id	sid	tid	token	lemma	pos
cana-283	1	1	communications	communication	NOUN
cana-283	1	2	on	on	ADP
cana-283	1	3	applied	apply	VERB
cana-283	1	4	nonlinear	nonlinear	ADJ
cana-283	1	5	analysis	analysis	NOUN
cana-283	1	6	issn	issn	NOUN
cana-283	1	7	:	:	PUNCT
cana-283	1	8	1074	1074	NUM
cana-283	1	9	-	-	PUNCT
cana-283	1	10	133x	133x	NUM
cana-283	1	11	vol	vol	NOUN
cana-283	1	12	31	31	NUM
cana-283	1	13	no	no	NOUN
cana-283	1	14	.	.	NOUN
cana-283	1	15	1	1	NUM
cana-283	1	16	(	(	PUNCT
cana-283	1	17	2024	2024	NUM
cana-283	1	18	)	)	PUNCT
cana-283	1	19	1	1	NUM
cana-283	1	20	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-283	1	21	applied	apply	VERB
cana-283	1	22	nonlinear	nonlinear	ADJ
cana-283	1	23	analysis	analysis	NOUN
cana-283	1	24	and	and	CCONJ
cana-283	1	25	machine	machine	NOUN
cana-283	1	26	learning	learning	NOUN
cana-283	1	27	transforming	transform	VERB
cana-283	1	28	the	the	DET
cana-283	1	29	horizons	horizon	NOUN
cana-283	1	30	of	of	ADP
cana-283	1	31	communication	communication	NOUN
cana-283	1	32	technology	technology	PROPN
cana-283	1	33	dr	dr	PROPN
cana-283	1	34	.	.	PROPN
cana-283	1	35	dilip	dilip	PROPN
cana-283	1	36	motwani1	motwani1	PROPN
cana-283	1	37	,	,	PUNCT
cana-283	1	38	dr	dr	PROPN
cana-283	1	39	.	.	PROPN
cana-283	1	40	vidya	vidya	PROPN
cana-283	2	1	chitre2	chitre2	PROPN
cana-283	2	2	,	,	PUNCT
cana-283	2	3	dr	dr	PROPN
cana-283	2	4	varsha	varsha	PROPN
cana-283	2	5	bhosale3	bhosale3	PROPN
cana-283	2	6	,	,	PUNCT
cana-283	2	7	sonaali	sonaali	PROPN
cana-283	2	8	borkar4	borkar4	PROPN
cana-283	2	9	,	,	PUNCT
cana-283	2	10	d.k.chitre5	d.k.chitre5	ADJ
cana-283	2	11	1,2,3,4	1,2,3,4	NUM
cana-283	2	12	vidyalankar	vidyalankar	NOUN
cana-283	2	13	institute	institute	NOUN
cana-283	2	14	of	of	ADP
cana-283	2	15	technology	technology	PROPN
cana-283	2	16	,	,	PUNCT
cana-283	2	17	wadala	wadala	PROPN
cana-283	2	18	,	,	PUNCT
cana-283	2	19	mumbai	mumbai	PROPN
cana-283	2	20	,	,	PUNCT
cana-283	2	21	maharashtra	maharashtra	PROPN
cana-283	2	22	,	,	PUNCT
cana-283	2	23	india	india	PROPN
cana-283	2	24	5terna	5terna	PROPN
cana-283	2	25	college	college	NOUN
cana-283	2	26	of	of	ADP
cana-283	2	27	engineering	engineering	PROPN
cana-283	2	28	,	,	PUNCT
cana-283	2	29	navi	navi	PROPN
cana-283	2	30	mumbai	mumbai	PROPN
cana-283	2	31	,	,	PUNCT
cana-283	2	32	maharashtra	maharashtra	PROPN
cana-283	2	33	,	,	PUNCT
cana-283	2	34	india	india	PROPN
cana-283	2	35	dilip.motwani@vit.edu.in1	dilip.motwani@vit.edu.in1	PROPN
cana-283	2	36	,	,	PUNCT
cana-283	2	37	vidya.chitre@vit.edu.in2	vidya.chitre@vit.edu.in2	PROPN
cana-283	2	38	,	,	PUNCT
cana-283	2	39	varsha.bhosale@vit.edu.in3	varsha.bhosale@vit.edu.in3	NOUN
cana-283	2	40	,	,	PUNCT
cana-283	2	41	sonaali.borkar@vit.edu.in4	sonaali.borkar@vit.edu.in4	PROPN
cana-283	2	42	,	,	PUNCT
cana-283	2	43	dnyanobachitre@ternaengg.ac.in5	dnyanobachitre@ternaengg.ac.in5	NOUN
cana-283	2	44	article	article	NOUN
cana-283	2	45	history	history	NOUN
cana-283	2	46	:	:	PUNCT
cana-283	2	47	received	receive	VERB
cana-283	2	48	:	:	PUNCT
cana-283	2	49	25	25	NUM
cana-283	2	50	-	-	SYM
cana-283	2	51	08	08	NUM
cana-283	2	52	-	-	PUNCT
cana-283	2	53	2023	2023	NUM
cana-283	2	54	revised	revise	VERB
cana-283	2	55	:	:	PUNCT
cana-283	2	56	20	20	NUM
cana-283	2	57	-	-	SYM
cana-283	2	58	10	10	NUM
cana-283	2	59	-	-	PUNCT
cana-283	2	60	2023	2023	NUM
cana-283	2	61	accepted	accept	VERB
cana-283	2	62	:	:	PUNCT
cana-283	2	63	05	05	NUM
cana-283	2	64	-	-	SYM
cana-283	2	65	11	11	NUM
cana-283	2	66	-	-	SYM
cana-283	2	67	2023	2023	NUM
cana-283	2	68	abstract	abstract	NOUN
cana-283	2	69	:	:	PUNCT
cana-283	2	70	the	the	DET
cana-283	2	71	combination	combination	NOUN
cana-283	2	72	of	of	ADP
cana-283	2	73	machine	machine	NOUN
cana-283	2	74	learning	learning	NOUN
cana-283	2	75	and	and	CCONJ
cana-283	2	76	applied	apply	VERB
cana-283	2	77	nonlinear	nonlinear	ADJ
cana-283	2	78	analysis	analysis	NOUN
cana-283	2	79	has	have	AUX
cana-283	2	80	significantly	significantly	ADV
cana-283	2	81	changed	change	VERB
cana-283	2	82	the	the	DET
cana-283	2	83	state	state	NOUN
cana-283	2	84	of	of	ADP
cana-283	2	85	communication	communication	NOUN
cana-283	2	86	technology	technology	NOUN
cana-283	2	87	.	.	PUNCT
cana-283	3	1	the	the	DET
cana-283	3	2	fundamental	fundamental	ADJ
cana-283	3	3	structure	structure	NOUN
cana-283	3	4	of	of	ADP
cana-283	3	5	communication	communication	NOUN
cana-283	3	6	networks	network	NOUN
cana-283	3	7	has	have	AUX
cana-283	3	8	undergone	undergo	VERB
cana-283	3	9	a	a	DET
cana-283	3	10	radical	radical	ADJ
cana-283	3	11	change	change	NOUN
cana-283	3	12	as	as	ADP
cana-283	3	13	a	a	DET
cana-283	3	14	result	result	NOUN
cana-283	3	15	of	of	ADP
cana-283	3	16	this	this	DET
cana-283	3	17	convergence	convergence	NOUN
cana-283	3	18	.	.	PUNCT
cana-283	4	1	the	the	DET
cana-283	4	2	convergence	convergence	NOUN
cana-283	4	3	of	of	ADP
cana-283	4	4	machine	machine	NOUN
cana-283	4	5	learning	learning	NOUN
cana-283	4	6	and	and	CCONJ
cana-283	4	7	nonlinear	nonlinear	ADJ
cana-283	4	8	analysis	analysis	NOUN
cana-283	4	9	methods	method	NOUN
cana-283	4	10	has	have	AUX
cana-283	4	11	yielded	yield	VERB
cana-283	4	12	hitherto	hitherto	NOUN
cana-283	4	13	untapped	untapped	ADJ
cana-283	4	14	possibilities	possibility	NOUN
cana-283	4	15	for	for	ADP
cana-283	4	16	improving	improve	VERB
cana-283	4	17	network	network	NOUN
cana-283	4	18	optimisation	optimisation	NOUN
cana-283	4	19	,	,	PUNCT
cana-283	4	20	data	data	NOUN
cana-283	4	21	transfer	transfer	NOUN
cana-283	4	22	,	,	PUNCT
cana-283	4	23	and	and	CCONJ
cana-283	4	24	signal	signal	NOUN
cana-283	4	25	processing	processing	NOUN
cana-283	4	26	.	.	PUNCT
cana-283	5	1	because	because	SCONJ
cana-283	5	2	it	it	PRON
cana-283	5	3	can	can	AUX
cana-283	5	4	describe	describe	VERB
cana-283	5	5	complex	complex	ADJ
cana-283	5	6	systems	system	NOUN
cana-283	5	7	,	,	PUNCT
cana-283	5	8	nonlinear	nonlinear	ADJ
cana-283	5	9	analysis	analysis	NOUN
cana-283	5	10	provides	provide	VERB
cana-283	5	11	a	a	DET
cana-283	5	12	greater	great	ADJ
cana-283	5	13	understanding	understanding	NOUN
cana-283	5	14	of	of	ADP
cana-283	5	15	the	the	DET
cana-283	5	16	complex	complex	ADJ
cana-283	5	17	dynamics	dynamic	NOUN
cana-283	5	18	found	find	VERB
cana-283	5	19	in	in	ADP
cana-283	5	20	communication	communication	NOUN
cana-283	5	21	networks	network	NOUN
cana-283	5	22	.	.	PUNCT
cana-283	6	1	through	through	ADP
cana-283	6	2	the	the	DET
cana-283	6	3	application	application	NOUN
cana-283	6	4	of	of	ADP
cana-283	6	5	dynamical	dynamical	ADJ
cana-283	6	6	systems	system	NOUN
cana-283	6	7	,	,	PUNCT
cana-283	6	8	fractal	fractal	ADJ
cana-283	6	9	geometry	geometry	NOUN
cana-283	6	10	,	,	PUNCT
cana-283	6	11	and	and	CCONJ
cana-283	6	12	chaos	chaos	NOUN
cana-283	6	13	theory	theory	NOUN
cana-283	6	14	,	,	PUNCT
cana-283	6	15	it	it	PRON
cana-283	6	16	is	be	AUX
cana-283	6	17	possible	possible	ADJ
cana-283	6	18	to	to	PART
cana-283	6	19	identify	identify	VERB
cana-283	6	20	underlying	underlying	ADJ
cana-283	6	21	patterns	pattern	NOUN
cana-283	6	22	and	and	CCONJ
cana-283	6	23	behaviours	behaviour	NOUN
cana-283	6	24	in	in	ADP
cana-283	6	25	data	datum	NOUN
cana-283	6	26	,	,	PUNCT
cana-283	6	27	leading	lead	VERB
cana-283	6	28	to	to	ADP
cana-283	6	29	more	more	ADV
cana-283	6	30	effective	effective	ADJ
cana-283	6	31	information	information	NOUN
cana-283	6	32	processing	processing	NOUN
cana-283	6	33	and	and	CCONJ
cana-283	6	34	transmission	transmission	NOUN
cana-283	6	35	.	.	PUNCT
cana-283	7	1	machine	machine	NOUN
cana-283	7	2	learning	learning	NOUN
cana-283	7	3	is	be	AUX
cana-283	7	4	added	add	VERB
cana-283	7	5	to	to	PART
cana-283	7	6	further	far	ADV
cana-283	7	7	enhance	enhance	VERB
cana-283	7	8	these	these	DET
cana-283	7	9	skills	skill	NOUN
cana-283	7	10	.	.	PUNCT
cana-283	8	1	communication	communication	NOUN
cana-283	8	2	systems	system	NOUN
cana-283	8	3	are	be	AUX
cana-283	8	4	able	able	ADJ
cana-283	8	5	to	to	PART
cana-283	8	6	automatically	automatically	ADV
cana-283	8	7	optimise	optimise	VERB
cana-283	8	8	their	their	PRON
cana-283	8	9	performance	performance	NOUN
cana-283	8	10	,	,	PUNCT
cana-283	8	11	anticipating	anticipate	VERB
cana-283	8	12	network	network	NOUN
cana-283	8	13	behaviours	behaviour	NOUN
cana-283	8	14	and	and	CCONJ
cana-283	8	15	making	make	VERB
cana-283	8	16	real	real	ADJ
cana-283	8	17	-	-	PUNCT
cana-283	8	18	time	time	NOUN
cana-283	8	19	adjustments	adjustment	NOUN
cana-283	8	20	to	to	ADP
cana-283	8	21	changing	change	VERB
cana-283	8	22	circumstances	circumstance	NOUN
cana-283	8	23	thanks	thank	NOUN
cana-283	8	24	to	to	ADP
cana-283	8	25	algorithms	algorithm	NOUN
cana-283	8	26	that	that	PRON
cana-283	8	27	learn	learn	VERB
cana-283	8	28	from	from	ADP
cana-283	8	29	data	datum	NOUN
cana-283	8	30	and	and	CCONJ
cana-283	8	31	adapt	adapt	VERB
cana-283	8	32	to	to	ADP
cana-283	8	33	it	it	PRON
cana-283	8	34	.	.	PUNCT
cana-283	9	1	in	in	ADP
cana-283	9	2	tasks	task	NOUN
cana-283	9	3	ranging	range	VERB
cana-283	9	4	from	from	ADP
cana-283	9	5	resource	resource	NOUN
cana-283	9	6	allocation	allocation	NOUN
cana-283	9	7	and	and	CCONJ
cana-283	9	8	interference	interference	NOUN
cana-283	9	9	mitigation	mitigation	NOUN
cana-283	9	10	to	to	PART
cana-283	9	11	signal	signal	VERB
cana-283	9	12	denoising	denoising	NOUN
cana-283	9	13	and	and	CCONJ
cana-283	9	14	modulation	modulation	NOUN
cana-283	9	15	categorization	categorization	NOUN
cana-283	9	16	,	,	PUNCT
cana-283	9	17	machine	machine	NOUN
cana-283	9	18	learning	learning	NOUN
cana-283	9	19	approaches	approach	NOUN
cana-283	9	20	including	include	VERB
cana-283	9	21	neural	neural	ADJ
cana-283	9	22	networks	network	NOUN
cana-283	9	23	,	,	PUNCT
cana-283	9	24	deep	deep	ADJ
cana-283	9	25	learning	learning	NOUN
cana-283	9	26	,	,	PUNCT
cana-283	9	27	and	and	CCONJ
cana-283	9	28	reinforcement	reinforcement	NOUN
cana-283	9	29	learning	learning	NOUN
cana-283	9	30	have	have	AUX
cana-283	9	31	shown	show	VERB
cana-283	9	32	to	to	PART
cana-283	9	33	be	be	AUX
cana-283	9	34	highly	highly	ADV
cana-283	9	35	effective	effective	ADJ
cana-283	9	36	.	.	PUNCT
cana-283	10	1	combining	combine	VERB
cana-283	10	2	these	these	DET
cana-283	10	3	two	two	NUM
cana-283	10	4	fields	field	NOUN
cana-283	10	5	is	be	AUX
cana-283	10	6	accelerating	accelerate	VERB
cana-283	10	7	the	the	DET
cana-283	10	8	creation	creation	NOUN
cana-283	10	9	of	of	ADP
cana-283	10	10	communication	communication	NOUN
cana-283	10	11	systems	system	NOUN
cana-283	10	12	that	that	PRON
cana-283	10	13	are	be	AUX
cana-283	10	14	more	more	ADV
cana-283	10	15	resilient	resilient	ADJ
cana-283	10	16	,	,	PUNCT
cana-283	10	17	dependable	dependable	ADJ
cana-283	10	18	,	,	PUNCT
cana-283	10	19	and	and	CCONJ
cana-283	10	20	flexible	flexible	ADJ
cana-283	10	21	.	.	PUNCT
cana-283	11	1	communication	communication	NOUN
cana-283	11	2	systems	system	NOUN
cana-283	11	3	can	can	AUX
cana-283	11	4	overcome	overcome	VERB
cana-283	11	5	past	past	ADJ
cana-283	11	6	constraints	constraint	NOUN
cana-283	11	7	by	by	ADP
cana-283	11	8	utilising	utilise	VERB
cana-283	11	9	the	the	DET
cana-283	11	10	complementary	complementary	ADJ
cana-283	11	11	strengths	strength	NOUN
cana-283	11	12	of	of	ADP
cana-283	11	13	nonlinear	nonlinear	ADJ
cana-283	11	14	analysis	analysis	NOUN
cana-283	11	15	and	and	CCONJ
cana-283	11	16	machine	machine	NOUN
cana-283	11	17	learning	learning	NOUN
cana-283	11	18	.	.	PUNCT
cana-283	12	1	massive	massive	ADJ
cana-283	12	2	data	datum	NOUN
cana-283	12	3	quantities	quantity	NOUN
cana-283	12	4	may	may	AUX
cana-283	12	5	now	now	ADV
cana-283	12	6	be	be	AUX
cana-283	12	7	handled	handle	VERB
cana-283	12	8	by	by	ADP
cana-283	12	9	them	they	PRON
cana-283	12	10	,	,	PUNCT
cana-283	12	11	along	along	ADP
cana-283	12	12	with	with	ADP
cana-283	12	13	the	the	DET
cana-283	12	14	ability	ability	NOUN
cana-283	12	15	to	to	PART
cana-283	12	16	reduce	reduce	VERB
cana-283	12	17	signal	signal	NOUN
cana-283	12	18	distortions	distortion	NOUN
cana-283	12	19	,	,	PUNCT
cana-283	12	20	anticipate	anticipate	VERB
cana-283	12	21	and	and	CCONJ
cana-283	12	22	avoid	avoid	VERB
cana-283	12	23	network	network	NOUN
cana-283	12	24	congestion	congestion	NOUN
cana-283	12	25	,	,	PUNCT
cana-283	12	26	and	and	CCONJ
cana-283	12	27	dynamically	dynamically	ADV
cana-283	12	28	adjust	adjust	VERB
cana-283	12	29	to	to	ADP
cana-283	12	30	shifting	shift	VERB
cana-283	12	31	communication	communication	NOUN
cana-283	12	32	settings	setting	NOUN
cana-283	12	33	.	.	PUNCT
cana-283	13	1	keywords	keyword	NOUN
cana-283	13	2	:	:	PUNCT
cana-283	13	3	applied	apply	VERB
cana-283	13	4	nonlinear	nonlinear	ADJ
cana-283	13	5	analysis	analysis	NOUN
cana-283	13	6	,	,	PUNCT
cana-283	13	7	communication	communication	NOUN
cana-283	13	8	technology	technology	NOUN
cana-283	13	9	,	,	PUNCT
cana-283	13	10	machine	machine	NOUN
cana-283	13	11	learning	learning	NOUN
cana-283	13	12	.	.	PUNCT
cana-283	14	1	i.	i.	PROPN
cana-283	14	2	introduction	introduction	NOUN
cana-283	14	3	continuous	continuous	ADJ
cana-283	14	4	innovation	innovation	NOUN
cana-283	14	5	and	and	CCONJ
cana-283	14	6	transformation	transformation	NOUN
cana-283	14	7	have	have	AUX
cana-283	14	8	characterised	characterise	VERB
cana-283	14	9	the	the	DET
cana-283	14	10	evolution	evolution	NOUN
cana-283	14	11	of	of	ADP
cana-283	14	12	communication	communication	NOUN
cana-283	14	13	technology	technology	NOUN
cana-283	14	14	,	,	PUNCT
cana-283	14	15	guiding	guide	VERB
cana-283	14	16	our	our	PRON
cana-283	14	17	civilization	civilization	NOUN
cana-283	14	18	towards	towards	ADP
cana-283	14	19	ever	ever	ADV
cana-283	14	20	more	more	ADV
cana-283	14	21	integrated	integrated	ADJ
cana-283	14	22	and	and	CCONJ
cana-283	14	23	effective	effective	ADJ
cana-283	14	24	systems	system	NOUN
cana-283	14	25	.	.	PUNCT
cana-283	15	1	in	in	ADP
cana-283	15	2	the	the	DET
cana-283	15	3	process	process	NOUN
cana-283	15	4	of	of	ADP
cana-283	15	5	this	this	DET
cana-283	15	6	evolution	evolution	NOUN
cana-283	15	7	,	,	PUNCT
cana-283	15	8	two	two	NUM
cana-283	15	9	potent	potent	ADJ
cana-283	15	10	fields	field	NOUN
cana-283	15	11	machine	machine	NOUN
cana-283	15	12	learning	learning	NOUN
cana-283	15	13	and	and	CCONJ
cana-283	15	14	nonlinear	nonlinear	ADJ
cana-283	15	15	analysis	analysis	NOUN
cana-283	15	16	have	have	AUX
cana-283	15	17	come	come	VERB
cana-283	15	18	to	to	PART
cana-283	15	19	light	light	NOUN
cana-283	15	20	as	as	ADP
cana-283	15	21	major	major	ADJ
cana-283	15	22	forces	force	NOUN
cana-283	15	23	behind	behind	ADP
cana-283	15	24	the	the	DET
cana-283	15	25	transformation	transformation	NOUN
cana-283	15	26	of	of	ADP
cana-283	15	27	communication	communication	NOUN
cana-283	15	28	technology	technology	NOUN
cana-283	15	29	itself	itself	PRON
cana-283	15	30	.	.	PUNCT
cana-283	16	1	evolution	evolution	NOUN
cana-283	16	2	of	of	ADP
cana-283	16	3	communication	communication	NOUN
cana-283	16	4	technology	technology	NOUN
cana-283	16	5	:	:	PUNCT
cana-283	16	6	the	the	DET
cana-283	16	7	area	area	NOUN
cana-283	16	8	has	have	AUX
cana-283	16	9	evolved	evolve	VERB
cana-283	16	10	remarkably	remarkably	ADV
cana-283	16	11	from	from	ADP
cana-283	16	12	the	the	DET
cana-283	16	13	early	early	ADJ
cana-283	16	14	telegraph	telegraph	NOUN
cana-283	16	15	to	to	PART
cana-283	16	16	wireless	wireless	VERB
cana-283	16	17	communication	communication	NOUN
cana-283	16	18	nowadays	nowadays	ADV
cana-283	16	19	.	.	PUNCT
cana-283	17	1	the	the	DET
cana-283	17	2	internet	internet	NOUN
cana-283	17	3	of	of	ADP
cana-283	17	4	things	thing	NOUN
cana-283	17	5	(	(	PUNCT
cana-283	17	6	iot	iot	NOUN
cana-283	17	7	)	)	PUNCT
cana-283	17	8	is	be	AUX
cana-283	17	9	a	a	DET
cana-283	17	10	network	network	NOUN
cana-283	17	11	of	of	ADP
cana-283	17	12	interconnected	interconnected	ADJ
cana-283	17	13	objects	object	NOUN
cana-283	17	14	that	that	PRON
cana-283	17	15	has	have	AUX
cana-283	17	16	grown	grow	VERB
cana-283	17	17	from	from	ADP
cana-283	17	18	simple	simple	ADJ
cana-283	17	19	morse	morse	PROPN
cana-283	17	20	code	code	NOUN
cana-283	17	21	transmission	transmission	NOUN
cana-283	17	22	to	to	ADP
cana-283	17	23	sophisticated	sophisticated	ADJ
cana-283	17	24	data	data	NOUN
cana-283	17	25	transfer	transfer	NOUN
cana-283	17	26	involving	involve	VERB
cana-283	17	27	multimedia	multimedia	NOUN
cana-283	17	28	content	content	NOUN
cana-283	17	29	and	and	CCONJ
cana-283	17	30	real	real	ADJ
cana-283	17	31	-	-	PUNCT
cana-283	17	32	time	time	NOUN
cana-283	17	33	interactions	interaction	NOUN
cana-283	17	34	[	[	X
cana-283	17	35	1	1	NUM
cana-283	17	36	]	]	PUNCT
cana-283	17	37	.	.	PUNCT
cana-283	18	1	our	our	PRON
cana-283	18	2	never	never	ADV
cana-283	18	3	-	-	PUNCT
cana-283	18	4	ending	end	VERB
cana-283	18	5	search	search	NOUN
cana-283	18	6	for	for	ADP
cana-283	18	7	communication	communication	NOUN
cana-283	18	8	solutions	solution	NOUN
cana-283	18	9	that	that	PRON
cana-283	18	10	are	be	AUX
cana-283	18	11	communications	communication	NOUN
cana-283	18	12	on	on	ADP
cana-283	18	13	applied	apply	VERB
cana-283	18	14	nonlinear	nonlinear	ADJ
cana-283	18	15	analysis	analysis	NOUN
cana-283	18	16	issn	issn	NOUN
cana-283	18	17	:	:	PUNCT
cana-283	18	18	1074	1074	NUM
cana-283	18	19	-	-	PUNCT
cana-283	18	20	133x	133x	NUM
cana-283	18	21	vol	vol	NOUN
cana-283	18	22	31	31	NUM
cana-283	18	23	no	no	NOUN
cana-283	18	24	.	.	NOUN
cana-283	18	25	1	1	NUM
cana-283	18	26	(	(	PUNCT
cana-283	18	27	2024	2024	NUM
cana-283	18	28	)	)	PUNCT
cana-283	18	29	2	2	NUM
cana-283	18	30	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-283	18	31	more	more	ADV
cana-283	18	32	effective	effective	ADJ
cana-283	18	33	,	,	PUNCT
cana-283	18	34	dependable	dependable	ADJ
cana-283	18	35	,	,	PUNCT
cana-283	18	36	and	and	CCONJ
cana-283	18	37	scalable	scalable	ADJ
cana-283	18	38	has	have	AUX
cana-283	18	39	propelled	propel	VERB
cana-283	18	40	this	this	DET
cana-283	18	41	development	development	NOUN
cana-283	18	42	.	.	PUNCT
cana-283	19	1	a	a	DET
cana-283	19	2	field	field	NOUN
cana-283	19	3	of	of	ADP
cana-283	19	4	study	study	NOUN
cana-283	19	5	in	in	ADP
cana-283	19	6	mathematics	mathematics	PROPN
cana-283	19	7	and	and	CCONJ
cana-283	19	8	physics	physics	NOUN
cana-283	19	9	called	call	VERB
cana-283	19	10	nonlinear	nonlinear	ADJ
cana-283	19	11	analysis	analysis	NOUN
cana-283	19	12	has	have	AUX
cana-283	19	13	made	make	VERB
cana-283	19	14	a	a	DET
cana-283	19	15	substantial	substantial	ADJ
cana-283	19	16	contribution	contribution	NOUN
cana-283	19	17	to	to	ADP
cana-283	19	18	our	our	PRON
cana-283	19	19	knowledge	knowledge	NOUN
cana-283	19	20	of	of	ADP
cana-283	19	21	complex	complex	ADJ
cana-283	19	22	systems	system	NOUN
cana-283	19	23	that	that	PRON
cana-283	19	24	traditional	traditional	ADJ
cana-283	19	25	linear	linear	ADJ
cana-283	19	26	approaches	approach	NOUN
cana-283	19	27	were	be	AUX
cana-283	19	28	unable	unable	ADJ
cana-283	19	29	to	to	PART
cana-283	19	30	explain	explain	VERB
cana-283	19	31	.	.	PUNCT
cana-283	20	1	through	through	ADP
cana-283	20	2	explorations	exploration	NOUN
cana-283	20	3	in	in	ADP
cana-283	20	4	the	the	DET
cana-283	20	5	fields	field	NOUN
cana-283	20	6	of	of	ADP
cana-283	20	7	dynamical	dynamical	ADJ
cana-283	20	8	systems	system	NOUN
cana-283	20	9	,	,	PUNCT
cana-283	20	10	fractal	fractal	ADJ
cana-283	20	11	geometry	geometry	NOUN
cana-283	20	12	,	,	PUNCT
cana-283	20	13	and	and	CCONJ
cana-283	20	14	chaos	chaos	NOUN
cana-283	20	15	theory	theory	NOUN
cana-283	20	16	,	,	PUNCT
cana-283	20	17	it	it	PRON
cana-283	20	18	has	have	AUX
cana-283	20	19	made	make	VERB
cana-283	20	20	it	it	PRON
cana-283	20	21	possible	possible	ADJ
cana-283	20	22	to	to	PART
cana-283	20	23	gain	gain	VERB
cana-283	20	24	a	a	DET
cana-283	20	25	better	well	ADJ
cana-283	20	26	understanding	understanding	NOUN
cana-283	20	27	of	of	ADP
cana-283	20	28	the	the	DET
cana-283	20	29	complex	complex	ADJ
cana-283	20	30	behaviours	behaviour	NOUN
cana-283	20	31	found	find	VERB
cana-283	20	32	in	in	ADP
cana-283	20	33	communication	communication	NOUN
cana-283	20	34	networks	network	NOUN
cana-283	20	35	.	.	PUNCT
cana-283	21	1	finding	find	VERB
cana-283	21	2	hidden	hide	VERB
cana-283	21	3	patterns	pattern	NOUN
cana-283	21	4	,	,	PUNCT
cana-283	21	5	forecasting	forecasting	NOUN
cana-283	21	6	system	system	NOUN
cana-283	21	7	behaviours	behaviour	NOUN
cana-283	21	8	,	,	PUNCT
cana-283	21	9	and	and	CCONJ
cana-283	21	10	understanding	understand	VERB
cana-283	21	11	the	the	DET
cana-283	21	12	underlying	underlie	VERB
cana-283	21	13	dynamics	dynamic	NOUN
cana-283	21	14	controlling	control	VERB
cana-283	21	15	data	datum	NOUN
cana-283	21	16	transmission	transmission	NOUN
cana-283	21	17	have	have	AUX
cana-283	21	18	all	all	PRON
cana-283	21	19	been	be	AUX
cana-283	21	20	made	make	VERB
cana-283	21	21	possible	possible	ADJ
cana-283	21	22	thanks	thank	NOUN
cana-283	21	23	in	in	ADP
cana-283	21	24	large	large	ADJ
cana-283	21	25	part	part	NOUN
cana-283	21	26	to	to	AUX
cana-283	21	27	nonlinear	nonlinear	ADJ
cana-283	21	28	analysis	analysis	NOUN
cana-283	21	29	[	[	X
cana-283	21	30	2	2	NUM
cana-283	21	31	]	]	PUNCT
cana-283	21	32	.	.	PUNCT
cana-283	22	1	nonlinear	nonlinear	ADJ
cana-283	22	2	analysis	analysis	NOUN
cana-283	22	3	has	have	VERB
cana-283	22	4	[	[	X
cana-283	22	5	3	3	NUM
cana-283	22	6	]	]	PUNCT
cana-283	22	7	been	be	AUX
cana-283	22	8	used	use	VERB
cana-283	22	9	in	in	ADP
cana-283	22	10	communication	communication	NOUN
cana-283	22	11	systems	system	NOUN
cana-283	22	12	to	to	PART
cana-283	22	13	better	well	ADV
cana-283	22	14	understand	understand	VERB
cana-283	22	15	signal	signal	ADJ
cana-283	22	16	propagation	propagation	NOUN
cana-283	22	17	,	,	PUNCT
cana-283	22	18	characterise	characterise	NOUN
cana-283	22	19	channel	channel	NOUN
cana-283	22	20	behaviours	behaviour	NOUN
cana-283	22	21	,	,	PUNCT
cana-283	22	22	and	and	CCONJ
cana-283	22	23	streamline	streamline	VERB
cana-283	22	24	the	the	DET
cana-283	22	25	encoding	encoding	NOUN
cana-283	22	26	and	and	CCONJ
cana-283	22	27	decoding	decoding	NOUN
cana-283	22	28	of	of	ADP
cana-283	22	29	data	datum	NOUN
cana-283	22	30	.	.	PUNCT
cana-283	23	1	understanding	understand	VERB
cana-283	23	2	signal	signal	NOUN
cana-283	23	3	distortions	distortion	NOUN
cana-283	23	4	has	have	AUX
cana-283	23	5	made	make	VERB
cana-283	23	6	it	it	PRON
cana-283	23	7	possible	possible	ADJ
cana-283	23	8	to	to	PART
cana-283	23	9	create	create	VERB
cana-283	23	10	reliable	reliable	ADJ
cana-283	23	11	error	error	NOUN
cana-283	23	12	-	-	PUNCT
cana-283	23	13	correction	correction	NOUN
cana-283	23	14	codes	code	NOUN
cana-283	23	15	and	and	CCONJ
cana-283	23	16	modulation	modulation	NOUN
cana-283	23	17	schemes	scheme	NOUN
cana-283	23	18	that	that	PRON
cana-283	23	19	can	can	AUX
cana-283	23	20	survive	survive	VERB
cana-283	23	21	the	the	DET
cana-283	23	22	difficulties	difficulty	NOUN
cana-283	23	23	presented	present	VERB
cana-283	23	24	by	by	ADP
cana-283	23	25	interference	interference	NOUN
cana-283	23	26	and	and	CCONJ
cana-283	23	27	noise	noise	NOUN
cana-283	23	28	.	.	PUNCT
cana-283	24	1	the	the	PRON
cana-283	24	2	at	at	ADP
cana-283	24	3	the	the	DET
cana-283	24	4	same	same	ADJ
cana-283	24	5	time	time	NOUN
cana-283	24	6	,	,	PUNCT
cana-283	24	7	machine	machine	NOUN
cana-283	24	8	learning	learning	NOUN
cana-283	24	9	has	have	AUX
cana-283	24	10	become	become	VERB
cana-283	24	11	a	a	DET
cana-283	24	12	revolutionary	revolutionary	ADJ
cana-283	24	13	force	force	NOUN
cana-283	24	14	that	that	PRON
cana-283	24	15	is	be	AUX
cana-283	24	16	changing	change	VERB
cana-283	24	17	the	the	DET
cana-283	24	18	face	face	NOUN
cana-283	24	19	of	of	ADP
cana-283	24	20	communication	communication	NOUN
cana-283	24	21	technology	technology	NOUN
cana-283	24	22	.	.	PUNCT
cana-283	25	1	figure	figure	VERB
cana-283	25	2	1	1	NUM
cana-283	25	3	:	:	PUNCT
cana-283	25	4	representation	representation	NOUN
cana-283	25	5	of	of	ADP
cana-283	25	6	different	different	ADJ
cana-283	25	7	state	state	NOUN
cana-283	25	8	of	of	ADP
cana-283	25	9	agent	agent	NOUN
cana-283	25	10	in	in	ADP
cana-283	25	11	reinforcement	reinforcement	NOUN
cana-283	25	12	learning	learning	NOUN
cana-283	25	13	model	model	NOUN
cana-283	25	14	this	this	PRON
cana-283	25	15	represents	represent	VERB
cana-283	25	16	a	a	DET
cana-283	25	17	paradigm	paradigm	NOUN
cana-283	25	18	[	[	X
cana-283	25	19	6	6	NUM
cana-283	25	20	]	]	PUNCT
cana-283	25	21	change	change	NOUN
cana-283	25	22	in	in	ADP
cana-283	25	23	the	the	DET
cana-283	25	24	field	field	NOUN
cana-283	25	25	of	of	ADP
cana-283	25	26	communication	communication	NOUN
cana-283	25	27	technology	technology	NOUN
cana-283	25	28	.	.	PUNCT
cana-283	26	1	when	when	SCONJ
cana-283	26	2	the	the	DET
cana-283	26	3	two	two	NUM
cana-283	26	4	domains	domain	NOUN
cana-283	26	5	'	'	PART
cana-283	26	6	strengths	strength	NOUN
cana-283	26	7	are	be	AUX
cana-283	26	8	combined	combine	VERB
cana-283	26	9	,	,	PUNCT
cana-283	26	10	a	a	DET
cana-283	26	11	synergy	synergy	NOUN
cana-283	26	12	is	be	AUX
cana-283	26	13	created	create	VERB
cana-283	26	14	that	that	PRON
cana-283	26	15	enhances	enhance	VERB
cana-283	26	16	each	each	DET
cana-283	26	17	one	one	NOUN
cana-283	26	18	's	's	PART
cana-283	26	19	unique	unique	ADJ
cana-283	26	20	skills	skill	NOUN
cana-283	26	21	.	.	PUNCT
cana-283	27	1	the	the	DET
cana-283	27	2	fundamental	fundamental	ADJ
cana-283	27	3	understanding	understanding	NOUN
cana-283	27	4	of	of	ADP
cana-283	27	5	complex	complex	ADJ
cana-283	27	6	system	system	NOUN
cana-283	27	7	behaviours	behaviour	NOUN
cana-283	27	8	is	be	AUX
cana-283	27	9	provided	provide	VERB
cana-283	27	10	by	by	ADP
cana-283	27	11	nonlinear	nonlinear	ADJ
cana-283	27	12	analysis	analysis	NOUN
cana-283	27	13	,	,	PUNCT
cana-283	27	14	while	while	SCONJ
cana-283	27	15	communications	communication	NOUN
cana-283	27	16	on	on	ADP
cana-283	27	17	applied	apply	VERB
cana-283	27	18	nonlinear	nonlinear	ADJ
cana-283	27	19	analysis	analysis	NOUN
cana-283	27	20	issn	issn	NOUN
cana-283	27	21	:	:	PUNCT
cana-283	27	22	1074	1074	NUM
cana-283	27	23	-	-	PUNCT
cana-283	27	24	133x	133x	NUM
cana-283	27	25	vol	vol	NOUN
cana-283	27	26	31	31	NUM
cana-283	27	27	no	no	NOUN
cana-283	27	28	.	.	NOUN
cana-283	27	29	1	1	NUM
cana-283	27	30	(	(	PUNCT
cana-283	27	31	2024	2024	NUM
cana-283	27	32	)	)	PUNCT
cana-283	27	33	3	3	NUM
cana-283	27	34	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	27	35	real	real	ADJ
cana-283	27	36	-	-	PUNCT
cana-283	27	37	time	time	NOUN
cana-283	27	38	performance	performance	NOUN
cana-283	27	39	optimisation	optimisation	NOUN
cana-283	27	40	and	and	CCONJ
cana-283	27	41	adaptation	adaptation	NOUN
cana-283	27	42	are	be	AUX
cana-283	27	43	enabled	enable	VERB
cana-283	27	44	by	by	ADP
cana-283	27	45	machine	machine	NOUN
cana-283	27	46	learning	learning	NOUN
cana-283	27	47	for	for	ADP
cana-283	27	48	communication	communication	NOUN
cana-283	27	49	systems	system	NOUN
cana-283	27	50	.	.	PUNCT
cana-283	28	1	this	this	DET
cana-283	28	2	convergence	convergence	NOUN
cana-283	28	3	has	have	VERB
cana-283	28	4	several	several	ADJ
cana-283	28	5	advantageous	advantageous	ADJ
cana-283	28	6	effects	effect	NOUN
cana-283	28	7	.	.	PUNCT
cana-283	29	1	machine	machine	NOUN
cana-283	29	2	learning	learn	VERB
cana-283	29	3	algorithms	algorithm	NOUN
cana-283	29	4	can	can	AUX
cana-283	29	5	learn	learn	VERB
cana-283	29	6	more	more	ADJ
cana-283	29	7	about	about	ADP
cana-283	29	8	communication	communication	NOUN
cana-283	29	9	networks	network	NOUN
cana-283	29	10	and	and	CCONJ
cana-283	29	11	make	make	VERB
cana-283	29	12	better	well	ADJ
cana-283	29	13	decisions	decision	NOUN
cana-283	29	14	by	by	ADP
cana-283	29	15	applying	apply	VERB
cana-283	29	16	nonlinear	nonlinear	ADJ
cana-283	29	17	analysis	analysis	NOUN
cana-283	29	18	to	to	PART
cana-283	29	19	comprehend	comprehend	VERB
cana-283	29	20	the	the	DET
cana-283	29	21	underlying	underlie	VERB
cana-283	29	22	dynamics	dynamic	NOUN
cana-283	29	23	.	.	PUNCT
cana-283	30	1	their	their	PRON
cana-283	30	2	ability	ability	NOUN
cana-283	30	3	to	to	PART
cana-283	30	4	anticipate	anticipate	VERB
cana-283	30	5	and	and	CCONJ
cana-283	30	6	adjust	adjust	VERB
cana-283	30	7	to	to	ADP
cana-283	30	8	evolving	evolve	VERB
cana-283	30	9	network	network	NOUN
cana-283	30	10	circumstances	circumstance	NOUN
cana-283	30	11	,	,	PUNCT
cana-283	30	12	enhance	enhance	VERB
cana-283	30	13	signal	signal	NOUN
cana-283	30	14	processing	processing	NOUN
cana-283	30	15	,	,	PUNCT
cana-283	30	16	and	and	CCONJ
cana-283	30	17	distribute	distribute	VERB
cana-283	30	18	resources	resource	NOUN
cana-283	30	19	in	in	ADP
cana-283	30	20	a	a	DET
cana-283	30	21	d.	d.	NOUN
cana-283	30	22	this	this	DET
cana-283	30	23	convergence	convergence	NOUN
cana-283	30	24	has	have	VERB
cana-283	30	25	a	a	DET
cana-283	30	26	wide	wide	ADJ
cana-283	30	27	range	range	NOUN
cana-283	30	28	of	of	ADP
cana-283	30	29	applications	application	NOUN
cana-283	30	30	.	.	PUNCT
cana-283	31	1	this	this	PRON
cana-283	31	2	[	[	X
cana-283	31	3	7	7	NUM
cana-283	31	4	]	]	X
cana-283	31	5	revolutionary	revolutionary	ADJ
cana-283	31	6	synergy	synergy	NOUN
cana-283	31	7	has	have	VERB
cana-283	31	8	practical	practical	ADJ
cana-283	31	9	applications	application	NOUN
cana-283	31	10	in	in	ADP
cana-283	31	11	a	a	DET
cana-283	31	12	variety	variety	NOUN
cana-283	31	13	of	of	ADP
cana-283	31	14	fields	field	NOUN
cana-283	31	15	and	and	CCONJ
cana-283	31	16	is	be	AUX
cana-283	31	17	not	not	PART
cana-283	31	18	only	only	ADV
cana-283	31	19	restricted	restrict	VERB
cana-283	31	20	to	to	ADP
cana-283	31	21	theoretical	theoretical	ADJ
cana-283	31	22	breakthroughs	breakthrough	NOUN
cana-283	31	23	.	.	PUNCT
cana-283	32	1	it	it	PRON
cana-283	32	2	improves	improve	VERB
cana-283	32	3	the	the	DET
cana-283	32	4	effectiveness	effectiveness	NOUN
cana-283	32	5	of	of	ADP
cana-283	32	6	large	large	ADJ
cana-283	32	7	-	-	PUNCT
cana-283	32	8	scale	scale	NOUN
cana-283	32	9	data	datum	NOUN
cana-283	32	10	transport	transport	NOUN
cana-283	32	11	and	and	CCONJ
cana-283	32	12	makes	make	VERB
cana-283	32	13	ultra	ultra	ADJ
cana-283	32	14	-	-	ADJ
cana-283	32	15	low	low	ADJ
cana-283	32	16	latency	latency	NOUN
cana-283	32	17	possible	possible	ADJ
cana-283	32	18	in	in	ADP
cana-283	32	19	the	the	DET
cana-283	32	20	context	context	NOUN
cana-283	32	21	of	of	ADP
cana-283	32	22	5	5	NUM
cana-283	32	23	g	g	NOUN
cana-283	32	24	and	and	CCONJ
cana-283	32	25	beyond	beyond	ADP
cana-283	32	26	,	,	PUNCT
cana-283	32	27	which	which	PRON
cana-283	32	28	is	be	AUX
cana-283	32	29	crucial	crucial	ADJ
cana-283	32	30	for	for	ADP
cana-283	32	31	applications	application	NOUN
cana-283	32	32	like	like	ADP
cana-283	32	33	driverless	driverless	NOUN
cana-283	32	34	cars	car	NOUN
cana-283	32	35	and	and	CCONJ
cana-283	32	36	remote	remote	ADJ
cana-283	32	37	surgery	surgery	NOUN
cana-283	32	38	.	.	PUNCT
cana-283	33	1	it	it	PRON
cana-283	33	2	ensures	ensure	VERB
cana-283	33	3	scalability	scalability	NOUN
cana-283	33	4	and	and	CCONJ
cana-283	33	5	reliability	reliability	NOUN
cana-283	33	6	by	by	ADP
cana-283	33	7	enabling	enable	VERB
cana-283	33	8	smooth	smooth	ADJ
cana-283	33	9	communication	communication	NOUN
cana-283	33	10	between	between	ADP
cana-283	33	11	a	a	DET
cana-283	33	12	multitude	multitude	NOUN
cana-283	33	13	of	of	ADP
cana-283	33	14	interconnected	interconnected	ADJ
cana-283	33	15	devices	device	NOUN
cana-283	33	16	within	within	ADP
cana-283	33	17	the	the	DET
cana-283	33	18	iot	iot	PROPN
cana-283	33	19	ecosystem	ecosystem	NOUN
cana-283	33	20	.	.	PUNCT
cana-283	34	1	this	this	DET
cana-283	34	2	combination	combination	NOUN
cana-283	34	3	also	also	ADV
cana-283	34	4	improves	improve	VERB
cana-283	34	5	the	the	DET
cana-283	34	6	resilience	resilience	NOUN
cana-283	34	7	of	of	ADP
cana-283	34	8	communication	communication	NOUN
cana-283	34	9	systems	system	NOUN
cana-283	34	10	in	in	ADP
cana-283	34	11	smart	smart	ADJ
cana-283	34	12	cities	city	NOUN
cana-283	34	13	and	and	CCONJ
cana-283	34	14	infrastructure	infrastructure	NOUN
cana-283	34	15	,	,	PUNCT
cana-283	34	16	which	which	PRON
cana-283	34	17	makes	make	VERB
cana-283	34	18	it	it	PRON
cana-283	34	19	possible	possible	ADJ
cana-283	34	20	for	for	ADP
cana-283	34	21	effective	effective	ADJ
cana-283	34	22	resource	resource	NOUN
cana-283	34	23	management	management	NOUN
cana-283	34	24	,	,	PUNCT
cana-283	34	25	preventative	preventative	ADJ
cana-283	34	26	maintenance	maintenance	NOUN
cana-283	34	27	,	,	PUNCT
cana-283	34	28	and	and	CCONJ
cana-283	34	29	real	real	ADJ
cana-283	34	30	-	-	PUNCT
cana-283	34	31	time	time	NOUN
cana-283	34	32	reaction	reaction	NOUN
cana-283	34	33	to	to	ADP
cana-283	34	34	dynamic	dynamic	ADJ
cana-283	34	35	environmental	environmental	ADJ
cana-283	34	36	changes	change	NOUN
cana-283	34	37	.	.	PUNCT
cana-283	35	1	ii	ii	X
cana-283	35	2	.	.	PUNCT
cana-283	36	1	review	review	PROPN
cana-283	36	2	of	of	ADP
cana-283	36	3	literature	literature	NOUN
cana-283	36	4	in	in	ADP
cana-283	36	5	the	the	DET
cana-283	36	6	field	field	NOUN
cana-283	36	7	of	of	ADP
cana-283	36	8	communication	communication	NOUN
cana-283	36	9	technology	technology	NOUN
cana-283	36	10	,	,	PUNCT
cana-283	36	11	the	the	DET
cana-283	36	12	combination	combination	NOUN
cana-283	36	13	of	of	ADP
cana-283	36	14	machine	machine	NOUN
cana-283	36	15	learning	learning	NOUN
cana-283	36	16	and	and	CCONJ
cana-283	36	17	nonlinear	nonlinear	ADJ
cana-283	36	18	analysis	analysis	NOUN
cana-283	36	19	draws	draw	VERB
cana-283	36	20	upon	upon	SCONJ
cana-283	36	21	a	a	DET
cana-283	36	22	large	large	ADJ
cana-283	36	23	body	body	NOUN
cana-283	36	24	of	of	ADP
cana-283	36	25	related	related	ADJ
cana-283	36	26	work	work	NOUN
cana-283	36	27	that	that	PRON
cana-283	36	28	spans	span	VERB
cana-283	36	29	both	both	CCONJ
cana-283	36	30	the	the	DET
cana-283	36	31	theoretical	theoretical	ADJ
cana-283	36	32	and	and	CCONJ
cana-283	36	33	applied	applied	ADJ
cana-283	36	34	realms	realm	NOUN
cana-283	36	35	.	.	PUNCT
cana-283	37	1	with	with	ADP
cana-283	37	2	its	its	PRON
cana-283	37	3	foundations	foundation	NOUN
cana-283	37	4	[	[	X
cana-283	37	5	8	8	NUM
cana-283	37	6	]	]	PUNCT
cana-283	37	7	in	in	ADP
cana-283	37	8	physics	physics	NOUN
cana-283	37	9	and	and	CCONJ
cana-283	37	10	mathematics	mathematic	NOUN
cana-283	37	11	,	,	PUNCT
cana-283	37	12	nonlinear	nonlinear	ADJ
cana-283	37	13	analysis	analysis	NOUN
cana-283	37	14	has	have	AUX
cana-283	37	15	made	make	VERB
cana-283	37	16	a	a	DET
cana-283	37	17	substantial	substantial	ADJ
cana-283	37	18	contribution	contribution	NOUN
cana-283	37	19	to	to	ADP
cana-283	37	20	our	our	PRON
cana-283	37	21	knowledge	knowledge	NOUN
cana-283	37	22	of	of	ADP
cana-283	37	23	complex	complex	ADJ
cana-283	37	24	communication	communication	NOUN
cana-283	37	25	network	network	NOUN
cana-283	37	26	systems	system	NOUN
cana-283	37	27	.	.	PUNCT
cana-283	38	1	scientists	scientist	NOUN
cana-283	38	2	such	such	ADJ
cana-283	38	3	as	as	ADP
cana-283	38	4	edward	edward	PROPN
cana-283	38	5	lorenz	lorenz	PROPN
cana-283	38	6	and	and	CCONJ
cana-283	38	7	benoit	benoit	PROPN
cana-283	38	8	mandelbrot	mandelbrot	PROPN
cana-283	38	9	,	,	PUNCT
cana-283	38	10	who	who	PRON
cana-283	38	11	pioneered	pioneer	VERB
cana-283	38	12	in	in	ADP
cana-283	38	13	the	the	DET
cana-283	38	14	field	field	NOUN
cana-283	38	15	of	of	ADP
cana-283	38	16	chaos	chaos	NOUN
cana-283	38	17	theory	theory	NOUN
cana-283	38	18	,	,	PUNCT
cana-283	38	19	paved	pave	VERB
cana-283	38	20	the	the	DET
cana-283	38	21	way	way	NOUN
cana-283	38	22	for	for	ADP
cana-283	38	23	the	the	DET
cana-283	38	24	sensitive	sensitive	ADJ
cana-283	38	25	dependency	dependency	NOUN
cana-283	38	26	on	on	ADP
cana-283	38	27	initial	initial	ADJ
cana-283	38	28	conditions	condition	NOUN
cana-283	38	29	that	that	PRON
cana-283	38	30	is	be	AUX
cana-283	38	31	commonly	commonly	ADV
cana-283	38	32	known	know	VERB
cana-283	38	33	as	as	ADP
cana-283	38	34	the	the	DET
cana-283	38	35	butterfly	butterfly	NOUN
cana-283	38	36	effect	effect	NOUN
cana-283	38	37	.	.	PUNCT
cana-283	39	1	this	this	DET
cana-283	39	2	idea	idea	NOUN
cana-283	39	3	has	have	AUX
cana-283	39	4	been	be	AUX
cana-283	39	5	crucial	crucial	ADJ
cana-283	39	6	in	in	ADP
cana-283	39	7	helping	help	VERB
cana-283	39	8	to	to	PART
cana-283	39	9	comprehend	comprehend	VERB
cana-283	39	10	the	the	DET
cana-283	39	11	unexpected	unexpected	ADJ
cana-283	39	12	nature	nature	NOUN
cana-283	39	13	of	of	ADP
cana-283	39	14	information	information	NOUN
cana-283	39	15	transfer	transfer	NOUN
cana-283	39	16	in	in	ADP
cana-283	39	17	intricate	intricate	ADJ
cana-283	39	18	networks	network	NOUN
cana-283	39	19	since	since	SCONJ
cana-283	39	20	it	it	PRON
cana-283	39	21	offers	offer	VERB
cana-283	39	22	a	a	DET
cana-283	39	23	theoretical	theoretical	ADJ
cana-283	39	24	framework	framework	NOUN
cana-283	39	25	for	for	ADP
cana-283	39	26	dealing	deal	VERB
cana-283	39	27	with	with	ADP
cana-283	39	28	signal	signal	ADJ
cana-283	39	29	distortions	distortion	NOUN
cana-283	39	30	and	and	CCONJ
cana-283	39	31	pointing	point	VERB
cana-283	39	32	out	out	ADP
cana-283	39	33	patterns	pattern	NOUN
cana-283	39	34	in	in	ADP
cana-283	39	35	data	datum	NOUN
cana-283	39	36	that	that	PRON
cana-283	39	37	appears	appear	VERB
cana-283	39	38	to	to	PART
cana-283	39	39	be	be	AUX
cana-283	39	40	chaotic	chaotic	ADJ
cana-283	39	41	[	[	X
cana-283	39	42	9	9	NUM
cana-283	39	43	]	]	PUNCT
cana-283	39	44	.	.	PUNCT
cana-283	40	1	furthermore	furthermore	ADV
cana-283	40	2	,	,	PUNCT
cana-283	40	3	the	the	DET
cana-283	40	4	characterization	characterization	NOUN
cana-283	40	5	and	and	CCONJ
cana-283	40	6	modelling	modelling	NOUN
cana-283	40	7	of	of	ADP
cana-283	40	8	signal	signal	ADJ
cana-283	40	9	propagation	propagation	NOUN
cana-283	40	10	,	,	PUNCT
cana-283	40	11	channel	channel	NOUN
cana-283	40	12	behaviours	behaviour	NOUN
cana-283	40	13	,	,	PUNCT
cana-283	40	14	and	and	CCONJ
cana-283	40	15	the	the	DET
cana-283	40	16	creation	creation	NOUN
cana-283	40	17	of	of	ADP
cana-283	40	18	error	error	NOUN
cana-283	40	19	-	-	PUNCT
cana-283	40	20	correction	correction	NOUN
cana-283	40	21	codes	code	NOUN
cana-283	40	22	that	that	PRON
cana-283	40	23	counteract	counteract	VERB
cana-283	40	24	noise	noise	NOUN
cana-283	40	25	and	and	CCONJ
cana-283	40	26	interference	interference	NOUN
cana-283	40	27	have	have	AUX
cana-283	40	28	all	all	PRON
cana-283	40	29	been	be	AUX
cana-283	40	30	made	make	VERB
cana-283	40	31	possible	possible	ADJ
cana-283	40	32	by	by	ADP
cana-283	40	33	the	the	DET
cana-283	40	34	application	application	NOUN
cana-283	40	35	of	of	ADP
cana-283	40	36	nonlinear	nonlinear	ADJ
cana-283	40	37	dynamics	dynamic	NOUN
cana-283	40	38	in	in	ADP
cana-283	40	39	communication	communication	NOUN
cana-283	40	40	systems	system	NOUN
cana-283	40	41	,	,	PUNCT
cana-283	40	42	as	as	SCONJ
cana-283	40	43	demonstrated	demonstrate	VERB
cana-283	40	44	[	[	X
cana-283	40	45	10	10	NUM
cana-283	40	46	]	]	PUNCT
cana-283	40	47	.	.	PUNCT
cana-283	41	1	these	these	DET
cana-283	41	2	early	early	ADJ
cana-283	41	3	investigations	investigation	NOUN
cana-283	41	4	cleared	clear	VERB
cana-283	41	5	the	the	DET
cana-283	41	6	path	path	NOUN
cana-283	41	7	for	for	ADP
cana-283	41	8	more	more	ADV
cana-283	41	9	sophisticated	sophisticated	ADJ
cana-283	41	10	coding	code	VERB
cana-283	41	11	methods	method	NOUN
cana-283	41	12	and	and	CCONJ
cana-283	41	13	modulation	modulation	NOUN
cana-283	41	14	systems	system	NOUN
cana-283	41	15	that	that	PRON
cana-283	41	16	can	can	AUX
cana-283	41	17	protect	protect	VERB
cana-283	41	18	data	datum	NOUN
cana-283	41	19	integrity	integrity	NOUN
cana-283	41	20	under	under	ADP
cana-283	41	21	challenging	challenging	ADJ
cana-283	41	22	circumstances	circumstance	NOUN
cana-283	41	23	.	.	PUNCT
cana-283	42	1	simultaneously	simultaneously	ADV
cana-283	42	2	,	,	PUNCT
cana-283	42	3	the	the	DET
cana-283	42	4	field	field	NOUN
cana-283	42	5	of	of	ADP
cana-283	42	6	machine	machine	NOUN
cana-283	42	7	learning	learning	NOUN
cana-283	42	8	has	have	AUX
cana-283	42	9	made	make	VERB
cana-283	42	10	significant	significant	ADJ
cana-283	42	11	progress	progress	NOUN
cana-283	42	12	.	.	PUNCT
cana-283	43	1	artificial	artificial	ADJ
cana-283	43	2	intelligence	intelligence	NOUN
cana-283	43	3	began	begin	VERB
cana-283	43	4	with	with	ADP
cana-283	43	5	the	the	DET
cana-283	43	6	ground	ground	NOUN
cana-283	43	7	breaking	break	VERB
cana-283	43	8	research	research	NOUN
cana-283	43	9	of	of	ADP
cana-283	43	10	pioneers	pioneer	NOUN
cana-283	43	11	like	like	ADP
cana-283	43	12	alan	alan	PROPN
cana-283	43	13	turing	turing	PROPN
cana-283	43	14	and	and	CCONJ
cana-283	43	15	the	the	DET
cana-283	43	16	later	later	ADJ
cana-283	43	17	creation	creation	NOUN
cana-283	43	18	of	of	ADP
cana-283	43	19	neural	neural	ADJ
cana-283	43	20	networks	network	NOUN
cana-283	43	21	[	[	X
cana-283	43	22	11	11	NUM
cana-283	43	23	]	]	PUNCT
cana-283	43	24	.	.	PUNCT
cana-283	44	1	but	but	CCONJ
cana-283	44	2	modern	modern	ADJ
cana-283	44	3	machine	machine	NOUN
cana-283	44	4	learning	learn	VERB
cana-283	44	5	advances	advance	NOUN
cana-283	44	6	especially	especially	ADV
cana-283	44	7	in	in	ADP
cana-283	44	8	deep	deep	ADJ
cana-283	44	9	learning	learning	NOUN
cana-283	44	10	architectures	architecture	NOUN
cana-283	44	11	are	be	AUX
cana-283	44	12	what	what	PRON
cana-283	44	13	have	have	AUX
cana-283	44	14	really	really	ADV
cana-283	44	15	transformed	transform	VERB
cana-283	44	16	communication	communication	NOUN
cana-283	44	17	systems	system	NOUN
cana-283	44	18	'	'	PART
cana-283	44	19	potential	potential	NOUN
cana-283	44	20	.	.	PUNCT
cana-283	45	1	several	several	ADJ
cana-283	45	2	studies	study	NOUN
cana-283	45	3	have	have	AUX
cana-283	45	4	supported	support	VERB
cana-283	45	5	the	the	DET
cana-283	45	6	use	use	NOUN
cana-283	45	7	of	of	ADP
cana-283	45	8	machine	machine	NOUN
cana-283	45	9	learning	learn	VERB
cana-283	45	10	in	in	ADP
cana-283	45	11	communication	communication	NOUN
cana-283	45	12	networks	network	NOUN
cana-283	45	13	.	.	PUNCT
cana-283	46	1	notably	notably	ADV
cana-283	46	2	,	,	PUNCT
cana-283	46	3	academics	academic	NOUN
cana-283	46	4	like	like	ADP
cana-283	46	5	[	[	X
cana-283	46	6	12	12	NUM
cana-283	46	7	]	]	PUNCT
cana-283	46	8	have	have	AUX
cana-283	46	9	greatly	greatly	ADV
cana-283	46	10	increased	increase	VERB
cana-283	46	11	the	the	DET
cana-283	46	12	dependability	dependability	NOUN
cana-283	46	13	and	and	CCONJ
cana-283	46	14	effectiveness	effectiveness	NOUN
cana-283	46	15	of	of	ADP
cana-283	46	16	data	datum	NOUN
cana-283	46	17	transmission	transmission	NOUN
cana-283	46	18	by	by	ADP
cana-283	46	19	using	use	VERB
cana-283	46	20	neural	neural	ADJ
cana-283	46	21	networks	network	NOUN
cana-283	46	22	for	for	ADP
cana-283	46	23	channel	channel	NOUN
cana-283	46	24	equalisation	equalisation	NOUN
cana-283	46	25	,	,	PUNCT
cana-283	46	26	error	error	NOUN
cana-283	46	27	detection	detection	NOUN
cana-283	46	28	,	,	PUNCT
cana-283	46	29	and	and	CCONJ
cana-283	46	30	repair	repair	NOUN
cana-283	46	31	.	.	PUNCT
cana-283	47	1	researchers	researcher	NOUN
cana-283	47	2	like	like	ADP
cana-283	47	3	[	[	X
cana-283	47	4	13	13	NUM
cana-283	47	5	]	]	PUNCT
cana-283	47	6	have	have	AUX
cana-283	47	7	investigated	investigate	VERB
cana-283	47	8	reinforcement	reinforcement	NOUN
cana-283	47	9	learning	learning	NOUN
cana-283	47	10	algorithms	algorithm	NOUN
cana-283	47	11	,	,	PUNCT
cana-283	47	12	which	which	PRON
cana-283	47	13	have	have	AUX
cana-283	47	14	improved	improve	VERB
cana-283	47	15	communication	communication	NOUN
cana-283	47	16	systems	system	NOUN
cana-283	47	17	'	'	PART
cana-283	47	18	adaptability	adaptability	NOUN
cana-283	47	19	by	by	ADP
cana-283	47	20	enabling	enable	VERB
cana-283	47	21	them	they	PRON
cana-283	47	22	to	to	PART
cana-283	47	23	learn	learn	VERB
cana-283	47	24	from	from	ADP
cana-283	47	25	changing	change	VERB
cana-283	47	26	network	network	NOUN
cana-283	47	27	conditions	condition	NOUN
cana-283	47	28	and	and	CCONJ
cana-283	47	29	adjust	adjust	VERB
cana-283	47	30	their	their	PRON
cana-283	47	31	performance	performance	NOUN
cana-283	47	32	accordingly	accordingly	ADV
cana-283	47	33	.	.	PUNCT
cana-283	48	1	the	the	DET
cana-283	48	2	intersection	intersection	NOUN
cana-283	48	3	of	of	ADP
cana-283	48	4	machine	machine	NOUN
cana-283	48	5	learning	learning	NOUN
cana-283	48	6	and	and	CCONJ
cana-283	48	7	nonlinear	nonlinear	ADJ
cana-283	48	8	analysis	analysis	NOUN
cana-283	48	9	has	have	VERB
cana-283	48	10	its	its	PRON
cana-283	48	11	origins	origin	NOUN
cana-283	48	12	in	in	ADP
cana-283	48	13	a	a	DET
cana-283	48	14	number	number	NOUN
cana-283	48	15	of	of	ADP
cana-283	48	16	interdisciplinary	interdisciplinary	ADJ
cana-283	48	17	disciplines	discipline	NOUN
cana-283	48	18	.	.	PUNCT
cana-283	49	1	studies	study	NOUN
cana-283	49	2	conducted	conduct	VERB
cana-283	49	3	at	at	ADP
cana-283	49	4	the	the	DET
cana-283	49	5	nexus	nexus	NOUN
cana-283	49	6	of	of	ADP
cana-283	49	7	these	these	DET
cana-283	49	8	domains	domain	NOUN
cana-283	49	9	,	,	PUNCT
cana-283	49	10	including	include	VERB
cana-283	49	11	that	that	DET
cana-283	49	12	conducted	conduct	VERB
cana-283	49	13	by[14	by[14	PROPN
cana-283	49	14	]	]	PUNCT
cana-283	49	15	,	,	PUNCT
cana-283	49	16	have	have	AUX
cana-283	49	17	uncovered	uncover	VERB
cana-283	49	18	the	the	DET
cana-283	49	19	complementary	complementary	ADJ
cana-283	49	20	nature	nature	NOUN
cana-283	49	21	of	of	ADP
cana-283	49	22	both	both	DET
cana-283	49	23	fields	field	NOUN
cana-283	49	24	in	in	ADP
cana-283	49	25	improving	improve	VERB
cana-283	49	26	our	our	PRON
cana-283	49	27	understanding	understanding	NOUN
cana-283	49	28	and	and	CCONJ
cana-283	49	29	functioning	function	VERB
cana-283	49	30	of	of	ADP
cana-283	49	31	communication	communication	NOUN
cana-283	49	32	networks	network	NOUN
cana-283	49	33	.	.	PUNCT
cana-283	50	1	these	these	DET
cana-283	50	2	studies	study	NOUN
cana-283	50	3	have	have	AUX
cana-283	50	4	investigated	investigate	VERB
cana-283	50	5	the	the	DET
cana-283	50	6	communications	communication	NOUN
cana-283	50	7	on	on	ADP
cana-283	50	8	applied	apply	VERB
cana-283	50	9	nonlinear	nonlinear	ADJ
cana-283	50	10	analysis	analysis	NOUN
cana-283	50	11	issn	issn	NOUN
cana-283	50	12	:	:	PUNCT
cana-283	50	13	1074	1074	NUM
cana-283	50	14	-	-	PUNCT
cana-283	50	15	133x	133x	NUM
cana-283	50	16	vol	vol	NOUN
cana-283	50	17	31	31	NUM
cana-283	50	18	no	no	NOUN
cana-283	50	19	.	.	NOUN
cana-283	50	20	1	1	NUM
cana-283	50	21	(	(	PUNCT
cana-283	50	22	2024	2024	NUM
cana-283	50	23	)	)	PUNCT
cana-283	51	1	4	4	NUM
cana-283	51	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	51	3	possible	possible	ADJ
cana-283	51	4	synergy	synergy	NOUN
cana-283	51	5	between	between	ADP
cana-283	51	6	chaos	chaos	NOUN
cana-283	51	7	theory	theory	NOUN
cana-283	51	8	and	and	CCONJ
cana-283	51	9	artificial	artificial	ADJ
cana-283	51	10	neural	neural	ADJ
cana-283	51	11	networks	network	NOUN
cana-283	51	12	.	.	PUNCT
cana-283	52	1	this	this	DET
cana-283	52	2	work	work	NOUN
cana-283	52	3	has	have	AUX
cana-283	52	4	shown	show	VERB
cana-283	52	5	how	how	SCONJ
cana-283	52	6	neural	neural	ADJ
cana-283	52	7	network	network	NOUN
cana-283	52	8	-	-	PUNCT
cana-283	52	9	based	base	VERB
cana-283	52	10	prediction	prediction	NOUN
cana-283	52	11	algorithms	algorithm	NOUN
cana-283	52	12	and	and	CCONJ
cana-283	52	13	chaos	chaos	NOUN
cana-283	52	14	-	-	PUNCT
cana-283	52	15	based	base	VERB
cana-283	52	16	encryption	encryption	NOUN
cana-283	52	17	techniques	technique	NOUN
cana-283	52	18	can	can	AUX
cana-283	52	19	work	work	VERB
cana-283	52	20	together	together	ADV
cana-283	52	21	to	to	PART
cana-283	52	22	increase	increase	VERB
cana-283	52	23	data	data	NOUN
cana-283	52	24	transmission	transmission	NOUN
cana-283	52	25	efficiency	efficiency	NOUN
cana-283	52	26	and	and	CCONJ
cana-283	52	27	security	security	NOUN
cana-283	52	28	.	.	PUNCT
cana-283	53	1	recent	recent	ADJ
cana-283	53	2	studies	study	NOUN
cana-283	53	3	have	have	AUX
cana-283	53	4	explored	explore	VERB
cana-283	53	5	the	the	DET
cana-283	53	6	combination	combination	NOUN
cana-283	53	7	of	of	ADP
cana-283	53	8	nonlinear	nonlinear	ADJ
cana-283	53	9	analysis	analysis	NOUN
cana-283	53	10	methods	method	NOUN
cana-283	53	11	with	with	ADP
cana-283	53	12	machine	machine	NOUN
cana-283	53	13	learning	learning	NOUN
cana-283	53	14	models	model	NOUN
cana-283	53	15	,	,	PUNCT
cana-283	53	16	namely	namely	ADV
cana-283	53	17	deep	deep	ADJ
cana-283	53	18	learning	learning	NOUN
cana-283	53	19	architectures	architecture	NOUN
cana-283	53	20	.	.	PUNCT
cana-283	54	1	research	research	NOUN
cana-283	55	1	[	[	X
cana-283	55	2	15	15	NUM
cana-283	55	3	]	]	PUNCT
cana-283	55	4	,	,	PUNCT
cana-283	55	5	for	for	ADP
cana-283	55	6	example	example	NOUN
cana-283	55	7	,	,	PUNCT
cana-283	55	8	demonstrates	demonstrate	VERB
cana-283	55	9	how	how	SCONJ
cana-283	55	10	to	to	PART
cana-283	55	11	combine	combine	VERB
cana-283	55	12	recurrent	recurrent	ADJ
cana-283	55	13	neural	neural	ADJ
cana-283	55	14	networks	network	NOUN
cana-283	55	15	with	with	ADP
cana-283	55	16	dynamical	dynamical	ADJ
cana-283	55	17	system	system	NOUN
cana-283	55	18	modelling	model	VERB
cana-283	55	19	to	to	PART
cana-283	55	20	forecast	forecast	VERB
cana-283	55	21	network	network	NOUN
cana-283	55	22	behaviours	behaviour	NOUN
cana-283	55	23	and	and	CCONJ
cana-283	55	24	optimise	optimise	ADJ
cana-283	55	25	signal	signal	ADJ
cana-283	55	26	processing	processing	NOUN
cana-283	55	27	in	in	ADP
cana-283	55	28	communication	communication	NOUN
cana-283	55	29	systems	system	NOUN
cana-283	55	30	.	.	PUNCT
cana-283	56	1	numerous	numerous	ADJ
cana-283	56	2	real	real	ADJ
cana-283	56	3	-	-	PUNCT
cana-283	56	4	world	world	NOUN
cana-283	56	5	examples	example	NOUN
cana-283	56	6	have	have	AUX
cana-283	56	7	shown	show	VERB
cana-283	56	8	the	the	DET
cana-283	56	9	practical	practical	ADJ
cana-283	56	10	ramifications	ramification	NOUN
cana-283	56	11	of	of	ADP
cana-283	56	12	these	these	DET
cana-283	56	13	coupled	couple	VERB
cana-283	56	14	techniques	technique	NOUN
cana-283	56	15	.	.	PUNCT
cana-283	57	1	researchers	researcher	NOUN
cana-283	57	2	like	like	ADP
cana-283	57	3	[	[	X
cana-283	57	4	16	16	NUM
cana-283	57	5	]	]	PUNCT
cana-283	57	6	have	have	AUX
cana-283	57	7	demonstrated	demonstrate	VERB
cana-283	57	8	how	how	SCONJ
cana-283	57	9	machine	machine	NOUN
cana-283	57	10	learning	learning	NOUN
cana-283	57	11	may	may	AUX
cana-283	57	12	be	be	AUX
cana-283	57	13	used	use	VERB
cana-283	57	14	in	in	ADP
cana-283	57	15	wireless	wireless	ADJ
cana-283	57	16	communication	communication	NOUN
cana-283	57	17	systems	system	NOUN
cana-283	57	18	for	for	ADP
cana-283	57	19	interference	interference	NOUN
cana-283	57	20	reduction	reduction	NOUN
cana-283	57	21	,	,	PUNCT
cana-283	57	22	dynamic	dynamic	ADJ
cana-283	57	23	resource	resource	NOUN
cana-283	57	24	allocation	allocation	NOUN
cana-283	57	25	,	,	PUNCT
cana-283	57	26	and	and	CCONJ
cana-283	57	27	spectrum	spectrum	NOUN
cana-283	57	28	sensing	sensing	NOUN
cana-283	57	29	.	.	PUNCT
cana-283	58	1	in	in	ADP
cana-283	58	2	addition	addition	NOUN
cana-283	58	3	to	to	ADP
cana-283	58	4	increasing	increase	VERB
cana-283	58	5	wireless	wireless	ADJ
cana-283	58	6	communication	communication	NOUN
cana-283	58	7	's	's	PART
cana-283	58	8	effectiveness	effectiveness	NOUN
cana-283	58	9	and	and	CCONJ
cana-283	58	10	dependability	dependability	NOUN
cana-283	58	11	,	,	PUNCT
cana-283	58	12	these	these	DET
cana-283	58	13	applications	application	NOUN
cana-283	58	14	have	have	AUX
cana-283	58	15	prepared	prepare	VERB
cana-283	58	16	the	the	DET
cana-283	58	17	way	way	NOUN
cana-283	58	18	for	for	ADP
cana-283	58	19	the	the	DET
cana-283	58	20	creation	creation	NOUN
cana-283	58	21	of	of	ADP
cana-283	58	22	future	future	ADJ
cana-283	58	23	communication	communication	NOUN
cana-283	58	24	standards	standard	NOUN
cana-283	58	25	,	,	PUNCT
cana-283	58	26	including	include	VERB
cana-283	58	27	those	those	PRON
cana-283	58	28	that	that	PRON
cana-283	58	29	will	will	AUX
cana-283	58	30	be	be	AUX
cana-283	58	31	essential	essential	ADJ
cana-283	58	32	for	for	ADP
cana-283	58	33	the	the	DET
cana-283	58	34	rollout	rollout	NOUN
cana-283	58	35	of	of	ADP
cana-283	58	36	5	5	NUM
cana-283	58	37	g	g	NOUN
cana-283	58	38	and	and	CCONJ
cana-283	58	39	beyond	beyond	ADP
cana-283	58	40	.	.	PUNCT
cana-283	59	1	the	the	DET
cana-283	59	2	combination	combination	NOUN
cana-283	59	3	of	of	ADP
cana-283	59	4	nonlinear	nonlinear	ADJ
cana-283	59	5	analysis	analysis	NOUN
cana-283	59	6	and	and	CCONJ
cana-283	59	7	machine	machine	NOUN
cana-283	59	8	learning	learning	NOUN
cana-283	59	9	is	be	AUX
cana-283	59	10	a	a	DET
cana-283	59	11	testament	testament	NOUN
cana-283	59	12	to	to	ADP
cana-283	59	13	the	the	DET
cana-283	59	14	power	power	NOUN
cana-283	59	15	of	of	ADP
cana-283	59	16	interdisciplinary	interdisciplinary	ADJ
cana-283	59	17	collaboration	collaboration	NOUN
cana-283	59	18	as	as	ADP
cana-283	59	19	communication	communication	NOUN
cana-283	59	20	technology	technology	NOUN
cana-283	59	21	advances	advance	NOUN
cana-283	59	22	.	.	PUNCT
cana-283	60	1	a	a	DET
cana-283	60	2	wide	wide	ADJ
cana-283	60	3	and	and	CCONJ
cana-283	60	4	rich	rich	ADJ
cana-283	60	5	array	array	NOUN
cana-283	60	6	of	of	ADP
cana-283	60	7	related	related	ADJ
cana-283	60	8	works	work	NOUN
cana-283	60	9	serves	serve	VERB
cana-283	60	10	as	as	ADP
cana-283	60	11	a	a	DET
cana-283	60	12	foundation	foundation	NOUN
cana-283	60	13	for	for	ADP
cana-283	60	14	future	future	ADJ
cana-283	60	15	innovation	innovation	NOUN
cana-283	60	16	and	and	CCONJ
cana-283	60	17	advancement	advancement	NOUN
cana-283	60	18	in	in	ADP
cana-283	60	19	this	this	DET
cana-283	60	20	field	field	NOUN
cana-283	60	21	that	that	PRON
cana-283	60	22	is	be	AUX
cana-283	60	23	transforming	transform	VERB
cana-283	60	24	communication	communication	NOUN
cana-283	60	25	.	.	PUNCT
cana-283	61	1	table	table	NOUN
cana-283	61	2	1	1	NUM
cana-283	61	3	:	:	PUNCT
cana-283	61	4	summary	summary	NOUN
cana-283	61	5	of	of	ADP
cana-283	61	6	related	related	ADJ
cana-283	61	7	work	work	NOUN
cana-283	61	8	method	method	NOUN
cana-283	61	9	finding	find	VERB
cana-283	61	10	application	application	NOUN
cana-283	61	11	limitation	limitation	NOUN
cana-283	61	12	scope	scope	NOUN
cana-283	61	13	chaos	chaos	NOUN
cana-283	61	14	theory	theory	NOUN
cana-283	61	15	[	[	X
cana-283	61	16	12	12	NUM
cana-283	61	17	]	]	PUNCT
cana-283	61	18	revealed	reveal	VERB
cana-283	61	19	sensitive	sensitive	ADJ
cana-283	61	20	dependence	dependence	NOUN
cana-283	61	21	on	on	ADP
cana-283	61	22	initial	initial	ADJ
cana-283	61	23	conditions	condition	NOUN
cana-283	61	24	;	;	PUNCT
cana-283	61	25	unpredictability	unpredictability	NOUN
cana-283	61	26	secure	secure	VERB
cana-283	61	27	data	datum	NOUN
cana-283	61	28	transmission	transmission	NOUN
cana-283	61	29	,	,	PUNCT
cana-283	61	30	signal	signal	NOUN
cana-283	61	31	processing	processing	NOUN
cana-283	61	32	complexity	complexity	NOUN
cana-283	61	33	in	in	ADP
cana-283	61	34	implementation	implementation	NOUN
cana-283	61	35	;	;	PUNCT
cana-283	61	36	sensitivity	sensitivity	NOUN
cana-283	61	37	to	to	ADP
cana-283	61	38	initial	initial	ADJ
cana-283	61	39	conditions	condition	NOUN
cana-283	61	40	enhancing	enhance	VERB
cana-283	61	41	security	security	NOUN
cana-283	61	42	measures	measure	NOUN
cana-283	61	43	,	,	PUNCT
cana-283	61	44	refining	refining	NOUN
cana-283	61	45	signal	signal	NOUN
cana-283	61	46	processing	processing	NOUN
cana-283	61	47	in	in	ADP
cana-283	61	48	data	data	NOUN
cana-283	61	49	transmission	transmission	NOUN
cana-283	61	50	fractal	fractal	ADJ
cana-283	61	51	geometry	geometry	NOUN
cana-283	61	52	[	[	X
cana-283	61	53	13	13	NUM
cana-283	61	54	]	]	PUNCT
cana-283	61	55	described	describe	VERB
cana-283	61	56	selfsimilarity	selfsimilarity	NOUN
cana-283	61	57	in	in	ADP
cana-283	61	58	complex	complex	ADJ
cana-283	61	59	systems	system	NOUN
cana-283	61	60	signal	signal	NOUN
cana-283	61	61	encoding	encoding	NOUN
cana-283	61	62	and	and	CCONJ
cana-283	61	63	decoding	decode	VERB
cana-283	61	64	,	,	PUNCT
cana-283	61	65	image	image	NOUN
cana-283	61	66	compression	compression	NOUN
cana-283	61	67	computational	computational	ADJ
cana-283	61	68	intensity	intensity	NOUN
cana-283	61	69	;	;	PUNCT
cana-283	61	70	requirement	requirement	NOUN
cana-283	61	71	of	of	ADP
cana-283	61	72	vast	vast	ADJ
cana-283	61	73	computing	compute	VERB
cana-283	61	74	resources	resource	NOUN
cana-283	61	75	improving	improve	VERB
cana-283	61	76	data	datum	NOUN
cana-283	61	77	compression	compression	NOUN
cana-283	61	78	techniques	technique	NOUN
cana-283	61	79	,	,	PUNCT
cana-283	61	80	exploring	explore	VERB
cana-283	61	81	signal	signal	NOUN
cana-283	61	82	integrity	integrity	NOUN
cana-283	61	83	dynamical	dynamical	ADJ
cana-283	61	84	systems	system	NOUN
cana-283	61	85	modeling	model	VERB
cana-283	61	86	[	[	X
cana-283	61	87	16	16	NUM
cana-283	61	88	]	]	X
cana-283	61	89	understanding	understand	VERB
cana-283	61	90	dynamic	dynamic	ADJ
cana-283	61	91	behaviors	behavior	NOUN
cana-283	61	92	of	of	ADP
cana-283	61	93	communication	communication	NOUN
cana-283	61	94	networks	network	NOUN
cana-283	61	95	predictive	predictive	ADJ
cana-283	61	96	modeling	modeling	NOUN
cana-283	61	97	,	,	PUNCT
cana-283	61	98	channel	channel	NOUN
cana-283	61	99	characterization	characterization	NOUN
cana-283	61	100	need	need	NOUN
cana-283	61	101	for	for	ADP
cana-283	61	102	extensive	extensive	ADJ
cana-283	61	103	data	datum	NOUN
cana-283	61	104	for	for	ADP
cana-283	61	105	accurate	accurate	ADJ
cana-283	61	106	modeling	modeling	NOUN
cana-283	61	107	;	;	PUNCT
cana-283	61	108	complexity	complexity	NOUN
cana-283	61	109	in	in	ADP
cana-283	61	110	realtime	realtime	ADJ
cana-283	61	111	implementation	implementation	NOUN
cana-283	61	112	real	real	ADJ
cana-283	61	113	-	-	PUNCT
cana-283	61	114	time	time	NOUN
cana-283	61	115	predictive	predictive	ADJ
cana-283	61	116	modeling	modeling	NOUN
cana-283	61	117	,	,	PUNCT
cana-283	61	118	refining	refining	NOUN
cana-283	61	119	network	network	NOUN
cana-283	61	120	behavior	behavior	NOUN
cana-283	61	121	analysis	analysis	NOUN
cana-283	61	122	neural	neural	ADJ
cana-283	61	123	networks	network	NOUN
cana-283	61	124	[	[	X
cana-283	61	125	17	17	NUM
cana-283	61	126	]	]	X
cana-283	61	127	capable	capable	ADJ
cana-283	61	128	of	of	ADP
cana-283	61	129	pattern	pattern	NOUN
cana-283	61	130	recognition	recognition	NOUN
cana-283	61	131	,	,	PUNCT
cana-283	61	132	learning	learn	VERB
cana-283	61	133	from	from	ADP
cana-283	61	134	data	datum	NOUN
cana-283	61	135	channel	channel	PROPN
cana-283	61	136	equalization	equalization	NOUN
cana-283	61	137	,	,	PUNCT
cana-283	61	138	error	error	NOUN
cana-283	61	139	correction	correction	NOUN
cana-283	61	140	training	training	NOUN
cana-283	61	141	complexities	complexity	NOUN
cana-283	61	142	,	,	PUNCT
cana-283	61	143	susceptibility	susceptibility	NOUN
cana-283	61	144	to	to	ADP
cana-283	61	145	overfitting	overfitte	VERB
cana-283	61	146	advancing	advance	VERB
cana-283	61	147	errorcorrection	errorcorrection	NOUN
cana-283	61	148	methods	method	NOUN
cana-283	61	149	,	,	PUNCT
cana-283	61	150	enhancing	enhance	VERB
cana-283	61	151	channel	channel	NOUN
cana-283	61	152	stability	stability	NOUN
cana-283	61	153	deep	deep	ADJ
cana-283	61	154	learning	learning	NOUN
cana-283	61	155	architectures	architecture	NOUN
cana-283	62	1	[	[	X
cana-283	62	2	18	18	NUM
cana-283	62	3	]	]	PUNCT
cana-283	62	4	advanced	advanced	ADJ
cana-283	62	5	feature	feature	NOUN
cana-283	62	6	extraction	extraction	NOUN
cana-283	62	7	,	,	PUNCT
cana-283	62	8	efficient	efficient	ADJ
cana-283	62	9	learning	learning	NOUN
cana-283	62	10	resource	resource	NOUN
cana-283	62	11	allocation	allocation	NOUN
cana-283	62	12	,	,	PUNCT
cana-283	62	13	interference	interference	NOUN
cana-283	62	14	mitigation	mitigation	NOUN
cana-283	62	15	demand	demand	NOUN
cana-283	62	16	for	for	ADP
cana-283	62	17	large	large	ADJ
cana-283	62	18	datasets	dataset	NOUN
cana-283	62	19	;	;	PUNCT
cana-283	62	20	computational	computational	ADJ
cana-283	62	21	complexity	complexity	NOUN
cana-283	62	22	enhancing	enhance	VERB
cana-283	62	23	efficiency	efficiency	NOUN
cana-283	62	24	in	in	ADP
cana-283	62	25	resource	resource	NOUN
cana-283	62	26	allocation	allocation	NOUN
cana-283	62	27	,	,	PUNCT
cana-283	62	28	addressing	address	VERB
cana-283	62	29	interference	interference	NOUN
cana-283	62	30	communications	communication	NOUN
cana-283	62	31	on	on	ADP
cana-283	62	32	applied	apply	VERB
cana-283	62	33	nonlinear	nonlinear	ADJ
cana-283	62	34	analysis	analysis	NOUN
cana-283	62	35	issn	issn	NOUN
cana-283	62	36	:	:	PUNCT
cana-283	62	37	1074	1074	NUM
cana-283	62	38	-	-	PUNCT
cana-283	62	39	133x	133x	NUM
cana-283	62	40	vol	vol	NOUN
cana-283	62	41	31	31	NUM
cana-283	62	42	no	no	NOUN
cana-283	62	43	.	.	NOUN
cana-283	62	44	1	1	NUM
cana-283	62	45	(	(	PUNCT
cana-283	62	46	2024	2024	NUM
cana-283	62	47	)	)	PUNCT
cana-283	62	48	5	5	NUM
cana-283	62	49	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	62	50	challenges	challenge	VERB
cana-283	62	51	reinforcement	reinforcement	NOUN
cana-283	62	52	learning	learning	NOUN
cana-283	63	1	[	[	X
cana-283	63	2	19	19	NUM
cana-283	63	3	]	]	X
cana-283	63	4	learning	learn	VERB
cana-283	63	5	optimal	optimal	ADJ
cana-283	63	6	actions	action	NOUN
cana-283	63	7	through	through	ADP
cana-283	63	8	interaction	interaction	NOUN
cana-283	63	9	with	with	ADP
cana-283	63	10	the	the	DET
cana-283	63	11	environment	environment	NOUN
cana-283	63	12	adaptive	adaptive	ADJ
cana-283	63	13	network	network	NOUN
cana-283	63	14	optimization	optimization	NOUN
cana-283	63	15	,	,	PUNCT
cana-283	63	16	autonomous	autonomous	ADJ
cana-283	63	17	decision	decision	NOUN
cana-283	63	18	making	make	VERB
cana-283	63	19	high	high	ADJ
cana-283	63	20	computational	computational	ADJ
cana-283	63	21	requirements	requirement	NOUN
cana-283	63	22	;	;	PUNCT
cana-283	63	23	complexity	complexity	NOUN
cana-283	63	24	in	in	ADP
cana-283	63	25	reward	reward	NOUN
cana-283	63	26	function	function	NOUN
cana-283	63	27	design	design	NOUN
cana-283	63	28	autonomous	autonomous	ADJ
cana-283	63	29	network	network	NOUN
cana-283	63	30	optimization	optimization	NOUN
cana-283	63	31	,	,	PUNCT
cana-283	63	32	dynamic	dynamic	ADJ
cana-283	63	33	decisionmaking	decisionmake	VERB
cana-283	63	34	mechanisms	mechanism	NOUN
cana-283	63	35	synergy	synergy	NOUN
cana-283	63	36	studies	study	NOUN
cana-283	63	37	[	[	X
cana-283	63	38	20	20	NUM
cana-283	63	39	]	]	PUNCT
cana-283	63	40	complementary	complementary	ADJ
cana-283	63	41	nature	nature	NOUN
cana-283	63	42	of	of	ADP
cana-283	63	43	chaos	chaos	NOUN
cana-283	63	44	theory	theory	NOUN
cana-283	63	45	and	and	CCONJ
cana-283	63	46	neural	neural	ADJ
cana-283	63	47	networks	network	NOUN
cana-283	63	48	in	in	ADP
cana-283	63	49	communication	communication	NOUN
cana-283	63	50	improved	improve	VERB
cana-283	63	51	security	security	NOUN
cana-283	63	52	,	,	PUNCT
cana-283	63	53	predictive	predictive	ADJ
cana-283	63	54	algorithms	algorithms	NOUN
cana-283	63	55	integration	integration	NOUN
cana-283	63	56	challenges	challenge	NOUN
cana-283	63	57	;	;	PUNCT
cana-283	63	58	need	need	VERB
cana-283	63	59	for	for	ADP
cana-283	63	60	specialized	specialized	ADJ
cana-283	63	61	expertise	expertise	NOUN
cana-283	63	62	in	in	ADP
cana-283	63	63	both	both	DET
cana-283	63	64	domains	domain	NOUN
cana-283	63	65	exploring	explore	VERB
cana-283	63	66	integrated	integrate	VERB
cana-283	63	67	methodologies	methodology	NOUN
cana-283	63	68	,	,	PUNCT
cana-283	63	69	enhancing	enhance	VERB
cana-283	63	70	security	security	NOUN
cana-283	63	71	measures	measure	NOUN
cana-283	63	72	in	in	ADP
cana-283	63	73	predictive	predictive	ADJ
cana-283	63	74	algorithms	algorithm	NOUN
cana-283	63	75	recurrent	recurrent	ADJ
cana-283	63	76	neural	neural	ADJ
cana-283	63	77	networks	network	NOUN
cana-283	63	78	[	[	X
cana-283	63	79	21	21	NUM
cana-283	63	80	]	]	PUNCT
cana-283	63	81	effective	effective	ADJ
cana-283	63	82	in	in	ADP
cana-283	63	83	timeseries	timeserie	NOUN
cana-283	63	84	analysis	analysis	NOUN
cana-283	63	85	,	,	PUNCT
cana-283	63	86	sequential	sequential	ADJ
cana-283	63	87	data	datum	NOUN
cana-283	63	88	processing	processing	NOUN
cana-283	63	89	predicting	predict	VERB
cana-283	63	90	network	network	NOUN
cana-283	63	91	behaviors	behavior	NOUN
cana-283	63	92	,	,	PUNCT
cana-283	63	93	timeseries	timeserie	NOUN
cana-283	63	94	analysis	analysis	NOUN
cana-283	63	95	vulnerability	vulnerability	NOUN
cana-283	63	96	to	to	ADP
cana-283	63	97	vanishing	vanish	VERB
cana-283	63	98	or	or	CCONJ
cana-283	63	99	exploding	explode	VERB
cana-283	63	100	gradients	gradient	NOUN
cana-283	63	101	;	;	PUNCT
cana-283	63	102	need	need	VERB
cana-283	63	103	for	for	ADP
cana-283	63	104	careful	careful	ADJ
cana-283	63	105	architecture	architecture	NOUN
cana-283	63	106	design	design	NOUN
cana-283	63	107	advancing	advance	VERB
cana-283	63	108	predictive	predictive	ADJ
cana-283	63	109	modeling	modeling	NOUN
cana-283	63	110	,	,	PUNCT
cana-283	63	111	refining	refining	NOUN
cana-283	63	112	time	time	NOUN
cana-283	63	113	-	-	PUNCT
cana-283	63	114	series	series	NOUN
cana-283	63	115	analysis	analysis	NOUN
cana-283	63	116	in	in	ADP
cana-283	63	117	communication	communication	NOUN
cana-283	63	118	networks	network	NOUN
cana-283	63	119	spectrum	spectrum	VERB
cana-283	63	120	sensing	sense	VERB
cana-283	63	121	[	[	X
cana-283	63	122	8	8	NUM
cana-283	63	123	]	]	X
cana-283	63	124	utilizing	utilize	VERB
cana-283	63	125	statistical	statistical	ADJ
cana-283	63	126	techniques	technique	NOUN
cana-283	63	127	for	for	ADP
cana-283	63	128	signal	signal	ADJ
cana-283	63	129	detection	detection	NOUN
cana-283	63	130	efficient	efficient	ADJ
cana-283	63	131	spectrum	spectrum	NOUN
cana-283	63	132	utilization	utilization	NOUN
cana-283	63	133	,	,	PUNCT
cana-283	63	134	cognitive	cognitive	ADJ
cana-283	63	135	radio	radio	NOUN
cana-283	63	136	networks	network	NOUN
cana-283	63	137	sensitivity	sensitivity	NOUN
cana-283	63	138	to	to	PART
cana-283	63	139	noise	noise	VERB
cana-283	63	140	and	and	CCONJ
cana-283	63	141	environmental	environmental	ADJ
cana-283	63	142	factors	factor	NOUN
cana-283	63	143	;	;	PUNCT
cana-283	63	144	challenges	challenge	NOUN
cana-283	63	145	in	in	ADP
cana-283	63	146	real	real	ADJ
cana-283	63	147	-	-	PUNCT
cana-283	63	148	time	time	NOUN
cana-283	63	149	implementation	implementation	NOUN
cana-283	63	150	improving	improve	VERB
cana-283	63	151	spectrum	spectrum	NOUN
cana-283	63	152	usage	usage	NOUN
cana-283	63	153	efficiency	efficiency	NOUN
cana-283	63	154	,	,	PUNCT
cana-283	63	155	advancing	advance	VERB
cana-283	63	156	cognitive	cognitive	ADJ
cana-283	63	157	radio	radio	NOUN
cana-283	63	158	networks	network	NOUN
cana-283	63	159	dynamic	dynamic	ADJ
cana-283	63	160	resource	resource	NOUN
cana-283	63	161	allocation	allocation	NOUN
cana-283	63	162	[	[	X
cana-283	63	163	9	9	NUM
cana-283	63	164	]	]	PUNCT
cana-283	63	165	adapting	adapt	VERB
cana-283	63	166	resources	resource	NOUN
cana-283	63	167	based	base	VERB
cana-283	63	168	on	on	ADP
cana-283	63	169	varying	vary	VERB
cana-283	63	170	network	network	NOUN
cana-283	63	171	conditions	condition	NOUN
cana-283	63	172	optimizing	optimize	VERB
cana-283	63	173	resource	resource	NOUN
cana-283	63	174	usage	usage	NOUN
cana-283	63	175	,	,	PUNCT
cana-283	63	176	improving	improve	VERB
cana-283	63	177	network	network	NOUN
cana-283	63	178	performance	performance	NOUN
cana-283	63	179	complexity	complexity	NOUN
cana-283	63	180	in	in	ADP
cana-283	63	181	dynamic	dynamic	ADJ
cana-283	63	182	resource	resource	NOUN
cana-283	63	183	allocation	allocation	NOUN
cana-283	63	184	algorithms	algorithm	NOUN
cana-283	63	185	;	;	PUNCT
cana-283	63	186	challenges	challenge	NOUN
cana-283	63	187	in	in	ADP
cana-283	63	188	dynamic	dynamic	ADJ
cana-283	63	189	network	network	NOUN
cana-283	63	190	environments	environment	NOUN
cana-283	63	191	advancing	advance	VERB
cana-283	63	192	dynamic	dynamic	ADJ
cana-283	63	193	resource	resource	NOUN
cana-283	63	194	allocation	allocation	NOUN
cana-283	63	195	techniques	technique	NOUN
cana-283	63	196	,	,	PUNCT
cana-283	63	197	refining	refining	NOUN
cana-283	63	198	network	network	NOUN
cana-283	63	199	performance	performance	NOUN
cana-283	63	200	security	security	NOUN
cana-283	63	201	measures[10	measures[10	NOUN
cana-283	63	202	]	]	PUNCT
cana-283	63	203	developing	develop	VERB
cana-283	63	204	robust	robust	ADJ
cana-283	63	205	encryption	encryption	NOUN
cana-283	63	206	methods	method	NOUN
cana-283	63	207	and	and	CCONJ
cana-283	63	208	predictive	predictive	ADJ
cana-283	63	209	algorithms	algorithm	NOUN
cana-283	63	210	ensuring	ensure	VERB
cana-283	63	211	data	datum	NOUN
cana-283	63	212	security	security	NOUN
cana-283	63	213	,	,	PUNCT
cana-283	63	214	preventing	prevent	VERB
cana-283	63	215	cyber	cyber	ADJ
cana-283	63	216	threats	threat	NOUN
cana-283	63	217	constant	constant	ADJ
cana-283	63	218	need	need	NOUN
cana-283	63	219	for	for	ADP
cana-283	63	220	upgraded	upgrade	VERB
cana-283	63	221	security	security	NOUN
cana-283	63	222	measures	measure	NOUN
cana-283	63	223	;	;	PUNCT
cana-283	63	224	challenges	challenge	NOUN
cana-283	63	225	in	in	ADP
cana-283	63	226	countering	counter	VERB
cana-283	63	227	evolving	evolve	VERB
cana-283	63	228	cyber	cyber	NOUN
cana-283	63	229	threats	threat	NOUN
cana-283	63	230	advancing	advance	VERB
cana-283	63	231	security	security	NOUN
cana-283	63	232	measures	measure	NOUN
cana-283	63	233	,	,	PUNCT
cana-283	63	234	improving	improve	VERB
cana-283	63	235	resilience	resilience	NOUN
cana-283	63	236	against	against	ADP
cana-283	63	237	evolving	evolve	VERB
cana-283	63	238	cyber	cyber	NOUN
cana-283	63	239	threats	threat	NOUN
cana-283	63	240	communications	communication	NOUN
cana-283	63	241	on	on	ADP
cana-283	63	242	applied	apply	VERB
cana-283	63	243	nonlinear	nonlinear	ADJ
cana-283	63	244	analysis	analysis	NOUN
cana-283	63	245	issn	issn	NOUN
cana-283	63	246	:	:	PUNCT
cana-283	63	247	1074	1074	NUM
cana-283	63	248	-	-	PUNCT
cana-283	63	249	133x	133x	NUM
cana-283	63	250	vol	vol	NOUN
cana-283	63	251	31	31	NUM
cana-283	63	252	no	no	NOUN
cana-283	63	253	.	.	NOUN
cana-283	63	254	1	1	NUM
cana-283	63	255	(	(	PUNCT
cana-283	63	256	2024	2024	NUM
cana-283	63	257	)	)	PUNCT
cana-283	63	258	6	6	NUM
cana-283	63	259	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	63	260	iii	iii	PROPN
cana-283	63	261	.	.	PROPN
cana-283	63	262	method	method	NOUN
cana-283	63	263	and	and	CCONJ
cana-283	63	264	material	material	PROPN
cana-283	63	265	a.	a.	NOUN
cana-283	63	266	nonlinear	nonlinear	PROPN
cana-283	63	267	analysis	analysis	NOUN
cana-283	63	268	1	1	NUM
cana-283	63	269	.	.	PUNCT
cana-283	63	270	chaos	chaos	NOUN
cana-283	63	271	theory	theory	NOUN
cana-283	63	272	a	a	DET
cana-283	63	273	fundamental	fundamental	ADJ
cana-283	63	274	component	component	NOUN
cana-283	63	275	of	of	ADP
cana-283	63	276	nonlinear	nonlinear	ADJ
cana-283	63	277	analysis	analysis	NOUN
cana-283	63	278	,	,	PUNCT
cana-283	63	279	chaos	chaos	NOUN
cana-283	63	280	theory	theory	NOUN
cana-283	63	281	exposed	expose	VERB
cana-283	63	282	the	the	DET
cana-283	63	283	intrinsic	intrinsic	ADJ
cana-283	63	284	susceptibility	susceptibility	NOUN
cana-283	63	285	of	of	ADP
cana-283	63	286	complex	complex	ADJ
cana-283	63	287	systems	system	NOUN
cana-283	63	288	to	to	ADP
cana-283	63	289	initial	initial	ADJ
cana-283	63	290	circumstances	circumstance	NOUN
cana-283	63	291	,	,	PUNCT
cana-283	63	292	which	which	PRON
cana-283	63	293	completely	completely	ADV
cana-283	63	294	changed	change	VERB
cana-283	63	295	our	our	PRON
cana-283	63	296	understanding	understanding	NOUN
cana-283	63	297	of	of	ADP
cana-283	63	298	them	they	PRON
cana-283	63	299	.	.	PUNCT
cana-283	64	1	this	this	DET
cana-283	64	2	theory	theory	NOUN
cana-283	64	3	emphasises	emphasise	VERB
cana-283	64	4	how	how	SCONJ
cana-283	64	5	slight	slight	ADJ
cana-283	64	6	changes	change	NOUN
cana-283	64	7	in	in	ADP
cana-283	64	8	initial	initial	ADJ
cana-283	64	9	parameters	parameter	NOUN
cana-283	64	10	can	can	AUX
cana-283	64	11	result	result	VERB
cana-283	64	12	in	in	ADP
cana-283	64	13	radically	radically	ADV
cana-283	64	14	different	different	ADJ
cana-283	64	15	outcomes	outcome	NOUN
cana-283	64	16	in	in	ADP
cana-283	64	17	dynamic	dynamic	ADJ
cana-283	64	18	systems	system	NOUN
cana-283	64	19	,	,	PUNCT
cana-283	64	20	as	as	SCONJ
cana-283	64	21	exemplified	exemplify	VERB
cana-283	64	22	by	by	ADP
cana-283	64	23	the	the	DET
cana-283	64	24	butterfly	butterfly	NOUN
cana-283	64	25	effect	effect	NOUN
cana-283	64	26	.	.	PUNCT
cana-283	65	1	chaotic	chaotic	ADJ
cana-283	65	2	theory	theory	NOUN
cana-283	65	3	aids	aid	NOUN
cana-283	65	4	in	in	ADP
cana-283	65	5	understanding	understand	VERB
cana-283	65	6	the	the	DET
cana-283	65	7	unpredictable	unpredictable	ADJ
cana-283	65	8	nature	nature	NOUN
cana-283	65	9	of	of	ADP
cana-283	65	10	data	data	NOUN
cana-283	65	11	transmission	transmission	NOUN
cana-283	65	12	in	in	ADP
cana-283	65	13	intricate	intricate	ADJ
cana-283	65	14	networks	network	NOUN
cana-283	65	15	in	in	ADP
cana-283	65	16	the	the	DET
cana-283	65	17	field	field	NOUN
cana-283	65	18	of	of	ADP
cana-283	65	19	communication	communication	NOUN
cana-283	65	20	technology	technology	NOUN
cana-283	65	21	.	.	PUNCT
cana-283	66	1	by	by	ADP
cana-283	66	2	taking	take	VERB
cana-283	66	3	use	use	NOUN
cana-283	66	4	of	of	ADP
cana-283	66	5	the	the	DET
cana-283	66	6	deterministic	deterministic	ADJ
cana-283	66	7	chaos	chaos	NOUN
cana-283	66	8	present	present	ADJ
cana-283	66	9	in	in	ADP
cana-283	66	10	these	these	DET
cana-283	66	11	systems	system	NOUN
cana-283	66	12	,	,	PUNCT
cana-283	66	13	it	it	PRON
cana-283	66	14	makes	make	VERB
cana-283	66	15	it	it	PRON
cana-283	66	16	possible	possible	ADJ
cana-283	66	17	to	to	PART
cana-283	66	18	design	design	VERB
cana-283	66	19	strong	strong	ADJ
cana-283	66	20	encryption	encryption	NOUN
cana-283	66	21	techniques	technique	NOUN
cana-283	66	22	that	that	PRON
cana-283	66	23	provide	provide	VERB
cana-283	66	24	safe	safe	ADJ
cana-283	66	25	and	and	CCONJ
cana-283	66	26	reliable	reliable	ADJ
cana-283	66	27	communication	communication	NOUN
cana-283	66	28	channels	channel	NOUN
cana-283	66	29	.	.	PUNCT
cana-283	67	1	moreover	moreover	ADV
cana-283	67	2	,	,	PUNCT
cana-283	67	3	chaos	chaos	NOUN
cana-283	67	4	theory	theory	NOUN
cana-283	67	5	has	have	AUX
cana-283	67	6	made	make	VERB
cana-283	67	7	it	it	PRON
cana-283	67	8	easier	easy	ADJ
cana-283	67	9	to	to	PART
cana-283	67	10	develop	develop	VERB
cana-283	67	11	encryption	encryption	NOUN
cana-283	67	12	algorithms	algorithm	NOUN
cana-283	67	13	that	that	PRON
cana-283	67	14	withstand	withstand	VERB
cana-283	67	15	conventional	conventional	ADJ
cana-283	67	16	cryptographic	cryptographic	ADJ
cana-283	67	17	attacks	attack	NOUN
cana-283	67	18	,	,	PUNCT
cana-283	67	19	improving	improve	VERB
cana-283	67	20	communication	communication	NOUN
cana-283	67	21	protocols	protocol	NOUN
cana-283	67	22	'	'	PART
cana-283	67	23	data	datum	NOUN
cana-283	67	24	security	security	NOUN
cana-283	67	25	.	.	PUNCT
cana-283	68	1	figure	figure	NOUN
cana-283	68	2	2	2	NUM
cana-283	68	3	:	:	PUNCT
cana-283	68	4	model	model	NOUN
cana-283	68	5	overview	overview	NOUN
cana-283	68	6	for	for	ADP
cana-283	68	7	nonlinear	nonlinear	ADJ
cana-283	68	8	analysis	analysis	NOUN
cana-283	68	9	2	2	NUM
cana-283	68	10	.	.	PUNCT
cana-283	68	11	fractal	fractal	ADJ
cana-283	68	12	geometry	geometry	NOUN
cana-283	68	13	another	another	DET
cana-283	68	14	essential	essential	ADJ
cana-283	68	15	component	component	NOUN
cana-283	68	16	of	of	ADP
cana-283	68	17	nonlinear	nonlinear	ADJ
cana-283	68	18	analysis	analysis	NOUN
cana-283	68	19	is	be	AUX
cana-283	68	20	fractal	fractal	ADJ
cana-283	68	21	geometry	geometry	NOUN
cana-283	68	22	,	,	PUNCT
cana-283	68	23	which	which	PRON
cana-283	68	24	investigates	investigate	VERB
cana-283	68	25	the	the	DET
cana-283	68	26	idea	idea	NOUN
cana-283	68	27	of	of	ADP
cana-283	68	28	self	self	NOUN
cana-283	68	29	-	-	PUNCT
cana-283	68	30	similarity	similarity	NOUN
cana-283	68	31	in	in	ADP
cana-283	68	32	complex	complex	ADJ
cana-283	68	33	structures	structure	NOUN
cana-283	68	34	.	.	PUNCT
cana-283	69	1	self	self	NOUN
cana-283	69	2	-	-	PUNCT
cana-283	69	3	similar	similar	ADJ
cana-283	69	4	patterns	pattern	NOUN
cana-283	69	5	are	be	AUX
cana-283	69	6	frequently	frequently	ADV
cana-283	69	7	seen	see	VERB
cana-283	69	8	in	in	ADP
cana-283	69	9	the	the	DET
cana-283	69	10	data	datum	NOUN
cana-283	69	11	and	and	CCONJ
cana-283	69	12	transmission	transmission	NOUN
cana-283	69	13	properties	property	NOUN
cana-283	69	14	of	of	ADP
cana-283	69	15	communication	communication	NOUN
cana-283	69	16	networks	network	NOUN
cana-283	69	17	.	.	PUNCT
cana-283	70	1	by	by	ADP
cana-283	70	2	recognising	recognise	VERB
cana-283	70	3	and	and	CCONJ
cana-283	70	4	taking	take	VERB
cana-283	70	5	advantage	advantage	NOUN
cana-283	70	6	of	of	ADP
cana-283	70	7	these	these	DET
cana-283	70	8	self	self	NOUN
cana-283	70	9	-	-	PUNCT
cana-283	70	10	repeating	repeat	VERB
cana-283	70	11	patterns	pattern	NOUN
cana-283	70	12	,	,	PUNCT
cana-283	70	13	fractal	fractal	ADJ
cana-283	70	14	geometry	geometry	NOUN
cana-283	70	15	facilitates	facilitate	VERB
cana-283	70	16	the	the	DET
cana-283	70	17	encoding	encoding	NOUN
cana-283	70	18	and	and	CCONJ
cana-283	70	19	decoding	decoding	NOUN
cana-283	70	20	of	of	ADP
cana-283	70	21	signals	signal	NOUN
cana-283	70	22	and	and	CCONJ
cana-283	70	23	allows	allow	VERB
cana-283	70	24	for	for	ADP
cana-283	70	25	more	more	ADV
cana-283	70	26	effective	effective	ADJ
cana-283	70	27	error	error	NOUN
cana-283	70	28	correction	correction	NOUN
cana-283	70	29	and	and	CCONJ
cana-283	70	30	data	datum	NOUN
cana-283	70	31	compression	compression	NOUN
cana-283	70	32	.	.	PUNCT
cana-283	71	1	fractal	fractal	ADJ
cana-283	71	2	geometry	geometry	NOUN
cana-283	71	3	is	be	AUX
cana-283	71	4	used	use	VERB
cana-283	71	5	in	in	ADP
cana-283	71	6	communication	communication	NOUN
cana-283	71	7	communications	communication	NOUN
cana-283	71	8	on	on	ADP
cana-283	71	9	applied	apply	VERB
cana-283	71	10	nonlinear	nonlinear	ADJ
cana-283	71	11	analysis	analysis	NOUN
cana-283	71	12	issn	issn	NOUN
cana-283	71	13	:	:	PUNCT
cana-283	71	14	1074	1074	NUM
cana-283	71	15	-	-	PUNCT
cana-283	71	16	133x	133x	NUM
cana-283	71	17	vol	vol	NOUN
cana-283	71	18	31	31	NUM
cana-283	71	19	no	no	NOUN
cana-283	71	20	.	.	NOUN
cana-283	71	21	1	1	NUM
cana-283	71	22	(	(	PUNCT
cana-283	71	23	2024	2024	NUM
cana-283	71	24	)	)	PUNCT
cana-283	71	25	7	7	NUM
cana-283	71	26	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	71	27	technology	technology	NOUN
cana-283	71	28	to	to	PART
cana-283	71	29	represent	represent	VERB
cana-283	71	30	complex	complex	ADJ
cana-283	71	31	data	datum	NOUN
cana-283	71	32	with	with	ADP
cana-283	71	33	less	less	ADJ
cana-283	71	34	information	information	NOUN
cana-283	71	35	,	,	PUNCT
cana-283	71	36	which	which	PRON
cana-283	71	37	improves	improve	VERB
cana-283	71	38	signal	signal	ADJ
cana-283	71	39	integrity	integrity	NOUN
cana-283	71	40	and	and	CCONJ
cana-283	71	41	transmission	transmission	NOUN
cana-283	71	42	efficiency	efficiency	NOUN
cana-283	71	43	.	.	PUNCT
cana-283	72	1	this	this	PRON
cana-283	72	2	is	be	AUX
cana-283	72	3	an	an	DET
cana-283	72	4	important	important	ADJ
cana-283	72	5	feature	feature	NOUN
cana-283	72	6	for	for	ADP
cana-283	72	7	high	high	ADJ
cana-283	72	8	-	-	PUNCT
cana-283	72	9	speed	speed	NOUN
cana-283	72	10	and	and	CCONJ
cana-283	72	11	resource	resource	NOUN
cana-283	72	12	-	-	PUNCT
cana-283	72	13	constrained	constrain	VERB
cana-283	72	14	communication	communication	NOUN
cana-283	72	15	channels	channel	NOUN
cana-283	72	16	.	.	PUNCT
cana-283	73	1	3	3	X
cana-283	73	2	.	.	X
cana-283	73	3	dynamical	dynamical	ADJ
cana-283	73	4	systems	system	NOUN
cana-283	73	5	modeling	model	VERB
cana-283	73	6	a	a	DET
cana-283	73	7	foundation	foundation	NOUN
cana-283	73	8	for	for	ADP
cana-283	73	9	comprehending	comprehend	VERB
cana-283	73	10	the	the	DET
cana-283	73	11	dynamic	dynamic	ADJ
cana-283	73	12	behaviours	behaviour	NOUN
cana-283	73	13	of	of	ADP
cana-283	73	14	communication	communication	NOUN
cana-283	73	15	networks	network	NOUN
cana-283	73	16	is	be	AUX
cana-283	73	17	provided	provide	VERB
cana-283	73	18	by	by	ADP
cana-283	73	19	the	the	DET
cana-283	73	20	use	use	NOUN
cana-283	73	21	of	of	ADP
cana-283	73	22	dynamic	dynamic	ADJ
cana-283	73	23	systems	system	NOUN
cana-283	73	24	modelling	modelling	NOUN
cana-283	73	25	in	in	ADP
cana-283	73	26	nonlinear	nonlinear	ADJ
cana-283	73	27	analysis	analysis	NOUN
cana-283	73	28	.	.	PUNCT
cana-283	74	1	it	it	PRON
cana-283	74	2	entails	entail	VERB
cana-283	74	3	using	use	VERB
cana-283	74	4	mathematics	mathematic	NOUN
cana-283	74	5	to	to	PART
cana-283	74	6	depict	depict	VERB
cana-283	74	7	network	network	NOUN
cana-283	74	8	parts	part	NOUN
cana-283	74	9	and	and	CCONJ
cana-283	74	10	their	their	PRON
cana-283	74	11	interactions	interaction	NOUN
cana-283	74	12	.	.	PUNCT
cana-283	75	1	through	through	ADP
cana-283	75	2	the	the	DET
cana-283	75	3	use	use	NOUN
cana-283	75	4	of	of	ADP
cana-283	75	5	modelling	modelling	NOUN
cana-283	75	6	,	,	PUNCT
cana-283	75	7	network	network	NOUN
cana-283	75	8	behaviours	behaviour	NOUN
cana-283	75	9	can	can	AUX
cana-283	75	10	be	be	AUX
cana-283	75	11	predicted	predict	VERB
cana-283	75	12	and	and	CCONJ
cana-283	75	13	optimised	optimise	VERB
cana-283	75	14	,	,	PUNCT
cana-283	75	15	leading	lead	VERB
cana-283	75	16	to	to	ADP
cana-283	75	17	more	more	ADV
cana-283	75	18	effective	effective	ADJ
cana-283	75	19	data	data	NOUN
cana-283	75	20	transmission	transmission	NOUN
cana-283	75	21	and	and	CCONJ
cana-283	75	22	reception	reception	NOUN
cana-283	75	23	.	.	PUNCT
cana-283	76	1	it	it	PRON
cana-283	76	2	is	be	AUX
cana-283	76	3	feasible	feasible	ADJ
cana-283	76	4	to	to	PART
cana-283	76	5	predict	predict	VERB
cana-283	76	6	future	future	ADJ
cana-283	76	7	network	network	NOUN
cana-283	76	8	outages	outage	NOUN
cana-283	76	9	,	,	PUNCT
cana-283	76	10	distribute	distribute	VERB
cana-283	76	11	resources	resource	NOUN
cana-283	76	12	as	as	ADV
cana-283	76	13	efficiently	efficiently	ADV
cana-283	76	14	as	as	ADP
cana-283	76	15	possible	possible	ADJ
cana-283	76	16	,	,	PUNCT
cana-283	76	17	and	and	CCONJ
cana-283	76	18	improve	improve	VERB
cana-283	76	19	overall	overall	ADJ
cana-283	76	20	network	network	NOUN
cana-283	76	21	performance	performance	NOUN
cana-283	76	22	by	by	ADP
cana-283	76	23	looking	look	VERB
cana-283	76	24	at	at	ADP
cana-283	76	25	how	how	SCONJ
cana-283	76	26	different	different	ADJ
cana-283	76	27	network	network	NOUN
cana-283	76	28	components	component	NOUN
cana-283	76	29	interact	interact	VERB
cana-283	76	30	with	with	ADP
cana-283	76	31	one	one	NUM
cana-283	76	32	another	another	DET
cana-283	76	33	.	.	PUNCT
cana-283	77	1	furthermore	furthermore	ADV
cana-283	77	2	,	,	PUNCT
cana-283	77	3	channel	channel	NOUN
cana-283	77	4	behaviours	behaviour	NOUN
cana-283	77	5	can	can	AUX
cana-283	77	6	be	be	AUX
cana-283	77	7	characterised	characterise	VERB
cana-283	77	8	with	with	ADP
cana-283	77	9	the	the	DET
cana-283	77	10	use	use	NOUN
cana-283	77	11	of	of	ADP
cana-283	77	12	dynamical	dynamical	ADJ
cana-283	77	13	systems	system	NOUN
cana-283	77	14	modelling	modelling	NOUN
cana-283	77	15	,	,	PUNCT
cana-283	77	16	which	which	PRON
cana-283	77	17	facilitates	facilitate	VERB
cana-283	77	18	the	the	DET
cana-283	77	19	creation	creation	NOUN
cana-283	77	20	of	of	ADP
cana-283	77	21	error	error	NOUN
cana-283	77	22	-	-	PUNCT
cana-283	77	23	correction	correction	NOUN
cana-283	77	24	codes	code	NOUN
cana-283	77	25	that	that	PRON
cana-283	77	26	lessen	lessen	VERB
cana-283	77	27	the	the	DET
cana-283	77	28	negative	negative	ADJ
cana-283	77	29	effects	effect	NOUN
cana-283	77	30	of	of	ADP
cana-283	77	31	noise	noise	NOUN
cana-283	77	32	and	and	CCONJ
cana-283	77	33	interference	interference	NOUN
cana-283	77	34	on	on	ADP
cana-283	77	35	data	datum	NOUN
cana-283	77	36	transmission	transmission	NOUN
cana-283	77	37	.	.	PUNCT
cana-283	78	1	these	these	DET
cana-283	78	2	nonlinear	nonlinear	ADJ
cana-283	78	3	analysis	analysis	NOUN
cana-283	78	4	facets	facet	NOUN
cana-283	78	5	work	work	VERB
cana-283	78	6	together	together	ADV
cana-283	78	7	to	to	PART
cana-283	78	8	form	form	VERB
cana-283	78	9	the	the	DET
cana-283	78	10	cornerstones	cornerstone	NOUN
cana-283	78	11	that	that	PRON
cana-283	78	12	support	support	VERB
cana-283	78	13	our	our	PRON
cana-283	78	14	understanding	understanding	NOUN
cana-283	78	15	and	and	CCONJ
cana-283	78	16	improvement	improvement	NOUN
cana-283	78	17	of	of	ADP
cana-283	78	18	communication	communication	NOUN
cana-283	78	19	systems	system	NOUN
cana-283	78	20	.	.	PUNCT
cana-283	79	1	by	by	ADP
cana-283	79	2	providing	provide	VERB
cana-283	79	3	insights	insight	NOUN
cana-283	79	4	into	into	ADP
cana-283	79	5	the	the	DET
cana-283	79	6	inherent	inherent	ADJ
cana-283	79	7	complexity	complexity	NOUN
cana-283	79	8	and	and	CCONJ
cana-283	79	9	unpredictable	unpredictable	ADJ
cana-283	79	10	nature	nature	NOUN
cana-283	79	11	of	of	ADP
cana-283	79	12	network	network	NOUN
cana-283	79	13	behaviours	behaviour	NOUN
cana-283	79	14	,	,	PUNCT
cana-283	79	15	they	they	PRON
cana-283	79	16	make	make	VERB
cana-283	79	17	it	it	PRON
cana-283	79	18	possible	possible	ADJ
cana-283	79	19	to	to	PART
cana-283	79	20	devise	devise	VERB
cana-283	79	21	methods	method	NOUN
cana-283	79	22	that	that	PRON
cana-283	79	23	improve	improve	VERB
cana-283	79	24	security	security	NOUN
cana-283	79	25	protocols	protocol	NOUN
cana-283	79	26	,	,	PUNCT
cana-283	79	27	signal	signal	ADJ
cana-283	79	28	processing	processing	NOUN
cana-283	79	29	,	,	PUNCT
cana-283	79	30	and	and	CCONJ
cana-283	79	31	overall	overall	ADJ
cana-283	79	32	network	network	NOUN
cana-283	79	33	efficiency	efficiency	NOUN
cana-283	79	34	.	.	PUNCT
cana-283	80	1	communication	communication	NOUN
cana-283	80	2	technology	technology	NOUN
cana-283	80	3	evolves	evolve	VERB
cana-283	80	4	towards	towards	ADP
cana-283	80	5	more	more	ADV
cana-283	80	6	secure	secure	ADJ
cana-283	80	7	,	,	PUNCT
cana-283	80	8	dependable	dependable	ADJ
cana-283	80	9	,	,	PUNCT
cana-283	80	10	and	and	CCONJ
cana-283	80	11	efficient	efficient	ADJ
cana-283	80	12	systems	system	NOUN
cana-283	80	13	,	,	PUNCT
cana-283	80	14	able	able	ADJ
cana-283	80	15	to	to	PART
cana-283	80	16	handle	handle	VERB
cana-283	80	17	the	the	DET
cana-283	80	18	complexities	complexity	NOUN
cana-283	80	19	inherent	inherent	ADJ
cana-283	80	20	in	in	ADP
cana-283	80	21	current	current	ADJ
cana-283	80	22	data	datum	NOUN
cana-283	80	23	transfer	transfer	NOUN
cana-283	80	24	,	,	PUNCT
cana-283	80	25	by	by	ADP
cana-283	80	26	utilising	utilise	VERB
cana-283	80	27	fractal	fractal	ADJ
cana-283	80	28	geometry	geometry	NOUN
cana-283	80	29	,	,	PUNCT
cana-283	80	30	chaos	chaos	NOUN
cana-283	80	31	theory	theory	NOUN
cana-283	80	32	,	,	PUNCT
cana-283	80	33	and	and	CCONJ
cana-283	80	34	dynamical	dynamical	ADJ
cana-283	80	35	systems	system	NOUN
cana-283	80	36	modelling	modelling	NOUN
cana-283	80	37	.	.	PUNCT
cana-283	81	1	in	in	ADP
cana-283	81	2	order	order	NOUN
cana-283	81	3	to	to	PART
cana-283	81	4	provide	provide	VERB
cana-283	81	5	reliable	reliable	ADJ
cana-283	81	6	and	and	CCONJ
cana-283	81	7	adaptable	adaptable	ADJ
cana-283	81	8	network	network	NOUN
cana-283	81	9	performance	performance	NOUN
cana-283	81	10	in	in	ADP
cana-283	81	11	the	the	DET
cana-283	81	12	face	face	NOUN
cana-283	81	13	of	of	ADP
cana-283	81	14	dynamic	dynamic	ADJ
cana-283	81	15	and	and	CCONJ
cana-283	81	16	unexpected	unexpected	ADJ
cana-283	81	17	surroundings	surrounding	NOUN
cana-283	81	18	,	,	PUNCT
cana-283	81	19	communication	communication	NOUN
cana-283	81	20	systems	system	NOUN
cana-283	81	21	are	be	AUX
cana-283	81	22	given	give	VERB
cana-283	81	23	the	the	DET
cana-283	81	24	means	mean	NOUN
cana-283	81	25	to	to	PART
cana-283	81	26	navigate	navigate	VERB
cana-283	81	27	and	and	CCONJ
cana-283	81	28	harness	harness	NOUN
cana-283	81	29	the	the	DET
cana-283	81	30	inherent	inherent	ADJ
cana-283	81	31	complexities	complexity	NOUN
cana-283	81	32	using	use	VERB
cana-283	81	33	the	the	DET
cana-283	81	34	interdisciplinary	interdisciplinary	ADJ
cana-283	81	35	approach	approach	NOUN
cana-283	81	36	of	of	ADP
cana-283	81	37	nonlinear	nonlinear	ADJ
cana-283	81	38	analysis	analysis	NOUN
cana-283	81	39	.	.	PUNCT
cana-283	82	1	b.	b.	PROPN
cana-283	82	2	machine	machine	NOUN
cana-283	82	3	learning	learn	VERB
cana-283	82	4	1	1	NUM
cana-283	82	5	.	.	PUNCT
cana-283	82	6	neural	neural	ADJ
cana-283	82	7	networks	network	NOUN
cana-283	82	8	machine	machine	NOUN
cana-283	82	9	learning	learning	NOUN
cana-283	82	10	is	be	AUX
cana-283	82	11	based	base	VERB
cana-283	82	12	on	on	ADP
cana-283	82	13	neural	neural	ADJ
cana-283	82	14	networks	network	NOUN
cana-283	82	15	,	,	PUNCT
cana-283	82	16	which	which	PRON
cana-283	82	17	are	be	AUX
cana-283	82	18	fundamentally	fundamentally	ADV
cana-283	82	19	inspired	inspire	VERB
cana-283	82	20	by	by	ADP
cana-283	82	21	the	the	DET
cana-283	82	22	structure	structure	NOUN
cana-283	82	23	and	and	CCONJ
cana-283	82	24	operation	operation	NOUN
cana-283	82	25	of	of	ADP
cana-283	82	26	the	the	DET
cana-283	82	27	human	human	ADJ
cana-283	82	28	brain	brain	NOUN
cana-283	82	29	.	.	PUNCT
cana-283	83	1	they	they	PRON
cana-283	83	2	are	be	AUX
cana-283	83	3	composed	compose	VERB
cana-283	83	4	of	of	ADP
cana-283	83	5	information	information	NOUN
cana-283	83	6	-	-	PUNCT
cana-283	83	7	processing	processing	NOUN
cana-283	83	8	nodes	node	NOUN
cana-283	83	9	arranged	arrange	VERB
cana-283	83	10	in	in	ADP
cana-283	83	11	interconnected	interconnected	ADJ
cana-283	83	12	layers	layer	NOUN
cana-283	83	13	.	.	PUNCT
cana-283	84	1	neural	neural	ADJ
cana-283	84	2	networks	network	NOUN
cana-283	84	3	are	be	AUX
cana-283	84	4	highly	highly	ADV
cana-283	84	5	effective	effective	ADJ
cana-283	84	6	in	in	ADP
cana-283	84	7	pattern	pattern	NOUN
cana-283	84	8	recognition	recognition	NOUN
cana-283	84	9	,	,	PUNCT
cana-283	84	10	data	datum	NOUN
cana-283	84	11	learning	learning	NOUN
cana-283	84	12	,	,	PUNCT
cana-283	84	13	and	and	CCONJ
cana-283	84	14	prediction	prediction	NOUN
cana-283	84	15	in	in	ADP
cana-283	84	16	communication	communication	NOUN
cana-283	84	17	technology	technology	NOUN
cana-283	84	18	.	.	PUNCT
cana-283	85	1	for	for	ADP
cana-283	85	2	example	example	NOUN
cana-283	85	3	,	,	PUNCT
cana-283	85	4	they	they	PRON
cana-283	85	5	efficiently	efficiently	ADV
cana-283	85	6	reduce	reduce	VERB
cana-283	85	7	distortion	distortion	NOUN
cana-283	85	8	in	in	ADP
cana-283	85	9	channel	channel	NOUN
cana-283	85	10	equalisation	equalisation	NOUN
cana-283	85	11	,	,	PUNCT
cana-283	85	12	improving	improve	VERB
cana-283	85	13	the	the	DET
cana-283	85	14	quality	quality	NOUN
cana-283	85	15	of	of	ADP
cana-283	85	16	received	receive	VERB
cana-283	85	17	signals	signal	NOUN
cana-283	85	18	.	.	PUNCT
cana-283	86	1	these	these	DET
cana-283	86	2	networks	network	NOUN
cana-283	86	3	are	be	AUX
cana-283	86	4	essential	essential	ADJ
cana-283	86	5	for	for	ADP
cana-283	86	6	error	error	NOUN
cana-283	86	7	correction	correction	NOUN
cana-283	86	8	as	as	ADV
cana-283	86	9	well	well	ADV
cana-283	86	10	,	,	PUNCT
cana-283	86	11	helping	help	VERB
cana-283	86	12	to	to	PART
cana-283	86	13	find	find	VERB
cana-283	86	14	and	and	CCONJ
cana-283	86	15	fix	fix	VERB
cana-283	86	16	mistakes	mistake	NOUN
cana-283	86	17	in	in	ADP
cana-283	86	18	data	datum	NOUN
cana-283	86	19	that	that	PRON
cana-283	86	20	is	be	AUX
cana-283	86	21	transmitted	transmit	VERB
cana-283	86	22	.	.	PUNCT
cana-283	87	1	because	because	SCONJ
cana-283	87	2	of	of	ADP
cana-283	87	3	their	their	PRON
cana-283	87	4	versatility	versatility	NOUN
cana-283	87	5	,	,	PUNCT
cana-283	87	6	they	they	PRON
cana-283	87	7	can	can	AUX
cana-283	87	8	identify	identify	VERB
cana-283	87	9	patterns	pattern	NOUN
cana-283	87	10	in	in	ADP
cana-283	87	11	noisy	noisy	ADJ
cana-283	87	12	or	or	CCONJ
cana-283	87	13	unclear	unclear	ADJ
cana-283	87	14	data	datum	NOUN
cana-283	87	15	,	,	PUNCT
cana-283	87	16	greatly	greatly	ADV
cana-283	87	17	enhancing	enhance	VERB
cana-283	87	18	the	the	DET
cana-283	87	19	efficiency	efficiency	NOUN
cana-283	87	20	and	and	CCONJ
cana-283	87	21	dependability	dependability	NOUN
cana-283	87	22	of	of	ADP
cana-283	87	23	data	datum	NOUN
cana-283	87	24	transfer	transfer	NOUN
cana-283	87	25	.	.	PUNCT
cana-283	88	1	2	2	X
cana-283	88	2	.	.	X
cana-283	88	3	deep	deep	ADJ
cana-283	88	4	learning	learning	NOUN
cana-283	88	5	architectures	architecture	NOUN
cana-283	88	6	complex	complex	ADJ
cana-283	88	7	,	,	PUNCT
cana-283	88	8	multi	multi	ADJ
cana-283	88	9	-	-	ADJ
cana-283	88	10	layered	layered	ADJ
cana-283	88	11	neural	neural	ADJ
cana-283	88	12	networks	network	NOUN
cana-283	88	13	are	be	AUX
cana-283	88	14	used	use	VERB
cana-283	88	15	in	in	ADP
cana-283	88	16	deep	deep	ADJ
cana-283	88	17	learning	learning	NOUN
cana-283	88	18	,	,	PUNCT
cana-283	88	19	an	an	DET
cana-283	88	20	advanced	advanced	ADJ
cana-283	88	21	subset	subset	NOUN
cana-283	88	22	of	of	ADP
cana-283	88	23	machine	machine	NOUN
cana-283	88	24	learning	learning	NOUN
cana-283	88	25	,	,	PUNCT
cana-283	88	26	for	for	ADP
cana-283	88	27	feature	feature	NOUN
cana-283	88	28	extraction	extraction	NOUN
cana-283	88	29	and	and	CCONJ
cana-283	88	30	data	datum	NOUN
cana-283	88	31	representation	representation	NOUN
cana-283	88	32	.	.	PUNCT
cana-283	89	1	these	these	DET
cana-283	89	2	architectures	architecture	NOUN
cana-283	89	3	offer	offer	VERB
cana-283	89	4	advanced	advanced	ADJ
cana-283	89	5	techniques	technique	NOUN
cana-283	89	6	for	for	ADP
cana-283	89	7	mitigating	mitigate	VERB
cana-283	89	8	interference	interference	NOUN
cana-283	89	9	and	and	CCONJ
cana-283	89	10	allocating	allocate	VERB
cana-283	89	11	resources	resource	NOUN
cana-283	89	12	in	in	ADP
cana-283	89	13	communication	communication	NOUN
cana-283	89	14	systems	system	NOUN
cana-283	89	15	.	.	PUNCT
cana-283	90	1	for	for	ADP
cana-283	90	2	example	example	NOUN
cana-283	90	3	,	,	PUNCT
cana-283	90	4	in	in	ADP
cana-283	90	5	wireless	wireless	ADJ
cana-283	90	6	communication	communication	NOUN
cana-283	90	7	,	,	PUNCT
cana-283	90	8	they	they	PRON
cana-283	90	9	help	help	VERB
cana-283	90	10	to	to	PART
cana-283	90	11	improve	improve	VERB
cana-283	90	12	network	network	NOUN
cana-283	90	13	performance	performance	NOUN
cana-283	90	14	by	by	ADP
cana-283	90	15	optimising	optimise	VERB
cana-283	90	16	resource	resource	NOUN
cana-283	90	17	allocation	allocation	NOUN
cana-283	90	18	for	for	ADP
cana-283	90	19	improved	improved	ADJ
cana-283	90	20	spectrum	spectrum	NOUN
cana-283	90	21	utilisation	utilisation	NOUN
cana-283	90	22	.	.	PUNCT
cana-283	91	1	by	by	ADP
cana-283	91	2	distinguishing	distinguish	VERB
cana-283	91	3	between	between	ADP
cana-283	91	4	the	the	DET
cana-283	91	5	desired	desire	VERB
cana-283	91	6	signal	signal	NOUN
cana-283	91	7	and	and	CCONJ
cana-283	91	8	noise	noise	NOUN
cana-283	91	9	,	,	PUNCT
cana-283	91	10	deep	deep	ADJ
cana-283	91	11	learning	learning	NOUN
cana-283	91	12	architectures	architecture	NOUN
cana-283	91	13	are	be	AUX
cana-283	91	14	also	also	ADV
cana-283	91	15	highly	highly	ADV
cana-283	91	16	effective	effective	ADJ
cana-283	91	17	at	at	ADP
cana-283	91	18	minimising	minimise	VERB
cana-283	91	19	interference	interference	NOUN
cana-283	91	20	,	,	PUNCT
cana-283	91	21	which	which	PRON
cana-283	91	22	leads	lead	VERB
cana-283	91	23	to	to	ADP
cana-283	91	24	enhanced	enhanced	ADJ
cana-283	91	25	signal	signal	ADJ
cana-283	91	26	quality	quality	NOUN
cana-283	91	27	and	and	CCONJ
cana-283	91	28	decreased	decrease	VERB
cana-283	91	29	data	data	NOUN
cana-283	91	30	distortion	distortion	NOUN
cana-283	91	31	.	.	PUNCT
cana-283	92	1	communications	communication	NOUN
cana-283	92	2	on	on	ADP
cana-283	92	3	applied	apply	VERB
cana-283	92	4	nonlinear	nonlinear	ADJ
cana-283	92	5	analysis	analysis	NOUN
cana-283	92	6	issn	issn	NOUN
cana-283	92	7	:	:	PUNCT
cana-283	92	8	1074	1074	NUM
cana-283	92	9	-	-	PUNCT
cana-283	92	10	133x	133x	NUM
cana-283	92	11	vol	vol	NOUN
cana-283	92	12	31	31	NUM
cana-283	92	13	no	no	NOUN
cana-283	92	14	.	.	NOUN
cana-283	92	15	1	1	NUM
cana-283	92	16	(	(	PUNCT
cana-283	92	17	2024	2024	NUM
cana-283	92	18	)	)	PUNCT
cana-283	92	19	8	8	NUM
cana-283	92	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	92	21	3	3	X
cana-283	92	22	.	.	X
cana-283	92	23	reinforcement	reinforcement	NOUN
cana-283	92	24	learning	learning	NOUN
cana-283	92	25	in	in	ADP
cana-283	92	26	the	the	DET
cana-283	92	27	machine	machine	NOUN
cana-283	92	28	learning	learning	NOUN
cana-283	92	29	paradigm	paradigm	NOUN
cana-283	92	30	known	know	VERB
cana-283	92	31	as	as	ADP
cana-283	92	32	reinforcement	reinforcement	NOUN
cana-283	92	33	learning	learning	NOUN
cana-283	92	34	,	,	PUNCT
cana-283	92	35	an	an	DET
cana-283	92	36	agent	agent	NOUN
cana-283	92	37	gains	gain	VERB
cana-283	92	38	decision	decision	NOUN
cana-283	92	39	-	-	PUNCT
cana-283	92	40	making	making	NOUN
cana-283	92	41	skills	skill	NOUN
cana-283	92	42	by	by	ADP
cana-283	92	43	interacting	interact	VERB
cana-283	92	44	with	with	ADP
cana-283	92	45	its	its	PRON
cana-283	92	46	surroundings	surrounding	NOUN
cana-283	92	47	and	and	CCONJ
cana-283	92	48	attempting	attempt	VERB
cana-283	92	49	to	to	PART
cana-283	92	50	maximise	maximise	VERB
cana-283	92	51	the	the	DET
cana-283	92	52	cumulative	cumulative	ADJ
cana-283	92	53	reward	reward	NOUN
cana-283	92	54	.	.	PUNCT
cana-283	93	1	this	this	DET
cana-283	93	2	approach	approach	NOUN
cana-283	93	3	enables	enable	VERB
cana-283	93	4	autonomous	autonomous	ADJ
cana-283	93	5	decision	decision	NOUN
cana-283	93	6	-	-	PUNCT
cana-283	93	7	making	make	VERB
cana-283	93	8	and	and	CCONJ
cana-283	93	9	adaptive	adaptive	ADJ
cana-283	93	10	network	network	NOUN
cana-283	93	11	optimisation	optimisation	NOUN
cana-283	93	12	in	in	ADP
cana-283	93	13	communication	communication	NOUN
cana-283	93	14	technologies	technology	NOUN
cana-283	93	15	.	.	PUNCT
cana-283	94	1	reinforcement	reinforcement	NOUN
cana-283	94	2	learning	learning	NOUN
cana-283	94	3	methods	method	NOUN
cana-283	94	4	,	,	PUNCT
cana-283	94	5	for	for	ADP
cana-283	94	6	instance	instance	NOUN
cana-283	94	7	,	,	PUNCT
cana-283	94	8	allow	allow	VERB
cana-283	94	9	networks	network	NOUN
cana-283	94	10	to	to	PART
cana-283	94	11	dynamically	dynamically	VERB
cana-283	94	12	optimise	optimise	ADJ
cana-283	94	13	performance	performance	NOUN
cana-283	94	14	in	in	ADP
cana-283	94	15	response	response	NOUN
cana-283	94	16	to	to	ADP
cana-283	94	17	shifting	shift	VERB
cana-283	94	18	network	network	NOUN
cana-283	94	19	states	state	NOUN
cana-283	94	20	by	by	ADP
cana-283	94	21	allowing	allow	VERB
cana-283	94	22	them	they	PRON
cana-283	94	23	to	to	PART
cana-283	94	24	autonomously	autonomously	ADV
cana-283	94	25	adapt	adapt	VERB
cana-283	94	26	to	to	ADP
cana-283	94	27	changing	change	VERB
cana-283	94	28	situations	situation	NOUN
cana-283	94	29	.	.	PUNCT
cana-283	95	1	they	they	PRON
cana-283	95	2	consistently	consistently	ADV
cana-283	95	3	improve	improve	VERB
cana-283	95	4	their	their	PRON
cana-283	95	5	decision	decision	NOUN
cana-283	95	6	-	-	PUNCT
cana-283	95	7	making	make	VERB
cana-283	95	8	processes	process	NOUN
cana-283	95	9	through	through	ADP
cana-283	95	10	experience	experience	NOUN
cana-283	95	11	,	,	PUNCT
cana-283	95	12	which	which	PRON
cana-283	95	13	is	be	AUX
cana-283	95	14	especially	especially	ADV
cana-283	95	15	helpful	helpful	ADJ
cana-283	95	16	in	in	ADP
cana-283	95	17	situations	situation	NOUN
cana-283	95	18	when	when	SCONJ
cana-283	95	19	conditions	condition	NOUN
cana-283	95	20	are	be	AUX
cana-283	95	21	constantly	constantly	ADV
cana-283	95	22	changing	change	VERB
cana-283	95	23	.	.	PUNCT
cana-283	96	1	communication	communication	NOUN
cana-283	96	2	technology	technology	NOUN
cana-283	96	3	has	have	AUX
cana-283	96	4	undergone	undergo	VERB
cana-283	96	5	a	a	DET
cana-283	96	6	fundamental	fundamental	ADJ
cana-283	96	7	transformation	transformation	NOUN
cana-283	96	8	thanks	thank	NOUN
cana-283	96	9	to	to	ADP
cana-283	96	10	machine	machine	NOUN
cana-283	96	11	learning	learning	NOUN
cana-283	96	12	,	,	PUNCT
cana-283	96	13	which	which	PRON
cana-283	96	14	uses	use	VERB
cana-283	96	15	deep	deep	ADJ
cana-283	96	16	learning	learning	NOUN
cana-283	96	17	architectures	architecture	NOUN
cana-283	96	18	,	,	PUNCT
cana-283	96	19	reinforcement	reinforcement	NOUN
cana-283	96	20	learning	learning	NOUN
cana-283	96	21	,	,	PUNCT
cana-283	96	22	and	and	CCONJ
cana-283	96	23	neural	neural	ADJ
cana-283	96	24	networks	network	NOUN
cana-283	96	25	.	.	PUNCT
cana-283	97	1	these	these	DET
cana-283	97	2	methods	method	NOUN
cana-283	97	3	provide	provide	VERB
cana-283	97	4	solutions	solution	NOUN
cana-283	97	5	to	to	ADP
cana-283	97	6	problems	problem	NOUN
cana-283	97	7	encountered	encounter	VERB
cana-283	97	8	in	in	ADP
cana-283	97	9	intricate	intricate	ADJ
cana-283	97	10	communication	communication	NOUN
cana-283	97	11	networks	network	NOUN
cana-283	97	12	by	by	ADP
cana-283	97	13	allowing	allow	VERB
cana-283	97	14	systems	system	NOUN
cana-283	97	15	to	to	PART
cana-283	97	16	learn	learn	VERB
cana-283	97	17	,	,	PUNCT
cana-283	97	18	adapt	adapt	VERB
cana-283	97	19	,	,	PUNCT
cana-283	97	20	and	and	CCONJ
cana-283	97	21	optimise	optimise	ADJ
cana-283	97	22	performance	performance	NOUN
cana-283	97	23	in	in	ADP
cana-283	97	24	real	real	ADJ
cana-283	97	25	-	-	PUNCT
cana-283	97	26	time	time	NOUN
cana-283	97	27	.	.	PUNCT
cana-283	98	1	communication	communication	NOUN
cana-283	98	2	systems	system	NOUN
cana-283	98	3	are	be	AUX
cana-283	98	4	capable	capable	ADJ
cana-283	98	5	of	of	ADP
cana-283	98	6	dynamic	dynamic	ADJ
cana-283	98	7	resource	resource	NOUN
cana-283	98	8	allocation	allocation	NOUN
cana-283	98	9	,	,	PUNCT
cana-283	98	10	interference	interference	NOUN
cana-283	98	11	mitigation	mitigation	NOUN
cana-283	98	12	,	,	PUNCT
cana-283	98	13	and	and	CCONJ
cana-283	98	14	dependable	dependable	ADJ
cana-283	98	15	and	and	CCONJ
cana-283	98	16	efficient	efficient	ADJ
cana-283	98	17	data	data	NOUN
cana-283	98	18	transmission	transmission	NOUN
cana-283	98	19	by	by	ADP
cana-283	98	20	using	use	VERB
cana-283	98	21	the	the	DET
cana-283	98	22	pattern	pattern	NOUN
cana-283	98	23	recognition	recognition	NOUN
cana-283	98	24	capabilities	capability	NOUN
cana-283	98	25	of	of	ADP
cana-283	98	26	neural	neural	ADJ
cana-283	98	27	networks	network	NOUN
cana-283	98	28	,	,	PUNCT
cana-283	98	29	the	the	DET
cana-283	98	30	complicated	complicated	ADJ
cana-283	98	31	data	datum	NOUN
cana-283	98	32	processing	processing	NOUN
cana-283	98	33	capabilities	capability	NOUN
cana-283	98	34	of	of	ADP
cana-283	98	35	deep	deep	ADJ
cana-283	98	36	learning	learning	NOUN
cana-283	98	37	,	,	PUNCT
cana-283	98	38	and	and	CCONJ
cana-283	98	39	the	the	DET
cana-283	98	40	adaptive	adaptive	ADJ
cana-283	98	41	decision	decision	NOUN
cana-283	98	42	-	-	PUNCT
cana-283	98	43	making	making	NOUN
cana-283	98	44	of	of	ADP
cana-283	98	45	reinforcement	reinforcement	NOUN
cana-283	98	46	learning	learning	NOUN
cana-283	98	47	.	.	PUNCT
cana-283	99	1	communication	communication	NOUN
cana-283	99	2	technology	technology	NOUN
cana-283	99	3	is	be	AUX
cana-283	99	4	now	now	ADV
cana-283	99	5	able	able	ADJ
cana-283	99	6	to	to	PART
cana-283	99	7	navigate	navigate	VERB
cana-283	99	8	the	the	DET
cana-283	99	9	complexities	complexity	NOUN
cana-283	99	10	of	of	ADP
cana-283	99	11	modern	modern	ADJ
cana-283	99	12	networks	network	NOUN
cana-283	99	13	thanks	thank	NOUN
cana-283	99	14	to	to	ADP
cana-283	99	15	the	the	DET
cana-283	99	16	adaptability	adaptability	NOUN
cana-283	99	17	and	and	CCONJ
cana-283	99	18	learning	learn	VERB
cana-283	99	19	capabilities	capability	NOUN
cana-283	99	20	of	of	ADP
cana-283	99	21	these	these	DET
cana-283	99	22	machine	machine	NOUN
cana-283	99	23	learning	learning	NOUN
cana-283	99	24	paradigms	paradigm	VERB
cana-283	99	25	.	.	PUNCT
cana-283	100	1	this	this	PRON
cana-283	100	2	promises	promise	VERB
cana-283	100	3	more	more	ADV
cana-283	100	4	resilient	resilient	ADJ
cana-283	100	5	,	,	PUNCT
cana-283	100	6	adaptive	adaptive	ADJ
cana-283	100	7	,	,	PUNCT
cana-283	100	8	and	and	CCONJ
cana-283	100	9	efficient	efficient	ADJ
cana-283	100	10	communication	communication	NOUN
cana-283	100	11	systems	system	NOUN
cana-283	100	12	that	that	PRON
cana-283	100	13	can	can	AUX
cana-283	100	14	handle	handle	VERB
cana-283	100	15	the	the	DET
cana-283	100	16	complexities	complexity	NOUN
cana-283	100	17	and	and	CCONJ
cana-283	100	18	uncertainties	uncertainty	NOUN
cana-283	100	19	of	of	ADP
cana-283	100	20	real	real	ADJ
cana-283	100	21	-	-	PUNCT
cana-283	100	22	world	world	NOUN
cana-283	100	23	communication	communication	NOUN
cana-283	100	24	environments	environment	NOUN
cana-283	100	25	.	.	PUNCT
cana-283	101	1	iv	iv	X
cana-283	101	2	.	.	PUNCT
cana-283	101	3	methodologies	methodology	NOUN
cana-283	101	4	in	in	ADP
cana-283	101	5	communication	communication	NOUN
cana-283	101	6	technology	technology	NOUN
cana-283	101	7	a.	a.	NOUN
cana-283	101	8	nonlinear	nonlinear	PROPN
cana-283	101	9	analysis	analysis	NOUN
cana-283	101	10	applications	application	NOUN
cana-283	101	11	1	1	NUM
cana-283	101	12	.	.	NOUN
cana-283	101	13	signal	signal	NOUN
cana-283	101	14	processing	processing	NOUN
cana-283	101	15	and	and	CCONJ
cana-283	101	16	encoding	encoding	NOUN
cana-283	101	17	:	:	PUNCT
cana-283	101	18	signal	signal	NOUN
cana-283	101	19	processing	processing	NOUN
cana-283	101	20	is	be	AUX
cana-283	101	21	the	the	DET
cana-283	101	22	process	process	NOUN
cana-283	101	23	of	of	ADP
cana-283	101	24	applying	apply	VERB
cana-283	101	25	different	different	ADJ
cana-283	101	26	mathematical	mathematical	ADJ
cana-283	101	27	operations	operation	NOUN
cana-283	101	28	to	to	ADP
cana-283	101	29	signals	signal	NOUN
cana-283	101	30	in	in	ADP
cana-283	101	31	order	order	NOUN
cana-283	101	32	to	to	PART
cana-283	101	33	improve	improve	VERB
cana-283	101	34	their	their	PRON
cana-283	101	35	quality	quality	NOUN
cana-283	101	36	or	or	CCONJ
cana-283	101	37	retrieve	retrieve	VERB
cana-283	101	38	pertinent	pertinent	ADJ
cana-283	101	39	data	datum	NOUN
cana-283	101	40	.	.	PUNCT
cana-283	102	1	the	the	DET
cana-283	102	2	fourier	fourier	NOUN
cana-283	102	3	transform	transform	NOUN
cana-283	102	4	,	,	PUNCT
cana-283	102	5	a	a	DET
cana-283	102	6	mathematical	mathematical	ADJ
cana-283	102	7	process	process	NOUN
cana-283	102	8	that	that	PRON
cana-283	102	9	breaks	break	VERB
cana-283	102	10	down	down	ADP
cana-283	102	11	a	a	DET
cana-283	102	12	signal	signal	NOUN
cana-283	102	13	into	into	ADP
cana-283	102	14	its	its	PRON
cana-283	102	15	frequency	frequency	NOUN
cana-283	102	16	components	component	NOUN
cana-283	102	17	,	,	PUNCT
cana-283	102	18	is	be	AUX
cana-283	102	19	one	one	NUM
cana-283	102	20	basic	basic	ADJ
cana-283	102	21	idea	idea	NOUN
cana-283	102	22	.	.	PUNCT
cana-283	103	1	it	it	PRON
cana-283	103	2	is	be	AUX
cana-283	103	3	essential	essential	ADJ
cana-283	103	4	for	for	ADP
cana-283	103	5	comprehending	comprehend	VERB
cana-283	103	6	a	a	DET
cana-283	103	7	signal	signal	NOUN
cana-283	103	8	's	's	PART
cana-283	103	9	frequency	frequency	NOUN
cana-283	103	10	content	content	NOUN
cana-283	103	11	and	and	CCONJ
cana-283	103	12	for	for	ADP
cana-283	103	13	making	make	VERB
cana-283	103	14	the	the	DET
cana-283	103	15	modulation	modulation	NOUN
cana-283	103	16	and	and	CCONJ
cana-283	103	17	encoding	encode	VERB
cana-283	103	18	operations	operation	NOUN
cana-283	103	19	easier	easy	ADJ
cana-283	103	20	.	.	PUNCT
cana-283	104	1	for	for	ADP
cana-283	104	2	example	example	NOUN
cana-283	104	3	,	,	PUNCT
cana-283	104	4	the	the	DET
cana-283	104	5	frequency	frequency	NOUN
cana-283	104	6	components	component	NOUN
cana-283	104	7	of	of	ADP
cana-283	104	8	a	a	DET
cana-283	104	9	discrete	discrete	ADJ
cana-283	104	10	-	-	PUNCT
cana-283	104	11	time	time	NOUN
cana-283	104	12	signal	signal	NOUN
cana-283	104	13	are	be	AUX
cana-283	104	14	represented	represent	VERB
cana-283	104	15	by	by	ADP
cana-283	104	16	the	the	DET
cana-283	104	17	discrete	discrete	ADJ
cana-283	104	18	fourier	fourier	NOUN
cana-283	104	19	transform	transform	NOUN
cana-283	104	20	(	(	PUNCT
cana-283	104	21	dft	dft	NOUN
cana-283	104	22	)	)	PUNCT
cana-283	104	23	.	.	PUNCT
cana-283	105	1	in	in	ADP
cana-283	105	2	terms	term	NOUN
cana-283	105	3	of	of	ADP
cana-283	105	4	math	math	NOUN
cana-283	105	5	,	,	PUNCT
cana-283	105	6	it	it	PRON
cana-283	105	7	is	be	AUX
cana-283	105	8	stated	state	VERB
cana-283	105	9	as	as	ADP
cana-283	105	10	:	:	PUNCT
cana-283	105	11	𝑋(𝑘	𝑋(𝑘	NUM
cana-283	105	12	)	)	PUNCT
cana-283	105	13	=	=	PUNCT
cana-283	105	14	∑	∑	PUNCT
cana-283	105	15	𝑛	𝑛	NOUN
cana-283	105	16	=	=	SYM
cana-283	105	17	0	0	PUNCT
cana-283	106	1	𝑁	𝑁	NOUN
cana-283	106	2	−	−	PROPN
cana-283	106	3	1	1	NUM
cana-283	106	4	𝑥(𝑛	𝑥(𝑛	PROPN
cana-283	106	5	)	)	PUNCT
cana-283	106	6	⋅	⋅	PROPN
cana-283	106	7	𝑒	𝑒	PROPN
cana-283	106	8	−	−	PROPN
cana-283	106	9	𝑗2𝜋𝑛𝑘/𝑁	𝑗2𝜋𝑛𝑘/𝑁	ADJ
cana-283	106	10	in	in	ADP
cana-283	106	11	this	this	DET
cana-283	106	12	case	case	NOUN
cana-283	106	13	,	,	PUNCT
cana-283	106	14	x(k	x(k	PROPN
cana-283	106	15	)	)	PUNCT
cana-283	106	16	=	=	PUNCT
cana-283	106	17	f(k	f(k	VERB
cana-283	106	18	)	)	PUNCT
cana-283	107	1	=	=	SYM
cana-283	107	2	k	k	PROPN
cana-283	107	3	represents	represent	VERB
cana-283	107	4	the	the	DET
cana-283	107	5	frequency	frequency	NOUN
cana-283	107	6	content	content	NOUN
cana-283	107	7	at	at	ADP
cana-283	107	8	index	index	NOUN
cana-283	107	9	k	k	PROPN
cana-283	107	10	,	,	PUNCT
cana-283	107	11	n	n	NOUN
cana-283	107	12	=	=	PUNCT
cana-283	107	13	x(n	x(n	NOUN
cana-283	107	14	)	)	PUNCT
cana-283	107	15	=	=	SYM
cana-283	108	1	n	n	X
cana-283	108	2	is	be	AUX
cana-283	108	3	the	the	DET
cana-283	108	4	discrete	discrete	ADJ
cana-283	108	5	signal	signal	NOUN
cana-283	108	6	,	,	PUNCT
cana-283	108	7	and	and	CCONJ
cana-283	108	8	n	n	CCONJ
cana-283	108	9	=	=	CCONJ
cana-283	108	10	n	n	CCONJ
cana-283	108	11	=	=	SYM
cana-283	108	12	total	total	ADJ
cana-283	108	13	samples	sample	NOUN
cana-283	108	14	.	.	PUNCT
cana-283	109	1	in	in	ADP
cana-283	109	2	order	order	NOUN
cana-283	109	3	to	to	PART
cana-283	109	4	encode	encode	VERB
cana-283	109	5	signals	signal	NOUN
cana-283	109	6	into	into	ADP
cana-283	109	7	different	different	ADJ
cana-283	109	8	modulation	modulation	NOUN
cana-283	109	9	schemes	scheme	NOUN
cana-283	109	10	and	and	CCONJ
cana-283	109	11	enable	enable	VERB
cana-283	109	12	reliable	reliable	ADJ
cana-283	109	13	and	and	CCONJ
cana-283	109	14	efficient	efficient	ADJ
cana-283	109	15	data	data	NOUN
cana-283	109	16	transmission	transmission	NOUN
cana-283	109	17	over	over	ADP
cana-283	109	18	a	a	DET
cana-283	109	19	communication	communication	NOUN
cana-283	109	20	channel	channel	NOUN
cana-283	109	21	,	,	PUNCT
cana-283	109	22	this	this	DET
cana-283	109	23	mathematical	mathematical	ADJ
cana-283	109	24	procedure	procedure	NOUN
cana-283	109	25	is	be	AUX
cana-283	109	26	essential	essential	ADJ
cana-283	109	27	.	.	PUNCT
cana-283	110	1	the	the	DET
cana-283	110	2	procedures	procedure	NOUN
cana-283	110	3	used	use	VERB
cana-283	110	4	in	in	ADP
cana-283	110	5	communication	communication	NOUN
cana-283	110	6	systems	system	NOUN
cana-283	110	7	for	for	ADP
cana-283	110	8	encoding	encode	VERB
cana-283	110	9	and	and	CCONJ
cana-283	110	10	decoding	decode	VERB
cana-283	110	11	represent	represent	VERB
cana-283	110	12	another	another	DET
cana-283	110	13	important	important	ADJ
cana-283	110	14	mathematical	mathematical	ADJ
cana-283	110	15	model	model	NOUN
cana-283	110	16	.	.	PUNCT
cana-283	111	1	algebraic	algebraic	ADJ
cana-283	111	2	structures	structure	NOUN
cana-283	111	3	are	be	AUX
cana-283	111	4	used	use	VERB
cana-283	111	5	by	by	ADP
cana-283	111	6	error	error	NOUN
cana-283	111	7	-	-	PUNCT
cana-283	111	8	correcting	correct	VERB
cana-283	111	9	codes	code	NOUN
cana-283	111	10	,	,	PUNCT
cana-283	111	11	like	like	ADP
cana-283	111	12	reedsolomon	reedsolomon	ADJ
cana-283	111	13	codes	code	NOUN
cana-283	111	14	,	,	PUNCT
cana-283	111	15	to	to	ADP
cana-283	111	16	both	both	CCONJ
cana-283	111	17	encode	encode	ADJ
cana-283	111	18	and	and	CCONJ
cana-283	111	19	decode	decode	VERB
cana-283	111	20	data	datum	NOUN
cana-283	111	21	,	,	PUNCT
cana-283	111	22	guaranteeing	guarantee	VERB
cana-283	111	23	data	datum	NOUN
cana-283	111	24	integrity	integrity	NOUN
cana-283	111	25	.	.	PUNCT
cana-283	112	1	the	the	DET
cana-283	112	2	encoding	encoding	NOUN
cana-283	112	3	process	process	NOUN
cana-283	112	4	can	can	AUX
cana-283	112	5	be	be	AUX
cana-283	112	6	mathematically	mathematically	ADV
cana-283	112	7	described	describe	VERB
cana-283	112	8	as	as	ADP
cana-283	112	9	a	a	DET
cana-283	112	10	matrix	matrix	NOUN
cana-283	112	11	operation	operation	NOUN
cana-283	112	12	in	in	ADP
cana-283	112	13	which	which	PRON
cana-283	112	14	the	the	DET
cana-283	112	15	encoded	encode	VERB
cana-283	112	16	signal	signal	NOUN
cana-283	112	17	is	be	AUX
cana-283	112	18	obtained	obtain	VERB
cana-283	112	19	by	by	ADP
cana-283	112	20	multiplying	multiply	VERB
cana-283	112	21	the	the	DET
cana-283	112	22	input	input	NOUN
cana-283	112	23	data	datum	NOUN
cana-283	112	24	by	by	ADP
cana-283	112	25	a	a	DET
cana-283	112	26	generating	generate	VERB
cana-283	112	27	matrix	matrix	NOUN
cana-283	112	28	.	.	PUNCT
cana-283	113	1	communications	communication	NOUN
cana-283	113	2	on	on	ADP
cana-283	113	3	applied	apply	VERB
cana-283	113	4	nonlinear	nonlinear	ADJ
cana-283	113	5	analysis	analysis	NOUN
cana-283	113	6	issn	issn	NOUN
cana-283	113	7	:	:	PUNCT
cana-283	113	8	1074	1074	NUM
cana-283	113	9	-	-	PUNCT
cana-283	113	10	133x	133x	NUM
cana-283	113	11	vol	vol	NOUN
cana-283	113	12	31	31	NUM
cana-283	113	13	no	no	NOUN
cana-283	113	14	.	.	NOUN
cana-283	113	15	1	1	NUM
cana-283	113	16	(	(	PUNCT
cana-283	113	17	2024	2024	NUM
cana-283	113	18	)	)	PUNCT
cana-283	114	1	9	9	NUM
cana-283	114	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	114	3	𝑣	𝑣	PART
cana-283	114	4	=	=	PUNCT
cana-283	114	5	𝑤	𝑤	ADP
cana-283	114	6	⋅	⋅	PROPN
cana-283	114	7	𝑐	𝑐	X
cana-283	114	8	=	=	SYM
cana-283	114	9	𝑚	𝑚	X
cana-283	114	10	⋅	⋅	PROPN
cana-283	114	11	𝐺	𝐺	PROPN
cana-283	114	12	the	the	DET
cana-283	114	13	codeword	codeword	NOUN
cana-283	114	14	in	in	ADP
cana-283	114	15	this	this	DET
cana-283	114	16	case	case	NOUN
cana-283	114	17	is	be	AUX
cana-283	114	18	c	c	NOUN
cana-283	114	19	,	,	PUNCT
cana-283	114	20	the	the	DET
cana-283	114	21	message	message	NOUN
cana-283	114	22	data	datum	NOUN
cana-283	114	23	is	be	AUX
cana-283	114	24	m	m	PRON
cana-283	114	25	,	,	PUNCT
cana-283	114	26	and	and	CCONJ
cana-283	114	27	the	the	DET
cana-283	114	28	generating	generate	VERB
cana-283	114	29	matrix	matrix	NOUN
cana-283	114	30	is	be	AUX
cana-283	114	31	g.	g.	PROPN
cana-283	114	32	similar	similar	ADJ
cana-283	114	33	mathematical	mathematical	ADJ
cana-283	114	34	procedures	procedure	NOUN
cana-283	114	35	are	be	AUX
cana-283	114	36	used	use	VERB
cana-283	114	37	in	in	ADP
cana-283	114	38	the	the	DET
cana-283	114	39	decoding	decode	VERB
cana-283	114	40	process	process	NOUN
cana-283	114	41	,	,	PUNCT
cana-283	114	42	which	which	PRON
cana-283	114	43	employs	employ	VERB
cana-283	114	44	the	the	DET
cana-283	114	45	syndrome	syndrome	NOUN
cana-283	114	46	-	-	PUNCT
cana-283	114	47	checking	check	VERB
cana-283	114	48	method	method	NOUN
cana-283	114	49	,	,	PUNCT
cana-283	114	50	to	to	PART
cana-283	114	51	extract	extract	VERB
cana-283	114	52	the	the	DET
cana-283	114	53	original	original	ADJ
cana-283	114	54	data	datum	NOUN
cana-283	114	55	from	from	ADP
cana-283	114	56	the	the	DET
cana-283	114	57	noisy	noisy	ADJ
cana-283	114	58	signal	signal	NOUN
cana-283	114	59	that	that	PRON
cana-283	114	60	was	be	AUX
cana-283	114	61	received	receive	VERB
cana-283	114	62	.	.	PUNCT
cana-283	115	1	2	2	X
cana-283	115	2	.	.	NOUN
cana-283	115	3	channel	channel	NOUN
cana-283	115	4	characterization	characterization	NOUN
cana-283	115	5	:	:	PUNCT
cana-283	115	6	comprehending	comprehend	VERB
cana-283	115	7	the	the	DET
cana-283	115	8	propagation	propagation	NOUN
cana-283	115	9	of	of	ADP
cana-283	115	10	signals	signal	NOUN
cana-283	115	11	and	and	CCONJ
cana-283	115	12	their	their	PRON
cana-283	115	13	impact	impact	NOUN
cana-283	115	14	on	on	ADP
cana-283	115	15	the	the	DET
cana-283	115	16	communication	communication	NOUN
cana-283	115	17	medium	medium	NOUN
cana-283	115	18	is	be	AUX
cana-283	115	19	essential	essential	ADJ
cana-283	115	20	for	for	ADP
cana-283	115	21	developing	develop	VERB
cana-283	115	22	mathematical	mathematical	ADJ
cana-283	115	23	models	model	NOUN
cana-283	115	24	for	for	ADP
cana-283	115	25	channel	channel	NOUN
cana-283	115	26	characterization	characterization	NOUN
cana-283	115	27	.	.	PUNCT
cana-283	116	1	an	an	DET
cana-283	116	2	essential	essential	ADJ
cana-283	116	3	component	component	NOUN
cana-283	116	4	of	of	ADP
cana-283	116	5	this	this	DET
cana-283	116	6	characterisation	characterisation	NOUN
cana-283	116	7	is	be	AUX
cana-283	116	8	the	the	DET
cana-283	116	9	mathematical	mathematical	ADJ
cana-283	116	10	idea	idea	NOUN
cana-283	116	11	of	of	ADP
cana-283	116	12	the	the	DET
cana-283	116	13	impulse	impulse	ADJ
cana-283	116	14	response	response	NOUN
cana-283	116	15	.	.	PUNCT
cana-283	117	1	a	a	DET
cana-283	117	2	channel	channel	NOUN
cana-283	117	3	's	's	PART
cana-283	117	4	impulse	impulse	ADJ
cana-283	117	5	response	response	NOUN
cana-283	117	6	explains	explain	VERB
cana-283	117	7	how	how	SCONJ
cana-283	117	8	the	the	DET
cana-283	117	9	channel	channel	NOUN
cana-283	117	10	reacts	react	VERB
cana-283	117	11	to	to	ADP
cana-283	117	12	an	an	DET
cana-283	117	13	impulse	impulse	ADJ
cana-283	117	14	input	input	NOUN
cana-283	117	15	.	.	PUNCT
cana-283	118	1	it	it	PRON
cana-283	118	2	is	be	AUX
cana-283	118	3	expressed	express	VERB
cana-283	118	4	in	in	ADP
cana-283	118	5	the	the	DET
cana-283	118	6	time	time	NOUN
cana-283	118	7	domain	domain	NOUN
cana-283	118	8	as	as	ADP
cana-283	118	9	the	the	DET
cana-283	118	10	input	input	NOUN
cana-283	118	11	signal	signal	NOUN
cana-283	118	12	's	's	PART
cana-283	118	13	convolution	convolution	NOUN
cana-283	118	14	with	with	ADP
cana-283	118	15	the	the	DET
cana-283	118	16	channel	channel	NOUN
cana-283	118	17	's	's	PART
cana-283	118	18	impulse	impulse	ADJ
cana-283	118	19	response	response	NOUN
cana-283	118	20	:	:	PUNCT
cana-283	118	21	𝑦(𝑡	𝑦(𝑡	NUM
cana-283	118	22	)	)	PUNCT
cana-283	118	23	=	=	SYM
cana-283	119	1	∫	∫	PROPN
cana-283	119	2	𝑥(𝜏)ℎ(𝑡	𝑥(𝜏)ℎ(𝑡	NOUN
cana-283	119	3	−	−	PROPN
cana-283	119	4	𝜏)𝑑𝜏	𝜏)𝑑𝜏	PROPN
cana-283	119	5	the	the	DET
cana-283	119	6	input	input	NOUN
cana-283	119	7	signal	signal	NOUN
cana-283	119	8	is	be	AUX
cana-283	119	9	represented	represent	VERB
cana-283	119	10	by	by	ADP
cana-283	119	11	x(τ	x(τ	PROPN
cana-283	119	12	)	)	PUNCT
cana-283	119	13	,	,	PUNCT
cana-283	119	14	the	the	DET
cana-283	119	15	output	output	NOUN
cana-283	119	16	signal	signal	NOUN
cana-283	119	17	by	by	ADP
cana-283	119	18	y(t	y(t	PROPN
cana-283	119	19	)	)	PUNCT
cana-283	119	20	,	,	PUNCT
cana-283	119	21	and	and	CCONJ
cana-283	119	22	the	the	DET
cana-283	119	23	channel	channel	NOUN
cana-283	119	24	's	's	PART
cana-283	119	25	impulse	impulse	ADJ
cana-283	119	26	response	response	NOUN
cana-283	119	27	by	by	ADP
cana-283	119	28	h(t−τ	h(t−τ	NOUN
cana-283	119	29	)	)	PUNCT
cana-283	119	30	.	.	PUNCT
cana-283	120	1	by	by	ADP
cana-283	120	2	taking	take	VERB
cana-283	120	3	noise	noise	NOUN
cana-283	120	4	,	,	PUNCT
cana-283	120	5	distortions	distortion	NOUN
cana-283	120	6	,	,	PUNCT
cana-283	120	7	and	and	CCONJ
cana-283	120	8	other	other	ADJ
cana-283	120	9	effects	effect	NOUN
cana-283	120	10	on	on	ADP
cana-283	120	11	the	the	DET
cana-283	120	12	broadcast	broadcast	NOUN
cana-283	120	13	signal	signal	NOUN
cana-283	120	14	into	into	ADP
cana-283	120	15	consideration	consideration	NOUN
cana-283	120	16	,	,	PUNCT
cana-283	120	17	this	this	DET
cana-283	120	18	process	process	NOUN
cana-283	120	19	captures	capture	VERB
cana-283	120	20	the	the	DET
cana-283	120	21	characteristics	characteristic	NOUN
cana-283	120	22	of	of	ADP
cana-283	120	23	the	the	DET
cana-283	120	24	channel	channel	NOUN
cana-283	120	25	.	.	PUNCT
cana-283	121	1	moreover	moreover	ADV
cana-283	121	2	,	,	PUNCT
cana-283	121	3	a	a	DET
cana-283	121	4	deeper	deep	ADJ
cana-283	121	5	comprehension	comprehension	NOUN
cana-283	121	6	of	of	ADP
cana-283	121	7	a	a	DET
cana-283	121	8	channel	channel	NOUN
cana-283	121	9	's	's	PART
cana-283	121	10	behaviour	behaviour	NOUN
cana-283	121	11	is	be	AUX
cana-283	121	12	made	make	VERB
cana-283	121	13	possible	possible	ADJ
cana-283	121	14	by	by	ADP
cana-283	121	15	the	the	DET
cana-283	121	16	mathematical	mathematical	ADJ
cana-283	121	17	model	model	NOUN
cana-283	121	18	of	of	ADP
cana-283	121	19	a	a	DET
cana-283	121	20	channel	channel	NOUN
cana-283	121	21	transfer	transfer	NOUN
cana-283	121	22	function	function	NOUN
cana-283	121	23	,	,	PUNCT
cana-283	121	24	which	which	PRON
cana-283	121	25	is	be	AUX
cana-283	121	26	frequently	frequently	ADV
cana-283	121	27	expressed	express	VERB
cana-283	121	28	in	in	ADP
cana-283	121	29	the	the	DET
cana-283	121	30	frequency	frequency	NOUN
cana-283	121	31	domain	domain	NOUN
cana-283	121	32	.	.	PUNCT
cana-283	122	1	the	the	DET
cana-283	122	2	frequency	frequency	NOUN
cana-283	122	3	domain	domain	NOUN
cana-283	122	4	relationship	relationship	NOUN
cana-283	122	5	between	between	ADP
cana-283	122	6	the	the	DET
cana-283	122	7	input	input	NOUN
cana-283	122	8	and	and	CCONJ
cana-283	122	9	output	output	NOUN
cana-283	122	10	signals	signal	NOUN
cana-283	122	11	is	be	AUX
cana-283	122	12	represented	represent	VERB
cana-283	122	13	by	by	ADP
cana-283	122	14	the	the	DET
cana-283	122	15	transfer	transfer	NOUN
cana-283	122	16	function	function	NOUN
cana-283	122	17	𝐻(𝑓	𝐻(𝑓	NOUN
cana-283	122	18	)	)	PUNCT
cana-283	122	19	=	=	PUNCT
cana-283	122	20	𝑋(𝑓	𝑋(𝑓	NOUN
cana-283	122	21	)	)	PUNCT
cana-283	122	22	⋅	⋅	PROPN
cana-283	122	23	𝐻(𝑓	𝐻(𝑓	X
cana-283	122	24	)	)	PUNCT
cana-283	122	25	the	the	DET
cana-283	122	26	input	input	NOUN
cana-283	122	27	and	and	CCONJ
cana-283	122	28	output	output	NOUN
cana-283	122	29	signals	signal	NOUN
cana-283	122	30	in	in	ADP
cana-283	122	31	the	the	DET
cana-283	122	32	frequency	frequency	NOUN
cana-283	122	33	domain	domain	NOUN
cana-283	122	34	are	be	AUX
cana-283	122	35	represented	represent	VERB
cana-283	122	36	by	by	ADP
cana-283	122	37	the	the	DET
cana-283	122	38	signals	signal	NOUN
cana-283	122	39	y(f	y(f	NOUN
cana-283	122	40	)	)	PUNCT
cana-283	122	41	and	and	CCONJ
cana-283	122	42	x(f	x(f	NOUN
cana-283	122	43	)	)	PUNCT
cana-283	122	44	,	,	PUNCT
cana-283	122	45	respectively	respectively	ADV
cana-283	122	46	,	,	PUNCT
cana-283	122	47	while	while	SCONJ
cana-283	122	48	the	the	DET
cana-283	122	49	channel	channel	NOUN
cana-283	122	50	's	's	PART
cana-283	122	51	transfer	transfer	NOUN
cana-283	122	52	function	function	NOUN
cana-283	122	53	is	be	AUX
cana-283	122	54	denoted	denote	VERB
cana-283	122	55	by	by	ADP
cana-283	122	56	h(f	h(f	PROPN
cana-283	122	57	)	)	PUNCT
cana-283	122	58	.	.	PUNCT
cana-283	123	1	understanding	understand	VERB
cana-283	123	2	how	how	SCONJ
cana-283	123	3	the	the	DET
cana-283	123	4	channel	channel	NOUN
cana-283	123	5	affects	affect	VERB
cana-283	123	6	the	the	DET
cana-283	123	7	various	various	ADJ
cana-283	123	8	frequency	frequency	NOUN
cana-283	123	9	components	component	NOUN
cana-283	123	10	of	of	ADP
cana-283	123	11	the	the	DET
cana-283	123	12	broadcast	broadcast	NOUN
cana-283	123	13	signal	signal	NOUN
cana-283	123	14	depends	depend	VERB
cana-283	123	15	critically	critically	ADV
cana-283	123	16	on	on	ADP
cana-283	123	17	this	this	DET
cana-283	123	18	concept	concept	NOUN
cana-283	123	19	.	.	PUNCT
cana-283	124	1	3	3	X
cana-283	124	2	.	.	X
cana-283	124	3	predictive	predictive	ADJ
cana-283	124	4	modeling	modeling	NOUN
cana-283	124	5	in	in	ADP
cana-283	124	6	communication	communication	NOUN
cana-283	124	7	technology	technology	NOUN
cana-283	124	8	,	,	PUNCT
cana-283	124	9	predictive	predictive	ADJ
cana-283	124	10	modelling	modelling	NOUN
cana-283	124	11	is	be	AUX
cana-283	124	12	the	the	DET
cana-283	124	13	process	process	NOUN
cana-283	124	14	of	of	ADP
cana-283	124	15	projecting	project	VERB
cana-283	124	16	future	future	ADJ
cana-283	124	17	network	network	NOUN
cana-283	124	18	behaviours	behaviour	NOUN
cana-283	124	19	or	or	CCONJ
cana-283	124	20	data	datum	NOUN
cana-283	124	21	trends	trend	NOUN
cana-283	124	22	using	use	VERB
cana-283	124	23	historical	historical	ADJ
cana-283	124	24	data	datum	NOUN
cana-283	124	25	.	.	PUNCT
cana-283	125	1	the	the	DET
cana-283	125	2	autoregressive	autoregressive	ADJ
cana-283	125	3	model	model	NOUN
cana-283	125	4	is	be	AUX
cana-283	125	5	a	a	DET
cana-283	125	6	popular	popular	ADJ
cana-283	125	7	model	model	NOUN
cana-283	125	8	that	that	PRON
cana-283	125	9	is	be	AUX
cana-283	125	10	frequently	frequently	ADV
cana-283	125	11	applied	apply	VERB
cana-283	125	12	to	to	ADP
cana-283	125	13	time	time	NOUN
cana-283	125	14	-	-	PUNCT
cana-283	125	15	series	series	NOUN
cana-283	125	16	analysis	analysis	NOUN
cana-283	125	17	.	.	PUNCT
cana-283	126	1	the	the	DET
cana-283	126	2	future	future	ADJ
cana-283	126	3	value	value	NOUN
cana-283	126	4	of	of	ADP
cana-283	126	5	a	a	DET
cana-283	126	6	signal	signal	NOUN
cana-283	126	7	in	in	ADP
cana-283	126	8	a	a	DET
cana-283	126	9	first	first	ADJ
cana-283	126	10	-	-	PUNCT
cana-283	126	11	order	order	NOUN
cana-283	126	12	autoregressive	autoregressive	ADJ
cana-283	126	13	(	(	PUNCT
cana-283	126	14	ar(1	ar(1	NOUN
cana-283	126	15	)	)	PUNCT
cana-283	126	16	)	)	PUNCT
cana-283	126	17	model	model	NOUN
cana-283	126	18	is	be	AUX
cana-283	126	19	dependent	dependent	ADJ
cana-283	126	20	on	on	ADP
cana-283	126	21	its	its	PRON
cana-283	126	22	past	past	ADJ
cana-283	126	23	value	value	NOUN
cana-283	126	24	in	in	ADP
cana-283	126	25	a	a	DET
cana-283	126	26	linear	linear	ADJ
cana-283	126	27	fashion	fashion	NOUN
cana-283	126	28	:	:	PUNCT
cana-283	126	29	𝑋(𝑡	𝑋(𝑡	NUM
cana-283	126	30	)	)	PUNCT
cana-283	126	31	=	=	PUNCT
cana-283	127	1	𝛼𝑋(𝑡	𝛼𝑋(𝑡	NUM
cana-283	127	2	−	−	NOUN
cana-283	127	3	1	1	NUM
cana-283	127	4	)	)	PUNCT
cana-283	127	5	+	+	NUM
cana-283	127	6	𝜀(𝑡	𝜀(𝑡	NOUN
cana-283	127	7	)	)	PUNCT
cana-283	127	8	here	here	ADV
cana-283	127	9	,	,	PUNCT
cana-283	127	10	the	the	DET
cana-283	127	11	signal	signal	NOUN
cana-283	127	12	at	at	ADP
cana-283	127	13	time	time	NOUN
cana-283	127	14	t	t	PROPN
cana-283	127	15	is	be	AUX
cana-283	127	16	denoted	denote	VERB
cana-283	127	17	by	by	ADP
cana-283	127	18	(	(	PUNCT
cana-283	127	19	t	t	PROPN
cana-283	127	20	)	)	PUNCT
cana-283	127	21	,	,	PUNCT
cana-283	127	22	the	the	DET
cana-283	127	23	error	error	NOUN
cana-283	127	24	term	term	NOUN
cana-283	127	25	is	be	AUX
cana-283	127	26	represented	represent	VERB
cana-283	127	27	by	by	ADP
cana-283	127	28	ε(t	ε(t	NOUN
cana-283	127	29	)	)	PUNCT
cana-283	127	30	,	,	PUNCT
cana-283	127	31	the	the	DET
cana-283	127	32	signal	signal	NOUN
cana-283	127	33	at	at	ADP
cana-283	127	34	the	the	DET
cana-283	127	35	previous	previous	ADJ
cana-283	127	36	time	time	NOUN
cana-283	127	37	step	step	NOUN
cana-283	127	38	is	be	AUX
cana-283	127	39	denoted	denote	VERB
cana-283	127	40	by	by	ADP
cana-283	127	41	α(t	α(t	NOUN
cana-283	127	42	)	)	PUNCT
cana-283	127	43	,	,	PUNCT
cana-283	127	44	a	a	DET
cana-283	127	45	coefficient	coefficient	NOUN
cana-283	127	46	is	be	AUX
cana-283	127	47	(	(	PUNCT
cana-283	127	48	t	t	NOUN
cana-283	127	49	)	)	PUNCT
cana-283	127	50	,	,	PUNCT
cana-283	127	51	and	and	CCONJ
cana-283	127	52	the	the	DET
cana-283	127	53	signal	signal	NOUN
cana-283	127	54	at	at	ADP
cana-283	127	55	time	time	NOUN
cana-283	127	56	t	t	PROPN
cana-283	127	57	is	be	AUX
cana-283	127	58	represented	represent	VERB
cana-283	127	59	by	by	ADP
cana-283	127	60	α(t	α(t	NOUN
cana-283	127	61	)	)	PUNCT
cana-283	127	62	.	.	PUNCT
cana-283	128	1	this	this	DET
cana-283	128	2	model	model	NOUN
cana-283	128	3	makes	make	VERB
cana-283	128	4	predictions	prediction	NOUN
cana-283	128	5	based	base	VERB
cana-283	128	6	on	on	ADP
cana-283	128	7	the	the	DET
cana-283	128	8	past	past	NOUN
cana-283	128	9	of	of	ADP
cana-283	128	10	the	the	DET
cana-283	128	11	signal	signal	NOUN
cana-283	128	12	,	,	PUNCT
cana-283	128	13	enabling	enable	VERB
cana-283	128	14	communication	communication	NOUN
cana-283	128	15	systems	system	NOUN
cana-283	128	16	to	to	PART
cana-283	128	17	predict	predict	VERB
cana-283	128	18	actions	action	NOUN
cana-283	128	19	in	in	ADP
cana-283	128	20	the	the	DET
cana-283	128	21	future	future	NOUN
cana-283	128	22	.	.	PUNCT
cana-283	129	1	in	in	ADP
cana-283	129	2	machine	machine	NOUN
cana-283	129	3	learning	learn	VERB
cana-283	129	4	specifically	specifically	ADV
cana-283	129	5	,	,	PUNCT
cana-283	129	6	the	the	DET
cana-283	129	7	long	long	ADJ
cana-283	129	8	short	short	ADJ
cana-283	129	9	-	-	PUNCT
cana-283	129	10	term	term	NOUN
cana-283	129	11	memory	memory	NOUN
cana-283	129	12	(	(	PUNCT
cana-283	129	13	lstm	lstm	ADJ
cana-283	129	14	)	)	PUNCT
cana-283	129	15	network	network	NOUN
cana-283	129	16	is	be	AUX
cana-283	129	17	another	another	DET
cana-283	129	18	prediction	prediction	NOUN
cana-283	129	19	model	model	NOUN
cana-283	129	20	.	.	PUNCT
cana-283	130	1	this	this	DET
cana-283	130	2	kind	kind	NOUN
cana-283	130	3	of	of	ADP
cana-283	130	4	recurrent	recurrent	ADJ
cana-283	130	5	neural	neural	ADJ
cana-283	130	6	network	network	NOUN
cana-283	130	7	is	be	AUX
cana-283	130	8	helpful	helpful	ADJ
cana-283	130	9	for	for	ADP
cana-283	130	10	forecasting	forecasting	NOUN
cana-283	130	11	network	network	NOUN
cana-283	130	12	traffic	traffic	NOUN
cana-283	130	13	patterns	pattern	NOUN
cana-283	130	14	since	since	SCONJ
cana-283	130	15	it	it	PRON
cana-283	130	16	is	be	AUX
cana-283	130	17	skilled	skilled	ADJ
cana-283	130	18	at	at	ADP
cana-283	130	19	modelling	model	VERB
cana-283	130	20	time	time	NOUN
cana-283	130	21	-	-	PUNCT
cana-283	130	22	series	series	NOUN
cana-283	130	23	data	datum	NOUN
cana-283	130	24	and	and	CCONJ
cana-283	130	25	sequences	sequence	NOUN
cana-283	130	26	.	.	PUNCT
cana-283	131	1	the	the	DET
cana-283	131	2	lstm	lstm	PROPN
cana-283	131	3	network	network	NOUN
cana-283	131	4	uses	use	VERB
cana-283	131	5	intricate	intricate	ADJ
cana-283	131	6	mathematical	mathematical	ADJ
cana-283	131	7	operations	operation	NOUN
cana-283	131	8	including	include	VERB
cana-283	131	9	gates	gate	NOUN
cana-283	131	10	and	and	CCONJ
cana-283	131	11	cell	cell	NOUN
cana-283	131	12	states	state	NOUN
cana-283	131	13	to	to	PART
cana-283	131	14	store	store	VERB
cana-283	131	15	communications	communication	NOUN
cana-283	131	16	on	on	ADP
cana-283	131	17	applied	apply	VERB
cana-283	131	18	nonlinear	nonlinear	ADJ
cana-283	131	19	analysis	analysis	NOUN
cana-283	131	20	issn	issn	NOUN
cana-283	131	21	:	:	PUNCT
cana-283	131	22	1074	1074	NUM
cana-283	131	23	-	-	PUNCT
cana-283	131	24	133x	133x	NUM
cana-283	131	25	vol	vol	NOUN
cana-283	131	26	31	31	NUM
cana-283	131	27	no	no	NOUN
cana-283	131	28	.	.	NOUN
cana-283	131	29	1	1	NUM
cana-283	131	30	(	(	PUNCT
cana-283	131	31	2024	2024	NUM
cana-283	131	32	)	)	PUNCT
cana-283	131	33	10	10	NUM
cana-283	131	34	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	131	35	and	and	CCONJ
cana-283	131	36	utilise	utilise	VERB
cana-283	131	37	crucial	crucial	ADJ
cana-283	131	38	information	information	NOUN
cana-283	131	39	from	from	ADP
cana-283	131	40	historical	historical	ADJ
cana-283	131	41	data	datum	NOUN
cana-283	131	42	,	,	PUNCT
cana-283	131	43	enabling	enable	VERB
cana-283	131	44	more	more	ADV
cana-283	131	45	precise	precise	ADJ
cana-283	131	46	predictions	prediction	NOUN
cana-283	131	47	in	in	ADP
cana-283	131	48	communication	communication	NOUN
cana-283	131	49	systems	system	NOUN
cana-283	131	50	.	.	PUNCT
cana-283	132	1	the	the	DET
cana-283	132	2	foundation	foundation	NOUN
cana-283	132	3	of	of	ADP
cana-283	132	4	signal	signal	PROPN
cana-283	132	5	processing	processing	NOUN
cana-283	132	6	,	,	PUNCT
cana-283	132	7	channel	channel	NOUN
cana-283	132	8	characterization	characterization	NOUN
cana-283	132	9	,	,	PUNCT
cana-283	132	10	and	and	CCONJ
cana-283	132	11	predictive	predictive	ADJ
cana-283	132	12	modelling	modelling	NOUN
cana-283	132	13	in	in	ADP
cana-283	132	14	communication	communication	NOUN
cana-283	132	15	technology	technology	NOUN
cana-283	132	16	is	be	AUX
cana-283	132	17	made	make	VERB
cana-283	132	18	up	up	ADP
cana-283	132	19	of	of	ADP
cana-283	132	20	these	these	DET
cana-283	132	21	mathematical	mathematical	ADJ
cana-283	132	22	models	model	NOUN
cana-283	132	23	.	.	PUNCT
cana-283	133	1	they	they	PRON
cana-283	133	2	provide	provide	VERB
cana-283	133	3	effective	effective	ADJ
cana-283	133	4	encoding	encoding	NOUN
cana-283	133	5	,	,	PUNCT
cana-283	133	6	comprehension	comprehension	NOUN
cana-283	133	7	of	of	ADP
cana-283	133	8	channel	channel	NOUN
cana-283	133	9	behaviours	behaviour	NOUN
cana-283	133	10	,	,	PUNCT
cana-283	133	11	and	and	CCONJ
cana-283	133	12	prediction	prediction	NOUN
cana-283	133	13	of	of	ADP
cana-283	133	14	future	future	ADJ
cana-283	133	15	network	network	NOUN
cana-283	133	16	trends	trend	NOUN
cana-283	133	17	,	,	PUNCT
cana-283	133	18	enabling	enable	VERB
cana-283	133	19	systems	system	NOUN
cana-283	133	20	to	to	PART
cana-283	133	21	reliably	reliably	ADV
cana-283	133	22	transmit	transmit	VERB
cana-283	133	23	data	datum	NOUN
cana-283	133	24	and	and	CCONJ
cana-283	133	25	anticipate	anticipate	VERB
cana-283	133	26	and	and	CCONJ
cana-283	133	27	adjust	adjust	VERB
cana-283	133	28	to	to	ADP
cana-283	133	29	evolving	evolve	VERB
cana-283	133	30	network	network	NOUN
cana-283	133	31	conditions	condition	NOUN
cana-283	133	32	.	.	PUNCT
cana-283	134	1	b.	b.	PROPN
cana-283	134	2	machine	machine	NOUN
cana-283	134	3	learning	learn	VERB
cana-283	134	4	in	in	ADP
cana-283	134	5	communication	communication	NOUN
cana-283	134	6	systems	system	NOUN
cana-283	134	7	1	1	NUM
cana-283	134	8	.	.	PUNCT
cana-283	134	9	error	error	NOUN
cana-283	134	10	correction	correction	NOUN
cana-283	134	11	and	and	CCONJ
cana-283	134	12	equalization	equalization	NOUN
cana-283	134	13	error	error	NOUN
cana-283	134	14	correction	correction	NOUN
cana-283	134	15	and	and	CCONJ
cana-283	134	16	equalisation	equalisation	NOUN
cana-283	134	17	are	be	AUX
cana-283	134	18	essential	essential	ADJ
cana-283	134	19	in	in	ADP
cana-283	134	20	communication	communication	NOUN
cana-283	134	21	systems	system	NOUN
cana-283	134	22	to	to	PART
cana-283	134	23	guarantee	guarantee	VERB
cana-283	134	24	the	the	DET
cana-283	134	25	accuracy	accuracy	NOUN
cana-283	134	26	and	and	CCONJ
cana-283	134	27	calibre	calibre	NOUN
cana-283	134	28	of	of	ADP
cana-283	134	29	data	datum	NOUN
cana-283	134	30	that	that	PRON
cana-283	134	31	is	be	AUX
cana-283	134	32	delivered	deliver	VERB
cana-283	134	33	.	.	PUNCT
cana-283	135	1	the	the	DET
cana-283	135	2	viterbi	viterbi	ADJ
cana-283	135	3	algorithm	algorithm	NOUN
cana-283	135	4	:	:	PUNCT
cana-283	135	5	in	in	ADP
cana-283	135	6	error	error	NOUN
cana-283	135	7	correction	correction	NOUN
cana-283	135	8	,	,	PUNCT
cana-283	135	9	the	the	DET
cana-283	135	10	viterbi	viterbi	NOUN
cana-283	135	11	algorithm	algorithm	NOUN
cana-283	135	12	plays	play	VERB
cana-283	135	13	a	a	DET
cana-283	135	14	crucial	crucial	ADJ
cana-283	135	15	role	role	NOUN
cana-283	135	16	,	,	PUNCT
cana-283	135	17	especially	especially	ADV
cana-283	135	18	when	when	SCONJ
cana-283	135	19	decoding	decode	VERB
cana-283	135	20	convolutional	convolutional	ADJ
cana-283	135	21	codes	code	NOUN
cana-283	135	22	.	.	PUNCT
cana-283	136	1	in	in	ADP
cana-283	136	2	a	a	DET
cana-283	136	3	trellis	trellis	PROPN
cana-283	136	4	diagram	diagram	NOUN
cana-283	136	5	,	,	PUNCT
cana-283	136	6	this	this	DET
cana-283	136	7	dynamic	dynamic	ADJ
cana-283	136	8	programming	programming	NOUN
cana-283	136	9	approach	approach	NOUN
cana-283	136	10	determines	determine	VERB
cana-283	136	11	the	the	DET
cana-283	136	12	most	most	ADV
cana-283	136	13	likely	likely	ADJ
cana-283	136	14	order	order	NOUN
cana-283	136	15	of	of	ADP
cana-283	136	16	states	state	NOUN
cana-283	136	17	.	.	PUNCT
cana-283	137	1	in	in	ADP
cana-283	137	2	the	the	DET
cana-283	137	3	context	context	NOUN
cana-283	137	4	of	of	ADP
cana-283	137	5	communication	communication	NOUN
cana-283	137	6	systems	system	NOUN
cana-283	137	7	,	,	PUNCT
cana-283	137	8	encoded	encode	VERB
cana-283	137	9	data	datum	NOUN
cana-283	137	10	decoding	decode	VERB
cana-283	137	11	is	be	AUX
cana-283	137	12	one	one	NUM
cana-283	137	13	of	of	ADP
cana-283	137	14	its	its	PRON
cana-283	137	15	uses	use	NOUN
cana-283	137	16	.	.	PUNCT
cana-283	138	1	in	in	ADP
cana-283	138	2	terms	term	NOUN
cana-283	138	3	of	of	ADP
cana-283	138	4	mathematics	mathematic	NOUN
cana-283	138	5	,	,	PUNCT
cana-283	138	6	it	it	PRON
cana-283	138	7	entails	entail	VERB
cana-283	138	8	navigating	navigate	VERB
cana-283	138	9	the	the	DET
cana-283	138	10	trellis	trelli	NOUN
cana-283	138	11	to	to	PART
cana-283	138	12	ascertain	ascertain	VERB
cana-283	138	13	the	the	DET
cana-283	138	14	most	most	ADV
cana-283	138	15	likely	likely	ADJ
cana-283	138	16	route	route	NOUN
cana-283	138	17	between	between	ADP
cana-283	138	18	the	the	DET
cana-283	138	19	states	state	NOUN
cana-283	138	20	,	,	PUNCT
cana-283	138	21	reducing	reduce	VERB
cana-283	138	22	mistakes	mistake	NOUN
cana-283	138	23	and	and	CCONJ
cana-283	138	24	facilitating	facilitate	VERB
cana-283	138	25	data	datum	NOUN
cana-283	138	26	retrieval	retrieval	NOUN
cana-283	138	27	.	.	PUNCT
cana-283	139	1	given	give	VERB
cana-283	139	2	the	the	DET
cana-283	139	3	received	receive	VERB
cana-283	139	4	signal	signal	NOUN
cana-283	139	5	,	,	PUNCT
cana-283	139	6	the	the	DET
cana-283	139	7	algorithm	algorithm	NOUN
cana-283	139	8	determines	determine	VERB
cana-283	139	9	the	the	DET
cana-283	139	10	maximum	maximum	ADJ
cana-283	139	11	likelihood	likelihood	NOUN
cana-283	139	12	sequence	sequence	NOUN
cana-283	139	13	.	.	PUNCT
cana-283	140	1	2	2	X
cana-283	140	2	.	.	X
cana-283	140	3	resource	resource	NOUN
cana-283	140	4	allocation	allocation	NOUN
cana-283	140	5	and	and	CCONJ
cana-283	140	6	interference	interference	NOUN
cana-283	140	7	mitigation	mitigation	NOUN
cana-283	140	8	communication	communication	NOUN
cana-283	140	9	system	system	NOUN
cana-283	140	10	optimisation	optimisation	NOUN
cana-283	140	11	requires	require	VERB
cana-283	140	12	effective	effective	ADJ
cana-283	140	13	resource	resource	NOUN
cana-283	140	14	allocation	allocation	NOUN
cana-283	140	15	and	and	CCONJ
cana-283	140	16	interference	interference	NOUN
cana-283	140	17	mitigation	mitigation	NOUN
cana-283	140	18	,	,	PUNCT
cana-283	140	19	especially	especially	ADV
cana-283	140	20	in	in	ADP
cana-283	140	21	wireless	wireless	ADJ
cana-283	140	22	networks	network	NOUN
cana-283	140	23	where	where	SCONJ
cana-283	140	24	resources	resource	NOUN
cana-283	140	25	are	be	AUX
cana-283	140	26	scarce	scarce	ADJ
cana-283	140	27	and	and	CCONJ
cana-283	140	28	interference	interference	NOUN
cana-283	140	29	is	be	AUX
cana-283	140	30	frequent	frequent	ADJ
cana-283	140	31	.	.	PUNCT
cana-283	141	1	algorithms	algorithm	NOUN
cana-283	141	2	for	for	ADP
cana-283	141	3	optimisation	optimisation	NOUN
cana-283	141	4	and	and	CCONJ
cana-283	141	5	game	game	NOUN
cana-283	141	6	theory	theory	NOUN
cana-283	141	7	:	:	PUNCT
cana-283	141	8	several	several	ADJ
cana-283	141	9	game	game	NOUN
cana-283	141	10	theory	theory	NOUN
cana-283	141	11	models	model	NOUN
cana-283	141	12	are	be	AUX
cana-283	141	13	used	use	VERB
cana-283	141	14	in	in	ADP
cana-283	141	15	resource	resource	NOUN
cana-283	141	16	allocation	allocation	NOUN
cana-283	141	17	tactics	tactic	NOUN
cana-283	141	18	,	,	PUNCT
cana-283	141	19	including	include	VERB
cana-283	141	20	the	the	DET
cana-283	141	21	nash	nash	PROPN
cana-283	141	22	equilibrium	equilibrium	NOUN
cana-283	141	23	.	.	PUNCT
cana-283	142	1	this	this	DET
cana-283	142	2	model	model	NOUN
cana-283	142	3	mathematically	mathematically	ADV
cana-283	142	4	depicts	depict	VERB
cana-283	142	5	the	the	DET
cana-283	142	6	equilibrium	equilibrium	NOUN
cana-283	142	7	point	point	NOUN
cana-283	142	8	at	at	ADP
cana-283	142	9	which	which	PRON
cana-283	142	10	no	no	DET
cana-283	142	11	actor	actor	NOUN
cana-283	142	12	(	(	PUNCT
cana-283	142	13	in	in	ADP
cana-283	142	14	this	this	DET
cana-283	142	15	case	case	NOUN
cana-283	142	16	,	,	PUNCT
cana-283	142	17	communication	communication	NOUN
cana-283	142	18	nodes	node	NOUN
cana-283	142	19	or	or	CCONJ
cana-283	142	20	devices	device	NOUN
cana-283	142	21	)	)	PUNCT
cana-283	142	22	can	can	AUX
cana-283	142	23	enhance	enhance	VERB
cana-283	142	24	their	their	PRON
cana-283	142	25	approach	approach	NOUN
cana-283	142	26	without	without	ADP
cana-283	142	27	having	have	VERB
cana-283	142	28	an	an	DET
cana-283	142	29	impact	impact	NOUN
cana-283	142	30	on	on	ADP
cana-283	142	31	other	other	ADJ
cana-283	142	32	players	player	NOUN
cana-283	142	33	.	.	PUNCT
cana-283	143	1	these	these	DET
cana-283	143	2	models	model	NOUN
cana-283	143	3	are	be	AUX
cana-283	143	4	applied	apply	VERB
cana-283	143	5	in	in	ADP
cana-283	143	6	communication	communication	NOUN
cana-283	143	7	networks	network	NOUN
cana-283	143	8	to	to	PART
cana-283	143	9	distribute	distribute	VERB
cana-283	143	10	resources	resource	NOUN
cana-283	143	11	(	(	PUNCT
cana-283	143	12	such	such	ADJ
cana-283	143	13	as	as	ADP
cana-283	143	14	bandwidth	bandwidth	ADJ
cana-283	143	15	)	)	PUNCT
cana-283	143	16	among	among	ADP
cana-283	143	17	several	several	ADJ
cana-283	143	18	users	user	NOUN
cana-283	143	19	in	in	ADP
cana-283	143	20	an	an	DET
cana-283	143	21	optimal	optimal	ADJ
cana-283	143	22	manner	manner	NOUN
cana-283	143	23	,	,	PUNCT
cana-283	143	24	guaranteeing	guarantee	VERB
cana-283	143	25	equitable	equitable	ADJ
cana-283	143	26	and	and	CCONJ
cana-283	143	27	effective	effective	ADJ
cana-283	143	28	use	use	NOUN
cana-283	143	29	.	.	PUNCT
cana-283	144	1	furthermore	furthermore	ADV
cana-283	144	2	,	,	PUNCT
cana-283	144	3	in	in	ADP
cana-283	144	4	wireless	wireless	ADJ
cana-283	144	5	communication	communication	NOUN
cana-283	144	6	systems	system	NOUN
cana-283	144	7	,	,	PUNCT
cana-283	144	8	optimisation	optimisation	NOUN
cana-283	144	9	methods	method	NOUN
cana-283	144	10	like	like	ADP
cana-283	144	11	the	the	DET
cana-283	144	12	genetic	genetic	ADJ
cana-283	144	13	or	or	CCONJ
cana-283	144	14	gradient	gradient	ADJ
cana-283	144	15	descent	descent	NOUN
cana-283	144	16	algorithms	algorithm	NOUN
cana-283	144	17	are	be	AUX
cana-283	144	18	used	use	VERB
cana-283	144	19	to	to	PART
cana-283	144	20	reduce	reduce	VERB
cana-283	144	21	interference	interference	NOUN
cana-283	144	22	.	.	PUNCT
cana-283	145	1	these	these	DET
cana-283	145	2	algorithms	algorithm	NOUN
cana-283	145	3	optimise	optimise	VERB
cana-283	145	4	particular	particular	ADJ
cana-283	145	5	goals	goal	NOUN
cana-283	145	6	by	by	ADP
cana-283	145	7	iteratively	iteratively	ADV
cana-283	145	8	adjusting	adjust	VERB
cana-283	145	9	parameters	parameter	NOUN
cana-283	145	10	.	.	PUNCT
cana-283	146	1	when	when	SCONJ
cana-283	146	2	it	it	PRON
cana-283	146	3	comes	come	VERB
cana-283	146	4	to	to	PART
cana-283	146	5	interference	interference	VERB
cana-283	146	6	mitigation	mitigation	NOUN
cana-283	146	7	,	,	PUNCT
cana-283	146	8	they	they	PRON
cana-283	146	9	maximise	maximise	VERB
cana-283	146	10	the	the	DET
cana-283	146	11	distribution	distribution	NOUN
cana-283	146	12	of	of	ADP
cana-283	146	13	resources	resource	NOUN
cana-283	146	14	or	or	CCONJ
cana-283	146	15	transmission	transmission	NOUN
cana-283	146	16	powers	power	NOUN
cana-283	146	17	to	to	PART
cana-283	146	18	minimise	minimise	VERB
cana-283	146	19	interference	interference	NOUN
cana-283	146	20	while	while	SCONJ
cana-283	146	21	preserving	preserve	VERB
cana-283	146	22	efficient	efficient	ADJ
cana-283	146	23	communication	communication	NOUN
cana-283	146	24	.	.	PUNCT
cana-283	147	1	3	3	X
cana-283	147	2	.	.	X
cana-283	147	3	real	real	ADJ
cana-283	147	4	-	-	PUNCT
cana-283	147	5	time	time	NOUN
cana-283	147	6	predictive	predictive	ADJ
cana-283	147	7	models	model	NOUN
cana-283	147	8	:	:	PUNCT
cana-283	147	9	in	in	ADP
cana-283	147	10	order	order	NOUN
cana-283	147	11	to	to	PART
cana-283	147	12	achieve	achieve	VERB
cana-283	147	13	optimal	optimal	ADJ
cana-283	147	14	performance	performance	NOUN
cana-283	147	15	,	,	PUNCT
cana-283	147	16	real	real	ADJ
cana-283	147	17	-	-	PUNCT
cana-283	147	18	time	time	NOUN
cana-283	147	19	predictive	predictive	ADJ
cana-283	147	20	models	model	NOUN
cana-283	147	21	in	in	ADP
cana-283	147	22	communication	communication	NOUN
cana-283	147	23	systems	system	NOUN
cana-283	147	24	help	help	VERB
cana-283	147	25	to	to	PART
cana-283	147	26	dynamically	dynamically	ADV
cana-283	147	27	adapt	adapt	VERB
cana-283	147	28	to	to	ADP
cana-283	147	29	changing	change	VERB
cana-283	147	30	network	network	NOUN
cana-283	147	31	conditions	condition	NOUN
cana-283	147	32	.	.	PUNCT
cana-283	148	1	kalman	kalman	NOUN
cana-283	148	2	filters	filter	VERB
cana-283	148	3	with	with	ADP
cana-283	148	4	recurrent	recurrent	ADJ
cana-283	148	5	neural	neural	ADJ
cana-283	148	6	networks	network	NOUN
cana-283	148	7	(	(	PUNCT
cana-283	148	8	rnns	rnns	PROPN
cana-283	148	9	):	):	PUNCT
cana-283	148	10	in	in	ADP
cana-283	148	11	communication	communication	NOUN
cana-283	148	12	systems	system	NOUN
cana-283	148	13	,	,	PUNCT
cana-283	148	14	recurrent	recurrent	ADJ
cana-283	148	15	neural	neural	ADJ
cana-283	148	16	networks	network	NOUN
cana-283	148	17	especially	especially	ADV
cana-283	148	18	models	model	VERB
cana-283	148	19	like	like	ADP
cana-283	148	20	long	long	ADJ
cana-283	148	21	short	short	ADJ
cana-283	148	22	-	-	PUNCT
cana-283	148	23	term	term	NOUN
cana-283	148	24	memory	memory	NOUN
cana-283	148	25	(	(	PUNCT
cana-283	148	26	lstm	lstm	NOUN
cana-283	148	27	)	)	PUNCT
cana-283	148	28	are	be	AUX
cana-283	148	29	used	use	VERB
cana-283	148	30	for	for	ADP
cana-283	148	31	real	real	ADJ
cana-283	148	32	-	-	PUNCT
cana-283	148	33	time	time	NOUN
cana-283	148	34	predictive	predictive	ADJ
cana-283	148	35	modelling	modelling	NOUN
cana-283	148	36	.	.	PUNCT
cana-283	149	1	these	these	DET
cana-283	149	2	models	model	NOUN
cana-283	149	3	forecast	forecast	VERB
cana-283	149	4	future	future	ADJ
cana-283	149	5	network	network	NOUN
cana-283	149	6	communications	communication	NOUN
cana-283	149	7	on	on	ADP
cana-283	149	8	applied	apply	VERB
cana-283	149	9	nonlinear	nonlinear	ADJ
cana-283	149	10	analysis	analysis	NOUN
cana-283	149	11	issn	issn	NOUN
cana-283	149	12	:	:	PUNCT
cana-283	149	13	1074	1074	NUM
cana-283	149	14	-	-	PUNCT
cana-283	149	15	133x	133x	NUM
cana-283	149	16	vol	vol	NOUN
cana-283	149	17	31	31	NUM
cana-283	149	18	no	no	NOUN
cana-283	149	19	.	.	NOUN
cana-283	149	20	1	1	NUM
cana-283	149	21	(	(	PUNCT
cana-283	149	22	2024	2024	NUM
cana-283	149	23	)	)	PUNCT
cana-283	149	24	11	11	NUM
cana-283	149	25	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	149	26	behaviours	behaviour	NOUN
cana-283	149	27	by	by	ADP
cana-283	149	28	using	use	VERB
cana-283	149	29	previous	previous	ADJ
cana-283	149	30	context	context	NOUN
cana-283	149	31	and	and	CCONJ
cana-283	149	32	sequential	sequential	ADJ
cana-283	149	33	data	datum	NOUN
cana-283	149	34	.	.	PUNCT
cana-283	150	1	rnns	rnn	NOUN
cana-283	150	2	are	be	AUX
cana-283	150	3	able	able	ADJ
cana-283	150	4	to	to	PART
cana-283	150	5	make	make	VERB
cana-283	150	6	mathematical	mathematical	ADJ
cana-283	150	7	predictions	prediction	NOUN
cana-283	150	8	based	base	VERB
cana-283	150	9	on	on	ADP
cana-283	150	10	a	a	DET
cana-283	150	11	series	series	NOUN
cana-283	150	12	of	of	ADP
cana-283	150	13	data	datum	NOUN
cana-283	150	14	because	because	SCONJ
cana-283	150	15	of	of	ADP
cana-283	150	16	their	their	PRON
cana-283	150	17	recurrent	recurrent	ADJ
cana-283	150	18	connections	connection	NOUN
cana-283	150	19	,	,	PUNCT
cana-283	150	20	which	which	PRON
cana-283	150	21	mathematically	mathematically	ADV
cana-283	150	22	preserve	preserve	VERB
cana-283	150	23	recollection	recollection	NOUN
cana-283	150	24	of	of	ADP
cana-283	150	25	previous	previous	ADJ
cana-283	150	26	inputs	input	NOUN
cana-283	150	27	.	.	PUNCT
cana-283	151	1	another	another	DET
cana-283	151	2	mathematical	mathematical	ADJ
cana-283	151	3	approach	approach	NOUN
cana-283	151	4	for	for	ADP
cana-283	151	5	real	real	ADJ
cana-283	151	6	-	-	PUNCT
cana-283	151	7	time	time	NOUN
cana-283	151	8	predictive	predictive	ADJ
cana-283	151	9	modelling	modelling	NOUN
cana-283	151	10	is	be	AUX
cana-283	151	11	the	the	DET
cana-283	151	12	kalman	kalman	PROPN
cana-283	151	13	filter	filter	NOUN
cana-283	151	14	.	.	PUNCT
cana-283	152	1	they	they	PRON
cana-283	152	2	use	use	VERB
cana-283	152	3	a	a	DET
cana-283	152	4	set	set	NOUN
cana-283	152	5	of	of	ADP
cana-283	152	6	noisy	noisy	ADJ
cana-283	152	7	measurements	measurement	NOUN
cana-283	152	8	to	to	PART
cana-283	152	9	estimate	estimate	VERB
cana-283	152	10	the	the	DET
cana-283	152	11	state	state	NOUN
cana-283	152	12	of	of	ADP
cana-283	152	13	a	a	DET
cana-283	152	14	dynamic	dynamic	ADJ
cana-283	152	15	system	system	NOUN
cana-283	152	16	.	.	PUNCT
cana-283	153	1	real	real	ADJ
cana-283	153	2	-	-	PUNCT
cana-283	153	3	time	time	NOUN
cana-283	153	4	channel	channel	NOUN
cana-283	153	5	changes	change	NOUN
cana-283	153	6	are	be	AUX
cana-283	153	7	predicted	predict	VERB
cana-283	153	8	and	and	CCONJ
cana-283	153	9	compensated	compensate	VERB
cana-283	153	10	for	for	ADP
cana-283	153	11	in	in	ADP
cana-283	153	12	communication	communication	NOUN
cana-283	153	13	systems	system	NOUN
cana-283	153	14	.	.	PUNCT
cana-283	154	1	mathematically	mathematically	ADV
cana-283	154	2	,	,	PUNCT
cana-283	154	3	these	these	DET
cana-283	154	4	filters	filter	NOUN
cana-283	154	5	ensure	ensure	VERB
cana-283	154	6	precise	precise	ADJ
cana-283	154	7	and	and	CCONJ
cana-283	154	8	timely	timely	ADJ
cana-283	154	9	modifications	modification	NOUN
cana-283	154	10	in	in	ADP
cana-283	154	11	changing	change	VERB
cana-283	154	12	network	network	NOUN
cana-283	154	13	conditions	condition	NOUN
cana-283	154	14	by	by	ADP
cana-283	154	15	iteratively	iteratively	ADV
cana-283	154	16	updating	update	VERB
cana-283	154	17	and	and	CCONJ
cana-283	154	18	refining	refining	NOUN
cana-283	154	19	predictions	prediction	NOUN
cana-283	154	20	using	use	VERB
cana-283	154	21	a	a	DET
cana-283	154	22	system	system	NOUN
cana-283	154	23	model	model	NOUN
cana-283	154	24	and	and	CCONJ
cana-283	154	25	many	many	ADJ
cana-283	154	26	noisy	noisy	ADJ
cana-283	154	27	observations	observation	NOUN
cana-283	154	28	.	.	PUNCT
cana-283	155	1	these	these	DET
cana-283	155	2	mathematical	mathematical	ADJ
cana-283	155	3	models	model	NOUN
cana-283	155	4	are	be	AUX
cana-283	155	5	essential	essential	ADJ
cana-283	155	6	for	for	ADP
cana-283	155	7	improving	improve	VERB
cana-283	155	8	communication	communication	NOUN
cana-283	155	9	systems	system	NOUN
cana-283	155	10	because	because	SCONJ
cana-283	155	11	they	they	PRON
cana-283	155	12	can	can	AUX
cana-283	155	13	forecast	forecast	VERB
cana-283	155	14	future	future	ADJ
cana-283	155	15	network	network	NOUN
cana-283	155	16	behaviours	behaviour	NOUN
cana-283	155	17	in	in	ADP
cana-283	155	18	real	real	ADJ
cana-283	155	19	time	time	NOUN
cana-283	155	20	,	,	PUNCT
cana-283	155	21	mitigate	mitigate	ADJ
cana-283	155	22	interference	interference	NOUN
cana-283	155	23	,	,	PUNCT
cana-283	155	24	optimise	optimise	ADJ
cana-283	155	25	resource	resource	NOUN
cana-283	155	26	utilisation	utilisation	NOUN
cana-283	155	27	,	,	PUNCT
cana-283	155	28	and	and	CCONJ
cana-283	155	29	rectify	rectify	VERB
cana-283	155	30	faults	fault	NOUN
cana-283	155	31	.	.	PUNCT
cana-283	156	1	in	in	ADP
cana-283	156	2	a	a	DET
cana-283	156	3	variety	variety	NOUN
cana-283	156	4	of	of	ADP
cana-283	156	5	dynamic	dynamic	ADJ
cana-283	156	6	network	network	NOUN
cana-283	156	7	situations	situation	NOUN
cana-283	156	8	,	,	PUNCT
cana-283	156	9	their	their	PRON
cana-283	156	10	implementation	implementation	NOUN
cana-283	156	11	enables	enable	VERB
cana-283	156	12	systems	system	NOUN
cana-283	156	13	to	to	PART
cana-283	156	14	function	function	VERB
cana-283	156	15	effectively	effectively	ADV
cana-283	156	16	,	,	PUNCT
cana-283	156	17	adapt	adapt	VERB
cana-283	156	18	dynamically	dynamically	ADV
cana-283	156	19	,	,	PUNCT
cana-283	156	20	and	and	CCONJ
cana-283	156	21	maintain	maintain	VERB
cana-283	156	22	dependable	dependable	ADJ
cana-283	156	23	and	and	CCONJ
cana-283	156	24	high	high	ADJ
cana-283	156	25	-	-	PUNCT
cana-283	156	26	quality	quality	NOUN
cana-283	156	27	communication	communication	NOUN
cana-283	156	28	channels	channel	NOUN
cana-283	156	29	.	.	PUNCT
cana-283	157	1	v.	v.	ADP
cana-283	157	2	discussion	discussion	NOUN
cana-283	157	3	table	table	NOUN
cana-283	157	4	2	2	NUM
cana-283	157	5	displays	display	VERB
cana-283	157	6	the	the	DET
cana-283	157	7	comparative	comparative	ADJ
cana-283	157	8	performance	performance	NOUN
cana-283	157	9	of	of	ADP
cana-283	157	10	rnn	rnn	PROPN
cana-283	157	11	,	,	PUNCT
cana-283	157	12	lstm	lstm	NOUN
cana-283	157	13	,	,	PUNCT
cana-283	157	14	and	and	CCONJ
cana-283	157	15	reinforcement	reinforcement	NOUN
cana-283	157	16	learning	learning	NOUN
cana-283	157	17	models	model	NOUN
cana-283	157	18	in	in	ADP
cana-283	157	19	conjunction	conjunction	NOUN
cana-283	157	20	with	with	ADP
cana-283	157	21	nonlinear	nonlinear	ADJ
cana-283	157	22	analysis	analysis	NOUN
cana-283	157	23	over	over	ADP
cana-283	157	24	a	a	DET
cana-283	157	25	range	range	NOUN
cana-283	157	26	of	of	ADP
cana-283	157	27	evaluation	evaluation	NOUN
cana-283	157	28	parameters	parameter	NOUN
cana-283	157	29	in	in	ADP
cana-283	157	30	the	the	DET
cana-283	157	31	communication	communication	NOUN
cana-283	157	32	technology	technology	NOUN
cana-283	157	33	sector	sector	NOUN
cana-283	157	34	.	.	PUNCT
cana-283	158	1	the	the	DET
cana-283	158	2	outcomes	outcome	NOUN
cana-283	158	3	demonstrate	demonstrate	VERB
cana-283	158	4	how	how	SCONJ
cana-283	158	5	versatile	versatile	ADJ
cana-283	158	6	lstm	lstm	NOUN
cana-283	158	7	is	be	AUX
cana-283	158	8	,	,	PUNCT
cana-283	158	9	with	with	ADP
cana-283	158	10	a	a	DET
cana-283	158	11	score	score	NOUN
cana-283	158	12	of	of	ADP
cana-283	158	13	an	an	DET
cana-283	158	14	astounding	astounding	ADJ
cana-283	158	15	92.65	92.65	NUM
cana-283	158	16	%	%	NOUN
cana-283	158	17	.	.	PUNCT
cana-283	159	1	it	it	PRON
cana-283	159	2	is	be	AUX
cana-283	159	3	positioned	position	VERB
cana-283	159	4	as	as	ADP
cana-283	159	5	a	a	DET
cana-283	159	6	highly	highly	ADV
cana-283	159	7	adaptive	adaptive	ADJ
cana-283	159	8	model	model	NOUN
cana-283	159	9	due	due	ADP
cana-283	159	10	to	to	ADP
cana-283	159	11	its	its	PRON
cana-283	159	12	capacity	capacity	NOUN
cana-283	159	13	to	to	PART
cana-283	159	14	understand	understand	VERB
cana-283	159	15	and	and	CCONJ
cana-283	159	16	react	react	VERB
cana-283	159	17	to	to	ADP
cana-283	159	18	sequential	sequential	ADJ
cana-283	159	19	data	datum	NOUN
cana-283	159	20	within	within	ADP
cana-283	159	21	communication	communication	NOUN
cana-283	159	22	networks	network	NOUN
cana-283	159	23	.	.	PUNCT
cana-283	160	1	at	at	ADP
cana-283	160	2	87.23	87.23	NUM
cana-283	160	3	%	%	NOUN
cana-283	160	4	,	,	PUNCT
cana-283	160	5	rnn	rnn	AUX
cana-283	160	6	exhibits	exhibit	VERB
cana-283	160	7	a	a	DET
cana-283	160	8	noteworthy	noteworthy	ADJ
cana-283	160	9	degree	degree	NOUN
cana-283	160	10	of	of	ADP
cana-283	160	11	adaptability	adaptability	NOUN
cana-283	160	12	,	,	PUNCT
cana-283	160	13	whereas	whereas	SCONJ
cana-283	160	14	reinforcement	reinforcement	NOUN
cana-283	160	15	learning	learning	NOUN
cana-283	160	16	has	have	VERB
cana-283	160	17	a	a	DET
cana-283	160	18	commendable	commendable	ADJ
cana-283	160	19	yet	yet	CCONJ
cana-283	160	20	relatively	relatively	ADV
cana-283	160	21	lesser	less	ADJ
cana-283	160	22	score	score	NOUN
cana-283	160	23	of	of	ADP
cana-283	160	24	78.33	78.33	NUM
cana-283	160	25	%	%	NOUN
cana-283	160	26	.	.	PUNCT
cana-283	161	1	these	these	DET
cana-283	161	2	scores	score	NOUN
cana-283	161	3	show	show	VERB
cana-283	161	4	how	how	SCONJ
cana-283	161	5	adaptable	adaptable	ADJ
cana-283	161	6	and	and	CCONJ
cana-283	161	7	learnable	learnable	ADJ
cana-283	161	8	these	these	DET
cana-283	161	9	models	model	NOUN
cana-283	161	10	are	be	AUX
cana-283	161	11	in	in	ADP
cana-283	161	12	situations	situation	NOUN
cana-283	161	13	involving	involve	VERB
cana-283	161	14	dynamic	dynamic	ADJ
cana-283	161	15	communication	communication	NOUN
cana-283	161	16	.	.	PUNCT
cana-283	162	1	table	table	NOUN
cana-283	162	2	2	2	NUM
cana-283	162	3	:	:	PUNCT
cana-283	162	4	result	result	NOUN
cana-283	162	5	for	for	ADP
cana-283	162	6	nonlinear	nonlinear	ADJ
cana-283	162	7	analysis	analysis	NOUN
cana-283	162	8	with	with	ADP
cana-283	162	9	machine	machine	NOUN
cana-283	162	10	learning	learning	NOUN
cana-283	162	11	model	model	NOUN
cana-283	162	12	evaluation	evaluation	NOUN
cana-283	162	13	parameters	parameter	NOUN
cana-283	162	14	rnn	rnn	VERB
cana-283	162	15	lstm	lstm	ADJ
cana-283	162	16	reinforcement	reinforcement	NOUN
cana-283	162	17	learning	learning	NOUN
cana-283	162	18	adaptability	adaptability	NOUN
cana-283	162	19	87.23	87.23	NUM
cana-283	162	20	%	%	NOUN
cana-283	162	21	92.65	92.65	NUM
cana-283	162	22	%	%	NOUN
cana-283	162	23	78.33	78.33	NUM
cana-283	162	24	%	%	NOUN
cana-283	162	25	predictive	predictive	ADJ
cana-283	162	26	power	power	NOUN
cana-283	162	27	90.22	90.22	NUM
cana-283	162	28	%	%	NOUN
cana-283	162	29	94.77	94.77	NUM
cana-283	162	30	%	%	NOUN
cana-283	162	31	82.65	82.65	NUM
cana-283	162	32	%	%	NOUN
cana-283	162	33	memory	memory	NOUN
cana-283	162	34	retention	retention	NOUN
cana-283	162	35	82.56	82.56	NUM
cana-283	162	36	%	%	NOUN
cana-283	162	37	95.71	95.71	NUM
cana-283	162	38	%	%	NOUN
cana-283	162	39	79.66	79.66	NUM
cana-283	162	40	%	%	NOUN
cana-283	162	41	computational	computational	ADJ
cana-283	162	42	complexity	complexity	NOUN
cana-283	162	43	75.76	75.76	NUM
cana-283	162	44	%	%	NOUN
cana-283	162	45	88.89	88.89	NUM
cana-283	162	46	%	%	NOUN
cana-283	162	47	72.32	72.32	NUM
cana-283	162	48	%	%	NOUN
cana-283	162	49	application	application	NOUN
cana-283	162	50	in	in	ADP
cana-283	162	51	communication	communication	NOUN
cana-283	162	52	90.66	90.66	NUM
cana-283	162	53	%	%	NOUN
cana-283	162	54	93.12	93.12	NUM
cana-283	162	55	%	%	NOUN
cana-283	162	56	85.87	85.87	NUM
cana-283	162	57	%	%	NOUN
cana-283	162	58	both	both	CCONJ
cana-283	162	59	lstm	lstm	NOUN
cana-283	162	60	and	and	CCONJ
cana-283	162	61	rnn	rnn	NOUN
cana-283	162	62	perform	perform	VERB
cana-283	162	63	well	well	ADV
cana-283	162	64	in	in	ADP
cana-283	162	65	terms	term	NOUN
cana-283	162	66	of	of	ADP
cana-283	162	67	predictive	predictive	ADJ
cana-283	162	68	power	power	NOUN
cana-283	162	69	;	;	PUNCT
cana-283	162	70	lstm	lstm	NOUN
cana-283	162	71	leads	lead	VERB
cana-283	162	72	with	with	ADP
cana-283	162	73	94.77	94.77	NUM
cana-283	162	74	%	%	NOUN
cana-283	162	75	,	,	PUNCT
cana-283	162	76	while	while	SCONJ
cana-283	162	77	rnn	rnn	NOUN
cana-283	162	78	comes	come	VERB
cana-283	162	79	in	in	ADP
cana-283	162	80	second	second	ADJ
cana-283	162	81	at	at	ADP
cana-283	162	82	90.22	90.22	NUM
cana-283	162	83	%	%	NOUN
cana-283	162	84	.	.	PUNCT
cana-283	163	1	these	these	DET
cana-283	163	2	models	model	NOUN
cana-283	163	3	are	be	AUX
cana-283	163	4	quite	quite	ADV
cana-283	163	5	good	good	ADJ
cana-283	163	6	at	at	ADP
cana-283	163	7	predicting	predict	VERB
cana-283	163	8	future	future	ADJ
cana-283	163	9	communication	communication	NOUN
cana-283	163	10	data	datum	NOUN
cana-283	163	11	patterns	pattern	NOUN
cana-283	163	12	or	or	CCONJ
cana-283	163	13	events	event	NOUN
cana-283	163	14	.	.	PUNCT
cana-283	164	1	with	with	ADP
cana-283	164	2	a	a	DET
cana-283	164	3	little	little	ADJ
cana-283	164	4	lower	low	ADJ
cana-283	164	5	prediction	prediction	NOUN
cana-283	164	6	accuracy	accuracy	NOUN
cana-283	164	7	of	of	ADP
cana-283	164	8	82.65	82.65	NUM
cana-283	164	9	%	%	NOUN
cana-283	164	10	,	,	PUNCT
cana-283	164	11	reinforcement	reinforcement	NOUN
cana-283	164	12	learning	learning	NOUN
cana-283	164	13	nevertheless	nevertheless	ADV
cana-283	164	14	shows	show	VERB
cana-283	164	15	promise	promise	NOUN
cana-283	164	16	for	for	ADP
cana-283	164	17	predicting	predict	VERB
cana-283	164	18	network	network	NOUN
cana-283	164	19	behaviour	behaviour	NOUN
cana-283	164	20	based	base	VERB
cana-283	164	21	on	on	ADP
cana-283	164	22	prior	prior	ADJ
cana-283	164	23	experiences	experience	NOUN
cana-283	164	24	.	.	PUNCT
cana-283	165	1	with	with	ADP
cana-283	165	2	a	a	DET
cana-283	165	3	memory	memory	NOUN
cana-283	165	4	retention	retention	NOUN
cana-283	165	5	rate	rate	NOUN
cana-283	165	6	of	of	ADP
cana-283	165	7	95.71	95.71	NUM
cana-283	165	8	%	%	NOUN
cana-283	165	9	,	,	PUNCT
cana-283	165	10	lstm	lstm	NOUN
cana-283	165	11	greatly	greatly	ADV
cana-283	165	12	outperforms	outperform	VERB
cana-283	165	13	other	other	ADJ
cana-283	165	14	models	model	NOUN
cana-283	165	15	,	,	PUNCT
cana-283	165	16	which	which	PRON
cana-283	165	17	is	be	AUX
cana-283	165	18	important	important	ADJ
cana-283	165	19	for	for	ADP
cana-283	165	20	comprehending	comprehend	VERB
cana-283	165	21	long	long	ADJ
cana-283	165	22	-	-	PUNCT
cana-283	165	23	term	term	NOUN
cana-283	165	24	dependencies	dependency	NOUN
cana-283	165	25	within	within	ADP
cana-283	165	26	data	datum	NOUN
cana-283	165	27	.	.	PUNCT
cana-283	166	1	reinforcement	reinforcement	NOUN
cana-283	166	2	learning	learning	NOUN
cana-283	166	3	maintains	maintain	VERB
cana-283	166	4	memory	memory	NOUN
cana-283	166	5	at	at	ADP
cana-283	166	6	79.66	79.66	NUM
cana-283	166	7	%	%	NOUN
cana-283	166	8	,	,	PUNCT
cana-283	166	9	whereas	whereas	SCONJ
cana-283	166	10	rnn	rnn	NOUN
cana-283	166	11	shows	show	VERB
cana-283	166	12	strong	strong	ADJ
cana-283	166	13	memory	memory	NOUN
cana-283	166	14	retention	retention	NOUN
cana-283	166	15	capacities	capacity	NOUN
cana-283	166	16	at	at	ADP
cana-283	166	17	82.56	82.56	NUM
cana-283	166	18	%	%	NOUN
cana-283	166	19	.	.	PUNCT
cana-283	167	1	these	these	DET
cana-283	167	2	scores	score	NOUN
cana-283	167	3	highlight	highlight	VERB
cana-283	167	4	communications	communication	NOUN
cana-283	167	5	on	on	ADP
cana-283	167	6	applied	apply	VERB
cana-283	167	7	nonlinear	nonlinear	ADJ
cana-283	167	8	analysis	analysis	NOUN
cana-283	167	9	issn	issn	NOUN
cana-283	167	10	:	:	PUNCT
cana-283	167	11	1074	1074	NUM
cana-283	167	12	-	-	PUNCT
cana-283	167	13	133x	133x	NUM
cana-283	167	14	vol	vol	NOUN
cana-283	167	15	31	31	NUM
cana-283	167	16	no	no	NOUN
cana-283	167	17	.	.	NOUN
cana-283	167	18	1	1	NUM
cana-283	167	19	(	(	PUNCT
cana-283	167	20	2024	2024	NUM
cana-283	167	21	)	)	PUNCT
cana-283	167	22	12	12	NUM
cana-283	167	23	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	168	1	how	how	SCONJ
cana-283	168	2	crucial	crucial	ADJ
cana-283	168	3	memory	memory	NOUN
cana-283	168	4	retention	retention	NOUN
cana-283	168	5	is	be	AUX
cana-283	168	6	for	for	ADP
cana-283	168	7	understanding	understand	VERB
cana-283	168	8	intricate	intricate	ADJ
cana-283	168	9	patterns	pattern	NOUN
cana-283	168	10	in	in	ADP
cana-283	168	11	communication	communication	NOUN
cana-283	168	12	data	datum	NOUN
cana-283	168	13	,	,	PUNCT
cana-283	168	14	where	where	SCONJ
cana-283	168	15	lstm	lstm	ADJ
cana-283	168	16	excels	excel	VERB
cana-283	168	17	.	.	PUNCT
cana-283	169	1	figure	figure	VERB
cana-283	169	2	3	3	NUM
cana-283	169	3	:	:	PUNCT
cana-283	169	4	representation	representation	NOUN
cana-283	169	5	of	of	ADP
cana-283	169	6	evaluation	evaluation	NOUN
cana-283	169	7	parameter	parameter	NOUN
cana-283	169	8	for	for	ADP
cana-283	169	9	ml	ml	PROPN
cana-283	169	10	model	model	NOUN
cana-283	169	11	reinforcement	reinforcement	NOUN
cana-283	169	12	learning	learning	NOUN
cana-283	169	13	,	,	PUNCT
cana-283	169	14	lstm	lstm	ADJ
cana-283	169	15	,	,	PUNCT
cana-283	169	16	and	and	CCONJ
cana-283	169	17	rnn	rnn	VERB
cana-283	169	18	all	all	PRON
cana-283	169	19	have	have	VERB
cana-283	169	20	different	different	ADJ
cana-283	169	21	computational	computational	ADJ
cana-283	169	22	complexity	complexity	NOUN
cana-283	169	23	levels	level	NOUN
cana-283	169	24	.	.	PUNCT
cana-283	170	1	lstm	lstm	NOUN
cana-283	170	2	exhibits	exhibit	VERB
cana-283	170	3	a	a	DET
cana-283	170	4	greater	great	ADJ
cana-283	170	5	level	level	NOUN
cana-283	170	6	of	of	ADP
cana-283	170	7	complexity	complexity	NOUN
cana-283	170	8	,	,	PUNCT
cana-283	170	9	at	at	ADP
cana-283	170	10	88.89	88.89	NUM
cana-283	170	11	%	%	NOUN
cana-283	170	12	,	,	PUNCT
cana-283	170	13	because	because	SCONJ
cana-283	170	14	of	of	ADP
cana-283	170	15	its	its	PRON
cana-283	170	16	architecture	architecture	NOUN
cana-283	170	17	that	that	PRON
cana-283	170	18	is	be	AUX
cana-283	170	19	intended	intend	VERB
cana-283	170	20	to	to	PART
cana-283	170	21	maintain	maintain	VERB
cana-283	170	22	long	long	ADJ
cana-283	170	23	-	-	PUNCT
cana-283	170	24	term	term	NOUN
cana-283	170	25	interdependence	interdependence	NOUN
cana-283	170	26	.	.	PUNCT
cana-283	171	1	rnn	rnn	NOUN
cana-283	171	2	comes	come	VERB
cana-283	171	3	in	in	ADP
cana-283	171	4	second	second	ADJ
cana-283	171	5	at	at	ADP
cana-283	171	6	75.76	75.76	NUM
cana-283	171	7	%	%	NOUN
cana-283	171	8	,	,	PUNCT
cana-283	171	9	while	while	SCONJ
cana-283	171	10	reinforcement	reinforcement	NOUN
cana-283	171	11	learning	learning	NOUN
cana-283	171	12	shows	show	VERB
cana-283	171	13	somewhat	somewhat	ADV
cana-283	171	14	lower	low	ADJ
cana-283	171	15	computational	computational	ADJ
cana-283	171	16	requirements	requirement	NOUN
cana-283	171	17	at	at	ADP
cana-283	171	18	72.32	72.32	NUM
cana-283	171	19	%	%	NOUN
cana-283	171	20	,	,	PUNCT
cana-283	171	21	suggesting	suggest	VERB
cana-283	171	22	that	that	SCONJ
cana-283	171	23	it	it	PRON
cana-283	171	24	makes	make	VERB
cana-283	171	25	better	well	ADJ
cana-283	171	26	use	use	NOUN
cana-283	171	27	of	of	ADP
cana-283	171	28	its	its	PRON
cana-283	171	29	computational	computational	ADJ
cana-283	171	30	resources	resource	NOUN
cana-283	171	31	.	.	PUNCT
cana-283	172	1	application	application	NOUN
cana-283	172	2	in	in	ADP
cana-283	172	3	communication	communication	NOUN
cana-283	172	4	:	:	PUNCT
cana-283	172	5	when	when	SCONJ
cana-283	172	6	applied	apply	VERB
cana-283	172	7	in	in	ADP
cana-283	172	8	communication	communication	NOUN
cana-283	172	9	networks	network	NOUN
cana-283	172	10	,	,	PUNCT
cana-283	172	11	all	all	DET
cana-283	172	12	three	three	NUM
cana-283	172	13	models	model	NOUN
cana-283	172	14	rnn	rnn	VERB
cana-283	172	15	,	,	PUNCT
cana-283	172	16	lstm	lstm	NOUN
cana-283	172	17	,	,	PUNCT
cana-283	172	18	and	and	CCONJ
cana-283	172	19	reinforcement	reinforcement	NOUN
cana-283	172	20	learning	learning	NOUN
cana-283	172	21	show	show	VERB
cana-283	172	22	excellent	excellent	ADJ
cana-283	172	23	results	result	NOUN
cana-283	172	24	.	.	PUNCT
cana-283	173	1	with	with	ADP
cana-283	173	2	lstm	lstm	NOUN
cana-283	173	3	leading	lead	VERB
cana-283	173	4	at	at	ADP
cana-283	173	5	93.12	93.12	NUM
cana-283	173	6	%	%	NOUN
cana-283	173	7	and	and	CCONJ
cana-283	173	8	rnn	rnn	VERB
cana-283	173	9	following	follow	VERB
cana-283	173	10	closely	closely	ADV
cana-283	173	11	at	at	ADP
cana-283	173	12	90.66	90.66	NUM
cana-283	173	13	%	%	NOUN
cana-283	173	14	,	,	PUNCT
cana-283	173	15	their	their	PRON
cana-283	173	16	wide	wide	ADJ
cana-283	173	17	range	range	NOUN
cana-283	173	18	of	of	ADP
cana-283	173	19	applications	application	NOUN
cana-283	173	20	is	be	AUX
cana-283	173	21	evident	evident	ADJ
cana-283	173	22	.	.	PUNCT
cana-283	174	1	even	even	ADV
cana-283	174	2	with	with	ADP
cana-283	174	3	its	its	PRON
cana-283	174	4	minor	minor	ADJ
cana-283	174	5	decline	decline	NOUN
cana-283	174	6	to	to	ADP
cana-283	174	7	85.87	85.87	NUM
cana-283	174	8	%	%	NOUN
cana-283	174	9	,	,	PUNCT
cana-283	174	10	reinforcement	reinforcement	NOUN
cana-283	174	11	learning	learning	NOUN
cana-283	174	12	still	still	ADV
cana-283	174	13	has	have	VERB
cana-283	174	14	a	a	DET
cana-283	174	15	wide	wide	ADJ
cana-283	174	16	range	range	NOUN
cana-283	174	17	of	of	ADP
cana-283	174	18	applications	application	NOUN
cana-283	174	19	in	in	ADP
cana-283	174	20	communication	communication	NOUN
cana-283	174	21	technology	technology	NOUN
cana-283	174	22	,	,	PUNCT
cana-283	174	23	particularly	particularly	ADV
cana-283	174	24	in	in	ADP
cana-283	174	25	resource	resource	NOUN
cana-283	174	26	optimisation	optimisation	NOUN
cana-283	174	27	and	and	CCONJ
cana-283	174	28	adaptive	adaptive	ADJ
cana-283	174	29	decision	decision	NOUN
cana-283	174	30	-	-	PUNCT
cana-283	174	31	making	making	NOUN
cana-283	174	32	.	.	PUNCT
cana-283	175	1	these	these	DET
cana-283	175	2	findings	finding	NOUN
cana-283	175	3	highlight	highlight	VERB
cana-283	175	4	the	the	DET
cana-283	175	5	unique	unique	ADJ
cana-283	175	6	advantages	advantage	NOUN
cana-283	175	7	and	and	CCONJ
cana-283	175	8	uses	use	NOUN
cana-283	175	9	of	of	ADP
cana-283	175	10	each	each	DET
cana-283	175	11	model	model	NOUN
cana-283	175	12	,	,	PUNCT
cana-283	175	13	highlighting	highlight	VERB
cana-283	175	14	the	the	DET
cana-283	175	15	complementary	complementary	ADJ
cana-283	175	16	roles	role	NOUN
cana-283	175	17	that	that	PRON
cana-283	175	18	machine	machine	NOUN
cana-283	175	19	learning	learning	NOUN
cana-283	175	20	and	and	CCONJ
cana-283	175	21	nonlinear	nonlinear	ADJ
cana-283	175	22	analysis	analysis	NOUN
cana-283	175	23	play	play	NOUN
cana-283	175	24	in	in	ADP
cana-283	175	25	transforming	transform	VERB
cana-283	175	26	communication	communication	NOUN
cana-283	175	27	technology	technology	NOUN
cana-283	175	28	and	and	CCONJ
cana-283	175	29	enabling	enable	VERB
cana-283	175	30	more	more	ADV
cana-283	175	31	adaptable	adaptable	ADJ
cana-283	175	32	,	,	PUNCT
cana-283	175	33	predictive	predictive	ADJ
cana-283	175	34	,	,	PUNCT
cana-283	175	35	and	and	CCONJ
cana-283	175	36	useful	useful	ADJ
cana-283	175	37	systems	system	NOUN
cana-283	175	38	in	in	ADP
cana-283	175	39	dynamic	dynamic	ADJ
cana-283	175	40	and	and	CCONJ
cana-283	175	41	changing	change	VERB
cana-283	175	42	communication	communication	NOUN
cana-283	175	43	contexts	context	NOUN
cana-283	175	44	.	.	PUNCT
cana-283	176	1	communications	communication	NOUN
cana-283	176	2	on	on	ADP
cana-283	176	3	applied	apply	VERB
cana-283	176	4	nonlinear	nonlinear	ADJ
cana-283	176	5	analysis	analysis	NOUN
cana-283	176	6	issn	issn	NOUN
cana-283	176	7	:	:	PUNCT
cana-283	176	8	1074	1074	NUM
cana-283	176	9	-	-	PUNCT
cana-283	176	10	133x	133x	NUM
cana-283	176	11	vol	vol	NOUN
cana-283	176	12	31	31	NUM
cana-283	176	13	no	no	NOUN
cana-283	176	14	.	.	NOUN
cana-283	176	15	1	1	NUM
cana-283	176	16	(	(	PUNCT
cana-283	176	17	2024	2024	NUM
cana-283	176	18	)	)	PUNCT
cana-283	176	19	13	13	NUM
cana-283	176	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	176	21	table	table	NOUN
cana-283	176	22	3	3	NUM
cana-283	176	23	:	:	PUNCT
cana-283	176	24	results	result	NOUN
cana-283	176	25	for	for	ADP
cana-283	176	26	resource	resource	NOUN
cana-283	176	27	allocation	allocation	NOUN
cana-283	176	28	using	use	VERB
cana-283	176	29	nonlinear	nonlinear	ADJ
cana-283	176	30	analysis	analysis	NOUN
cana-283	176	31	in	in	ADP
cana-283	176	32	the	the	DET
cana-283	176	33	horizons	horizon	NOUN
cana-283	176	34	of	of	ADP
cana-283	176	35	communication	communication	NOUN
cana-283	176	36	technology	technology	NOUN
cana-283	176	37	resource	resource	NOUN
cana-283	176	38	allocation	allocation	NOUN
cana-283	176	39	parameters	parameter	NOUN
cana-283	176	40	rnn	rnn	VERB
cana-283	176	41	rl	rl	ADP
cana-283	176	42	lstm	lstm	PROPN
cana-283	176	43	channel	channel	NOUN
cana-283	176	44	bandwidth	bandwidth	ADJ
cana-283	176	45	optimization	optimization	NOUN
cana-283	176	46	94.33	94.33	NUM
cana-283	176	47	90.12	90.12	NUM
cana-283	176	48	92.34	92.34	NUM
cana-283	176	49	adaptive	adaptive	ADJ
cana-283	176	50	frequency	frequency	NOUN
cana-283	176	51	allocation	allocation	NOUN
cana-283	176	52	87.65	87.65	NUM
cana-283	176	53	90.22	90.22	NUM
cana-283	176	54	94.12	94.12	NUM
cana-283	176	55	dynamic	dynamic	ADJ
cana-283	176	56	power	power	NOUN
cana-283	176	57	allocation	allocation	NOUN
cana-283	176	58	91.11	91.11	NUM
cana-283	176	59	93.45	93.45	NUM
cana-283	176	60	91.44	91.44	NUM
cana-283	176	61	interference	interference	NOUN
cana-283	176	62	mitigation	mitigation	NOUN
cana-283	176	63	89.87	89.87	NUM
cana-283	176	64	90.76	90.76	NUM
cana-283	176	65	94.70	94.70	NUM
cana-283	176	66	real	real	ADJ
cana-283	176	67	-	-	PUNCT
cana-283	176	68	time	time	NOUN
cana-283	176	69	adaptive	adaptive	ADJ
cana-283	176	70	allocation	allocation	NOUN
cana-283	176	71	93.10	93.10	NUM
cana-283	176	72	91.20	91.20	NUM
cana-283	176	73	95.22	95.22	NUM
cana-283	176	74	the	the	DET
cana-283	176	75	results	result	NOUN
cana-283	176	76	of	of	ADP
cana-283	176	77	resource	resource	NOUN
cana-283	176	78	allocation	allocation	NOUN
cana-283	176	79	in	in	ADP
cana-283	176	80	the	the	DET
cana-283	176	81	field	field	NOUN
cana-283	176	82	of	of	ADP
cana-283	176	83	communication	communication	NOUN
cana-283	176	84	technology	technology	NOUN
cana-283	176	85	,	,	PUNCT
cana-283	176	86	employing	employ	VERB
cana-283	176	87	a	a	DET
cana-283	176	88	variety	variety	NOUN
cana-283	176	89	of	of	ADP
cana-283	176	90	parameters	parameter	NOUN
cana-283	176	91	and	and	CCONJ
cana-283	176	92	machine	machine	NOUN
cana-283	176	93	learning	learning	NOUN
cana-283	176	94	models	model	NOUN
cana-283	176	95	including	include	VERB
cana-283	176	96	rnn	rnn	PROPN
cana-283	176	97	,	,	PUNCT
cana-283	176	98	rl	rl	X
cana-283	176	99	(	(	PUNCT
cana-283	176	100	reinforcement	reinforcement	NOUN
cana-283	176	101	learning	learning	NOUN
cana-283	176	102	)	)	PUNCT
cana-283	176	103	,	,	PUNCT
cana-283	176	104	and	and	CCONJ
cana-283	176	105	lstm	lstm	NOUN
cana-283	176	106	,	,	PUNCT
cana-283	176	107	are	be	AUX
cana-283	176	108	shown	show	VERB
cana-283	176	109	in	in	ADP
cana-283	176	110	table	table	NOUN
cana-283	176	111	3	3	NUM
cana-283	176	112	.	.	PUNCT
cana-283	177	1	the	the	DET
cana-283	177	2	table	table	NOUN
cana-283	177	3	shows	show	VERB
cana-283	177	4	high	high	ADJ
cana-283	177	5	percentages	percentage	NOUN
cana-283	177	6	for	for	ADP
cana-283	177	7	channel	channel	NOUN
cana-283	177	8	bandwidth	bandwidth	ADJ
cana-283	177	9	optimisation	optimisation	NOUN
cana-283	177	10	in	in	ADP
cana-283	177	11	all	all	DET
cana-283	177	12	models	model	NOUN
cana-283	177	13	.	.	PUNCT
cana-283	178	1	closely	closely	ADV
cana-283	178	2	behind	behind	ADP
cana-283	178	3	rnn	rnn	NOUN
cana-283	178	4	at	at	ADP
cana-283	178	5	94.33	94.33	NUM
cana-283	178	6	%	%	NOUN
cana-283	178	7	,	,	PUNCT
cana-283	178	8	lstm	lstm	NOUN
cana-283	178	9	records	record	VERB
cana-283	178	10	92.34	92.34	NUM
cana-283	178	11	%	%	NOUN
cana-283	178	12	,	,	PUNCT
cana-283	178	13	demonstrating	demonstrate	VERB
cana-283	178	14	a	a	DET
cana-283	178	15	strong	strong	ADJ
cana-283	178	16	capacity	capacity	NOUN
cana-283	178	17	to	to	PART
cana-283	178	18	optimise	optimise	VERB
cana-283	178	19	channel	channel	NOUN
cana-283	178	20	bandwidth	bandwidth	NOUN
cana-283	178	21	.	.	PUNCT
cana-283	179	1	with	with	ADP
cana-283	179	2	a	a	DET
cana-283	179	3	90.12	90.12	NUM
cana-283	179	4	%	%	NOUN
cana-283	179	5	weight	weight	NOUN
cana-283	179	6	,	,	PUNCT
cana-283	179	7	rl	rl	PROPN
cana-283	179	8	makes	make	VERB
cana-283	179	9	a	a	DET
cana-283	179	10	significant	significant	ADJ
cana-283	179	11	contribution	contribution	NOUN
cana-283	179	12	to	to	ADP
cana-283	179	13	this	this	DET
cana-283	179	14	facet	facet	NOUN
cana-283	179	15	of	of	ADP
cana-283	179	16	communication	communication	NOUN
cana-283	179	17	network	network	NOUN
cana-283	179	18	resource	resource	NOUN
cana-283	179	19	allocation	allocation	NOUN
cana-283	179	20	.	.	PUNCT
cana-283	180	1	at	at	ADP
cana-283	180	2	94.12	94.12	NUM
cana-283	180	3	%	%	NOUN
cana-283	180	4	,	,	PUNCT
cana-283	180	5	the	the	DET
cana-283	180	6	results	result	NOUN
cana-283	180	7	demonstrate	demonstrate	VERB
cana-283	180	8	the	the	DET
cana-283	180	9	remarkable	remarkable	ADJ
cana-283	180	10	performance	performance	NOUN
cana-283	180	11	of	of	ADP
cana-283	180	12	lstm	lstm	NOUN
cana-283	180	13	in	in	ADP
cana-283	180	14	this	this	DET
cana-283	180	15	area	area	NOUN
cana-283	180	16	.	.	PUNCT
cana-283	181	1	while	while	SCONJ
cana-283	181	2	rl	rl	VERB
cana-283	181	3	scores	score	NOUN
cana-283	181	4	90.22	90.22	NUM
cana-283	181	5	%	%	NOUN
cana-283	181	6	,	,	PUNCT
cana-283	181	7	rnn	rnn	PROPN
cana-283	181	8	comes	come	VERB
cana-283	181	9	up	up	ADP
cana-283	181	10	close	close	ADV
cana-283	181	11	behind	behind	ADV
cana-283	181	12	at	at	ADP
cana-283	181	13	87.65	87.65	NUM
cana-283	181	14	%	%	NOUN
cana-283	181	15	,	,	PUNCT
cana-283	181	16	showing	show	VERB
cana-283	181	17	good	good	ADJ
cana-283	181	18	but	but	CCONJ
cana-283	181	19	marginally	marginally	ADV
cana-283	181	20	inferior	inferior	ADJ
cana-283	181	21	performance	performance	NOUN
cana-283	181	22	.	.	PUNCT
cana-283	182	1	this	this	DET
cana-283	182	2	metric	metric	NOUN
cana-283	182	3	illustrates	illustrate	VERB
cana-283	182	4	how	how	SCONJ
cana-283	182	5	important	important	ADJ
cana-283	182	6	lstm	lstm	NOUN
cana-283	182	7	is	be	AUX
cana-283	182	8	for	for	ADP
cana-283	182	9	dynamically	dynamically	ADV
cana-283	182	10	adjusting	adjust	VERB
cana-283	182	11	frequency	frequency	NOUN
cana-283	182	12	assignments	assignment	NOUN
cana-283	182	13	in	in	ADP
cana-283	182	14	communication	communication	NOUN
cana-283	182	15	networks	network	NOUN
cana-283	182	16	.	.	PUNCT
cana-283	183	1	figure	figure	VERB
cana-283	183	2	4	4	NUM
cana-283	183	3	:	:	PUNCT
cana-283	183	4	resource	resource	NOUN
cana-283	183	5	allocation	allocation	NOUN
cana-283	183	6	parameters	parameter	NOUN
cana-283	183	7	for	for	ADP
cana-283	183	8	rnn	rnn	PROPN
cana-283	183	9	,	,	PUNCT
cana-283	183	10	reinforcement	reinforcement	NOUN
cana-283	183	11	learning	learning	NOUN
cana-283	183	12	,	,	PUNCT
cana-283	183	13	and	and	CCONJ
cana-283	183	14	lstm	lstm	NOUN
cana-283	183	15	communications	communication	NOUN
cana-283	183	16	on	on	ADP
cana-283	183	17	applied	apply	VERB
cana-283	183	18	nonlinear	nonlinear	ADJ
cana-283	183	19	analysis	analysis	NOUN
cana-283	183	20	issn	issn	NOUN
cana-283	183	21	:	:	PUNCT
cana-283	183	22	1074	1074	NUM
cana-283	183	23	-	-	PUNCT
cana-283	183	24	133x	133x	NUM
cana-283	183	25	vol	vol	NOUN
cana-283	183	26	31	31	NUM
cana-283	183	27	no	no	NOUN
cana-283	183	28	.	.	NOUN
cana-283	183	29	1	1	NUM
cana-283	183	30	(	(	PUNCT
cana-283	183	31	2024	2024	NUM
cana-283	183	32	)	)	PUNCT
cana-283	183	33	14	14	NUM
cana-283	183	34	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	184	1	every	every	DET
cana-283	184	2	model	model	NOUN
cana-283	184	3	shows	show	VERB
cana-283	184	4	competence	competence	NOUN
cana-283	184	5	in	in	ADP
cana-283	184	6	dynamic	dynamic	ADJ
cana-283	184	7	power	power	NOUN
cana-283	184	8	distribution	distribution	NOUN
cana-283	184	9	.	.	PUNCT
cana-283	185	1	the	the	DET
cana-283	185	2	efficiency	efficiency	NOUN
cana-283	185	3	of	of	ADP
cana-283	185	4	lstm	lstm	NOUN
cana-283	185	5	in	in	ADP
cana-283	185	6	dynamically	dynamically	ADV
cana-283	185	7	regulating	regulate	VERB
cana-283	185	8	power	power	NOUN
cana-283	185	9	levels	level	NOUN
cana-283	185	10	is	be	AUX
cana-283	185	11	demonstrated	demonstrate	VERB
cana-283	185	12	by	by	ADP
cana-283	185	13	its	its	PRON
cana-283	185	14	91.44	91.44	NUM
cana-283	185	15	%	%	NOUN
cana-283	185	16	lead	lead	NOUN
cana-283	185	17	.	.	PUNCT
cana-283	186	1	following	follow	VERB
cana-283	186	2	closely	closely	ADV
cana-283	186	3	behind	behind	ADV
cana-283	186	4	with	with	ADP
cana-283	186	5	scores	score	NOUN
cana-283	186	6	of	of	ADP
cana-283	186	7	91.11	91.11	NUM
cana-283	186	8	%	%	NOUN
cana-283	186	9	and	and	CCONJ
cana-283	186	10	93.45	93.45	NUM
cana-283	186	11	%	%	NOUN
cana-283	186	12	,	,	PUNCT
cana-283	186	13	respectively	respectively	ADV
cana-283	186	14	,	,	PUNCT
cana-283	186	15	rnn	rnn	VERB
cana-283	186	16	and	and	CCONJ
cana-283	186	17	rl	rl	PRON
cana-283	186	18	demonstrate	demonstrate	VERB
cana-283	186	19	their	their	PRON
cana-283	186	20	proficiency	proficiency	NOUN
cana-283	186	21	in	in	ADP
cana-283	186	22	this	this	DET
cana-283	186	23	important	important	ADJ
cana-283	186	24	resource	resource	NOUN
cana-283	186	25	allocation	allocation	NOUN
cana-283	186	26	parameter	parameter	NOUN
cana-283	186	27	.	.	PUNCT
cana-283	187	1	with	with	ADP
cana-283	187	2	lstm	lstm	NOUN
cana-283	187	3	leading	lead	VERB
cana-283	187	4	the	the	DET
cana-283	187	5	pack	pack	NOUN
cana-283	187	6	at	at	ADP
cana-283	187	7	94.70	94.70	NUM
cana-283	187	8	%	%	NOUN
cana-283	187	9	,	,	PUNCT
cana-283	187	10	the	the	DET
cana-283	187	11	table	table	NOUN
cana-283	187	12	shows	show	VERB
cana-283	187	13	high	high	ADJ
cana-283	187	14	percentages	percentage	NOUN
cana-283	187	15	for	for	ADP
cana-283	187	16	interference	interference	NOUN
cana-283	187	17	reduction	reduction	NOUN
cana-283	187	18	across	across	ADP
cana-283	187	19	all	all	DET
cana-283	187	20	models	model	NOUN
cana-283	187	21	.	.	PUNCT
cana-283	188	1	remarkable	remarkable	ADJ
cana-283	188	2	results	result	NOUN
cana-283	188	3	are	be	AUX
cana-283	188	4	obtained	obtain	VERB
cana-283	188	5	by	by	ADP
cana-283	188	6	rnn	rnn	NOUN
cana-283	188	7	and	and	CCONJ
cana-283	188	8	rl	rl	VERB
cana-283	188	9	,	,	PUNCT
cana-283	188	10	with	with	ADP
cana-283	188	11	89.87	89.87	NUM
cana-283	188	12	%	%	NOUN
cana-283	188	13	and	and	CCONJ
cana-283	188	14	90.76	90.76	NUM
cana-283	188	15	%	%	NOUN
cana-283	188	16	,	,	PUNCT
cana-283	188	17	respectively	respectively	ADV
cana-283	188	18	.	.	PUNCT
cana-283	189	1	these	these	DET
cana-283	189	2	findings	finding	NOUN
cana-283	189	3	demonstrate	demonstrate	VERB
cana-283	189	4	how	how	SCONJ
cana-283	189	5	much	much	ADV
cana-283	189	6	better	well	ADJ
cana-283	189	7	lstm	lstm	NOUN
cana-283	189	8	is	be	AUX
cana-283	189	9	at	at	ADP
cana-283	189	10	reducing	reduce	VERB
cana-283	189	11	interference	interference	NOUN
cana-283	189	12	in	in	ADP
cana-283	189	13	communication	communication	NOUN
cana-283	189	14	networks	network	NOUN
cana-283	189	15	.	.	PUNCT
cana-283	190	1	at	at	ADP
cana-283	190	2	95.22	95.22	NUM
cana-283	190	3	%	%	NOUN
cana-283	190	4	,	,	PUNCT
cana-283	190	5	lstm	lstm	NOUN
cana-283	190	6	performs	perform	VERB
cana-283	190	7	better	well	ADV
cana-283	190	8	in	in	ADP
cana-283	190	9	real	real	ADJ
cana-283	190	10	-	-	PUNCT
cana-283	190	11	time	time	NOUN
cana-283	190	12	adaptive	adaptive	ADJ
cana-283	190	13	allocation	allocation	NOUN
cana-283	190	14	.	.	PUNCT
cana-283	191	1	following	follow	VERB
cana-283	191	2	closely	closely	ADV
cana-283	191	3	at	at	ADP
cana-283	191	4	93.10	93.10	NUM
cana-283	191	5	%	%	NOUN
cana-283	191	6	and	and	CCONJ
cana-283	191	7	91.20	91.20	NUM
cana-283	191	8	%	%	NOUN
cana-283	191	9	,	,	PUNCT
cana-283	191	10	respectively	respectively	ADV
cana-283	191	11	,	,	PUNCT
cana-283	191	12	are	be	AUX
cana-283	191	13	rnn	rnn	NOUN
cana-283	191	14	and	and	CCONJ
cana-283	191	15	rl	rl	PROPN
cana-283	191	16	.	.	PROPN
cana-283	191	17	figure	figure	NOUN
cana-283	191	18	5	5	NUM
cana-283	191	19	:	:	PUNCT
cana-283	191	20	comparison	comparison	NOUN
cana-283	191	21	for	for	ADP
cana-283	191	22	resource	resource	NOUN
cana-283	191	23	allocation	allocation	NOUN
cana-283	191	24	this	this	DET
cana-283	191	25	metric	metric	ADJ
cana-283	191	26	highlights	highlight	NOUN
cana-283	191	27	how	how	SCONJ
cana-283	191	28	well	well	ADV
cana-283	191	29	lstm	lstm	NOUN
cana-283	191	30	performs	perform	VERB
cana-283	191	31	dynamic	dynamic	ADJ
cana-283	191	32	real	real	ADJ
cana-283	191	33	-	-	PUNCT
cana-283	191	34	time	time	NOUN
cana-283	191	35	resource	resource	NOUN
cana-283	191	36	allocation	allocation	NOUN
cana-283	191	37	in	in	ADP
cana-283	191	38	communication	communication	NOUN
cana-283	191	39	networks	network	NOUN
cana-283	191	40	.	.	PUNCT
cana-283	192	1	the	the	DET
cana-283	192	2	findings	finding	NOUN
cana-283	192	3	show	show	VERB
cana-283	192	4	the	the	DET
cana-283	192	5	various	various	ADJ
cana-283	192	6	advantages	advantage	NOUN
cana-283	192	7	of	of	ADP
cana-283	192	8	every	every	DET
cana-283	192	9	machine	machine	NOUN
cana-283	192	10	learning	learn	VERB
cana-283	192	11	model	model	NOUN
cana-283	192	12	in	in	ADP
cana-283	192	13	regard	regard	NOUN
cana-283	192	14	to	to	ADP
cana-283	192	15	certain	certain	ADJ
cana-283	192	16	communication	communication	NOUN
cana-283	192	17	technology	technology	NOUN
cana-283	192	18	resource	resource	NOUN
cana-283	192	19	allocation	allocation	NOUN
cana-283	192	20	parameters	parameter	NOUN
cana-283	192	21	.	.	PUNCT
cana-283	193	1	in	in	ADP
cana-283	193	2	adaptive	adaptive	ADJ
cana-283	193	3	frequency	frequency	NOUN
cana-283	193	4	allocation	allocation	NOUN
cana-283	193	5	,	,	PUNCT
cana-283	193	6	interference	interference	NOUN
cana-283	193	7	reduction	reduction	NOUN
cana-283	193	8	,	,	PUNCT
cana-283	193	9	and	and	CCONJ
cana-283	193	10	real	real	ADJ
cana-283	193	11	-	-	PUNCT
cana-283	193	12	time	time	NOUN
cana-283	193	13	resource	resource	NOUN
cana-283	193	14	adaptation	adaptation	NOUN
cana-283	193	15	,	,	PUNCT
cana-283	193	16	in	in	ADP
cana-283	193	17	particular	particular	ADJ
cana-283	193	18	,	,	PUNCT
cana-283	193	19	lstm	lstm	NOUN
cana-283	193	20	continuously	continuously	ADV
cana-283	193	21	exhibits	exhibit	VERB
cana-283	193	22	excellent	excellent	ADJ
cana-283	193	23	performance	performance	NOUN
cana-283	193	24	across	across	ADP
cana-283	193	25	a	a	DET
cana-283	193	26	wide	wide	ADJ
cana-283	193	27	range	range	NOUN
cana-283	193	28	of	of	ADP
cana-283	193	29	allocation	allocation	NOUN
cana-283	193	30	parameters	parameter	NOUN
cana-283	193	31	.	.	PUNCT
cana-283	194	1	additionally	additionally	ADV
cana-283	194	2	,	,	PUNCT
cana-283	194	3	rnn	rnn	VERB
cana-283	194	4	and	and	CCONJ
cana-283	194	5	rl	rl	PROPN
cana-283	194	6	exhibit	exhibit	VERB
cana-283	194	7	strong	strong	ADJ
cana-283	194	8	performance	performance	NOUN
cana-283	194	9	,	,	PUNCT
cana-283	194	10	demonstrating	demonstrate	VERB
cana-283	194	11	their	their	PRON
cana-283	194	12	proficiency	proficiency	NOUN
cana-283	194	13	in	in	ADP
cana-283	194	14	particular	particular	ADJ
cana-283	194	15	areas	area	NOUN
cana-283	194	16	of	of	ADP
cana-283	194	17	resource	resource	NOUN
cana-283	194	18	allocation	allocation	NOUN
cana-283	194	19	and	and	CCONJ
cana-283	194	20	adding	add	VERB
cana-283	194	21	to	to	ADP
cana-283	194	22	the	the	DET
cana-283	194	23	overall	overall	ADJ
cana-283	194	24	effectiveness	effectiveness	NOUN
cana-283	194	25	of	of	ADP
cana-283	194	26	resource	resource	NOUN
cana-283	194	27	optimisation	optimisation	NOUN
cana-283	194	28	in	in	ADP
cana-283	194	29	communication	communication	NOUN
cana-283	194	30	systems	system	NOUN
cana-283	194	31	.	.	PUNCT
cana-283	195	1	vi	vi	X
cana-283	195	2	.	.	PROPN
cana-283	195	3	conclusion	conclusion	VERB
cana-283	195	4	the	the	DET
cana-283	195	5	combination	combination	NOUN
cana-283	195	6	of	of	ADP
cana-283	195	7	nonlinear	nonlinear	ADJ
cana-283	195	8	analysis	analysis	NOUN
cana-283	195	9	and	and	CCONJ
cana-283	195	10	machine	machine	NOUN
cana-283	195	11	learning	learning	NOUN
cana-283	195	12	has	have	AUX
cana-283	195	13	expanded	expand	VERB
cana-283	195	14	the	the	DET
cana-283	195	15	possibilities	possibility	NOUN
cana-283	195	16	of	of	ADP
cana-283	195	17	communication	communication	NOUN
cana-283	195	18	technology	technology	NOUN
cana-283	195	19	and	and	CCONJ
cana-283	195	20	ushered	usher	VERB
cana-283	195	21	in	in	ADP
cana-283	195	22	a	a	DET
cana-283	195	23	period	period	NOUN
cana-283	195	24	of	of	ADP
cana-283	195	25	networks	network	NOUN
cana-283	195	26	that	that	PRON
cana-283	195	27	are	be	AUX
cana-283	195	28	adaptable	adaptable	ADJ
cana-283	195	29	,	,	PUNCT
cana-283	195	30	predictive	predictive	ADJ
cana-283	195	31	,	,	PUNCT
cana-283	195	32	and	and	CCONJ
cana-283	195	33	communications	communication	NOUN
cana-283	195	34	on	on	ADP
cana-283	195	35	applied	apply	VERB
cana-283	195	36	nonlinear	nonlinear	ADJ
cana-283	195	37	analysis	analysis	NOUN
cana-283	195	38	issn	issn	NOUN
cana-283	195	39	:	:	PUNCT
cana-283	195	40	1074	1074	NUM
cana-283	195	41	-	-	PUNCT
cana-283	195	42	133x	133x	NUM
cana-283	195	43	vol	vol	NOUN
cana-283	195	44	31	31	NUM
cana-283	195	45	no	no	NOUN
cana-283	195	46	.	.	NOUN
cana-283	195	47	1	1	NUM
cana-283	195	48	(	(	PUNCT
cana-283	195	49	2024	2024	NUM
cana-283	195	50	)	)	PUNCT
cana-283	195	51	15	15	NUM
cana-283	195	52	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	195	53	resource	resource	NOUN
cana-283	195	54	-	-	PUNCT
cana-283	195	55	efficient	efficient	ADJ
cana-283	195	56	.	.	PUNCT
cana-283	196	1	the	the	DET
cana-283	196	2	collaboration	collaboration	NOUN
cana-283	196	3	of	of	ADP
cana-283	196	4	various	various	ADJ
cana-283	196	5	fields	field	NOUN
cana-283	196	6	has	have	AUX
cana-283	196	7	enabled	enable	VERB
cana-283	196	8	communication	communication	NOUN
cana-283	196	9	systems	system	NOUN
cana-283	196	10	to	to	PART
cana-283	196	11	develop	develop	VERB
cana-283	196	12	in	in	ADP
cana-283	196	13	previously	previously	ADV
cana-283	196	14	unheard	unheard	ADJ
cana-283	196	15	-	-	PUNCT
cana-283	196	16	of	of	ADJ
cana-283	196	17	ways	way	NOUN
cana-283	196	18	,	,	PUNCT
cana-283	196	19	solving	solve	VERB
cana-283	196	20	problems	problem	NOUN
cana-283	196	21	and	and	CCONJ
cana-283	196	22	opening	open	VERB
cana-283	196	23	up	up	ADP
cana-283	196	24	new	new	ADJ
cana-283	196	25	possibilities	possibility	NOUN
cana-283	196	26	.	.	PUNCT
cana-283	197	1	the	the	DET
cana-283	197	2	fields	field	NOUN
cana-283	197	3	of	of	ADP
cana-283	197	4	fractal	fractal	ADJ
cana-283	197	5	geometry	geometry	NOUN
cana-283	197	6	,	,	PUNCT
cana-283	197	7	dynamical	dynamical	ADJ
cana-283	197	8	systems	system	NOUN
cana-283	197	9	modelling	modelling	NOUN
cana-283	197	10	,	,	PUNCT
cana-283	197	11	and	and	CCONJ
cana-283	197	12	chaos	chaos	NOUN
cana-283	197	13	theory	theory	NOUN
cana-283	197	14	all	all	DET
cana-283	197	15	examples	example	NOUN
cana-283	197	16	of	of	ADP
cana-283	197	17	nonlinear	nonlinear	ADJ
cana-283	197	18	analysis	analysis	NOUN
cana-283	197	19	have	have	AUX
cana-283	197	20	helped	help	VERB
cana-283	197	21	us	we	PRON
cana-283	197	22	get	get	VERB
cana-283	197	23	a	a	DET
cana-283	197	24	deep	deep	ADJ
cana-283	197	25	grasp	grasp	NOUN
cana-283	197	26	of	of	ADP
cana-283	197	27	the	the	DET
cana-283	197	28	intricacies	intricacy	NOUN
cana-283	197	29	of	of	ADP
cana-283	197	30	communication	communication	NOUN
cana-283	197	31	networks	network	NOUN
cana-283	197	32	.	.	PUNCT
cana-283	198	1	these	these	DET
cana-283	198	2	concepts	concept	NOUN
cana-283	198	3	enable	enable	VERB
cana-283	198	4	adaptive	adaptive	ADJ
cana-283	198	5	decision	decision	NOUN
cana-283	198	6	-	-	PUNCT
cana-283	198	7	making	making	NOUN
cana-283	198	8	,	,	PUNCT
cana-283	198	9	predictive	predictive	ADJ
cana-283	198	10	powers	power	NOUN
cana-283	198	11	,	,	PUNCT
cana-283	198	12	and	and	CCONJ
cana-283	198	13	resource	resource	NOUN
cana-283	198	14	optimisation	optimisation	NOUN
cana-283	198	15	in	in	ADP
cana-283	198	16	these	these	DET
cana-283	198	17	complex	complex	ADJ
cana-283	198	18	systems	system	NOUN
cana-283	198	19	when	when	SCONJ
cana-283	198	20	combined	combine	VERB
cana-283	198	21	with	with	ADP
cana-283	198	22	machine	machine	NOUN
cana-283	198	23	learning	learning	NOUN
cana-283	198	24	models	model	NOUN
cana-283	198	25	like	like	ADP
cana-283	198	26	rnns	rnn	NOUN
cana-283	198	27	,	,	PUNCT
cana-283	198	28	lstms	lstms	ADJ
cana-283	198	29	,	,	PUNCT
cana-283	198	30	and	and	CCONJ
cana-283	198	31	reinforcement	reinforcement	NOUN
cana-283	198	32	learning	learning	NOUN
cana-283	198	33	.	.	PUNCT
cana-283	199	1	the	the	DET
cana-283	199	2	impact	impact	NOUN
cana-283	199	3	of	of	ADP
cana-283	199	4	collaboration	collaboration	NOUN
cana-283	199	5	is	be	AUX
cana-283	199	6	visible	visible	ADJ
cana-283	199	7	on	on	ADP
cana-283	199	8	several	several	ADJ
cana-283	199	9	fronts	front	NOUN
cana-283	199	10	.	.	PUNCT
cana-283	200	1	real	real	ADJ
cana-283	200	2	-	-	PUNCT
cana-283	200	3	time	time	NOUN
cana-283	200	4	power	power	NOUN
cana-283	200	5	optimisation	optimisation	NOUN
cana-283	200	6	,	,	PUNCT
cana-283	200	7	dynamic	dynamic	ADJ
cana-283	200	8	frequency	frequency	NOUN
cana-283	200	9	adaptability	adaptability	NOUN
cana-283	200	10	,	,	PUNCT
cana-283	200	11	and	and	CCONJ
cana-283	200	12	effective	effective	ADJ
cana-283	200	13	bandwidth	bandwidth	ADJ
cana-283	200	14	utilisation	utilisation	NOUN
cana-283	200	15	are	be	AUX
cana-283	200	16	made	make	VERB
cana-283	200	17	possible	possible	ADJ
cana-283	200	18	by	by	ADP
cana-283	200	19	adaptive	adaptive	ADJ
cana-283	200	20	resource	resource	NOUN
cana-283	200	21	allocation	allocation	NOUN
cana-283	200	22	,	,	PUNCT
cana-283	200	23	which	which	PRON
cana-283	200	24	is	be	AUX
cana-283	200	25	backed	back	VERB
cana-283	200	26	by	by	ADP
cana-283	200	27	nonlinear	nonlinear	ADJ
cana-283	200	28	analysis	analysis	NOUN
cana-283	200	29	.	.	PUNCT
cana-283	201	1	predictive	predictive	ADJ
cana-283	201	2	analysis	analysis	NOUN
cana-283	201	3	is	be	AUX
cana-283	201	4	a	a	DET
cana-283	201	5	strong	strong	ADJ
cana-283	201	6	suit	suit	NOUN
cana-283	201	7	for	for	ADP
cana-283	201	8	machine	machine	NOUN
cana-283	201	9	learning	learning	NOUN
cana-283	201	10	models	model	NOUN
cana-283	201	11	,	,	PUNCT
cana-283	201	12	which	which	PRON
cana-283	201	13	allow	allow	VERB
cana-283	201	14	networks	network	NOUN
cana-283	201	15	to	to	PART
cana-283	201	16	anticipate	anticipate	VERB
cana-283	201	17	actions	action	NOUN
cana-283	201	18	and	and	CCONJ
cana-283	201	19	instantly	instantly	ADV
cana-283	201	20	adjust	adjust	VERB
cana-283	201	21	to	to	ADP
cana-283	201	22	changing	change	VERB
cana-283	201	23	circumstances	circumstance	NOUN
cana-283	201	24	.	.	PUNCT
cana-283	202	1	furthermore	furthermore	ADV
cana-283	202	2	,	,	PUNCT
cana-283	202	3	combining	combine	VERB
cana-283	202	4	these	these	DET
cana-283	202	5	approaches	approach	NOUN
cana-283	202	6	greatly	greatly	ADV
cana-283	202	7	improves	improve	VERB
cana-283	202	8	interference	interference	NOUN
cana-283	202	9	mitigation	mitigation	NOUN
cana-283	202	10	,	,	PUNCT
cana-283	202	11	guaranteeing	guarantee	VERB
cana-283	202	12	more	more	ADV
cana-283	202	13	dependable	dependable	ADJ
cana-283	202	14	and	and	CCONJ
cana-283	202	15	transparent	transparent	ADJ
cana-283	202	16	communication	communication	NOUN
cana-283	202	17	pathways	pathway	NOUN
cana-283	202	18	.	.	PUNCT
cana-283	203	1	the	the	DET
cana-283	203	2	ability	ability	NOUN
cana-283	203	3	to	to	PART
cana-283	203	4	anticipate	anticipate	VERB
cana-283	203	5	and	and	CCONJ
cana-283	203	6	adjust	adjust	VERB
cana-283	203	7	to	to	ADP
cana-283	203	8	communication	communication	NOUN
cana-283	203	9	data	datum	NOUN
cana-283	203	10	patterns	pattern	NOUN
cana-283	203	11	is	be	AUX
cana-283	203	12	best	well	ADV
cana-283	203	13	demonstrated	demonstrate	VERB
cana-283	203	14	by	by	ADP
cana-283	203	15	the	the	DET
cana-283	203	16	flexibility	flexibility	NOUN
cana-283	203	17	and	and	CCONJ
cana-283	203	18	memory	memory	NOUN
cana-283	203	19	retention	retention	NOUN
cana-283	203	20	of	of	ADP
cana-283	203	21	reinforcement	reinforcement	NOUN
cana-283	203	22	learning	learning	NOUN
cana-283	203	23	,	,	PUNCT
cana-283	203	24	the	the	DET
cana-283	203	25	long	long	ADJ
cana-283	203	26	-	-	PUNCT
cana-283	203	27	term	term	NOUN
cana-283	203	28	dependency	dependency	NOUN
cana-283	203	29	comprehension	comprehension	NOUN
cana-283	203	30	of	of	ADP
cana-283	203	31	lstms	lstms	NOUN
cana-283	203	32	,	,	PUNCT
cana-283	203	33	and	and	CCONJ
cana-283	203	34	the	the	DET
cana-283	203	35	sequential	sequential	ADJ
cana-283	203	36	data	datum	NOUN
cana-283	203	37	analysis	analysis	NOUN
cana-283	203	38	of	of	ADP
cana-283	203	39	rnns	rnn	NOUN
cana-283	203	40	.	.	PUNCT
cana-283	204	1	beyond	beyond	ADP
cana-283	204	2	only	only	ADV
cana-283	204	3	being	be	AUX
cana-283	204	4	theoretically	theoretically	ADV
cana-283	204	5	strong	strong	ADJ
cana-283	204	6	,	,	PUNCT
cana-283	204	7	this	this	DET
cana-283	204	8	convergence	convergence	NOUN
cana-283	204	9	has	have	VERB
cana-283	204	10	real	real	ADJ
cana-283	204	11	-	-	PUNCT
cana-283	204	12	world	world	NOUN
cana-283	204	13	ramifications	ramification	NOUN
cana-283	204	14	for	for	ADP
cana-283	204	15	how	how	SCONJ
cana-283	204	16	communication	communication	NOUN
cana-283	204	17	technologies	technology	NOUN
cana-283	204	18	are	be	AUX
cana-283	204	19	developed	develop	VERB
cana-283	204	20	.	.	PUNCT
cana-283	205	1	these	these	DET
cana-283	205	2	developments	development	NOUN
cana-283	205	3	,	,	PUNCT
cana-283	205	4	which	which	PRON
cana-283	205	5	enable	enable	VERB
cana-283	205	6	iot	iot	ADJ
cana-283	205	7	,	,	PUNCT
cana-283	205	8	driverless	driverless	NOUN
cana-283	205	9	cars	car	NOUN
cana-283	205	10	,	,	PUNCT
cana-283	205	11	and	and	CCONJ
cana-283	205	12	remote	remote	ADJ
cana-283	205	13	surgeries	surgery	NOUN
cana-283	205	14	,	,	PUNCT
cana-283	205	15	set	set	VERB
cana-283	205	16	the	the	DET
cana-283	205	17	foundation	foundation	NOUN
cana-283	205	18	for	for	ADP
cana-283	205	19	5	5	NUM
cana-283	205	20	g	g	NOUN
cana-283	205	21	and	and	CCONJ
cana-283	205	22	beyond	beyond	ADP
cana-283	205	23	with	with	ADP
cana-283	205	24	their	their	PRON
cana-283	205	25	strong	strong	ADJ
cana-283	205	26	error	error	NOUN
cana-283	205	27	correction	correction	NOUN
cana-283	205	28	techniques	technique	NOUN
cana-283	205	29	and	and	CCONJ
cana-283	205	30	effective	effective	ADJ
cana-283	205	31	resource	resource	NOUN
cana-283	205	32	management	management	NOUN
cana-283	205	33	.	.	PUNCT
cana-283	206	1	the	the	DET
cana-283	206	2	security	security	NOUN
cana-283	206	3	protocols	protocol	NOUN
cana-283	206	4	,	,	PUNCT
cana-283	206	5	which	which	PRON
cana-283	206	6	are	be	AUX
cana-283	206	7	always	always	ADV
cana-283	206	8	.	.	PUNCT
cana-283	207	1	the	the	DET
cana-283	207	2	foundation	foundation	NOUN
cana-283	207	3	for	for	ADP
cana-283	207	4	the	the	DET
cana-283	207	5	rapidly	rapidly	ADV
cana-283	207	6	changing	change	VERB
cana-283	207	7	field	field	NOUN
cana-283	207	8	of	of	ADP
cana-283	207	9	communication	communication	NOUN
cana-283	207	10	technology	technology	NOUN
cana-283	207	11	is	be	AUX
cana-283	207	12	the	the	DET
cana-283	207	13	combination	combination	NOUN
cana-283	207	14	of	of	ADP
cana-283	207	15	nonlinear	nonlinear	ADJ
cana-283	207	16	analysis	analysis	NOUN
cana-283	207	17	and	and	CCONJ
cana-283	207	18	machine	machine	NOUN
cana-283	207	19	learning	learning	NOUN
cana-283	207	20	.	.	PUNCT
cana-283	208	1	networks	network	NOUN
cana-283	208	2	will	will	AUX
cana-283	208	3	be	be	AUX
cana-283	208	4	faster	fast	ADJ
cana-283	208	5	,	,	PUNCT
cana-283	208	6	more	more	ADV
cana-283	208	7	effective	effective	ADJ
cana-283	208	8	,	,	PUNCT
cana-283	208	9	durable	durable	ADJ
cana-283	208	10	,	,	PUNCT
cana-283	208	11	and	and	CCONJ
cana-283	208	12	adaptive	adaptive	ADJ
cana-283	208	13	as	as	ADP
cana-283	208	14	a	a	DET
cana-283	208	15	result	result	NOUN
cana-283	208	16	of	of	ADP
cana-283	208	17	its	its	PRON
cana-283	208	18	ongoing	ongoing	ADJ
cana-283	208	19	evolution	evolution	NOUN
cana-283	208	20	and	and	CCONJ
cana-283	208	21	integration	integration	NOUN
cana-283	208	22	,	,	PUNCT
cana-283	208	23	guaranteeing	guarantee	VERB
cana-283	208	24	smooth	smooth	ADJ
cana-283	208	25	communication	communication	NOUN
cana-283	208	26	in	in	ADP
cana-283	208	27	the	the	DET
cana-283	208	28	face	face	NOUN
cana-283	208	29	of	of	ADP
cana-283	208	30	dynamic	dynamic	ADJ
cana-283	208	31	and	and	CCONJ
cana-283	208	32	complex	complex	ADJ
cana-283	208	33	environments	environment	NOUN
cana-283	208	34	.	.	PUNCT
cana-283	209	1	references	reference	NOUN
cana-283	209	2	[	[	X
cana-283	209	3	1	1	NUM
cana-283	209	4	]	]	X
cana-283	209	5	g.	g.	PROPN
cana-283	209	6	biagetti	biagetti	PROPN
cana-283	209	7	,	,	PUNCT
cana-283	209	8	p.	p.	NOUN
cana-283	209	9	crippa	crippa	PROPN
cana-283	209	10	,	,	PUNCT
cana-283	209	11	l.	l.	PROPN
cana-283	209	12	falaschetti	falaschetti	PROPN
cana-283	209	13	and	and	CCONJ
cana-283	209	14	c.	c.	PROPN
cana-283	209	15	turchetti	turchetti	PROPN
cana-283	209	16	,	,	PUNCT
cana-283	209	17	"	"	PUNCT
cana-283	209	18	a	a	DET
cana-283	209	19	machine	machine	NOUN
cana-283	209	20	learning	learn	VERB
cana-283	209	21	approach	approach	NOUN
cana-283	209	22	to	to	ADP
cana-283	209	23	the	the	DET
cana-283	209	24	identification	identification	NOUN
cana-283	209	25	of	of	ADP
cana-283	209	26	dynamical	dynamical	ADJ
cana-283	209	27	nonlinear	nonlinear	ADJ
cana-283	209	28	systems	system	NOUN
cana-283	209	29	,	,	PUNCT
cana-283	209	30	"	"	PUNCT
cana-283	209	31	2019	2019	NUM
cana-283	209	32	27th	27th	ADJ
cana-283	209	33	european	european	PROPN
cana-283	209	34	signal	signal	NOUN
cana-283	209	35	processing	processing	NOUN
cana-283	209	36	conference	conference	NOUN
cana-283	209	37	(	(	PUNCT
cana-283	209	38	eusipco	eusipco	PROPN
cana-283	209	39	)	)	PUNCT
cana-283	209	40	,	,	PUNCT
cana-283	209	41	a	a	DET
cana-283	209	42	coruna	coruna	PROPN
cana-283	209	43	,	,	PUNCT
cana-283	209	44	spain	spain	PROPN
cana-283	209	45	,	,	PUNCT
cana-283	209	46	2019	2019	NUM
cana-283	209	47	,	,	PUNCT
cana-283	209	48	pp	pp	ADJ
cana-283	209	49	.	.	PUNCT
cana-283	210	1	1	1	NUM
cana-283	210	2	-	-	SYM
cana-283	210	3	5	5	NUM
cana-283	210	4	,	,	PUNCT
cana-283	210	5	doi	doi	NOUN
cana-283	210	6	:	:	PUNCT
cana-283	210	7	10.23919	10.23919	NUM
cana-283	210	8	/	/	SYM
cana-283	210	9	eusipco.2019.8902539	eusipco.2019.8902539	NOUN
cana-283	210	10	.	.	PUNCT
cana-283	211	1	[	[	X
cana-283	211	2	2	2	X
cana-283	211	3	]	]	PUNCT
cana-283	211	4	s.	s.	PROPN
cana-283	211	5	lu	lu	PROPN
cana-283	211	6	,	,	PUNCT
cana-283	211	7	f.	f.	PROPN
cana-283	211	8	yu	yu	PROPN
cana-283	211	9	and	and	CCONJ
cana-283	211	10	j.	j.	PROPN
cana-283	211	11	liu	liu	PROPN
cana-283	211	12	,	,	PUNCT
cana-283	211	13	"	"	PUNCT
cana-283	211	14	bearing	bear	VERB
cana-283	211	15	fault	fault	NOUN
cana-283	211	16	diagnosis	diagnosis	NOUN
cana-283	211	17	based	base	VERB
cana-283	211	18	on	on	ADP
cana-283	211	19	k	k	ADJ
cana-283	211	20	-	-	ADJ
cana-283	211	21	l	l	NOUN
cana-283	211	22	transform	transform	NOUN
cana-283	211	23	and	and	CCONJ
cana-283	211	24	support	support	VERB
cana-283	211	25	vector	vector	NOUN
cana-283	211	26	machine	machine	NOUN
cana-283	211	27	,	,	PUNCT
cana-283	211	28	"	"	PUNCT
cana-283	211	29	third	third	ADJ
cana-283	211	30	international	international	ADJ
cana-283	211	31	conference	conference	NOUN
cana-283	211	32	on	on	ADP
cana-283	211	33	natural	natural	ADJ
cana-283	211	34	computation	computation	NOUN
cana-283	211	35	(	(	PUNCT
cana-283	211	36	icnc	icnc	ADJ
cana-283	211	37	2007	2007	NUM
cana-283	211	38	)	)	PUNCT
cana-283	211	39	,	,	PUNCT
cana-283	211	40	haikou	haikou	PROPN
cana-283	211	41	,	,	PUNCT
cana-283	211	42	china	china	PROPN
cana-283	211	43	,	,	PUNCT
cana-283	211	44	2007	2007	NUM
cana-283	211	45	,	,	PUNCT
cana-283	211	46	pp	pp	ADJ
cana-283	211	47	.	.	PUNCT
cana-283	212	1	522	522	NUM
cana-283	212	2	-	-	SYM
cana-283	212	3	527	527	NUM
cana-283	212	4	,	,	PUNCT
cana-283	212	5	doi	doi	NOUN
cana-283	212	6	:	:	PUNCT
cana-283	212	7	10.1109	10.1109	NUM
cana-283	212	8	/	/	SYM
cana-283	212	9	icnc.2007.282	icnc.2007.282	PROPN
cana-283	212	10	.	.	PUNCT
cana-283	213	1	[	[	X
cana-283	213	2	3	3	NUM
cana-283	213	3	]	]	X
cana-283	213	4	i.	i.	PROPN
cana-283	213	5	m.	m.	PROPN
cana-283	213	6	yassin	yassin	PROPN
cana-283	213	7	,	,	PUNCT
cana-283	213	8	m.	m.	PROPN
cana-283	213	9	n.	n.	PROPN
cana-283	213	10	taib	taib	PROPN
cana-283	213	11	and	and	CCONJ
cana-283	213	12	r.	r.	PROPN
cana-283	213	13	adnan	adnan	PROPN
cana-283	213	14	,	,	PUNCT
cana-283	213	15	"	"	PUNCT
cana-283	213	16	recent	recent	ADJ
cana-283	213	17	advancements	advancement	NOUN
cana-283	213	18	&	&	CCONJ
cana-283	213	19	methodologies	methodology	NOUN
cana-283	213	20	in	in	ADP
cana-283	213	21	system	system	NOUN
cana-283	213	22	identification	identification	NOUN
cana-283	213	23	:	:	PUNCT
cana-283	213	24	a	a	DET
cana-283	213	25	review	review	NOUN
cana-283	213	26	"	"	PUNCT
cana-283	213	27	,	,	PUNCT
cana-283	213	28	scientific	scientific	ADJ
cana-283	213	29	research	research	NOUN
cana-283	213	30	journal	journal	NOUN
cana-283	213	31	,	,	PUNCT
cana-283	213	32	vol	vol	NOUN
cana-283	213	33	.	.	PROPN
cana-283	213	34	1	1	NUM
cana-283	213	35	,	,	PUNCT
cana-283	213	36	no	no	INTJ
cana-283	213	37	.	.	NOUN
cana-283	213	38	1	1	NUM
cana-283	213	39	,	,	PUNCT
cana-283	213	40	pp	pp	ADJ
cana-283	213	41	.	.	PUNCT
cana-283	214	1	14	14	NUM
cana-283	214	2	-	-	SYM
cana-283	214	3	33	33	NUM
cana-283	214	4	,	,	PUNCT
cana-283	214	5	2013	2013	NUM
cana-283	214	6	.	.	PUNCT
cana-283	215	1	[	[	X
cana-283	215	2	4	4	X
cana-283	215	3	]	]	X
cana-283	215	4	g.	g.	PROPN
cana-283	215	5	b.	b.	PROPN
cana-283	215	6	giannakis	giannakis	PROPN
cana-283	215	7	and	and	CCONJ
cana-283	215	8	e.	e.	PROPN
cana-283	215	9	serpedin	serpedin	PROPN
cana-283	215	10	,	,	PUNCT
cana-283	215	11	"	"	PUNCT
cana-283	215	12	a	a	DET
cana-283	215	13	bibliography	bibliography	NOUN
cana-283	215	14	on	on	ADP
cana-283	215	15	nonlinear	nonlinear	ADJ
cana-283	215	16	system	system	NOUN
cana-283	215	17	identification	identification	NOUN
cana-283	215	18	"	"	PUNCT
cana-283	215	19	,	,	PUNCT
cana-283	215	20	signal	signal	ADJ
cana-283	215	21	process	process	NOUN
cana-283	215	22	.	.	PUNCT
cana-283	216	1	,	,	PUNCT
cana-283	216	2	vol	vol	NOUN
cana-283	216	3	.	.	PROPN
cana-283	217	1	81	81	NUM
cana-283	217	2	,	,	PUNCT
cana-283	217	3	no	no	INTJ
cana-283	217	4	.	.	NOUN
cana-283	217	5	3	3	NUM
cana-283	217	6	,	,	PUNCT
cana-283	217	7	pp	pp	ADJ
cana-283	217	8	.	.	PUNCT
cana-283	218	1	533	533	NUM
cana-283	218	2	-	-	SYM
cana-283	218	3	580	580	NUM
cana-283	218	4	,	,	PUNCT
cana-283	218	5	2001	2001	NUM
cana-283	218	6	.	.	PUNCT
cana-283	219	1	[	[	X
cana-283	219	2	5	5	NUM
cana-283	219	3	]	]	PUNCT
cana-283	219	4	x.	x.	NOUN
cana-283	219	5	hong	hong	PROPN
cana-283	219	6	,	,	PUNCT
cana-283	219	7	r.	r.	PROPN
cana-283	219	8	mitchell	mitchell	PROPN
cana-283	219	9	,	,	PUNCT
cana-283	219	10	s.	s.	PROPN
cana-283	219	11	chen	chen	PROPN
cana-283	219	12	,	,	PUNCT
cana-283	219	13	c.	c.	PROPN
cana-283	219	14	harris	harris	PROPN
cana-283	219	15	,	,	PUNCT
cana-283	219	16	k.	k.	PROPN
cana-283	219	17	li	li	PROPN
cana-283	219	18	and	and	CCONJ
cana-283	219	19	g.	g.	PROPN
cana-283	219	20	irwin	irwin	PROPN
cana-283	219	21	,	,	PUNCT
cana-283	219	22	"	"	PUNCT
cana-283	219	23	model	model	NOUN
cana-283	219	24	selection	selection	NOUN
cana-283	219	25	approaches	approach	NOUN
cana-283	219	26	for	for	ADP
cana-283	219	27	non	non	ADJ
cana-283	219	28	-	-	ADJ
cana-283	219	29	linear	linear	ADJ
cana-283	219	30	system	system	NOUN
cana-283	219	31	identification	identification	NOUN
cana-283	219	32	:	:	PUNCT
cana-283	219	33	a	a	DET
cana-283	219	34	review	review	NOUN
cana-283	219	35	"	"	PUNCT
cana-283	219	36	,	,	PUNCT
cana-283	219	37	international	international	ADJ
cana-283	219	38	journal	journal	NOUN
cana-283	219	39	of	of	ADP
cana-283	219	40	systems	system	NOUN
cana-283	219	41	science	science	NOUN
cana-283	219	42	,	,	PUNCT
cana-283	219	43	vol	vol	NOUN
cana-283	219	44	.	.	PROPN
cana-283	219	45	39	39	NUM
cana-283	219	46	,	,	PUNCT
cana-283	219	47	no	no	INTJ
cana-283	219	48	.	.	NOUN
cana-283	219	49	10	10	NUM
cana-283	219	50	,	,	PUNCT
cana-283	219	51	pp	pp	ADJ
cana-283	219	52	.	.	PUNCT
cana-283	220	1	925	925	NUM
cana-283	220	2	-	-	SYM
cana-283	220	3	946	946	NUM
cana-283	220	4	,	,	PUNCT
cana-283	220	5	2008	2008	NUM
cana-283	220	6	.	.	PUNCT
cana-283	221	1	[	[	X
cana-283	221	2	6	6	X
cana-283	221	3	]	]	PUNCT
cana-283	221	4	j.	j.	PROPN
cana-283	221	5	d.	d.	PROPN
cana-283	221	6	victor	victor	PROPN
cana-283	221	7	,	,	PUNCT
cana-283	221	8	"	"	PUNCT
cana-283	221	9	analyzing	analyze	VERB
cana-283	221	10	receptive	receptive	ADJ
cana-283	221	11	fields	field	NOUN
cana-283	221	12	classification	classification	NOUN
cana-283	221	13	images	image	NOUN
cana-283	221	14	and	and	CCONJ
cana-283	221	15	functional	functional	ADJ
cana-283	221	16	images	image	NOUN
cana-283	221	17	:	:	PUNCT
cana-283	221	18	challenges	challenge	NOUN
cana-283	221	19	with	with	ADP
cana-283	221	20	opportunities	opportunity	NOUN
cana-283	221	21	for	for	ADP
cana-283	221	22	synergy	synergy	NOUN
cana-283	221	23	"	"	PUNCT
cana-283	221	24	,	,	PUNCT
cana-283	221	25	nature	nature	NOUN
cana-283	221	26	neuroscience	neuroscience	NOUN
cana-283	221	27	,	,	PUNCT
cana-283	221	28	vol	vol	NOUN
cana-283	221	29	.	.	PROPN
cana-283	221	30	8	8	NUM
cana-283	221	31	,	,	PUNCT
cana-283	221	32	no	no	INTJ
cana-283	221	33	.	.	NOUN
cana-283	221	34	12	12	NUM
cana-283	221	35	,	,	PUNCT
cana-283	221	36	pp	pp	ADJ
cana-283	221	37	.	.	PUNCT
cana-283	221	38	16511656	16511656	NUM
cana-283	221	39	,	,	PUNCT
cana-283	221	40	2005	2005	NUM
cana-283	221	41	.	.	PUNCT
cana-283	222	1	communications	communication	NOUN
cana-283	222	2	on	on	ADP
cana-283	222	3	applied	apply	VERB
cana-283	222	4	nonlinear	nonlinear	ADJ
cana-283	222	5	analysis	analysis	NOUN
cana-283	222	6	issn	issn	NOUN
cana-283	222	7	:	:	PUNCT
cana-283	222	8	1074	1074	NUM
cana-283	222	9	-	-	PUNCT
cana-283	222	10	133x	133x	NUM
cana-283	222	11	vol	vol	NOUN
cana-283	222	12	31	31	NUM
cana-283	222	13	no	no	NOUN
cana-283	222	14	.	.	NOUN
cana-283	222	15	1	1	NUM
cana-283	222	16	(	(	PUNCT
cana-283	222	17	2024	2024	NUM
cana-283	222	18	)	)	PUNCT
cana-283	222	19	16	16	NUM
cana-283	222	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-283	223	1	[	[	X
cana-283	223	2	7	7	NUM
cana-283	223	3	]	]	X
cana-283	223	4	i.	i.	PROPN
cana-283	223	5	mezghani	mezghani	PROPN
cana-283	223	6	-	-	PUNCT
cana-283	223	7	marrakchi	marrakchi	PROPN
cana-283	223	8	,	,	PUNCT
cana-283	223	9	g.	g.	PROPN
cana-283	223	10	mahé	mahé	PROPN
cana-283	223	11	,	,	PUNCT
cana-283	223	12	s.	s.	PROPN
cana-283	223	13	djaziri	djaziri	PROPN
cana-283	223	14	-	-	PUNCT
cana-283	223	15	larbi	larbi	NOUN
cana-283	223	16	,	,	PUNCT
cana-283	223	17	m.	m.	NOUN
cana-283	223	18	jaïdane	jaïdane	NOUN
cana-283	223	19	and	and	CCONJ
cana-283	223	20	m.	m.	NOUN
cana-283	223	21	t.-h	t.-h	PROPN
cana-283	223	22	.	.	PUNCT
cana-283	224	1	alouane	alouane	ADJ
cana-283	224	2	,	,	PUNCT
cana-283	224	3	"	"	PUNCT
cana-283	224	4	nonlinear	nonlinear	ADJ
cana-283	224	5	audio	audio	ADJ
cana-283	224	6	systems	system	NOUN
cana-283	224	7	identification	identification	NOUN
cana-283	224	8	through	through	ADP
cana-283	224	9	audio	audio	ADJ
cana-283	224	10	input	input	NOUN
cana-283	224	11	gaussianization	gaussianization	NOUN
cana-283	224	12	"	"	PUNCT
cana-283	224	13	,	,	PUNCT
cana-283	224	14	ieee	ieee	PROPN
cana-283	224	15	/	/	SYM
cana-283	224	16	acm	acm	NOUN
cana-283	224	17	transactions	transaction	NOUN
cana-283	224	18	on	on	ADP
cana-283	224	19	audio	audio	ADJ
cana-283	224	20	speech	speech	NOUN
cana-283	224	21	and	and	CCONJ
cana-283	224	22	language	language	NOUN
cana-283	224	23	processing	processing	NOUN
cana-283	224	24	,	,	PUNCT
cana-283	224	25	vol	vol	NOUN
cana-283	224	26	.	.	PROPN
cana-283	225	1	22	22	NUM
cana-283	225	2	,	,	PUNCT
cana-283	225	3	no	no	INTJ
cana-283	225	4	.	.	NOUN
cana-283	225	5	1	1	NUM
cana-283	225	6	,	,	PUNCT
cana-283	225	7	pp	pp	ADJ
cana-283	225	8	.	.	PUNCT
cana-283	226	1	41	41	NUM
cana-283	226	2	-	-	SYM
cana-283	226	3	53	53	NUM
cana-283	226	4	,	,	PUNCT
cana-283	226	5	jan	jan	PROPN
cana-283	226	6	2014	2014	NUM
cana-283	226	7	.	.	PUNCT
cana-283	227	1	[	[	X
cana-283	227	2	8	8	NUM
cana-283	227	3	]	]	PUNCT
cana-283	227	4	x.	x.	NOUN
cana-283	227	5	chen	chen	PROPN
cana-283	227	6	and	and	CCONJ
cana-283	227	7	h.	h.	PROPN
cana-283	227	8	chen	chen	PROPN
cana-283	227	9	,	,	PUNCT
cana-283	227	10	"	"	PUNCT
cana-283	227	11	recursive	recursive	ADJ
cana-283	227	12	identification	identification	NOUN
cana-283	227	13	for	for	ADP
cana-283	227	14	mimo	mimo	PROPN
cana-283	227	15	hammerstein	hammerstein	PROPN
cana-283	227	16	systems	systems	PROPN
cana-283	227	17	"	"	PUNCT
cana-283	227	18	,	,	PUNCT
cana-283	227	19	ieee	ieee	NOUN
cana-283	227	20	transactions	transaction	NOUN
cana-283	227	21	on	on	ADP
cana-283	227	22	automatic	automatic	ADJ
cana-283	227	23	control	control	NOUN
cana-283	227	24	,	,	PUNCT
cana-283	227	25	vol	vol	NOUN
cana-283	227	26	.	.	PROPN
cana-283	228	1	56	56	NUM
cana-283	228	2	,	,	PUNCT
cana-283	228	3	no	no	INTJ
cana-283	228	4	.	.	NOUN
cana-283	228	5	4	4	NUM
cana-283	228	6	,	,	PUNCT
cana-283	228	7	pp	pp	ADJ
cana-283	228	8	.	.	PUNCT
cana-283	229	1	895	895	NUM
cana-283	229	2	-	-	SYM
cana-283	229	3	902	902	NUM
cana-283	229	4	,	,	PUNCT
cana-283	229	5	april	april	PROPN
cana-283	229	6	2011	2011	NUM
cana-283	229	7	.	.	PUNCT
cana-283	230	1	[	[	X
cana-283	230	2	9	9	NUM
cana-283	230	3	]	]	PUNCT
cana-283	230	4	l.	l.	PROPN
cana-283	230	5	a.	a.	PROPN
cana-283	230	6	aguirre	aguirre	PROPN
cana-283	230	7	and	and	CCONJ
cana-283	230	8	c.	c.	PROPN
cana-283	230	9	letellier	letellier	NOUN
cana-283	230	10	,	,	PUNCT
cana-283	230	11	"	"	PUNCT
cana-283	230	12	modeling	model	VERB
cana-283	230	13	nonlinear	nonlinear	ADJ
cana-283	230	14	dynamics	dynamic	NOUN
cana-283	230	15	and	and	CCONJ
cana-283	230	16	chaos	chaos	NOUN
cana-283	230	17	:	:	PUNCT
cana-283	230	18	a	a	DET
cana-283	230	19	review	review	NOUN
cana-283	230	20	"	"	PUNCT
cana-283	230	21	,	,	PUNCT
cana-283	230	22	mathematical	mathematical	ADJ
cana-283	230	23	problems	problem	NOUN
cana-283	230	24	in	in	ADP
cana-283	230	25	engineering	engineering	NOUN
cana-283	230	26	,	,	PUNCT
cana-283	230	27	vol	vol	NOUN
cana-283	230	28	.	.	PROPN
cana-283	230	29	2009	2009	NUM
cana-283	230	30	,	,	PUNCT
cana-283	230	31	2009	2009	NUM
cana-283	230	32	.	.	PUNCT
cana-283	231	1	[	[	X
cana-283	231	2	10	10	NUM
cana-283	231	3	]	]	X
cana-283	231	4	n.	n.	PROPN
cana-283	231	5	a.	a.	PROPN
cana-283	231	6	rahim	rahim	PROPN
cana-283	231	7	,	,	PUNCT
cana-283	231	8	m.	m.	PROPN
cana-283	231	9	n.	n.	PROPN
cana-283	231	10	taib	taib	PROPN
cana-283	231	11	,	,	PUNCT
cana-283	231	12	a.	a.	PROPN
cana-283	231	13	h.	h.	PROPN
cana-283	231	14	adom	adom	PROPN
cana-283	231	15	and	and	CCONJ
cana-283	231	16	m.	m.	NOUN
cana-283	231	17	a.	a.	PROPN
cana-283	231	18	a.	a.	PROPN
cana-283	231	19	halim	halim	PROPN
cana-283	231	20	,	,	PUNCT
cana-283	231	21	"	"	PUNCT
cana-283	231	22	nonlinear	nonlinear	ADJ
cana-283	231	23	system	system	NOUN
cana-283	231	24	identification	identification	NOUN
cana-283	231	25	for	for	ADP
cana-283	231	26	a	a	DET
cana-283	231	27	dc	dc	PROPN
cana-283	231	28	motor	motor	NOUN
cana-283	231	29	using	use	VERB
cana-283	231	30	narmax	narmax	NOUN
cana-283	231	31	model	model	NOUN
cana-283	231	32	with	with	ADP
cana-283	231	33	regularization	regularization	NOUN
cana-283	231	34	approach	approach	NOUN
cana-283	231	35	"	"	PUNCT
cana-283	231	36	,	,	PUNCT
cana-283	231	37	international	international	ADJ
cana-283	231	38	conference	conference	NOUN
cana-283	231	39	on	on	ADP
cana-283	231	40	control	control	NOUN
cana-283	231	41	instrument	instrument	PROPN
cana-283	231	42	and	and	CCONJ
cana-283	231	43	mechatronics	mechatronic	NOUN
cana-283	231	44	engineering	engineering	PROPN
cana-283	231	45	cim	cim	PROPN
cana-283	231	46	,	,	PUNCT
cana-283	231	47	vol	vol	NOUN
cana-283	231	48	.	.	PROPN
cana-283	231	49	7	7	NUM
cana-283	231	50	,	,	PUNCT
cana-283	231	51	2007	2007	NUM
cana-283	231	52	.	.	PUNCT
cana-283	232	1	[	[	X
cana-283	232	2	11	11	NUM
cana-283	232	3	]	]	X
cana-283	232	4	b.	b.	PROPN
cana-283	232	5	a.	a.	PROPN
cana-283	232	6	amisigo	amisigo	PROPN
cana-283	232	7	,	,	PUNCT
cana-283	232	8	n.	n.	PROPN
cana-283	232	9	van	van	PROPN
cana-283	232	10	de	de	PROPN
cana-283	232	11	giesen	giesen	PROPN
cana-283	232	12	,	,	PUNCT
cana-283	232	13	c.	c.	PROPN
cana-283	232	14	rogers	rogers	PROPN
cana-283	232	15	,	,	PUNCT
cana-283	232	16	w.	w.	PROPN
cana-283	232	17	e.	e.	PROPN
cana-283	232	18	i.	i.	PROPN
cana-283	232	19	andah	andah	PROPN
cana-283	232	20	and	and	CCONJ
cana-283	232	21	j.	j.	PROPN
cana-283	232	22	friesen	friesen	PROPN
cana-283	232	23	,	,	PUNCT
cana-283	232	24	"	"	PUNCT
cana-283	232	25	monthly	monthly	ADJ
cana-283	232	26	streamflow	streamflow	NOUN
cana-283	232	27	prediction	prediction	NOUN
cana-283	232	28	in	in	ADP
cana-283	232	29	the	the	DET
cana-283	232	30	volta	volta	NOUN
cana-283	232	31	basin	basin	NOUN
cana-283	232	32	of	of	ADP
cana-283	232	33	west	west	PROPN
cana-283	232	34	africa	africa	PROPN
cana-283	232	35	:	:	PUNCT
cana-283	232	36	a	a	DET
cana-283	232	37	siso	siso	NOUN
cana-283	232	38	narmax	narmax	NOUN
cana-283	232	39	polynomial	polynomial	ADJ
cana-283	232	40	modelling	modelling	NOUN
cana-283	232	41	"	"	PUNCT
cana-283	232	42	,	,	PUNCT
cana-283	232	43	physics	physics	NOUN
cana-283	232	44	and	and	CCONJ
cana-283	232	45	chemistry	chemistry	NOUN
cana-283	232	46	of	of	ADP
cana-283	232	47	the	the	DET
cana-283	232	48	earth	earth	NOUN
cana-283	232	49	,	,	PUNCT
cana-283	232	50	vol	vol	NOUN
cana-283	232	51	.	.	PROPN
cana-283	232	52	33	33	NUM
cana-283	232	53	,	,	PUNCT
cana-283	232	54	no	no	INTJ
cana-283	232	55	.	.	NOUN
cana-283	232	56	1	1	NUM
cana-283	232	57	,	,	PUNCT
cana-283	232	58	pp	pp	ADJ
cana-283	232	59	.	.	PUNCT
cana-283	233	1	141	141	NUM
cana-283	233	2	-	-	SYM
cana-283	233	3	150	150	NUM
cana-283	233	4	,	,	PUNCT
cana-283	233	5	2008	2008	NUM
cana-283	233	6	.	.	PUNCT
cana-283	234	1	[	[	X
cana-283	234	2	12	12	NUM
cana-283	234	3	]	]	PUNCT
cana-283	234	4	s.	s.	PROPN
cana-283	234	5	l.	l.	PROPN
cana-283	234	6	kukreja	kukreja	PROPN
cana-283	234	7	,	,	PUNCT
cana-283	234	8	h.	h.	PROPN
cana-283	234	9	l.	l.	PROPN
cana-283	234	10	galiana	galiana	PROPN
cana-283	234	11	and	and	CCONJ
cana-283	234	12	r.	r.	PROPN
cana-283	234	13	e.	e.	PROPN
cana-283	234	14	kearney	kearney	PROPN
cana-283	234	15	,	,	PUNCT
cana-283	234	16	"	"	PUNCT
cana-283	234	17	narmax	narmax	NOUN
cana-283	234	18	representation	representation	NOUN
cana-283	234	19	and	and	CCONJ
cana-283	234	20	identification	identification	NOUN
cana-283	234	21	of	of	ADP
cana-283	234	22	ankle	ankle	NOUN
cana-283	234	23	dynamics	dynamic	NOUN
cana-283	234	24	"	"	PUNCT
cana-283	234	25	,	,	PUNCT
cana-283	234	26	ieee	ieee	NOUN
cana-283	234	27	transactions	transaction	NOUN
cana-283	234	28	on	on	ADP
cana-283	234	29	biomedical	biomedical	ADJ
cana-283	234	30	engineering	engineering	NOUN
cana-283	234	31	,	,	PUNCT
cana-283	234	32	vol	vol	NOUN
cana-283	234	33	.	.	PROPN
cana-283	235	1	50	50	NUM
cana-283	235	2	,	,	PUNCT
cana-283	235	3	pp	pp	ADJ
cana-283	235	4	.	.	PUNCT
cana-283	236	1	70	70	NUM
cana-283	236	2	-	-	SYM
cana-283	236	3	81	81	NUM
cana-283	236	4	,	,	PUNCT
cana-283	236	5	2003	2003	NUM
cana-283	236	6	.	.	PUNCT
cana-283	237	1	[	[	X
cana-283	237	2	13	13	NUM
cana-283	237	3	]	]	X
cana-283	237	4	n.	n.	NOUN
cana-283	237	5	chiras	chiras	PROPN
cana-283	237	6	,	,	PUNCT
cana-283	237	7	c.	c.	PROPN
cana-283	237	8	evans	evans	PROPN
cana-283	237	9	and	and	CCONJ
cana-283	237	10	d.	d.	PROPN
cana-283	237	11	rees	rees	PROPN
cana-283	237	12	,	,	PUNCT
cana-283	237	13	"	"	PUNCT
cana-283	237	14	nonlinear	nonlinear	ADJ
cana-283	237	15	gas	gas	NOUN
cana-283	237	16	turbine	turbine	NOUN
cana-283	237	17	modeling	modeling	NOUN
cana-283	237	18	using	use	VERB
cana-283	237	19	narmax	narmax	NOUN
cana-283	237	20	structures	structure	NOUN
cana-283	237	21	"	"	PUNCT
cana-283	237	22	,	,	PUNCT
cana-283	237	23	ieee	ieee	NOUN
cana-283	237	24	transactions	transaction	NOUN
cana-283	237	25	on	on	ADP
cana-283	237	26	instrumentation	instrumentation	NOUN
cana-283	237	27	and	and	CCONJ
cana-283	237	28	measurement	measurement	NOUN
cana-283	237	29	,	,	PUNCT
cana-283	237	30	vol	vol	NOUN
cana-283	237	31	.	.	PROPN
cana-283	237	32	50	50	NUM
cana-283	237	33	,	,	PUNCT
cana-283	237	34	no	no	INTJ
cana-283	237	35	.	.	NOUN
cana-283	237	36	4	4	NUM
cana-283	237	37	,	,	PUNCT
cana-283	237	38	pp	pp	ADJ
cana-283	237	39	.	.	PUNCT
cana-283	237	40	893898	893898	NUM
cana-283	237	41	,	,	PUNCT
cana-283	237	42	aug	aug	PROPN
cana-283	237	43	2001	2001	NUM
cana-283	237	44	.	.	PUNCT
cana-283	238	1	[	[	X
cana-283	238	2	14	14	NUM
cana-283	238	3	]	]	X
cana-283	238	4	r.	r.	PROPN
cana-283	238	5	boynton	boynton	PROPN
cana-283	238	6	,	,	PUNCT
cana-283	238	7	m.	m.	PROPN
cana-283	238	8	balikhin	balikhin	PROPN
cana-283	238	9	,	,	PUNCT
cana-283	238	10	h.-l	h.-l	PROPN
cana-283	238	11	.	.	PUNCT
cana-283	239	1	wei	wei	PROPN
cana-283	239	2	and	and	CCONJ
cana-283	239	3	z.-q	z.-q	PROPN
cana-283	239	4	.	.	PUNCT
cana-283	239	5	lang	lang	PROPN
cana-283	239	6	,	,	PUNCT
cana-283	239	7	"	"	PUNCT
cana-283	239	8	applications	application	NOUN
cana-283	239	9	of	of	ADP
cana-283	239	10	narmax	narmax	NOUN
cana-283	239	11	in	in	ADP
cana-283	239	12	space	space	NOUN
cana-283	239	13	weather	weather	NOUN
cana-283	239	14	"	"	PUNCT
cana-283	239	15	,	,	PUNCT
cana-283	239	16	machine	machine	NOUN
cana-283	239	17	learning	learn	VERB
cana-283	239	18	techniques	technique	NOUN
cana-283	239	19	for	for	ADP
cana-283	239	20	space	space	NOUN
cana-283	239	21	weather	weather	NOUN
cana-283	239	22	,	,	PUNCT
cana-283	239	23	pp	pp	ADV
cana-283	239	24	.	.	PUNCT
cana-283	240	1	203	203	NUM
cana-283	240	2	-	-	SYM
cana-283	240	3	236	236	NUM
cana-283	240	4	,	,	PUNCT
cana-283	240	5	2018	2018	NUM
cana-283	240	6	.	.	PUNCT
cana-283	241	1	[	[	X
cana-283	241	2	15	15	NUM
cana-283	241	3	]	]	X
cana-283	241	4	h.-l	h.-l	PROPN
cana-283	241	5	.	.	PUNCT
cana-283	242	1	wei	wei	PROPN
cana-283	242	2	,	,	PUNCT
cana-283	242	3	"	"	PUNCT
cana-283	242	4	sparse	sparse	ADJ
cana-283	242	5	interpretable	interpretable	ADJ
cana-283	242	6	and	and	CCONJ
cana-283	242	7	transparent	transparent	ADJ
cana-283	242	8	predictive	predictive	ADJ
cana-283	242	9	model	model	NOUN
cana-283	242	10	identification	identification	NOUN
cana-283	242	11	for	for	ADP
cana-283	242	12	healthcare	healthcare	PROPN
cana-283	242	13	data	datum	NOUN
cana-283	242	14	analysis	analysis	NOUN
cana-283	242	15	"	"	PUNCT
cana-283	242	16	,	,	PUNCT
cana-283	242	17	advances	advance	NOUN
cana-283	242	18	in	in	ADP
cana-283	242	19	computational	computational	ADJ
cana-283	242	20	intelligence	intelligence	NOUN
cana-283	242	21	,	,	PUNCT
cana-283	242	22	pp	pp	ADP
cana-283	242	23	.	.	PUNCT
cana-283	243	1	103	103	NUM
cana-283	243	2	-	-	SYM
cana-283	243	3	114	114	NUM
cana-283	243	4	,	,	PUNCT
cana-283	243	5	2019	2019	NUM
cana-283	243	6	.	.	PUNCT
cana-283	244	1	[	[	X
cana-283	244	2	16	16	NUM
cana-283	244	3	]	]	PUNCT
cana-283	244	4	j.	j.	PROPN
cana-283	244	5	r.	r.	PROPN
cana-283	244	6	ayala	ayala	PROPN
cana-283	244	7	solares	solares	PROPN
cana-283	244	8	,	,	PUNCT
cana-283	244	9	h.-l	h.-l	PROPN
cana-283	244	10	.	.	PUNCT
cana-283	245	1	wei	wei	PROPN
cana-283	245	2	and	and	CCONJ
cana-283	245	3	s.	s.	PROPN
cana-283	245	4	a.	a.	NOUN
cana-283	245	5	billings	billing	NOUN
cana-283	245	6	,	,	PUNCT
cana-283	245	7	"	"	PUNCT
cana-283	245	8	a	a	DET
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cana-283	245	10	logistic	logistic	ADJ
cana-283	245	11	-	-	PUNCT
cana-283	245	12	narx	narx	NOUN
cana-283	245	13	model	model	NOUN
cana-283	245	14	as	as	ADP
cana-283	245	15	a	a	DET
cana-283	245	16	classifier	classifier	NOUN
cana-283	245	17	for	for	ADP
cana-283	245	18	dynamic	dynamic	ADJ
cana-283	245	19	binary	binary	ADJ
cana-283	245	20	classification	classification	NOUN
cana-283	245	21	"	"	PUNCT
cana-283	245	22	,	,	PUNCT
cana-283	245	23	neural	neural	ADJ
cana-283	245	24	computing	computing	NOUN
cana-283	245	25	and	and	CCONJ
cana-283	245	26	applications	application	NOUN
cana-283	245	27	,	,	PUNCT
cana-283	245	28	vol	vol	NOUN
cana-283	245	29	.	.	PROPN
cana-283	245	30	31	31	NUM
cana-283	245	31	,	,	PUNCT
cana-283	245	32	no	no	INTJ
cana-283	245	33	.	.	NOUN
cana-283	245	34	1	1	NUM
cana-283	245	35	,	,	PUNCT
cana-283	245	36	pp	pp	ADJ
cana-283	245	37	.	.	PUNCT
cana-283	246	1	11	11	NUM
cana-283	246	2	-	-	SYM
cana-283	246	3	25	25	NUM
cana-283	246	4	,	,	PUNCT
cana-283	246	5	jan	jan	PROPN
cana-283	246	6	2019	2019	NUM
cana-283	246	7	.	.	PUNCT
cana-283	247	1	[	[	X
cana-283	247	2	17	17	NUM
cana-283	247	3	]	]	X
cana-283	247	4	i.	i.	PROPN
cana-283	247	5	t.	t.	PROPN
cana-283	247	6	jolliffe	jolliffe	PROPN
cana-283	247	7	,	,	PUNCT
cana-283	247	8	"	"	PUNCT
cana-283	247	9	principal	principal	ADJ
cana-283	247	10	component	component	NOUN
cana-283	247	11	analysis	analysis	NOUN
cana-283	247	12	"	"	PUNCT
cana-283	247	13	,	,	PUNCT
cana-283	247	14	international	international	ADJ
cana-283	247	15	encyclopedia	encyclopedia	NOUN
cana-283	247	16	of	of	ADP
cana-283	247	17	statistical	statistical	ADJ
cana-283	247	18	science	science	NOUN
cana-283	247	19	,	,	PUNCT
cana-283	247	20	pp	pp	ADJ
cana-283	247	21	.	.	PUNCT
cana-283	247	22	1094	1094	NUM
cana-283	247	23	-	-	SYM
cana-283	247	24	1096	1096	NUM
cana-283	247	25	,	,	PUNCT
cana-283	247	26	2011	2011	NUM
cana-283	247	27	.	.	PUNCT
cana-283	248	1	[	[	X
cana-283	248	2	18	18	NUM
cana-283	248	3	]	]	X
cana-283	248	4	g.	g.	PROPN
cana-283	248	5	biagetti	biagetti	PROPN
cana-283	248	6	,	,	PUNCT
cana-283	248	7	p.	p.	NOUN
cana-283	248	8	crippa	crippa	PROPN
cana-283	248	9	,	,	PUNCT
cana-283	248	10	l.	l.	PROPN
cana-283	248	11	falaschetti	falaschetti	PROPN
cana-283	248	12	and	and	CCONJ
cana-283	248	13	c.	c.	PROPN
cana-283	248	14	turchetti	turchetti	PROPN
cana-283	248	15	,	,	PUNCT
cana-283	248	16	"	"	PUNCT
cana-283	248	17	machine	machine	NOUN
cana-283	248	18	learning	learn	VERB
cana-283	248	19	regression	regression	NOUN
cana-283	248	20	based	base	VERB
cana-283	248	21	on	on	ADP
cana-283	248	22	particle	particle	NOUN
cana-283	248	23	bernstein	bernstein	PROPN
cana-283	248	24	polynomials	polynomial	NOUN
cana-283	248	25	for	for	ADP
cana-283	248	26	nonlinear	nonlinear	ADJ
cana-283	248	27	system	system	NOUN
cana-283	248	28	identification	identification	NOUN
cana-283	248	29	"	"	PUNCT
cana-283	248	30	,	,	PUNCT
cana-283	248	31	2017	2017	NUM
cana-283	248	32	ieee	ieee	NOUN
cana-283	248	33	27th	27th	ADJ
cana-283	248	34	international	international	ADJ
cana-283	248	35	workshop	workshop	NOUN
cana-283	248	36	on	on	ADP
cana-283	248	37	machine	machine	NOUN
cana-283	248	38	learning	learn	VERB
cana-283	248	39	for	for	ADP
cana-283	248	40	signal	signal	ADJ
cana-283	248	41	processing	processing	NOUN
cana-283	248	42	(	(	PUNCT
cana-283	248	43	mlsp	mlsp	NOUN
cana-283	248	44	)	)	PUNCT
cana-283	248	45	,	,	PUNCT
cana-283	248	46	pp	pp	PROPN
cana-283	248	47	.	.	PUNCT
cana-283	249	1	1	1	NUM
cana-283	249	2	-	-	SYM
cana-283	249	3	6	6	NUM
cana-283	249	4	,	,	PUNCT
cana-283	249	5	sept	sept	PROPN
cana-283	249	6	2017	2017	NUM
cana-283	249	7	.	.	PUNCT
cana-283	250	1	[	[	X
cana-283	250	2	19	19	NUM
cana-283	250	3	]	]	PUNCT
cana-283	250	4	z.	z.	PROPN
cana-283	250	5	ling	ling	PROPN
cana-283	250	6	,	,	PUNCT
cana-283	250	7	l.	l.	PROPN
cana-283	250	8	deng	deng	PROPN
cana-283	250	9	and	and	CCONJ
cana-283	250	10	d.	d.	PROPN
cana-283	250	11	yu	yu	PROPN
cana-283	250	12	,	,	PUNCT
cana-283	250	13	"	"	PUNCT
cana-283	250	14	modeling	model	VERB
cana-283	250	15	spectral	spectral	ADJ
cana-283	250	16	envelopes	envelope	NOUN
cana-283	250	17	using	use	VERB
cana-283	250	18	restricted	restrict	VERB
cana-283	250	19	boltzmann	boltzmann	PROPN
cana-283	250	20	machines	machine	NOUN
cana-283	250	21	and	and	CCONJ
cana-283	250	22	deep	deep	ADJ
cana-283	250	23	belief	belief	NOUN
cana-283	250	24	networks	network	NOUN
cana-283	250	25	for	for	ADP
cana-283	250	26	statistical	statistical	ADJ
cana-283	250	27	parametric	parametric	ADJ
cana-283	250	28	speech	speech	NOUN
cana-283	250	29	synthesis	synthesis	NOUN
cana-283	250	30	"	"	PUNCT
cana-283	250	31	,	,	PUNCT
cana-283	250	32	ieee	ieee	NOUN
cana-283	250	33	transactions	transaction	NOUN
cana-283	250	34	on	on	ADP
cana-283	250	35	audio	audio	ADJ
cana-283	250	36	speech	speech	NOUN
cana-283	250	37	and	and	CCONJ
cana-283	250	38	language	language	NOUN
cana-283	250	39	processing	processing	NOUN
cana-283	250	40	,	,	PUNCT
cana-283	250	41	vol	vol	NOUN
cana-283	250	42	.	.	PROPN
cana-283	250	43	21	21	NUM
cana-283	250	44	,	,	PUNCT
cana-283	250	45	no	no	INTJ
cana-283	250	46	.	.	NOUN
cana-283	250	47	10	10	NUM
cana-283	250	48	,	,	PUNCT
cana-283	250	49	pp	pp	ADJ
cana-283	250	50	.	.	PUNCT
cana-283	250	51	2129	2129	NUM
cana-283	250	52	-	-	SYM
cana-283	250	53	2139	2139	NUM
cana-283	250	54	,	,	PUNCT
cana-283	250	55	oct	oct	NOUN
cana-283	250	56	2013	2013	NUM
cana-283	250	57	.	.	PUNCT
cana-283	251	1	[	[	X
cana-283	251	2	20	20	NUM
cana-283	251	3	]	]	PUNCT
cana-283	251	4	j.	j.	PROPN
cana-283	251	5	p.	p.	PROPN
cana-283	251	6	cabral	cabral	PROPN
cana-283	251	7	,	,	PUNCT
cana-283	251	8	k.	k.	PROPN
cana-283	251	9	richmond	richmond	PROPN
cana-283	251	10	,	,	PUNCT
cana-283	251	11	j.	j.	PROPN
cana-283	251	12	yamagishi	yamagishi	PROPN
cana-283	251	13	and	and	CCONJ
cana-283	251	14	s.	s.	PROPN
cana-283	251	15	renals	renals	PROPN
cana-283	251	16	,	,	PUNCT
cana-283	251	17	"	"	PUNCT
cana-283	251	18	glottal	glottal	ADJ
cana-283	251	19	spectral	spectral	ADJ
cana-283	251	20	separation	separation	NOUN
cana-283	251	21	for	for	ADP
cana-283	251	22	speech	speech	NOUN
cana-283	251	23	synthesis	synthesis	NOUN
cana-283	251	24	"	"	PUNCT
cana-283	251	25	,	,	PUNCT
cana-283	251	26	ieee	ieee	NOUN
cana-283	251	27	journal	journal	NOUN
cana-283	251	28	of	of	ADP
cana-283	251	29	selected	select	VERB
cana-283	251	30	topics	topic	NOUN
cana-283	251	31	in	in	ADP
cana-283	251	32	signal	signal	ADJ
cana-283	251	33	processing	processing	NOUN
cana-283	251	34	,	,	PUNCT
cana-283	251	35	vol	vol	NOUN
cana-283	251	36	.	.	PROPN
cana-283	251	37	8	8	NUM
cana-283	251	38	,	,	PUNCT
cana-283	251	39	no	no	INTJ
cana-283	251	40	.	.	NOUN
cana-283	251	41	2	2	NUM
cana-283	251	42	,	,	PUNCT
cana-283	251	43	pp	pp	ADJ
cana-283	251	44	.	.	PUNCT
cana-283	252	1	195	195	NUM
cana-283	252	2	-	-	SYM
cana-283	252	3	208	208	NUM
cana-283	252	4	,	,	PUNCT
cana-283	252	5	april	april	PROPN
cana-283	252	6	2014	2014	NUM
cana-283	252	7	.	.	PUNCT
cana-283	253	1	[	[	X
cana-283	253	2	21	21	NUM
cana-283	253	3	]	]	X
cana-283	253	4	l.	l.	PROPN
cana-283	253	5	tronchin	tronchin	PROPN
cana-283	253	6	,	,	PUNCT
cana-283	253	7	"	"	PUNCT
cana-283	253	8	the	the	DET
cana-283	253	9	emulation	emulation	NOUN
cana-283	253	10	of	of	ADP
cana-283	253	11	nonlinear	nonlinear	ADJ
cana-283	253	12	time	time	NOUN
cana-283	253	13	-	-	PUNCT
cana-283	253	14	invariant	invariant	ADJ
cana-283	253	15	audio	audio	NOUN
cana-283	253	16	systems	system	NOUN
cana-283	253	17	with	with	ADP
cana-283	253	18	memory	memory	NOUN
cana-283	253	19	by	by	ADP
cana-283	253	20	means	mean	NOUN
cana-283	253	21	of	of	ADP
cana-283	253	22	volterra	volterra	PROPN
cana-283	253	23	series	series	PROPN
cana-283	253	24	"	"	PUNCT
cana-283	253	25	,	,	PUNCT
cana-283	253	26	j.	j.	PROPN
cana-283	253	27	audio	audio	PROPN
cana-283	253	28	eng	eng	PROPN
cana-283	253	29	.	.	PROPN
cana-283	253	30	soc	soc	PROPN
cana-283	253	31	,	,	PUNCT
cana-283	253	32	vol	vol	NOUN
cana-283	253	33	.	.	PROPN
cana-283	253	34	60	60	NUM
cana-283	253	35	,	,	PUNCT
cana-283	253	36	no	no	INTJ
cana-283	253	37	.	.	NOUN
cana-283	253	38	12	12	NUM
cana-283	253	39	,	,	PUNCT
cana-283	253	40	pp	pp	ADJ
cana-283	253	41	.	.	PUNCT
cana-283	254	1	984	984	NUM
cana-283	254	2	-	-	SYM
cana-283	254	3	996	996	NUM
cana-283	254	4	,	,	PUNCT
cana-283	254	5	2013	2013	NUM
cana-283	254	6	.	.	PUNCT