	186	2	internet	internet	NOUN
cana-6310	186	3	of	of	ADP
cana-6310	186	4	things	thing	NOUN
cana-6310	186	5	journal	journal	NOUN
cana-6310	186	6	,	,	PUNCT
cana-6310	186	7	12(4	12(4	NUM
cana-6310	186	8	)	)	PUNCT
cana-6310	186	9	,	,	PUNCT
cana-6310	186	10	1234–1245	1234–1245	NUM
cana-6310	186	11	.	.	PUNCT
cana-6310	187	1	https://doi.org/10.1109/jiot.2024.3502666	https://doi.org/10.1109/jiot.2024.3502666	PROPN
cana-6310	187	2	15	15	NUM
cana-6310	187	3	.	.	PUNCT
cana-6310	188	1	mahmud	mahmud	PROPN
cana-6310	188	2	,	,	PUNCT
cana-6310	188	3	m.	m.	NOUN
cana-6310	188	4	a.	a.	PROPN
cana-6310	188	5	,	,	PUNCT
cana-6310	188	6	&	&	CCONJ
cana-6310	188	7	hasan	hasan	PROPN
cana-6310	188	8	,	,	PUNCT
cana-6310	188	9	k.	k.	PROPN
cana-6310	188	10	t.	t.	PROPN
cana-6310	188	11	(	(	PUNCT
cana-6310	188	12	2025	2025	NUM
cana-6310	188	13	)	)	PUNCT
cana-6310	188	14	.	.	PUNCT
cana-6310	189	1	advancements	advancement	NOUN
cana-6310	189	2	in	in	ADP
cana-6310	189	3	machine	machine	NOUN
cana-6310	189	4	learning	learn	VERB
cana-6310	189	5	for	for	ADP
cana-6310	189	6	adaptive	adaptive	ADJ
cana-6310	189	7	intrusion	intrusion	NOUN
cana-6310	189	8	detection	detection	NOUN
cana-6310	189	9	:	:	PUNCT
cana-6310	189	10	a	a	DET
cana-6310	189	11	comprehensive	comprehensive	ADJ
cana-6310	189	12	review	review	NOUN
cana-6310	189	13	.	.	PUNCT
cana-6310	190	1	in	in	ADP
cana-6310	190	2	proceedings	proceeding	NOUN
cana-6310	190	3	of	of	ADP
cana-6310	190	4	the	the	DET
cana-6310	190	5	3rd	3rd	ADJ
cana-6310	190	6	international	international	ADJ
cana-6310	190	7	conference	conference	NOUN
cana-6310	190	8	on	on	ADP
cana-6310	190	9	computing	compute	VERB
cana-6310	190	10	advancements	advancement	NOUN
cana-6310	190	11	(	(	PUNCT
cana-6310	190	12	icca	icca	NOUN
cana-6310	190	13	2025	2025	NUM
cana-6310	190	14	)	)	PUNCT
cana-6310	190	15	(	(	PUNCT
cana-6310	190	16	article	article	NOUN
cana-6310	190	17	39	39	NUM
cana-6310	190	18	)	)	PUNCT
cana-6310	190	19	.	.	PUNCT
cana-6310	191	1	association	association	NOUN
cana-6310	191	2	for	for	ADP
cana-6310	191	3	computing	compute	VERB
cana-6310	191	4	machinery	machinery	NOUN
cana-6310	191	5	.	.	PUNCT
cana-6310	192	1	https://doi.org/10.1145/3723178.3723239	https://doi.org/10.1145/3723178.3723239	NOUN
cana-6310	192	2	16	16	NUM
cana-6310	192	3	.	.	PUNCT
cana-6310	193	1	nguyen	nguyen	PROPN
cana-6310	193	2	,	,	PUNCT
cana-6310	193	3	d.	d.	PROPN
cana-6310	193	4	c.	c.	PROPN
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cana-6310	193	7	,	,	PUNCT
cana-6310	193	8	m.	m.	NOUN
cana-6310	193	9	,	,	PUNCT
cana-6310	193	10	pathirana	pathirana	PROPN
cana-6310	193	11	,	,	PUNCT
cana-6310	193	12	p.	p.	PROPN
cana-6310	193	13	n.	n.	PROPN
cana-6310	193	14	,	,	PUNCT
cana-6310	193	15	seneviratne	seneviratne	PROPN
cana-6310	193	16	,	,	PUNCT
cana-6310	193	17	a.	a.	PROPN
cana-6310	193	18	,	,	PUNCT
cana-6310	193	19	li	li	PROPN
cana-6310	193	20	,	,	PUNCT
cana-6310	193	21	j.	j.	PROPN
cana-6310	193	22	,	,	PUNCT
cana-6310	193	23	niyato	niyato	PROPN
cana-6310	193	24	,	,	PUNCT
cana-6310	193	25	d.	d.	PROPN
cana-6310	193	26	,	,	PUNCT
cana-6310	193	27	dobre	dobre	PROPN
cana-6310	193	28	,	,	PUNCT
cana-6310	193	29	o.	o.	PROPN
cana-6310	193	30	a.	a.	PROPN
cana-6310	193	31	,	,	PUNCT
cana-6310	193	32	&	&	CCONJ
cana-6310	193	33	poor	poor	ADJ
cana-6310	193	34	,	,	PUNCT
cana-6310	193	35	h.	h.	PROPN
cana-6310	193	36	v.	v.	PROPN
cana-6310	193	37	(	(	PUNCT
cana-6310	193	38	2024	2024	NUM
cana-6310	193	39	)	)	PUNCT
cana-6310	193	40	.	.	PUNCT
cana-6310	194	1	federated	federate	VERB
cana-6310	194	2	learning	learning	NOUN
cana-6310	194	3	for	for	ADP
cana-6310	194	4	internet	internet	NOUN
cana-6310	194	5	of	of	ADP
cana-6310	194	6	things	thing	NOUN
cana-6310	194	7	:	:	PUNCT
cana-6310	194	8	a	a	DET
cana-6310	194	9	comprehensive	comprehensive	ADJ
cana-6310	194	10	survey	survey	NOUN
cana-6310	194	11	.	.	PUNCT
cana-6310	195	1	ieee	ieee	NOUN
cana-6310	195	2	communications	communication	NOUN
cana-6310	195	3	surveys	survey	NOUN
cana-6310	195	4	&	&	CCONJ
cana-6310	195	5	tutorials	tutorial	NOUN
cana-6310	195	6	,	,	PUNCT
cana-6310	195	7	26(3	26(3	NUM
cana-6310	195	8	)	)	PUNCT
cana-6310	195	9	,	,	PUNCT
cana-6310	195	10	1439–1472	1439–1472	NUM
cana-6310	195	11	.	.	PUNCT
cana-6310	196	1	https://doi.org/10.1109/comst.2024.3385573	https://doi.org/10.1109/comst.2024.3385573	NOUN
cana-6310	196	2	https://doi.org/10.1145/3664650	https://doi.org/10.1145/3664650	PROPN
cana-6310	196	3	https://doi.org/10.1145/3731596	https://doi.org/10.1145/3731596	NOUN
cana-6310	196	4	https://doi.org/10.1145/3555802	https://doi.org/10.1145/3555802	NOUN
cana-6310	196	5	https://doi.org/10.1186/s13677-025-00775-4	https://doi.org/10.1186/s13677-025-00775-4	NUM
cana-6310	196	6	https://doi.org/10.1186/s13677-025-00775-4	https://doi.org/10.1186/s13677-025-00775-4	NUM
cana-6310	196	7	https://doi.org/10.1186/s13677-024-00640-w	https://doi.org/10.1186/s13677-024-00640-w	NOUN
cana-6310	196	8	https://doi.org/10.1145/3721437	https://doi.org/10.1145/3721437	NUM
cana-6310	196	9	https://doi.org/10.3390/s24248028	https://doi.org/10.3390/s24248028	PROPN
cana-6310	196	10	https://doi.org/10.1186/s13677-025-00764-7	https://doi.org/10.1186/s13677-025-00764-7	NOUN
cana-6310	196	11	https://doi.org/10.1109/jiot.2024.3502666	https://doi.org/10.1109/jiot.2024.3502666	PROPN
cana-6310	196	12	https://doi.org/10.1145/3723178.3723239	https://doi.org/10.1145/3723178.3723239	NOUN
cana-6310	196	13	https://doi.org/10.1109/comst.2024.3385573	https://doi.org/10.1109/comst.2024.3385573	PROPN
cana-6310	196	14	communications	communication	NOUN
cana-6310	196	15	on	on	ADP
cana-6310	196	16	applied	apply	VERB
cana-6310	196	17	nonlinear	nonlinear	ADJ
cana-6310	196	18	analysis	analysis	NOUN
cana-6310	196	19	issn	issn	NOUN
cana-6310	196	20	:	:	PUNCT
cana-6310	196	21	1074	1074	NUM
cana-6310	196	22	-	-	PUNCT
cana-6310	196	23	133x	133x	NUM
cana-6310	196	24	vol	vol	VERB
cana-6310	196	25	32	32	NUM
cana-6310	196	26	no	no	NOUN
cana-6310	196	27	.	.	PUNCT
cana-6310	197	1	10s	10	NOUN
cana-6310	197	2	(	(	PUNCT
cana-6310	197	3	2025	2025	NUM
cana-6310	197	4	)	)	PUNCT
cana-6310	197	5	3714	3714	NUM
cana-6310	197	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6310	197	7	17	17	NUM
cana-6310	197	8	.	.	PUNCT
cana-6310	198	1	nwatuzie	nwatuzie	PROPN
cana-6310	198	2	,	,	PUNCT
cana-6310	198	3	g.	g.	PROPN
cana-6310	198	4	(	(	PUNCT
cana-6310	198	5	2022	2022	NUM
cana-6310	198	6	)	)	PUNCT
cana-6310	198	7	.	.	PUNCT
cana-6310	199	1	adaptive	adaptive	ADJ
cana-6310	199	2	federated	federated	ADJ
cana-6310	199	3	learning	learning	NOUN
cana-6310	199	4	for	for	ADP
cana-6310	199	5	secure	secure	ADJ
cana-6310	199	6	and	and	CCONJ
cana-6310	199	7	efficient	efficient	ADJ
cana-6310	199	8	edge	edge	NOUN
cana-6310	199	9	intelligence	intelligence	NOUN
cana-6310	199	10	in	in	ADP
cana-6310	199	11	mobile	mobile	ADJ
cana-6310	199	12	computing	computing	NOUN
cana-6310	199	13	.	.	PUNCT
cana-6310	200	1	world	world	PROPN
cana-6310	200	2	journal	journal	PROPN
cana-6310	200	3	of	of	ADP
cana-6310	200	4	engineering	engineering	NOUN
cana-6310	200	5	research	research	NOUN
cana-6310	200	6	and	and	CCONJ
cana-6310	200	7	technology	technology	NOUN
cana-6310	200	8	,	,	PUNCT
cana-6310	200	9	8(1	8(1	NOUN
cana-6310	200	10	)	)	PUNCT
cana-6310	200	11	,	,	PUNCT
cana-6310	200	12	219–226	219–226	NUM
cana-6310	200	13	.	.	PUNCT
cana-6310	201	1	https://doi.org/10.20959/wjert20228-21450	https://doi.org/10.20959/wjert20228-21450	ADJ
cana-6310	201	2	18	18	NUM
cana-6310	201	3	.	.	X
cana-6310	201	4	pournazari	pournazari	NOUN
cana-6310	201	5	,	,	PUNCT
cana-6310	201	6	j.	j.	PROPN
cana-6310	201	7	,	,	PUNCT
cana-6310	201	8	ullah	ullah	PROPN
cana-6310	201	9	,	,	PUNCT
cana-6310	201	10	a.	a.	PROPN
cana-6310	201	11	,	,	PUNCT
cana-6310	201	12	al	al	PROPN
cana-6310	201	13	-	-	PUNCT
cana-6310	201	14	dubai	dubai	PROPN
cana-6310	201	15	,	,	PUNCT
cana-6310	201	16	a.	a.	PROPN
cana-6310	201	17	,	,	PUNCT
cana-6310	201	18	&	&	CCONJ
cana-6310	201	19	liu	liu	PROPN
cana-6310	201	20	,	,	PUNCT
cana-6310	201	21	x.	x.	NOUN
cana-6310	201	22	(	(	PUNCT
cana-6310	201	23	2025	2025	NUM
cana-6310	201	24	)	)	PUNCT
cana-6310	201	25	.	.	PUNCT
cana-6310	202	1	computation	computation	NOUN
cana-6310	202	2	offloading	offload	VERB
cana-6310	202	3	in	in	ADP
cana-6310	202	4	the	the	DET
cana-6310	202	5	edgeto	edgeto	NOUN
cana-6310	202	6	-	-	PUNCT
cana-6310	202	7	cloud	cloud	NOUN
cana-6310	202	8	compute	compute	NOUN
cana-6310	202	9	continuum	continuum	NOUN
cana-6310	202	10	:	:	PUNCT
cana-6310	202	11	a	a	DET
cana-6310	202	12	survey	survey	NOUN
cana-6310	202	13	of	of	ADP
cana-6310	202	14	federated	federated	ADJ
cana-6310	202	15	architectural	architectural	ADJ
cana-6310	202	16	solutions	solution	NOUN
cana-6310	202	17	.	.	PUNCT
cana-6310	203	1	cluster	cluster	NOUN
cana-6310	203	2	computing	computing	NOUN
cana-6310	203	3	,	,	PUNCT
cana-6310	203	4	28(13	28(13	NUM
cana-6310	203	5	)	)	PUNCT
cana-6310	203	6	,	,	PUNCT
cana-6310	203	7	1–41	1–41	NOUN
cana-6310	203	8	.	.	PUNCT
cana-6310	204	1	https://doi.org/10.1007/s10586-025-05577-6	https://doi.org/10.1007/s10586-025-05577-6	NUM
cana-6310	204	2	19	19	NUM
cana-6310	204	3	.	.	PUNCT
cana-6310	204	4	sagor	sagor	PROPN
cana-6310	204	5	,	,	PUNCT
cana-6310	204	6	m.	m.	NOUN
cana-6310	204	7	,	,	PUNCT
cana-6310	204	8	haroon	haroon	PROPN
cana-6310	204	9	,	,	PUNCT
cana-6310	204	10	a.	a.	PROPN
cana-6310	204	11	,	,	PUNCT
cana-6310	204	12	stoleru	stoleru	PROPN
cana-6310	204	13	,	,	PUNCT
cana-6310	204	14	r.	r.	PROPN
cana-6310	204	15	,	,	PUNCT
cana-6310	204	16	bhunia	bhunia	PROPN
cana-6310	204	17	,	,	PUNCT
cana-6310	204	18	s.	s.	PROPN
cana-6310	204	19	,	,	PUNCT
cana-6310	204	20	altaweel	altaweel	PROPN
cana-6310	204	21	,	,	PUNCT
cana-6310	204	22	a.	a.	NOUN
cana-6310	204	23	,	,	PUNCT
cana-6310	204	24	chao	chao	PROPN
cana-6310	204	25	,	,	PUNCT
cana-6310	204	26	m.	m.	NOUN
cana-6310	204	27	,	,	PUNCT
cana-6310	204	28	jin	jin	PROPN
cana-6310	204	29	,	,	PUNCT
cana-6310	204	30	l.	l.	PROPN
cana-6310	204	31	,	,	PUNCT
cana-6310	204	32	maurice	maurice	PROPN
cana-6310	204	33	,	,	PUNCT
cana-6310	204	34	m.	m.	NOUN
cana-6310	204	35	,	,	PUNCT
cana-6310	204	36	&	&	CCONJ
cana-6310	204	37	blalock	blalock	PROPN
cana-6310	204	38	,	,	PUNCT
cana-6310	204	39	r.	r.	PROPN
cana-6310	204	40	(	(	PUNCT
cana-6310	204	41	2024	2024	NUM
cana-6310	204	42	)	)	PUNCT
cana-6310	204	43	.	.	PUNCT
cana-6310	205	1	distressnet	distressnet	PROPN
cana-6310	205	2	-	-	PUNCT
cana-6310	205	3	ng	ng	PROPN
cana-6310	205	4	:	:	PUNCT
cana-6310	205	5	a	a	DET
cana-6310	205	6	resilient	resilient	ADJ
cana-6310	205	7	data	datum	NOUN
cana-6310	205	8	storage	storage	NOUN
cana-6310	205	9	and	and	CCONJ
cana-6310	205	10	sharing	share	VERB
cana-6310	205	11	framework	framework	NOUN
cana-6310	205	12	for	for	ADP
cana-6310	205	13	mobile	mobile	ADJ
cana-6310	205	14	edge	edge	NOUN
cana-6310	205	15	computing	computing	NOUN
cana-6310	205	16	in	in	ADP
cana-6310	205	17	cyber	cyber	ADJ
cana-6310	205	18	-	-	PUNCT
cana-6310	205	19	physical	physical	ADJ
cana-6310	205	20	systems	system	NOUN
cana-6310	205	21	.	.	PUNCT
cana-6310	206	1	acm	acm	PROPN
cana-6310	206	2	transactions	transaction	NOUN
cana-6310	206	3	on	on	ADP
cana-6310	206	4	cyber	cyber	ADJ
cana-6310	206	5	-	-	PUNCT
cana-6310	206	6	physical	physical	ADJ
cana-6310	206	7	systems	system	NOUN
cana-6310	206	8	,	,	PUNCT
cana-6310	206	9	8(3	8(3	NUM
cana-6310	206	10	)	)	PUNCT
cana-6310	206	11	,	,	PUNCT
cana-6310	206	12	article	article	NOUN
cana-6310	206	13	37	37	NUM
cana-6310	206	14	.	.	PUNCT
cana-6310	207	1	https://doi.org/10.1145/3639057	https://doi.org/10.1145/3639057	NOUN
cana-6310	207	2	20	20	NUM
cana-6310	207	3	.	.	PUNCT
cana-6310	207	4	sajan	sajan	PROPN
cana-6310	207	5	,	,	PUNCT
cana-6310	207	6	c.	c.	PROPN
cana-6310	207	7	t.	t.	PROPN
cana-6310	207	8	,	,	PUNCT
cana-6310	207	9	sunny	sunny	ADJ
cana-6310	207	10	,	,	PUNCT
cana-6310	207	11	h.	h.	PROPN
cana-6310	207	12	m.	m.	PROPN
cana-6310	207	13	,	,	PUNCT
cana-6310	207	14	&	&	CCONJ
cana-6310	207	15	pratap	pratap	PROPN
cana-6310	207	16	,	,	PUNCT
cana-6310	207	17	a.	a.	NOUN
cana-6310	207	18	(	(	PUNCT
cana-6310	207	19	2025	2025	NUM
cana-6310	207	20	)	)	PUNCT
cana-6310	207	21	.	.	PUNCT
cana-6310	208	1	federated	federated	ADJ
cana-6310	208	2	learning	learning	NOUN
cana-6310	208	3	in	in	ADP
cana-6310	208	4	edge	edge	NOUN
cana-6310	208	5	ai	ai	VERB
cana-6310	208	6	:	:	PUNCT
cana-6310	208	7	a	a	DET
cana-6310	208	8	systematic	systematic	ADJ
cana-6310	208	9	review	review	NOUN
cana-6310	208	10	of	of	ADP
cana-6310	208	11	applications	application	NOUN
cana-6310	208	12	,	,	PUNCT
cana-6310	208	13	privacy	privacy	NOUN
cana-6310	208	14	challenges	challenge	NOUN
cana-6310	208	15	,	,	PUNCT
cana-6310	208	16	and	and	CCONJ
cana-6310	208	17	preservation	preservation	NOUN
cana-6310	208	18	techniques	technique	NOUN
cana-6310	208	19	.	.	PUNCT
cana-6310	209	1	indonesian	indonesian	ADJ
cana-6310	209	2	journal	journal	PROPN
cana-6310	209	3	of	of	ADP
cana-6310	209	4	electrical	electrical	ADJ
cana-6310	209	5	engineering	engineering	NOUN
cana-6310	209	6	and	and	CCONJ
cana-6310	209	7	computer	computer	NOUN
cana-6310	209	8	science	science	NOUN
cana-6310	209	9	,	,	PUNCT
cana-6310	209	10	40(2	40(2	NUM
cana-6310	209	11	)	)	PUNCT
cana-6310	209	12	,	,	PUNCT
cana-6310	209	13	926–940	926–940	NUM
cana-6310	209	14	.	.	PUNCT
cana-6310	210	1	https://doi.org/10.11591/ijeecs.v40.i2.pp926-940	https://doi.org/10.11591/ijeecs.v40.i2.pp926-940	PROPN
cana-6310	210	2	21	21	NUM
cana-6310	210	3	.	.	PUNCT
cana-6310	211	1	sana	sana	PROPN
cana-6310	211	2	,	,	PUNCT
cana-6310	211	3	t.	t.	PROPN
cana-6310	211	4	z.	z.	PROPN
cana-6310	211	5	,	,	PUNCT
cana-6310	211	6	abdulla	abdulla	PROPN
cana-6310	211	7	,	,	PUNCT
cana-6310	211	8	s.	s.	PROPN
cana-6310	211	9	,	,	PUNCT
cana-6310	211	10	das	das	PROPN
cana-6310	211	11	,	,	PUNCT
cana-6310	211	12	a.	a.	NOUN
cana-6310	211	13	,	,	PUNCT
cana-6310	211	14	nag	nag	VERB
cana-6310	211	15	,	,	PUNCT
cana-6310	211	16	a.	a.	NOUN
cana-6310	211	17	,	,	PUNCT
cana-6310	211	18	hassan	hassan	PROPN
cana-6310	211	19	,	,	PUNCT
cana-6310	211	20	m.	m.	NOUN
cana-6310	211	21	m.	m.	NOUN
cana-6310	211	22	,	,	PUNCT
cana-6310	211	23	fiza	fiza	PROPN
cana-6310	211	24	,	,	PUNCT
cana-6310	211	25	z.	z.	PROPN
cana-6310	211	26	z.	z.	PROPN
cana-6310	211	27	,	,	PUNCT
cana-6310	211	28	&	&	CCONJ
cana-6310	211	29	karim	karim	PROPN
cana-6310	211	30	,	,	PUNCT
cana-6310	211	31	a.	a.	NOUN
cana-6310	211	32	(	(	PUNCT
cana-6310	211	33	2025	2025	NUM
cana-6310	211	34	)	)	PUNCT
cana-6310	211	35	.	.	PUNCT
cana-6310	212	1	advancing	advance	VERB
cana-6310	212	2	federated	federated	ADJ
cana-6310	212	3	learning	learning	NOUN
cana-6310	212	4	:	:	PUNCT
cana-6310	212	5	a	a	DET
cana-6310	212	6	systematic	systematic	ADJ
cana-6310	212	7	literature	literature	NOUN
cana-6310	212	8	review	review	NOUN
cana-6310	212	9	of	of	ADP
cana-6310	212	10	methods	method	NOUN
cana-6310	212	11	,	,	PUNCT
cana-6310	212	12	challenges	challenge	NOUN
cana-6310	212	13	,	,	PUNCT
cana-6310	212	14	and	and	CCONJ
cana-6310	212	15	applications	application	NOUN
cana-6310	212	16	.	.	PUNCT
cana-6310	213	1	ieee	ieee	NOUN
cana-6310	213	2	access	access	NOUN
cana-6310	213	3	,	,	PUNCT
cana-6310	213	4	13	13	NUM
cana-6310	213	5	,	,	PUNCT
cana-6310	213	6	24567–24589	24567–24589	NUM
cana-6310	213	7	.	.	PUNCT
cana-6310	214	1	https://doi.org/10.1109/access.2025.3605165	https://doi.org/10.1109/access.2025.3605165	PROPN
cana-6310	214	2	22	22	NUM
cana-6310	214	3	.	.	PUNCT
cana-6310	214	4	sivakumar	sivakumar	PROPN
cana-6310	214	5	,	,	PUNCT
cana-6310	214	6	t.	t.	PROPN
cana-6310	214	7	b.	b.	PROPN
cana-6310	214	8	,	,	PUNCT
cana-6310	214	9	lavanya	lavanya	PROPN
cana-6310	214	10	,	,	PUNCT
cana-6310	214	11	s.	s.	PROPN
cana-6310	214	12	,	,	PUNCT
cana-6310	214	13	john	john	PROPN
cana-6310	214	14	,	,	PUNCT
cana-6310	214	15	y.	y.	PROPN
cana-6310	214	16	m.	m.	PROPN
cana-6310	214	17	m.	m.	PROPN
cana-6310	214	18	,	,	PUNCT
cana-6310	214	19	mk	mk	PROPN
cana-6310	214	20	,	,	PUNCT
cana-6310	214	21	n.	n.	NOUN
cana-6310	214	22	,	,	PUNCT
cana-6310	214	23	kaliappan	kaliappan	PROPN
cana-6310	214	24	,	,	PUNCT
cana-6310	214	25	s.	s.	PROPN
cana-6310	214	26	,	,	PUNCT
cana-6310	214	27	&	&	CCONJ
cana-6310	214	28	jayaraman	jayaraman	NOUN
cana-6310	214	29	,	,	PUNCT
cana-6310	214	30	g.	g.	PROPN
cana-6310	214	31	(	(	PUNCT
cana-6310	214	32	2025	2025	NUM
cana-6310	214	33	)	)	PUNCT
cana-6310	214	34	.	.	PUNCT
cana-6310	215	1	privacy	privacy	NOUN
cana-6310	215	2	-	-	PUNCT
cana-6310	215	3	preserving	preserve	VERB
cana-6310	215	4	iot	iot	NOUN
cana-6310	215	5	analytics	analytic	NOUN
cana-6310	215	6	using	use	VERB
cana-6310	215	7	federated	federated	ADJ
cana-6310	215	8	learning	learning	NOUN
cana-6310	215	9	and	and	CCONJ
cana-6310	215	10	decentralized	decentralize	VERB
cana-6310	215	11	ai	ai	VERB
cana-6310	215	12	at	at	ADP
cana-6310	215	13	the	the	DET
cana-6310	215	14	edge	edge	NOUN
cana-6310	215	15	.	.	PUNCT
cana-6310	216	1	in	in	ADP
cana-6310	216	2	2025	2025	NUM
cana-6310	216	3	international	international	ADJ
cana-6310	216	4	conference	conference	NOUN
cana-6310	216	5	on	on	ADP
cana-6310	216	6	innovations	innovation	NOUN
cana-6310	216	7	in	in	ADP
cana-6310	216	8	computing	computing	NOUN
cana-6310	216	9	and	and	CCONJ
cana-6310	216	10	communication	communication	NOUN
cana-6310	216	11	(	(	PUNCT
cana-6310	216	12	icoicc	icoicc	NOUN
cana-6310	216	13	)	)	PUNCT
cana-6310	216	14	(	(	PUNCT
cana-6310	216	15	pp	pp	ADV
cana-6310	216	16	.	.	PUNCT
cana-6310	217	1	1–6	1–6	NUM
cana-6310	217	2	)	)	PUNCT
cana-6310	217	3	.	.	PUNCT
cana-6310	218	1	ieee	ieee	PROPN
cana-6310	218	2	.	.	PUNCT
cana-6310	218	3	https://doi.org/10.1109/icoicc64033.2025.11052159	https://doi.org/10.1109/icoicc64033.2025.11052159	PROPN
cana-6310	218	4	23	23	NUM
cana-6310	218	5	.	.	PUNCT
cana-6310	219	1	sun	sun	NOUN
cana-6310	219	2	,	,	PUNCT
cana-6310	219	3	y.	y.	PROPN
cana-6310	219	4	,	,	PUNCT
cana-6310	219	5	esaki	esaki	PROPN
cana-6310	219	6	,	,	PUNCT
cana-6310	219	7	h.	h.	PROPN
cana-6310	219	8	,	,	PUNCT
cana-6310	219	9	&	&	CCONJ
cana-6310	219	10	ochiai	ochiai	PROPN
cana-6310	219	11	,	,	PUNCT
cana-6310	219	12	h.	h.	PROPN
cana-6310	219	13	(	(	PUNCT
cana-6310	219	14	2021	2021	NUM
cana-6310	219	15	)	)	PUNCT
cana-6310	219	16	.	.	PUNCT
cana-6310	220	1	adaptive	adaptive	ADJ
cana-6310	220	2	intrusion	intrusion	NOUN
cana-6310	220	3	detection	detection	NOUN
cana-6310	220	4	in	in	ADP
cana-6310	220	5	the	the	DET
cana-6310	220	6	networking	networking	NOUN
cana-6310	220	7	of	of	ADP
cana-6310	220	8	largescale	largescale	NOUN
cana-6310	220	9	lans	lan	NOUN
cana-6310	220	10	with	with	ADP
cana-6310	220	11	segmented	segment	VERB
cana-6310	220	12	federated	federated	ADJ
cana-6310	220	13	learning	learning	NOUN
cana-6310	220	14	.	.	PUNCT
cana-6310	221	1	ieee	ieee	PROPN
cana-6310	221	2	open	open	PROPN
cana-6310	221	3	journal	journal	PROPN
cana-6310	221	4	of	of	ADP
cana-6310	221	5	the	the	DET
cana-6310	221	6	communications	communication	NOUN
cana-6310	221	7	society	society	NOUN
cana-6310	221	8	,	,	PUNCT
cana-6310	221	9	2	2	NUM
cana-6310	221	10	,	,	PUNCT
cana-6310	221	11	102–112	102–112	NUM
cana-6310	221	12	.	.	PUNCT
cana-6310	222	1	https://doi.org/10.1109/ojcoms.2020.3044323	https://doi.org/10.1109/ojcoms.2020.3044323	PROPN
cana-6310	222	2	24	24	NUM
cana-6310	222	3	.	.	PUNCT
cana-6310	223	1	syed	sye	VERB
cana-6310	223	2	,	,	PUNCT
cana-6310	223	3	n.	n.	PROPN
cana-6310	223	4	,	,	PUNCT
cana-6310	223	5	anwar	anwar	PROPN
cana-6310	223	6	,	,	PUNCT
cana-6310	223	7	a.	a.	PROPN
cana-6310	223	8	,	,	PUNCT
cana-6310	223	9	baig	baig	PROPN
cana-6310	223	10	,	,	PUNCT
cana-6310	223	11	z.	z.	PROPN
cana-6310	223	12	,	,	PUNCT
cana-6310	223	13	&	&	CCONJ
cana-6310	223	14	zeadally	zeadally	ADV
cana-6310	223	15	,	,	PUNCT
cana-6310	223	16	s.	s.	PROPN
cana-6310	223	17	(	(	PUNCT
cana-6310	223	18	2025	2025	NUM
cana-6310	223	19	)	)	PUNCT
cana-6310	223	20	.	.	PUNCT
cana-6310	224	1	artificial	artificial	ADJ
cana-6310	224	2	intelligence	intelligence	NOUN
cana-6310	224	3	as	as	ADP
cana-6310	224	4	a	a	DET
cana-6310	224	5	service	service	NOUN
cana-6310	224	6	(	(	PUNCT
cana-6310	224	7	aiaas	aiaas	PROPN
cana-6310	224	8	)	)	PUNCT
cana-6310	224	9	for	for	ADP
cana-6310	224	10	cloud	cloud	NOUN
cana-6310	224	11	,	,	PUNCT
cana-6310	224	12	fog	fog	NOUN
cana-6310	224	13	and	and	CCONJ
cana-6310	224	14	the	the	DET
cana-6310	224	15	edge	edge	NOUN
cana-6310	224	16	:	:	PUNCT
cana-6310	224	17	state	state	NOUN
cana-6310	224	18	-	-	PUNCT
cana-6310	224	19	of	of	ADP
cana-6310	224	20	-	-	PUNCT
cana-6310	224	21	the	the	DET
cana-6310	224	22	-	-	PUNCT
cana-6310	224	23	art	art	NOUN
cana-6310	224	24	practices	practice	NOUN
cana-6310	224	25	.	.	PUNCT
cana-6310	225	1	acm	acm	PROPN
cana-6310	225	2	computing	computing	NOUN
cana-6310	225	3	surveys	survey	NOUN
cana-6310	225	4	,	,	PUNCT
cana-6310	225	5	57(8	57(8	NUM
cana-6310	225	6	)	)	PUNCT
cana-6310	225	7	,	,	PUNCT
cana-6310	225	8	article	article	NOUN
cana-6310	225	9	211	211	NUM
cana-6310	225	10	.	.	PUNCT
cana-6310	226	1	https://doi.org/10.1145/3712016	https://doi.org/10.1145/3712016	PROPN
cana-6310	226	2	25	25	NUM
cana-6310	226	3	.	.	PUNCT
cana-6310	227	1	umar	umar	PROPN
cana-6310	227	2	,	,	PUNCT
cana-6310	227	3	h.	h.	PROPN
cana-6310	227	4	g.	g.	PROPN
cana-6310	227	5	a.	a.	PROPN
cana-6310	227	6	,	,	PUNCT
cana-6310	227	7	afzal	afzal	PROPN
cana-6310	227	8	,	,	PUNCT
cana-6310	227	9	m.	m.	NOUN
cana-6310	227	10	m.	m.	PROPN
cana-6310	227	11	,	,	PUNCT
cana-6310	227	12	aoun	aoun	PROPN
cana-6310	227	13	,	,	PUNCT
cana-6310	227	14	m.	m.	NOUN
cana-6310	227	15	,	,	PUNCT
cana-6310	227	16	rehman	rehman	PROPN
cana-6310	227	17	,	,	PUNCT
cana-6310	227	18	s.	s.	PROPN
cana-6310	227	19	u.	u.	PROPN
cana-6310	227	20	,	,	PUNCT
cana-6310	227	21	kaleem	kaleem	PROPN
cana-6310	227	22	,	,	PUNCT
cana-6310	227	23	m.	m.	NOUN
cana-6310	227	24	a.	a.	PROPN
cana-6310	227	25	,	,	PUNCT
cana-6310	227	26	&	&	CCONJ
cana-6310	227	27	khan	khan	PROPN
cana-6310	227	28	,	,	PUNCT
cana-6310	227	29	m.	m.	NOUN
cana-6310	227	30	a.	a.	NOUN
cana-6310	227	31	(	(	PUNCT
cana-6310	227	32	2025	2025	NUM
cana-6310	227	33	)	)	PUNCT
cana-6310	227	34	.	.	PUNCT
cana-6310	228	1	energy	energy	NOUN
cana-6310	228	2	-	-	PUNCT
cana-6310	228	3	efficient	efficient	ADJ
cana-6310	228	4	deep	deep	ADJ
cana-6310	228	5	learning	learning	NOUN
cana-6310	228	6	-	-	PUNCT
cana-6310	228	7	based	base	VERB
cana-6310	228	8	intrusion	intrusion	NOUN
cana-6310	228	9	detection	detection	NOUN
cana-6310	228	10	system	system	NOUN
cana-6310	228	11	for	for	ADP
cana-6310	228	12	edge	edge	NOUN
cana-6310	228	13	computing	computing	NOUN
cana-6310	228	14	:	:	PUNCT
cana-6310	228	15	a	a	DET
cana-6310	228	16	novel	novel	ADJ
cana-6310	228	17	dnn	dnn	ADJ
cana-6310	228	18	-	-	ADJ
cana-6310	228	19	kdq	kdq	ADJ
cana-6310	228	20	model	model	NOUN
cana-6310	228	21	.	.	PUNCT
cana-6310	229	1	journal	journal	PROPN
cana-6310	229	2	of	of	ADP
cana-6310	229	3	cloud	cloud	PROPN
cana-6310	229	4	computing	computing	NOUN
cana-6310	229	5	,	,	PUNCT
cana-6310	229	6	14(1	14(1	NUM
cana-6310	229	7	)	)	PUNCT
cana-6310	229	8	,	,	PUNCT
cana-6310	229	9	article	article	NOUN
cana-6310	229	10	32	32	NUM
cana-6310	229	11	.	.	PUNCT
cana-6310	230	1	https://doi.org/10.1186/s13677-025-00762-9	https://doi.org/10.1186/s13677-025-00762-9	NOUN
cana-6310	230	2	26	26	NUM
cana-6310	230	3	.	.	PUNCT
cana-6310	231	1	weber	weber	PROPN
cana-6310	231	2	,	,	PUNCT
cana-6310	231	3	j.	j.	PROPN
cana-6310	231	4	,	,	PUNCT
cana-6310	231	5	gurtner	gurtner	NOUN
cana-6310	231	6	,	,	PUNCT
cana-6310	231	7	m.	m.	NOUN
cana-6310	231	8	,	,	PUNCT
cana-6310	231	9	lobe	lobe	VERB
cana-6310	231	10	,	,	PUNCT
cana-6310	231	11	a.	a.	NOUN
cana-6310	231	12	,	,	PUNCT
cana-6310	231	13	trachte	trachte	NOUN
cana-6310	231	14	,	,	PUNCT
cana-6310	231	15	a.	a.	NOUN
cana-6310	231	16	,	,	PUNCT
cana-6310	231	17	&	&	CCONJ
cana-6310	231	18	kugi	kugi	PROPN
cana-6310	231	19	,	,	PUNCT
cana-6310	231	20	a.	a.	NOUN
cana-6310	231	21	(	(	PUNCT
cana-6310	231	22	2025	2025	NUM
cana-6310	231	23	)	)	PUNCT
cana-6310	231	24	.	.	PUNCT
cana-6310	232	1	combining	combine	VERB
cana-6310	232	2	federated	federated	ADJ
cana-6310	232	3	learning	learning	NOUN
cana-6310	232	4	and	and	CCONJ
cana-6310	232	5	control	control	PROPN
cana-6310	232	6	:	:	PUNCT
cana-6310	232	7	a	a	DET
cana-6310	232	8	survey	survey	NOUN
cana-6310	232	9	.	.	PUNCT
cana-6310	233	1	iet	iet	PROPN
cana-6310	233	2	control	control	PROPN
cana-6310	233	3	theory	theory	PROPN
cana-6310	233	4	&	&	CCONJ
cana-6310	233	5	applications	application	NOUN
cana-6310	233	6	,	,	PUNCT
cana-6310	233	7	18(18	18(18	NUM
cana-6310	233	8	)	)	PUNCT
cana-6310	233	9	,	,	PUNCT
cana-6310	233	10	2456–2478	2456–2478	NUM
cana-6310	233	11	.	.	PUNCT
cana-6310	233	12	https://doi.org/10.1049/cth2.12761	https://doi.org/10.1049/cth2.12761	VERB
cana-6310	233	13	27	27	NUM
cana-6310	233	14	.	.	PUNCT
cana-6310	234	1	wu	wu	PROPN
cana-6310	234	2	,	,	PUNCT
cana-6310	234	3	j.	j.	PROPN
cana-6310	234	4	,	,	PUNCT
cana-6310	234	5	drew	draw	VERB
cana-6310	234	6	,	,	PUNCT
cana-6310	234	7	s.	s.	PROPN
cana-6310	234	8	,	,	PUNCT
cana-6310	234	9	dong	dong	PROPN
cana-6310	234	10	,	,	PUNCT
cana-6310	234	11	f.	f.	PROPN
cana-6310	234	12	,	,	PUNCT
cana-6310	234	13	zhu	zhu	PROPN
cana-6310	234	14	,	,	PUNCT
cana-6310	234	15	z.	z.	PROPN
cana-6310	234	16	,	,	PUNCT
cana-6310	234	17	&	&	CCONJ
cana-6310	234	18	zhou	zhou	PROPN
cana-6310	234	19	,	,	PUNCT
cana-6310	234	20	j.	j.	PROPN
cana-6310	234	21	(	(	PUNCT
cana-6310	234	22	2024	2024	NUM
cana-6310	234	23	)	)	PUNCT
cana-6310	234	24	.	.	PUNCT
cana-6310	235	1	topology	topology	NOUN
cana-6310	235	2	-	-	PUNCT
cana-6310	235	3	aware	aware	ADJ
cana-6310	235	4	federated	federated	ADJ
cana-6310	235	5	learning	learning	NOUN
cana-6310	235	6	in	in	ADP
cana-6310	235	7	edge	edge	NOUN
cana-6310	235	8	computing	computing	NOUN
cana-6310	235	9	:	:	PUNCT
cana-6310	235	10	a	a	DET
cana-6310	235	11	comprehensive	comprehensive	ADJ
cana-6310	235	12	survey	survey	NOUN
cana-6310	235	13	.	.	PUNCT
cana-6310	236	1	acm	acm	PROPN
cana-6310	236	2	computing	computing	NOUN
cana-6310	236	3	surveys	survey	NOUN
cana-6310	236	4	,	,	PUNCT
cana-6310	236	5	56(10	56(10	NUM
cana-6310	236	6	)	)	PUNCT
cana-6310	236	7	,	,	PUNCT
cana-6310	236	8	article	article	NOUN
cana-6310	236	9	253	253	NUM
cana-6310	236	10	.	.	PUNCT
cana-6310	237	1	https://doi.org/10.1145/3659205	https://doi.org/10.1145/3659205	PROPN
cana-6310	238	1	28	28	NUM
cana-6310	238	2	.	.	PUNCT
cana-6310	239	1	zheng	zheng	PROPN
cana-6310	239	2	,	,	PUNCT
cana-6310	239	3	b.	b.	PROPN
cana-6310	239	4	,	,	PUNCT
cana-6310	239	5	&	&	CCONJ
cana-6310	239	6	pu	pu	PROPN
cana-6310	239	7	,	,	PUNCT
cana-6310	239	8	z.	z.	PROPN
cana-6310	239	9	(	(	PUNCT
cana-6310	239	10	2025	2025	NUM
cana-6310	239	11	)	)	PUNCT
cana-6310	239	12	.	.	PUNCT
cana-6310	240	1	securefogdl	securefogdl	ADJ
cana-6310	240	2	:	:	PUNCT
cana-6310	240	3	a	a	DET
cana-6310	240	4	federated	federated	ADJ
cana-6310	240	5	transformer	transformer	NOUN
cana-6310	240	6	framework	framework	NOUN
cana-6310	240	7	for	for	ADP
cana-6310	240	8	secure	secure	ADJ
cana-6310	240	9	and	and	CCONJ
cana-6310	240	10	intelligent	intelligent	ADJ
cana-6310	240	11	fog	fog	NOUN
cana-6310	240	12	computing	computing	NOUN
cana-6310	240	13	in	in	ADP
cana-6310	240	14	healthcare	healthcare	PROPN
cana-6310	240	15	iot	iot	NOUN
cana-6310	240	16	.	.	PUNCT
cana-6310	241	1	australian	australian	ADJ
cana-6310	241	2	journal	journal	NOUN
cana-6310	241	3	of	of	ADP
cana-6310	241	4	multi	multi	ADJ
cana-6310	241	5	-	-	ADJ
cana-6310	241	6	disciplinary	disciplinary	ADJ
cana-6310	241	7	engineering	engineering	NOUN
cana-6310	241	8	,	,	PUNCT
cana-6310	241	9	21(1	21(1	NUM
cana-6310	241	10	)	)	PUNCT
cana-6310	241	11	,	,	PUNCT
cana-6310	241	12	1–15	1–15	NUM
cana-6310	241	13	.	.	PUNCT
cana-6310	242	1	https://doi.org/10.1080/1448837x.2025.2583458	https://doi.org/10.1080/1448837x.2025.2583458	PROPN
cana-6310	242	2	https://doi.org/10.20959/wjert20228-21450	https://doi.org/10.20959/wjert20228-21450	ADV
cana-6310	242	3	https://doi.org/10.1007/s10586-025-05577-6	https://doi.org/10.1007/s10586-025-05577-6	NUM
cana-6310	242	4	https://doi.org/10.1145/3639057	https://doi.org/10.1145/3639057	NOUN
cana-6310	242	5	https://doi.org/10.11591/ijeecs.v40.i2.pp926-940	https://doi.org/10.11591/ijeecs.v40.i2.pp926-940	NOUN
cana-6310	242	6	https://doi.org/10.1109/access.2025.3605165	https://doi.org/10.1109/access.2025.3605165	PROPN
cana-6310	242	7	https://doi.org/10.1109/icoicc64033.2025.11052159	https://doi.org/10.1109/icoicc64033.2025.11052159	PROPN
cana-6310	242	8	https://doi.org/10.1109/ojcoms.2020.3044323	https://doi.org/10.1109/ojcoms.2020.3044323	PROPN
cana-6310	242	9	https://doi.org/10.1145/3712016	https://doi.org/10.1145/3712016	PROPN
cana-6310	242	10	https://doi.org/10.1186/s13677-025-00762-9	https://doi.org/10.1186/s13677-025-00762-9	NOUN
cana-6310	242	11	https://doi.org/10.1049/cth2.12761	https://doi.org/10.1049/cth2.12761	NOUN
cana-6310	242	12	https://doi.org/10.1145/3659205	https://doi.org/10.1145/3659205	X
cana-6310	242	13	https://doi.org/10.1080/1448837x.2025.2583458	https://doi.org/10.1080/1448837x.2025.2583458	PROPN