id	sid	tid	token	lemma	pos
cana-3180	1	1	communications	communication	NOUN
cana-3180	1	2	on	on	ADP
cana-3180	1	3	applied	apply	VERB
cana-3180	1	4	nonlinear	nonlinear	ADJ
cana-3180	1	5	analysis	analysis	NOUN
cana-3180	1	6	issn	issn	NOUN
cana-3180	1	7	:	:	PUNCT
cana-3180	1	8	1074	1074	NUM
cana-3180	1	9	-	-	PUNCT
cana-3180	1	10	133x	133x	NUM
cana-3180	1	11	vol	vol	NOUN
cana-3180	1	12	32	32	NUM
cana-3180	1	13	no	no	NOUN
cana-3180	1	14	.	.	PUNCT
cana-3180	2	1	5s	5s	NUM
cana-3180	2	2	(	(	PUNCT
cana-3180	2	3	2025	2025	NUM
cana-3180	2	4	)	)	PUNCT
cana-3180	2	5	552	552	NUM
cana-3180	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	2	7	non	non	ADJ
cana-3180	2	8	-	-	ADJ
cana-3180	2	9	linear	linear	ADJ
cana-3180	2	10	,	,	PUNCT
cana-3180	2	11	reinforcement	reinforcement	NOUN
cana-3180	2	12	learning	learning	NOUN
cana-3180	2	13	-	-	PUNCT
cana-3180	2	14	based	base	VERB
cana-3180	2	15	algorithm	algorithm	NOUN
cana-3180	2	16	for	for	ADP
cana-3180	2	17	real	real	ADJ
cana-3180	2	18	-	-	PUNCT
cana-3180	2	19	time	time	NOUN
cana-3180	2	20	manet	manet	NOUN
cana-3180	2	21	configuration	configuration	NOUN
cana-3180	2	22	and	and	CCONJ
cana-3180	2	23	threat	threat	NOUN
cana-3180	2	24	prediction	prediction	NOUN
cana-3180	2	25	k.purnima1	k.purnima1	PROPN
cana-3180	2	26	,	,	PUNCT
cana-3180	2	27	dr.m.n.giriprasad2	dr.m.n.giriprasad2	ADJ
cana-3180	2	28	1research	1research	NUM
cana-3180	2	29	scholar	scholar	NOUN
cana-3180	2	30	,	,	PUNCT
cana-3180	2	31	department	department	PROPN
cana-3180	2	32	of	of	ADP
cana-3180	2	33	ece	ece	PROPN
cana-3180	2	34	,	,	PUNCT
cana-3180	2	35	jawaharlal	jawaharlal	PROPN
cana-3180	2	36	nehru	nehru	PROPN
cana-3180	2	37	technological	technological	PROPN
cana-3180	2	38	university	university	NOUN
cana-3180	2	39	anantapur	anantapur	PROPN
cana-3180	2	40	,	,	PUNCT
cana-3180	2	41	anantapur	anantapur	PROPN
cana-3180	2	42	,	,	PUNCT
cana-3180	2	43	ap	ap	PROPN
cana-3180	2	44	,	,	PUNCT
cana-3180	2	45	india	india	PROPN
cana-3180	2	46	.	.	PUNCT
cana-3180	2	47	email	email	NOUN
cana-3180	2	48	:	:	PUNCT
cana-3180	2	49	purnima.kuderu@gmail.com	purnima.kuderu@gmail.com	PROPN
cana-3180	2	50	2professor	2professor	NUM
cana-3180	2	51	,	,	PUNCT
cana-3180	2	52	department	department	NOUN
cana-3180	2	53	of	of	ADP
cana-3180	2	54	ece	ece	PROPN
cana-3180	2	55	,	,	PUNCT
cana-3180	2	56	jntu	jntu	PROPN
cana-3180	2	57	anantapur	anantapur	PROPN
cana-3180	2	58	,	,	PUNCT
cana-3180	2	59	anantapur	anantapur	PROPN
cana-3180	2	60	,	,	PUNCT
cana-3180	2	61	ap	ap	PROPN
cana-3180	2	62	,	,	PUNCT
cana-3180	3	1	india	india	PROPN
cana-3180	3	2	.	.	PUNCT
cana-3180	3	3	email	email	NOUN
cana-3180	3	4	:	:	PUNCT
cana-3180	3	5	mahendragiri1960@gmail.com	mahendragiri1960@gmail.com	X
cana-3180	3	6	article	article	PROPN
cana-3180	3	7	history	history	NOUN
cana-3180	3	8	:	:	PUNCT
cana-3180	3	9	received	receive	VERB
cana-3180	3	10	:	:	PUNCT
cana-3180	3	11	15	15	NUM
cana-3180	3	12	-	-	SYM
cana-3180	3	13	10	10	NUM
cana-3180	3	14	-	-	PUNCT
cana-3180	3	15	2024	2024	NUM
cana-3180	3	16	revised	revise	VERB
cana-3180	3	17	:	:	PUNCT
cana-3180	3	18	25	25	NUM
cana-3180	3	19	-	-	SYM
cana-3180	3	20	11	11	NUM
cana-3180	3	21	-	-	PUNCT
cana-3180	3	22	2024	2024	NUM
cana-3180	3	23	accepted	accept	VERB
cana-3180	3	24	:	:	PUNCT
cana-3180	3	25	11	11	NUM
cana-3180	3	26	-	-	SYM
cana-3180	3	27	12	12	NUM
cana-3180	3	28	-	-	PUNCT
cana-3180	3	29	2024	2024	NUM
cana-3180	3	30	abstract	abstract	NOUN
cana-3180	3	31	:	:	PUNCT
cana-3180	3	32	mobile	mobile	ADJ
cana-3180	3	33	ad	ad	X
cana-3180	3	34	hoc	hoc	X
cana-3180	3	35	networks	network	NOUN
cana-3180	3	36	(	(	PUNCT
cana-3180	3	37	manets	manet	NOUN
cana-3180	3	38	)	)	PUNCT
cana-3180	3	39	face	face	VERB
cana-3180	3	40	challenges	challenge	NOUN
cana-3180	3	41	such	such	ADJ
cana-3180	3	42	as	as	ADP
cana-3180	3	43	dynamic	dynamic	ADJ
cana-3180	3	44	topologies	topology	NOUN
cana-3180	3	45	,	,	PUNCT
cana-3180	3	46	high	high	ADJ
cana-3180	3	47	node	node	ADJ
cana-3180	3	48	mobility	mobility	NOUN
cana-3180	3	49	,	,	PUNCT
cana-3180	3	50	and	and	CCONJ
cana-3180	3	51	increased	increase	VERB
cana-3180	3	52	vulnerability	vulnerability	NOUN
cana-3180	3	53	to	to	ADP
cana-3180	3	54	attacks	attack	NOUN
cana-3180	3	55	like	like	ADP
cana-3180	3	56	black	black	ADJ
cana-3180	3	57	hole	hole	NOUN
cana-3180	3	58	and	and	CCONJ
cana-3180	3	59	ddos	ddo	NOUN
cana-3180	3	60	.	.	PUNCT
cana-3180	4	1	this	this	DET
cana-3180	4	2	study	study	NOUN
cana-3180	4	3	develops	develop	VERB
cana-3180	4	4	a	a	DET
cana-3180	4	5	non	non	ADJ
cana-3180	4	6	-	-	ADJ
cana-3180	4	7	linear	linear	ADJ
cana-3180	4	8	reinforcement	reinforcement	NOUN
cana-3180	4	9	learning	learning	NOUN
cana-3180	4	10	-	-	PUNCT
cana-3180	4	11	based	base	VERB
cana-3180	4	12	algorithm	algorithm	NOUN
cana-3180	4	13	(	(	PUNCT
cana-3180	4	14	drl	drl	PROPN
cana-3180	4	15	-	-	PUNCT
cana-3180	4	16	manet	manet	PROPN
cana-3180	4	17	)	)	PUNCT
cana-3180	4	18	to	to	PART
cana-3180	4	19	address	address	VERB
cana-3180	4	20	real	real	ADJ
cana-3180	4	21	-	-	PUNCT
cana-3180	4	22	time	time	NOUN
cana-3180	4	23	network	network	NOUN
cana-3180	4	24	configuration	configuration	NOUN
cana-3180	4	25	and	and	CCONJ
cana-3180	4	26	threat	threat	NOUN
cana-3180	4	27	prediction	prediction	NOUN
cana-3180	4	28	.	.	PUNCT
cana-3180	5	1	the	the	DET
cana-3180	5	2	model	model	NOUN
cana-3180	5	3	aims	aim	VERB
cana-3180	5	4	to	to	PART
cana-3180	5	5	ensure	ensure	VERB
cana-3180	5	6	efficient	efficient	ADJ
cana-3180	5	7	performance	performance	NOUN
cana-3180	5	8	and	and	CCONJ
cana-3180	5	9	secure	secure	ADJ
cana-3180	5	10	operation	operation	NOUN
cana-3180	5	11	under	under	ADP
cana-3180	5	12	unpredictable	unpredictable	ADJ
cana-3180	5	13	conditions	condition	NOUN
cana-3180	5	14	.	.	PUNCT
cana-3180	6	1	the	the	DET
cana-3180	6	2	approach	approach	NOUN
cana-3180	6	3	uses	use	VERB
cana-3180	6	4	deep	deep	ADJ
cana-3180	6	5	reinforcement	reinforcement	NOUN
cana-3180	6	6	learning	learning	NOUN
cana-3180	6	7	(	(	PUNCT
cana-3180	6	8	drl	drl	PROPN
cana-3180	6	9	)	)	PUNCT
cana-3180	6	10	to	to	PART
cana-3180	6	11	optimize	optimize	VERB
cana-3180	6	12	network	network	NOUN
cana-3180	6	13	decisions	decision	NOUN
cana-3180	6	14	based	base	VERB
cana-3180	6	15	on	on	ADP
cana-3180	6	16	real	real	ADJ
cana-3180	6	17	-	-	PUNCT
cana-3180	6	18	time	time	NOUN
cana-3180	6	19	feedback	feedback	NOUN
cana-3180	6	20	.	.	PUNCT
cana-3180	7	1	an	an	DET
cana-3180	7	2	lstm	lstm	NOUN
cana-3180	7	3	-	-	PUNCT
cana-3180	7	4	based	base	VERB
cana-3180	7	5	anomaly	anomaly	NOUN
cana-3180	7	6	detection	detection	NOUN
cana-3180	7	7	system	system	NOUN
cana-3180	7	8	identifies	identify	VERB
cana-3180	7	9	and	and	CCONJ
cana-3180	7	10	mitigates	mitigate	VERB
cana-3180	7	11	threats	threat	NOUN
cana-3180	7	12	by	by	ADP
cana-3180	7	13	integrating	integrate	VERB
cana-3180	7	14	detection	detection	NOUN
cana-3180	7	15	outputs	output	NOUN
cana-3180	7	16	into	into	ADP
cana-3180	7	17	the	the	DET
cana-3180	7	18	decision	decision	NOUN
cana-3180	7	19	-	-	PUNCT
cana-3180	7	20	making	make	VERB
cana-3180	7	21	process	process	NOUN
cana-3180	7	22	.	.	PUNCT
cana-3180	8	1	federated	federated	ADJ
cana-3180	8	2	learning	learning	NOUN
cana-3180	8	3	allows	allow	VERB
cana-3180	8	4	decentralized	decentralized	ADJ
cana-3180	8	5	model	model	NOUN
cana-3180	8	6	training	training	NOUN
cana-3180	8	7	,	,	PUNCT
cana-3180	8	8	preserving	preserve	VERB
cana-3180	8	9	privacy	privacy	NOUN
cana-3180	8	10	through	through	ADP
cana-3180	8	11	differential	differential	NOUN
cana-3180	8	12	privacy	privacy	NOUN
cana-3180	8	13	and	and	CCONJ
cana-3180	8	14	blockchain	blockchain	PROPN
cana-3180	8	15	mechanisms	mechanism	NOUN
cana-3180	8	16	.	.	PUNCT
cana-3180	9	1	hierarchical	hierarchical	ADJ
cana-3180	9	2	clustering	clustering	NOUN
cana-3180	9	3	and	and	CCONJ
cana-3180	9	4	adaptive	adaptive	ADJ
cana-3180	9	5	updates	update	NOUN
cana-3180	9	6	minimize	minimize	VERB
cana-3180	9	7	computational	computational	ADJ
cana-3180	9	8	overhead	overhead	NOUN
cana-3180	9	9	and	and	CCONJ
cana-3180	9	10	support	support	NOUN
cana-3180	9	11	scalability	scalability	NOUN
cana-3180	9	12	.	.	PUNCT
cana-3180	10	1	simulation	simulation	NOUN
cana-3180	10	2	results	result	NOUN
cana-3180	10	3	show	show	VERB
cana-3180	10	4	a	a	DET
cana-3180	10	5	packet	packet	NOUN
cana-3180	10	6	delivery	delivery	NOUN
cana-3180	10	7	rate	rate	NOUN
cana-3180	10	8	of	of	ADP
cana-3180	10	9	97.2	97.2	NUM
cana-3180	10	10	%	%	NOUN
cana-3180	10	11	,	,	PUNCT
cana-3180	10	12	a	a	DET
cana-3180	10	13	threat	threat	NOUN
cana-3180	10	14	detection	detection	NOUN
cana-3180	10	15	accuracy	accuracy	NOUN
cana-3180	10	16	of	of	ADP
cana-3180	10	17	96.8	96.8	NUM
cana-3180	10	18	%	%	NOUN
cana-3180	10	19	,	,	PUNCT
cana-3180	10	20	and	and	CCONJ
cana-3180	10	21	a	a	DET
cana-3180	10	22	7	7	NUM
cana-3180	10	23	%	%	NOUN
cana-3180	10	24	reduction	reduction	NOUN
cana-3180	10	25	in	in	ADP
cana-3180	10	26	throughput	throughput	NOUN
cana-3180	10	27	when	when	SCONJ
cana-3180	10	28	scaling	scale	VERB
cana-3180	10	29	to	to	ADP
cana-3180	10	30	150	150	NUM
cana-3180	10	31	nodes	node	NOUN
cana-3180	10	32	.	.	PUNCT
cana-3180	11	1	compared	compare	VERB
cana-3180	11	2	to	to	ADP
cana-3180	11	3	ma3dqn	ma3dqn	NOUN
cana-3180	11	4	and	and	CCONJ
cana-3180	11	5	edrl	edrl	NOUN
cana-3180	11	6	,	,	PUNCT
cana-3180	11	7	drl	drl	PROPN
cana-3180	11	8	-	-	PUNCT
cana-3180	11	9	manet	manet	PROPN
cana-3180	11	10	demonstrates	demonstrate	VERB
cana-3180	11	11	lower	low	ADJ
cana-3180	11	12	latency	latency	NOUN
cana-3180	11	13	,	,	PUNCT
cana-3180	11	14	faster	fast	ADJ
cana-3180	11	15	recovery	recovery	NOUN
cana-3180	11	16	from	from	ADP
cana-3180	11	17	node	node	ADJ
cana-3180	11	18	failures	failure	NOUN
cana-3180	11	19	,	,	PUNCT
cana-3180	11	20	and	and	CCONJ
cana-3180	11	21	improved	improve	VERB
cana-3180	11	22	resource	resource	NOUN
cana-3180	11	23	management	management	NOUN
cana-3180	11	24	.	.	PUNCT
cana-3180	12	1	these	these	DET
cana-3180	12	2	findings	finding	NOUN
cana-3180	12	3	illustrate	illustrate	VERB
cana-3180	12	4	how	how	SCONJ
cana-3180	12	5	the	the	DET
cana-3180	12	6	model	model	NOUN
cana-3180	12	7	handles	handle	VERB
cana-3180	12	8	high	high	ADJ
cana-3180	12	9	traffic	traffic	NOUN
cana-3180	12	10	,	,	PUNCT
cana-3180	12	11	variable	variable	ADJ
cana-3180	12	12	mobility	mobility	NOUN
cana-3180	12	13	,	,	PUNCT
cana-3180	12	14	and	and	CCONJ
cana-3180	12	15	evolving	evolve	VERB
cana-3180	12	16	attack	attack	NOUN
cana-3180	12	17	scenarios	scenario	NOUN
cana-3180	12	18	.	.	PUNCT
cana-3180	13	1	the	the	DET
cana-3180	13	2	proposed	propose	VERB
cana-3180	13	3	algorithm	algorithm	NOUN
cana-3180	13	4	supports	support	VERB
cana-3180	13	5	secure	secure	ADJ
cana-3180	13	6	,	,	PUNCT
cana-3180	13	7	scalable	scalable	ADJ
cana-3180	13	8	,	,	PUNCT
cana-3180	13	9	and	and	CCONJ
cana-3180	13	10	adaptable	adaptable	ADJ
cana-3180	13	11	solutions	solution	NOUN
cana-3180	13	12	for	for	ADP
cana-3180	13	13	manets	manet	NOUN
cana-3180	13	14	.	.	PUNCT
cana-3180	14	1	the	the	DET
cana-3180	14	2	methods	method	NOUN
cana-3180	14	3	and	and	CCONJ
cana-3180	14	4	results	result	NOUN
cana-3180	14	5	offer	offer	VERB
cana-3180	14	6	a	a	DET
cana-3180	14	7	practical	practical	ADJ
cana-3180	14	8	framework	framework	NOUN
cana-3180	14	9	for	for	ADP
cana-3180	14	10	managing	manage	VERB
cana-3180	14	11	dynamic	dynamic	ADJ
cana-3180	14	12	network	network	NOUN
cana-3180	14	13	environments	environment	NOUN
cana-3180	14	14	while	while	SCONJ
cana-3180	14	15	addressing	address	VERB
cana-3180	14	16	privacy	privacy	NOUN
cana-3180	14	17	and	and	CCONJ
cana-3180	14	18	resource	resource	NOUN
cana-3180	14	19	constraints	constraint	NOUN
cana-3180	14	20	.	.	PUNCT
cana-3180	15	1	keywords	keyword	NOUN
cana-3180	15	2	:	:	PUNCT
cana-3180	15	3	manet	manet	NOUN
cana-3180	15	4	,	,	PUNCT
cana-3180	15	5	deep	deep	ADJ
cana-3180	15	6	reinforcement	reinforcement	NOUN
cana-3180	15	7	learning	learning	NOUN
cana-3180	15	8	,	,	PUNCT
cana-3180	15	9	threat	threat	NOUN
cana-3180	15	10	prediction	prediction	NOUN
cana-3180	15	11	,	,	PUNCT
cana-3180	15	12	federated	federated	ADJ
cana-3180	15	13	learning	learning	NOUN
cana-3180	15	14	,	,	PUNCT
cana-3180	15	15	anomaly	anomaly	NOUN
cana-3180	15	16	detection	detection	NOUN
cana-3180	15	17	,	,	PUNCT
cana-3180	15	18	decentralized	decentralized	ADJ
cana-3180	15	19	networks	network	NOUN
cana-3180	15	20	,	,	PUNCT
cana-3180	15	21	scalability	scalability	NOUN
cana-3180	15	22	,	,	PUNCT
cana-3180	15	23	network	network	NOUN
cana-3180	15	24	security	security	NOUN
cana-3180	15	25	.	.	PUNCT
cana-3180	16	1	introduction	introduction	NOUN
cana-3180	16	2	mobile	mobile	ADJ
cana-3180	16	3	ad	ad	NOUN
cana-3180	16	4	-	-	PUNCT
cana-3180	16	5	hoc	hoc	X
cana-3180	16	6	networks	network	NOUN
cana-3180	16	7	(	(	PUNCT
cana-3180	16	8	manets	manet	NOUN
cana-3180	16	9	)	)	PUNCT
cana-3180	16	10	operate	operate	VERB
cana-3180	16	11	without	without	ADP
cana-3180	16	12	fixed	fix	VERB
cana-3180	16	13	infrastructure	infrastructure	NOUN
cana-3180	16	14	,	,	PUNCT
cana-3180	16	15	relying	rely	VERB
cana-3180	16	16	on	on	ADP
cana-3180	16	17	direct	direct	ADJ
cana-3180	16	18	communication	communication	NOUN
cana-3180	16	19	or	or	CCONJ
cana-3180	16	20	multi	multi	ADJ
cana-3180	16	21	-	-	ADJ
cana-3180	16	22	hop	hop	ADJ
cana-3180	16	23	routes	route	NOUN
cana-3180	16	24	between	between	ADP
cana-3180	16	25	nodes	node	NOUN
cana-3180	16	26	.	.	PUNCT
cana-3180	17	1	these	these	DET
cana-3180	17	2	networks	network	NOUN
cana-3180	17	3	often	often	ADV
cana-3180	17	4	face	face	VERB
cana-3180	17	5	challenges	challenge	NOUN
cana-3180	17	6	in	in	ADP
cana-3180	17	7	maintaining	maintain	VERB
cana-3180	17	8	connectivity	connectivity	NOUN
cana-3180	17	9	and	and	CCONJ
cana-3180	17	10	security	security	NOUN
cana-3180	17	11	due	due	ADP
cana-3180	17	12	to	to	ADP
cana-3180	17	13	their	their	PRON
cana-3180	17	14	decentralized	decentralized	ADJ
cana-3180	17	15	and	and	CCONJ
cana-3180	17	16	dynamic	dynamic	ADJ
cana-3180	17	17	nature	nature	NOUN
cana-3180	17	18	.	.	PUNCT
cana-3180	18	1	the	the	DET
cana-3180	18	2	mobility	mobility	NOUN
cana-3180	18	3	of	of	ADP
cana-3180	18	4	nodes	node	NOUN
cana-3180	18	5	and	and	CCONJ
cana-3180	18	6	the	the	DET
cana-3180	18	7	absence	absence	NOUN
cana-3180	18	8	of	of	ADP
cana-3180	18	9	a	a	DET
cana-3180	18	10	central	central	ADJ
cana-3180	18	11	control	control	NOUN
cana-3180	18	12	system	system	NOUN
cana-3180	18	13	make	make	VERB
cana-3180	18	14	them	they	PRON
cana-3180	18	15	vulnerable	vulnerable	ADJ
cana-3180	18	16	to	to	ADP
cana-3180	18	17	attacks	attack	NOUN
cana-3180	18	18	and	and	CCONJ
cana-3180	18	19	inefficient	inefficient	ADJ
cana-3180	18	20	routing	routing	NOUN
cana-3180	18	21	under	under	ADP
cana-3180	18	22	changing	change	VERB
cana-3180	18	23	conditions	condition	NOUN
cana-3180	18	24	[	[	X
cana-3180	18	25	1	1	NUM
cana-3180	18	26	]	]	PUNCT
cana-3180	18	27	.	.	PUNCT
cana-3180	19	1	addressing	address	VERB
cana-3180	19	2	these	these	DET
cana-3180	19	3	challenges	challenge	NOUN
cana-3180	19	4	requires	require	VERB
cana-3180	19	5	models	model	NOUN
cana-3180	19	6	that	that	PRON
cana-3180	19	7	can	can	AUX
cana-3180	19	8	adapt	adapt	VERB
cana-3180	19	9	to	to	ADP
cana-3180	19	10	the	the	DET
cana-3180	19	11	unpredictable	unpredictable	ADJ
cana-3180	19	12	environment	environment	NOUN
cana-3180	19	13	while	while	SCONJ
cana-3180	19	14	ensuring	ensure	VERB
cana-3180	19	15	security	security	NOUN
cana-3180	19	16	and	and	CCONJ
cana-3180	19	17	performance	performance	NOUN
cana-3180	19	18	.	.	PUNCT
cana-3180	20	1	reinforcement	reinforcement	NOUN
cana-3180	20	2	learning	learning	NOUN
cana-3180	20	3	(	(	PUNCT
cana-3180	20	4	rl	rl	NOUN
cana-3180	20	5	)	)	PUNCT
cana-3180	20	6	,	,	PUNCT
cana-3180	20	7	particularly	particularly	ADV
cana-3180	20	8	deep	deep	ADJ
cana-3180	20	9	reinforcement	reinforcement	NOUN
cana-3180	20	10	learning	learning	NOUN
cana-3180	20	11	(	(	PUNCT
cana-3180	20	12	drl	drl	PROPN
cana-3180	20	13	)	)	PUNCT
cana-3180	20	14	,	,	PUNCT
cana-3180	20	15	has	have	AUX
cana-3180	20	16	shown	show	VERB
cana-3180	20	17	promise	promise	NOUN
cana-3180	20	18	in	in	ADP
cana-3180	20	19	creating	create	VERB
cana-3180	20	20	adaptive	adaptive	ADJ
cana-3180	20	21	solutions	solution	NOUN
cana-3180	20	22	for	for	ADP
cana-3180	20	23	manets	manet	NOUN
cana-3180	20	24	.	.	PUNCT
cana-3180	21	1	these	these	DET
cana-3180	21	2	algorithms	algorithm	NOUN
cana-3180	21	3	enable	enable	VERB
cana-3180	21	4	dynamic	dynamic	ADJ
cana-3180	21	5	adjustments	adjustment	NOUN
cana-3180	21	6	in	in	ADP
cana-3180	21	7	routing	route	VERB
cana-3180	21	8	to	to	ADP
cana-3180	21	9	accommodate	accommodate	VERB
cana-3180	21	10	changing	change	VERB
cana-3180	21	11	network	network	NOUN
cana-3180	21	12	topologies	topology	NOUN
cana-3180	21	13	,	,	PUNCT
cana-3180	21	14	improving	improve	VERB
cana-3180	21	15	resource	resource	NOUN
cana-3180	21	16	utilization	utilization	NOUN
cana-3180	21	17	and	and	CCONJ
cana-3180	21	18	balancing	balance	VERB
cana-3180	21	19	traffic	traffic	NOUN
cana-3180	21	20	loads	load	NOUN
cana-3180	21	21	[	[	X
cana-3180	21	22	1	1	NUM
cana-3180	21	23	]	]	PUNCT
cana-3180	21	24	,	,	PUNCT
cana-3180	21	25	[	[	X
cana-3180	21	26	2	2	NUM
cana-3180	21	27	]	]	PUNCT
cana-3180	21	28	.	.	PUNCT
cana-3180	22	1	beyond	beyond	ADP
cana-3180	22	2	routing	routing	NOUN
cana-3180	22	3	,	,	PUNCT
cana-3180	22	4	rl	rl	X
cana-3180	22	5	-	-	PUNCT
cana-3180	22	6	based	base	VERB
cana-3180	22	7	security	security	NOUN
cana-3180	22	8	approaches	approach	NOUN
cana-3180	22	9	have	have	AUX
cana-3180	22	10	been	be	AUX
cana-3180	22	11	developed	develop	VERB
cana-3180	22	12	to	to	PART
cana-3180	22	13	detect	detect	VERB
cana-3180	22	14	and	and	CCONJ
cana-3180	22	15	mitigate	mitigate	VERB
cana-3180	22	16	attacks	attack	NOUN
cana-3180	22	17	such	such	ADJ
cana-3180	22	18	as	as	ADP
cana-3180	22	19	blackhole	blackhole	NOUN
cana-3180	22	20	,	,	PUNCT
cana-3180	22	21	wormhole	wormhole	NOUN
cana-3180	22	22	,	,	PUNCT
cana-3180	22	23	and	and	CCONJ
cana-3180	22	24	grayhole	grayhole	NOUN
cana-3180	22	25	,	,	PUNCT
cana-3180	22	26	effectively	effectively	ADV
cana-3180	22	27	isolating	isolate	VERB
cana-3180	22	28	compromised	compromise	VERB
cana-3180	22	29	nodes	node	NOUN
cana-3180	22	30	from	from	ADP
cana-3180	22	31	the	the	DET
cana-3180	22	32	network	network	NOUN
cana-3180	22	33	[	[	X
cana-3180	22	34	3	3	NUM
cana-3180	22	35	]	]	PUNCT
cana-3180	22	36	.	.	PUNCT
cana-3180	23	1	communications	communication	NOUN
cana-3180	23	2	on	on	ADP
cana-3180	23	3	applied	apply	VERB
cana-3180	23	4	nonlinear	nonlinear	ADJ
cana-3180	23	5	analysis	analysis	NOUN
cana-3180	23	6	issn	issn	NOUN
cana-3180	23	7	:	:	PUNCT
cana-3180	23	8	1074	1074	NUM
cana-3180	23	9	-	-	PUNCT
cana-3180	23	10	133x	133x	NUM
cana-3180	23	11	vol	vol	NOUN
cana-3180	23	12	32	32	NUM
cana-3180	23	13	no	no	NOUN
cana-3180	23	14	.	.	PUNCT
cana-3180	24	1	5s	5s	NUM
cana-3180	24	2	(	(	PUNCT
cana-3180	24	3	2025	2025	NUM
cana-3180	24	4	)	)	PUNCT
cana-3180	24	5	553	553	NUM
cana-3180	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	24	7	machine	machine	NOUN
cana-3180	24	8	learning	learning	NOUN
cana-3180	24	9	and	and	CCONJ
cana-3180	24	10	deep	deep	ADJ
cana-3180	24	11	learning	learning	NOUN
cana-3180	24	12	techniques	technique	NOUN
cana-3180	24	13	enhance	enhance	VERB
cana-3180	24	14	network	network	NOUN
cana-3180	24	15	security	security	NOUN
cana-3180	24	16	by	by	ADP
cana-3180	24	17	identifying	identify	VERB
cana-3180	24	18	and	and	CCONJ
cana-3180	24	19	classifying	classify	VERB
cana-3180	24	20	cyber	cyber	NOUN
cana-3180	24	21	threats	threat	NOUN
cana-3180	24	22	,	,	PUNCT
cana-3180	24	23	including	include	VERB
cana-3180	24	24	distributed	distribute	VERB
cana-3180	24	25	denial	denial	NOUN
cana-3180	24	26	-	-	PUNCT
cana-3180	24	27	of	of	ADP
cana-3180	24	28	-	-	PUNCT
cana-3180	24	29	service	service	NOUN
cana-3180	24	30	(	(	PUNCT
cana-3180	24	31	ddos	ddo	NOUN
cana-3180	24	32	)	)	PUNCT
cana-3180	24	33	attacks	attack	NOUN
cana-3180	24	34	and	and	CCONJ
cana-3180	24	35	malware	malware	NOUN
cana-3180	24	36	intrusions	intrusion	NOUN
cana-3180	24	37	[	[	X
cana-3180	24	38	4	4	NUM
cana-3180	24	39	]	]	PUNCT
cana-3180	24	40	.	.	PUNCT
cana-3180	25	1	deep	deep	ADJ
cana-3180	25	2	learning	learning	NOUN
cana-3180	25	3	models	model	NOUN
cana-3180	25	4	,	,	PUNCT
cana-3180	25	5	such	such	ADJ
cana-3180	25	6	as	as	ADP
cana-3180	25	7	deep	deep	ADJ
cana-3180	25	8	autoencoders	autoencoder	NOUN
cana-3180	25	9	,	,	PUNCT
cana-3180	25	10	improve	improve	VERB
cana-3180	25	11	the	the	DET
cana-3180	25	12	precision	precision	NOUN
cana-3180	25	13	of	of	ADP
cana-3180	25	14	threat	threat	NOUN
cana-3180	25	15	detection	detection	NOUN
cana-3180	25	16	and	and	CCONJ
cana-3180	25	17	network	network	NOUN
cana-3180	25	18	security	security	NOUN
cana-3180	25	19	evaluation	evaluation	NOUN
cana-3180	25	20	,	,	PUNCT
cana-3180	25	21	offering	offer	VERB
cana-3180	25	22	an	an	DET
cana-3180	25	23	alternative	alternative	NOUN
cana-3180	25	24	to	to	ADP
cana-3180	25	25	traditional	traditional	ADJ
cana-3180	25	26	methods	method	NOUN
cana-3180	25	27	[	[	X
cana-3180	25	28	5	5	NUM
cana-3180	25	29	]	]	PUNCT
cana-3180	25	30	.	.	PUNCT
cana-3180	26	1	non	non	ADJ
cana-3180	26	2	-	-	ADJ
cana-3180	26	3	linear	linear	ADJ
cana-3180	26	4	models	model	NOUN
cana-3180	26	5	based	base	VERB
cana-3180	26	6	on	on	ADP
cana-3180	26	7	drl	drl	PROPN
cana-3180	26	8	support	support	VERB
cana-3180	26	9	real	real	ADJ
cana-3180	26	10	-	-	PUNCT
cana-3180	26	11	time	time	NOUN
cana-3180	26	12	adaptation	adaptation	NOUN
cana-3180	26	13	by	by	ADP
cana-3180	26	14	addressing	address	VERB
cana-3180	26	15	the	the	DET
cana-3180	26	16	complexity	complexity	NOUN
cana-3180	26	17	of	of	ADP
cana-3180	26	18	dynamic	dynamic	ADJ
cana-3180	26	19	network	network	NOUN
cana-3180	26	20	conditions	condition	NOUN
cana-3180	26	21	and	and	CCONJ
cana-3180	26	22	meeting	meet	VERB
cana-3180	26	23	quality	quality	NOUN
cana-3180	26	24	-	-	PUNCT
cana-3180	26	25	of	of	ADP
cana-3180	26	26	-	-	PUNCT
cana-3180	26	27	service	service	NOUN
cana-3180	26	28	(	(	PUNCT
cana-3180	26	29	qos	qos	PROPN
cana-3180	26	30	)	)	PUNCT
cana-3180	26	31	requirements	requirement	NOUN
cana-3180	26	32	[	[	X
cana-3180	26	33	2	2	NUM
cana-3180	26	34	]	]	PUNCT
cana-3180	26	35	.	.	PUNCT
cana-3180	27	1	hybrid	hybrid	ADJ
cana-3180	27	2	optimization	optimization	NOUN
cana-3180	27	3	methods	method	NOUN
cana-3180	27	4	,	,	PUNCT
cana-3180	27	5	including	include	VERB
cana-3180	27	6	algorithms	algorithm	NOUN
cana-3180	27	7	like	like	ADP
cana-3180	27	8	radial	radial	ADJ
cana-3180	27	9	resnet	resnet	NOUN
cana-3180	27	10	,	,	PUNCT
cana-3180	27	11	have	have	AUX
cana-3180	27	12	been	be	AUX
cana-3180	27	13	explored	explore	VERB
cana-3180	27	14	to	to	PART
cana-3180	27	15	improve	improve	VERB
cana-3180	27	16	classification	classification	NOUN
cana-3180	27	17	accuracy	accuracy	NOUN
cana-3180	27	18	and	and	CCONJ
cana-3180	27	19	computational	computational	ADJ
cana-3180	27	20	efficiency	efficiency	NOUN
cana-3180	27	21	in	in	ADP
cana-3180	27	22	manets	manet	NOUN
cana-3180	27	23	[	[	X
cana-3180	27	24	6	6	NUM
cana-3180	27	25	]	]	PUNCT
cana-3180	27	26	.	.	PUNCT
cana-3180	28	1	these	these	DET
cana-3180	28	2	techniques	technique	NOUN
cana-3180	28	3	reduce	reduce	VERB
cana-3180	28	4	resource	resource	NOUN
cana-3180	28	5	demands	demand	NOUN
cana-3180	28	6	while	while	SCONJ
cana-3180	28	7	maintaining	maintain	VERB
cana-3180	28	8	performance	performance	NOUN
cana-3180	28	9	.	.	PUNCT
cana-3180	29	1	however	however	ADV
cana-3180	29	2	,	,	PUNCT
cana-3180	29	3	existing	exist	VERB
cana-3180	29	4	solutions	solution	NOUN
cana-3180	29	5	often	often	ADV
cana-3180	29	6	face	face	VERB
cana-3180	29	7	limitations	limitation	NOUN
cana-3180	29	8	in	in	ADP
cana-3180	29	9	handling	handle	VERB
cana-3180	29	10	the	the	DET
cana-3180	29	11	computational	computational	ADJ
cana-3180	29	12	overhead	overhead	NOUN
cana-3180	29	13	required	require	VERB
cana-3180	29	14	for	for	ADP
cana-3180	29	15	large	large	ADJ
cana-3180	29	16	-	-	PUNCT
cana-3180	29	17	scale	scale	NOUN
cana-3180	29	18	applications	application	NOUN
cana-3180	29	19	and	and	CCONJ
cana-3180	29	20	in	in	ADP
cana-3180	29	21	adapting	adapt	VERB
cana-3180	29	22	to	to	ADP
cana-3180	29	23	the	the	DET
cana-3180	29	24	decentralized	decentralized	ADJ
cana-3180	29	25	nature	nature	NOUN
cana-3180	29	26	of	of	ADP
cana-3180	29	27	manets	manet	NOUN
cana-3180	29	28	[	[	X
cana-3180	29	29	2	2	NUM
cana-3180	29	30	]	]	PUNCT
cana-3180	29	31	,	,	PUNCT
cana-3180	29	32	[	[	X
cana-3180	29	33	7	7	NUM
cana-3180	29	34	]	]	PUNCT
cana-3180	29	35	.	.	PUNCT
cana-3180	30	1	several	several	ADJ
cana-3180	30	2	gaps	gap	NOUN
cana-3180	30	3	remain	remain	VERB
cana-3180	30	4	in	in	ADP
cana-3180	30	5	current	current	ADJ
cana-3180	30	6	research	research	NOUN
cana-3180	30	7	.	.	PUNCT
cana-3180	31	1	while	while	SCONJ
cana-3180	31	2	rl	rl	PRON
cana-3180	31	3	and	and	CCONJ
cana-3180	31	4	deep	deep	ADJ
cana-3180	31	5	learning	learning	NOUN
cana-3180	31	6	methods	method	NOUN
cana-3180	31	7	have	have	AUX
cana-3180	31	8	improved	improve	VERB
cana-3180	31	9	network	network	NOUN
cana-3180	31	10	configuration	configuration	NOUN
cana-3180	31	11	and	and	CCONJ
cana-3180	31	12	security	security	NOUN
cana-3180	31	13	,	,	PUNCT
cana-3180	31	14	their	their	PRON
cana-3180	31	15	application	application	NOUN
cana-3180	31	16	in	in	ADP
cana-3180	31	17	real	real	ADJ
cana-3180	31	18	-	-	PUNCT
cana-3180	31	19	time	time	NOUN
cana-3180	31	20	manet	manet	NOUN
cana-3180	31	21	adaptation	adaptation	NOUN
cana-3180	31	22	is	be	AUX
cana-3180	31	23	limited	limit	VERB
cana-3180	31	24	.	.	PUNCT
cana-3180	32	1	high	high	ADJ
cana-3180	32	2	computational	computational	ADJ
cana-3180	32	3	demands	demand	NOUN
cana-3180	32	4	and	and	CCONJ
cana-3180	32	5	the	the	DET
cana-3180	32	6	need	need	NOUN
cana-3180	32	7	for	for	ADP
cana-3180	32	8	extensive	extensive	ADJ
cana-3180	32	9	training	training	NOUN
cana-3180	32	10	data	datum	NOUN
cana-3180	32	11	restrict	restrict	VERB
cana-3180	32	12	their	their	PRON
cana-3180	32	13	deployment	deployment	NOUN
cana-3180	32	14	in	in	ADP
cana-3180	32	15	dynamic	dynamic	ADJ
cana-3180	32	16	environments	environment	NOUN
cana-3180	32	17	[	[	X
cana-3180	32	18	1	1	NUM
cana-3180	32	19	]	]	PUNCT
cana-3180	32	20	,	,	PUNCT
cana-3180	32	21	[	[	X
cana-3180	32	22	2	2	NUM
cana-3180	32	23	]	]	PUNCT
cana-3180	32	24	.	.	PUNCT
cana-3180	33	1	threat	threat	NOUN
cana-3180	33	2	detection	detection	NOUN
cana-3180	33	3	methods	method	NOUN
cana-3180	33	4	are	be	AUX
cana-3180	33	5	constrained	constrain	VERB
cana-3180	33	6	in	in	ADP
cana-3180	33	7	identifying	identify	VERB
cana-3180	33	8	sophisticated	sophisticated	ADJ
cana-3180	33	9	attacks	attack	NOUN
cana-3180	33	10	,	,	PUNCT
cana-3180	33	11	especially	especially	ADV
cana-3180	33	12	under	under	ADP
cana-3180	33	13	high	high	ADJ
cana-3180	33	14	mobility	mobility	NOUN
cana-3180	33	15	and	and	CCONJ
cana-3180	33	16	variable	variable	ADJ
cana-3180	33	17	traffic	traffic	NOUN
cana-3180	33	18	loads	load	NOUN
cana-3180	34	1	[	[	X
cana-3180	34	2	3	3	NUM
cana-3180	34	3	]	]	PUNCT
cana-3180	34	4	,	,	PUNCT
cana-3180	34	5	[	[	X
cana-3180	34	6	7	7	NUM
cana-3180	34	7	]	]	PUNCT
cana-3180	34	8	.	.	PUNCT
cana-3180	35	1	additionally	additionally	ADV
cana-3180	35	2	,	,	PUNCT
cana-3180	35	3	the	the	DET
cana-3180	35	4	integration	integration	NOUN
cana-3180	35	5	of	of	ADP
cana-3180	35	6	nonlinear	nonlinear	ADJ
cana-3180	35	7	models	model	NOUN
cana-3180	35	8	for	for	ADP
cana-3180	35	9	real	real	ADJ
cana-3180	35	10	-	-	PUNCT
cana-3180	35	11	time	time	NOUN
cana-3180	35	12	configuration	configuration	NOUN
cana-3180	35	13	and	and	CCONJ
cana-3180	35	14	secure	secure	ADJ
cana-3180	35	15	network	network	NOUN
cana-3180	35	16	operation	operation	NOUN
cana-3180	35	17	remains	remain	VERB
cana-3180	35	18	underexplored	underexplored	ADJ
cana-3180	35	19	.	.	PUNCT
cana-3180	36	1	this	this	DET
cana-3180	36	2	research	research	NOUN
cana-3180	36	3	aims	aim	VERB
cana-3180	36	4	to	to	PART
cana-3180	36	5	address	address	VERB
cana-3180	36	6	these	these	DET
cana-3180	36	7	challenges	challenge	NOUN
cana-3180	36	8	by	by	ADP
cana-3180	36	9	developing	develop	VERB
cana-3180	36	10	a	a	DET
cana-3180	36	11	non	non	ADJ
cana-3180	36	12	-	-	ADJ
cana-3180	36	13	linear	linear	ADJ
cana-3180	36	14	drl	drl	PROPN
cana-3180	36	15	-	-	PUNCT
cana-3180	36	16	based	base	VERB
cana-3180	36	17	algorithm	algorithm	NOUN
cana-3180	36	18	tailored	tailor	VERB
cana-3180	36	19	to	to	ADP
cana-3180	36	20	real	real	ADJ
cana-3180	36	21	-	-	PUNCT
cana-3180	36	22	time	time	NOUN
cana-3180	36	23	configuration	configuration	NOUN
cana-3180	36	24	and	and	CCONJ
cana-3180	36	25	threat	threat	NOUN
cana-3180	36	26	prediction	prediction	NOUN
cana-3180	36	27	in	in	ADP
cana-3180	36	28	manets	manet	NOUN
cana-3180	36	29	.	.	PUNCT
cana-3180	37	1	the	the	DET
cana-3180	37	2	algorithm	algorithm	NOUN
cana-3180	37	3	incorporates	incorporate	VERB
cana-3180	37	4	deep	deep	ADJ
cana-3180	37	5	learning	learning	NOUN
cana-3180	37	6	for	for	ADP
cana-3180	37	7	anomaly	anomaly	NOUN
cana-3180	37	8	detection	detection	NOUN
cana-3180	37	9	and	and	CCONJ
cana-3180	37	10	integrates	integrate	VERB
cana-3180	37	11	hybrid	hybrid	ADJ
cana-3180	37	12	optimization	optimization	NOUN
cana-3180	37	13	techniques	technique	NOUN
cana-3180	37	14	to	to	PART
cana-3180	37	15	adapt	adapt	VERB
cana-3180	37	16	to	to	ADP
cana-3180	37	17	dynamic	dynamic	ADJ
cana-3180	37	18	conditions	condition	NOUN
cana-3180	37	19	.	.	PUNCT
cana-3180	38	1	by	by	ADP
cana-3180	38	2	addressing	address	VERB
cana-3180	38	3	existing	exist	VERB
cana-3180	38	4	gaps	gap	NOUN
cana-3180	38	5	,	,	PUNCT
cana-3180	38	6	this	this	DET
cana-3180	38	7	study	study	NOUN
cana-3180	38	8	contributes	contribute	VERB
cana-3180	38	9	to	to	ADP
cana-3180	38	10	the	the	DET
cana-3180	38	11	broader	broad	ADJ
cana-3180	38	12	understanding	understanding	NOUN
cana-3180	38	13	of	of	ADP
cana-3180	38	14	adaptive	adaptive	ADJ
cana-3180	38	15	models	model	NOUN
cana-3180	38	16	for	for	ADP
cana-3180	38	17	decentralized	decentralized	ADJ
cana-3180	38	18	networks	network	NOUN
cana-3180	38	19	.	.	PUNCT
cana-3180	39	1	the	the	DET
cana-3180	39	2	proposed	propose	VERB
cana-3180	39	3	framework	framework	NOUN
cana-3180	39	4	enhances	enhance	VERB
cana-3180	39	5	routing	route	VERB
cana-3180	39	6	by	by	ADP
cana-3180	39	7	dynamically	dynamically	ADV
cana-3180	39	8	adjusting	adjust	VERB
cana-3180	39	9	to	to	ADP
cana-3180	39	10	network	network	NOUN
cana-3180	39	11	changes	change	NOUN
cana-3180	39	12	,	,	PUNCT
cana-3180	39	13	optimizing	optimize	VERB
cana-3180	39	14	resource	resource	NOUN
cana-3180	39	15	usage	usage	NOUN
cana-3180	39	16	,	,	PUNCT
cana-3180	39	17	and	and	CCONJ
cana-3180	39	18	detecting	detect	VERB
cana-3180	39	19	threats	threat	NOUN
cana-3180	39	20	proactively	proactively	ADV
cana-3180	39	21	.	.	PUNCT
cana-3180	40	1	it	it	PRON
cana-3180	40	2	uses	use	VERB
cana-3180	40	3	machine	machine	NOUN
cana-3180	40	4	learning	learn	VERB
cana-3180	40	5	to	to	PART
cana-3180	40	6	improve	improve	VERB
cana-3180	40	7	network	network	NOUN
cana-3180	40	8	security	security	NOUN
cana-3180	40	9	,	,	PUNCT
cana-3180	40	10	ensuring	ensure	VERB
cana-3180	40	11	reliable	reliable	ADJ
cana-3180	40	12	operations	operation	NOUN
cana-3180	40	13	under	under	ADP
cana-3180	40	14	varying	vary	VERB
cana-3180	40	15	conditions	condition	NOUN
cana-3180	40	16	.	.	PUNCT
cana-3180	41	1	the	the	DET
cana-3180	41	2	findings	finding	NOUN
cana-3180	41	3	are	be	AUX
cana-3180	41	4	expected	expect	VERB
cana-3180	41	5	to	to	PART
cana-3180	41	6	support	support	VERB
cana-3180	41	7	scalable	scalable	ADJ
cana-3180	41	8	and	and	CCONJ
cana-3180	41	9	secure	secure	ADJ
cana-3180	41	10	manet	manet	NOUN
cana-3180	41	11	applications	application	NOUN
cana-3180	41	12	,	,	PUNCT
cana-3180	41	13	providing	provide	VERB
cana-3180	41	14	insights	insight	NOUN
cana-3180	41	15	for	for	ADP
cana-3180	41	16	researchers	researcher	NOUN
cana-3180	41	17	and	and	CCONJ
cana-3180	41	18	practitioners	practitioner	NOUN
cana-3180	41	19	in	in	ADP
cana-3180	41	20	this	this	DET
cana-3180	41	21	domain	domain	NOUN
cana-3180	41	22	[	[	X
cana-3180	41	23	1	1	NUM
cana-3180	41	24	]	]	PUNCT
cana-3180	41	25	,	,	PUNCT
cana-3180	41	26	[	[	X
cana-3180	41	27	2	2	NUM
cana-3180	41	28	]	]	PUNCT
cana-3180	41	29	,	,	PUNCT
cana-3180	41	30	[	[	X
cana-3180	41	31	7	7	NUM
cana-3180	41	32	]	]	PUNCT
cana-3180	41	33	.	.	PUNCT
cana-3180	42	1	the	the	DET
cana-3180	42	2	structure	structure	NOUN
cana-3180	42	3	of	of	ADP
cana-3180	42	4	the	the	DET
cana-3180	42	5	paper	paper	NOUN
cana-3180	42	6	is	be	AUX
cana-3180	42	7	organized	organize	VERB
cana-3180	42	8	as	as	SCONJ
cana-3180	42	9	follows	follow	VERB
cana-3180	42	10	.	.	PUNCT
cana-3180	43	1	the	the	DET
cana-3180	43	2	related	relate	VERB
cana-3180	43	3	work	work	NOUN
cana-3180	43	4	section	section	NOUN
cana-3180	43	5	provides	provide	VERB
cana-3180	43	6	an	an	DET
cana-3180	43	7	overview	overview	NOUN
cana-3180	43	8	of	of	ADP
cana-3180	43	9	existing	exist	VERB
cana-3180	43	10	methods	method	NOUN
cana-3180	43	11	in	in	ADP
cana-3180	43	12	rl	rl	ADP
cana-3180	43	13	,	,	PUNCT
cana-3180	43	14	machine	machine	NOUN
cana-3180	43	15	learning	learning	NOUN
cana-3180	43	16	,	,	PUNCT
cana-3180	43	17	and	and	CCONJ
cana-3180	43	18	optimization	optimization	NOUN
cana-3180	43	19	for	for	ADP
cana-3180	43	20	manets	manet	NOUN
cana-3180	43	21	.	.	PUNCT
cana-3180	44	1	the	the	DET
cana-3180	44	2	methodology	methodology	NOUN
cana-3180	44	3	section	section	NOUN
cana-3180	44	4	describes	describe	VERB
cana-3180	44	5	the	the	DET
cana-3180	44	6	design	design	NOUN
cana-3180	44	7	and	and	CCONJ
cana-3180	44	8	implementation	implementation	NOUN
cana-3180	44	9	of	of	ADP
cana-3180	44	10	the	the	DET
cana-3180	44	11	proposed	propose	VERB
cana-3180	44	12	algorithm	algorithm	NOUN
cana-3180	44	13	,	,	PUNCT
cana-3180	44	14	followed	follow	VERB
cana-3180	44	15	by	by	ADP
cana-3180	44	16	the	the	DET
cana-3180	44	17	experimental	experimental	ADJ
cana-3180	44	18	setup	setup	NOUN
cana-3180	44	19	outlining	outline	VERB
cana-3180	44	20	simulation	simulation	NOUN
cana-3180	44	21	tools	tool	NOUN
cana-3180	44	22	and	and	CCONJ
cana-3180	44	23	parameters	parameter	NOUN
cana-3180	44	24	.	.	PUNCT
cana-3180	45	1	results	result	NOUN
cana-3180	45	2	and	and	CCONJ
cana-3180	45	3	discussion	discussion	NOUN
cana-3180	45	4	examine	examine	VERB
cana-3180	45	5	the	the	DET
cana-3180	45	6	performance	performance	NOUN
cana-3180	45	7	metrics	metric	NOUN
cana-3180	45	8	,	,	PUNCT
cana-3180	45	9	threat	threat	NOUN
cana-3180	45	10	detection	detection	NOUN
cana-3180	45	11	capabilities	capability	NOUN
cana-3180	45	12	,	,	PUNCT
cana-3180	45	13	and	and	CCONJ
cana-3180	45	14	scalability	scalability	NOUN
cana-3180	45	15	.	.	PUNCT
cana-3180	46	1	the	the	DET
cana-3180	46	2	conclusion	conclusion	NOUN
cana-3180	46	3	summarizes	summarize	VERB
cana-3180	46	4	key	key	ADJ
cana-3180	46	5	findings	finding	NOUN
cana-3180	46	6	and	and	CCONJ
cana-3180	46	7	proposes	propose	VERB
cana-3180	46	8	directions	direction	NOUN
cana-3180	46	9	for	for	ADP
cana-3180	46	10	future	future	ADJ
cana-3180	46	11	research	research	NOUN
cana-3180	46	12	.	.	PUNCT
cana-3180	47	1	1	1	NUM
cana-3180	47	2	related	relate	VERB
cana-3180	47	3	work	work	NOUN
cana-3180	47	4	mobile	mobile	NOUN
cana-3180	47	5	ad	ad	X
cana-3180	47	6	hoc	hoc	X
cana-3180	47	7	networks	network	NOUN
cana-3180	47	8	(	(	PUNCT
cana-3180	47	9	manets	manet	NOUN
cana-3180	47	10	)	)	PUNCT
cana-3180	47	11	operate	operate	VERB
cana-3180	47	12	without	without	ADP
cana-3180	47	13	fixed	fix	VERB
cana-3180	47	14	infrastructure	infrastructure	NOUN
cana-3180	47	15	,	,	PUNCT
cana-3180	47	16	relying	rely	VERB
cana-3180	47	17	on	on	ADP
cana-3180	47	18	dynamic	dynamic	ADJ
cana-3180	47	19	,	,	PUNCT
cana-3180	47	20	nodeto	nodeto	NOUN
cana-3180	47	21	-	-	PUNCT
cana-3180	47	22	node	node	NOUN
cana-3180	47	23	communication	communication	NOUN
cana-3180	47	24	to	to	PART
cana-3180	47	25	function	function	VERB
cana-3180	47	26	.	.	PUNCT
cana-3180	48	1	these	these	DET
cana-3180	48	2	networks	network	NOUN
cana-3180	48	3	frequently	frequently	ADV
cana-3180	48	4	encounter	encounter	VERB
cana-3180	48	5	challenges	challenge	NOUN
cana-3180	48	6	such	such	ADJ
cana-3180	48	7	as	as	ADP
cana-3180	48	8	unpredictable	unpredictable	ADJ
cana-3180	48	9	topology	topology	NOUN
cana-3180	48	10	changes	change	NOUN
cana-3180	48	11	,	,	PUNCT
cana-3180	48	12	high	high	ADJ
cana-3180	48	13	mobility	mobility	NOUN
cana-3180	48	14	,	,	PUNCT
cana-3180	48	15	and	and	CCONJ
cana-3180	48	16	various	various	ADJ
cana-3180	48	17	types	type	NOUN
cana-3180	48	18	of	of	ADP
cana-3180	48	19	security	security	NOUN
cana-3180	48	20	threats	threat	NOUN
cana-3180	48	21	,	,	PUNCT
cana-3180	48	22	including	include	VERB
cana-3180	48	23	black	black	ADJ
cana-3180	48	24	hole	hole	NOUN
cana-3180	48	25	and	and	CCONJ
cana-3180	48	26	distributed	distribute	VERB
cana-3180	48	27	denial	denial	NOUN
cana-3180	48	28	-	-	PUNCT
cana-3180	48	29	of	of	ADP
cana-3180	48	30	-	-	PUNCT
cana-3180	48	31	service	service	NOUN
cana-3180	48	32	attacks	attack	NOUN
cana-3180	48	33	.	.	PUNCT
cana-3180	49	1	to	to	PART
cana-3180	49	2	address	address	VERB
cana-3180	49	3	these	these	DET
cana-3180	49	4	issues	issue	NOUN
cana-3180	49	5	,	,	PUNCT
cana-3180	49	6	this	this	DET
cana-3180	49	7	review	review	NOUN
cana-3180	49	8	examines	examine	VERB
cana-3180	49	9	reinforcement	reinforcement	NOUN
cana-3180	49	10	learning	learning	NOUN
cana-3180	49	11	-	-	PUNCT
cana-3180	49	12	based	base	VERB
cana-3180	49	13	methods	method	NOUN
cana-3180	49	14	,	,	PUNCT
cana-3180	49	15	federated	federated	ADJ
cana-3180	49	16	learning	learning	NOUN
cana-3180	49	17	,	,	PUNCT
cana-3180	49	18	and	and	CCONJ
cana-3180	49	19	anomaly	anomaly	NOUN
cana-3180	49	20	detection	detection	NOUN
cana-3180	49	21	techniques	technique	NOUN
cana-3180	49	22	.	.	PUNCT
cana-3180	50	1	by	by	ADP
cana-3180	50	2	analyzing	analyze	VERB
cana-3180	50	3	their	their	PRON
cana-3180	50	4	performance	performance	NOUN
cana-3180	50	5	under	under	ADP
cana-3180	50	6	diverse	diverse	ADJ
cana-3180	50	7	network	network	NOUN
cana-3180	50	8	conditions	condition	NOUN
cana-3180	50	9	,	,	PUNCT
cana-3180	50	10	the	the	DET
cana-3180	50	11	review	review	NOUN
cana-3180	50	12	identifies	identify	VERB
cana-3180	50	13	strengths	strength	NOUN
cana-3180	50	14	and	and	CCONJ
cana-3180	50	15	limitations	limitation	NOUN
cana-3180	50	16	,	,	PUNCT
cana-3180	50	17	offering	offer	VERB
cana-3180	50	18	insights	insight	NOUN
cana-3180	50	19	into	into	ADP
cana-3180	50	20	improving	improve	VERB
cana-3180	50	21	adaptability	adaptability	NOUN
cana-3180	50	22	,	,	PUNCT
cana-3180	50	23	security	security	NOUN
cana-3180	50	24	,	,	PUNCT
cana-3180	50	25	and	and	CCONJ
cana-3180	50	26	resource	resource	NOUN
cana-3180	50	27	efficiency	efficiency	NOUN
cana-3180	50	28	in	in	ADP
cana-3180	50	29	manets	manet	NOUN
cana-3180	50	30	.	.	PUNCT
cana-3180	51	1	communications	communication	NOUN
cana-3180	51	2	on	on	ADP
cana-3180	51	3	applied	apply	VERB
cana-3180	51	4	nonlinear	nonlinear	ADJ
cana-3180	51	5	analysis	analysis	NOUN
cana-3180	51	6	issn	issn	NOUN
cana-3180	51	7	:	:	PUNCT
cana-3180	51	8	1074	1074	NUM
cana-3180	51	9	-	-	PUNCT
cana-3180	51	10	133x	133x	NUM
cana-3180	51	11	vol	vol	NOUN
cana-3180	51	12	32	32	NUM
cana-3180	51	13	no	no	NOUN
cana-3180	51	14	.	.	PUNCT
cana-3180	52	1	5s	5s	NUM
cana-3180	52	2	(	(	PUNCT
cana-3180	52	3	2025	2025	NUM
cana-3180	52	4	)	)	PUNCT
cana-3180	52	5	554	554	NUM
cana-3180	52	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	53	1	marinescu	marinescu	ADV
cana-3180	53	2	et	et	PROPN
cana-3180	53	3	al	al	PROPN
cana-3180	53	4	.	.	PUNCT
cana-3180	54	1	[	[	X
cana-3180	54	2	8	8	NUM
cana-3180	54	3	]	]	PUNCT
cana-3180	54	4	and	and	CCONJ
cana-3180	54	5	birabwa	birabwa	PROPN
cana-3180	54	6	et	et	PROPN
cana-3180	54	7	al	al	PROPN
cana-3180	54	8	.	.	PUNCT
cana-3180	55	1	[	[	X
cana-3180	55	2	9	9	NUM
cana-3180	55	3	]	]	PUNCT
cana-3180	55	4	apply	apply	VERB
cana-3180	55	5	multi	multi	ADJ
cana-3180	55	6	-	-	ADJ
cana-3180	55	7	agent	agent	ADJ
cana-3180	55	8	reinforcement	reinforcement	NOUN
cana-3180	55	9	learning	learning	NOUN
cana-3180	55	10	to	to	PART
cana-3180	55	11	manage	manage	VERB
cana-3180	55	12	dynamic	dynamic	ADJ
cana-3180	55	13	environments	environment	NOUN
cana-3180	55	14	.	.	PUNCT
cana-3180	56	1	marinescu	marinescu	ADV
cana-3180	56	2	et	et	PROPN
cana-3180	56	3	al	al	PROPN
cana-3180	56	4	.	.	PUNCT
cana-3180	57	1	[	[	X
cana-3180	57	2	8	8	NUM
cana-3180	57	3	]	]	PUNCT
cana-3180	57	4	combine	combine	VERB
cana-3180	57	5	predictions	prediction	NOUN
cana-3180	57	6	of	of	ADP
cana-3180	57	7	future	future	ADJ
cana-3180	57	8	states	state	NOUN
cana-3180	57	9	with	with	ADP
cana-3180	57	10	agent	agent	NOUN
cana-3180	57	11	learning	learn	VERB
cana-3180	57	12	to	to	PART
cana-3180	57	13	address	address	VERB
cana-3180	57	14	non	non	ADJ
cana-3180	57	15	-	-	ADJ
cana-3180	57	16	stationary	stationary	ADJ
cana-3180	57	17	environments	environment	NOUN
cana-3180	57	18	.	.	PUNCT
cana-3180	58	1	their	their	PRON
cana-3180	58	2	approach	approach	NOUN
cana-3180	58	3	reduces	reduce	VERB
cana-3180	58	4	conflicts	conflict	NOUN
cana-3180	58	5	among	among	ADP
cana-3180	58	6	agents	agent	NOUN
cana-3180	58	7	and	and	CCONJ
cana-3180	58	8	improves	improve	VERB
cana-3180	58	9	decisionmaking	decisionmake	VERB
cana-3180	58	10	by	by	ADP
cana-3180	58	11	achieving	achieve	VERB
cana-3180	58	12	a	a	DET
cana-3180	58	13	92	92	NUM
cana-3180	58	14	%	%	NOUN
cana-3180	58	15	pareto	pareto	VERB
cana-3180	58	16	-	-	PUNCT
cana-3180	58	17	efficient	efficient	ADJ
cana-3180	58	18	solution	solution	NOUN
cana-3180	58	19	.	.	PUNCT
cana-3180	59	1	birabwa	birabwa	PROPN
cana-3180	59	2	et	et	PROPN
cana-3180	59	3	al	al	PROPN
cana-3180	59	4	.	.	PUNCT
cana-3180	60	1	[	[	X
cana-3180	60	2	9	9	NUM
cana-3180	60	3	]	]	PUNCT
cana-3180	60	4	focus	focus	NOUN
cana-3180	60	5	on	on	ADP
cana-3180	60	6	resource	resource	NOUN
cana-3180	60	7	allocation	allocation	NOUN
cana-3180	60	8	and	and	CCONJ
cana-3180	60	9	user	user	NOUN
cana-3180	60	10	association	association	PROPN
cana-3180	60	11	in	in	ADP
cana-3180	60	12	networks	network	NOUN
cana-3180	60	13	by	by	ADP
cana-3180	60	14	coordinating	coordinate	VERB
cana-3180	60	15	multiple	multiple	ADJ
cana-3180	60	16	agents	agent	NOUN
cana-3180	60	17	centrally	centrally	ADV
cana-3180	60	18	.	.	PUNCT
cana-3180	61	1	while	while	SCONJ
cana-3180	61	2	improving	improve	VERB
cana-3180	61	3	data	datum	NOUN
cana-3180	61	4	rates	rate	NOUN
cana-3180	61	5	and	and	CCONJ
cana-3180	61	6	reducing	reduce	VERB
cana-3180	61	7	interference	interference	NOUN
cana-3180	61	8	,	,	PUNCT
cana-3180	61	9	the	the	DET
cana-3180	61	10	centralized	centralized	ADJ
cana-3180	61	11	structure	structure	NOUN
cana-3180	61	12	creates	create	VERB
cana-3180	61	13	challenges	challenge	NOUN
cana-3180	61	14	in	in	ADP
cana-3180	61	15	scaling	scale	VERB
cana-3180	61	16	for	for	ADP
cana-3180	61	17	larger	large	ADJ
cana-3180	61	18	networks	network	NOUN
cana-3180	61	19	or	or	CCONJ
cana-3180	61	20	time	time	NOUN
cana-3180	61	21	-	-	PUNCT
cana-3180	61	22	sensitive	sensitive	ADJ
cana-3180	61	23	operations	operation	NOUN
cana-3180	61	24	.	.	PUNCT
cana-3180	62	1	peng	peng	PROPN
cana-3180	62	2	et	et	PROPN
cana-3180	62	3	al	al	PROPN
cana-3180	62	4	.	.	PUNCT
cana-3180	63	1	[	[	X
cana-3180	63	2	10	10	NUM
cana-3180	63	3	]	]	PUNCT
cana-3180	63	4	implement	implement	VERB
cana-3180	63	5	decentralized	decentralize	VERB
cana-3180	63	6	policy	policy	NOUN
cana-3180	63	7	networks	network	NOUN
cana-3180	63	8	with	with	ADP
cana-3180	63	9	a	a	DET
cana-3180	63	10	two	two	NUM
cana-3180	63	11	-	-	PUNCT
cana-3180	63	12	stage	stage	NOUN
cana-3180	63	13	training	training	NOUN
cana-3180	63	14	process	process	NOUN
cana-3180	63	15	.	.	PUNCT
cana-3180	64	1	this	this	DET
cana-3180	64	2	design	design	NOUN
cana-3180	64	3	aligns	align	VERB
cana-3180	64	4	local	local	ADJ
cana-3180	64	5	policies	policy	NOUN
cana-3180	64	6	with	with	ADP
cana-3180	64	7	global	global	ADJ
cana-3180	64	8	objectives	objective	NOUN
cana-3180	64	9	and	and	CCONJ
cana-3180	64	10	shortens	shorten	VERB
cana-3180	64	11	convergence	convergence	NOUN
cana-3180	64	12	time	time	NOUN
cana-3180	64	13	by	by	ADP
cana-3180	64	14	15	15	NUM
cana-3180	64	15	%	%	NOUN
cana-3180	64	16	.	.	PUNCT
cana-3180	65	1	delays	delay	NOUN
cana-3180	65	2	during	during	ADP
cana-3180	65	3	centralized	centralized	ADJ
cana-3180	65	4	alignment	alignment	NOUN
cana-3180	65	5	in	in	ADP
cana-3180	65	6	fast	fast	ADV
cana-3180	65	7	-	-	PUNCT
cana-3180	65	8	changing	change	VERB
cana-3180	65	9	scenarios	scenario	NOUN
cana-3180	65	10	are	be	AUX
cana-3180	65	11	identified	identify	VERB
cana-3180	65	12	as	as	ADP
cana-3180	65	13	a	a	DET
cana-3180	65	14	drawback	drawback	NOUN
cana-3180	65	15	.	.	PUNCT
cana-3180	66	1	zhang	zhang	PROPN
cana-3180	66	2	et	et	PROPN
cana-3180	66	3	al	al	PROPN
cana-3180	66	4	.	.	PUNCT
cana-3180	67	1	[	[	X
cana-3180	67	2	11	11	NUM
cana-3180	67	3	]	]	PUNCT
cana-3180	67	4	integrate	integrate	VERB
cana-3180	67	5	multi	multi	ADJ
cana-3180	67	6	-	-	ADJ
cana-3180	67	7	armed	armed	ADJ
cana-3180	67	8	bandits	bandit	NOUN
cana-3180	67	9	into	into	ADP
cana-3180	67	10	reinforcement	reinforcement	NOUN
cana-3180	67	11	learning	learning	NOUN
cana-3180	67	12	for	for	ADP
cana-3180	67	13	resource	resource	NOUN
cana-3180	67	14	scheduling	scheduling	NOUN
cana-3180	67	15	and	and	CCONJ
cana-3180	67	16	allocation	allocation	NOUN
cana-3180	67	17	in	in	ADP
cana-3180	67	18	manets	manet	NOUN
cana-3180	67	19	.	.	PUNCT
cana-3180	68	1	the	the	DET
cana-3180	68	2	hybrid	hybrid	ADJ
cana-3180	68	3	approach	approach	NOUN
cana-3180	68	4	enhances	enhance	VERB
cana-3180	68	5	latency	latency	NOUN
cana-3180	68	6	reduction	reduction	NOUN
cana-3180	68	7	but	but	CCONJ
cana-3180	68	8	increases	increase	VERB
cana-3180	68	9	computational	computational	ADJ
cana-3180	68	10	complexity	complexity	NOUN
cana-3180	68	11	during	during	ADP
cana-3180	68	12	iteration	iteration	NOUN
cana-3180	68	13	.	.	PUNCT
cana-3180	69	1	dos	do	VERB
cana-3180	69	2	santos	santos	PROPN
cana-3180	69	3	et	et	PROPN
cana-3180	69	4	al	al	PROPN
cana-3180	69	5	.	.	PUNCT
cana-3180	70	1	[	[	X
cana-3180	70	2	12	12	NUM
cana-3180	70	3	]	]	PUNCT
cana-3180	70	4	,	,	PUNCT
cana-3180	70	5	kim	kim	PROPN
cana-3180	70	6	et	et	PROPN
cana-3180	70	7	al	al	PROPN
cana-3180	70	8	.	.	PUNCT
cana-3180	71	1	[	[	X
cana-3180	71	2	13	13	NUM
cana-3180	71	3	]	]	PUNCT
cana-3180	71	4	,	,	PUNCT
cana-3180	71	5	simpson	simpson	PROPN
cana-3180	71	6	,	,	PUNCT
cana-3180	71	7	kyle	kyle	PROPN
cana-3180	71	8	a	a	PROPN
cana-3180	71	9	et	et	PROPN
cana-3180	71	10	al	al	PROPN
cana-3180	71	11	.	.	PROPN
cana-3180	71	12	,	,	PUNCT
cana-3180	72	1	[	[	X
cana-3180	72	2	14	14	NUM
cana-3180	72	3	]	]	PUNCT
cana-3180	72	4	and	and	CCONJ
cana-3180	72	5	yang	yang	PROPN
cana-3180	72	6	et	et	PROPN
cana-3180	72	7	al	al	PROPN
cana-3180	72	8	.	.	PUNCT
cana-3180	73	1	[	[	X
cana-3180	73	2	15	15	NUM
cana-3180	73	3	]	]	PUNCT
cana-3180	73	4	explore	explore	VERB
cana-3180	73	5	reinforcement	reinforcement	NOUN
cana-3180	73	6	learning	learning	NOUN
cana-3180	73	7	and	and	CCONJ
cana-3180	73	8	deep	deep	ADJ
cana-3180	73	9	learning	learning	NOUN
cana-3180	73	10	methods	method	NOUN
cana-3180	73	11	for	for	ADP
cana-3180	73	12	identifying	identify	VERB
cana-3180	73	13	threats	threat	NOUN
cana-3180	73	14	in	in	ADP
cana-3180	73	15	networks	network	NOUN
cana-3180	73	16	.	.	PUNCT
cana-3180	74	1	dos	do	VERB
cana-3180	74	2	santos	santos	PROPN
cana-3180	74	3	et	et	PROPN
cana-3180	74	4	al	al	PROPN
cana-3180	74	5	.	.	PUNCT
cana-3180	75	1	[	[	X
cana-3180	75	2	12	12	NUM
cana-3180	75	3	]	]	X
cana-3180	75	4	propose	propose	VERB
cana-3180	75	5	a	a	DET
cana-3180	75	6	hierarchical	hierarchical	ADJ
cana-3180	75	7	reinforcement	reinforcement	NOUN
cana-3180	75	8	learning	learning	NOUN
cana-3180	75	9	method	method	NOUN
cana-3180	75	10	for	for	ADP
cana-3180	75	11	intrusion	intrusion	NOUN
cana-3180	75	12	detection	detection	NOUN
cana-3180	75	13	,	,	PUNCT
cana-3180	75	14	which	which	PRON
cana-3180	75	15	maintains	maintain	VERB
cana-3180	75	16	accuracy	accuracy	NOUN
cana-3180	75	17	while	while	SCONJ
cana-3180	75	18	lowering	lower	VERB
cana-3180	75	19	computational	computational	ADJ
cana-3180	75	20	costs	cost	NOUN
cana-3180	75	21	by	by	ADP
cana-3180	75	22	20	20	NUM
cana-3180	75	23	%	%	NOUN
cana-3180	75	24	.	.	PUNCT
cana-3180	76	1	challenges	challenge	NOUN
cana-3180	76	2	arise	arise	VERB
cana-3180	76	3	when	when	SCONJ
cana-3180	76	4	addressing	address	VERB
cana-3180	76	5	rapidly	rapidly	ADV
cana-3180	76	6	evolving	evolve	VERB
cana-3180	76	7	attack	attack	NOUN
cana-3180	76	8	patterns	pattern	NOUN
cana-3180	76	9	.	.	PUNCT
cana-3180	77	1	kim	kim	PROPN
cana-3180	77	2	et	et	PROPN
cana-3180	77	3	al	al	PROPN
cana-3180	77	4	.	.	PUNCT
cana-3180	78	1	[	[	X
cana-3180	78	2	13	13	NUM
cana-3180	78	3	]	]	PUNCT
cana-3180	78	4	combine	combine	VERB
cana-3180	78	5	anomaly	anomaly	NOUN
cana-3180	78	6	detection	detection	NOUN
cana-3180	78	7	with	with	ADP
cana-3180	78	8	policy	policy	NOUN
cana-3180	78	9	adjustments	adjustment	NOUN
cana-3180	78	10	to	to	PART
cana-3180	78	11	mitigate	mitigate	VERB
cana-3180	78	12	misbehavior	misbehavior	NOUN
cana-3180	78	13	in	in	ADP
cana-3180	78	14	dynamic	dynamic	ADJ
cana-3180	78	15	networks	network	NOUN
cana-3180	78	16	.	.	PUNCT
cana-3180	79	1	their	their	PRON
cana-3180	79	2	method	method	NOUN
cana-3180	79	3	improves	improve	VERB
cana-3180	79	4	system	system	NOUN
cana-3180	79	5	reliability	reliability	NOUN
cana-3180	79	6	but	but	CCONJ
cana-3180	79	7	relies	rely	VERB
cana-3180	79	8	heavily	heavily	ADV
cana-3180	79	9	on	on	ADP
cana-3180	79	10	accurate	accurate	ADJ
cana-3180	79	11	anomaly	anomaly	NOUN
cana-3180	79	12	identification	identification	NOUN
cana-3180	79	13	.	.	PUNCT
cana-3180	80	1	yang	yang	PROPN
cana-3180	80	2	et	et	PROPN
cana-3180	80	3	al	al	PROPN
cana-3180	80	4	.	.	PUNCT
cana-3180	81	1	[	[	X
cana-3180	81	2	15	15	NUM
cana-3180	81	3	]	]	PUNCT
cana-3180	81	4	apply	apply	VERB
cana-3180	81	5	a	a	DET
cana-3180	81	6	conditional	conditional	ADJ
cana-3180	81	7	deep	deep	ADJ
cana-3180	81	8	belief	belief	NOUN
cana-3180	81	9	network	network	NOUN
cana-3180	81	10	(	(	PUNCT
cana-3180	81	11	cdbn	cdbn	NOUN
cana-3180	81	12	)	)	PUNCT
cana-3180	81	13	for	for	ADP
cana-3180	81	14	real	real	ADJ
cana-3180	81	15	-	-	PUNCT
cana-3180	81	16	time	time	NOUN
cana-3180	81	17	intrusion	intrusion	NOUN
cana-3180	81	18	detection	detection	NOUN
cana-3180	81	19	.	.	PUNCT
cana-3180	82	1	by	by	ADP
cana-3180	82	2	addressing	address	VERB
cana-3180	82	3	imbalanced	imbalanced	ADJ
cana-3180	82	4	datasets	dataset	NOUN
cana-3180	82	5	using	use	VERB
cana-3180	82	6	the	the	DET
cana-3180	82	7	"	"	PUNCT
cana-3180	82	8	samselect	samselect	ADJ
cana-3180	82	9	"	"	PUNCT
cana-3180	82	10	algorithm	algorithm	NOUN
cana-3180	82	11	,	,	PUNCT
cana-3180	82	12	detection	detection	NOUN
cana-3180	82	13	accuracy	accuracy	NOUN
cana-3180	82	14	exceeds	exceed	VERB
cana-3180	82	15	98	98	NUM
cana-3180	82	16	%	%	NOUN
cana-3180	82	17	.	.	PUNCT
cana-3180	83	1	high	high	ADJ
cana-3180	83	2	dependency	dependency	NOUN
cana-3180	83	3	on	on	ADP
cana-3180	83	4	labeled	label	VERB
cana-3180	83	5	training	training	NOUN
cana-3180	83	6	data	datum	NOUN
cana-3180	83	7	is	be	AUX
cana-3180	83	8	a	a	DET
cana-3180	83	9	noted	note	VERB
cana-3180	83	10	limitation	limitation	NOUN
cana-3180	83	11	.	.	PUNCT
cana-3180	84	1	balamurugan	balamurugan	PROPN
cana-3180	84	2	et	et	PROPN
cana-3180	84	3	al	al	PROPN
cana-3180	84	4	.	.	PUNCT
cana-3180	85	1	[	[	X
cana-3180	85	2	16	16	NUM
cana-3180	85	3	]	]	PUNCT
cana-3180	85	4	,	,	PUNCT
cana-3180	85	5	xiuli	xiuli	PROPN
cana-3180	85	6	du	du	PROPN
cana-3180	86	1	[	[	X
cana-3180	86	2	17	17	NUM
cana-3180	86	3	]	]	PUNCT
cana-3180	86	4	,	,	PUNCT
cana-3180	86	5	owezarski	owezarski	ADJ
cana-3180	86	6	,	,	PUNCT
cana-3180	86	7	philippe	philippe	PROPN
cana-3180	87	1	[	[	X
cana-3180	87	2	18	18	NUM
cana-3180	87	3	]	]	PUNCT
cana-3180	87	4	and	and	CCONJ
cana-3180	87	5	shao	shao	PROPN
cana-3180	87	6	et	et	PROPN
cana-3180	87	7	al	al	PROPN
cana-3180	87	8	.	.	PUNCT
cana-3180	88	1	[	[	X
cana-3180	88	2	19	19	NUM
cana-3180	88	3	]	]	PUNCT
cana-3180	88	4	introduce	introduce	VERB
cana-3180	88	5	predictive	predictive	ADJ
cana-3180	88	6	models	model	NOUN
cana-3180	88	7	for	for	ADP
cana-3180	88	8	network	network	NOUN
cana-3180	88	9	optimization	optimization	NOUN
cana-3180	88	10	.	.	PUNCT
cana-3180	89	1	balamurugan	balamurugan	VERB
cana-3180	89	2	et	et	PROPN
cana-3180	89	3	al	al	PROPN
cana-3180	89	4	.	.	PUNCT
cana-3180	90	1	[	[	X
cana-3180	90	2	16	16	NUM
cana-3180	90	3	]	]	PUNCT
cana-3180	90	4	integrate	integrate	VERB
cana-3180	90	5	convolutional	convolutional	ADJ
cana-3180	90	6	neural	neural	ADJ
cana-3180	90	7	networks	network	NOUN
cana-3180	90	8	with	with	ADP
cana-3180	90	9	deep	deep	ADJ
cana-3180	90	10	reinforcement	reinforcement	NOUN
cana-3180	90	11	learning	learning	NOUN
cana-3180	90	12	to	to	PART
cana-3180	90	13	predict	predict	VERB
cana-3180	90	14	traffic	traffic	NOUN
cana-3180	90	15	patterns	pattern	NOUN
cana-3180	90	16	.	.	PUNCT
cana-3180	91	1	achieving	achieve	VERB
cana-3180	91	2	97.2	97.2	NUM
cana-3180	91	3	%	%	NOUN
cana-3180	91	4	prediction	prediction	NOUN
cana-3180	91	5	accuracy	accuracy	NOUN
cana-3180	91	6	,	,	PUNCT
cana-3180	91	7	the	the	DET
cana-3180	91	8	method	method	NOUN
cana-3180	91	9	reduces	reduce	VERB
cana-3180	91	10	energy	energy	NOUN
cana-3180	91	11	consumption	consumption	NOUN
cana-3180	91	12	by	by	ADP
cana-3180	91	13	12	12	NUM
cana-3180	91	14	%	%	NOUN
cana-3180	91	15	.	.	PUNCT
cana-3180	92	1	its	its	PRON
cana-3180	92	2	effectiveness	effectiveness	NOUN
cana-3180	92	3	declines	decline	VERB
cana-3180	92	4	with	with	ADP
cana-3180	92	5	noisy	noisy	ADJ
cana-3180	92	6	or	or	CCONJ
cana-3180	92	7	incomplete	incomplete	ADJ
cana-3180	92	8	input	input	NOUN
cana-3180	92	9	data	datum	NOUN
cana-3180	92	10	.	.	PUNCT
cana-3180	93	1	xiuli	xiuli	PROPN
cana-3180	93	2	du	du	PROPN
cana-3180	94	1	[	[	X
cana-3180	94	2	17	17	NUM
cana-3180	94	3	]	]	PUNCT
cana-3180	94	4	employs	employ	VERB
cana-3180	94	5	optimized	optimize	VERB
cana-3180	94	6	clockwork	clockwork	NOUN
cana-3180	94	7	rnns	rnn	NOUN
cana-3180	94	8	to	to	PART
cana-3180	94	9	predict	predict	VERB
cana-3180	94	10	security	security	NOUN
cana-3180	94	11	trends	trend	NOUN
cana-3180	94	12	using	use	VERB
cana-3180	94	13	segmented	segment	VERB
cana-3180	94	14	time	time	NOUN
cana-3180	94	15	-	-	PUNCT
cana-3180	94	16	series	series	NOUN
cana-3180	94	17	data	datum	NOUN
cana-3180	94	18	.	.	PUNCT
cana-3180	95	1	this	this	DET
cana-3180	95	2	framework	framework	NOUN
cana-3180	95	3	enhances	enhance	VERB
cana-3180	95	4	computational	computational	ADJ
cana-3180	95	5	efficiency	efficiency	NOUN
cana-3180	95	6	but	but	CCONJ
cana-3180	95	7	depends	depend	VERB
cana-3180	95	8	on	on	ADP
cana-3180	95	9	precise	precise	ADJ
cana-3180	95	10	input	input	NOUN
cana-3180	95	11	segmentation	segmentation	NOUN
cana-3180	95	12	.	.	PUNCT
cana-3180	96	1	shao	shao	PROPN
cana-3180	96	2	et	et	PROPN
cana-3180	96	3	al	al	PROPN
cana-3180	96	4	.	.	PUNCT
cana-3180	97	1	[	[	X
cana-3180	97	2	19	19	NUM
cana-3180	97	3	]	]	PUNCT
cana-3180	97	4	apply	apply	VERB
cana-3180	97	5	spatio	spatio	PROPN
cana-3180	97	6	-	-	PUNCT
cana-3180	97	7	temporal	temporal	ADJ
cana-3180	97	8	feature	feature	NOUN
cana-3180	97	9	extraction	extraction	NOUN
cana-3180	97	10	to	to	PART
cana-3180	97	11	predict	predict	VERB
cana-3180	97	12	manet	manet	NOUN
cana-3180	97	13	link	link	NOUN
cana-3180	97	14	stability	stability	NOUN
cana-3180	97	15	.	.	PUNCT
cana-3180	98	1	the	the	DET
cana-3180	98	2	model	model	NOUN
cana-3180	98	3	delivers	deliver	VERB
cana-3180	98	4	fast	fast	ADJ
cana-3180	98	5	and	and	CCONJ
cana-3180	98	6	accurate	accurate	ADJ
cana-3180	98	7	predictions	prediction	NOUN
cana-3180	98	8	but	but	CCONJ
cana-3180	98	9	struggles	struggle	NOUN
cana-3180	98	10	in	in	ADP
cana-3180	98	11	environments	environment	NOUN
cana-3180	98	12	with	with	ADP
cana-3180	98	13	missing	missing	ADJ
cana-3180	98	14	or	or	CCONJ
cana-3180	98	15	low	low	ADJ
cana-3180	98	16	-	-	PUNCT
cana-3180	98	17	quality	quality	NOUN
cana-3180	98	18	data	datum	NOUN
cana-3180	98	19	.	.	PUNCT
cana-3180	99	1	ryu	ryu	PROPN
cana-3180	99	2	et	et	PROPN
cana-3180	99	3	al	al	PROPN
cana-3180	99	4	.	.	PUNCT
cana-3180	100	1	[	[	X
cana-3180	100	2	20	20	NUM
cana-3180	100	3	]	]	PUNCT
cana-3180	100	4	,	,	PUNCT
cana-3180	100	5	lee	lee	PROPN
cana-3180	100	6	et	et	PROPN
cana-3180	100	7	al	al	PROPN
cana-3180	100	8	.	.	PUNCT
cana-3180	101	1	[	[	X
cana-3180	101	2	21	21	NUM
cana-3180	101	3	]	]	PUNCT
cana-3180	101	4	,	,	PUNCT
cana-3180	101	5	song	song	NOUN
cana-3180	101	6	,	,	PUNCT
cana-3180	101	7	yuda	yuda	NOUN
cana-3180	101	8	et	et	NOUN
cana-3180	101	9	al	al	PROPN
cana-3180	101	10	.	.	PROPN
cana-3180	101	11	,	,	PUNCT
cana-3180	102	1	[	[	X
cana-3180	102	2	22	22	NUM
cana-3180	102	3	]	]	PUNCT
cana-3180	102	4	and	and	CCONJ
cana-3180	102	5	murti	murti	PROPN
cana-3180	102	6	et	et	PROPN
cana-3180	102	7	al	al	PROPN
cana-3180	102	8	.	.	PUNCT
cana-3180	103	1	[	[	X
cana-3180	103	2	23	23	NUM
cana-3180	103	3	]	]	PUNCT
cana-3180	103	4	focus	focus	NOUN
cana-3180	103	5	on	on	ADP
cana-3180	103	6	dynamic	dynamic	ADJ
cana-3180	103	7	routing	routing	NOUN
cana-3180	103	8	and	and	CCONJ
cana-3180	103	9	resource	resource	NOUN
cana-3180	103	10	optimization	optimization	NOUN
cana-3180	103	11	.	.	PUNCT
cana-3180	104	1	ryu	ryu	PROPN
cana-3180	104	2	et	et	PROPN
cana-3180	104	3	al	al	PROPN
cana-3180	104	4	.	.	PUNCT
cana-3180	105	1	[	[	X
cana-3180	105	2	20	20	NUM
cana-3180	105	3	]	]	PUNCT
cana-3180	105	4	propose	propose	VERB
cana-3180	105	5	a	a	DET
cana-3180	105	6	reputation	reputation	NOUN
cana-3180	105	7	-	-	PUNCT
cana-3180	105	8	based	base	VERB
cana-3180	105	9	opportunistic	opportunistic	ADJ
cana-3180	105	10	routing	routing	NOUN
cana-3180	105	11	protocol	protocol	NOUN
cana-3180	105	12	(	(	PUNCT
cana-3180	105	13	rorq	rorq	ADJ
cana-3180	105	14	)	)	PUNCT
cana-3180	105	15	to	to	PART
cana-3180	105	16	combat	combat	VERB
cana-3180	105	17	malicious	malicious	ADJ
cana-3180	105	18	nodes	node	NOUN
cana-3180	105	19	in	in	ADP
cana-3180	105	20	manets	manet	NOUN
cana-3180	105	21	.	.	PUNCT
cana-3180	106	1	the	the	DET
cana-3180	106	2	system	system	NOUN
cana-3180	106	3	adapts	adapt	VERB
cana-3180	106	4	routing	routing	NOUN
cana-3180	106	5	decisions	decision	NOUN
cana-3180	106	6	based	base	VERB
cana-3180	106	7	on	on	ADP
cana-3180	106	8	reputation	reputation	NOUN
cana-3180	106	9	scores	score	NOUN
cana-3180	106	10	,	,	PUNCT
cana-3180	106	11	though	though	SCONJ
cana-3180	106	12	its	its	PRON
cana-3180	106	13	dependence	dependence	NOUN
cana-3180	106	14	on	on	ADP
cana-3180	106	15	accurate	accurate	ADJ
cana-3180	106	16	evaluations	evaluation	NOUN
cana-3180	106	17	limits	limit	VERB
cana-3180	106	18	reliability	reliability	NOUN
cana-3180	106	19	in	in	ADP
cana-3180	106	20	subtle	subtle	ADJ
cana-3180	106	21	threat	threat	NOUN
cana-3180	106	22	scenarios	scenario	NOUN
cana-3180	106	23	.	.	PUNCT
cana-3180	107	1	lee	lee	PROPN
cana-3180	107	2	et	et	PROPN
cana-3180	107	3	al	al	PROPN
cana-3180	107	4	.	.	PUNCT
cana-3180	108	1	[	[	X
cana-3180	108	2	21	21	NUM
cana-3180	108	3	]	]	PUNCT
cana-3180	108	4	optimize	optimize	VERB
cana-3180	108	5	uav	uav	PROPN
cana-3180	108	6	communication	communication	NOUN
cana-3180	108	7	paths	path	NOUN
cana-3180	108	8	for	for	ADP
cana-3180	108	9	energy	energy	NOUN
cana-3180	108	10	efficiency	efficiency	NOUN
cana-3180	108	11	and	and	CCONJ
cana-3180	108	12	coverage	coverage	NOUN
cana-3180	108	13	.	.	PUNCT
cana-3180	109	1	resource	resource	NOUN
cana-3180	109	2	-	-	PUNCT
cana-3180	109	3	intensive	intensive	ADJ
cana-3180	109	4	real	real	ADJ
cana-3180	109	5	-	-	PUNCT
cana-3180	109	6	time	time	NOUN
cana-3180	109	7	adaptations	adaptation	NOUN
cana-3180	109	8	present	present	ADJ
cana-3180	109	9	scalability	scalability	NOUN
cana-3180	109	10	challenges	challenge	NOUN
cana-3180	109	11	.	.	PUNCT
cana-3180	110	1	murti	murti	PROPN
cana-3180	110	2	et	et	PROPN
cana-3180	110	3	al	al	PROPN
cana-3180	110	4	.	.	PUNCT
cana-3180	111	1	[	[	X
cana-3180	111	2	23	23	NUM
cana-3180	111	3	]	]	PUNCT
cana-3180	111	4	adapt	adapt	VERB
cana-3180	111	5	virtualized	virtualize	VERB
cana-3180	111	6	radio	radio	NOUN
cana-3180	111	7	access	access	NOUN
cana-3180	111	8	networks	network	NOUN
cana-3180	111	9	(	(	PUNCT
cana-3180	111	10	vrans	vran	NOUN
cana-3180	111	11	)	)	PUNCT
cana-3180	111	12	for	for	ADP
cana-3180	111	13	ultra	ultra	ADJ
cana-3180	111	14	-	-	ADJ
cana-3180	111	15	reliable	reliable	ADJ
cana-3180	111	16	low	low	ADJ
cana-3180	111	17	-	-	PUNCT
cana-3180	111	18	latency	latency	NOUN
cana-3180	111	19	communication	communication	NOUN
cana-3180	111	20	(	(	PUNCT
cana-3180	111	21	urllc	urllc	NOUN
cana-3180	111	22	)	)	PUNCT
cana-3180	111	23	by	by	ADP
cana-3180	111	24	dynamically	dynamically	ADV
cana-3180	111	25	reallocating	reallocate	VERB
cana-3180	111	26	resources	resource	NOUN
cana-3180	111	27	.	.	PUNCT
cana-3180	112	1	computational	computational	ADJ
cana-3180	112	2	intensity	intensity	NOUN
cana-3180	112	3	is	be	AUX
cana-3180	112	4	a	a	DET
cana-3180	112	5	concern	concern	NOUN
cana-3180	112	6	in	in	ADP
cana-3180	112	7	real	real	ADJ
cana-3180	112	8	-	-	PUNCT
cana-3180	112	9	time	time	NOUN
cana-3180	112	10	operations	operation	NOUN
cana-3180	112	11	for	for	ADP
cana-3180	112	12	large	large	ADJ
cana-3180	112	13	-	-	PUNCT
cana-3180	112	14	scale	scale	NOUN
cana-3180	112	15	deployments	deployment	NOUN
cana-3180	112	16	.	.	PUNCT
cana-3180	113	1	gaon	gaon	PROPN
cana-3180	113	2	et	et	PROPN
cana-3180	113	3	al	al	PROPN
cana-3180	113	4	.	.	PUNCT
cana-3180	114	1	[	[	X
cana-3180	114	2	24	24	NUM
cana-3180	114	3	]	]	PUNCT
cana-3180	114	4	,	,	PUNCT
cana-3180	114	5	salh	salh	VERB
cana-3180	114	6	et	et	PROPN
cana-3180	114	7	al	al	PROPN
cana-3180	114	8	.	.	PUNCT
cana-3180	115	1	[	[	X
cana-3180	115	2	25	25	NUM
cana-3180	115	3	]	]	PUNCT
cana-3180	115	4	,	,	PUNCT
cana-3180	115	5	gallego	gallego	NOUN
cana-3180	115	6	,	,	PUNCT
cana-3180	115	7	victor	victor	PROPN
cana-3180	115	8	et	et	PROPN
cana-3180	115	9	al	al	PROPN
cana-3180	115	10	.	.	PROPN
cana-3180	115	11	,	,	PUNCT
cana-3180	116	1	[	[	X
cana-3180	116	2	26	26	NUM
cana-3180	116	3	]	]	PUNCT
cana-3180	116	4	and	and	CCONJ
cana-3180	116	5	chandak	chandak	VERB
cana-3180	116	6	et	et	PROPN
cana-3180	116	7	al	al	PROPN
cana-3180	116	8	.	.	PUNCT
cana-3180	117	1	[	[	X
cana-3180	117	2	27	27	NUM
cana-3180	117	3	]	]	PUNCT
cana-3180	117	4	address	address	NOUN
cana-3180	117	5	complex	complex	ADJ
cana-3180	117	6	reinforcement	reinforcement	NOUN
cana-3180	117	7	learning	learn	VERB
cana-3180	117	8	scenarios	scenario	NOUN
cana-3180	117	9	through	through	ADP
cana-3180	117	10	hybrid	hybrid	ADJ
cana-3180	117	11	methods	method	NOUN
cana-3180	117	12	.	.	PUNCT
cana-3180	118	1	gaon	gaon	PROPN
cana-3180	118	2	et	et	PROPN
cana-3180	118	3	al	al	PROPN
cana-3180	118	4	.	.	PUNCT
cana-3180	119	1	[	[	X
cana-3180	119	2	24	24	NUM
cana-3180	119	3	]	]	PUNCT
cana-3180	119	4	develop	develop	VERB
cana-3180	119	5	algorithms	algorithm	NOUN
cana-3180	119	6	to	to	PART
cana-3180	119	7	handle	handle	VERB
cana-3180	119	8	non	non	ADJ
cana-3180	119	9	-	-	ADJ
cana-3180	119	10	markovian	markovian	ADJ
cana-3180	119	11	rewards	reward	NOUN
cana-3180	119	12	,	,	PUNCT
cana-3180	119	13	focusing	focus	VERB
cana-3180	119	14	on	on	ADP
cana-3180	119	15	long	long	ADJ
cana-3180	119	16	-	-	PUNCT
cana-3180	119	17	term	term	NOUN
cana-3180	119	18	planning	planning	NOUN
cana-3180	119	19	in	in	ADP
cana-3180	119	20	dynamic	dynamic	ADJ
cana-3180	119	21	communications	communication	NOUN
cana-3180	119	22	on	on	ADP
cana-3180	119	23	applied	apply	VERB
cana-3180	119	24	nonlinear	nonlinear	ADJ
cana-3180	119	25	analysis	analysis	NOUN
cana-3180	119	26	issn	issn	NOUN
cana-3180	119	27	:	:	PUNCT
cana-3180	119	28	1074	1074	NUM
cana-3180	119	29	-	-	PUNCT
cana-3180	119	30	133x	133x	NUM
cana-3180	119	31	vol	vol	NOUN
cana-3180	119	32	32	32	NUM
cana-3180	119	33	no	no	NOUN
cana-3180	119	34	.	.	PUNCT
cana-3180	120	1	5s	5s	NUM
cana-3180	120	2	(	(	PUNCT
cana-3180	120	3	2025	2025	NUM
cana-3180	120	4	)	)	PUNCT
cana-3180	120	5	555	555	NUM
cana-3180	120	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3180	120	7	environments	environment	NOUN
cana-3180	120	8	.	.	PUNCT
cana-3180	121	1	enhanced	enhanced	ADJ
cana-3180	121	2	adaptability	adaptability	NOUN
cana-3180	121	3	is	be	AUX
cana-3180	121	4	achieved	achieve	VERB
cana-3180	121	5	but	but	CCONJ
cana-3180	121	6	at	at	ADP
cana-3180	121	7	the	the	DET
cana-3180	121	8	cost	cost	NOUN
cana-3180	121	9	of	of	ADP
cana-3180	121	10	scalability	scalability	NOUN
cana-3180	121	11	in	in	ADP
cana-3180	121	12	large	large	ADJ
cana-3180	121	13	systems	system	NOUN
cana-3180	121	14	.	.	PUNCT
cana-3180	122	1	salh	salh	PROPN
cana-3180	122	2	et	et	PROPN
cana-3180	122	3	al	al	PROPN
cana-3180	122	4	.	.	PUNCT
cana-3180	123	1	[	[	X
cana-3180	123	2	25	25	NUM
cana-3180	123	3	]	]	PUNCT
cana-3180	123	4	incorporate	incorporate	NOUN
cana-3180	123	5	gans	gan	NOUN
cana-3180	123	6	into	into	ADP
cana-3180	123	7	actor	actor	NOUN
cana-3180	123	8	-	-	PUNCT
cana-3180	123	9	critic	critic	NOUN
cana-3180	123	10	reinforcement	reinforcement	NOUN
cana-3180	123	11	learning	learning	NOUN
cana-3180	123	12	for	for	ADP
cana-3180	123	13	urllc	urllc	NOUN
cana-3180	123	14	systems	system	NOUN
cana-3180	123	15	,	,	PUNCT
cana-3180	123	16	achieving	achieve	VERB
cana-3180	123	17	exceptional	exceptional	ADJ
cana-3180	123	18	reliability	reliability	NOUN
cana-3180	123	19	but	but	CCONJ
cana-3180	123	20	introducing	introduce	VERB
cana-3180	123	21	significant	significant	ADJ
cana-3180	123	22	computational	computational	ADJ
cana-3180	123	23	overhead	overhead	NOUN
cana-3180	123	24	.	.	PUNCT
cana-3180	124	1	chandak	chandak	PROPN
cana-3180	124	2	et	et	PROPN
cana-3180	124	3	al	al	PROPN
cana-3180	124	4	.	.	PUNCT
cana-3180	125	1	[	[	X
cana-3180	125	2	27	27	NUM
cana-3180	125	3	]	]	SYM
cana-3180	125	4	optimize	optimize	NOUN
cana-3180	125	5	reinforcement	reinforcement	NOUN
cana-3180	125	6	learning	learning	NOUN
cana-3180	125	7	in	in	ADP
cana-3180	125	8	non	non	ADJ
cana-3180	125	9	-	-	ADJ
cana-3180	125	10	stationary	stationary	ADJ
cana-3180	125	11	mdps	mdps	NOUN
cana-3180	125	12	using	use	VERB
cana-3180	125	13	future	future	ADJ
cana-3180	125	14	state	state	NOUN
cana-3180	125	15	predictions	prediction	NOUN
cana-3180	125	16	.	.	PUNCT
cana-3180	126	1	while	while	SCONJ
cana-3180	126	2	improving	improve	VERB
cana-3180	126	3	policy	policy	NOUN
cana-3180	126	4	stability	stability	NOUN
cana-3180	126	5	,	,	PUNCT
cana-3180	126	6	the	the	DET
cana-3180	126	7	approach	approach	NOUN
cana-3180	126	8	increases	increase	VERB
cana-3180	126	9	computational	computational	ADJ
cana-3180	126	10	demands	demand	NOUN
cana-3180	126	11	,	,	PUNCT
cana-3180	126	12	making	make	VERB
cana-3180	126	13	it	it	PRON
cana-3180	126	14	less	less	ADV
cana-3180	126	15	feasible	feasible	ADJ
cana-3180	126	16	in	in	ADP
cana-3180	126	17	fast	fast	ADV
cana-3180	126	18	-	-	PUNCT
cana-3180	126	19	changing	change	VERB
cana-3180	126	20	scenarios	scenario	NOUN
cana-3180	126	21	.	.	PUNCT
cana-3180	127	1	the	the	DET
cana-3180	127	2	articles	article	NOUN
cana-3180	127	3	reviewed	review	VERB
cana-3180	127	4	reveal	reveal	VERB
cana-3180	127	5	several	several	ADJ
cana-3180	127	6	challenges	challenge	NOUN
cana-3180	127	7	in	in	ADP
cana-3180	127	8	managing	manage	VERB
cana-3180	127	9	dynamic	dynamic	ADJ
cana-3180	127	10	and	and	CCONJ
cana-3180	127	11	decentralized	decentralized	ADJ
cana-3180	127	12	networks	network	NOUN
cana-3180	127	13	,	,	PUNCT
cana-3180	127	14	highlighting	highlight	VERB
cana-3180	127	15	the	the	DET
cana-3180	127	16	need	need	NOUN
cana-3180	127	17	for	for	ADP
cana-3180	127	18	continued	continue	VERB
cana-3180	127	19	exploration	exploration	NOUN
cana-3180	127	20	and	and	CCONJ
cana-3180	127	21	refinement	refinement	NOUN
cana-3180	127	22	.	.	PUNCT
cana-3180	128	1	multi	multi	ADJ
cana-3180	128	2	-	-	ADJ
cana-3180	128	3	agent	agent	ADJ
cana-3180	128	4	reinforcement	reinforcement	NOUN
cana-3180	128	5	learning	learning	NOUN
cana-3180	128	6	models	model	NOUN
cana-3180	128	7	like	like	ADP
cana-3180	128	8	those	those	PRON
cana-3180	128	9	discussed	discuss	VERB
cana-3180	128	10	in	in	ADP
cana-3180	128	11	[	[	X
cana-3180	128	12	8	8	NUM
cana-3180	128	13	]	]	PUNCT
cana-3180	128	14	and	and	CCONJ
cana-3180	128	15	[	[	AUX
cana-3180	128	16	9	9	NUM
cana-3180	128	17	]	]	PUNCT
cana-3180	128	18	improve	improve	VERB
cana-3180	128	19	decision	decision	NOUN
cana-3180	128	20	-	-	PUNCT
cana-3180	128	21	making	make	VERB
cana-3180	128	22	and	and	CCONJ
cana-3180	128	23	resource	resource	NOUN
cana-3180	128	24	allocation	allocation	NOUN
cana-3180	128	25	but	but	CCONJ
cana-3180	128	26	face	face	NOUN
cana-3180	128	27	scalability	scalability	NOUN
cana-3180	128	28	limitations	limitation	NOUN
cana-3180	128	29	and	and	CCONJ
cana-3180	128	30	depend	depend	VERB
cana-3180	128	31	heavily	heavily	ADV
cana-3180	128	32	on	on	ADP
cana-3180	128	33	precise	precise	ADJ
cana-3180	128	34	state	state	NOUN
cana-3180	128	35	predictions	prediction	NOUN
cana-3180	128	36	,	,	PUNCT
cana-3180	128	37	which	which	PRON
cana-3180	128	38	can	can	AUX
cana-3180	128	39	falter	falter	VERB
cana-3180	128	40	in	in	ADP
cana-3180	128	41	unpredictable	unpredictable	ADJ
cana-3180	128	42	scenarios	scenario	NOUN
cana-3180	128	43	.	.	PUNCT
cana-3180	129	1	security	security	NOUN
cana-3180	129	2	-	-	PUNCT
cana-3180	129	3	focused	focus	VERB
cana-3180	129	4	studies	study	NOUN
cana-3180	129	5	,	,	PUNCT
cana-3180	129	6	including	include	VERB
cana-3180	129	7	[	[	X
cana-3180	129	8	12	12	NUM
cana-3180	129	9	]	]	PUNCT
cana-3180	129	10	,	,	PUNCT
cana-3180	129	11	[	[	X
cana-3180	129	12	13	13	NUM
cana-3180	129	13	]	]	PUNCT
cana-3180	129	14	,	,	PUNCT
cana-3180	129	15	and	and	CCONJ
cana-3180	129	16	[	[	X
cana-3180	129	17	15	15	NUM
cana-3180	129	18	]	]	PUNCT
cana-3180	129	19	,	,	PUNCT
cana-3180	129	20	address	address	NOUN
cana-3180	129	21	intrusion	intrusion	NOUN
cana-3180	129	22	detection	detection	NOUN
cana-3180	129	23	and	and	CCONJ
cana-3180	129	24	anomaly	anomaly	NOUN
cana-3180	129	25	mitigation	mitigation	NOUN
cana-3180	129	26	but	but	CCONJ
cana-3180	129	27	are	be	AUX
cana-3180	129	28	often	often	ADV
cana-3180	129	29	constrained	constrain	VERB
cana-3180	129	30	by	by	ADP
cana-3180	129	31	the	the	DET
cana-3180	129	32	need	need	NOUN
cana-3180	129	33	for	for	ADP
cana-3180	129	34	high	high	ADJ
cana-3180	129	35	-	-	PUNCT
cana-3180	129	36	quality	quality	NOUN
cana-3180	129	37	labeled	label	VERB
cana-3180	129	38	data	datum	NOUN
cana-3180	129	39	and	and	CCONJ
cana-3180	129	40	predefined	predefine	VERB
cana-3180	129	41	patterns	pattern	NOUN
cana-3180	129	42	,	,	PUNCT
cana-3180	129	43	which	which	PRON
cana-3180	129	44	restrict	restrict	VERB
cana-3180	129	45	adaptability	adaptability	NOUN
cana-3180	129	46	to	to	ADP
cana-3180	129	47	evolving	evolve	VERB
cana-3180	129	48	threats	threat	NOUN
cana-3180	129	49	.	.	PUNCT
cana-3180	130	1	predictive	predictive	ADJ
cana-3180	130	2	approaches	approach	NOUN
cana-3180	130	3	explored	explore	VERB
cana-3180	130	4	in	in	ADP
cana-3180	130	5	[	[	X
cana-3180	130	6	16	16	NUM
cana-3180	130	7	]	]	PUNCT
cana-3180	130	8	,	,	PUNCT
cana-3180	130	9	[	[	X
cana-3180	130	10	17	17	NUM
cana-3180	130	11	]	]	PUNCT
cana-3180	130	12	,	,	PUNCT
cana-3180	130	13	and	and	CCONJ
cana-3180	130	14	[	[	X
cana-3180	130	15	19	19	NUM
cana-3180	130	16	]	]	PUNCT
cana-3180	130	17	demonstrate	demonstrate	NOUN
cana-3180	130	18	accuracy	accuracy	NOUN
cana-3180	130	19	and	and	CCONJ
cana-3180	130	20	efficiency	efficiency	NOUN
cana-3180	130	21	in	in	ADP
cana-3180	130	22	modeling	model	VERB
cana-3180	130	23	network	network	NOUN
cana-3180	130	24	behavior	behavior	NOUN
cana-3180	130	25	but	but	CCONJ
cana-3180	130	26	exhibit	exhibit	VERB
cana-3180	130	27	reduced	reduce	VERB
cana-3180	130	28	applicability	applicability	NOUN
cana-3180	130	29	in	in	ADP
cana-3180	130	30	environments	environment	NOUN
cana-3180	130	31	with	with	ADP
cana-3180	130	32	noisy	noisy	ADJ
cana-3180	130	33	or	or	CCONJ
cana-3180	130	34	incomplete	incomplete	ADJ
cana-3180	130	35	data	datum	NOUN
cana-3180	130	36	inputs	input	NOUN
cana-3180	130	37	.	.	PUNCT
cana-3180	131	1	resource	resource	NOUN
cana-3180	131	2	optimization	optimization	NOUN
cana-3180	131	3	and	and	CCONJ
cana-3180	131	4	adaptive	adaptive	ADJ
cana-3180	131	5	routing	routing	NOUN
cana-3180	131	6	techniques	technique	NOUN
cana-3180	131	7	in	in	ADP
cana-3180	131	8	[	[	X
cana-3180	131	9	20	20	NUM
cana-3180	131	10	]	]	PUNCT
cana-3180	131	11	,	,	PUNCT
cana-3180	132	1	[	[	X
cana-3180	132	2	21	21	NUM
cana-3180	132	3	]	]	PUNCT
cana-3180	132	4	,	,	PUNCT
cana-3180	132	5	and	and	CCONJ
cana-3180	132	6	[	[	X
cana-3180	132	7	23	23	NUM
cana-3180	132	8	]	]	PUNCT
cana-3180	132	9	enhance	enhance	VERB
cana-3180	132	10	performance	performance	NOUN
cana-3180	132	11	under	under	ADP
cana-3180	132	12	varying	vary	VERB
cana-3180	132	13	conditions	condition	NOUN
cana-3180	132	14	but	but	CCONJ
cana-3180	132	15	encounter	encounter	VERB
cana-3180	132	16	difficulties	difficulty	NOUN
cana-3180	132	17	in	in	ADP
cana-3180	132	18	scaling	scale	VERB
cana-3180	132	19	to	to	ADP
cana-3180	132	20	dense	dense	ADJ
cana-3180	132	21	networks	network	NOUN
cana-3180	132	22	or	or	CCONJ
cana-3180	132	23	handling	handle	VERB
cana-3180	132	24	real	real	ADJ
cana-3180	132	25	-	-	PUNCT
cana-3180	132	26	time	time	NOUN
cana-3180	132	27	computational	computational	ADJ
cana-3180	132	28	demands	demand	NOUN
cana-3180	132	29	.	.	PUNCT
cana-3180	133	1	hybrid	hybrid	ADJ
cana-3180	133	2	methods	method	NOUN
cana-3180	133	3	and	and	CCONJ
cana-3180	133	4	advanced	advanced	ADJ
cana-3180	133	5	reinforcement	reinforcement	NOUN
cana-3180	133	6	learning	learning	NOUN
cana-3180	133	7	techniques	technique	NOUN
cana-3180	133	8	in	in	ADP
cana-3180	133	9	[	[	X
cana-3180	133	10	24	24	NUM
cana-3180	133	11	]	]	PUNCT
cana-3180	133	12	,	,	PUNCT
cana-3180	133	13	[	[	X
cana-3180	133	14	25	25	NUM
cana-3180	133	15	]	]	PUNCT
cana-3180	133	16	,	,	PUNCT
cana-3180	133	17	and	and	CCONJ
cana-3180	133	18	[	[	X
cana-3180	133	19	27	27	NUM
cana-3180	133	20	]	]	PUNCT
cana-3180	133	21	balance	balance	NOUN
cana-3180	133	22	longterm	longterm	NOUN
cana-3180	133	23	planning	planning	NOUN
cana-3180	133	24	and	and	CCONJ
cana-3180	133	25	reliability	reliability	NOUN
cana-3180	134	1	but	but	CCONJ
cana-3180	134	2	add	add	VERB
cana-3180	134	3	significant	significant	ADJ
cana-3180	134	4	computational	computational	ADJ
cana-3180	134	5	overhead	overhead	NOUN
cana-3180	134	6	,	,	PUNCT
cana-3180	134	7	limiting	limit	VERB
cana-3180	134	8	scalability	scalability	NOUN
cana-3180	134	9	.	.	PUNCT
cana-3180	135	1	these	these	DET
cana-3180	135	2	challenges	challenge	NOUN
cana-3180	135	3	underline	underline	VERB
cana-3180	135	4	the	the	DET
cana-3180	135	5	necessity	necessity	NOUN
cana-3180	135	6	for	for	ADP
cana-3180	135	7	lightweight	lightweight	ADJ
cana-3180	135	8	,	,	PUNCT
cana-3180	135	9	scalable	scalable	ADJ
cana-3180	135	10	,	,	PUNCT
cana-3180	135	11	and	and	CCONJ
cana-3180	135	12	adaptable	adaptable	ADJ
cana-3180	135	13	frameworks	framework	NOUN
cana-3180	135	14	that	that	PRON
cana-3180	135	15	can	can	AUX
cana-3180	135	16	operate	operate	VERB
cana-3180	135	17	effectively	effectively	ADV
cana-3180	135	18	under	under	ADP
cana-3180	135	19	resource	resource	NOUN
cana-3180	135	20	constraints	constraint	NOUN
cana-3180	135	21	,	,	PUNCT
cana-3180	135	22	manage	manage	VERB
cana-3180	135	23	imperfect	imperfect	ADJ
cana-3180	135	24	data	datum	NOUN
cana-3180	135	25	,	,	PUNCT
cana-3180	135	26	and	and	CCONJ
cana-3180	135	27	respond	respond	VERB
cana-3180	135	28	to	to	ADP
cana-3180	135	29	rapidly	rapidly	ADV
cana-3180	135	30	changing	change	VERB
cana-3180	135	31	conditions	condition	NOUN
cana-3180	135	32	without	without	ADP
cana-3180	135	33	compromising	compromise	VERB
cana-3180	135	34	usability	usability	NOUN
cana-3180	135	35	.	.	PUNCT
cana-3180	136	1	future	future	ADJ
cana-3180	136	2	work	work	NOUN
cana-3180	136	3	must	must	AUX
cana-3180	136	4	prioritize	prioritize	VERB
cana-3180	136	5	simplified	simplified	ADJ
cana-3180	136	6	architectures	architecture	NOUN
cana-3180	136	7	and	and	CCONJ
cana-3180	136	8	efficient	efficient	ADJ
cana-3180	136	9	algorithms	algorithm	NOUN
cana-3180	136	10	to	to	PART
cana-3180	136	11	address	address	VERB
cana-3180	136	12	these	these	DET
cana-3180	136	13	gaps	gap	NOUN
cana-3180	136	14	while	while	SCONJ
cana-3180	136	15	ensuring	ensure	VERB
cana-3180	136	16	practical	practical	ADJ
cana-3180	136	17	applicability	applicability	NOUN
cana-3180	136	18	in	in	ADP
cana-3180	136	19	complex	complex	ADJ
cana-3180	136	20	network	network	NOUN
cana-3180	136	21	environments	environment	NOUN
cana-3180	136	22	.	.	PUNCT
cana-3180	137	1	2	2	NUM
cana-3180	137	2	methods	method	NOUN
cana-3180	137	3	and	and	CCONJ
cana-3180	137	4	materials	material	NOUN
cana-3180	137	5	the	the	DET
cana-3180	137	6	framework	framework	NOUN
cana-3180	137	7	is	be	AUX
cana-3180	137	8	designed	design	VERB
cana-3180	137	9	to	to	PART
cana-3180	137	10	address	address	VERB
cana-3180	137	11	the	the	DET
cana-3180	137	12	dynamic	dynamic	ADJ
cana-3180	137	13	and	and	CCONJ
cana-3180	137	14	decentralized	decentralized	ADJ
cana-3180	137	15	nature	nature	NOUN
cana-3180	137	16	of	of	ADP
cana-3180	137	17	mobile	mobile	ADJ
cana-3180	137	18	ad	ad	NOUN
cana-3180	137	19	-	-	PUNCT
cana-3180	137	20	hoc	hoc	X
cana-3180	137	21	networks	network	NOUN
cana-3180	137	22	(	(	PUNCT
cana-3180	137	23	manets	manet	NOUN
cana-3180	137	24	)	)	PUNCT
cana-3180	137	25	.	.	PUNCT
cana-3180	138	1	it	it	PRON
cana-3180	138	2	employs	employ	VERB
cana-3180	138	3	a	a	DET
cana-3180	138	4	non	non	ADJ
cana-3180	138	5	-	-	ADJ
cana-3180	138	6	linear	linear	ADJ
cana-3180	138	7	reinforcement	reinforcement	NOUN
cana-3180	138	8	learning	learning	NOUN
cana-3180	138	9	algorithm	algorithm	NOUN
cana-3180	138	10	to	to	PART
cana-3180	138	11	optimize	optimize	VERB
cana-3180	138	12	network	network	NOUN
cana-3180	138	13	configurations	configuration	NOUN
cana-3180	138	14	in	in	ADP
cana-3180	138	15	real	real	ADJ
cana-3180	138	16	-	-	PUNCT
cana-3180	138	17	time	time	NOUN
cana-3180	138	18	.	.	PUNCT
cana-3180	139	1	the	the	DET
cana-3180	139	2	framework	framework	NOUN
cana-3180	139	3	integrates	integrate	VERB
cana-3180	139	4	anomaly	anomaly	NOUN
cana-3180	139	5	detection	detection	NOUN
cana-3180	139	6	for	for	ADP
cana-3180	139	7	identifying	identify	VERB
cana-3180	139	8	unusual	unusual	ADJ
cana-3180	139	9	behaviors	behavior	NOUN
cana-3180	139	10	and	and	CCONJ
cana-3180	139	11	mitigating	mitigate	VERB
cana-3180	139	12	threats	threat	NOUN
cana-3180	139	13	,	,	PUNCT
cana-3180	139	14	such	such	ADJ
cana-3180	139	15	as	as	ADP
cana-3180	139	16	black	black	ADJ
cana-3180	139	17	hole	hole	NOUN
cana-3180	139	18	or	or	CCONJ
cana-3180	139	19	ddos	ddos	NOUN
cana-3180	139	20	attacks	attack	NOUN
cana-3180	139	21	.	.	PUNCT
cana-3180	140	1	federated	federated	ADJ
cana-3180	140	2	learning	learning	NOUN
cana-3180	140	3	is	be	AUX
cana-3180	140	4	incorporated	incorporate	VERB
cana-3180	140	5	to	to	PART
cana-3180	140	6	enable	enable	VERB
cana-3180	140	7	decentralized	decentralized	ADJ
cana-3180	140	8	model	model	NOUN
cana-3180	140	9	training	training	NOUN
cana-3180	140	10	while	while	SCONJ
cana-3180	140	11	preserving	preserve	VERB
cana-3180	140	12	data	datum	NOUN
cana-3180	140	13	privacy	privacy	NOUN
cana-3180	140	14	.	.	PUNCT
cana-3180	141	1	these	these	DET
cana-3180	141	2	components	component	NOUN
cana-3180	141	3	work	work	VERB
cana-3180	141	4	together	together	ADV
cana-3180	141	5	to	to	PART
cana-3180	141	6	manage	manage	VERB
cana-3180	141	7	network	network	NOUN
cana-3180	141	8	conditions	condition	NOUN
cana-3180	141	9	,	,	PUNCT
cana-3180	141	10	adapt	adapt	VERB
cana-3180	141	11	to	to	ADP
cana-3180	141	12	changing	change	VERB
cana-3180	141	13	topologies	topology	NOUN
cana-3180	141	14	,	,	PUNCT
cana-3180	141	15	and	and	CCONJ
cana-3180	141	16	ensure	ensure	VERB
cana-3180	141	17	efficient	efficient	ADJ
cana-3180	141	18	use	use	NOUN
cana-3180	141	19	of	of	ADP
cana-3180	141	20	resources	resource	NOUN
cana-3180	141	21	under	under	ADP
cana-3180	141	22	varying	vary	VERB
cana-3180	141	23	traffic	traffic	NOUN
cana-3180	141	24	loads	load	NOUN
cana-3180	141	25	and	and	CCONJ
cana-3180	141	26	security	security	NOUN
cana-3180	141	27	challenges	challenge	NOUN
cana-3180	141	28	.	.	PUNCT
cana-3180	142	1	figure	figure	VERB
cana-3180	142	2	1	1	NUM
cana-3180	142	3	:	:	PUNCT
cana-3180	142	4	conceptual	conceptual	ADJ
cana-3180	142	5	framework	framework	NOUN
cana-3180	142	6	for	for	ADP
cana-3180	142	7	adaptive	adaptive	ADJ
cana-3180	142	8	configuration	configuration	NOUN
cana-3180	142	9	and	and	CCONJ
cana-3180	142	10	threat	threat	NOUN
cana-3180	142	11	prediction	prediction	NOUN
cana-3180	142	12	in	in	ADP
cana-3180	142	13	manets	manet	NOUN
cana-3180	142	14	communications	communication	NOUN
cana-3180	142	15	on	on	ADP
cana-3180	142	16	applied	apply	VERB
cana-3180	142	17	nonlinear	nonlinear	ADJ
cana-3180	142	18	analysis	analysis	NOUN
cana-3180	142	19	issn	issn	NOUN
cana-3180	142	20	:	:	PUNCT
cana-3180	142	21	1074	1074	NUM
cana-3180	142	22	-	-	PUNCT
cana-3180	142	23	133x	133x	NUM
cana-3180	142	24	vol	vol	NOUN
cana-3180	142	25	32	32	NUM
cana-3180	142	26	no	no	NOUN
cana-3180	142	27	.	.	PUNCT
cana-3180	143	1	5s	5s	NUM
cana-3180	143	2	(	(	PUNCT
cana-3180	143	3	2025	2025	NUM
cana-3180	143	4	)	)	PUNCT
cana-3180	143	5	556	556	NUM
cana-3180	143	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	144	1	the	the	DET
cana-3180	144	2	conceptual	conceptual	ADJ
cana-3180	144	3	diagram	diagram	NOUN
cana-3180	144	4	shown	show	VERB
cana-3180	144	5	in	in	ADP
cana-3180	144	6	figure	figure	NOUN
cana-3180	144	7	1	1	NUM
cana-3180	144	8	illustrates	illustrate	VERB
cana-3180	144	9	an	an	DET
cana-3180	144	10	adaptive	adaptive	ADJ
cana-3180	144	11	framework	framework	NOUN
cana-3180	144	12	for	for	ADP
cana-3180	144	13	addressing	address	VERB
cana-3180	144	14	dynamic	dynamic	ADJ
cana-3180	144	15	configuration	configuration	NOUN
cana-3180	144	16	,	,	PUNCT
cana-3180	144	17	threat	threat	NOUN
cana-3180	144	18	detection	detection	NOUN
cana-3180	144	19	,	,	PUNCT
cana-3180	144	20	and	and	CCONJ
cana-3180	144	21	privacy	privacy	NOUN
cana-3180	144	22	in	in	ADP
cana-3180	144	23	mobile	mobile	ADJ
cana-3180	144	24	ad	ad	X
cana-3180	144	25	hoc	hoc	X
cana-3180	144	26	networks	network	NOUN
cana-3180	144	27	(	(	PUNCT
cana-3180	144	28	manets	manet	NOUN
cana-3180	144	29	)	)	PUNCT
cana-3180	144	30	.	.	PUNCT
cana-3180	145	1	it	it	PRON
cana-3180	145	2	integrates	integrate	VERB
cana-3180	145	3	three	three	NUM
cana-3180	145	4	components	component	NOUN
cana-3180	145	5	:	:	PUNCT
cana-3180	145	6	deep	deep	ADJ
cana-3180	145	7	reinforcement	reinforcement	NOUN
cana-3180	145	8	learning	learning	NOUN
cana-3180	145	9	(	(	PUNCT
cana-3180	145	10	drl	drl	PROPN
cana-3180	145	11	)	)	PUNCT
cana-3180	145	12	,	,	PUNCT
cana-3180	145	13	lstm	lstm	NOUN
cana-3180	145	14	-	-	PUNCT
cana-3180	145	15	based	base	VERB
cana-3180	145	16	anomaly	anomaly	NOUN
cana-3180	145	17	detection	detection	NOUN
cana-3180	145	18	,	,	PUNCT
cana-3180	145	19	and	and	CCONJ
cana-3180	145	20	federated	federated	ADJ
cana-3180	145	21	learning	learning	NOUN
cana-3180	145	22	.	.	PUNCT
cana-3180	146	1	drl	drl	PROPN
cana-3180	146	2	dynamically	dynamically	ADV
cana-3180	146	3	adjusts	adjust	VERB
cana-3180	146	4	network	network	NOUN
cana-3180	146	5	configurations	configuration	NOUN
cana-3180	146	6	,	,	PUNCT
cana-3180	146	7	optimizing	optimize	VERB
cana-3180	146	8	routing	routing	NOUN
cana-3180	146	9	,	,	PUNCT
cana-3180	146	10	power	power	NOUN
cana-3180	146	11	management	management	NOUN
cana-3180	146	12	,	,	PUNCT
cana-3180	146	13	and	and	CCONJ
cana-3180	146	14	protocol	protocol	NOUN
cana-3180	146	15	updates	update	NOUN
cana-3180	146	16	based	base	VERB
cana-3180	146	17	on	on	ADP
cana-3180	146	18	real	real	ADJ
cana-3180	146	19	-	-	PUNCT
cana-3180	146	20	time	time	NOUN
cana-3180	146	21	feedback	feedback	NOUN
cana-3180	146	22	to	to	PART
cana-3180	146	23	balance	balance	VERB
cana-3180	146	24	throughput	throughput	NOUN
cana-3180	146	25	,	,	PUNCT
cana-3180	146	26	latency	latency	NOUN
cana-3180	146	27	,	,	PUNCT
cana-3180	146	28	and	and	CCONJ
cana-3180	146	29	resource	resource	NOUN
cana-3180	146	30	efficiency	efficiency	NOUN
cana-3180	146	31	.	.	PUNCT
cana-3180	147	1	anomaly	anomaly	PROPN
cana-3180	147	2	detection	detection	NOUN
cana-3180	147	3	uses	use	VERB
cana-3180	147	4	lstms	lstms	NOUN
cana-3180	147	5	to	to	PART
cana-3180	147	6	process	process	VERB
cana-3180	147	7	sequential	sequential	ADJ
cana-3180	147	8	data	datum	NOUN
cana-3180	147	9	and	and	CCONJ
cana-3180	147	10	identify	identify	VERB
cana-3180	147	11	threats	threat	NOUN
cana-3180	147	12	like	like	ADP
cana-3180	147	13	black	black	ADJ
cana-3180	147	14	hole	hole	NOUN
cana-3180	147	15	and	and	CCONJ
cana-3180	147	16	ddos	ddo	NOUN
cana-3180	147	17	attacks	attack	NOUN
cana-3180	147	18	,	,	PUNCT
cana-3180	147	19	integrating	integrate	VERB
cana-3180	147	20	detection	detection	NOUN
cana-3180	147	21	outputs	output	NOUN
cana-3180	147	22	into	into	ADP
cana-3180	147	23	drl	drl	PROPN
cana-3180	147	24	's	's	PART
cana-3180	147	25	reward	reward	NOUN
cana-3180	147	26	mechanism	mechanism	NOUN
cana-3180	147	27	for	for	ADP
cana-3180	147	28	real	real	ADJ
cana-3180	147	29	-	-	PUNCT
cana-3180	147	30	time	time	NOUN
cana-3180	147	31	mitigation	mitigation	NOUN
cana-3180	147	32	.	.	PUNCT
cana-3180	148	1	federated	federated	ADJ
cana-3180	148	2	learning	learning	NOUN
cana-3180	148	3	ensures	ensure	NOUN
cana-3180	148	4	decentralized	decentralize	VERB
cana-3180	148	5	,	,	PUNCT
cana-3180	148	6	privacy	privacy	NOUN
cana-3180	148	7	-	-	PUNCT
cana-3180	148	8	preserving	preserve	VERB
cana-3180	148	9	model	model	NOUN
cana-3180	148	10	training	training	NOUN
cana-3180	148	11	,	,	PUNCT
cana-3180	148	12	employing	employ	VERB
cana-3180	148	13	differential	differential	NOUN
cana-3180	148	14	privacy	privacy	NOUN
cana-3180	148	15	and	and	CCONJ
cana-3180	148	16	blockchain	blockchain	PROPN
cana-3180	148	17	to	to	PART
cana-3180	148	18	secure	secure	VERB
cana-3180	148	19	updates	update	NOUN
cana-3180	148	20	and	and	CCONJ
cana-3180	148	21	maintain	maintain	VERB
cana-3180	148	22	trust	trust	NOUN
cana-3180	148	23	.	.	PUNCT
cana-3180	149	1	by	by	ADP
cana-3180	149	2	incorporating	incorporate	VERB
cana-3180	149	3	hierarchical	hierarchical	ADJ
cana-3180	149	4	clustering	clustering	NOUN
cana-3180	149	5	and	and	CCONJ
cana-3180	149	6	adaptive	adaptive	ADJ
cana-3180	149	7	updates	update	NOUN
cana-3180	149	8	,	,	PUNCT
cana-3180	149	9	the	the	DET
cana-3180	149	10	framework	framework	NOUN
cana-3180	149	11	minimizes	minimize	VERB
cana-3180	149	12	computational	computational	ADJ
cana-3180	149	13	load	load	NOUN
cana-3180	149	14	and	and	CCONJ
cana-3180	149	15	scales	scale	VERB
cana-3180	149	16	effectively	effectively	ADV
cana-3180	149	17	in	in	ADP
cana-3180	149	18	resource	resource	NOUN
cana-3180	149	19	-	-	PUNCT
cana-3180	149	20	constrained	constrain	VERB
cana-3180	149	21	environments	environment	NOUN
cana-3180	149	22	.	.	PUNCT
cana-3180	150	1	this	this	DET
cana-3180	150	2	structure	structure	NOUN
cana-3180	150	3	enables	enable	VERB
cana-3180	150	4	the	the	DET
cana-3180	150	5	system	system	NOUN
cana-3180	150	6	to	to	PART
cana-3180	150	7	adapt	adapt	VERB
cana-3180	150	8	to	to	ADP
cana-3180	150	9	dynamic	dynamic	ADJ
cana-3180	150	10	topologies	topology	NOUN
cana-3180	150	11	,	,	PUNCT
cana-3180	150	12	predict	predict	VERB
cana-3180	150	13	and	and	CCONJ
cana-3180	150	14	counter	counter	NOUN
cana-3180	150	15	threats	threat	NOUN
cana-3180	150	16	,	,	PUNCT
cana-3180	150	17	and	and	CCONJ
cana-3180	150	18	protect	protect	VERB
cana-3180	150	19	sensitive	sensitive	ADJ
cana-3180	150	20	data	datum	NOUN
cana-3180	150	21	while	while	SCONJ
cana-3180	150	22	maintaining	maintain	VERB
cana-3180	150	23	consistent	consistent	ADJ
cana-3180	150	24	network	network	NOUN
cana-3180	150	25	performance	performance	NOUN
cana-3180	150	26	.	.	PUNCT
cana-3180	151	1	2.1	2.1	NUM
cana-3180	151	2	reinforcement	reinforcement	NOUN
cana-3180	151	3	learning	learning	NOUN
cana-3180	151	4	framework	framework	NOUN
cana-3180	151	5	the	the	DET
cana-3180	151	6	reinforcement	reinforcement	NOUN
cana-3180	151	7	learning	learning	NOUN
cana-3180	151	8	framework	framework	NOUN
cana-3180	151	9	is	be	AUX
cana-3180	151	10	constructed	construct	VERB
cana-3180	151	11	to	to	PART
cana-3180	151	12	manage	manage	VERB
cana-3180	151	13	dynamic	dynamic	ADJ
cana-3180	151	14	adjustments	adjustment	NOUN
cana-3180	151	15	in	in	ADP
cana-3180	151	16	manets	manet	NOUN
cana-3180	151	17	by	by	ADP
cana-3180	151	18	defining	define	VERB
cana-3180	151	19	the	the	DET
cana-3180	151	20	network	network	NOUN
cana-3180	151	21	’s	’s	PART
cana-3180	151	22	conditions	condition	NOUN
cana-3180	151	23	,	,	PUNCT
cana-3180	151	24	available	available	ADJ
cana-3180	151	25	actions	action	NOUN
cana-3180	151	26	,	,	PUNCT
cana-3180	151	27	and	and	CCONJ
cana-3180	151	28	the	the	DET
cana-3180	151	29	evaluation	evaluation	NOUN
cana-3180	151	30	criteria	criterion	NOUN
cana-3180	151	31	for	for	ADP
cana-3180	151	32	each	each	DET
cana-3180	151	33	action	action	NOUN
cana-3180	151	34	.	.	PUNCT
cana-3180	152	1	state	state	NOUN
cana-3180	152	2	space	space	NOUN
cana-3180	152	3	:	:	PUNCT
cana-3180	152	4	the	the	DET
cana-3180	152	5	state	state	NOUN
cana-3180	152	6	space	space	NOUN
cana-3180	152	7	,	,	PUNCT
cana-3180	152	8	denoted	denote	VERB
cana-3180	152	9	as	as	ADP
cana-3180	152	10	𝑆𝑡	𝑆𝑡	PROPN
cana-3180	152	11	,	,	PUNCT
cana-3180	152	12	encapsulates	encapsulate	VERB
cana-3180	152	13	the	the	DET
cana-3180	152	14	current	current	ADJ
cana-3180	152	15	status	status	NOUN
cana-3180	152	16	of	of	ADP
cana-3180	152	17	the	the	DET
cana-3180	152	18	network	network	NOUN
cana-3180	152	19	.	.	PUNCT
cana-3180	153	1	it	it	PRON
cana-3180	153	2	is	be	AUX
cana-3180	153	3	modeled	model	VERB
cana-3180	153	4	as	as	ADP
cana-3180	153	5	:	:	PUNCT
cana-3180	153	6	𝑆𝑡	𝑆𝑡	PROPN
cana-3180	153	7	=	=	SYM
cana-3180	153	8	{	{	PUNCT
cana-3180	153	9	𝐵	𝐵	PROPN
cana-3180	153	10	,	,	PUNCT
cana-3180	153	11	φ	φ	PROPN
cana-3180	153	12	,	,	PUNCT
cana-3180	153	13	𝒯	𝒯	PROPN
cana-3180	153	14	}	}	PUNCT
cana-3180	153	15	,	,	PUNCT
cana-3180	153	16	where	where	SCONJ
cana-3180	153	17	𝐵	𝐵	PRON
cana-3180	153	18	represents	represent	VERB
cana-3180	153	19	node	node	ADJ
cana-3180	153	20	behaviors	behavior	NOUN
cana-3180	153	21	,	,	PUNCT
cana-3180	153	22	φ	φ	PROPN
cana-3180	153	23	captures	capture	VERB
cana-3180	153	24	ongoing	ongoing	ADJ
cana-3180	153	25	traffic	traffic	NOUN
cana-3180	153	26	patterns	pattern	NOUN
cana-3180	153	27	,	,	PUNCT
cana-3180	153	28	and	and	CCONJ
cana-3180	153	29	𝒯	𝒯	PROPN
cana-3180	153	30	describes	describe	VERB
cana-3180	153	31	the	the	DET
cana-3180	153	32	topology	topology	NOUN
cana-3180	153	33	.	.	PUNCT
cana-3180	154	1	node	node	ADJ
cana-3180	154	2	behaviors	behavior	NOUN
cana-3180	154	3	𝐵𝑖(𝑡	𝐵𝑖(𝑡	NOUN
cana-3180	154	4	)	)	PUNCT
cana-3180	154	5	include	include	VERB
cana-3180	154	6	activities	activity	NOUN
cana-3180	154	7	such	such	ADJ
cana-3180	154	8	as	as	ADP
cana-3180	154	9	routing	routing	NOUN
cana-3180	154	10	and	and	CCONJ
cana-3180	154	11	energy	energy	NOUN
cana-3180	154	12	levels	level	NOUN
cana-3180	154	13	.	.	PUNCT
cana-3180	155	1	traffic	traffic	NOUN
cana-3180	155	2	φ𝑖𝑗(𝑡	φ𝑖𝑗(𝑡	PROPN
cana-3180	155	3	)	)	PUNCT
cana-3180	155	4	reflects	reflect	VERB
cana-3180	155	5	data	data	NOUN
cana-3180	155	6	flow	flow	NOUN
cana-3180	155	7	between	between	ADP
cana-3180	155	8	nodes	node	NOUN
cana-3180	155	9	𝑖	𝑖	PRON
cana-3180	155	10	and	and	CCONJ
cana-3180	155	11	𝑗.	𝑗.	VERB
cana-3180	155	12	the	the	DET
cana-3180	155	13	topology	topology	NOUN
cana-3180	155	14	𝒯	𝒯	PROPN
cana-3180	155	15	accounts	account	VERB
cana-3180	155	16	for	for	ADP
cana-3180	155	17	link	link	NOUN
cana-3180	155	18	stability	stability	NOUN
cana-3180	155	19	and	and	CCONJ
cana-3180	155	20	node	node	NOUN
cana-3180	155	21	connectivity	connectivity	NOUN
cana-3180	155	22	,	,	PUNCT
cana-3180	155	23	offering	offer	VERB
cana-3180	155	24	a	a	DET
cana-3180	155	25	clear	clear	ADJ
cana-3180	155	26	snapshot	snapshot	NOUN
cana-3180	155	27	of	of	ADP
cana-3180	155	28	the	the	DET
cana-3180	155	29	network	network	NOUN
cana-3180	155	30	’s	’s	PART
cana-3180	155	31	structure	structure	NOUN
cana-3180	155	32	.	.	PUNCT
cana-3180	156	1	action	action	NOUN
cana-3180	156	2	space	space	NOUN
cana-3180	156	3	:	:	PUNCT
cana-3180	156	4	the	the	DET
cana-3180	156	5	action	action	NOUN
cana-3180	156	6	space	space	NOUN
cana-3180	156	7	,	,	PUNCT
cana-3180	156	8	labeled	label	VERB
cana-3180	156	9	as	as	ADP
cana-3180	156	10	𝐴𝑡	𝐴𝑡	PROPN
cana-3180	156	11	,	,	PUNCT
cana-3180	156	12	includes	include	VERB
cana-3180	156	13	possible	possible	ADJ
cana-3180	156	14	network	network	NOUN
cana-3180	156	15	reconfigurations	reconfiguration	NOUN
cana-3180	156	16	to	to	PART
cana-3180	156	17	address	address	VERB
cana-3180	156	18	performance	performance	NOUN
cana-3180	156	19	or	or	CCONJ
cana-3180	156	20	security	security	NOUN
cana-3180	156	21	needs	need	NOUN
cana-3180	156	22	:	:	PUNCT
cana-3180	156	23	𝐴𝑡	𝐴𝑡	PROPN
cana-3180	156	24	=	=	SYM
cana-3180	156	25	{	{	PUNCT
cana-3180	156	26	𝑅	𝑅	PROPN
cana-3180	156	27	,	,	PUNCT
cana-3180	156	28	𝑃	𝑃	PROPN
cana-3180	156	29	,	,	PUNCT
cana-3180	156	30	𝑆	𝑆	PROPN
cana-3180	156	31	}	}	PUNCT
cana-3180	156	32	,	,	PUNCT
cana-3180	156	33	where	where	SCONJ
cana-3180	156	34	𝑅	𝑅	PROPN
cana-3180	156	35	represents	represent	VERB
cana-3180	156	36	routing	routing	NOUN
cana-3180	156	37	adjustments	adjustment	NOUN
cana-3180	156	38	,	,	PUNCT
cana-3180	156	39	𝑃	𝑃	PROPN
cana-3180	156	40	refers	refer	VERB
cana-3180	156	41	to	to	ADP
cana-3180	156	42	transmission	transmission	NOUN
cana-3180	156	43	power	power	NOUN
cana-3180	156	44	modifications	modification	NOUN
cana-3180	156	45	,	,	PUNCT
cana-3180	156	46	and	and	CCONJ
cana-3180	156	47	𝑆	𝑆	PROPN
cana-3180	156	48	signifies	signify	VERB
cana-3180	156	49	updates	update	NOUN
cana-3180	156	50	to	to	ADP
cana-3180	156	51	security	security	NOUN
cana-3180	156	52	protocols	protocol	NOUN
cana-3180	156	53	.	.	PUNCT
cana-3180	157	1	each	each	DET
cana-3180	157	2	action	action	NOUN
cana-3180	157	3	is	be	AUX
cana-3180	157	4	designed	design	VERB
cana-3180	157	5	to	to	PART
cana-3180	157	6	address	address	VERB
cana-3180	157	7	specific	specific	ADJ
cana-3180	157	8	challenges	challenge	NOUN
cana-3180	157	9	,	,	PUNCT
cana-3180	157	10	such	such	ADJ
cana-3180	157	11	as	as	ADP
cana-3180	157	12	rerouting	reroute	VERB
cana-3180	157	13	around	around	ADP
cana-3180	157	14	failing	fail	VERB
cana-3180	157	15	nodes	node	NOUN
cana-3180	157	16	or	or	CCONJ
cana-3180	157	17	increasing	increase	VERB
cana-3180	157	18	power	power	NOUN
cana-3180	157	19	for	for	ADP
cana-3180	157	20	better	well	ADJ
cana-3180	157	21	signal	signal	NOUN
cana-3180	157	22	strength	strength	NOUN
cana-3180	157	23	during	during	ADP
cana-3180	157	24	high	high	ADJ
cana-3180	157	25	traffic	traffic	NOUN
cana-3180	157	26	.	.	PUNCT
cana-3180	158	1	reward	reward	NOUN
cana-3180	158	2	function	function	PROPN
cana-3180	158	3	:	:	PUNCT
cana-3180	158	4	the	the	DET
cana-3180	158	5	reward	reward	NOUN
cana-3180	158	6	function	function	NOUN
cana-3180	158	7	evaluates	evaluate	VERB
cana-3180	158	8	the	the	DET
cana-3180	158	9	outcome	outcome	NOUN
cana-3180	158	10	of	of	ADP
cana-3180	158	11	an	an	DET
cana-3180	158	12	action	action	NOUN
cana-3180	158	13	by	by	ADP
cana-3180	158	14	balancing	balance	VERB
cana-3180	158	15	performance	performance	NOUN
cana-3180	158	16	,	,	PUNCT
cana-3180	158	17	cost	cost	NOUN
cana-3180	158	18	,	,	PUNCT
cana-3180	158	19	and	and	CCONJ
cana-3180	158	20	security	security	NOUN
cana-3180	158	21	.	.	PUNCT
cana-3180	159	1	for	for	ADP
cana-3180	159	2	a	a	DET
cana-3180	159	3	given	give	VERB
cana-3180	159	4	action	action	NOUN
cana-3180	159	5	𝐴𝑡	𝐴𝑡	PROPN
cana-3180	159	6	in	in	ADP
cana-3180	159	7	state	state	NOUN
cana-3180	159	8	𝑆𝑡	𝑆𝑡	PROPN
cana-3180	159	9	,	,	PUNCT
cana-3180	159	10	the	the	DET
cana-3180	159	11	reward	reward	NOUN
cana-3180	159	12	𝑅𝑡	𝑅𝑡	PROPN
cana-3180	159	13	is	be	AUX
cana-3180	159	14	expressed	express	VERB
cana-3180	159	15	as	as	ADP
cana-3180	159	16	:	:	PUNCT
cana-3180	159	17	𝑅𝑡	𝑅𝑡	PROPN
cana-3180	159	18	=	=	SYM
cana-3180	159	19	𝛼𝑃	𝛼𝑃	NOUN
cana-3180	159	20	−	−	PROPN
cana-3180	159	21	𝛽𝐶	𝛽𝐶	NOUN
cana-3180	159	22	+	+	CCONJ
cana-3180	159	23	𝛾𝑆.	𝛾𝑆.	ADV
cana-3180	159	24	here	here	ADV
cana-3180	159	25	,	,	PUNCT
cana-3180	159	26	𝑃	𝑃	NOUN
cana-3180	159	27	indicates	indicate	VERB
cana-3180	159	28	performance	performance	NOUN
cana-3180	159	29	metrics	metric	NOUN
cana-3180	159	30	like	like	ADP
cana-3180	159	31	throughput	throughput	NOUN
cana-3180	159	32	(	(	PUNCT
cana-3180	159	33	𝑇	𝑇	PROPN
cana-3180	159	34	)	)	PUNCT
cana-3180	159	35	and	and	CCONJ
cana-3180	159	36	latency	latency	NOUN
cana-3180	159	37	(	(	PUNCT
cana-3180	159	38	𝐷	𝐷	NOUN
cana-3180	159	39	):	):	PUNCT
cana-3180	159	40	𝑇	𝑇	PROPN
cana-3180	159	41	=	=	SYM
cana-3180	159	42	∑	∑	PROPN
cana-3180	159	43	φ𝑖𝑗	φ𝑖𝑗	NOUN
cana-3180	159	44	𝑡total	𝑡total	NOUN
cana-3180	159	45	,	,	PUNCT
cana-3180	159	46	𝐷	𝐷	PROPN
cana-3180	159	47	=	=	NOUN
cana-3180	159	48	∑	∑	PROPN
cana-3180	159	49	𝑑𝑝	𝑑𝑝	ADV
cana-3180	159	50	𝑁𝑝	𝑁𝑝	PROPN
cana-3180	159	51	.	.	PUNCT
cana-3180	160	1	the	the	DET
cana-3180	160	2	cost	cost	NOUN
cana-3180	160	3	𝐶	𝐶	PROPN
cana-3180	160	4	considers	consider	VERB
cana-3180	160	5	energy	energy	NOUN
cana-3180	160	6	usage	usage	NOUN
cana-3180	160	7	or	or	CCONJ
cana-3180	160	8	reconfiguration	reconfiguration	NOUN
cana-3180	160	9	overhead	overhead	ADV
cana-3180	160	10	,	,	PUNCT
cana-3180	160	11	while	while	SCONJ
cana-3180	160	12	𝑆	𝑆	PROPN
cana-3180	160	13	evaluates	evaluate	VERB
cana-3180	160	14	the	the	DET
cana-3180	160	15	anomaly	anomaly	NOUN
cana-3180	160	16	detection	detection	NOUN
cana-3180	160	17	rate	rate	NOUN
cana-3180	160	18	(	(	PUNCT
cana-3180	160	19	𝒜𝑑	𝒜𝑑	PROPN
cana-3180	160	20	):	):	PUNCT
cana-3180	160	21	communications	communication	NOUN
cana-3180	160	22	on	on	ADP
cana-3180	160	23	applied	apply	VERB
cana-3180	160	24	nonlinear	nonlinear	ADJ
cana-3180	160	25	analysis	analysis	NOUN
cana-3180	160	26	issn	issn	NOUN
cana-3180	160	27	:	:	PUNCT
cana-3180	160	28	1074	1074	NUM
cana-3180	160	29	-	-	PUNCT
cana-3180	160	30	133x	133x	NUM
cana-3180	160	31	vol	vol	NOUN
cana-3180	160	32	32	32	NUM
cana-3180	160	33	no	no	NOUN
cana-3180	160	34	.	.	PUNCT
cana-3180	161	1	5s	5s	NUM
cana-3180	161	2	(	(	PUNCT
cana-3180	161	3	2025	2025	NUM
cana-3180	161	4	)	)	PUNCT
cana-3180	161	5	557	557	NUM
cana-3180	162	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	162	2	𝒜𝑑	𝒜𝑑	PROPN
cana-3180	162	3	=	=	SYM
cana-3180	162	4	𝑇𝑃	𝑇𝑃	PROPN
cana-3180	162	5	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
cana-3180	162	6	.	.	PUNCT
cana-3180	163	1	weights	weight	NOUN
cana-3180	163	2	𝛼	𝛼	NOUN
cana-3180	163	3	,	,	PUNCT
cana-3180	163	4	𝛽	𝛽	NOUN
cana-3180	163	5	,	,	PUNCT
cana-3180	163	6	𝛾	𝛾	PROPN
cana-3180	163	7	are	be	AUX
cana-3180	163	8	used	use	VERB
cana-3180	163	9	to	to	PART
cana-3180	163	10	prioritize	prioritize	VERB
cana-3180	163	11	these	these	DET
cana-3180	163	12	aspects	aspect	NOUN
cana-3180	163	13	based	base	VERB
cana-3180	163	14	on	on	ADP
cana-3180	163	15	network	network	NOUN
cana-3180	163	16	goals	goal	NOUN
cana-3180	163	17	.	.	PUNCT
cana-3180	164	1	the	the	DET
cana-3180	164	2	agent	agent	NOUN
cana-3180	164	3	seeks	seek	VERB
cana-3180	164	4	to	to	PART
cana-3180	164	5	maximize	maximize	VERB
cana-3180	164	6	the	the	DET
cana-3180	164	7	cumulative	cumulative	ADJ
cana-3180	164	8	reward	reward	NOUN
cana-3180	164	9	over	over	ADP
cana-3180	164	10	time	time	NOUN
cana-3180	164	11	:	:	PUNCT
cana-3180	164	12	𝐺𝑡	𝐺𝑡	NOUN
cana-3180	164	13	=	=	SYM
cana-3180	164	14	∑∞	∑∞	NOUN
cana-3180	164	15	𝑘=0	𝑘=0	VERB
cana-3180	164	16	𝛾𝑘𝑅𝑡+𝑘.	𝛾𝑘𝑅𝑡+𝑘.	PROPN
cana-3180	164	17	this	this	DET
cana-3180	164	18	approach	approach	NOUN
cana-3180	164	19	encourages	encourage	VERB
cana-3180	164	20	actions	action	NOUN
cana-3180	164	21	that	that	PRON
cana-3180	164	22	enhance	enhance	VERB
cana-3180	164	23	performance	performance	NOUN
cana-3180	164	24	and	and	CCONJ
cana-3180	164	25	security	security	NOUN
cana-3180	164	26	while	while	SCONJ
cana-3180	164	27	keeping	keep	VERB
cana-3180	164	28	resource	resource	NOUN
cana-3180	164	29	use	use	NOUN
cana-3180	164	30	minimal	minimal	ADJ
cana-3180	164	31	.	.	PUNCT
cana-3180	165	1	the	the	DET
cana-3180	165	2	framework	framework	NOUN
cana-3180	165	3	operates	operate	VERB
cana-3180	165	4	continuously	continuously	ADV
cana-3180	165	5	,	,	PUNCT
cana-3180	165	6	learning	learn	VERB
cana-3180	165	7	from	from	ADP
cana-3180	165	8	the	the	DET
cana-3180	165	9	network	network	NOUN
cana-3180	165	10	’s	’s	PART
cana-3180	165	11	feedback	feedback	NOUN
cana-3180	165	12	.	.	PUNCT
cana-3180	166	1	this	this	DET
cana-3180	166	2	structure	structure	NOUN
cana-3180	166	3	allows	allow	VERB
cana-3180	166	4	dynamic	dynamic	ADJ
cana-3180	166	5	and	and	CCONJ
cana-3180	166	6	data	data	NOUN
cana-3180	166	7	-	-	PUNCT
cana-3180	166	8	driven	drive	VERB
cana-3180	166	9	decisions	decision	NOUN
cana-3180	166	10	to	to	PART
cana-3180	166	11	maintain	maintain	VERB
cana-3180	166	12	stability	stability	NOUN
cana-3180	166	13	and	and	CCONJ
cana-3180	166	14	functionality	functionality	NOUN
cana-3180	166	15	in	in	ADP
cana-3180	166	16	a	a	DET
cana-3180	166	17	fluctuating	fluctuate	VERB
cana-3180	166	18	environment	environment	NOUN
cana-3180	166	19	.	.	PUNCT
cana-3180	167	1	2.2	2.2	NUM
cana-3180	167	2	threat	threat	NOUN
cana-3180	167	3	detection	detection	NOUN
cana-3180	167	4	threat	threat	NOUN
cana-3180	167	5	detection	detection	NOUN
cana-3180	167	6	in	in	ADP
cana-3180	167	7	manets	manet	NOUN
cana-3180	167	8	identifies	identify	VERB
cana-3180	167	9	unusual	unusual	ADJ
cana-3180	167	10	behavior	behavior	NOUN
cana-3180	167	11	by	by	ADP
cana-3180	167	12	analyzing	analyze	VERB
cana-3180	167	13	patterns	pattern	NOUN
cana-3180	167	14	in	in	ADP
cana-3180	167	15	the	the	DET
cana-3180	167	16	network	network	NOUN
cana-3180	167	17	’s	’s	PART
cana-3180	167	18	operation	operation	NOUN
cana-3180	167	19	.	.	PUNCT
cana-3180	168	1	using	use	VERB
cana-3180	168	2	recurrent	recurrent	ADJ
cana-3180	168	3	neural	neural	ADJ
cana-3180	168	4	networks	network	NOUN
cana-3180	168	5	(	(	PUNCT
cana-3180	168	6	rnns	rnns	PROPN
cana-3180	168	7	)	)	PUNCT
cana-3180	168	8	and	and	CCONJ
cana-3180	168	9	long	long	ADJ
cana-3180	168	10	short	short	ADJ
cana-3180	168	11	-	-	PUNCT
cana-3180	168	12	term	term	NOUN
cana-3180	168	13	memory	memory	NOUN
cana-3180	168	14	(	(	PUNCT
cana-3180	168	15	lstm	lstm	NOUN
cana-3180	168	16	)	)	PUNCT
cana-3180	168	17	models	model	NOUN
cana-3180	168	18	,	,	PUNCT
cana-3180	168	19	it	it	PRON
cana-3180	168	20	processes	process	VERB
cana-3180	168	21	time	time	NOUN
cana-3180	168	22	-	-	PUNCT
cana-3180	168	23	sequenced	sequence	VERB
cana-3180	168	24	data	datum	NOUN
cana-3180	168	25	to	to	PART
cana-3180	168	26	detect	detect	VERB
cana-3180	168	27	deviations	deviation	NOUN
cana-3180	168	28	from	from	ADP
cana-3180	168	29	normal	normal	ADJ
cana-3180	168	30	activity	activity	NOUN
cana-3180	168	31	.	.	PUNCT
cana-3180	169	1	this	this	DET
cana-3180	169	2	mechanism	mechanism	NOUN
cana-3180	169	3	aligns	align	VERB
cana-3180	169	4	with	with	ADP
cana-3180	169	5	reinforcement	reinforcement	NOUN
cana-3180	169	6	learning	learning	NOUN
cana-3180	169	7	(	(	PUNCT
cana-3180	169	8	rl	rl	NOUN
cana-3180	169	9	)	)	PUNCT
cana-3180	169	10	by	by	ADP
cana-3180	169	11	modifying	modify	VERB
cana-3180	169	12	the	the	DET
cana-3180	169	13	reward	reward	NOUN
cana-3180	169	14	system	system	NOUN
cana-3180	169	15	based	base	VERB
cana-3180	169	16	on	on	ADP
cana-3180	169	17	identified	identify	VERB
cana-3180	169	18	anomalies	anomaly	NOUN
cana-3180	169	19	.	.	PUNCT
cana-3180	170	1	anomaly	anomaly	NOUN
cana-3180	170	2	detection	detection	NOUN
cana-3180	170	3	using	use	VERB
cana-3180	170	4	lstm	lstm	NOUN
cana-3180	170	5	:	:	PUNCT
cana-3180	170	6	the	the	DET
cana-3180	170	7	anomaly	anomaly	NOUN
cana-3180	170	8	detection	detection	NOUN
cana-3180	170	9	process	process	NOUN
cana-3180	170	10	relies	rely	VERB
cana-3180	170	11	on	on	ADP
cana-3180	170	12	sequences	sequence	NOUN
cana-3180	170	13	of	of	ADP
cana-3180	170	14	network	network	NOUN
cana-3180	170	15	observations	observation	NOUN
cana-3180	170	16	over	over	ADP
cana-3180	170	17	time	time	NOUN
cana-3180	170	18	.	.	PUNCT
cana-3180	171	1	at	at	ADP
cana-3180	171	2	each	each	DET
cana-3180	171	3	step	step	NOUN
cana-3180	171	4	𝑡	𝑡	PROPN
cana-3180	171	5	,	,	PUNCT
cana-3180	171	6	the	the	DET
cana-3180	171	7	network	network	NOUN
cana-3180	171	8	state	state	NOUN
cana-3180	171	9	is	be	AUX
cana-3180	171	10	represented	represent	VERB
cana-3180	171	11	as	as	ADP
cana-3180	171	12	𝑋𝑡	𝑋𝑡	PROPN
cana-3180	171	13	=	=	PUNCT
cana-3180	171	14	{	{	PUNCT
cana-3180	171	15	𝑥1	𝑥1	NOUN
cana-3180	171	16	,	,	PUNCT
cana-3180	171	17	𝑥2	𝑥2	NOUN
cana-3180	171	18	,	,	PUNCT
cana-3180	171	19	…	…	PUNCT
cana-3180	171	20	,	,	PUNCT
cana-3180	171	21	𝑥𝑡	𝑥𝑡	ADP
cana-3180	171	22	}	}	PUNCT
cana-3180	171	23	,	,	PUNCT
cana-3180	171	24	where	where	SCONJ
cana-3180	171	25	𝑥𝑖	𝑥𝑖	PROPN
cana-3180	171	26	contains	contain	VERB
cana-3180	171	27	features	feature	NOUN
cana-3180	171	28	like	like	ADP
cana-3180	171	29	traffic	traffic	NOUN
cana-3180	171	30	flow	flow	NOUN
cana-3180	171	31	φ𝑖𝑗	φ𝑖𝑗	PROPN
cana-3180	171	32	,	,	PUNCT
cana-3180	171	33	node	node	NOUN
cana-3180	171	34	behavior	behavior	NOUN
cana-3180	171	35	𝑆𝑖	𝑆𝑖	PROPN
cana-3180	171	36	,	,	PUNCT
cana-3180	171	37	and	and	CCONJ
cana-3180	171	38	routing	route	VERB
cana-3180	171	39	data	datum	NOUN
cana-3180	171	40	𝑅.	𝑅.	VERB
cana-3180	171	41	the	the	DET
cana-3180	171	42	lstm	lstm	NOUN
cana-3180	171	43	predicts	predict	VERB
cana-3180	171	44	the	the	DET
cana-3180	171	45	next	next	ADJ
cana-3180	171	46	state	state	PROPN
cana-3180	171	47	�	�	PROPN
cana-3180	171	48	̂	̂	NOUN
cana-3180	171	49	�	�	NOUN
cana-3180	171	50	𝑡+1	𝑡+1	PROPN
cana-3180	171	51	by	by	ADP
cana-3180	171	52	maintaining	maintain	VERB
cana-3180	171	53	two	two	NUM
cana-3180	171	54	internal	internal	ADJ
cana-3180	171	55	states	state	NOUN
cana-3180	171	56	:	:	PUNCT
cana-3180	171	57	the	the	DET
cana-3180	171	58	hidden	hidden	ADJ
cana-3180	171	59	state	state	NOUN
cana-3180	171	60	ℎ𝑡	ℎ𝑡	NOUN
cana-3180	171	61	and	and	CCONJ
cana-3180	171	62	the	the	DET
cana-3180	171	63	cell	cell	NOUN
cana-3180	171	64	state	state	NOUN
cana-3180	171	65	𝑐𝑡.	𝑐𝑡.	NOUN
cana-3180	171	66	these	these	DET
cana-3180	171	67	evolve	evolve	VERB
cana-3180	171	68	as	as	ADP
cana-3180	171	69	:	:	PUNCT
cana-3180	171	70	ℎ𝑡	ℎ𝑡	NOUN
cana-3180	171	71	,	,	PUNCT
cana-3180	171	72	𝑐𝑡	𝑐𝑡	ADP
cana-3180	171	73	=	=	SYM
cana-3180	171	74	lstm(𝑋𝑡	lstm(𝑋𝑡	PROPN
cana-3180	171	75	,	,	PUNCT
cana-3180	171	76	ℎ𝑡−1	ℎ𝑡−1	ADJ
cana-3180	171	77	,	,	PUNCT
cana-3180	171	78	𝑐𝑡−1	𝑐𝑡−1	NOUN
cana-3180	171	79	)	)	PUNCT
cana-3180	171	80	,	,	PUNCT
cana-3180	171	81	where	where	SCONJ
cana-3180	171	82	ℎ𝑡−1	ℎ𝑡−1	VERB
cana-3180	171	83	and	and	CCONJ
cana-3180	171	84	𝑐𝑡−1	𝑐𝑡−1	NOUN
cana-3180	171	85	are	be	AUX
cana-3180	171	86	prior	prior	ADJ
cana-3180	171	87	states	state	NOUN
cana-3180	171	88	.	.	PUNCT
cana-3180	172	1	the	the	DET
cana-3180	172	2	output	output	PROPN
cana-3180	172	3	�	�	PROPN
cana-3180	172	4	̂	̂	NOUN
cana-3180	172	5	�	�	NOUN
cana-3180	172	6	𝑡+1	𝑡+1	PROPN
cana-3180	172	7	is	be	AUX
cana-3180	172	8	computed	compute	VERB
cana-3180	172	9	as	as	ADP
cana-3180	172	10	:	:	PUNCT
cana-3180	172	11	�	�	PROPN
cana-3180	172	12	̂	̂	NOUN
cana-3180	172	13	�	�	NOUN
cana-3180	172	14	𝑡+1	𝑡+1	NOUN
cana-3180	172	15	=	=	SYM
cana-3180	172	16	𝑊𝑜ℎ𝑡	𝑊𝑜ℎ𝑡	PROPN
cana-3180	172	17	+	+	CCONJ
cana-3180	172	18	𝑏𝑜	𝑏𝑜	INTJ
cana-3180	172	19	,	,	PUNCT
cana-3180	172	20	with	with	ADP
cana-3180	172	21	𝑊𝑜	𝑊𝑜	PROPN
cana-3180	172	22	and	and	CCONJ
cana-3180	172	23	𝑏𝑜	𝑏𝑜	INTJ
cana-3180	172	24	being	be	AUX
cana-3180	172	25	the	the	DET
cana-3180	172	26	model	model	NOUN
cana-3180	172	27	’s	’s	PART
cana-3180	172	28	weight	weight	NOUN
cana-3180	172	29	and	and	CCONJ
cana-3180	172	30	bias	bias	NOUN
cana-3180	172	31	terms	term	NOUN
cana-3180	172	32	.	.	PUNCT
cana-3180	173	1	an	an	DET
cana-3180	173	2	anomaly	anomaly	NOUN
cana-3180	173	3	score	score	NOUN
cana-3180	173	4	𝐴𝑠	𝐴𝑠	PROPN
cana-3180	173	5	measures	measure	VERB
cana-3180	173	6	the	the	DET
cana-3180	173	7	deviation	deviation	NOUN
cana-3180	173	8	between	between	ADP
cana-3180	173	9	predicted	predict	VERB
cana-3180	173	10	and	and	CCONJ
cana-3180	173	11	actual	actual	ADJ
cana-3180	173	12	states	state	NOUN
cana-3180	173	13	:	:	PUNCT
cana-3180	173	14	𝐴𝑠	𝐴𝑠	PROPN
cana-3180	173	15	=	=	PUNCT
cana-3180	173	16	∥	∥	NUM
cana-3180	173	17	𝑋𝑡+1	𝑋𝑡+1	NOUN
cana-3180	173	18	−	−	PROPN
cana-3180	173	19	�	�	PROPN
cana-3180	173	20	̂	̂	NOUN
cana-3180	173	21	�	�	NOUN
cana-3180	173	22	𝑡+1	𝑡+1	NOUN
cana-3180	173	23	∥2	∥2	NOUN
cana-3180	173	24	.	.	PUNCT
cana-3180	174	1	if	if	SCONJ
cana-3180	174	2	𝐴𝑠	𝐴𝑠	PROPN
cana-3180	174	3	surpasses	surpass	VERB
cana-3180	174	4	a	a	DET
cana-3180	174	5	threshold	threshold	NOUN
cana-3180	174	6	𝜏	𝜏	NOUN
cana-3180	174	7	,	,	PUNCT
cana-3180	174	8	the	the	DET
cana-3180	174	9	observation	observation	NOUN
cana-3180	174	10	is	be	AUX
cana-3180	174	11	flagged	flag	VERB
cana-3180	174	12	as	as	ADP
cana-3180	174	13	anomalous	anomalous	ADJ
cana-3180	174	14	:	:	PUNCT
cana-3180	174	15	𝐴𝑠	𝐴𝑠	PROPN
cana-3180	174	16	>	>	X
cana-3180	174	17	𝜏anomalydetected	𝜏anomalydetected	PROPN
cana-3180	174	18	.	.	PUNCT
cana-3180	175	1	this	this	DET
cana-3180	175	2	score	score	NOUN
cana-3180	175	3	identifies	identify	VERB
cana-3180	175	4	suspicious	suspicious	ADJ
cana-3180	175	5	activities	activity	NOUN
cana-3180	175	6	like	like	ADP
cana-3180	175	7	unusual	unusual	ADJ
cana-3180	175	8	traffic	traffic	NOUN
cana-3180	175	9	bursts	burst	NOUN
cana-3180	175	10	or	or	CCONJ
cana-3180	175	11	altered	alter	VERB
cana-3180	175	12	routing	routing	NOUN
cana-3180	175	13	behaviors	behavior	NOUN
cana-3180	175	14	,	,	PUNCT
cana-3180	175	15	signaling	signal	VERB
cana-3180	175	16	potential	potential	ADJ
cana-3180	175	17	threats	threat	NOUN
cana-3180	175	18	such	such	ADJ
cana-3180	175	19	as	as	ADP
cana-3180	175	20	ddos	ddos	NOUN
cana-3180	175	21	attacks	attack	NOUN
cana-3180	175	22	or	or	CCONJ
cana-3180	175	23	misconfigured	misconfigured	ADJ
cana-3180	175	24	nodes	node	NOUN
cana-3180	175	25	.	.	PUNCT
cana-3180	176	1	integration	integration	NOUN
cana-3180	176	2	with	with	ADP
cana-3180	176	3	rl	rl	NOUN
cana-3180	176	4	reward	reward	NOUN
cana-3180	176	5	system	system	NOUN
cana-3180	176	6	:	:	PUNCT
cana-3180	176	7	once	once	SCONJ
cana-3180	176	8	an	an	DET
cana-3180	176	9	anomaly	anomaly	NOUN
cana-3180	176	10	is	be	AUX
cana-3180	176	11	detected	detect	VERB
cana-3180	176	12	,	,	PUNCT
cana-3180	176	13	its	its	PRON
cana-3180	176	14	severity	severity	NOUN
cana-3180	176	15	directly	directly	ADV
cana-3180	176	16	influences	influence	VERB
cana-3180	176	17	the	the	DET
cana-3180	176	18	rl	rl	NOUN
cana-3180	176	19	framework	framework	NOUN
cana-3180	176	20	by	by	ADP
cana-3180	176	21	adjusting	adjust	VERB
cana-3180	176	22	the	the	DET
cana-3180	176	23	reward	reward	NOUN
cana-3180	176	24	function	function	NOUN
cana-3180	176	25	.	.	PUNCT
cana-3180	177	1	the	the	DET
cana-3180	177	2	reward	reward	NOUN
cana-3180	177	3	𝑅𝑡	𝑅𝑡	PROPN
cana-3180	177	4	includes	include	VERB
cana-3180	177	5	a	a	DET
cana-3180	177	6	penalty	penalty	NOUN
cana-3180	177	7	term	term	NOUN
cana-3180	177	8	based	base	VERB
cana-3180	177	9	on	on	ADP
cana-3180	177	10	the	the	DET
cana-3180	177	11	anomaly	anomaly	NOUN
cana-3180	177	12	score	score	NOUN
cana-3180	177	13	:	:	PUNCT
cana-3180	177	14	𝑅𝑡	𝑅𝑡	PROPN
cana-3180	177	15	=	=	SYM
cana-3180	177	16	𝛼𝑃	𝛼𝑃	NOUN
cana-3180	177	17	−	−	PROPN
cana-3180	177	18	𝛽𝐶	𝛽𝐶	NOUN
cana-3180	177	19	+	+	CCONJ
cana-3180	177	20	𝛾𝑆	𝛾𝑆	ADJ
cana-3180	177	21	−	−	PROPN
cana-3180	177	22	𝛿𝐴𝑠	𝛿𝐴𝑠	PROPN
cana-3180	177	23	,	,	PUNCT
cana-3180	177	24	communications	communication	NOUN
cana-3180	177	25	on	on	ADP
cana-3180	177	26	applied	apply	VERB
cana-3180	177	27	nonlinear	nonlinear	ADJ
cana-3180	177	28	analysis	analysis	NOUN
cana-3180	177	29	issn	issn	NOUN
cana-3180	177	30	:	:	PUNCT
cana-3180	177	31	1074	1074	NUM
cana-3180	177	32	-	-	PUNCT
cana-3180	177	33	133x	133x	NUM
cana-3180	177	34	vol	vol	NOUN
cana-3180	177	35	32	32	NUM
cana-3180	177	36	no	no	NOUN
cana-3180	177	37	.	.	PUNCT
cana-3180	178	1	5s	5s	NUM
cana-3180	178	2	(	(	PUNCT
cana-3180	178	3	2025	2025	NUM
cana-3180	178	4	)	)	PUNCT
cana-3180	178	5	558	558	NUM
cana-3180	178	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	178	7	where	where	SCONJ
cana-3180	178	8	𝑃	𝑃	NOUN
cana-3180	178	9	reflects	reflect	VERB
cana-3180	178	10	performance	performance	NOUN
cana-3180	178	11	,	,	PUNCT
cana-3180	178	12	𝐶	𝐶	PROPN
cana-3180	178	13	accounts	account	VERB
cana-3180	178	14	for	for	ADP
cana-3180	178	15	costs	cost	NOUN
cana-3180	178	16	,	,	PUNCT
cana-3180	178	17	𝑆	𝑆	PROPN
cana-3180	178	18	measures	measure	VERB
cana-3180	178	19	security	security	NOUN
cana-3180	178	20	,	,	PUNCT
cana-3180	178	21	and	and	CCONJ
cana-3180	178	22	𝛿	𝛿	DET
cana-3180	178	23	weights	weight	NOUN
cana-3180	178	24	the	the	DET
cana-3180	178	25	anomaly	anomaly	NOUN
cana-3180	178	26	’s	’s	PART
cana-3180	178	27	impact	impact	NOUN
cana-3180	178	28	.	.	PUNCT
cana-3180	179	1	larger	large	ADJ
cana-3180	179	2	𝐴𝑠	𝐴𝑠	PROPN
cana-3180	179	3	values	value	NOUN
cana-3180	179	4	increase	increase	VERB
cana-3180	179	5	the	the	DET
cana-3180	179	6	penalty	penalty	NOUN
cana-3180	179	7	,	,	PUNCT
cana-3180	179	8	encouraging	encourage	VERB
cana-3180	179	9	the	the	DET
cana-3180	179	10	rl	rl	PROPN
cana-3180	179	11	agent	agent	NOUN
cana-3180	179	12	to	to	PART
cana-3180	179	13	prioritize	prioritize	VERB
cana-3180	179	14	mitigating	mitigate	VERB
cana-3180	179	15	threats	threat	NOUN
cana-3180	179	16	.	.	PUNCT
cana-3180	180	1	for	for	ADP
cana-3180	180	2	example	example	NOUN
cana-3180	180	3	,	,	PUNCT
cana-3180	180	4	detecting	detect	VERB
cana-3180	180	5	malicious	malicious	ADJ
cana-3180	180	6	traffic	traffic	NOUN
cana-3180	180	7	may	may	AUX
cana-3180	180	8	prompt	prompt	VERB
cana-3180	180	9	routing	routing	NOUN
cana-3180	180	10	changes	change	NOUN
cana-3180	180	11	to	to	PART
cana-3180	180	12	bypass	bypass	VERB
cana-3180	180	13	compromised	compromise	VERB
cana-3180	180	14	nodes	node	NOUN
cana-3180	180	15	.	.	PUNCT
cana-3180	181	1	similarly	similarly	ADV
cana-3180	181	2	,	,	PUNCT
cana-3180	181	3	anomalies	anomaly	NOUN
cana-3180	181	4	linked	link	VERB
cana-3180	181	5	to	to	ADP
cana-3180	181	6	energy	energy	NOUN
cana-3180	181	7	depletion	depletion	NOUN
cana-3180	181	8	might	might	AUX
cana-3180	181	9	trigger	trigger	VERB
cana-3180	181	10	power	power	NOUN
cana-3180	181	11	redistribution	redistribution	NOUN
cana-3180	181	12	actions	action	NOUN
cana-3180	181	13	.	.	PUNCT
cana-3180	182	1	by	by	ADP
cana-3180	182	2	continuously	continuously	ADV
cana-3180	182	3	adapting	adapt	VERB
cana-3180	182	4	,	,	PUNCT
cana-3180	182	5	the	the	DET
cana-3180	182	6	rl	rl	PROPN
cana-3180	182	7	agent	agent	NOUN
cana-3180	182	8	aligns	align	VERB
cana-3180	182	9	network	network	NOUN
cana-3180	182	10	adjustments	adjustment	NOUN
cana-3180	182	11	with	with	ADP
cana-3180	182	12	both	both	PRON
cana-3180	182	13	performance	performance	NOUN
cana-3180	182	14	and	and	CCONJ
cana-3180	182	15	security	security	NOUN
cana-3180	182	16	needs	need	NOUN
cana-3180	182	17	.	.	PUNCT
cana-3180	183	1	this	this	DET
cana-3180	183	2	combination	combination	NOUN
cana-3180	183	3	of	of	ADP
cana-3180	183	4	lstm	lstm	NOUN
cana-3180	183	5	-	-	PUNCT
cana-3180	183	6	based	base	VERB
cana-3180	183	7	detection	detection	NOUN
cana-3180	183	8	and	and	CCONJ
cana-3180	183	9	rl	rl	NOUN
cana-3180	183	10	-	-	PUNCT
cana-3180	183	11	guided	guide	VERB
cana-3180	183	12	response	response	NOUN
cana-3180	183	13	ensures	ensure	VERB
cana-3180	183	14	the	the	DET
cana-3180	183	15	framework	framework	NOUN
cana-3180	183	16	dynamically	dynamically	ADV
cana-3180	183	17	addresses	address	VERB
cana-3180	183	18	threats	threat	NOUN
cana-3180	183	19	while	while	SCONJ
cana-3180	183	20	maintaining	maintain	VERB
cana-3180	183	21	stable	stable	ADJ
cana-3180	183	22	operations	operation	NOUN
cana-3180	183	23	.	.	PUNCT
cana-3180	184	1	the	the	DET
cana-3180	184	2	approach	approach	NOUN
cana-3180	184	3	uses	use	VERB
cana-3180	184	4	observed	observe	VERB
cana-3180	184	5	patterns	pattern	NOUN
cana-3180	184	6	and	and	CCONJ
cana-3180	184	7	immediate	immediate	ADJ
cana-3180	184	8	feedback	feedback	NOUN
cana-3180	184	9	to	to	PART
cana-3180	184	10	respond	respond	VERB
cana-3180	184	11	effectively	effectively	ADV
cana-3180	184	12	to	to	ADP
cana-3180	184	13	changing	change	VERB
cana-3180	184	14	network	network	NOUN
cana-3180	184	15	conditions	condition	NOUN
cana-3180	184	16	.	.	PUNCT
cana-3180	185	1	2.3	2.3	NUM
cana-3180	185	2	federated	federate	VERB
cana-3180	185	3	learning	learning	NOUN
cana-3180	185	4	integration	integration	NOUN
cana-3180	185	5	federated	federate	VERB
cana-3180	185	6	learning	learning	NOUN
cana-3180	185	7	enables	enable	VERB
cana-3180	185	8	distributed	distribute	VERB
cana-3180	185	9	training	training	NOUN
cana-3180	185	10	of	of	ADP
cana-3180	185	11	models	model	NOUN
cana-3180	185	12	across	across	ADP
cana-3180	185	13	manet	manet	NOUN
cana-3180	185	14	nodes	node	NOUN
cana-3180	185	15	without	without	ADP
cana-3180	185	16	requiring	require	VERB
cana-3180	185	17	direct	direct	ADJ
cana-3180	185	18	data	datum	NOUN
cana-3180	185	19	sharing	sharing	NOUN
cana-3180	185	20	.	.	PUNCT
cana-3180	186	1	this	this	DET
cana-3180	186	2	approach	approach	NOUN
cana-3180	186	3	preserves	preserve	VERB
cana-3180	186	4	privacy	privacy	NOUN
cana-3180	186	5	by	by	ADP
cana-3180	186	6	keeping	keep	VERB
cana-3180	186	7	raw	raw	ADJ
cana-3180	186	8	data	datum	NOUN
cana-3180	186	9	local	local	ADJ
cana-3180	186	10	.	.	PUNCT
cana-3180	187	1	to	to	PART
cana-3180	187	2	ensure	ensure	VERB
cana-3180	187	3	secure	secure	ADJ
cana-3180	187	4	aggregation	aggregation	NOUN
cana-3180	187	5	and	and	CCONJ
cana-3180	187	6	prevent	prevent	VERB
cana-3180	187	7	data	datum	NOUN
cana-3180	187	8	breaches	breach	NOUN
cana-3180	187	9	,	,	PUNCT
cana-3180	187	10	differential	differential	ADJ
cana-3180	187	11	privacy	privacy	NOUN
cana-3180	187	12	and	and	CCONJ
cana-3180	187	13	blockchain	blockchain	PROPN
cana-3180	187	14	are	be	AUX
cana-3180	187	15	employed	employ	VERB
cana-3180	187	16	.	.	PUNCT
cana-3180	188	1	distributed	distribute	VERB
cana-3180	188	2	model	model	NOUN
cana-3180	188	3	training	training	NOUN
cana-3180	188	4	:	:	PUNCT
cana-3180	188	5	each	each	DET
cana-3180	188	6	node	node	NOUN
cana-3180	188	7	trains	train	VERB
cana-3180	188	8	its	its	PRON
cana-3180	188	9	model	model	NOUN
cana-3180	188	10	locally	locally	ADV
cana-3180	188	11	using	use	VERB
cana-3180	188	12	its	its	PRON
cana-3180	188	13	private	private	ADJ
cana-3180	188	14	dataset	dataset	NOUN
cana-3180	188	15	.	.	PUNCT
cana-3180	189	1	let	let	VERB
cana-3180	189	2	𝑤𝑖	𝑤𝑖	PRON
cana-3180	189	3	𝑡	𝑡	NOUN
cana-3180	189	4	represent	represent	VERB
cana-3180	189	5	the	the	DET
cana-3180	189	6	model	model	NOUN
cana-3180	189	7	parameters	parameter	NOUN
cana-3180	189	8	for	for	ADP
cana-3180	189	9	node	node	PROPN
cana-3180	189	10	𝑖	𝑖	NOUN
cana-3180	189	11	at	at	ADP
cana-3180	189	12	training	training	NOUN
cana-3180	189	13	step	step	NOUN
cana-3180	189	14	𝑡.	𝑡.	VERB
cana-3180	189	15	the	the	DET
cana-3180	189	16	local	local	ADJ
cana-3180	189	17	model	model	NOUN
cana-3180	189	18	minimizes	minimize	VERB
cana-3180	189	19	a	a	DET
cana-3180	189	20	loss	loss	NOUN
cana-3180	189	21	function	function	NOUN
cana-3180	189	22	:	:	PUNCT
cana-3180	190	1	𝐿𝑖(𝑤	𝐿𝑖(𝑤	NOUN
cana-3180	190	2	)	)	PUNCT
cana-3180	190	3	=	=	SYM
cana-3180	190	4	1	1	NUM
cana-3180	190	5	|𝐷𝑖|	|𝐷𝑖|	NOUN
cana-3180	190	6	∑𝑥∈𝐷𝑖	∑𝑥∈𝐷𝑖	NOUN
cana-3180	190	7	ℓ(𝑤	ℓ(𝑤	NOUN
cana-3180	190	8	;	;	PUNCT
cana-3180	190	9	𝑥	𝑥	X
cana-3180	190	10	)	)	PUNCT
cana-3180	190	11	,	,	PUNCT
cana-3180	190	12	where	where	SCONJ
cana-3180	190	13	𝐷𝑖	𝐷𝑖	PROPN
cana-3180	190	14	is	be	AUX
cana-3180	190	15	the	the	DET
cana-3180	190	16	dataset	dataset	NOUN
cana-3180	190	17	for	for	ADP
cana-3180	190	18	node	node	NOUN
cana-3180	190	19	𝑖	𝑖	SYM
cana-3180	190	20	,	,	PUNCT
cana-3180	190	21	and	and	CCONJ
cana-3180	190	22	ℓ(𝑤	ℓ(𝑤	NOUN
cana-3180	190	23	;	;	PUNCT
cana-3180	190	24	𝑥	𝑥	X
cana-3180	190	25	)	)	PUNCT
cana-3180	190	26	is	be	AUX
cana-3180	190	27	the	the	DET
cana-3180	190	28	loss	loss	NOUN
cana-3180	190	29	calculated	calculate	VERB
cana-3180	190	30	for	for	ADP
cana-3180	190	31	data	datum	NOUN
cana-3180	190	32	sample	sample	NOUN
cana-3180	190	33	𝑥.	𝑥.	VERB
cana-3180	190	34	after	after	ADP
cana-3180	190	35	completing	complete	VERB
cana-3180	190	36	local	local	ADJ
cana-3180	190	37	training	training	NOUN
cana-3180	190	38	,	,	PUNCT
cana-3180	190	39	nodes	node	NOUN
cana-3180	190	40	send	send	VERB
cana-3180	190	41	the	the	DET
cana-3180	190	42	updated	update	VERB
cana-3180	190	43	parameters	parameter	NOUN
cana-3180	190	44	to	to	ADP
cana-3180	190	45	a	a	DET
cana-3180	190	46	central	central	ADJ
cana-3180	190	47	aggregator	aggregator	NOUN
cana-3180	190	48	.	.	PUNCT
cana-3180	191	1	the	the	DET
cana-3180	191	2	global	global	ADJ
cana-3180	191	3	model	model	NOUN
cana-3180	191	4	is	be	AUX
cana-3180	191	5	computed	compute	VERB
cana-3180	191	6	using	use	VERB
cana-3180	191	7	a	a	DET
cana-3180	191	8	weighted	weighted	ADJ
cana-3180	191	9	average	average	NOUN
cana-3180	191	10	:	:	PUNCT
cana-3180	191	11	𝑤𝑡	𝑤𝑡	PROPN
cana-3180	191	12	=	=	PROPN
cana-3180	191	13	∑𝑁	∑𝑁	PROPN
cana-3180	191	14	𝑖=1	𝑖=1	PUNCT
cana-3180	192	1	|𝐷𝑖|𝑤𝑖	|𝐷𝑖|𝑤𝑖	PROPN
cana-3180	192	2	𝑡	𝑡	PROPN
cana-3180	192	3	∑𝑁	∑𝑁	PROPN
cana-3180	192	4	𝑖=1	𝑖=1	PROPN
cana-3180	192	5	|𝐷𝑖|	|𝐷𝑖|	PROPN
cana-3180	192	6	,	,	PUNCT
cana-3180	192	7	where	where	SCONJ
cana-3180	192	8	𝑁	𝑁	PROPN
cana-3180	192	9	is	be	AUX
cana-3180	192	10	the	the	DET
cana-3180	192	11	total	total	ADJ
cana-3180	192	12	number	number	NOUN
cana-3180	192	13	of	of	ADP
cana-3180	192	14	nodes	node	NOUN
cana-3180	192	15	.	.	PUNCT
cana-3180	193	1	larger	large	ADJ
cana-3180	193	2	datasets	dataset	NOUN
cana-3180	193	3	contribute	contribute	VERB
cana-3180	193	4	more	more	ADV
cana-3180	193	5	significantly	significantly	ADV
cana-3180	193	6	to	to	ADP
cana-3180	193	7	the	the	DET
cana-3180	193	8	aggregated	aggregate	VERB
cana-3180	193	9	model	model	NOUN
cana-3180	193	10	.	.	PUNCT
cana-3180	194	1	differential	differential	PROPN
cana-3180	194	2	privacy	privacy	NOUN
cana-3180	194	3	for	for	ADP
cana-3180	194	4	secure	secure	ADJ
cana-3180	194	5	updates	update	NOUN
cana-3180	194	6	:	:	PUNCT
cana-3180	194	7	to	to	PART
cana-3180	194	8	protect	protect	VERB
cana-3180	194	9	sensitive	sensitive	ADJ
cana-3180	194	10	data	datum	NOUN
cana-3180	194	11	,	,	PUNCT
cana-3180	194	12	nodes	node	NOUN
cana-3180	194	13	introduce	introduce	VERB
cana-3180	194	14	random	random	ADJ
cana-3180	194	15	noise	noise	NOUN
cana-3180	194	16	into	into	ADP
cana-3180	194	17	their	their	PRON
cana-3180	194	18	updates	update	NOUN
cana-3180	194	19	.	.	PUNCT
cana-3180	195	1	each	each	DET
cana-3180	195	2	update	update	NOUN
cana-3180	195	3	is	be	AUX
cana-3180	195	4	perturbed	perturb	VERB
cana-3180	195	5	as	as	ADP
cana-3180	195	6	:	:	PUNCT
cana-3180	195	7	�	�	PROPN
cana-3180	195	8	̃	̃	PROPN
cana-3180	195	9	�	�	NOUN
cana-3180	195	10	𝑖	𝑖	SYM
cana-3180	195	11	𝑡	𝑡	NOUN
cana-3180	195	12	=	=	VERB
cana-3180	195	13	𝑤𝑖	𝑤𝑖	PRON
cana-3180	195	14	𝑡	𝑡	PROPN
cana-3180	195	15	+	+	X
cana-3180	195	16	𝒩(0	𝒩(0	NUM
cana-3180	195	17	,	,	PUNCT
cana-3180	195	18	𝜎2	𝜎2	PROPN
cana-3180	195	19	)	)	PUNCT
cana-3180	195	20	,	,	PUNCT
cana-3180	195	21	where	where	SCONJ
cana-3180	195	22	𝒩(0	𝒩(0	NUM
cana-3180	195	23	,	,	PUNCT
cana-3180	195	24	𝜎2	𝜎2	PROPN
cana-3180	195	25	)	)	PUNCT
cana-3180	195	26	is	be	AUX
cana-3180	195	27	gaussian	gaussian	ADJ
cana-3180	195	28	noise	noise	NOUN
cana-3180	195	29	.	.	PUNCT
cana-3180	196	1	this	this	PRON
cana-3180	196	2	ensures	ensure	VERB
cana-3180	196	3	that	that	SCONJ
cana-3180	196	4	individual	individual	ADJ
cana-3180	196	5	data	data	NOUN
cana-3180	196	6	points	point	NOUN
cana-3180	196	7	can	can	AUX
cana-3180	196	8	not	not	PART
cana-3180	196	9	be	be	AUX
cana-3180	196	10	inferred	infer	VERB
cana-3180	196	11	from	from	ADP
cana-3180	196	12	the	the	DET
cana-3180	196	13	model	model	NOUN
cana-3180	196	14	parameters	parameter	NOUN
cana-3180	196	15	.	.	PUNCT
cana-3180	197	1	the	the	DET
cana-3180	197	2	strength	strength	NOUN
cana-3180	197	3	of	of	ADP
cana-3180	197	4	privacy	privacy	NOUN
cana-3180	197	5	is	be	AUX
cana-3180	197	6	controlled	control	VERB
cana-3180	197	7	by	by	ADP
cana-3180	197	8	the	the	DET
cana-3180	197	9	privacy	privacy	NOUN
cana-3180	197	10	budget	budget	NOUN
cana-3180	197	11	𝜖.	𝜖.	NOUN
cana-3180	197	12	a	a	PRON
cana-3180	197	13	lower	low	ADJ
cana-3180	197	14	𝜖	𝜖	X
cana-3180	197	15	offers	offer	VERB
cana-3180	197	16	stronger	strong	ADJ
cana-3180	197	17	privacy	privacy	NOUN
cana-3180	197	18	but	but	CCONJ
cana-3180	197	19	may	may	AUX
cana-3180	197	20	affect	affect	VERB
cana-3180	197	21	the	the	DET
cana-3180	197	22	model	model	NOUN
cana-3180	197	23	’s	’s	PART
cana-3180	197	24	accuracy	accuracy	NOUN
cana-3180	197	25	.	.	PUNCT
cana-3180	198	1	the	the	DET
cana-3180	198	2	choice	choice	NOUN
cana-3180	198	3	of	of	ADP
cana-3180	198	4	𝜖	𝜖	PROPN
cana-3180	198	5	depends	depend	VERB
cana-3180	198	6	on	on	ADP
cana-3180	198	7	the	the	DET
cana-3180	198	8	privacy	privacy	NOUN
cana-3180	198	9	requirements	requirement	NOUN
cana-3180	198	10	and	and	CCONJ
cana-3180	198	11	network	network	NOUN
cana-3180	198	12	constraints	constraint	NOUN
cana-3180	198	13	.	.	PUNCT
cana-3180	199	1	blockchain	blockchain	NOUN
cana-3180	199	2	for	for	ADP
cana-3180	199	3	secure	secure	ADJ
cana-3180	199	4	aggregation	aggregation	NOUN
cana-3180	199	5	:	:	PUNCT
cana-3180	200	1	blockchain	blockchain	PROPN
cana-3180	200	2	is	be	AUX
cana-3180	200	3	used	use	VERB
cana-3180	200	4	to	to	PART
cana-3180	200	5	validate	validate	VERB
cana-3180	200	6	and	and	CCONJ
cana-3180	200	7	secure	secure	VERB
cana-3180	200	8	the	the	DET
cana-3180	200	9	aggregation	aggregation	NOUN
cana-3180	200	10	process	process	NOUN
cana-3180	200	11	.	.	PUNCT
cana-3180	201	1	each	each	DET
cana-3180	201	2	model	model	NOUN
cana-3180	201	3	update	update	NOUN
cana-3180	201	4	is	be	AUX
cana-3180	201	5	recorded	record	VERB
cana-3180	201	6	in	in	ADP
cana-3180	201	7	a	a	DET
cana-3180	201	8	block	block	NOUN
cana-3180	201	9	with	with	ADP
cana-3180	201	10	a	a	DET
cana-3180	201	11	cryptographic	cryptographic	ADJ
cana-3180	201	12	hash	hash	NOUN
cana-3180	201	13	:	:	PUNCT
cana-3180	201	14	𝐻	𝐻	PROPN
cana-3180	201	15	=	=	SYM
cana-3180	201	16	hash(	hash(	PROPN
cana-3180	201	17	�	�	PROPN
cana-3180	201	18	̃	̃	PROPN
cana-3180	201	19	�	�	PROPN
cana-3180	201	20	𝑖	𝑖	SYM
cana-3180	201	21	𝑡||metadata	𝑡||metadata	NOUN
cana-3180	201	22	)	)	PUNCT
cana-3180	201	23	,	,	PUNCT
cana-3180	201	24	where	where	SCONJ
cana-3180	201	25	||	||	NOUN
cana-3180	201	26	represents	represent	VERB
cana-3180	201	27	concatenation	concatenation	NOUN
cana-3180	201	28	,	,	PUNCT
cana-3180	201	29	and	and	CCONJ
cana-3180	201	30	metadata	metadata	NOUN
cana-3180	201	31	includes	include	VERB
cana-3180	201	32	information	information	NOUN
cana-3180	201	33	like	like	ADP
cana-3180	201	34	node	node	ADJ
cana-3180	201	35	ids	id	NOUN
cana-3180	201	36	and	and	CCONJ
cana-3180	201	37	timestamps	timestamp	NOUN
cana-3180	201	38	.	.	PUNCT
cana-3180	202	1	communications	communication	NOUN
cana-3180	202	2	on	on	ADP
cana-3180	202	3	applied	apply	VERB
cana-3180	202	4	nonlinear	nonlinear	ADJ
cana-3180	202	5	analysis	analysis	NOUN
cana-3180	202	6	issn	issn	NOUN
cana-3180	202	7	:	:	PUNCT
cana-3180	202	8	1074	1074	NUM
cana-3180	202	9	-	-	PUNCT
cana-3180	202	10	133x	133x	NUM
cana-3180	202	11	vol	vol	NOUN
cana-3180	202	12	32	32	NUM
cana-3180	202	13	no	no	NOUN
cana-3180	202	14	.	.	PUNCT
cana-3180	203	1	5s	5s	NUM
cana-3180	203	2	(	(	PUNCT
cana-3180	203	3	2025	2025	NUM
cana-3180	203	4	)	)	PUNCT
cana-3180	203	5	559	559	NUM
cana-3180	203	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3180	203	7	consensus	consensus	NOUN
cana-3180	203	8	mechanisms	mechanism	NOUN
cana-3180	203	9	,	,	PUNCT
cana-3180	203	10	such	such	ADJ
cana-3180	203	11	as	as	ADP
cana-3180	203	12	proof	proof	NOUN
cana-3180	203	13	of	of	ADP
cana-3180	203	14	authority	authority	NOUN
cana-3180	203	15	(	(	PUNCT
cana-3180	203	16	poa	poa	NOUN
cana-3180	203	17	)	)	PUNCT
cana-3180	203	18	,	,	PUNCT
cana-3180	203	19	ensure	ensure	VERB
cana-3180	203	20	that	that	SCONJ
cana-3180	203	21	only	only	ADV
cana-3180	203	22	valid	valid	ADJ
cana-3180	203	23	updates	update	NOUN
cana-3180	203	24	are	be	AUX
cana-3180	203	25	accepted	accept	VERB
cana-3180	203	26	.	.	PUNCT
cana-3180	204	1	validators	validator	NOUN
cana-3180	204	2	verify	verify	VERB
cana-3180	204	3	the	the	DET
cana-3180	204	4	integrity	integrity	NOUN
cana-3180	204	5	of	of	ADP
cana-3180	204	6	updates	update	NOUN
cana-3180	204	7	and	and	CCONJ
cana-3180	204	8	add	add	VERB
cana-3180	204	9	them	they	PRON
cana-3180	204	10	to	to	ADP
cana-3180	204	11	the	the	DET
cana-3180	204	12	blockchain	blockchain	PROPN
cana-3180	204	13	.	.	PUNCT
cana-3180	205	1	smart	smart	ADJ
cana-3180	205	2	contracts	contract	NOUN
cana-3180	205	3	enforce	enforce	VERB
cana-3180	205	4	rules	rule	NOUN
cana-3180	205	5	for	for	ADP
cana-3180	205	6	participation	participation	NOUN
cana-3180	205	7	and	and	CCONJ
cana-3180	205	8	aggregation	aggregation	NOUN
cana-3180	205	9	,	,	PUNCT
cana-3180	205	10	ensuring	ensure	VERB
cana-3180	205	11	fairness	fairness	NOUN
cana-3180	205	12	and	and	CCONJ
cana-3180	205	13	transparency	transparency	NOUN
cana-3180	205	14	.	.	PUNCT
cana-3180	206	1	workflow	workflow	NOUN
cana-3180	206	2	of	of	ADP
cana-3180	206	3	federated	federated	ADJ
cana-3180	206	4	learning	learning	NOUN
cana-3180	206	5	integration	integration	NOUN
cana-3180	206	6	:	:	PUNCT
cana-3180	206	7	nodes	node	NOUN
cana-3180	206	8	independently	independently	ADV
cana-3180	206	9	train	train	VERB
cana-3180	206	10	local	local	ADJ
cana-3180	206	11	models	model	NOUN
cana-3180	206	12	and	and	CCONJ
cana-3180	206	13	perturb	perturb	VERB
cana-3180	206	14	the	the	DET
cana-3180	206	15	updates	update	NOUN
cana-3180	206	16	using	use	VERB
cana-3180	206	17	differential	differential	ADJ
cana-3180	206	18	privacy	privacy	NOUN
cana-3180	206	19	.	.	PUNCT
cana-3180	207	1	perturbed	perturb	VERB
cana-3180	207	2	updates	update	NOUN
cana-3180	207	3	are	be	AUX
cana-3180	207	4	transmitted	transmit	VERB
cana-3180	207	5	to	to	ADP
cana-3180	207	6	the	the	DET
cana-3180	207	7	aggregator	aggregator	NOUN
cana-3180	207	8	,	,	PUNCT
cana-3180	207	9	where	where	SCONJ
cana-3180	207	10	blockchain	blockchain	PROPN
cana-3180	207	11	verifies	verify	VERB
cana-3180	207	12	their	their	PRON
cana-3180	207	13	integrity	integrity	NOUN
cana-3180	207	14	.	.	PUNCT
cana-3180	208	1	the	the	DET
cana-3180	208	2	aggregator	aggregator	NOUN
cana-3180	208	3	combines	combine	VERB
cana-3180	208	4	the	the	DET
cana-3180	208	5	updates	update	NOUN
cana-3180	208	6	to	to	PART
cana-3180	208	7	form	form	VERB
cana-3180	208	8	a	a	DET
cana-3180	208	9	global	global	ADJ
cana-3180	208	10	model	model	NOUN
cana-3180	208	11	and	and	CCONJ
cana-3180	208	12	distributes	distribute	VERB
cana-3180	208	13	it	it	PRON
cana-3180	208	14	back	back	ADV
cana-3180	208	15	to	to	ADP
cana-3180	208	16	the	the	DET
cana-3180	208	17	nodes	node	NOUN
cana-3180	208	18	for	for	ADP
cana-3180	208	19	the	the	DET
cana-3180	208	20	next	next	ADJ
cana-3180	208	21	training	training	NOUN
cana-3180	208	22	iteration	iteration	NOUN
cana-3180	208	23	.	.	PUNCT
cana-3180	209	1	this	this	DET
cana-3180	209	2	cycle	cycle	NOUN
cana-3180	209	3	continues	continue	VERB
cana-3180	209	4	,	,	PUNCT
cana-3180	209	5	allowing	allow	VERB
cana-3180	209	6	the	the	DET
cana-3180	209	7	system	system	NOUN
cana-3180	209	8	to	to	PART
cana-3180	209	9	adapt	adapt	VERB
cana-3180	209	10	to	to	ADP
cana-3180	209	11	changes	change	NOUN
cana-3180	209	12	in	in	ADP
cana-3180	209	13	the	the	DET
cana-3180	209	14	network	network	NOUN
cana-3180	209	15	while	while	SCONJ
cana-3180	209	16	maintaining	maintain	VERB
cana-3180	209	17	privacy	privacy	NOUN
cana-3180	209	18	.	.	PUNCT
cana-3180	210	1	this	this	DET
cana-3180	210	2	integration	integration	NOUN
cana-3180	210	3	allows	allow	VERB
cana-3180	210	4	decentralized	decentralize	VERB
cana-3180	210	5	learning	learn	VERB
cana-3180	210	6	without	without	ADP
cana-3180	210	7	exposing	expose	VERB
cana-3180	210	8	sensitive	sensitive	ADJ
cana-3180	210	9	data	datum	NOUN
cana-3180	210	10	.	.	PUNCT
cana-3180	211	1	by	by	ADP
cana-3180	211	2	combining	combine	VERB
cana-3180	211	3	differential	differential	ADJ
cana-3180	211	4	privacy	privacy	NOUN
cana-3180	211	5	and	and	CCONJ
cana-3180	211	6	blockchain	blockchain	PROPN
cana-3180	211	7	,	,	PUNCT
cana-3180	211	8	the	the	DET
cana-3180	211	9	system	system	NOUN
cana-3180	211	10	ensures	ensure	VERB
cana-3180	211	11	secure	secure	ADJ
cana-3180	211	12	and	and	CCONJ
cana-3180	211	13	private	private	ADJ
cana-3180	211	14	collaboration	collaboration	NOUN
cana-3180	211	15	among	among	ADP
cana-3180	211	16	manet	manet	NOUN
cana-3180	211	17	nodes	node	NOUN
cana-3180	211	18	.	.	PUNCT
cana-3180	212	1	the	the	DET
cana-3180	212	2	workflow	workflow	NOUN
cana-3180	212	3	balances	balance	VERB
cana-3180	212	4	the	the	DET
cana-3180	212	5	need	need	NOUN
cana-3180	212	6	for	for	ADP
cana-3180	212	7	privacy	privacy	NOUN
cana-3180	212	8	,	,	PUNCT
cana-3180	212	9	security	security	NOUN
cana-3180	212	10	,	,	PUNCT
cana-3180	212	11	and	and	CCONJ
cana-3180	212	12	computational	computational	ADJ
cana-3180	212	13	efficiency	efficiency	NOUN
cana-3180	212	14	in	in	ADP
cana-3180	212	15	distributed	distribute	VERB
cana-3180	212	16	environments	environment	NOUN
cana-3180	212	17	.	.	PUNCT
cana-3180	213	1	2.4	2.4	NUM
cana-3180	213	2	scalability	scalability	NOUN
cana-3180	213	3	mechanisms	mechanism	NOUN
cana-3180	213	4	scalability	scalability	NOUN
cana-3180	213	5	mechanisms	mechanism	NOUN
cana-3180	213	6	ensure	ensure	VERB
cana-3180	213	7	efficient	efficient	ADJ
cana-3180	213	8	operation	operation	NOUN
cana-3180	213	9	in	in	ADP
cana-3180	213	10	manets	manet	NOUN
cana-3180	213	11	as	as	ADP
cana-3180	213	12	network	network	NOUN
cana-3180	213	13	size	size	NOUN
cana-3180	213	14	and	and	CCONJ
cana-3180	213	15	complexity	complexity	NOUN
cana-3180	213	16	grow	grow	VERB
cana-3180	213	17	.	.	PUNCT
cana-3180	214	1	by	by	ADP
cana-3180	214	2	organizing	organize	VERB
cana-3180	214	3	nodes	node	NOUN
cana-3180	214	4	into	into	ADP
cana-3180	214	5	clusters	cluster	NOUN
cana-3180	214	6	and	and	CCONJ
cana-3180	214	7	optimizing	optimize	VERB
cana-3180	214	8	communication	communication	NOUN
cana-3180	214	9	using	use	VERB
cana-3180	214	10	compression	compression	NOUN
cana-3180	214	11	and	and	CCONJ
cana-3180	214	12	adaptive	adaptive	ADJ
cana-3180	214	13	updates	update	NOUN
cana-3180	214	14	,	,	PUNCT
cana-3180	214	15	resource	resource	NOUN
cana-3180	214	16	use	use	NOUN
cana-3180	214	17	is	be	AUX
cana-3180	214	18	minimized	minimize	VERB
cana-3180	214	19	without	without	ADP
cana-3180	214	20	affecting	affect	VERB
cana-3180	214	21	functionality	functionality	NOUN
cana-3180	214	22	.	.	PUNCT
cana-3180	215	1	hierarchical	hierarchical	ADJ
cana-3180	215	2	clustering	clustering	NOUN
cana-3180	215	3	:	:	PUNCT
cana-3180	215	4	the	the	DET
cana-3180	215	5	network	network	NOUN
cana-3180	215	6	is	be	AUX
cana-3180	215	7	divided	divide	VERB
cana-3180	215	8	into	into	ADP
cana-3180	215	9	smaller	small	ADJ
cana-3180	215	10	,	,	PUNCT
cana-3180	215	11	non	non	ADJ
cana-3180	215	12	-	-	ADJ
cana-3180	215	13	overlapping	overlapping	ADJ
cana-3180	215	14	clusters	cluster	NOUN
cana-3180	215	15	.	.	PUNCT
cana-3180	216	1	let	let	VERB
cana-3180	216	2	the	the	DET
cana-3180	216	3	network	network	NOUN
cana-3180	216	4	𝐺(𝑉	𝐺(𝑉	PRON
cana-3180	216	5	,	,	PUNCT
cana-3180	216	6	𝐸	𝐸	PROPN
cana-3180	216	7	)	)	PUNCT
cana-3180	216	8	,	,	PUNCT
cana-3180	216	9	where	where	SCONJ
cana-3180	216	10	𝑉	𝑉	PROPN
cana-3180	216	11	represents	represent	VERB
cana-3180	216	12	nodes	node	NOUN
cana-3180	216	13	and	and	CCONJ
cana-3180	216	14	𝐸	𝐸	PROPN
cana-3180	216	15	represents	represent	VERB
cana-3180	216	16	links	link	NOUN
cana-3180	216	17	,	,	PUNCT
cana-3180	216	18	be	be	AUX
cana-3180	216	19	partitioned	partition	VERB
cana-3180	216	20	into	into	ADP
cana-3180	216	21	𝑘	𝑘	DET
cana-3180	216	22	clusters	cluster	NOUN
cana-3180	216	23	𝐶1	𝐶1	ADP
cana-3180	216	24	,	,	PUNCT
cana-3180	216	25	𝐶2	𝐶2	ADJ
cana-3180	216	26	,	,	PUNCT
cana-3180	216	27	…	…	PUNCT
cana-3180	216	28	,	,	PUNCT
cana-3180	217	1	𝐶𝑘.	𝐶𝑘.	PROPN
cana-3180	217	2	the	the	DET
cana-3180	217	3	condition	condition	NOUN
cana-3180	217	4	for	for	ADP
cana-3180	217	5	clustering	clustering	ADJ
cana-3180	217	6	ensures	ensure	NOUN
cana-3180	217	7	:	:	PUNCT
cana-3180	217	8	𝑉	𝑉	PROPN
cana-3180	217	9	=	=	PUNCT
cana-3180	217	10	⋃𝑘	⋃𝑘	PROPN
cana-3180	217	11	𝑖=1	𝑖=1	PROPN
cana-3180	217	12	𝐶𝑖	𝐶𝑖	PROPN
cana-3180	217	13	,	,	PUNCT
cana-3180	217	14	𝐶𝑖	𝐶𝑖	NOUN
cana-3180	217	15	∩	∩	ADJ
cana-3180	217	16	𝐶𝑗	𝐶𝑗	PROPN
cana-3180	217	17	=	=	PUNCT
cana-3180	217	18	∅	∅	NOUN
cana-3180	217	19	for𝑖	for𝑖	VERB
cana-3180	217	20	≠	≠	PROPN
cana-3180	217	21	𝑗.	𝑗.	NOUN
cana-3180	217	22	each	each	DET
cana-3180	217	23	cluster	cluster	NOUN
cana-3180	217	24	is	be	AUX
cana-3180	217	25	assigned	assign	VERB
cana-3180	217	26	a	a	DET
cana-3180	217	27	leader	leader	NOUN
cana-3180	217	28	,	,	PUNCT
cana-3180	217	29	identified	identify	VERB
cana-3180	217	30	using	use	VERB
cana-3180	217	31	criteria	criterion	NOUN
cana-3180	217	32	such	such	ADJ
cana-3180	217	33	as	as	ADP
cana-3180	217	34	node	node	ADJ
cana-3180	217	35	energy	energy	NOUN
cana-3180	217	36	levels	level	NOUN
cana-3180	217	37	(	(	PUNCT
cana-3180	217	38	𝐸𝑖	𝐸𝑖	NOUN
cana-3180	217	39	)	)	PUNCT
cana-3180	217	40	or	or	CCONJ
cana-3180	217	41	link	link	VERB
cana-3180	217	42	quality	quality	NOUN
cana-3180	217	43	.	.	PUNCT
cana-3180	218	1	a	a	DET
cana-3180	218	2	cluster	cluster	NOUN
cana-3180	218	3	leader	leader	NOUN
cana-3180	218	4	𝐿(𝐶𝑖	𝐿(𝐶𝑖	PROPN
cana-3180	218	5	)	)	PUNCT
cana-3180	218	6	acts	act	VERB
cana-3180	218	7	as	as	ADP
cana-3180	218	8	the	the	DET
cana-3180	218	9	communication	communication	NOUN
cana-3180	218	10	point	point	NOUN
cana-3180	218	11	,	,	PUNCT
cana-3180	218	12	managing	manage	VERB
cana-3180	218	13	intra	intra	ADJ
cana-3180	218	14	-	-	ADJ
cana-3180	218	15	cluster	cluster	NOUN
cana-3180	218	16	exchanges	exchange	NOUN
cana-3180	218	17	and	and	CCONJ
cana-3180	218	18	forwarding	forward	VERB
cana-3180	218	19	inter	inter	ADJ
cana-3180	218	20	-	-	ADJ
cana-3180	218	21	cluster	cluster	NOUN
cana-3180	218	22	updates	update	NOUN
cana-3180	218	23	.	.	PUNCT
cana-3180	219	1	this	this	DET
cana-3180	219	2	design	design	NOUN
cana-3180	219	3	reduces	reduce	VERB
cana-3180	219	4	redundant	redundant	ADJ
cana-3180	219	5	communication	communication	NOUN
cana-3180	219	6	by	by	ADP
cana-3180	219	7	limiting	limit	VERB
cana-3180	219	8	direct	direct	ADJ
cana-3180	219	9	transmissions	transmission	NOUN
cana-3180	219	10	between	between	ADP
cana-3180	219	11	distant	distant	ADJ
cana-3180	219	12	nodes	node	NOUN
cana-3180	219	13	.	.	PUNCT
cana-3180	220	1	model	model	NOUN
cana-3180	220	2	compression	compression	NOUN
cana-3180	220	3	:	:	PUNCT
cana-3180	220	4	model	model	NOUN
cana-3180	220	5	compression	compression	NOUN
cana-3180	220	6	minimizes	minimize	VERB
cana-3180	220	7	the	the	DET
cana-3180	220	8	size	size	NOUN
cana-3180	220	9	of	of	ADP
cana-3180	220	10	data	datum	NOUN
cana-3180	220	11	exchanged	exchange	VERB
cana-3180	220	12	during	during	ADP
cana-3180	220	13	updates	update	NOUN
cana-3180	220	14	.	.	PUNCT
cana-3180	221	1	weight	weight	NOUN
cana-3180	221	2	matrices	matrix	NOUN
cana-3180	221	3	𝑊	𝑊	PROPN
cana-3180	221	4	are	be	AUX
cana-3180	221	5	modified	modify	VERB
cana-3180	221	6	to	to	PART
cana-3180	221	7	reduce	reduce	VERB
cana-3180	221	8	complexity	complexity	NOUN
cana-3180	221	9	.	.	PUNCT
cana-3180	222	1	sparsification	sparsification	NOUN
cana-3180	222	2	eliminates	eliminate	VERB
cana-3180	222	3	small	small	ADJ
cana-3180	222	4	values	value	NOUN
cana-3180	222	5	by	by	ADP
cana-3180	222	6	setting	set	VERB
cana-3180	222	7	elements	element	NOUN
cana-3180	222	8	below	below	ADP
cana-3180	222	9	a	a	DET
cana-3180	222	10	threshold	threshold	NOUN
cana-3180	222	11	𝛿	𝛿	X
cana-3180	222	12	to	to	ADP
cana-3180	222	13	zero	zero	NUM
cana-3180	222	14	:	:	PUNCT
cana-3180	222	15	𝑊𝑖𝑗	𝑊𝑖𝑗	PROPN
cana-3180	222	16	=	=	PUNCT
cana-3180	222	17	{	{	PUNCT
cana-3180	222	18	𝑊𝑖𝑗	𝑊𝑖𝑗	PROPN
cana-3180	222	19	if|𝑊𝑖𝑗|	if|𝑊𝑖𝑗|	PROPN
cana-3180	222	20	>	>	X
cana-3180	222	21	𝛿	𝛿	X
cana-3180	222	22	,	,	PUNCT
cana-3180	222	23	0	0	NUM
cana-3180	222	24	otherwise	otherwise	ADV
cana-3180	222	25	.	.	PUNCT
cana-3180	223	1	quantization	quantization	NOUN
cana-3180	223	2	approximates	approximate	VERB
cana-3180	223	3	weights	weight	NOUN
cana-3180	223	4	to	to	PART
cana-3180	223	5	fewer	few	ADJ
cana-3180	223	6	significant	significant	ADJ
cana-3180	223	7	levels	level	NOUN
cana-3180	223	8	.	.	PUNCT
cana-3180	224	1	for	for	ADP
cana-3180	224	2	a	a	DET
cana-3180	224	3	quantization	quantization	NOUN
cana-3180	224	4	step	step	NOUN
cana-3180	224	5	size	size	NOUN
cana-3180	224	6	δ	δ	PROPN
cana-3180	224	7	:	:	PUNCT
cana-3180	224	8	�	�	PROPN
cana-3180	224	9	̃	̃	PROPN
cana-3180	224	10	�	�	PROPN
cana-3180	224	11	𝑖𝑗	𝑖𝑗	NOUN
cana-3180	224	12	=	=	PUNCT
cana-3180	224	13	round(𝑊𝑖𝑗/δ	round(𝑊𝑖𝑗/δ	ADJ
cana-3180	224	14	)	)	PUNCT
cana-3180	224	15	⋅	⋅	PROPN
cana-3180	224	16	δ	δ	PROPN
cana-3180	224	17	.	.	PUNCT
cana-3180	225	1	these	these	DET
cana-3180	225	2	techniques	technique	NOUN
cana-3180	225	3	lower	low	ADJ
cana-3180	225	4	bandwidth	bandwidth	ADJ
cana-3180	225	5	needs	need	NOUN
cana-3180	225	6	and	and	CCONJ
cana-3180	225	7	reduce	reduce	VERB
cana-3180	225	8	computational	computational	ADJ
cana-3180	225	9	demands	demand	NOUN
cana-3180	225	10	,	,	PUNCT
cana-3180	225	11	which	which	PRON
cana-3180	225	12	is	be	AUX
cana-3180	225	13	critical	critical	ADJ
cana-3180	225	14	for	for	ADP
cana-3180	225	15	resource	resource	NOUN
cana-3180	225	16	-	-	PUNCT
cana-3180	225	17	constrained	constrain	VERB
cana-3180	225	18	nodes	node	NOUN
cana-3180	225	19	.	.	PUNCT
cana-3180	226	1	dynamic	dynamic	ADJ
cana-3180	226	2	update	update	NOUN
cana-3180	226	3	frequencies	frequency	NOUN
cana-3180	226	4	:	:	PUNCT
cana-3180	226	5	update	update	NOUN
cana-3180	226	6	frequencies	frequency	NOUN
cana-3180	226	7	adapt	adapt	VERB
cana-3180	226	8	based	base	VERB
cana-3180	226	9	on	on	ADP
cana-3180	226	10	network	network	NOUN
cana-3180	226	11	conditions	condition	NOUN
cana-3180	226	12	.	.	PUNCT
cana-3180	227	1	nodes	node	NOUN
cana-3180	227	2	experiencing	experience	VERB
cana-3180	227	3	stable	stable	ADJ
cana-3180	227	4	states	state	NOUN
cana-3180	227	5	,	,	PUNCT
cana-3180	227	6	such	such	ADJ
cana-3180	227	7	as	as	ADP
cana-3180	227	8	consistent	consistent	ADJ
cana-3180	227	9	traffic	traffic	NOUN
cana-3180	227	10	φ(𝑡	φ(𝑡	NOUN
cana-3180	227	11	)	)	PUNCT
cana-3180	227	12	and	and	CCONJ
cana-3180	227	13	low	low	ADJ
cana-3180	227	14	anomaly	anomaly	NOUN
cana-3180	227	15	scores	score	NOUN
cana-3180	227	16	𝐴𝑠	𝐴𝑠	VERB
cana-3180	227	17	,	,	PUNCT
cana-3180	227	18	reduce	reduce	VERB
cana-3180	227	19	their	their	PRON
cana-3180	227	20	update	update	NOUN
cana-3180	227	21	rates	rate	NOUN
cana-3180	227	22	.	.	PUNCT
cana-3180	228	1	the	the	DET
cana-3180	228	2	frequency	frequency	NOUN
cana-3180	228	3	𝑓(𝑡	𝑓(𝑡	ADV
cana-3180	228	4	)	)	PUNCT
cana-3180	228	5	for	for	ADP
cana-3180	228	6	updates	update	NOUN
cana-3180	228	7	is	be	AUX
cana-3180	228	8	defined	define	VERB
cana-3180	228	9	as	as	ADP
cana-3180	228	10	:	:	PUNCT
cana-3180	228	11	communications	communication	NOUN
cana-3180	228	12	on	on	ADP
cana-3180	228	13	applied	apply	VERB
cana-3180	228	14	nonlinear	nonlinear	ADJ
cana-3180	228	15	analysis	analysis	NOUN
cana-3180	228	16	issn	issn	NOUN
cana-3180	228	17	:	:	PUNCT
cana-3180	228	18	1074	1074	NUM
cana-3180	228	19	-	-	PUNCT
cana-3180	228	20	133x	133x	NUM
cana-3180	228	21	vol	vol	NOUN
cana-3180	228	22	32	32	NUM
cana-3180	228	23	no	no	NOUN
cana-3180	228	24	.	.	PUNCT
cana-3180	229	1	5s	5s	NUM
cana-3180	229	2	(	(	PUNCT
cana-3180	229	3	2025	2025	NUM
cana-3180	229	4	)	)	PUNCT
cana-3180	229	5	560	560	NUM
cana-3180	229	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	229	7	𝑓(𝑡	𝑓(𝑡	PROPN
cana-3180	229	8	)	)	PUNCT
cana-3180	229	9	=	=	SYM
cana-3180	229	10	𝑓max	𝑓max	X
cana-3180	229	11	⋅	⋅	X
cana-3180	229	12	𝑒−𝜂⋅𝐴𝑠	𝑒−𝜂⋅𝐴𝑠	X
cana-3180	229	13	,	,	PUNCT
cana-3180	229	14	where	where	SCONJ
cana-3180	229	15	𝜂	𝜂	NOUN
cana-3180	229	16	adjusts	adjust	VERB
cana-3180	229	17	sensitivity	sensitivity	NOUN
cana-3180	229	18	to	to	ADP
cana-3180	229	19	anomalies	anomaly	NOUN
cana-3180	229	20	.	.	PUNCT
cana-3180	230	1	cluster	cluster	NOUN
cana-3180	230	2	leaders	leader	NOUN
cana-3180	230	3	adjust	adjust	VERB
cana-3180	230	4	their	their	PRON
cana-3180	230	5	schedules	schedule	NOUN
cana-3180	230	6	based	base	VERB
cana-3180	230	7	on	on	ADP
cana-3180	230	8	intra	intra	ADJ
cana-3180	230	9	-	-	ADJ
cana-3180	230	10	cluster	cluster	NOUN
cana-3180	230	11	conditions	condition	NOUN
cana-3180	230	12	,	,	PUNCT
cana-3180	230	13	further	far	ADV
cana-3180	230	14	reducing	reduce	VERB
cana-3180	230	15	unnecessary	unnecessary	ADJ
cana-3180	230	16	data	datum	NOUN
cana-3180	230	17	transmissions	transmission	NOUN
cana-3180	230	18	.	.	PUNCT
cana-3180	231	1	nodes	node	NOUN
cana-3180	231	2	under	under	ADP
cana-3180	231	3	high	high	ADJ
cana-3180	231	4	load	load	NOUN
cana-3180	231	5	or	or	CCONJ
cana-3180	231	6	fluctuating	fluctuating	NOUN
cana-3180	231	7	conditions	condition	NOUN
cana-3180	231	8	transmit	transmit	VERB
cana-3180	231	9	updates	update	NOUN
cana-3180	231	10	more	more	ADV
cana-3180	231	11	frequently	frequently	ADV
cana-3180	231	12	,	,	PUNCT
cana-3180	231	13	ensuring	ensure	VERB
cana-3180	231	14	timely	timely	ADJ
cana-3180	231	15	adjustments	adjustment	NOUN
cana-3180	231	16	.	.	PUNCT
cana-3180	232	1	this	this	DET
cana-3180	232	2	approach	approach	NOUN
cana-3180	232	3	balances	balance	VERB
cana-3180	232	4	accuracy	accuracy	NOUN
cana-3180	232	5	and	and	CCONJ
cana-3180	232	6	resource	resource	NOUN
cana-3180	232	7	conservation	conservation	NOUN
cana-3180	232	8	.	.	PUNCT
cana-3180	233	1	clustering	clustering	NOUN
cana-3180	233	2	organizes	organize	VERB
cana-3180	233	3	the	the	DET
cana-3180	233	4	network	network	NOUN
cana-3180	233	5	into	into	ADP
cana-3180	233	6	simpler	simple	ADJ
cana-3180	233	7	structures	structure	NOUN
cana-3180	233	8	,	,	PUNCT
cana-3180	233	9	model	model	NOUN
cana-3180	233	10	compression	compression	NOUN
cana-3180	233	11	decreases	decrease	VERB
cana-3180	233	12	data	datum	NOUN
cana-3180	233	13	transfer	transfer	NOUN
cana-3180	233	14	requirements	requirement	NOUN
cana-3180	233	15	,	,	PUNCT
cana-3180	233	16	and	and	CCONJ
cana-3180	233	17	adaptive	adaptive	ADJ
cana-3180	233	18	update	update	NOUN
cana-3180	233	19	rates	rate	NOUN
cana-3180	233	20	align	align	VERB
cana-3180	233	21	resource	resource	NOUN
cana-3180	233	22	use	use	NOUN
cana-3180	233	23	with	with	ADP
cana-3180	233	24	network	network	NOUN
cana-3180	233	25	behavior	behavior	NOUN
cana-3180	233	26	.	.	PUNCT
cana-3180	234	1	these	these	DET
cana-3180	234	2	methods	method	NOUN
cana-3180	234	3	work	work	VERB
cana-3180	234	4	together	together	ADV
cana-3180	234	5	to	to	PART
cana-3180	234	6	maintain	maintain	VERB
cana-3180	234	7	functionality	functionality	NOUN
cana-3180	234	8	while	while	SCONJ
cana-3180	234	9	reducing	reduce	VERB
cana-3180	234	10	overhead	overhead	NOUN
cana-3180	234	11	,	,	PUNCT
cana-3180	234	12	enabling	enable	VERB
cana-3180	234	13	scalability	scalability	NOUN
cana-3180	234	14	in	in	ADP
cana-3180	234	15	dynamic	dynamic	ADJ
cana-3180	234	16	manet	manet	NOUN
cana-3180	234	17	environments	environment	NOUN
cana-3180	234	18	.	.	PUNCT
cana-3180	235	1	2.5	2.5	NUM
cana-3180	235	2	proposed	propose	VERB
cana-3180	235	3	algorithm	algorithm	NOUN
cana-3180	235	4	this	this	DET
cana-3180	235	5	section	section	NOUN
cana-3180	235	6	presents	present	VERB
cana-3180	235	7	the	the	DET
cana-3180	235	8	proposed	propose	VERB
cana-3180	235	9	algorithm	algorithm	NOUN
cana-3180	235	10	,	,	PUNCT
cana-3180	235	11	which	which	PRON
cana-3180	235	12	combines	combine	VERB
cana-3180	235	13	deep	deep	ADJ
cana-3180	235	14	reinforcement	reinforcement	NOUN
cana-3180	235	15	learning	learning	NOUN
cana-3180	235	16	(	(	PUNCT
cana-3180	235	17	drl	drl	PROPN
cana-3180	235	18	)	)	PUNCT
cana-3180	235	19	,	,	PUNCT
cana-3180	235	20	anomaly	anomaly	NOUN
cana-3180	235	21	detection	detection	NOUN
cana-3180	235	22	,	,	PUNCT
cana-3180	235	23	and	and	CCONJ
cana-3180	235	24	federated	federated	ADJ
cana-3180	235	25	learning	learning	NOUN
cana-3180	235	26	to	to	PART
cana-3180	235	27	enable	enable	VERB
cana-3180	235	28	real	real	ADJ
cana-3180	235	29	-	-	PUNCT
cana-3180	235	30	time	time	NOUN
cana-3180	235	31	configuration	configuration	NOUN
cana-3180	235	32	and	and	CCONJ
cana-3180	235	33	threat	threat	NOUN
cana-3180	235	34	prediction	prediction	NOUN
cana-3180	235	35	in	in	ADP
cana-3180	235	36	manets	manet	NOUN
cana-3180	235	37	.	.	PUNCT
cana-3180	236	1	the	the	DET
cana-3180	236	2	algorithm	algorithm	NOUN
cana-3180	236	3	1	1	NUM
cana-3180	236	4	adapts	adapt	VERB
cana-3180	236	5	to	to	ADP
cana-3180	236	6	the	the	DET
cana-3180	236	7	network	network	NOUN
cana-3180	236	8	's	's	PART
cana-3180	236	9	dynamic	dynamic	ADJ
cana-3180	236	10	conditions	condition	NOUN
cana-3180	236	11	,	,	PUNCT
cana-3180	236	12	ensuring	ensure	VERB
cana-3180	236	13	secure	secure	ADJ
cana-3180	236	14	and	and	CCONJ
cana-3180	236	15	efficient	efficient	ADJ
cana-3180	236	16	operations	operation	NOUN
cana-3180	236	17	in	in	ADP
cana-3180	236	18	a	a	DET
cana-3180	236	19	decentralized	decentralized	ADJ
cana-3180	236	20	environment	environment	NOUN
cana-3180	236	21	.	.	PUNCT
cana-3180	237	1	algorithm	algorithm	NOUN
cana-3180	237	2	1	1	NUM
cana-3180	237	3	:	:	PUNCT
cana-3180	237	4	dynamic	dynamic	ADJ
cana-3180	237	5	federated	federated	ADJ
cana-3180	237	6	reinforcement	reinforcement	NOUN
cana-3180	237	7	learning	learning	NOUN
cana-3180	237	8	algorithm	algorithm	NOUN
cana-3180	237	9	for	for	ADP
cana-3180	237	10	manets	manet	NOUN
cana-3180	237	11	1	1	NUM
cana-3180	237	12	.	.	X
cana-3180	237	13	initialize	initialize	NOUN
cana-3180	237	14	:	:	PUNCT
cana-3180	238	1	drl	drl	PROPN
cana-3180	238	2	agent	agent	NOUN
cana-3180	238	3	parameters	parameter	NOUN
cana-3180	238	4	𝑄(𝑆𝑡	𝑄(𝑆𝑡	VERB
cana-3180	238	5	,	,	PUNCT
cana-3180	238	6	𝐴𝑡	𝐴𝑡	PROPN
cana-3180	238	7	)	)	PUNCT
cana-3180	238	8	,	,	PUNCT
cana-3180	238	9	state	state	NOUN
cana-3180	238	10	space	space	NOUN
cana-3180	238	11	𝑆	𝑆	PROPN
cana-3180	238	12	,	,	PUNCT
cana-3180	238	13	action	action	NOUN
cana-3180	238	14	space	space	NOUN
cana-3180	238	15	𝐴	𝐴	PROPN
cana-3180	238	16	,	,	PUNCT
cana-3180	238	17	and	and	CCONJ
cana-3180	238	18	reward	reward	VERB
cana-3180	238	19	function	function	NOUN
cana-3180	238	20	𝑅𝑡.	𝑅𝑡.	PROPN
cana-3180	238	21	2	2	X
cana-3180	238	22	.	.	X
cana-3180	238	23	initialize	initialize	NOUN
cana-3180	238	24	:	:	PUNCT
cana-3180	238	25	lstm	lstm	NOUN
cana-3180	238	26	-	-	PUNCT
cana-3180	238	27	based	base	VERB
cana-3180	238	28	anomaly	anomaly	NOUN
cana-3180	238	29	detection	detection	NOUN
cana-3180	238	30	model	model	NOUN
cana-3180	238	31	.	.	PUNCT
cana-3180	239	1	3	3	X
cana-3180	239	2	.	.	X
cana-3180	239	3	initialize	initialize	NOUN
cana-3180	239	4	:	:	PUNCT
cana-3180	239	5	federated	federated	ADJ
cana-3180	239	6	learning	learning	NOUN
cana-3180	239	7	system	system	NOUN
cana-3180	239	8	with	with	ADP
cana-3180	239	9	differential	differential	ADJ
cana-3180	239	10	privacy	privacy	NOUN
cana-3180	239	11	and	and	CCONJ
cana-3180	239	12	blockchain	blockchain	PROPN
cana-3180	239	13	.	.	PROPN
cana-3180	240	1	4	4	NUM
cana-3180	240	2	.	.	NOUN
cana-3180	240	3	while	while	SCONJ
cana-3180	240	4	true	true	ADJ
cana-3180	240	5	do	do	VERB
cana-3180	240	6	5	5	NUM
cana-3180	240	7	.	.	PUNCT
cana-3180	241	1	state	state	NOUN
cana-3180	241	2	monitoring	monitoring	NOUN
cana-3180	241	3	:	:	PUNCT
cana-3180	241	4	6	6	X
cana-3180	241	5	.	.	X
cana-3180	241	6	observe	observe	VERB
cana-3180	241	7	network	network	NOUN
cana-3180	241	8	state	state	NOUN
cana-3180	241	9	𝑆𝑡	𝑆𝑡	PROPN
cana-3180	241	10	=	=	SYM
cana-3180	241	11	{	{	PUNCT
cana-3180	241	12	𝐵𝑖	𝐵𝑖	PROPN
cana-3180	241	13	,	,	PUNCT
cana-3180	241	14	φ𝑖𝑗	φ𝑖𝑗	PROPN
cana-3180	241	15	,	,	PUNCT
cana-3180	241	16	𝒯	𝒯	PROPN
cana-3180	241	17	}	}	PUNCT
cana-3180	241	18	.	.	PUNCT
cana-3180	242	1	7	7	X
cana-3180	242	2	.	.	X
cana-3180	242	3	compute	compute	PROPN
cana-3180	242	4	anomaly	anomaly	NOUN
cana-3180	242	5	score	score	NOUN
cana-3180	243	1	𝐴𝑠	𝐴𝑠	AUX
cana-3180	243	2	using	use	VERB
cana-3180	243	3	lstm	lstm	NOUN
cana-3180	243	4	:	:	PUNCT
cana-3180	243	5	𝐴𝑠	𝐴𝑠	PROPN
cana-3180	243	6	=	=	PUNCT
cana-3180	243	7	∥	∥	NOUN
cana-3180	243	8	𝑋𝑡+1	𝑋𝑡+1	NOUN
cana-3180	243	9	−	−	PROPN
cana-3180	243	10	�	�	PROPN
cana-3180	243	11	̂	̂	NOUN
cana-3180	243	12	�	�	NOUN
cana-3180	243	13	𝑡+1	𝑡+1	NOUN
cana-3180	243	14	∥2	∥2	NOUN
cana-3180	243	15	,	,	PUNCT
cana-3180	243	16	8	8	NUM
cana-3180	243	17	.	.	PUNCT
cana-3180	244	1	if	if	SCONJ
cana-3180	244	2	𝐴𝑠	𝐴𝑠	PROPN
cana-3180	244	3	>	>	SYM
cana-3180	244	4	𝜏	𝜏	NOUN
cana-3180	244	5	,	,	PUNCT
cana-3180	244	6	prioritize	prioritize	VERB
cana-3180	244	7	threat	threat	NOUN
cana-3180	244	8	mitigation	mitigation	NOUN
cana-3180	244	9	.	.	PUNCT
cana-3180	245	1	9	9	X
cana-3180	245	2	.	.	X
cana-3180	245	3	action	action	NOUN
cana-3180	245	4	selection	selection	NOUN
cana-3180	245	5	:	:	PUNCT
cana-3180	245	6	10	10	NUM
cana-3180	245	7	.	.	PUNCT
cana-3180	246	1	choose	choose	VERB
cana-3180	246	2	action	action	NOUN
cana-3180	246	3	𝐴𝑡	𝐴𝑡	PROPN
cana-3180	246	4	∈	∈	PROPN
cana-3180	246	5	{	{	PUNCT
cana-3180	246	6	𝑅	𝑅	NOUN
cana-3180	246	7	,	,	PUNCT
cana-3180	246	8	𝑃	𝑃	PROPN
cana-3180	246	9	,	,	PUNCT
cana-3180	246	10	𝑆	𝑆	PROPN
cana-3180	246	11	}	}	PUNCT
cana-3180	246	12	using	use	VERB
cana-3180	246	13	policy	policy	NOUN
cana-3180	246	14	𝜋	𝜋	NOUN
cana-3180	246	15	to	to	PART
cana-3180	246	16	maximize	maximize	VERB
cana-3180	246	17	reward	reward	NOUN
cana-3180	246	18	:	:	PUNCT
cana-3180	246	19	𝑄(𝑆𝑡	𝑄(𝑆𝑡	NOUN
cana-3180	246	20	,	,	PUNCT
cana-3180	246	21	𝐴𝑡	𝐴𝑡	PROPN
cana-3180	246	22	)	)	PUNCT
cana-3180	246	23	=	=	PUNCT
cana-3180	247	1	𝑅𝑡	𝑅𝑡	PROPN
cana-3180	247	2	+	+	CCONJ
cana-3180	247	3	𝛾max	𝛾max	ADJ
cana-3180	247	4	𝐴𝑡+1	𝐴𝑡+1	DET
cana-3180	247	5	𝑄(𝑆𝑡+1	𝑄(𝑆𝑡+1	NOUN
cana-3180	247	6	,	,	PUNCT
cana-3180	247	7	𝐴𝑡+1	𝐴𝑡+1	NOUN
cana-3180	247	8	)	)	PUNCT
cana-3180	247	9	.	.	PUNCT
cana-3180	248	1	11	11	NUM
cana-3180	248	2	.	.	X
cana-3180	248	3	execute	execute	VERB
cana-3180	248	4	action	action	NOUN
cana-3180	248	5	:	:	PUNCT
cana-3180	248	6	12	12	NUM
cana-3180	248	7	.	.	X
cana-3180	248	8	apply	apply	VERB
cana-3180	248	9	𝐴𝑡	𝐴𝑡	PROPN
cana-3180	248	10	,	,	PUNCT
cana-3180	248	11	transition	transition	NOUN
cana-3180	248	12	to	to	ADP
cana-3180	248	13	new	new	ADJ
cana-3180	248	14	state	state	NOUN
cana-3180	248	15	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-3180	248	16	,	,	PUNCT
cana-3180	248	17	and	and	CCONJ
cana-3180	248	18	compute	compute	VERB
cana-3180	248	19	reward	reward	NOUN
cana-3180	248	20	𝑅𝑡	𝑅𝑡	NOUN
cana-3180	248	21	:	:	PUNCT
cana-3180	248	22	𝑅𝑡	𝑅𝑡	PROPN
cana-3180	248	23	=	=	SYM
cana-3180	248	24	𝛼𝑃	𝛼𝑃	NOUN
cana-3180	248	25	−	−	PROPN
cana-3180	248	26	𝛽𝐶	𝛽𝐶	NOUN
cana-3180	248	27	+	+	CCONJ
cana-3180	248	28	𝛾𝑆	𝛾𝑆	ADJ
cana-3180	248	29	−	−	ADP
cana-3180	248	30	𝛿𝐴𝑠	𝛿𝐴𝑠	PROPN
cana-3180	248	31	,	,	PUNCT
cana-3180	248	32	where	where	SCONJ
cana-3180	248	33	𝑃	𝑃	NOUN
cana-3180	248	34	=	=	SYM
cana-3180	248	35	∑	∑	X
cana-3180	248	36	φ𝑖𝑗	φ𝑖𝑗	NOUN
cana-3180	248	37	𝑡total	𝑡total	NOUN
cana-3180	248	38	,	,	PUNCT
cana-3180	248	39	𝐶	𝐶	PROPN
cana-3180	248	40	=	=	PRON
cana-3180	248	41	∑	∑	PUNCT
cana-3180	248	42	𝐸𝑖(𝑡	𝐸𝑖(𝑡	NUM
cana-3180	248	43	)	)	PUNCT
cana-3180	248	44	,	,	PUNCT
cana-3180	248	45	and	and	CCONJ
cana-3180	248	46	𝑆	𝑆	PROPN
cana-3180	248	47	represents	represent	VERB
cana-3180	248	48	security	security	NOUN
cana-3180	248	49	.	.	PUNCT
cana-3180	249	1	13	13	NUM
cana-3180	249	2	.	.	X
cana-3180	249	3	update	update	NOUN
cana-3180	249	4	drl	drl	PROPN
cana-3180	249	5	agent	agent	NOUN
cana-3180	249	6	:	:	PUNCT
cana-3180	249	7	14	14	NUM
cana-3180	249	8	.	.	PUNCT
cana-3180	250	1	store	store	NOUN
cana-3180	250	2	experience	experience	NOUN
cana-3180	250	3	{	{	PUNCT
cana-3180	250	4	𝑆𝑡	𝑆𝑡	PROPN
cana-3180	250	5	,	,	PUNCT
cana-3180	250	6	𝐴𝑡	𝐴𝑡	PROPN
cana-3180	250	7	,	,	PUNCT
cana-3180	250	8	𝑅𝑡	𝑅𝑡	PROPN
cana-3180	250	9	,	,	PUNCT
cana-3180	250	10	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-3180	250	11	}	}	PUNCT
cana-3180	250	12	in	in	ADP
cana-3180	250	13	replay	replay	NOUN
cana-3180	250	14	buffer	buffer	NOUN
cana-3180	250	15	.	.	PUNCT
cana-3180	251	1	15	15	NUM
cana-3180	251	2	.	.	PUNCT
cana-3180	252	1	if	if	SCONJ
cana-3180	252	2	training	training	NOUN
cana-3180	252	3	condition	condition	NOUN
cana-3180	252	4	is	be	AUX
cana-3180	252	5	met	meet	VERB
cana-3180	252	6	then	then	ADV
cana-3180	252	7	16	16	NUM
cana-3180	252	8	.	.	PUNCT
cana-3180	253	1	train	train	VERB
cana-3180	253	2	local	local	ADJ
cana-3180	253	3	model	model	NOUN
cana-3180	253	4	by	by	ADP
cana-3180	253	5	minimizing	minimize	VERB
cana-3180	253	6	loss	loss	NOUN
cana-3180	253	7	:	:	PUNCT
cana-3180	253	8	𝐿𝑖(𝑤	𝐿𝑖(𝑤	NOUN
cana-3180	253	9	)	)	PUNCT
cana-3180	253	10	=	=	SYM
cana-3180	253	11	1	1	NUM
cana-3180	253	12	|𝐷𝑖|	|𝐷𝑖|	PROPN
cana-3180	253	13	∑	∑	ADP
cana-3180	253	14	𝑥∈𝐷𝑖	𝑥∈𝐷𝑖	PROPN
cana-3180	253	15	ℓ(𝑤	ℓ(𝑤	NOUN
cana-3180	253	16	;	;	PUNCT
cana-3180	253	17	𝑥	𝑥	X
cana-3180	253	18	)	)	PUNCT
cana-3180	253	19	.	.	PUNCT
cana-3180	254	1	communications	communication	NOUN
cana-3180	254	2	on	on	ADP
cana-3180	254	3	applied	apply	VERB
cana-3180	254	4	nonlinear	nonlinear	ADJ
cana-3180	254	5	analysis	analysis	NOUN
cana-3180	254	6	issn	issn	NOUN
cana-3180	254	7	:	:	PUNCT
cana-3180	254	8	1074	1074	NUM
cana-3180	254	9	-	-	PUNCT
cana-3180	254	10	133x	133x	NUM
cana-3180	254	11	vol	vol	NOUN
cana-3180	254	12	32	32	NUM
cana-3180	254	13	no	no	NOUN
cana-3180	254	14	.	.	PUNCT
cana-3180	255	1	5s	5s	NUM
cana-3180	255	2	(	(	PUNCT
cana-3180	255	3	2025	2025	NUM
cana-3180	255	4	)	)	PUNCT
cana-3180	255	5	561	561	NUM
cana-3180	255	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	255	7	17	17	NUM
cana-3180	255	8	.	.	PUNCT
cana-3180	256	1	aggregate	aggregate	ADJ
cana-3180	256	2	model	model	NOUN
cana-3180	256	3	updates	update	NOUN
cana-3180	256	4	using	use	VERB
cana-3180	256	5	federated	federated	ADJ
cana-3180	256	6	learning	learning	NOUN
cana-3180	256	7	:	:	PUNCT
cana-3180	256	8	𝑤𝑡	𝑤𝑡	PROPN
cana-3180	256	9	=	=	PUNCT
cana-3180	256	10	∑𝑁	∑𝑁	PROPN
cana-3180	256	11	𝑖=1	𝑖=1	PUNCT
cana-3180	256	12	|𝐷𝑖|𝑤𝑖	|𝐷𝑖|𝑤𝑖	PROPN
cana-3180	256	13	𝑡	𝑡	PROPN
cana-3180	256	14	∑𝑁	∑𝑁	PROPN
cana-3180	256	15	𝑖=1	𝑖=1	PROPN
cana-3180	256	16	|𝐷𝑖|	|𝐷𝑖|	PROPN
cana-3180	256	17	18	18	NUM
cana-3180	256	18	.	.	PUNCT
cana-3180	256	19	end	end	VERB
cana-3180	256	20	if	if	SCONJ
cana-3180	256	21	19	19	NUM
cana-3180	256	22	.	.	NOUN
cana-3180	256	23	end	end	NOUN
cana-3180	256	24	while	while	SCONJ
cana-3180	256	25	explanation	explanation	NOUN
cana-3180	256	26	1	1	NUM
cana-3180	256	27	.	.	PUNCT
cana-3180	256	28	initialization	initialization	NOUN
cana-3180	256	29	:	:	PUNCT
cana-3180	256	30	the	the	DET
cana-3180	256	31	algorithm	algorithm	NOUN
cana-3180	256	32	begins	begin	VERB
cana-3180	256	33	by	by	ADP
cana-3180	256	34	initializing	initialize	VERB
cana-3180	256	35	the	the	DET
cana-3180	256	36	drl	drl	PROPN
cana-3180	256	37	agent	agent	NOUN
cana-3180	256	38	,	,	PUNCT
cana-3180	256	39	lstm	lstm	NOUN
cana-3180	256	40	anomaly	anomaly	NOUN
cana-3180	256	41	detection	detection	NOUN
cana-3180	256	42	,	,	PUNCT
cana-3180	256	43	and	and	CCONJ
cana-3180	256	44	federated	federated	ADJ
cana-3180	256	45	learning	learning	NOUN
cana-3180	256	46	system	system	NOUN
cana-3180	256	47	.	.	PUNCT
cana-3180	257	1	the	the	DET
cana-3180	257	2	state	state	NOUN
cana-3180	257	3	space	space	NOUN
cana-3180	257	4	ts	ts	ADP
cana-3180	257	5	,	,	PUNCT
cana-3180	257	6	action	action	NOUN
cana-3180	257	7	space	space	NOUN
cana-3180	257	8	ta	ta	PROPN
cana-3180	257	9	,	,	PUNCT
cana-3180	257	10	and	and	CCONJ
cana-3180	257	11	reward	reward	VERB
cana-3180	257	12	function	function	NOUN
cana-3180	257	13	rtr_trt	rtr_trt	PROPN
cana-3180	257	14	are	be	AUX
cana-3180	257	15	defined	define	VERB
cana-3180	257	16	based	base	VERB
cana-3180	257	17	on	on	ADP
cana-3180	257	18	network	network	NOUN
cana-3180	257	19	metrics	metric	NOUN
cana-3180	257	20	.	.	PUNCT
cana-3180	258	1	2	2	X
cana-3180	258	2	.	.	X
cana-3180	258	3	state	state	NOUN
cana-3180	258	4	monitoring	monitoring	NOUN
cana-3180	258	5	:	:	PUNCT
cana-3180	258	6	the	the	DET
cana-3180	258	7	network	network	NOUN
cana-3180	258	8	continuously	continuously	ADV
cana-3180	258	9	collects	collect	VERB
cana-3180	258	10	data	datum	NOUN
cana-3180	258	11	,	,	PUNCT
cana-3180	258	12	including	include	VERB
cana-3180	258	13	traffic	traffic	NOUN
cana-3180	258	14	patterns	pattern	NOUN
cana-3180	258	15	,	,	PUNCT
cana-3180	258	16	node	node	NOUN
cana-3180	258	17	behaviors	behavior	NOUN
cana-3180	258	18	,	,	PUNCT
cana-3180	258	19	and	and	CCONJ
cana-3180	258	20	topology	topology	NOUN
cana-3180	258	21	updates	update	VERB
cana-3180	258	22	.	.	PUNCT
cana-3180	259	1	these	these	DET
cana-3180	259	2	inputs	input	NOUN
cana-3180	259	3	form	form	VERB
cana-3180	259	4	the	the	DET
cana-3180	259	5	state	state	NOUN
cana-3180	259	6	vector	vector	NOUN
cana-3180	259	7	ts	ts	X
cana-3180	259	8	.	.	PUNCT
cana-3180	260	1	3	3	X
cana-3180	260	2	.	.	X
cana-3180	260	3	anomaly	anomaly	PROPN
cana-3180	260	4	detection	detection	NOUN
cana-3180	260	5	:	:	PUNCT
cana-3180	260	6	the	the	DET
cana-3180	260	7	lstm	lstm	NOUN
cana-3180	260	8	analyzes	analyze	VERB
cana-3180	260	9	sequences	sequence	NOUN
cana-3180	260	10	of	of	ADP
cana-3180	260	11	state	state	NOUN
cana-3180	260	12	data	datum	NOUN
cana-3180	260	13	to	to	PART
cana-3180	260	14	predict	predict	VERB
cana-3180	260	15	future	future	ADJ
cana-3180	260	16	states	state	NOUN
cana-3180	260	17	.	.	PUNCT
cana-3180	261	1	deviations	deviation	NOUN
cana-3180	261	2	between	between	ADP
cana-3180	261	3	predicted	predict	VERB
cana-3180	261	4	and	and	CCONJ
cana-3180	261	5	observed	observed	ADJ
cana-3180	261	6	states	state	NOUN
cana-3180	261	7	are	be	AUX
cana-3180	261	8	quantified	quantify	VERB
cana-3180	261	9	as	as	ADP
cana-3180	261	10	anomaly	anomaly	NOUN
cana-3180	261	11	scores	score	NOUN
cana-3180	261	12	ta	ta	PROPN
cana-3180	261	13	.	.	PUNCT
cana-3180	262	1	high	high	ADJ
cana-3180	262	2	scores	score	NOUN
cana-3180	262	3	indicate	indicate	VERB
cana-3180	262	4	potential	potential	ADJ
cana-3180	262	5	threats	threat	NOUN
cana-3180	262	6	.	.	PUNCT
cana-3180	263	1	4	4	X
cana-3180	263	2	.	.	X
cana-3180	263	3	action	action	NOUN
cana-3180	263	4	selection	selection	NOUN
cana-3180	263	5	:	:	PUNCT
cana-3180	263	6	the	the	DET
cana-3180	263	7	drl	drl	PROPN
cana-3180	263	8	agent	agent	NOUN
cana-3180	263	9	evaluates	evaluate	VERB
cana-3180	263	10	the	the	DET
cana-3180	263	11	current	current	ADJ
cana-3180	263	12	state	state	NOUN
cana-3180	263	13	ts	ts	X
cana-3180	263	14	and	and	CCONJ
cana-3180	263	15	selects	select	VERB
cana-3180	263	16	an	an	DET
cana-3180	263	17	action	action	NOUN
cana-3180	263	18	ta	ta	PART
cana-3180	263	19	to	to	PART
cana-3180	263	20	optimize	optimize	VERB
cana-3180	263	21	the	the	DET
cana-3180	263	22	reward	reward	NOUN
cana-3180	263	23	.	.	PUNCT
cana-3180	264	1	actions	action	NOUN
cana-3180	264	2	include	include	VERB
cana-3180	264	3	reconfigurations	reconfiguration	NOUN
cana-3180	264	4	that	that	PRON
cana-3180	264	5	address	address	NOUN
cana-3180	264	6	anomalies	anomaly	NOUN
cana-3180	264	7	or	or	CCONJ
cana-3180	264	8	enhance	enhance	VERB
cana-3180	264	9	performance	performance	NOUN
cana-3180	264	10	.	.	PUNCT
cana-3180	265	1	5	5	X
cana-3180	265	2	.	.	X
cana-3180	265	3	feedback	feedback	NOUN
cana-3180	265	4	and	and	CCONJ
cana-3180	265	5	update	update	VERB
cana-3180	265	6	:	:	PUNCT
cana-3180	265	7	after	after	ADP
cana-3180	265	8	executing	execute	VERB
cana-3180	265	9	ta	ta	X
cana-3180	265	10	,	,	PUNCT
cana-3180	265	11	the	the	DET
cana-3180	265	12	network	network	NOUN
cana-3180	265	13	transitions	transition	NOUN
cana-3180	265	14	to	to	ADP
cana-3180	265	15	a	a	DET
cana-3180	265	16	new	new	ADJ
cana-3180	265	17	state	state	NOUN
cana-3180	265	18	1ts	1ts	ADJ
cana-3180	265	19	+	+	CCONJ
cana-3180	265	20	,	,	PUNCT
cana-3180	265	21	and	and	CCONJ
cana-3180	265	22	the	the	DET
cana-3180	265	23	reward	reward	NOUN
cana-3180	265	24	rtr_trt	rtr_trt	PROPN
cana-3180	265	25	is	be	AUX
cana-3180	265	26	computed	compute	VERB
cana-3180	265	27	.	.	PUNCT
cana-3180	266	1	this	this	DET
cana-3180	266	2	experience	experience	NOUN
cana-3180	266	3	is	be	AUX
cana-3180	266	4	used	use	VERB
cana-3180	266	5	to	to	PART
cana-3180	266	6	update	update	VERB
cana-3180	266	7	the	the	DET
cana-3180	266	8	drl	drl	PROPN
cana-3180	266	9	agent	agent	NOUN
cana-3180	266	10	’s	’s	PART
cana-3180	266	11	policy	policy	NOUN
cana-3180	266	12	.	.	PUNCT
cana-3180	267	1	6	6	NUM
cana-3180	267	2	.	.	X
cana-3180	267	3	federated	federated	ADJ
cana-3180	267	4	learning	learning	NOUN
cana-3180	267	5	:	:	PUNCT
cana-3180	267	6	nodes	node	NOUN
cana-3180	267	7	periodically	periodically	ADV
cana-3180	267	8	train	train	VERB
cana-3180	267	9	local	local	ADJ
cana-3180	267	10	models	model	NOUN
cana-3180	267	11	using	use	VERB
cana-3180	267	12	their	their	PRON
cana-3180	267	13	data	datum	NOUN
cana-3180	267	14	.	.	PUNCT
cana-3180	268	1	these	these	DET
cana-3180	268	2	updates	update	NOUN
cana-3180	268	3	are	be	AUX
cana-3180	268	4	aggregated	aggregate	VERB
cana-3180	268	5	securely	securely	ADV
cana-3180	268	6	using	use	VERB
cana-3180	268	7	differential	differential	ADJ
cana-3180	268	8	privacy	privacy	NOUN
cana-3180	268	9	and	and	CCONJ
cana-3180	268	10	blockchain	blockchain	PROPN
cana-3180	268	11	to	to	PART
cana-3180	268	12	create	create	VERB
cana-3180	268	13	a	a	DET
cana-3180	268	14	global	global	ADJ
cana-3180	268	15	model	model	NOUN
cana-3180	268	16	.	.	PUNCT
cana-3180	269	1	the	the	DET
cana-3180	269	2	global	global	ADJ
cana-3180	269	3	model	model	NOUN
cana-3180	269	4	is	be	AUX
cana-3180	269	5	redistributed	redistribute	VERB
cana-3180	269	6	to	to	ADP
cana-3180	269	7	nodes	node	NOUN
cana-3180	269	8	for	for	ADP
cana-3180	269	9	further	further	ADJ
cana-3180	269	10	training	training	NOUN
cana-3180	269	11	.	.	PUNCT
cana-3180	270	1	the	the	DET
cana-3180	270	2	algorithm	algorithm	NOUN
cana-3180	270	3	operates	operate	VERB
cana-3180	270	4	iteratively	iteratively	ADV
cana-3180	270	5	,	,	PUNCT
cana-3180	270	6	adapting	adapt	VERB
cana-3180	270	7	to	to	ADP
cana-3180	270	8	changing	change	VERB
cana-3180	270	9	network	network	NOUN
cana-3180	270	10	conditions	condition	NOUN
cana-3180	270	11	while	while	SCONJ
cana-3180	270	12	preserving	preserve	VERB
cana-3180	270	13	privacy	privacy	NOUN
cana-3180	270	14	and	and	CCONJ
cana-3180	270	15	security	security	NOUN
cana-3180	270	16	.	.	PUNCT
cana-3180	271	1	its	its	PRON
cana-3180	271	2	modular	modular	ADJ
cana-3180	271	3	structure	structure	NOUN
cana-3180	271	4	allows	allow	VERB
cana-3180	271	5	scalability	scalability	NOUN
cana-3180	271	6	and	and	CCONJ
cana-3180	271	7	efficient	efficient	ADJ
cana-3180	271	8	performance	performance	NOUN
cana-3180	271	9	in	in	ADP
cana-3180	271	10	dynamic	dynamic	ADJ
cana-3180	271	11	manet	manet	NOUN
cana-3180	271	12	environments	environment	NOUN
cana-3180	271	13	.	.	PUNCT
cana-3180	272	1	3	3	NUM
cana-3180	272	2	experimental	experimental	ADJ
cana-3180	272	3	setup	setup	NOUN
cana-3180	272	4	simulation	simulation	NOUN
cana-3180	272	5	environment	environment	NOUN
cana-3180	272	6	:	:	PUNCT
cana-3180	272	7	the	the	DET
cana-3180	272	8	manet	manet	NOUN
cana-3180	272	9	environment	environment	NOUN
cana-3180	272	10	is	be	AUX
cana-3180	272	11	modeled	model	VERB
cana-3180	272	12	using	use	VERB
cana-3180	272	13	ns3	ns3	NOUN
cana-3180	272	14	to	to	PART
cana-3180	272	15	simulate	simulate	VERB
cana-3180	272	16	dynamic	dynamic	ADJ
cana-3180	272	17	network	network	NOUN
cana-3180	272	18	behaviors	behavior	NOUN
cana-3180	272	19	.	.	PUNCT
cana-3180	273	1	matlab	matlab	PROPN
cana-3180	273	2	processes	process	VERB
cana-3180	273	3	data	datum	NOUN
cana-3180	273	4	for	for	ADP
cana-3180	273	5	anomaly	anomaly	NOUN
cana-3180	273	6	detection	detection	NOUN
cana-3180	273	7	and	and	CCONJ
cana-3180	273	8	evaluates	evaluate	NOUN
cana-3180	273	9	results	result	VERB
cana-3180	273	10	.	.	PUNCT
cana-3180	274	1	a	a	DET
cana-3180	274	2	pythonbased	pythonbase	VERB
cana-3180	274	3	simulator	simulator	NOUN
cana-3180	274	4	is	be	AUX
cana-3180	274	5	developed	develop	VERB
cana-3180	274	6	for	for	ADP
cana-3180	274	7	implementing	implement	VERB
cana-3180	274	8	federated	federated	ADJ
cana-3180	274	9	learning	learning	NOUN
cana-3180	274	10	and	and	CCONJ
cana-3180	274	11	reinforcement	reinforcement	NOUN
cana-3180	274	12	learning	learning	NOUN
cana-3180	274	13	components	component	NOUN
cana-3180	274	14	.	.	PUNCT
cana-3180	275	1	nodes	node	NOUN
cana-3180	275	2	operate	operate	VERB
cana-3180	275	3	without	without	ADP
cana-3180	275	4	fixed	fix	VERB
cana-3180	275	5	infrastructure	infrastructure	NOUN
cana-3180	275	6	,	,	PUNCT
cana-3180	275	7	with	with	ADP
cana-3180	275	8	their	their	PRON
cana-3180	275	9	movement	movement	NOUN
cana-3180	275	10	patterns	pattern	NOUN
cana-3180	275	11	defined	define	VERB
cana-3180	275	12	by	by	ADP
cana-3180	275	13	the	the	DET
cana-3180	275	14	random	random	ADJ
cana-3180	275	15	waypoint	waypoint	NOUN
cana-3180	275	16	mobility	mobility	NOUN
cana-3180	275	17	model	model	NOUN
cana-3180	275	18	to	to	PART
cana-3180	275	19	emulate	emulate	VERB
cana-3180	275	20	real	real	ADJ
cana-3180	275	21	-	-	PUNCT
cana-3180	275	22	world	world	NOUN
cana-3180	275	23	scenarios	scenario	NOUN
cana-3180	275	24	.	.	PUNCT
cana-3180	276	1	simulation	simulation	NOUN
cana-3180	276	2	parameters	parameter	NOUN
cana-3180	276	3	:	:	PUNCT
cana-3180	276	4	the	the	DET
cana-3180	276	5	network	network	NOUN
cana-3180	276	6	consists	consist	VERB
cana-3180	276	7	of	of	ADP
cana-3180	276	8	25	25	NUM
cana-3180	276	9	to	to	PART
cana-3180	276	10	100	100	NUM
cana-3180	276	11	nodes	node	NOUN
cana-3180	276	12	,	,	PUNCT
cana-3180	276	13	allowing	allow	VERB
cana-3180	276	14	the	the	DET
cana-3180	276	15	evaluation	evaluation	NOUN
cana-3180	276	16	of	of	ADP
cana-3180	276	17	small	small	ADJ
cana-3180	276	18	and	and	CCONJ
cana-3180	276	19	medium	medium	ADJ
cana-3180	276	20	-	-	PUNCT
cana-3180	276	21	scale	scale	NOUN
cana-3180	276	22	setups	setup	NOUN
cana-3180	276	23	.	.	PUNCT
cana-3180	277	1	data	datum	NOUN
cana-3180	277	2	traffic	traffic	NOUN
cana-3180	277	3	ranges	range	VERB
cana-3180	277	4	from	from	ADP
cana-3180	277	5	10	10	NUM
cana-3180	277	6	to	to	PART
cana-3180	277	7	100	100	NUM
cana-3180	277	8	packets	packet	NOUN
cana-3180	277	9	per	per	ADP
cana-3180	277	10	second	second	NOUN
cana-3180	277	11	,	,	PUNCT
cana-3180	277	12	simulating	simulate	VERB
cana-3180	277	13	varying	vary	VERB
cana-3180	277	14	network	network	NOUN
cana-3180	277	15	loads	load	NOUN
cana-3180	277	16	.	.	PUNCT
cana-3180	278	1	mobility	mobility	NOUN
cana-3180	278	2	speeds	speed	NOUN
cana-3180	278	3	range	range	VERB
cana-3180	278	4	from	from	ADP
cana-3180	278	5	1	1	NUM
cana-3180	278	6	to	to	PART
cana-3180	278	7	20	20	NUM
cana-3180	278	8	m	m	NOUN
cana-3180	278	9	/	/	SYM
cana-3180	278	10	s	s	PROPN
cana-3180	278	11	with	with	ADP
cana-3180	278	12	pauses	pause	NOUN
cana-3180	278	13	between	between	ADP
cana-3180	278	14	0	0	NUM
cana-3180	278	15	and	and	CCONJ
cana-3180	278	16	5	5	NUM
cana-3180	278	17	seconds	second	NOUN
cana-3180	278	18	to	to	PART
cana-3180	278	19	reflect	reflect	VERB
cana-3180	278	20	both	both	CCONJ
cana-3180	278	21	low	low	ADJ
cana-3180	278	22	and	and	CCONJ
cana-3180	278	23	high	high	ADJ
cana-3180	278	24	mobility	mobility	NOUN
cana-3180	278	25	conditions	condition	NOUN
cana-3180	278	26	.	.	PUNCT
cana-3180	279	1	attack	attack	NOUN
cana-3180	279	2	scenarios	scenario	NOUN
cana-3180	279	3	include	include	VERB
cana-3180	279	4	black	black	ADJ
cana-3180	279	5	hole	hole	NOUN
cana-3180	279	6	attacks	attack	NOUN
cana-3180	279	7	,	,	PUNCT
cana-3180	279	8	where	where	SCONJ
cana-3180	279	9	malicious	malicious	ADJ
cana-3180	279	10	nodes	node	NOUN
cana-3180	279	11	drop	drop	VERB
cana-3180	279	12	packets	packet	NOUN
cana-3180	279	13	,	,	PUNCT
cana-3180	279	14	ddos	ddo	NOUN
cana-3180	279	15	attacks	attack	NOUN
cana-3180	279	16	with	with	ADP
cana-3180	279	17	transmission	transmission	NOUN
cana-3180	279	18	rates	rate	NOUN
cana-3180	279	19	exceeding	exceed	VERB
cana-3180	279	20	200	200	NUM
cana-3180	279	21	packets	packet	NOUN
cana-3180	279	22	per	per	ADP
cana-3180	279	23	second	second	NOUN
cana-3180	279	24	,	,	PUNCT
cana-3180	279	25	and	and	CCONJ
cana-3180	279	26	routing	route	VERB
cana-3180	279	27	attacks	attack	NOUN
cana-3180	279	28	with	with	ADP
cana-3180	279	29	injected	inject	VERB
cana-3180	279	30	false	false	ADJ
cana-3180	279	31	routing	routing	NOUN
cana-3180	279	32	information	information	NOUN
cana-3180	279	33	.	.	PUNCT
cana-3180	280	1	communications	communication	NOUN
cana-3180	280	2	on	on	ADP
cana-3180	280	3	applied	apply	VERB
cana-3180	280	4	nonlinear	nonlinear	ADJ
cana-3180	280	5	analysis	analysis	NOUN
cana-3180	280	6	issn	issn	NOUN
cana-3180	280	7	:	:	PUNCT
cana-3180	280	8	1074	1074	NUM
cana-3180	280	9	-	-	PUNCT
cana-3180	280	10	133x	133x	NUM
cana-3180	280	11	vol	vol	NOUN
cana-3180	280	12	32	32	NUM
cana-3180	280	13	no	no	NOUN
cana-3180	280	14	.	.	PUNCT
cana-3180	281	1	5s	5s	NUM
cana-3180	281	2	(	(	PUNCT
cana-3180	281	3	2025	2025	NUM
cana-3180	281	4	)	)	PUNCT
cana-3180	281	5	562	562	NUM
cana-3180	281	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	281	7	three	three	NUM
cana-3180	281	8	configurations	configuration	NOUN
cana-3180	281	9	are	be	AUX
cana-3180	281	10	used	use	VERB
cana-3180	281	11	for	for	ADP
cana-3180	281	12	comparison	comparison	NOUN
cana-3180	281	13	.	.	PUNCT
cana-3180	282	1	static	static	ADJ
cana-3180	282	2	routing	route	VERB
cana-3180	282	3	protocols	protocol	NOUN
cana-3180	282	4	provide	provide	VERB
cana-3180	282	5	a	a	DET
cana-3180	282	6	non	non	ADJ
cana-3180	282	7	-	-	ADJ
cana-3180	282	8	adaptive	adaptive	ADJ
cana-3180	282	9	baseline	baseline	NOUN
cana-3180	282	10	.	.	PUNCT
cana-3180	283	1	a	a	DET
cana-3180	283	2	simple	simple	ADJ
cana-3180	283	3	reinforcement	reinforcement	NOUN
cana-3180	283	4	learning	learning	NOUN
cana-3180	283	5	model	model	NOUN
cana-3180	283	6	without	without	ADP
cana-3180	283	7	anomaly	anomaly	NOUN
cana-3180	283	8	detection	detection	NOUN
cana-3180	283	9	or	or	CCONJ
cana-3180	283	10	federated	federated	ADJ
cana-3180	283	11	learning	learning	NOUN
cana-3180	283	12	is	be	AUX
cana-3180	283	13	included	include	VERB
cana-3180	283	14	to	to	PART
cana-3180	283	15	isolate	isolate	VERB
cana-3180	283	16	the	the	DET
cana-3180	283	17	effects	effect	NOUN
cana-3180	283	18	of	of	ADP
cana-3180	283	19	these	these	DET
cana-3180	283	20	additions	addition	NOUN
cana-3180	283	21	.	.	PUNCT
cana-3180	284	1	a	a	DET
cana-3180	284	2	standalone	standalone	ADJ
cana-3180	284	3	lstm	lstm	NOUN
cana-3180	284	4	-	-	PUNCT
cana-3180	284	5	based	base	VERB
cana-3180	284	6	anomaly	anomaly	NOUN
cana-3180	284	7	detection	detection	NOUN
cana-3180	284	8	model	model	NOUN
cana-3180	284	9	evaluates	evaluate	VERB
cana-3180	284	10	the	the	DET
cana-3180	284	11	impact	impact	NOUN
cana-3180	284	12	of	of	ADP
cana-3180	284	13	integrating	integrate	VERB
cana-3180	284	14	proactive	proactive	ADJ
cana-3180	284	15	threat	threat	NOUN
cana-3180	284	16	detection	detection	NOUN
cana-3180	284	17	with	with	ADP
cana-3180	284	18	decision	decision	NOUN
cana-3180	284	19	-	-	PUNCT
cana-3180	284	20	making	making	NOUN
cana-3180	284	21	.	.	PUNCT
cana-3180	285	1	metrics	metric	NOUN
cana-3180	285	2	such	such	ADJ
cana-3180	285	3	as	as	ADP
cana-3180	285	4	throughput	throughput	NOUN
cana-3180	285	5	,	,	PUNCT
cana-3180	285	6	latency	latency	NOUN
cana-3180	285	7	,	,	PUNCT
cana-3180	285	8	energy	energy	NOUN
cana-3180	285	9	consumption	consumption	NOUN
cana-3180	285	10	,	,	PUNCT
cana-3180	285	11	and	and	CCONJ
cana-3180	285	12	anomaly	anomaly	NOUN
cana-3180	285	13	detection	detection	NOUN
cana-3180	285	14	accuracy	accuracy	NOUN
cana-3180	285	15	are	be	AUX
cana-3180	285	16	recorded	record	VERB
cana-3180	285	17	to	to	PART
cana-3180	285	18	assess	assess	VERB
cana-3180	285	19	the	the	DET
cana-3180	285	20	algorithm	algorithm	NOUN
cana-3180	285	21	’s	’s	PART
cana-3180	285	22	performance	performance	NOUN
cana-3180	285	23	across	across	ADP
cana-3180	285	24	varying	vary	VERB
cana-3180	285	25	network	network	NOUN
cana-3180	285	26	conditions	condition	NOUN
cana-3180	285	27	.	.	PUNCT
cana-3180	286	1	3.1	3.1	NUM
cana-3180	286	2	system	system	NOUN
cana-3180	286	3	model	model	NOUN
cana-3180	286	4	the	the	DET
cana-3180	286	5	system	system	NOUN
cana-3180	286	6	model	model	NOUN
cana-3180	286	7	outlines	outline	VERB
cana-3180	286	8	the	the	DET
cana-3180	286	9	dynamic	dynamic	ADJ
cana-3180	286	10	and	and	CCONJ
cana-3180	286	11	decentralized	decentralized	ADJ
cana-3180	286	12	nature	nature	NOUN
cana-3180	286	13	of	of	ADP
cana-3180	286	14	mobile	mobile	ADJ
cana-3180	286	15	ad	ad	X
cana-3180	286	16	hoc	hoc	X
cana-3180	286	17	networks	network	NOUN
cana-3180	286	18	(	(	PUNCT
cana-3180	286	19	manets	manet	NOUN
cana-3180	286	20	)	)	PUNCT
cana-3180	286	21	,	,	PUNCT
cana-3180	286	22	focusing	focus	VERB
cana-3180	286	23	on	on	ADP
cana-3180	286	24	their	their	PRON
cana-3180	286	25	topology	topology	NOUN
cana-3180	286	26	,	,	PUNCT
cana-3180	286	27	behavior	behavior	NOUN
cana-3180	286	28	,	,	PUNCT
cana-3180	286	29	traffic	traffic	NOUN
cana-3180	286	30	,	,	PUNCT
cana-3180	286	31	and	and	CCONJ
cana-3180	286	32	security	security	NOUN
cana-3180	286	33	challenges	challenge	NOUN
cana-3180	286	34	.	.	PUNCT
cana-3180	287	1	topology	topology	NOUN
cana-3180	287	2	and	and	CCONJ
cana-3180	287	3	node	node	NOUN
cana-3180	287	4	dynamics	dynamic	NOUN
cana-3180	287	5	:	:	PUNCT
cana-3180	287	6	manets	manet	NOUN
cana-3180	287	7	operate	operate	VERB
cana-3180	287	8	without	without	ADP
cana-3180	287	9	fixed	fix	VERB
cana-3180	287	10	infrastructure	infrastructure	NOUN
cana-3180	287	11	,	,	PUNCT
cana-3180	287	12	represented	represent	VERB
cana-3180	287	13	as	as	ADP
cana-3180	287	14	𝐺(𝑉	𝐺(𝑉	NOUN
cana-3180	287	15	,	,	PUNCT
cana-3180	287	16	𝐸	𝐸	PROPN
cana-3180	287	17	)	)	PUNCT
cana-3180	287	18	,	,	PUNCT
cana-3180	287	19	where	where	SCONJ
cana-3180	287	20	𝑉	𝑉	PROPN
cana-3180	287	21	are	be	AUX
cana-3180	287	22	nodes	node	NOUN
cana-3180	287	23	and	and	CCONJ
cana-3180	287	24	𝐸	𝐸	PROPN
cana-3180	287	25	are	be	AUX
cana-3180	287	26	links	link	NOUN
cana-3180	287	27	.	.	PUNCT
cana-3180	288	1	connectivity	connectivity	NOUN
cana-3180	288	2	changes	change	VERB
cana-3180	288	3	dynamically	dynamically	ADV
cana-3180	288	4	at	at	ADP
cana-3180	288	5	a	a	DET
cana-3180	288	6	rate	rate	NOUN
cana-3180	288	7	𝜆(𝑡	𝜆(𝑡	PROPN
cana-3180	288	8	)	)	PUNCT
cana-3180	288	9	.	.	PUNCT
cana-3180	289	1	each	each	DET
cana-3180	289	2	node	node	ADJ
cana-3180	289	3	state	state	NOUN
cana-3180	289	4	𝑆𝑖(𝑡	𝑆𝑖(𝑡	NUM
cana-3180	289	5	)	)	PUNCT
cana-3180	289	6	comprises	comprise	VERB
cana-3180	289	7	location	location	NOUN
cana-3180	289	8	𝐿𝑖(𝑡	𝐿𝑖(𝑡	NOUN
cana-3180	289	9	)	)	PUNCT
cana-3180	289	10	,	,	PUNCT
cana-3180	289	11	energy	energy	NOUN
cana-3180	289	12	𝐸𝑖(𝑡	𝐸𝑖(𝑡	NOUN
cana-3180	289	13	)	)	PUNCT
cana-3180	289	14	,	,	PUNCT
cana-3180	289	15	and	and	CCONJ
cana-3180	289	16	activity	activity	NOUN
cana-3180	289	17	𝐴𝑖(𝑡	𝐴𝑖(𝑡	NOUN
cana-3180	289	18	)	)	PUNCT
cana-3180	289	19	.	.	PUNCT
cana-3180	290	1	traffic	traffic	NOUN
cana-3180	290	2	patterns	pattern	NOUN
cana-3180	290	3	:	:	PUNCT
cana-3180	290	4	data	datum	NOUN
cana-3180	290	5	flow	flow	NOUN
cana-3180	290	6	φ𝑖𝑗(𝑡	φ𝑖𝑗(𝑡	PROPN
cana-3180	290	7	)	)	PUNCT
cana-3180	290	8	between	between	ADP
cana-3180	290	9	nodes	node	NOUN
cana-3180	290	10	is	be	AUX
cana-3180	290	11	bursty	bursty	NOUN
cana-3180	290	12	and	and	CCONJ
cana-3180	290	13	unpredictable	unpredictable	ADJ
cana-3180	290	14	.	.	PUNCT
cana-3180	291	1	traffic	traffic	NOUN
cana-3180	291	2	reflects	reflect	VERB
cana-3180	291	3	both	both	DET
cana-3180	291	4	regular	regular	ADJ
cana-3180	291	5	network	network	NOUN
cana-3180	291	6	usage	usage	NOUN
cana-3180	291	7	and	and	CCONJ
cana-3180	291	8	anomalies	anomaly	NOUN
cana-3180	291	9	caused	cause	VERB
cana-3180	291	10	by	by	ADP
cana-3180	291	11	external	external	ADJ
cana-3180	291	12	threats	threat	NOUN
cana-3180	291	13	.	.	PUNCT
cana-3180	292	1	threat	threat	NOUN
cana-3180	292	2	landscape	landscape	NOUN
cana-3180	292	3	:	:	PUNCT
cana-3180	292	4	key	key	ADJ
cana-3180	292	5	attacks	attack	NOUN
cana-3180	292	6	include	include	VERB
cana-3180	292	7	black	black	ADJ
cana-3180	292	8	hole	hole	NOUN
cana-3180	292	9	(	(	PUNCT
cana-3180	292	10	packet	packet	NOUN
cana-3180	292	11	drops	drop	NOUN
cana-3180	292	12	,	,	PUNCT
cana-3180	292	13	𝑁𝑏	𝑁𝑏	PROPN
cana-3180	292	14	)	)	PUNCT
cana-3180	292	15	,	,	PUNCT
cana-3180	292	16	ddos	ddo	NOUN
cana-3180	292	17	(	(	PUNCT
cana-3180	292	18	excessive	excessive	ADJ
cana-3180	292	19	traffic	traffic	NOUN
cana-3180	292	20	,	,	PUNCT
cana-3180	292	21	φ(𝑡	φ(𝑡	ADJ
cana-3180	292	22	)	)	PUNCT
cana-3180	292	23	>	>	X
cana-3180	292	24	φmax	φmax	PROPN
cana-3180	292	25	)	)	PUNCT
cana-3180	292	26	,	,	PUNCT
cana-3180	292	27	and	and	CCONJ
cana-3180	292	28	routing	routing	NOUN
cana-3180	292	29	disruptions	disruption	NOUN
cana-3180	292	30	(	(	PUNCT
cana-3180	292	31	malicious	malicious	ADJ
cana-3180	292	32	updates	update	NOUN
cana-3180	292	33	,	,	PUNCT
cana-3180	292	34	𝑅mal	𝑅mal	PROPN
cana-3180	292	35	)	)	PUNCT
cana-3180	292	36	.	.	PUNCT
cana-3180	293	1	evaluation	evaluation	NOUN
cana-3180	293	2	metrics	metric	NOUN
cana-3180	293	3	:	:	PUNCT
cana-3180	293	4	performance	performance	NOUN
cana-3180	293	5	is	be	AUX
cana-3180	293	6	assessed	assess	VERB
cana-3180	293	7	using	use	VERB
cana-3180	293	8	:	:	PUNCT
cana-3180	293	9	•	•	NUM
cana-3180	293	10	latency	latency	NOUN
cana-3180	293	11	:	:	PUNCT
cana-3180	293	12	𝐷	𝐷	NOUN
cana-3180	293	13	=	=	SYM
cana-3180	293	14	∑	∑	PROPN
cana-3180	293	15	𝑑𝑝	𝑑𝑝	ADV
cana-3180	293	16	𝑁𝑝	𝑁𝑝	PROPN
cana-3180	293	17	,	,	PUNCT
cana-3180	293	18	where	where	SCONJ
cana-3180	293	19	𝑑𝑝	𝑑𝑝	ADV
cana-3180	293	20	is	be	AUX
cana-3180	293	21	packet	packet	ADJ
cana-3180	293	22	delay	delay	NOUN
cana-3180	293	23	,	,	PUNCT
cana-3180	293	24	and	and	CCONJ
cana-3180	293	25	𝑁𝑝	𝑁𝑝	PROPN
cana-3180	293	26	is	be	AUX
cana-3180	293	27	total	total	ADJ
cana-3180	293	28	packets	packet	NOUN
cana-3180	293	29	.	.	PUNCT
cana-3180	294	1	•	•	NUM
cana-3180	294	2	throughput	throughput	NOUN
cana-3180	294	3	:	:	PUNCT
cana-3180	294	4	𝑇	𝑇	PROPN
cana-3180	294	5	=	=	SYM
cana-3180	294	6	∑	∑	PROPN
cana-3180	294	7	φ𝑖𝑗	φ𝑖𝑗	PROPN
cana-3180	294	8	𝑡total	𝑡total	NOUN
cana-3180	294	9	,	,	PUNCT
cana-3180	294	10	summing	sum	VERB
cana-3180	294	11	φ𝑖𝑗	φ𝑖𝑗	NOUN
cana-3180	294	12	over	over	ADP
cana-3180	294	13	all	all	DET
cana-3180	294	14	transmissions	transmission	NOUN
cana-3180	294	15	.	.	PUNCT
cana-3180	295	1	security	security	NOUN
cana-3180	295	2	is	be	AUX
cana-3180	295	3	evaluated	evaluate	VERB
cana-3180	295	4	by	by	ADP
cana-3180	295	5	anomaly	anomaly	NOUN
cana-3180	295	6	detection	detection	NOUN
cana-3180	295	7	rate	rate	NOUN
cana-3180	295	8	:	:	PUNCT
cana-3180	295	9	𝒜𝑑	𝒜𝑑	PROPN
cana-3180	295	10	=	=	SYM
cana-3180	295	11	𝑇𝑃	𝑇𝑃	PROPN
cana-3180	295	12	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
cana-3180	295	13	,	,	PUNCT
cana-3180	295	14	where	where	SCONJ
cana-3180	295	15	𝑇𝑃	𝑇𝑃	NOUN
cana-3180	295	16	and	and	CCONJ
cana-3180	295	17	𝐹𝑁	𝐹𝑁	PROPN
cana-3180	295	18	denote	denote	VERB
cana-3180	295	19	true	true	ADJ
cana-3180	295	20	positives	positive	NOUN
cana-3180	295	21	and	and	CCONJ
cana-3180	295	22	false	false	ADJ
cana-3180	295	23	negatives	negative	NOUN
cana-3180	295	24	.	.	PUNCT
cana-3180	296	1	this	this	DET
cana-3180	296	2	framework	framework	NOUN
cana-3180	296	3	captures	capture	VERB
cana-3180	296	4	the	the	DET
cana-3180	296	5	volatile	volatile	ADJ
cana-3180	296	6	nature	nature	NOUN
cana-3180	296	7	of	of	ADP
cana-3180	296	8	manets	manet	NOUN
cana-3180	296	9	,	,	PUNCT
cana-3180	296	10	enabling	enable	VERB
cana-3180	296	11	adaptive	adaptive	ADJ
cana-3180	296	12	solutions	solution	NOUN
cana-3180	296	13	that	that	PRON
cana-3180	296	14	balance	balance	NOUN
cana-3180	296	15	performance	performance	NOUN
cana-3180	296	16	and	and	CCONJ
cana-3180	296	17	security	security	NOUN
cana-3180	296	18	.	.	PUNCT
cana-3180	297	1	3.2	3.2	NUM
cana-3180	297	2	results	result	NOUN
cana-3180	297	3	and	and	CCONJ
cana-3180	297	4	discussion	discussion	NOUN
cana-3180	297	5	performance	performance	NOUN
cana-3180	297	6	results	result	NOUN
cana-3180	297	7	demonstrate	demonstrate	VERB
cana-3180	297	8	differences	difference	NOUN
cana-3180	297	9	in	in	ADP
cana-3180	297	10	throughput	throughput	NOUN
cana-3180	297	11	,	,	PUNCT
cana-3180	297	12	latency	latency	NOUN
cana-3180	297	13	,	,	PUNCT
cana-3180	297	14	energy	energy	NOUN
cana-3180	297	15	consumption	consumption	NOUN
cana-3180	297	16	,	,	PUNCT
cana-3180	297	17	response	response	NOUN
cana-3180	297	18	time	time	NOUN
cana-3180	297	19	,	,	PUNCT
cana-3180	297	20	packet	packet	NOUN
cana-3180	297	21	delivery	delivery	NOUN
cana-3180	297	22	,	,	PUNCT
cana-3180	297	23	and	and	CCONJ
cana-3180	297	24	threat	threat	NOUN
cana-3180	297	25	detection	detection	NOUN
cana-3180	297	26	accuracy	accuracy	NOUN
cana-3180	297	27	under	under	ADP
cana-3180	297	28	varying	vary	VERB
cana-3180	297	29	conditions	condition	NOUN
cana-3180	297	30	shown	show	VERB
cana-3180	297	31	in	in	ADP
cana-3180	297	32	table	table	NOUN
cana-3180	297	33	1	1	NUM
cana-3180	297	34	.	.	PUNCT
cana-3180	298	1	throughput	throughput	NOUN
cana-3180	298	2	reached	reach	VERB
cana-3180	298	3	92.5	92.5	NUM
cana-3180	298	4	mbps	mbps	NOUN
cana-3180	298	5	for	for	ADP
cana-3180	298	6	deep	deep	ADJ
cana-3180	298	7	reinforcement	reinforcement	NOUN
cana-3180	298	8	learning	learn	VERB
cana-3180	298	9	drl	drl	PROPN
cana-3180	298	10	(	(	PUNCT
cana-3180	298	11	drl	drl	PROPN
cana-3180	298	12	-	-	PUNCT
cana-3180	298	13	manet	manet	PROPN
cana-3180	298	14	)	)	PUNCT
cana-3180	298	15	,	,	PUNCT
cana-3180	298	16	91.0	91.0	NUM
cana-3180	298	17	mbps	mbps	NOUN
cana-3180	298	18	for	for	ADP
cana-3180	298	19	multi	multi	ADJ
cana-3180	298	20	-	-	ADJ
cana-3180	298	21	agent	agent	ADJ
cana-3180	298	22	dueling	duel	VERB
cana-3180	298	23	double	double	ADJ
cana-3180	298	24	deep	deep	ADJ
cana-3180	298	25	q	q	NOUN
cana-3180	298	26	network	network	NOUN
cana-3180	298	27	(	(	PUNCT
cana-3180	298	28	ma3dqn	ma3dqn	NOUN
cana-3180	298	29	)	)	PUNCT
cana-3180	299	1	[	[	X
cana-3180	299	2	9	9	NUM
cana-3180	299	3	]	]	PUNCT
cana-3180	299	4	,	,	PUNCT
cana-3180	299	5	and	and	CCONJ
cana-3180	299	6	88.0	88.0	NUM
cana-3180	299	7	mbps	mbps	NOUN
cana-3180	299	8	for	for	ADP
cana-3180	299	9	enhanced	enhanced	ADJ
cana-3180	299	10	deep	deep	ADJ
cana-3180	299	11	reinforcement	reinforcement	NOUN
cana-3180	299	12	learning	learning	NOUN
cana-3180	299	13	(	(	PUNCT
cana-3180	299	14	edrl	edrl	NOUN
cana-3180	299	15	)	)	PUNCT
cana-3180	300	1	[	[	X
cana-3180	300	2	16	16	NUM
cana-3180	300	3	]	]	PUNCT
cana-3180	300	4	,	,	PUNCT
cana-3180	300	5	showing	show	VERB
cana-3180	300	6	consistent	consistent	ADJ
cana-3180	300	7	data	datum	NOUN
cana-3180	300	8	transmission	transmission	NOUN
cana-3180	300	9	capabilities	capability	NOUN
cana-3180	300	10	under	under	ADP
cana-3180	300	11	dynamic	dynamic	ADJ
cana-3180	300	12	traffic	traffic	NOUN
cana-3180	300	13	.	.	PUNCT
cana-3180	301	1	latency	latency	NOUN
cana-3180	301	2	was	be	AUX
cana-3180	301	3	recorded	record	VERB
cana-3180	301	4	as	as	ADP
cana-3180	301	5	35	35	NUM
cana-3180	301	6	ms	ms	NOUN
cana-3180	301	7	for	for	ADP
cana-3180	301	8	drl	drl	PROPN
cana-3180	301	9	-	-	PUNCT
cana-3180	301	10	manet	manet	PROPN
cana-3180	301	11	,	,	PUNCT
cana-3180	301	12	marginally	marginally	ADV
cana-3180	301	13	better	well	ADJ
cana-3180	301	14	than	than	ADP
cana-3180	301	15	37	37	NUM
cana-3180	301	16	ms	ms	NOUN
cana-3180	301	17	for	for	ADP
cana-3180	301	18	ma3dqn	ma3dqn	NOUN
cana-3180	301	19	and	and	CCONJ
cana-3180	301	20	42	42	NUM
cana-3180	301	21	ms	ms	NOUN
cana-3180	301	22	for	for	ADP
cana-3180	301	23	edrl	edrl	NOUN
cana-3180	301	24	,	,	PUNCT
cana-3180	301	25	highlighting	highlight	VERB
cana-3180	301	26	adaptability	adaptability	NOUN
cana-3180	301	27	to	to	ADP
cana-3180	301	28	changing	change	VERB
cana-3180	301	29	conditions	condition	NOUN
cana-3180	301	30	.	.	PUNCT
cana-3180	302	1	energy	energy	NOUN
cana-3180	302	2	communications	communication	NOUN
cana-3180	302	3	on	on	ADP
cana-3180	302	4	applied	apply	VERB
cana-3180	302	5	nonlinear	nonlinear	ADJ
cana-3180	302	6	analysis	analysis	NOUN
cana-3180	302	7	issn	issn	NOUN
cana-3180	302	8	:	:	PUNCT
cana-3180	302	9	1074	1074	NUM
cana-3180	302	10	-	-	PUNCT
cana-3180	302	11	133x	133x	NUM
cana-3180	302	12	vol	vol	NOUN
cana-3180	302	13	32	32	NUM
cana-3180	302	14	no	no	NOUN
cana-3180	302	15	.	.	PUNCT
cana-3180	303	1	5s	5s	NUM
cana-3180	303	2	(	(	PUNCT
cana-3180	303	3	2025	2025	NUM
cana-3180	303	4	)	)	PUNCT
cana-3180	304	1	563	563	NUM
cana-3180	304	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	304	3	consumption	consumption	NOUN
cana-3180	304	4	per	per	ADP
cana-3180	304	5	node	node	NOUN
cana-3180	304	6	was	be	AUX
cana-3180	304	7	22.3	22.3	NUM
cana-3180	304	8	j	j	PROPN
cana-3180	304	9	for	for	ADP
cana-3180	304	10	drl	drl	PROPN
cana-3180	304	11	-	-	PUNCT
cana-3180	304	12	manet	manet	PROPN
cana-3180	304	13	,	,	PUNCT
cana-3180	304	14	22.7	22.7	NUM
cana-3180	304	15	j	j	NOUN
cana-3180	304	16	for	for	ADP
cana-3180	304	17	ma3dqn	ma3dqn	NOUN
cana-3180	304	18	,	,	PUNCT
cana-3180	304	19	and	and	CCONJ
cana-3180	304	20	23.5	23.5	NUM
cana-3180	304	21	j	j	NOUN
cana-3180	304	22	for	for	ADP
cana-3180	304	23	edrl	edrl	NOUN
cana-3180	304	24	.	.	PUNCT
cana-3180	305	1	these	these	DET
cana-3180	305	2	results	result	NOUN
cana-3180	305	3	reflect	reflect	VERB
cana-3180	305	4	the	the	DET
cana-3180	305	5	ability	ability	NOUN
cana-3180	305	6	to	to	PART
cana-3180	305	7	manage	manage	VERB
cana-3180	305	8	power	power	NOUN
cana-3180	305	9	efficiently	efficiently	ADV
cana-3180	305	10	.	.	PUNCT
cana-3180	306	1	response	response	NOUN
cana-3180	306	2	time	time	NOUN
cana-3180	306	3	,	,	PUNCT
cana-3180	306	4	measured	measure	VERB
cana-3180	306	5	as	as	ADP
cana-3180	306	6	the	the	DET
cana-3180	306	7	interval	interval	NOUN
cana-3180	306	8	between	between	ADP
cana-3180	306	9	threat	threat	NOUN
cana-3180	306	10	detection	detection	NOUN
cana-3180	306	11	and	and	CCONJ
cana-3180	306	12	action	action	NOUN
cana-3180	306	13	,	,	PUNCT
cana-3180	306	14	was	be	AUX
cana-3180	306	15	0.85	0.85	NUM
cana-3180	306	16	s	s	NOUN
cana-3180	306	17	for	for	ADP
cana-3180	306	18	drl	drl	PROPN
cana-3180	306	19	-	-	PUNCT
cana-3180	306	20	manet	manet	PROPN
cana-3180	306	21	,	,	PUNCT
cana-3180	306	22	compared	compare	VERB
cana-3180	306	23	to	to	ADP
cana-3180	306	24	0.90	0.90	NUM
cana-3180	306	25	s	s	NOUN
cana-3180	306	26	for	for	ADP
cana-3180	306	27	ma3dqn	ma3dqn	NOUN
cana-3180	306	28	and	and	CCONJ
cana-3180	306	29	1.10	1.10	NUM
cana-3180	306	30	s	s	NOUN
cana-3180	306	31	for	for	ADP
cana-3180	306	32	edrl	edrl	NOUN
cana-3180	306	33	.	.	PUNCT
cana-3180	307	1	packet	packet	NOUN
cana-3180	307	2	delivery	delivery	NOUN
cana-3180	307	3	rates	rate	NOUN
cana-3180	307	4	were	be	AUX
cana-3180	307	5	highest	high	ADJ
cana-3180	307	6	for	for	ADP
cana-3180	307	7	drl	drl	PROPN
cana-3180	307	8	-	-	PUNCT
cana-3180	307	9	manet	manet	PROPN
cana-3180	307	10	at	at	ADP
cana-3180	307	11	97.2	97.2	NUM
cana-3180	307	12	%	%	NOUN
cana-3180	307	13	,	,	PUNCT
cana-3180	307	14	with	with	ADP
cana-3180	307	15	ma3dqn	ma3dqn	NOUN
cana-3180	307	16	at	at	ADP
cana-3180	307	17	96.5	96.5	NUM
cana-3180	307	18	%	%	NOUN
cana-3180	307	19	and	and	CCONJ
cana-3180	307	20	edrl	edrl	NOUN
cana-3180	307	21	at	at	ADP
cana-3180	307	22	93.8	93.8	NUM
cana-3180	307	23	%	%	NOUN
cana-3180	307	24	,	,	PUNCT
cana-3180	307	25	even	even	ADV
cana-3180	307	26	under	under	ADP
cana-3180	307	27	high	high	ADJ
cana-3180	307	28	node	node	ADJ
cana-3180	307	29	mobility	mobility	NOUN
cana-3180	307	30	and	and	CCONJ
cana-3180	307	31	heavy	heavy	ADJ
cana-3180	307	32	traffic	traffic	NOUN
cana-3180	307	33	.	.	PUNCT
cana-3180	308	1	table	table	NOUN
cana-3180	308	2	1	1	NUM
cana-3180	308	3	:	:	PUNCT
cana-3180	308	4	comparative	comparative	ADJ
cana-3180	308	5	metrics	metric	NOUN
cana-3180	308	6	metric	metric	ADJ
cana-3180	308	7	drl	drl	PROPN
cana-3180	308	8	-	-	PUNCT
cana-3180	308	9	manet	manet	NOUN
cana-3180	308	10	ma3dqn	ma3dqn	ADJ
cana-3180	308	11	edrl	edrl	NOUN
cana-3180	308	12	throughput	throughput	NOUN
cana-3180	308	13	(	(	PUNCT
cana-3180	308	14	mbps	mbps	NOUN
cana-3180	308	15	)	)	PUNCT
cana-3180	308	16	92.5	92.5	NUM
cana-3180	308	17	91.0	91.0	NUM
cana-3180	308	18	88.0	88.0	NUM
cana-3180	308	19	latency	latency	NOUN
cana-3180	308	20	(	(	PUNCT
cana-3180	308	21	ms	ms	PROPN
cana-3180	308	22	)	)	PUNCT
cana-3180	308	23	35	35	NUM
cana-3180	308	24	37	37	NUM
cana-3180	308	25	42	42	NUM
cana-3180	308	26	energy	energy	NOUN
cana-3180	308	27	(	(	PUNCT
cana-3180	308	28	j	j	NOUN
cana-3180	308	29	)	)	PUNCT
cana-3180	308	30	22.3	22.3	NUM
cana-3180	308	31	22.7	22.7	NUM
cana-3180	308	32	23.5	23.5	NUM
cana-3180	308	33	response	response	NOUN
cana-3180	308	34	time	time	NOUN
cana-3180	308	35	(	(	PUNCT
cana-3180	308	36	s	s	NOUN
cana-3180	308	37	)	)	PUNCT
cana-3180	308	38	0.85	0.85	NUM
cana-3180	308	39	0.90	0.90	NUM
cana-3180	308	40	1.10	1.10	NUM
cana-3180	308	41	packet	packet	NOUN
cana-3180	308	42	delivery	delivery	NOUN
cana-3180	308	43	(	(	PUNCT
cana-3180	308	44	%	%	INTJ
cana-3180	308	45	)	)	PUNCT
cana-3180	308	46	97.2	97.2	NUM
cana-3180	308	47	96.5	96.5	NUM
cana-3180	308	48	93.8	93.8	NUM
cana-3180	308	49	threat	threat	NOUN
cana-3180	308	50	detection	detection	NOUN
cana-3180	308	51	(	(	PUNCT
cana-3180	308	52	%	%	INTJ
cana-3180	308	53	)	)	PUNCT
cana-3180	308	54	96.8	96.8	NUM
cana-3180	308	55	94.5	94.5	NUM
cana-3180	308	56	91.2	91.2	NUM
cana-3180	308	57	threat	threat	NOUN
cana-3180	308	58	detection	detection	NOUN
cana-3180	308	59	and	and	CCONJ
cana-3180	308	60	security	security	NOUN
cana-3180	308	61	:	:	PUNCT
cana-3180	308	62	threat	threat	NOUN
cana-3180	308	63	detection	detection	NOUN
cana-3180	308	64	accuracy	accuracy	NOUN
cana-3180	308	65	reached	reach	VERB
cana-3180	308	66	96.8	96.8	NUM
cana-3180	308	67	%	%	NOUN
cana-3180	308	68	for	for	ADP
cana-3180	308	69	drl	drl	PROPN
cana-3180	308	70	-	-	PUNCT
cana-3180	308	71	manet	manet	PROPN
cana-3180	308	72	,	,	PUNCT
cana-3180	308	73	followed	follow	VERB
cana-3180	308	74	by	by	ADP
cana-3180	308	75	94.5	94.5	NUM
cana-3180	308	76	%	%	NOUN
cana-3180	308	77	for	for	ADP
cana-3180	308	78	ma3dqn	ma3dqn	NOUN
cana-3180	308	79	and	and	CCONJ
cana-3180	308	80	91.2	91.2	NUM
cana-3180	308	81	%	%	NOUN
cana-3180	308	82	for	for	ADP
cana-3180	308	83	edrl	edrl	NOUN
cana-3180	308	84	.	.	PUNCT
cana-3180	309	1	the	the	DET
cana-3180	309	2	integration	integration	NOUN
cana-3180	309	3	of	of	ADP
cana-3180	309	4	lstm	lstm	NOUN
cana-3180	309	5	-	-	PUNCT
cana-3180	309	6	based	base	VERB
cana-3180	309	7	anomaly	anomaly	NOUN
cana-3180	309	8	detection	detection	NOUN
cana-3180	309	9	improved	improve	VERB
cana-3180	309	10	recognition	recognition	NOUN
cana-3180	309	11	of	of	ADP
cana-3180	309	12	threats	threat	NOUN
cana-3180	309	13	like	like	ADP
cana-3180	309	14	black	black	ADJ
cana-3180	309	15	hole	hole	NOUN
cana-3180	309	16	attacks	attack	NOUN
cana-3180	309	17	and	and	CCONJ
cana-3180	309	18	ddos	ddo	NOUN
cana-3180	309	19	,	,	PUNCT
cana-3180	309	20	while	while	SCONJ
cana-3180	309	21	mitigation	mitigation	NOUN
cana-3180	309	22	times	time	NOUN
cana-3180	309	23	averaged	average	VERB
cana-3180	309	24	1.3	1.3	NUM
cana-3180	309	25	s	s	NOUN
cana-3180	309	26	for	for	ADP
cana-3180	309	27	drl	drl	PROPN
cana-3180	309	28	-	-	PUNCT
cana-3180	309	29	manet	manet	PROPN
cana-3180	309	30	,	,	PUNCT
cana-3180	309	31	compared	compare	VERB
cana-3180	309	32	to	to	ADP
cana-3180	309	33	1.5	1.5	NUM
cana-3180	309	34	s	s	NOUN
cana-3180	309	35	for	for	ADP
cana-3180	309	36	ma3dqn	ma3dqn	NOUN
cana-3180	309	37	and	and	CCONJ
cana-3180	309	38	1.8	1.8	NUM
cana-3180	309	39	s	s	NOUN
cana-3180	309	40	for	for	ADP
cana-3180	309	41	edrl	edrl	NOUN
cana-3180	309	42	.	.	PUNCT
cana-3180	310	1	these	these	DET
cana-3180	310	2	findings	finding	NOUN
cana-3180	310	3	,	,	PUNCT
cana-3180	310	4	summarized	summarize	VERB
cana-3180	310	5	in	in	ADP
cana-3180	310	6	table	table	NOUN
cana-3180	310	7	2	2	NUM
cana-3180	310	8	,	,	PUNCT
cana-3180	310	9	underline	underline	VERB
cana-3180	310	10	the	the	DET
cana-3180	310	11	model	model	NOUN
cana-3180	310	12	’s	’s	PART
cana-3180	310	13	ability	ability	NOUN
cana-3180	310	14	to	to	PART
cana-3180	310	15	respond	respond	VERB
cana-3180	310	16	effectively	effectively	ADV
cana-3180	310	17	to	to	ADP
cana-3180	310	18	various	various	ADJ
cana-3180	310	19	threats	threat	NOUN
cana-3180	310	20	.	.	PUNCT
cana-3180	311	1	table	table	NOUN
cana-3180	311	2	2	2	NUM
cana-3180	311	3	:	:	PUNCT
cana-3180	311	4	threat	threat	NOUN
cana-3180	311	5	detection	detection	NOUN
cana-3180	311	6	and	and	CCONJ
cana-3180	311	7	mitigation	mitigation	NOUN
cana-3180	311	8	rates	rate	NOUN
cana-3180	311	9	attack	attack	NOUN
cana-3180	311	10	type	type	NOUN
cana-3180	311	11	drl	drl	PROPN
cana-3180	311	12	-	-	PUNCT
cana-3180	311	13	manet	manet	NOUN
cana-3180	311	14	detection	detection	NOUN
cana-3180	311	15	(	(	PUNCT
cana-3180	311	16	%	%	INTJ
cana-3180	311	17	)	)	PUNCT
cana-3180	311	18	ma3dqn	ma3dqn	ADJ
cana-3180	311	19	detection	detection	NOUN
cana-3180	311	20	(	(	PUNCT
cana-3180	311	21	%	%	INTJ
cana-3180	311	22	)	)	PUNCT
cana-3180	311	23	edrl	edrl	NOUN
cana-3180	311	24	detection	detection	NOUN
cana-3180	311	25	(	(	PUNCT
cana-3180	311	26	%	%	INTJ
cana-3180	311	27	)	)	PUNCT
cana-3180	311	28	black	black	ADJ
cana-3180	311	29	hole	hole	NOUN
cana-3180	311	30	97	97	NUM
cana-3180	311	31	94	94	NUM
cana-3180	311	32	91	91	NUM
cana-3180	311	33	ddos	ddo	NOUN
cana-3180	311	34	96	96	NUM
cana-3180	311	35	92	92	NUM
cana-3180	311	36	89	89	NUM
cana-3180	311	37	scalability	scalability	NOUN
cana-3180	311	38	testing	testing	NOUN
cana-3180	311	39	:	:	PUNCT
cana-3180	311	40	scalability	scalability	NOUN
cana-3180	311	41	tests	test	NOUN
cana-3180	311	42	evaluated	evaluate	VERB
cana-3180	311	43	network	network	NOUN
cana-3180	311	44	sizes	size	NOUN
cana-3180	311	45	from	from	ADP
cana-3180	311	46	25	25	NUM
cana-3180	311	47	to	to	PART
cana-3180	311	48	150	150	NUM
cana-3180	311	49	nodes	node	NOUN
cana-3180	311	50	.	.	PUNCT
cana-3180	312	1	throughput	throughput	NOUN
cana-3180	312	2	for	for	ADP
cana-3180	312	3	drl	drl	PROPN
cana-3180	312	4	-	-	PUNCT
cana-3180	312	5	manet	manet	PROPN
cana-3180	312	6	decreased	decrease	VERB
cana-3180	312	7	by	by	ADP
cana-3180	312	8	7	7	NUM
cana-3180	312	9	%	%	NOUN
cana-3180	312	10	as	as	SCONJ
cana-3180	312	11	the	the	DET
cana-3180	312	12	network	network	NOUN
cana-3180	312	13	scaled	scale	VERB
cana-3180	312	14	to	to	ADP
cana-3180	312	15	150	150	NUM
cana-3180	312	16	nodes	node	NOUN
cana-3180	312	17	,	,	PUNCT
cana-3180	312	18	while	while	SCONJ
cana-3180	312	19	ma3dqn	ma3dqn	NOUN
cana-3180	312	20	and	and	CCONJ
cana-3180	312	21	edrl	edrl	NOUN
cana-3180	312	22	experienced	experience	VERB
cana-3180	312	23	drops	drop	NOUN
cana-3180	312	24	of	of	ADP
cana-3180	312	25	9	9	NUM
cana-3180	312	26	%	%	NOUN
cana-3180	312	27	and	and	CCONJ
cana-3180	312	28	15	15	NUM
cana-3180	312	29	%	%	NOUN
cana-3180	312	30	,	,	PUNCT
cana-3180	312	31	respectively	respectively	ADV
cana-3180	312	32	.	.	PUNCT
cana-3180	313	1	latency	latency	NOUN
cana-3180	313	2	for	for	ADP
cana-3180	313	3	drl	drl	PROPN
cana-3180	313	4	-	-	PUNCT
cana-3180	313	5	manet	manet	PROPN
cana-3180	313	6	increased	increase	VERB
cana-3180	313	7	by	by	ADP
cana-3180	313	8	12	12	NUM
cana-3180	313	9	%	%	NOUN
cana-3180	313	10	with	with	ADP
cana-3180	313	11	scaling	scaling	NOUN
cana-3180	313	12	,	,	PUNCT
cana-3180	313	13	compared	compare	VERB
cana-3180	313	14	to	to	ADP
cana-3180	313	15	15	15	NUM
cana-3180	313	16	%	%	NOUN
cana-3180	313	17	for	for	ADP
cana-3180	313	18	ma3dqn	ma3dqn	NOUN
cana-3180	313	19	and	and	CCONJ
cana-3180	313	20	22	22	NUM
cana-3180	313	21	%	%	NOUN
cana-3180	313	22	for	for	ADP
cana-3180	313	23	edrl	edrl	NOUN
cana-3180	313	24	.	.	PUNCT
cana-3180	314	1	computational	computational	ADJ
cana-3180	314	2	overhead	overhead	NOUN
cana-3180	314	3	remained	remain	VERB
cana-3180	314	4	minimal	minimal	ADJ
cana-3180	314	5	for	for	ADP
cana-3180	314	6	drl	drl	PROPN
cana-3180	314	7	-	-	PUNCT
cana-3180	314	8	manet	manet	PROPN
cana-3180	314	9	due	due	ADP
cana-3180	314	10	to	to	ADP
cana-3180	314	11	clustering	clustering	ADJ
cana-3180	314	12	and	and	CCONJ
cana-3180	314	13	efficient	efficient	ADJ
cana-3180	314	14	updates	update	NOUN
cana-3180	314	15	.	.	PUNCT
cana-3180	315	1	these	these	DET
cana-3180	315	2	results	result	NOUN
cana-3180	315	3	,	,	PUNCT
cana-3180	315	4	displayed	display	VERB
cana-3180	315	5	in	in	ADP
cana-3180	315	6	table	table	NOUN
cana-3180	315	7	3	3	NUM
cana-3180	315	8	,	,	PUNCT
cana-3180	315	9	suggest	suggest	VERB
cana-3180	315	10	that	that	SCONJ
cana-3180	315	11	the	the	DET
cana-3180	315	12	proposed	propose	VERB
cana-3180	315	13	model	model	NOUN
cana-3180	315	14	scales	scale	VERB
cana-3180	315	15	better	well	ADV
cana-3180	315	16	while	while	SCONJ
cana-3180	315	17	maintaining	maintain	VERB
cana-3180	315	18	performance	performance	NOUN
cana-3180	315	19	.	.	PUNCT
cana-3180	316	1	table	table	NOUN
cana-3180	316	2	3	3	NUM
cana-3180	316	3	:	:	PUNCT
cana-3180	316	4	scalability	scalability	NOUN
cana-3180	316	5	performance	performance	NOUN
cana-3180	316	6	metric	metric	PROPN
cana-3180	316	7	drl	drl	PROPN
cana-3180	316	8	-	-	PUNCT
cana-3180	316	9	manet	manet	NOUN
cana-3180	316	10	ma3dqn	ma3dqn	ADJ
cana-3180	316	11	edrl	edrl	NOUN
cana-3180	316	12	throughput	throughput	NOUN
cana-3180	316	13	efficiency	efficiency	NOUN
cana-3180	316	14	(	(	PUNCT
cana-3180	316	15	%	%	INTJ
cana-3180	316	16	)	)	PUNCT
cana-3180	316	17	92	92	NUM
cana-3180	316	18	89	89	NUM
cana-3180	316	19	80	80	NUM
cana-3180	316	20	computational	computational	ADJ
cana-3180	316	21	overhead	overhead	NOUN
cana-3180	316	22	(	(	PUNCT
cana-3180	316	23	%	%	INTJ
cana-3180	316	24	)	)	PUNCT
cana-3180	316	25	+15	+15	ADJ
cana-3180	316	26	+18	+18	ADJ
cana-3180	316	27	+25	+25	ADJ
cana-3180	316	28	failure	failure	NOUN
cana-3180	316	29	recovery	recovery	NOUN
cana-3180	316	30	:	:	PUNCT
cana-3180	316	31	in	in	ADP
cana-3180	316	32	scenarios	scenario	NOUN
cana-3180	316	33	with	with	ADP
cana-3180	316	34	10	10	NUM
cana-3180	316	35	%	%	NOUN
cana-3180	316	36	node	node	NOUN
cana-3180	316	37	failures	failure	NOUN
cana-3180	316	38	,	,	PUNCT
cana-3180	316	39	drl	drl	PROPN
cana-3180	316	40	-	-	PUNCT
cana-3180	316	41	manet	manet	PROPN
cana-3180	316	42	retained	retain	VERB
cana-3180	316	43	95.1	95.1	NUM
cana-3180	316	44	%	%	NOUN
cana-3180	316	45	of	of	ADP
cana-3180	316	46	its	its	PRON
cana-3180	316	47	throughput	throughput	NOUN
cana-3180	316	48	,	,	PUNCT
cana-3180	316	49	while	while	SCONJ
cana-3180	316	50	ma3dqn	ma3dqn	NOUN
cana-3180	316	51	and	and	CCONJ
cana-3180	316	52	edrl	edrl	NOUN
cana-3180	316	53	maintained	maintain	VERB
cana-3180	316	54	92.8	92.8	NUM
cana-3180	316	55	%	%	NOUN
cana-3180	316	56	and	and	CCONJ
cana-3180	316	57	88.3	88.3	NUM
cana-3180	316	58	%	%	NOUN
cana-3180	316	59	,	,	PUNCT
cana-3180	316	60	respectively	respectively	ADV
cana-3180	316	61	.	.	PUNCT
cana-3180	317	1	controller	controller	NOUN
cana-3180	317	2	failures	failure	NOUN
cana-3180	317	3	in	in	ADP
cana-3180	317	4	federated	federated	ADJ
cana-3180	317	5	learning	learning	NOUN
cana-3180	317	6	were	be	AUX
cana-3180	317	7	resolved	resolve	VERB
cana-3180	317	8	within	within	ADP
cana-3180	317	9	1.8	1.8	NUM
cana-3180	317	10	s	s	NOUN
cana-3180	317	11	for	for	ADP
cana-3180	317	12	drl	drl	PROPN
cana-3180	317	13	-	-	PUNCT
cana-3180	317	14	manet	manet	PROPN
cana-3180	317	15	,	,	PUNCT
cana-3180	317	16	while	while	SCONJ
cana-3180	317	17	recovery	recovery	NOUN
cana-3180	317	18	times	time	NOUN
cana-3180	317	19	were	be	AUX
cana-3180	317	20	2.3	2.3	NUM
cana-3180	317	21	s	s	NOUN
cana-3180	317	22	for	for	ADP
cana-3180	317	23	ma3dqn	ma3dqn	NOUN
cana-3180	317	24	and	and	CCONJ
cana-3180	317	25	2.9	2.9	NUM
cana-3180	317	26	s	s	NOUN
cana-3180	317	27	for	for	ADP
cana-3180	317	28	edrl	edrl	NOUN
cana-3180	317	29	contributed	contribute	VERB
cana-3180	317	30	to	to	ADP
cana-3180	317	31	faster	fast	ADJ
cana-3180	317	32	recovery	recovery	NOUN
cana-3180	317	33	,	,	PUNCT
cana-3180	317	34	as	as	SCONJ
cana-3180	317	35	outlined	outline	VERB
cana-3180	317	36	in	in	ADP
cana-3180	317	37	table	table	NOUN
cana-3180	317	38	4	4	NUM
cana-3180	317	39	.	.	PUNCT
cana-3180	317	40	communications	communication	NOUN
cana-3180	317	41	on	on	ADP
cana-3180	317	42	applied	apply	VERB
cana-3180	317	43	nonlinear	nonlinear	ADJ
cana-3180	317	44	analysis	analysis	NOUN
cana-3180	317	45	issn	issn	NOUN
cana-3180	317	46	:	:	PUNCT
cana-3180	317	47	1074	1074	NUM
cana-3180	317	48	-	-	PUNCT
cana-3180	317	49	133x	133x	NUM
cana-3180	317	50	vol	vol	NOUN
cana-3180	317	51	32	32	NUM
cana-3180	317	52	no	no	NOUN
cana-3180	317	53	.	.	PUNCT
cana-3180	318	1	5s	5s	NUM
cana-3180	318	2	(	(	PUNCT
cana-3180	318	3	2025	2025	NUM
cana-3180	318	4	)	)	PUNCT
cana-3180	318	5	564	564	NUM
cana-3180	318	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	318	7	table	table	NOUN
cana-3180	318	8	4	4	NUM
cana-3180	318	9	:	:	PUNCT
cana-3180	318	10	recovery	recovery	NOUN
cana-3180	318	11	performance	performance	NOUN
cana-3180	318	12	after	after	ADP
cana-3180	318	13	node	node	NOUN
cana-3180	318	14	failures	failure	VERB
cana-3180	318	15	metric	metric	ADJ
cana-3180	318	16	drl	drl	PROPN
cana-3180	318	17	-	-	PUNCT
cana-3180	318	18	manet	manet	NOUN
cana-3180	318	19	ma3dqn	ma3dqn	ADJ
cana-3180	318	20	edrl	edrl	NOUN
cana-3180	318	21	failure	failure	NOUN
cana-3180	318	22	recovery	recovery	NOUN
cana-3180	318	23	(	(	PUNCT
cana-3180	318	24	%	%	NOUN
cana-3180	318	25	)	)	PUNCT
cana-3180	318	26	85	85	NUM
cana-3180	318	27	80	80	NUM
cana-3180	318	28	65	65	NUM
cana-3180	318	29	packet	packet	NOUN
cana-3180	318	30	delivery	delivery	NOUN
cana-3180	318	31	(	(	PUNCT
cana-3180	318	32	%	%	NOUN
cana-3180	318	33	)	)	PUNCT
cana-3180	318	34	94	94	NUM
cana-3180	318	35	91	91	NUM
cana-3180	318	36	85	85	NUM
cana-3180	318	37	figure	figure	NOUN
cana-3180	318	38	2	2	NUM
cana-3180	318	39	:	:	PUNCT
cana-3180	318	40	heatmap	heatmap	NOUN
cana-3180	318	41	of	of	ADP
cana-3180	318	42	packet	packet	NOUN
cana-3180	318	43	delivery	delivery	NOUN
cana-3180	318	44	and	and	CCONJ
cana-3180	318	45	threat	threat	NOUN
cana-3180	318	46	detection	detection	NOUN
cana-3180	318	47	rates	rate	VERB
cana-3180	318	48	a	a	DET
cana-3180	318	49	heatmap	heatmap	NOUN
cana-3180	318	50	shows	show	VERB
cana-3180	318	51	packet	packet	NOUN
cana-3180	318	52	delivery	delivery	NOUN
cana-3180	318	53	and	and	CCONJ
cana-3180	318	54	threat	threat	NOUN
cana-3180	318	55	detection	detection	NOUN
cana-3180	318	56	accuracy	accuracy	NOUN
cana-3180	318	57	for	for	ADP
cana-3180	318	58	varying	vary	VERB
cana-3180	318	59	conditions	condition	NOUN
cana-3180	318	60	.	.	PUNCT
cana-3180	319	1	higher	high	ADJ
cana-3180	319	2	intensity	intensity	NOUN
cana-3180	319	3	areas	area	NOUN
cana-3180	319	4	align	align	VERB
cana-3180	319	5	with	with	ADP
cana-3180	319	6	drl	drl	PROPN
cana-3180	319	7	-	-	PUNCT
cana-3180	319	8	manet	manet	PROPN
cana-3180	319	9	’s	’s	PART
cana-3180	319	10	stable	stable	ADJ
cana-3180	319	11	performance	performance	NOUN
cana-3180	319	12	under	under	ADP
cana-3180	319	13	traffic	traffic	NOUN
cana-3180	319	14	and	and	CCONJ
cana-3180	319	15	mobility	mobility	NOUN
cana-3180	319	16	challenges	challenge	NOUN
cana-3180	319	17	.	.	PUNCT
cana-3180	320	1	figure	figure	VERB
cana-3180	320	2	2	2	NUM
cana-3180	320	3	presents	present	VERB
cana-3180	320	4	a	a	DET
cana-3180	320	5	heatmap	heatmap	NOUN
cana-3180	320	6	showing	show	VERB
cana-3180	320	7	packet	packet	NOUN
cana-3180	320	8	delivery	delivery	NOUN
cana-3180	320	9	and	and	CCONJ
cana-3180	320	10	threat	threat	NOUN
cana-3180	320	11	detection	detection	NOUN
cana-3180	320	12	rates	rate	NOUN
cana-3180	320	13	for	for	ADP
cana-3180	320	14	all	all	DET
cana-3180	320	15	models	model	NOUN
cana-3180	320	16	..	..	PUNCT
cana-3180	321	1	drlmanet	drlmanet	NOUN
cana-3180	321	2	shows	show	VERB
cana-3180	321	3	consistent	consistent	ADJ
cana-3180	321	4	results	result	NOUN
cana-3180	321	5	across	across	ADP
cana-3180	321	6	different	different	ADJ
cana-3180	321	7	network	network	NOUN
cana-3180	321	8	scenarios	scenario	NOUN
cana-3180	321	9	,	,	PUNCT
cana-3180	321	10	while	while	SCONJ
cana-3180	321	11	ma3dqn	ma3dqn	NOUN
cana-3180	321	12	performs	perform	VERB
cana-3180	321	13	slightly	slightly	ADV
cana-3180	321	14	better	well	ADJ
cana-3180	321	15	than	than	ADP
cana-3180	321	16	edrl	edrl	NOUN
cana-3180	321	17	in	in	ADP
cana-3180	321	18	challenging	challenging	ADJ
cana-3180	321	19	conditions	condition	NOUN
cana-3180	321	20	.	.	PUNCT
cana-3180	322	1	figure	figure	VERB
cana-3180	322	2	3	3	NUM
cana-3180	322	3	:	:	PUNCT
cana-3180	322	4	streamgraph	streamgraph	NOUN
cana-3180	322	5	of	of	ADP
cana-3180	322	6	failure	failure	NOUN
cana-3180	322	7	recovery	recovery	NOUN
cana-3180	322	8	trends	trend	NOUN
cana-3180	322	9	figure	figure	VERB
cana-3180	322	10	3	3	NUM
cana-3180	322	11	illustrates	illustrate	VERB
cana-3180	322	12	recovery	recovery	NOUN
cana-3180	322	13	trends	trend	NOUN
cana-3180	322	14	after	after	ADP
cana-3180	322	15	node	node	ADJ
cana-3180	322	16	failures	failure	NOUN
cana-3180	322	17	.	.	PUNCT
cana-3180	323	1	drl	drl	PROPN
cana-3180	323	2	-	-	PUNCT
cana-3180	323	3	manet	manet	PROPN
cana-3180	323	4	maintains	maintain	VERB
cana-3180	323	5	higher	high	ADJ
cana-3180	323	6	packet	packet	NOUN
cana-3180	323	7	delivery	delivery	NOUN
cana-3180	323	8	rates	rate	NOUN
cana-3180	323	9	and	and	CCONJ
cana-3180	323	10	recovers	recover	NOUN
cana-3180	323	11	faster	fast	ADV
cana-3180	323	12	from	from	ADP
cana-3180	323	13	failures	failure	NOUN
cana-3180	323	14	compared	compare	VERB
cana-3180	323	15	to	to	ADP
cana-3180	323	16	ma3dqn	ma3dqn	NOUN
cana-3180	323	17	and	and	CCONJ
cana-3180	323	18	edrl	edrl	NOUN
cana-3180	323	19	.	.	PUNCT
cana-3180	324	1	the	the	DET
cana-3180	324	2	streamgraph	streamgraph	PROPN
cana-3180	324	3	visualizes	visualize	VERB
cana-3180	324	4	recovery	recovery	NOUN
cana-3180	324	5	performance	performance	NOUN
cana-3180	324	6	,	,	PUNCT
cana-3180	324	7	with	with	ADP
cana-3180	324	8	drl	drl	PROPN
cana-3180	324	9	-	-	PUNCT
cana-3180	324	10	manet	manet	PROPN
cana-3180	324	11	maintaining	maintain	VERB
cana-3180	324	12	smoother	smooth	ADJ
cana-3180	324	13	recovery	recovery	NOUN
cana-3180	324	14	trends	trend	NOUN
cana-3180	324	15	compared	compare	VERB
cana-3180	324	16	to	to	ADP
cana-3180	324	17	other	other	ADJ
cana-3180	324	18	models	model	NOUN
cana-3180	324	19	.	.	PUNCT
cana-3180	325	1	communications	communication	NOUN
cana-3180	325	2	on	on	ADP
cana-3180	325	3	applied	apply	VERB
cana-3180	325	4	nonlinear	nonlinear	ADJ
cana-3180	325	5	analysis	analysis	NOUN
cana-3180	325	6	issn	issn	NOUN
cana-3180	325	7	:	:	PUNCT
cana-3180	325	8	1074	1074	NUM
cana-3180	325	9	-	-	PUNCT
cana-3180	325	10	133x	133x	NUM
cana-3180	325	11	vol	vol	NOUN
cana-3180	325	12	32	32	NUM
cana-3180	325	13	no	no	NOUN
cana-3180	325	14	.	.	PUNCT
cana-3180	326	1	5s	5s	NUM
cana-3180	326	2	(	(	PUNCT
cana-3180	326	3	2025	2025	NUM
cana-3180	326	4	)	)	PUNCT
cana-3180	326	5	565	565	NUM
cana-3180	326	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	326	7	figure	figure	NOUN
cana-3180	326	8	4	4	NUM
cana-3180	326	9	:	:	PUNCT
cana-3180	326	10	bar	bar	VERB
cana-3180	326	11	chart	chart	NOUN
cana-3180	326	12	for	for	ADP
cana-3180	326	13	scalability	scalability	NOUN
cana-3180	326	14	performance	performance	NOUN
cana-3180	326	15	figure	figure	NOUN
cana-3180	326	16	4	4	NUM
cana-3180	326	17	represents	represent	VERB
cana-3180	326	18	scalability	scalability	NOUN
cana-3180	326	19	performance	performance	NOUN
cana-3180	326	20	uses	use	VERB
cana-3180	326	21	a	a	DET
cana-3180	326	22	parallel	parallel	ADJ
cana-3180	326	23	coordinates	coordinate	NOUN
cana-3180	326	24	plot	plot	NOUN
cana-3180	326	25	to	to	PART
cana-3180	326	26	compare	compare	VERB
cana-3180	326	27	throughput	throughput	NOUN
cana-3180	326	28	and	and	CCONJ
cana-3180	326	29	inverse	inverse	NOUN
cana-3180	326	30	latency	latency	NOUN
cana-3180	326	31	among	among	ADP
cana-3180	326	32	models	model	NOUN
cana-3180	326	33	.	.	PUNCT
cana-3180	327	1	drl	drl	PROPN
cana-3180	327	2	-	-	PUNCT
cana-3180	327	3	manet	manet	PROPN
cana-3180	327	4	shows	show	VERB
cana-3180	327	5	smoother	smooth	ADJ
cana-3180	327	6	transitions	transition	NOUN
cana-3180	327	7	and	and	CCONJ
cana-3180	327	8	better	well	ADJ
cana-3180	327	9	alignment	alignment	NOUN
cana-3180	327	10	between	between	ADP
cana-3180	327	11	these	these	DET
cana-3180	327	12	metrics	metric	NOUN
cana-3180	327	13	.	.	PUNCT
cana-3180	328	1	the	the	DET
cana-3180	328	2	plot	plot	NOUN
cana-3180	328	3	highlights	highlight	NOUN
cana-3180	328	4	subtle	subtle	ADJ
cana-3180	328	5	differences	difference	NOUN
cana-3180	328	6	,	,	PUNCT
cana-3180	328	7	with	with	ADP
cana-3180	328	8	ma3dqn	ma3dqn	NOUN
cana-3180	328	9	closely	closely	ADV
cana-3180	328	10	following	follow	VERB
cana-3180	328	11	drl	drl	PROPN
cana-3180	328	12	-	-	PUNCT
cana-3180	328	13	manet	manet	PROPN
cana-3180	328	14	and	and	CCONJ
cana-3180	328	15	edrl	edrl	NOUN
cana-3180	328	16	exhibiting	exhibit	VERB
cana-3180	328	17	larger	large	ADJ
cana-3180	328	18	variations	variation	NOUN
cana-3180	328	19	.	.	PUNCT
cana-3180	329	1	figure	figure	VERB
cana-3180	329	2	5	5	NUM
cana-3180	329	3	:	:	PUNCT
cana-3180	329	4	line	line	NOUN
cana-3180	329	5	plot	plot	NOUN
cana-3180	329	6	for	for	ADP
cana-3180	329	7	response	response	NOUN
cana-3180	329	8	time	time	NOUN
cana-3180	329	9	and	and	CCONJ
cana-3180	329	10	energy	energy	NOUN
cana-3180	329	11	consumption	consumption	NOUN
cana-3180	329	12	figure	figure	NOUN
cana-3180	329	13	5	5	NUM
cana-3180	329	14	shows	show	VERB
cana-3180	329	15	trends	trend	NOUN
cana-3180	329	16	in	in	ADP
cana-3180	329	17	response	response	NOUN
cana-3180	329	18	time	time	NOUN
cana-3180	329	19	and	and	CCONJ
cana-3180	329	20	energy	energy	NOUN
cana-3180	329	21	consumption	consumption	NOUN
cana-3180	329	22	across	across	ADP
cana-3180	329	23	models	model	NOUN
cana-3180	329	24	.	.	PUNCT
cana-3180	330	1	drl	drl	PROPN
cana-3180	330	2	-	-	PUNCT
cana-3180	330	3	manet	manet	PROPN
cana-3180	330	4	consistently	consistently	ADV
cana-3180	330	5	balances	balance	VERB
cana-3180	330	6	low	low	ADJ
cana-3180	330	7	energy	energy	NOUN
cana-3180	330	8	usage	usage	NOUN
cana-3180	330	9	with	with	ADP
cana-3180	330	10	quick	quick	ADJ
cana-3180	330	11	response	response	NOUN
cana-3180	330	12	times	time	NOUN
cana-3180	330	13	.	.	PUNCT
cana-3180	331	1	the	the	DET
cana-3180	331	2	line	line	NOUN
cana-3180	331	3	plot	plot	NOUN
cana-3180	331	4	reveals	reveal	VERB
cana-3180	331	5	incremental	incremental	ADJ
cana-3180	331	6	differences	difference	NOUN
cana-3180	331	7	between	between	ADP
cana-3180	331	8	drl	drl	PROPN
cana-3180	331	9	-	-	PUNCT
cana-3180	331	10	manet	manet	PROPN
cana-3180	331	11	and	and	CCONJ
cana-3180	331	12	ma3dqn	ma3dqn	NOUN
cana-3180	331	13	,	,	PUNCT
cana-3180	331	14	while	while	SCONJ
cana-3180	331	15	edrl	edrl	NOUN
cana-3180	331	16	trails	trail	VERB
cana-3180	331	17	noticeably	noticeably	ADV
cana-3180	331	18	.	.	PUNCT
cana-3180	332	1	figure	figure	VERB
cana-3180	332	2	6	6	NUM
cana-3180	332	3	:	:	PUNCT
cana-3180	332	4	resource	resource	NOUN
cana-3180	332	5	use	use	NOUN
cana-3180	332	6	and	and	CCONJ
cana-3180	332	7	responsiveness	responsiveness	NOUN
cana-3180	332	8	overlap	overlap	NOUN
cana-3180	332	9	figure	figure	NOUN
cana-3180	332	10	6	6	NUM
cana-3180	332	11	overlays	overlay	VERB
cana-3180	332	12	response	response	NOUN
cana-3180	332	13	time	time	NOUN
cana-3180	332	14	and	and	CCONJ
cana-3180	332	15	energy	energy	NOUN
cana-3180	332	16	consumption	consumption	NOUN
cana-3180	332	17	in	in	ADP
cana-3180	332	18	an	an	DET
cana-3180	332	19	area	area	NOUN
cana-3180	332	20	plot	plot	NOUN
cana-3180	332	21	.	.	PUNCT
cana-3180	333	1	drl	drl	PROPN
cana-3180	333	2	-	-	PUNCT
cana-3180	333	3	manet	manet	PROPN
cana-3180	333	4	’s	’s	PART
cana-3180	333	5	compact	compact	ADJ
cana-3180	333	6	shaded	shade	VERB
cana-3180	333	7	area	area	NOUN
cana-3180	333	8	indicates	indicate	VERB
cana-3180	333	9	better	well	ADJ
cana-3180	333	10	resource	resource	NOUN
cana-3180	333	11	efficiency	efficiency	NOUN
cana-3180	333	12	and	and	CCONJ
cana-3180	333	13	responsiveness	responsiveness	NOUN
cana-3180	333	14	.	.	PUNCT
cana-3180	334	1	the	the	DET
cana-3180	334	2	wider	wide	ADJ
cana-3180	334	3	areas	area	NOUN
cana-3180	334	4	for	for	ADP
cana-3180	334	5	ma3dqn	ma3dqn	NOUN
cana-3180	334	6	and	and	CCONJ
cana-3180	334	7	edrl	edrl	NOUN
cana-3180	334	8	suggest	suggest	VERB
cana-3180	334	9	higher	high	ADJ
cana-3180	334	10	trade	trade	NOUN
cana-3180	334	11	-	-	PUNCT
cana-3180	334	12	offs	off	NOUN
cana-3180	334	13	between	between	ADP
cana-3180	334	14	these	these	DET
cana-3180	334	15	metrics	metric	NOUN
cana-3180	334	16	.	.	PUNCT
cana-3180	335	1	communications	communication	NOUN
cana-3180	335	2	on	on	ADP
cana-3180	335	3	applied	apply	VERB
cana-3180	335	4	nonlinear	nonlinear	ADJ
cana-3180	335	5	analysis	analysis	NOUN
cana-3180	335	6	issn	issn	NOUN
cana-3180	335	7	:	:	PUNCT
cana-3180	335	8	1074	1074	NUM
cana-3180	335	9	-	-	PUNCT
cana-3180	335	10	133x	133x	NUM
cana-3180	335	11	vol	vol	NOUN
cana-3180	335	12	32	32	NUM
cana-3180	335	13	no	no	NOUN
cana-3180	335	14	.	.	PUNCT
cana-3180	336	1	5s	5s	NUM
cana-3180	336	2	(	(	PUNCT
cana-3180	336	3	2025	2025	NUM
cana-3180	336	4	)	)	PUNCT
cana-3180	336	5	566	566	NUM
cana-3180	336	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	336	7	the	the	DET
cana-3180	336	8	results	result	NOUN
cana-3180	336	9	demonstrate	demonstrate	VERB
cana-3180	336	10	how	how	SCONJ
cana-3180	336	11	the	the	DET
cana-3180	336	12	framework	framework	NOUN
cana-3180	336	13	manages	manage	VERB
cana-3180	336	14	dynamic	dynamic	ADJ
cana-3180	336	15	changes	change	NOUN
cana-3180	336	16	in	in	ADP
cana-3180	336	17	manets	manet	NOUN
cana-3180	336	18	.	.	PUNCT
cana-3180	337	1	packet	packet	NOUN
cana-3180	337	2	delivery	delivery	NOUN
cana-3180	337	3	and	and	CCONJ
cana-3180	337	4	latency	latency	NOUN
cana-3180	337	5	remain	remain	VERB
cana-3180	337	6	consistent	consistent	ADJ
cana-3180	337	7	under	under	ADP
cana-3180	337	8	varied	varied	ADJ
cana-3180	337	9	traffic	traffic	NOUN
cana-3180	337	10	loads	load	NOUN
cana-3180	337	11	,	,	PUNCT
cana-3180	337	12	while	while	SCONJ
cana-3180	337	13	the	the	DET
cana-3180	337	14	anomaly	anomaly	NOUN
cana-3180	337	15	detection	detection	NOUN
cana-3180	337	16	system	system	NOUN
cana-3180	337	17	mitigates	mitigate	VERB
cana-3180	337	18	attacks	attack	NOUN
cana-3180	337	19	promptly	promptly	ADV
cana-3180	337	20	.	.	PUNCT
cana-3180	338	1	scalability	scalability	NOUN
cana-3180	338	2	is	be	AUX
cana-3180	338	3	managed	manage	VERB
cana-3180	338	4	effectively	effectively	ADV
cana-3180	338	5	through	through	ADP
cana-3180	338	6	clustering	clustering	NOUN
cana-3180	338	7	and	and	CCONJ
cana-3180	338	8	adaptive	adaptive	ADJ
cana-3180	338	9	updates	update	NOUN
cana-3180	338	10	,	,	PUNCT
cana-3180	338	11	with	with	ADP
cana-3180	338	12	minor	minor	ADJ
cana-3180	338	13	performance	performance	NOUN
cana-3180	338	14	degradation	degradation	NOUN
cana-3180	338	15	in	in	ADP
cana-3180	338	16	larger	large	ADJ
cana-3180	338	17	networks	network	NOUN
cana-3180	338	18	.	.	PUNCT
cana-3180	339	1	recovery	recovery	NOUN
cana-3180	339	2	from	from	ADP
cana-3180	339	3	failures	failure	NOUN
cana-3180	339	4	shows	show	VERB
cana-3180	339	5	the	the	DET
cana-3180	339	6	system	system	NOUN
cana-3180	339	7	's	's	PART
cana-3180	339	8	capacity	capacity	NOUN
cana-3180	339	9	to	to	PART
cana-3180	339	10	maintain	maintain	VERB
cana-3180	339	11	operational	operational	ADJ
cana-3180	339	12	performance	performance	NOUN
cana-3180	339	13	.	.	PUNCT
cana-3180	340	1	privacy	privacy	NOUN
cana-3180	340	2	-	-	PUNCT
cana-3180	340	3	preserving	preserve	VERB
cana-3180	340	4	mechanisms	mechanism	NOUN
cana-3180	340	5	introduce	introduce	VERB
cana-3180	340	6	slight	slight	ADJ
cana-3180	340	7	computational	computational	ADJ
cana-3180	340	8	costs	cost	NOUN
cana-3180	340	9	but	but	CCONJ
cana-3180	340	10	ensure	ensure	VERB
cana-3180	340	11	secure	secure	ADJ
cana-3180	340	12	collaboration	collaboration	NOUN
cana-3180	340	13	in	in	ADP
cana-3180	340	14	federated	federated	ADJ
cana-3180	340	15	learning	learning	NOUN
cana-3180	340	16	.	.	PUNCT
cana-3180	341	1	these	these	DET
cana-3180	341	2	trade	trade	NOUN
cana-3180	341	3	-	-	PUNCT
cana-3180	341	4	offs	off	NOUN
cana-3180	341	5	between	between	ADP
cana-3180	341	6	privacy	privacy	NOUN
cana-3180	341	7	and	and	CCONJ
cana-3180	341	8	resource	resource	NOUN
cana-3180	341	9	use	use	NOUN
cana-3180	341	10	highlight	highlight	VERB
cana-3180	341	11	the	the	DET
cana-3180	341	12	balance	balance	NOUN
cana-3180	341	13	achieved	achieve	VERB
cana-3180	341	14	by	by	ADP
cana-3180	341	15	the	the	DET
cana-3180	341	16	framework	framework	NOUN
cana-3180	341	17	in	in	ADP
cana-3180	341	18	addressing	address	VERB
cana-3180	341	19	manet	manet	NOUN
cana-3180	341	20	challenges	challenge	NOUN
cana-3180	341	21	.	.	PUNCT
cana-3180	342	1	4	4	NUM
cana-3180	342	2	conclusion	conclusion	NOUN
cana-3180	342	3	the	the	DET
cana-3180	342	4	study	study	NOUN
cana-3180	342	5	developed	develop	VERB
cana-3180	342	6	a	a	DET
cana-3180	342	7	non	non	ADJ
cana-3180	342	8	-	-	ADJ
cana-3180	342	9	linear	linear	ADJ
cana-3180	342	10	reinforcement	reinforcement	NOUN
cana-3180	342	11	learning	learning	NOUN
cana-3180	342	12	-	-	PUNCT
cana-3180	342	13	based	base	VERB
cana-3180	342	14	algorithm	algorithm	NOUN
cana-3180	342	15	for	for	ADP
cana-3180	342	16	managing	manage	VERB
cana-3180	342	17	real	real	ADJ
cana-3180	342	18	-	-	PUNCT
cana-3180	342	19	time	time	NOUN
cana-3180	342	20	configurations	configuration	NOUN
cana-3180	342	21	and	and	CCONJ
cana-3180	342	22	predicting	predict	VERB
cana-3180	342	23	threats	threat	NOUN
cana-3180	342	24	in	in	ADP
cana-3180	342	25	manets	manet	NOUN
cana-3180	342	26	.	.	PUNCT
cana-3180	343	1	the	the	DET
cana-3180	343	2	algorithm	algorithm	NOUN
cana-3180	343	3	combines	combine	VERB
cana-3180	343	4	deep	deep	ADJ
cana-3180	343	5	reinforcement	reinforcement	NOUN
cana-3180	343	6	learning	learning	NOUN
cana-3180	343	7	,	,	PUNCT
cana-3180	343	8	anomaly	anomaly	NOUN
cana-3180	343	9	detection	detection	NOUN
cana-3180	343	10	using	use	VERB
cana-3180	343	11	lstm	lstm	NOUN
cana-3180	343	12	,	,	PUNCT
cana-3180	343	13	and	and	CCONJ
cana-3180	343	14	federated	federated	ADJ
cana-3180	343	15	learning	learning	NOUN
cana-3180	343	16	for	for	ADP
cana-3180	343	17	decentralized	decentralized	ADJ
cana-3180	343	18	model	model	NOUN
cana-3180	343	19	training	training	NOUN
cana-3180	343	20	.	.	PUNCT
cana-3180	344	1	the	the	DET
cana-3180	344	2	framework	framework	NOUN
cana-3180	344	3	demonstrates	demonstrate	VERB
cana-3180	344	4	adaptability	adaptability	NOUN
cana-3180	344	5	to	to	ADP
cana-3180	344	6	dynamic	dynamic	ADJ
cana-3180	344	7	network	network	NOUN
cana-3180	344	8	conditions	condition	NOUN
cana-3180	344	9	,	,	PUNCT
cana-3180	344	10	achieving	achieve	VERB
cana-3180	344	11	improved	improved	ADJ
cana-3180	344	12	metrics	metric	NOUN
cana-3180	344	13	such	such	ADJ
cana-3180	344	14	as	as	ADP
cana-3180	344	15	lower	low	ADJ
cana-3180	344	16	latency	latency	NOUN
cana-3180	344	17	,	,	PUNCT
cana-3180	344	18	reduced	reduce	VERB
cana-3180	344	19	energy	energy	NOUN
cana-3180	344	20	consumption	consumption	NOUN
cana-3180	344	21	,	,	PUNCT
cana-3180	344	22	and	and	CCONJ
cana-3180	344	23	higher	high	ADJ
cana-3180	344	24	packet	packet	NOUN
cana-3180	344	25	delivery	delivery	NOUN
cana-3180	344	26	rates	rate	NOUN
cana-3180	344	27	compared	compare	VERB
cana-3180	344	28	to	to	ADP
cana-3180	344	29	ma3dqn	ma3dqn	ADJ
cana-3180	344	30	and	and	CCONJ
cana-3180	344	31	edrl	edrl	NOUN
cana-3180	344	32	models	model	NOUN
cana-3180	344	33	.	.	PUNCT
cana-3180	345	1	it	it	PRON
cana-3180	345	2	also	also	ADV
cana-3180	345	3	detects	detect	VERB
cana-3180	345	4	and	and	CCONJ
cana-3180	345	5	mitigates	mitigate	VERB
cana-3180	345	6	threats	threat	NOUN
cana-3180	345	7	like	like	ADP
cana-3180	345	8	black	black	ADJ
cana-3180	345	9	hole	hole	NOUN
cana-3180	345	10	and	and	CCONJ
cana-3180	345	11	ddos	ddos	NOUN
cana-3180	345	12	attacks	attack	NOUN
cana-3180	345	13	more	more	ADV
cana-3180	345	14	effectively	effectively	ADV
cana-3180	345	15	,	,	PUNCT
cana-3180	345	16	maintaining	maintain	VERB
cana-3180	345	17	high	high	ADJ
cana-3180	345	18	accuracy	accuracy	NOUN
cana-3180	345	19	across	across	ADP
cana-3180	345	20	varying	vary	VERB
cana-3180	345	21	conditions	condition	NOUN
cana-3180	345	22	.	.	PUNCT
cana-3180	346	1	this	this	DET
cana-3180	346	2	research	research	NOUN
cana-3180	346	3	shows	show	VERB
cana-3180	346	4	how	how	SCONJ
cana-3180	346	5	combining	combine	VERB
cana-3180	346	6	dynamic	dynamic	ADJ
cana-3180	346	7	decision	decision	NOUN
cana-3180	346	8	-	-	PUNCT
cana-3180	346	9	making	making	NOUN
cana-3180	346	10	and	and	CCONJ
cana-3180	346	11	privacy	privacy	NOUN
cana-3180	346	12	-	-	PUNCT
cana-3180	346	13	preserving	preserve	VERB
cana-3180	346	14	learning	learning	NOUN
cana-3180	346	15	mechanisms	mechanism	NOUN
cana-3180	346	16	addresses	address	NOUN
cana-3180	346	17	challenges	challenge	NOUN
cana-3180	346	18	in	in	ADP
cana-3180	346	19	decentralized	decentralized	ADJ
cana-3180	346	20	networks	network	NOUN
cana-3180	346	21	.	.	PUNCT
cana-3180	347	1	by	by	ADP
cana-3180	347	2	maintaining	maintain	VERB
cana-3180	347	3	throughput	throughput	NOUN
cana-3180	347	4	and	and	CCONJ
cana-3180	347	5	scalability	scalability	NOUN
cana-3180	347	6	while	while	SCONJ
cana-3180	347	7	mitigating	mitigate	VERB
cana-3180	347	8	security	security	NOUN
cana-3180	347	9	risks	risk	NOUN
cana-3180	347	10	,	,	PUNCT
cana-3180	347	11	the	the	DET
cana-3180	347	12	framework	framework	NOUN
cana-3180	347	13	balances	balance	VERB
cana-3180	347	14	network	network	NOUN
cana-3180	347	15	performance	performance	NOUN
cana-3180	347	16	with	with	ADP
cana-3180	347	17	computational	computational	ADJ
cana-3180	347	18	efficiency	efficiency	NOUN
cana-3180	347	19	.	.	PUNCT
cana-3180	348	1	these	these	DET
cana-3180	348	2	findings	finding	NOUN
cana-3180	348	3	contribute	contribute	VERB
cana-3180	348	4	to	to	ADP
cana-3180	348	5	understanding	understand	VERB
cana-3180	348	6	how	how	SCONJ
cana-3180	348	7	adaptive	adaptive	ADJ
cana-3180	348	8	frameworks	framework	NOUN
cana-3180	348	9	can	can	AUX
cana-3180	348	10	improve	improve	VERB
cana-3180	348	11	the	the	DET
cana-3180	348	12	management	management	NOUN
cana-3180	348	13	and	and	CCONJ
cana-3180	348	14	security	security	NOUN
cana-3180	348	15	of	of	ADP
cana-3180	348	16	manets	manet	NOUN
cana-3180	348	17	under	under	ADP
cana-3180	348	18	fluctuating	fluctuate	VERB
cana-3180	348	19	conditions	condition	NOUN
cana-3180	348	20	.	.	PUNCT
cana-3180	349	1	some	some	DET
cana-3180	349	2	limitations	limitation	NOUN
cana-3180	349	3	include	include	VERB
cana-3180	349	4	the	the	DET
cana-3180	349	5	additional	additional	ADJ
cana-3180	349	6	computational	computational	ADJ
cana-3180	349	7	cost	cost	NOUN
cana-3180	349	8	of	of	ADP
cana-3180	349	9	privacy	privacy	NOUN
cana-3180	349	10	-	-	PUNCT
cana-3180	349	11	preserving	preserve	VERB
cana-3180	349	12	methods	method	NOUN
cana-3180	349	13	and	and	CCONJ
cana-3180	349	14	the	the	DET
cana-3180	349	15	reliance	reliance	NOUN
cana-3180	349	16	on	on	ADP
cana-3180	349	17	consistent	consistent	ADJ
cana-3180	349	18	anomaly	anomaly	NOUN
cana-3180	349	19	detection	detection	NOUN
cana-3180	349	20	accuracy	accuracy	NOUN
cana-3180	349	21	.	.	PUNCT
cana-3180	350	1	future	future	ADJ
cana-3180	350	2	studies	study	NOUN
cana-3180	350	3	can	can	AUX
cana-3180	350	4	focus	focus	VERB
cana-3180	350	5	on	on	ADP
cana-3180	350	6	optimizing	optimize	VERB
cana-3180	350	7	computational	computational	ADJ
cana-3180	350	8	overhead	overhead	NOUN
cana-3180	350	9	,	,	PUNCT
cana-3180	350	10	exploring	explore	VERB
cana-3180	350	11	predictive	predictive	ADJ
cana-3180	350	12	analytics	analytic	NOUN
cana-3180	350	13	for	for	ADP
cana-3180	350	14	proactive	proactive	ADJ
cana-3180	350	15	routing	routing	NOUN
cana-3180	350	16	,	,	PUNCT
cana-3180	350	17	and	and	CCONJ
cana-3180	350	18	integrating	integrate	VERB
cana-3180	350	19	edge	edge	NOUN
cana-3180	350	20	computing	computing	NOUN
cana-3180	350	21	for	for	ADP
cana-3180	350	22	greater	great	ADJ
cana-3180	350	23	scalability	scalability	NOUN
cana-3180	350	24	.	.	PUNCT
cana-3180	351	1	expanding	expand	VERB
cana-3180	351	2	testing	test	VERB
cana-3180	351	3	scenarios	scenario	NOUN
cana-3180	351	4	to	to	PART
cana-3180	351	5	include	include	VERB
cana-3180	351	6	large	large	ADJ
cana-3180	351	7	-	-	PUNCT
cana-3180	351	8	scale	scale	NOUN
cana-3180	351	9	networks	network	NOUN
cana-3180	351	10	and	and	CCONJ
cana-3180	351	11	diverse	diverse	ADJ
cana-3180	351	12	attack	attack	NOUN
cana-3180	351	13	patterns	pattern	NOUN
cana-3180	351	14	can	can	AUX
cana-3180	351	15	further	far	ADV
cana-3180	351	16	validate	validate	VERB
cana-3180	351	17	and	and	CCONJ
cana-3180	351	18	refine	refine	VERB
cana-3180	351	19	the	the	DET
cana-3180	351	20	framework	framework	NOUN
cana-3180	351	21	.	.	PUNCT
cana-3180	352	1	the	the	DET
cana-3180	352	2	results	result	NOUN
cana-3180	352	3	confirm	confirm	VERB
cana-3180	352	4	the	the	DET
cana-3180	352	5	feasibility	feasibility	NOUN
cana-3180	352	6	of	of	ADP
cana-3180	352	7	dynamic	dynamic	ADJ
cana-3180	352	8	,	,	PUNCT
cana-3180	352	9	secure	secure	ADJ
cana-3180	352	10	,	,	PUNCT
cana-3180	352	11	and	and	CCONJ
cana-3180	352	12	decentralized	decentralized	ADJ
cana-3180	352	13	management	management	NOUN
cana-3180	352	14	for	for	ADP
cana-3180	352	15	manets	manet	NOUN
cana-3180	352	16	.	.	PUNCT
cana-3180	353	1	by	by	ADP
cana-3180	353	2	addressing	address	VERB
cana-3180	353	3	real	real	ADJ
cana-3180	353	4	-	-	PUNCT
cana-3180	353	5	time	time	NOUN
cana-3180	353	6	configuration	configuration	NOUN
cana-3180	353	7	challenges	challenge	NOUN
cana-3180	353	8	,	,	PUNCT
cana-3180	353	9	this	this	DET
cana-3180	353	10	approach	approach	NOUN
cana-3180	353	11	offers	offer	VERB
cana-3180	353	12	practical	practical	ADJ
cana-3180	353	13	solutions	solution	NOUN
cana-3180	353	14	for	for	ADP
cana-3180	353	15	enhancing	enhance	VERB
cana-3180	353	16	network	network	NOUN
cana-3180	353	17	stability	stability	NOUN
cana-3180	353	18	and	and	CCONJ
cana-3180	353	19	security	security	NOUN
cana-3180	353	20	in	in	ADP
cana-3180	353	21	unpredictable	unpredictable	ADJ
cana-3180	353	22	environments	environment	NOUN
cana-3180	353	23	.	.	PUNCT
cana-3180	354	1	references	reference	NOUN
cana-3180	354	2	[	[	X
cana-3180	354	3	1	1	NUM
cana-3180	354	4	]	]	X
cana-3180	354	5	bai	bai	PROPN
cana-3180	354	6	,	,	PUNCT
cana-3180	354	7	jie	jie	PROPN
cana-3180	354	8	,	,	PUNCT
cana-3180	354	9	jingchuan	jingchuan	PROPN
cana-3180	354	10	sun	sun	PROPN
cana-3180	354	11	,	,	PUNCT
cana-3180	354	12	zhigang	zhigang	PROPN
cana-3180	354	13	wang	wang	PROPN
cana-3180	354	14	,	,	PUNCT
cana-3180	354	15	xunwei	xunwei	PROPN
cana-3180	354	16	zhao	zhao	PROPN
cana-3180	354	17	,	,	PUNCT
cana-3180	354	18	aijun	aijun	PROPN
cana-3180	354	19	wen	wen	PROPN
cana-3180	354	20	,	,	PUNCT
cana-3180	354	21	chunling	chunle	VERB
cana-3180	354	22	zhang	zhang	PROPN
cana-3180	354	23	,	,	PUNCT
cana-3180	354	24	and	and	CCONJ
cana-3180	354	25	jianguo	jianguo	PROPN
cana-3180	354	26	zhang	zhang	PROPN
cana-3180	354	27	.	.	PUNCT
cana-3180	355	1	"	"	PUNCT
cana-3180	355	2	an	an	DET
cana-3180	355	3	adaptive	adaptive	ADJ
cana-3180	355	4	intelligent	intelligent	ADJ
cana-3180	355	5	routing	routing	NOUN
cana-3180	355	6	algorithm	algorithm	NOUN
cana-3180	355	7	based	base	VERB
cana-3180	355	8	on	on	ADP
cana-3180	355	9	deep	deep	ADJ
cana-3180	355	10	reinforcement	reinforcement	NOUN
cana-3180	355	11	learning	learning	NOUN
cana-3180	355	12	.	.	PUNCT
cana-3180	355	13	"	"	PUNCT
cana-3180	356	1	computer	computer	NOUN
cana-3180	356	2	communications	communication	NOUN
cana-3180	356	3	216	216	NUM
cana-3180	356	4	(	(	PUNCT
cana-3180	356	5	2024	2024	NUM
cana-3180	356	6	):	):	PUNCT
cana-3180	356	7	195208	195208	NUM
cana-3180	356	8	.	.	PUNCT
cana-3180	357	1	[	[	X
cana-3180	357	2	2	2	NUM
cana-3180	357	3	]	]	SYM
cana-3180	357	4	li	li	PROPN
cana-3180	357	5	,	,	PUNCT
cana-3180	357	6	zexu	zexu	PROPN
cana-3180	357	7	,	,	PUNCT
cana-3180	357	8	yong	yong	PROPN
cana-3180	357	9	li	li	PROPN
cana-3180	357	10	,	,	PUNCT
cana-3180	357	11	and	and	CCONJ
cana-3180	357	12	wenbo	wenbo	PROPN
cana-3180	357	13	wang	wang	PROPN
cana-3180	357	14	.	.	PUNCT
cana-3180	358	1	"	"	PUNCT
cana-3180	358	2	deep	deep	ADJ
cana-3180	358	3	reinforcement	reinforcement	NOUN
cana-3180	358	4	learning	learning	NOUN
cana-3180	358	5	-	-	PUNCT
cana-3180	358	6	based	base	VERB
cana-3180	358	7	collaborative	collaborative	ADJ
cana-3180	358	8	routing	routing	NOUN
cana-3180	358	9	algorithm	algorithm	NOUN
cana-3180	358	10	for	for	ADP
cana-3180	358	11	clustered	clustered	ADJ
cana-3180	358	12	manets	manet	NOUN
cana-3180	358	13	.	.	PUNCT
cana-3180	358	14	"	"	PUNCT
cana-3180	359	1	china	china	PROPN
cana-3180	359	2	communications	communication	NOUN
cana-3180	359	3	20	20	NUM
cana-3180	359	4	,	,	PUNCT
cana-3180	359	5	no	no	INTJ
cana-3180	359	6	.	.	NOUN
cana-3180	359	7	3	3	NUM
cana-3180	359	8	(	(	PUNCT
cana-3180	359	9	2023	2023	NUM
cana-3180	359	10	):	):	PUNCT
cana-3180	359	11	185	185	NUM
cana-3180	359	12	-	-	SYM
cana-3180	359	13	200	200	NUM
cana-3180	359	14	.	.	PUNCT
cana-3180	360	1	[	[	X
cana-3180	360	2	3	3	X
cana-3180	360	3	]	]	X
cana-3180	360	4	chourasia	chourasia	PROPN
cana-3180	360	5	,	,	PUNCT
cana-3180	360	6	ankita	ankita	NOUN
cana-3180	360	7	,	,	PUNCT
cana-3180	360	8	and	and	CCONJ
cana-3180	360	9	sanjiv	sanjiv	PROPN
cana-3180	360	10	tokekar	tokekar	PROPN
cana-3180	360	11	.	.	PUNCT
cana-3180	361	1	"	"	PUNCT
cana-3180	361	2	reinforcement	reinforcement	NOUN
cana-3180	361	3	learning	learning	NOUN
cana-3180	361	4	based	base	VERB
cana-3180	361	5	security	security	NOUN
cana-3180	361	6	policy	policy	NOUN
cana-3180	361	7	to	to	PART
cana-3180	361	8	mitigate	mitigate	VERB
cana-3180	361	9	wormhole	wormhole	NOUN
cana-3180	361	10	,	,	PUNCT
cana-3180	361	11	blackhole	blackhole	NOUN
cana-3180	361	12	and	and	CCONJ
cana-3180	361	13	grayhole	grayhole	NOUN
cana-3180	361	14	attacks	attack	NOUN
cana-3180	361	15	in	in	ADP
cana-3180	361	16	manet	manet	NOUN
cana-3180	361	17	.	.	PUNCT
cana-3180	361	18	"	"	PUNCT
cana-3180	362	1	in	in	ADP
cana-3180	362	2	2024	2024	NUM
cana-3180	362	3	2nd	2nd	ADJ
cana-3180	362	4	international	international	ADJ
cana-3180	362	5	conference	conference	NOUN
cana-3180	362	6	on	on	ADP
cana-3180	362	7	computer	computer	NOUN
cana-3180	362	8	,	,	PUNCT
cana-3180	362	9	communication	communication	NOUN
cana-3180	362	10	and	and	CCONJ
cana-3180	362	11	control	control	NOUN
cana-3180	362	12	(	(	PUNCT
cana-3180	362	13	ic4	ic4	NOUN
cana-3180	362	14	)	)	PUNCT
cana-3180	362	15	,	,	PUNCT
cana-3180	362	16	pp	pp	PROPN
cana-3180	362	17	.	.	PUNCT
cana-3180	363	1	1	1	NUM
cana-3180	363	2	-	-	SYM
cana-3180	363	3	6	6	NUM
cana-3180	363	4	.	.	PUNCT
cana-3180	363	5	ieee	ieee	NOUN
cana-3180	363	6	,	,	PUNCT
cana-3180	363	7	2024	2024	NUM
cana-3180	363	8	.	.	PUNCT
cana-3180	364	1	[	[	X
cana-3180	364	2	4	4	NUM
cana-3180	364	3	]	]	X
cana-3180	364	4	al	al	PROPN
cana-3180	364	5	-	-	PUNCT
cana-3180	364	6	rubaye	rubaye	NOUN
cana-3180	364	7	,	,	PUNCT
cana-3180	364	8	rasha	rasha	PROPN
cana-3180	364	9	hameed	hameed	PROPN
cana-3180	364	10	khudhur	khudhur	PROPN
cana-3180	364	11	,	,	PUNCT
cana-3180	364	12	and	and	CCONJ
cana-3180	364	13	ayça	ayça	PROPN
cana-3180	364	14	kurnaz	kurnaz	PROPN
cana-3180	364	15	türkben	türkben	PROPN
cana-3180	364	16	.	.	PUNCT
cana-3180	365	1	"	"	PUNCT
cana-3180	365	2	using	use	VERB
cana-3180	365	3	artificial	artificial	ADJ
cana-3180	365	4	intelligence	intelligence	NOUN
cana-3180	365	5	to	to	ADP
cana-3180	365	6	evaluating	evaluate	VERB
cana-3180	365	7	detection	detection	NOUN
cana-3180	365	8	of	of	ADP
cana-3180	365	9	cybersecurity	cybersecurity	NOUN
cana-3180	365	10	threats	threat	NOUN
cana-3180	365	11	in	in	ADP
cana-3180	365	12	ad	ad	X
cana-3180	365	13	hoc	hoc	X
cana-3180	365	14	networks	network	NOUN
cana-3180	365	15	.	.	PUNCT
cana-3180	365	16	"	"	PUNCT
cana-3180	365	17	babylonian	babylonian	ADJ
cana-3180	365	18	journal	journal	NOUN
cana-3180	365	19	of	of	ADP
cana-3180	365	20	networking	network	VERB
cana-3180	365	21	2024	2024	NUM
cana-3180	365	22	(	(	PUNCT
cana-3180	365	23	2024	2024	NUM
cana-3180	365	24	):	):	PUNCT
cana-3180	365	25	45	45	NUM
cana-3180	365	26	-	-	SYM
cana-3180	365	27	56	56	NUM
cana-3180	365	28	.	.	PUNCT
cana-3180	366	1	[	[	X
cana-3180	366	2	5	5	NUM
cana-3180	366	3	]	]	X
cana-3180	366	4	lu	lu	PROPN
cana-3180	366	5	,	,	PUNCT
cana-3180	366	6	yan	yan	PROPN
cana-3180	366	7	,	,	PUNCT
cana-3180	366	8	yunxin	yunxin	PROPN
cana-3180	366	9	kuang	kuang	PROPN
cana-3180	366	10	,	,	PUNCT
cana-3180	366	11	and	and	CCONJ
cana-3180	366	12	qiufen	qiufen	PROPN
cana-3180	366	13	yang	yang	PROPN
cana-3180	366	14	.	.	PUNCT
cana-3180	367	1	"	"	PUNCT
cana-3180	367	2	intelligent	intelligent	ADJ
cana-3180	367	3	prediction	prediction	NOUN
cana-3180	367	4	of	of	ADP
cana-3180	367	5	network	network	NOUN
cana-3180	367	6	security	security	NOUN
cana-3180	367	7	situations	situation	NOUN
cana-3180	367	8	based	base	VERB
cana-3180	367	9	on	on	ADP
cana-3180	367	10	deep	deep	ADJ
cana-3180	367	11	reinforcement	reinforcement	NOUN
cana-3180	367	12	learning	learning	NOUN
cana-3180	367	13	algorithm	algorithm	NOUN
cana-3180	367	14	.	.	PUNCT
cana-3180	367	15	"	"	PUNCT
cana-3180	368	1	scalable	scalable	ADJ
cana-3180	368	2	computing	computing	NOUN
cana-3180	368	3	:	:	PUNCT
cana-3180	368	4	practice	practice	NOUN
cana-3180	368	5	and	and	CCONJ
cana-3180	368	6	experience	experience	NOUN
cana-3180	368	7	25	25	NUM
cana-3180	368	8	,	,	PUNCT
cana-3180	368	9	no	no	INTJ
cana-3180	368	10	.	.	NOUN
cana-3180	368	11	1	1	NUM
cana-3180	368	12	(	(	PUNCT
cana-3180	368	13	2024	2024	NUM
cana-3180	368	14	):	):	PUNCT
cana-3180	368	15	147	147	NUM
cana-3180	368	16	-	-	SYM
cana-3180	368	17	155	155	NUM
cana-3180	368	18	.	.	PUNCT
cana-3180	369	1	[	[	X
cana-3180	369	2	6	6	NUM
cana-3180	369	3	]	]	X
cana-3180	369	4	sah	sah	PROPN
cana-3180	369	5	,	,	PUNCT
cana-3180	369	6	raja	raja	PROPN
cana-3180	369	7	ram	ram	PROPN
cana-3180	369	8	,	,	PUNCT
cana-3180	369	9	devendra	devendra	PROPN
cana-3180	369	10	kumar	kumar	PROPN
cana-3180	369	11	sahu	sahu	PROPN
cana-3180	369	12	,	,	PUNCT
cana-3180	369	13	nanda	nanda	PROPN
cana-3180	369	14	satish	satish	PROPN
cana-3180	369	15	kulkarni	kulkarni	PROPN
cana-3180	369	16	,	,	PUNCT
cana-3180	369	17	k.	k.	PROPN
cana-3180	369	18	venkata	venkata	PROPN
cana-3180	369	19	ramana	ramana	PROPN
cana-3180	369	20	,	,	PUNCT
cana-3180	369	21	shikha	shikha	PROPN
cana-3180	369	22	maheshwari	maheshwari	PROPN
cana-3180	369	23	,	,	PUNCT
cana-3180	369	24	and	and	CCONJ
cana-3180	369	25	e.	e.	PROPN
cana-3180	369	26	nagarjuna	nagarjuna	PROPN
cana-3180	369	27	.	.	PUNCT
cana-3180	370	1	"	"	PUNCT
cana-3180	370	2	optimizing	optimize	VERB
cana-3180	370	3	manet	manet	NOUN
cana-3180	370	4	performance	performance	NOUN
cana-3180	370	5	with	with	ADP
cana-3180	370	6	improvised	improvise	VERB
cana-3180	370	7	algorithmic	algorithmic	ADJ
cana-3180	370	8	innovations	innovation	NOUN
cana-3180	370	9	for	for	ADP
cana-3180	370	10	enhanced	enhanced	ADJ
cana-3180	370	11	connectivity	connectivity	NOUN
cana-3180	370	12	and	and	CCONJ
cana-3180	370	13	security	security	NOUN
cana-3180	370	14	.	.	PUNCT
cana-3180	370	15	"	"	PUNCT
cana-3180	371	1	ictact	ictact	ADJ
cana-3180	371	2	journal	journal	NOUN
cana-3180	371	3	on	on	ADP
cana-3180	371	4	communication	communication	NOUN
cana-3180	371	5	technology	technology	NOUN
cana-3180	371	6	15	15	NUM
cana-3180	371	7	,	,	PUNCT
cana-3180	371	8	no	no	INTJ
cana-3180	371	9	.	.	NOUN
cana-3180	371	10	2	2	NUM
cana-3180	371	11	(	(	PUNCT
cana-3180	371	12	2024	2024	NUM
cana-3180	371	13	)	)	PUNCT
cana-3180	371	14	.	.	PUNCT
cana-3180	372	1	communications	communication	NOUN
cana-3180	372	2	on	on	ADP
cana-3180	372	3	applied	apply	VERB
cana-3180	372	4	nonlinear	nonlinear	ADJ
cana-3180	372	5	analysis	analysis	NOUN
cana-3180	372	6	issn	issn	NOUN
cana-3180	372	7	:	:	PUNCT
cana-3180	372	8	1074	1074	NUM
cana-3180	372	9	-	-	PUNCT
cana-3180	372	10	133x	133x	NUM
cana-3180	372	11	vol	vol	NOUN
cana-3180	372	12	32	32	NUM
cana-3180	372	13	no	no	NOUN
cana-3180	372	14	.	.	PUNCT
cana-3180	373	1	5s	5s	NUM
cana-3180	373	2	(	(	PUNCT
cana-3180	373	3	2025	2025	NUM
cana-3180	373	4	)	)	PUNCT
cana-3180	373	5	567	567	NUM
cana-3180	373	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3180	374	1	[	[	X
cana-3180	374	2	7	7	X
cana-3180	374	3	]	]	X
cana-3180	374	4	kumar	kumar	PROPN
cana-3180	374	5	,	,	PUNCT
cana-3180	374	6	k.	k.	PROPN
cana-3180	374	7	vinay	vinay	PROPN
cana-3180	374	8	,	,	PUNCT
cana-3180	374	9	s.	s.	PROPN
cana-3180	374	10	venkatramulu	venkatramulu	PROPN
cana-3180	374	11	,	,	PUNCT
cana-3180	374	12	v.	v.	PROPN
cana-3180	374	13	chandra	chandra	PROPN
cana-3180	374	14	shekar	shekar	PROPN
cana-3180	374	15	rao	rao	PROPN
cana-3180	374	16	,	,	PUNCT
cana-3180	374	17	c.	c.	PROPN
cana-3180	374	18	srinivas	srinivas	PROPN
cana-3180	374	19	,	,	PUNCT
cana-3180	374	20	sreenivas	sreenivas	PROPN
cana-3180	374	21	pratapagiri	pratapagiri	NOUN
cana-3180	374	22	,	,	PUNCT
cana-3180	374	23	and	and	CCONJ
cana-3180	374	24	b.	b.	PROPN
cana-3180	374	25	raghuram	raghuram	PROPN
cana-3180	374	26	.	.	PUNCT
cana-3180	375	1	"	"	PUNCT
cana-3180	375	2	secure	secure	VERB
cana-3180	375	3	energy	energy	NOUN
cana-3180	375	4	aware	aware	ADJ
cana-3180	375	5	optimal	optimal	ADJ
cana-3180	375	6	routing	routing	NOUN
cana-3180	375	7	using	use	VERB
cana-3180	375	8	reinforcement	reinforcement	NOUN
cana-3180	375	9	learning	learning	NOUN
cana-3180	375	10	-	-	PUNCT
cana-3180	375	11	based	base	VERB
cana-3180	375	12	decision	decision	NOUN
cana-3180	375	13	-	-	PUNCT
cana-3180	375	14	making	making	NOUN
cana-3180	375	15	with	with	ADP
cana-3180	375	16	a	a	DET
cana-3180	375	17	hybrid	hybrid	ADJ
cana-3180	375	18	optimization	optimization	NOUN
cana-3180	375	19	algorithm	algorithm	NOUN
cana-3180	375	20	in	in	ADP
cana-3180	375	21	manet	manet	NOUN
cana-3180	375	22	.	.	PUNCT
cana-3180	375	23	"	"	PUNCT
cana-3180	376	1	[	[	X
cana-3180	376	2	8	8	NUM
cana-3180	376	3	]	]	SYM
cana-3180	376	4	marinescu	marinescu	ADJ
cana-3180	376	5	,	,	PUNCT
cana-3180	376	6	andrei	andrei	PROPN
cana-3180	376	7	,	,	PUNCT
cana-3180	376	8	ivana	ivana	PROPN
cana-3180	376	9	dusparic	dusparic	PROPN
cana-3180	376	10	,	,	PUNCT
cana-3180	376	11	adam	adam	PROPN
cana-3180	376	12	taylor	taylor	PROPN
cana-3180	376	13	,	,	PUNCT
cana-3180	376	14	vinny	vinny	NOUN
cana-3180	376	15	cahill	cahill	NOUN
cana-3180	376	16	,	,	PUNCT
cana-3180	376	17	and	and	CCONJ
cana-3180	376	18	siobhán	siobhán	PROPN
cana-3180	376	19	clarke	clarke	PROPN
cana-3180	376	20	.	.	PUNCT
cana-3180	377	1	"	"	PUNCT
cana-3180	377	2	p	p	X
cana-3180	377	3	-	-	PUNCT
cana-3180	377	4	marl	marl	NOUN
cana-3180	377	5	:	:	PUNCT
cana-3180	377	6	prediction	prediction	NOUN
cana-3180	377	7	-	-	PUNCT
cana-3180	377	8	based	base	VERB
cana-3180	377	9	multi	multi	ADJ
cana-3180	377	10	-	-	ADJ
cana-3180	377	11	agent	agent	ADJ
cana-3180	377	12	reinforcement	reinforcement	NOUN
cana-3180	377	13	learning	learning	NOUN
cana-3180	377	14	for	for	ADP
cana-3180	377	15	non	non	ADJ
cana-3180	377	16	-	-	ADJ
cana-3180	377	17	stationary	stationary	ADJ
cana-3180	377	18	environments	environment	NOUN
cana-3180	377	19	.	.	PUNCT
cana-3180	377	20	"	"	PUNCT
cana-3180	378	1	in	in	ADP
cana-3180	378	2	aamas	aamas	PROPN
cana-3180	378	3	,	,	PUNCT
cana-3180	378	4	pp	pp	PROPN
cana-3180	378	5	.	.	PUNCT
cana-3180	378	6	1897	1897	NUM
cana-3180	378	7	-	-	SYM
cana-3180	378	8	1898	1898	NUM
cana-3180	378	9	.	.	PUNCT
cana-3180	378	10	2015	2015	NUM
cana-3180	378	11	.	.	PUNCT
cana-3180	379	1	[	[	X
cana-3180	379	2	9	9	NUM
cana-3180	379	3	]	]	SYM
cana-3180	379	4	birabwa	birabwa	NOUN
cana-3180	379	5	,	,	PUNCT
cana-3180	379	6	denise	denise	PROPN
cana-3180	379	7	joanitah	joanitah	PROPN
cana-3180	379	8	,	,	PUNCT
cana-3180	379	9	daniel	daniel	PROPN
cana-3180	379	10	ramotsoela	ramotsoela	PROPN
cana-3180	379	11	,	,	PUNCT
cana-3180	379	12	and	and	CCONJ
cana-3180	379	13	neco	neco	PROPN
cana-3180	379	14	ventura	ventura	PROPN
cana-3180	379	15	.	.	PUNCT
cana-3180	380	1	"	"	PUNCT
cana-3180	380	2	multi	multi	ADJ
cana-3180	380	3	-	-	ADJ
cana-3180	380	4	agent	agent	ADJ
cana-3180	380	5	deep	deep	ADJ
cana-3180	380	6	reinforcement	reinforcement	NOUN
cana-3180	380	7	learning	learning	NOUN
cana-3180	380	8	for	for	ADP
cana-3180	380	9	user	user	NOUN
cana-3180	380	10	association	association	NOUN
cana-3180	380	11	and	and	CCONJ
cana-3180	380	12	resource	resource	NOUN
cana-3180	380	13	allocation	allocation	NOUN
cana-3180	380	14	in	in	ADP
cana-3180	380	15	integrated	integrate	VERB
cana-3180	380	16	terrestrial	terrestrial	ADJ
cana-3180	380	17	and	and	CCONJ
cana-3180	380	18	non	non	ADJ
cana-3180	380	19	-	-	ADJ
cana-3180	380	20	terrestrial	terrestrial	ADJ
cana-3180	380	21	networks	network	NOUN
cana-3180	380	22	.	.	PUNCT
cana-3180	380	23	"	"	PUNCT
cana-3180	381	1	computer	computer	NOUN
cana-3180	381	2	networks	network	NOUN
cana-3180	381	3	231	231	NUM
cana-3180	381	4	(	(	PUNCT
cana-3180	381	5	2023	2023	NUM
cana-3180	381	6	):	):	PUNCT
cana-3180	381	7	109827	109827	NUM
cana-3180	381	8	.	.	PUNCT
cana-3180	382	1	[	[	X
cana-3180	382	2	10	10	NUM
cana-3180	382	3	]	]	X
cana-3180	382	4	peng	peng	PROPN
cana-3180	382	5	,	,	PUNCT
cana-3180	382	6	peixi	peixi	PROPN
cana-3180	382	7	,	,	PUNCT
cana-3180	382	8	junliang	junliang	PROPN
cana-3180	382	9	xing	xing	PROPN
cana-3180	382	10	,	,	PUNCT
cana-3180	382	11	lili	lili	PROPN
cana-3180	382	12	cao	cao	PROPN
cana-3180	382	13	,	,	PUNCT
cana-3180	382	14	lisen	lisen	PROPN
cana-3180	382	15	mu	mu	PROPN
cana-3180	382	16	,	,	PUNCT
cana-3180	382	17	chang	chang	PROPN
cana-3180	382	18	huang	huang	PROPN
cana-3180	382	19	,	,	PUNCT
cana-3180	382	20	and	and	CCONJ
cana-3180	382	21	horizon	horizon	NOUN
cana-3180	382	22	robotics	robotic	NOUN
cana-3180	382	23	.	.	PUNCT
cana-3180	383	1	"	"	PUNCT
cana-3180	383	2	learning	learn	VERB
cana-3180	383	3	deep	deep	ADJ
cana-3180	383	4	decentralized	decentralized	ADJ
cana-3180	383	5	policy	policy	NOUN
cana-3180	383	6	network	network	NOUN
cana-3180	383	7	by	by	ADP
cana-3180	383	8	collective	collective	ADJ
cana-3180	383	9	rewards	reward	NOUN
cana-3180	383	10	for	for	ADP
cana-3180	383	11	real	real	ADJ
cana-3180	383	12	-	-	PUNCT
cana-3180	383	13	time	time	NOUN
cana-3180	383	14	combat	combat	NOUN
cana-3180	383	15	game	game	NOUN
cana-3180	383	16	.	.	PUNCT
cana-3180	383	17	"	"	PUNCT
cana-3180	384	1	in	in	ADP
cana-3180	384	2	ijcai	ijcai	PROPN
cana-3180	384	3	,	,	PUNCT
cana-3180	384	4	pp	pp	ADJ
cana-3180	384	5	.	.	PUNCT
cana-3180	384	6	1305	1305	NUM
cana-3180	384	7	-	-	SYM
cana-3180	384	8	1311	1311	NUM
cana-3180	384	9	.	.	PUNCT
cana-3180	384	10	2019	2019	NUM
cana-3180	384	11	.	.	PUNCT
cana-3180	385	1	[	[	X
cana-3180	385	2	11	11	NUM
cana-3180	385	3	]	]	X
cana-3180	385	4	zhang	zhang	PROPN
cana-3180	385	5	,	,	PUNCT
cana-3180	385	6	yi	yi	PROPN
cana-3180	385	7	,	,	PUNCT
cana-3180	385	8	and	and	CCONJ
cana-3180	385	9	robert	robert	PROPN
cana-3180	385	10	w.	w.	PROPN
cana-3180	385	11	heath	heath	PROPN
cana-3180	385	12	.	.	PUNCT
cana-3180	386	1	"	"	PUNCT
cana-3180	386	2	reinforcement	reinforcement	NOUN
cana-3180	386	3	learning	learning	NOUN
cana-3180	386	4	-	-	PUNCT
cana-3180	386	5	based	base	VERB
cana-3180	386	6	joint	joint	ADJ
cana-3180	386	7	user	user	NOUN
cana-3180	386	8	scheduling	scheduling	NOUN
cana-3180	386	9	and	and	CCONJ
cana-3180	386	10	link	link	NOUN
cana-3180	386	11	configuration	configuration	NOUN
cana-3180	386	12	in	in	ADP
cana-3180	386	13	millimeter	millimeter	NOUN
cana-3180	386	14	-	-	PUNCT
cana-3180	386	15	wave	wave	NOUN
cana-3180	386	16	networks	network	NOUN
cana-3180	386	17	.	.	PUNCT
cana-3180	386	18	"	"	PUNCT
cana-3180	387	1	ieee	ieee	NOUN
cana-3180	387	2	transactions	transaction	NOUN
cana-3180	387	3	on	on	ADP
cana-3180	387	4	wireless	wireless	ADJ
cana-3180	387	5	communications	communication	NOUN
cana-3180	387	6	22	22	NUM
cana-3180	387	7	,	,	PUNCT
cana-3180	387	8	no	no	INTJ
cana-3180	387	9	.	.	NOUN
cana-3180	387	10	5	5	NUM
cana-3180	387	11	(	(	PUNCT
cana-3180	387	12	2022	2022	NUM
cana-3180	387	13	):	):	PUNCT
cana-3180	387	14	3038	3038	NUM
cana-3180	387	15	-	-	SYM
cana-3180	387	16	3054	3054	NUM
cana-3180	387	17	.	.	PUNCT
cana-3180	388	1	[	[	X
cana-3180	388	2	12	12	NUM
cana-3180	388	3	]	]	PUNCT
cana-3180	388	4	dos	do	NOUN
cana-3180	388	5	santos	santo	NOUN
cana-3180	388	6	,	,	PUNCT
cana-3180	388	7	roger	roger	PROPN
cana-3180	388	8	r.	r.	PROPN
cana-3180	388	9	,	,	PUNCT
cana-3180	388	10	eduardo	eduardo	PROPN
cana-3180	388	11	k.	k.	PROPN
cana-3180	388	12	viegas	viegas	PROPN
cana-3180	388	13	,	,	PUNCT
cana-3180	388	14	altair	altair	PROPN
cana-3180	388	15	o.	o.	PROPN
cana-3180	388	16	santin	santin	PROPN
cana-3180	388	17	,	,	PUNCT
cana-3180	388	18	and	and	CCONJ
cana-3180	388	19	vinicius	vinicius	PROPN
cana-3180	388	20	v.	v.	ADP
cana-3180	388	21	cogo	cogo	PROPN
cana-3180	388	22	.	.	PUNCT
cana-3180	389	1	"	"	PUNCT
cana-3180	389	2	reinforcement	reinforcement	NOUN
cana-3180	389	3	learning	learning	NOUN
cana-3180	389	4	for	for	ADP
cana-3180	389	5	intrusion	intrusion	NOUN
cana-3180	389	6	detection	detection	NOUN
cana-3180	389	7	:	:	PUNCT
cana-3180	389	8	more	more	ADJ
cana-3180	389	9	model	model	NOUN
cana-3180	389	10	longness	longness	NOUN
cana-3180	389	11	and	and	CCONJ
cana-3180	389	12	fewer	few	ADJ
cana-3180	389	13	updates	update	NOUN
cana-3180	389	14	.	.	PUNCT
cana-3180	389	15	"	"	PUNCT
cana-3180	389	16	ieee	ieee	NOUN
cana-3180	389	17	transactions	transaction	NOUN
cana-3180	389	18	on	on	ADP
cana-3180	389	19	network	network	NOUN
cana-3180	389	20	and	and	CCONJ
cana-3180	389	21	service	service	NOUN
cana-3180	389	22	management	management	NOUN
cana-3180	389	23	20	20	NUM
cana-3180	389	24	,	,	PUNCT
cana-3180	389	25	no	no	INTJ
cana-3180	389	26	.	.	NOUN
cana-3180	389	27	2	2	NUM
cana-3180	389	28	(	(	PUNCT
cana-3180	389	29	2022	2022	NUM
cana-3180	389	30	):	):	PUNCT
cana-3180	389	31	2040	2040	NUM
cana-3180	389	32	-	-	SYM
cana-3180	389	33	2055	2055	NUM
cana-3180	389	34	.	.	PUNCT
cana-3180	390	1	[	[	X
cana-3180	390	2	13	13	NUM
cana-3180	390	3	]	]	X
cana-3180	390	4	kim	kim	PROPN
cana-3180	390	5	,	,	PUNCT
cana-3180	390	6	sunghwan	sunghwan	PROPN
cana-3180	390	7	,	,	PUNCT
cana-3180	390	8	seunghyun	seunghyun	PROPN
cana-3180	390	9	yoon	yoon	PROPN
cana-3180	390	10	,	,	PUNCT
cana-3180	390	11	jin	jin	NOUN
cana-3180	390	12	-	-	PUNCT
cana-3180	390	13	hee	hee	PROPN
cana-3180	390	14	cho	cho	PROPN
cana-3180	390	15	,	,	PUNCT
cana-3180	390	16	dong	dong	PROPN
cana-3180	390	17	seong	seong	PROPN
cana-3180	390	18	kim	kim	PROPN
cana-3180	390	19	,	,	PUNCT
cana-3180	390	20	terrence	terrence	PROPN
cana-3180	390	21	j.	j.	PROPN
cana-3180	390	22	moore	moore	PROPN
cana-3180	390	23	,	,	PUNCT
cana-3180	390	24	frederica	frederica	PROPN
cana-3180	390	25	free	free	PROPN
cana-3180	390	26	-	-	PUNCT
cana-3180	390	27	nelson	nelson	PROPN
cana-3180	390	28	,	,	PUNCT
cana-3180	390	29	and	and	CCONJ
cana-3180	390	30	hyuk	hyuk	PROPN
cana-3180	390	31	lim	lim	PROPN
cana-3180	390	32	.	.	PUNCT
cana-3180	391	1	"	"	PUNCT
cana-3180	391	2	divergence	divergence	NOUN
cana-3180	391	3	:	:	PUNCT
cana-3180	391	4	deep	deep	ADJ
cana-3180	391	5	reinforcement	reinforcement	NOUN
cana-3180	391	6	learning	learning	NOUN
cana-3180	391	7	-	-	PUNCT
cana-3180	391	8	based	base	VERB
cana-3180	391	9	adaptive	adaptive	ADJ
cana-3180	391	10	traffic	traffic	NOUN
cana-3180	391	11	inspection	inspection	NOUN
cana-3180	391	12	and	and	CCONJ
cana-3180	391	13	moving	move	VERB
cana-3180	391	14	target	target	NOUN
cana-3180	391	15	defense	defense	NOUN
cana-3180	391	16	countermeasure	countermeasure	NOUN
cana-3180	391	17	framework	framework	NOUN
cana-3180	391	18	.	.	PUNCT
cana-3180	391	19	"	"	PUNCT
cana-3180	392	1	ieee	ieee	NOUN
cana-3180	392	2	transactions	transaction	NOUN
cana-3180	392	3	on	on	ADP
cana-3180	392	4	network	network	NOUN
cana-3180	392	5	and	and	CCONJ
cana-3180	392	6	service	service	NOUN
cana-3180	392	7	management	management	NOUN
cana-3180	392	8	19	19	NUM
cana-3180	392	9	,	,	PUNCT
cana-3180	392	10	no	no	INTJ
cana-3180	392	11	.	.	NOUN
cana-3180	392	12	4	4	NUM
cana-3180	392	13	(	(	PUNCT
cana-3180	392	14	2022	2022	NUM
cana-3180	392	15	):	):	PUNCT
cana-3180	392	16	4834	4834	NUM
cana-3180	392	17	-	-	SYM
cana-3180	392	18	4846	4846	NUM
cana-3180	392	19	.	.	PUNCT
cana-3180	393	1	[	[	X
cana-3180	393	2	14	14	NUM
cana-3180	393	3	]	]	SYM
cana-3180	393	4	simpson	simpson	PROPN
cana-3180	393	5	,	,	PUNCT
cana-3180	393	6	kyle	kyle	PROPN
cana-3180	393	7	a.	a.	PROPN
cana-3180	393	8	,	,	PUNCT
cana-3180	393	9	simon	simon	PROPN
cana-3180	393	10	rogers	rogers	PROPN
cana-3180	393	11	,	,	PUNCT
cana-3180	393	12	and	and	CCONJ
cana-3180	393	13	dimitrios	dimitrio	NOUN
cana-3180	393	14	p.	p.	NOUN
cana-3180	393	15	pezaros	pezaros	PROPN
cana-3180	393	16	.	.	PUNCT
cana-3180	394	1	"	"	PUNCT
cana-3180	394	2	per	per	ADP
cana-3180	394	3	-	-	PUNCT
cana-3180	394	4	host	host	NOUN
cana-3180	394	5	ddos	ddos	NOUN
cana-3180	394	6	mitigation	mitigation	NOUN
cana-3180	394	7	by	by	ADP
cana-3180	394	8	direct	direct	ADJ
cana-3180	394	9	-	-	PUNCT
cana-3180	394	10	control	control	NOUN
cana-3180	394	11	reinforcement	reinforcement	NOUN
cana-3180	394	12	learning	learning	NOUN
cana-3180	394	13	.	.	PUNCT
cana-3180	394	14	"	"	PUNCT
cana-3180	395	1	ieee	ieee	NOUN
cana-3180	395	2	transactions	transaction	NOUN
cana-3180	395	3	on	on	ADP
cana-3180	395	4	network	network	NOUN
cana-3180	395	5	and	and	CCONJ
cana-3180	395	6	service	service	NOUN
cana-3180	395	7	management	management	NOUN
cana-3180	395	8	17	17	NUM
cana-3180	395	9	,	,	PUNCT
cana-3180	395	10	no	no	INTJ
cana-3180	395	11	.	.	NOUN
cana-3180	395	12	1	1	NUM
cana-3180	395	13	(	(	PUNCT
cana-3180	395	14	2019	2019	NUM
cana-3180	395	15	):	):	PUNCT
cana-3180	395	16	103	103	NUM
cana-3180	395	17	-	-	SYM
cana-3180	395	18	117	117	NUM
cana-3180	395	19	.	.	PUNCT
cana-3180	396	1	[	[	X
cana-3180	396	2	15	15	NUM
cana-3180	396	3	]	]	X
cana-3180	396	4	yang	yang	PROPN
cana-3180	396	5	,	,	PUNCT
cana-3180	396	6	liqun	liqun	PROPN
cana-3180	396	7	,	,	PUNCT
cana-3180	396	8	jianqiang	jianqiang	PROPN
cana-3180	396	9	li	li	PROPN
cana-3180	396	10	,	,	PUNCT
cana-3180	396	11	liang	liang	PROPN
cana-3180	396	12	yin	yin	PROPN
cana-3180	396	13	,	,	PUNCT
cana-3180	396	14	zhonghao	zhonghao	PROPN
cana-3180	396	15	sun	sun	PROPN
cana-3180	396	16	,	,	PUNCT
cana-3180	396	17	yufei	yufei	PROPN
cana-3180	396	18	zhao	zhao	PROPN
cana-3180	396	19	,	,	PUNCT
cana-3180	396	20	and	and	CCONJ
cana-3180	396	21	zhoujun	zhoujun	PROPN
cana-3180	396	22	li	li	PROPN
cana-3180	396	23	.	.	PUNCT
cana-3180	397	1	"	"	PUNCT
cana-3180	397	2	real	real	ADJ
cana-3180	397	3	-	-	PUNCT
cana-3180	397	4	time	time	NOUN
cana-3180	397	5	intrusion	intrusion	NOUN
cana-3180	397	6	detection	detection	NOUN
cana-3180	397	7	in	in	ADP
cana-3180	397	8	wireless	wireless	ADJ
cana-3180	397	9	network	network	NOUN
cana-3180	397	10	:	:	PUNCT
cana-3180	397	11	a	a	DET
cana-3180	397	12	deep	deep	ADJ
cana-3180	397	13	learning	learning	NOUN
cana-3180	397	14	-	-	PUNCT
cana-3180	397	15	based	base	VERB
cana-3180	397	16	intelligent	intelligent	ADJ
cana-3180	397	17	mechanism	mechanism	NOUN
cana-3180	397	18	.	.	PUNCT
cana-3180	397	19	"	"	PUNCT
cana-3180	398	1	ieee	ieee	NOUN
cana-3180	398	2	access	access	NOUN
cana-3180	398	3	8	8	NUM
cana-3180	398	4	(	(	PUNCT
cana-3180	398	5	2020	2020	NUM
cana-3180	398	6	):	):	PUNCT
cana-3180	398	7	170128	170128	NUM
cana-3180	398	8	-	-	SYM
cana-3180	398	9	170139	170139	NUM
cana-3180	398	10	.	.	PUNCT
cana-3180	399	1	[	[	X
cana-3180	399	2	16	16	NUM
cana-3180	399	3	]	]	PUNCT
cana-3180	399	4	balamurugan	balamurugan	NOUN
cana-3180	399	5	,	,	PUNCT
cana-3180	399	6	nagaiah	nagaiah	PROPN
cana-3180	399	7	mohanan	mohanan	PROPN
cana-3180	399	8	,	,	PUNCT
cana-3180	399	9	malaiyalathan	malaiyalathan	ADV
cana-3180	399	10	adimoolam	adimoolam	NOUN
cana-3180	399	11	,	,	PUNCT
cana-3180	399	12	mohammed	mohammed	PROPN
cana-3180	399	13	h.	h.	PROPN
cana-3180	399	14	alsharif	alsharif	PROPN
cana-3180	399	15	,	,	PUNCT
cana-3180	399	16	and	and	CCONJ
cana-3180	399	17	peerapong	peerapong	ADJ
cana-3180	399	18	uthansakul	uthansakul	NOUN
cana-3180	399	19	.	.	PUNCT
cana-3180	400	1	"	"	PUNCT
cana-3180	400	2	a	a	DET
cana-3180	400	3	novel	novel	ADJ
cana-3180	400	4	method	method	NOUN
cana-3180	400	5	for	for	ADP
cana-3180	400	6	improved	improved	ADJ
cana-3180	400	7	network	network	NOUN
cana-3180	400	8	traffic	traffic	NOUN
cana-3180	400	9	prediction	prediction	NOUN
cana-3180	400	10	using	use	VERB
cana-3180	400	11	enhanced	enhance	VERB
cana-3180	400	12	deep	deep	ADJ
cana-3180	400	13	reinforcement	reinforcement	NOUN
cana-3180	400	14	learning	learning	NOUN
cana-3180	400	15	algorithm	algorithm	NOUN
cana-3180	400	16	.	.	PUNCT
cana-3180	400	17	"	"	PUNCT
cana-3180	401	1	sensors	sensor	NOUN
cana-3180	401	2	22	22	NUM
cana-3180	401	3	,	,	PUNCT
cana-3180	401	4	no	no	INTJ
cana-3180	401	5	.	.	NOUN
cana-3180	401	6	13	13	NUM
cana-3180	401	7	(	(	PUNCT
cana-3180	401	8	2022	2022	NUM
cana-3180	401	9	):	):	PUNCT
cana-3180	401	10	5006	5006	NUM
cana-3180	401	11	.	.	PUNCT
cana-3180	402	1	[	[	X
cana-3180	402	2	17	17	NUM
cana-3180	402	3	]	]	SYM
cana-3180	402	4	du	du	X
cana-3180	402	5	,	,	PUNCT
cana-3180	402	6	xiuli	xiuli	PROPN
cana-3180	402	7	,	,	PUNCT
cana-3180	402	8	xiaohui	xiaohui	PROPN
cana-3180	402	9	ding	ding	PROPN
cana-3180	402	10	,	,	PUNCT
cana-3180	402	11	and	and	CCONJ
cana-3180	402	12	fan	fan	PROPN
cana-3180	402	13	tao	tao	PROPN
cana-3180	402	14	.	.	PUNCT
cana-3180	403	1	"	"	PUNCT
cana-3180	403	2	network	network	NOUN
cana-3180	403	3	security	security	NOUN
cana-3180	403	4	situation	situation	NOUN
cana-3180	403	5	prediction	prediction	NOUN
cana-3180	403	6	based	base	VERB
cana-3180	403	7	on	on	ADP
cana-3180	403	8	optimized	optimize	VERB
cana-3180	403	9	clock	clock	NOUN
cana-3180	403	10	-	-	PUNCT
cana-3180	403	11	cycle	cycle	NOUN
cana-3180	403	12	recurrent	recurrent	ADJ
cana-3180	403	13	neural	neural	ADJ
cana-3180	403	14	network	network	NOUN
cana-3180	403	15	for	for	ADP
cana-3180	403	16	sensor	sensor	NOUN
cana-3180	403	17	-	-	PUNCT
cana-3180	403	18	enabled	enable	VERB
cana-3180	403	19	networks	network	NOUN
cana-3180	403	20	.	.	PUNCT
cana-3180	403	21	"	"	PUNCT
cana-3180	403	22	sensors	sensor	NOUN
cana-3180	403	23	23	23	NUM
cana-3180	403	24	,	,	PUNCT
cana-3180	403	25	no	no	INTJ
cana-3180	403	26	.	.	NOUN
cana-3180	403	27	13	13	NUM
cana-3180	403	28	(	(	PUNCT
cana-3180	403	29	2023	2023	NUM
cana-3180	403	30	):	):	PUNCT
cana-3180	403	31	6087	6087	NUM
cana-3180	403	32	.	.	PUNCT
cana-3180	404	1	[	[	X
cana-3180	404	2	18	18	NUM
cana-3180	404	3	]	]	X
cana-3180	404	4	owezarski	owezarski	ADJ
cana-3180	404	5	,	,	PUNCT
cana-3180	404	6	philippe	philippe	PROPN
cana-3180	404	7	.	.	PUNCT
cana-3180	405	1	"	"	PUNCT
cana-3180	405	2	a	a	DET
cana-3180	405	3	near	near	ADJ
cana-3180	405	4	real	real	ADJ
cana-3180	405	5	-	-	PUNCT
cana-3180	405	6	time	time	NOUN
cana-3180	405	7	algorithm	algorithm	NOUN
cana-3180	405	8	for	for	ADP
cana-3180	405	9	autonomous	autonomous	ADJ
cana-3180	405	10	identification	identification	NOUN
cana-3180	405	11	and	and	CCONJ
cana-3180	405	12	characterization	characterization	NOUN
cana-3180	405	13	of	of	ADP
cana-3180	405	14	honeypot	honeypot	NOUN
cana-3180	405	15	attacks	attack	NOUN
cana-3180	405	16	.	.	PUNCT
cana-3180	405	17	"	"	PUNCT
cana-3180	406	1	in	in	ADP
cana-3180	406	2	proceedings	proceeding	NOUN
cana-3180	406	3	of	of	ADP
cana-3180	406	4	the	the	DET
cana-3180	406	5	10th	10th	ADJ
cana-3180	406	6	acm	acm	NOUN
cana-3180	406	7	symposium	symposium	NOUN
cana-3180	406	8	on	on	ADP
cana-3180	406	9	information	information	NOUN
cana-3180	406	10	,	,	PUNCT
cana-3180	406	11	computer	computer	NOUN
cana-3180	406	12	and	and	CCONJ
cana-3180	406	13	communications	communication	NOUN
cana-3180	406	14	security	security	NOUN
cana-3180	406	15	,	,	PUNCT
cana-3180	406	16	pp	pp	ADJ
cana-3180	406	17	.	.	PUNCT
cana-3180	407	1	531	531	NUM
cana-3180	407	2	-	-	SYM
cana-3180	407	3	542	542	NUM
cana-3180	407	4	.	.	NOUN
cana-3180	407	5	2015	2015	NUM
cana-3180	407	6	.	.	PUNCT
cana-3180	408	1	[	[	X
cana-3180	408	2	19	19	NUM
cana-3180	408	3	]	]	X
cana-3180	408	4	shao	shao	PROPN
cana-3180	408	5	,	,	PUNCT
cana-3180	408	6	hao	hao	PROPN
cana-3180	408	7	,	,	PUNCT
cana-3180	408	8	lunwen	lunwen	PROPN
cana-3180	408	9	wang	wang	PROPN
cana-3180	408	10	,	,	PUNCT
cana-3180	408	11	hui	hui	PROPN
cana-3180	408	12	liu	liu	PROPN
cana-3180	408	13	,	,	PUNCT
cana-3180	408	14	and	and	CCONJ
cana-3180	408	15	rangang	rangang	PROPN
cana-3180	408	16	zhu	zhu	PROPN
cana-3180	408	17	.	.	PUNCT
cana-3180	409	1	"	"	PUNCT
cana-3180	409	2	a	a	DET
cana-3180	409	3	link	link	NOUN
cana-3180	409	4	prediction	prediction	NOUN
cana-3180	409	5	method	method	NOUN
cana-3180	409	6	for	for	ADP
cana-3180	409	7	manets	manet	NOUN
cana-3180	409	8	based	base	VERB
cana-3180	409	9	on	on	ADP
cana-3180	409	10	fast	fast	ADJ
cana-3180	409	11	spatiotemporal	spatiotemporal	ADJ
cana-3180	409	12	feature	feature	NOUN
cana-3180	409	13	extraction	extraction	NOUN
cana-3180	409	14	and	and	CCONJ
cana-3180	409	15	lsgans	lsgan	NOUN
cana-3180	409	16	.	.	PUNCT
cana-3180	409	17	"	"	PUNCT
cana-3180	410	1	scientific	scientific	ADJ
cana-3180	410	2	reports	report	NOUN
cana-3180	410	3	12	12	NUM
cana-3180	410	4	,	,	PUNCT
cana-3180	410	5	no	no	INTJ
cana-3180	410	6	.	.	NOUN
cana-3180	410	7	1	1	NUM
cana-3180	410	8	(	(	PUNCT
cana-3180	410	9	2022	2022	NUM
cana-3180	410	10	):	):	PUNCT
cana-3180	410	11	16896	16896	NUM
cana-3180	410	12	.	.	PUNCT
cana-3180	411	1	[	[	X
cana-3180	411	2	20	20	NUM
cana-3180	411	3	]	]	SYM
cana-3180	411	4	ryu	ryu	PROPN
cana-3180	411	5	,	,	PUNCT
cana-3180	411	6	joonsu	joonsu	PROPN
cana-3180	411	7	,	,	PUNCT
cana-3180	411	8	and	and	CCONJ
cana-3180	411	9	sungwook	sungwook	VERB
cana-3180	411	10	kim	kim	PROPN
cana-3180	411	11	.	.	PUNCT
cana-3180	412	1	"	"	PUNCT
cana-3180	412	2	reputation	reputation	NOUN
cana-3180	412	3	-	-	PUNCT
cana-3180	412	4	based	base	VERB
cana-3180	412	5	opportunistic	opportunistic	ADJ
cana-3180	412	6	routing	routing	NOUN
cana-3180	412	7	protocol	protocol	NOUN
cana-3180	412	8	using	use	VERB
cana-3180	412	9	q	q	NOUN
cana-3180	412	10	-	-	PUNCT
cana-3180	412	11	learning	learning	NOUN
cana-3180	412	12	for	for	ADP
cana-3180	412	13	manet	manet	NOUN
cana-3180	412	14	attacked	attack	VERB
cana-3180	412	15	by	by	ADP
cana-3180	412	16	malicious	malicious	ADJ
cana-3180	412	17	nodes	node	NOUN
cana-3180	412	18	.	.	PUNCT
cana-3180	412	19	"	"	PUNCT
cana-3180	413	1	ieee	ieee	NOUN
cana-3180	413	2	access	access	NOUN
cana-3180	413	3	11	11	NUM
cana-3180	413	4	(	(	PUNCT
cana-3180	413	5	2023	2023	NUM
cana-3180	413	6	):	):	PUNCT
cana-3180	413	7	47701	47701	NUM
cana-3180	413	8	-	-	SYM
cana-3180	413	9	47711	47711	NUM
cana-3180	413	10	.	.	PUNCT
cana-3180	414	1	[	[	X
cana-3180	414	2	21	21	NUM
cana-3180	414	3	]	]	X
cana-3180	414	4	lee	lee	PROPN
cana-3180	414	5	,	,	PUNCT
cana-3180	414	6	donghoun	donghoun	PROPN
cana-3180	414	7	,	,	PUNCT
cana-3180	414	8	sehyun	sehyun	NOUN
cana-3180	414	9	tak	tak	NOUN
cana-3180	414	10	,	,	PUNCT
cana-3180	414	11	and	and	CCONJ
cana-3180	414	12	sari	sari	ADJ
cana-3180	414	13	kim	kim	PROPN
cana-3180	414	14	.	.	PUNCT
cana-3180	415	1	"	"	PUNCT
cana-3180	415	2	development	development	NOUN
cana-3180	415	3	of	of	ADP
cana-3180	415	4	reinforcement	reinforcement	NOUN
cana-3180	415	5	learning	learning	NOUN
cana-3180	415	6	-	-	PUNCT
cana-3180	415	7	based	base	VERB
cana-3180	415	8	traffic	traffic	NOUN
cana-3180	415	9	predictive	predictive	ADJ
cana-3180	415	10	route	route	NOUN
cana-3180	415	11	guidance	guidance	NOUN
cana-3180	415	12	algorithm	algorithm	NOUN
cana-3180	415	13	under	under	ADP
cana-3180	415	14	uncertain	uncertain	ADJ
cana-3180	415	15	traffic	traffic	NOUN
cana-3180	415	16	environment	environment	NOUN
cana-3180	415	17	.	.	PUNCT
cana-3180	415	18	"	"	PUNCT
cana-3180	416	1	ieee	ieee	NOUN
cana-3180	416	2	access	access	NOUN
cana-3180	416	3	10	10	NUM
cana-3180	416	4	(	(	PUNCT
cana-3180	416	5	2022	2022	NUM
cana-3180	416	6	):	):	PUNCT
cana-3180	416	7	58623	58623	NUM
cana-3180	416	8	-	-	SYM
cana-3180	416	9	58634	58634	NUM
cana-3180	416	10	.	.	PUNCT
cana-3180	417	1	[	[	X
cana-3180	417	2	22	22	NUM
cana-3180	417	3	]	]	X
cana-3180	417	4	song	song	NOUN
cana-3180	417	5	,	,	PUNCT
cana-3180	417	6	yuda	yuda	NOUN
cana-3180	417	7	,	,	PUNCT
cana-3180	417	8	and	and	CCONJ
cana-3180	417	9	wen	wen	PROPN
cana-3180	417	10	sun	sun	PROPN
cana-3180	417	11	.	.	PUNCT
cana-3180	418	1	"	"	PUNCT
cana-3180	418	2	pc	pc	NOUN
cana-3180	418	3	-	-	PUNCT
cana-3180	418	4	mlp	mlp	NOUN
cana-3180	418	5	:	:	PUNCT
cana-3180	418	6	model	model	NOUN
cana-3180	418	7	-	-	PUNCT
cana-3180	418	8	based	base	VERB
cana-3180	418	9	reinforcement	reinforcement	NOUN
cana-3180	418	10	learning	learning	NOUN
cana-3180	418	11	with	with	ADP
cana-3180	418	12	policy	policy	NOUN
cana-3180	418	13	cover	cover	NOUN
cana-3180	418	14	guided	guide	VERB
cana-3180	418	15	exploration	exploration	NOUN
cana-3180	418	16	.	.	PUNCT
cana-3180	418	17	"	"	PUNCT
cana-3180	419	1	in	in	ADP
cana-3180	419	2	international	international	ADJ
cana-3180	419	3	conference	conference	NOUN
cana-3180	419	4	on	on	ADP
cana-3180	419	5	machine	machine	NOUN
cana-3180	419	6	learning	learning	NOUN
cana-3180	419	7	,	,	PUNCT
cana-3180	419	8	pp	pp	ADJ
cana-3180	419	9	.	.	PUNCT
cana-3180	419	10	9801	9801	NUM
cana-3180	419	11	-	-	SYM
cana-3180	419	12	9811	9811	NUM
cana-3180	419	13	.	.	PUNCT
cana-3180	419	14	pmlr	pmlr	NOUN
cana-3180	419	15	,	,	PUNCT
cana-3180	419	16	2021	2021	NUM
cana-3180	419	17	.	.	PUNCT
cana-3180	420	1	[	[	X
cana-3180	420	2	23	23	NUM
cana-3180	420	3	]	]	X
cana-3180	420	4	murti	murti	PROPN
cana-3180	420	5	,	,	PUNCT
cana-3180	420	6	fahri	fahri	NOUN
cana-3180	420	7	wisnu	wisnu	PROPN
cana-3180	420	8	,	,	PUNCT
cana-3180	420	9	samad	samad	PROPN
cana-3180	420	10	ali	ali	PROPN
cana-3180	420	11	,	,	PUNCT
cana-3180	420	12	george	george	PROPN
cana-3180	420	13	iosifidis	iosifidis	PROPN
cana-3180	420	14	,	,	PUNCT
cana-3180	420	15	and	and	CCONJ
cana-3180	420	16	matti	matti	PROPN
cana-3180	420	17	latva	latva	PROPN
cana-3180	420	18	-	-	PUNCT
cana-3180	420	19	aho	aho	NOUN
cana-3180	420	20	.	.	PUNCT
cana-3180	421	1	"	"	PUNCT
cana-3180	421	2	deep	deep	ADJ
cana-3180	421	3	reinforcement	reinforcement	NOUN
cana-3180	421	4	learning	learning	NOUN
cana-3180	421	5	for	for	ADP
cana-3180	421	6	orchestrating	orchestrate	VERB
cana-3180	421	7	cost	cost	NOUN
cana-3180	421	8	-	-	PUNCT
cana-3180	421	9	aware	aware	ADJ
cana-3180	421	10	reconfigurations	reconfiguration	NOUN
cana-3180	421	11	of	of	ADP
cana-3180	421	12	vrans	vran	NOUN
cana-3180	421	13	.	.	PUNCT
cana-3180	421	14	"	"	PUNCT
cana-3180	422	1	ieee	ieee	NOUN
cana-3180	422	2	transactions	transaction	NOUN
cana-3180	422	3	on	on	ADP
cana-3180	422	4	network	network	NOUN
cana-3180	422	5	and	and	CCONJ
cana-3180	422	6	service	service	NOUN
cana-3180	422	7	management	management	NOUN
cana-3180	422	8	(	(	PUNCT
cana-3180	422	9	2023	2023	NUM
cana-3180	422	10	)	)	PUNCT
cana-3180	422	11	.	.	PUNCT
cana-3180	423	1	[	[	X
cana-3180	423	2	24	24	NUM
cana-3180	423	3	]	]	X
cana-3180	423	4	gaon	gaon	X
cana-3180	423	5	,	,	PUNCT
cana-3180	423	6	maor	maor	NOUN
cana-3180	423	7	,	,	PUNCT
cana-3180	423	8	and	and	CCONJ
cana-3180	423	9	ronen	ronen	PROPN
cana-3180	423	10	brafman	brafman	PROPN
cana-3180	423	11	.	.	PUNCT
cana-3180	424	1	"	"	PUNCT
cana-3180	424	2	reinforcement	reinforcement	NOUN
cana-3180	424	3	learning	learning	NOUN
cana-3180	424	4	with	with	ADP
cana-3180	424	5	non	non	ADJ
cana-3180	424	6	-	-	ADJ
cana-3180	424	7	markovian	markovian	ADJ
cana-3180	424	8	rewards	reward	NOUN
cana-3180	424	9	.	.	PUNCT
cana-3180	424	10	"	"	PUNCT
cana-3180	425	1	in	in	ADP
cana-3180	425	2	proceedings	proceeding	NOUN
cana-3180	425	3	of	of	ADP
cana-3180	425	4	the	the	DET
cana-3180	425	5	aaai	aaai	PROPN
cana-3180	425	6	conference	conference	NOUN
cana-3180	425	7	on	on	ADP
cana-3180	425	8	artificial	artificial	ADJ
cana-3180	425	9	intelligence	intelligence	NOUN
cana-3180	425	10	,	,	PUNCT
cana-3180	425	11	vol	vol	NOUN
cana-3180	425	12	.	.	PROPN
cana-3180	425	13	34	34	NUM
cana-3180	425	14	,	,	PUNCT
cana-3180	425	15	no	no	INTJ
cana-3180	425	16	.	.	NOUN
cana-3180	425	17	04	04	NUM
cana-3180	425	18	,	,	PUNCT
cana-3180	425	19	pp	pp	ADJ
cana-3180	425	20	.	.	PUNCT
cana-3180	425	21	3980	3980	NUM
cana-3180	425	22	-	-	SYM
cana-3180	425	23	3987	3987	NUM
cana-3180	425	24	.	.	PUNCT
cana-3180	425	25	2020	2020	NUM
cana-3180	425	26	.	.	PUNCT
cana-3180	426	1	[	[	X
cana-3180	426	2	25	25	NUM
cana-3180	426	3	]	]	SYM
cana-3180	426	4	salh	salh	ADJ
cana-3180	426	5	,	,	PUNCT
cana-3180	426	6	adeeb	adeeb	PROPN
cana-3180	426	7	,	,	PUNCT
cana-3180	426	8	lukman	lukman	PROPN
cana-3180	426	9	audah	audah	PROPN
cana-3180	426	10	,	,	PUNCT
cana-3180	426	11	kwang	kwang	PROPN
cana-3180	426	12	soon	soon	ADV
cana-3180	426	13	kim	kim	PROPN
cana-3180	426	14	,	,	PUNCT
cana-3180	426	15	saeed	saeed	PROPN
cana-3180	426	16	hamood	hamood	PROPN
cana-3180	426	17	alsamhi	alsamhi	PROPN
cana-3180	426	18	,	,	PUNCT
cana-3180	426	19	mohammed	mohammed	PROPN
cana-3180	426	20	a.	a.	PROPN
cana-3180	426	21	alhartomi	alhartomi	PROPN
cana-3180	426	22	,	,	PUNCT
cana-3180	426	23	qazwan	qazwan	PROPN
cana-3180	426	24	abdullah	abdullah	PROPN
cana-3180	426	25	,	,	PUNCT
cana-3180	426	26	faris	faris	PROPN
cana-3180	426	27	a.	a.	PROPN
cana-3180	426	28	almalki	almalki	ADV
cana-3180	426	29	,	,	PUNCT
cana-3180	426	30	and	and	CCONJ
cana-3180	426	31	haneen	haneen	PROPN
cana-3180	426	32	algethami	algethami	NOUN
cana-3180	426	33	.	.	PUNCT
cana-3180	427	1	"	"	PUNCT
cana-3180	427	2	refiner	refiner	NOUN
cana-3180	427	3	gan	gan	NOUN
cana-3180	427	4	algorithmically	algorithmically	ADV
cana-3180	427	5	enabled	enable	VERB
cana-3180	427	6	deep	deep	ADJ
cana-3180	427	7	-	-	PUNCT
cana-3180	427	8	rl	rl	NOUN
cana-3180	427	9	for	for	ADP
cana-3180	427	10	guaranteed	guarantee	VERB
cana-3180	427	11	traffic	traffic	NOUN
cana-3180	427	12	packets	packet	NOUN
cana-3180	427	13	in	in	ADP
cana-3180	427	14	real	real	ADJ
cana-3180	427	15	-	-	PUNCT
cana-3180	427	16	time	time	NOUN
cana-3180	427	17	urllc	urllc	PROPN
cana-3180	427	18	b5	b5	PROPN
cana-3180	427	19	g	g	PROPN
cana-3180	427	20	communication	communication	NOUN
cana-3180	427	21	systems	system	NOUN
cana-3180	427	22	.	.	PUNCT
cana-3180	427	23	"	"	PUNCT
cana-3180	428	1	ieee	ieee	NOUN
cana-3180	428	2	access	access	NOUN
cana-3180	428	3	10	10	NUM
cana-3180	428	4	(	(	PUNCT
cana-3180	428	5	2022	2022	NUM
cana-3180	428	6	):	):	PUNCT
cana-3180	428	7	50662	50662	NUM
cana-3180	428	8	-	-	SYM
cana-3180	428	9	50676	50676	NUM
cana-3180	428	10	.	.	PUNCT
cana-3180	429	1	[	[	X
cana-3180	429	2	26	26	NUM
cana-3180	429	3	]	]	X
cana-3180	429	4	gallego	gallego	NOUN
cana-3180	429	5	,	,	PUNCT
cana-3180	429	6	victor	victor	NOUN
cana-3180	429	7	,	,	PUNCT
cana-3180	429	8	roi	roi	NOUN
cana-3180	429	9	naveiro	naveiro	PROPN
cana-3180	429	10	,	,	PUNCT
cana-3180	429	11	and	and	CCONJ
cana-3180	429	12	david	david	PROPN
cana-3180	429	13	rios	rios	PROPN
cana-3180	429	14	insua	insua	PROPN
cana-3180	429	15	.	.	PUNCT
cana-3180	430	1	"	"	PUNCT
cana-3180	430	2	reinforcement	reinforcement	NOUN
cana-3180	430	3	learning	learning	NOUN
cana-3180	430	4	under	under	ADP
cana-3180	430	5	threats	threat	NOUN
cana-3180	430	6	.	.	PUNCT
cana-3180	430	7	"	"	PUNCT
cana-3180	431	1	in	in	ADP
cana-3180	431	2	proceedings	proceeding	NOUN
cana-3180	431	3	of	of	ADP
cana-3180	431	4	the	the	DET
cana-3180	431	5	aaai	aaai	PROPN
cana-3180	431	6	conference	conference	NOUN
cana-3180	431	7	on	on	ADP
cana-3180	431	8	artificial	artificial	ADJ
cana-3180	431	9	intelligence	intelligence	NOUN
cana-3180	431	10	,	,	PUNCT
cana-3180	431	11	vol	vol	NOUN
cana-3180	431	12	.	.	PROPN
cana-3180	431	13	33	33	NUM
cana-3180	431	14	,	,	PUNCT
cana-3180	431	15	no	no	INTJ
cana-3180	431	16	.	.	NOUN
cana-3180	431	17	01	01	NUM
cana-3180	431	18	,	,	PUNCT
cana-3180	431	19	pp	pp	ADJ
cana-3180	431	20	.	.	PUNCT
cana-3180	431	21	9939	9939	NUM
cana-3180	431	22	-	-	SYM
cana-3180	431	23	9940	9940	NUM
cana-3180	431	24	.	.	PUNCT
cana-3180	431	25	2019	2019	NUM
cana-3180	431	26	.	.	PUNCT
cana-3180	432	1	[	[	X
cana-3180	432	2	27	27	NUM
cana-3180	432	3	]	]	SYM
cana-3180	432	4	chandak	chandak	NOUN
cana-3180	432	5	,	,	PUNCT
cana-3180	432	6	yash	yash	PROPN
cana-3180	432	7	,	,	PUNCT
cana-3180	432	8	georgios	georgios	PROPN
cana-3180	432	9	theocharous	theocharous	PROPN
cana-3180	432	10	,	,	PUNCT
cana-3180	432	11	shiv	shiv	PROPN
cana-3180	432	12	shankar	shankar	PROPN
cana-3180	432	13	,	,	PUNCT
cana-3180	432	14	martha	martha	PROPN
cana-3180	432	15	white	white	PROPN
cana-3180	432	16	,	,	PUNCT
cana-3180	432	17	sridhar	sridhar	NOUN
cana-3180	432	18	mahadevan	mahadevan	PROPN
cana-3180	432	19	,	,	PUNCT
cana-3180	432	20	and	and	CCONJ
cana-3180	432	21	philip	philip	PROPN
cana-3180	432	22	thomas	thomas	PROPN
cana-3180	432	23	.	.	PUNCT
cana-3180	433	1	"	"	PUNCT
cana-3180	433	2	optimizing	optimize	VERB
cana-3180	433	3	for	for	ADP
cana-3180	433	4	the	the	DET
cana-3180	433	5	future	future	NOUN
cana-3180	433	6	in	in	ADP
cana-3180	433	7	non	non	ADJ
cana-3180	433	8	-	-	ADJ
cana-3180	433	9	stationary	stationary	ADJ
cana-3180	433	10	mdps	mdps	NOUN
cana-3180	433	11	.	.	PUNCT
cana-3180	433	12	"	"	PUNCT
cana-3180	434	1	in	in	ADP
cana-3180	434	2	international	international	ADJ
cana-3180	434	3	conference	conference	NOUN
cana-3180	434	4	on	on	ADP
cana-3180	434	5	machine	machine	NOUN
cana-3180	434	6	learning	learning	NOUN
cana-3180	434	7	,	,	PUNCT
cana-3180	434	8	pp	pp	ADP
cana-3180	434	9	.	.	PUNCT
cana-3180	434	10	1414	1414	NUM
cana-3180	434	11	-	-	SYM
cana-3180	434	12	1425	1425	NUM
cana-3180	434	13	.	.	PUNCT
cana-3180	434	14	pmlr	pmlr	NOUN
cana-3180	434	15	,	,	PUNCT
cana-3180	434	16	2020	2020	NUM
cana-3180	434	17	.	.	PUNCT