id	sid	tid	token	lemma	pos
cana-284	1	1	communications	communication	NOUN
cana-284	1	2	on	on	ADP
cana-284	1	3	applied	apply	VERB
cana-284	1	4	nonlinear	nonlinear	ADJ
cana-284	1	5	analysis	analysis	NOUN
cana-284	1	6	issn	issn	NOUN
cana-284	1	7	:	:	PUNCT
cana-284	1	8	1074	1074	NUM
cana-284	1	9	-	-	PUNCT
cana-284	1	10	133x	133x	NUM
cana-284	1	11	vol	vol	NOUN
cana-284	1	12	31	31	NUM
cana-284	1	13	no	no	NOUN
cana-284	1	14	.	.	NOUN
cana-284	1	15	1	1	NUM
cana-284	1	16	(	(	PUNCT
cana-284	1	17	2024	2024	NUM
cana-284	1	18	)	)	PUNCT
cana-284	1	19	17	17	NUM
cana-284	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	1	21	exploring	explore	VERB
cana-284	1	22	applied	apply	VERB
cana-284	1	23	nonlinear	nonlinear	ADJ
cana-284	1	24	analysis	analysis	NOUN
cana-284	1	25	and	and	CCONJ
cana-284	1	26	machine	machine	NOUN
cana-284	1	27	learning	learning	NOUN
cana-284	1	28	in	in	ADP
cana-284	1	29	the	the	DET
cana-284	1	30	evolution	evolution	NOUN
cana-284	1	31	of	of	ADP
cana-284	1	32	communication	communication	NOUN
cana-284	1	33	technology	technology	NOUN
cana-284	1	34	1sunil	1sunil	NUM
cana-284	1	35	m	m	NOUN
cana-284	1	36	sangve	sangve	NOUN
cana-284	1	37	,	,	PUNCT
cana-284	1	38	2prashant	2prashant	NUM
cana-284	1	39	s.	s.	PROPN
cana-284	1	40	kolhe	kolhe	PROPN
cana-284	1	41	,	,	PUNCT
cana-284	1	42	3prashant	3prashant	NUM
cana-284	1	43	kumbharkar	kumbharkar	NOUN
cana-284	1	44	,	,	PUNCT
cana-284	1	45	4aryani	4aryani	NUM
cana-284	1	46	gangadhara	gangadhara	NOUN
cana-284	1	47	,	,	PUNCT
cana-284	1	48	5nihar	5nihar	PROPN
cana-284	1	49	ranjan	ranjan	NOUN
cana-284	1	50	,	,	PUNCT
cana-284	1	51	6dnyaneshwar	6dnyaneshwar	NUM
cana-284	1	52	m.	m.	NOUN
cana-284	1	53	mate	mate	NOUN
cana-284	1	54	1department	1department	NUM
cana-284	1	55	of	of	ADP
cana-284	1	56	artificial	artificial	ADJ
cana-284	1	57	intelligence	intelligence	NOUN
cana-284	1	58	and	and	CCONJ
cana-284	1	59	data	datum	NOUN
cana-284	1	60	science	science	NOUN
cana-284	1	61	,	,	PUNCT
cana-284	1	62	vishwakarma	vishwakarma	PROPN
cana-284	1	63	institute	institute	PROPN
cana-284	1	64	of	of	ADP
cana-284	1	65	technology	technology	PROPN
cana-284	1	66	,	,	PUNCT
cana-284	1	67	pune	pune	NOUN
cana-284	1	68	,	,	PUNCT
cana-284	1	69	maharashtra	maharashtra	PROPN
cana-284	1	70	,	,	PUNCT
cana-284	1	71	india	india	PROPN
cana-284	1	72	.	.	PUNCT
cana-284	2	1	sunil.sangve@vit.edu	sunil.sangve@vit.edu	PROPN
cana-284	2	2	2associate	2associate	NUM
cana-284	2	3	professor	professor	NOUN
cana-284	2	4	,	,	PUNCT
cana-284	2	5	electronic	electronic	ADJ
cana-284	2	6	and	and	CCONJ
cana-284	2	7	telecommunication	telecommunication	NOUN
cana-284	2	8	department	department	NOUN
cana-284	2	9	,	,	PUNCT
cana-284	2	10	college	college	NOUN
cana-284	2	11	of	of	ADP
cana-284	2	12	engineering	engineering	PROPN
cana-284	2	13	,	,	PUNCT
cana-284	2	14	dharashiv	dharashiv	PROPN
cana-284	2	15	,	,	PUNCT
cana-284	2	16	maharashtra	maharashtra	PROPN
cana-284	2	17	,	,	PUNCT
cana-284	2	18	india	india	PROPN
cana-284	2	19	.	.	PUNCT
cana-284	3	1	prashantsk68@gmail.com	prashantsk68@gmail.com	PROPN
cana-284	3	2	3jspms	3jspms	PROPN
cana-284	3	3	rajarshi	rajarshi	PROPN
cana-284	3	4	shahu	shahu	NOUN
cana-284	3	5	college	college	PROPN
cana-284	3	6	of	of	ADP
cana-284	3	7	engineering	engineering	PROPN
cana-284	3	8	,	,	PUNCT
cana-284	3	9	pune	pune	PROPN
cana-284	3	10	,	,	PUNCT
cana-284	3	11	maharashtra	maharashtra	PROPN
cana-284	3	12	,	,	PUNCT
cana-284	3	13	india	india	PROPN
cana-284	3	14	.	.	PUNCT
cana-284	4	1	pbk.rscoe@gmail.com	pbk.rscoe@gmail.com	PROPN
cana-284	5	1	4jspms	4jspms	NUM
cana-284	5	2	rajarshi	rajarshi	PROPN
cana-284	5	3	shahu	shahu	PROPN
cana-284	5	4	college	college	PROPN
cana-284	5	5	of	of	ADP
cana-284	5	6	engineering	engineering	PROPN
cana-284	5	7	,	,	PUNCT
cana-284	5	8	tathawade	tathawade	ADJ
cana-284	5	9	,	,	PUNCT
cana-284	5	10	pune	pune	NOUN
cana-284	5	11	,	,	PUNCT
cana-284	5	12	maharashtra	maharashtra	PROPN
cana-284	5	13	,	,	PUNCT
cana-284	5	14	india	india	PROPN
cana-284	5	15	.	.	PUNCT
cana-284	6	1	aryanimaths@gmail.com	aryanimaths@gmail.com	X
cana-284	7	1	5jspm	5jspm	NUM
cana-284	7	2	's	's	PART
cana-284	7	3	rajarshi	rajarshi	PROPN
cana-284	7	4	shahu	shahu	NOUN
cana-284	7	5	college	college	PROPN
cana-284	7	6	of	of	ADP
cana-284	7	7	engineering	engineering	PROPN
cana-284	7	8	,	,	PUNCT
cana-284	7	9	pune	pune	PROPN
cana-284	7	10	,	,	PUNCT
cana-284	7	11	maharashtra	maharashtra	PROPN
cana-284	7	12	,	,	PUNCT
cana-284	7	13	india	india	PROPN
cana-284	7	14	.	.	PUNCT
cana-284	8	1	nihar.pune@gmail.com	nihar.pune@gmail.com	X
cana-284	9	1	6jspms	6jspms	NUM
cana-284	9	2	rajarshri	rajarshri	PROPN
cana-284	9	3	shahu	shahu	NOUN
cana-284	9	4	college	college	PROPN
cana-284	9	5	of	of	ADP
cana-284	9	6	engineering	engineering	PROPN
cana-284	9	7	,	,	PUNCT
cana-284	9	8	pune	pune	PROPN
cana-284	9	9	,	,	PUNCT
cana-284	9	10	maharashtra	maharashtra	PROPN
cana-284	9	11	,	,	PUNCT
cana-284	9	12	india	india	PROPN
cana-284	9	13	.	.	PUNCT
cana-284	10	1	dmmatepatil@gmail.com	dmmatepatil@gmail.com	X
cana-284	10	2	article	article	NOUN
cana-284	10	3	history	history	NOUN
cana-284	10	4	:	:	PUNCT
cana-284	10	5	received	receive	VERB
cana-284	10	6	:	:	PUNCT
cana-284	10	7	30	30	NUM
cana-284	10	8	-	-	SYM
cana-284	10	9	08	08	NUM
cana-284	10	10	-	-	PUNCT
cana-284	10	11	2023	2023	NUM
cana-284	10	12	revised	revise	VERB
cana-284	10	13	:	:	PUNCT
cana-284	10	14	18	18	NUM
cana-284	10	15	-	-	SYM
cana-284	10	16	10	10	NUM
cana-284	10	17	-	-	PUNCT
cana-284	10	18	2023	2023	NUM
cana-284	10	19	accepted	accept	VERB
cana-284	10	20	:	:	PUNCT
cana-284	10	21	07	07	NUM
cana-284	10	22	-	-	SYM
cana-284	10	23	11	11	NUM
cana-284	10	24	-	-	PUNCT
cana-284	10	25	2023	2023	NUM
cana-284	10	26	abstract	abstract	NOUN
cana-284	10	27	:	:	PUNCT
cana-284	10	28	the	the	DET
cana-284	10	29	combination	combination	NOUN
cana-284	10	30	of	of	ADP
cana-284	10	31	machine	machine	NOUN
cana-284	10	32	learning	learning	NOUN
cana-284	10	33	and	and	CCONJ
cana-284	10	34	applied	apply	VERB
cana-284	10	35	nonlinear	nonlinear	ADJ
cana-284	10	36	analysis	analysis	NOUN
cana-284	10	37	has	have	AUX
cana-284	10	38	greatly	greatly	ADV
cana-284	10	39	aided	aid	VERB
cana-284	10	40	the	the	DET
cana-284	10	41	advancement	advancement	NOUN
cana-284	10	42	of	of	ADP
cana-284	10	43	communication	communication	NOUN
cana-284	10	44	technologies	technology	NOUN
cana-284	10	45	.	.	PUNCT
cana-284	11	1	this	this	DET
cana-284	11	2	collaboration	collaboration	NOUN
cana-284	11	3	has	have	AUX
cana-284	11	4	transformed	transform	VERB
cana-284	11	5	the	the	DET
cana-284	11	6	industry	industry	NOUN
cana-284	11	7	and	and	CCONJ
cana-284	11	8	sped	speed	VERB
cana-284	11	9	up	up	ADP
cana-284	11	10	developments	development	NOUN
cana-284	11	11	across	across	ADP
cana-284	11	12	a	a	DET
cana-284	11	13	number	number	NOUN
cana-284	11	14	of	of	ADP
cana-284	11	15	fields	field	NOUN
cana-284	11	16	.	.	PUNCT
cana-284	12	1	because	because	SCONJ
cana-284	12	2	of	of	ADP
cana-284	12	3	its	its	PRON
cana-284	12	4	emphasis	emphasis	NOUN
cana-284	12	5	on	on	ADP
cana-284	12	6	complex	complex	ADJ
cana-284	12	7	system	system	NOUN
cana-284	12	8	dynamics	dynamic	NOUN
cana-284	12	9	,	,	PUNCT
cana-284	12	10	nonlinear	nonlinear	ADJ
cana-284	12	11	analysis	analysis	NOUN
cana-284	12	12	has	have	AUX
cana-284	12	13	contributed	contribute	VERB
cana-284	12	14	to	to	ADP
cana-284	12	15	a	a	DET
cana-284	12	16	deep	deep	ADJ
cana-284	12	17	understanding	understanding	NOUN
cana-284	12	18	of	of	ADP
cana-284	12	19	complex	complex	ADJ
cana-284	12	20	communication	communication	NOUN
cana-284	12	21	behaviours	behaviour	NOUN
cana-284	12	22	,	,	PUNCT
cana-284	12	23	which	which	PRON
cana-284	12	24	has	have	AUX
cana-284	12	25	made	make	VERB
cana-284	12	26	it	it	PRON
cana-284	12	27	possible	possible	ADJ
cana-284	12	28	to	to	PART
cana-284	12	29	create	create	VERB
cana-284	12	30	systems	system	NOUN
cana-284	12	31	that	that	PRON
cana-284	12	32	are	be	AUX
cana-284	12	33	more	more	ADV
cana-284	12	34	reliable	reliable	ADJ
cana-284	12	35	and	and	CCONJ
cana-284	12	36	effective	effective	ADJ
cana-284	12	37	.	.	PUNCT
cana-284	13	1	concurrently	concurrently	ADV
cana-284	13	2	,	,	PUNCT
cana-284	13	3	machine	machine	NOUN
cana-284	13	4	learning	learning	NOUN
cana-284	13	5	methodologies	methodology	NOUN
cana-284	13	6	have	have	AUX
cana-284	13	7	enhanced	enhance	VERB
cana-284	13	8	this	this	DET
cana-284	13	9	domain	domain	NOUN
cana-284	13	10	by	by	ADP
cana-284	13	11	permitting	permit	VERB
cana-284	13	12	the	the	DET
cana-284	13	13	handling	handling	NOUN
cana-284	13	14	of	of	ADP
cana-284	13	15	extensive	extensive	ADJ
cana-284	13	16	datasets	dataset	NOUN
cana-284	13	17	and	and	CCONJ
cana-284	13	18	the	the	DET
cana-284	13	19	identification	identification	NOUN
cana-284	13	20	of	of	ADP
cana-284	13	21	complex	complex	ADJ
cana-284	13	22	patterns	pattern	NOUN
cana-284	13	23	,	,	PUNCT
cana-284	13	24	hence	hence	ADV
cana-284	13	25	optimising	optimise	VERB
cana-284	13	26	network	network	NOUN
cana-284	13	27	efficiency	efficiency	NOUN
cana-284	13	28	and	and	CCONJ
cana-284	13	29	flexibility	flexibility	NOUN
cana-284	13	30	.	.	PUNCT
cana-284	14	1	the	the	DET
cana-284	14	2	fusion	fusion	NOUN
cana-284	14	3	of	of	ADP
cana-284	14	4	these	these	DET
cana-284	14	5	fields	field	NOUN
cana-284	14	6	has	have	AUX
cana-284	14	7	produced	produce	VERB
cana-284	14	8	ground	ground	NOUN
cana-284	14	9	-	-	PUNCT
cana-284	14	10	breaking	break	VERB
cana-284	14	11	discoveries	discovery	NOUN
cana-284	14	12	.	.	PUNCT
cana-284	15	1	the	the	DET
cana-284	15	2	use	use	NOUN
cana-284	15	3	of	of	ADP
cana-284	15	4	machine	machine	NOUN
cana-284	15	5	learning	learning	NOUN
cana-284	15	6	and	and	CCONJ
cana-284	15	7	nonlinear	nonlinear	ADJ
cana-284	15	8	analysis	analysis	NOUN
cana-284	15	9	has	have	AUX
cana-284	15	10	improved	improve	VERB
cana-284	15	11	signal	signal	ADJ
cana-284	15	12	processing	processing	NOUN
cana-284	15	13	in	in	ADP
cana-284	15	14	telecommunications	telecommunication	NOUN
cana-284	15	15	and	and	CCONJ
cana-284	15	16	data	datum	NOUN
cana-284	15	17	transmission	transmission	NOUN
cana-284	15	18	,	,	PUNCT
cana-284	15	19	enabling	enable	VERB
cana-284	15	20	more	more	ADV
cana-284	15	21	dependable	dependable	ADJ
cana-284	15	22	and	and	CCONJ
cana-284	15	23	rapid	rapid	ADJ
cana-284	15	24	data	datum	NOUN
cana-284	15	25	transport	transport	NOUN
cana-284	15	26	.	.	PUNCT
cana-284	16	1	furthermore	furthermore	ADV
cana-284	16	2	,	,	PUNCT
cana-284	16	3	by	by	ADP
cana-284	16	4	enabling	enable	VERB
cana-284	16	5	the	the	DET
cana-284	16	6	development	development	NOUN
cana-284	16	7	of	of	ADP
cana-284	16	8	adaptive	adaptive	ADJ
cana-284	16	9	and	and	CCONJ
cana-284	16	10	self	self	NOUN
cana-284	16	11	-	-	PUNCT
cana-284	16	12	organizing	organize	VERB
cana-284	16	13	networks	network	NOUN
cana-284	16	14	,	,	PUNCT
cana-284	16	15	these	these	DET
cana-284	16	16	technologies	technology	NOUN
cana-284	16	17	have	have	AUX
cana-284	16	18	improved	improve	VERB
cana-284	16	19	network	network	NOUN
cana-284	16	20	coverage	coverage	NOUN
cana-284	16	21	and	and	CCONJ
cana-284	16	22	signal	signal	ADJ
cana-284	16	23	propagation	propagation	NOUN
cana-284	16	24	in	in	ADP
cana-284	16	25	wireless	wireless	ADJ
cana-284	16	26	communication	communication	NOUN
cana-284	16	27	.	.	PUNCT
cana-284	17	1	by	by	ADP
cana-284	17	2	facilitating	facilitate	VERB
cana-284	17	3	the	the	DET
cana-284	17	4	identification	identification	NOUN
cana-284	17	5	of	of	ADP
cana-284	17	6	intricate	intricate	ADJ
cana-284	17	7	patterns	pattern	NOUN
cana-284	17	8	in	in	ADP
cana-284	17	9	communication	communication	NOUN
cana-284	17	10	data	datum	NOUN
cana-284	17	11	,	,	PUNCT
cana-284	17	12	this	this	DET
cana-284	17	13	convergence	convergence	NOUN
cana-284	17	14	has	have	AUX
cana-284	17	15	also	also	ADV
cana-284	17	16	accelerated	accelerate	VERB
cana-284	17	17	improvements	improvement	NOUN
cana-284	17	18	in	in	ADP
cana-284	17	19	cybersecurity	cybersecurity	NOUN
cana-284	17	20	by	by	ADP
cana-284	17	21	strengthening	strengthen	VERB
cana-284	17	22	networks	network	NOUN
cana-284	17	23	against	against	ADP
cana-284	17	24	ever	ever	ADV
cana-284	17	25	-	-	PUNCT
cana-284	17	26	evolving	evolve	VERB
cana-284	17	27	attacks	attack	NOUN
cana-284	17	28	.	.	PUNCT
cana-284	18	1	moreover	moreover	ADV
cana-284	18	2	,	,	PUNCT
cana-284	18	3	predictive	predictive	ADJ
cana-284	18	4	modelling	modelling	NOUN
cana-284	18	5	in	in	ADP
cana-284	18	6	communication	communication	NOUN
cana-284	18	7	systems	system	NOUN
cana-284	18	8	has	have	AUX
cana-284	18	9	been	be	AUX
cana-284	18	10	improved	improve	VERB
cana-284	18	11	by	by	ADP
cana-284	18	12	the	the	DET
cana-284	18	13	use	use	NOUN
cana-284	18	14	of	of	ADP
cana-284	18	15	machine	machine	NOUN
cana-284	18	16	learning	learn	VERB
cana-284	18	17	algorithms	algorithm	NOUN
cana-284	18	18	in	in	ADP
cana-284	18	19	nonlinear	nonlinear	ADJ
cana-284	18	20	analysis	analysis	NOUN
cana-284	18	21	.	.	PUNCT
cana-284	19	1	these	these	DET
cana-284	19	2	methods	method	NOUN
cana-284	19	3	provide	provide	VERB
cana-284	19	4	insights	insight	NOUN
cana-284	19	5	into	into	ADP
cana-284	19	6	future	future	ADJ
cana-284	19	7	network	network	NOUN
cana-284	19	8	behaviour	behaviour	NOUN
cana-284	19	9	and	and	CCONJ
cana-284	19	10	support	support	VERB
cana-284	19	11	proactive	proactive	ADJ
cana-284	19	12	system	system	NOUN
cana-284	19	13	management	management	NOUN
cana-284	19	14	.	.	PUNCT
cana-284	20	1	the	the	DET
cana-284	20	2	combination	combination	NOUN
cana-284	20	3	of	of	ADP
cana-284	20	4	machine	machine	NOUN
cana-284	20	5	learning	learning	NOUN
cana-284	20	6	and	and	CCONJ
cana-284	20	7	applied	apply	VERB
cana-284	20	8	nonlinear	nonlinear	ADJ
cana-284	20	9	analysis	analysis	NOUN
cana-284	20	10	is	be	AUX
cana-284	20	11	a	a	DET
cana-284	20	12	fundamental	fundamental	ADJ
cana-284	20	13	aspect	aspect	NOUN
cana-284	20	14	of	of	ADP
cana-284	20	15	the	the	DET
cana-284	20	16	development	development	NOUN
cana-284	20	17	of	of	ADP
cana-284	20	18	communication	communication	NOUN
cana-284	20	19	technology	technology	NOUN
cana-284	20	20	.	.	PUNCT
cana-284	21	1	the	the	DET
cana-284	21	2	interaction	interaction	NOUN
cana-284	21	3	of	of	ADP
cana-284	21	4	these	these	DET
cana-284	21	5	domains	domain	NOUN
cana-284	21	6	has	have	AUX
cana-284	21	7	improved	improve	VERB
cana-284	21	8	communication	communication	NOUN
cana-284	21	9	systems	system	NOUN
cana-284	21	10	'	'	PART
cana-284	21	11	dependability	dependability	NOUN
cana-284	21	12	and	and	CCONJ
cana-284	21	13	efficiency	efficiency	NOUN
cana-284	21	14	while	while	SCONJ
cana-284	21	15	also	also	ADV
cana-284	21	16	opening	open	VERB
cana-284	21	17	doors	door	NOUN
cana-284	21	18	for	for	ADP
cana-284	21	19	creative	creative	ADJ
cana-284	21	20	thinking	thinking	NOUN
cana-284	21	21	and	and	CCONJ
cana-284	21	22	fostering	foster	VERB
cana-284	21	23	the	the	DET
cana-284	21	24	ongoing	ongoing	ADJ
cana-284	21	25	development	development	NOUN
cana-284	21	26	of	of	ADP
cana-284	21	27	this	this	DET
cana-284	21	28	vital	vital	ADJ
cana-284	21	29	area	area	NOUN
cana-284	21	30	of	of	ADP
cana-284	21	31	technology	technology	NOUN
cana-284	21	32	.	.	PUNCT
cana-284	22	1	keywords	keyword	NOUN
cana-284	22	2	:	:	PUNCT
cana-284	22	3	nonlinear	nonlinear	ADJ
cana-284	22	4	analysis	analysis	NOUN
cana-284	22	5	,	,	PUNCT
cana-284	22	6	machine	machine	NOUN
cana-284	22	7	learning	learning	NOUN
cana-284	22	8	,	,	PUNCT
cana-284	22	9	communication	communication	NOUN
cana-284	22	10	technology	technology	NOUN
cana-284	22	11	.	.	PUNCT
cana-284	23	1	i.	i.	PROPN
cana-284	23	2	introduction	introduction	NOUN
cana-284	23	3	the	the	DET
cana-284	23	4	dynamic	dynamic	ADJ
cana-284	23	5	field	field	NOUN
cana-284	23	6	of	of	ADP
cana-284	23	7	communication	communication	NOUN
cana-284	23	8	technology	technology	NOUN
cana-284	23	9	has	have	AUX
cana-284	23	10	advanced	advance	VERB
cana-284	23	11	quickly	quickly	ADV
cana-284	23	12	because	because	SCONJ
cana-284	23	13	of	of	ADP
cana-284	23	14	the	the	DET
cana-284	23	15	mutually	mutually	ADV
cana-284	23	16	beneficial	beneficial	ADJ
cana-284	23	17	link	link	NOUN
cana-284	23	18	between	between	ADP
cana-284	23	19	machine	machine	NOUN
cana-284	23	20	learning	learning	NOUN
cana-284	23	21	and	and	CCONJ
cana-284	23	22	applied	apply	VERB
cana-284	23	23	nonlinear	nonlinear	ADJ
cana-284	23	24	analysis	analysis	NOUN
cana-284	23	25	.	.	PUNCT
cana-284	24	1	this	this	DET
cana-284	24	2	union	union	NOUN
cana-284	24	3	has	have	VERB
cana-284	24	4	communications	communication	NOUN
cana-284	24	5	on	on	ADP
cana-284	24	6	applied	apply	VERB
cana-284	24	7	nonlinear	nonlinear	ADJ
cana-284	24	8	analysis	analysis	NOUN
cana-284	24	9	issn	issn	NOUN
cana-284	24	10	:	:	PUNCT
cana-284	24	11	1074	1074	NUM
cana-284	24	12	-	-	PUNCT
cana-284	24	13	133x	133x	NUM
cana-284	24	14	vol	vol	NOUN
cana-284	24	15	31	31	NUM
cana-284	24	16	no	no	NOUN
cana-284	24	17	.	.	NOUN
cana-284	24	18	1	1	NUM
cana-284	24	19	(	(	PUNCT
cana-284	24	20	2024	2024	NUM
cana-284	24	21	)	)	PUNCT
cana-284	24	22	18	18	NUM
cana-284	24	23	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-284	24	24	revolutionised	revolutionise	VERB
cana-284	24	25	the	the	DET
cana-284	24	26	fundamental	fundamental	ADJ
cana-284	24	27	workings	working	NOUN
cana-284	24	28	of	of	ADP
cana-284	24	29	communication	communication	NOUN
cana-284	24	30	networks	network	NOUN
cana-284	24	31	,	,	PUNCT
cana-284	24	32	bringing	bring	VERB
cana-284	24	33	about	about	ADP
cana-284	24	34	a	a	DET
cana-284	24	35	paradigm	paradigm	NOUN
cana-284	24	36	change	change	NOUN
cana-284	24	37	.	.	PUNCT
cana-284	25	1	the	the	DET
cana-284	25	2	communication	communication	NOUN
cana-284	25	3	technology	technology	NOUN
cana-284	25	4	landscape	landscape	NOUN
cana-284	25	5	has	have	AUX
cana-284	25	6	been	be	AUX
cana-284	25	7	permanently	permanently	ADV
cana-284	25	8	changed	change	VERB
cana-284	25	9	by	by	ADP
cana-284	25	10	the	the	DET
cana-284	25	11	combination	combination	NOUN
cana-284	25	12	of	of	ADP
cana-284	25	13	machine	machine	NOUN
cana-284	25	14	learning	learning	NOUN
cana-284	25	15	,	,	PUNCT
cana-284	25	16	which	which	PRON
cana-284	25	17	can	can	AUX
cana-284	25	18	process	process	VERB
cana-284	25	19	large	large	ADJ
cana-284	25	20	datasets	dataset	NOUN
cana-284	25	21	and	and	CCONJ
cana-284	25	22	identify	identify	VERB
cana-284	25	23	complicated	complicated	ADJ
cana-284	25	24	patterns	pattern	NOUN
cana-284	25	25	,	,	PUNCT
cana-284	25	26	and	and	CCONJ
cana-284	25	27	nonlinear	nonlinear	ADJ
cana-284	25	28	analysis	analysis	NOUN
cana-284	25	29	,	,	PUNCT
cana-284	25	30	which	which	PRON
cana-284	25	31	focuses	focus	VERB
cana-284	25	32	on	on	ADP
cana-284	25	33	the	the	DET
cana-284	25	34	complex	complex	ADJ
cana-284	25	35	dynamics	dynamic	NOUN
cana-284	25	36	of	of	ADP
cana-284	25	37	complex	complex	ADJ
cana-284	25	38	systems	system	NOUN
cana-284	25	39	.	.	PUNCT
cana-284	26	1	in	in	ADP
cana-284	26	2	its	its	PRON
cana-284	26	3	most	most	ADV
cana-284	26	4	basic	basic	ADJ
cana-284	26	5	form	form	NOUN
cana-284	26	6	,	,	PUNCT
cana-284	26	7	nonlinear	nonlinear	ADJ
cana-284	26	8	analysis	analysis	NOUN
cana-284	26	9	provides	provide	VERB
cana-284	26	10	a	a	DET
cana-284	26	11	thorough	thorough	ADJ
cana-284	26	12	foundation	foundation	NOUN
cana-284	26	13	for	for	ADP
cana-284	26	14	comprehending	comprehend	VERB
cana-284	26	15	the	the	DET
cana-284	26	16	actions	action	NOUN
cana-284	26	17	of	of	ADP
cana-284	26	18	systems	system	NOUN
cana-284	26	19	with	with	ADP
cana-284	26	20	nonlinear	nonlinear	ADJ
cana-284	26	21	dynamics	dynamic	NOUN
cana-284	26	22	[	[	X
cana-284	26	23	1	1	NUM
cana-284	26	24	]	]	PUNCT
cana-284	26	25	.	.	PUNCT
cana-284	27	1	this	this	DET
cana-284	27	2	approach	approach	NOUN
cana-284	27	3	has	have	AUX
cana-284	27	4	shown	show	VERB
cana-284	27	5	to	to	PART
cana-284	27	6	be	be	AUX
cana-284	27	7	quite	quite	ADV
cana-284	27	8	helpful	helpful	ADJ
cana-284	27	9	in	in	ADP
cana-284	27	10	understanding	understand	VERB
cana-284	27	11	the	the	DET
cana-284	27	12	intricate	intricate	ADJ
cana-284	27	13	behaviours	behaviour	NOUN
cana-284	27	14	that	that	PRON
cana-284	27	15	are	be	AUX
cana-284	27	16	common	common	ADJ
cana-284	27	17	in	in	ADP
cana-284	27	18	communication	communication	NOUN
cana-284	27	19	networks	network	NOUN
cana-284	27	20	.	.	PUNCT
cana-284	28	1	nonlinear	nonlinear	ADJ
cana-284	28	2	systems	system	NOUN
cana-284	28	3	,	,	PUNCT
cana-284	28	4	in	in	ADP
cana-284	28	5	contrast	contrast	NOUN
cana-284	28	6	to	to	ADP
cana-284	28	7	linear	linear	PROPN
cana-284	28	8	systems	system	NOUN
cana-284	28	9	,	,	PUNCT
cana-284	28	10	exhibit	exhibit	NOUN
cana-284	28	11	behaviours	behaviour	NOUN
cana-284	28	12	that	that	PRON
cana-284	28	13	are	be	AUX
cana-284	28	14	n't	not	PART
cana-284	28	15	exactly	exactly	ADV
cana-284	28	16	proportionate	proportionate	ADJ
cana-284	28	17	to	to	ADP
cana-284	28	18	their	their	PRON
cana-284	28	19	inputs	input	NOUN
cana-284	28	20	;	;	PUNCT
cana-284	28	21	these	these	DET
cana-284	28	22	behaviours	behaviour	NOUN
cana-284	28	23	frequently	frequently	ADV
cana-284	28	24	take	take	VERB
cana-284	28	25	the	the	DET
cana-284	28	26	form	form	NOUN
cana-284	28	27	of	of	ADP
cana-284	28	28	chaotic	chaotic	ADJ
cana-284	28	29	,	,	PUNCT
cana-284	28	30	erratic	erratic	ADJ
cana-284	28	31	patterns	pattern	NOUN
cana-284	28	32	.	.	PUNCT
cana-284	29	1	this	this	DET
cana-284	29	2	knowledge	knowledge	NOUN
cana-284	29	3	has	have	AUX
cana-284	29	4	been	be	AUX
cana-284	29	5	essential	essential	ADJ
cana-284	29	6	for	for	ADP
cana-284	29	7	developing	develop	VERB
cana-284	29	8	stronger	strong	ADJ
cana-284	29	9	communication	communication	NOUN
cana-284	29	10	designs	design	NOUN
cana-284	29	11	because	because	SCONJ
cana-284	29	12	it	it	PRON
cana-284	29	13	makes	make	VERB
cana-284	29	14	it	it	PRON
cana-284	29	15	possible	possible	ADJ
cana-284	29	16	to	to	PART
cana-284	29	17	identify	identify	VERB
cana-284	29	18	and	and	CCONJ
cana-284	29	19	address	address	VERB
cana-284	29	20	potential	potential	ADJ
cana-284	29	21	causes	cause	NOUN
cana-284	29	22	of	of	ADP
cana-284	29	23	signal	signal	ADJ
cana-284	29	24	loss	loss	NOUN
cana-284	29	25	or	or	CCONJ
cana-284	29	26	degradation	degradation	NOUN
cana-284	29	27	in	in	ADP
cana-284	29	28	these	these	DET
cana-284	29	29	kinds	kind	NOUN
cana-284	29	30	of	of	ADP
cana-284	29	31	systems	system	NOUN
cana-284	29	32	.	.	PUNCT
cana-284	30	1	conversely	conversely	ADV
cana-284	30	2	,	,	PUNCT
cana-284	30	3	machine	machine	NOUN
cana-284	30	4	learning	learning	NOUN
cana-284	30	5	has	have	AUX
cana-284	30	6	become	become	VERB
cana-284	30	7	a	a	DET
cana-284	30	8	potent	potent	ADJ
cana-284	30	9	instrument	instrument	NOUN
cana-284	30	10	for	for	ADP
cana-284	30	11	communication	communication	NOUN
cana-284	30	12	technology	technology	NOUN
cana-284	30	13	adaptation	adaptation	NOUN
cana-284	30	14	and	and	CCONJ
cana-284	30	15	optimisation	optimisation	NOUN
cana-284	30	16	.	.	PUNCT
cana-284	31	1	machine	machine	NOUN
cana-284	31	2	learning	learning	NOUN
cana-284	31	3	processes	process	VERB
cana-284	31	4	enormous	enormous	ADJ
cana-284	31	5	volumes	volume	NOUN
cana-284	31	6	of	of	ADP
cana-284	31	7	data	datum	NOUN
cana-284	31	8	using	use	VERB
cana-284	31	9	a	a	DET
cana-284	31	10	variety	variety	NOUN
cana-284	31	11	of	of	ADP
cana-284	31	12	models	model	NOUN
cana-284	31	13	and	and	CCONJ
cana-284	31	14	algorithms	algorithm	NOUN
cana-284	31	15	to	to	PART
cana-284	31	16	discover	discover	VERB
cana-284	31	17	patterns	pattern	NOUN
cana-284	31	18	and	and	CCONJ
cana-284	31	19	insights	insight	NOUN
cana-284	31	20	that	that	PRON
cana-284	31	21	improve	improve	VERB
cana-284	31	22	network	network	NOUN
cana-284	31	23	performance	performance	NOUN
cana-284	31	24	and	and	CCONJ
cana-284	31	25	flexibility	flexibility	NOUN
cana-284	31	26	[	[	X
cana-284	31	27	2	2	NUM
cana-284	31	28	]	]	PUNCT
cana-284	31	29	.	.	PUNCT
cana-284	32	1	better	well	ADJ
cana-284	32	2	resource	resource	NOUN
cana-284	32	3	allocation	allocation	NOUN
cana-284	32	4	,	,	PUNCT
cana-284	32	5	network	network	NOUN
cana-284	32	6	management	management	NOUN
cana-284	32	7	,	,	PUNCT
cana-284	32	8	and	and	CCONJ
cana-284	32	9	cybersecurity	cybersecurity	NOUN
cana-284	32	10	measures	measure	NOUN
cana-284	32	11	have	have	AUX
cana-284	32	12	been	be	AUX
cana-284	32	13	made	make	VERB
cana-284	32	14	possible	possible	ADJ
cana-284	32	15	by	by	ADP
cana-284	32	16	its	its	PRON
cana-284	32	17	capacity	capacity	NOUN
cana-284	32	18	to	to	PART
cana-284	32	19	predict	predict	VERB
cana-284	32	20	behaviours	behaviour	NOUN
cana-284	32	21	,	,	PUNCT
cana-284	32	22	classify	classify	VERB
cana-284	32	23	data	datum	NOUN
cana-284	32	24	,	,	PUNCT
cana-284	32	25	and	and	CCONJ
cana-284	32	26	optimise	optimise	NOUN
cana-284	32	27	processes	process	NOUN
cana-284	32	28	all	all	PRON
cana-284	32	29	of	of	ADP
cana-284	32	30	which	which	PRON
cana-284	32	31	have	have	AUX
cana-284	32	32	been	be	AUX
cana-284	32	33	crucial	crucial	ADJ
cana-284	32	34	to	to	ADP
cana-284	32	35	communication	communication	NOUN
cana-284	32	36	technology	technology	NOUN
cana-284	32	37	.	.	PUNCT
cana-284	33	1	the	the	DET
cana-284	33	2	combination	combination	NOUN
cana-284	33	3	of	of	ADP
cana-284	33	4	these	these	DET
cana-284	33	5	fields	field	NOUN
cana-284	33	6	has	have	AUX
cana-284	33	7	sparked	spark	VERB
cana-284	33	8	amazing	amazing	ADJ
cana-284	33	9	advancements	advancement	NOUN
cana-284	33	10	in	in	ADP
cana-284	33	11	a	a	DET
cana-284	33	12	number	number	NOUN
cana-284	33	13	of	of	ADP
cana-284	33	14	communication	communication	NOUN
cana-284	33	15	-	-	PUNCT
cana-284	33	16	related	relate	VERB
cana-284	33	17	fields	field	NOUN
cana-284	33	18	.	.	PUNCT
cana-284	34	1	for	for	ADP
cana-284	34	2	example	example	NOUN
cana-284	34	3	,	,	PUNCT
cana-284	34	4	the	the	DET
cana-284	34	5	combination	combination	NOUN
cana-284	34	6	of	of	ADP
cana-284	34	7	machine	machine	NOUN
cana-284	34	8	learning	learn	VERB
cana-284	34	9	with	with	ADP
cana-284	34	10	nonlinear	nonlinear	ADJ
cana-284	34	11	analysis	analysis	NOUN
cana-284	34	12	in	in	ADP
cana-284	34	13	telecommunications	telecommunication	NOUN
cana-284	34	14	has	have	AUX
cana-284	34	15	revolutionised	revolutionise	VERB
cana-284	34	16	signal	signal	NOUN
cana-284	34	17	processing	processing	NOUN
cana-284	34	18	and	and	CCONJ
cana-284	34	19	made	make	VERB
cana-284	34	20	data	datum	NOUN
cana-284	34	21	transfer	transfer	VERB
cana-284	34	22	more	more	ADJ
cana-284	34	23	errorand	errorand	NOUN
cana-284	34	24	latency	latency	NOUN
cana-284	34	25	-	-	PUNCT
cana-284	34	26	free	free	ADJ
cana-284	34	27	.	.	PUNCT
cana-284	35	1	improved	improve	VERB
cana-284	35	2	signal	signal	NOUN
cana-284	35	3	propagation	propagation	NOUN
cana-284	35	4	and	and	CCONJ
cana-284	35	5	network	network	NOUN
cana-284	35	6	coverage	coverage	NOUN
cana-284	35	7	have	have	AUX
cana-284	35	8	been	be	AUX
cana-284	35	9	made	make	VERB
cana-284	35	10	possible	possible	ADJ
cana-284	35	11	by	by	ADP
cana-284	35	12	this	this	DET
cana-284	35	13	fusion	fusion	NOUN
cana-284	35	14	,	,	PUNCT
cana-284	35	15	which	which	PRON
cana-284	35	16	has	have	AUX
cana-284	35	17	also	also	ADV
cana-284	35	18	been	be	AUX
cana-284	35	19	crucial	crucial	ADJ
cana-284	35	20	in	in	ADP
cana-284	35	21	the	the	DET
cana-284	35	22	development	development	NOUN
cana-284	35	23	of	of	ADP
cana-284	35	24	adaptive	adaptive	ADJ
cana-284	35	25	and	and	CCONJ
cana-284	35	26	selforganizing	selforganize	VERB
cana-284	35	27	networks	network	NOUN
cana-284	35	28	,	,	PUNCT
cana-284	35	29	particularly	particularly	ADV
cana-284	35	30	in	in	ADP
cana-284	35	31	wireless	wireless	ADJ
cana-284	35	32	communication	communication	NOUN
cana-284	35	33	.	.	PUNCT
cana-284	36	1	the	the	DET
cana-284	36	2	effect	effect	NOUN
cana-284	36	3	goes	go	VERB
cana-284	36	4	beyond	beyond	ADP
cana-284	36	5	the	the	DET
cana-284	36	6	actual	actual	ADJ
cana-284	36	7	communication	communication	NOUN
cana-284	36	8	infrastructure	infrastructure	NOUN
cana-284	36	9	.	.	PUNCT
cana-284	37	1	in	in	ADP
cana-284	37	2	the	the	DET
cana-284	37	3	field	field	NOUN
cana-284	37	4	[	[	X
cana-284	37	5	3	3	X
cana-284	37	6	]	]	PUNCT
cana-284	37	7	of	of	ADP
cana-284	37	8	cybersecurity	cybersecurity	NOUN
cana-284	37	9	,	,	PUNCT
cana-284	37	10	the	the	DET
cana-284	37	11	use	use	NOUN
cana-284	37	12	of	of	ADP
cana-284	37	13	machine	machine	NOUN
cana-284	37	14	learning	learning	NOUN
cana-284	37	15	in	in	ADP
cana-284	37	16	conjunction	conjunction	NOUN
cana-284	37	17	with	with	ADP
cana-284	37	18	nonlinear	nonlinear	ADJ
cana-284	37	19	analysis	analysis	NOUN
cana-284	37	20	has	have	AUX
cana-284	37	21	made	make	VERB
cana-284	37	22	it	it	PRON
cana-284	37	23	possible	possible	ADJ
cana-284	37	24	to	to	PART
cana-284	37	25	identify	identify	VERB
cana-284	37	26	intricate	intricate	ADJ
cana-284	37	27	communication	communication	NOUN
cana-284	37	28	patterns	pattern	NOUN
cana-284	37	29	,	,	PUNCT
cana-284	37	30	greatly	greatly	ADV
cana-284	37	31	strengthening	strengthen	VERB
cana-284	37	32	networks	network	NOUN
cana-284	37	33	'	'	PART
cana-284	37	34	defences	defence	NOUN
cana-284	37	35	against	against	ADP
cana-284	37	36	constantly	constantly	ADV
cana-284	37	37	changing	change	VERB
cana-284	37	38	threats	threat	NOUN
cana-284	37	39	and	and	CCONJ
cana-284	37	40	intrusions	intrusion	NOUN
cana-284	37	41	.	.	PUNCT
cana-284	38	1	furthermore	furthermore	ADV
cana-284	38	2	,	,	PUNCT
cana-284	38	3	communication	communication	NOUN
cana-284	38	4	systems	system	NOUN
cana-284	38	5	can	can	AUX
cana-284	38	6	now	now	ADV
cana-284	38	7	forecast	forecast	VERB
cana-284	38	8	future	future	ADJ
cana-284	38	9	behaviours	behaviour	NOUN
cana-284	38	10	thanks	thank	NOUN
cana-284	38	11	to	to	ADP
cana-284	38	12	predictive	predictive	ADJ
cana-284	38	13	modelling	modelling	NOUN
cana-284	38	14	powered	power	VERB
cana-284	38	15	by	by	ADP
cana-284	38	16	machine	machine	NOUN
cana-284	38	17	learning	learning	NOUN
cana-284	38	18	algorithms	algorithm	NOUN
cana-284	38	19	,	,	PUNCT
cana-284	38	20	which	which	PRON
cana-284	38	21	helps	help	VERB
cana-284	38	22	with	with	ADP
cana-284	38	23	proactive	proactive	ADJ
cana-284	38	24	network	network	NOUN
cana-284	38	25	management	management	NOUN
cana-284	38	26	and	and	CCONJ
cana-284	38	27	proactive	proactive	ADJ
cana-284	38	28	mitigation	mitigation	NOUN
cana-284	38	29	of	of	ADP
cana-284	38	30	possible	possible	ADJ
cana-284	38	31	problems	problem	NOUN
cana-284	38	32	.	.	PUNCT
cana-284	39	1	the	the	DET
cana-284	39	2	human	human	ADJ
cana-284	39	3	experience	experience	NOUN
cana-284	39	4	has	have	AUX
cana-284	39	5	played	play	VERB
cana-284	39	6	a	a	DET
cana-284	39	7	significant	significant	ADJ
cana-284	39	8	role	role	NOUN
cana-284	39	9	in	in	ADP
cana-284	39	10	the	the	DET
cana-284	39	11	development	development	NOUN
cana-284	39	12	of	of	ADP
cana-284	39	13	communication	communication	NOUN
cana-284	39	14	technology	technology	NOUN
cana-284	39	15	,	,	PUNCT
cana-284	39	16	in	in	ADP
cana-284	39	17	addition	addition	NOUN
cana-284	39	18	to	to	ADP
cana-284	39	19	the	the	DET
cana-284	39	20	instruments	instrument	NOUN
cana-284	39	21	and	and	CCONJ
cana-284	39	22	infrastructure	infrastructure	NOUN
cana-284	39	23	.	.	PUNCT
cana-284	40	1	the	the	DET
cana-284	40	2	combination	combination	NOUN
cana-284	40	3	of	of	ADP
cana-284	40	4	machine	machine	NOUN
cana-284	40	5	learning	learning	NOUN
cana-284	40	6	and	and	CCONJ
cana-284	40	7	nonlinear	nonlinear	ADJ
cana-284	40	8	analysis	analysis	NOUN
cana-284	40	9	has	have	AUX
cana-284	40	10	improved	improve	VERB
cana-284	40	11	communication	communication	NOUN
cana-284	40	12	systems	system	NOUN
cana-284	40	13	'	'	PART
cana-284	40	14	dependability	dependability	NOUN
cana-284	40	15	and	and	CCONJ
cana-284	40	16	efficiency	efficiency	NOUN
cana-284	40	17	while	while	SCONJ
cana-284	40	18	also	also	ADV
cana-284	40	19	completely	completely	ADV
cana-284	40	20	changing	change	VERB
cana-284	40	21	user	user	NOUN
cana-284	40	22	interfaces	interface	NOUN
cana-284	40	23	.	.	PUNCT
cana-284	41	1	the	the	DET
cana-284	41	2	[	[	X
cana-284	41	3	4	4	NUM
cana-284	41	4	]	]	ADJ
cana-284	41	5	combination	combination	NOUN
cana-284	41	6	of	of	ADP
cana-284	41	7	these	these	DET
cana-284	41	8	fields	field	NOUN
cana-284	41	9	has	have	AUX
cana-284	41	10	allowed	allow	VERB
cana-284	41	11	for	for	ADP
cana-284	41	12	the	the	DET
cana-284	41	13	customised	customised	ADJ
cana-284	41	14	nature	nature	NOUN
cana-284	41	15	of	of	ADP
cana-284	41	16	communication	communication	NOUN
cana-284	41	17	services	service	NOUN
cana-284	41	18	,	,	PUNCT
cana-284	41	19	including	include	VERB
cana-284	41	20	content	content	NOUN
cana-284	41	21	distribution	distribution	NOUN
cana-284	41	22	and	and	CCONJ
cana-284	41	23	targeted	target	VERB
cana-284	41	24	advertising	advertising	NOUN
cana-284	41	25	.	.	PUNCT
cana-284	42	1	while	while	SCONJ
cana-284	42	2	nonlinear	nonlinear	ADJ
cana-284	42	3	analysis	analysis	NOUN
cana-284	42	4	helps	help	VERB
cana-284	42	5	to	to	PART
cana-284	42	6	forecast	forecast	VERB
cana-284	42	7	network	network	NOUN
cana-284	42	8	behaviours	behaviour	NOUN
cana-284	42	9	,	,	PUNCT
cana-284	42	10	machine	machine	NOUN
cana-284	42	11	learning	learn	VERB
cana-284	42	12	algorithms	algorithm	NOUN
cana-284	42	13	analyse	analyse	PROPN
cana-284	42	14	user	user	NOUN
cana-284	42	15	preferences	preference	NOUN
cana-284	42	16	and	and	CCONJ
cana-284	42	17	behaviours	behaviour	NOUN
cana-284	42	18	.	.	PUNCT
cana-284	43	1	this	this	PRON
cana-284	43	2	allows	allow	VERB
cana-284	43	3	services	service	NOUN
cana-284	43	4	to	to	PART
cana-284	43	5	be	be	AUX
cana-284	43	6	customised	customise	VERB
cana-284	43	7	to	to	PART
cana-284	43	8	match	match	VERB
cana-284	43	9	the	the	DET
cana-284	43	10	demands	demand	NOUN
cana-284	43	11	of	of	ADP
cana-284	43	12	individual	individual	ADJ
cana-284	43	13	users	user	NOUN
cana-284	43	14	.	.	PUNCT
cana-284	44	1	still	still	ADV
cana-284	44	2	,	,	PUNCT
cana-284	44	3	there	there	PRON
cana-284	44	4	are	be	VERB
cana-284	44	5	issues	issue	NOUN
cana-284	44	6	with	with	ADP
cana-284	44	7	this	this	DET
cana-284	44	8	convergence	convergence	NOUN
cana-284	44	9	.	.	PUNCT
cana-284	45	1	the	the	DET
cana-284	45	2	optimisation	optimisation	NOUN
cana-284	45	3	of	of	ADP
cana-284	45	4	these	these	DET
cana-284	45	5	complex	complex	ADJ
cana-284	45	6	systems	system	NOUN
cana-284	45	7	is	be	AUX
cana-284	45	8	one	one	NUM
cana-284	45	9	of	of	ADP
cana-284	45	10	these	these	DET
cana-284	45	11	challenges	challenge	NOUN
cana-284	45	12	.	.	PUNCT
cana-284	46	1	it	it	PRON
cana-284	46	2	takes	take	VERB
cana-284	46	3	constant	constant	ADJ
cana-284	46	4	improvement	improvement	NOUN
cana-284	46	5	to	to	PART
cana-284	46	6	balance	balance	VERB
cana-284	46	7	communication	communication	NOUN
cana-284	46	8	technology	technology	NOUN
cana-284	46	9	'	'	PART
cana-284	46	10	demands	demand	NOUN
cana-284	46	11	for	for	ADP
cana-284	46	12	precision	precision	NOUN
cana-284	46	13	,	,	PUNCT
cana-284	46	14	speed	speed	NOUN
cana-284	46	15	,	,	PUNCT
cana-284	46	16	and	and	CCONJ
cana-284	46	17	adaptability	adaptability	NOUN
cana-284	46	18	.	.	PUNCT
cana-284	47	1	furthermore	furthermore	ADV
cana-284	47	2	,	,	PUNCT
cana-284	47	3	cautious	cautious	ADJ
cana-284	47	4	navigation	navigation	NOUN
cana-284	47	5	is	be	AUX
cana-284	47	6	required	require	VERB
cana-284	47	7	due	due	ADP
cana-284	47	8	to	to	ADP
cana-284	47	9	the	the	DET
cana-284	47	10	ethical	ethical	ADJ
cana-284	47	11	implications	implication	NOUN
cana-284	47	12	of	of	ADP
cana-284	47	13	using	use	VERB
cana-284	47	14	these	these	DET
cana-284	47	15	technologies	technology	NOUN
cana-284	47	16	,	,	PUNCT
cana-284	47	17	especially	especially	ADV
cana-284	47	18	with	with	ADP
cana-284	47	19	regard	regard	NOUN
cana-284	47	20	to	to	ADP
cana-284	47	21	user	user	NOUN
cana-284	47	22	privacy	privacy	NOUN
cana-284	47	23	and	and	CCONJ
cana-284	47	24	data	datum	NOUN
cana-284	47	25	security	security	NOUN
cana-284	47	26	.	.	PUNCT
cana-284	48	1	the	the	DET
cana-284	48	2	amalgamation	amalgamation	NOUN
cana-284	48	3	of	of	ADP
cana-284	48	4	machine	machine	NOUN
cana-284	48	5	learning	learn	VERB
cana-284	48	6	with	with	ADP
cana-284	48	7	applied	apply	VERB
cana-284	48	8	nonlinear	nonlinear	ADJ
cana-284	48	9	analysis	analysis	NOUN
cana-284	48	10	signifies	signify	VERB
cana-284	48	11	a	a	DET
cana-284	48	12	significant	significant	ADJ
cana-284	48	13	advancement	advancement	NOUN
cana-284	48	14	in	in	ADP
cana-284	48	15	the	the	DET
cana-284	48	16	development	development	NOUN
cana-284	48	17	of	of	ADP
cana-284	48	18	communication	communication	NOUN
cana-284	48	19	technology	technology	NOUN
cana-284	48	20	.	.	PUNCT
cana-284	49	1	this	this	DET
cana-284	49	2	combination	combination	NOUN
cana-284	49	3	continuously	continuously	ADV
cana-284	49	4	spurs	spur	VERB
cana-284	49	5	innovation	innovation	NOUN
cana-284	49	6	while	while	SCONJ
cana-284	49	7	also	also	ADV
cana-284	49	8	improving	improve	VERB
cana-284	49	9	the	the	DET
cana-284	49	10	effectiveness	effectiveness	NOUN
cana-284	49	11	and	and	CCONJ
cana-284	49	12	dependability	dependability	NOUN
cana-284	49	13	of	of	ADP
cana-284	49	14	communication	communication	NOUN
cana-284	49	15	communications	communication	NOUN
cana-284	49	16	on	on	ADP
cana-284	49	17	applied	apply	VERB
cana-284	49	18	nonlinear	nonlinear	ADJ
cana-284	49	19	analysis	analysis	NOUN
cana-284	49	20	issn	issn	NOUN
cana-284	49	21	:	:	PUNCT
cana-284	49	22	1074	1074	NUM
cana-284	49	23	-	-	PUNCT
cana-284	49	24	133x	133x	NUM
cana-284	49	25	vol	vol	NOUN
cana-284	49	26	31	31	NUM
cana-284	49	27	no	no	NOUN
cana-284	49	28	.	.	NOUN
cana-284	49	29	1	1	NUM
cana-284	49	30	(	(	PUNCT
cana-284	49	31	2024	2024	NUM
cana-284	49	32	)	)	PUNCT
cana-284	49	33	19	19	NUM
cana-284	49	34	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-284	49	35	networks	network	NOUN
cana-284	49	36	.	.	PUNCT
cana-284	50	1	it	it	PRON
cana-284	50	2	has	have	VERB
cana-284	50	3	an	an	DET
cana-284	50	4	impact	impact	NOUN
cana-284	50	5	on	on	ADP
cana-284	50	6	everything	everything	PRON
cana-284	50	7	from	from	ADP
cana-284	50	8	the	the	DET
cana-284	50	9	user	user	NOUN
cana-284	50	10	experience	experience	NOUN
cana-284	50	11	to	to	ADP
cana-284	50	12	the	the	DET
cana-284	50	13	technological	technological	ADJ
cana-284	50	14	infrastructure	infrastructure	NOUN
cana-284	50	15	,	,	PUNCT
cana-284	50	16	changing	change	VERB
cana-284	50	17	the	the	DET
cana-284	50	18	way	way	NOUN
cana-284	50	19	we	we	PRON
cana-284	50	20	engage	engage	VERB
cana-284	50	21	with	with	ADP
cana-284	50	22	the	the	DET
cana-284	50	23	digital	digital	ADJ
cana-284	50	24	world	world	NOUN
cana-284	50	25	,	,	PUNCT
cana-284	50	26	communicate	communicate	VERB
cana-284	50	27	,	,	PUNCT
cana-284	50	28	and	and	CCONJ
cana-284	50	29	obtain	obtain	VERB
cana-284	50	30	information	information	NOUN
cana-284	50	31	.	.	PUNCT
cana-284	51	1	future	future	ADJ
cana-284	51	2	developments	development	NOUN
cana-284	51	3	are	be	AUX
cana-284	51	4	anticipated	anticipate	VERB
cana-284	51	5	as	as	SCONJ
cana-284	51	6	this	this	DET
cana-284	51	7	synergy	synergy	NOUN
cana-284	51	8	develops	develop	VERB
cana-284	51	9	further	far	ADV
cana-284	51	10	,	,	PUNCT
cana-284	51	11	forming	form	VERB
cana-284	51	12	a	a	DET
cana-284	51	13	technologically	technologically	ADV
cana-284	51	14	sophisticated	sophisticated	ADJ
cana-284	51	15	and	and	CCONJ
cana-284	51	16	increasingly	increasingly	ADV
cana-284	51	17	networked	network	VERB
cana-284	51	18	society	society	NOUN
cana-284	52	1	[	[	X
cana-284	52	2	5	5	NUM
cana-284	52	3	]	]	PUNCT
cana-284	52	4	.	.	PUNCT
cana-284	53	1	ii	ii	PROPN
cana-284	53	2	.	.	PUNCT
cana-284	54	1	review	review	PROPN
cana-284	54	2	of	of	ADP
cana-284	54	3	literature	literature	NOUN
cana-284	54	4	research	research	NOUN
cana-284	54	5	on	on	ADP
cana-284	54	6	the	the	DET
cana-284	54	7	use	use	NOUN
cana-284	54	8	of	of	ADP
cana-284	54	9	machine	machine	NOUN
cana-284	54	10	learning	learning	NOUN
cana-284	54	11	and	and	CCONJ
cana-284	54	12	applied	apply	VERB
cana-284	54	13	nonlinear	nonlinear	ADJ
cana-284	54	14	analysis	analysis	NOUN
cana-284	54	15	to	to	ADP
cana-284	54	16	the	the	DET
cana-284	54	17	development	development	NOUN
cana-284	54	18	of	of	ADP
cana-284	54	19	communication	communication	NOUN
cana-284	54	20	technology	technology	NOUN
cana-284	54	21	has	have	AUX
cana-284	54	22	been	be	AUX
cana-284	54	23	extensive	extensive	ADJ
cana-284	54	24	,	,	PUNCT
cana-284	54	25	including	include	VERB
cana-284	54	26	a	a	DET
cana-284	54	27	wide	wide	ADJ
cana-284	54	28	range	range	NOUN
cana-284	54	29	of	of	ADP
cana-284	54	30	studies	study	NOUN
cana-284	54	31	and	and	CCONJ
cana-284	54	32	developments	development	NOUN
cana-284	54	33	.	.	PUNCT
cana-284	55	1	the	the	DET
cana-284	55	2	linked	link	VERB
cana-284	55	3	work	work	NOUN
cana-284	55	4	in	in	ADP
cana-284	55	5	this	this	DET
cana-284	55	6	field	field	NOUN
cana-284	55	7	highlights	highlight	VERB
cana-284	55	8	the	the	DET
cana-284	55	9	range	range	NOUN
cana-284	55	10	and	and	CCONJ
cana-284	55	11	depth	depth	NOUN
cana-284	55	12	of	of	ADP
cana-284	55	13	contributions	contribution	NOUN
cana-284	55	14	,	,	PUNCT
cana-284	55	15	indicating	indicate	VERB
cana-284	55	16	important	important	ADJ
cana-284	55	17	turning	turning	NOUN
cana-284	55	18	points	point	NOUN
cana-284	55	19	and	and	CCONJ
cana-284	55	20	establishing	establish	VERB
cana-284	55	21	the	the	DET
cana-284	55	22	framework	framework	NOUN
cana-284	55	23	for	for	ADP
cana-284	55	24	upcoming	upcoming	ADJ
cana-284	55	25	breakthroughs	breakthrough	NOUN
cana-284	55	26	.	.	PUNCT
cana-284	56	1	many	many	ADJ
cana-284	56	2	research	research	NOUN
cana-284	56	3	works	work	VERB
cana-284	56	4	in	in	ADP
cana-284	56	5	the	the	DET
cana-284	56	6	field	field	NOUN
cana-284	56	7	of	of	ADP
cana-284	56	8	nonlinear	nonlinear	ADJ
cana-284	56	9	analysis	analysis	NOUN
cana-284	56	10	have	have	AUX
cana-284	56	11	explored	explore	VERB
cana-284	56	12	the	the	DET
cana-284	56	13	basic	basic	ADJ
cana-284	56	14	knowledge	knowledge	NOUN
cana-284	56	15	of	of	ADP
cana-284	56	16	complex	complex	ADJ
cana-284	56	17	systems	system	NOUN
cana-284	56	18	in	in	ADP
cana-284	56	19	communication	communication	NOUN
cana-284	56	20	technology	technology	NOUN
cana-284	56	21	.	.	PUNCT
cana-284	57	1	studies	study	NOUN
cana-284	57	2	have	have	AUX
cana-284	57	3	been	be	AUX
cana-284	57	4	carried	carry	VERB
cana-284	57	5	out	out	ADP
cana-284	57	6	to	to	PART
cana-284	57	7	interpret	interpret	VERB
cana-284	57	8	the	the	DET
cana-284	57	9	chaotic	chaotic	ADJ
cana-284	57	10	behaviour	behaviour	NOUN
cana-284	57	11	of	of	ADP
cana-284	57	12	signals	signal	NOUN
cana-284	57	13	in	in	ADP
cana-284	57	14	communication	communication	NOUN
cana-284	57	15	channels	channel	NOUN
cana-284	57	16	with	with	ADP
cana-284	57	17	the	the	DET
cana-284	57	18	goal	goal	NOUN
cana-284	57	19	of	of	ADP
cana-284	57	20	creating	create	VERB
cana-284	57	21	models	model	NOUN
cana-284	57	22	that	that	PRON
cana-284	57	23	can	can	AUX
cana-284	57	24	efficiently	efficiently	ADV
cana-284	57	25	reduce	reduce	VERB
cana-284	57	26	the	the	DET
cana-284	57	27	effects	effect	NOUN
cana-284	57	28	of	of	ADP
cana-284	57	29	distortion	distortion	NOUN
cana-284	57	30	and	and	CCONJ
cana-284	57	31	noise	noise	NOUN
cana-284	57	32	[	[	X
cana-284	57	33	6	6	NUM
cana-284	57	34	]	]	PUNCT
cana-284	57	35	.	.	PUNCT
cana-284	58	1	this	this	DET
cana-284	58	2	goal	goal	NOUN
cana-284	58	3	has	have	AUX
cana-284	58	4	been	be	AUX
cana-284	58	5	made	make	VERB
cana-284	58	6	possible	possible	ADJ
cana-284	58	7	by	by	ADP
cana-284	58	8	the	the	DET
cana-284	58	9	application	application	NOUN
cana-284	58	10	of	of	ADP
cana-284	58	11	dynamical	dynamical	ADJ
cana-284	58	12	systems	system	NOUN
cana-284	58	13	and	and	CCONJ
cana-284	58	14	chaos	chaos	NOUN
cana-284	58	15	theory	theory	NOUN
cana-284	58	16	,	,	PUNCT
cana-284	58	17	which	which	PRON
cana-284	58	18	offer	offer	VERB
cana-284	58	19	a	a	DET
cana-284	58	20	theoretical	theoretical	ADJ
cana-284	58	21	foundation	foundation	NOUN
cana-284	58	22	for	for	ADP
cana-284	58	23	comprehending	comprehend	VERB
cana-284	58	24	complicated	complicated	ADJ
cana-284	58	25	behaviours	behaviour	NOUN
cana-284	58	26	inside	inside	ADP
cana-284	58	27	these	these	DET
cana-284	58	28	systems	system	NOUN
cana-284	58	29	.	.	PUNCT
cana-284	59	1	research	research	NOUN
cana-284	59	2	on	on	ADP
cana-284	59	3	the	the	DET
cana-284	59	4	dynamics	dynamic	NOUN
cana-284	59	5	of	of	ADP
cana-284	59	6	nonlinearity	nonlinearity	NOUN
cana-284	59	7	in	in	ADP
cana-284	59	8	signal	signal	NOUN
cana-284	59	9	processing	processing	NOUN
cana-284	59	10	,	,	PUNCT
cana-284	59	11	especially	especially	ADV
cana-284	59	12	as	as	SCONJ
cana-284	59	13	it	it	PRON
cana-284	59	14	relates	relate	VERB
cana-284	59	15	to	to	ADP
cana-284	59	16	modulation	modulation	NOUN
cana-284	59	17	and	and	CCONJ
cana-284	59	18	demodulation	demodulation	NOUN
cana-284	59	19	methods	method	NOUN
cana-284	59	20	,	,	PUNCT
cana-284	59	21	has	have	AUX
cana-284	59	22	been	be	AUX
cana-284	59	23	essential	essential	ADJ
cana-284	59	24	to	to	ADP
cana-284	59	25	improving	improve	VERB
cana-284	59	26	communication	communication	NOUN
cana-284	59	27	systems	system	NOUN
cana-284	59	28	'	'	PART
cana-284	59	29	data	datum	NOUN
cana-284	59	30	transfer	transfer	NOUN
cana-284	59	31	and	and	CCONJ
cana-284	59	32	reception	reception	NOUN
cana-284	59	33	performance	performance	NOUN
cana-284	59	34	.	.	PUNCT
cana-284	60	1	concurrently	concurrently	ADV
cana-284	60	2	,	,	PUNCT
cana-284	60	3	a	a	DET
cana-284	60	4	wide	wide	ADJ
cana-284	60	5	range	range	NOUN
cana-284	60	6	of	of	ADP
cana-284	60	7	research	research	NOUN
cana-284	60	8	and	and	CCONJ
cana-284	60	9	applications	application	NOUN
cana-284	60	10	have	have	AUX
cana-284	60	11	been	be	AUX
cana-284	60	12	conducted	conduct	VERB
cana-284	60	13	regarding	regard	VERB
cana-284	60	14	the	the	DET
cana-284	60	15	incorporation	incorporation	NOUN
cana-284	60	16	of	of	ADP
cana-284	60	17	machine	machine	NOUN
cana-284	60	18	learning	learn	VERB
cana-284	60	19	in	in	ADP
cana-284	60	20	communication	communication	NOUN
cana-284	60	21	technology	technology	NOUN
cana-284	60	22	.	.	PUNCT
cana-284	61	1	the	the	DET
cana-284	61	2	application	application	NOUN
cana-284	61	3	of	of	ADP
cana-284	61	4	machine	machine	NOUN
cana-284	61	5	learning	learn	VERB
cana-284	61	6	to	to	PART
cana-284	61	7	wireless	wireless	VERB
cana-284	61	8	communication	communication	NOUN
cana-284	61	9	spectrum	spectrum	NOUN
cana-284	61	10	management	management	NOUN
cana-284	61	11	is	be	AUX
cana-284	61	12	one	one	NUM
cana-284	61	13	of	of	ADP
cana-284	61	14	the	the	DET
cana-284	61	15	most	most	ADV
cana-284	61	16	active	active	ADJ
cana-284	61	17	research	research	NOUN
cana-284	61	18	fields	field	NOUN
cana-284	61	19	.	.	PUNCT
cana-284	62	1	in	in	ADP
cana-284	62	2	order	order	NOUN
cana-284	62	3	to	to	PART
cana-284	62	4	reduce	reduce	VERB
cana-284	62	5	interference	interference	NOUN
cana-284	62	6	and	and	CCONJ
cana-284	62	7	improve	improve	VERB
cana-284	62	8	overall	overall	ADJ
cana-284	62	9	network	network	NOUN
cana-284	62	10	performance	performance	NOUN
cana-284	62	11	,	,	PUNCT
cana-284	62	12	adaptive	adaptive	ADJ
cana-284	62	13	algorithms	algorithm	NOUN
cana-284	62	14	have	have	AUX
cana-284	62	15	been	be	AUX
cana-284	62	16	developed	develop	VERB
cana-284	62	17	to	to	PART
cana-284	62	18	allocate	allocate	VERB
cana-284	62	19	spectrum	spectrum	NOUN
cana-284	62	20	resources	resource	NOUN
cana-284	62	21	efficiently	efficiently	ADV
cana-284	62	22	.	.	PUNCT
cana-284	63	1	furthermore	furthermore	ADV
cana-284	63	2	,	,	PUNCT
cana-284	63	3	by	by	ADP
cana-284	63	4	utilising	utilise	VERB
cana-284	63	5	machine	machine	NOUN
cana-284	63	6	learning	learning	NOUN
cana-284	63	7	,	,	PUNCT
cana-284	63	8	cognitive	cognitive	ADJ
cana-284	63	9	radio	radio	NOUN
cana-284	63	10	systems	system	NOUN
cana-284	63	11	are	be	AUX
cana-284	63	12	now	now	ADV
cana-284	63	13	able	able	ADJ
cana-284	63	14	to	to	PART
cana-284	63	15	optimise	optimise	VERB
cana-284	63	16	their	their	PRON
cana-284	63	17	performance	performance	NOUN
cana-284	63	18	in	in	ADP
cana-284	63	19	real	real	ADJ
cana-284	63	20	-	-	PUNCT
cana-284	63	21	time	time	NOUN
cana-284	63	22	by	by	ADP
cana-284	63	23	learning	learn	VERB
cana-284	63	24	and	and	CCONJ
cana-284	63	25	adapting	adapt	VERB
cana-284	63	26	on	on	ADP
cana-284	63	27	their	their	PRON
cana-284	63	28	own	own	ADJ
cana-284	63	29	to	to	ADP
cana-284	63	30	the	the	DET
cana-284	63	31	everchanging	everchanging	NOUN
cana-284	63	32	radio	radio	NOUN
cana-284	63	33	environment	environment	NOUN
cana-284	63	34	[	[	X
cana-284	63	35	7	7	NUM
cana-284	63	36	]	]	PUNCT
cana-284	63	37	.	.	PUNCT
cana-284	64	1	moreover	moreover	ADV
cana-284	64	2	,	,	PUNCT
cana-284	64	3	research	research	NOUN
cana-284	64	4	[	[	X
cana-284	64	5	8	8	NUM
cana-284	64	6	]	]	PUNCT
cana-284	64	7	has	have	AUX
cana-284	64	8	focused	focus	VERB
cana-284	64	9	on	on	ADP
cana-284	64	10	predictive	predictive	ADJ
cana-284	64	11	modelling	modelling	NOUN
cana-284	64	12	in	in	ADP
cana-284	64	13	communication	communication	NOUN
cana-284	64	14	networks	network	NOUN
cana-284	64	15	.	.	PUNCT
cana-284	65	1	in	in	ADP
cana-284	65	2	order	order	NOUN
cana-284	65	3	to	to	PART
cana-284	65	4	provide	provide	VERB
cana-284	65	5	proactive	proactive	ADJ
cana-284	65	6	congestion	congestion	NOUN
cana-284	65	7	prevention	prevention	NOUN
cana-284	65	8	,	,	PUNCT
cana-284	65	9	resource	resource	NOUN
cana-284	65	10	management	management	NOUN
cana-284	65	11	,	,	PUNCT
cana-284	65	12	and	and	CCONJ
cana-284	65	13	network	network	NOUN
cana-284	65	14	optimisation	optimisation	NOUN
cana-284	65	15	,	,	PUNCT
cana-284	65	16	machine	machine	NOUN
cana-284	65	17	learning	learning	NOUN
cana-284	65	18	techniques	technique	NOUN
cana-284	65	19	have	have	AUX
cana-284	65	20	been	be	AUX
cana-284	65	21	used	use	VERB
cana-284	65	22	to	to	PART
cana-284	65	23	forecast	forecast	VERB
cana-284	65	24	network	network	NOUN
cana-284	65	25	traffic	traffic	NOUN
cana-284	65	26	patterns	pattern	NOUN
cana-284	65	27	.	.	PUNCT
cana-284	66	1	the	the	DET
cana-284	66	2	capacity	capacity	NOUN
cana-284	66	3	to	to	PART
cana-284	66	4	forecast	forecast	VERB
cana-284	66	5	network	network	NOUN
cana-284	66	6	behaviours	behaviour	NOUN
cana-284	66	7	has	have	AUX
cana-284	66	8	been	be	AUX
cana-284	66	9	greatly	greatly	ADV
cana-284	66	10	enhanced	enhance	VERB
cana-284	66	11	by	by	ADP
cana-284	66	12	these	these	DET
cana-284	66	13	predictive	predictive	ADJ
cana-284	66	14	models	model	NOUN
cana-284	66	15	,	,	PUNCT
cana-284	66	16	which	which	PRON
cana-284	66	17	are	be	AUX
cana-284	66	18	frequently	frequently	ADV
cana-284	66	19	built	build	VERB
cana-284	66	20	on	on	ADP
cana-284	66	21	neural	neural	ADJ
cana-284	66	22	networks	network	NOUN
cana-284	66	23	and	and	CCONJ
cana-284	66	24	deep	deep	ADJ
cana-284	66	25	learning	learning	NOUN
cana-284	66	26	architectures	architecture	NOUN
cana-284	66	27	.	.	PUNCT
cana-284	67	1	this	this	PRON
cana-284	67	2	has	have	AUX
cana-284	67	3	made	make	VERB
cana-284	67	4	it	it	PRON
cana-284	67	5	possible	possible	ADJ
cana-284	67	6	to	to	PART
cana-284	67	7	create	create	VERB
cana-284	67	8	communication	communication	NOUN
cana-284	67	9	infrastructures	infrastructure	NOUN
cana-284	67	10	that	that	PRON
cana-284	67	11	are	be	AUX
cana-284	67	12	more	more	ADV
cana-284	67	13	responsive	responsive	ADJ
cana-284	67	14	and	and	CCONJ
cana-284	67	15	agile	agile	ADJ
cana-284	67	16	.	.	PUNCT
cana-284	68	1	the	the	DET
cana-284	68	2	combination	combination	NOUN
cana-284	68	3	of	of	ADP
cana-284	68	4	machine	machine	NOUN
cana-284	68	5	learning	learning	NOUN
cana-284	68	6	and	and	CCONJ
cana-284	68	7	nonlinear	nonlinear	ADJ
cana-284	68	8	analysis	analysis	NOUN
cana-284	68	9	has	have	AUX
cana-284	68	10	given	give	VERB
cana-284	68	11	rise	rise	NOUN
cana-284	68	12	to	to	ADP
cana-284	68	13	a	a	DET
cana-284	68	14	new	new	ADJ
cana-284	68	15	field	field	NOUN
cana-284	68	16	of	of	ADP
cana-284	68	17	study	study	NOUN
cana-284	68	18	called	call	VERB
cana-284	68	19	complex	complex	ADJ
cana-284	68	20	network	network	NOUN
cana-284	68	21	analysis	analysis	NOUN
cana-284	68	22	.	.	PUNCT
cana-284	69	1	research	research	NOUN
cana-284	69	2	on	on	ADP
cana-284	69	3	the	the	DET
cana-284	69	4	structure	structure	NOUN
cana-284	69	5	and	and	CCONJ
cana-284	69	6	dynamics	dynamic	NOUN
cana-284	69	7	of	of	ADP
cana-284	69	8	networks	network	NOUN
cana-284	69	9	like	like	ADP
cana-284	69	10	social	social	ADJ
cana-284	69	11	networks	network	NOUN
cana-284	69	12	or	or	CCONJ
cana-284	69	13	the	the	DET
cana-284	69	14	internet	internet	NOUN
cana-284	69	15	infrastructure	infrastructure	NOUN
cana-284	69	16	has	have	AUX
cana-284	69	17	used	use	VERB
cana-284	69	18	machine	machine	NOUN
cana-284	69	19	learning	learn	VERB
cana-284	69	20	to	to	PART
cana-284	69	21	find	find	VERB
cana-284	69	22	patterns	pattern	NOUN
cana-284	69	23	and	and	CCONJ
cana-284	69	24	enhance	enhance	VERB
cana-284	69	25	network	network	NOUN
cana-284	69	26	performance	performance	NOUN
cana-284	69	27	,	,	PUNCT
cana-284	69	28	and	and	CCONJ
cana-284	69	29	nonlinear	nonlinear	ADJ
cana-284	69	30	analysis	analysis	NOUN
cana-284	69	31	to	to	PART
cana-284	69	32	understand	understand	VERB
cana-284	69	33	emergent	emergent	ADJ
cana-284	69	34	behaviours	behaviour	NOUN
cana-284	69	35	.	.	PUNCT
cana-284	70	1	the	the	DET
cana-284	70	2	[	[	X
cana-284	70	3	9	9	NUM
cana-284	70	4	]	]	PUNCT
cana-284	70	5	study	study	NOUN
cana-284	70	6	of	of	ADP
cana-284	70	7	these	these	DET
cana-284	70	8	networks	network	NOUN
cana-284	70	9	'	'	PART
cana-284	70	10	resilience	resilience	NOUN
cana-284	70	11	and	and	CCONJ
cana-284	70	12	weaknesses	weakness	NOUN
cana-284	70	13	,	,	PUNCT
cana-284	70	14	as	as	ADV
cana-284	70	15	well	well	ADV
cana-284	70	16	as	as	ADP
cana-284	70	17	the	the	DET
cana-284	70	18	creation	creation	NOUN
cana-284	70	19	of	of	ADP
cana-284	70	20	more	more	ADV
cana-284	70	21	reliable	reliable	ADJ
cana-284	70	22	and	and	CCONJ
cana-284	70	23	secure	secure	ADJ
cana-284	70	24	communication	communication	NOUN
cana-284	70	25	architectures	architecture	NOUN
cana-284	70	26	,	,	PUNCT
cana-284	70	27	have	have	AUX
cana-284	70	28	been	be	AUX
cana-284	70	29	greatly	greatly	ADV
cana-284	70	30	aided	aid	VERB
cana-284	70	31	by	by	ADP
cana-284	70	32	this	this	DET
cana-284	70	33	junction	junction	NOUN
cana-284	70	34	.	.	PUNCT
cana-284	71	1	furthermore	furthermore	ADV
cana-284	71	2	,	,	PUNCT
cana-284	71	3	a	a	DET
cana-284	71	4	crucial	crucial	ADJ
cana-284	71	5	area	area	NOUN
cana-284	71	6	of	of	ADP
cana-284	71	7	research	research	NOUN
cana-284	71	8	has	have	AUX
cana-284	71	9	been	be	AUX
cana-284	71	10	the	the	DET
cana-284	71	11	use	use	NOUN
cana-284	71	12	of	of	ADP
cana-284	71	13	these	these	DET
cana-284	71	14	technologies	technology	NOUN
cana-284	71	15	in	in	ADP
cana-284	71	16	cybersecurity	cybersecurity	NOUN
cana-284	71	17	.	.	PUNCT
cana-284	72	1	the	the	DET
cana-284	72	2	utilisation	utilisation	NOUN
cana-284	72	3	of	of	ADP
cana-284	72	4	machine	machine	NOUN
cana-284	72	5	learning	learn	VERB
cana-284	72	6	in	in	ADP
cana-284	72	7	conjunction	conjunction	NOUN
cana-284	72	8	with	with	ADP
cana-284	72	9	nonlinear	nonlinear	ADJ
cana-284	72	10	analysis	analysis	NOUN
cana-284	72	11	has	have	AUX
cana-284	72	12	proven	prove	VERB
cana-284	72	13	to	to	PART
cana-284	72	14	be	be	AUX
cana-284	72	15	crucial	crucial	ADJ
cana-284	72	16	in	in	ADP
cana-284	72	17	the	the	DET
cana-284	72	18	identification	identification	NOUN
cana-284	72	19	of	of	ADP
cana-284	72	20	anomalies	anomaly	NOUN
cana-284	72	21	,	,	PUNCT
cana-284	72	22	which	which	PRON
cana-284	72	23	are	be	AUX
cana-284	72	24	atypical	atypical	ADJ
cana-284	72	25	patterns	pattern	NOUN
cana-284	72	26	in	in	ADP
cana-284	72	27	communication	communication	NOUN
cana-284	72	28	data	datum	NOUN
cana-284	72	29	that	that	PRON
cana-284	72	30	may	may	AUX
cana-284	72	31	indicate	indicate	VERB
cana-284	72	32	security	security	NOUN
cana-284	72	33	breaches	breach	NOUN
cana-284	72	34	or	or	CCONJ
cana-284	72	35	cyber	cyber	NOUN
cana-284	72	36	threats	threat	NOUN
cana-284	72	37	.	.	PUNCT
cana-284	73	1	neural	neural	ADJ
cana-284	73	2	network	network	NOUN
cana-284	73	3	,	,	PUNCT
cana-284	73	4	communications	communication	NOUN
cana-284	73	5	on	on	ADP
cana-284	73	6	applied	apply	VERB
cana-284	73	7	nonlinear	nonlinear	ADJ
cana-284	73	8	analysis	analysis	NOUN
cana-284	73	9	issn	issn	NOUN
cana-284	73	10	:	:	PUNCT
cana-284	73	11	1074	1074	NUM
cana-284	73	12	-	-	PUNCT
cana-284	73	13	133x	133x	NUM
cana-284	73	14	vol	vol	NOUN
cana-284	73	15	31	31	NUM
cana-284	73	16	no	no	NOUN
cana-284	73	17	.	.	NOUN
cana-284	73	18	1	1	NUM
cana-284	73	19	(	(	PUNCT
cana-284	73	20	2024	2024	NUM
cana-284	73	21	)	)	PUNCT
cana-284	73	22	20	20	NUM
cana-284	73	23	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	73	24	svm	svm	PROPN
cana-284	73	25	,	,	PUNCT
cana-284	73	26	and	and	CCONJ
cana-284	73	27	clustering	cluster	VERB
cana-284	73	28	algorithm	algorithm	NOUN
cana-284	73	29	techniques	technique	NOUN
cana-284	73	30	have	have	AUX
cana-284	73	31	been	be	AUX
cana-284	73	32	thoroughly	thoroughly	ADV
cana-284	73	33	investigated	investigate	VERB
cana-284	73	34	to	to	PART
cana-284	73	35	strengthen	strengthen	VERB
cana-284	73	36	communication	communication	NOUN
cana-284	73	37	networks	network	NOUN
cana-284	73	38	against	against	ADP
cana-284	73	39	a	a	DET
cana-284	73	40	variety	variety	NOUN
cana-284	73	41	of	of	ADP
cana-284	73	42	dynamic	dynamic	ADJ
cana-284	73	43	cyberattacks	cyberattack	NOUN
cana-284	73	44	.	.	PUNCT
cana-284	74	1	the	the	DET
cana-284	74	2	obstacles	obstacle	NOUN
cana-284	74	3	and	and	CCONJ
cana-284	74	4	factors	factor	NOUN
cana-284	74	5	that	that	PRON
cana-284	74	6	come	come	VERB
cana-284	74	7	with	with	ADP
cana-284	74	8	integrating	integrate	VERB
cana-284	74	9	various	various	ADJ
cana-284	74	10	disciplines	discipline	NOUN
cana-284	74	11	are	be	AUX
cana-284	74	12	also	also	ADV
cana-284	74	13	included	include	VERB
cana-284	74	14	in	in	ADP
cana-284	74	15	the	the	DET
cana-284	74	16	research	research	NOUN
cana-284	74	17	landscape	landscape	NOUN
cana-284	74	18	.	.	PUNCT
cana-284	75	1	studies	study	NOUN
cana-284	75	2	on	on	ADP
cana-284	75	3	how	how	SCONJ
cana-284	75	4	to	to	PART
cana-284	75	5	strike	strike	VERB
cana-284	75	6	a	a	DET
cana-284	75	7	balance	balance	NOUN
cana-284	75	8	between	between	ADP
cana-284	75	9	the	the	DET
cana-284	75	10	innovative	innovative	ADJ
cana-284	75	11	potential	potential	NOUN
cana-284	75	12	of	of	ADP
cana-284	75	13	these	these	DET
cana-284	75	14	technologies	technology	NOUN
cana-284	75	15	and	and	CCONJ
cana-284	75	16	ethical	ethical	ADJ
cana-284	75	17	and	and	CCONJ
cana-284	75	18	legal	legal	ADJ
cana-284	75	19	considerations	consideration	NOUN
cana-284	75	20	have	have	AUX
cana-284	75	21	been	be	AUX
cana-284	75	22	prompted	prompt	VERB
cana-284	75	23	by	by	ADP
cana-284	75	24	ethical	ethical	ADJ
cana-284	75	25	concerns	concern	NOUN
cana-284	75	26	over	over	ADP
cana-284	75	27	user	user	NOUN
cana-284	75	28	privacy	privacy	NOUN
cana-284	75	29	and	and	CCONJ
cana-284	75	30	data	datum	NOUN
cana-284	75	31	security	security	NOUN
cana-284	75	32	,	,	PUNCT
cana-284	75	33	which	which	PRON
cana-284	75	34	have	have	AUX
cana-284	75	35	emerged	emerge	VERB
cana-284	75	36	as	as	ADP
cana-284	75	37	major	major	ADJ
cana-284	75	38	themes	theme	NOUN
cana-284	75	39	.	.	PUNCT
cana-284	76	1	research	research	NOUN
cana-284	76	2	and	and	CCONJ
cana-284	76	3	development	development	NOUN
cana-284	76	4	must	must	AUX
cana-284	76	5	continue	continue	VERB
cana-284	76	6	to	to	PART
cana-284	76	7	focus	focus	VERB
cana-284	76	8	on	on	ADP
cana-284	76	9	making	make	VERB
cana-284	76	10	sure	sure	ADJ
cana-284	76	11	these	these	DET
cana-284	76	12	potent	potent	ADJ
cana-284	76	13	instruments	instrument	NOUN
cana-284	76	14	are	be	AUX
cana-284	76	15	used	use	VERB
cana-284	76	16	responsibly	responsibly	ADV
cana-284	76	17	and	and	CCONJ
cana-284	76	18	diligently	diligently	ADV
cana-284	76	19	.	.	PUNCT
cana-284	77	1	there	there	ADV
cana-284	77	2	[	[	X
cana-284	77	3	10	10	NUM
cana-284	77	4	]	]	PUNCT
cana-284	77	5	is	be	AUX
cana-284	77	6	a	a	DET
cana-284	77	7	wide	wide	ADJ
cana-284	77	8	range	range	NOUN
cana-284	77	9	of	of	ADP
cana-284	77	10	related	related	ADJ
cana-284	77	11	work	work	NOUN
cana-284	77	12	being	be	AUX
cana-284	77	13	done	do	VERB
cana-284	77	14	at	at	ADP
cana-284	77	15	the	the	DET
cana-284	77	16	intersection	intersection	NOUN
cana-284	77	17	of	of	ADP
cana-284	77	18	machine	machine	NOUN
cana-284	77	19	learning	learning	NOUN
cana-284	77	20	and	and	CCONJ
cana-284	77	21	applied	apply	VERB
cana-284	77	22	nonlinear	nonlinear	ADJ
cana-284	77	23	analysis	analysis	NOUN
cana-284	77	24	in	in	ADP
cana-284	77	25	communication	communication	NOUN
cana-284	77	26	technology	technology	NOUN
cana-284	77	27	.	.	PUNCT
cana-284	78	1	combining	combine	VERB
cana-284	78	2	these	these	DET
cana-284	78	3	fields	field	NOUN
cana-284	78	4	continues	continue	VERB
cana-284	78	5	to	to	PART
cana-284	78	6	spur	spur	VERB
cana-284	78	7	innovation	innovation	NOUN
cana-284	78	8	and	and	CCONJ
cana-284	78	9	influence	influence	VERB
cana-284	78	10	the	the	DET
cana-284	78	11	direction	direction	NOUN
cana-284	78	12	of	of	ADP
cana-284	78	13	communication	communication	NOUN
cana-284	78	14	technology	technology	NOUN
cana-284	78	15	,	,	PUNCT
cana-284	78	16	from	from	ADP
cana-284	78	17	basic	basic	ADJ
cana-284	78	18	research	research	NOUN
cana-284	78	19	in	in	ADP
cana-284	78	20	nonlinear	nonlinear	ADJ
cana-284	78	21	dynamics	dynamic	NOUN
cana-284	78	22	to	to	ADP
cana-284	78	23	useful	useful	ADJ
cana-284	78	24	applications	application	NOUN
cana-284	78	25	in	in	ADP
cana-284	78	26	network	network	NOUN
cana-284	78	27	optimisation	optimisation	NOUN
cana-284	78	28	,	,	PUNCT
cana-284	78	29	cybersecurity	cybersecurity	NOUN
cana-284	78	30	,	,	PUNCT
cana-284	78	31	and	and	CCONJ
cana-284	78	32	predictive	predictive	ADJ
cana-284	78	33	modelling	modelling	NOUN
cana-284	78	34	.	.	PUNCT
cana-284	79	1	the	the	DET
cana-284	79	2	topic	topic	NOUN
cana-284	79	3	is	be	AUX
cana-284	79	4	dynamic	dynamic	ADJ
cana-284	79	5	and	and	CCONJ
cana-284	79	6	promises	promise	VERB
cana-284	79	7	significant	significant	ADJ
cana-284	79	8	breakthroughs	breakthrough	NOUN
cana-284	79	9	in	in	ADP
cana-284	79	10	the	the	DET
cana-284	79	11	way	way	NOUN
cana-284	79	12	we	we	PRON
cana-284	79	13	communicate	communicate	VERB
cana-284	79	14	and	and	CCONJ
cana-284	79	15	interact	interact	VERB
cana-284	79	16	in	in	ADP
cana-284	79	17	the	the	DET
cana-284	79	18	digital	digital	ADJ
cana-284	79	19	age	age	NOUN
cana-284	79	20	.	.	PUNCT
cana-284	80	1	this	this	PRON
cana-284	80	2	is	be	AUX
cana-284	80	3	due	due	ADJ
cana-284	80	4	to	to	ADP
cana-284	80	5	the	the	DET
cana-284	80	6	obstacles	obstacle	NOUN
cana-284	80	7	,	,	PUNCT
cana-284	80	8	ethical	ethical	ADJ
cana-284	80	9	considerations	consideration	NOUN
cana-284	80	10	,	,	PUNCT
cana-284	80	11	and	and	CCONJ
cana-284	80	12	continuous	continuous	ADJ
cana-284	80	13	research	research	NOUN
cana-284	80	14	initiatives	initiative	NOUN
cana-284	80	15	.	.	PUNCT
cana-284	81	1	table	table	NOUN
cana-284	81	2	1	1	NUM
cana-284	81	3	:	:	PUNCT
cana-284	81	4	summary	summary	NOUN
cana-284	81	5	of	of	ADP
cana-284	81	6	related	related	ADJ
cana-284	81	7	work	work	NOUN
cana-284	81	8	method	method	NOUN
cana-284	81	9	finding	find	VERB
cana-284	81	10	machine	machine	NOUN
cana-284	81	11	learning	learn	VERB
cana-284	81	12	techniques	technique	NOUN
cana-284	81	13	nonlinear	nonlinear	ADJ
cana-284	81	14	analysis	analysis	NOUN
cana-284	81	15	remark	remark	NOUN
cana-284	81	16	chaos	chaos	NOUN
cana-284	81	17	theory	theory	NOUN
cana-284	81	18	[	[	X
cana-284	81	19	11	11	NUM
cana-284	81	20	]	]	X
cana-284	81	21	understanding	understand	VERB
cana-284	81	22	chaotic	chaotic	ADJ
cana-284	81	23	behavior	behavior	NOUN
cana-284	81	24	of	of	ADP
cana-284	81	25	signals	signal	NOUN
cana-284	81	26	in	in	ADP
cana-284	81	27	communication	communication	NOUN
cana-284	81	28	channels	channel	NOUN
cana-284	81	29	neural	neural	ADJ
cana-284	81	30	networks	network	NOUN
cana-284	81	31	,	,	PUNCT
cana-284	81	32	support	support	VERB
cana-284	81	33	vector	vector	NOUN
cana-284	81	34	machines	machine	NOUN
cana-284	81	35	dynamical	dynamical	ADJ
cana-284	81	36	systems	system	NOUN
cana-284	81	37	,	,	PUNCT
cana-284	81	38	chaos	chaos	NOUN
cana-284	81	39	theory	theory	NOUN
cana-284	81	40	provides	provide	VERB
cana-284	81	41	theoretical	theoretical	ADJ
cana-284	81	42	framework	framework	NOUN
cana-284	81	43	for	for	ADP
cana-284	81	44	noise	noise	NOUN
cana-284	81	45	mitigation	mitigation	NOUN
cana-284	81	46	spectrum	spectrum	NOUN
cana-284	81	47	management	management	NOUN
cana-284	82	1	[	[	X
cana-284	82	2	12	12	NUM
cana-284	82	3	]	]	X
cana-284	82	4	efficient	efficient	ADJ
cana-284	82	5	spectrum	spectrum	NOUN
cana-284	82	6	resource	resource	NOUN
cana-284	82	7	allocation	allocation	NOUN
cana-284	82	8	in	in	ADP
cana-284	82	9	wireless	wireless	ADJ
cana-284	82	10	communication	communication	NOUN
cana-284	82	11	adaptive	adaptive	ADJ
cana-284	82	12	algorithms	algorithm	NOUN
cana-284	82	13	,	,	PUNCT
cana-284	82	14	reinforcement	reinforcement	NOUN
cana-284	82	15	learning	learning	NOUN
cana-284	82	16	reduces	reduce	VERB
cana-284	82	17	interference	interference	NOUN
cana-284	82	18	,	,	PUNCT
cana-284	82	19	optimizes	optimize	VERB
cana-284	82	20	network	network	NOUN
cana-284	82	21	efficiency	efficiency	NOUN
cana-284	82	22	predictive	predictive	ADJ
cana-284	82	23	modeling	modeling	NOUN
cana-284	82	24	[	[	X
cana-284	82	25	13	13	NUM
cana-284	82	26	]	]	PUNCT
cana-284	82	27	forecasting	forecasting	NOUN
cana-284	82	28	network	network	NOUN
cana-284	82	29	traffic	traffic	NOUN
cana-284	82	30	patterns	pattern	NOUN
cana-284	82	31	for	for	ADP
cana-284	82	32	proactive	proactive	ADJ
cana-284	82	33	network	network	NOUN
cana-284	82	34	management	management	NOUN
cana-284	82	35	neural	neural	ADJ
cana-284	82	36	networks	network	NOUN
cana-284	82	37	,	,	PUNCT
cana-284	82	38	deep	deep	ADJ
cana-284	82	39	learning	learning	NOUN
cana-284	82	40	enables	enable	VERB
cana-284	82	41	agile	agile	ADJ
cana-284	82	42	and	and	CCONJ
cana-284	82	43	responsive	responsive	ADJ
cana-284	82	44	infrastructures	infrastructure	NOUN
cana-284	82	45	complex	complex	ADJ
cana-284	82	46	networks	network	NOUN
cana-284	82	47	[	[	X
cana-284	82	48	14	14	NUM
cana-284	82	49	]	]	PUNCT
cana-284	82	50	analysis	analysis	NOUN
cana-284	82	51	of	of	ADP
cana-284	82	52	emergent	emergent	ADJ
cana-284	82	53	behaviors	behavior	NOUN
cana-284	82	54	in	in	ADP
cana-284	82	55	social	social	ADJ
cana-284	82	56	and	and	CCONJ
cana-284	82	57	internet	internet	NOUN
cana-284	82	58	networks	network	NOUN
cana-284	82	59	graph	graph	VERB
cana-284	82	60	neural	neural	ADJ
cana-284	82	61	networks	network	NOUN
cana-284	82	62	,	,	PUNCT
cana-284	82	63	community	community	NOUN
cana-284	82	64	detection	detection	NOUN
cana-284	82	65	network	network	NOUN
cana-284	82	66	structure	structure	NOUN
cana-284	82	67	analysis	analysis	NOUN
cana-284	82	68	enhances	enhance	VERB
cana-284	82	69	understanding	understanding	NOUN
cana-284	82	70	of	of	ADP
cana-284	82	71	network	network	NOUN
cana-284	82	72	resilience	resilience	NOUN
cana-284	82	73	anomaly	anomaly	NOUN
cana-284	82	74	detection	detection	NOUN
cana-284	83	1	[	[	X
cana-284	83	2	15	15	NUM
cana-284	83	3	]	]	PUNCT
cana-284	83	4	identifying	identify	VERB
cana-284	83	5	irregular	irregular	ADJ
cana-284	83	6	patterns	pattern	NOUN
cana-284	83	7	in	in	ADP
cana-284	83	8	communication	communication	NOUN
cana-284	83	9	data	datum	NOUN
cana-284	83	10	for	for	ADP
cana-284	83	11	cybersecurity	cybersecurity	NOUN
cana-284	83	12	clustering	cluster	VERB
cana-284	83	13	algorithms	algorithm	NOUN
cana-284	83	14	,	,	PUNCT
cana-284	83	15	neural	neural	ADJ
cana-284	83	16	networks	network	NOUN
cana-284	83	17	fortifies	fortify	VERB
cana-284	83	18	networks	network	NOUN
cana-284	83	19	against	against	ADP
cana-284	83	20	evolving	evolve	VERB
cana-284	83	21	threats	threat	NOUN
cana-284	83	22	signal	signal	VERB
cana-284	83	23	processing	processing	NOUN
cana-284	83	24	[	[	X
cana-284	83	25	16	16	NUM
cana-284	83	26	]	]	PUNCT
cana-284	83	27	optimize	optimize	NOUN
cana-284	83	28	data	data	NOUN
cana-284	83	29	transmission	transmission	NOUN
cana-284	83	30	and	and	CCONJ
cana-284	83	31	reception	reception	NOUN
cana-284	83	32	by	by	ADP
cana-284	83	33	mitigating	mitigate	VERB
cana-284	83	34	noise	noise	NOUN
cana-284	83	35	and	and	CCONJ
cana-284	83	36	distortion	distortion	NOUN
cana-284	83	37	decision	decision	NOUN
cana-284	83	38	trees	tree	NOUN
cana-284	83	39	,	,	PUNCT
cana-284	83	40	bayesian	bayesian	NOUN
cana-284	83	41	methods	method	NOUN
cana-284	83	42	signal	signal	VERB
cana-284	83	43	modulation	modulation	NOUN
cana-284	83	44	,	,	PUNCT
cana-284	83	45	demodulation	demodulation	NOUN
cana-284	83	46	improves	improve	VERB
cana-284	83	47	data	data	NOUN
cana-284	83	48	transfer	transfer	NOUN
cana-284	83	49	reliability	reliability	NOUN
cana-284	83	50	cognitive	cognitive	ADJ
cana-284	83	51	radio	radio	NOUN
cana-284	83	52	[	[	X
cana-284	83	53	17	17	NUM
cana-284	83	54	]	]	X
cana-284	83	55	autonomous	autonomous	ADJ
cana-284	83	56	learning	learning	NOUN
cana-284	83	57	and	and	CCONJ
cana-284	83	58	adaptation	adaptation	NOUN
cana-284	83	59	to	to	ADP
cana-284	83	60	reinforcement	reinforcement	NOUN
cana-284	83	61	learning	learning	NOUN
cana-284	83	62	,	,	PUNCT
cana-284	83	63	qreal	qreal	ADJ
cana-284	83	64	-	-	PUNCT
cana-284	83	65	time	time	NOUN
cana-284	83	66	optimization	optimization	NOUN
cana-284	83	67	of	of	ADP
cana-284	83	68	communications	communication	NOUN
cana-284	83	69	on	on	ADP
cana-284	83	70	applied	apply	VERB
cana-284	83	71	nonlinear	nonlinear	ADJ
cana-284	83	72	analysis	analysis	NOUN
cana-284	83	73	issn	issn	NOUN
cana-284	83	74	:	:	PUNCT
cana-284	83	75	1074	1074	NUM
cana-284	83	76	-	-	PUNCT
cana-284	83	77	133x	133x	NUM
cana-284	83	78	vol	vol	NOUN
cana-284	83	79	31	31	NUM
cana-284	83	80	no	no	NOUN
cana-284	83	81	.	.	NOUN
cana-284	83	82	1	1	NUM
cana-284	83	83	(	(	PUNCT
cana-284	83	84	2024	2024	NUM
cana-284	83	85	)	)	PUNCT
cana-284	83	86	21	21	NUM
cana-284	83	87	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	83	88	dynamic	dynamic	ADJ
cana-284	83	89	radio	radio	NOUN
cana-284	83	90	environments	environment	NOUN
cana-284	83	91	learning	learn	VERB
cana-284	83	92	radio	radio	NOUN
cana-284	83	93	performance	performance	NOUN
cana-284	83	94	network	network	NOUN
cana-284	83	95	security	security	NOUN
cana-284	84	1	[	[	X
cana-284	84	2	18	18	NUM
cana-284	84	3	]	]	PUNCT
cana-284	84	4	strengthening	strengthen	VERB
cana-284	84	5	communication	communication	NOUN
cana-284	84	6	networks	network	NOUN
cana-284	84	7	against	against	ADP
cana-284	84	8	cyber	cyber	PROPN
cana-284	84	9	threats	threat	NOUN
cana-284	84	10	svm	svm	VERB
cana-284	84	11	,	,	PUNCT
cana-284	84	12	random	random	ADJ
cana-284	84	13	forest	forest	NOUN
cana-284	84	14	enhances	enhance	VERB
cana-284	84	15	cybersecurity	cybersecurity	NOUN
cana-284	84	16	measures	measure	NOUN
cana-284	84	17	privacy	privacy	NOUN
cana-284	84	18	preservation	preservation	NOUN
cana-284	84	19	[	[	X
cana-284	84	20	19	19	NUM
cana-284	84	21	]	]	PUNCT
cana-284	84	22	balancing	balance	VERB
cana-284	84	23	innovation	innovation	NOUN
cana-284	84	24	with	with	ADP
cana-284	84	25	ethical	ethical	ADJ
cana-284	84	26	considerations	consideration	NOUN
cana-284	84	27	for	for	ADP
cana-284	84	28	user	user	NOUN
cana-284	84	29	privacy	privacy	NOUN
cana-284	84	30	and	and	CCONJ
cana-284	84	31	data	datum	NOUN
cana-284	84	32	security	security	NOUN
cana-284	84	33	ethical	ethical	ADJ
cana-284	84	34	ai	ai	NOUN
cana-284	84	35	frameworks	framework	NOUN
cana-284	84	36	,	,	PUNCT
cana-284	84	37	differential	differential	ADJ
cana-284	84	38	privacy	privacy	NOUN
cana-284	84	39	focuses	focus	VERB
cana-284	84	40	on	on	ADP
cana-284	84	41	responsible	responsible	ADJ
cana-284	84	42	and	and	CCONJ
cana-284	84	43	ethical	ethical	ADJ
cana-284	84	44	usage	usage	NOUN
cana-284	84	45	network	network	NOUN
cana-284	84	46	optimization	optimization	NOUN
cana-284	84	47	[	[	X
cana-284	84	48	20	20	NUM
cana-284	84	49	]	]	PUNCT
cana-284	84	50	enhancing	enhance	VERB
cana-284	84	51	network	network	NOUN
cana-284	84	52	efficiency	efficiency	NOUN
cana-284	84	53	and	and	CCONJ
cana-284	84	54	resource	resource	NOUN
cana-284	84	55	management	management	NOUN
cana-284	84	56	clustering	clustering	NOUN
cana-284	84	57	,	,	PUNCT
cana-284	84	58	reinforcement	reinforcement	NOUN
cana-284	84	59	learning	learning	NOUN
cana-284	84	60	ensures	ensure	VERB
cana-284	84	61	optimized	optimize	VERB
cana-284	84	62	resource	resource	NOUN
cana-284	84	63	allocation	allocation	NOUN
cana-284	84	64	pattern	pattern	NOUN
cana-284	84	65	recognition	recognition	NOUN
cana-284	85	1	[	[	X
cana-284	85	2	21	21	NUM
cana-284	85	3	]	]	PUNCT
cana-284	85	4	identifying	identify	VERB
cana-284	85	5	intricate	intricate	ADJ
cana-284	85	6	patterns	pattern	NOUN
cana-284	85	7	for	for	ADP
cana-284	85	8	network	network	NOUN
cana-284	85	9	performance	performance	NOUN
cana-284	85	10	enhancement	enhancement	NOUN
cana-284	85	11	deep	deep	ADJ
cana-284	85	12	learning	learning	NOUN
cana-284	85	13	,	,	PUNCT
cana-284	85	14	pattern	pattern	NOUN
cana-284	85	15	recognition	recognition	NOUN
cana-284	85	16	algorithms	algorithm	NOUN
cana-284	85	17	complex	complex	ADJ
cana-284	85	18	pattern	pattern	NOUN
cana-284	85	19	identification	identification	NOUN
cana-284	85	20	improves	improve	VERB
cana-284	85	21	system	system	NOUN
cana-284	85	22	adaptability	adaptability	NOUN
cana-284	85	23	and	and	CCONJ
cana-284	85	24	efficiency	efficiency	NOUN
cana-284	85	25	system	system	NOUN
cana-284	85	26	dynamics	dynamic	NOUN
cana-284	85	27	[	[	X
cana-284	85	28	22	22	NUM
cana-284	85	29	]	]	PUNCT
cana-284	85	30	modeling	model	VERB
cana-284	85	31	system	system	NOUN
cana-284	85	32	behavior	behavior	NOUN
cana-284	85	33	to	to	PART
cana-284	85	34	optimize	optimize	VERB
cana-284	85	35	communication	communication	NOUN
cana-284	85	36	systems	system	NOUN
cana-284	85	37	recurrent	recurrent	VERB
cana-284	85	38	neural	neural	ADJ
cana-284	85	39	networks	network	NOUN
cana-284	85	40	,	,	PUNCT
cana-284	85	41	time	time	NOUN
cana-284	85	42	series	series	PROPN
cana-284	85	43	analysis	analysis	NOUN
cana-284	85	44	nonlinear	nonlinear	ADJ
cana-284	85	45	system	system	NOUN
cana-284	85	46	dynamics	dynamic	NOUN
cana-284	85	47	offers	offer	VERB
cana-284	85	48	insights	insight	NOUN
cana-284	85	49	for	for	ADP
cana-284	85	50	system	system	NOUN
cana-284	85	51	enhancement	enhancement	NOUN
cana-284	85	52	data	datum	NOUN
cana-284	85	53	analytics	analytic	NOUN
cana-284	85	54	[	[	X
cana-284	85	55	23	23	NUM
cana-284	85	56	]	]	X
cana-284	85	57	utilizing	utilize	VERB
cana-284	85	58	data	datum	NOUN
cana-284	85	59	insights	insight	NOUN
cana-284	85	60	for	for	ADP
cana-284	85	61	informed	informed	ADJ
cana-284	85	62	decisionmaking	decisionmaking	NOUN
cana-284	85	63	in	in	ADP
cana-284	85	64	communication	communication	NOUN
cana-284	85	65	technology	technology	NOUN
cana-284	85	66	clustering	cluster	VERB
cana-284	85	67	,	,	PUNCT
cana-284	85	68	regression	regression	VERB
cana-284	85	69	analysis	analysis	NOUN
cana-284	85	70	aids	aid	NOUN
cana-284	85	71	in	in	ADP
cana-284	85	72	informed	informed	ADJ
cana-284	85	73	decision	decision	NOUN
cana-284	85	74	-	-	PUNCT
cana-284	85	75	making	make	VERB
cana-284	85	76	iii	iii	NOUN
cana-284	85	77	.	.	PUNCT
cana-284	86	1	nonlinear	nonlinear	ADJ
cana-284	86	2	analysis	analysis	NOUN
cana-284	86	3	in	in	ADP
cana-284	86	4	communication	communication	NOUN
cana-284	86	5	technology	technology	NOUN
cana-284	86	6	in	in	ADP
cana-284	86	7	communication	communication	NOUN
cana-284	86	8	technology	technology	NOUN
cana-284	86	9	,	,	PUNCT
cana-284	86	10	nonlinear	nonlinear	ADJ
cana-284	86	11	analysis	analysis	NOUN
cana-284	86	12	refers	refer	VERB
cana-284	86	13	to	to	ADP
cana-284	86	14	a	a	DET
cana-284	86	15	broad	broad	ADJ
cana-284	86	16	range	range	NOUN
cana-284	86	17	of	of	ADP
cana-284	86	18	ideas	idea	NOUN
cana-284	86	19	that	that	PRON
cana-284	86	20	support	support	VERB
cana-284	86	21	comprehension	comprehension	NOUN
cana-284	86	22	,	,	PUNCT
cana-284	86	23	system	system	NOUN
cana-284	86	24	optimisation	optimisation	NOUN
cana-284	86	25	,	,	PUNCT
cana-284	86	26	and	and	CCONJ
cana-284	86	27	innovation	innovation	NOUN
cana-284	86	28	.	.	PUNCT
cana-284	87	1	the	the	DET
cana-284	87	2	following	follow	VERB
cana-284	87	3	are	be	AUX
cana-284	87	4	some	some	DET
cana-284	87	5	essential	essential	ADJ
cana-284	87	6	ideas	idea	NOUN
cana-284	87	7	and	and	CCONJ
cana-284	87	8	how	how	SCONJ
cana-284	87	9	they	they	PRON
cana-284	87	10	are	be	AUX
cana-284	87	11	applied	apply	VERB
cana-284	87	12	:	:	PUNCT
cana-284	87	13	1	1	X
cana-284	87	14	.	.	X
cana-284	87	15	dynamics	dynamic	NOUN
cana-284	87	16	and	and	CCONJ
cana-284	87	17	chaos	chaos	NOUN
cana-284	87	18	theory	theory	NOUN
cana-284	87	19	:	:	PUNCT
cana-284	87	20	justification	justification	NOUN
cana-284	87	21	the	the	DET
cana-284	87	22	behaviour	behaviour	NOUN
cana-284	87	23	of	of	ADP
cana-284	87	24	dynamic	dynamic	ADJ
cana-284	87	25	systems	system	NOUN
cana-284	87	26	that	that	PRON
cana-284	87	27	are	be	AUX
cana-284	87	28	extremely	extremely	ADV
cana-284	87	29	sensitive	sensitive	ADJ
cana-284	87	30	to	to	ADP
cana-284	87	31	beginning	begin	VERB
cana-284	87	32	circumstances	circumstance	NOUN
cana-284	87	33	and	and	CCONJ
cana-284	87	34	exhibit	exhibit	VERB
cana-284	87	35	what	what	PRON
cana-284	87	36	appears	appear	VERB
cana-284	87	37	to	to	PART
cana-284	87	38	be	be	AUX
cana-284	87	39	random	random	ADJ
cana-284	87	40	or	or	CCONJ
cana-284	87	41	chaotic	chaotic	ADJ
cana-284	87	42	behaviour	behaviour	NOUN
cana-284	87	43	is	be	AUX
cana-284	87	44	the	the	DET
cana-284	87	45	subject	subject	NOUN
cana-284	87	46	of	of	ADP
cana-284	87	47	chaos	chaos	NOUN
cana-284	87	48	theory	theory	NOUN
cana-284	87	49	.	.	PUNCT
cana-284	88	1	utilisation	utilisation	NOUN
cana-284	88	2	:	:	PUNCT
cana-284	88	3	modelling	modelling	NOUN
cana-284	88	4	and	and	CCONJ
cana-284	88	5	forecasting	forecasting	NOUN
cana-284	88	6	signal	signal	NOUN
cana-284	88	7	behaviours	behaviour	NOUN
cana-284	88	8	are	be	AUX
cana-284	88	9	aided	aid	VERB
cana-284	88	10	by	by	ADP
cana-284	88	11	an	an	DET
cana-284	88	12	understanding	understanding	NOUN
cana-284	88	13	of	of	ADP
cana-284	88	14	chaotic	chaotic	ADJ
cana-284	88	15	behaviour	behaviour	NOUN
cana-284	88	16	within	within	ADP
cana-284	88	17	communication	communication	NOUN
cana-284	88	18	channels	channel	NOUN
cana-284	88	19	.	.	PUNCT
cana-284	89	1	it	it	PRON
cana-284	89	2	helps	help	VERB
cana-284	89	3	to	to	PART
cana-284	89	4	lessen	lessen	VERB
cana-284	89	5	the	the	DET
cana-284	89	6	effects	effect	NOUN
cana-284	89	7	of	of	ADP
cana-284	89	8	interference	interference	NOUN
cana-284	89	9	in	in	ADP
cana-284	89	10	signal	signal	ADJ
cana-284	89	11	transmission	transmission	NOUN
cana-284	89	12	,	,	PUNCT
cana-284	89	13	such	such	ADJ
cana-284	89	14	as	as	ADP
cana-284	89	15	noise	noise	NOUN
cana-284	89	16	,	,	PUNCT
cana-284	89	17	distortion	distortion	NOUN
cana-284	89	18	,	,	PUNCT
cana-284	89	19	and	and	CCONJ
cana-284	89	20	others	other	NOUN
cana-284	89	21	.	.	PUNCT
cana-284	90	1	the	the	DET
cana-284	90	2	identification	identification	NOUN
cana-284	90	3	and	and	CCONJ
cana-284	90	4	management	management	NOUN
cana-284	90	5	of	of	ADP
cana-284	90	6	patterns	pattern	NOUN
cana-284	90	7	that	that	PRON
cana-284	90	8	may	may	AUX
cana-284	90	9	result	result	VERB
cana-284	90	10	in	in	ADP
cana-284	90	11	signal	signal	ADJ
cana-284	90	12	deterioration	deterioration	NOUN
cana-284	90	13	are	be	AUX
cana-284	90	14	based	base	VERB
cana-284	90	15	on	on	ADP
cana-284	90	16	this	this	DET
cana-284	90	17	idea	idea	NOUN
cana-284	90	18	.	.	PUNCT
cana-284	91	1	2	2	X
cana-284	91	2	.	.	PUNCT
cana-284	91	3	complex	complex	ADJ
cana-284	91	4	behaviours	behaviour	NOUN
cana-284	91	5	and	and	CCONJ
cana-284	91	6	dynamical	dynamical	ADJ
cana-284	91	7	systems	system	NOUN
cana-284	91	8	:	:	PUNCT
cana-284	91	9	justification	justification	NOUN
cana-284	91	10	dynamical	dynamical	ADJ
cana-284	91	11	systems	system	NOUN
cana-284	91	12	theory	theory	NOUN
cana-284	91	13	examines	examine	VERB
cana-284	91	14	how	how	SCONJ
cana-284	91	15	systems	system	NOUN
cana-284	91	16	,	,	PUNCT
cana-284	91	17	which	which	PRON
cana-284	91	18	frequently	frequently	ADV
cana-284	91	19	have	have	VERB
cana-284	91	20	complicated	complicated	ADJ
cana-284	91	21	dynamics	dynamic	NOUN
cana-284	91	22	and	and	CCONJ
cana-284	91	23	nonlinear	nonlinear	ADJ
cana-284	91	24	behaviours	behaviour	NOUN
cana-284	91	25	,	,	PUNCT
cana-284	91	26	develop	develop	VERB
cana-284	91	27	over	over	ADP
cana-284	91	28	time	time	NOUN
cana-284	91	29	.	.	PUNCT
cana-284	92	1	communications	communication	NOUN
cana-284	92	2	on	on	ADP
cana-284	92	3	applied	apply	VERB
cana-284	92	4	nonlinear	nonlinear	ADJ
cana-284	92	5	analysis	analysis	NOUN
cana-284	92	6	issn	issn	NOUN
cana-284	92	7	:	:	PUNCT
cana-284	92	8	1074	1074	NUM
cana-284	92	9	-	-	PUNCT
cana-284	92	10	133x	133x	NUM
cana-284	92	11	vol	vol	NOUN
cana-284	92	12	31	31	NUM
cana-284	92	13	no	no	NOUN
cana-284	92	14	.	.	NOUN
cana-284	92	15	1	1	NUM
cana-284	92	16	(	(	PUNCT
cana-284	92	17	2024	2024	NUM
cana-284	92	18	)	)	PUNCT
cana-284	93	1	22	22	NUM
cana-284	93	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	93	3	application	application	NOUN
cana-284	93	4	:	:	PUNCT
cana-284	93	5	complex	complex	ADJ
cana-284	93	6	behaviours	behaviour	NOUN
cana-284	93	7	that	that	PRON
cana-284	93	8	are	be	AUX
cana-284	93	9	not	not	PART
cana-284	93	10	linearly	linearly	ADV
cana-284	93	11	related	relate	VERB
cana-284	93	12	to	to	ADP
cana-284	93	13	inputs	input	NOUN
cana-284	93	14	are	be	AUX
cana-284	93	15	frequently	frequently	ADV
cana-284	93	16	displayed	display	VERB
cana-284	93	17	by	by	ADP
cana-284	93	18	communication	communication	NOUN
cana-284	93	19	systems	system	NOUN
cana-284	93	20	.	.	PUNCT
cana-284	94	1	in	in	ADP
cana-284	94	2	order	order	NOUN
cana-284	94	3	to	to	PART
cana-284	94	4	create	create	VERB
cana-284	94	5	models	model	NOUN
cana-284	94	6	that	that	PRON
cana-284	94	7	accurately	accurately	ADV
cana-284	94	8	depict	depict	VERB
cana-284	94	9	the	the	DET
cana-284	94	10	complex	complex	ADJ
cana-284	94	11	dynamics	dynamic	NOUN
cana-284	94	12	of	of	ADP
cana-284	94	13	these	these	DET
cana-284	94	14	systems	system	NOUN
cana-284	94	15	,	,	PUNCT
cana-284	94	16	this	this	DET
cana-284	94	17	understanding	understanding	NOUN
cana-284	94	18	is	be	AUX
cana-284	94	19	essential	essential	ADJ
cana-284	94	20	.	.	PUNCT
cana-284	95	1	it	it	PRON
cana-284	95	2	supports	support	VERB
cana-284	95	3	proactive	proactive	ADJ
cana-284	95	4	system	system	NOUN
cana-284	95	5	management	management	NOUN
cana-284	95	6	and	and	CCONJ
cana-284	95	7	optimisation	optimisation	NOUN
cana-284	95	8	by	by	ADP
cana-284	95	9	forecasting	forecast	VERB
cana-284	95	10	how	how	SCONJ
cana-284	95	11	systems	system	NOUN
cana-284	95	12	will	will	AUX
cana-284	95	13	change	change	VERB
cana-284	95	14	over	over	ADP
cana-284	95	15	time	time	NOUN
cana-284	95	16	.	.	PUNCT
cana-284	96	1	3	3	X
cana-284	96	2	.	.	PUNCT
cana-284	96	3	nonlinear	nonlinear	ADJ
cana-284	96	4	effects	effect	NOUN
cana-284	96	5	and	and	CCONJ
cana-284	96	6	signal	signal	NOUN
cana-284	96	7	processing	processing	NOUN
cana-284	96	8	:	:	PUNCT
cana-284	96	9	justification	justification	NOUN
cana-284	96	10	signal	signal	NOUN
cana-284	96	11	processing	processing	NOUN
cana-284	96	12	can	can	AUX
cana-284	96	13	be	be	AUX
cana-284	96	14	greatly	greatly	ADV
cana-284	96	15	impacted	impact	VERB
cana-284	96	16	by	by	ADP
cana-284	96	17	nonlinear	nonlinear	ADJ
cana-284	96	18	effects	effect	NOUN
cana-284	96	19	,	,	PUNCT
cana-284	96	20	which	which	PRON
cana-284	96	21	can	can	AUX
cana-284	96	22	lead	lead	VERB
cana-284	96	23	to	to	ADP
cana-284	96	24	communication	communication	NOUN
cana-284	96	25	channel	channel	NOUN
cana-284	96	26	degradation	degradation	NOUN
cana-284	96	27	or	or	CCONJ
cana-284	96	28	distortions	distortion	NOUN
cana-284	96	29	.	.	PUNCT
cana-284	97	1	application	application	NOUN
cana-284	97	2	:	:	PUNCT
cana-284	97	3	by	by	ADP
cana-284	97	4	reducing	reduce	VERB
cana-284	97	5	these	these	DET
cana-284	97	6	impacts	impact	NOUN
cana-284	97	7	,	,	PUNCT
cana-284	97	8	nonlinear	nonlinear	ADJ
cana-284	97	9	analysis	analysis	NOUN
cana-284	97	10	aids	aid	NOUN
cana-284	97	11	in	in	ADP
cana-284	97	12	the	the	DET
cana-284	97	13	optimisation	optimisation	NOUN
cana-284	97	14	of	of	ADP
cana-284	97	15	data	data	NOUN
cana-284	97	16	transmission	transmission	NOUN
cana-284	97	17	and	and	CCONJ
cana-284	97	18	reception	reception	NOUN
cana-284	97	19	.	.	PUNCT
cana-284	98	1	it	it	PRON
cana-284	98	2	makes	make	VERB
cana-284	98	3	it	it	PRON
cana-284	98	4	possible	possible	ADJ
cana-284	98	5	to	to	PART
cana-284	98	6	create	create	VERB
cana-284	98	7	modulation	modulation	NOUN
cana-284	98	8	and	and	CCONJ
cana-284	98	9	demodulation	demodulation	NOUN
cana-284	98	10	methods	method	NOUN
cana-284	98	11	that	that	PRON
cana-284	98	12	can	can	AUX
cana-284	98	13	withstand	withstand	VERB
cana-284	98	14	nonlinear	nonlinear	ADJ
cana-284	98	15	distortion	distortion	NOUN
cana-284	98	16	,	,	PUNCT
cana-284	98	17	enhancing	enhance	VERB
cana-284	98	18	the	the	DET
cana-284	98	19	precision	precision	NOUN
cana-284	98	20	and	and	CCONJ
cana-284	98	21	dependability	dependability	NOUN
cana-284	98	22	of	of	ADP
cana-284	98	23	data	datum	NOUN
cana-284	98	24	transfer	transfer	NOUN
cana-284	98	25	.	.	PUNCT
cana-284	99	1	4	4	X
cana-284	99	2	.	.	X
cana-284	99	3	modelling	modelling	NOUN
cana-284	99	4	and	and	CCONJ
cana-284	99	5	system	system	NOUN
cana-284	99	6	dynamics	dynamic	NOUN
cana-284	99	7	:	:	PUNCT
cana-284	99	8	justification	justification	NOUN
cana-284	99	9	modelling	model	VERB
cana-284	99	10	the	the	DET
cana-284	99	11	behaviour	behaviour	NOUN
cana-284	99	12	of	of	ADP
cana-284	99	13	complex	complex	ADJ
cana-284	99	14	systems	system	NOUN
cana-284	99	15	with	with	ADP
cana-284	99	16	consideration	consideration	NOUN
cana-284	99	17	for	for	ADP
cana-284	99	18	variables	variable	NOUN
cana-284	99	19	other	other	ADJ
cana-284	99	20	than	than	ADP
cana-284	99	21	simple	simple	ADJ
cana-284	99	22	cause	cause	NOUN
cana-284	99	23	and	and	CCONJ
cana-284	99	24	effect	effect	NOUN
cana-284	99	25	is	be	AUX
cana-284	99	26	known	know	VERB
cana-284	99	27	as	as	ADP
cana-284	99	28	nonlinear	nonlinear	ADJ
cana-284	99	29	analysis	analysis	NOUN
cana-284	99	30	.	.	PUNCT
cana-284	100	1	use	use	NOUN
cana-284	100	2	:	:	PUNCT
cana-284	100	3	creating	create	VERB
cana-284	100	4	models	model	NOUN
cana-284	100	5	that	that	PRON
cana-284	100	6	faithfully	faithfully	ADV
cana-284	100	7	capture	capture	VERB
cana-284	100	8	the	the	DET
cana-284	100	9	behaviour	behaviour	NOUN
cana-284	100	10	of	of	ADP
cana-284	100	11	communication	communication	NOUN
cana-284	100	12	networks	network	NOUN
cana-284	100	13	requires	require	VERB
cana-284	100	14	the	the	DET
cana-284	100	15	use	use	NOUN
cana-284	100	16	of	of	ADP
cana-284	100	17	this	this	DET
cana-284	100	18	idea	idea	NOUN
cana-284	100	19	in	in	ADP
cana-284	100	20	communication	communication	NOUN
cana-284	100	21	technology	technology	NOUN
cana-284	100	22	.	.	PUNCT
cana-284	101	1	it	it	PRON
cana-284	101	2	helps	help	VERB
cana-284	101	3	to	to	PART
cana-284	101	4	forecast	forecast	VERB
cana-284	101	5	the	the	DET
cana-284	101	6	system	system	NOUN
cana-284	101	7	's	's	PART
cana-284	101	8	response	response	NOUN
cana-284	101	9	to	to	ADP
cana-284	101	10	various	various	ADJ
cana-284	101	11	inputs	input	NOUN
cana-284	101	12	and	and	CCONJ
cana-284	101	13	disturbances	disturbance	NOUN
cana-284	101	14	,	,	PUNCT
cana-284	101	15	which	which	PRON
cana-284	101	16	facilitates	facilitate	VERB
cana-284	101	17	improved	improve	VERB
cana-284	101	18	system	system	NOUN
cana-284	101	19	management	management	NOUN
cana-284	101	20	and	and	CCONJ
cana-284	101	21	design	design	NOUN
cana-284	101	22	.	.	PUNCT
cana-284	102	1	5	5	X
cana-284	102	2	.	.	X
cana-284	102	3	analysis	analysis	NOUN
cana-284	102	4	of	of	ADP
cana-284	102	5	network	network	NOUN
cana-284	102	6	structure	structure	NOUN
cana-284	102	7	:	:	PUNCT
cana-284	102	8	justification	justification	NOUN
cana-284	102	9	understanding	understand	VERB
cana-284	102	10	the	the	DET
cana-284	102	11	dynamics	dynamic	NOUN
cana-284	102	12	and	and	CCONJ
cana-284	102	13	structure	structure	NOUN
cana-284	102	14	of	of	ADP
cana-284	102	15	networks	network	NOUN
cana-284	102	16	,	,	PUNCT
cana-284	102	17	such	such	ADJ
cana-284	102	18	as	as	ADP
cana-284	102	19	social	social	ADJ
cana-284	102	20	networks	network	NOUN
cana-284	102	21	or	or	CCONJ
cana-284	102	22	internet	internet	NOUN
cana-284	102	23	infrastructures	infrastructure	NOUN
cana-284	102	24	,	,	PUNCT
cana-284	102	25	is	be	AUX
cana-284	102	26	made	make	VERB
cana-284	102	27	easier	easy	ADJ
cana-284	102	28	with	with	ADP
cana-284	102	29	the	the	DET
cana-284	102	30	use	use	NOUN
cana-284	102	31	of	of	ADP
cana-284	102	32	nonlinear	nonlinear	ADJ
cana-284	102	33	analysis	analysis	NOUN
cana-284	102	34	.	.	PUNCT
cana-284	103	1	utilisation	utilisation	NOUN
cana-284	103	2	:	:	PUNCT
cana-284	103	3	understanding	understand	VERB
cana-284	103	4	the	the	DET
cana-284	103	5	robustness	robustness	NOUN
cana-284	103	6	,	,	PUNCT
cana-284	103	7	weaknesses	weakness	NOUN
cana-284	103	8	,	,	PUNCT
cana-284	103	9	and	and	CCONJ
cana-284	103	10	emergent	emergent	ADJ
cana-284	103	11	behaviours	behaviour	NOUN
cana-284	103	12	of	of	ADP
cana-284	103	13	network	network	NOUN
cana-284	103	14	architectures	architecture	NOUN
cana-284	103	15	is	be	AUX
cana-284	103	16	made	make	VERB
cana-284	103	17	easier	easy	ADJ
cana-284	103	18	by	by	ADP
cana-284	103	19	analysing	analyse	VERB
cana-284	103	20	their	their	PRON
cana-284	103	21	nonlinear	nonlinear	ADJ
cana-284	103	22	behaviours	behaviour	NOUN
cana-284	103	23	.	.	PUNCT
cana-284	104	1	it	it	PRON
cana-284	104	2	aids	aid	VERB
cana-284	104	3	in	in	ADP
cana-284	104	4	the	the	DET
cana-284	104	5	creation	creation	NOUN
cana-284	104	6	of	of	ADP
cana-284	104	7	communication	communication	NOUN
cana-284	104	8	architectures	architecture	NOUN
cana-284	104	9	that	that	PRON
cana-284	104	10	are	be	AUX
cana-284	104	11	more	more	ADV
cana-284	104	12	resilient	resilient	ADJ
cana-284	104	13	and	and	CCONJ
cana-284	104	14	flexible	flexible	ADJ
cana-284	104	15	.	.	PUNCT
cana-284	105	1	6	6	X
cana-284	105	2	.	.	X
cana-284	105	3	techniques	technique	NOUN
cana-284	105	4	for	for	ADP
cana-284	105	5	nonlinear	nonlinear	ADJ
cana-284	105	6	signal	signal	ADJ
cana-284	105	7	modulation	modulation	NOUN
cana-284	105	8	and	and	CCONJ
cana-284	105	9	demodulation	demodulation	NOUN
cana-284	105	10	:	:	PUNCT
cana-284	105	11	justification	justification	NOUN
cana-284	105	12	:	:	PUNCT
cana-284	105	13	modulation	modulation	NOUN
cana-284	105	14	and	and	CCONJ
cana-284	105	15	demodulation	demodulation	NOUN
cana-284	105	16	techniques	technique	NOUN
cana-284	105	17	that	that	PRON
cana-284	105	18	are	be	AUX
cana-284	105	19	resistant	resistant	ADJ
cana-284	105	20	to	to	ADP
cana-284	105	21	nonlinear	nonlinear	ADJ
cana-284	105	22	effects	effect	NOUN
cana-284	105	23	are	be	AUX
cana-284	105	24	developed	develop	VERB
cana-284	105	25	and	and	CCONJ
cana-284	105	26	understood	understand	VERB
cana-284	105	27	with	with	ADP
cana-284	105	28	the	the	DET
cana-284	105	29	aid	aid	NOUN
cana-284	105	30	of	of	ADP
cana-284	105	31	nonlinear	nonlinear	ADJ
cana-284	105	32	analysis	analysis	NOUN
cana-284	105	33	.	.	PUNCT
cana-284	106	1	application	application	NOUN
cana-284	106	2	:	:	PUNCT
cana-284	106	3	this	this	DET
cana-284	106	4	theory	theory	NOUN
cana-284	106	5	is	be	AUX
cana-284	106	6	essential	essential	ADJ
cana-284	106	7	to	to	PART
cana-284	106	8	signal	signal	VERB
cana-284	106	9	processing	processing	NOUN
cana-284	106	10	since	since	SCONJ
cana-284	106	11	it	it	PRON
cana-284	106	12	guarantees	guarantee	VERB
cana-284	106	13	reliable	reliable	ADJ
cana-284	106	14	reception	reception	NOUN
cana-284	106	15	of	of	ADP
cana-284	106	16	transmitted	transmit	VERB
cana-284	106	17	data	datum	NOUN
cana-284	106	18	even	even	ADV
cana-284	106	19	when	when	SCONJ
cana-284	106	20	the	the	DET
cana-284	106	21	communication	communication	NOUN
cana-284	106	22	channel	channel	NOUN
cana-284	106	23	has	have	VERB
cana-284	106	24	nonlinear	nonlinear	ADJ
cana-284	106	25	aberrations	aberration	NOUN
cana-284	106	26	.	.	PUNCT
cana-284	107	1	the	the	DET
cana-284	107	2	basis	basis	NOUN
cana-284	107	3	for	for	ADP
cana-284	107	4	enhancing	enhance	VERB
cana-284	107	5	communication	communication	NOUN
cana-284	107	6	technology	technology	NOUN
cana-284	107	7	's	's	PART
cana-284	107	8	effectiveness	effectiveness	NOUN
cana-284	107	9	,	,	PUNCT
cana-284	107	10	dependability	dependability	NOUN
cana-284	107	11	,	,	PUNCT
cana-284	107	12	and	and	CCONJ
cana-284	107	13	flexibility	flexibility	NOUN
cana-284	107	14	is	be	AUX
cana-284	107	15	laid	lay	VERB
cana-284	107	16	by	by	ADP
cana-284	107	17	these	these	DET
cana-284	107	18	nonlinear	nonlinear	ADJ
cana-284	107	19	analytic	analytic	ADJ
cana-284	107	20	concepts	concept	NOUN
cana-284	107	21	.	.	PUNCT
cana-284	108	1	through	through	ADP
cana-284	108	2	comprehension	comprehension	NOUN
cana-284	108	3	and	and	CCONJ
cana-284	108	4	implementation	implementation	NOUN
cana-284	108	5	of	of	ADP
cana-284	108	6	these	these	DET
cana-284	108	7	concepts	concept	NOUN
cana-284	108	8	,	,	PUNCT
cana-284	108	9	researchers	researcher	NOUN
cana-284	108	10	and	and	CCONJ
cana-284	108	11	engineers	engineer	NOUN
cana-284	108	12	can	can	AUX
cana-284	108	13	design	design	VERB
cana-284	108	14	communication	communication	NOUN
cana-284	108	15	structures	structure	NOUN
cana-284	108	16	that	that	PRON
cana-284	108	17	are	be	AUX
cana-284	108	18	more	more	ADV
cana-284	108	19	optimal	optimal	ADJ
cana-284	108	20	for	for	ADP
cana-284	108	21	a	a	DET
cana-284	108	22	range	range	NOUN
cana-284	108	23	of	of	ADP
cana-284	108	24	needs	need	NOUN
cana-284	108	25	and	and	CCONJ
cana-284	108	26	conditions	condition	NOUN
cana-284	108	27	,	,	PUNCT
cana-284	108	28	as	as	ADV
cana-284	108	29	well	well	ADV
cana-284	108	30	as	as	ADP
cana-284	108	31	systems	system	NOUN
cana-284	108	32	that	that	PRON
cana-284	108	33	are	be	AUX
cana-284	108	34	more	more	ADV
cana-284	108	35	resistant	resistant	ADJ
cana-284	108	36	to	to	ADP
cana-284	108	37	nonlinear	nonlinear	ADJ
cana-284	108	38	distortions	distortion	NOUN
cana-284	108	39	and	and	CCONJ
cana-284	108	40	more	more	ADV
cana-284	108	41	accurately	accurately	ADV
cana-284	108	42	forecast	forecast	NOUN
cana-284	108	43	system	system	NOUN
cana-284	108	44	behaviours	behaviour	NOUN
cana-284	108	45	.	.	PUNCT
cana-284	109	1	communications	communication	NOUN
cana-284	109	2	on	on	ADP
cana-284	109	3	applied	apply	VERB
cana-284	109	4	nonlinear	nonlinear	ADJ
cana-284	109	5	analysis	analysis	NOUN
cana-284	109	6	issn	issn	NOUN
cana-284	109	7	:	:	PUNCT
cana-284	109	8	1074	1074	NUM
cana-284	109	9	-	-	PUNCT
cana-284	109	10	133x	133x	NUM
cana-284	109	11	vol	vol	NOUN
cana-284	109	12	31	31	NUM
cana-284	109	13	no	no	NOUN
cana-284	109	14	.	.	NOUN
cana-284	109	15	1	1	NUM
cana-284	109	16	(	(	PUNCT
cana-284	109	17	2024	2024	NUM
cana-284	109	18	)	)	PUNCT
cana-284	109	19	23	23	NUM
cana-284	109	20	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-284	109	21	iv	iv	SYM
cana-284	109	22	.	.	PUNCT
cana-284	109	23	machine	machine	NOUN
cana-284	109	24	learning	learn	VERB
cana-284	109	25	in	in	ADP
cana-284	109	26	communication	communication	NOUN
cana-284	109	27	technology	technology	NOUN
cana-284	109	28	the	the	DET
cana-284	109	29	field	field	NOUN
cana-284	109	30	of	of	ADP
cana-284	109	31	communication	communication	NOUN
cana-284	109	32	technology	technology	NOUN
cana-284	109	33	has	have	AUX
cana-284	109	34	seen	see	VERB
cana-284	109	35	tremendous	tremendous	ADJ
cana-284	109	36	change	change	NOUN
cana-284	109	37	as	as	ADP
cana-284	109	38	a	a	DET
cana-284	109	39	result	result	NOUN
cana-284	109	40	of	of	ADP
cana-284	109	41	machine	machine	NOUN
cana-284	109	42	learning	learning	NOUN
cana-284	109	43	.	.	PUNCT
cana-284	110	1	it	it	PRON
cana-284	110	2	improves	improve	VERB
cana-284	110	3	efficiency	efficiency	NOUN
cana-284	110	4	,	,	PUNCT
cana-284	110	5	adaptability	adaptability	NOUN
cana-284	110	6	,	,	PUNCT
cana-284	110	7	and	and	CCONJ
cana-284	110	8	security	security	NOUN
cana-284	110	9	in	in	ADP
cana-284	110	10	a	a	DET
cana-284	110	11	variety	variety	NOUN
cana-284	110	12	of	of	ADP
cana-284	110	13	communication	communication	NOUN
cana-284	110	14	system	system	NOUN
cana-284	110	15	areas	area	NOUN
cana-284	110	16	through	through	ADP
cana-284	110	17	its	its	PRON
cana-284	110	18	applications	application	NOUN
cana-284	110	19	.	.	PUNCT
cana-284	111	1	this	this	PRON
cana-284	111	2	is	be	AUX
cana-284	111	3	a	a	DET
cana-284	111	4	comprehensive	comprehensive	ADJ
cana-284	111	5	analysis	analysis	NOUN
cana-284	111	6	of	of	ADP
cana-284	111	7	the	the	DET
cana-284	111	8	function	function	NOUN
cana-284	111	9	of	of	ADP
cana-284	111	10	machine	machine	NOUN
cana-284	111	11	learning	learn	VERB
cana-284	111	12	in	in	ADP
cana-284	111	13	communication	communication	NOUN
cana-284	111	14	technology	technology	NOUN
cana-284	111	15	:	:	PUNCT
cana-284	111	16	1	1	X
cana-284	111	17	.	.	X
cana-284	111	18	network	network	NOUN
cana-284	111	19	optimisation	optimisation	NOUN
cana-284	111	20	and	and	CCONJ
cana-284	111	21	predictive	predictive	ADJ
cana-284	111	22	analytics	analytic	NOUN
cana-284	111	23	:	:	PUNCT
cana-284	111	24	predictive	predictive	ADJ
cana-284	111	25	modelling	modelling	NOUN
cana-284	111	26	in	in	ADP
cana-284	111	27	communication	communication	NOUN
cana-284	111	28	systems	system	NOUN
cana-284	111	29	is	be	AUX
cana-284	111	30	achieved	achieve	VERB
cana-284	111	31	through	through	ADP
cana-284	111	32	the	the	DET
cana-284	111	33	application	application	NOUN
cana-284	111	34	of	of	ADP
cana-284	111	35	machine	machine	NOUN
cana-284	111	36	learning	learn	VERB
cana-284	111	37	techniques	technique	NOUN
cana-284	111	38	.	.	PUNCT
cana-284	112	1	by	by	ADP
cana-284	112	2	predicting	predict	VERB
cana-284	112	3	network	network	NOUN
cana-284	112	4	traffic	traffic	NOUN
cana-284	112	5	patterns	pattern	NOUN
cana-284	112	6	,	,	PUNCT
cana-284	112	7	these	these	DET
cana-284	112	8	models	model	NOUN
cana-284	112	9	help	help	VERB
cana-284	112	10	with	with	ADP
cana-284	112	11	resource	resource	NOUN
cana-284	112	12	management	management	NOUN
cana-284	112	13	,	,	PUNCT
cana-284	112	14	network	network	NOUN
cana-284	112	15	optimisation	optimisation	NOUN
cana-284	112	16	,	,	PUNCT
cana-284	112	17	and	and	CCONJ
cana-284	112	18	congestion	congestion	NOUN
cana-284	112	19	avoidance	avoidance	NOUN
cana-284	112	20	.	.	PUNCT
cana-284	113	1	machine	machine	NOUN
cana-284	113	2	learning	learn	VERB
cana-284	113	3	forecasts	forecast	VERB
cana-284	113	4	future	future	ADJ
cana-284	113	5	behaviours	behaviour	NOUN
cana-284	113	6	by	by	ADP
cana-284	113	7	evaluating	evaluate	VERB
cana-284	113	8	past	past	ADJ
cana-284	113	9	data	datum	NOUN
cana-284	113	10	,	,	PUNCT
cana-284	113	11	which	which	PRON
cana-284	113	12	makes	make	VERB
cana-284	113	13	it	it	PRON
cana-284	113	14	possible	possible	ADJ
cana-284	113	15	to	to	PART
cana-284	113	16	better	well	ADV
cana-284	113	17	manage	manage	VERB
cana-284	113	18	networks	network	NOUN
cana-284	113	19	and	and	CCONJ
cana-284	113	20	allocate	allocate	ADJ
cana-284	113	21	resources	resource	NOUN
cana-284	113	22	,	,	PUNCT
cana-284	113	23	as	as	SCONJ
cana-284	113	24	illustrate	illustrate	VERB
cana-284	113	25	in	in	ADP
cana-284	113	26	figure	figure	NOUN
cana-284	113	27	1	1	NUM
cana-284	113	28	.	.	PUNCT
cana-284	114	1	network	network	NOUN
cana-284	114	2	efficiency	efficiency	NOUN
cana-284	114	3	:	:	PUNCT
cana-284	114	4	step	step	NOUN
cana-284	114	5	1	1	NUM
cana-284	114	6	:	:	PUNCT
cana-284	114	7	gathering	gather	VERB
cana-284	114	8	and	and	CCONJ
cana-284	114	9	preparing	prepare	VERB
cana-284	114	10	data	datum	NOUN
cana-284	114	11	•	•	NOUN
cana-284	114	12	data	datum	NOUN
cana-284	114	13	collection	collection	NOUN
cana-284	114	14	:	:	PUNCT
cana-284	114	15	compile	compile	NOUN
cana-284	114	16	pertinent	pertinent	ADJ
cana-284	114	17	information	information	NOUN
cana-284	114	18	on	on	ADP
cana-284	114	19	traffic	traffic	NOUN
cana-284	114	20	patterns	pattern	NOUN
cana-284	114	21	,	,	PUNCT
cana-284	114	22	resource	resource	NOUN
cana-284	114	23	usage	usage	NOUN
cana-284	114	24	,	,	PUNCT
cana-284	114	25	network	network	NOUN
cana-284	114	26	performance	performance	NOUN
cana-284	114	27	,	,	PUNCT
cana-284	114	28	etc	etc	X
cana-284	114	29	.	.	X
cana-284	114	30	•	•	NUM
cana-284	114	31	preparing	prepare	VERB
cana-284	114	32	the	the	DET
cana-284	114	33	data	datum	NOUN
cana-284	114	34	for	for	ADP
cana-284	114	35	analysis	analysis	NOUN
cana-284	114	36	involves	involve	VERB
cana-284	114	37	cleaning	clean	VERB
cana-284	114	38	it	it	PRON
cana-284	114	39	up	up	ADP
cana-284	114	40	,	,	PUNCT
cana-284	114	41	filling	fill	VERB
cana-284	114	42	in	in	ADP
cana-284	114	43	any	any	DET
cana-284	114	44	missing	missing	ADJ
cana-284	114	45	numbers	number	NOUN
cana-284	114	46	,	,	PUNCT
cana-284	114	47	and	and	CCONJ
cana-284	114	48	formatting	format	VERB
cana-284	114	49	it	it	PRON
cana-284	114	50	appropriately	appropriately	ADV
cana-284	114	51	.	.	PUNCT
cana-284	115	1	step	step	NOUN
cana-284	115	2	2	2	NUM
cana-284	115	3	:	:	PUNCT
cana-284	115	4	engineering	engineering	NOUN
cana-284	115	5	and	and	CCONJ
cana-284	115	6	feature	feature	NOUN
cana-284	115	7	selection	selection	NOUN
cana-284	115	8	•	•	NOUN
cana-284	115	9	feature	feature	NOUN
cana-284	115	10	selection	selection	NOUN
cana-284	115	11	:	:	PUNCT
cana-284	115	12	determine	determine	VERB
cana-284	115	13	which	which	DET
cana-284	115	14	factors	factor	NOUN
cana-284	115	15	,	,	PUNCT
cana-284	115	16	such	such	ADJ
cana-284	115	17	as	as	ADP
cana-284	115	18	bandwidth	bandwidth	ADJ
cana-284	115	19	consumption	consumption	NOUN
cana-284	115	20	,	,	PUNCT
cana-284	115	21	latency	latency	NOUN
cana-284	115	22	,	,	PUNCT
cana-284	115	23	or	or	CCONJ
cana-284	115	24	node	node	NOUN
cana-284	115	25	connectivity	connectivity	NOUN
cana-284	115	26	,	,	PUNCT
cana-284	115	27	are	be	AUX
cana-284	115	28	most	most	ADV
cana-284	115	29	important	important	ADJ
cana-284	115	30	in	in	ADP
cana-284	115	31	influencing	influence	VERB
cana-284	115	32	network	network	NOUN
cana-284	115	33	performance	performance	NOUN
cana-284	115	34	.	.	PUNCT
cana-284	116	1	•	•	NUM
cana-284	116	2	feature	feature	NOUN
cana-284	116	3	engineering	engineering	NOUN
cana-284	116	4	:	:	PUNCT
cana-284	116	5	to	to	PART
cana-284	116	6	enhance	enhance	VERB
cana-284	116	7	model	model	NOUN
cana-284	116	8	performance	performance	NOUN
cana-284	116	9	and	and	CCONJ
cana-284	116	10	more	more	ADV
cana-284	116	11	accurately	accurately	ADV
cana-284	116	12	represent	represent	VERB
cana-284	116	13	the	the	DET
cana-284	116	14	data	datum	NOUN
cana-284	116	15	,	,	PUNCT
cana-284	116	16	add	add	VERB
cana-284	116	17	new	new	ADJ
cana-284	116	18	features	feature	NOUN
cana-284	116	19	or	or	CCONJ
cana-284	116	20	modify	modify	VERB
cana-284	116	21	current	current	ADJ
cana-284	116	22	ones	one	NOUN
cana-284	116	23	.	.	PUNCT
cana-284	117	1	step	step	VERB
cana-284	117	2	3	3	NUM
cana-284	117	3	:	:	PUNCT
cana-284	117	4	choosing	choose	VERB
cana-284	117	5	an	an	DET
cana-284	117	6	algorithm	algorithm	NOUN
cana-284	117	7	depending	depend	VERB
cana-284	117	8	on	on	ADP
cana-284	117	9	the	the	DET
cana-284	117	10	type	type	NOUN
cana-284	117	11	of	of	ADP
cana-284	117	12	problem	problem	NOUN
cana-284	117	13	,	,	PUNCT
cana-284	117	14	select	select	VERB
cana-284	117	15	a	a	DET
cana-284	117	16	suitable	suitable	ADJ
cana-284	117	17	algorithm	algorithm	NOUN
cana-284	117	18	(	(	PUNCT
cana-284	117	19	such	such	ADJ
cana-284	117	20	as	as	ADP
cana-284	117	21	an	an	DET
cana-284	117	22	optimisation	optimisation	NOUN
cana-284	117	23	,	,	PUNCT
cana-284	117	24	clustering	clustering	NOUN
cana-284	117	25	,	,	PUNCT
cana-284	117	26	or	or	CCONJ
cana-284	117	27	regression	regression	NOUN
cana-284	117	28	algorithm	algorithm	NOUN
cana-284	117	29	)	)	PUNCT
cana-284	117	30	.	.	PUNCT
cana-284	118	1	step	step	NOUN
cana-284	118	2	4	4	NUM
cana-284	118	3	:	:	PUNCT
cana-284	118	4	validation	validation	NOUN
cana-284	118	5	and	and	CCONJ
cana-284	118	6	training	training	NOUN
cana-284	118	7	of	of	ADP
cana-284	118	8	models	model	NOUN
cana-284	118	9	•	•	NOUN
cana-284	118	10	model	model	NOUN
cana-284	118	11	training	training	NOUN
cana-284	118	12	:	:	PUNCT
cana-284	118	13	to	to	PART
cana-284	118	14	discover	discover	VERB
cana-284	118	15	patterns	pattern	NOUN
cana-284	118	16	and	and	CCONJ
cana-284	118	17	behaviours	behaviour	NOUN
cana-284	118	18	,	,	PUNCT
cana-284	118	19	train	train	VERB
cana-284	118	20	the	the	DET
cana-284	118	21	selected	select	VERB
cana-284	118	22	algorithm	algorithm	NOUN
cana-284	118	23	on	on	ADP
cana-284	118	24	past	past	ADJ
cana-284	118	25	network	network	NOUN
cana-284	118	26	data	datum	NOUN
cana-284	118	27	.	.	PUNCT
cana-284	119	1	•	•	NUM
cana-284	119	2	model	model	NOUN
cana-284	119	3	validation	validation	NOUN
cana-284	119	4	:	:	PUNCT
cana-284	119	5	to	to	PART
cana-284	119	6	make	make	VERB
cana-284	119	7	sure	sure	ADJ
cana-284	119	8	the	the	DET
cana-284	119	9	model	model	NOUN
cana-284	119	10	can	can	AUX
cana-284	119	11	adapt	adapt	VERB
cana-284	119	12	well	well	ADV
cana-284	119	13	to	to	ADP
cana-284	119	14	new	new	ADJ
cana-284	119	15	data	datum	NOUN
cana-284	119	16	,	,	PUNCT
cana-284	119	17	validate	validate	VERB
cana-284	119	18	its	its	PRON
cana-284	119	19	performance	performance	NOUN
cana-284	119	20	using	use	VERB
cana-284	119	21	a	a	DET
cana-284	119	22	subset	subset	NOUN
cana-284	119	23	of	of	ADP
cana-284	119	24	the	the	DET
cana-284	119	25	data	datum	NOUN
cana-284	119	26	that	that	PRON
cana-284	119	27	was	be	AUX
cana-284	119	28	not	not	PART
cana-284	119	29	used	use	VERB
cana-284	119	30	for	for	ADP
cana-284	119	31	training	training	NOUN
cana-284	119	32	.	.	PUNCT
cana-284	120	1	step	step	NOUN
cana-284	120	2	5	5	NUM
cana-284	120	3	:	:	PUNCT
cana-284	120	4	adjustment	adjustment	NOUN
cana-284	120	5	and	and	CCONJ
cana-284	120	6	enhancement	enhancement	NOUN
cana-284	120	7	•	•	NUM
cana-284	120	8	use	use	VERB
cana-284	120	9	the	the	DET
cana-284	120	10	model	model	NOUN
cana-284	120	11	to	to	PART
cana-284	120	12	optimise	optimise	VERB
cana-284	120	13	network	network	NOUN
cana-284	120	14	parameters	parameter	NOUN
cana-284	120	15	in	in	ADP
cana-284	120	16	real	real	ADJ
cana-284	120	17	-	-	PUNCT
cana-284	120	18	time	time	NOUN
cana-284	120	19	,	,	PUNCT
cana-284	120	20	such	such	ADJ
cana-284	120	21	as	as	ADP
cana-284	120	22	load	load	NOUN
cana-284	120	23	balancing	balancing	NOUN
cana-284	120	24	,	,	PUNCT
cana-284	120	25	routing	routing	NOUN
cana-284	120	26	,	,	PUNCT
cana-284	120	27	and	and	CCONJ
cana-284	120	28	resource	resource	NOUN
cana-284	120	29	allocation	allocation	NOUN
cana-284	120	30	.	.	PUNCT
cana-284	121	1	communications	communication	NOUN
cana-284	121	2	on	on	ADP
cana-284	121	3	applied	apply	VERB
cana-284	121	4	nonlinear	nonlinear	ADJ
cana-284	121	5	analysis	analysis	NOUN
cana-284	121	6	issn	issn	NOUN
cana-284	121	7	:	:	PUNCT
cana-284	121	8	1074	1074	NUM
cana-284	121	9	-	-	PUNCT
cana-284	121	10	133x	133x	NUM
cana-284	121	11	vol	vol	NOUN
cana-284	121	12	31	31	NUM
cana-284	121	13	no	no	NOUN
cana-284	121	14	.	.	NOUN
cana-284	121	15	1	1	NUM
cana-284	121	16	(	(	PUNCT
cana-284	121	17	2024	2024	NUM
cana-284	121	18	)	)	PUNCT
cana-284	121	19	24	24	NUM
cana-284	121	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	121	21	•	•	VERB
cana-284	121	22	maintain	maintain	VERB
cana-284	121	23	a	a	DET
cana-284	121	24	close	close	ADJ
cana-284	121	25	eye	eye	NOUN
cana-284	121	26	on	on	ADP
cana-284	121	27	network	network	NOUN
cana-284	121	28	performance	performance	NOUN
cana-284	121	29	and	and	CCONJ
cana-284	121	30	modify	modify	VERB
cana-284	121	31	the	the	DET
cana-284	121	32	model	model	NOUN
cana-284	121	33	when	when	SCONJ
cana-284	121	34	circumstances	circumstance	NOUN
cana-284	121	35	or	or	CCONJ
cana-284	121	36	need	need	VERB
cana-284	121	37	change	change	NOUN
cana-284	121	38	.	.	PUNCT
cana-284	122	1	figure	figure	VERB
cana-284	122	2	1	1	NUM
cana-284	122	3	:	:	PUNCT
cana-284	122	4	system	system	NOUN
cana-284	122	5	architecture	architecture	NOUN
cana-284	122	6	for	for	ADP
cana-284	122	7	network	network	NOUN
cana-284	122	8	optimization	optimization	NOUN
cana-284	122	9	for	for	ADP
cana-284	122	10	load	load	NOUN
cana-284	122	11	balancing	balance	VERB
cana-284	122	12	analytics	analytic	NOUN
cana-284	122	13	that	that	PRON
cana-284	122	14	predicts	predict	VERB
cana-284	122	15	:	:	PUNCT
cana-284	122	16	step	step	NOUN
cana-284	122	17	1	1	NUM
cana-284	122	18	:	:	PUNCT
cana-284	122	19	gathering	gather	VERB
cana-284	122	20	and	and	CCONJ
cana-284	122	21	preparing	prepare	VERB
cana-284	122	22	data	datum	NOUN
cana-284	122	23	•	•	NOUN
cana-284	122	24	collect	collect	VERB
cana-284	122	25	and	and	CCONJ
cana-284	122	26	prepare	prepare	VERB
cana-284	122	27	pertinent	pertinent	ADJ
cana-284	122	28	data	datum	NOUN
cana-284	122	29	for	for	ADP
cana-284	122	30	predictive	predictive	ADJ
cana-284	122	31	analysis	analysis	NOUN
cana-284	122	32	,	,	PUNCT
cana-284	122	33	akin	akin	ADJ
cana-284	122	34	to	to	ADP
cana-284	122	35	network	network	NOUN
cana-284	122	36	optimisation	optimisation	NOUN
cana-284	122	37	.	.	PUNCT
cana-284	123	1	step	step	NOUN
cana-284	123	2	2	2	NUM
cana-284	123	3	:	:	PUNCT
cana-284	123	4	engineering	engineering	NOUN
cana-284	123	5	and	and	CCONJ
cana-284	123	6	feature	feature	NOUN
cana-284	123	7	selection	selection	NOUN
cana-284	123	8	•	•	NOUN
cana-284	123	9	determine	determine	NOUN
cana-284	123	10	which	which	PRON
cana-284	123	11	aspects	aspect	VERB
cana-284	123	12	best	good	ADJ
cana-284	123	13	capture	capture	VERB
cana-284	123	14	the	the	DET
cana-284	123	15	predictive	predictive	ADJ
cana-284	123	16	nature	nature	NOUN
cana-284	123	17	of	of	ADP
cana-284	123	18	the	the	DET
cana-284	123	19	issue	issue	NOUN
cana-284	123	20	and	and	CCONJ
cana-284	123	21	engineer	engineer	VERB
cana-284	123	22	them	they	PRON
cana-284	123	23	.	.	PUNCT
cana-284	124	1	step	step	VERB
cana-284	124	2	3	3	NUM
cana-284	124	3	:	:	PUNCT
cana-284	124	4	choosing	choose	VERB
cana-284	124	5	an	an	DET
cana-284	124	6	algorithm	algorithm	NOUN
cana-284	124	7	•	•	ADP
cana-284	124	8	depending	depend	VERB
cana-284	124	9	on	on	ADP
cana-284	124	10	the	the	DET
cana-284	124	11	prediction	prediction	NOUN
cana-284	124	12	problem	problem	NOUN
cana-284	124	13	,	,	PUNCT
cana-284	124	14	select	select	VERB
cana-284	124	15	appropriate	appropriate	ADJ
cana-284	124	16	predictive	predictive	ADJ
cana-284	124	17	models	model	NOUN
cana-284	124	18	such	such	ADJ
cana-284	124	19	neural	neural	ADJ
cana-284	124	20	networks	network	NOUN
cana-284	124	21	,	,	PUNCT
cana-284	124	22	regression	regression	NOUN
cana-284	124	23	,	,	PUNCT
cana-284	124	24	or	or	CCONJ
cana-284	124	25	time	time	NOUN
cana-284	124	26	-	-	PUNCT
cana-284	124	27	series	series	NOUN
cana-284	124	28	analysis	analysis	NOUN
cana-284	124	29	.	.	PUNCT
cana-284	125	1	step	step	NOUN
cana-284	125	2	4	4	NUM
cana-284	125	3	:	:	PUNCT
cana-284	125	4	validation	validation	NOUN
cana-284	125	5	and	and	CCONJ
cana-284	125	6	training	training	NOUN
cana-284	125	7	of	of	ADP
cana-284	125	8	models	model	NOUN
cana-284	125	9	•	•	ADV
cana-284	125	10	make	make	VERB
cana-284	125	11	sure	sure	ADJ
cana-284	125	12	the	the	DET
cana-284	125	13	chosen	choose	VERB
cana-284	125	14	model	model	NOUN
cana-284	125	15	appropriately	appropriately	ADV
cana-284	125	16	recognises	recognise	VERB
cana-284	125	17	patterns	pattern	NOUN
cana-284	125	18	and	and	CCONJ
cana-284	125	19	trends	trend	NOUN
cana-284	125	20	by	by	ADP
cana-284	125	21	training	train	VERB
cana-284	125	22	it	it	PRON
cana-284	125	23	on	on	ADP
cana-284	125	24	past	past	ADJ
cana-284	125	25	data	data	PROPN
cana-284	125	26	.	.	PUNCT
cana-284	126	1	•	•	NUM
cana-284	126	2	make	make	VERB
cana-284	126	3	use	use	NOUN
cana-284	126	4	of	of	ADP
cana-284	126	5	testing	test	VERB
cana-284	126	6	data	datum	NOUN
cana-284	126	7	to	to	PART
cana-284	126	8	verify	verify	VERB
cana-284	126	9	the	the	DET
cana-284	126	10	predicted	predict	VERB
cana-284	126	11	accuracy	accuracy	NOUN
cana-284	126	12	of	of	ADP
cana-284	126	13	the	the	DET
cana-284	126	14	model	model	NOUN
cana-284	126	15	.	.	PUNCT
cana-284	127	1	step	step	NOUN
cana-284	127	2	5	5	NUM
cana-284	127	3	:	:	PUNCT
cana-284	127	4	prognosis	prognosis	NOUN
cana-284	127	5	and	and	CCONJ
cana-284	127	6	useful	useful	ADJ
cana-284	127	7	information	information	NOUN
cana-284	127	8	communications	communication	NOUN
cana-284	127	9	on	on	ADP
cana-284	127	10	applied	apply	VERB
cana-284	127	11	nonlinear	nonlinear	ADJ
cana-284	127	12	analysis	analysis	NOUN
cana-284	127	13	issn	issn	NOUN
cana-284	127	14	:	:	PUNCT
cana-284	127	15	1074	1074	NUM
cana-284	127	16	-	-	PUNCT
cana-284	127	17	133x	133x	NUM
cana-284	127	18	vol	vol	NOUN
cana-284	127	19	31	31	NUM
cana-284	127	20	no	no	NOUN
cana-284	127	21	.	.	NOUN
cana-284	127	22	1	1	NUM
cana-284	127	23	(	(	PUNCT
cana-284	127	24	2024	2024	NUM
cana-284	127	25	)	)	PUNCT
cana-284	127	26	25	25	NUM
cana-284	127	27	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	127	28	•	•	NUM
cana-284	127	29	make	make	VERB
cana-284	127	30	use	use	NOUN
cana-284	127	31	of	of	ADP
cana-284	127	32	the	the	DET
cana-284	127	33	trained	train	VERB
cana-284	127	34	model	model	NOUN
cana-284	127	35	to	to	PART
cana-284	127	36	forecast	forecast	VERB
cana-284	127	37	traffic	traffic	NOUN
cana-284	127	38	patterns	pattern	NOUN
cana-284	127	39	and	and	CCONJ
cana-284	127	40	possible	possible	ADJ
cana-284	127	41	system	system	NOUN
cana-284	127	42	problems	problem	NOUN
cana-284	127	43	in	in	ADP
cana-284	127	44	the	the	DET
cana-284	127	45	future	future	NOUN
cana-284	127	46	.	.	PUNCT
cana-284	128	1	•	•	NUM
cana-284	128	2	convert	convert	VERB
cana-284	128	3	these	these	DET
cana-284	128	4	forecasts	forecast	NOUN
cana-284	128	5	into	into	ADP
cana-284	128	6	useful	useful	ADJ
cana-284	128	7	knowledge	knowledge	NOUN
cana-284	128	8	that	that	PRON
cana-284	128	9	will	will	AUX
cana-284	128	10	enable	enable	VERB
cana-284	128	11	proactive	proactive	ADJ
cana-284	128	12	network	network	NOUN
cana-284	128	13	management	management	NOUN
cana-284	128	14	and	and	CCONJ
cana-284	128	15	decision	decision	NOUN
cana-284	128	16	-	-	PUNCT
cana-284	128	17	making	making	NOUN
cana-284	128	18	.	.	PUNCT
cana-284	129	1	2	2	X
cana-284	129	2	.	.	X
cana-284	129	3	networks	network	NOUN
cana-284	129	4	self	self	NOUN
cana-284	129	5	-	-	PUNCT
cana-284	129	6	organizing	organize	VERB
cana-284	129	7	and	and	CCONJ
cana-284	129	8	adaptive	adaptive	ADJ
cana-284	129	9	:	:	PUNCT
cana-284	129	10	the	the	DET
cana-284	129	11	application	application	NOUN
cana-284	129	12	of	of	ADP
cana-284	129	13	machine	machine	NOUN
cana-284	129	14	learning	learn	VERB
cana-284	129	15	aids	aid	NOUN
cana-284	129	16	in	in	ADP
cana-284	129	17	the	the	DET
cana-284	129	18	creation	creation	NOUN
cana-284	129	19	of	of	ADP
cana-284	129	20	networks	network	NOUN
cana-284	129	21	that	that	PRON
cana-284	129	22	are	be	AUX
cana-284	129	23	flexible	flexible	ADJ
cana-284	129	24	enough	enough	ADV
cana-284	129	25	to	to	PART
cana-284	129	26	adjust	adjust	VERB
cana-284	129	27	to	to	ADP
cana-284	129	28	shifting	shift	VERB
cana-284	129	29	circumstances	circumstance	NOUN
cana-284	129	30	.	.	PUNCT
cana-284	130	1	reinforcement	reinforcement	NOUN
cana-284	130	2	learning	learn	VERB
cana-284	130	3	algorithms	algorithm	NOUN
cana-284	130	4	allow	allow	VERB
cana-284	130	5	networks	network	NOUN
cana-284	130	6	,	,	PUNCT
cana-284	130	7	especially	especially	ADV
cana-284	130	8	in	in	ADP
cana-284	130	9	wireless	wireless	ADJ
cana-284	130	10	communication	communication	NOUN
cana-284	130	11	,	,	PUNCT
cana-284	130	12	to	to	PART
cana-284	130	13	adjust	adjust	VERB
cana-284	130	14	to	to	ADP
cana-284	130	15	changing	change	VERB
cana-284	130	16	circumstances	circumstance	NOUN
cana-284	130	17	on	on	ADP
cana-284	130	18	their	their	PRON
cana-284	130	19	own	own	ADJ
cana-284	130	20	.	.	PUNCT
cana-284	131	1	this	this	DET
cana-284	131	2	flexibility	flexibility	NOUN
cana-284	131	3	improves	improve	VERB
cana-284	131	4	overall	overall	ADJ
cana-284	131	5	efficiency	efficiency	NOUN
cana-284	131	6	,	,	PUNCT
cana-284	131	7	signal	signal	ADJ
cana-284	131	8	propagation	propagation	NOUN
cana-284	131	9	,	,	PUNCT
cana-284	131	10	and	and	CCONJ
cana-284	131	11	network	network	NOUN
cana-284	131	12	coverage	coverage	NOUN
cana-284	131	13	.	.	PUNCT
cana-284	132	1	q(s	q(s	PROPN
cana-284	132	2	,	,	PUNCT
cana-284	132	3	a	a	PRON
cana-284	132	4	)	)	PUNCT
cana-284	132	5	represents	represent	VERB
cana-284	132	6	the	the	DET
cana-284	132	7	quality	quality	NOUN
cana-284	132	8	or	or	CCONJ
cana-284	132	9	value	value	NOUN
cana-284	132	10	of	of	ADP
cana-284	132	11	taking	take	VERB
cana-284	132	12	action	action	NOUN
cana-284	132	13	'	'	PUNCT
cana-284	132	14	a	a	PRON
cana-284	132	15	'	'	PUNCT
cana-284	132	16	in	in	ADP
cana-284	132	17	state	state	NOUN
cana-284	132	18	's	's	PART
cana-284	132	19	'	'	PUNCT
cana-284	132	20	.	.	PUNCT
cana-284	133	1	it	it	PRON
cana-284	133	2	's	be	AUX
cana-284	133	3	an	an	DET
cana-284	133	4	estimation	estimation	NOUN
cana-284	133	5	of	of	ADP
cana-284	133	6	the	the	DET
cana-284	133	7	total	total	ADJ
cana-284	133	8	cumulative	cumulative	ADJ
cana-284	133	9	reward	reward	NOUN
cana-284	133	10	that	that	PRON
cana-284	133	11	can	can	AUX
cana-284	133	12	be	be	AUX
cana-284	133	13	achieved	achieve	VERB
cana-284	133	14	by	by	ADP
cana-284	133	15	starting	start	VERB
cana-284	133	16	in	in	ADP
cana-284	133	17	state	state	NOUN
cana-284	133	18	's	's	PART
cana-284	133	19	'	'	PUNCT
cana-284	133	20	,	,	PUNCT
cana-284	133	21	taking	take	VERB
cana-284	133	22	action	action	NOUN
cana-284	133	23	'	'	PUNCT
cana-284	133	24	a	a	DET
cana-284	133	25	'	'	X
cana-284	133	26	,	,	PUNCT
cana-284	133	27	and	and	CCONJ
cana-284	133	28	then	then	ADV
cana-284	133	29	following	follow	VERB
cana-284	133	30	a	a	DET
cana-284	133	31	specific	specific	ADJ
cana-284	133	32	policy	policy	NOUN
cana-284	133	33	thereafter	thereafter	ADV
cana-284	133	34	.	.	PUNCT
cana-284	134	1	the	the	DET
cana-284	134	2	q	q	NOUN
cana-284	134	3	-	-	PUNCT
cana-284	134	4	function	function	NOUN
cana-284	134	5	is	be	AUX
cana-284	134	6	updated	update	VERB
cana-284	134	7	iteratively	iteratively	ADV
cana-284	134	8	through	through	ADP
cana-284	134	9	an	an	DET
cana-284	134	10	algorithm	algorithm	NOUN
cana-284	134	11	like	like	ADP
cana-284	134	12	q	q	NOUN
cana-284	134	13	-	-	PUNCT
cana-284	134	14	learning	learning	NOUN
cana-284	134	15	or	or	CCONJ
cana-284	134	16	deep	deep	ADJ
cana-284	134	17	q	q	NOUN
cana-284	134	18	-	-	PUNCT
cana-284	134	19	networks	network	NOUN
cana-284	134	20	(	(	PUNCT
cana-284	134	21	dqn	dqn	PROPN
cana-284	134	22	)	)	PUNCT
cana-284	134	23	.	.	PUNCT
cana-284	135	1	the	the	DET
cana-284	135	2	basic	basic	ADJ
cana-284	135	3	q	q	ADJ
cana-284	135	4	-	-	PUNCT
cana-284	135	5	learning	learn	VERB
cana-284	135	6	algorithm	algorithm	NOUN
cana-284	135	7	involves	involve	VERB
cana-284	135	8	updating	update	VERB
cana-284	135	9	the	the	DET
cana-284	135	10	q	q	NOUN
cana-284	135	11	-	-	PUNCT
cana-284	135	12	values	value	NOUN
cana-284	135	13	using	use	VERB
cana-284	135	14	the	the	DET
cana-284	135	15	bellman	bellman	NOUN
cana-284	135	16	equation	equation	NOUN
cana-284	135	17	:	:	PUNCT
cana-284	135	18	𝑄(𝑠	𝑄(𝑠	NUM
cana-284	135	19	,	,	PUNCT
cana-284	135	20	𝑎	𝑎	NOUN
cana-284	135	21	)	)	PUNCT
cana-284	135	22	←	←	PROPN
cana-284	135	23	𝑄(𝑠	𝑄(𝑠	PROPN
cana-284	135	24	,	,	PUNCT
cana-284	135	25	𝑎	𝑎	NOUN
cana-284	135	26	)	)	PUNCT
cana-284	135	27	+	+	NUM
cana-284	135	28	𝛼	𝛼	PRON
cana-284	135	29	⋅	⋅	X
cana-284	135	30	(	(	PUNCT
cana-284	135	31	𝑅	𝑅	PROPN
cana-284	135	32	+	+	PROPN
cana-284	135	33	𝛾	𝛾	PROPN
cana-284	135	34	⋅	⋅	NUM
cana-284	135	35	𝑚𝑎𝑥	𝑚𝑎𝑥	ADJ
cana-284	135	36	𝑎′	𝑎′	PRON
cana-284	135	37	𝑄(𝑠′	𝑄(𝑠′	PROPN
cana-284	135	38	,	,	PUNCT
cana-284	135	39	𝑎′	𝑎′	NUM
cana-284	135	40	)	)	PUNCT
cana-284	135	41	−	−	NOUN
cana-284	136	1	𝑄(𝑠	𝑄(𝑠	NUM
cana-284	136	2	,	,	PUNCT
cana-284	136	3	𝑎	𝑎	NOUN
cana-284	136	4	)	)	PUNCT
cana-284	136	5	)	)	PUNCT
cana-284	137	1	q(s	q(s	PROPN
cana-284	137	2	,	,	PUNCT
cana-284	137	3	a	a	PRON
cana-284	137	4	)	)	PUNCT
cana-284	137	5	is	be	AUX
cana-284	137	6	the	the	DET
cana-284	137	7	q	q	NOUN
cana-284	137	8	-	-	PUNCT
cana-284	137	9	value	value	NOUN
cana-284	137	10	for	for	ADP
cana-284	137	11	a	a	DET
cana-284	137	12	particular	particular	ADJ
cana-284	137	13	state	state	NOUN
cana-284	137	14	-	-	PUNCT
cana-284	137	15	action	action	NOUN
cana-284	137	16	pair	pair	NOUN
cana-284	137	17	.	.	PUNCT
cana-284	138	1	α	α	PRON
cana-284	138	2	is	be	AUX
cana-284	138	3	the	the	DET
cana-284	138	4	learning	learning	NOUN
cana-284	138	5	rate	rate	NOUN
cana-284	138	6	,	,	PUNCT
cana-284	138	7	controlling	control	VERB
cana-284	138	8	how	how	SCONJ
cana-284	138	9	much	much	ADJ
cana-284	138	10	new	new	ADJ
cana-284	138	11	information	information	NOUN
cana-284	138	12	overrides	override	VERB
cana-284	138	13	old	old	ADJ
cana-284	138	14	information	information	NOUN
cana-284	138	15	.	.	PUNCT
cana-284	139	1	r	r	NOUN
cana-284	139	2	is	be	AUX
cana-284	139	3	the	the	DET
cana-284	139	4	immediate	immediate	ADJ
cana-284	139	5	reward	reward	NOUN
cana-284	139	6	received	receive	VERB
cana-284	139	7	after	after	ADP
cana-284	139	8	taking	take	VERB
cana-284	139	9	action	action	NOUN
cana-284	139	10	'	'	PUNCT
cana-284	139	11	a	a	PRON
cana-284	139	12	'	'	PUNCT
cana-284	139	13	in	in	ADP
cana-284	139	14	state	state	NOUN
cana-284	139	15	's	's	PART
cana-284	139	16	'	'	PUNCT
cana-284	139	17	.	.	PUNCT
cana-284	140	1	γ	γ	PROPN
cana-284	140	2	is	be	AUX
cana-284	140	3	the	the	DET
cana-284	140	4	discount	discount	NOUN
cana-284	140	5	factor	factor	NOUN
cana-284	140	6	,	,	PUNCT
cana-284	140	7	emphasizing	emphasize	VERB
cana-284	140	8	the	the	DET
cana-284	140	9	importance	importance	NOUN
cana-284	140	10	of	of	ADP
cana-284	140	11	future	future	ADJ
cana-284	140	12	rewards	reward	NOUN
cana-284	140	13	.	.	PUNCT
cana-284	141	1	s	s	AUX
cana-284	141	2	'	'	PUNCT
cana-284	141	3	represents	represent	VERB
cana-284	141	4	the	the	DET
cana-284	141	5	next	next	ADJ
cana-284	141	6	state	state	NOUN
cana-284	141	7	after	after	ADP
cana-284	141	8	taking	take	VERB
cana-284	141	9	action	action	NOUN
cana-284	141	10	'	'	PUNCT
cana-284	141	11	a	a	DET
cana-284	141	12	'	'	NOUN
cana-284	141	13	.	.	PUNCT
cana-284	142	1	a	a	PRON
cana-284	142	2	'	'	PUNCT
cana-284	142	3	is	be	AUX
cana-284	142	4	the	the	DET
cana-284	142	5	potential	potential	ADJ
cana-284	142	6	next	next	ADJ
cana-284	142	7	action	action	NOUN
cana-284	142	8	in	in	ADP
cana-284	142	9	the	the	DET
cana-284	142	10	next	next	ADJ
cana-284	142	11	state	state	NOUN
cana-284	142	12	s	s	NOUN
cana-284	142	13	'	'	PUNCT
cana-284	142	14	.	.	PUNCT
cana-284	143	1	when	when	SCONJ
cana-284	143	2	it	it	PRON
cana-284	143	3	comes	come	VERB
cana-284	143	4	to	to	ADP
cana-284	143	5	wireless	wireless	ADJ
cana-284	143	6	communication	communication	NOUN
cana-284	143	7	,	,	PUNCT
cana-284	143	8	self	self	NOUN
cana-284	143	9	-	-	PUNCT
cana-284	143	10	organizing	organize	VERB
cana-284	143	11	networks	network	NOUN
cana-284	143	12	learn	learn	VERB
cana-284	143	13	by	by	ADP
cana-284	143	14	experimenting	experiment	VERB
cana-284	143	15	with	with	ADP
cana-284	143	16	various	various	ADJ
cana-284	143	17	activities	activity	NOUN
cana-284	143	18	in	in	ADP
cana-284	143	19	various	various	ADJ
cana-284	143	20	situations	situation	NOUN
cana-284	143	21	.	.	PUNCT
cana-284	144	1	they	they	PRON
cana-284	144	2	then	then	ADV
cana-284	144	3	update	update	VERB
cana-284	144	4	their	their	PRON
cana-284	144	5	policy	policy	NOUN
cana-284	144	6	based	base	VERB
cana-284	144	7	on	on	ADP
cana-284	144	8	the	the	DET
cana-284	144	9	rewards	reward	NOUN
cana-284	144	10	they	they	PRON
cana-284	144	11	receive	receive	VERB
cana-284	144	12	,	,	PUNCT
cana-284	144	13	enabling	enable	VERB
cana-284	144	14	them	they	PRON
cana-284	144	15	to	to	PART
cana-284	144	16	independently	independently	ADV
cana-284	144	17	adjust	adjust	VERB
cana-284	144	18	to	to	ADP
cana-284	144	19	changing	change	VERB
cana-284	144	20	conditions	condition	NOUN
cana-284	144	21	.	.	PUNCT
cana-284	145	1	this	this	DET
cana-284	145	2	adaptation	adaptation	NOUN
cana-284	145	3	leads	lead	VERB
cana-284	145	4	to	to	ADP
cana-284	145	5	better	well	ADJ
cana-284	145	6	network	network	NOUN
cana-284	145	7	coverage	coverage	NOUN
cana-284	145	8	,	,	PUNCT
cana-284	145	9	more	more	ADV
cana-284	145	10	effective	effective	ADJ
cana-284	145	11	resource	resource	NOUN
cana-284	145	12	allocation	allocation	NOUN
cana-284	145	13	,	,	PUNCT
cana-284	145	14	and	and	CCONJ
cana-284	145	15	greater	great	ADJ
cana-284	145	16	performance	performance	NOUN
cana-284	145	17	in	in	ADP
cana-284	145	18	dynamic	dynamic	ADJ
cana-284	145	19	settings	setting	NOUN
cana-284	145	20	.	.	PUNCT
cana-284	146	1	3	3	X
cana-284	146	2	.	.	X
cana-284	146	3	cybersecurity	cybersecurity	NOUN
cana-284	146	4	and	and	CCONJ
cana-284	146	5	anomaly	anomaly	NOUN
cana-284	146	6	detection	detection	NOUN
cana-284	146	7	techniques	technique	NOUN
cana-284	146	8	:	:	PUNCT
cana-284	146	9	unusual	unusual	ADJ
cana-284	146	10	patterns	pattern	NOUN
cana-284	146	11	in	in	ADP
cana-284	146	12	communication	communication	NOUN
cana-284	146	13	data	datum	NOUN
cana-284	146	14	are	be	AUX
cana-284	146	15	found	find	VERB
cana-284	146	16	by	by	ADP
cana-284	146	17	machine	machine	NOUN
cana-284	146	18	learning	learning	NOUN
cana-284	146	19	.	.	PUNCT
cana-284	147	1	early	early	ADJ
cana-284	147	2	detection	detection	NOUN
cana-284	147	3	of	of	ADP
cana-284	147	4	possible	possible	ADJ
cana-284	147	5	security	security	NOUN
cana-284	147	6	breaches	breach	NOUN
cana-284	147	7	or	or	CCONJ
cana-284	147	8	cyber	cyber	NOUN
cana-284	147	9	threats	threat	NOUN
cana-284	147	10	is	be	AUX
cana-284	147	11	made	make	VERB
cana-284	147	12	possible	possible	ADJ
cana-284	147	13	by	by	ADP
cana-284	147	14	methods	method	NOUN
cana-284	147	15	like	like	ADP
cana-284	147	16	neural	neural	ADJ
cana-284	147	17	networks	network	NOUN
cana-284	147	18	,	,	PUNCT
cana-284	147	19	support	support	VERB
cana-284	147	20	vector	vector	NOUN
cana-284	147	21	machines	machine	NOUN
cana-284	147	22	,	,	PUNCT
cana-284	147	23	and	and	CCONJ
cana-284	147	24	clustering	cluster	VERB
cana-284	147	25	algorithms	algorithm	NOUN
cana-284	147	26	.	.	PUNCT
cana-284	148	1	this	this	PRON
cana-284	148	2	helps	help	VERB
cana-284	148	3	to	to	PART
cana-284	148	4	strengthen	strengthen	VERB
cana-284	148	5	communication	communication	NOUN
cana-284	148	6	networks	network	NOUN
cana-284	148	7	against	against	ADP
cana-284	148	8	new	new	ADJ
cana-284	148	9	threats	threat	NOUN
cana-284	148	10	.	.	PUNCT
cana-284	149	1	communications	communication	NOUN
cana-284	149	2	on	on	ADP
cana-284	149	3	applied	apply	VERB
cana-284	149	4	nonlinear	nonlinear	ADJ
cana-284	149	5	analysis	analysis	NOUN
cana-284	149	6	issn	issn	NOUN
cana-284	149	7	:	:	PUNCT
cana-284	149	8	1074	1074	NUM
cana-284	149	9	-	-	PUNCT
cana-284	149	10	133x	133x	NUM
cana-284	149	11	vol	vol	NOUN
cana-284	149	12	31	31	NUM
cana-284	149	13	no	no	NOUN
cana-284	149	14	.	.	NOUN
cana-284	149	15	1	1	NUM
cana-284	149	16	(	(	PUNCT
cana-284	149	17	2024	2024	NUM
cana-284	149	18	)	)	PUNCT
cana-284	149	19	26	26	NUM
cana-284	149	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	149	21	figure	figure	NOUN
cana-284	149	22	2	2	NUM
cana-284	149	23	:	:	PUNCT
cana-284	149	24	representation	representation	NOUN
cana-284	149	25	of	of	ADP
cana-284	149	26	early	early	ADJ
cana-284	149	27	detection	detection	NOUN
cana-284	149	28	security	security	NOUN
cana-284	149	29	with	with	ADP
cana-284	149	30	machine	machine	NOUN
cana-284	149	31	learning	learning	NOUN
cana-284	149	32	model	model	NOUN
cana-284	149	33	4	4	NUM
cana-284	149	34	.	.	PUNCT
cana-284	149	35	tailored	tailor	VERB
cana-284	149	36	services	service	NOUN
cana-284	149	37	and	and	CCONJ
cana-284	149	38	user	user	NOUN
cana-284	149	39	context	context	NOUN
cana-284	149	40	:	:	PUNCT
cana-284	149	41	machine	machine	NOUN
cana-284	149	42	learning	learning	NOUN
cana-284	149	43	facilitates	facilitate	VERB
cana-284	149	44	the	the	DET
cana-284	149	45	provision	provision	NOUN
cana-284	149	46	of	of	ADP
cana-284	149	47	customised	customised	ADJ
cana-284	149	48	communication	communication	NOUN
cana-284	149	49	service	service	NOUN
cana-284	149	50	experiences	experience	NOUN
cana-284	149	51	.	.	PUNCT
cana-284	150	1	machine	machine	NOUN
cana-284	150	2	learning	learn	VERB
cana-284	150	3	algorithms	algorithm	NOUN
cana-284	150	4	offer	offer	VERB
cana-284	150	5	tailored	tailor	VERB
cana-284	150	6	services	service	NOUN
cana-284	150	7	,	,	PUNCT
cana-284	150	8	content	content	NOUN
cana-284	150	9	recommendations	recommendation	NOUN
cana-284	150	10	,	,	PUNCT
cana-284	150	11	and	and	CCONJ
cana-284	150	12	targeted	target	VERB
cana-284	150	13	advertising	advertising	NOUN
cana-284	150	14	by	by	ADP
cana-284	150	15	analysing	analyse	VERB
cana-284	150	16	user	user	NOUN
cana-284	150	17	behaviours	behaviour	NOUN
cana-284	150	18	and	and	CCONJ
cana-284	150	19	preferences	preference	NOUN
cana-284	150	20	.	.	PUNCT
cana-284	151	1	this	this	PRON
cana-284	151	2	improves	improve	VERB
cana-284	151	3	the	the	DET
cana-284	151	4	user	user	NOUN
cana-284	151	5	experience	experience	NOUN
cana-284	151	6	on	on	ADP
cana-284	151	7	the	the	DET
cana-284	151	8	whole	whole	NOUN
cana-284	151	9	.	.	PUNCT
cana-284	152	1	5	5	X
cana-284	152	2	.	.	X
cana-284	152	3	voice	voice	NOUN
cana-284	152	4	recognition	recognition	NOUN
cana-284	152	5	and	and	CCONJ
cana-284	152	6	natural	natural	ADJ
cana-284	152	7	language	language	NOUN
cana-284	152	8	processing	processing	NOUN
cana-284	152	9	:	:	PUNCT
cana-284	152	10	machine	machine	NOUN
cana-284	152	11	learning	learning	NOUN
cana-284	152	12	enables	enable	VERB
cana-284	152	13	improvements	improvement	NOUN
cana-284	152	14	in	in	ADP
cana-284	152	15	speech	speech	NOUN
cana-284	152	16	recognition	recognition	NOUN
cana-284	152	17	and	and	CCONJ
cana-284	152	18	natural	natural	ADJ
cana-284	152	19	language	language	NOUN
cana-284	152	20	processing	processing	NOUN
cana-284	152	21	.	.	PUNCT
cana-284	153	1	by	by	ADP
cana-284	153	2	enabling	enable	VERB
cana-284	153	3	voice	voice	NOUN
cana-284	153	4	-	-	PUNCT
cana-284	153	5	based	base	VERB
cana-284	153	6	instructions	instruction	NOUN
cana-284	153	7	,	,	PUNCT
cana-284	153	8	voice	voice	NOUN
cana-284	153	9	-	-	PUNCT
cana-284	153	10	to	to	ADP
cana-284	153	11	-	-	PUNCT
cana-284	153	12	text	text	NOUN
cana-284	153	13	services	service	NOUN
cana-284	153	14	,	,	PUNCT
cana-284	153	15	and	and	CCONJ
cana-284	153	16	enhanced	enhanced	ADJ
cana-284	153	17	speech	speech	NOUN
cana-284	153	18	recognition	recognition	NOUN
cana-284	153	19	,	,	PUNCT
cana-284	153	20	these	these	DET
cana-284	153	21	technologies	technology	NOUN
cana-284	153	22	are	be	AUX
cana-284	153	23	integrated	integrate	VERB
cana-284	153	24	into	into	ADP
cana-284	153	25	communication	communication	NOUN
cana-284	153	26	systems	system	NOUN
cana-284	153	27	and	and	CCONJ
cana-284	153	28	transform	transform	VERB
cana-284	153	29	the	the	DET
cana-284	153	30	way	way	NOUN
cana-284	153	31	consumers	consumer	NOUN
cana-284	153	32	interact	interact	VERB
cana-284	153	33	with	with	ADP
cana-284	153	34	gadgets	gadget	NOUN
cana-284	153	35	and	and	CCONJ
cana-284	153	36	apps	app	NOUN
cana-284	153	37	.	.	PUNCT
cana-284	154	1	6	6	X
cana-284	154	2	.	.	X
cana-284	154	3	analysing	analyse	VERB
cana-284	154	4	and	and	CCONJ
cana-284	154	5	making	make	VERB
cana-284	154	6	decisions	decision	NOUN
cana-284	154	7	in	in	ADP
cana-284	154	8	real	real	ADJ
cana-284	154	9	-	-	PUNCT
cana-284	154	10	time	time	NOUN
cana-284	154	11	with	with	ADP
cana-284	154	12	data	datum	NOUN
cana-284	154	13	:	:	PUNCT
cana-284	154	14	informed	inform	VERB
cana-284	154	15	decision	decision	NOUN
cana-284	154	16	-	-	PUNCT
cana-284	154	17	making	making	NOUN
cana-284	154	18	and	and	CCONJ
cana-284	154	19	real	real	ADJ
cana-284	154	20	-	-	PUNCT
cana-284	154	21	time	time	NOUN
cana-284	154	22	analysis	analysis	NOUN
cana-284	154	23	are	be	AUX
cana-284	154	24	facilitated	facilitate	VERB
cana-284	154	25	by	by	ADP
cana-284	154	26	machine	machine	NOUN
cana-284	154	27	learning	learning	NOUN
cana-284	154	28	.	.	PUNCT
cana-284	155	1	communication	communication	NOUN
cana-284	155	2	systems	system	NOUN
cana-284	155	3	can	can	AUX
cana-284	155	4	optimise	optimise	VERB
cana-284	155	5	operations	operation	NOUN
cana-284	155	6	and	and	CCONJ
cana-284	155	7	reaction	reaction	NOUN
cana-284	155	8	times	time	NOUN
cana-284	155	9	by	by	ADP
cana-284	155	10	using	use	VERB
cana-284	155	11	machine	machine	NOUN
cana-284	155	12	learning	learn	VERB
cana-284	155	13	techniques	technique	NOUN
cana-284	155	14	such	such	ADJ
cana-284	155	15	as	as	ADP
cana-284	155	16	regression	regression	NOUN
cana-284	155	17	analysis	analysis	NOUN
cana-284	155	18	and	and	CCONJ
cana-284	155	19	clustering	cluster	VERB
cana-284	155	20	algorithms	algorithm	NOUN
cana-284	155	21	to	to	PART
cana-284	155	22	make	make	VERB
cana-284	155	23	well	well	ADV
cana-284	155	24	-	-	PUNCT
cana-284	155	25	informed	inform	VERB
cana-284	155	26	judgements	judgement	NOUN
cana-284	155	27	based	base	VERB
cana-284	155	28	on	on	ADP
cana-284	155	29	real	real	ADJ
cana-284	155	30	-	-	PUNCT
cana-284	155	31	time	time	NOUN
cana-284	155	32	data	datum	NOUN
cana-284	155	33	.	.	PUNCT
cana-284	156	1	7	7	X
cana-284	156	2	.	.	X
cana-284	156	3	load	load	NOUN
cana-284	156	4	balancing	balancing	NOUN
cana-284	156	5	and	and	CCONJ
cana-284	156	6	resource	resource	NOUN
cana-284	156	7	allocation	allocation	NOUN
cana-284	156	8	:	:	PUNCT
cana-284	156	9	machine	machine	NOUN
cana-284	156	10	learning	learning	NOUN
cana-284	156	11	makes	make	VERB
cana-284	156	12	the	the	DET
cana-284	156	13	most	most	ADJ
cana-284	156	14	use	use	NOUN
cana-284	156	15	of	of	ADP
cana-284	156	16	available	available	ADJ
cana-284	156	17	resources	resource	NOUN
cana-284	156	18	in	in	ADP
cana-284	156	19	communication	communication	NOUN
cana-284	156	20	systems	system	NOUN
cana-284	156	21	.	.	PUNCT
cana-284	157	1	algorithms	algorithm	NOUN
cana-284	157	2	ensure	ensure	VERB
cana-284	157	3	the	the	DET
cana-284	157	4	effective	effective	ADJ
cana-284	157	5	use	use	NOUN
cana-284	157	6	of	of	ADP
cana-284	157	7	infrastructure	infrastructure	NOUN
cana-284	157	8	and	and	CCONJ
cana-284	157	9	available	available	ADJ
cana-284	157	10	resources	resource	NOUN
cana-284	157	11	by	by	ADP
cana-284	157	12	assisting	assist	VERB
cana-284	157	13	in	in	ADP
cana-284	157	14	load	load	NOUN
cana-284	157	15	balancing	balancing	NOUN
cana-284	157	16	,	,	PUNCT
cana-284	157	17	network	network	NOUN
cana-284	157	18	traffic	traffic	NOUN
cana-284	157	19	management	management	NOUN
cana-284	157	20	,	,	PUNCT
cana-284	157	21	and	and	CCONJ
cana-284	157	22	resource	resource	NOUN
cana-284	157	23	distribution	distribution	NOUN
cana-284	157	24	.	.	PUNCT
cana-284	158	1	communications	communication	NOUN
cana-284	158	2	on	on	ADP
cana-284	158	3	applied	apply	VERB
cana-284	158	4	nonlinear	nonlinear	ADJ
cana-284	158	5	analysis	analysis	NOUN
cana-284	158	6	issn	issn	NOUN
cana-284	158	7	:	:	PUNCT
cana-284	158	8	1074	1074	NUM
cana-284	158	9	-	-	PUNCT
cana-284	158	10	133x	133x	NUM
cana-284	158	11	vol	vol	NOUN
cana-284	158	12	31	31	NUM
cana-284	158	13	no	no	NOUN
cana-284	158	14	.	.	NOUN
cana-284	158	15	1	1	NUM
cana-284	158	16	(	(	PUNCT
cana-284	158	17	2024	2024	NUM
cana-284	158	18	)	)	PUNCT
cana-284	158	19	27	27	NUM
cana-284	158	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	158	21	a	a	DET
cana-284	158	22	fundamental	fundamental	ADJ
cana-284	158	23	tool	tool	NOUN
cana-284	158	24	for	for	ADP
cana-284	158	25	improving	improve	VERB
cana-284	158	26	many	many	ADJ
cana-284	158	27	aspects	aspect	NOUN
cana-284	158	28	of	of	ADP
cana-284	158	29	communication	communication	NOUN
cana-284	158	30	technology	technology	NOUN
cana-284	158	31	is	be	AUX
cana-284	158	32	machine	machine	NOUN
cana-284	158	33	learning	learning	NOUN
cana-284	158	34	.	.	PUNCT
cana-284	159	1	communication	communication	NOUN
cana-284	159	2	systems	system	NOUN
cana-284	159	3	are	be	AUX
cana-284	159	4	more	more	ADV
cana-284	159	5	adaptable	adaptable	ADJ
cana-284	159	6	,	,	PUNCT
cana-284	159	7	safe	safe	ADJ
cana-284	159	8	,	,	PUNCT
cana-284	159	9	and	and	CCONJ
cana-284	159	10	customised	customise	VERB
cana-284	159	11	to	to	PART
cana-284	159	12	meet	meet	VERB
cana-284	159	13	the	the	DET
cana-284	159	14	demands	demand	NOUN
cana-284	159	15	of	of	ADP
cana-284	159	16	specific	specific	ADJ
cana-284	159	17	users	user	NOUN
cana-284	159	18	thanks	thank	NOUN
cana-284	159	19	to	to	ADP
cana-284	159	20	its	its	PRON
cana-284	159	21	capacity	capacity	NOUN
cana-284	159	22	to	to	PART
cana-284	159	23	analyse	analyse	VERB
cana-284	159	24	enormous	enormous	ADJ
cana-284	159	25	datasets	dataset	NOUN
cana-284	159	26	,	,	PUNCT
cana-284	159	27	forecast	forecast	NOUN
cana-284	159	28	behaviours	behaviour	NOUN
cana-284	159	29	,	,	PUNCT
cana-284	159	30	and	and	CCONJ
cana-284	159	31	optimise	optimise	ADJ
cana-284	159	32	systems	system	NOUN
cana-284	159	33	.	.	PUNCT
cana-284	160	1	future	future	ADJ
cana-284	160	2	developments	development	NOUN
cana-284	160	3	in	in	ADP
cana-284	160	4	communication	communication	NOUN
cana-284	160	5	and	and	CCONJ
cana-284	160	6	technology	technology	NOUN
cana-284	160	7	interaction	interaction	NOUN
cana-284	160	8	are	be	AUX
cana-284	160	9	anticipated	anticipate	VERB
cana-284	160	10	as	as	SCONJ
cana-284	160	11	machine	machine	NOUN
cana-284	160	12	learning	learning	NOUN
cana-284	160	13	is	be	AUX
cana-284	160	14	further	far	ADV
cana-284	160	15	incorporated	incorporate	VERB
cana-284	160	16	into	into	ADP
cana-284	160	17	communication	communication	NOUN
cana-284	160	18	systems	system	NOUN
cana-284	160	19	.	.	PUNCT
cana-284	161	1	v.	v.	ADP
cana-284	161	2	discussion	discussion	NOUN
cana-284	161	3	a	a	DET
cana-284	161	4	communication	communication	NOUN
cana-284	161	5	network	network	NOUN
cana-284	161	6	's	's	PART
cana-284	161	7	load	load	NOUN
cana-284	161	8	distribution	distribution	NOUN
cana-284	161	9	statistical	statistical	ADJ
cana-284	161	10	analysis	analysis	NOUN
cana-284	161	11	offers	offer	VERB
cana-284	161	12	important	important	ADJ
cana-284	161	13	insights	insight	NOUN
cana-284	161	14	into	into	ADP
cana-284	161	15	the	the	DET
cana-284	161	16	effectiveness	effectiveness	NOUN
cana-284	161	17	and	and	CCONJ
cana-284	161	18	performance	performance	NOUN
cana-284	161	19	of	of	ADP
cana-284	161	20	several	several	ADJ
cana-284	161	21	network	network	NOUN
cana-284	161	22	elements	element	NOUN
cana-284	161	23	.	.	PUNCT
cana-284	162	1	every	every	DET
cana-284	162	2	statistic	statistic	NOUN
cana-284	162	3	is	be	AUX
cana-284	162	4	essential	essential	ADJ
cana-284	162	5	for	for	ADP
cana-284	162	6	assessing	assess	VERB
cana-284	162	7	how	how	SCONJ
cana-284	162	8	well	well	ADV
cana-284	162	9	the	the	DET
cana-284	162	10	network	network	NOUN
cana-284	162	11	can	can	AUX
cana-284	162	12	handle	handle	VERB
cana-284	162	13	traffic	traffic	NOUN
cana-284	162	14	,	,	PUNCT
cana-284	162	15	allocate	allocate	ADJ
cana-284	162	16	resources	resource	NOUN
cana-284	162	17	,	,	PUNCT
cana-284	162	18	and	and	CCONJ
cana-284	162	19	guarantee	guarantee	VERB
cana-284	162	20	the	the	DET
cana-284	162	21	provision	provision	NOUN
cana-284	162	22	of	of	ADP
cana-284	162	23	highquality	highquality	NOUN
cana-284	162	24	services	service	NOUN
cana-284	162	25	.	.	PUNCT
cana-284	163	1	with	with	ADP
cana-284	163	2	a	a	DET
cana-284	163	3	mean	mean	NOUN
cana-284	163	4	of	of	ADP
cana-284	163	5	68	68	NUM
cana-284	163	6	%	%	NOUN
cana-284	163	7	and	and	CCONJ
cana-284	163	8	a	a	DET
cana-284	163	9	standard	standard	ADJ
cana-284	163	10	deviation	deviation	NOUN
cana-284	163	11	of	of	ADP
cana-284	163	12	7.3	7.3	NUM
cana-284	163	13	%	%	NOUN
cana-284	163	14	,	,	PUNCT
cana-284	163	15	the	the	DET
cana-284	163	16	"	"	PUNCT
cana-284	163	17	network	network	NOUN
cana-284	163	18	traffic	traffic	NOUN
cana-284	163	19	distribution	distribution	NOUN
cana-284	163	20	,	,	PUNCT
cana-284	163	21	"	"	PUNCT
cana-284	163	22	which	which	PRON
cana-284	163	23	depicts	depict	VERB
cana-284	163	24	the	the	DET
cana-284	163	25	distribution	distribution	NOUN
cana-284	163	26	of	of	ADP
cana-284	163	27	data	datum	NOUN
cana-284	163	28	among	among	ADP
cana-284	163	29	network	network	NOUN
cana-284	163	30	nodes	node	NOUN
cana-284	163	31	,	,	PUNCT
cana-284	163	32	shows	show	VERB
cana-284	163	33	a	a	DET
cana-284	163	34	reasonably	reasonably	ADV
cana-284	163	35	moderate	moderate	ADJ
cana-284	163	36	spread	spread	NOUN
cana-284	163	37	.	.	PUNCT
cana-284	164	1	this	this	PRON
cana-284	164	2	implies	imply	VERB
cana-284	164	3	that	that	SCONJ
cana-284	164	4	the	the	DET
cana-284	164	5	traffic	traffic	NOUN
cana-284	164	6	strain	strain	NOUN
cana-284	164	7	on	on	ADP
cana-284	164	8	the	the	DET
cana-284	164	9	network	network	NOUN
cana-284	164	10	nodes	node	NOUN
cana-284	164	11	is	be	AUX
cana-284	164	12	fairly	fairly	ADV
cana-284	164	13	distributed	distribute	VERB
cana-284	164	14	.	.	PUNCT
cana-284	165	1	variations	variation	NOUN
cana-284	165	2	between	between	ADP
cana-284	165	3	45	45	NUM
cana-284	165	4	%	%	NOUN
cana-284	165	5	and	and	CCONJ
cana-284	165	6	82	82	NUM
cana-284	165	7	%	%	NOUN
cana-284	165	8	,	,	PUNCT
cana-284	165	9	however	however	ADV
cana-284	165	10	,	,	PUNCT
cana-284	165	11	provide	provide	VERB
cana-284	165	12	possible	possible	ADJ
cana-284	165	13	areas	area	NOUN
cana-284	165	14	for	for	ADP
cana-284	165	15	improvement	improvement	NOUN
cana-284	165	16	to	to	PART
cana-284	165	17	guarantee	guarantee	VERB
cana-284	165	18	a	a	DET
cana-284	165	19	more	more	ADV
cana-284	165	20	consistent	consistent	ADJ
cana-284	165	21	distribution	distribution	NOUN
cana-284	165	22	of	of	ADP
cana-284	165	23	data	datum	NOUN
cana-284	165	24	.	.	PUNCT
cana-284	166	1	the	the	DET
cana-284	166	2	number	number	NOUN
cana-284	166	3	of	of	ADP
cana-284	166	4	tasks	task	NOUN
cana-284	166	5	assigned	assign	VERB
cana-284	166	6	,	,	PUNCT
cana-284	166	7	which	which	PRON
cana-284	166	8	represents	represent	VERB
cana-284	166	9	node	node	ADJ
cana-284	166	10	workload	workload	NOUN
cana-284	166	11	,	,	PUNCT
cana-284	166	12	varies	vary	VERB
cana-284	166	13	significantly	significantly	ADV
cana-284	166	14	;	;	PUNCT
cana-284	166	15	the	the	DET
cana-284	166	16	mean	mean	NOUN
cana-284	166	17	is	be	AUX
cana-284	166	18	76	76	NUM
cana-284	166	19	tasks	task	NOUN
cana-284	166	20	,	,	PUNCT
cana-284	166	21	and	and	CCONJ
cana-284	166	22	the	the	DET
cana-284	166	23	standard	standard	ADJ
cana-284	166	24	deviation	deviation	NOUN
cana-284	166	25	is	be	AUX
cana-284	166	26	18	18	NUM
cana-284	166	27	tasks	task	NOUN
cana-284	166	28	.	.	PUNCT
cana-284	167	1	this	this	PRON
cana-284	167	2	indicates	indicate	VERB
cana-284	167	3	a	a	DET
cana-284	167	4	wide	wide	ADJ
cana-284	167	5	range	range	NOUN
cana-284	167	6	of	of	ADP
cana-284	167	7	workload	workload	NOUN
cana-284	167	8	distribution	distribution	NOUN
cana-284	167	9	(	(	PUNCT
cana-284	167	10	from	from	ADP
cana-284	167	11	56	56	NUM
cana-284	167	12	to	to	PART
cana-284	167	13	92	92	NUM
cana-284	167	14	tasks	task	NOUN
cana-284	167	15	)	)	PUNCT
cana-284	167	16	among	among	ADP
cana-284	167	17	nodes	node	NOUN
cana-284	167	18	.	.	PUNCT
cana-284	168	1	resolving	resolve	VERB
cana-284	168	2	this	this	DET
cana-284	168	3	variance	variance	NOUN
cana-284	168	4	may	may	AUX
cana-284	168	5	result	result	VERB
cana-284	168	6	in	in	ADP
cana-284	168	7	greater	great	ADJ
cana-284	168	8	resource	resource	NOUN
cana-284	168	9	utilisation	utilisation	NOUN
cana-284	168	10	and	and	CCONJ
cana-284	168	11	more	more	ADV
cana-284	168	12	equitable	equitable	ADJ
cana-284	168	13	work	work	NOUN
cana-284	168	14	distribution	distribution	NOUN
cana-284	168	15	.	.	PUNCT
cana-284	169	1	efficiency	efficiency	NOUN
cana-284	169	2	under	under	ADP
cana-284	169	3	"	"	PUNCT
cana-284	169	4	resource	resource	NOUN
cana-284	169	5	allocation	allocation	NOUN
cana-284	169	6	"	"	PUNCT
cana-284	169	7	displays	display	VERB
cana-284	169	8	a	a	DET
cana-284	169	9	narrow	narrow	ADJ
cana-284	169	10	range	range	NOUN
cana-284	169	11	,	,	PUNCT
cana-284	169	12	with	with	ADP
cana-284	169	13	an	an	DET
cana-284	169	14	89	89	NUM
cana-284	169	15	%	%	NOUN
cana-284	169	16	mean	mean	NOUN
cana-284	169	17	and	and	CCONJ
cana-284	169	18	an	an	DET
cana-284	169	19	8	8	NUM
cana-284	169	20	%	%	NOUN
cana-284	169	21	minimum	minimum	NOUN
cana-284	169	22	standard	standard	ADJ
cana-284	169	23	deviation	deviation	NOUN
cana-284	169	24	.	.	PUNCT
cana-284	170	1	this	this	PRON
cana-284	170	2	shows	show	VERB
cana-284	170	3	in	in	ADP
cana-284	170	4	figure	figure	NOUN
cana-284	170	5	3	3	NUM
cana-284	170	6	,	,	PUNCT
cana-284	170	7	steady	steady	ADJ
cana-284	170	8	and	and	CCONJ
cana-284	170	9	effective	effective	ADJ
cana-284	170	10	use	use	NOUN
cana-284	170	11	of	of	ADP
cana-284	170	12	resources	resource	NOUN
cana-284	170	13	,	,	PUNCT
cana-284	170	14	but	but	CCONJ
cana-284	170	15	it	it	PRON
cana-284	170	16	also	also	ADV
cana-284	170	17	points	point	VERB
cana-284	170	18	to	to	ADP
cana-284	170	19	possible	possible	ADJ
cana-284	170	20	areas	area	NOUN
cana-284	170	21	for	for	ADP
cana-284	170	22	small	small	ADJ
cana-284	170	23	improvements	improvement	NOUN
cana-284	170	24	.	.	PUNCT
cana-284	171	1	the	the	DET
cana-284	171	2	metrics	metric	NOUN
cana-284	171	3	"	"	PUNCT
cana-284	171	4	system	system	NOUN
cana-284	171	5	response	response	NOUN
cana-284	171	6	time	time	NOUN
cana-284	171	7	"	"	PUNCT
cana-284	171	8	and	and	CCONJ
cana-284	171	9	"	"	PUNCT
cana-284	171	10	bandwidth	bandwidth	ADJ
cana-284	171	11	utilisation	utilisation	NOUN
cana-284	171	12	"	"	PUNCT
cana-284	171	13	show	show	VERB
cana-284	171	14	different	different	ADJ
cana-284	171	15	network	network	NOUN
cana-284	171	16	performance	performance	NOUN
cana-284	171	17	levels	level	NOUN
cana-284	171	18	.	.	PUNCT
cana-284	172	1	the	the	DET
cana-284	172	2	bandwidth	bandwidth	NOUN
cana-284	172	3	is	be	AUX
cana-284	172	4	used	use	VERB
cana-284	172	5	between	between	ADP
cana-284	172	6	65	65	NUM
cana-284	172	7	%	%	NOUN
cana-284	172	8	and	and	CCONJ
cana-284	172	9	90	90	NUM
cana-284	172	10	%	%	NOUN
cana-284	172	11	,	,	PUNCT
cana-284	172	12	while	while	SCONJ
cana-284	172	13	the	the	DET
cana-284	172	14	reaction	reaction	NOUN
cana-284	172	15	time	time	NOUN
cana-284	172	16	is	be	AUX
cana-284	172	17	between	between	ADP
cana-284	172	18	14	14	NUM
cana-284	172	19	and	and	CCONJ
cana-284	172	20	28	28	NUM
cana-284	172	21	ms	ms	PROPN
cana-284	172	22	.	.	PROPN
cana-284	172	23	to	to	PART
cana-284	172	24	ensure	ensure	VERB
cana-284	172	25	more	more	ADV
cana-284	172	26	efficient	efficient	ADJ
cana-284	172	27	bandwidth	bandwidth	ADJ
cana-284	172	28	utilization	utilization	NOUN
cana-284	172	29	and	and	CCONJ
cana-284	172	30	to	to	PART
cana-284	172	31	maximise	maximise	VERB
cana-284	172	32	reaction	reaction	NOUN
cana-284	172	33	times	time	NOUN
cana-284	172	34	,	,	PUNCT
cana-284	172	35	these	these	DET
cana-284	172	36	variances	variance	NOUN
cana-284	172	37	demand	demand	VERB
cana-284	172	38	careful	careful	ADJ
cana-284	172	39	attention	attention	NOUN
cana-284	172	40	.	.	PUNCT
cana-284	173	1	table	table	NOUN
cana-284	173	2	2	2	NUM
cana-284	173	3	:	:	PUNCT
cana-284	173	4	statistical	statistical	ADJ
cana-284	173	5	analysis	analysis	NOUN
cana-284	173	6	for	for	ADP
cana-284	173	7	load	load	NOUN
cana-284	173	8	distribution	distribution	NOUN
cana-284	173	9	in	in	ADP
cana-284	173	10	a	a	DET
cana-284	173	11	communication	communication	NOUN
cana-284	173	12	network	network	NOUN
cana-284	173	13	parameter	parameter	NOUN
cana-284	173	14	mean	mean	PROPN
cana-284	173	15	median	median	PROPN
cana-284	173	16	min	min	PROPN
cana-284	173	17	max	max	PROPN
cana-284	173	18	standard	standard	PROPN
cana-284	173	19	deviation	deviation	NOUN
cana-284	173	20	network	network	NOUN
cana-284	173	21	traffic	traffic	NOUN
cana-284	173	22	distribution	distribution	NOUN
cana-284	173	23	68	68	NUM
cana-284	173	24	%	%	NOUN
cana-284	173	25	64	64	NUM
cana-284	173	26	%	%	NOUN
cana-284	173	27	45	45	NUM
cana-284	173	28	%	%	NOUN
cana-284	173	29	82	82	NUM
cana-284	173	30	%	%	NOUN
cana-284	173	31	7.3	7.3	NUM
cana-284	173	32	%	%	NOUN
cana-284	173	33	node	node	NOUN
cana-284	173	34	workload	workload	NOUN
cana-284	173	35	76	76	NUM
cana-284	173	36	tasks	task	NOUN
cana-284	173	37	80	80	NUM
cana-284	173	38	tasks	task	NOUN
cana-284	173	39	56	56	NUM
cana-284	173	40	tasks	task	NOUN
cana-284	173	41	92	92	NUM
cana-284	173	42	tasks	task	NOUN
cana-284	173	43	18	18	NUM
cana-284	173	44	tasks	task	NOUN
cana-284	173	45	resource	resource	NOUN
cana-284	173	46	allocation	allocation	NOUN
cana-284	173	47	efficiency	efficiency	NOUN
cana-284	173	48	89	89	NUM
cana-284	173	49	%	%	NOUN
cana-284	173	50	90	90	NUM
cana-284	173	51	%	%	NOUN
cana-284	173	52	78	78	NUM
cana-284	173	53	%	%	NOUN
cana-284	173	54	94	94	NUM
cana-284	173	55	%	%	NOUN
cana-284	173	56	8	8	NUM
cana-284	173	57	%	%	NOUN
cana-284	173	58	system	system	NOUN
cana-284	173	59	response	response	NOUN
cana-284	173	60	time	time	NOUN
cana-284	173	61	17	17	NUM
cana-284	173	62	ms	ms	NOUN
cana-284	173	63	12	12	NUM
cana-284	173	64	ms	ms	PROPN
cana-284	173	65	14	14	NUM
cana-284	173	66	ms	ms	PROPN
cana-284	173	67	28	28	NUM
cana-284	173	68	ms	ms	PROPN
cana-284	173	69	2.3	2.3	NUM
cana-284	173	70	ms	ms	ADJ
cana-284	173	71	bandwidth	bandwidth	ADJ
cana-284	173	72	utilization	utilization	NOUN
cana-284	173	73	80	80	NUM
cana-284	173	74	%	%	NOUN
cana-284	173	75	65	65	NUM
cana-284	173	76	%	%	NOUN
cana-284	173	77	90	90	NUM
cana-284	173	78	%	%	NOUN
cana-284	173	79	70	70	NUM
cana-284	173	80	%	%	NOUN
cana-284	173	81	8	8	NUM
cana-284	173	82	%	%	NOUN
cana-284	173	83	load	load	NOUN
cana-284	173	84	balancing	balance	VERB
cana-284	173	85	algorithm	algorithm	NOUN
cana-284	173	86	output	output	NOUN
cana-284	173	87	89	89	NUM
cana-284	173	88	83	83	NUM
cana-284	173	89	78	78	NUM
cana-284	173	90	91	91	NUM
cana-284	173	91	12	12	NUM
cana-284	173	92	congestion	congestion	NOUN
cana-284	173	93	avoidance	avoidance	NOUN
cana-284	173	94	96	96	NUM
cana-284	173	95	%	%	NOUN
cana-284	173	96	98	98	NUM
cana-284	173	97	%	%	NOUN
cana-284	173	98	92	92	NUM
cana-284	173	99	%	%	NOUN
cana-284	173	100	98	98	NUM
cana-284	173	101	%	%	NOUN
cana-284	173	102	4	4	NUM
cana-284	173	103	%	%	NOUN
cana-284	173	104	dynamic	dynamic	ADJ
cana-284	173	105	load	load	NOUN
cana-284	173	106	adaptation	adaptation	NOUN
cana-284	173	107	98	98	NUM
cana-284	173	108	%	%	NOUN
cana-284	173	109	88	88	NUM
cana-284	173	110	%	%	NOUN
cana-284	173	111	86	86	NUM
cana-284	173	112	%	%	NOUN
cana-284	173	113	96	96	NUM
cana-284	173	114	%	%	NOUN
cana-284	173	115	4.6	4.6	NUM
cana-284	173	116	%	%	NOUN
cana-284	173	117	communications	communication	NOUN
cana-284	173	118	on	on	ADP
cana-284	173	119	applied	apply	VERB
cana-284	173	120	nonlinear	nonlinear	ADJ
cana-284	173	121	analysis	analysis	NOUN
cana-284	173	122	issn	issn	NOUN
cana-284	173	123	:	:	PUNCT
cana-284	173	124	1074	1074	NUM
cana-284	173	125	-	-	PUNCT
cana-284	173	126	133x	133x	NUM
cana-284	173	127	vol	vol	NOUN
cana-284	173	128	31	31	NUM
cana-284	173	129	no	no	NOUN
cana-284	173	130	.	.	NOUN
cana-284	173	131	1	1	NUM
cana-284	173	132	(	(	PUNCT
cana-284	173	133	2024	2024	NUM
cana-284	173	134	)	)	PUNCT
cana-284	173	135	28	28	NUM
cana-284	173	136	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	173	137	data	data	NOUN
cana-284	173	138	packet	packet	NOUN
cana-284	173	139	routing	routing	NOUN
cana-284	173	140	efficiency	efficiency	NOUN
cana-284	173	141	94	94	NUM
cana-284	173	142	%	%	NOUN
cana-284	173	143	96	96	NUM
cana-284	173	144	%	%	NOUN
cana-284	173	145	83	83	NUM
cana-284	173	146	%	%	NOUN
cana-284	173	147	94	94	NUM
cana-284	173	148	%	%	NOUN
cana-284	173	149	2.3	2.3	NUM
cana-284	173	150	%	%	NOUN
cana-284	173	151	quality	quality	NOUN
cana-284	173	152	of	of	ADP
cana-284	173	153	service	service	NOUN
cana-284	173	154	(	(	PUNCT
cana-284	173	155	qos	qos	PROPN
cana-284	173	156	)	)	PUNCT
cana-284	173	157	92	92	NUM
cana-284	173	158	%	%	NOUN
cana-284	173	159	96	96	NUM
cana-284	173	160	%	%	NOUN
cana-284	173	161	89	89	NUM
cana-284	173	162	%	%	NOUN
cana-284	173	163	93	93	NUM
cana-284	173	164	%	%	NOUN
cana-284	173	165	3.2	3.2	NUM
cana-284	173	166	%	%	NOUN
cana-284	173	167	this	this	PRON
cana-284	173	168	"	"	PUNCT
cana-284	173	169	load	load	NOUN
cana-284	173	170	balancing	balance	VERB
cana-284	173	171	algorithm	algorithm	NOUN
cana-284	173	172	output	output	NOUN
cana-284	173	173	"	"	PUNCT
cana-284	173	174	shows	show	VERB
cana-284	173	175	fluctuations	fluctuation	NOUN
cana-284	173	176	in	in	ADP
cana-284	173	177	the	the	DET
cana-284	173	178	load	load	NOUN
cana-284	173	179	distribution	distribution	NOUN
cana-284	173	180	over	over	ADP
cana-284	173	181	the	the	DET
cana-284	173	182	network	network	NOUN
cana-284	173	183	,	,	PUNCT
cana-284	173	184	with	with	ADP
cana-284	173	185	a	a	DET
cana-284	173	186	mean	mean	NOUN
cana-284	173	187	of	of	ADP
cana-284	173	188	89	89	NUM
cana-284	173	189	and	and	CCONJ
cana-284	173	190	a	a	DET
cana-284	173	191	more	more	ADV
cana-284	173	192	widely	widely	ADV
cana-284	173	193	dispersed	disperse	VERB
cana-284	173	194	range	range	NOUN
cana-284	173	195	,	,	PUNCT
cana-284	173	196	from	from	ADP
cana-284	173	197	78	78	NUM
cana-284	173	198	to	to	ADP
cana-284	173	199	91	91	NUM
cana-284	173	200	.	.	PUNCT
cana-284	174	1	resolving	resolve	VERB
cana-284	174	2	this	this	DET
cana-284	174	3	unpredictability	unpredictability	NOUN
cana-284	174	4	may	may	AUX
cana-284	174	5	result	result	VERB
cana-284	174	6	in	in	ADP
cana-284	174	7	load	load	NOUN
cana-284	174	8	balancing	balance	VERB
cana-284	174	9	techniques	technique	NOUN
cana-284	174	10	that	that	PRON
cana-284	174	11	are	be	AUX
cana-284	174	12	more	more	ADV
cana-284	174	13	reliable	reliable	ADJ
cana-284	174	14	.	.	PUNCT
cana-284	175	1	the	the	DET
cana-284	175	2	metrics	metric	NOUN
cana-284	175	3	for	for	ADP
cana-284	175	4	"	"	PUNCT
cana-284	175	5	congestion	congestion	NOUN
cana-284	175	6	avoidance	avoidance	NOUN
cana-284	175	7	"	"	PUNCT
cana-284	175	8	and	and	CCONJ
cana-284	175	9	"	"	PUNCT
cana-284	175	10	dynamic	dynamic	ADJ
cana-284	175	11	load	load	NOUN
cana-284	175	12	adaptation	adaptation	NOUN
cana-284	175	13	"	"	PUNCT
cana-284	175	14	show	show	NOUN
cana-284	175	15	consistently	consistently	ADV
cana-284	175	16	strong	strong	ADJ
cana-284	175	17	performance	performance	NOUN
cana-284	175	18	in	in	ADP
cana-284	175	19	controlling	control	VERB
cana-284	175	20	congestion	congestion	NOUN
cana-284	175	21	and	and	CCONJ
cana-284	175	22	dynamically	dynamically	ADV
cana-284	175	23	adjusting	adjust	VERB
cana-284	175	24	to	to	ADP
cana-284	175	25	load	load	NOUN
cana-284	175	26	changes	change	NOUN
cana-284	175	27	,	,	PUNCT
cana-284	175	28	with	with	ADP
cana-284	175	29	high	high	ADJ
cana-284	175	30	mean	mean	NOUN
cana-284	175	31	values	value	NOUN
cana-284	175	32	and	and	CCONJ
cana-284	175	33	relatively	relatively	ADV
cana-284	175	34	low	low	ADJ
cana-284	175	35	standard	standard	ADJ
cana-284	175	36	deviations	deviation	NOUN
cana-284	175	37	.	.	PUNCT
cana-284	176	1	the	the	DET
cana-284	176	2	metrics	metric	NOUN
cana-284	176	3	"	"	PUNCT
cana-284	176	4	data	datum	NOUN
cana-284	176	5	packet	packet	NOUN
cana-284	176	6	routing	routing	NOUN
cana-284	176	7	efficiency	efficiency	NOUN
cana-284	176	8	"	"	PUNCT
cana-284	176	9	and	and	CCONJ
cana-284	176	10	"	"	PUNCT
cana-284	176	11	quality	quality	NOUN
cana-284	176	12	of	of	ADP
cana-284	176	13	service	service	NOUN
cana-284	176	14	(	(	PUNCT
cana-284	176	15	qos	qos	PROPN
cana-284	176	16	)	)	PUNCT
cana-284	176	17	"	"	PUNCT
cana-284	176	18	have	have	AUX
cana-284	176	19	elevated	elevate	VERB
cana-284	176	20	average	average	ADJ
cana-284	176	21	values	value	NOUN
cana-284	176	22	with	with	ADP
cana-284	176	23	little	little	ADJ
cana-284	176	24	fluctuations	fluctuation	NOUN
cana-284	176	25	,	,	PUNCT
cana-284	176	26	indicating	indicate	VERB
cana-284	176	27	efficient	efficient	ADJ
cana-284	176	28	data	data	NOUN
cana-284	176	29	packet	packet	NOUN
cana-284	176	30	routing	routing	NOUN
cana-284	176	31	and	and	CCONJ
cana-284	176	32	reliable	reliable	ADJ
cana-284	176	33	provision	provision	NOUN
cana-284	176	34	of	of	ADP
cana-284	176	35	service	service	NOUN
cana-284	176	36	quality	quality	NOUN
cana-284	176	37	.	.	PUNCT
cana-284	177	1	figure	figure	VERB
cana-284	177	2	3	3	NUM
cana-284	177	3	:	:	PUNCT
cana-284	177	4	representation	representation	NOUN
cana-284	177	5	of	of	ADP
cana-284	177	6	statistical	statistical	ADJ
cana-284	177	7	analysis	analysis	NOUN
cana-284	177	8	for	for	ADP
cana-284	177	9	load	load	NOUN
cana-284	177	10	distribution	distribution	NOUN
cana-284	177	11	the	the	DET
cana-284	177	12	statistical	statistical	ADJ
cana-284	177	13	study	study	NOUN
cana-284	177	14	shows	show	NOUN
cana-284	177	15	,	,	PUNCT
cana-284	177	16	as	as	SCONJ
cana-284	177	17	illustrate	illustrate	VERB
cana-284	177	18	in	in	ADP
cana-284	177	19	figure	figure	NOUN
cana-284	177	20	4	4	NUM
cana-284	177	21	,	,	PUNCT
cana-284	177	22	that	that	SCONJ
cana-284	177	23	the	the	DET
cana-284	177	24	load	load	NOUN
cana-284	177	25	distribution	distribution	NOUN
cana-284	177	26	in	in	ADP
cana-284	177	27	the	the	DET
cana-284	177	28	communication	communication	NOUN
cana-284	177	29	network	network	NOUN
cana-284	177	30	has	have	VERB
cana-284	177	31	both	both	DET
cana-284	177	32	advantages	advantage	NOUN
cana-284	177	33	and	and	CCONJ
cana-284	177	34	disadvantages	disadvantage	NOUN
cana-284	177	35	.	.	PUNCT
cana-284	178	1	further	far	ADV
cana-284	178	2	enhancing	enhance	VERB
cana-284	178	3	network	network	NOUN
cana-284	178	4	performance	performance	NOUN
cana-284	178	5	and	and	CCONJ
cana-284	178	6	resource	resource	NOUN
cana-284	178	7	utilisation	utilisation	NOUN
cana-284	178	8	might	might	AUX
cana-284	178	9	be	be	AUX
cana-284	178	10	achieved	achieve	VERB
cana-284	178	11	by	by	ADP
cana-284	178	12	strategies	strategy	NOUN
cana-284	178	13	focused	focus	VERB
cana-284	178	14	on	on	ADP
cana-284	178	15	job	job	NOUN
cana-284	178	16	allocation	allocation	NOUN
cana-284	178	17	optimisation	optimisation	NOUN
cana-284	178	18	,	,	PUNCT
cana-284	178	19	response	response	NOUN
cana-284	178	20	time	time	NOUN
cana-284	178	21	reduction	reduction	NOUN
cana-284	178	22	,	,	PUNCT
cana-284	178	23	and	and	CCONJ
cana-284	178	24	load	load	NOUN
cana-284	178	25	balancing	balance	VERB
cana-284	178	26	algorithm	algorithm	NOUN
cana-284	178	27	optimisation	optimisation	NOUN
cana-284	178	28	.	.	PUNCT
cana-284	179	1	this	this	PRON
cana-284	179	2	would	would	AUX
cana-284	179	3	ultimately	ultimately	ADV
cana-284	179	4	improve	improve	VERB
cana-284	179	5	the	the	DET
cana-284	179	6	overall	overall	ADJ
cana-284	179	7	quality	quality	NOUN
cana-284	179	8	of	of	ADP
cana-284	179	9	service	service	NOUN
cana-284	179	10	provided	provide	VERB
cana-284	179	11	.	.	PUNCT
cana-284	180	1	communications	communication	NOUN
cana-284	180	2	on	on	ADP
cana-284	180	3	applied	apply	VERB
cana-284	180	4	nonlinear	nonlinear	ADJ
cana-284	180	5	analysis	analysis	NOUN
cana-284	180	6	issn	issn	NOUN
cana-284	180	7	:	:	PUNCT
cana-284	180	8	1074	1074	NUM
cana-284	180	9	-	-	PUNCT
cana-284	180	10	133x	133x	NUM
cana-284	180	11	vol	vol	NOUN
cana-284	180	12	31	31	NUM
cana-284	180	13	no	no	NOUN
cana-284	180	14	.	.	NOUN
cana-284	180	15	1	1	NUM
cana-284	180	16	(	(	PUNCT
cana-284	180	17	2024	2024	NUM
cana-284	180	18	)	)	PUNCT
cana-284	180	19	29	29	NUM
cana-284	180	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	180	21	figure	figure	NOUN
cana-284	180	22	4	4	NUM
cana-284	180	23	:	:	PUNCT
cana-284	180	24	comparison	comparison	NOUN
cana-284	180	25	of	of	ADP
cana-284	180	26	parameters	parameter	NOUN
cana-284	180	27	table	table	VERB
cana-284	180	28	3	3	NUM
cana-284	180	29	:	:	PUNCT
cana-284	180	30	summary	summary	NOUN
cana-284	180	31	of	of	ADP
cana-284	180	32	nonlinear	nonlinear	ADJ
cana-284	180	33	analysis	analysis	NOUN
cana-284	180	34	and	and	CCONJ
cana-284	180	35	machine	machine	NOUN
cana-284	180	36	leaning	lean	VERB
cana-284	180	37	in	in	ADP
cana-284	180	38	communication	communication	NOUN
cana-284	180	39	technology	technology	NOUN
cana-284	180	40	method	method	NOUN
cana-284	180	41	metric	metric	ADJ
cana-284	180	42	improved	improved	ADJ
cana-284	180	43	improvement	improvement	NOUN
cana-284	180	44	(	(	PUNCT
cana-284	180	45	%	%	INTJ
cana-284	180	46	)	)	PUNCT
cana-284	180	47	description	description	NOUN
cana-284	180	48	nonlinear	nonlinear	ADJ
cana-284	180	49	analysis	analysis	NOUN
cana-284	180	50	network	network	NOUN
cana-284	180	51	latency	latency	NOUN
cana-284	180	52	25	25	NUM
cana-284	180	53	%	%	NOUN
cana-284	180	54	utilizing	utilize	VERB
cana-284	180	55	nonlinear	nonlinear	ADJ
cana-284	180	56	analysis	analysis	NOUN
cana-284	180	57	reduced	reduce	VERB
cana-284	180	58	network	network	NOUN
cana-284	180	59	latency	latency	NOUN
cana-284	180	60	by	by	ADP
cana-284	180	61	optimizing	optimize	VERB
cana-284	180	62	signal	signal	NOUN
cana-284	180	63	propagation	propagation	NOUN
cana-284	180	64	.	.	PUNCT
cana-284	181	1	machine	machine	NOUN
cana-284	181	2	learning	learn	VERB
cana-284	181	3	resource	resource	NOUN
cana-284	181	4	utilization	utilization	NOUN
cana-284	181	5	30	30	NUM
cana-284	181	6	%	%	NOUN
cana-284	181	7	ml	ml	NOUN
cana-284	181	8	algorithms	algorithm	NOUN
cana-284	181	9	dynamically	dynamically	ADV
cana-284	181	10	allocated	allocate	VERB
cana-284	181	11	resources	resource	NOUN
cana-284	181	12	,	,	PUNCT
cana-284	181	13	achieving	achieve	VERB
cana-284	181	14	a	a	DET
cana-284	181	15	30	30	NUM
cana-284	181	16	%	%	NOUN
cana-284	181	17	increase	increase	NOUN
cana-284	181	18	in	in	ADP
cana-284	181	19	overall	overall	ADJ
cana-284	181	20	resource	resource	NOUN
cana-284	181	21	efficiency	efficiency	NOUN
cana-284	181	22	.	.	PUNCT
cana-284	182	1	combined	combine	VERB
cana-284	182	2	load	load	NOUN
cana-284	182	3	40	40	NUM
cana-284	182	4	%	%	NOUN
cana-284	182	5	integrated	integrate	VERB
cana-284	182	6	approach	approach	NOUN
cana-284	182	7	balanced	balance	VERB
cana-284	182	8	loads	load	NOUN
cana-284	182	9	effectively	effectively	ADV
cana-284	182	10	,	,	PUNCT
cana-284	182	11	communications	communication	NOUN
cana-284	182	12	on	on	ADP
cana-284	182	13	applied	apply	VERB
cana-284	182	14	nonlinear	nonlinear	ADJ
cana-284	182	15	analysis	analysis	NOUN
cana-284	182	16	issn	issn	NOUN
cana-284	182	17	:	:	PUNCT
cana-284	182	18	1074	1074	NUM
cana-284	182	19	-	-	PUNCT
cana-284	182	20	133x	133x	NUM
cana-284	182	21	vol	vol	NOUN
cana-284	182	22	31	31	NUM
cana-284	182	23	no	no	NOUN
cana-284	182	24	.	.	NOUN
cana-284	182	25	1	1	NUM
cana-284	182	26	(	(	PUNCT
cana-284	182	27	2024	2024	NUM
cana-284	182	28	)	)	PUNCT
cana-284	183	1	30	30	NUM
cana-284	183	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	183	3	approach	approach	NOUN
cana-284	183	4	distribution	distribution	NOUN
cana-284	183	5	resulting	result	VERB
cana-284	183	6	in	in	ADP
cana-284	183	7	a	a	DET
cana-284	183	8	40	40	NUM
cana-284	183	9	%	%	NOUN
cana-284	183	10	improvement	improvement	NOUN
cana-284	183	11	in	in	ADP
cana-284	183	12	load	load	NOUN
cana-284	183	13	distribution	distribution	NOUN
cana-284	183	14	.	.	PUNCT
cana-284	184	1	nonlinear	nonlinear	ADJ
cana-284	184	2	analysis	analysis	NOUN
cana-284	184	3	system	system	NOUN
cana-284	184	4	throughput	throughput	NOUN
cana-284	184	5	15	15	NUM
cana-284	184	6	%	%	NOUN
cana-284	184	7	enhanced	enhance	VERB
cana-284	184	8	system	system	NOUN
cana-284	184	9	throughput	throughput	NOUN
cana-284	184	10	by	by	ADP
cana-284	184	11	15	15	NUM
cana-284	184	12	%	%	NOUN
cana-284	184	13	through	through	ADP
cana-284	184	14	in	in	ADP
cana-284	184	15	-	-	PUNCT
cana-284	184	16	depth	depth	NOUN
cana-284	184	17	analysis	analysis	NOUN
cana-284	184	18	of	of	ADP
cana-284	184	19	nonlinear	nonlinear	ADJ
cana-284	184	20	system	system	NOUN
cana-284	184	21	dynamics	dynamic	NOUN
cana-284	184	22	.	.	PUNCT
cana-284	185	1	machine	machine	NOUN
cana-284	185	2	learning	learn	VERB
cana-284	185	3	response	response	NOUN
cana-284	185	4	time	time	NOUN
cana-284	185	5	20	20	NUM
cana-284	185	6	%	%	NOUN
cana-284	185	7	ml	ml	NOUN
cana-284	185	8	-	-	PUNCT
cana-284	185	9	driven	drive	VERB
cana-284	185	10	optimizations	optimization	NOUN
cana-284	185	11	reduced	reduce	VERB
cana-284	185	12	response	response	NOUN
cana-284	185	13	time	time	NOUN
cana-284	185	14	by	by	ADP
cana-284	185	15	20	20	NUM
cana-284	185	16	%	%	NOUN
cana-284	185	17	,	,	PUNCT
cana-284	185	18	enabling	enable	VERB
cana-284	185	19	faster	fast	ADJ
cana-284	185	20	communication	communication	NOUN
cana-284	185	21	network	network	NOUN
cana-284	185	22	responses	response	NOUN
cana-284	185	23	.	.	PUNCT
cana-284	186	1	by	by	ADP
cana-284	186	2	enhancing	enhance	VERB
cana-284	186	3	signal	signal	NOUN
cana-284	186	4	propagation	propagation	NOUN
cana-284	186	5	,	,	PUNCT
cana-284	186	6	nonlinear	nonlinear	ADJ
cana-284	186	7	analysis	analysis	NOUN
cana-284	186	8	effectively	effectively	ADV
cana-284	186	9	tackled	tackle	VERB
cana-284	186	10	the	the	DET
cana-284	186	11	problem	problem	NOUN
cana-284	186	12	of	of	ADP
cana-284	186	13	network	network	NOUN
cana-284	186	14	latency	latency	NOUN
cana-284	186	15	,	,	PUNCT
cana-284	186	16	exhibiting	exhibit	VERB
cana-284	186	17	a	a	DET
cana-284	186	18	25	25	NUM
cana-284	186	19	%	%	NOUN
cana-284	186	20	enhancement	enhancement	NOUN
cana-284	186	21	in	in	ADP
cana-284	186	22	minimising	minimise	VERB
cana-284	186	23	delays	delay	NOUN
cana-284	186	24	in	in	ADP
cana-284	186	25	the	the	DET
cana-284	186	26	network	network	NOUN
cana-284	186	27	architecture	architecture	NOUN
cana-284	186	28	.	.	PUNCT
cana-284	187	1	in	in	ADP
cana-284	187	2	addition	addition	NOUN
cana-284	187	3	,	,	PUNCT
cana-284	187	4	machine	machine	NOUN
cana-284	187	5	learning	learn	VERB
cana-284	187	6	algorithms	algorithm	NOUN
cana-284	187	7	dynamically	dynamically	ADV
cana-284	187	8	distributed	distribute	VERB
cana-284	187	9	resources	resource	NOUN
cana-284	187	10	,	,	PUNCT
cana-284	187	11	which	which	PRON
cana-284	187	12	resulted	result	VERB
cana-284	187	13	in	in	ADP
cana-284	187	14	an	an	DET
cana-284	187	15	astounding	astounding	ADJ
cana-284	187	16	30	30	NUM
cana-284	187	17	%	%	NOUN
cana-284	187	18	improvement	improvement	NOUN
cana-284	187	19	in	in	ADP
cana-284	187	20	total	total	ADJ
cana-284	187	21	resource	resource	NOUN
cana-284	187	22	usage	usage	NOUN
cana-284	187	23	a	a	DET
cana-284	187	24	critical	critical	ADJ
cana-284	187	25	component	component	NOUN
cana-284	187	26	of	of	ADP
cana-284	187	27	effective	effective	ADJ
cana-284	187	28	network	network	NOUN
cana-284	187	29	functioning	functioning	NOUN
cana-284	187	30	.	.	PUNCT
cana-284	188	1	but	but	CCONJ
cana-284	188	2	the	the	DET
cana-284	188	3	combined	combined	ADJ
cana-284	188	4	strategy	strategy	NOUN
cana-284	188	5	had	have	VERB
cana-284	188	6	the	the	DET
cana-284	188	7	most	most	ADV
cana-284	188	8	impressive	impressive	ADJ
cana-284	188	9	result	result	NOUN
cana-284	188	10	,	,	PUNCT
cana-284	188	11	exhibiting	exhibit	VERB
cana-284	188	12	a	a	DET
cana-284	188	13	40	40	NUM
cana-284	188	14	%	%	NOUN
cana-284	188	15	increase	increase	NOUN
cana-284	188	16	in	in	ADP
cana-284	188	17	load	load	NOUN
cana-284	188	18	distribution	distribution	NOUN
cana-284	188	19	through	through	ADP
cana-284	188	20	efficient	efficient	ADJ
cana-284	188	21	workload	workload	NOUN
cana-284	188	22	balancing	balancing	NOUN
cana-284	188	23	and	and	CCONJ
cana-284	188	24	redistribution	redistribution	NOUN
cana-284	188	25	throughout	throughout	ADP
cana-284	188	26	the	the	DET
cana-284	188	27	network	network	NOUN
cana-284	188	28	.	.	PUNCT
cana-284	189	1	figure	figure	VERB
cana-284	189	2	5	5	NUM
cana-284	189	3	:	:	PUNCT
cana-284	189	4	analysis	analysis	NOUN
cana-284	189	5	of	of	ADP
cana-284	189	6	anomalies	anomaly	NOUN
cana-284	189	7	over	over	ADP
cana-284	189	8	time	time	NOUN
cana-284	189	9	in	in	ADP
cana-284	189	10	addition	addition	NOUN
cana-284	189	11	,	,	PUNCT
cana-284	189	12	nonlinear	nonlinear	ADJ
cana-284	189	13	analysis	analysis	NOUN
cana-284	189	14	's	's	PART
cana-284	189	15	in	in	ADP
cana-284	189	16	-	-	PUNCT
cana-284	189	17	depth	depth	NOUN
cana-284	189	18	examination	examination	NOUN
cana-284	189	19	of	of	ADP
cana-284	189	20	the	the	DET
cana-284	189	21	dynamics	dynamic	NOUN
cana-284	189	22	of	of	ADP
cana-284	189	23	the	the	DET
cana-284	189	24	system	system	NOUN
cana-284	189	25	produced	produce	VERB
cana-284	189	26	a	a	DET
cana-284	189	27	15	15	NUM
cana-284	189	28	%	%	NOUN
cana-284	189	29	boost	boost	NOUN
cana-284	189	30	in	in	ADP
cana-284	189	31	throughput	throughput	NOUN
cana-284	189	32	,	,	PUNCT
cana-284	189	33	demonstrating	demonstrate	VERB
cana-284	189	34	its	its	PRON
cana-284	189	35	effectiveness	effectiveness	NOUN
cana-284	189	36	in	in	ADP
cana-284	189	37	raising	raise	VERB
cana-284	189	38	the	the	DET
cana-284	189	39	system	system	NOUN
cana-284	189	40	's	's	PART
cana-284	189	41	overall	overall	ADJ
cana-284	189	42	capacity	capacity	NOUN
cana-284	189	43	.	.	PUNCT
cana-284	190	1	in	in	ADP
cana-284	190	2	a	a	DET
cana-284	190	3	similar	similar	ADJ
cana-284	190	4	vein	vein	NOUN
cana-284	190	5	,	,	PUNCT
cana-284	190	6	machine	machine	NOUN
cana-284	190	7	learning	learning	NOUN
cana-284	190	8	interventions	intervention	NOUN
cana-284	190	9	expedited	expedite	VERB
cana-284	190	10	and	and	CCONJ
cana-284	190	11	streamlined	streamlined	ADJ
cana-284	190	12	communication	communication	NOUN
cana-284	190	13	network	network	NOUN
cana-284	190	14	answers	answer	NOUN
cana-284	190	15	,	,	PUNCT
cana-284	190	16	resulting	result	VERB
cana-284	190	17	in	in	ADP
cana-284	190	18	a	a	DET
cana-284	190	19	noteworthy	noteworthy	ADJ
cana-284	190	20	20	20	NUM
cana-284	190	21	%	%	NOUN
cana-284	190	22	reduction	reduction	NOUN
cana-284	190	23	in	in	ADP
cana-284	190	24	response	response	NOUN
cana-284	190	25	time	time	NOUN
cana-284	190	26	.	.	PUNCT
cana-284	191	1	by	by	ADP
cana-284	191	2	addressing	address	VERB
cana-284	191	3	various	various	ADJ
cana-284	191	4	aspects	aspect	NOUN
cana-284	191	5	of	of	ADP
cana-284	191	6	communication	communication	NOUN
cana-284	191	7	technology	technology	NOUN
cana-284	191	8	,	,	PUNCT
cana-284	191	9	such	such	ADJ
cana-284	191	10	as	as	ADP
cana-284	191	11	load	load	NOUN
cana-284	191	12	balancing	balancing	NOUN
cana-284	191	13	,	,	PUNCT
cana-284	191	14	system	system	NOUN
cana-284	191	15	responsiveness	responsiveness	NOUN
cana-284	191	16	,	,	PUNCT
cana-284	191	17	latency	latency	NOUN
cana-284	191	18	reduction	reduction	NOUN
cana-284	191	19	,	,	PUNCT
cana-284	191	20	and	and	CCONJ
cana-284	191	21	resource	resource	NOUN
cana-284	191	22	optimisation	optimisation	NOUN
cana-284	191	23	,	,	PUNCT
cana-284	191	24	the	the	DET
cana-284	191	25	combination	combination	NOUN
cana-284	191	26	of	of	ADP
cana-284	191	27	nonlinear	nonlinear	ADJ
cana-284	191	28	analysis	analysis	NOUN
cana-284	191	29	and	and	CCONJ
cana-284	191	30	machine	machine	NOUN
cana-284	191	31	learning	learning	NOUN
cana-284	191	32	proves	prove	VERB
cana-284	191	33	to	to	PART
cana-284	191	34	be	be	AUX
cana-284	191	35	a	a	DET
cana-284	191	36	potent	potent	ADJ
cana-284	191	37	and	and	CCONJ
cana-284	191	38	versatile	versatile	ADJ
cana-284	191	39	solution	solution	NOUN
cana-284	191	40	that	that	PRON
cana-284	191	41	promotes	promote	VERB
cana-284	191	42	more	more	ADV
cana-284	191	43	effective	effective	ADJ
cana-284	191	44	and	and	CCONJ
cana-284	191	45	flexible	flexible	ADJ
cana-284	191	46	communication	communication	NOUN
cana-284	191	47	networks	network	NOUN
cana-284	191	48	.	.	PUNCT
cana-284	192	1	the	the	DET
cana-284	192	2	communications	communication	NOUN
cana-284	192	3	on	on	ADP
cana-284	192	4	applied	apply	VERB
cana-284	192	5	nonlinear	nonlinear	ADJ
cana-284	192	6	analysis	analysis	NOUN
cana-284	192	7	issn	issn	NOUN
cana-284	192	8	:	:	PUNCT
cana-284	192	9	1074	1074	NUM
cana-284	192	10	-	-	PUNCT
cana-284	192	11	133x	133x	NUM
cana-284	192	12	vol	vol	NOUN
cana-284	192	13	31	31	NUM
cana-284	192	14	no	no	NOUN
cana-284	192	15	.	.	NOUN
cana-284	192	16	1	1	NUM
cana-284	192	17	(	(	PUNCT
cana-284	192	18	2024	2024	NUM
cana-284	192	19	)	)	PUNCT
cana-284	192	20	31	31	NUM
cana-284	192	21	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	192	22	joint	joint	ADJ
cana-284	192	23	application	application	NOUN
cana-284	192	24	of	of	ADP
cana-284	192	25	these	these	DET
cana-284	192	26	approaches	approach	NOUN
cana-284	192	27	highlights	highlight	NOUN
cana-284	192	28	how	how	SCONJ
cana-284	192	29	they	they	PRON
cana-284	192	30	can	can	AUX
cana-284	192	31	be	be	AUX
cana-284	192	32	leveraged	leverage	VERB
cana-284	192	33	to	to	PART
cana-284	192	34	improve	improve	VERB
cana-284	192	35	individual	individual	ADJ
cana-284	192	36	performance	performance	NOUN
cana-284	192	37	metrics	metric	NOUN
cana-284	192	38	while	while	SCONJ
cana-284	192	39	also	also	ADV
cana-284	192	40	strengthening	strengthen	VERB
cana-284	192	41	and	and	CCONJ
cana-284	192	42	advancing	advance	VERB
cana-284	192	43	the	the	DET
cana-284	192	44	communication	communication	NOUN
cana-284	192	45	environment	environment	NOUN
cana-284	192	46	as	as	ADP
cana-284	192	47	a	a	DET
cana-284	192	48	whole	whole	NOUN
cana-284	192	49	.	.	PUNCT
cana-284	193	1	this	this	PRON
cana-284	193	2	will	will	AUX
cana-284	193	3	help	help	VERB
cana-284	193	4	create	create	VERB
cana-284	193	5	networks	network	NOUN
cana-284	193	6	that	that	PRON
cana-284	193	7	are	be	AUX
cana-284	193	8	more	more	ADV
cana-284	193	9	adaptable	adaptable	ADJ
cana-284	193	10	,	,	PUNCT
cana-284	193	11	responsive	responsive	ADJ
cana-284	193	12	,	,	PUNCT
cana-284	193	13	and	and	CCONJ
cana-284	193	14	optimised	optimise	VERB
cana-284	193	15	in	in	ADP
cana-284	193	16	an	an	DET
cana-284	193	17	everdemanding	everdemande	VERB
cana-284	193	18	digital	digital	ADJ
cana-284	193	19	environment	environment	NOUN
cana-284	193	20	.	.	PUNCT
cana-284	194	1	vi	vi	X
cana-284	194	2	.	.	PROPN
cana-284	194	3	conclusion	conclusion	VERB
cana-284	194	4	the	the	DET
cana-284	194	5	field	field	NOUN
cana-284	194	6	of	of	ADP
cana-284	194	7	communication	communication	NOUN
cana-284	194	8	technology	technology	NOUN
cana-284	194	9	has	have	AUX
cana-284	194	10	seen	see	VERB
cana-284	194	11	a	a	DET
cana-284	194	12	significant	significant	ADJ
cana-284	194	13	transformation	transformation	NOUN
cana-284	194	14	due	due	ADP
cana-284	194	15	to	to	ADP
cana-284	194	16	the	the	DET
cana-284	194	17	combination	combination	NOUN
cana-284	194	18	of	of	ADP
cana-284	194	19	nonlinear	nonlinear	ADJ
cana-284	194	20	analysis	analysis	NOUN
cana-284	194	21	and	and	CCONJ
cana-284	194	22	machine	machine	NOUN
cana-284	194	23	learning	learning	NOUN
cana-284	194	24	.	.	PUNCT
cana-284	195	1	the	the	DET
cana-284	195	2	efficiency	efficiency	NOUN
cana-284	195	3	,	,	PUNCT
cana-284	195	4	security	security	NOUN
cana-284	195	5	,	,	PUNCT
cana-284	195	6	and	and	CCONJ
cana-284	195	7	adaptability	adaptability	NOUN
cana-284	195	8	of	of	ADP
cana-284	195	9	communication	communication	NOUN
cana-284	195	10	systems	system	NOUN
cana-284	195	11	have	have	AUX
cana-284	195	12	all	all	PRON
cana-284	195	13	been	be	AUX
cana-284	195	14	revolutionised	revolutionise	VERB
cana-284	195	15	by	by	ADP
cana-284	195	16	this	this	DET
cana-284	195	17	synergy	synergy	NOUN
cana-284	195	18	,	,	PUNCT
cana-284	195	19	opening	open	VERB
cana-284	195	20	up	up	ADP
cana-284	195	21	a	a	DET
cana-284	195	22	world	world	NOUN
cana-284	195	23	of	of	ADP
cana-284	195	24	possibilities	possibility	NOUN
cana-284	195	25	.	.	PUNCT
cana-284	196	1	in	in	ADP
cana-284	196	2	order	order	NOUN
cana-284	196	3	to	to	PART
cana-284	196	4	understand	understand	VERB
cana-284	196	5	complex	complex	ADJ
cana-284	196	6	system	system	NOUN
cana-284	196	7	dynamics	dynamic	NOUN
cana-284	196	8	,	,	PUNCT
cana-284	196	9	nonlinear	nonlinear	ADJ
cana-284	196	10	analysis	analysis	NOUN
cana-284	196	11	has	have	AUX
cana-284	196	12	been	be	AUX
cana-284	196	13	essential	essential	ADJ
cana-284	196	14	in	in	ADP
cana-284	196	15	providing	provide	VERB
cana-284	196	16	deep	deep	ADJ
cana-284	196	17	understandings	understanding	NOUN
cana-284	196	18	of	of	ADP
cana-284	196	19	network	network	NOUN
cana-284	196	20	behaviours	behaviour	NOUN
cana-284	196	21	,	,	PUNCT
cana-284	196	22	signal	signal	ADJ
cana-284	196	23	propagation	propagation	NOUN
cana-284	196	24	,	,	PUNCT
cana-284	196	25	and	and	CCONJ
cana-284	196	26	system	system	NOUN
cana-284	196	27	throughput	throughput	NOUN
cana-284	196	28	.	.	PUNCT
cana-284	197	1	its	its	PRON
cana-284	197	2	exploration	exploration	NOUN
cana-284	197	3	of	of	ADP
cana-284	197	4	the	the	DET
cana-284	197	5	intricacies	intricacy	NOUN
cana-284	197	6	of	of	ADP
cana-284	197	7	nonlinearities	nonlinearitie	NOUN
cana-284	197	8	has	have	AUX
cana-284	197	9	reduced	reduce	VERB
cana-284	197	10	network	network	NOUN
cana-284	197	11	latency	latency	NOUN
cana-284	197	12	,	,	PUNCT
cana-284	197	13	improved	improve	VERB
cana-284	197	14	signal	signal	NOUN
cana-284	197	15	propagation	propagation	NOUN
cana-284	197	16	,	,	PUNCT
cana-284	197	17	and	and	CCONJ
cana-284	197	18	raised	raise	VERB
cana-284	197	19	system	system	NOUN
cana-284	197	20	efficiency	efficiency	NOUN
cana-284	197	21	all	all	ADV
cana-284	197	22	around	around	ADV
cana-284	197	23	.	.	PUNCT
cana-284	198	1	on	on	ADP
cana-284	198	2	the	the	DET
cana-284	198	3	other	other	ADJ
cana-284	198	4	hand	hand	NOUN
cana-284	198	5	,	,	PUNCT
cana-284	198	6	because	because	SCONJ
cana-284	198	7	of	of	ADP
cana-284	198	8	machine	machine	NOUN
cana-284	198	9	learning	learning	NOUN
cana-284	198	10	's	's	PART
cana-284	198	11	capacity	capacity	NOUN
cana-284	198	12	for	for	ADP
cana-284	198	13	adaptation	adaptation	NOUN
cana-284	198	14	and	and	CCONJ
cana-284	198	15	prediction	prediction	NOUN
cana-284	198	16	,	,	PUNCT
cana-284	198	17	communication	communication	NOUN
cana-284	198	18	systems	system	NOUN
cana-284	198	19	have	have	AUX
cana-284	198	20	benefited	benefit	VERB
cana-284	198	21	greatly	greatly	ADV
cana-284	198	22	from	from	ADP
cana-284	198	23	it	it	PRON
cana-284	198	24	.	.	PUNCT
cana-284	199	1	communication	communication	NOUN
cana-284	199	2	networks	network	NOUN
cana-284	199	3	are	be	AUX
cana-284	199	4	now	now	ADV
cana-284	199	5	more	more	ADV
cana-284	199	6	responsive	responsive	ADJ
cana-284	199	7	and	and	CCONJ
cana-284	199	8	adaptive	adaptive	ADJ
cana-284	199	9	than	than	ADP
cana-284	199	10	ever	ever	ADV
cana-284	199	11	because	because	SCONJ
cana-284	199	12	to	to	ADP
cana-284	199	13	its	its	PRON
cana-284	199	14	use	use	NOUN
cana-284	199	15	in	in	ADP
cana-284	199	16	resource	resource	NOUN
cana-284	199	17	allocation	allocation	NOUN
cana-284	199	18	,	,	PUNCT
cana-284	199	19	anomaly	anomaly	NOUN
cana-284	199	20	detection	detection	NOUN
cana-284	199	21	,	,	PUNCT
cana-284	199	22	and	and	CCONJ
cana-284	199	23	adaptive	adaptive	ADJ
cana-284	199	24	network	network	NOUN
cana-284	199	25	management	management	NOUN
cana-284	199	26	.	.	PUNCT
cana-284	200	1	a	a	DET
cana-284	200	2	more	more	ADV
cana-284	200	3	reliable	reliable	ADJ
cana-284	200	4	and	and	CCONJ
cana-284	200	5	secure	secure	ADJ
cana-284	200	6	communication	communication	NOUN
cana-284	200	7	infrastructure	infrastructure	NOUN
cana-284	200	8	has	have	AUX
cana-284	200	9	been	be	AUX
cana-284	200	10	made	make	VERB
cana-284	200	11	possible	possible	ADJ
cana-284	200	12	by	by	ADP
cana-284	200	13	machine	machine	NOUN
cana-284	200	14	learning	learning	NOUN
cana-284	200	15	,	,	PUNCT
cana-284	200	16	which	which	PRON
cana-284	200	17	does	do	VERB
cana-284	200	18	this	this	PRON
cana-284	200	19	by	by	ADP
cana-284	200	20	dynamically	dynamically	ADV
cana-284	200	21	allocating	allocate	VERB
cana-284	200	22	resources	resource	NOUN
cana-284	200	23	,	,	PUNCT
cana-284	200	24	forecasting	forecasting	NOUN
cana-284	200	25	network	network	NOUN
cana-284	200	26	behaviours	behaviour	NOUN
cana-284	200	27	,	,	PUNCT
cana-284	200	28	and	and	CCONJ
cana-284	200	29	fine	fine	ADV
cana-284	200	30	-	-	PUNCT
cana-284	200	31	tuning	tune	VERB
cana-284	200	32	system	system	NOUN
cana-284	200	33	responses	response	NOUN
cana-284	200	34	.	.	PUNCT
cana-284	201	1	but	but	CCONJ
cana-284	201	2	the	the	DET
cana-284	201	3	combination	combination	NOUN
cana-284	201	4	of	of	ADP
cana-284	201	5	these	these	DET
cana-284	201	6	approaches	approach	NOUN
cana-284	201	7	turns	turn	VERB
cana-284	201	8	out	out	ADP
cana-284	201	9	to	to	PART
cana-284	201	10	be	be	AUX
cana-284	201	11	crucial	crucial	ADJ
cana-284	201	12	to	to	ADP
cana-284	201	13	the	the	DET
cana-284	201	14	advancement	advancement	NOUN
cana-284	201	15	of	of	ADP
cana-284	201	16	communication	communication	NOUN
cana-284	201	17	technology	technology	NOUN
cana-284	201	18	.	.	PUNCT
cana-284	202	1	unprecedented	unprecedented	ADJ
cana-284	202	2	improvements	improvement	NOUN
cana-284	202	3	in	in	ADP
cana-284	202	4	load	load	NOUN
cana-284	202	5	distribution	distribution	NOUN
cana-284	202	6	,	,	PUNCT
cana-284	202	7	security	security	NOUN
cana-284	202	8	,	,	PUNCT
cana-284	202	9	and	and	CCONJ
cana-284	202	10	system	system	NOUN
cana-284	202	11	optimisation	optimisation	NOUN
cana-284	202	12	have	have	AUX
cana-284	202	13	resulted	result	VERB
cana-284	202	14	from	from	ADP
cana-284	202	15	their	their	PRON
cana-284	202	16	combined	combine	VERB
cana-284	202	17	strategy	strategy	NOUN
cana-284	202	18	.	.	PUNCT
cana-284	203	1	through	through	ADP
cana-284	203	2	the	the	DET
cana-284	203	3	smooth	smooth	ADJ
cana-284	203	4	integration	integration	NOUN
cana-284	203	5	of	of	ADP
cana-284	203	6	machine	machine	NOUN
cana-284	203	7	learning	learn	VERB
cana-284	203	8	predictions	prediction	NOUN
cana-284	203	9	with	with	ADP
cana-284	203	10	insights	insight	NOUN
cana-284	203	11	from	from	ADP
cana-284	203	12	nonlinear	nonlinear	ADJ
cana-284	203	13	analysis	analysis	NOUN
cana-284	203	14	,	,	PUNCT
cana-284	203	15	the	the	DET
cana-284	203	16	communication	communication	NOUN
cana-284	203	17	systems	system	NOUN
cana-284	203	18	have	have	AUX
cana-284	203	19	experienced	experience	VERB
cana-284	203	20	a	a	DET
cana-284	203	21	40	40	NUM
cana-284	203	22	%	%	NOUN
cana-284	203	23	increase	increase	NOUN
cana-284	203	24	in	in	ADP
cana-284	203	25	load	load	NOUN
cana-284	203	26	distribution	distribution	NOUN
cana-284	203	27	,	,	PUNCT
cana-284	203	28	guaranteeing	guarantee	VERB
cana-284	203	29	a	a	DET
cana-284	203	30	more	more	ADV
cana-284	203	31	fair	fair	ADJ
cana-284	203	32	allocation	allocation	NOUN
cana-284	203	33	of	of	ADP
cana-284	203	34	workloads	workload	NOUN
cana-284	203	35	and	and	CCONJ
cana-284	203	36	resources	resource	NOUN
cana-284	203	37	.	.	PUNCT
cana-284	204	1	this	this	DET
cana-284	204	2	union	union	NOUN
cana-284	204	3	has	have	AUX
cana-284	204	4	strengthened	strengthen	VERB
cana-284	204	5	security	security	NOUN
cana-284	204	6	measures	measure	NOUN
cana-284	204	7	in	in	ADP
cana-284	204	8	addition	addition	NOUN
cana-284	204	9	to	to	ADP
cana-284	204	10	improving	improve	VERB
cana-284	204	11	operating	operating	NOUN
cana-284	204	12	efficiencies	efficiency	NOUN
cana-284	204	13	,	,	PUNCT
cana-284	204	14	which	which	PRON
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cana-284	204	16	allowed	allow	VERB
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cana-284	204	19	early	early	ADJ
cana-284	204	20	discovery	discovery	NOUN
cana-284	204	21	and	and	CCONJ
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cana-284	205	4	]	]	PUNCT
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cana-284	205	41	(	(	PUNCT
cana-284	205	42	prml	prml	PROPN
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cana-284	206	2	-	-	SYM
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cana-284	207	2	2	2	X
cana-284	207	3	]	]	PUNCT
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cana-284	207	18	"	"	PUNCT
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cana-284	207	20	prediction	prediction	NOUN
cana-284	207	21	&	&	CCONJ
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cana-284	207	23	in	in	ADP
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cana-284	207	26	access	access	NOUN
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cana-284	207	32	"	"	PUNCT
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cana-284	207	35	novel	novel	ADJ
cana-284	207	36	intelligent	intelligent	ADJ
cana-284	207	37	and	and	CCONJ
cana-284	207	38	leading	lead	VERB
cana-284	207	39	emerging	emerge	VERB
cana-284	207	40	sciences	science	NOUN
cana-284	207	41	conference	conference	NOUN
cana-284	207	42	(	(	PUNCT
cana-284	207	43	niles	nile	NOUN
cana-284	207	44	)	)	PUNCT
cana-284	207	45	,	,	PUNCT
cana-284	207	46	giza	giza	PROPN
cana-284	207	47	,	,	PUNCT
cana-284	207	48	egypt	egypt	PROPN
cana-284	207	49	,	,	PUNCT
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cana-284	208	2	3	3	X
cana-284	208	3	]	]	PUNCT
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cana-284	208	30	"	"	PUNCT
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cana-284	208	37	(	(	PUNCT
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cana-284	208	42	,	,	PUNCT
cana-284	208	43	toronto	toronto	PROPN
cana-284	208	44	,	,	PUNCT
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cana-284	208	46	,	,	PUNCT
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cana-284	209	2	-	-	SYM
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cana-284	210	2	4	4	X
cana-284	210	3	]	]	PUNCT
cana-284	210	4	k.	k.	PROPN
cana-284	210	5	sozos	sozos	PROPN
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cana-284	210	8	deligiannidis	deligiannidis	PROPN
cana-284	210	9	,	,	PUNCT
cana-284	210	10	g.	g.	PROPN
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cana-284	210	23	and	and	CCONJ
cana-284	210	24	recurrent	recurrent	ADJ
cana-284	210	25	optical	optical	ADJ
cana-284	210	26	spectrum	spectrum	NOUN
cana-284	210	27	slicers	slicer	NOUN
cana-284	210	28	as	as	ADP
cana-284	210	29	equalizers	equalizer	NOUN
cana-284	210	30	in	in	ADP
cana-284	210	31	high	high	ADJ
cana-284	210	32	symbol	symbol	NOUN
cana-284	210	33	rate	rate	NOUN
cana-284	210	34	optical	optical	ADJ
cana-284	210	35	communications	communication	NOUN
cana-284	210	36	on	on	ADP
cana-284	210	37	applied	apply	VERB
cana-284	210	38	nonlinear	nonlinear	ADJ
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cana-284	210	40	issn	issn	NOUN
cana-284	210	41	:	:	PUNCT
cana-284	210	42	1074	1074	NUM
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cana-284	210	46	31	31	NUM
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cana-284	210	50	(	(	PUNCT
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cana-284	210	75	5037	5037	NUM
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cana-284	211	1	[	[	X
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cana-284	211	5	c.	c.	PROPN
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cana-284	211	9	f.	f.	PROPN
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cana-284	212	51	(	(	PUNCT
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cana-284	214	45	in	in	ADP
cana-284	214	46	switching	switch	VERB
cana-284	214	47	and	and	CCONJ
cana-284	214	48	computing	compute	VERB
cana-284	214	49	(	(	PUNCT
cana-284	214	50	psc	psc	PROPN
cana-284	214	51	)	)	PUNCT
cana-284	214	52	,	,	PUNCT
cana-284	214	53	pp	pp	PROPN
cana-284	214	54	.	.	PUNCT
cana-284	215	1	1	1	NUM
cana-284	215	2	-	-	SYM
cana-284	215	3	3	3	NUM
cana-284	215	4	,	,	PUNCT
cana-284	215	5	2019	2019	NUM
cana-284	215	6	,	,	PUNCT
cana-284	215	7	july	july	PROPN
cana-284	215	8	.	.	PUNCT
cana-284	216	1	[	[	X
cana-284	216	2	8	8	NUM
cana-284	216	3	]	]	X
cana-284	216	4	g.	g.	PROPN
cana-284	216	5	sun	sun	PROPN
cana-284	216	6	,	,	PUNCT
cana-284	216	7	g.	g.	PROPN
cana-284	216	8	o.	o.	PROPN
cana-284	216	9	boateng	boateng	PROPN
cana-284	216	10	,	,	PUNCT
cana-284	216	11	d.	d.	PROPN
cana-284	216	12	ayepah	ayepah	PROPN
cana-284	216	13	-	-	PUNCT
cana-284	216	14	mensah	mensah	PROPN
cana-284	216	15	and	and	CCONJ
cana-284	216	16	g.	g.	PROPN
cana-284	216	17	liu	liu	PROPN
cana-284	216	18	,	,	PUNCT
cana-284	216	19	"	"	PUNCT
cana-284	216	20	relational	relational	ADJ
cana-284	216	21	reinforcement	reinforcement	NOUN
cana-284	216	22	learning	learning	NOUN
cana-284	216	23	based	base	VERB
cana-284	216	24	autonomous	autonomous	ADJ
cana-284	216	25	cell	cell	NOUN
cana-284	216	26	activation	activation	NOUN
cana-284	216	27	in	in	ADP
cana-284	216	28	cloud	cloud	NOUN
cana-284	216	29	-	-	PUNCT
cana-284	216	30	rans	ran	NOUN
cana-284	216	31	"	"	PUNCT
cana-284	216	32	,	,	PUNCT
cana-284	216	33	ieee	ieee	NOUN
cana-284	216	34	access	access	NOUN
cana-284	216	35	,	,	PUNCT
cana-284	216	36	vol	vol	NOUN
cana-284	216	37	.	.	PROPN
cana-284	216	38	7	7	NUM
cana-284	216	39	,	,	PUNCT
cana-284	216	40	pp	pp	ADJ
cana-284	216	41	.	.	PUNCT
cana-284	216	42	63588	63588	NUM
cana-284	216	43	-	-	SYM
cana-284	216	44	63604	63604	NUM
cana-284	216	45	,	,	PUNCT
cana-284	216	46	2019	2019	NUM
cana-284	216	47	.	.	PUNCT
cana-284	217	1	[	[	X
cana-284	217	2	9	9	NUM
cana-284	217	3	]	]	X
cana-284	217	4	j.	j.	PROPN
cana-284	217	5	gu	gu	PROPN
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cana-284	217	7	m.	m.	PROPN
cana-284	217	8	zhu	zhu	PROPN
cana-284	217	9	,	,	PUNCT
cana-284	217	10	b.	b.	PROPN
cana-284	217	11	chen	chen	PROPN
cana-284	217	12	,	,	PUNCT
cana-284	217	13	t.	t.	PROPN
cana-284	217	14	shen	shen	PROPN
cana-284	217	15	and	and	CCONJ
cana-284	217	16	x.	x.	PROPN
cana-284	217	17	ren	ren	PROPN
cana-284	217	18	,	,	PUNCT
cana-284	217	19	"	"	PUNCT
cana-284	217	20	baseband	baseband	NOUN
cana-284	217	21	unit	unit	NOUN
cana-284	217	22	aggregation	aggregation	NOUN
cana-284	217	23	based	base	VERB
cana-284	217	24	on	on	ADP
cana-284	217	25	deep	deep	ADJ
cana-284	217	26	reinforcement	reinforcement	NOUN
cana-284	217	27	learning	learning	NOUN
cana-284	217	28	in	in	ADP
cana-284	217	29	cloud	cloud	ADJ
cana-284	217	30	radio	radio	NOUN
cana-284	217	31	access	access	NOUN
cana-284	217	32	networks	network	NOUN
cana-284	217	33	"	"	PUNCT
cana-284	217	34	,	,	PUNCT
cana-284	217	35	2019	2019	NUM
cana-284	217	36	18th	18th	ADJ
cana-284	217	37	international	international	ADJ
cana-284	217	38	conference	conference	NOUN
cana-284	217	39	on	on	ADP
cana-284	217	40	optical	optical	ADJ
cana-284	217	41	communications	communication	NOUN
cana-284	217	42	and	and	CCONJ
cana-284	217	43	networks	network	NOUN
cana-284	217	44	(	(	PUNCT
cana-284	217	45	icocn	icocn	NOUN
cana-284	217	46	)	)	PUNCT
cana-284	217	47	,	,	PUNCT
cana-284	217	48	pp	pp	ADJ
cana-284	217	49	.	.	PUNCT
cana-284	218	1	1	1	NUM
cana-284	218	2	-	-	SYM
cana-284	218	3	3	3	NUM
cana-284	218	4	,	,	PUNCT
cana-284	218	5	2019	2019	NUM
cana-284	218	6	,	,	PUNCT
cana-284	218	7	august	august	PROPN
cana-284	218	8	.	.	PUNCT
cana-284	219	1	[	[	X
cana-284	219	2	10	10	NUM
cana-284	219	3	]	]	X
cana-284	219	4	d.	d.	PROPN
cana-284	219	5	todorov	todorov	PROPN
cana-284	219	6	,	,	PUNCT
cana-284	219	7	h.	h.	PROPN
cana-284	219	8	valchanov	valchanov	PROPN
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cana-284	219	10	v.	v.	ADP
cana-284	219	11	aleksieva	aleksieva	PROPN
cana-284	219	12	,	,	PUNCT
cana-284	219	13	"	"	PUNCT
cana-284	219	14	load	load	NOUN
cana-284	219	15	balancing	balance	VERB
cana-284	219	16	model	model	NOUN
cana-284	219	17	based	base	VERB
cana-284	219	18	on	on	ADP
cana-284	219	19	machine	machine	NOUN
cana-284	219	20	learning	learning	NOUN
cana-284	219	21	and	and	CCONJ
cana-284	219	22	segment	segment	NOUN
cana-284	219	23	routing	routing	NOUN
cana-284	219	24	in	in	ADP
cana-284	219	25	sdn	sdn	PROPN
cana-284	219	26	,	,	PUNCT
cana-284	219	27	"	"	PUNCT
cana-284	219	28	2020	2020	NUM
cana-284	219	29	international	international	ADJ
cana-284	219	30	conference	conference	NOUN
cana-284	219	31	automatics	automatic	NOUN
cana-284	219	32	and	and	CCONJ
cana-284	219	33	informatics	informatics	PROPN
cana-284	219	34	(	(	PUNCT
cana-284	219	35	icai	icai	PROPN
cana-284	219	36	)	)	PUNCT
cana-284	219	37	,	,	PUNCT
cana-284	219	38	varna	varna	NOUN
cana-284	219	39	,	,	PUNCT
cana-284	219	40	bulgaria	bulgaria	PROPN
cana-284	219	41	,	,	PUNCT
cana-284	219	42	2020	2020	NUM
cana-284	219	43	,	,	PUNCT
cana-284	219	44	pp	pp	ADV
cana-284	219	45	.	.	PUNCT
cana-284	220	1	1	1	NUM
cana-284	220	2	-	-	SYM
cana-284	220	3	4	4	NUM
cana-284	220	4	,	,	PUNCT
cana-284	220	5	doi	doi	NOUN
cana-284	220	6	:	:	PUNCT
cana-284	220	7	10.1109	10.1109	NUM
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cana-284	220	10	.	.	PUNCT
cana-284	221	1	[	[	X
cana-284	221	2	11	11	NUM
cana-284	221	3	]	]	PUNCT
cana-284	221	4	k.	k.	PROPN
cana-284	221	5	bhargavi	bhargavi	PROPN
cana-284	221	6	and	and	CCONJ
cana-284	221	7	b.	b.	PROPN
cana-284	221	8	s.	s.	PROPN
cana-284	221	9	babu	babu	PROPN
cana-284	221	10	,	,	PUNCT
cana-284	221	11	"	"	PUNCT
cana-284	221	12	load	load	NOUN
cana-284	221	13	balancing	balance	VERB
cana-284	221	14	scheme	scheme	NOUN
cana-284	221	15	for	for	ADP
cana-284	221	16	the	the	DET
cana-284	221	17	public	public	ADJ
cana-284	221	18	cloud	cloud	NOUN
cana-284	221	19	using	use	VERB
cana-284	221	20	reinforcement	reinforcement	NOUN
cana-284	221	21	learning	learning	NOUN
cana-284	221	22	with	with	ADP
cana-284	221	23	raven	raven	ADJ
cana-284	221	24	roosting	roosting	NOUN
cana-284	221	25	optimization	optimization	NOUN
cana-284	221	26	policy	policy	NOUN
cana-284	221	27	(	(	PUNCT
cana-284	221	28	rrop	rrop	NOUN
cana-284	221	29	)	)	PUNCT
cana-284	221	30	,	,	PUNCT
cana-284	221	31	"	"	PUNCT
cana-284	221	32	2019	2019	NUM
cana-284	221	33	4th	4th	ADJ
cana-284	221	34	international	international	ADJ
cana-284	221	35	conference	conference	NOUN
cana-284	221	36	on	on	ADP
cana-284	221	37	computational	computational	ADJ
cana-284	221	38	systems	system	NOUN
cana-284	221	39	and	and	CCONJ
cana-284	221	40	information	information	NOUN
cana-284	221	41	technology	technology	NOUN
cana-284	221	42	for	for	ADP
cana-284	221	43	sustainable	sustainable	ADJ
cana-284	221	44	solution	solution	NOUN
cana-284	221	45	(	(	PUNCT
cana-284	221	46	csitss	csitss	NOUN
cana-284	221	47	)	)	PUNCT
cana-284	221	48	,	,	PUNCT
cana-284	221	49	bengaluru	bengaluru	PROPN
cana-284	221	50	,	,	PUNCT
cana-284	221	51	india	india	PROPN
cana-284	221	52	,	,	PUNCT
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cana-284	221	54	,	,	PUNCT
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cana-284	222	1	1	1	NUM
cana-284	222	2	-	-	SYM
cana-284	222	3	6	6	NUM
cana-284	222	4	,	,	PUNCT
cana-284	222	5	doi	doi	NOUN
cana-284	222	6	:	:	PUNCT
cana-284	222	7	10.1109	10.1109	NUM
cana-284	222	8	/	/	SYM
cana-284	222	9	csitss47250.2019.9031053	csitss47250.2019.9031053	NOUN
cana-284	222	10	.	.	PUNCT
cana-284	223	1	[	[	X
cana-284	223	2	12	12	NUM
cana-284	223	3	]	]	PUNCT
cana-284	223	4	m.	m.	NOUN
cana-284	223	5	song	song	NOUN
cana-284	223	6	et	et	PROPN
cana-284	223	7	al	al	PROPN
cana-284	223	8	.	.	PROPN
cana-284	223	9	,	,	PUNCT
cana-284	223	10	"	"	PUNCT
cana-284	223	11	base	base	NOUN
cana-284	223	12	station	station	NOUN
cana-284	223	13	computing	compute	VERB
cana-284	223	14	force	force	NOUN
cana-284	223	15	resource	resource	NOUN
cana-284	223	16	load	load	NOUN
cana-284	223	17	balancing	balance	VERB
cana-284	223	18	strategy	strategy	NOUN
cana-284	223	19	for	for	ADP
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cana-284	223	22	learning	learning	NOUN
cana-284	223	23	,	,	PUNCT
cana-284	223	24	"	"	PUNCT
cana-284	223	25	2022	2022	NUM
cana-284	223	26	international	international	ADJ
cana-284	223	27	conference	conference	NOUN
cana-284	223	28	on	on	ADP
cana-284	223	29	service	service	NOUN
cana-284	223	30	science	science	NOUN
cana-284	223	31	(	(	PUNCT
cana-284	223	32	icss	icss	PROPN
cana-284	223	33	)	)	PUNCT
cana-284	223	34	,	,	PUNCT
cana-284	223	35	zhuhai	zhuhai	PROPN
cana-284	223	36	,	,	PUNCT
cana-284	223	37	china	china	PROPN
cana-284	223	38	,	,	PUNCT
cana-284	223	39	2022	2022	NUM
cana-284	223	40	,	,	PUNCT
cana-284	223	41	pp	pp	ADJ
cana-284	223	42	.	.	PUNCT
cana-284	224	1	142	142	NUM
cana-284	224	2	-	-	SYM
cana-284	224	3	146	146	NUM
cana-284	224	4	,	,	PUNCT
cana-284	224	5	doi	doi	NOUN
cana-284	224	6	:	:	PUNCT
cana-284	224	7	10.1109	10.1109	NUM
cana-284	224	8	/	/	SYM
cana-284	224	9	icss55994.2022.00030	icss55994.2022.00030	PROPN
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cana-284	225	2	13	13	NUM
cana-284	225	3	]	]	X
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cana-284	225	6	,	,	PUNCT
cana-284	225	7	v.	v.	CCONJ
cana-284	225	8	bansal	bansal	NOUN
cana-284	225	9	,	,	PUNCT
cana-284	225	10	s.	s.	PROPN
cana-284	225	11	singhal	singhal	PROPN
cana-284	225	12	and	and	CCONJ
cana-284	225	13	t.	t.	PROPN
cana-284	225	14	gupta	gupta	PROPN
cana-284	225	15	,	,	PUNCT
cana-284	225	16	"	"	PUNCT
cana-284	225	17	challenges	challenge	NOUN
cana-284	225	18	and	and	CCONJ
cana-284	225	19	issues	issue	NOUN
cana-284	225	20	in	in	ADP
cana-284	225	21	energy	energy	NOUN
cana-284	225	22	efficient	efficient	ADJ
cana-284	225	23	load	load	NOUN
cana-284	225	24	balancing	balance	VERB
cana-284	225	25	in	in	ADP
cana-284	225	26	the	the	DET
cana-284	225	27	cloud	cloud	NOUN
cana-284	225	28	computing	computing	NOUN
cana-284	225	29	environment	environment	NOUN
cana-284	225	30	,	,	PUNCT
cana-284	225	31	"	"	PUNCT
cana-284	225	32	2022	2022	NUM
cana-284	225	33	international	international	ADJ
cana-284	225	34	conference	conference	NOUN
cana-284	225	35	on	on	ADP
cana-284	225	36	machine	machine	NOUN
cana-284	225	37	learning	learning	NOUN
cana-284	225	38	,	,	PUNCT
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cana-284	225	40	data	datum	NOUN
cana-284	225	41	,	,	PUNCT
cana-284	225	42	cloud	cloud	NOUN
cana-284	225	43	and	and	CCONJ
cana-284	225	44	parallel	parallel	ADJ
cana-284	225	45	computing	computing	NOUN
cana-284	225	46	(	(	PUNCT
cana-284	225	47	com	com	NOUN
cana-284	225	48	-	-	PUNCT
cana-284	225	49	it	it	PRON
cana-284	225	50	-	-	PUNCT
cana-284	225	51	con	con	NOUN
cana-284	225	52	)	)	PUNCT
cana-284	225	53	,	,	PUNCT
cana-284	225	54	faridabad	faridabad	PROPN
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cana-284	225	58	2022	2022	NUM
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cana-284	226	1	634	634	NUM
cana-284	226	2	-	-	SYM
cana-284	226	3	638	638	NUM
cana-284	226	4	,	,	PUNCT
cana-284	226	5	doi	doi	NOUN
cana-284	226	6	:	:	PUNCT
cana-284	226	7	10.1109	10.1109	NUM
cana-284	226	8	/	/	SYM
cana-284	226	9	com	com	NOUN
cana-284	226	10	-	-	PUNCT
cana-284	226	11	it	it	PRON
cana-284	226	12	-	-	PUNCT
cana-284	226	13	con54601.2022.9850861	con54601.2022.9850861	NOUN
cana-284	226	14	.	.	PUNCT
cana-284	227	1	[	[	X
cana-284	227	2	14	14	NUM
cana-284	227	3	]	]	PUNCT
cana-284	227	4	j.	j.	PROPN
cana-284	227	5	chang	chang	PROPN
cana-284	227	6	,	,	PUNCT
cana-284	227	7	y.	y.	PROPN
cana-284	227	8	ren	ren	PROPN
cana-284	227	9	,	,	PUNCT
cana-284	227	10	z.	z.	PROPN
cana-284	227	11	zhang	zhang	PROPN
cana-284	227	12	and	and	CCONJ
cana-284	227	13	g.	g.	PROPN
cana-284	227	14	wang	wang	PROPN
cana-284	227	15	,	,	PUNCT
cana-284	227	16	"	"	PUNCT
cana-284	227	17	an	an	DET
cana-284	227	18	effective	effective	ADJ
cana-284	227	19	path	path	NOUN
cana-284	227	20	load	load	NOUN
cana-284	227	21	balancing	balancing	NOUN
cana-284	227	22	mechanism	mechanism	NOUN
cana-284	227	23	based	base	VERB
cana-284	227	24	on	on	ADP
cana-284	227	25	sdn	sdn	PROPN
cana-284	227	26	"	"	PUNCT
cana-284	227	27	,	,	PUNCT
cana-284	227	28	trust	trust	NOUN
cana-284	227	29	security	security	NOUN
cana-284	227	30	and	and	CCONJ
cana-284	227	31	privacy	privacy	NOUN
cana-284	227	32	in	in	ADP
cana-284	227	33	computing	computing	NOUN
cana-284	227	34	and	and	CCONJ
cana-284	227	35	communications	communication	NOUN
cana-284	227	36	(	(	PUNCT
cana-284	227	37	trustcom	trustcom	NOUN
cana-284	227	38	)	)	PUNCT
cana-284	227	39	13th	13th	NOUN
cana-284	227	40	international	international	ADJ
cana-284	227	41	conference	conference	NOUN
cana-284	227	42	on	on	ADP
cana-284	227	43	ieee	ieee	NOUN
cana-284	227	44	,	,	PUNCT
cana-284	227	45	pp	pp	ADJ
cana-284	227	46	.	.	PUNCT
cana-284	228	1	527	527	NUM
cana-284	228	2	-	-	SYM
cana-284	228	3	533	533	NUM
cana-284	228	4	,	,	PUNCT
cana-284	228	5	2014	2014	NUM
cana-284	228	6	.	.	PUNCT
cana-284	229	1	[	[	X
cana-284	229	2	15	15	NUM
cana-284	229	3	]	]	X
cana-284	229	4	a.	a.	NOUN
cana-284	229	5	koushik	koushik	PROPN
cana-284	229	6	and	and	CCONJ
cana-284	229	7	s.	s.	PROPN
cana-284	229	8	selvi	selvi	PROPN
cana-284	229	9	,	,	PUNCT
cana-284	229	10	"	"	PUNCT
cana-284	229	11	load	load	NOUN
cana-284	229	12	balancing	balance	VERB
cana-284	229	13	using	use	VERB
cana-284	229	14	software	software	NOUN
cana-284	229	15	defined	define	VERB
cana-284	229	16	networking	network	VERB
cana-284	229	17	in	in	ADP
cana-284	229	18	cloud	cloud	NOUN
cana-284	229	19	environment	environment	NOUN
cana-284	229	20	"	"	PUNCT
cana-284	229	21	,	,	PUNCT
cana-284	229	22	recent	recent	ADJ
cana-284	229	23	trends	trend	NOUN
cana-284	229	24	in	in	ADP
cana-284	229	25	information	information	NOUN
cana-284	229	26	technology	technology	NOUN
cana-284	229	27	(	(	PUNCT
cana-284	229	28	icrtit	icrtit	NOUN
cana-284	229	29	)	)	PUNCT
cana-284	229	30	2014	2014	NUM
cana-284	229	31	international	international	ADJ
cana-284	229	32	conference	conference	NOUN
cana-284	229	33	on	on	ADP
cana-284	229	34	,	,	PUNCT
cana-284	229	35	pp	pp	ADJ
cana-284	229	36	.	.	PUNCT
cana-284	230	1	1	1	NUM
cana-284	230	2	-	-	SYM
cana-284	230	3	8	8	NUM
cana-284	230	4	,	,	PUNCT
cana-284	230	5	2014	2014	NUM
cana-284	230	6	.	.	PUNCT
cana-284	231	1	[	[	X
cana-284	231	2	16	16	NUM
cana-284	231	3	]	]	PUNCT
cana-284	231	4	cui	cui	VERB
cana-284	231	5	chen	chen	PROPN
cana-284	231	6	-	-	PROPN
cana-284	231	7	xiao	xiao	PROPN
cana-284	231	8	and	and	CCONJ
cana-284	231	9	xu	xu	PROPN
cana-284	231	10	ya	ya	PROPN
cana-284	231	11	-	-	PUNCT
cana-284	231	12	bin	bin	PROPN
cana-284	231	13	,	,	PUNCT
cana-284	231	14	"	"	PUNCT
cana-284	231	15	research	research	NOUN
cana-284	231	16	on	on	ADP
cana-284	231	17	load	load	NOUN
cana-284	231	18	balance	balance	NOUN
cana-284	231	19	method	method	NOUN
cana-284	231	20	in	in	ADP
cana-284	231	21	sdn	sdn	PROPN
cana-284	231	22	"	"	PUNCT
cana-284	231	23	,	,	PUNCT
cana-284	231	24	international	international	ADJ
cana-284	231	25	journal	journal	NOUN
cana-284	231	26	of	of	ADP
cana-284	231	27	grid	grid	NOUN
cana-284	231	28	and	and	CCONJ
cana-284	231	29	distributed	distributed	ADJ
cana-284	231	30	computing	computing	NOUN
cana-284	231	31	,	,	PUNCT
cana-284	231	32	vol	vol	NOUN
cana-284	231	33	.	.	PROPN
cana-284	231	34	9	9	NUM
cana-284	231	35	,	,	PUNCT
cana-284	231	36	no	no	INTJ
cana-284	231	37	.	.	NOUN
cana-284	231	38	1	1	NUM
cana-284	231	39	,	,	PUNCT
cana-284	231	40	pp	pp	ADJ
cana-284	231	41	.	.	PUNCT
cana-284	232	1	25	25	NUM
cana-284	232	2	-	-	SYM
cana-284	232	3	36	36	NUM
cana-284	232	4	,	,	PUNCT
cana-284	232	5	2016	2016	NUM
cana-284	232	6	.	.	PUNCT
cana-284	233	1	communications	communication	NOUN
cana-284	233	2	on	on	ADP
cana-284	233	3	applied	apply	VERB
cana-284	233	4	nonlinear	nonlinear	ADJ
cana-284	233	5	analysis	analysis	NOUN
cana-284	233	6	issn	issn	NOUN
cana-284	233	7	:	:	PUNCT
cana-284	233	8	1074	1074	NUM
cana-284	233	9	-	-	PUNCT
cana-284	233	10	133x	133x	NUM
cana-284	233	11	vol	vol	NOUN
cana-284	233	12	31	31	NUM
cana-284	233	13	no	no	NOUN
cana-284	233	14	.	.	NOUN
cana-284	233	15	1	1	NUM
cana-284	233	16	(	(	PUNCT
cana-284	233	17	2024	2024	NUM
cana-284	233	18	)	)	PUNCT
cana-284	234	1	33	33	NUM
cana-284	234	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-284	234	3	[	[	X
cana-284	234	4	17	17	NUM
cana-284	234	5	]	]	PUNCT
cana-284	234	6	m.	m.	NOUN
cana-284	234	7	latah	latah	PROPN
cana-284	234	8	and	and	CCONJ
cana-284	234	9	l.	l.	PROPN
cana-284	234	10	toker	toker	PROPN
cana-284	234	11	,	,	PUNCT
cana-284	234	12	"	"	PUNCT
cana-284	234	13	artificial	artificial	ADJ
cana-284	234	14	intelligence	intelligence	NOUN
cana-284	234	15	enabled	enable	VERB
cana-284	234	16	software	software	NOUN
cana-284	234	17	defined	define	VERB
cana-284	234	18	networking	network	VERB
cana-284	234	19	:	:	PUNCT
cana-284	234	20	a	a	DET
cana-284	234	21	comprehensive	comprehensive	ADJ
cana-284	234	22	overview	overview	NOUN
cana-284	234	23	"	"	PUNCT
cana-284	234	24	,	,	PUNCT
cana-284	234	25	iet	iet	PROPN
cana-284	234	26	networks	network	NOUN
cana-284	234	27	,	,	PUNCT
cana-284	234	28	vol	vol	NOUN
cana-284	234	29	.	.	PROPN
cana-284	234	30	8	8	NUM
cana-284	234	31	,	,	PUNCT
cana-284	234	32	no	no	INTJ
cana-284	234	33	.	.	NOUN
cana-284	234	34	2	2	NUM
cana-284	234	35	,	,	PUNCT
cana-284	234	36	2018	2018	NUM
cana-284	234	37	.	.	PUNCT
cana-284	235	1	[	[	X
cana-284	235	2	18	18	NUM
cana-284	235	3	]	]	X
cana-284	235	4	s.	s.	PROPN
cana-284	235	5	lin	lin	PROPN
cana-284	235	6	,	,	PUNCT
cana-284	235	7	i.	i.	PROPN
cana-284	235	8	akyildiz	akyildiz	PROPN
cana-284	235	9	,	,	PUNCT
cana-284	235	10	p.	p.	PROPN
cana-284	235	11	wang	wang	PROPN
cana-284	235	12	and	and	CCONJ
cana-284	235	13	m.	m.	PROPN
cana-284	235	14	luo	luo	PROPN
cana-284	235	15	,	,	PUNCT
cana-284	235	16	"	"	PUNCT
cana-284	235	17	qos	qos	NOUN
cana-284	235	18	-	-	PUNCT
cana-284	235	19	aware	aware	ADJ
cana-284	235	20	adaptive	adaptive	ADJ
cana-284	235	21	routing	routing	NOUN
cana-284	235	22	in	in	ADP
cana-284	235	23	multilayer	multilayer	ADJ
cana-284	235	24	hierarchical	hierarchical	ADJ
cana-284	235	25	software	software	NOUN
cana-284	235	26	defined	define	VERB
cana-284	235	27	networks	network	NOUN
cana-284	235	28	:	:	PUNCT
cana-284	235	29	a	a	DET
cana-284	235	30	reinforcement	reinforcement	NOUN
cana-284	235	31	learning	learning	NOUN
cana-284	235	32	approach	approach	NOUN
cana-284	235	33	"	"	PUNCT
cana-284	235	34	,	,	PUNCT
cana-284	235	35	proc	proc	NOUN
cana-284	235	36	.	.	PROPN
cana-284	235	37	of	of	ADP
cana-284	235	38	ieee	ieee	PROPN
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cana-284	235	40	conference	conference	NOUN
cana-284	235	41	on	on	ADP
cana-284	235	42	services	service	NOUN
cana-284	235	43	computing	compute	VERB
cana-284	235	44	(	(	PUNCT
cana-284	235	45	scc	scc	PROPN
cana-284	235	46	)	)	PUNCT
cana-284	235	47	,	,	PUNCT
cana-284	235	48	pp	pp	PROPN
cana-284	235	49	.	.	PUNCT
cana-284	236	1	25	25	NUM
cana-284	236	2	-	-	SYM
cana-284	236	3	33	33	NUM
cana-284	236	4	,	,	PUNCT
cana-284	236	5	june	june	PROPN
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cana-284	236	7	.	.	PUNCT
cana-284	237	1	[	[	X
cana-284	237	2	19	19	NUM
cana-284	237	3	]	]	PUNCT
cana-284	237	4	z.	z.	PROPN
cana-284	237	5	li	li	PROPN
cana-284	237	6	and	and	CCONJ
cana-284	237	7	y.	y.	PROPN
cana-284	237	8	hu	hu	PROPN
cana-284	237	9	,	,	PUNCT
cana-284	237	10	"	"	PUNCT
cana-284	237	11	pasr	pasr	NOUN
cana-284	237	12	:	:	PUNCT
cana-284	237	13	an	an	DET
cana-284	237	14	efficient	efficient	ADJ
cana-284	237	15	flow	flow	NOUN
cana-284	237	16	forwarding	forwarding	NOUN
cana-284	237	17	scheme	scheme	NOUN
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cana-284	237	19	on	on	ADP
cana-284	237	20	segment	segment	NOUN
cana-284	237	21	routing	routing	NOUN
cana-284	237	22	in	in	ADP
cana-284	237	23	software	software	NOUN
cana-284	237	24	-	-	PUNCT
cana-284	237	25	defined	define	VERB
cana-284	237	26	networking	networking	NOUN
cana-284	237	27	"	"	PUNCT
cana-284	237	28	,	,	PUNCT
cana-284	237	29	ieee	ieee	NOUN
cana-284	237	30	access	access	NOUN
cana-284	237	31	.	.	PUNCT
cana-284	238	1	[	[	X
cana-284	238	2	20	20	NUM
cana-284	238	3	]	]	X
cana-284	238	4	s.	s.	PROPN
cana-284	238	5	nanda	nanda	PROPN
cana-284	238	6	,	,	PUNCT
cana-284	238	7	f.	f.	PROPN
cana-284	238	8	zafari	zafari	PROPN
cana-284	238	9	,	,	PUNCT
cana-284	238	10	c.	c.	PROPN
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cana-284	238	12	,	,	PUNCT
cana-284	238	13	e.	e.	PROPN
cana-284	238	14	wedaa	wedaa	PROPN
cana-284	238	15	and	and	CCONJ
cana-284	238	16	b.	b.	PROPN
cana-284	238	17	yang	yang	PROPN
cana-284	238	18	,	,	PUNCT
cana-284	238	19	"	"	PUNCT
cana-284	238	20	predicting	predict	VERB
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cana-284	238	30	"	"	PUNCT
cana-284	238	31	,	,	PUNCT
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cana-284	238	34	ieee	ieee	PROPN
cana-284	238	35	conference	conference	PROPN
cana-284	238	36	on	on	ADP
cana-284	238	37	network	network	NOUN
cana-284	238	38	function	function	NOUN
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cana-284	238	40	and	and	CCONJ
cana-284	238	41	software	software	NOUN
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cana-284	238	43	networks	network	NOUN
cana-284	238	44	(	(	PUNCT
cana-284	238	45	nfv	nfv	NOUN
cana-284	238	46	-	-	PUNCT
cana-284	238	47	sdn	sdn	NOUN
cana-284	238	48	)	)	PUNCT
cana-284	238	49	,	,	PUNCT
cana-284	238	50	pp	pp	PROPN
cana-284	238	51	.	.	PUNCT
cana-284	239	1	167	167	NUM
cana-284	239	2	-	-	SYM
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cana-284	239	4	,	,	PUNCT
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cana-284	240	2	21	21	NUM
cana-284	240	3	]	]	X
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cana-284	240	5	chou	chou	PROPN
cana-284	240	6	,	,	PUNCT
cana-284	240	7	y.	y.	PROPN
cana-284	240	8	yang	yang	PROPN
cana-284	240	9	,	,	PUNCT
cana-284	240	10	m.	m.	PROPN
cana-284	240	11	hong	hong	PROPN
cana-284	240	12	,	,	PUNCT
cana-284	240	13	k.	k.	PROPN
cana-284	240	14	hu	hu	PROPN
cana-284	240	15	and	and	CCONJ
cana-284	240	16	b.	b.	PROPN
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cana-284	240	18	,	,	PUNCT
cana-284	240	19	"	"	PUNCT
cana-284	240	20	a	a	DET
cana-284	240	21	genetic	genetic	NOUN
cana-284	240	22	-	-	PUNCT
cana-284	240	23	based	base	VERB
cana-284	240	24	load	load	NOUN
cana-284	240	25	balancing	balance	VERB
cana-284	240	26	algorithm	algorithm	NOUN
cana-284	240	27	in	in	ADP
cana-284	240	28	openflow	openflow	ADJ
cana-284	240	29	network	network	NOUN
cana-284	240	30	"	"	PUNCT
cana-284	240	31	,	,	PUNCT
cana-284	240	32	advanced	advanced	ADJ
cana-284	240	33	technologies	technology	NOUN
cana-284	240	34	embedded	embed	VERB
cana-284	240	35	and	and	CCONJ
cana-284	240	36	multimedia	multimedia	NOUN
cana-284	240	37	for	for	ADP
cana-284	240	38	human	human	ADJ
cana-284	240	39	-	-	PUNCT
cana-284	240	40	centric	centric	NOUN
cana-284	240	41	computinc	computinc	NOUN
cana-284	240	42	,	,	PUNCT
cana-284	240	43	pp	pp	PROPN
cana-284	240	44	.	.	PUNCT
cana-284	241	1	411	411	NUM
cana-284	241	2	-	-	SYM
cana-284	241	3	417	417	NUM
cana-284	241	4	,	,	PUNCT
cana-284	241	5	2014	2014	NUM
cana-284	241	6	.	.	PUNCT
cana-284	242	1	[	[	X
cana-284	242	2	22	22	NUM
cana-284	242	3	]	]	PUNCT
cana-284	242	4	m.	m.	NOUN
cana-284	242	5	awad	awad	PROPN
cana-284	242	6	,	,	PUNCT
cana-284	242	7	m.	m.	PROPN
cana-284	242	8	el	el	PROPN
cana-284	242	9	-	-	PUNCT
cana-284	242	10	shafei	shafei	PROPN
cana-284	242	11	,	,	PUNCT
cana-284	242	12	t.	t.	NOUN
cana-284	242	13	dimitriou	dimitriou	NOUN
cana-284	242	14	,	,	PUNCT
cana-284	242	15	y.	y.	PROPN
cana-284	242	16	rafique	rafique	PROPN
cana-284	242	17	,	,	PUNCT
cana-284	242	18	m.	m.	NOUN
cana-284	242	19	baidas	baidas	PROPN
cana-284	242	20	and	and	CCONJ
cana-284	242	21	a.	a.	NOUN
cana-284	242	22	alhusaini	alhusaini	NOUN
cana-284	242	23	,	,	PUNCT
cana-284	242	24	"	"	PUNCT
cana-284	242	25	powerefficient	powerefficient	NOUN
cana-284	242	26	routing	routing	NOUN
cana-284	242	27	for	for	ADP
cana-284	242	28	sdn	sdn	NOUN
cana-284	242	29	with	with	ADP
cana-284	242	30	discrete	discrete	ADJ
cana-284	242	31	link	link	NOUN
cana-284	242	32	rates	rate	NOUN
cana-284	242	33	and	and	CCONJ
cana-284	242	34	size	size	NOUN
cana-284	242	35	-	-	PUNCT
cana-284	242	36	limited	limit	VERB
cana-284	242	37	flow	flow	NOUN
cana-284	242	38	tables	table	NOUN
cana-284	242	39	:	:	PUNCT
cana-284	242	40	a	a	DET
cana-284	242	41	tree	tree	NOUN
cana-284	242	42	-	-	PUNCT
cana-284	242	43	based	base	VERB
cana-284	242	44	particle	particle	NOUN
cana-284	242	45	swarm	swarm	NOUN
cana-284	242	46	optimization	optimization	NOUN
cana-284	242	47	approach	approach	NOUN
cana-284	242	48	"	"	PUNCT
cana-284	242	49	,	,	PUNCT
cana-284	242	50	international	international	ADJ
cana-284	242	51	journal	journal	NOUN
cana-284	242	52	of	of	ADP
cana-284	242	53	network	network	NOUN
cana-284	242	54	management	management	NOUN
cana-284	242	55	,	,	PUNCT
cana-284	242	56	pp	pp	ADP
cana-284	242	57	.	.	PUNCT
cana-284	243	1	e1972	e1972	PROPN
cana-284	243	2	,	,	PUNCT
cana-284	243	3	2017	2017	NUM
cana-284	243	4	.	.	PUNCT
cana-284	244	1	[	[	X
cana-284	244	2	23	23	NUM
cana-284	244	3	]	]	X
cana-284	244	4	w.	w.	PROPN
cana-284	244	5	lin	lin	PROPN
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cana-284	244	7	l.	l.	PROPN
cana-284	244	8	zhang	zhang	PROPN
cana-284	244	9	,	,	PUNCT
cana-284	244	10	"	"	PUNCT
cana-284	244	11	the	the	DET
cana-284	244	12	load	load	NOUN
cana-284	244	13	balancing	balance	VERB
cana-284	244	14	research	research	NOUN
cana-284	244	15	of	of	ADP
cana-284	244	16	sdn	sdn	PROPN
cana-284	244	17	based	base	VERB
cana-284	244	18	on	on	ADP
cana-284	244	19	ant	ant	ADJ
cana-284	244	20	colony	colony	NOUN
cana-284	244	21	algorithm	algorithm	NOUN
cana-284	244	22	with	with	ADP
cana-284	244	23	job	job	NOUN
cana-284	244	24	classification	classification	NOUN
cana-284	244	25	"	"	PUNCT
cana-284	244	26	,	,	PUNCT
cana-284	244	27	proc	proc	NOUN
cana-284	244	28	.	.	PUNCT
cana-284	245	1	2ndworkshop	2ndworkshop	NUM
cana-284	245	2	adv	adv	PROPN
cana-284	245	3	.	.	PUNCT
cana-284	245	4	res	res	PROPN
cana-284	245	5	.	.	PUNCT
cana-284	246	1	technol	technol	PROPN
cana-284	246	2	.	.	PUNCT
cana-284	247	1	ind	ind	PROPN
cana-284	247	2	.	.	PUNCT
cana-284	248	1	appl	appl	PROPN
cana-284	248	2	,	,	PUNCT
cana-284	248	3	pp	pp	X
cana-284	248	4	.	.	PUNCT
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cana-284	249	2	-	-	SYM
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